diff --git a/docs/tutorials/atmosphere.ipynb b/docs/tutorials/atmosphere.ipynb index 9fd47e0f27..df574d747d 100644 --- a/docs/tutorials/atmosphere.ipynb +++ b/docs/tutorials/atmosphere.ipynb @@ -101,22 +101,14 @@ }, { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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69etn6KegKEo3UFFcS1ZSMdlJxWQll1BbqUUIcBtox+gHB+Id6njXdj7fCYMnCSmlDggTQtgBW4HWrvmvXCm01kN03VWElHI1sBoam5s6KFRFUbqR+toGclNKyUosJiupmJLL1QBY9TGnf5AjXoEO9A92vKuGqxpCp41uklKWCiH2ApGAnRDCtOlqwhPIbVotG/ACsoUQpoAtUNxZMf4cbKcfUVGUm9Bp9eRllpN7vpSspGIuXyhDr5NozEzw8LMjYIw7/QIdcHC37vE3uHUmQ49ucga0TQnCCrgPWAHsAebQOMJpAfB10ybbmn4/3PT4j6o/QlHuTto6HZfTy8g9X0puSil56eXoGvQAOHnZMGSCF16BDrj52nbJaT97CkNfSbgBnzT1S5gAm6SU3wghEoHPhRDLgZPAx03rfwx8JoRIpfEK4iEDx3cd9flDUYyjrqaBS6mlXEotJed8KQWZFej1EiHAyas3weM8cPezw32gHZY2qgmpsxh6dNNpYGgryy8AI1pZXgvMNWRMiqJ0DTWV9VxKKSM3pZTc1FIKsyqQEkw0gr79+xA2sR/ug+xwG2DbrWZy62nUK38Xi4mJYdKkSbi7u9/ytgsXLryu4GBHx/PEE0/w+9//XpVH7yGqSusaE0JTUijOrQJAY2aC64A+RDzgjbufHS4DbDG7URVmpVP1+CSx4tgKkouT271+g1YPUmJ6gzepv4M/L414qSPC6xANDQ2Ymt76nzImJobg4ODbShKGcG08LSvhKt1PeWENuamlzX0KZQU1AJhZaHAbaMugES64D7Sjb/8+3Xrmtp5O/WUMaNasWYSHhxMUFMTq1asBsLGx4Q9/+APDhg1jwoQJFBQUAI0zzT333HOMHj2a4OBgjh07BsCxY8cYPXo0Q4cOZfTo0Zw7dw5oPKHOnTuX6dOnM2nSJADefvtthg8fTmhoKMuWLQMgIyODgIAAFi1aRFBQEJMmTaKmpoYtW7YQGxvLww8/TFhYGDU1Na0+h7i4OMaNG0d4eDiTJ0/m0qVL7VonKSmJESN+blHMyMggNDQUgL/85S8MHz6c4OBgFi9ejJSy1XiioqK4cjf9hg0bCAkJITg4mJde+jlB29jY8D//8z8MGTKEyMhI8vLybv8Pptw2KSWledUk/JTDzrUJfPLHg3z2p8PsjkniQnwB9m7WjJkzkLkvR/DEO/cy/Zkwwqd44zbQTiWIrk5K2a2/wsPD5bUSExOvW9ZepXlVsiin4ra3b6moqEhKKWV1dbUMCgqShYWFEpDr1q2TUkr52muvySVLlkgppRw3bpx84oknpJRS7tu3TwYFBUkppSwrK5NarVZKKeXOnTvlgw8+KKWUcu3atdLDw6P5GD/88INctGiR1Ov1UqfTyalTp8p9+/bJ9PR0qdFo5MmTJ6WUUs6dO1d+9tlnzcc8fvx4m/HX19fLUaNGyfz8fCmllJ9//rl87LHHpJRSLliwQG7evPmG6wwZMkSmpaVJKaV888035V//+terXhcppXzkkUfktm3bWo3nyu85OTnSy8tL5ufnS61WK6Ojo+XWrVullFICzdu/8MILzce41p28J5Tr6fV6WZRTKc/szZLf//uMXPPiT/LdJ3fLd5/cLT9+fr/87l9n5Kkfs2RhdoXU6/TGDldpBRAr23GO7fHNTca0atUqtm7dCkBWVhYpKSmYmJgwb15jOapHHnmkeU4IgPnz5wMwduxYysvLKS0tpaKiggULFpCSkoIQAq1W27z+xIkTcXBwAGDHjh3s2LGDoUMbxwlUVlaSkpJCv3798PHxISwsDLi1uSfOnTvH2bNnmThxIgA6nQ43N7d2r/OLX/yCTZs2sXTpUjZu3MjGjRsB2LNnD2+99RbV1dUUFxcTFBTE9OnT24zj+PHjREVF4ezsDMDDDz/M/v37mTVrFubm5kybNq35ue3cubNdz025NVIvKcqtIjelpLH5KLWUmorG96K1rTkeg+xx97PDY5Addi691H0KPYhKEq3oiBsz9u7dy65duzh8+DC9evUiKiqK2tra69Zr+c907T+WEII///nPREdHs3XrVjIyMoiKimp+3Nr65xIDUkpefvllnnzyyav2kZGR0TzvBDTOPdFW09K1pJQEBQVx+PDh21pn3rx5zJ07lwcffBAhBH5+ftTW1vL0008TGxuLl5cXr776aquvy7XHaIuZmVnz66bm1ehYlSWNZS6ykkrITi5uTgq9HSzpF+TYnBT6OFmppNCDqcZAAykrK8Pe3p5evXqRnJzMkSNHANDr9c2lvv/zn/9wzz33NG9z5ZP2gQMHsLW1xdbWlrKyMjw8GktbxcTEtHm8yZMns2bNGiorGwuZ5eTkkJ+ff8MYbzZHxeDBgykoKGhOAFqtloSEhHav4+vri0aj4a9//Wvz1dOVhODk5ERlZeVVZc/bimfkyJHs27ePwsJCdDodGzZsYNy4cTd8bsqt09bryDhTyE8bz/OfV4/wycuH+PHTZLLPleAV6MCEBQE8+rdR/Or10dy3MJDAMe7YOqurhp5OXUlcq4Pe71OmTOHDDz8kNDSUwYMHExkZCTR++k9ISCA8PBxbW9vmxABgb2/P6NGjKS8vZ82aNQC8+OKLLFiwgHfeeYfx48e3ebxJkyaRlJTUPCWqjY0N69atQ6Npe5TWwoULeeqpp7CysuLw4cNYWVld9bi5uTlbtmzh2WefpaysjIaGBp577jmCgoLavc68efN44YUXSE9PB8DOzo5FixYREhKCt7c3w4cPbzOeK9zc3HjjjTeIjo5GSskDDzzAzJkzb/wHUNqlqqyOzDNFpJ8uJCupGJ1Wj6mZCe5NZS68Ahxw9FBlLu5mBp1PojN09HwSZQXVNGj1OLrbdER417GxsWn+tN9SVFQUK1euJCLipuXdldug5pP4WXlhDSmxeaSfKiQvvRxobELyGeKEd4gTbn6qzMXdoEvMJ6EoStdQU1FPalw+KcfzuJRWBkDf/r0ZOcMH71BndbWgtEkliU7W2lUENHZ0G9Ps2bObm4SuWLFiBZMnTzZSRMqdknpJdnIJZ3/KIf1UIVIvcXC3JnLWAPwiXOjjZHXznSh3PZUkFIDmobpK91df20DigVzO7suhrKAGSxszhkzwwj/SFUcPwzSjKj2XShKK0kPUVmk5szebUz9mUVfVgJuvLcOn+TBwWF91V7Ny2ww9n4QX8CngCuiB1VLKfwohXgUWAQVNq/5RSrm9aZuXgV8DOuBZKeUPhoxRUbq7Bq2OU7uziPs+E22tDu9QJ8Lv74+rj62xQ1N6AENfSTQAf5BSnhBC9AbihBBXbon9u5RyZcuVhRCBNM4hEQS4A7uEEINk4xSoiqJcI+1kPge3pFJRVIt3qBMjZwzAyVM1KSkdx6DXoFLKS1LKE00/VwBJgMcNNpkJfC6lrJNSpgOptDLvRHfm7e1NYWFhh+7z9ddfv+r30aNHd+j+la6npqKe71ef5ft/ncXc0pQZz4Ux9elQlSCUDtdpDZVCCG8aJyA62rTot0KI00KINUII+6ZlHkBWi82yaSWpCCEWCyFihRCxV6qodmCkHbw/w7s2SRw6dMhIkSidISupmA1/OUr66QIiZw3gF3+MwMvfwdhhKT1Up3RcCyFsgC+A56SU5UKID4C/0lgm6a/A/wKP0/oZ+rq7/aSUq4HV0Hgz3Y2Offn116lLurX5JKSUVN5gPgmLAH9c//jHm+5r3bp1rFq1ivr6ekaOHMn7779/08dXr15Neno6b731FtBYiiMuLo7/+7//Y9asWWRlZVFbW8vvfvc7Fi9ezNKlS6mpqSEsLIygoCDWr1/ffMOelJIXX3yR7777DiEEf/rTn5g3bx579+7l1VdfxcnJibNnzxIeHs66devUOPkuTkrJyR0XOfJVGvZu1sx8bqgaraQYnMGvJIQQZjQmiPVSyi8BpJR5UkqdlFIP/Jufm5SyAa8Wm3sCuYaO0RCSkpLYuHEjBw8eJD4+Ho1Gw/r162/6+Jw5c/jyyy+b19u4cWNz3aM1a9YQFxdHbGwsq1atoqioiDfffBMrKyvi4+Ov2j/Al19+SXx8PKdOnWLXrl288MILzfNBnDx5kn/84x8kJiZy4cIFDh482AmvinK79HrJ3vXnOLw1Dd9hffl/L4arBKF0CkOPbhLAx0CSlPKdFsvdpJRXZq+ZDZxt+nkb8B8hxDs0dlz7AcfuJIb2fOJvqayghgat7o7LcuzevZu4uLjm2kQ1NTX07dv3po87OzszYMAAjhw5gp+fH+fOnWPMmDFA66XHHR0d24zhwIEDzJ8/H41Gg4uLC+PGjeP48eP06dOHESNG4OnpCUBYWBgZGRlXFRtUug6dTs+utYmkxuYTPqU/I2cOUFd9SqcxdHPTGOBR4IwQIr5p2R+B+UKIMBqbkjKAJwGklAlCiE1AIo0jo5YYZWRTB5SzklKyYMEC3njjjauWX6nk2tbj0FgUb9OmTfj7+zN79myEEO0uPX5tDG25tny4KrHdNUkp2ftZMqmx+Yx60Jdhk/obOyTlLmPo0U0HpJRCShkqpQxr+toupXxUShnStHxGi6sKpJR/k1L6SikHSym/M2R8hjRhwgS2bNnSXK67uLiYzMzMdj3+4IMP8tVXX7Fhw4bmpqa2So9D45wKLScjumLs2LFs3LgRnU5HQUEB+/fvv2pKUaXrO/L1BZKPXGbEdB+VIBSjULdhGkhgYCDLly9n0qRJhIaGMnHixKvmh77R4/b29gQGBpKZmdl8Up8yZQoNDQ2Ehoby5z//ubn0OMDixYsJDQ3l4YcfviqG2bNnExoaypAhQxg/fjxvvfUWrq6unfDslY6QGpfPie8zCbzXnYgHvI0djnKXUqXCr1FWUENDvU51CvYw3a1UeGleNZveOI6DmzWz/zAMjan6PKd0rPaWClfvPEXpYvR6ya6YREw0gsmLglWCUIxKvfsUpYs5uy+HvPRy7v3FIHo7WBo7HOUup5KEonQhlSW1HPkqjX6BDgwa4WLscBRFJQlF6UqO/jcdnU7P2PmD1b0QSpegkoSidBHFuVWcO3yJkHGe2DqrWeOUrkElCUXpIo5uu4CZhYbw+9X9EErXoZJEF/DEE0+QmJjYIftqWRE2IyOD4ODgDtmvYlgll6u4EF9A6HgvrGzMjR2OojRTSaIL+OijjwgMDOyQfV1bNlzpHuJ3XkRjZkJotKexQ1GUq/T4Oa5/2nSewqzKdq9/pVS42Q1KhTt52XDvLwbddF/XlvZ2dXXllVdeARoL+tXX15Oenk5UVBQrV64kIiICGxsblixZwq5du7C3t+f111/nxRdf5OLFi/zjH/9gxowZxMTEEBsby7vvvgvAtGnTeP755/n++++vKhv+t7/9DZ1Ox6JFizh06BAeHh58/fXXWFmp9u6upKqsjuSjlwkY7Y5Vb3UVoXQt6krCgK4t7T1mzBji4+OJj49nyJAhPP/889dtU1VVRVRUFHFxcfTu3Zs//elP7Ny5k61btzYnmLa0VjY8JSWFJUuWkJCQgJ2dHV988YVBnqty+5IPX0LfIAmb4HXzlRWlk/X4K4n2fOJvqbywBm1dx5TlaKu091tvvYWVlRVLliy5bhtzc3OmTJkCQEhICBYWFpiZmRESEkJGRsYtx+Dj40NYWBgA4eHht7UPxXCkXpJ48BIeg+ywc+ll7HAU5To9PkkYS1ulvXfv3s3mzZvZv39/q9uZmZk1j483MTFpLultYmLSXM7b1NQUvV7fvM2NSoZfWxK8pqbmjp+b0nFyUkopL6hhxDQfY4eiKK0yaHOTEMJLCLFHCJEkhEgQQvyuabmDEGKnECKl6bt903IhhFglhEhtmv96mCHjM6TWSntnZmby9NNPs2nTpjvqF/D29iY+Ph69Xk9WVhbHjv08L1NbZcOVrinxQC4WvUzxHeps7FAUpVWG7pNoAP4gpQwAIoElQohAYCmwW0rpB+xu+h3gfhpno/MDFgMfGDg+g2mttHdGRgZFRUXMnj2bsLAwHnjggdva95gxY/Dx8SEkJITnn3+eYcN+zqVtlQ1Xup762gYuxBfgN9wF0xsMlFAUY+rUUuFCiK+Bd5u+oqSUl4QQbsBeKeVgIcS/mn7e0LT+uSvrtbXPji7xUx5OAAAgAElEQVQV3pF9EkrX0RVLhafE5rHjowRm/2EY7n52xg5Huct0uVLhQghvYChwFHC5cuJv+n5l8mcPIKvFZtlNy67d12IhRKwQIragoMCQYSuKwaSdKMCqjzmuvrbGDkVR2tQpSUIIYQN8ATwnpSy/0aqtLLvuUkdKuVpKGSGljHB2Vm25SvfTUK8jM6GIAWHOmJioQn5K12XwJCGEMKMxQayXUn7ZtDivqZmJpu/5TcuzgZaDxT2BXEPHeK3uPVef0h1cTCymoU6nOqyVLs/Qo5sE8DGQJKV8p8VD24AFTT8vAL5usfxXTaOcIoGyG/VHKEp3lXYyH0trM9wHqb4IpWsz9H0SY4BHgTNCiPimZX8E3gQ2CSF+DVwE5jY9th14AEgFqoHHDByfonQ6nVZPxqlCfIf1RaNRRQ+Urs2gSUJKeYDW+xkAJrSyvgSuvw25s6n2JsWAspKLqa/VMUA1NSndgPoY002Vlpby/vvvN/+em5vLnDlzOuXYmzdvJiAggOjo6FYfj4+PZ/v27c2/b9u2jTfffLNTYusOLpwswNxSg5e/g7FDUZSbUkmim7o2Sbi7u7Nly5ZOOfbHH3/M+++/z549e1p9/NokMWPGDJYuXdrquncbvU5P+qlCvEOd0Jipfz+l6+vxtZv2xKwmP/NCu9fXafXo9RIzi7bvgO3bfwDRCxffdF/r1q1j1apV1NfXM3LkSN5//30+/fRT3njjDdzc3Bg0aBAWFha8++67LFy4kGnTpjVfDdjY2FBZWUllZSUzZ86kpKQErVbL8uXLmTlzJkuXLiUtLY2wsDAmTpzIkiVLmDZtGmfPnqW2tpbf/OY3xMbGYmpqyjvvvEN0dDQxMTFs27aN6upq0tLSmD17Nm+99Vab8W/YsIHXX38dKSVTp05lxYoV/OUvf+HAgQOkp6czY8YM3n777au2qa+v55VXXqGmpoYDBw7w8ssvU1NT01zafOHChVhZWZGcnExmZiZr167lk08+4fDhw4wcOZKYmBgAduzYwbJly6irq8PX15e1a9diY9P9b3DMSSmltkqL77C+N19ZUbqAHp8kjCUpKYmNGzdy8OBBzMzMePrpp1m3bh3Lli0jLi4OW1tboqOjGTp06A33Y2lpydatW+nTpw+FhYVERkYyY8YM3nzzTc6ePUt8fON4gJbVXd977z0Azpw5Q3JyMpMmTeL8+fNA46f8kydPYmFhweDBg3nmmWfw8rq+RHVubi4vvfQScXFx2NvbM2nSJL766iteeeUVfvzxx+b5L65lbm7OX/7yl6vmu7hy4r+ipKSEH3/8kW3btjF9+nQOHjzIRx99xPDhw4mPj8fT05Ply5eza9curK2tWbFiBe+8885NS6V3BxdOFGBqoaFfoGpqUrqHHp8k2vOJv6Xywhrqa3U4ed7Zp9bdu3cTFxfH8OHDgcZJhg4dOkRUVBRXbgCcN29e88m7LVJK/vjHP7J//35MTEzIyckhLy/vhtscOHCAZ555BgB/f3/69+/ffJwJEyZga9t4h29gYCCZmZmtJonjx49fFevDDz/M/v37mTVr1i28Cq2bPn06QghCQkJwcXEhJCQEgKCgIDIyMsjOziYxMZExY8YAjVcno0aNuuPjGpteL0mLL6B/kKOq1aR0Gz0+SRiLlJIFCxbwxhtvNC/76quvmueXuFbL8t9SSurr6wFYv349BQUFxMXFYWZmhre39w1Lg1/Zvi3Xlg6/Un78VvZxp1qWP28Zz5Vy6BqNhokTJ7JhwwaDxWAMl9PKqCmvx3eYGtWkdB+q58xAJkyYwJYtW8jPb7yZvLi4mKFDh7J3716KiorQarVs3ry5eX1vb2/i4uIA+Prrr5vLfZeVldG3b1/MzMzYs2cPmZmZAPTu3ZuKiopWjz127NjmmenOnz/PxYsXGTx48C3FP3LkSPbt20dhYSE6nY4NGzYwbty4dm17o9jaIzIykoMHD5KamgpAdXX1Ta+4uoO0k/loTE3oH+xo7FAUpd1UkjCQwMBAli9fzqRJkwgNDWXixIlcunSJV199lVGjRnHfffddVeJ70aJF7Nu3jxEjRnD06FGsra2Bxmae2NhYIiIiWL9+Pf7+/gA4OjoyZswYgoODeeGFF6469tNPP41OpyMkJIR58+YRExNz1Sf29nBzc+ONN94gOjqaIUOGMGzYMGbOnNmubaOjo0lMTCQsLIyNGzfe0nEBnJ2diYmJYf78+YSGhhIZGUlycvIt76crkXpJ2okC+gU5YG6pLuCV7qNTS4UbgiFKhXdEn0R7xMTEXNXBqxiOsUuFX0or48u347jvsUAGj3Q1WhyKckWXKxWuKHeztLjGpiafUCdjh6Iot0Rd9xrRwoULWbhwobHDYOTIkdTV1V217LPPPmseddSWH374gZdeeumqZT4+Pm12zt+tpF6SdjIfr0AHzK3Uv5zSvah3rMLRo0dva7vJkyczefLkDo6m58nLKKeypI7IWb7GDkVRblmPbW7q7n0tSscx9nvh/PE8TEwF3qqpSemGDD2fxBohRL4Q4myLZa8KIXKEEPFNXw+0eOxlIUSqEOKcEOK2P6JaWlpSVFR0eycHNUlYjyKlpKioCEtLS6McX9egJ+VYHgOGOGOhmpqUbsjQ79oY4F3g02uW/11KubLlAiFEIPAQEAS4A7uEEIOklLpbPainpyfZ2dnczvzXtZVaGrQ6CiqMc1JROp6lpSWenp5GOXbGmUJqq7T4j3IzyvEV5U4Zej6J/UII73auPhP4XEpZB6QLIVKBEcDhWz2umZkZPj4+t7oZAD9+lsTFs+UsXHHjmkqK0h7Jhy9jbWuOl6rVpHRTxuqT+K0Q4nRTc5R90zIPIKvFOtlNyzqVam1SOkpVWR2ZZ4sYHOmKiYl6ZyndkzGSxAeALxAGXAL+t2l5a/9FrXYqCCEWCyFihRCxt9OkdDOqy1vpCAk/5SL1koDR7sYORVFuW6cnCSllnpRSJ6XUA/+msUkJGq8cWpYj9QRy29jHaillhJQy4kqVUkXpSnRaPWf3ZdM/xBE7l17GDkdRblunJwkhRMsevNnAlZFP24CHhBAWQggfwA841tnxIVSzgHLnUmLzqKnQMmT89WXYFaU7MWjHtRBiAxAFOAkhsoFlQJQQIozGVp0M4EkAKWWCEGITkAg0AEtuZ2RTh1DtTcod0OslJ37IxMHdGk9/+5tvoChdmKFHN81vZfHHN1j/b8DfDBeRohheyvE8Si5XM3lRMEJdmSrdXI+94/q2qf9p5Q7odXqOf5uOo4cNvkNVf5nS/akk0QrV2qTcrjP7cijLr2HkDB+EGvaq9AAqSShKB6kqq+PYtgv0C3RQdZqUHkMliWuoz37K7ZBScmBzCg1aPffOG6T6IpQeQyWJ1qgKssotOn8sj9TYfIZP9Vb3RSg9yl1blrIwN5PUfetBW4NsqIWGWkRDLflZ4WhrvDjywVMgTJAmpghzG4SVLZpedphZ22PR2wHbvl44uXljZn5rc0crPU9pXjX7N5zDzdeWYVO8jR2O0gNJvZ6ykiKKLmdQW5xLXUUh2soirJwHEBo9x6DHvouTRCqR51Y0/14vTanDjPLavlToXQi5vBUNOkzRYSr0re5DLwWFwpYSU2cqLFypsx2Aad9B9PEMxNU3FFt71S7d09VVa/n2/dOYmJpw32OBqkaTctv0DQ1cvniegswEqnOTEUUp9K7KxLY+Hwd9EXaiDrtrtontPR5UkjAM39B7KPU+h4WVNeYWVpibmmIOmP/nHOJkPtav5TWvW1tTRWVZMdXlRdSUF1NbXkhdSQ660hw0lblY1uThVHMBt8pDmOXqIL5xuwLsybXyo8YxBMv+EbgHjsLZrT/CRLXy9QQNWh3frz5LeUENM/+/MPo4WRk7JKWb0NbVcPFcHEXnj6HPjce+PIn+2nTchZYrlb7KseaSqSeXrQeRbe2K6OOOub0H5nbu9LJzobe9M6H2hh9mfdcmCTNzC+ycXNu1rqWVNZZW1uB64xIL2vo6sjKTKcpIoPZSEpqiczhVJBOcdRxN9sdwEAqxI8s6mDqPSBwDo/AJGompmXlHPCWlEzVodXz34Rmyz5UwYUEA7n7qzmqlbeVF+aSd2EVN6gEci+Lw0abgK3T4AhVYkWXhx0mHBxF9A7H1CsBtQAh2Tm706QIDIO7aJNGWO/mTmJlb4OU3BC+/IVctr64s42LiMUrTjqO5fBL38lN4nD8A51dSudWKC1bBVLmNwGnI/fiGjMZEo7mzJ6EYVF1NAz+sPkNWUgnRj/rjH6kmFFKuVlZazIVj22lI2Y1zURze+kyGAvVSwwXzwcS6PoRZv2G4+Y/Cw8efQJOu+z+vkkQrOnpwUy8bW/xHTIQRE5uX5eekczF+F7oLB3ApOUFo+nuQ/h7FX/XhQp8RMPA+fEZOx9HFODOqKa0rL6zh2/dPU3q5mvG/CiBgtEoQCki9jgtnD1NwYjt9cvbhV5/EUKGjSlqQZhnMYdf7sfMfx4Cwsfhb2Rg73FuikoSR9PXwoa/HImARAEV52aQf/S+k7mZA+VEcTuyCE0tJ1fhS4DEBlxFz8AkcrvozjOjCyQJ+XJcEEqY/OwRPfzXb3N2suqqCpIPb0Cd+g2/pQXwpwxdI0wzghOcj9A6ajG/4eEItundflUoS1zJSE6CjiyeOM34D/Aa9TkfKmUMUxX+HXc4eRmb+G5OLq8kRLmT1HY/tsNkMCp+AxlT9+TpDXbWWQ1+kknjwEs79ejPp10HqXoi7VFlJASk/bcYkeTv+VccIF3WU04tzvSNJ8b2PAZHT8XXth6+xA+1A6izTGiPfS2ei0eAXdi9+YfcCUHg5iwsHNmOR9h3DLm/G/LsNFH1nS5rDWHoNnUvAqKkqYRiAlJJzRy9z6ItUaiu1DJvcnxHTfdCYqqu5u0lxwSXS9q2nV8o3DK49RYTQk48DZ52nYj1kJoNHTmG4uaWxwzQYg59ZhBBrgGlAvpQyuGmZA7AR8KZxTolfSClLRGMtg38CDwDVwEIp5QlDx9jVObl64TTn98DvqSgr5syBLyH5W4KKdmK9+78U7rYj1XkidiPnM3hYtGqSukNSSrKSijm6LZ38jHJcfPow/ZkwnPv1NnZoSieprCgl8cfPMUv6kuCaWIYLHVnCjWPuj+AQPptBQ8fR9y4ZYNIZHz9jgHeBT1ssWwrsllK+KYRY2vT7S8D9NM5I5weMpHE+7JGdEGMz4w84u7Hetg6ET30Cpj5BTVUFcfu2YJKwhaH5X2HxzWZyv3Uh020KrmMexieoU1+6bu9KcojdnsGl1DJs7C2IftSfgFFuqqLrXaC+toakn76g4dRmAisOMULUkyecOOE+H8fIX+IbMgqvu/ADmMGThJRyvxDC+5rFM2mcsQ7gE2AvjUliJvCplFICR4QQdkIINynlJUPH2ZI0dntTO1lZ9yb8gcfggccoLy3i9N4NWCRvZXjOZ5hu/oT0L7zJ830Qv/sex9FFTaPZFm2djnNHL3P6xyxKLldjbWvO2IcGETjGHY3Z3XdSuJtIvZ6k2D1UHv2EgKKdDKGaYvpwynkqdsPnM3j4fbh04eGpncFYDdkuV078UspLQoi+Tcs9gKwW62U3LbsqSQghFgOLAfr162f4aLuBPnaODJ/1W+C3FOVlk7p3PXYpXxCZ8g7a8//kpPVI5JBfEhw1F3OLntt+2l5SSvLSyzl35DIpsXnUVTfg3K839y0MYGC4i0oOPVx+Tgapuz7CI2MrgTKbGmnOGdtxmIU9RPC9M4hUN7g262q9na1d01/3sV5KuRpYDRAREdGxH/u7wB2Od8rRxRPHeS8BL5GZFEfu/jUMvPQtzod/S8nhlznhPAXnex/DN3SMsUPtdGUFNaQcz+Pc0cuU5lVjamaCT5gzIeM8cPW1VSW+e7D62moS9nyO5tR/CKqJpa+QJJkFERe4mMETHmVEHzWkuTXGShJ5V5qRhBBuQH7T8mygZbuIJ5Db6dF1j9amdukfEE7/gHAatH/n1IGvaYhbx7D8rZh/uZm0r30oGDiPgMlPYOvQM6falFJSmF3JhfgC0uMLKcqpBMBjkB3DJvfDd2hfzK262mclpSNlnD1Mwb7VDCrYwVAqycORY54L8Yr+NQEDQ4wdXpdnrP+ObcAC4M2m71+3WP5bIcTnNHZYl3V2f0RPZWpmzpDouRA9l7KiPE7uisHh/CYiz71JTfI7HLUbj/ekJbgE3tvtr6Ya6nXkppZy8WwxF04VUFFUCwLcfG0ZM2cgA4Y608exe9/gpNxEfRVnfliLxalPGNRwHldpxpk+YzEPf4Tge2bgooaMt1tnDIHdQGMntZMQIhtYRmNy2CSE+DVwEZjbtPp2Goe/ptI4BPYxQ8d3fcCdfsROZ+vowsim5qi00wco3reaoMIfsNn8PbkWA6gJeRTv8Y+h6dU9itZJKSnOreJiYjFZScXkppSi0+oxMRV4+TsQcb833qFO9Oqj2pl7upL0k+T9+AFe2f8lRFaTLrw4MuhFBk9exHDHvjffgXKdzhjdNL+Nhya0sq4Elhg2IqUl39B78A29h3OZuZz9YQ3+OV8QFPsatbFvkOA0kb5RT+Ea1PWuLiqKa8k9X0L2uRKyEoupKqsHwN61F8H3euAV6ID7IDvMzO/ukSl3A31dNSl7PsP0ZAy+dYn0kmYcNB9DWdCjTLl/Fj4W6qrhTqhXTwFgcH93Bi/+E7Xalzlw+Ed0x9cSXrAbmy3fcvFrH8qDFzB40q8xs+rT6bFJKSnLryE3tZTc86XkppRSUVwLgEUvU7wCHPAKdMArwIHeDmrk1t2iOOMMWTvfY0DONgZTRQbu7PJ6ln4TnmC8d39jh9djqCRxja71ebnzWZppuGfsRBg7kbyCQo7+8DFeaRsIPvkqlSff4pTrdDwmPoObr+E6/KReUny5qjEhpDYmheqmKwWr3ma4D7RjyH1eeAyyw8HdptvMBqfT66itLKW+rppe1vaYW1mr0VS3SN+g5dz+TYjj/8a/5iQ2UsPxXvdA+ONEjJuGt5k6pXU09Yq2oqNLhXdXLs5OuDzyEjrdC8Qe+oGGI/8i/NIWzD7byBnLCMTIxQSN/X8IzZ29jfR6SVF2Jbkppc1ftVVaAKztLPAYZI+7nx3ufnbYu/bqFifWurpqkg5sI2/fThrOpWCbVUKfsgbMdD+vU20hKHG2pK6/C+bDhjA4ejZeASO6xfPrbOVFl0ne/h79LmwgQBZwCUd+9PgNAyY9xZj+3sYOr0cTspufESMiImRsbGyH7e+njedJPnKZRX8f22H77Eku5WRw4fv38MvaQl+KyRUu5Po9zOD7f0Nv+/Z1DOp0egoyK5oTwqXUUuprG8+efZwsmxOCu589fZwsu81Js7KimJNb/03l9z/QN+ESvepADxQ6m1HZzwnh1hdhZ4vGzJyG6mpkYSEmOfk4ZZZhU9P4f5jvbEb5yAB8Z/4S/zHTMbkLy0C0lHn2MAW7VxFcvBNLoeWM2RCqw37NkPsewtLCwtjhdWtCiDgpZcRN11NJ4mo/bTpP8mGVJG6mrq6W+J3rsT61hmDtWWqlGYmOk3G+7xm8AiOvWrehXkdeenlz09HlC2U01OuBxo5mNz87PPzscBto1+36FPQ6HfHffUruF5/jHncRq3ooszGhaGh/7MaNx3/SXBz73rh9XK/Xk376J1J3fwX7j+BxvhSNhEJHM8rviyD00WfwGji0k56R8em09STs+gyLkx8xuD6RamnBKccpOI//LQODRxg7vB5DJYnb9NOm8yQfusSif4zrsH32dMmnjlC85z3CSn6gl6gj0XQo+f2exNwmgstp5eRllKPXSRDg5GmD+8DGKwW3gXbddljq5ZzznFyzkt7bD+NY0kC1BeQN98Fl1lxCJ/8SM7Pb/5Rbkn+RuC0fotu+m36p5eiBLH97es+ZzYi5v8Wsm09i05by/GzOf7cK7/RNOFFCNq5k+P6SoAeext6xZ97saUwqSdwmlSRuXU1lPZdSy0g7nUvWqQxqqqwBEwQN9OpdRf+hvviEuOPma4tFLzNjh3vbpJSc3b2JzE9W0+9ELmY6uOjbG7MHpzFy3jNY23T8fSXZyXGc/uyf2O46gUOZjtLeJhRNDmfYEy/h7h3U4cczhozTByj98R8ElvyIudBx0iICXfgiwsbPwVTd9GYw7U0S6i9wDXHXj2+6ufraBnJTSslOLiE7uaS51IXGzARXHy9cBvShquIEzpn/YkhDLNXnLDhTPBWNxe/wGhRm5OhvXX1lObFr36bhi29wvlyLm4Uge0IQAY8/y+QwwzZLevqH4/m3T9G+Wsfxr/5F+YaN+G45TtGXczgxzA3PBYsInTCv2/VdNGi1nN6zEavYDwioP0ultOKY04O4TvgtQwO733ukJ1NXEtc4sCmFxEO5LFZXEs0atDryLpSTfa6E7ORi8jIqkHqJxtQEt4G2eAy2x8PPjr79+1xXPTX1zGGKd68irGQH5qKBU1YjMR29hMAx07v85EilF9M48cHf6PP9Uaxr9GR5mKOfNYl7frUUG1tHo8WVlXiMM/9+m757ErCulVx2s0TMm07kr17AslfXnhiporyU0998QL+UT/CSl7iEM+kDHyXggd9i72C81/RupJqbbpNKEj8XxctqKnNxKa0MnVaPENDXuw+eg+3x9LfH1dcWU7P23dFccPkiKd/+H4OzNuJIGRkm/SgMfpyQ+xdhYWVj4Gd0ay4e28P5D1bicvQCJhLOh9jj9NhCRk16HNM7HO7bkSrLijj86Qo0X/yA2+V6yq1NKHpgOBFP/Q99PfyMHd5VcrMukP7t3wm+9AW2oorzZv5UhT9FyISHMVVluY1CJYnbdGBzCokH774kUVfTQFZiMRcTishMKGq+ec3B3RpPf3s8/R1w97PD4g4rptbWVHPq+49xOvMxvvp0SujDea+5+E19DgdX480NInU6zm5dQ2HMWlxTS6g2h/SxAwhY/AeCQscbLa720Ov1xH6zhqJP1uKdUEy9BjJHezPoyd/jHzHRqLElnzxI6Z5/MKxsN6boOd37Xqyjfodf+IQuV+rlbqOSxG06sDmFxAO5LP5nz04SUkqKcirJPFvExYTGqwWpl5hbNZa56B/sQL8gR6xtDTMWXer1nDn0LQ0H3yes+jANmHDWfgKO9z1H/+DOm+eivqKM2I9XwKZvsS+up8DOhMJpIxi16E+4ufh2Whwd5UL8fpL/9b94/HQe8wZI97fDYeECRsxY3Gn9FjqdjpM/bsb8+AeE1sdTjQUJLjPpd//vcfEO6JQYlJtTSeI29eQkoddLLqWWNs+tcKX+kZOXDf2CHOkf5IjrgD6YaDq3ryAj5Qw5P/yTsIL/Yi1qSbIIpWHkEoLGzcXEQJPNl2akcPK95djuOI5VnSS9vwVy3jSifvkS1pZdu12/PYovZ3Lsw+XYfXMI20o9l13M0f9iKqMfW4pVL8PU36qsrODUt//CI3kt3jKbfOFI5sBHCJj6LDZ2TgY5pnL7VJK4TQe2pJD4U89JEg1aHdlJJY2J4XQhtZVaNKYmeAXY4xPmTP9gw10t3KqS4kISv/k/fC+sw5VCLpp4cCng14Q+8CRW1h3Tb3Hx8C5SPvhfXI9nIIHkoQ70fezXjJmwAE0PnMu4vqaKQ5+9jX7D17hdqqXCWlB8/wginv4zTu4dc6V0Kfciqd/8g8DczThSzgVTXyqGPUXwxIVoVH9Dl9Xlk4QQIgOoAHRAg5QyQgjhAGwEvIEM4BdSypIb7ccQSSLhp1ye7MZJQqfVk5lQREpsHhlnimio02FuqaF/iBMDwpzpF+SAuWXX6YC9Vn1dHad2xGAf/y8G6tIopg/Jnr/Ab/pzOLt43XwH15A6HWe+/JjitWtxuVBKpSWkjxtI0OLnCQrqvn/nW6HX64n7/hMK1nyMz9ki6jWQM8aXgKdfxOc2h/Emnz5G8e6/E166Ewuh5Yz1aCzHPoPfiPtVf0M30F2SRISUsrDFsreAYinlm0KIpYC9lPKlG+1HJYlGer0k51wJKcfzSDtZQH1NA1a9zRgQ5syAMGc8BtujMe3aQ06vJfV6ko58h/bAKoZUH6FOmnHCfgrOk37PwMBhN92+vrKc2DVvwcb/Yl9UT769CQUzIhnzxJ9wc/bphGfQNaXE7yX5w7fpd+AC5g1wMdCRvr9exJD7H71pv4VOp+fkvq1ojrzP0PpYaqQ5iX2n4nH/73EdENpJz0DpCN01SZwDolrMfb1XSjn4Rvvp6CRxcEsKZ7tJkpBSUnCxguQjl0mNy6emvB4zSw0DwpwZNNwFT3/7Tu9fMJSclHguff8OIYXbsRBaTliORIx6hiH3TL3uOZblZBD73l+w/a7x/ob0fhbIh6YT9csXe0R/Q0fJz03l2Ad/xWn7cWyrGu+3MJ0/m5G/eh5zy15XrVtVVcXJ7R/hlvgxvjKTIuxI930Y/6nPYuPgaqRnoNyJ7pAk0oESQAL/klKuFkKUSintWqxTIqW8rtaBEGIxsBigX79+4ZmZmR0W18EtKZzdn8OTq6I6bJ8draaynvNH80g6lEtRThUaUxP6hzgyaLgL/YMdMe3Bs7GVF+Ry/tu/45vxOfaUc97El4KQJxg25XEKz8WS9O4K3A6lNt/f4Pj4Y4yZ9HiP7G/oKFVVpRyMeRPTTd/hlldPmY0JlTPuZcRv/ky1Ds5/808Csz/HiTIyNN6UhS0maNLjmPbQGlJ3i+6QJNzl/9/emYdHVd4L+P1lsocsJCQhISELEECWgCCLgAuIIKgo7tb1alGqVr1t79NWe29vW9vetm617kVbq9ZdUEsBEVDZCoSdhCUBsieE7HsmM9/945zUEQJkQmbmhHzv8+TJnHXemTnn+53zfd/5fUqViEgc8DnwEPBJV4KEKx65k7BgkHA6FYU5VeRsKOXI7gqc7Yq4lHBGTktk2MS4Xp0TqTvYWxrZt+IVYkgT88UAAB8MSURBVHa9SnVFDaUHIxlcAC0BcHhGGiPu+yGjMq39fIPVaHe0s3nZS9S+8Sbp+2tp9YeS4e1kptdQEzuOgOkPkTH1Kt3ecI5g+dxNSqkS8/8xEfkYmASUi0iCS3XTMa+LWewEaG5oI3t9CXu/KqahqpXgsADGXJTEyGkJxAyy1pPK3kQhNBxroGZdEPGlkYT3gwOT2xid1EJM/CACQhJ8rdjrsIkfYQNSCJkSSfuwoxzNiyR9vz81+wZQlNlO0vktKPTojX0NnwQJEQkD/JRS9ebry4FfAJ8AdwK/Nf8v84UfFugVfCy/jj3riji09RiOdidJI/oz7bphpI0dcFJ+pL5EbUUxW176JeGfrCem3kHJwACOPnQVF931U2rzczj++ZNMr/wA3vqAjaEXETDjYSZMubTXDHHqC1paWti54jWid/+Z8c48qokg97zbmflfj1DbVE3Wi78icdVu/B78H9Yl/47g79zIpFsfxhZoja7TGs/ik+omEUkHPjYn/YG3lVJPiEgM8B4wGCgAblBKVZ1uXz1e3fRhLnvXFXHfc5f02D67itPhJHf7MfasLaLscB3+QTZGTBnImIuTiE4M87qPlSjcv409z/+axHU5BNnh8PAIIu+8nSkL7j8pn1Jd2REO/+NJhhV+QBjN7LSNpiZzEZPn3EpIUN+qljsd1ZXH2PfpHxl29C3iqaLAL4njY+5l9NxFBIZ8+3irq6tg/ZJfE/rhauKPt1MTaaPpmkuZvOhx+sXE++gTaM4Gy7dJ9BQ9HSQ2fpjLHi8HCXurg+wNJexaXUh9VQuRcSGMuSSJEVMTzjpXUm9nz5r3KXz1BVJ2lOH0gyNTkhly3yOMmjzvjNvaG6s5sPx54nP+QqyzgiMkcij9DsbNv5+4mJ4f+6G3UJC7j6IVT5FZ8Slh0sq+4PHI1AcYOWMhcoYGfnt7Gxs/fI7Gv71DWm4DLQFQPnM0mQ8+TsKwTC99Ak1PoINEN9n4YS671xVxvxeCRHNDG3vWFrFnXTEtjXYShkQyfk4KqaNjkD5cPWK3t7Lp3WdoefN9ko820hgslF2eyfnfe4zE1NFu70+1t5H35dv4/+t5UtsOUqX6kRW7kJS53ydjqLWypXoK5XSSs3U1zV/+kXGN63Hgx57+sxkw+1FSRk058w5O3J9S7N64jPxXniNtawl+CgrHJ5Jy30OMvPgaD3wCTU+jg0Q38UaQaKhuYfuqAnLWl9Bud5I6dgDnXz6YhKFRZ974HKampoxNrzxBv4/XMqDawfFof5qvm8WF9/6sZ8ZvUIrS3V9Qs+YZhtespx0/NodeSvBFDzJx8iXnZLtFe1sru1a9QfjOV8hoP0gtYRwYdD1DrvwBMQmnH3u7q+Tn7WDni79m0Oq9hLVASWo/wm67hQtuelCn5bAwOkh0k40f5bJ7rWeCRGNNK1kr89n3dTE4IWNyPONnp/T59ob8g1nseuk3JK7ZR1gLFKf2I/T2m5l040MeG2ugvvgAR5c/yZDiZYTSwg7baGrPoXaLhtpKsj/9Iym5fyOeSgolkZKRdzN23v2E9PNMgr+amjI2vmoE+dgqB1X9/WlZeBlTFj1GWKRO8Gc1dJDoJhs/ymX3miLu/9MlPbbPxtpWdqwsYO/XxTgdipFTBzLhilQiBvTdh5GcTic71rxDyWuvkLajHIDCCYNI/e6DXq2usDdUcfCffyIu56/EOo+TTwKH0m5j7JWLiYvpfSOllRzOpnjFU4w69gmhtLI3MJO2CxYzbuaNHsuoeyJt9hY2vvssLW+9T8qRRpqChGOXjWX89x5n4BD3qws1nkEHiW7Sk0Giub6N7Svz2ftlMQ6HYviUgUy8IpXI2L4bHNpamtjw1h9of2cpSYXNNAYLx2Zncv79j/m0AFHtbeR99Xds/3qBtNb91Kgwtg9YQNKcR8jIOG1mGJ+jnE72bV6Jff1zZDZupB0/dkTOImrmIwwf572xOU7yUoqdX75P0Z9fJC2rDIDCC5JJu+9hRkyb7zMvjYEOEt1k08e57PyikMV/urTb+7C3Odi1upDtq/Jpb3WQMXkgE+elEhUXeuaNz1Eqy47yr5d+SdTyzfSvc1IxIAD79XOY+h8/JTTCQj2NlKJ075dUffEMI6rX4cSPLaEzCJz+IBOmXmapdouW5kZ2rXid/ntfJ8ORSw39yB50A0PmPUL8oFRf632Lowe2svvF3zJobTahrVA0JILwO77DBdctxubf+6v3eiM6SHSTswkSToeT/ZvK2PLpYRpr20jLHMDUa4fQf2DfbXPI3bGWnJefJHl9HkHtkD8iiv533MEFCxZ5rfqju9SV5HJk+VMMLfqIMJrZ6zeC2tF3cP7cuwgJ9d1vWlFwkMMrniOj5GP6U0+BXxLl593NmHn3ERxq7QSG1ZUlbHr1V0Qs/YqYGgcVMf40LZzJ1HseIzIqztd6fQodJLpJd4KEUoqjeyrZ9HEe1aWNDEyP4MKFQ/tsb6X2djubl71E3d/eJm1/DW02KJyWzvBF/8mwibN8rec29qYa9i9/gejsvzHIWUI14RxKuJrk2d8jId07VWQOh4M9Xy+FLa8ytnEzCtgVNo3AC+9j1IVXIl4amrSnaGtrZvM7z9L21gcMym+kIRiKLx3JmO/+iCHnTfW1Xp9AB4lusunjPHauLmDx810LEsfy69jwQS4lh2qIig9lyjXppI+LRSyWA8obVFUWs+n13xK2bB3xFe3UhvtRPX8qFyz6SY+NguZLlNPBgc3LadzwMpkNG/AXJ3uCxtOSeRdjZt5EcHDPtzUdL87j0KpXSC5YSpIqo4oIchIXknL5AySlZvT4+/mC7HUfUfDqCyRtL0YUHBkdTfTttzHpyu+e9DS9pufQQaKbdDVINNW1sXlZHjkbSwnpF8CkK9MYOT0R2zkyfoM75GxfzYElzzL461xC2qAsOYzAWxYy6dZHCfBAwWkFSgoPc/TzlxhS8AHxVFJDP3IHXEa/iTeTccHlZ1WVVl9bRfa69wjNfpdRLTvwE0V20Fhax9zGqMvuIPAc/U4rjuaw/ZX/o//KrYQ3OimPDaB5wSVMvecnRPXXCRt7Gh0kusmZgoTD4WTP2iK2fnaE9jYnY2cmMXF+Wp9Ln9Fmb2HT+8/R+M4HpB2sw26D4kkppN/zABnTruwzd1LOdjvZ6z+mOesdRtWtJ1RaKWMABQNmEDxyDqkT5xARGX36nShF6ZFs8rNWEHp4JSOasgiUdsoklrzEqxk8816Sh5znnQ9kAVqbG9j61tO0vbuMhMJGmoKgeEYG5y36AUPHdm+oVc3J6CDRTTYtzWPnqgIWv3BykCjIrmT9e4eoLmti8Khopt8wrM81SpcXH2Lbkv8jcvlmYmocVEfaaJg/jYn3/pjoxL47JChAfV01B758j4CcpQxtzCJMWrErG0W2JCr7DaM9IhlCohH/QBytzdgaSgmqz2dQ8wFiMYZyL5Z48mMvJWbidWRMnHXGXErnOjlfLePIay+QvKUAfyccGRFF2C03MHXhAwQG6Cy0Z4MOEt2ksyBRW9HE+vdzObr7OBGxIcy4YRgpY2L6ztWycrJ17TuUvrGEtK0lBDqgcFgkEbfczMTrF+OvU0afRHNzM3nbV9O4fw1BFXtJaM1jgLMKm3xzvjWpIMpsCVT3G0pr4mSSxs0iOWN8r2uE9gbHi3LJeuU3RP5zM5H1Tir6+1E5bxIT7v4hg5NG+VqvV9Krg4SIzAWeBWzAn5VSvz3Vup4MEm0t7WStyGfn6gJsNj8mzkslc2ZynxnPoaKqiE1v/oHAT9eSUthmZPy8eCTD73mYtPHWHwPcatjb22muq6KtrZXQsH6E9ouy3CBXVqe9tYWs956n8Z33Scirpc0fcsfHMeCWW5k6524CbTpXVFfptUFCRGzAQWA2UARsBW5RSmV3tn5PB4nNS/PYvqqAWXeOZNNHuTTWtjF88kCmXjuEsKhz/4rZ7rCzef27lP/9TVI35RPWCpVxwbBwLhPu+iEhUb0vVYXm3KRox3r2v/ZHor/aS0irojjOn/orppB5+/dJTxrjaz3L05uDxFTg50qpOeb0TwCUUr/pbH1PBImsFfkAxKWEM+OmDAamR/bY/q1KXlk2G//2e6JWbmNoUTt2G5RPTiftjvsYcvFVfaZqTdP7aKuvY8fbf6Tlw0+IK6in1R+yx/cnaOFVzL/qUYL9g32taEl6c5C4HpirlLrXnL4dmKyUetBlnUXAIoDBgwdPyM/Pd/t9mupqyd+z86T5ZXk15GZVkJY5gEHDouCENAxuF5VuFq7uF8bu7v/b06WH91C6diWROUUE2aExMgjb5PEMvngegR3ZQt39DO5+S25/ZPcDlvtOZ/e9dmELdzdw/9hwe3UPf0fu7b1b71F5aC/Fqz6l357D+NsVVdH+OKdOYPjl1xEWfvJdsMePVTx7TodFRRGTNNjN/Zvv0ouDxA3AnBOCxCSl1EOdrd/dO4mSgzn8/Wc/OitXjUaj8SUjp1/CvId+2K1tuxokrNi5vwhIdplOAkp6+k1iU9O5++mX3NrG7YDqdvx1bwN3fJxOB9lfLaPy838Sv6+cQAdU9fendcb5jFxwB9GxyZ1u5/5H8Nxn6C7u/26ederWZ3b3e3X3l3P7K3L3M7j/md1/i5M3cConBXs2ULryU6L3FhNkh7pwG40ThzNk7g3EJrsxMmG3fjd3V3dvg9AIz6f+seKdhD9Gw/UsoBij4fpWpdS+ztbv6TaJc42j+zax783niVqzk+haB01BQtmFQxl8012Muuga/HR3S00fobmhhi3vPkfzsn+QfLAWP6BgWCQhC+Yz4aYHCAs/w0OP5xi9troJQETmAc9gdIF9TSn1xKnW1UHiZKqPFbD93RdwLP+C5CMNOAUKRvYn7OqruODGBwgJ9czIZBpNb6Hw0Hb2vPEc4au3MaC6neZAI2NA/DU3Mn7OdwjoAw/q9eog4Q46SBg01B5n2wcv0vTPVSRnH8ffCcdiA2iaPZlxtz9MQpoeEUyjORGH08GOVW9R/v7fSdxylGA71IT7UXnhCFKvu43zpi84Z++2dZDoA7Q2N7Bt2avUfPYZg3aVEGSH6gg/qqedR+r1tzNy6pXn7AGu0fQ0zQ01ZH30MnX/WE7S3mMEOOB4dACNF49jyPV3MvT8medUV3AdJM5RGuur2PnpX6j+fCUDdxQS1qKoDxWOTRlK4oIbybzsZmw6vbJGc1ZUVxSR9f4L2FeuYfDBWvwUlMYH0jRtDOlX3cyIyfN6/QWYDhLnEFVl+exatoTmL9aRmF1BUDs0hAjl45OJvepaxs+7g8Cgvjs0qkbjScoLD7D7vZdRazYw6HAdfgqqomzUTB5O0vzrGHXJdb0yf5kOEr0Yp9PJoazVHFn1EbJpB4Py6rApqI6wUTV5GAPnXk3m7FsICNRPkmo03qSy5DC7li6hZc2XDMqpJNAB9aFC+bhkwmdcxNgrbiN6YIqvNbuEDhK9jOpjBexZ8RZ1X35FzO4CouqdAJTHB9I4ZTSpV93IyAuv6vW3uBrNuUJtTTk7P3mdhi/WEL+riLAWhRMoGRxK+wWjSZp1JSOmX2XZizkdJCxORXEuB9Z+TM2WTYTsO8LAkhb8FDQGC+XnxRMy/UJGzL2ZxHSdqEyjsTqOdjvZ6z+h6PNP8N+2l8SCJvwUNAVB2bBo/MaNJmnabIZPnUdgsDWqhnWQsBCtzQ3kZn1BadZ6WvZlE55TSFyF3VjmD2VpkTgzRzBo5jzOm361Za88NBpN1zhefpTsle/SsP5r+mUXEHv8m/O9PDWCttFDiMqcQPoFl5GQPsYnNQQ6SPgAh6Od4kM7KMneSu2hHOx5hwnJKyGutAV/o/aIxmChYmg0Mm4UCRfOYuTUKwkMscaVhUaj8QzHig6yf91SarZsIiw7n/jiZmxm0VsfKlQNjqJ92GBCh2UQO3wcKaMvJCJmoEeddJA4A/a2FpobaggOizhjz6B2exv1NeXUV5bRWH2MhspyGkryaSkpxnHsGH4V1YRU1BN9vJXA9m+2awgRKgdH4shIIXzMeFInzSQpY4JuV9Bo+jjNDTXkbvuC0u0baM3OJvRwGXFlrf++mASo6+dHTVwobbGR+MUNICg+gdDEZMISkgmPHURU7CAiYxKx+Qd0y0EHiTOwe90HBNz/MwAcAnZ/sAcIDpvg51T4OcHPqbA5Ich+6v00hAj1UYG0xvTDmZxAcPoQooePIXn0FKIHpumAoNFouoS9pZnCA9sozdlGXW4O7UcLCC6pIrSqiYg6x7cCSAeHJyYy/80vuvV+vTkLrFeITRnB7jsvxdncgrO1FdXWCq1t0O4Afxv4+YHNhvj5IWFh2MLDCYiMIiiyPyFRA+ifPJS4lBF9LimYRqPxDAHBIaRnziA9c8ZJyxyOdo6XHqai4ACNpYU0V1XQVl1JdJobWWy7SZ+9k9BoNJq+TFfvJHRdiEaj0WhOiQ4SGo1GozklXg8SIvJzESkWkZ3m3zyXZT8RkVwROSAic7ztptFoNJpv46uG66eVUn9wnSEi5wE3A6OARGC1iGQopRy+ENRoNBqNtaqbFgDvKKValVJHgFxgko+dNBqNpk/jqyDxoIjsFpHXRKS/OW8QUOiyTpE57yREZJGIbBORbRUVFZ521Wg0mj6LR4KEiKwWkb2d/C0AXgSGAOOAUuDJjs062VWn/XOVUq8opSYqpSbGxsZ64iNoNBqNBg+1SSilLuvKeiLyKvCZOVkEJLssTgJKzrSPrKys4yKSb04OAI67oeottJd7aC/30F7uob0MujTwhdcbrkUkQSlVak5eC+w1X38CvC0iT2E0XA8Dtpxpf0qpf99KiMi2rjwc4m20l3toL/fQXu6hvdzDF72bfici4zCqko4C9wEopfaJyHtANtAOPKB7Nmk0Go1v8XqQUErdfpplTwBPeFFHo9FoNKfBSl1ge4JXfC1wCrSXe2gv99Be7qG93KDXJ/jTaDQajec41+4kNBqNRtOD6CCh0Wg0mlPSq4KEiMT42qEzRCTM1w6dISIpIhLla48TERH9BKQbiEiX+rN7GxEZJSI/9rVHZ7hkcrAUVi3DTkevCBIi0k9EngQ+MTPFTvG1E/zb62ngTRG5zSons+n1FPAPjGdOLIHL77hCRJ4QkWm+doJ/e71gxczDIjIdOCIic33t0oHL7/gZcJOIDPG1UwciEioiz2McYw+JyHhzvk/LOquWYV3B8kFCRCYAn5qTi4EI4EbfGRmYJ+/XQDPwGjADuMWnUoCIXABsAKKB8UqpbB8rASAi/sDzGN2u78B4TmaWT6UAEUkEXsU4pm614F1OBFAFLBaRzlLXeBURuRz4EmgFbgP2A3U+lfo2/wnEAHcCwcDLAEqpTkaI9g5WLcO6imWDhIjYzJdlGA/W/UAptRsIBLb70CvAfFkNvKCU+qlS6lNgJ8bBiS9OZhevViAPIx27XUTGiUiqWUh7HZf3jQfSlFIPK6X2AaFAji+cTqAJeAYjJUx/YK7LsecTRMTP5RhSGIVxBPCIudyXwSIXuNk87jcAozGDva+8Ou4SzGMtAHhbKbVfKfV7oNy8q/b63YRVyzB3sVyQEJFhIvIy8JiIpCulipVS2SISKSLPYkTgy83qgXgveo0QkdeB/xWRFLOg+4tLIViMmQtFebFfcSdeu4G1wKMisg54Dnga40l3r9WHunj9wvQqBlpE5K8i8i/gSuBqEVkqIgle9BomIv/VMa2UqgF2K6Wagb8CN9HFnDae8jrhqnc8kAZ8D7hXRCaZ0173MjmilDokIoHm9JsYY8B49bh3cXsZeNwsK9oxLtQmu6y2GLhDRJK8dTdh1TKsu1gqSIjIo8AyjNQcccATItJxQtQBS5VSyRipPOzA/3rJKwZ4HSPPlA2j4LtRKWU3D0wwstru84bPabyeEJH5wBKMrLpLlVIzML4nG3CPj7x+bVZTzAH+AuxXSmUA9wL5wH97yetWYA3wIxFZZM6zmQECpdSHQA1ws8udmU+8+CYbwiFgl1IqB+O73Ixx9e4rLz8ApVSbOR3QMc+bV+qdlBW/FaOTxrMYVXMxpmcRRiD7ro+8LFGGnQ2+GpnuVFQBdyul/mWepF9gVAMcMa9S1gIopZpFZDsw2EteI4AmpdST5olwKzBLRPabV+4ACcBHACIyC9irlCr3gde1wAHgXqWUHUAptVNE6oFKD/uczut6jIAQDrSZXq0ish4vFXoYmYbvxGhHel5E3lRKNZnVJGJeaT6DceJ+aF61b1FKHfCFl7ksA/i5iNiBXUAQkOVhn9N6mb+pMs/JrzEuSh7zcr1/Z2XF+UqpNSLyIcaQBB31/gcxCmRERDx8x2PVMqzbWOpOAiMCbxGRILOAy8Woi/0WYiQIXIRR9+4NtgNBIjLBPBE2YJxA15g+gtGLaLiILMdomPXGCdOZVz5wS0eAMP3GApdijN/hDTrzKsb4vjYC80RkjohMxGhoLPaGlFLqK+BrpdQmYA/wc3ORX0cBp5TahvHbbcO4+rR3sitveYHRg2gPsFgpdRPwLvB9Tzudwcu1oN0D7BXv99bprKwIN5d9DxgoIv8tIjdi/I4t4JUqMauWYd1HKeX1P4yeN6Eu03KK9bYDmS7TccBbwFbgJg94JQAZncyPAH4K/Mpl3gLg90AkxtWeE1iH0ahnBa/+GPWz72OkXPe11zXAk+br/zB/xx3e/B1PWGc0RgE3xmWeDWOc9UKMQOtzL4wA5rrczwpeLvPTMXoQJfW0V1fdzPVOLCtGYtwFrQK+YyEvj5ZhHvkNvP6G8DhGfd1rwI/NebYT1hHgPGC5y/Rw8/U8D3nZMAY5WgIM7nhfl+WXmcvmm9MZ5g8dZE4/ajGvYHP6Rgt5bXPxCvWW12nW/QWwxHw92TzOBlnQy+ayrNMLKh95BXjiu3LHrZOywg+jurPHg+lZenm8DPPUnzcbmvqLyIsYPSEux2hgekhEwpXLuBEudYaRQL55u7gLmGMuW+4hxRjgGEYX0gkiEqiUUi6NcVsx+of/UkSSgbEYVU5RAEqppy3mFWF6vWchr0Kgn+nV1Mk+PeJ1mnV/CSwQkQZgHkZh7Kmqr+56zcWlWtg8N6zgdQV4vNvrad1OUVbsxOiSazUvb5RhHsHjDdci0k8p1QA0Ar9XSh0253c8YBIG1Hes73ISXIHRAyAaeFAZ9aOe8OqgHmN0PICZGAfbEfVNXXUt8IYYT1X/GqM30yLVw43TPeh1zKJePTo8Y1e9TthGMIaKXGIue1QptV57+c6rO25WKyu87eU1PHhLFoPxhO2HGE8iJ5jzAzD6oudj9EBYD1yhvrlV7EhfPhu4x8NeN2NWL2DcPr9hvn4e48GlW4Eoc55rVUqPV5VoL+94uWwfCMzVXr716iE3S5UVnvby9p9HqptEZDZGV69yjEaaS80vGWW0+G9VSqUopRZjNHo9ZS5zKvPbVUp9rpRa4mGvmRgBC4xGuaPm62jgD8A0ZTxsRYeX+bpHq0q0l/e8zO1FKdWmlFqhvXzn1RNuYL2ywpNevsBT1U3HMXqy/BX+ncUy2nwtyqxyMnkXuE1E4lQPV5G44wVMAq4TkSsx6vTfBPaLSLRSqkp7nTtergFMe/nU66zd+qCX1/FIkFBK7RCRgyLS0f+8Asg0l6mOhh0RGYbRXfOQFwLEqbzGmcvWichXwGdKqX+IkSjverzwLIn20l590cvKblb18gVnNXypiIQC04Av1TeP6Xe23u+AcqXUky7bfRcjTcTLSqnnuy3Rg16eRntpr77oZWU3q3pZiW5HPhG5FyNN8BTMbo3mfD+X1zazZ0QcxlO3HamGFbAcmOKBANFdr9kiEo2H0F7aqy96WdnNql5Wo1vVTWL0e78GuFwptd9lfkf+G0RkuFLqgBh9iGOBcSLyS4xeTVuUUofOXr9HvY5iPOzV42gv7dUXvazsZlUvS6K63h3M3+X1WOA18/UwjERaaeb0IOAdjG5jMRj1eE6Mx+Ov7er7aS/tpb16n5eV3azqZfW/Ln2xGF28ngVmm/OmASsxRmPbCryEkQ3yFoyW/8dP2MfDnvjBtZf20l7W8LKym1W9esvfmb5cAV7A6OL1HWA1RjZKMOrn1vJNIrLLMLqD+blsH+ihg1F7aS/tZREvK7tZ1as3/Z3pC47ASO0cbk7PMb/w2cD5QANm0ipz+TtASseP48EDUntpL+1lES8ru1nVqzf9nbZ3k1KqDqOR5i5z1gaMW7OFSqntwBvAPSIyX0T+gnFbV2xuq06377NBe2kv7WUdLyu7WdWrN9GVLrAfY7TqJygjydUuwC4iQ4EfYwxveAuQp5S6Xn0znKen0V7aS3tZx8vKblb16h2c6VYDY3CN3wE/cZm3HpjuMu3RvPLaS3tpL2t7WdnNql695e+MdxJKqVJgKXCFiNwgIqkYQwG2uazj8SEetZf20l7W9bKym1W9eg1uROMrMEaT24+RG93nEU57aS/tZS0vK7tZ1cvqf27lbhKRACOuWKvOTnu5h/ZyD+3lPlZ1s6qXlTmrBH8ajUajObc5J1PbajQajaZn0EFCo9FoNKdEBwmNRqPRnBIdJDQajUZzSnSQ0Gg0Gs0p0UFCo9FoNKdEBwmNRqPRnJL/B76LMuprDrg9AAAAAElFTkSuQmCC\n", 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QS2i68eoLxHVS7Iqi9FAX118+m1pGXmopuallNNZpERqBi7c1I+72wWuwPS7eVmhu8cLXvU1HW/JuwBfN/fIaYL2UcrMQYj+wXgjxOJANPAAgpUwSQqwHkoFG4Jm2RtZ0FfXRQFH0S9ugoyCrgrz0MvJSy8g/XU5DXVMqsHEyI2CkK16B9nj422FipvrWO1NHR9ccA4a1sr0YuHpR0abH3gHeuaHoFEXpkRrqtZw/U05eWhl56WWcO1OBtkEHNPWr+490xd3PFvdBtljYquHNXUm9ZfYi7777Lq+88soNHevt7c3hw4dxdHTssnhGjx7Nvn37Ou38SvdRX9NI/unmpJ5WRkFWBTqtRAhw9LJiyO0euPvZ4jbIBjNLY32H26d0aDLUrdAVk6EsbE2wsOk5rYXGxkYMDTv+/mtpadlS8rijuiLJ30w8bVGTofSv9kJDU9dLc1IvyqlEStBoBM7eVrj72uI2qOlLdb/cGp0yGao7eD/ufVJKUtq9f0OtFo2haCo3fA0B9gG8FPHSdc917733kpOTQ21tLc899xzz5s3D0tKSJ598kp07d2JnZ8fXX3+Nk5MTUVFRhIaGEhcXR0VFBStXriQiIoK4uDief/55ampqMDMzY9WqVfj7+xMdHc2PP/5IbW0tVVVV/PDDD8yfP5/jx4/T2NjIm2++yYwZM4iOjiYmJobq6mpOnz7NzJkz+eCDD1iwYAE1NTWEhoYSFBTEmjVrWn0Oq1evZunSpdTX1zNy5EiWL1+OgYHBdfdZsWIFGRkZfPDBB0BTwbb4+Hg+/PDDVl+X1uK5mPSllLz44ov85z//QQjBq6++yqxZs9i1axdvvvkmjo6OnDhxguHDh7N69WqaJlor+lRVXkdeWhn5aWWcTSujJK8KAANDDS4+1gyf6o27ry2uPjYYmfS+So49WY9L8vq0cuVK7O3tqampYcSIEfzmN7+hqqqKsLAw/v73v/P222/z1ltvsWzZMgCqqqrYt28fsbGxPPbYY5w4cYKAgABiY2MxNDRk27ZtvPLKK2zcuBGA/fv3c+zYMezt7XnllVcYP348K1eupKysjIiICO68804AEhMTSUhIwMTEBH9/f+bPn8+iRYtYtmwZiYmJ14z/5MmTrFu3jr1792JkZMTTTz/NmjVr+N3vfnfdfe6//35GjRrVkuTXrVvH//t//++ar0tb8Xz77bckJiZy9OhRioqKGDFiBGPHjgUgISGBpKQk3N3dGTNmDHv37uW2227rhH89pSMqS2qbWumppeSll1N2vhoAQxMD3Aba4BvugrufLS79rTEwUqNfurMel+Tb0+K+qLO7a5YuXcqmTZsAyMnJIS0tDY1Gw6xZswB45JFHWurCA8yZMweAsWPHUlFRQVlZGZWVlcydO5e0tDSEEDQ0NLTsP3HiROzt7QHYunUrMTExLF68GIDa2lqys7MBmDBhAjY2NgAEBgaSlZWFl9el0xFat337duLj4xkxYgQANTU1ODs7t2sfJycnBgwYwIEDB/D19eXUqVMt9fRbe10cHByuGceePXuYM2cOBgYGuLi4cMcdd3Do0CGsra2JiIjA09MTgNDQUDIzM1WS72JSSiqKaslLK23pfqkoapp8ZGJuiNtAGwLHuOPua4tTP0s1pLGH6XFJviM680P+rl272LZtG/v378fc3JyoqChqa2uvvuYlXQtXdjMIIXjttdcYN24cmzZtIjMzk6ioqJbHLSz+W9daSsnGjRvx9/e/7BwHDx5sqT0PHas/L6Vk7ty5vPfeeze0z6xZs1i/fj0BAQHMnDkTIUS7X5crr3EtN/rclPaTUlJeWMPZU/9N6hdKm6qpmloY4e5rS8g4L9z9bHHwsFSzSns49ZbcTuXl5djZ2WFubk5KSgoHDjSV5NHpdC3lgr/66qvLWp3r1q0DmlquNjY22NjYUF5ejodHU/me6Ojoa15v8uTJfPjhhy0JMSEh4boxGhkZXfbJ4EoTJkxgw4YNFBQ0TUguKSkhKyur3fvcd999fPfdd6xdu7bl08u1Xpe24hk7dizr1q1Dq9VSWFhIbGwsERER131+yo2rrWogPb6AnatT+Per+1nz+gF2rTlFzskSXHxsGDvbj9mvRfDY327jrqeCGTrBCycvK5Xge4Fe3ZLvTFOmTOGTTz4hJCQEf39/IiMjgabWd1JSEsOHD8fGxqYlsQPY2dkxevTolhuvAC+++CJz585lyZIljB8//prXe+2113j++ecJCQlBSom3tzebN29uM8Z58+YREhJCWFhYqzdeAwMDWbhwIZMmTUKn02FkZMRHH31E//7927WPnZ0dgYGBJCcntyTla70ubcUzc+ZM9u/fz9ChQxFC8MEHH+Dq6tqy6Lly83Q6ybnT5WQnF7deJmBiPzwD7LB1MVc3tnu5Xj2EUuokhV08hPJawwSjoqJYvHgx4eFXjWhSbpIaQtm6+tpGck6WkHm0iMzjxdRWNbSUCfAKtFdlAnq5XjOEUlGU/6qvaeTM0ULSDxeQm1KKtlGHibkh/YMd8AlxwivQXo1T7+PUv/5NutZkn127dt3aQC5RXFzMhAlXV5nYvn17m6NelJ5B26AjK6mY1LjzZB4vQtugw8rBlCF3eOAT4ojrIBsMVGtdaaaSfC/k4ODQ5nh5pWcqL6wmKTaPk/vyqa1qwMzKiMAx7vhFuODiY6361pVWqSSvKN2YlJLck6UkbMsmJ7kEoRH4DHUk8DZ3vALsVP+6cl0qyStKNyR1koxjRcT/J5OCrEosbIyJmOZD4Bh3VbVR6ZCOLhriBXwJuAI6YIWU8v+EEG8CTwCFzbu+IqXc0nzMy8DjgBb4k5Ty506KvR0B37IrKUqnyU8vY883aRRkVWLtaErUw/4ERLqp8gHKDenoX00j8Fcp5WAgEnhGCBHY/Ng/pJShzV8XE3wgMBsIommZwOXNC470Ct7e3hQVFXXqOd99993Lfh89enSnnl/pvqrK6vj50xN8u/gIVWV1jP/dYB5+K5Kg2z1UglduWEcXDckH8pt/rhRCnAQ82jhkBvC1lLIOyBBCpAMRwP4bjLfXu7IGu6q/3vtJKUmNO8/udak0NugYcbc3wyb1V9UclU5xw80DIYQ3TatEHWze9KwQ4pgQYqUQwq55mweQc8lhubTypiCEmCeEOCyEOFxYWHjlw93C6tWriYiIIDQ0lCeffBKtVnvdxz/++GNefPHFln2io6OZP38+0FS2ePjw4QQFBbFixQqAy8rzPvzww0DTZCtoSgQvvPACQ4YMITg4uGVm7a5du4iKiuL+++8nICCAhx9+uM3aMEr3Ul/byNbPk9i2Khk7VwtmvxpBxLQBKsErneaGbrwKISyBjcDzUsoKIcTHwP/StJzq/wJ/Bx6j9V7xqzKQlHIFsAKaZry2de1z775L3cn2TX+XQEOdlguGos1xwyaDA3BtY0Wla5Xfvd7jqjyv0paygmr+88lxSvOriLx3AMMm9Ve1YpRO1+EkL4QwoinBr5FSfgsgpTx/yeOfAheLrOQCl9bA9QTybjhaPbleiV5VnlfpqMLsSn74MBGdTjJtfihegfb6DknppTo6ukYAnwMnpZRLLtnu1txfDzATONH8cwzwlRBiCeAO+AJxNxNwWy3uK0kpKcy++do11yq/e7GKpCrPq3TEuTPl/PDhUYxNDbjv+WHYupjrOySlF+ton/wY4LfAeCFEYvPXVOADIcRxIcQxYBzwZwApZRKwHkgGfgKekVJqr3Hubut6JXpVeV6lvYrzLrB52VHMrIy474XhKsErXa6jo2v20Ho/+5Y2jnkHeKeDcXWum7wPea3yu9d7XJXnVS5VVVbH5g+PYmCkYfqfQrGyN9V3SEof0LtLDV/srrExUbMEe5GeWGpYq9Xx/T8SKMy5wG9eCMPR00rfISm9zLVKDasZFopyCxz8/gz56eWMe9hfJXjlllJJXlG6WH56GQlbswm63R2/CFd9h6P0MSrJK0oX0jbo2Lk6BSt7U0b/ZpC+w1H6IJXkFaULJfySRem5au54yB9jU1X0Vbn1VJJXlC5SXVFP/M/ZDBzmRP8hakUuRT9UkleULnJ4SybaBh2R9w7UdyhKH6aSfBf4wx/+QHJycqec69LSw5mZmQwZMqRTzqt0rYriGpJ2nyVwjJua8KTolUryXeCzzz4jMDDw+ju2w5X15ZWe4ej2HJAw/C5vfYei9HG9Osl39sLGV5YHjomJITQ0lNDQUPz9/fHx8QEgKiqKixO6LC0teemllxg+fDh33nkncXFxREVFMWDAAGJiYoCmGjjPPvtsy3Xuuecedu3a1WrpYa1WyxNPPEFQUBCTJk2ipqamU5+jcvNqqxpI3pvPoBHOalaronc97nb/7vWpFOVcaPf+DXWNaAw0GBhe+/3M0cuS2x/0u+65riwP/Ouvv7aUBX7wwQe54447rjqmqqqKqKgo3n//fWbOnMmrr77KL7/8QnJyMnPnzmX69OnXvN6VpYczMzNJS0tj7dq1fPrppzz44INs3LiRRx555LqxK7dO0u6zNNZpGTaxn75DUZSel+T16VrlgT/44APMzMx45plnrjrG2NiYKVOmABAcHIyJiQlGRkYEBweTmZnZ4Rh8fHwIDQ0FYPjw4Td0DqXrSJ0kKTYPD387NbNV6RZ6XJJvT4v7UgVZFZjbmGB5k7VrrlUeePv27XzzzTfExsa2epyRkVFLt5FGo2kpC6zRaFpKAhsaGqLT6VqOaavs8JVlhVV3TfeSm1JKZUkto2aqETVK99ChPnkhhJcQYqcQ4qQQIkkI8VzzdnshxC9CiLTm73aXHPOyECJdCHFKCDG5s5/ArdJaeeCsrCyefvpp1q9fj5mZ2Q2f29vbm8TERHQ6HTk5OcTF/bfk/rVKDyvdU/LePEwsDPEJddR3KIoCdPzGayPwVynlYCASeEYIEQgsALZLKX2B7c2/0/zYbCAImAIsF0L0yMUrp0yZQmNjIyEhIbz22mtERkaSmZlJcXExM2fOJDQ0lKlTp97QuceMGYOPjw/BwcH8z//8D2FhYS2PXSw9fPHGq9J91Vyo50xiIf4jXTE06pF/5kovdFOlhoUQ3wPLmr+ipJT5Qgg3YJeU0l8I8TKAlPK95v1/Bt6UUu6/1jk7s9QwdF53jdJ9dNdSw8d35RL7dSqzXo3A0dNS3+EofUynlxoWQngDw4CDgMvF5f+av19cANUDyLnksNzmbYrS65xOKMTWxRwHDwt9h6IoLW4oyQshLGlazPt5KWVFW7u2su2qjw5CiHlCiMNCiMOFhYU3EpKi6FXNhXry0soYOMyp0+dnKMrN6HCSF0IY0ZTg10gpv23efL65m4bm7wXN23MBr0sO9wTyrjynlHKFlDJcShnu5OTU0ZAURe8yjhYhdZKBYc7X31lRbqGOjq4RwOfASSnlkkseigHmNv88F/j+ku2zhRAmQggfwBeIQ1F6mdNHCrB2NMXRS/XFK91LR8fJjwF+CxwXQiQ2b3sFWASsF0I8DmQDDwBIKZOEEOuBZJpG5jwjpdR2SuQd0r3WsVV6l7rqBnJTSgkZ76W6apRup0NJXkq5h9b72QEmXOOYd4B3OhiXovQYmceK0GklA4eprkal++nVBcoU5VY4nVCIha0JLt7W+g5FUa7SN5J8N++tKSsrY/ny5S2/5+Xlcf/999+Sa3/zzTcMHjyYcePGtfp4YmIiW7Zsafk9JiaGRYsW3ZLYeoL62kayk0uaRtVoVFeN0v30jSTfzV2Z5N3d3dmwYcMtufbnn3/O8uXL2blzZ6uPX5nkp0+fzoIFC25JbD1B1olitA06Boaprhqle+pxBcp2Rq+gIOtMu/dvqNWiMRAYGF37/cy5/wDGPTqvzfOsXr2apUuXUl9fz8iRI1m+fDlffvkl7733Hm5ubvj5+WFiYsKyZct49NFHueeee1pa45aWlly4cIELFy4wY8YMSktLaWhoYOHChcyYMYMFCxZw+vRpQkNDmThxIs888wz33HMPJ06coLa2lj/+8Y8cPnwYQ0NDlixZwrhx44iOjiYmJobq6mpOnz7NzJkz+eCDD64Z/9q1a3n33XeRUnL33Xfz/vvv8/bbb7Nnzx4yMjKYPn06f/vb3y47pr6+ntdff3IvHYUAACAASURBVJ2amhr27NnDyy+/TE1NDYcPH255nmZmZqSkpJCVlcWqVav44osv2L9/PyNHjiQ6OhqArVu38sYbb1BXV8fAgQNZtWoVlpa9YxTK6SOFmFkZ4TrQVt+hKEqrelyS14eTJ0+ybt069u7di5GREU8//TSrV6/mjTfeID4+HhsbG8aNG8ewYcPaPI+pqSmbNm3C2tqaoqIiIiMjmT59OosWLeLEiROX1Y2/6KOPPgLg+PHjpKSkMGnSJFJTU4GmVnZCQgImJib4+/szf/58vLy8rrpuXl4eL730EvHx8djZ2TFp0iS+++47Xn/9dXbs2MHixYsJD79qNjTGxsa8/fbbLUkdaEncF5WWlrJjxw5iYmKYNm0ae/fu5bPPPmPEiBEkJibi6enJwoUL2bZtGxYWFrz//vssWbKE119/vd2vf3fVWK8lK6kY/wgXNKqrRummelySv16L+0oFWRWYWxtjaXfjK/Rs376d+Ph4RowYAUBNTQ379u0jKiqKi5O3Zs2a1ZJ8r0VKySuvvEJsbCwajYazZ89y/vz5No/Zs2cP8+fPByAgIID+/fu3XGfChAnY2NgAEBgYSFZWVqtJ/tChQ5fF+vDDDxMbG8u9997bgVehddOmTUMIQXBwMC4uLgQHBwMQFBREZmYmubm5JCcnM2bMGKDp08GoUaNu+rrdQXZyCY11WgYOUxOglO6rxyV5fZBSMnfuXN57772Wbd99913LAiJXurQ+vJSS+vp6ANasWUNhYSHx8fEYGRnh7e3dZu34i8dfy5W15S/Wp+/IOW7WpfXxL43nYr18AwMDJk6cyNq1a7ssBn05nVCAiYUh7v6qq0bpvtSN13aYMGECGzZsoKCgqVpDSUkJw4YNY9euXRQXF9PQ0MA333zTsr+3tzfx8fEAfP/99y314MvLy3F2dsbIyIidO3eSlZUFgJWVFZWVla1ee+zYsaxZswaA1NRUsrOz8ff371D8I0eO5Ndff6WoqAitVsvatWtbXaqwNW3F1h6RkZHs3buX9PR0AKqrq6/7iacn0DboyDxWjM9QJwwM1H8jpfvq/X+dndBVGhgYyMKFC5k0aRIhISFMnDiR/Px83nzzTUaNGsWdd955WQ34J554gl9//ZWIiAgOHjyIhUVTVcKHH36Yw4cPEx4ezpo1awgICADAwcGBMWPGMGTIEF544YXLrv3000+j1WoJDg5m1qxZREdHX9Zibg83Nzfee+89xo0bx9ChQwkLC2PGjBntOnbcuHEkJycTGhrKunXrOnRdACcnJ6Kjo5kzZw4hISFERkaSkpLS4fN0NzknS6ivaVQToJRu76bqyXeFTq8nn12BudXN9cm3R3R09GU3KJWu0x3qyW+PTibjWBG//+C2NheJV5RbpdPryStKX6Vt1JFxrAifEEeV4JVurw/ceL01Q9seffRRHn300VtyrbaMHDmSurq6y7b9+9//bhn1ci0///wzL7300mXbfHx8rnlzuS/LOVlCXXUjA4erUTVK99cHknzfcvDgwRs6bvLkyUye3GPXWb+lTh8pwNjMEK8Ae32HoijX1WM+a3a3eweKfuj776CxXsuZxCJ8hjq2OYtaUbqLji4aslIIUSCEOHHJtjeFEGeFEInNX1MveexlIUS6EOKUEOKGm4mmpqYUFxfr/T+4ol9SSoqLizE17dqb6G05c7SQ+ppGAiJd9RaDonRER7trooFlwJdXbP+HlHLxpRuEEIHAbCAIcAe2CSH8bmTREE9PT3Jzc7mR9V8rS2oxNjXAxNyow8cq3Y+pqSmenp56u37K/nNY2Zvi4WentxgUpSM6umhIrBDCu527zwC+llLWARlCiHQgAtjfoQgBIyMjfHx8OnoYAJ/M30VIlCehvxl0Q8crykUXSmvJOVlC+FRvVVZY6TE6q1PxWSHEsebunItNHA8g55J9cpu3XUUIMU8IcVgIcfhGWuttUf8Vlc6Ssv8cSFRXjdKjdEaS/xgYCIQC+cDfm7e3ll9b7VSXUq6QUoZLKcMvFtFSlO5Eq9Vx4tdcPAPssHEy13c4itJuN53kpZTnpZRaKaUO+JSmLhloarlfWhLRE8i72evdCHW7VrlZp48UUFVez9AJV1f5VJTu7KaTvBDC7ZJfZwIXR97EALOFECZCCB/AF4i72et1mOqvUW6SlJKj23OxcTajf5CDvsNRlA7p0I1XIcRaIApwFELkAm8AUUKIUJoazJnAkwBSyiQhxHogGWgEnrmRkTWKom+5KaUUZFYwdrafuuGq9DgdHV0zp5XNn7ex/zvAOx0NSlG6CyklB2POYGlnwuAxbtc/QFG6md4/ZU8IUJOolBuUdaKY8xkVhE/1xtDIQN/hKEqH9f4kryg3SNuoY++GdKydzAgYrVrxSs+kkryiXMPR7TmUna/m9gd91epPSo/V6/9yBWoIpdJxZeerOfRjBt4hjngHO+o7HEW5Yb0+yStKR2m1On5ZlYyBoYY75vjpOxxFuSm9pp58ws9fUHd6D6KxFo22FgNtHRptHdr65yk49C1HMvYgNQZIYYjW2AqdiQ3CzAaNmS2Glo5YOvXD3tUbexdPNAbqBltfdvC7MxRkVjD5iSFdvmyk0vc01NdSlJ9F6blsaopz0VaeR1dVArWluN/5DP38Qjv1er0myded2UdgwWbqMaZeGNMgTGgQxggkJo1V2NdkoEGHoWzETFZjJaswFLqrztMgDSgQ9hQbu3LBagDSwRcztwCcvINx7eer3gB6uZT9+ST8ks2QOzwYpFZ+Um6QtrGB/DNJFGWdoCY/BU1xOjbVWTg15GEny3ETkitv5V+QZmTk3wWdnOR7xELeN2PF878SOMad2x7wvWy71OmoulDOhfJiKovzqSrMoa4kB135WYwu5GFZcxa3hixsqGo5plqakGU8iHK7IRh6DsPJbySeg0IwMOw175V9WnZyMT8uP4bbQFum/WmoutmqtEtjfS05KfEUpcWhy0vEtjyZ/g0ZmIqGln2KsKXQ2IsK837orNwxtHXHzMELC0cvLB09sLFzxtjE5KbiuNZC3n02OwmNBktrOyyt7XD1ar0MsdTpKCnK53zGCSpzk5HnTmBTmsTQ85swK1gHR5refc+YBVHtOhKbwXcwYOjtmJiqAlY9TU5KCVs+Po6diwVT5g1RCV65pqqKUs4k7KQyNRabgsMMrE/BRzTgA1RiRo6JL4kO9yPcgrH1CsJ9YDCOtg7o6/Z9r0/yAm54eI3QaLB39sDe2QNG/ndhq8aGejLSjlKUehBdziGcSxMIyfwIMj+ibosRySYBlLuMxC7kLgaFjsXQyLhTnovSNU4nFLBtZTI2TmbMeD4UUwu1wIzyX7W1NaQe+oXqk7/gWLAf74bTBAsdWinINBpIostMDPqNxMV/JJ4DAgnsZl26vT7JdwVDI2N8AkfgEziiZVtZ0TkyE3ZQmx6LQ/FhIrI/xyDnMyp+tCDdMpxGn/H0HzkNF8+BeoxcuZSUkoSt2ezfdBoXH2um/jEEMyv1htznSUl+RhI5cT9gnLUL3+oEQkQdDdKAVOMA4jznYuk3loHDxjHQ2o7u/j9aJflOYuvoSujEh2DiQwCUF58n/eBmtKnb8C47gPPxX+H4G2RovDnvPgHHEfcxMHg0QqO6BfShprKeHf9OIfNYEYPCnZnwu8EYGnevFphy62i1Wk4e2k5lwia8CnbiKfNxA3KFK0lOd2M6eBIDR0whyLrnLfvY+5O8EEg9TIeycXBh+NTHYerjSJ2OjJR4zh/ZjFX2dkbkrMQg93PyNzmR5TwOq6H34h8xUXXr3AJSSjKOFvHrV6eorW7gtgd8CRnnqapL9kH1tTWcOvAj1ce+Z2BJLEMoo14acNJsGDn95+IxYhpeA4PwFD37b6OjpYZXAvcABVLKIc3b7IF1gDdNpYYflFKWNj/2MvA4oAX+JKX8udMi70GERnNJ985blBSc5fSeDRilbWHY+U2Y/LKe0l+sSLMbi3nYLAaPuluN2OkC5YXV7F6XRtaJYhw8LJj2p1AcPS31HZZyC9XW1nBy9ybk8Q34VewjmBqqpCkpVpFkD56G/233MdTGXt9hdqqOZpJoYBnw5SXbFgDbpZSLhBALmn9/SQgRCMwGggB3YJsQwk/VlKfpZu59zwHPUVVZRtKeTehObiaoZDsW23+kaLst6U4TsY2Yjf/w8apL5yZdKK3jyE+ZJO3Nw8BAw5j7BxE8zlONoOkjtI2NJO/fQlX8OgaX7mSYqKIMS07YTsAkeDqDR9/DcDMLfYfZZTpaTz5WCOF9xeYZNC0kAvAFsAt4qXn711LKOiBDCJFO09KA+2883I4T3bx4jYWVLWF3/R7u+j01VZXE/7oBkbSRYQXfYfLjN+RtcSbLbQouox9hwJCR+g63R6koquHojhySYvOQOknAGDdGTPXB0u7mxiMr3Z/U6TidGEvxgTUMKPiFYEqbWuy2YzEOfZCAMdOJNO4bfwed0SfgIqXMB5BS5gshLk4T9AAOXLJfbvM25RrMLKwYPvX3MPX3VJQVc2zXWkxSNjHi7GoMN3zJ6U0DKBz4G/zu/H3TsE7lKlJKzqaWcWxHDhnHitAIgV+kKyOmemPtaKbv8JQulpeVRuaOlXhlf8cgmUc/acgJi0iyh9xPUNT9DDe30neIt1xXdvy2drei1Ta1EGIeMA+gX79+XRhSz2Ft68CIe58FnqWk4CxpO77EPn0jkal/o+HUEhIsIiH0IYZEPYBRH2mRtKWypJbUuHOcOnCO0nPVmFoaMXxKf4aM9VQt916utvoCx7d/hcmJtQypTcBdSJKMgzng/xQB4x8mzK5vVxHtjCR/Xgjh1tyKdwMKmrfnApcube8J5LV2AinlCmAFNJU16ISYLj9/Z5/wFrN39mDk7JeBl8lIPsT52FUMOvcjjvueoWTfy6S6TMX59sf6XHdObVUDGUeLOHXwHGdTS0GCu68twyb1wzfcRQ2J7MWaumN2UbI3moDiXxhBNfnCiUP9/0D/CX8gqH+AvkPsNjojyccAc4FFzd+/v2T7V0KIJTTdePUF4jrhen3axVE6jfV1JO7ehO7IGsLOfYPxhq9J3zSQIv/ZBE7+A9a9bITARZUltWQcLeRMYhF5aWVIncTayYyIe3zwH+mqumR6udLCPNJ+/heuZzYwSJdLjTTmhG0UZhG/IzByKm7dbLZpd9DRIZRrabrJ6iiEyAXeoCm5rxdCPA5kAw8ASCmThBDrgWSgEXhGjazpPIbGJoROmA0TZlNWdI4jv6zEOX0dkcnvUJW0mDj7iQROfw5L7xHNd597Jp1WR0FWJdlJxWSdKKYgqxIAO1dzwib1wyfUCef+Voge/ByV65CS0uQdnPlpGcEVsUSIRpINAzkQ+CaBE+cyopc2aDpLr69C+dlfY/Eb4crY2b1/8YeWEQWx/yK4dDvmoo5cU19qQ36Hz7i5GJjZ6DvEdqkoriEnuYSc5BJyT5VSV90IAly8rfEZ6siAUCfsXHvvkDelSV1FIRnbPsP25BpcG3Iol+acdL4b53FPMSDwqmKLfZ6qQtkHCI2GQWFRDAqL4khqJlk7ownM+xb/uNeojnuHdOfJuIx/Chf/Ud2qdV9dUU9eWhl5qaXkpJRSdr4aAEs7EwaEOuEVaI9XgD2mlqpwWK8nJXnHdlD867/wK9lBAA0cxY/9/V/Fb/xviezvqu8IexyV5HupMD9vwvzepLb+Vfbu24bu0ErCz/8Hs6+/J9PYl6qhj+E/YS6Gpre+RVxZUtuU1NPLyEsta0nqhsYa3H1tGTLWA6/B9ti5matumD6i/kIpqVtXYJu8Gs/GbKykGfttp2Ix+gmGhY9hqJq4dsN6fZIXCOhmXVK3kqmxIWOipkDUFM6eO0fKz5/hnfE1QYdepvzQO6R5zKTf5Gdx7tc1oxGklFQU1TS31JsSe0VRLQDGZoa4DbJh8Bg33H1tcepn1WNmoVZXlFKYf5q6smK0GrC2dsKhnx+mZqpMQkfkpcZzbtuHDC7YwhDqSBa+7PB7nSGTHyXKwUHf4fUKvT7JK//l4eqKx9xXaWh8mbjYzXDoU8Jy16D5fDXHLCIxGv0UAaOnITQ3PkJBSknpueqmpN78VVVWB4CppRHuvraEjPPC3dcWB09LND2gMJhWpyXl0E+c3fYjjUdPYJ1dgkPZ5WMIKoAyAWW2hpT5OGIYFsKgCTPxGToWjSpLcRltYwNJO9diePgzAuuO4iCNOGw1AZMxTzFsZBSBPeBvoifp9TdeP//rbnzDnRk7x7/TztmbnM1MI3PrMgbnfYs9FeRqPDgf8FsGT3kSc+vrj1rQ6STFZy+Ql1ZGfnMXTE1l07Jn5jbGePja4u5ri7uvXY/qfmnUNnJsx3rOfbce+7g0bCqb1gMucDSiyscZBvTD3NUDA2trNFJQU1FCw9mzaDOzsU8vxK686U2g0MGQipGDGXDvQwTcNr1PJ/yK4nOkbFlGvzNf4yoLyceR096z8Z3yNC6uagb3zbrWjdfen+T/ZzeDhjtzh0rybaqprubo1mhsjkczWHuKakw46XQ37hP/hJvfsJb9tFodhVmVLX3q+enl1Nc0AmDlYIqHry1uzYndxsmsxyT1i7KTDnDi38uw3pWIQ5mWekPICXbGcuxY/Cc/iNuA4PadJzWeUz+tQ7tzLx6nSjDUQYGTERfuHMGwuX/G3XtIFz+T7iP7xD4Kt3/IkJJfMBENHDceSt2wxxl65xyMVHntTqOSvEry7SKlJPnwr1Ts/piw8u0YIIjjLkoc70fb6Mm5jAoa65tatXau5k0JfVBTUreyN9Vz9DemtvYCB9Yvo3bDd/RPLUcnIDvADoupUxj2wFNY2Tpf/yRtKC3MJX79R+i2bMfrdCU6ATmDHbCdPYvwmU/2ynUEtA11JG9fjcmRz/CrT6ZampBoPwWn8c/iGxyh7/B6JZXkVZJvl/raRvJPl5OXVkZWUgEluVVIqQF02BiexcTFkMDxo/EJ9sDcumcnp4KMZOI/XYTtL/HYVuoosTWgfHIEQ3//Fzy6qKWdlXyAE19+iN2OROwqdBTbGlB+10hG/GEBzh6+XXLNW6mi6BypP/4Tn4yvcaCUHOFG5oCHCLrrKewdb+7NUmlbnx0n391LDetbY4OWc2cqOHuqlNyUEs5nViJ1Eo1G4NTfitCJ3jh5m1OY9RP2SSsIaDxJ5S9mHDt2L/2n/hm3/j3rzVNKSdr2TWR99hHuR/PoJyEnyAHDhx4mcsYfMDDs2rH4/QMj6b8okvr6Gg5+8xHV6zYyYO0+8tdPJy7CC5/fP03Q2Hu7NIaukJGSQMEv/2Bo0RbCRQMJxuGcCX+CYePvx0stgKNXvb4lv/KF3Qwc5swdD/WsZNRVdDpJYVYluadKyE0pJf90OdoGHUIjcO5vhWeAHR5+drgOsMHI5OpRNqcO76Dy1w8JrdiFQHLM6nbMxs4nYMTEbjXB6kraujqOrPk/atasx+lsFRXmkDc+iKGPv8CAwfot7JaZuJukz/6OW+wpzOohz8sco4d+w6iH/oyRSfetxSN1Oo7u2Yzct4xhtQepk0Yk2k/G4c7nGRQ04vonUDpVn+2uUUm+afGMrBPF5Jws4WxqWcuNUnt3CzwD7PAMsMfd1xYTs/a3uPJzTpOx5Z8E5W/EhirSDQdRMfQJQiY/iqFx9+mbry7M59DH72D6wy6sK7XkORtSdd94bv/9K9jZuOg7vMtUlJxj/6pFmG7agXNRA6XWBpRPH83Iea9i79x9SnDX1taQ+J+VOB7/lEG6DEqwJr3/HHzvfg47tc6B3vTpJD9gmDNRfSjJaxt0zX3qxWQnFVN6rmlGqZWDKV4BdngE2OHpb98pfepVleUc2/Iv3FO+oL/MpRA7MnzmEHDPc1g76G8K+rkTh0ha/j6OsUkYN0KavyXmj8xm7Mz5GBt273sJjY0NxG36hMov19AvrZxaI8gZ60vQH19k4JDb9BZXceE5Tm5eil/WWpwpIVvjRVHwHxhy1zyMTc31FpfSRCX5Xp7kK0tqyTpeRFZSCbkpJTTW69AYCjz87Ogf5EC/IHtsXbpunLpOqyVx17do4j4mtC6eWmnECccpuE76C57+YV1yzStJKUn9+RvOfrYctxPnqTeEtJEeeD/xLMNHzuhxwzkBUg/+TPq//onXgUw0OsgMccT18XkMm/jwLRtzn5F6jPyf/0Fo0Y+YizqSTMMQo59h8G0zb2rinNK5VJLvZUleSklJfhUZiU211Quzm0rwWjua0i/Igf5BDnj427Xar97V0pMOUbBtKcNKfsJM1HPcbASaMfMJHD2tSxYl19bUkPDvf1KzdgOO+dWUWQrOTgpm+JOv4NN/aKdfTx8Ksk8R//FCHH+Kx7JGctbTDKM5Mxn1yF8xNun8VrTU6Ti2/2ca9nxIWPU+GtFwwn4SjhP/Qr9ANQSyO+ryJC+EyAQqAS3QKKUMF0LYA+sAbyATeFBKWdrWeTo9yb+4hwFDHYl6uOevFCN1kvOZFZxJKOTM0ULKC2oAcB1gjc9QJ3yGOnZpa72jCs+f5dTm/yMgZx2OlHHawIeS4HkMvesxjE1uvt++6nwe8R8vxOyHWCyrtOS4GlJz/52M/d3L2Fn3zuF61ZWl7Fv1Hkbf/IRzYQNl1gZUTr+dkU+9io3jzfeH19XXceSnL7A/ugJ/bRplWJLm9SCD7vkzdi7d576AcrVbleTDpZRFl2z7ACiRUi4SQiwA7KSUL7V1HpXkLydlU2JPO3Se0/EFVJXXo9EIPALsGBDalNgtbLr3Gqa1NVUc3fIZLkmf4q3LoQB70n0eJvCe57B1cOrw+c6dOETSR4tw2p2MQSOkBlph9duHGDvt6W7f395ZtNpG4jZ9QvmXq+mf2tRvnx8VSMgzL+MZ0PFa6yXFhSRtXsagjNW4UUSuxp2CoMcJumseJubWXfAMlM6mryR/Coi6ZP3XXVLKNvtNVJJvUpx3gbRD50k7dJ6Kolo0hoL+QQ4MDHPGO9gBE/OeV1td6nSciP0Wzf5lBNUlUCVNSHSajuddf6H/wMC2j5WS1F82kvvpR7gfP0edIaSN8sT7ifmEj5jWbT696EPSgR85869/4n0wF40OckJd8Zr3LIHj7rvu65J5+iS5//kHoYUxWIoaUkxCkJHPEHDHA6q/vYe5FUk+AyilaerRv6SUK4QQZVJK20v2KZVS2rV1ns5O8qte3IP3UEfG9YAkX1Vex6kD50iNO0fx2SqEAM8AO3xHuDAg1KlHJvZryTxxgOJtSwgp3YYGHUcsbsdk7HMEj5xwWWLS1dcT/9VSqld/jXNuFeUWgtxJwYQ99TID+ofq8Rl0P2czjnPk43dw3XoMy1pJXj8LzH83h4hZ8zG4pHSClJJjB7dTF7uU4VWxSAQn7CZgP+F5+gXrb/SOcnNuRZJ3l1LmCSGcgV+A+UBMe5K8EGIeMA+gX79+w7OysjolJuj+SV6r1ZF1vJiTe/PISipB6iQuPtb4RbgwaLhLjy8dcD0l+Rmc2bwE/7MbsKKaJINAKoY9SWDEZBI+fx/TTduxqWgk38mQC7/pnuPbu5uKskL2fr4Qi2934FTcSKmtIbX3TSBs7kskH/oJm4R/EaQ9SSXmnPL4DQPv/gt27gP0HbZyk27p6BohxJvABeAJ9Nxd012TfEl+FSf35XPqQD41lQ2Y2xgTEOnG4NFu2Lr0vTHHtRfKSN6yHNP4VeSekTilGGHaAOmDzDH/7Wxuv+9PGBt173sP3U19Qy371i+levU6fDKqqTGGwoAGvHw01A3/PYOn/hFTS9vrn0jpEbq0do0QwgLQSCkrm3+eBLwNxABzgUXN37/vjOt1LDi6Te0anVZHxtEiju/K5WxqGRqNwDvEkcGj3egXZI+mh6yK1BWyE/dS8MNOvA4b4ibglJ8Gb98SbjOvILE4m7yzZ/H2Vq3NjijMy8WwIpMxEXmkB0Fmmj3+x43QHYeCvJ1YuA/F77ap+g5T6WKdVTnIBdjU3JdqCHwlpfxJCHEIWC+EeBzIBh7opOv1KDWV9STtySMp9iwXSuuwsjdl1MyBBIxy6/XdMW3RNTZyaOPHVH6xGo8zFTiaQNqUwYT88WXu9w0nO3EHZ3f8gzvO/5uGVV+x22oCVlHPMXT46D59o/V6kuN3U7nzn4RV7sQVHcdt7sD+3ucZPmwcZ1LjOLZ8EV47T6L9w1/ZPuAtrH/3CMPv/yMaVUisV+r1k6FWvbQH72BHxj1y67trinIrSdyWQ9rh8+gaJZ4BdgRHeeId4tgjlr3rKtWVpRz4/D2MNvyEY1FDU7nde29n1BOvYu9w9VjvkpyT5GxZjH9+DKbUc9gwjJrwpxk54T6MjdQIEACtVkvitq8xPvwJwQ3HqMKUZNd78b77Lzh5Xd1DWlycy/5PF2Lz3R4cy7QU2xvReP9kRv7hFcys2xwboXRTfXbGa/RLe+g/xIFxvx3caedsi5SSs6dKSdiaTXZyCUYmBgREujIkyhN7N4tbEkN3VZCbSvxHC3H8+TCW1ZJcLzMMH76PMXP+inE7qi3WlheS9uM/8Uhbjb0sI5X+ZPn/nvC7n8DOum8uoF1dVcHRzZ/gkbKKfjKP88KB7EG/I/CeP2Fh8//bO+/wqsr7gX++udmbDJJASEhCQAgjDNk42CKgddSNE/do1bba/nxq/alPrbZqW6vitloQ/SEqiDJUZMoSMKwQRiAhCUlIQva49/39cU5qjAFyQ+69J8n7eZ7z5J5x7/nkjO95zzvPPHxjbW0Va+f/jYb/LCLhSDWV/kLxtGEMu/t/iE60VjmW5vToIO/iIO9wKA5+X8j3y7M5nl1OQKgvQybGkzahJ/5BnafqY1vYu2UF+1/5G4kbDmOzw+HB0cTeOrfN/a+o+moyV75F0LZXiK/P5rjqxo64K+gz436SErpGq8yiY9lkLn2e/rkf0Y1ysrz7UDHsTgZNufEn1SVbi1KK0J9yCQAAG29JREFULaveJ++NeaRsL8QhkDMqkdQ7H6LPqCku+A807Y0O8i4K8na7g30b89n2RTZlhdWERQeQPiWBc8bE4t2FsxLsDjvfffY6JW+/Q/KeEmq9Iee8VPrf9RtSBk1on50oxdEtS6he/SJ9KzZTo3zYGDKVsAvvJ33YqE6Zb38oYwNFK55nSOlKvHGwM3gsAec9QL+RU9utP/8Du9eT8fIz9FqdSUAd5KSG0+3mGxl2yVy8bF33mrY6XTfIP7KOhLQIJrZzkHfYHWRuKmDz0kOcLKohOiGEYdMSSR4a3aXz2ysrSlj39p/x/ugL4vLrOBnkRenMMZx712NExCa6bL8lh3eQs+yv9C34HD/q2ew9nJoRdzJq0uUdPt9eOezsWv0RXhtfYkDtDiqVHxnRM4m/6EF6prhuQPCi49lsnPck3T5dT8RJB4XRvjh+eTGjb/4d/sFhLtuvpm3oIN9OQd7hUOzfbAT3suPVRPUKZuSsZHoPiuyUKcfWcuzwLra++jTdv/ye0CpFfpw/tqsuYdSND+MX4L788prSfPZ//iLx+9+nmyojiwSyU+cwbOYddAvrWH2wVFecJGPZq8TueYtejlwKiORA0nWkzbqPsAj3dcBWU1PB2veeQ83/hPjcGioChRPTRzLi7seIjE9xm4fm9Oggf5ZBXjkUWVuPs2nJIUoLqoiMD2bkzCSShkR16eCese5TDr3+jx/7TRncnbhb5jJo6rVu6++8JVR9DZmr3iZg66sk1B+kWIWyPfZyki96gKTeSR7zag35OQc59PkLDDj2EWFUkmlL5cSQ2xk6bQ5+7dB7Z1txOBxs+fIdjr/1Bkk7i7HbIGdMMv3ueoiU4RM95qUx6LJB/p1H19GrfwQT57Q9yOfsPcH6RQcoPFJORI8gRs5MIjk9Gumi2TIN9XVs+PDvVL2/kIQD5dT4wLEL+jPozt+SkDba03o/RSmObvuCim9epH/5BmqVN5tCJhNy/v0MGWGd+vbK4WDvllVUrHmZ9JPfYMPB9uDx+I2/lwGjprqkH/6zYf+O1ex55VkS1hzArwGO9I8g4qabGD7rVo8+3LsyOsi3IcgX51awftEBjuwqJribH6MvSabvyNguG9zLTuSx8bWnCFq8msiSBk6E26i89AJG3/YHQqPiPK13RkqO7OLI53+lX/5n+FPHTttAqobcxNBp1+PnoQGza6rK2fXlm4RnvE2K/SDlBLA3ZhY9p/2aHsmn75nTChzPO8DmV54kcukmwioc5Mf4Un/ldMbd9AhBwbq+vTvRQd6JIF9RUsN3nx1i74Y8/AK8GT69N4Mu7Nlla8tkZaxl96vPEb96HwF1cDQpmMDrrmL0L+/D27fj9SdTU1ZI5rKXiN73H+JUAcWEcSD+FyROuZuYRPeMIHZ4fwZ5K//JgIJPCaOSg16JHD9nDoNn3EZgB+xPpqa6nA3/fg7mf0psXg0nA4X8yYNIv/0REvsM9bRel6BLB/n4/hFMakWQr6tpYNsX2WxfdRSlFIMv7MXw6Yldsp57g72BjZ++Qsn780nOOIHDC46e24vEufeQNv4ST+u1C8phJ+Pbj6n/7nWGVG1EgJ0B59KQfiODLry83VP3NZUn2b3qPfwy5pNWt5N6ZWNnyAR8Rt/BwDHTO0XfRQ6Hgx++eJ/8t98gfmcBSuBQendi5tzMiGlzdFaOC9FB/jRBXilF5qYCNizKorKsjr4jYxg1O5nQKM+8wnuSE0W5bHjzaYI+/ZaYogbKg7wonXouQ+96lOiEzjVOblOOZe/nyIqXSclZRDQllBJMVtRkAkdcQ79zp2BrY/3whrpa9mxcRtW2haSVfEWwVJMjseQm/oKUaXcSFde7ff8RC5GXuZ0drz5D1KodBNUojsX50nDZVMbe+AghoZGe1ut06CB/iiB/PPskaz7YT/7BMronhjDhqr7EJne9OsB7tq4g8/UX6bXuAAF1cCwxGP+rLuPcax/A17/rdH1sr69j15qPqd22gLTydQRKLQVEcDRiLF6pk0kYPp2o7qcvfyg6dpDD21bi2L+KfmVrCaOCKuXHrm4T8Rsxp9Ok2ltLTUUZ373zLOqjpcTk1VDhL+RPTGPg3IdJ6j/K03qdhq4b5H+/jvh+3Zh0408LsapO1vHdJwfYvT6PgGAfo1fI0XFdqlC1traKDQv/TvUHi+idVU6dDY6NTiLllnvpO053QVtRXkrm6oWw9zP6lG8hVKoAKJAo8vySqQ+Ipt43DBsOVG0FwdW5RNUeJRZjBMyTBLEndDw+abMYMOFS/ANDPPnveByHw0HGqoXkvjWPXt/nIQoODYok7NprGD37dnxsXS9btD3RQd4M8na7gx++zmHz0sM01NoZPDGeERcn4RfQdbpZPXx4B9vfeI7oL7cRcdJh1JKZOYERtz3i0lapHZm6ujoO7VhNyZ5vsRXuIrLqIMH2MkJVOXZs1Ig/Rd7dqQhMoD52KN36n0+fQaOxeevA1RL5BzP4/rVniFy+jZBKB/lRNkpnjmXkTQ/TM7avp/U6JB4L8iIyHXgRsAGvK6X+fLrtXRnkj+wuZu3C/ZTkV5GQFsH4K1PpFts1eoasa6hj3bLXKFmwgD7bi/CxQ845kYRfew3DLrtdByONR6irrmTrf/5O7QcfE3PEaHNxYEQcsdfcwKhJ1+vUvRN4JMiLiA3IBKYAOcBm4Bql1O5Tfae9g/y7v19PWPcAvH1tHN5ZRGh0ABOuTCWxC3RDoJRi96Hv2P3ev4hcvo24IjvV/sKJC4aQNvch4tJ+dj1oNB7jyKav2PfWP4leuxe/esXRWG8qZ4xjyPX3kdwjzdN6lselw/+dhpFAllLqoCmxALgEOGWQdwU5e0vw9rMx5hcpDJnYC5tP5y70arA3sPj/nqZ20RIG/lDOQDvkJ4dTfvOlDL36HnyCumbf6xprkzByIgkjJ1J7soRt776I/8dL6PXmasr+vZr3hkUQdtUvmXnR/Z0+cdbeuDolfwUwXSl1mzl/AzBKKXVvs+1uB24HSEhIGJ6dne30vg7v2EbBwayfL/+hGHuDg179I/D1b1YNzsmLxR0Xl9P7aLJ9dXkJOVtWY9t9kODKBhq8vahLjSd6xDiC4noZm7dNysnNnd2Ls7/v5M+36UsudnL2mLblzDl93pzegZO/79z2SinKDmdSuH41AVm52OyK0m6+kN6f3qOnEBDYUodzLr5W23IanPhS4uChhERGOb8TPJeSb+m/+9lTRSk1D5gHRnZNW3Z0YOt3bP9y6SnX5+1ry692UMLCobEWaFkVR1at8KiORnPW9Ij+8XNWHjlZ73rOxYVc9sjjbQ7yp8LVQT4H6NVkPh445oodXTBnLuffcFvrv+DkG4z6+bOp3ffhzC4OZqwjc8HrhK/5gfByB1V+QsGYFJKuvY1+I04xkk8b3tqc/4qTx9WFx+jHrzi7Dxf/D87SpvPmWifnz1sb/ocWzptyKDI3LCN38QfEfJ+NXx2c6OZN5YR0Blx+CzG9W9/fj/PHqE0Xn1MEhLV/Gx1XZ9d4YxS8TgJyMQper1VK7TrVd9q74LUzUVacx+b3X0B9vor4w5U4BI6kRRJ8yWxGXnG3W/tt12g8TeXJE2xe8HdqP1tGwv6TOICcft0IuPRiRlx5T4fsA+hs8GQVyhnACxhVKN9USj11uu11kP8pddVVbFv6FkWffkyvbbn4NkBBd19qpo1h6PUPEJPongHKNRork71nEz+890/CV20jstROlR/kjuxN7KVXMmzq9Xi3YdzbjkaXbQzVEWmor2PHivnkLV5IzOZDBFcrKv2F/LF96H3NLQwYN1t39KTRtEBDQz3bV7zP8Q8XELc5G/96KA3xonjsOSRdfgP9x3fee0cHeYvjcDjYteYTshe9R+T6vYSXO6jxgdyhPYmcdQnDZ96Kb0DX6UNGozlbqitK2bLoVcqXfk58xnF87FAU4UPF+UNIvuJG+g6b1KmqY+ogb0Ea6uv44esPyf38Y8K/20dkSQP1NsgZ2J3gi6Yz7Be3Exyme+vTaM6WksIctn74L+q+/IrEzDK8FOR396FyzEB6z7qKAWNndfgUvg7yFqG66iTbl75D8fJlRG87TGilot4Guf0j8Zt0AcOuvIvwqJ6e1tRoOi3Hc/ez84NXsH+9jp5ZZdgUlITaKBmZStyMSxk0+Sp8fD03lm5b0UHegxzN3Mq+ZQuoW7+JuN3H8a+Hal/IG9KDkCmTGTr7VkLCu3taU6PpcpQUHGH74tepWvUN8bsL8W2AigAhf1AcQePHMXDG9XSP7xgdpukg70Yqy0+QsXIhhV8vJ+T7LLoX1gNwIsxGSXpvoqfPJH369brKo0ZjIcrLiti+5C3KV64iaudRQiodAOT18Kd2RH9iLpzGgAsux9+i960O8i6ktCiXvd8spnjjt/hmHCD2SCXeDqjzhmOp3fAaPZyUqZeTPOS8Dp/vp9F0BRx2O/s2fcHh5YuRTTvoeagcbwfU+EBB71Acg/sRM+ZC+p93KYGh1hiwXAf5dqK2uoKsbV+Rt3UdNbt2EZiZS0xeDV5AgxfkJQRRPyiV6HEXMHDyVV2uQYZG0xkpPXGMPSs+pGTtt/jvPkjMsRq8FNgF8uMDqTqnF8EDB9Nr+PkkDR7vkQHudZB3krraKo7u20r+7i2U799Dw6EjBGQX0D2vBm/jLY5Kf6EoMQzH4H7Ejp3IORNm66Cu0XQBSouPsWf1Yoo2rsFv1wG6HynHz8iVpdYbCnsGUZMUi29SEuF90+g5YCQ9Ugbj5e26nmQ6fZA/dvAHKkuO4xsYgn9gCH5BofgFhuAlXtTX1WJvqMNhr6e+tpqK0kIqiwuoLi2ipvQENcXHqc/PQx0vxqeojMCSasJLG/4bzAHKgr0o7RGCvW8iIYPTSTx3Er36jdDZLxqNBntDPYd+WMfRLd9QkbET36wcInMrCKr5Mb7W2aAk0ofqbkE4osKxdY/GJyYG35hYAiNjCImIpUfq0DZXm+70QX7J3bNJ+Wp/m/fb4AVlYTaqwgOojwqF2O4EpvYlql86CQNHExZ5+sGbNRqNpilKKYrzDnIkYyPF+3ZSd+gQXseO41NcTlBpDaEVDryahd+yJ+9l9BX3tGl/nupq2G2kzLmLwtHbsVdXG1NtDY7aGgDEZkNs3oi3N2Lzxic0DP/wCALCowmKiCY0uieRccnYbJ3mcGg0Gg8jIkT1SCGqRwpMve5n6+tqqyk+doCyvGwqThRQdaKAc0ZNbn+PzpKS12g0mq7MqVLyOkNZo9FoOjFnHeRF5HERyRWR7eY0o8m6R0UkS0T2ici0s92XRqPRaJyjvTKhn1dKPdd0gYgMAK4G0oAewEoR6auUsrfTPjUajUZzBlyZXXMJsEApVauUOgRkASNduD+NRqPRNKO9gvy9IrJTRN4UkcY2vj2Bo022yTGXaTQajcZNtCrIi8hKEcloYboEeBlIAdKBPOCvjV9r4adarMojIreLyBYR2VJYWNiGf0Oj0Wg0LdGqPHmlVKsqb4rIa8ASczYH6NVkdTxw7BS/Pw+YB0YVytbsS6PRaDRn5qzryYtInFIqz/z8a2CUUupqEUkD/oORD98DWAWknqngVUQKgew26kQBRW38rivRXs6hvZxDezmHVb3g7NwSlVLRzRe2R+2av4hIOkZWzGHgDgCl1C4RWQjsBhqAe1pTs6YlydYiIltaagzgabSXc2gv59BezmFVL3CN21kHeaXUDadZ9xTw1NnuQ6PRaDRtQ7d41Wg0mk5MZwvy8zwtcAq0l3NoL+fQXs5hVS9wgZvlOijTaDQaTfvR2VLymlMgIi21W9B0MPR51DhLhwryIhJnxYtcRHqIiPsHdTwDIjJIRH4HoCz0yiYisZ52aAkRifG0Q0uISD8RuQgsdx4TRSTB0x4tISL+nnZoCU/EsA4R5EXET0ReBlYD80TkMk87AYhIsIj8DVgGvC4i15rLPXpcxeA5jHYK3iLi40mfRkQkQEReAL4QkefNFtMexzyPzwPLRORVi11ffwXmA76e9mnEPI/PY1z374jIXeZyj8cTEQkSkXnAH0Uk0lzm8YShJ2OYx09KK5kNxCml+mK0qH1CRPp6UkhEegBvY9x844BPgMZUs+PU33QL0UAcMFwp9ZRSqt7DPo3cA0QrpdKBxcDTItLHk0Ii0hP4N8a9MAPjJvyLJ50ARCQUWASMV0oNU0p94mmnJtwP9FBKDQAeB34Fnr/uzdT7E8B4IAS40PSywtuPx2KYZYO8iAQ3mVVAIYB5sX8B3CEi4R7wCjE/lgEPKaXuVUpVADHAYhGJNrdz67Ft4gUQhtG6uE5EponIw57qz7/xPIqIDeiG2e2FUmo1UImR4grzhJtJDfC6UuoBpVQ+sBDYLiKDPejU6PVvYBeAiIwTkakikmrOu/3eFRGbuV8BdpqLewBLReQcd/s08Qo0P9Zi9KV1HrAfGC4iKeY2bk/NWyWGWS7Ii0gfs6Xs2yJysYgEAdXASTP1DPAsMAyjr3q3nMDmXoCPUipbRAJF5AHgESAI44IfoJRyuNnrLfN4RQAVwDoReQL4LUbAeEFEbmx24bnD6x0RmWkuLgdGicgQ82G4F+gLJJvfccfx6icir4hIAIBSqhj4pskmvUyffa52OYNXHfAVoEQkH3gamAKsFpE0N15f//VSStnN1PoxIEFE1gDPYJzXlSIyxZ3BVERSReRdjOyP2UCIUipLKVUEfA3444HUvOVimFLKMhPGQ2cJ8BhGf/QvA38G/IClwEWAr7nt48BHHvJ6CfiHuU6Avk22fQJY4SGvfwHPmev+gRG8hpjzVwAfYdwI7vZ6BaPls4/590Ngu3k+/xeY56bjNR7YBDiAPzSev2bb9AMWucPndF5NjuMk4OFm19cXFvAKw3jriTWX3QN87sZjdgNGlyl3AbcArwFzmm0zF3geI9vSXV6Wi2Fuu5BbeYB6Au8Btibzm4BRwJXAW8BIc9055on18ZDXBmC2OS+NwQIjFbgYCPCQ13cYr6tDgBXALU22/xojL9VTXlPN+SQgwvx8OfDrxuPoYq/+wECgD8YgNoktbHM18Kz5eS4w2A3Hq7lX7ybr/Jttm4qRV+/vKS/zeu9pBtBkc5kfRqIi0tVe5v6mArOazD8D3Gl+9jb/JgD/A9yN8aZ9nhu8LBfDLJVdo5TKBUZgvJY2zv8L+JNS6kMgE3hURB4CFgAHlRsKFU/h9TLwa3NeKaWUiIwB3gTWK6WqPej1mFJqB0bruVlijLW7BsgATnjI6yXg9+b8IaXUCRE5D3gQc3AZZV75LvTaA2QppbIwHoBPwM/ytycBkSLyf8C1GFldLqUFrz+ZXqKU+u/+RWQs8Aawselyd3uZ5ykf44EzV0RuAr4ENmOUVbkcpdRyYLmINPa/VYNRPoBSqsH8ewQIBp7EeHi75NpvmtViyRjmjqduC0+7OGBss2WNT76bgLVNlodjvBaei5GCmAC8CFxvAa/5pk8Qxg3wPfBLC3h90Lg9Rp7fQ8DVFvCaj5mawkjB7weudYdXk3WNb1whGKnTSc3WL8Mo7LzCKl4Ygep3GFlcV1nIazBGKnmpK66vM7k12+594LJmy87FGMjoOhd53dpsmcdjWIuu7thJCwdol3kzDWt6ITUeKIwCp181WfYOMNDKXkC6Fb0sfLzCPeHV6Gb+/RWwxPx8jXkDXmBBL2+alPtYyMsdWZJncvMCAoGPMWq4CTAN8HOh02PAVuDBU6z32D3Z0tQe/cm3GvO1OBDj9XwncL6I7FNKVYqIl1LKoZSyi8hvgI9E5DBGKmYgRuGPFb0AUEptt5iXVY+XAlBKlbrZS5R5t2EeG6XUCyLyRxEpwyiU/lgp9Y0FvRYrpTIt5rUQ+KTZdm53U0YtozCMguCLgTsxspZWu8JNjEaGd2CUKdU3WyfKwO335OlweZ5803qg5s1fgfHaVwj0BoY3rjO3tymltmKkGoYCtwMPKKV2W9Qrw6JeVj1euzzkpZpsp0QkTESexQgiM5RSt6p2zOduZ692K99pR6+5Sqmq9gyibXEzGQFcAEzHaLvyB6VUTXu5yU/rsr+B8XbhLyJ9ReQWERnd1MtM6Lj8nmw1rnpFACKBfwLLgfuA/ubyPsDb5ucHMUrFfwXENx4jVzlpL+3V5PteuKDmjPbyiFsQcIeLve5v4vU4UA+sB/6IMVzpHH7M1nLpte/s5JKUvPlkW4YxVuGTGIN43w2gjJL6k2K0gOwHPIAxLmyOub7dX/20l/Zq9GpEGSnFnbQj2sv9bmaquVIp9aqLvXpi1MkHo9D0CWCyUupPwL2Nzqa3y679tuCqPPlS4G9KqQUAItINmCRGR1kDgEEY+WwHgOcwWvWlKqX2u8hHe2kv7WU9r7N2U67rL6clr8li9I9TppT638YNlVKficiDGA+obBf5tJl2C/LNCkP2isjRJsvqgT7KKKjYISJrgTVKqeUikoRRh9Ul9X61l/bSXtbxsrJbK7xSVLNyGxEZgNGK+zBGdw/Ww5m8neYTRun31ZyhKhXGq8yfz2Zf2kt7aa+O6WVlt7Z6YSSQL8V4y7jHncfS2anNefJitHLLANIxCj4al3u18DkJo2kvInKZuHDQCO2lvbSXdbys7HY2XhhVNr/F6KLgJVc5tgdtyq4RozP+GcBM1axakPqxCt1g9WNBTRpQJCLLMJoWr227svbSXtqrI3hZ2e0svUowspAKXeHW7jjxWuPd5HMs8Kn5ORm4lR9bpMUA72KcnB4YnQSdxOi86FIXvG5pL+2lvSziZWU3q3q5emrVgcEo1X4Ro8oQGH2AzwdmARsx6q9mYFT6HwXc1+w3bnbFCdNe2kt7WcPLym5W9XLXdKaDIxg9qL0HXAesBO4y1y0EVgFTzPnxwCGadJuJ2W+yC06a9tJe2ssiXlZ2s6qXO6czHaBQjFZdIeb8NIwuY6djNE7YD0xvsv0SYJDLpbWX9tJelvGysptVvdw5nbZ2jVLqJEb9z5vMReuALRgjnhzA6Dt9iojMFZE3MJo+Hzjdb7YH2kt7aS/reFnZzape7qQ1VSg/BtJFJE4ZHQbtwGwYgDEyzHsY/UofUErNUEpVucxWe2kv7WVVLyu7WdXLPbTidScO+AvwaJNla4FxTeZt7n4F0V7aS3tZx8vKblb1ctd0xpS8UioPY8zSi0TkShHpjdGsuL7JNvYz/U57o720l/ayjpeV3azq5TaceBpehJF/tRe419NPJ+2lvbSX9bys7GZVL1dPjeM3tgoxeoZTyhwo1ypoL+fQXs6hvZzHqm5W9XIlTgV5jUaj0XQsXD78n0aj0Wg8hw7yGo1G04nRQV6j0Wg6MTrIazQaTSdGB3mNRqPpxOggr9FoNJ0YHeQ1Go2mE6ODvEaj0XRi/h9tIZ8l4XamlwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -125,7 +117,7 @@ "\n", "solpos = pvlib.solarposition.get_solarposition(times, tus.latitude, tus.longitude)\n", "print(solpos.head())\n", - "solpos.plot()" + "solpos.plot();" ] }, { @@ -135,22 +127,14 @@ "outputs": [ { "data": { - "text/plain": [ - "(0, 100)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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+7OqZIDIbAyCF29ldWIqkpWL26UpqpZT3mGAQQiGs9HT2FAVpQJ59R0blrAM7kmqaIBoB0JA8dhWUYmkLQinlUabInkBj1ajBnqJS6ste+46MBnE/dkJnMSWM04JoKHvYXVjKSTVqYPbtw0QiiFX1cmYwGGTz5s0U6ziLqsLS0tJo0aIFgUAg0aFUqkgsQaSTWxSkgbjXgqjmCSKP3YUlWJmZAEQKC/HVrJnIyOJi8+bN1KxZk6ysLNfLBSvlBmMMu3btYvPmzbRu3TrR4VSqiNP9bdWoQW5RqXYxxV16XYzlp6HsYVdhKVZNJ0Hk5yc4sPgoLi6mfv36mhxUlSUi1K9fv0q2kqMtCHHGIJr59kB6PfDHv3hf9UwQloVkNKK5fy+7C0tjrYZwQUGCA4sfTQ6qqquqf+ORomgLIoOdBSU09++Fmk1cOXb1TBAAmY1o6ttrtyAynBZEFU4QibRx40Y6d+58ws/zpz/9qRKiSYx58+bRo0cP/H4/06dPP+C+u+66i86dO9O5c2feeuut2PY5c+bQo0cPsrOzOf3001m3bh0AmzZtYvDgwXTt2pWBAweyefNmV17DwoULufnmmwH4/PPP+eqrr2L3XXHFFYe8LlU5IkWFgD0GsauglCbWHk0QcZfZ2B6DKCjFV1MTRDJI5gTxs5/9jKlTp3LxxRcfsH3mzJksXryYJUuW8PXXX/Pwww+zd689S+X666/ntddeY8mSJVx88cU88MADANxxxx1cfvnlLF26lPvuu4+JEye68hp69erFE088ARyaIFT8mDJjELsKS2hgdkPNpq4cuxoniEbUM7nsLizFinYxVdExCC9Zv3493bt3Z8GCBWzcuJEzzjiDHj160KNHj9gHzrZt2+jfvz/Z2dl07tyZ//znP9x9993s27eP7OxsLrnkEgBeffVVevfuTXZ2Ntdeey3hsH1G3MzMTO655x66devGqaeeyvbt28nPz6d169YEg0EA9u7dS1ZWFsFgkCVLlnDqqafStWtXRo4cSW5uLgADBw5k4cKFAOzcuZOsrCwApk6dyvnnn8+wYcNo27Ytv/3tb2Ovb8qUKbRr146BAwdy9dVXc+ONNwKQlZVF165dsQ6aJbdy5UoGDBiA3+8nIyODbt268cknnwB2l0k0WeTl5dGsWbPYYwYPHgzAmWeeyYwZRy58/P7775OdnU12djbt27ePDeIuWrSIAQMG0LNnT8466yy2bdsWe9133XUXvXv3pl27dvznP/8B7KRw7rnnsnHjRp555hkee+wxsrOzY/fPmzePvn370qZNG21NVKJwYbQFUYPc/GJqh3NjE23irXrOYgJKMhqQKwXsKijaP4spv+q3ICZ/sIKVW/dW6nN2bFaLSb/qdNT91qxZw5gxY3jxxRfJzs6mqKiI2bNnk5aWxtq1axk7diwLFy7k9ddf56yzzuKee+4hHA5TVFTEGWecwVNPPcWSJUsAWLVqFW+99RZffvklgUCAG264gddee43LL7+cwsJCTj31VB588EF++9vf8txzz3HvvfcycOBAZs6cyYgRI3jzzTe54IILCAQCXH755Tz55JMMGDCA++67j8mTJ/O3v/3tiK9lyZIlfPPNN6SmptK+fXtuuukmfD4ff/zjH1m8eDE1a9Zk0KBBdOvW7YjP061bNyZPnsxtt91GUVERn332GR07dgTg+eef5+yzzyY9PZ1atWrxv//9L/aYd955h1tuuYV//etf5Ofns2vXLurXr1/uMYYPH87w4cMBGD16NAMGDCAYDHLTTTcxY8YMGjZsyFtvvcU999zDCy+8AEAoFGL+/Pl89NFHTJ48mU8/3V/WISsri+uuu47MzEzuuOMOwE6M27Zt44svvmD16tUMHz6cUaNGHRqMOmYR50uC1KxJuHgLb9dO5/TUGrR04djVNkHMCO3ijy0bk/b9D0iN0wGIFFb9BJEoOTk5nHfeebzzzjt06mQnk2AwyI033siSJUvw+Xx89913AJxyyilceeWVBINBRowYQXZ29iHPN2fOHBYtWsQpp5wCwL59+2jUyF4AmZKSwrnnngtAz549mT17NgATJkzgoYceYsSIEbz44os899xz5OXlsWfPHgYMGADAuHHjuPDCC4/6egYPHkzt2rUB6NixI5s2bWLnzp0MGDCAevXqAXDhhRfGXtPhDB06lAULFtC3b18aNmzIaaedht9v/1s+9thjfPTRR/Tp04eHH36Y2267jeeff55HHnmEG2+8kalTp9K/f3+aN28ee8yRPPTQQ6Snp/PrX/+a5cuXs3z5coYMGQJAOBymadP93Rbnn39+7P3buHHjUZ8bYMSIEViWRceOHdm+fXuFHqOOLpy3F/x+inwpZFqb+FODejwqQU0Q8dSkdivYDrV9P5JvBcCyqkUXU0W+6cdD7dq1admyJV9++WUsQTz22GM0btyYb7/9lkgkQlpaGgD9+/dn3rx5zJw5k8suu4w777yTyy+//IDnM8Ywbtw4/vznPx9yrEAgEJvR4vP5CIXsU53369ePjRs3MnfuXMLhMJ07dyYvL++wMfv9fiIR+7TpB0+fTC1zfuDoMYwp9yy5R3XPPfdwzz33AHDxxRfTtm1bcnJy+Pbbb+nTpw8AF110EcOGDQOgWbNmvPvuuwAUFBTwzjvvxJLV4cyZM4dp06Yxb948wH7/OnXqxH//+99y94++vrLv39GUfU+O971Qhwrn5eGrVYvdhUEyA9vZDjSq485aj2o7BtGkXjsAaqVsY3dRECszk0hBYYKjqrpSUlJ47733ePnll3n99dcBu1+9adOmWJbFK6+8EhtD2LRpE40aNeLqq6/mqquuYvHixYD9wR8dQxg8eDDTp09nxw67YNnu3bvZtGnTUeO4/PLLGTt2LOPHjwfsxFW3bt1YP/orr7wSa01kZWWxaJF96vSK9Kn37t2buXPnkpubSygU4p133jnqY8LhMLt27QJg6dKlLF26lKFDh1K3bl3y8vJiLZDZs2dz8sknA/Z4SDRx/fnPf+bKK6+MPV+HDh0OOcamTZu44YYbePvtt0l3zkrWvn17cnJyYgkiGAyyYsWKo8YbVbNmTfKrwRcqLwjvzcNXuzY7C0pID9h/K43rt3Pl2NW2BdG0cVcA0gI72bG3hIaZmVV2oZxXZGRk8OGHHzJkyBAyMjK44YYbuOCCC5g2bRpnnnkmGRkZgD0Y+vDDDxMIBMjMzOTll18G4JprrqFr16706NGD1157jQceeIChQ4cSiUQIBAI8/fTTtGrV6ogxXHLJJdx7772MHTs2tu2ll17iuuuuo6ioiDZt2vDiiy8C9myh0aNH88orrzBo0KCjvr7mzZvzu9/9jj59+tCsWTM6duwY+2a/YMGC2AD4Bx98wKRJk1ixYgXBYJAzzjgDgFq1avHqq6/Guouee+45LrjgAizLom7durHxgc8//5yJEyciIvTv35+nn34asBNHed/cp06dyq5duxg5ciRgt0A++ugjpk+fzs0330xeXh6hUIhbb7011ro7ml/96leMGjWKGTNm8OSTT1boMer4RJwWxI78Enz+PYgx1K9/6BeBeJBkbgr26tXLRGeZHDNjOHVqZ07Ka8gFA16l2/03EmjRgpZPP1W5QXrAqlWrYt8+q7vp06czY8YMXnnllbg8f0FBAZmZmYRCIUaOHMmVV14Z+2COtw8//JD169fH1ipUR1Xxb33DBaPwNajPp5fdzaffXMyOjL18emXFW3vlEZFFxpheR9uv2rYgEKGJsQgFCti6p5gedeoQdqY3qqrppptu4uOPP+ajjz6K2zHuv/9+Pv30U4qLixk6dCgjRoyI27EOFh2YV1VLOC+PlDZt2L63mOLAPppJ/EtsRFXfBAE08aWzNVDMT3nF+OrVpWTV6kSHpOLIja6QRx55JO7HUNVLeO9efLVrs31vMXmBEO0D5U9njodqO0gN0DSlNrn+MNvyivHXrUdo9+5Eh6SUUjEmHCaydy++WrX4KW8vu3zQLD3+VVyjqnWCaJLeiD0+ix15O/HVq0dk71777E1KKeUB0Ykzvtq12Je/lrAIzWv9zLXjV+sE0bRmCwCChd/hr28vbgrpOIRSyiOivRpW3bpQuhaAZnVPcu341TpBNK/fHoBAeB2R2nUAdKBaKeUZoZydAOyrWZc0awsAzRqeeGXkiqrWCaJVM3uVambqFvJT7XpMYWfRkqo8Wu67apT7doOWFD9QKCcHgB2BTAKBnYgxNGl85PpelalaJ4j6DU4mIxLBStnJDp+9wjS0W1sQXpXMCaIqlPt2g5YUP1A0QWyxamBS8mgUgZS0I5dVqUzVOkGIZfEz46ckkM+PESdB7MxJcFRVm5b7dr/cN9jJplevXnTq1IlJkybFtmdlZcVKe/fu3TvWSrniiiu47rrrOOOMM2jXrh0ffvjhEZ9fS4rHR2hnDpKSwqYSH/kphWRZaa4ev1qvgwBoFajNN5HdrCux6JSaSuinKl6F8uO74adllfucTbrAL/9y1N203Peh3Cj3DfDggw9Sr149wuEwgwcPZunSpXTtapebqVWrFvPnz+fll1/m1ltvjSWDaGHD77//njPPPJN169bFCioeTEuKx0coJwd/gwb8uLuQ7SlhTk1v5Orxq3ULAiAroyk5ftiwYxeBJk0I/vRTokOqkqLlvl999dVY+e5gMMjVV19Nly5duPDCC1m5ciVgl/t+8cUXuf/++1m2bBk1nRM6lVW23Hd2djZz5sxh/fr1wKHlvqPlqidMmBCrs/Tiiy8yfvz4cst9RyueHkm03HdaWlqs3Pf8+fNj5b4DgUCFyoYPHTqUs88+m759+zJ27Nhyy31v3ryZ8ePHc9tttwH2Yry5c+fSvXt35s6dW6Fy32+//TY9evSge/furFixIvZeA7G6VGPHjj2guuvo0aOxLIu2bdvSpk0bVq8++kLSsiXF16xZEyspnp2dzQMPPHDAeImWFD+6UE4O/oYN2b5zNUWWReta7lRxjdIWRN2TiOSvZG/uN/ibNiXkNIGrrAp8048HLfd9ePEu971hwwYeeeQRFixYQN26dbniiisOeD3R9+pI18u7fTAtKV75QjtySG3ThqK9iyANWrs4gwkS0IIQkZYi8pmIrBKRFSJyi7O9nojMFpG1zs+6bsTTurH9bTZUvAy/tiDiRst9l8+Nct979+4lIyOD2rVrs337dj7++OMD7o/OnHrrrbc47bTTYtunTZtGJBLh+++/Z/369bRv3/6wr0NLilc+YwzBLVswTZoi5nsA2rTo62oMiWhBhIDbjTGLRaQmsEhEZgNXAHOMMX8RkbuBu4G74h3Mz7MGYc2fTGrKJkrqtieUk4MJhZAKnKFLHRst952Yct/dunWje/fudOrUiTZt2tCvX78D7i8pKaFPnz5EIhHeeOON2Pb27dszYMAAtm/fzjPPPENaWhpbt25lwoQJhxQ81JLilS+8cyemuJg9tRpgRXLIiERo2KiLu0EYYxJ6AWYAQ4A1QFNnW1NgzdEe27NnT1MZfvV8ZzP6qZ5mwZNTzMr2HUzJj5sr5Xm9YuXKlYkOwTOmTZtmLr300rg9f35+vjHGmGAwaM4991zz7rvvxu1YB/vggw/M448/fkyPadWqlcnJyTlk+7hx48y0adMqKzTXVKW/9cLFi83K9h3MJ89NNyP/0dWMmdKt0p4bWGgq8Pmc0K/JIpIFdAe+BhobY7YBGGO2iYhrw/VtA3X4xuxmI/XoBAR/2ERKi+ZuHV65RMt9q2QS3GyvnF5nZbAlNcS56W6chfpACUsQIpIJvAPcaozZe7QBsDKPuwa4BuzFR5WhY502zMrdw9J9QToBJRs3ktHX3b4+FX9a7vtQh5s9NHXqVFfjUIcKbrFnfH1fuoGidIvODdw/n3xCprmKSAA7ObxmjHnX2bxdRJo69zcFdpT3WGPMs8aYXsaYXg0bVk7Z2/aNewDwY/ESJD2d0gpOuVNKqXgp3bABf+PG5BbZEyU6tuzvegyJmMUkwBRglTHm0TJ3vQ+Mc66Pwx6bcEXHn9vTB4PhpQRatdIEoZRKuJK165DWbQha60kxhjatf+F6DIloQfQDLgMGicgS53I28BdgiIisxR60dm3Cfr0G7flZyBDNVsy8AAAfUklEQVRM20ZxkxaUrvverUMrpdQhTCRCyfr15DZsTmHaLk6K+AmkZLgeh+tjEMaYL4DDDTgMdjOWsrqkNOI/sp2tDVrS4vNPCeXm4q/rylIMpZQ6QHDLFkxxMetr1OWH1DAXZbRJSBzVvtRGVO8m3dnrs1juLwCguEwpApXcrrzySho1anRIyfFvv/2W0047jS5duvCrX/0qVhivtLSU8ePH06VLF7p168bnn39+yHMOHz68UkqYV9SECRNi5THKVrWtrFLqyluKnbIm62QjpZbQu8XpCYlDE4Sj+8/PBuC71DUAFK/QBFFVXHHFFbEKqWVNmDCBv/zlLyxbtoyRI0fy8MMPA/YCNYBly5Yxe/Zsbr/99tjKZYB3332XzMxMd4J3PP/887Eifslc9lxVTPGy5eD3sz7jO8QYenS8KCFxaIJwZGWdSaNwhNxa65FmzSk+hpIA6sh+//vf8/jjj8du33PPPTzxxBMYY7jzzjvp3LkzXbp0iZV8iJZ8jrrxxhtj0y6zsrKYNGkSPXr0oEuXLrECcjk5OQwZMoQePXpw7bXX0qpVK3butM/G1b9/f+rVq3dIXGvWrKF/f3tmyJAhQ2KlMcqW027UqBF16tSJlf0uKCjg0Ucf5d57763Qaz/77LNjZbBr167NSy+9RDgc5s477+SUU06ha9eu/POf/4y97oEDBzJq1Cg6dOjAJZdcElsZHS09Xl7Z83A4zNVXX02nTp0YOnQo+/btq1Bsyrv2LVtKJOvn5Gb+RNuwRa06R64QEC9aT8IhlsWpgSZ8Kj+R26wr/uXLEx1SXPx1/l9ZvfvoVTmPRYd6Hbir9+Grolx11VWcf/753HLLLUQiEd58803mz5/Pu+++y5IlS/j222/ZuXMnp5xySuwD+0gaNGjA4sWL+fvf/84jjzzC888/z+TJkxk0aBATJ07kk08+4dlnnz3q83Tu3Jn333+f8847j2nTpvHjjz8CdmmKGTNmMGbMGH788UcWLVrEjz/+SO/evfn973/P7bffTo0aNSr03kQX5S1atIjx48czYsQIpkyZQu3atVmwYAElJSX069ePoUOHAvDNN9+wYsUKmjVrRr9+/fjyyy85/fT93Qt/+ctfDih7vnHjRtauXcsbb7zBc889x+jRo3nnnXe49NJLKxSf8h4TDlO8fAVbu/Rkffo6Lk5PzPgDaAviAINaD6bIslhVq4Tgli2UVqFTOSZSVlYW9evX55tvvmHWrFl0796d+vXr88UXXzB27Fh8Ph+NGzdmwIABLFiw4KjPV16Z6C+++IIxY8YAMGzYMOpWYILBCy+8wNNPP03Pnj3Jz88nJSUFsMcsWrRoQa9evbj11lvp27cvfr+fJUuWsG7duli9oYrauXMnl112Ga+//jq1a9dm1qxZvPzyy2RnZ9OnTx927drF2rX2Cel79+5NixYtsCyL7OzsCpXBbt26dayE+rGUzlbeVLxyJZH8fFbW3EFYhKEdLkhYLNqCKOPUrlcQWPc6yxpt4jSg8MuvSLlodKLDqlRH+qYfTxMmTGDq1Kn89NNPseqj0e6Tg5Utsw2HL7Vdtkz04Z7rSDp06MCsWbMA+O6775g5c2bs+I899lhsv759+9K2bVvmzp3LokWLyMrKIhQKsWPHDgYOHFjuIHZUOBxmzJgx3HfffbHBZGMMTz75JGedddYB+37++efllhE/moMfo11Mya3wS/vMisua/0jdcIQuHcckLBZtQZSRUasZfSIZLG6xi3C9BhRW8/PhVqaRI0fyySefsGDBgtgHY//+/XnrrbcIh8Pk5OQwb948evfuTatWrVi5ciUlJSXk5eUxZ86coz7/6aefzttvvw3ArFmzYqcNPZJoqfBIJMIDDzzAddddB0BRURGFhYWAXWbb7/fTsWNHrr/+erZu3crGjRv54osvaNeuXSw5PPXUUzz11FOHHOPuu++ma9eusdYNwFlnncU//vGPWOny7777Lna8iihb9lxVPYX//S/7WmaxvGEhp/kb4gukHv1BcaIJ4iC/ajOM3QEfG5rXovB//8PoP2KlSElJ4cwzz2T06NH4fD7AThpdu3alW7duDBo0iIceeogmTZrQsmVLRo8eTdeuXbnkkkvo3r37UZ9/0qRJzJo1ix49evDxxx/TtGnT2JnoomdqW7NmDS1atGDKlCkAvPHGG7Rr144OHTrQrFmz2DkiduzYQY8ePTj55JP561//yiuvvHLU469evbrcU34+8sgjzJo1KzZQ/f777zNhwgQ6duxIjx496Ny5M9dee22FT5gD+8ueRwepVdURLihk3+LFfNcoQqFlMTJBs5diKlLy1auXyir3Xda+ghzT54WOZtJtPc3K9h1M/ty5lX4Mt3mhBHI4HDbdunUz3333XVyev7i42ASDQWOMMV999ZXp1q3ySiNXxDnnnGNKSkpcPaY6lBf+1k/EnvfeMyvbdzC/uberGfx8RxMOlcblOFSw3Le2IA6SltGAIf7mzOy4j1CNGuQ5J3BXx2/lypWcdNJJDB48mLZt28blGD/88AOnnHIK3bp14+abb46tZXDLhx9+GBvkVup45X04k3116/BpmxDDMttj+QIJjUcHqcsx/rTbee/LO1iV5afbp3MIFxTiy3S/DkpV0bFjR9avXx/XY7Rt25ZvvvkmrsdQKp5COTkUfvUVS7ql4hdh3MD7Ex2StiDK0+aks+gTSmNGj3wiRUXk/etfiQ5JKVXF5b7xBiYS4d2exZxp6tGwcddEh6QJ4nBu7nMXS1v62No0jd0vvYQJhxMdklKqiooUF5P7xpusywqwpb5wkwdaD6AJ4rC6dh7F6aEMpp9aQnDzZvLec+30FEqpaib31VcJ5+byWt8Qv5SmZLUelOiQAE0QR3T3oIdY0FbY3MRix+OPEykqSnRISqkqJpSbS84z/2RNa4tNLeC2s59IdEgxmiCOoFXr/lye2YN/DhHCO3aw47G/JTqkKqVsCesT5XZ11YNt3bqVUaNGAbBkyZJYDSaA+++/P+nOVa3cs/2BBwkVFfDsYOHXDYfQoOHJiQ4pRhPEUfx65PMEGvuZ1VPIfeUVCv/3v0SHVGWULWGd7Jo1a8b06dOBQxOEUoez95NP2DtzJu/2E1rUqcGlZz969Ae5SBPEUfgCqTx27ivMPAN+qgcbbr6ZUqfqp6qYwsJCzjnnHLp160bnzp1jZb2jJazBbgHcdddd9OzZk1/84hfMnz+fgQMH0qZNG95//30Apk6dynnnncewYcNo3749kydPLvd4Dz/8cKyU9qRJk44Y28KFC2OrnLt06YJ9ynT4/vvvGTZsGD179uSMM86IlRW/4ooruPnmm+nbty9t2rSJJYXoiXtKS0u57777eOutt8jOzo691pUrV8ZezxNPeKcLQSVO8Zo1/HDX3WxoAl/3Eh6+4G3E8tZHsq6DqIAmTbrw4Kn38cfCP3DfK/msGTeOk99+G3+DBokO7Zj99Kc/UbKqcst9p57cgSa/+91h7//kk09o1qxZrBheXl7eIfsUFhYycOBA/vrXvzJy5EjuvfdeZs+ezcqVKxk3bhzDhw8HYP78+SxfvpwaNWpwyimncM4559CrV6/Y88yaNYu1a9cyf/58jDEMHz6cefPmHbaMeK9evWKls++8806GDRsG2OUsnnnmGdq2bcvXX3/NDTfcwL///W8Atm3bxhdffMHq1asZPnx4rGsJ7JIif/jDH1i4cGGsNtP999/P6tWr+eyzz8jPz6d9+/Zcf/31BAKJXQSlEqd08xa+G38FhYES/j5S+L9Bf6N23axEh3UITRAVdEr2GG4tzufxwse4fdo2ll8wgk5vvE2gWbNEh+Z5Xbp04Y477uCuu+7i3HPP5Ywzzjhkn5SUlNiHc5cuXUhNTSUQCNClS5cDylcPGTIkVvPo/PPP54svvjgkQURLioN9gp+1a9ce9TwTb7/9NosXL2bWrFkUFBTw1VdfceGFF8buLykpiV0fMWIElmXRsWNHtm/fXqH34JxzziE1NZXU1FQaNWrE9u3badGiRYUeq6qWkvXrWXXxRYT2FfDEGGHSwAfo0HZIosMqlyaIYzDo1KvJSKvDk2YSN7yzi+XnDuPnTz5DrX59Ex1ahR3pm368tGvXjkWLFvHRRx8xceJEhg4dyn333XfAPoFAINa9Y1lWrIS1ZVkHFLKL7nO428YYJk6cyLXXXlvh+FasWMGkSZOYN28ePp+PSCRCnTp1Yi2Lg5Utr20qWGb8eMp4q6pn1yf/j82/vZ1if5h/XmTxuxGP0uXks47+wATxVodXEuiTfSG/v/IVXrgkQE6NID9OuIrFd9ykU2CPYOvWrdSoUYNLL72UO+64g8WLFx/3c82ePZvdu3ezb98+3nvvPfr163fA/WeddRYvvPACBQUFAGzZsiVW1nvw4MFs2bLlgP3z8vIYM2YML7/8Mg0bNgSgVq1atG7dmmnTpgF2Evj2228rHGPNmjXJz88/7teoqp7wnj0suG48O269lR/qhXn1kjQeuuYDTycH0ARxXLJa9uSJ2xey5KquzO0qpH/4KQsH9mHVs09j9JvhIZYtW0bv3r3Jzs7mwQcfrPD5nMtz+umnc9lll5Gdnc0FF1xwQPcSwNChQ7n44os57bTT6NKlC6NGjSI/P59IJMK6desOOTf1e++9x6ZNm7j66qtjg9UAr732GlOmTKFbt2506tSJGTMqvlDyzDPPZOXKlQcMUqvqyZSWsvSJh1kyqB/pc//Hx6fAD9eewZO/WUTDBok7lWhFSUWbyF7Uq1cvE50FkyhrN87n9Rd/Tc+5Bfz8J8it60OG/4pTbroHf4Ln5ketWrWKk0/2ztzq4zV16tQDBn+PxfLly3nhhRd49FFvTSNUlcsrf+uh3Fz++/gfSJk5i1r5EdY0h6WD6zN+3D9o2bxLosNDRBYZY3odbT8dgzhBbbN6M2nyAhYs/YCZrz7AyfP30ual91j++nts69iQ5iPG0WXU5YjOWEmozp07a3JQcRUpKWHJm1P46f1XabE6lwZhWNMc5p1Vj6GX3M+Ik705EH0k2oKoZBt+XMInr08mc/4aOq411CiFolTY1iaTQLcedBl1Lc0693A1Jq98q1Iq3tz8WzfGsPWb+Sx591lY+g3NN+wjNQiFqbCsg8W+Ph0Zecmfadr4JFfiORbagkiQ1i2zuf4uuzz4f+dPZ/H7z5O54kda/VBA3VXzyHtzHhtrwe7GaQR/1pza3XrT9ZeX0KDlzxMcuVLqSHauX83SWW+R9+3X+DdvpdHWEmoVQhsgNxOWnexjX6cseo+8kfFdhyU63EqhCSKOTus9itN624uotuVs4KuZz7B30VfU3LSbBjuKabz2e5jzPTmPvsH3GbCnro+ieumEGjUgrdXPaXJyL9r3+gU1Gzc/ZDrnsTLGnPBzKOVlldEbsnPLetYu+JRdq7+h5IcNWDt2USO3iDq5EWoVQVPsy446sKmlj4JW9anTqx+Dht9C39qNT/j4XqNdTAkSDO5j8cKP2fjVRwTXfkcgJ5eauSHq50KtfQfuWxyAvJpQWNNHcc0AoZo1sGrVIVCvEWmNmlOraWsaZLWjxUldqZFZ+5BjbdiwgZo1a1K/fn1NEqpKMsawa9cu8vPzad269QHbi/bksXX9MnZsXMGerevZt2sLoT27kNw8UvKLScsPUqMgTK0CSAse+Lx7MiC3NhTUTaGkcV1STmrHSWecS3aPs/H5kvf7dUW7mDRBeEw4HOS75V+wfuFn5G1cRThnO/68fNLyg2Tk23/ENYvAOsyvrSgVilOgJBWCqUIwxUe4bh0anj+BlEYtwPKBCFiCiCBigWUhYmFZPsTyIVb0uqUJRbnOGEMkEsZEIs5P+7qJRDAmApGI3Vooe4lEKN3+I7um/xMrN4+0YkP6PsjcB4HDnOsrZEFeJuRnQFGmj9KaqZjaNfE3bEJmm5Np3XMAbTuchj+QWv4TJLGkTBAiMgx4HPABzxtj/nKk/atigqiIgqJ8Nq1eyE8bllLw0wZKdu4gvCcXyS/AKizGV1KKryRMoCRCSqkhtQTSSiG9BPyRYztWSQBK/VAagLAPwpb9M+ITIj6IWELEZzm37YvxWUR8FsZvYXwWxu/D+HzgtxMQPh+Wz4/4/LHr+AJY/gDiT8Hy+RCfD/wBLJ8Pyx8Anx+f397H8vvtn4EAPl8A8QUIBPz4fAF7H18Af8CPJQEk4MdvBbB8KViBFHzixwoEsMRCfBZi+bAsC8vvw8K3f5vPAvHh8zv3Y2H5LAQnqcJxF1YzxjgX53okQsSEiYRDGBMhYgyRSMj+cDQRTCRMxESIhEIYEyYSdO4Lh+zHROxtoVCQcCSMCYUJh+zbJhIiEo4QCpYQCZYSDpcSDgUJh0oJh0NEQqVEwkEioRCRSBATDts/gyFMKIgJh+y1PaGQfT0YhnDIPsNiOAThCISi18MQDiORMIQjSCQCYYNEIlgRgxU2+ELOJQz+kMEfAn8Y/CEIONcP94F+OKU+KEmx/0ZLU6A0RShNsyhN9xNKDxDOSIOMTPx161OjfjPqNv85jVt3pmW7HqSlpR/X7zDZJV2CEBEf8B0wBNgMLADGGmMOe8KA6pogjlc4FCJv11Z2bt1IXs5mCnNzKNy7i2DhHoKFewnvK8CUFGNKSqG0FKs0iFUawgqGsYJhJBxBwhGssPPPHjZYEZzr2JeI8w/vXHzhY09KXhQBzEGNqQNuHvRvVB1XoIZl/5eIiOV8mXCuRywI+SHsE/unXwj7hLBfiPiFiN8i4vdh/H4I+CElBQmkYKWmYaWm40vPwJdRk0CtuqTVqkdmvcbUatiEeo1bUK/+z5K6uycRknEWU29gnTFmPYCIvAmcB1TOGWUUPr+feo1/Rr3GP3P1uJFwmJKCfIqL8ykqLKC0uJDifYWUFhcSChYTKi0iVLKPUKiYcGkJ4VCQiHMxoZD9zdn5JhsJhzChMDjfoAmHiUQi+7shnC6IiIkgxrntdEFErxtjkOgXI6eLQkz0OvZ9zu3YdgwSiSaJ/dmg7LVDvmpJ9H6DxPYV+7qIk2DEyTSyP+GI7L8lsv8+EYwIxhJ7e/Q6TpehZR1wn1iW/dNpDYnPj1iW/WFq+e1WnOVzWmwBLJ8fyxfA5/PbLblACr6UFKxAKr5AKr7UVAKp6QRS0wikpZOamk4grQZpGZlk1KhDanpNLMt3wn8vyju8lCCaA2VPtLAZ6JOgWFQlsnw+0mvXIb12HeomOhilVIV5KUGUNxp66JcykWuAa5ybBSKy5gjP2QDYWQmxuUFjjY9kiTVZ4gSNNV7cjLVVRXbyUoLYDLQsc7sFsPXgnYwxzwLPVuQJRWRhRfrZvEBjjY9kiTVZ4gSNNV68GKuXxtIWAG1FpLWIpABjgPcTHJNSSlVbnmlBGGNCInIj8P+wp7m+YIxZkeCwlFKq2vJMggAwxnwEfFSJT1mhriiP0FjjI1liTZY4QWONF8/F6pl1EEoppbzFS2MQSimlPCSpE4SItBKROomOoyJEpIOIXJXoOCpCRGomOoaqSETqJzqGihKRNiKSFDXoRaSTiNyd6DiORkSSbhlQUiYIEckUkUeBmUCzRMdzJCKS4cT6OXC+lz8knPf1MeAVERkpIlkJDumwnFj/LiLePus7sVj/D3hfRCaKyKmJjulwyvxvvYc9L9+zyryvHwIXeTWhOZ8BjwHvisgEEenubPf856/nAzyYiJwCfAnUA7ofqVZToonIBcBCIB+4GvAZY3YlNqryObWwnnRuPgycBPwpcREdnog0A54DRgMXi0jDBId0WCLSA/jAuXk9UAs7bs8RkQ7AHCDLGNPVGPN1omM6HBEZCswFSoBLgdXA3oQGdXh/BtKA64BS4O8AxhjPVylLmgQhItGTOpcA3wOPGWOCIpItIlki4pkZWWViXQNcYIyZZIz5AGjlVKxFPFJHu8z71hToYoz5jTHmS+ATIFtEbkpcdIdVBPwNe2FlXWCYk+C8aBvwa2PM7caYpUAKsDjBMR3OPmA+8DqAiPQSkc4e7XJcB4wxxvzO+XvtDAwGT/1vWU63UhtgojFmDfAu0ExE/hDdJ5ExHo2ng4NY3/2LwGQRaeX8k30G/EZEPsf+1vsY8FCiu28OjhVYYYxZKSIpIlIDuyncCMAkePpYmVj/4Lyvm4EdInKvs0sa9uLFy0WkUcICBUSkrYj8NnrbGLMHWGqM2Qe8BFxEBUsHxFs5sW5z/gZqisjj2K2HoU73WEJPQVZOrJuA/wC/FJHF2P9XE4GXRaRJgsIEDo0V2GCMWessqgV4FegEif3fKhunMSZijMkFMoDoGEkLYDZwrYg083orwtMJwvnAfxFYjr147kEROQeYgl276T1jzBnAZOf+hA0ClxPrZOBCAGNMqTGmCPvbbnNn/4R94z3M+3oucAtwpYhMAaYCb2N/YGQnKFRE5GLg38CdTh0uRMTnJAeMMe8Ae4AxZVpuCXG4WJ27C7D/XlsC1wJB7L+RhCgvVsf/wy5787Lzv3UjsAm499BnccdhYrXA/t9ybgei2xL1rfwI7+k1QF8ReQX4F/b/1mvAOa4Heaz2n7zEexegHzDHuW5h9zU+j90/Hjho3weAqzwW6z+BbmX2GQ4s8uj7OgU7edUAzgTqOffPBLITGGt/YBBwGnbXTA1nuwCWc72XE2d74DKgvcdi9ZWz7zjg9157X5376h6071XA77wWq/O3G13LNQD7dAEJibEC72lNoAdQ37n9NPAL57okMu4jXTzdgsB+k1NFpKexm2JfYn+bGWuMiZ09VkS6Yn+obUtMmED5sW7GPqdF1CZghYi4e0KGQx3ufb3KGFNkjPnMGLNbRHpjfxAnbPDPGDMP+I8x5r/AMuB+5y7LiR1jzELsc/osxJ4MECznqeLuCLEe0OUhItnY3yq/dzXAMg4Xq4hYxu4WwbndHbgS2JCIOOGI76sY5xPW2b48kTPEjvCe+owx+caYxcaYXc7/1clArvM4z65W9kSCEJGmItKunLsC2KU3RgIYYzYAS4FaIlJXROqLyDTsVsWTxi7V4bVYa4pIPWcfA9TG7m6Iu2OM9Vsn1joiUltE/ordqnjVOCdxSlCslPky8DB2/3gXY0zYeZxPRMZgd4NdY4zpH+94jyPWiPO4RiLyGvYMrCeMMa/HM84TjLWOiEQrJz9hjHnDg7GWPTlpHWA79peyuDqBv9VMEZmIPW42xRizKN6xnrBEN2Gw+8C3Yn8Y/ezgJhfwC+e+c5zb7bAHT9Oc26OTINb0JHxf+yUy1iPs+wfsfy6wTyglQPMkiLW38/OXSRBrH+fnkGSIlYO6m70ap/PzZLdirYyLF1oQ9YEd2NNXe4pIijHGlBloWoA93/mPItIS6Ir9LaEWgDHm7SSINcPFGE801uj7+mUiYz3Cvn8EzhORAuBs7P79LS7EGHW8sZ7rdDV87EaQjuON9Rwn1tluBOk43lh/Ca5ObT3uv1UR8RtjVrkRZGVxfe2AiGQaY8p2seSz/7wPg4Al2FPYov3LedjT7FphL9yKdiXsSKJY436WqKr4vh70GMFe2TvFue83xpgvNFaNVeOMIxebZvWxR+7fwT4ZUPNo0wt7Sh3O/bcCFwN1nG1lu0VqaKzVL9Yyj08BhmmsGqvG6c7FlS4mERmCvbhtO/b830HYi5vAHu3f6FyvBzyC3f+9Bw4c4Tf2WgKNtZrF6jxejL2e5BONVWPVON3hVhfTTuD/jDEvgV2FFfvNBegNXCD2Qq3N2CsiV4tIPWPMbpfi01g9HmvZhKaxaqwapztcSRDGmG9E5Dux51hHgByc1bnGmM9FZB7woTFmptjF+EaRoCm4GqvGqrFW71iTJU43VOoZ5cSuN9QPmGv2L4Evb7+HgO3GmP+rtIMfI401PjTW+NBYK1+yxJlIlZb1RGQCdsndU4HMMtutMtd9zgh/I+zVu4jIENm/kMwVGqvGqrFW71iTJc5Eq5QuJrHn0Y8AhhpjVpfZLmb/ysz2xpg1Ys8bbohdSvqP2AM+CysjDo1VY9VYNdaqEqcXHHeCEHvRR8i5WRfYYYxZLSJtge7AAmPMBhFpDvwfEBC7wmFL7MUtAeDvxph/ndhL0Fg1Vo1VY60acXqOOfb5wX7sqV2P4yzFx+7H+3/AGdgrdJ/BLhM9FnvU/96DnuOWYz3u8Vw0Vo1VY63esSZLnF69HOubLdiny3sVuAT4FLjeue9L7LnDXZzbv8CeBmaVeXyKay9MY9VYNdZqHWuyxOnly7G+4bWAr4Cazu2znF/AEOxa5wWUqcUPvAm0iv6yXH1hGqvGqrFW61iTJU4vX45pFpMxZi/2IM0VzqYvsZto5xtjFgMvA1eJyDkiMhW7ebfFeayri0c0Vo1VY63esSZLnF52PNNc/4U9ot/U2EWsvgWCInIS9nlX/43dl/e9MWaU2T8wlAgaq8aqsVbvWJMlTm861iYH0BR4CJhYZtsXwOllbrtWn11j1Vg1Vo012eP06uWYWxDGmG3Ae9hnS7pQRLKAYqC0zD4JOeXjwTTW+NBY40NjrXzJEqdXHXepDRH5JXAh0Bd4yhjzVGUGVpk01vjQWONDY618yRKn15xQLSYRCWCP53i+305jjQ+NNT401sqXLHF6SaUW61NKKVV1VMkStUoppU6cJgillFLl0gShlFKqXJoglFJKlUsThFJKqXJpglBKKVUuTRBKKaXKpQlCKaVUuf4/Q4iXLrWEuDAAAAAASUVORK5CYII=\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -161,7 +145,7 @@ "pvlib.atmosphere.get_relative_airmass(solpos['zenith'], model='simple').plot(label='simple, zenith')\n", "plt.legend()\n", "plt.ylabel('Airmass')\n", - "plt.ylim(0,100)" + "plt.ylim(0,100);" ] }, { @@ -171,22 +155,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -197,7 +173,7 @@ "plt.ylim(0,100)\n", "plt.xlabel('Zenith angle (deg)')\n", "plt.ylabel('Airmass')\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -224,9 +200,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/docs/tutorials/forecast.ipynb b/docs/tutorials/forecast.ipynb index 853e7f2c58..58c3cfbcf5 100644 --- a/docs/tutorials/forecast.ipynb +++ b/docs/tutorials/forecast.ipynb @@ -2,9 +2,7 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "collapsed": true - }, + "metadata": {}, "source": [ "# Forecast Tutorial\n", "\n", @@ -45,8 +43,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/holmgren/git_repos/pvlib-python/pvlib/forecast.py:22: UserWarning: The forecast module algorithms and features are highly experimental. The API may change, the functionality may be consolidated into an io module, or the module may be separated into its own package.\n", - " 'module, or the module may be separated into its own package.')\n" + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\forecast.py:19: UserWarning: The forecast module algorithms and features are highly experimental. The API may change, the functionality may be consolidated into an io module, or the module may be separated into its own package.\n", + " 'The forecast module algorithms and features are highly experimental. '\n" ] } ], @@ -79,7 +77,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "2018-11-02 00:00:00-07:00 2018-11-09 00:00:00-07:00\n" + "2020-07-07 00:00:00-07:00 2020-07-14 00:00:00-07:00\n" ] } ], @@ -157,1340 +155,1396 @@ " \n", " \n", " \n", - " Total_cloud_cover_middle_cloud_Mixed_intervals_Average\n", - " Total_cloud_cover_low_cloud_Mixed_intervals_Average\n", - " Total_cloud_cover_high_cloud_Mixed_intervals_Average\n", - " Total_cloud_cover_convective_cloud\n", - " Wind_speed_gust_surface\n", - " Total_cloud_cover_boundary_layer_cloud_Mixed_intervals_Average\n", - " Total_cloud_cover_entire_atmosphere_Mixed_intervals_Average\n", " Downward_Short-Wave_Radiation_Flux_surface_Mixed_intervals_Average\n", " Temperature_surface\n", + " Total_cloud_cover_boundary_layer_cloud_Mixed_intervals_Average\n", + " Total_cloud_cover_convective_cloud\n", + " Total_cloud_cover_entire_atmosphere_Mixed_intervals_Average\n", + " Total_cloud_cover_high_cloud_Mixed_intervals_Average\n", + " Total_cloud_cover_low_cloud_Mixed_intervals_Average\n", + " Total_cloud_cover_middle_cloud_Mixed_intervals_Average\n", + " Wind_speed_gust_surface\n", " u-component_of_wind_isobaric\n", " v-component_of_wind_isobaric\n", " \n", " \n", " \n", " \n", - " 2018-11-02 09:00:00-07:00\n", - " 0.0\n", + " 2020-07-07 09:00:00-07:00\n", " 0.0\n", + " 300.237488\n", " 0.0\n", " 0.0\n", - " 0.509245\n", - " 0.0\n", + " 57.0\n", " 0.0\n", " 0.0\n", - " 283.200012\n", - " 0.321284\n", - " 0.248196\n", + " 57.0\n", + " 1.955965\n", + " 1.875361\n", + " -0.662417\n", " \n", " \n", - " 2018-11-02 12:00:00-07:00\n", - " 0.0\n", + " 2020-07-07 12:00:00-07:00\n", " 0.0\n", + " 298.100006\n", " 0.0\n", " 0.0\n", - " 2.101461\n", + " 59.0\n", " 0.0\n", " 0.0\n", - " 0.0\n", - " 282.005310\n", - " -1.861433\n", - " 1.069207\n", + " 59.0\n", + " 3.808908\n", + " 3.145774\n", + " 2.099924\n", " \n", " \n", - " 2018-11-02 15:00:00-07:00\n", + " 2020-07-07 15:00:00-07:00\n", + " 180.0\n", + " 310.383728\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 2.566809\n", " 0.0\n", " 0.0\n", - " 40.0\n", - " 287.624451\n", - " -2.283450\n", - " 1.166477\n", + " 3.342430\n", + " 1.852296\n", + " 2.729048\n", " \n", " \n", - " 2018-11-02 18:00:00-07:00\n", + " 2020-07-07 18:00:00-07:00\n", + " 467.0\n", + " 327.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 1.747412\n", " 0.0\n", " 0.0\n", - " 270.0\n", - " 305.084930\n", - " -0.873062\n", - " -1.077307\n", + " 3.484897\n", + " 0.939204\n", + " -3.090686\n", " \n", " \n", - " 2018-11-02 21:00:00-07:00\n", + " 2020-07-07 21:00:00-07:00\n", + " 1010.0\n", + " 330.007477\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 1.246185\n", " 0.0\n", " 0.0\n", - " 710.0\n", - " 306.769226\n", - " 0.287397\n", - " -1.644556\n", + " 3.503251\n", + " 1.645287\n", + " -3.527871\n", " \n", " \n", - " 2018-11-03 00:00:00-07:00\n", + " 2020-07-08 00:00:00-07:00\n", + " 878.0\n", + " 319.885193\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 2.926880\n", " 0.0\n", " 0.0\n", - " 539.0\n", - " 293.770508\n", - " 1.493616\n", - " -2.456653\n", + " 4.145447\n", + " 0.859436\n", + " -4.305269\n", " \n", " \n", - " 2018-11-03 03:00:00-07:00\n", + " 2020-07-08 03:00:00-07:00\n", + " 175.0\n", + " 305.436615\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 2.140588\n", " 0.0\n", " 0.0\n", - " 10.0\n", - " 287.340759\n", - " 1.216316\n", - " -1.649683\n", + " 3.496038\n", + " -2.588877\n", + " -2.352002\n", " \n", " \n", - " 2018-11-03 06:00:00-07:00\n", + " 2020-07-08 06:00:00-07:00\n", + " 88.0\n", + " 303.200012\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 1.374021\n", " 0.0\n", " 0.0\n", - " 3.0\n", - " 285.443115\n", - " 0.928799\n", - " -1.032666\n", + " 5.642923\n", + " 4.412341\n", + " -0.192209\n", " \n", " \n", - " 2018-11-03 09:00:00-07:00\n", + " 2020-07-08 09:00:00-07:00\n", " 0.0\n", + " 301.231689\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 0.572020\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 283.886292\n", - " 0.632527\n", - " -0.077568\n", + " 11.133477\n", + " 2.878274\n", + " 7.444138\n", " \n", " \n", - " 2018-11-03 12:00:00-07:00\n", + " 2020-07-08 12:00:00-07:00\n", " 0.0\n", + " 298.600006\n", " 0.0\n", - " 7.0\n", " 0.0\n", - " 1.071779\n", " 0.0\n", - " 7.0\n", " 0.0\n", - " 282.712952\n", - " 0.219133\n", - " 1.064648\n", + " 0.0\n", + " 0.0\n", + " 3.954767\n", + " 1.669788\n", + " 2.695730\n", " \n", " \n", - " 2018-11-03 15:00:00-07:00\n", + " 2020-07-08 15:00:00-07:00\n", + " 170.0\n", + " 310.934265\n", " 0.0\n", " 0.0\n", - " 53.0\n", " 0.0\n", - " 1.151157\n", " 0.0\n", - " 53.0\n", - " 40.0\n", - " 288.890228\n", - " 0.408652\n", - " 1.033374\n", + " 0.0\n", + " 0.0\n", + " 2.846232\n", + " 0.675632\n", + " 2.159890\n", " \n", " \n", - " 2018-11-03 18:00:00-07:00\n", + " 2020-07-08 18:00:00-07:00\n", + " 457.0\n", + " 327.200012\n", " 0.0\n", " 0.0\n", - " 27.0\n", " 0.0\n", - " 2.360601\n", " 0.0\n", - " 27.0\n", - " 270.0\n", - " 305.124481\n", - " 1.640059\n", - " -1.076890\n", + " 0.0\n", + " 0.0\n", + " 2.526505\n", + " 1.020662\n", + " -2.779041\n", " \n", " \n", - " 2018-11-03 21:00:00-07:00\n", + " 2020-07-08 21:00:00-07:00\n", + " 990.0\n", + " 332.571381\n", " 0.0\n", " 0.0\n", - " 14.0\n", " 0.0\n", - " 4.708416\n", " 0.0\n", - " 14.0\n", - " 710.0\n", - " 305.600006\n", - " 2.733889\n", - " -3.454663\n", + " 0.0\n", + " 0.0\n", + " 3.021044\n", + " 0.729756\n", + " -2.064746\n", " \n", " \n", - " 2018-11-04 00:00:00-07:00\n", + " 2020-07-09 00:00:00-07:00\n", + " 805.0\n", + " 314.414703\n", " 0.0\n", " 0.0\n", - " 26.0\n", + " 18.0\n", " 0.0\n", - " 3.523193\n", " 0.0\n", - " 26.0\n", - " 533.0\n", - " 294.051270\n", - " 1.649866\n", - " -3.089185\n", + " 18.0\n", + " 4.330414\n", + " 3.606665\n", + " -4.088640\n", " \n", " \n", - " 2018-11-04 03:00:00-07:00\n", - " 0.0\n", + " 2020-07-09 03:00:00-07:00\n", + " 41.0\n", + " 308.700012\n", " 0.0\n", - " 46.0\n", " 0.0\n", - " 1.514648\n", + " 100.0\n", " 0.0\n", - " 46.0\n", " 0.0\n", - " 287.700012\n", - " -0.697839\n", - " -1.365325\n", + " 100.0\n", + " 2.586901\n", + " 2.561328\n", + " -0.240759\n", " \n", " \n", - " 2018-11-04 06:00:00-07:00\n", + " 2020-07-09 06:00:00-07:00\n", + " 21.0\n", + " 306.399963\n", " 0.0\n", " 0.0\n", - " 44.0\n", + " 100.0\n", " 0.0\n", - " 1.152758\n", " 0.0\n", - " 44.0\n", - " 2.0\n", - " 285.899994\n", - " -1.049470\n", - " 0.545586\n", + " 100.0\n", + " 7.266234\n", + " 4.327090\n", + " 3.482671\n", " \n", " \n", - " 2018-11-04 09:00:00-07:00\n", + " 2020-07-09 09:00:00-07:00\n", " 0.0\n", + " 301.799988\n", " 0.0\n", - " 46.0\n", " 0.0\n", - " 2.356604\n", + " 16.0\n", " 0.0\n", - " 46.0\n", " 0.0\n", - " 284.810730\n", - " -1.466980\n", - " 1.786052\n", + " 16.0\n", + " 6.027924\n", + " 2.559023\n", + " 3.946294\n", " \n", " \n", - " 2018-11-04 12:00:00-07:00\n", + " 2020-07-09 12:00:00-07:00\n", " 0.0\n", + " 300.312103\n", " 0.0\n", - " 41.0\n", - " 0.0\n", - " 2.826129\n", " 0.0\n", - " 41.0\n", + " 20.0\n", + " 12.0\n", " 0.0\n", - " 283.843323\n", - " -2.158870\n", - " 1.795879\n", + " 8.0\n", + " 7.331892\n", + " 2.869182\n", + " 4.760039\n", " \n", " \n", - " 2018-11-04 15:00:00-07:00\n", + " 2020-07-09 15:00:00-07:00\n", + " 150.0\n", + " 309.799988\n", " 0.0\n", " 0.0\n", - " 27.0\n", + " 100.0\n", + " 100.0\n", " 0.0\n", - " 3.169250\n", " 0.0\n", - " 27.0\n", - " 40.0\n", - " 289.024475\n", - " -2.274209\n", - " 2.261697\n", + " 3.562258\n", + " 1.973667\n", + " 3.297007\n", " \n", " \n", - " 2018-11-04 18:00:00-07:00\n", + " 2020-07-09 18:00:00-07:00\n", + " 428.0\n", + " 327.500000\n", " 0.0\n", " 0.0\n", - " 45.0\n", + " 88.0\n", + " 88.0\n", " 0.0\n", - " 1.763808\n", " 0.0\n", - " 45.0\n", - " 260.0\n", - " 306.151184\n", - " -1.100332\n", - " 0.939270\n", + " 1.750235\n", + " 0.281367\n", + " -2.057359\n", " \n", " \n", - " 2018-11-04 21:00:00-07:00\n", + " 2020-07-09 21:00:00-07:00\n", + " 950.0\n", + " 331.358795\n", " 0.0\n", " 0.0\n", - " 95.0\n", + " 100.0\n", + " 100.0\n", " 0.0\n", - " 2.146554\n", " 0.0\n", - " 95.0\n", - " 690.0\n", - " 307.814697\n", - " 1.629412\n", - " -0.721243\n", + " 1.806583\n", + " 0.356209\n", + " -2.617424\n", " \n", " \n", - " 2018-11-05 00:00:00-07:00\n", + " 2020-07-10 00:00:00-07:00\n", + " 818.0\n", + " 319.844086\n", " 0.0\n", " 0.0\n", - " 94.0\n", + " 100.0\n", + " 100.0\n", " 0.0\n", - " 2.463193\n", " 0.0\n", - " 94.0\n", - " 511.0\n", - " 294.838989\n", - " 1.237690\n", - " -2.088997\n", + " 2.919531\n", + " 1.026206\n", + " -4.103455\n", " \n", " \n", - " 2018-11-05 03:00:00-07:00\n", - " 0.0\n", + " 2020-07-10 03:00:00-07:00\n", + " 139.0\n", + " 307.399994\n", " 0.0\n", - " 98.0\n", " 0.0\n", - " 1.315201\n", + " 100.0\n", + " 100.0\n", " 0.0\n", - " 98.0\n", " 0.0\n", - " 289.377838\n", - " 0.909243\n", - " -0.954854\n", + " 5.142653\n", + " 3.009106\n", + " -2.178784\n", " \n", " \n", - " 2018-11-05 06:00:00-07:00\n", + " 2020-07-10 06:00:00-07:00\n", + " 69.0\n", + " 304.126465\n", " 0.0\n", " 0.0\n", - " 89.0\n", - " 0.0\n", - " 1.026335\n", + " 84.0\n", + " 84.0\n", " 0.0\n", - " 89.0\n", " 0.0\n", - " 286.921570\n", - " 0.460945\n", - " 0.936082\n", + " 5.642010\n", + " 2.768996\n", + " 3.140728\n", " \n", " \n", - " 2018-11-05 09:00:00-07:00\n", + " 2020-07-10 09:00:00-07:00\n", " 0.0\n", + " 301.573212\n", " 0.0\n", - " 79.0\n", " 0.0\n", - " 3.603965\n", + " 100.0\n", + " 100.0\n", " 0.0\n", - " 79.0\n", " 0.0\n", - " 286.243103\n", - " 0.255286\n", - " 3.636492\n", + " 3.079594\n", + " 2.008838\n", + " 2.264627\n", " \n", " \n", - " 2018-11-05 12:00:00-07:00\n", + " 2020-07-10 12:00:00-07:00\n", " 0.0\n", + " 300.241547\n", " 0.0\n", - " 76.0\n", " 0.0\n", - " 3.604748\n", + " 100.0\n", + " 100.0\n", " 0.0\n", - " 76.0\n", " 0.0\n", - " 285.357544\n", - " 0.452583\n", - " 3.615623\n", + " 2.636170\n", + " 2.148355\n", + " 1.317654\n", " \n", " \n", - " 2018-11-05 15:00:00-07:00\n", + " 2020-07-10 15:00:00-07:00\n", + " 160.0\n", + " 311.341553\n", " 0.0\n", " 0.0\n", - " 79.0\n", + " 95.0\n", + " 95.0\n", " 0.0\n", - " 3.866772\n", " 0.0\n", - " 79.0\n", - " 40.0\n", - " 289.606567\n", - " 0.111267\n", - " 3.920405\n", + " 2.512109\n", + " 1.947288\n", + " 1.006641\n", " \n", " \n", - " 2018-11-05 18:00:00-07:00\n", + " 2020-07-10 18:00:00-07:00\n", + " 437.0\n", + " 326.595123\n", " 0.0\n", " 0.0\n", - " 57.0\n", + " 68.0\n", + " 68.0\n", " 0.0\n", - " 2.733521\n", " 0.0\n", - " 57.0\n", - " 260.0\n", - " 306.215149\n", - " 2.091413\n", - " 1.216067\n", + " 4.216958\n", + " 1.732542\n", + " -4.185076\n", " \n", " \n", - " 2018-11-05 21:00:00-07:00\n", + " 2020-07-10 21:00:00-07:00\n", + " 990.0\n", + " 330.899994\n", " 0.0\n", " 0.0\n", - " 4.0\n", + " 14.0\n", + " 14.0\n", " 0.0\n", - " 4.830916\n", " 0.0\n", - " 4.0\n", - " 690.0\n", - " 307.245056\n", - " 3.748376\n", - " -1.685737\n", + " 4.335027\n", + " 2.310635\n", + " -4.163330\n", " \n", " \n", - " 2018-11-06 00:00:00-07:00\n", + " 2020-07-11 00:00:00-07:00\n", + " 859.0\n", + " 322.000000\n", " 0.0\n", " 0.0\n", - " 2.0\n", + " 7.0\n", + " 7.0\n", " 0.0\n", - " 3.529985\n", " 0.0\n", - " 2.0\n", - " 523.0\n", - " 295.100006\n", - " 2.017678\n", - " -2.903557\n", + " 3.447549\n", + " 3.446514\n", + " -3.067827\n", " \n", " \n", - " 2018-11-06 03:00:00-07:00\n", + " 2020-07-11 03:00:00-07:00\n", + " 169.0\n", + " 307.475525\n", " 0.0\n", + " 35.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 0.727948\n", + " 0.0\n", + " 8.386095\n", + " 3.354326\n", + " -4.990854\n", + " \n", + " \n", + " 2020-07-11 06:00:00-07:00\n", + " 84.0\n", + " 305.467468\n", " 0.0\n", " 0.0\n", + " 14.0\n", + " 1.0\n", " 0.0\n", - " 288.700012\n", - " -0.460249\n", - " 0.511001\n", + " 14.0\n", + " 7.229870\n", + " 5.174636\n", + " -0.331689\n", " \n", " \n", - " 2018-11-06 06:00:00-07:00\n", - " 0.0\n", + " 2020-07-11 09:00:00-07:00\n", " 0.0\n", + " 302.167480\n", " 0.0\n", " 0.0\n", - " 3.419800\n", + " 29.0\n", " 0.0\n", " 0.0\n", - " 2.0\n", - " 287.799988\n", - " 0.132358\n", - " 3.478513\n", + " 29.0\n", + " 2.677630\n", + " 2.493284\n", + " -0.217234\n", " \n", " \n", - " 2018-11-06 09:00:00-07:00\n", - " 0.0\n", + " 2020-07-11 12:00:00-07:00\n", " 0.0\n", + " 300.002533\n", " 0.0\n", " 0.0\n", - " 3.582272\n", - " 0.0\n", - " 0.0\n", + " 27.0\n", + " 12.0\n", " 0.0\n", - " 286.571228\n", - " -0.256680\n", - " 3.540156\n", + " 14.0\n", + " 4.625916\n", + " 2.010862\n", + " 3.442834\n", " \n", " \n", - " 2018-11-06 12:00:00-07:00\n", + " 2020-07-11 15:00:00-07:00\n", + " 170.0\n", + " 312.741547\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 3.536086\n", " 0.0\n", " 0.0\n", - " 0.0\n", - " 285.474060\n", - " -0.606082\n", - " 3.510757\n", + " 2.073312\n", + " 1.571885\n", + " 1.050894\n", " \n", " \n", - " 2018-11-06 15:00:00-07:00\n", + " 2020-07-11 18:00:00-07:00\n", + " 451.0\n", + " 328.068329\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 3.320961\n", " 0.0\n", " 0.0\n", - " 40.0\n", - " 289.919769\n", - " -1.383687\n", - " 3.044175\n", + " 3.150879\n", + " 1.393000\n", + " -3.531040\n", " \n", " \n", - " 2018-11-06 18:00:00-07:00\n", + " 2020-07-11 21:00:00-07:00\n", + " 990.0\n", + " 333.799988\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 3.325786\n", " 0.0\n", " 0.0\n", - " 260.0\n", - " 306.602997\n", - " 0.757739\n", - " 2.586909\n", + " 2.701148\n", + " 0.883069\n", + " -2.655833\n", " \n", " \n", - " 2018-11-06 21:00:00-07:00\n", - " 0.0\n", - " 0.0\n", + " 2020-07-12 00:00:00-07:00\n", + " 853.0\n", + " 322.815033\n", " 0.0\n", " 0.0\n", - " 4.839661\n", + " 1.0\n", " 0.0\n", " 0.0\n", - " 690.0\n", - " 308.386230\n", - " 3.486965\n", - " 0.656064\n", + " 1.0\n", + " 5.145863\n", + " 1.808108\n", + " -4.700403\n", " \n", " \n", - " 2018-11-07 00:00:00-07:00\n", + " 2020-07-12 03:00:00-07:00\n", + " 165.0\n", + " 308.796600\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", - " 3.001238\n", " 0.0\n", " 0.0\n", - " 518.0\n", - " 295.891174\n", - " 2.979077\n", - " 0.190244\n", + " 11.954372\n", + " 2.256226\n", + " -8.296606\n", " \n", " \n", - " 2018-11-07 03:00:00-07:00\n", - " 0.0\n", - " 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"2018-11-04 18:00:00-07:00 0.0 \n", - "2018-11-04 21:00:00-07:00 0.0 \n", - "2018-11-05 00:00:00-07:00 0.0 \n", - "2018-11-05 03:00:00-07:00 0.0 \n", - "2018-11-05 06:00:00-07:00 0.0 \n", - "2018-11-05 09:00:00-07:00 0.0 \n", - "2018-11-05 12:00:00-07:00 0.0 \n", - "2018-11-05 15:00:00-07:00 0.0 \n", - "2018-11-05 18:00:00-07:00 0.0 \n", - "2018-11-05 21:00:00-07:00 0.0 \n", - "2018-11-06 00:00:00-07:00 0.0 \n", - "2018-11-06 03:00:00-07:00 0.0 \n", - "2018-11-06 06:00:00-07:00 0.0 \n", - "2018-11-06 09:00:00-07:00 0.0 \n", - "2018-11-06 12:00:00-07:00 0.0 \n", - "2018-11-06 15:00:00-07:00 0.0 \n", - "2018-11-06 18:00:00-07:00 0.0 \n", - "2018-11-06 21:00:00-07:00 0.0 \n", - "2018-11-07 00:00:00-07:00 0.0 \n", - "2018-11-07 03:00:00-07:00 0.0 \n", - "2018-11-07 06:00:00-07:00 0.0 \n", - "2018-11-07 09:00:00-07:00 0.0 \n", - "2018-11-07 12:00:00-07:00 0.0 \n", - "2018-11-07 15:00:00-07:00 0.0 \n", - "2018-11-07 18:00:00-07:00 0.0 \n", - "2018-11-07 21:00:00-07:00 0.0 \n", - "2018-11-08 00:00:00-07:00 0.0 \n", - "2018-11-08 03:00:00-07:00 0.0 \n", - "2018-11-08 06:00:00-07:00 0.0 \n", - "2018-11-08 09:00:00-07:00 0.0 \n", - "2018-11-08 12:00:00-07:00 0.0 \n", - "2018-11-08 15:00:00-07:00 0.0 \n", - "2018-11-08 18:00:00-07:00 0.0 \n", - "2018-11-08 21:00:00-07:00 0.0 \n", - "2018-11-09 00:00:00-07:00 0.0 \n", + " Temperature_surface \\\n", + "2020-07-07 09:00:00-07:00 300.237488 \n", + "2020-07-07 12:00:00-07:00 298.100006 \n", + "2020-07-07 15:00:00-07:00 310.383728 \n", + "2020-07-07 18:00:00-07:00 327.000000 \n", + "2020-07-07 21:00:00-07:00 330.007477 \n", + "2020-07-08 00:00:00-07:00 319.885193 \n", + "2020-07-08 03:00:00-07:00 305.436615 \n", + "2020-07-08 06:00:00-07:00 303.200012 \n", + "2020-07-08 09:00:00-07:00 301.231689 \n", + "2020-07-08 12:00:00-07:00 298.600006 \n", + "2020-07-08 15:00:00-07:00 310.934265 \n", + "2020-07-08 18:00:00-07:00 327.200012 \n", + "2020-07-08 21:00:00-07:00 332.571381 \n", + "2020-07-09 00:00:00-07:00 314.414703 \n", + "2020-07-09 03:00:00-07:00 308.700012 \n", + "2020-07-09 06:00:00-07:00 306.399963 \n", + "2020-07-09 09:00:00-07:00 301.799988 \n", + "2020-07-09 12:00:00-07:00 300.312103 \n", + "2020-07-09 15:00:00-07:00 309.799988 \n", + "2020-07-09 18:00:00-07:00 327.500000 \n", + "2020-07-09 21:00:00-07:00 331.358795 \n", + "2020-07-10 00:00:00-07:00 319.844086 \n", + "2020-07-10 03:00:00-07:00 307.399994 \n", + "2020-07-10 06:00:00-07:00 304.126465 \n", + "2020-07-10 09:00:00-07:00 301.573212 \n", + "2020-07-10 12:00:00-07:00 300.241547 \n", + "2020-07-10 15:00:00-07:00 311.341553 \n", + "2020-07-10 18:00:00-07:00 326.595123 \n", + "2020-07-10 21:00:00-07:00 330.899994 \n", + "2020-07-11 00:00:00-07:00 322.000000 \n", + "2020-07-11 03:00:00-07:00 307.475525 \n", + "2020-07-11 06:00:00-07:00 305.467468 \n", + "2020-07-11 09:00:00-07:00 302.167480 \n", + "2020-07-11 12:00:00-07:00 300.002533 \n", + "2020-07-11 15:00:00-07:00 312.741547 \n", + "2020-07-11 18:00:00-07:00 328.068329 \n", + "2020-07-11 21:00:00-07:00 333.799988 \n", + "2020-07-12 00:00:00-07:00 322.815033 \n", + "2020-07-12 03:00:00-07:00 308.796600 \n", + "2020-07-12 06:00:00-07:00 304.471375 \n", + "2020-07-12 09:00:00-07:00 301.814972 \n", + "2020-07-12 12:00:00-07:00 299.899963 \n", + "2020-07-12 15:00:00-07:00 313.207458 \n", + "2020-07-12 18:00:00-07:00 328.807465 \n", + "2020-07-12 21:00:00-07:00 334.907471 \n", + "2020-07-13 00:00:00-07:00 323.407471 \n", + "2020-07-13 03:00:00-07:00 309.119324 \n", + "2020-07-13 06:00:00-07:00 305.363434 \n", + "2020-07-13 09:00:00-07:00 302.078064 \n", + "2020-07-13 12:00:00-07:00 300.072693 \n", + "2020-07-13 15:00:00-07:00 313.468323 \n", + "2020-07-13 18:00:00-07:00 330.289215 \n", + "2020-07-13 21:00:00-07:00 333.497101 \n", + "2020-07-14 00:00:00-07:00 322.899994 \n", "\n", - " Total_cloud_cover_high_cloud_Mixed_intervals_Average \\\n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 0.0 \n", - "2018-11-02 18:00:00-07:00 0.0 \n", - "2018-11-02 21:00:00-07:00 0.0 \n", - "2018-11-03 00:00:00-07:00 0.0 \n", - "2018-11-03 03:00:00-07:00 0.0 \n", - "2018-11-03 06:00:00-07:00 0.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 7.0 \n", - "2018-11-03 15:00:00-07:00 53.0 \n", - "2018-11-03 18:00:00-07:00 27.0 \n", - "2018-11-03 21:00:00-07:00 14.0 \n", - "2018-11-04 00:00:00-07:00 26.0 \n", - "2018-11-04 03:00:00-07:00 46.0 \n", - "2018-11-04 06:00:00-07:00 44.0 \n", - "2018-11-04 09:00:00-07:00 46.0 \n", - "2018-11-04 12:00:00-07:00 41.0 \n", - "2018-11-04 15:00:00-07:00 27.0 \n", - "2018-11-04 18:00:00-07:00 45.0 \n", - "2018-11-04 21:00:00-07:00 95.0 \n", - "2018-11-05 00:00:00-07:00 94.0 \n", - "2018-11-05 03:00:00-07:00 98.0 \n", - "2018-11-05 06:00:00-07:00 89.0 \n", - "2018-11-05 09:00:00-07:00 79.0 \n", - "2018-11-05 12:00:00-07:00 76.0 \n", - "2018-11-05 15:00:00-07:00 79.0 \n", - "2018-11-05 18:00:00-07:00 57.0 \n", - "2018-11-05 21:00:00-07:00 4.0 \n", - "2018-11-06 00:00:00-07:00 2.0 \n", - "2018-11-06 03:00:00-07:00 0.0 \n", - "2018-11-06 06:00:00-07:00 0.0 \n", - "2018-11-06 09:00:00-07:00 0.0 \n", - "2018-11-06 12:00:00-07:00 0.0 \n", - "2018-11-06 15:00:00-07:00 0.0 \n", - "2018-11-06 18:00:00-07:00 0.0 \n", - "2018-11-06 21:00:00-07:00 0.0 \n", - "2018-11-07 00:00:00-07:00 0.0 \n", - "2018-11-07 03:00:00-07:00 0.0 \n", - "2018-11-07 06:00:00-07:00 0.0 \n", - "2018-11-07 09:00:00-07:00 50.0 \n", - "2018-11-07 12:00:00-07:00 36.0 \n", - "2018-11-07 15:00:00-07:00 0.0 \n", - "2018-11-07 18:00:00-07:00 0.0 \n", - "2018-11-07 21:00:00-07:00 0.0 \n", - "2018-11-08 00:00:00-07:00 0.0 \n", - "2018-11-08 03:00:00-07:00 0.0 \n", - "2018-11-08 06:00:00-07:00 0.0 \n", - "2018-11-08 09:00:00-07:00 0.0 \n", - "2018-11-08 12:00:00-07:00 0.0 \n", - "2018-11-08 15:00:00-07:00 0.0 \n", - "2018-11-08 18:00:00-07:00 0.0 \n", - "2018-11-08 21:00:00-07:00 0.0 \n", - "2018-11-09 00:00:00-07:00 18.0 \n", + " Total_cloud_cover_boundary_layer_cloud_Mixed_intervals_Average \\\n", + "2020-07-07 09:00:00-07:00 0.0 \n", + "2020-07-07 12:00:00-07:00 0.0 \n", + "2020-07-07 15:00:00-07:00 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 \n", + "2020-07-08 21:00:00-07:00 0.0 \n", + "2020-07-09 00:00:00-07:00 0.0 \n", + "2020-07-09 03:00:00-07:00 0.0 \n", + "2020-07-09 06:00:00-07:00 0.0 \n", + "2020-07-09 09:00:00-07:00 0.0 \n", + "2020-07-09 12:00:00-07:00 0.0 \n", + "2020-07-09 15:00:00-07:00 0.0 \n", + "2020-07-09 18:00:00-07:00 0.0 \n", + "2020-07-09 21:00:00-07:00 0.0 \n", + "2020-07-10 00:00:00-07:00 0.0 \n", + "2020-07-10 03:00:00-07:00 0.0 \n", + "2020-07-10 06:00:00-07:00 0.0 \n", + "2020-07-10 09:00:00-07:00 0.0 \n", + "2020-07-10 12:00:00-07:00 0.0 \n", + "2020-07-10 15:00:00-07:00 0.0 \n", + "2020-07-10 18:00:00-07:00 0.0 \n", + "2020-07-10 21:00:00-07:00 0.0 \n", + "2020-07-11 00:00:00-07:00 0.0 \n", + "2020-07-11 03:00:00-07:00 0.0 \n", + "2020-07-11 06:00:00-07:00 0.0 \n", + "2020-07-11 09:00:00-07:00 0.0 \n", + "2020-07-11 12:00:00-07:00 0.0 \n", + "2020-07-11 15:00:00-07:00 0.0 \n", + "2020-07-11 18:00:00-07:00 0.0 \n", + "2020-07-11 21:00:00-07:00 0.0 \n", + "2020-07-12 00:00:00-07:00 0.0 \n", + "2020-07-12 03:00:00-07:00 0.0 \n", + "2020-07-12 06:00:00-07:00 0.0 \n", + "2020-07-12 09:00:00-07:00 0.0 \n", + "2020-07-12 12:00:00-07:00 0.0 \n", + "2020-07-12 15:00:00-07:00 0.0 \n", + "2020-07-12 18:00:00-07:00 0.0 \n", + "2020-07-12 21:00:00-07:00 0.0 \n", + "2020-07-13 00:00:00-07:00 0.0 \n", + "2020-07-13 03:00:00-07:00 0.0 \n", + "2020-07-13 06:00:00-07:00 0.0 \n", + "2020-07-13 09:00:00-07:00 0.0 \n", + "2020-07-13 12:00:00-07:00 0.0 \n", + "2020-07-13 15:00:00-07:00 0.0 \n", + "2020-07-13 18:00:00-07:00 0.0 \n", + "2020-07-13 21:00:00-07:00 0.0 \n", + "2020-07-14 00:00:00-07:00 0.0 \n", "\n", " Total_cloud_cover_convective_cloud \\\n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 0.0 \n", - "2018-11-02 18:00:00-07:00 0.0 \n", - "2018-11-02 21:00:00-07:00 0.0 \n", - "2018-11-03 00:00:00-07:00 0.0 \n", - "2018-11-03 03:00:00-07:00 0.0 \n", - "2018-11-03 06:00:00-07:00 0.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 0.0 \n", - "2018-11-03 15:00:00-07:00 0.0 \n", - "2018-11-03 18:00:00-07:00 0.0 \n", - "2018-11-03 21:00:00-07:00 0.0 \n", - "2018-11-04 00:00:00-07:00 0.0 \n", - "2018-11-04 03:00:00-07:00 0.0 \n", - "2018-11-04 06:00:00-07:00 0.0 \n", - "2018-11-04 09:00:00-07:00 0.0 \n", - "2018-11-04 12:00:00-07:00 0.0 \n", - "2018-11-04 15:00:00-07:00 0.0 \n", - "2018-11-04 18:00:00-07:00 0.0 \n", - "2018-11-04 21:00:00-07:00 0.0 \n", - "2018-11-05 00:00:00-07:00 0.0 \n", - "2018-11-05 03:00:00-07:00 0.0 \n", - "2018-11-05 06:00:00-07:00 0.0 \n", - "2018-11-05 09:00:00-07:00 0.0 \n", - "2018-11-05 12:00:00-07:00 0.0 \n", - "2018-11-05 15:00:00-07:00 0.0 \n", - "2018-11-05 18:00:00-07:00 0.0 \n", - "2018-11-05 21:00:00-07:00 0.0 \n", - "2018-11-06 00:00:00-07:00 0.0 \n", - "2018-11-06 03:00:00-07:00 0.0 \n", - "2018-11-06 06:00:00-07:00 0.0 \n", - "2018-11-06 09:00:00-07:00 0.0 \n", - "2018-11-06 12:00:00-07:00 0.0 \n", - "2018-11-06 15:00:00-07:00 0.0 \n", - "2018-11-06 18:00:00-07:00 0.0 \n", - "2018-11-06 21:00:00-07:00 0.0 \n", - "2018-11-07 00:00:00-07:00 0.0 \n", - "2018-11-07 03:00:00-07:00 0.0 \n", - "2018-11-07 06:00:00-07:00 0.0 \n", - "2018-11-07 09:00:00-07:00 0.0 \n", - "2018-11-07 12:00:00-07:00 0.0 \n", - "2018-11-07 15:00:00-07:00 0.0 \n", - "2018-11-07 18:00:00-07:00 0.0 \n", - "2018-11-07 21:00:00-07:00 0.0 \n", - "2018-11-08 00:00:00-07:00 0.0 \n", - "2018-11-08 03:00:00-07:00 0.0 \n", - "2018-11-08 06:00:00-07:00 0.0 \n", - "2018-11-08 09:00:00-07:00 0.0 \n", - "2018-11-08 12:00:00-07:00 0.0 \n", - "2018-11-08 15:00:00-07:00 0.0 \n", - "2018-11-08 18:00:00-07:00 0.0 \n", - "2018-11-08 21:00:00-07:00 0.0 \n", - "2018-11-09 00:00:00-07:00 0.0 \n", + "2020-07-07 09:00:00-07:00 0.0 \n", + "2020-07-07 12:00:00-07:00 0.0 \n", + "2020-07-07 15:00:00-07:00 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 \n", + "2020-07-08 21:00:00-07:00 0.0 \n", + "2020-07-09 00:00:00-07:00 0.0 \n", + "2020-07-09 03:00:00-07:00 0.0 \n", + "2020-07-09 06:00:00-07:00 0.0 \n", + "2020-07-09 09:00:00-07:00 0.0 \n", + "2020-07-09 12:00:00-07:00 0.0 \n", + "2020-07-09 15:00:00-07:00 0.0 \n", + "2020-07-09 18:00:00-07:00 0.0 \n", + "2020-07-09 21:00:00-07:00 0.0 \n", + "2020-07-10 00:00:00-07:00 0.0 \n", + "2020-07-10 03:00:00-07:00 0.0 \n", + "2020-07-10 06:00:00-07:00 0.0 \n", + "2020-07-10 09:00:00-07:00 0.0 \n", + "2020-07-10 12:00:00-07:00 0.0 \n", + "2020-07-10 15:00:00-07:00 0.0 \n", + "2020-07-10 18:00:00-07:00 0.0 \n", + "2020-07-10 21:00:00-07:00 0.0 \n", + "2020-07-11 00:00:00-07:00 0.0 \n", + "2020-07-11 03:00:00-07:00 35.0 \n", + "2020-07-11 06:00:00-07:00 0.0 \n", + "2020-07-11 09:00:00-07:00 0.0 \n", + "2020-07-11 12:00:00-07:00 0.0 \n", + "2020-07-11 15:00:00-07:00 0.0 \n", + "2020-07-11 18:00:00-07:00 0.0 \n", + "2020-07-11 21:00:00-07:00 0.0 \n", + "2020-07-12 00:00:00-07:00 0.0 \n", + "2020-07-12 03:00:00-07:00 0.0 \n", + "2020-07-12 06:00:00-07:00 0.0 \n", + "2020-07-12 09:00:00-07:00 0.0 \n", + "2020-07-12 12:00:00-07:00 0.0 \n", + "2020-07-12 15:00:00-07:00 0.0 \n", + "2020-07-12 18:00:00-07:00 0.0 \n", + "2020-07-12 21:00:00-07:00 0.0 \n", + "2020-07-13 00:00:00-07:00 0.0 \n", + "2020-07-13 03:00:00-07:00 0.0 \n", + "2020-07-13 06:00:00-07:00 0.0 \n", + "2020-07-13 09:00:00-07:00 0.0 \n", + "2020-07-13 12:00:00-07:00 0.0 \n", + "2020-07-13 15:00:00-07:00 0.0 \n", + "2020-07-13 18:00:00-07:00 0.0 \n", + "2020-07-13 21:00:00-07:00 0.0 \n", + "2020-07-14 00:00:00-07:00 0.0 \n", "\n", - " Wind_speed_gust_surface \\\n", - "2018-11-02 09:00:00-07:00 0.509245 \n", - "2018-11-02 12:00:00-07:00 2.101461 \n", - "2018-11-02 15:00:00-07:00 2.566809 \n", - "2018-11-02 18:00:00-07:00 1.747412 \n", - "2018-11-02 21:00:00-07:00 1.246185 \n", - "2018-11-03 00:00:00-07:00 2.926880 \n", - "2018-11-03 03:00:00-07:00 2.140588 \n", - "2018-11-03 06:00:00-07:00 1.374021 \n", - "2018-11-03 09:00:00-07:00 0.572020 \n", - "2018-11-03 12:00:00-07:00 1.071779 \n", - "2018-11-03 15:00:00-07:00 1.151157 \n", - "2018-11-03 18:00:00-07:00 2.360601 \n", - "2018-11-03 21:00:00-07:00 4.708416 \n", - "2018-11-04 00:00:00-07:00 3.523193 \n", - "2018-11-04 03:00:00-07:00 1.514648 \n", - "2018-11-04 06:00:00-07:00 1.152758 \n", - "2018-11-04 09:00:00-07:00 2.356604 \n", - "2018-11-04 12:00:00-07:00 2.826129 \n", - "2018-11-04 15:00:00-07:00 3.169250 \n", - "2018-11-04 18:00:00-07:00 1.763808 \n", - "2018-11-04 21:00:00-07:00 2.146554 \n", - "2018-11-05 00:00:00-07:00 2.463193 \n", - "2018-11-05 03:00:00-07:00 1.315201 \n", - "2018-11-05 06:00:00-07:00 1.026335 \n", - "2018-11-05 09:00:00-07:00 3.603965 \n", - "2018-11-05 12:00:00-07:00 3.604748 \n", - "2018-11-05 15:00:00-07:00 3.866772 \n", - "2018-11-05 18:00:00-07:00 2.733521 \n", - "2018-11-05 21:00:00-07:00 4.830916 \n", - "2018-11-06 00:00:00-07:00 3.529985 \n", - "2018-11-06 03:00:00-07:00 0.727948 \n", - "2018-11-06 06:00:00-07:00 3.419800 \n", - "2018-11-06 09:00:00-07:00 3.582272 \n", - "2018-11-06 12:00:00-07:00 3.536086 \n", - "2018-11-06 15:00:00-07:00 3.320961 \n", - "2018-11-06 18:00:00-07:00 3.325786 \n", - "2018-11-06 21:00:00-07:00 4.839661 \n", - "2018-11-07 00:00:00-07:00 3.001238 \n", - "2018-11-07 03:00:00-07:00 3.470465 \n", - "2018-11-07 06:00:00-07:00 3.624177 \n", - "2018-11-07 09:00:00-07:00 3.600990 \n", - "2018-11-07 12:00:00-07:00 3.554950 \n", - "2018-11-07 15:00:00-07:00 3.763672 \n", - "2018-11-07 18:00:00-07:00 5.027164 \n", - "2018-11-07 21:00:00-07:00 6.746543 \n", - "2018-11-08 00:00:00-07:00 4.311862 \n", - "2018-11-08 03:00:00-07:00 3.811176 \n", - "2018-11-08 06:00:00-07:00 4.210182 \n", - "2018-11-08 09:00:00-07:00 3.639336 \n", - "2018-11-08 12:00:00-07:00 2.672265 \n", - "2018-11-08 15:00:00-07:00 2.467602 \n", - "2018-11-08 18:00:00-07:00 0.530189 \n", - "2018-11-08 21:00:00-07:00 2.112109 \n", - "2018-11-09 00:00:00-07:00 4.204587 \n", + " Total_cloud_cover_entire_atmosphere_Mixed_intervals_Average \\\n", + "2020-07-07 09:00:00-07:00 57.0 \n", + "2020-07-07 12:00:00-07:00 59.0 \n", + "2020-07-07 15:00:00-07:00 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 \n", + "2020-07-08 21:00:00-07:00 0.0 \n", + "2020-07-09 00:00:00-07:00 18.0 \n", + "2020-07-09 03:00:00-07:00 100.0 \n", + "2020-07-09 06:00:00-07:00 100.0 \n", + "2020-07-09 09:00:00-07:00 16.0 \n", + "2020-07-09 12:00:00-07:00 20.0 \n", + "2020-07-09 15:00:00-07:00 100.0 \n", + "2020-07-09 18:00:00-07:00 88.0 \n", + "2020-07-09 21:00:00-07:00 100.0 \n", + "2020-07-10 00:00:00-07:00 100.0 \n", + "2020-07-10 03:00:00-07:00 100.0 \n", + "2020-07-10 06:00:00-07:00 84.0 \n", + "2020-07-10 09:00:00-07:00 100.0 \n", + "2020-07-10 12:00:00-07:00 100.0 \n", + "2020-07-10 15:00:00-07:00 95.0 \n", + "2020-07-10 18:00:00-07:00 68.0 \n", + "2020-07-10 21:00:00-07:00 14.0 \n", + "2020-07-11 00:00:00-07:00 7.0 \n", + "2020-07-11 03:00:00-07:00 0.0 \n", + "2020-07-11 06:00:00-07:00 14.0 \n", + "2020-07-11 09:00:00-07:00 29.0 \n", + "2020-07-11 12:00:00-07:00 27.0 \n", + "2020-07-11 15:00:00-07:00 0.0 \n", + "2020-07-11 18:00:00-07:00 0.0 \n", + "2020-07-11 21:00:00-07:00 0.0 \n", + "2020-07-12 00:00:00-07:00 1.0 \n", + "2020-07-12 03:00:00-07:00 0.0 \n", + "2020-07-12 06:00:00-07:00 19.0 \n", + "2020-07-12 09:00:00-07:00 0.0 \n", + "2020-07-12 12:00:00-07:00 0.0 \n", + "2020-07-12 15:00:00-07:00 0.0 \n", + "2020-07-12 18:00:00-07:00 0.0 \n", + "2020-07-12 21:00:00-07:00 0.0 \n", + "2020-07-13 00:00:00-07:00 0.0 \n", + "2020-07-13 03:00:00-07:00 0.0 \n", + "2020-07-13 06:00:00-07:00 0.0 \n", + "2020-07-13 09:00:00-07:00 0.0 \n", + "2020-07-13 12:00:00-07:00 0.0 \n", + "2020-07-13 15:00:00-07:00 0.0 \n", + "2020-07-13 18:00:00-07:00 0.0 \n", + "2020-07-13 21:00:00-07:00 0.0 \n", + "2020-07-14 00:00:00-07:00 3.0 \n", "\n", - " Total_cloud_cover_boundary_layer_cloud_Mixed_intervals_Average \\\n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 0.0 \n", - "2018-11-02 18:00:00-07:00 0.0 \n", - "2018-11-02 21:00:00-07:00 0.0 \n", - "2018-11-03 00:00:00-07:00 0.0 \n", - "2018-11-03 03:00:00-07:00 0.0 \n", - "2018-11-03 06:00:00-07:00 0.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 0.0 \n", - "2018-11-03 15:00:00-07:00 0.0 \n", - "2018-11-03 18:00:00-07:00 0.0 \n", - "2018-11-03 21:00:00-07:00 0.0 \n", - "2018-11-04 00:00:00-07:00 0.0 \n", - "2018-11-04 03:00:00-07:00 0.0 \n", - "2018-11-04 06:00:00-07:00 0.0 \n", - "2018-11-04 09:00:00-07:00 0.0 \n", - "2018-11-04 12:00:00-07:00 0.0 \n", - "2018-11-04 15:00:00-07:00 0.0 \n", - "2018-11-04 18:00:00-07:00 0.0 \n", - "2018-11-04 21:00:00-07:00 0.0 \n", - "2018-11-05 00:00:00-07:00 0.0 \n", - "2018-11-05 03:00:00-07:00 0.0 \n", - "2018-11-05 06:00:00-07:00 0.0 \n", - "2018-11-05 09:00:00-07:00 0.0 \n", - "2018-11-05 12:00:00-07:00 0.0 \n", - "2018-11-05 15:00:00-07:00 0.0 \n", - "2018-11-05 18:00:00-07:00 0.0 \n", - "2018-11-05 21:00:00-07:00 0.0 \n", - "2018-11-06 00:00:00-07:00 0.0 \n", - "2018-11-06 03:00:00-07:00 0.0 \n", - "2018-11-06 06:00:00-07:00 0.0 \n", - "2018-11-06 09:00:00-07:00 0.0 \n", - "2018-11-06 12:00:00-07:00 0.0 \n", - "2018-11-06 15:00:00-07:00 0.0 \n", - "2018-11-06 18:00:00-07:00 0.0 \n", - "2018-11-06 21:00:00-07:00 0.0 \n", - "2018-11-07 00:00:00-07:00 0.0 \n", - "2018-11-07 03:00:00-07:00 0.0 \n", - "2018-11-07 06:00:00-07:00 0.0 \n", - "2018-11-07 09:00:00-07:00 0.0 \n", - "2018-11-07 12:00:00-07:00 0.0 \n", - "2018-11-07 15:00:00-07:00 0.0 \n", - "2018-11-07 18:00:00-07:00 0.0 \n", - "2018-11-07 21:00:00-07:00 0.0 \n", - "2018-11-08 00:00:00-07:00 0.0 \n", - "2018-11-08 03:00:00-07:00 0.0 \n", - "2018-11-08 06:00:00-07:00 0.0 \n", - "2018-11-08 09:00:00-07:00 0.0 \n", - "2018-11-08 12:00:00-07:00 0.0 \n", - "2018-11-08 15:00:00-07:00 0.0 \n", - "2018-11-08 18:00:00-07:00 0.0 \n", - "2018-11-08 21:00:00-07:00 0.0 \n", - "2018-11-09 00:00:00-07:00 0.0 \n", + " Total_cloud_cover_high_cloud_Mixed_intervals_Average \\\n", + "2020-07-07 09:00:00-07:00 0.0 \n", + "2020-07-07 12:00:00-07:00 0.0 \n", + "2020-07-07 15:00:00-07:00 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 \n", + "2020-07-08 21:00:00-07:00 0.0 \n", + "2020-07-09 00:00:00-07:00 0.0 \n", + "2020-07-09 03:00:00-07:00 0.0 \n", + "2020-07-09 06:00:00-07:00 0.0 \n", + "2020-07-09 09:00:00-07:00 0.0 \n", + "2020-07-09 12:00:00-07:00 12.0 \n", + "2020-07-09 15:00:00-07:00 100.0 \n", + "2020-07-09 18:00:00-07:00 88.0 \n", + "2020-07-09 21:00:00-07:00 100.0 \n", + "2020-07-10 00:00:00-07:00 100.0 \n", + "2020-07-10 03:00:00-07:00 100.0 \n", + "2020-07-10 06:00:00-07:00 84.0 \n", + "2020-07-10 09:00:00-07:00 100.0 \n", + "2020-07-10 12:00:00-07:00 100.0 \n", + "2020-07-10 15:00:00-07:00 95.0 \n", + "2020-07-10 18:00:00-07:00 68.0 \n", + "2020-07-10 21:00:00-07:00 14.0 \n", + "2020-07-11 00:00:00-07:00 7.0 \n", + "2020-07-11 03:00:00-07:00 0.0 \n", + "2020-07-11 06:00:00-07:00 1.0 \n", + "2020-07-11 09:00:00-07:00 0.0 \n", + "2020-07-11 12:00:00-07:00 12.0 \n", + "2020-07-11 15:00:00-07:00 0.0 \n", + "2020-07-11 18:00:00-07:00 0.0 \n", + "2020-07-11 21:00:00-07:00 0.0 \n", + "2020-07-12 00:00:00-07:00 0.0 \n", + "2020-07-12 03:00:00-07:00 0.0 \n", + "2020-07-12 06:00:00-07:00 0.0 \n", + "2020-07-12 09:00:00-07:00 0.0 \n", + "2020-07-12 12:00:00-07:00 0.0 \n", + "2020-07-12 15:00:00-07:00 0.0 \n", + "2020-07-12 18:00:00-07:00 0.0 \n", + "2020-07-12 21:00:00-07:00 0.0 \n", + "2020-07-13 00:00:00-07:00 0.0 \n", + "2020-07-13 03:00:00-07:00 0.0 \n", + "2020-07-13 06:00:00-07:00 0.0 \n", + "2020-07-13 09:00:00-07:00 0.0 \n", + "2020-07-13 12:00:00-07:00 0.0 \n", + "2020-07-13 15:00:00-07:00 0.0 \n", + "2020-07-13 18:00:00-07:00 0.0 \n", + "2020-07-13 21:00:00-07:00 0.0 \n", + "2020-07-14 00:00:00-07:00 0.0 \n", "\n", - " Total_cloud_cover_entire_atmosphere_Mixed_intervals_Average \\\n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 0.0 \n", - "2018-11-02 18:00:00-07:00 0.0 \n", - "2018-11-02 21:00:00-07:00 0.0 \n", - "2018-11-03 00:00:00-07:00 0.0 \n", - "2018-11-03 03:00:00-07:00 0.0 \n", - "2018-11-03 06:00:00-07:00 0.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 7.0 \n", - "2018-11-03 15:00:00-07:00 53.0 \n", - "2018-11-03 18:00:00-07:00 27.0 \n", - "2018-11-03 21:00:00-07:00 14.0 \n", - "2018-11-04 00:00:00-07:00 26.0 \n", - "2018-11-04 03:00:00-07:00 46.0 \n", - "2018-11-04 06:00:00-07:00 44.0 \n", - "2018-11-04 09:00:00-07:00 46.0 \n", - "2018-11-04 12:00:00-07:00 41.0 \n", - "2018-11-04 15:00:00-07:00 27.0 \n", - "2018-11-04 18:00:00-07:00 45.0 \n", - "2018-11-04 21:00:00-07:00 95.0 \n", - "2018-11-05 00:00:00-07:00 94.0 \n", - "2018-11-05 03:00:00-07:00 98.0 \n", - "2018-11-05 06:00:00-07:00 89.0 \n", - "2018-11-05 09:00:00-07:00 79.0 \n", - "2018-11-05 12:00:00-07:00 76.0 \n", - "2018-11-05 15:00:00-07:00 79.0 \n", - "2018-11-05 18:00:00-07:00 57.0 \n", - "2018-11-05 21:00:00-07:00 4.0 \n", - "2018-11-06 00:00:00-07:00 2.0 \n", - "2018-11-06 03:00:00-07:00 0.0 \n", - "2018-11-06 06:00:00-07:00 0.0 \n", - "2018-11-06 09:00:00-07:00 0.0 \n", - "2018-11-06 12:00:00-07:00 0.0 \n", - "2018-11-06 15:00:00-07:00 0.0 \n", - "2018-11-06 18:00:00-07:00 0.0 \n", - "2018-11-06 21:00:00-07:00 0.0 \n", - "2018-11-07 00:00:00-07:00 0.0 \n", - "2018-11-07 03:00:00-07:00 0.0 \n", - "2018-11-07 06:00:00-07:00 0.0 \n", - "2018-11-07 09:00:00-07:00 50.0 \n", - "2018-11-07 12:00:00-07:00 36.0 \n", - "2018-11-07 15:00:00-07:00 0.0 \n", - "2018-11-07 18:00:00-07:00 0.0 \n", - "2018-11-07 21:00:00-07:00 0.0 \n", - "2018-11-08 00:00:00-07:00 0.0 \n", - "2018-11-08 03:00:00-07:00 0.0 \n", - "2018-11-08 06:00:00-07:00 0.0 \n", - "2018-11-08 09:00:00-07:00 0.0 \n", - "2018-11-08 12:00:00-07:00 0.0 \n", - "2018-11-08 15:00:00-07:00 0.0 \n", - "2018-11-08 18:00:00-07:00 0.0 \n", - "2018-11-08 21:00:00-07:00 0.0 \n", - "2018-11-09 00:00:00-07:00 18.0 \n", + " Total_cloud_cover_low_cloud_Mixed_intervals_Average \\\n", + "2020-07-07 09:00:00-07:00 0.0 \n", + "2020-07-07 12:00:00-07:00 0.0 \n", + "2020-07-07 15:00:00-07:00 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 \n", + "2020-07-08 21:00:00-07:00 0.0 \n", + "2020-07-09 00:00:00-07:00 0.0 \n", + "2020-07-09 03:00:00-07:00 0.0 \n", + "2020-07-09 06:00:00-07:00 0.0 \n", + "2020-07-09 09:00:00-07:00 0.0 \n", + "2020-07-09 12:00:00-07:00 0.0 \n", + "2020-07-09 15:00:00-07:00 0.0 \n", + "2020-07-09 18:00:00-07:00 0.0 \n", + "2020-07-09 21:00:00-07:00 0.0 \n", + "2020-07-10 00:00:00-07:00 0.0 \n", + "2020-07-10 03:00:00-07:00 0.0 \n", + "2020-07-10 06:00:00-07:00 0.0 \n", + "2020-07-10 09:00:00-07:00 0.0 \n", + "2020-07-10 12:00:00-07:00 0.0 \n", + "2020-07-10 15:00:00-07:00 0.0 \n", + "2020-07-10 18:00:00-07:00 0.0 \n", + "2020-07-10 21:00:00-07:00 0.0 \n", + "2020-07-11 00:00:00-07:00 0.0 \n", + "2020-07-11 03:00:00-07:00 0.0 \n", + "2020-07-11 06:00:00-07:00 0.0 \n", + "2020-07-11 09:00:00-07:00 0.0 \n", + "2020-07-11 12:00:00-07:00 0.0 \n", + "2020-07-11 15:00:00-07:00 0.0 \n", + "2020-07-11 18:00:00-07:00 0.0 \n", + "2020-07-11 21:00:00-07:00 0.0 \n", + "2020-07-12 00:00:00-07:00 0.0 \n", + "2020-07-12 03:00:00-07:00 0.0 \n", + "2020-07-12 06:00:00-07:00 0.0 \n", + "2020-07-12 09:00:00-07:00 0.0 \n", + "2020-07-12 12:00:00-07:00 0.0 \n", + "2020-07-12 15:00:00-07:00 0.0 \n", + "2020-07-12 18:00:00-07:00 0.0 \n", + "2020-07-12 21:00:00-07:00 0.0 \n", + "2020-07-13 00:00:00-07:00 0.0 \n", + "2020-07-13 03:00:00-07:00 0.0 \n", + "2020-07-13 06:00:00-07:00 0.0 \n", + "2020-07-13 09:00:00-07:00 0.0 \n", + "2020-07-13 12:00:00-07:00 0.0 \n", + "2020-07-13 15:00:00-07:00 0.0 \n", + "2020-07-13 18:00:00-07:00 0.0 \n", + "2020-07-13 21:00:00-07:00 0.0 \n", + "2020-07-14 00:00:00-07:00 0.0 \n", "\n", - " Downward_Short-Wave_Radiation_Flux_surface_Mixed_intervals_Average \\\n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 40.0 \n", - "2018-11-02 18:00:00-07:00 270.0 \n", - "2018-11-02 21:00:00-07:00 710.0 \n", - "2018-11-03 00:00:00-07:00 539.0 \n", - "2018-11-03 03:00:00-07:00 10.0 \n", - "2018-11-03 06:00:00-07:00 3.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 0.0 \n", - "2018-11-03 15:00:00-07:00 40.0 \n", - "2018-11-03 18:00:00-07:00 270.0 \n", - "2018-11-03 21:00:00-07:00 710.0 \n", - "2018-11-04 00:00:00-07:00 533.0 \n", - "2018-11-04 03:00:00-07:00 0.0 \n", - "2018-11-04 06:00:00-07:00 2.0 \n", - "2018-11-04 09:00:00-07:00 0.0 \n", - "2018-11-04 12:00:00-07:00 0.0 \n", - "2018-11-04 15:00:00-07:00 40.0 \n", - "2018-11-04 18:00:00-07:00 260.0 \n", - "2018-11-04 21:00:00-07:00 690.0 \n", - "2018-11-05 00:00:00-07:00 511.0 \n", - "2018-11-05 03:00:00-07:00 0.0 \n", - "2018-11-05 06:00:00-07:00 0.0 \n", - "2018-11-05 09:00:00-07:00 0.0 \n", - "2018-11-05 12:00:00-07:00 0.0 \n", - "2018-11-05 15:00:00-07:00 40.0 \n", - "2018-11-05 18:00:00-07:00 260.0 \n", - "2018-11-05 21:00:00-07:00 690.0 \n", - "2018-11-06 00:00:00-07:00 523.0 \n", - "2018-11-06 03:00:00-07:00 0.0 \n", - "2018-11-06 06:00:00-07:00 2.0 \n", - "2018-11-06 09:00:00-07:00 0.0 \n", - "2018-11-06 12:00:00-07:00 0.0 \n", - "2018-11-06 15:00:00-07:00 40.0 \n", - "2018-11-06 18:00:00-07:00 260.0 \n", - "2018-11-06 21:00:00-07:00 690.0 \n", - "2018-11-07 00:00:00-07:00 518.0 \n", - "2018-11-07 03:00:00-07:00 0.0 \n", - "2018-11-07 06:00:00-07:00 0.0 \n", - "2018-11-07 09:00:00-07:00 0.0 \n", - "2018-11-07 12:00:00-07:00 0.0 \n", - "2018-11-07 15:00:00-07:00 30.0 \n", - "2018-11-07 18:00:00-07:00 250.0 \n", - "2018-11-07 21:00:00-07:00 680.0 \n", - "2018-11-08 00:00:00-07:00 515.0 \n", - "2018-11-08 03:00:00-07:00 0.0 \n", - "2018-11-08 06:00:00-07:00 0.0 \n", - "2018-11-08 09:00:00-07:00 0.0 \n", - "2018-11-08 12:00:00-07:00 0.0 \n", - "2018-11-08 15:00:00-07:00 30.0 \n", - "2018-11-08 18:00:00-07:00 250.0 \n", - "2018-11-08 21:00:00-07:00 680.0 \n", - "2018-11-09 00:00:00-07:00 506.0 \n", + " Total_cloud_cover_middle_cloud_Mixed_intervals_Average \\\n", + "2020-07-07 09:00:00-07:00 57.0 \n", + "2020-07-07 12:00:00-07:00 59.0 \n", + "2020-07-07 15:00:00-07:00 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 \n", + "2020-07-08 21:00:00-07:00 0.0 \n", + "2020-07-09 00:00:00-07:00 18.0 \n", + "2020-07-09 03:00:00-07:00 100.0 \n", + "2020-07-09 06:00:00-07:00 100.0 \n", + "2020-07-09 09:00:00-07:00 16.0 \n", + "2020-07-09 12:00:00-07:00 8.0 \n", + "2020-07-09 15:00:00-07:00 0.0 \n", + "2020-07-09 18:00:00-07:00 0.0 \n", + "2020-07-09 21:00:00-07:00 0.0 \n", + "2020-07-10 00:00:00-07:00 0.0 \n", + "2020-07-10 03:00:00-07:00 0.0 \n", + "2020-07-10 06:00:00-07:00 0.0 \n", + "2020-07-10 09:00:00-07:00 0.0 \n", + "2020-07-10 12:00:00-07:00 0.0 \n", + "2020-07-10 15:00:00-07:00 0.0 \n", + "2020-07-10 18:00:00-07:00 0.0 \n", + "2020-07-10 21:00:00-07:00 0.0 \n", + "2020-07-11 00:00:00-07:00 0.0 \n", + "2020-07-11 03:00:00-07:00 0.0 \n", + "2020-07-11 06:00:00-07:00 14.0 \n", + "2020-07-11 09:00:00-07:00 29.0 \n", + "2020-07-11 12:00:00-07:00 14.0 \n", + "2020-07-11 15:00:00-07:00 0.0 \n", + "2020-07-11 18:00:00-07:00 0.0 \n", + "2020-07-11 21:00:00-07:00 0.0 \n", + "2020-07-12 00:00:00-07:00 1.0 \n", + "2020-07-12 03:00:00-07:00 0.0 \n", + "2020-07-12 06:00:00-07:00 19.0 \n", + "2020-07-12 09:00:00-07:00 0.0 \n", + "2020-07-12 12:00:00-07:00 0.0 \n", + "2020-07-12 15:00:00-07:00 0.0 \n", + "2020-07-12 18:00:00-07:00 0.0 \n", + "2020-07-12 21:00:00-07:00 0.0 \n", + "2020-07-13 00:00:00-07:00 0.0 \n", + "2020-07-13 03:00:00-07:00 0.0 \n", + "2020-07-13 06:00:00-07:00 0.0 \n", + "2020-07-13 09:00:00-07:00 0.0 \n", + "2020-07-13 12:00:00-07:00 0.0 \n", + "2020-07-13 15:00:00-07:00 0.0 \n", + "2020-07-13 18:00:00-07:00 0.0 \n", + "2020-07-13 21:00:00-07:00 0.0 \n", + "2020-07-14 00:00:00-07:00 3.0 \n", + "\n", + " Wind_speed_gust_surface \\\n", + "2020-07-07 09:00:00-07:00 1.955965 \n", + "2020-07-07 12:00:00-07:00 3.808908 \n", + "2020-07-07 15:00:00-07:00 3.342430 \n", + "2020-07-07 18:00:00-07:00 3.484897 \n", + "2020-07-07 21:00:00-07:00 3.503251 \n", + "2020-07-08 00:00:00-07:00 4.145447 \n", + "2020-07-08 03:00:00-07:00 3.496038 \n", + "2020-07-08 06:00:00-07:00 5.642923 \n", + "2020-07-08 09:00:00-07:00 11.133477 \n", + "2020-07-08 12:00:00-07:00 3.954767 \n", + "2020-07-08 15:00:00-07:00 2.846232 \n", + "2020-07-08 18:00:00-07:00 2.526505 \n", + "2020-07-08 21:00:00-07:00 3.021044 \n", + "2020-07-09 00:00:00-07:00 4.330414 \n", + "2020-07-09 03:00:00-07:00 2.586901 \n", + "2020-07-09 06:00:00-07:00 7.266234 \n", + "2020-07-09 09:00:00-07:00 6.027924 \n", + "2020-07-09 12:00:00-07:00 7.331892 \n", + "2020-07-09 15:00:00-07:00 3.562258 \n", + "2020-07-09 18:00:00-07:00 1.750235 \n", + "2020-07-09 21:00:00-07:00 1.806583 \n", + "2020-07-10 00:00:00-07:00 2.919531 \n", + "2020-07-10 03:00:00-07:00 5.142653 \n", + "2020-07-10 06:00:00-07:00 5.642010 \n", + "2020-07-10 09:00:00-07:00 3.079594 \n", + "2020-07-10 12:00:00-07:00 2.636170 \n", + "2020-07-10 15:00:00-07:00 2.512109 \n", + "2020-07-10 18:00:00-07:00 4.216958 \n", + "2020-07-10 21:00:00-07:00 4.335027 \n", + "2020-07-11 00:00:00-07:00 3.447549 \n", + "2020-07-11 03:00:00-07:00 8.386095 \n", + "2020-07-11 06:00:00-07:00 7.229870 \n", + "2020-07-11 09:00:00-07:00 2.677630 \n", + "2020-07-11 12:00:00-07:00 4.625916 \n", + "2020-07-11 15:00:00-07:00 2.073312 \n", + "2020-07-11 18:00:00-07:00 3.150879 \n", + "2020-07-11 21:00:00-07:00 2.701148 \n", + "2020-07-12 00:00:00-07:00 5.145863 \n", + "2020-07-12 03:00:00-07:00 11.954372 \n", + "2020-07-12 06:00:00-07:00 3.129498 \n", + "2020-07-12 09:00:00-07:00 3.023448 \n", + "2020-07-12 12:00:00-07:00 3.412988 \n", + "2020-07-12 15:00:00-07:00 1.042386 \n", + "2020-07-12 18:00:00-07:00 2.766832 \n", + "2020-07-12 21:00:00-07:00 2.665824 \n", + "2020-07-13 00:00:00-07:00 4.139158 \n", + "2020-07-13 03:00:00-07:00 8.994596 \n", + "2020-07-13 06:00:00-07:00 9.281939 \n", + "2020-07-13 09:00:00-07:00 3.311322 \n", + "2020-07-13 12:00:00-07:00 2.408803 \n", + "2020-07-13 15:00:00-07:00 1.830473 \n", + "2020-07-13 18:00:00-07:00 3.639479 \n", + "2020-07-13 21:00:00-07:00 2.909790 \n", + "2020-07-14 00:00:00-07:00 3.420156 \n", "\n", - " Temperature_surface u-component_of_wind_isobaric \\\n", - "2018-11-02 09:00:00-07:00 283.200012 0.321284 \n", - "2018-11-02 12:00:00-07:00 282.005310 -1.861433 \n", - "2018-11-02 15:00:00-07:00 287.624451 -2.283450 \n", - "2018-11-02 18:00:00-07:00 305.084930 -0.873062 \n", - "2018-11-02 21:00:00-07:00 306.769226 0.287397 \n", - "2018-11-03 00:00:00-07:00 293.770508 1.493616 \n", - "2018-11-03 03:00:00-07:00 287.340759 1.216316 \n", - "2018-11-03 06:00:00-07:00 285.443115 0.928799 \n", - "2018-11-03 09:00:00-07:00 283.886292 0.632527 \n", - "2018-11-03 12:00:00-07:00 282.712952 0.219133 \n", - "2018-11-03 15:00:00-07:00 288.890228 0.408652 \n", - "2018-11-03 18:00:00-07:00 305.124481 1.640059 \n", - "2018-11-03 21:00:00-07:00 305.600006 2.733889 \n", - "2018-11-04 00:00:00-07:00 294.051270 1.649866 \n", - "2018-11-04 03:00:00-07:00 287.700012 -0.697839 \n", - "2018-11-04 06:00:00-07:00 285.899994 -1.049470 \n", - "2018-11-04 09:00:00-07:00 284.810730 -1.466980 \n", - "2018-11-04 12:00:00-07:00 283.843323 -2.158870 \n", - "2018-11-04 15:00:00-07:00 289.024475 -2.274209 \n", - "2018-11-04 18:00:00-07:00 306.151184 -1.100332 \n", - "2018-11-04 21:00:00-07:00 307.814697 1.629412 \n", - "2018-11-05 00:00:00-07:00 294.838989 1.237690 \n", - "2018-11-05 03:00:00-07:00 289.377838 0.909243 \n", - "2018-11-05 06:00:00-07:00 286.921570 0.460945 \n", - "2018-11-05 09:00:00-07:00 286.243103 0.255286 \n", - "2018-11-05 12:00:00-07:00 285.357544 0.452583 \n", - "2018-11-05 15:00:00-07:00 289.606567 0.111267 \n", - "2018-11-05 18:00:00-07:00 306.215149 2.091413 \n", - "2018-11-05 21:00:00-07:00 307.245056 3.748376 \n", - "2018-11-06 00:00:00-07:00 295.100006 2.017678 \n", - "2018-11-06 03:00:00-07:00 288.700012 -0.460249 \n", - "2018-11-06 06:00:00-07:00 287.799988 0.132358 \n", - "2018-11-06 09:00:00-07:00 286.571228 -0.256680 \n", - "2018-11-06 12:00:00-07:00 285.474060 -0.606082 \n", - "2018-11-06 15:00:00-07:00 289.919769 -1.383687 \n", - "2018-11-06 18:00:00-07:00 306.602997 0.757739 \n", - "2018-11-06 21:00:00-07:00 308.386230 3.486965 \n", - "2018-11-07 00:00:00-07:00 295.891174 2.979077 \n", - "2018-11-07 03:00:00-07:00 289.968536 0.578005 \n", - "2018-11-07 06:00:00-07:00 288.402130 0.099385 \n", - "2018-11-07 09:00:00-07:00 286.931458 -0.753401 \n", - "2018-11-07 12:00:00-07:00 285.600006 -1.497290 \n", - "2018-11-07 15:00:00-07:00 289.806976 -1.518066 \n", - "2018-11-07 18:00:00-07:00 305.702606 2.043696 \n", - "2018-11-07 21:00:00-07:00 306.844147 4.986064 \n", - "2018-11-08 00:00:00-07:00 295.200012 3.028718 \n", - "2018-11-08 03:00:00-07:00 289.557983 0.952781 \n", - "2018-11-08 06:00:00-07:00 287.999969 0.036875 \n", - "2018-11-08 09:00:00-07:00 286.099976 -0.436121 \n", - "2018-11-08 12:00:00-07:00 284.617737 -0.556318 \n", - "2018-11-08 15:00:00-07:00 289.146118 -0.924136 \n", - "2018-11-08 18:00:00-07:00 306.295990 -0.258433 \n", - "2018-11-08 21:00:00-07:00 307.200012 0.968513 \n", - "2018-11-09 00:00:00-07:00 294.224915 -0.838682 \n", + " u-component_of_wind_isobaric \\\n", + "2020-07-07 09:00:00-07:00 1.875361 \n", + "2020-07-07 12:00:00-07:00 3.145774 \n", + "2020-07-07 15:00:00-07:00 1.852296 \n", + "2020-07-07 18:00:00-07:00 0.939204 \n", + "2020-07-07 21:00:00-07:00 1.645287 \n", + "2020-07-08 00:00:00-07:00 0.859436 \n", + "2020-07-08 03:00:00-07:00 -2.588877 \n", + "2020-07-08 06:00:00-07:00 4.412341 \n", + "2020-07-08 09:00:00-07:00 2.878274 \n", + "2020-07-08 12:00:00-07:00 1.669788 \n", + "2020-07-08 15:00:00-07:00 0.675632 \n", + "2020-07-08 18:00:00-07:00 1.020662 \n", + "2020-07-08 21:00:00-07:00 0.729756 \n", + "2020-07-09 00:00:00-07:00 3.606665 \n", + "2020-07-09 03:00:00-07:00 2.561328 \n", + "2020-07-09 06:00:00-07:00 4.327090 \n", + "2020-07-09 09:00:00-07:00 2.559023 \n", + "2020-07-09 12:00:00-07:00 2.869182 \n", + "2020-07-09 15:00:00-07:00 1.973667 \n", + "2020-07-09 18:00:00-07:00 0.281367 \n", + "2020-07-09 21:00:00-07:00 0.356209 \n", + "2020-07-10 00:00:00-07:00 1.026206 \n", + "2020-07-10 03:00:00-07:00 3.009106 \n", + "2020-07-10 06:00:00-07:00 2.768996 \n", + "2020-07-10 09:00:00-07:00 2.008838 \n", + "2020-07-10 12:00:00-07:00 2.148355 \n", + "2020-07-10 15:00:00-07:00 1.947288 \n", + "2020-07-10 18:00:00-07:00 1.732542 \n", + "2020-07-10 21:00:00-07:00 2.310635 \n", + "2020-07-11 00:00:00-07:00 3.446514 \n", + "2020-07-11 03:00:00-07:00 3.354326 \n", + "2020-07-11 06:00:00-07:00 5.174636 \n", + "2020-07-11 09:00:00-07:00 2.493284 \n", + "2020-07-11 12:00:00-07:00 2.010862 \n", + "2020-07-11 15:00:00-07:00 1.571885 \n", + "2020-07-11 18:00:00-07:00 1.393000 \n", + "2020-07-11 21:00:00-07:00 0.883069 \n", + "2020-07-12 00:00:00-07:00 1.808108 \n", + "2020-07-12 03:00:00-07:00 2.256226 \n", + "2020-07-12 06:00:00-07:00 2.008174 \n", + "2020-07-12 09:00:00-07:00 1.731963 \n", + "2020-07-12 12:00:00-07:00 1.867207 \n", + "2020-07-12 15:00:00-07:00 0.875273 \n", + "2020-07-12 18:00:00-07:00 1.178728 \n", + "2020-07-12 21:00:00-07:00 0.076318 \n", + "2020-07-13 00:00:00-07:00 1.368088 \n", + "2020-07-13 03:00:00-07:00 2.589487 \n", + "2020-07-13 06:00:00-07:00 5.982869 \n", + "2020-07-13 09:00:00-07:00 1.182983 \n", + "2020-07-13 12:00:00-07:00 0.783616 \n", + "2020-07-13 15:00:00-07:00 1.144658 \n", + "2020-07-13 18:00:00-07:00 2.268677 \n", + "2020-07-13 21:00:00-07:00 2.478157 \n", + "2020-07-14 00:00:00-07:00 2.113437 \n", "\n", " v-component_of_wind_isobaric \n", - "2018-11-02 09:00:00-07:00 0.248196 \n", - "2018-11-02 12:00:00-07:00 1.069207 \n", - "2018-11-02 15:00:00-07:00 1.166477 \n", - "2018-11-02 18:00:00-07:00 -1.077307 \n", - "2018-11-02 21:00:00-07:00 -1.644556 \n", - "2018-11-03 00:00:00-07:00 -2.456653 \n", - "2018-11-03 03:00:00-07:00 -1.649683 \n", - "2018-11-03 06:00:00-07:00 -1.032666 \n", - "2018-11-03 09:00:00-07:00 -0.077568 \n", - "2018-11-03 12:00:00-07:00 1.064648 \n", - "2018-11-03 15:00:00-07:00 1.033374 \n", - "2018-11-03 18:00:00-07:00 -1.076890 \n", - "2018-11-03 21:00:00-07:00 -3.454663 \n", - "2018-11-04 00:00:00-07:00 -3.089185 \n", - "2018-11-04 03:00:00-07:00 -1.365325 \n", - "2018-11-04 06:00:00-07:00 0.545586 \n", - "2018-11-04 09:00:00-07:00 1.786052 \n", - "2018-11-04 12:00:00-07:00 1.795879 \n", - "2018-11-04 15:00:00-07:00 2.261697 \n", - "2018-11-04 18:00:00-07:00 0.939270 \n", - "2018-11-04 21:00:00-07:00 -0.721243 \n", - "2018-11-05 00:00:00-07:00 -2.088997 \n", - "2018-11-05 03:00:00-07:00 -0.954854 \n", - "2018-11-05 06:00:00-07:00 0.936082 \n", - "2018-11-05 09:00:00-07:00 3.636492 \n", - "2018-11-05 12:00:00-07:00 3.615623 \n", - "2018-11-05 15:00:00-07:00 3.920405 \n", - "2018-11-05 18:00:00-07:00 1.216067 \n", - "2018-11-05 21:00:00-07:00 -1.685737 \n", - "2018-11-06 00:00:00-07:00 -2.903557 \n", - "2018-11-06 03:00:00-07:00 0.511001 \n", - "2018-11-06 06:00:00-07:00 3.478513 \n", - "2018-11-06 09:00:00-07:00 3.540156 \n", - "2018-11-06 12:00:00-07:00 3.510757 \n", - "2018-11-06 15:00:00-07:00 3.044175 \n", - "2018-11-06 18:00:00-07:00 2.586909 \n", - "2018-11-06 21:00:00-07:00 0.656064 \n", - "2018-11-07 00:00:00-07:00 0.190244 \n", - "2018-11-07 03:00:00-07:00 3.448342 \n", - "2018-11-07 06:00:00-07:00 3.647139 \n", - "2018-11-07 09:00:00-07:00 3.468896 \n", - "2018-11-07 12:00:00-07:00 3.251965 \n", - "2018-11-07 15:00:00-07:00 3.383196 \n", - "2018-11-07 18:00:00-07:00 3.762322 \n", - "2018-11-07 21:00:00-07:00 3.533125 \n", - "2018-11-08 00:00:00-07:00 2.928757 \n", - "2018-11-08 03:00:00-07:00 3.696282 \n", - "2018-11-08 06:00:00-07:00 4.183887 \n", - "2018-11-08 09:00:00-07:00 3.582537 \n", - "2018-11-08 12:00:00-07:00 2.647986 \n", - "2018-11-08 15:00:00-07:00 2.310430 \n", - "2018-11-08 18:00:00-07:00 -0.437168 \n", - "2018-11-08 21:00:00-07:00 -1.746221 \n", - "2018-11-09 00:00:00-07:00 -3.936433 " + "2020-07-07 09:00:00-07:00 -0.662417 \n", + "2020-07-07 12:00:00-07:00 2.099924 \n", + "2020-07-07 15:00:00-07:00 2.729048 \n", + "2020-07-07 18:00:00-07:00 -3.090686 \n", + "2020-07-07 21:00:00-07:00 -3.527871 \n", + "2020-07-08 00:00:00-07:00 -4.305269 \n", + "2020-07-08 03:00:00-07:00 -2.352002 \n", + "2020-07-08 06:00:00-07:00 -0.192209 \n", + "2020-07-08 09:00:00-07:00 7.444138 \n", + "2020-07-08 12:00:00-07:00 2.695730 \n", + "2020-07-08 15:00:00-07:00 2.159890 \n", + "2020-07-08 18:00:00-07:00 -2.779041 \n", + "2020-07-08 21:00:00-07:00 -2.064746 \n", + "2020-07-09 00:00:00-07:00 -4.088640 \n", + "2020-07-09 03:00:00-07:00 -0.240759 \n", + "2020-07-09 06:00:00-07:00 3.482671 \n", + "2020-07-09 09:00:00-07:00 3.946294 \n", + "2020-07-09 12:00:00-07:00 4.760039 \n", + "2020-07-09 15:00:00-07:00 3.297007 \n", + "2020-07-09 18:00:00-07:00 -2.057359 \n", + "2020-07-09 21:00:00-07:00 -2.617424 \n", + "2020-07-10 00:00:00-07:00 -4.103455 \n", + "2020-07-10 03:00:00-07:00 -2.178784 \n", + "2020-07-10 06:00:00-07:00 3.140728 \n", + "2020-07-10 09:00:00-07:00 2.264627 \n", + "2020-07-10 12:00:00-07:00 1.317654 \n", + "2020-07-10 15:00:00-07:00 1.006641 \n", + "2020-07-10 18:00:00-07:00 -4.185076 \n", + "2020-07-10 21:00:00-07:00 -4.163330 \n", + "2020-07-11 00:00:00-07:00 -3.067827 \n", + "2020-07-11 03:00:00-07:00 -4.990854 \n", + "2020-07-11 06:00:00-07:00 -0.331689 \n", + "2020-07-11 09:00:00-07:00 -0.217234 \n", + "2020-07-11 12:00:00-07:00 3.442834 \n", + "2020-07-11 15:00:00-07:00 1.050894 \n", + "2020-07-11 18:00:00-07:00 -3.531040 \n", + "2020-07-11 21:00:00-07:00 -2.655833 \n", + "2020-07-12 00:00:00-07:00 -4.700403 \n", + "2020-07-12 03:00:00-07:00 -8.296606 \n", + "2020-07-12 06:00:00-07:00 1.969055 \n", + "2020-07-12 09:00:00-07:00 2.384458 \n", + "2020-07-12 12:00:00-07:00 2.861882 \n", + "2020-07-12 15:00:00-07:00 0.769448 \n", + "2020-07-12 18:00:00-07:00 -3.081250 \n", + "2020-07-12 21:00:00-07:00 -1.928381 \n", + "2020-07-13 00:00:00-07:00 -4.395081 \n", + "2020-07-13 03:00:00-07:00 -6.237558 \n", + "2020-07-13 06:00:00-07:00 -0.788149 \n", + "2020-07-13 09:00:00-07:00 3.093572 \n", + "2020-07-13 12:00:00-07:00 2.256890 \n", + "2020-07-13 15:00:00-07:00 1.580906 \n", + "2020-07-13 18:00:00-07:00 -2.415698 \n", + "2020-07-13 21:00:00-07:00 -3.644780 \n", + "2020-07-14 00:00:00-07:00 -3.438135 " ] }, "execution_count": 6, @@ -1499,7 +1553,7 @@ } ], "source": [ - "data" + "data[sorted(data.columns)]" ] }, { @@ -1518,27 +1572,19 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "data[['ghi', 'dni', 'dhi']].plot()" + "data[['ghi', 'dni', 'dhi']].plot();" ] }, { @@ -1557,22 +1603,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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TRLXtcqFo4FYuIdN5ghL2XKSY9Ep8KZ+mkgtvwXkYt5ZWX86nsZS880arx5Gl3F5fix12LSyFzpRXcQvrpIVHo1GlvLS6zzcjxIiVfqfn8fCZFpesFWh0XOodj++5qHzO/spxKv6e/vSnc++99/Lxj3+cN73pTbz4xS/mzW9+M3/0R3/UP+fYsWN84QtfGIy7HUb1QggCkeANv/ZW3vDG/8jNN9/MXXfdxVve8pb+uYVCof/6Z37mZ7juuuv42Mc+xk033cTtt9++5xi3y5PPIsW0iCAAtxlu2hVXVAVTYomMobr5w9ApJrH8ZBAWh1LzIbehdZhWCmlWC+FNPg+Rz3CKabUYit3NA7H1+gugQyRVlV79zMk4hzQW9KZ0whIkEhZeEJzTMu7v+77v4yMf+QjdbpdWq9VPIw3j1KlT5PN5XvGKV/CGN7yBz3/+8/v+Xi2zgbAIRJJGo8mRI6F78h133LHr9x5++GGe8pSn8NrXvpabb76ZL37xizzvec/jgx/8ILZt0263+du//Vu+//u/f7p/8BRYRBCA31ZSyIog7PQq5Z75Za61di/cpC5fAJkya36P++agZFQL3i3nU5SzKZKWmI+9E3uQYtL7DvNAbG4zvL9LKxdgb4b3eGvzO8CVMY5qf2gl16QlSFmDZrlUYlLz0dG45ppruPnmm7nyyit58pOfzNVXX02lUukrvAJ86Utf4pd/+ZexLItUKsW73/3ufX+vJghhWUgrya+//lZe+tKXcuTIEa6//nq++c3Re0B33nknf/EXf0EqleLCCy/kzW9+MysrK7zqVa/i2muvBeDf/bt/x7Of/eyZpJNGYUEQgLA36cg0uXxoYO5mVqjYX4l5VPuj3ayRER6yfAiyZVZ6Xc42zZ+wtJ5ROZvCsgQrc9J0poltKZcirxzw5iFik0qor7xyiOZKWKXXmQM9pkEEYZHUBOHLifap98Mb3vAG3vKWt2DbNs973vP4pV/6JV796lf3P7/pppu46aab9vwd2ydrGXi86qdu5hWHrqBbO82P/dALuOWVr8VKbB34cKoJ4E1vehNvetObdvz+17/+9bz+9a/fcuzYsWN8+ctf3vLvmAVm7Si3JIR4vxDia0KIrwohbhBCrAghPiGEeED9XFbnCiHEHwghHhRCfFEIcWKWYxtGolejLga5TT+/xpJsEPhmS/X6SjJBFNYhW2HZ6nB2HiII22Epn8ZSD/28lIxWbYdyNkkyYZFPJ8ml5kRosLOBLTNkcwUqq2GVntswv5vaD0IrT0tAMjGbbupbb72V48ePc+LECf7Nv/k3nDhxDqadwENKSCSSiEToF+LNaTf1rCOI/wz8nZTyJ4QQaSAP/AfgU1LKtwsh3gi8EfhV4CXAperPdcC71c+ZI+XUaCcGBCGKh0iKgFr1DEtrF0YxhKnga+e7wjpkKpRbrTmZaEMdJo3VYpqzc1ANVLUdlgsDo5210nzoMSW6VRqiTB76Zdzz4Jro+2EPhBCChDUbPaa//Mu/PKe/D4DAwxcJkkL0CSLwHMjMh1/8MGYWQQghysDzgD8FkFI6UsoacAugd2ruAH5Uvb4F+HMZ4m5gSQhxeFbjG0bWqdFJDggiWQ7LRutnHovir58awlYdsYVVyJYpSJt6x8XxzC5h1DpMGmvFzFyY72y2w8hHY7WQmYs9iLRTo6UWQMlUmiolrLYZEcRem85eIPvEkEwMUkymQ0gfnzCdZGmCiElu46Cb+rNMMT0FOAP8mRDiPiHE7UKIAnCBlPJxAPXzkDr/CPDo0PdPqmNbIIS4VQhxjxDinjNnzs0qqODX6aWW+u+zleGNPHOR0s53KsWUC8LNtU3DV+NV291GEGk22j3jhQZrtsvKUOSzVszMRYop69boJCv993VriVQ3/iq9bDbLxsbGrv/vuosaICHCSGIeBPss6RMomY1EMrxfZAyS31JKNjY2yGanj1xmmWJKAieA26SUnxVC/GfCdNJuGFWasOPOkVK+B3gPwNVXX31OZpSibHIquzJ4r+Q2uobLbaR7ytgovwaZMhkvJIizrR4XVswNZ2u2wxVD9eyrxQxdN8B2fAoZc+smqrbDpYeK/fdrxTT/ctJ875CC36CVG6y12sllck78ekxHjx7l5MmT7LbQO93okkxY9M6Gi4kz9S7NpEWtYLaftlc7RSCSpGsSKQNE/Ql6yQ6ZYvSknM1mOXr06NTfn+XTeBI4KaX8rHr/fkKCOC2EOCylfFylkJ4YOv/ioe8fBWauue17HhXZQmaX+8fKeiOvfnrWf/3UkFKSdzfppfNkUlnIlkl6LQSB8avazfa2XH5R90L0zCaIbSmmtWKGzbZDEMj+hruJKMkGj2UGEXI3s8qh1tdjHFGIVCrFJZdcsuvnr/iNT3DTFRfyWz/2DAB++f/+NOvFDH/2b80uzz3zlpfwzeXncuUv/jcAmr/+Iu4/9K85/prbYx7Z5JhZiklK+R3gUSHEZerQi4CvAB8GXqmOvRL4kHr9YeBnVTXT9UBdp6JmiWbtLJaQkB9EEJWVC/ClQBost9HqeazQoJtW3bDZCkIGFDC7WU4L3g2nmAZNZ+aO2/EC2o7PSmHr5rofSGodcytUPNehQpsgN+ia9rKrVKTZkU8QyL7roMZqIWO8tIkMAiqygT+UkQhTevFHbNNg1su124D/piqYHgb+LSEp/bUQ4ueAR4CXqnM/Dvwr4EHAVufOHM3qaZaAZHGtfyyRTHJWVLCUW5uJqLZdVmjgZdSNmAlTNiU6RkcQwzpMGmuFQQRhKmpD8iAaq0ORz4qhaY9G9QwrgBhaAAX5NcrY9Lo2mWw+vsHtgWbXI5BsqXZbK2Z44LTZrontVp2i8BH5QUaimVwmO0cS68OYKUFIKb8AXD3ioxeNOFcCr5nleEZBC/WlS2tbjjetJdJdgwnCdlgTDYL8peGBbEgQq8mu0assvYG+JVVTCl+bHPkMZDa2bq5DSBBPv6AUy7j2Q3PzNCuESsUaiVJYhFE9c4oLL35aTCPbG9UhORaNNVUOLWXYH2EiGhunKQLW0IKzm15hufNIfIM6AM57LaZuIySBrBLq02inlsg51TiGNBaqWoepoG5EFUFcnHcMX4mH6ZjhB1+/NrmnoC8PUti6ogWzU2N2PUyTZoYIIqXKuE12TRxNyBkcLzDaNbFdUwvOIYJwsmtUArNTervhvCcIR+nUFJcv2HK8m1mj6BtMEO0uKzRJKA9tsuEm5OGsY/SENSrFlEkmKGWThhPb6AkLzCa2riKI4QVQbiUswrA3zSWIQUpv654PmB1pdkZc7yC/RkU28Vxzx70bznuCCNpayOzQluNedpVlg1m/Xd8kJXyyS4rYVIrpgrRj9IRVHZHLB1gvZozuph61ol3KpUhYwugJy+0vgAb3d2lFuyaaW6W32d4ZaQ5Xu5kKpxESRH5pQBBW8RCWkNQ2zC6bH4XzniCkvYkrExRLS1uPF9YoiC6dtpmbYlpLJ6Oa+nSKaT3VM3rC6gveDa0MIVwdmkxsOjU2PO55EBoM2uHmaHllECEvHwoJImia0U09CqOLAsxPRXrqepeGMhI6pdc4a27EthvOe4JIdKvURQlhbb0USbWRVzs781aMqeCph9sq6hRT2Cm7muwY3ZVctR1K2SSpxNbrHXYlm0xsDvl0Yoe96GohbfS4ZWcTRybJFwaNido1EYPLuKu2Q8ISlLODOpp1FUGcMfh6094gkILy8iCCyC6HKb32pplzyV447wki2avRsna6VKXUytzUjTypUmPk1WZYKguJNEtWB9eXNDpmbuRV7a06TBqmRxCbu4zbdLmNRGeTmijvWACFronmVulttl2W86kt1UrLc1DMILpVGqJAIjkgtpJqvO3VFimmuUPWrWEP6dRo5JdDFVe7auZ/av/hLgxVX2XKlEVoO2iq7HfVdrd0UWusFjJUbRfXN1Nrp2a7WyqYNLSOlKlIOTXaIxZAoWuiubX5NdvZsU+VSlgs51NGE3KyV6Uptl7v8looc+IZnNLbDec9QeS9Or3UToIoGS630Rdbyw/5CmcrFGUbwFh11JrtbKlg0lgrhemDqqEb1btHPmZ7WWTd+sgFUCe9Qt4zt0pvs721i1rD9Oudcaq0E1uvd7mygiOTyNaCIOYOxaCBm1necXx5XbO+mQSRdTaxrSIkhx6ibJlcEBKEqc1ym+1dUjUFs+U2tuswaawVM9iOj+2YmdLL+3V66Z0E4WRWqRhcxl3b5hmisVY0uygg5zXobltwCsuiKiokO+ZGbLvhvCaIUDeliZ/dSRDZfJGWzCHaZuZpC16VTnpl68FMmbQfKrqamqetbZP61tARhKkPf3Wb1LeG6bX5pV0WQKa7Js5rxFb06yOvdyOxbLQyw244rwmi1ayREv4WnZph1KyKkRt5HcdnSTboZbaNO1sh5TQRwsxKD8cLaPW8kSmmVb0BaWA+3/MD6h13ZAQxqKwxb9yB71ORTYLszvtbuybWN81Le0gpd7j3aawXM0Zea42ybOJnlnYct1PL5F1zI7bdcF4TRFM9HFZhbeTnrcQyWQN087ejajusigZ+dnXrB9kyotdgOW9mRVC/tn3UJrVugmqaR2x1pdY6ktgMjiCa9U0SQo5cACX7tfnmlV62HR/Xl+H1lhLu+BH46keAcCHR7Hr0PPMin067SU44yPzqjs+c7Bplg1N6u+G8JohWNdxf2C7Up9FJr1Bwzeum1gQhtxNbpgK9hrF52qrWYRqxEi9nk6QTlpHVV3rcI6uvDO7ubW6G93eisHPCyi6FVXomuibqQoXlQho6VfjmP8IX/xoYpCJNJOT6Htfby62yLOvIOXDEG8Z5TRB9nZryaIJwsquUA/NYv9rsskyTRGGrwCDZMjgt1vNJIx8greQ6aiUuhFC9EOaNuzpCZkNj1eDa/FZNLYDK6zs+Kyo9pm7NvD6fLddb7wE++lmQcuh6m3efaGXoVGknQYjiIdLCo1GP3+p1EpzXBKGF+oZ1U4YRqI083zOrQqVdP0NCSFKVrfpRupv6SN41sopph3zCw3fB41/sf25q05le0Y7yfMimEpQySSOrr3qN3RdAFVWbryVbTEI/YsunBt3erdNQ/ZbRxQxaqC9TPrTjs2RJp/Qei3RMB8V5TRBeKySI8sqFIz+3iodICNkPHU2BFlnLVraNW+kxXZR1jeyDqG6X+v7I6+BT/6n/uakRxCgdpmGslcwkNqcR7p8VVy7Y8Vll5VDommhgbf6WFNOwHMijnzXaXKo3QqhPI6NSeqYqM+yGmRKEEOJbQogvCSG+IIS4Rx1bEUJ8QgjxgPq5rI4LIcQfCCEeFEJ8UQhxYpZjA8DeJJCC0tLoFJPeyKsbtpGnV335bRLlWtH1wkyPZs+j65q1kVcdlnCWEpqPw9kH+p+vFjJGpmpGKbkOY7VgJrH57dFS9gBWIkFVVEgYWKW3NcWkCMJKwiN3982lTIzYvJYi5BHXO7+sU3rm7fnshSgiiB+QUh6XUmpnuTcCn5JSXgp8Sr0HeAlwqfpzK/DuWQ9slG7KMPQKvW2Ybn7QCh8aHbb2oVJM66lwkt00LM1UbTvkUkrwrlsHrwu1R8DtAqGz3NmWY5zQYNV2SCct8unEyM9NTY1JexNPWpQro8u4G4Z6JVdtFyGgkksN9iCOfR88cjf5dJJcKmHkQkIr51ZWdqaYKuuhgq6pygy7IY4U0y3AHer1HcCPDh3/cxnibmBJCHF4lgMZpZsyjKKS2+ga9p8qtFf2jiqmge0omBeGV213kF7qpzYkbD4MhN7Ujm+eY1hthHDcMFaLaSP3fKzO5kilYo12apm8Y96mabXtUFFeG7TPQG4Fnvx9cOar0KmqhYRZ9zaA6GzSlDlS6cyOz5ZWLySQgsDAlN5emDVBSODvhRD3CiFuVccukFI+DqB+aro9Ajw69N2T6tgWCCFuFULcI4S458yZg8kVj9JNGUZlLWR9zzCCSHY2CBDhgzMMlWJaskLBPtPSHlXbGeTxW0Oh9saDwMCb2rT9k92UXDVWixmqtoNnmNBgahelYo1eZpWSgbX5W7qo22dCQconXRe+f/RzYSrSQEJO9qo0drneyVSauihh2eal9PbCrAniuVLKE4Tpo9cIIZ63x7mvQo8QAAAgAElEQVSjlmc7cg1SyvdIKa+WUl69vj66+mhcjNJNGUZ5eR1PWkjDdPPTzmb44Ce2pcaU7WhZ2ICJEcTQgz+scbUR7kOsqg1I0x7+2j4EsV5MI+Vgr8IUZNwadmJ3gvByaywZ6JoYyrGohUT7bEgQR64CkYBH72atmOGMYYsIgLRT23PBWbeW5k5uY6YEIaU8pX4+AfwtcC1wWqeO1E8dc50ELh76+lFgprvDBX+0To1GfyPPMNbPu1Xs5M52fjIlAIpogjBrwqoNS33rCCJdgo2HAHMdw6q7SH1rrBbNbN7Ke3W6qRH3iYIsHCIvetiteoSj2h9bBB3ts1BYhXQBDn8vPPJZJbFu1rUGyHl1uiOUczXayWWyBqb09sLMCEIIURBClPRr4MXAl4EPA69Up70S+JB6/WHgZ1U10/VAXaeiZoWKbIzUTRlGI7FE2jDd/JJXo7tdqA8gkYJUnrTbNHIjL3zw1UTb/A4ks3D4yn4lk6mOYbspuWqY6pUcKhXvfn8nSmEEXjtjVhFGbViHSaeYAC6+Hh67l0P5BJtthyAwq5ih4Ndx0rtf725mlZLBEuujMMsI4gLgM0KIfwH+N/AxKeXfAW8HbhRCPADcqN4DfBx4GHgQ+BPg389wbHTtltJNGV3hoWEnl8kZxPqOF1CRddwRAmxAWMnUrbNWMmuV5QeSRndI8K51GooXwNrT+nsQJjqGBYGk1nFHyoNomKjHNFAq3tnVq5Gp6Np8s8q4N7VniO+GUhuaIJ50HXgdLpUP4av/F5NQDpp4I5ShNdzsKhUDU3p7YXR95zmAlPJh4MoRxzeAF404LoHXzGo821HfPE0WsEYIaw2jl1lltWlO92OtE+owPZEf3btBpgy9BqsFs0ov6x0XKRlIZje/A6ULYfVS6GyCvUkqv8JyPmXURNvseviB3LVJDsyMINqtOkXhIfK7T1jaNbFjkGti1/XpukG4kLBV5K6r9S6+HoCndL4MXMnZVm9kd3sccHpdiqKD3F44MozCIUqiQ7fTJpsrRDe4A+C87aRubWqdml0mWgXTNvJqTZtl0dpqNTqMbBm6WrDPnIl2c7g7FgYRxOrTwvcqzbRqWE/BXjpMGuVsklRCGHW9G0qpeJRwnEZJVek5DXOq9PT1Xhnuotb3evkwLD2JC+v/AphFyI2N8Bpae1xvq5/SMyti2wvnLUFo3ZR0ae9KKFlYN2ojr6kEwZLFXcadKYcppqJZXck7dJiap8MIYu3S8L1KM5nWlbxlwtoFQgjjusDbNS0ct/v9vbQW9vn4BrkmbhF03E4QABdfT+Xs5wFpFCE3a/q53J0g0iqlZ6LE+m44bwmit49Qn0ZCdSubspGn0wHp7UJ9GtlQ8ls3b5mykbdF6tvtQK8eRhBLTwplFFSpq2m6RlvkQfaAac1bHTVh7aZUDJDNFWga5po40L0aUnIdJognXUfSfoKLxRNGEbKtFm6ZEcq5GrmlUIKjY6CC7m44bwlC66aURgiZDSNTCT9vbJixD+H0dZhGCwzqFNNqIYMfyL7ZTdzQAmxL+VS4/wBhBJFIwfIlg2a5glkTbbWtlUX3znWb1ryllYpzS7ssJBRq1jIpg2rzN9ujUkxDJPekGwC4LvENo+6TXjMca263hRtQUgq6Ts2ciG0/nLcEoXVTyst7P0B6Iu5WzfhP9ZohQRR3UaDtp5gMk0Xu5/IL6YHMRlH9G9YuhbOKIIoZGl0PxzOjK3nLuPfAWjFjVAf4QKl47wVQK7lEtmdOlV5tOGJrnwmjy+xQ6ej6MyBT4TnpB41KRbrN/Recy0qPST/D84DzliBEZ5OWzJHOZPc8z7iNPCXUl9ku9a2RrYDfYz0bppZMydNWbZd0wqKQTgya5ErqYVp9aqjHFPiDpjNDnOWqtkPCEpSzexf8rRXTnG2bIzQolVJxeXnvFGonvUrBM4cgBl4Q6UEPxLAGlmXBxddwgq8bs/gBkHrBOUKoTyNXKNGWWYRhygx74bwliGR3d92UYZi2kWd1NvCwtq6qhqEVXdMhMRgz0bZDHSYhxEBmQ0cQq5eC34P6o8b1FFRtl6Xc7kJ9GmvFDI4X0DJEaNDqbO6pVKwR1uabUYABYYqplEmSSlhKZmPEHsrF13MseIROw6AG1s4mtszsW75atZZIGqiguxvOW4IIdVP2J4hsroAtM4iOGaWuqe4GDVEOV1KjsF3R1ZC0xxYdptZ3wtSB7kHpl7o+2O8pOGPI6nBLV+8e0MRmSsS2n1KxRpBfpyKbeK4Z467ZDkta1mS4i3oYSrjvcPNLEY5sbyS6m+FzuQ9aiWWyPXP2fPbDeUsQWa9OZw/dlGHYIofltmY8ovGQdaq0krs3P+kIoqz0mEzpNq0N6xk1T0Ph0IDkhkpd1/REawixbZEH2QMDPSYzxp129hbq07CK61hCUtswo1muag91re9GEEeuIiDB07r3Rzu4PZB2arTGuN6d9AoFd37kNs5bgthPN2UYHZEn4bZnPKLxUPCqdEYJ9Wkoye+E0yCXStA2JOWxuT2CKA7lagvrYeSz8QBLufCcRteMcYfKovtHEH1iM4Qgcl6Dzh5CfRopXaV31ozSy1ASXhPE2dEEkS5wtnQZx/maMfd31h1vwelkVykb1Hi7H85bgigHDbw9lFyH0bNyJD0zCKIc1Ohl9pAHUSkmeg0KmSStnhm2o7XhB183yWkIEaaZNh6kkAld21qGEER1H6lvjUoujDIaHTPGXfTruGMsgLJL2jXRjOatqu2EJa5OG1x79B4EUFs7wZXiITbqZjyX4y44ZX6dJdnA98y4T/bDeUkQrtOjtJ9uyhB6iTwp357xqPaHH8jw5tpNqA/6KSa6dYoZMyIIKaVykxsyCypuKwdcfRqcfZBkwiKbsmg7hoy77Q5y4nuglAnPMcUNryyb+HsIx2nkyuFiw2mZsaqttt1BiSvsKinjXHQNOeHQPvnFCEe3O0qygbePMjSAKK6TMCiltx/OS4KoK50aqzAeQbiJAhk//pVKo9miLGzkbjpM0E8x0Q0jCBMIoqEE75bzafC9MHVQ2lamu3YpNE6CY1PMJI2oBrIdH8cP9lRy1dCRjwnXu2u3yIvevkrFANlCeL8E3cash7UvdBXY8m5d1ENILh0FwG3E31PguQ4laRPk9hb+BEiWw9RqY8OMlN5+OC8JoqWa3pLFvYX6NLxkgUwQfwTR2AxXHWI3HSYIDXgQ/RSTCSvaLTpM7ScAOTqCANh8KCQIA1JM4wj1aejIxwRiqyshyv2UigHypZBEfAMIotYZakoc1UU9hEwhXK27dvzjblTPYAmJGIOQ04UwqusZErHth/OSIOzaeEJ9Gn6qQE52ZjmksdBWOkx7CbBhWaGzXLdOyZAIoq/DVNgmszGMIVVXUyIfLbOxnw6ThimRT6uq7u99lIoBCqUwJSl78VfpDWRN9k8x5YrhuP1O/D0cTXW9k6X9r3cqH0ZsTjv+cY+D85Igug2lU1MZL4KQ6RJ5AwiiqzRcskt7yyeEpkHmpJgGOkzpUOYbBk1yGqtPDX9uPKQ21w0Y9xhKrsMwJfLpqPtknAVQMpWmI9OIXnPWw9oX/eudH4ogdvE9yZXClXhgwLhtdb0zYxBEtqgiHwOIbRzMnCCEEAkhxH1CiI+q95cIIT4rhHhACHGnECKtjmfU+wfV58dmNSatU1PcR6dGQ6aL5IQTezORzrcWVg7vfaIyDTKlimlLqkYTRGnbtU8XoHwENh6gZBhB7GU3OgxTCHlcpWKNtsgjnPgn2q2pyLOQLkI6P/LcgoogZDf+cXeVdUC2sv/11gThd+JPjY2DKCKIXwS+OvT+HcDvSykvBarAz6njPwdUpZRPA35fnTcT+IogKmMShMgUAWi34v1PDZQO065CfRrZslFVTFukvrXMRmGEZk2/1NWMibY67E0wBkyJfMZVKtboipwRfT6bOsVUUCmmXfYfAJKpVKhw0It/otXXu7iP8CdAXkc+BhDbOJgpQQghjgI/DNyu3gvghcD71Sl3AD+qXt+i3qM+f5HYTwBnSjzjh2/jgR/9KLlCaazzrWx4XifujSV7A1cmKJb32QxTvtTFTIqO6+P58SqjVtsOloBSNhmWuOZXITliVa5KXQvphCGRj4sQgx6H/WBK5DOuUrFG18qT8gzYgxiONHfroh6CLXIIA4jNH1M5F4YiHwNSY+Ng1hHEu4BfAfQMtQrUpJT6KToJHFGvjwCPAqjP6+r8LRBC3CqEuEcIcc+ZM9OpIi6tXcilx79/7PMTiiB6MbvKWU6TlsgjdtNh0uinmFTppRPvZFvrOFRyKSxLCfVt33/QWLsUenUuTDZo9eKXCKnaDuVsimRivMfElMhHdDZpjqFUrGFKn0+17ZBLJcimErt3UQ/BFnmSBkjgyM4mPZkiX9hfaiORTKrI5zwnCCHEvwaekFLeO3x4xKlyjM8GB6R8j5Tyainl1evr4+VYD4pkLvyP78ZceZBwmnTE6JzsFijToGImVPKMe9Jqdj3KuaEmue37Dxqqkuki7xRdN4g98qnZ7tgVTADFrBkRRLJbpTmGUrGGmywa0edTtd1BOm+fFBNAz8qTNCDySXQ2qYvS/gs3hbbIYxmw5zMOZhlBPBe4WQjxLeCvCFNL7wKWhBBag/gooHv8TwIXA6jPK4ARQvX90jQ73v/UpNeiY+0tJwz0U0yFtBnNW62u1yerPSMIRRAXuo8A8Uc+za4bpsXGhCllrim3TtsaL30K5vT59JVzg2CsCMJJFEh58Y875dRoT0DIHStPwoDIZxzMjCCklG+SUh6VUh4Dfhr4H1LKlwP/APyEOu2VwIfU6w+r96jP/4c0xH0lowjCi1nyO+216CXGIIhMGaRPORmmaeJulmt2vXCilTKsYirukhtfehIk0qw5JwFin2ybXa8voTEOipmkEZFPxmvRSxbHPt9PFcnL+CfaWkdFbN0aSH9/gkgWyATxRz5Zt449pjI0QNcqGKPtth/i6IP4VeD1QogHCfcY/lQd/1NgVR1/PfDGGMY2Elm1seR14o0gMn4bZ5wHX8ltVKywdyPuCKLRdSllU2BvQuDubJLTsBKw8hSWO98G4h93q+dNFEEU+im9eCOfrN/CnYAgZKpgRJ9Po+OGhLyPzIaGnyyQMyDyyfkNeqnxIwgnkSdtQEpvHIx/9x8AUsq7gLvU64eBa0ec0wVeGsV4JkW2EBJE3KVpuaBNdSyCCMdblOFNGPdEG67EkwOr0e0yG8NYfRqlU18BDIkgsuNHECVFEM2eS2WCvYtzjVzQ5kxq/BSTzJTIChfX6ZFKZ2Y4sr3RjzT3kdnQ8NMlIxQO8kGbJya43m6iQMGdD6mNPQlCCPEuKeXrhBAfYfSG8c0zG5lBKJTN6NrMSRs/PcaNmNEEEa6u4i4Z7a/Ed5PZGMbq08h94/8jgR97V3Jjwj0IUyKIwrj3iYJQEafdrFFZHa93YhZo6khzny5qjSBVpGBAaqwo2wSZ8SMIL1Uka393RBD/Vf383VkPxGRkMjlcmYAY9WpkEFCUNsE4D7564PMGRBBSSkUQqSGZjT0mobVLsQKXi8UTsY47CMJxlyciCOVlEeO4fc+jKDrICSYs3efTjpEg/EDSdnzKueS+OkwaIlMiLTx6XZtMdozqvhnAc51QOTcz/h5EkCqSI/7IZxzseffrElUp5f+MZjhmQlgWtshiOfERRK9rkxV+KMS3H9TkkPWbQCHWCct2fPxAqiY5LbOxdwQBcIn4TqzjbjseUoalq+NCRxtxjrvVrFFhEBWMg34Zd4yNoDpaDCMItQexjxqtUMRmN+uxEUS7UZ34egfpIgXZQQbB2KWxcWGs0QkhniuE+IQQ4htCiIeFEN8UQjw868GZhA55rBi7NluNsOLXyo2xUlF7ECm3RSoh4p2w1N9dzCbDEtd0KdRd2g3LlwBwsXgi1nE3hyesMVEwoO/EboRd1FZ2/BVtKhe/wmijG1bc9fcgciuQ2JucrT5BxEhs9QmeS41MiZTw6XXjT4/th3GXR38K/F/AvUD8GggxoGvlSMRYmtZRBJEYZ6WizhG9BoXM0VgnrGb/wU/t3SSnkQv3e8rYMY9bE8RkfRAQr11qR02WyfwEBKGKMHp2fAShr3dZE8Q+6SWAhJqUu63qTMe2FzrN8LlMFcazLwaw1PPZalTJ5sevNosD48Y3dSnlf5dSPiGl3NB/Zjoyw9Cz8qTiJAgl85Es7G9rSCoPIqGa5eJt3moMT7R7NclpJNOQyrNi2bFurmupj5ERxPteBv/8RzsO9wkixuutJ8vUOPeJgq7S82JUGG0MLyTGaJIDSKv+pF6MpkHa+EeT7DhIqIgtdm23MbAnQQghTgghTgD/IIT4HSHEDfqYOn7eIKxdji8k1DdiepwHX4gwzdRrxO5R0F+J6zLX/SIIgGyFlYQdqx5TY7cIwnPgG38X/tmGggEE4bTD+yRTHH9Fa4IE9ZaIbQyZDYC0mpRdO76J1mmHhJyd4HonVeTTmwPToP3i59/b9v4q9VMQlr2+8JyPyFC4yQIldzpxwHMB3cWdGXdlqPWYsknaTox7EMO5/HEiCIBshSW7E2u56JaUxzBqj4AM4MzXd3wnlbDIJK1YU2OeIgg96Y+DnDo3zj6fLanIMVNMJtiOeoqctIHROEjmzRD/HAf7VTH9AIAQ4pcICUEL6kmgIYQ4LqX8wmyHaAb8ZIFsEF9pmqvyw2PfiJnQE6KQSVLvxLcS1w9+2eqC2x47gqgIO+ZN6l1STJuqNqN1GjrV/p6JRikbrw+4tuDM7ycJP4RiKZxo45Sg7hNyKgilNsYgiHxJRz7xjVtf70J5f/9vjQGxmU8Q4+5BXAX8PHAYuAi4FXg+8CdCiF+Z0diMQpAuko+xdjlQ4X+hNG4EoVNM8ZoG9VMHnipd3KsHQiO7RBnbiNRYX2RQY3OoeO/MN3Z8L27J76AbTjr7eoYMwQQJ6j4hByoaGCPFlOt7K8QXQciuei7Lk6f0vDmwHR2XIFaBE1LKN0gpfwm4GlgHnge8akZjMwpBukhe1S7HgYlvRO1LnY53wmr2PISAfHcSgqhQoh1raqzZdUlYgrxSxO1j8yH6gfSZr+34XtzXm24TRyYm7guwRQ4rRoXRZtcjk7RId1XtyzgRRKFMIAXEmBoT3Tq2zEwkUaJTev4cuMqNSxBPAoYNmV3gyVLKDtA756MyEekiSRHEVrsseg1smSGZGs8feYsvdawrcZdiOonVHqNJTiNboRC04u3fUBLlO0wNNx+GC66AZA7O7owgitlkP/qIA5bToC0KEzdgdUS8EtQNrXs1Zhc1gJVI0CYLMTawWk6DlhhDYXkIOgsQt7bbOBi3yPsvgbuFEFqa+0eA9wkhCsBXZjIywzAsRxBH7bLlNGmLPGOvC5UnREltUkspd052EaAvwDaOzIZGtkIuaNPuOPufOyP0x70dGw/BRcfDIGJEBFHMJHmi2Z39AHdBQt0n4yc8QnStfKwS1I2uq3ogtGf5eGZgHZGL1Xwn6TbH82gZQjZXwJMWGOCnvR/GWmZIKX8DeDVQI7QC/Xkp5VullG3l8fBdD0tJXMTlKpd0m9iT3IjZMvSaFNIWgYSOG09FUKvrhV3UrdOQyOzY1B2JbAWLABnjyrAxSsnVd8MqppWnwvrlI/cg4i4rTnlNuhNOWBCa76RjJIhJlVw1OlYhVle5lDv59RaWRVvksObAdnTsNlGly3Tvvid+lyLR16uJiSC8Nj1rgrxypgxIlhJhBrDV88inI1F334Jmzx0qcb0g7NHYD0omIuk0CQIZellHjJFucrVHQiObladAKgtf+n9DAcfMIKIsZJKxNviFplKTR7hOskC59/gMRjQetii5Wqn+PbAfwsgnvv6kjN+mmxxfh0nDJh/rns+4MFspyiBovZq4ujYzkz74qp1/yQofnrh6CgYppjGb5AByYY62LOzYNqr7HhbD0BVMK0+BtcvC19v2IUrZZKwNftlxTaW2IW7zndC3PDnooh4zHeok8rFGPjm/hTuBF4TGvLjKzYwghBBZIcT/FkL8ixDifiHEf1LHLxFCfFYI8YAQ4k4hRFodz6j3D6rPj81qbNMgrZpb4mrKyQTtiVzC9AqsjPKEiCnt0dR+1DqCGAf9sbfjI7beiAhCE8SqSjHBDoIopOO1Hc0FbbwpJiw/VYjVfKfZ1W5y43VRa7jJItkYbUdz0p7qevcSeVIxpsbGxSwjiB7wQinllcBx4IeEENcD7wB+X0p5KVAFfk6d/3NAVUr5NOD31XnGQOvVuDHVLueDNl5qAoJQkt8lET70cVUE9V3ZWt8Zr4IJ+gRREe34xz2MjYcgXQxXuCuXgJXcsVGtPSHiIraCbE9kFqQRpMuxmu9s2YMYc4MawEsWY21gLck2corr7SQKsUr3jIuZEYQMoSkypf5oeY73q+N3AD+qXt+i3qM+f5GIo+xmF2RUU04QU9dmXnbGMwvSUCmmuG1Hm12X5XQQdh2PI7MBW6KfOAhCSklrVBXT5sNhekkISKRC74ptkht9T4gYUmOB71Og218cTIJh852o4fkBtuNPJNSnIdMF8sQz0fa6NhnhQnZ8WRMNN1mINfIZFzPdgxBCJIQQXwCeAD4BPATUpJT66TkJHFGvjwCPAqjP64QNett/561CiHuEEPecOROdNlK+FJ/t6DQuYfqm7bvKxTBhOV5Azwu4wFJR17h7EFm9B9GOhdi6boAXyBEyGw+FBKGxftkOgojTE6LVrGEJ2V8cTAS10W43o4+QB4KOiYlTTEG6REHasTSwai8IkZv8evupeCOfcTFTgpBS+lLK48BR4FrgGaNOUz9HRQujfLDfI6W8Wkp59fr6+CuNg6LQb+uPPm/YUhr/k7hW6VVkTq1S4mje0qv/Nan0+seNINTY44ogmsPmNRr9Etchgli7DKrfBHfQ96ClOeK43vYkplLboKv04jDf0ddqKeWC15kogiBTIiEk3U70q3FtzpSY4nqHrnLncYppGFLKGnAXcD2wJITQT95R4JR6fRK4GEB9XgE2oxjfOIhTr6bTDCdYaxKCUGmarBduqsexotUT7YomiHEjiESSIFUMq5hiGPdIqe/6oxB44Qa1xvplobLr5kP9Q8UYIwhtXpPITZ7ySObi6/PRXhCraB2m8Qli0MAavWnQwJxp8ust0yUKoovvxSjLMgZmWcW0LoRYUq9zwA8CXwX+AfgJddorAd2d/WH1HvX5/5BS7ogg4oQtcogYbEf1gz+JSxjJNKRLpHo1hIiLINTK0Ff6OuNWMQEyW6FMPJvUIyOIjaESVw1dyTS0UV2M0Ze62/cMmXxFm1Sk0mvHF0EsS/V3T0AQ2mGxEwNB9D1aJvCC0NB+2m3DJb9n2Tl1GLhDCJEgJKK/llJ+VAjxFeCvhBBvA+4jtDNF/fyvQogHCSOHn57h2KZCV+RIxEAQWjc+NQlBAORXEJ1N5SoXfVWNXhkWvQ0Q1kQPvshVqNTanImR2LbsQfR7IIYiiNWnhf+uoX2IQjo+gtDmNWOZSm1DnGXcmpArfYIYfw8ioZ6Jbjv6cbv25GZBGjobYDerlJfGlwqPGjMjCCnlF4Fnjzj+MOF+xPbjXeClsxrPuUBcejV6VTfxg59fhfZZCjFJfuvei4K7Cfk1sBL7fGMAka1QFrVYI58tEcSmKnEtHhocS2Vh+dgWguhXMcWwB+Gq9FC2NL7Ut4aWoI6jjLsvre6pKGCChURaN7DGEPloc6bcuBL8Q0hk58M0aNFJPQGcRJ6UHz1B6Id2EpcwIFyJ2RtK/iG+iTbrVCdaFQKI7BJLVjyeECP9qDcfDnsftlder22tZIqziqlvXjOBu5lGNsYybh1B5FxNEOPfK7r83I1h70R7bxQqk93bMEgXd2IgtkmwIIgJ4CbyZGJobvHtyV3Cwi+sgr1JKTaCCB/8VG8zHMskyFaoYMeSGhsdQTy8df9BY/0y2HgQ/PA7qYRFOmnFcr0DTRCVySOIfhl3N/pUjS4KyDhVSJcglRv7u9qdLQ5vBdltEEjRd+SbBJl8fMQ2CRYEMQG8ZIFsDHo1sm9rOEWKSUUQsaSY1N+Z7GxOHEGQW6JEvFVMRS1u6HtQ/dYuBHE5BG5Y7qoQFyHTa+DKBNnc5GqucZZxN7su2ZRFwj478X2iXeX8TvTEJrp12mSxEuOnTjX6kY/htqMLgpgAfqpANga9Gtlr4kmLXH7Chpz8CrhtllJ+bCmmTNJC2GfDPYhJkK2Qx6bdjd4Totl1KWaSAxVZXeI6vEGtsf708OdQJVNchGz1GrREfmKzIFDmOzKLiMFbYSDH8sTEBFEsxxf5hN4b03nD9G1HDTcNWhDEBAhSoe1o1LB6DdoiN/mDr9I6h5Lx2Hc2uh5LGaFM6CcnCAsZy4O/wyxI9zmMiiDWdhJEMaYIIuG2sMVkVqPDaIt8LOY7Ax2ms1A4tP8XhpDJ5nFlIhZXuWnMgjTyiiCCGCKfSbAgiAkgMyXyohd5c4vltrDH95IbQBHEutWMZbO32XU5kulsGcvYUI1+Vi+OuvxtSq6bKn20OiKCyJSgcvEW86C4CCLlNulY07sddq14yrhDN7nJlVwhNN+xRTYW852016SbmJIg1L6FNNw0aEEQE0AovZqom1umXqmoSXnVasWiLtrqeRxJqwlniggCwugparR625RcNx6CVH73Rr+1p+9olouDIEKzoOkmLAg9ClIxlHE3ux7ljAB7MqE+jbjMdzJTem8ApNIZOjIdizLDJFgQxATQtqOdVrSr2rTXnu7BV3n/ZRo4foDjRSto1ux6XJhsbRnL2FAEkXBNSDENqbiOwvrlcPYBUIJx4R5E9IQ8rVmQRlxl3M2uy+FUN5QtKU6WYgJtOxr9uHPBdGZBGm2Rj2XPZxIsCGICWFqvJuIIIuO3pnvwVQRRkeFNGPXGabPrciihHoCJI4gwBE+7Te5ZOwQAACAASURBVKJWXNnhBbFbiavG+tNDkbn6I0CYYopDrG9asyANN1EgG0MZd6PrcWFS6zBN3lPgxGS+k5c2fnoK5VyFuJQZJsGCICZAShFE1Laj2Und5DRyS4CgFISEFnXao9X1WBOKIKaMIEq06bjRrsa37EHsVeKq0ddkChvmijF1rudpT+YZsg1eqkAmBoXRZtdl3dIEMXkEEYf5jgwCSvJg17trme8qtyCICZBSsr5OxM0t4UplihvRSkBumaIfPnxRE0Sz67EimoAIS24nQYymQY1hP+rGybDPYdQGtUa/kikkiEImScf18YPoIp/A9ynKDsEUZkH935Eqko+YIFw/oOsGrKGeqSn2INxkgUzE/Ukdu0lSBIjs5MKIGr1EPHs+k2BBEBMgrfoQnIgjiKK0CaYNZfOr5JXGTZSr2iCQtByPiqxDbnkiHSYAMmUkQpkGRRdB9DwfxwsGEcTGHiWuGvmVcOXbjyCiF+yz2w0sISfzDNmGIB2WcUdpvtNXctUEMcUehJ8qkIuYINqN8JkSU3hBaDjJIhnDXeUWBDEBtC91lF2bva5NWniIzJShbH6VjBNuqkc5YbUdDymh7NenyitjWXipYhhBRJjP36HkOkrFdRTWL+tXMsXhCdHWZkEHWNGSKZEWPr1edL0+fSVXvw4iMZV9p3aVixJ2XZkFTaqwPAQ/JmWGSbAgiAnQFzSLsDTtILaGABTWQo0biHQl3lfo9GuT7z8o+OkyZRGtJ0Rruw7T5jchmYPSPm5465fD2W+AlLF4Qmg/hINMWFqCWq+Oo8DgPlFyLFN0gWvzncCP7v7utMJrlJrCLEjDTxViabydBAuCmACDtv7oCEK7Vk3kJjeM/ArJXngza5XSKKAf/Jxbg8J0evehaVC0ekw7I4iH9i5x1Vi/DHoNaD7eV3SNkiC6zYNPWLqMO0pXOe0ZknerU21QQzz9SY4qdc9M4QWhEaTLxtuOLghiAmSyeTxpRdrWf+CVSn4Vq7MJyEiVUXXqIONsTh1BkK1QFtFuUu9wk9t8GFb32H/QWL8s/Hnma/0N7ihTY33PkEkl4YfQl6CO0Je60VGS8L2N6VKRbDXfiQqurbwgDkAQIlMiLTx6XXNJYpaWoxcLIf5BCPFVIcT9QohfVMdXhBCfEEI8oH4uq+NCCPEHQogHhRBfFEKcmNXYpkXY1p/DipAgen2CmDJ1kF9FBC5FOtGuxHsegoCUM4UOk4KVXYrcdrSv5JpJQuDvX+Kqofcoqt+KxRPiXExYuow7yiIMTcjp3sZUG9QAlkq/Rtmf5OnrPakE/xD6tqMRpvQmxSwjCA/4JSnlM4DrgdcIIb4HeCPwKSnlpcCn1HuAlwCXqj+3Au+e4dimhk0OK8LmFm0BmZl2Zaia5S5ItiNP1SzRQshg6gjCyi9REVGPO5ywytkU1E+C7+y/QQ2hDIewoHGqv0ndjHDcU3uGDEE7FjoRSlCHKT2ppL4nL3EFSPUJIrrIR0vwF6fw3tCwslqZwVzBvpkRhJTycSnl59XrJvBV4AhwC3CHOu0O4EfV61uAP5ch7gaWhBCHZzW+aRG1oFl/pTKFjSTQJ4ij6WhX4s2uq3ogmDqCSOaXIu+D2GIWtJeK63YkkiFJNB6PpYpp4BkyfQSRUVV6XoRVes2uR54ewutMTRBpNe4oiU32GkqCf/pGuYQqke22zs8Iog8hxDFCf+rPAhdIKR+HkEQAHVceAR4d+tpJdWz777pVCHGPEOKeM2fOzHLYI9Gz8iQj1KvRJbX5KVyrwi+qCCIV7UTb6nqs0tgyhkkhcksURZd2t3sOR7Y3+lU12eRQiesYBAFQvggaj8WSYjoXE5a+x6Is4252XY6mVcp2WoJQ+3NREttBvDc0dF9Vz2BXuZkThBCiCHwAeJ2Ucq//wVFlIjtaUaWU75FSXi2lvHp9fbob6iBwEnnSXnSbSrJ7wJWhJohE9CmmNetgEYSuiQ8iXBm2ei65VIJUwhoqcR0zkC1fBM3HSSdD29EoU0znYsLK9V3loqvSa3Y9Lj4gQeT67mzREUTCaWCL6ZVzIZ6U3qSYKUEIIVKE5PDfpJR/ow6f1qkj9fMJdfwkcPHQ148Cp2Y5vmkQ2o5GF0GIXpOuTJHOZKf7BdoTItGKPMV0UUpdpwNUMQEEnehyy1uUXKvfguUnj1+bX7oIGuEtW4zYVS7hNA88YeULZQIpIMIy7mbP5UhKEURxOoLQkU+U5lJJt4V9AO8NiCelNylmWcUkgD8FviqlfOfQRx8GXqlevxL40NDxn1XVTNcDdZ2KMgkhQUTX3CKcJq2DPPiZElgpVkUz8ka5C/pS39OlmDRBEKEnxBaCqD0SmgGNi/JF4Vh7zdA0KMIy16TXmtrdTMNKJGiThQglqBsdjwuTOtI8GEFEGflkvOaBvDcgnpTepEjuf8rUeC7wfwBfEkJ8QR37D8Dbgb8WQvwc8AjwUvXZx4F/BTwI2MC/neHYpkaQKpAjuhRT0m3SOYCNJEJAfpUlmtFGED2PQ1YTMhVIpqf7JdoTohtt41ZRN8nVT8LRq8f/cvki9UvCZrko+07SXmtqd7NhdCIu42523fA+gen3IDJZejIFERJE1m9Ty150oN/RJ7YYbHXHxcwIQkr5GUbvKwC8aMT5EnjNrMZzrhCkS+RlFxkEB8r3joukew4e/PwqS9165CmmNas5ffQAA1c5J9oIopxNgtOGziZUjo7/5T5BPEYpk420cz3jt2hkDl70F5rvREkQHmvJulpIZKb+Pe2IiS0XtDmbml4YEQYpPZNtRxed1JMiUyQVoaBZxp/STW4Y+RXKQSPyTeplGtPvP0CfIFKREoTygqifDA9UnjT+l/sEcYpCJhFpSi80CzpYThygZ+VIRliE0eh6rMj61PsPGh2RIxGh7Wie9nQS/EMQlkVL5Iy2HV0QxITQejV2RHIEGX9Ks6BhFNYo+HVsxyeIyKOg1fOoyMb0FUygDI8g7UcojtjzKGVSUFMV15NEELraqXlKpZiiI+SCbBMcwE1Oo5cokI7Qo6DZdakEtanTSxrdCG1HtfcGB/De0OhE3Hg7KRYEMSGi7n48qI0koDwhwjx+24lm0mp2PUp+7WAppnSRAIuMF53taH+Tuq4IYmmCTepUDnIr0DhFKRsdQcggoHBAsyANL0LzHccL6HkBJb96sIUE2nwnmgii1axhCQkH8N7Q6Fh5khFGPpNiQRATIpmLVvEyj41/0NRBfpWMW8ciiGTSklLS7DoUpvWC0BACJ1miKNv0vNmb2Hh+gO34oZJr/dHQn6C4j8z3dpSPhJvU6ejKXO12Q7mbnQuCKEZmvtM8B0quGm4iTyYi21Fbe2/kphdG1OhZ0RHbNFgQxIRI5rSr3OwJ4pyFsvlVBJIKrUgmrZ4XkPPbJKR3sD0IwE2VKItoJL81efb3IMpHQgmNSVA+DI3HKGaT2E40tqN9d7ODmAUpRFml1+h6JPHIugdPMbnJYmTmO5ogkgfw3tDoJQukI1RmmBQLgpgQqQhtR7WNJNmDp5gAVkQzktLL0Itam9AfjCC8dJlKRIquW2Q2ao9Otv+gUb5oi2BfFCm9zjmcsIJMiUJEtqPNrssyan/pgJvUfrpILiJvBa2dlCocPILwEtH7aU+CBUFMCG076kUQQZwTG0kIPZOBFZqRrMSbXZcV/eAfMIII0uXIPCEafSVXFUFMsv+gUT4C9lnKyXCCjaJZ7ly4m/WRLpIUAd3O7Fe1za7HulDP0QEjCJkqRubO5rS1WdD0Sq4aXiq6lN40WBDEhOj7UkcgRzCwkTxoiimcpMMIIpqV+Go/gjjAJjUglSdEFCWjfSXXtIDGY9NFEKqSaUWG5B4FIWt3s4OYBWn0bUcjqNJrdt2h++RgexAyUyInHFyndw5Gtje8tlZYPvj1DtJF8ga7yi0IYkLkilr3ZfYEofXtUwfdDFMppmXRjGRF2+p5A6nvA0YQIqdd5WbfdKavzUqwCdKfTGZDQ/VCrPih0nAUgn3nwixII6H22DoReCs0hhV/DxhBiAjLz/3OASX4h5EuUaAbSUpvGiwIYkIUSlrxcvaVB+dsZTicYoogJ97sukMP/sEIwsppT4gIIghFQhXnO+GBAxBExT0LRBNB6HTnQdzNNBJqvysKCepm12Otn2I62H2ix21HQGxSaScdxCyoj2wJS0jstplyGwuCmBDJVJqOTCMiaOt3lQlM9qAEkcohU4Uwgogklx9uUgepfNgbcAAkC0vkRY9OZ/b55X6KqacIYqo9iJAgir3TQDR7EAeWhB9CSqVQexHYdza7LmuigUykB8KMUyIRoauc7NXpyRTZ3MG1r6KMfKbBgiCmgC1yiAiaW7SNZK508Aef/IpSdI0gxdQNU0zygOklgGQh/Lc7EbhuaYLItpXK/DR7EJkypIvke6GKfSR9J93QLChfOHgfREZVQrkRKIw2Oh4XJhqIwnooKnkAaM/2KIhNe2+cC2hiWxDEdxFC3ZfZV3loffv8OSAIkV8NPSEiWNE2ux4rNLEOmDYAyCiC8OzZE0Sj65JOWKRaj4Ud0ekpVohCQOkwGTuMQqIgZKvXoC1y50Q8MluMrkqvr+R6wP0HiLb8POke3HtDI9V3lVsQxHcNelY+Gt2XboNACgrFg9e3k19lNbI+iFDJVZwDgrDyIUFIO4qqGiWzMW0PhEb5IpLt0MokigjCcpu0z9GElVO1/VFU6fX3IM4BQeg0rE7LzhIpt8X/3965B0lW1Xf88+t390zP7Mwu7C67vBUEBC0KAZ9EEYWkErFUDD4wCQaNgo8EX1GjESUiBnwkWEELJaKmwGjEBxqDiUQRZaEogyCCCLI8d5fdnZ5+P37545w7246zy073Ofd2755P1a3p233n7nfP3L6/e875nd+3nh6+MCLsSE2Oo+czCCFADEAzVSIbR4BozlGlQCqdHv5cE6uYiW0dhE1zdTDEFI1NawyeEDvqMG2EFcuo4rqYqXWkKo+QS6diCciZ9vBmQRGlqfg8CirNNrNsh8nhUlxhR4CIw3zHhVnQwrlsDyKOIb1BCAFiANqZErkY6r6k2/POngwprWSauViymOabttT3kGsggD5XOf8BYr7Rppy3hfqG6kGshcrDTOUllvTcXKdC09ETbbFUphuTR0Gl3ma6N2S9Lkuc6eeFXpV2ZvjKuQAFm5rcjaHnMwg+LUevEJHHROT2vvdmReT7InK3/Tlj3xcR+ZSI3CMiPxeRY33pcoGxHfUfIDLtirMnQ0qzlLROo+E/G6hZm6NAy2kPIh2D7Wil0WFNvgGt+cFSXCOm9gPtsj4/H8sCv0K3SmvYkvAWSaXMfEYMWXq9xnaytJ0MMU3GaDvqynsDRt921GcP4gvAqYveezdwvao+Gbje7gOcBjzZbucAn/Goa2i6mYlY6r5kO/POurLRYrl0/XE359sFqejfGKbUd4QNEJlWPENMB6S3mJ1BUlwjyibV9YD0toXMKJ8Ue1U6jgIEQI1SLOY7uYZt6yFXUQOkMxlqmo/FfGdSq/TyDuYFgdLCuqq9LECo6g3A4rvRS4Ar7esrgdP73v9XNdwErBCR4f0TPWFsR/0/iTtxk4uwN+tc03+AyEb/hoOhA7IlOmTIduKYNG2zTuxNa8hJaoD9M1tjmfMp6fDuZv00UvFk6RWaUYBwcJ1g0s9TngNbu9WkJE3UgfcGQL5QoqUZaI5mRde45yBWq+rDAPZn9OiwDnig77iN9r3fQ0TOEZENIrJh06ZNXsXuDM1NUpImva7f4YNC111XNgoQ+bb/bKBc9MV3McQkQj09ST6GmvmVRoc1aq+p5ViNLmbKXLprZKv3OR/t9ZjUmhOzoIg4PAoa7S5TPdsrdDBJDVAX/z2fHaXV3bV3VUqx+q4vh1GZpF5qlcyShfRV9XJVPU5Vj9tnn+HHLgdB8uamXfWcmlbU2vBuchH2Zl3sbPfuzlZo2SDkYpIaaKYnKXi2He31lPlWh317myBTGO6ptrQSUllW87j3dSf1WsWYBTkMEK20/ySM3y2z4eZ73EhPeHdniwJE2kXlXEstZj/t5RB3gHg0GjqyPx+z728E+gd91wMPxaxtt4mWx9c9B4hJraKuhg5sD2Ja57y6s3W6PSa7NkC46EEArewUpa7nL36rgyrMdh41w0vDrOxNpWBqLfvoZu/rIBaeaItuxsTBmO/ke36HPEyZDfv9cTFXBbRS/gNbvWJ6xxmHASJOP+3lEneAuBZ4nX39OuAbfe+fZbOZTgS2R0NRo0i66D9AtJoNCtJG844CRNGk081S8TpxWm12WSkVupIFR9o72TKTVGl5DGxRm0y1Hh1u/iFiah0z3S3eA0TkbpZ2YBYU0c1OUOj5nWOrNDqsYjut3ApIZ52cs5WZIO/ZnW2HWZC79o7TT3u5+Exz/QrwE+BwEdkoImcDHwVOEZG7gVPsPsB3gHuBe4DPAm/ypcsFke2oz4qXLm0kAUhnaGWnmPFcj2mu0WaWOZr52aHr60R0raucT90LbnL1h4dLcY0or2W6vcm77ahTsyBLNztJybPtaLSYslt008sEY75T8Jxd2K5GBTQd1EeLzhmjn/ZyWabh7u6jqmfu5KOTlzhWgTf70uKabAy+1LXKNmbYUczLBe38LCsbc16faiO70U7eQSlkS6+wYsFVbmYi5+y8/VQabXK0KTQ3uQkQU/tRbm0ClGqrw1TBzVPyYqKS8HkH9pcRmptcsB11Ud9pKSKzoJ6j+QeAXnaSoufswk7kvVF2MywG1k+78Vtn53PJqExSjxV5WzWz7bEwWL0S+Qw7fDIszHgvtzHf7JghpqK7LxCFaaaoec0IqjQ6rBUHayAiptaR6TW893wis6CCi4q/FsmXSYtSr/lLDJhrtFnFdlPJ1RG93CQTWvNqvtO17e2itPrCOWP0014uIUAMQD7ypfa4+jEavsoOazfah5ZWMivznnsQZojJVQYTmAnYvLSpzvsbX55rtNnPxRqIiCmzjGet+M1kikrCD+0Z0keUwlmb85cSbbKY5khPrXZ30nyZnHRpNv31IqIaVS4DhGZNYBtFQoAYgKKtruqz7kt7wRjd4ZNhaZV306CK9YJwUck1Ir1Q8dLfIr9Ko8N6idZAuOlBAKyRx722d2/BLMjdkF7kzlb3WIK6WqsyJTWyZTdrIABSMZjvSHOOmubJ5vLOzqn5MgVpx+KnvVxCgBiACdud73m0HV0YOnD4ZJiaXGVsR31mMdVrlKVOpuxu6CBrS363PN6w5psd1slmFFm4uQ9F2fQg1sjjXusxqcuS8JaMzYhqeMzS682bYJyadHedpAr+/bRTze3MuyqgaRllV7kQIAagUJygqwIe6764NAuKyJRXkpc2TY9jy505s7QlP+XuyTDy5O5Utzg752IWymyU10DGwUR4eQ2KmCEmjxVdjbtZ0U1JeEuUhNH0mIQhVdtbc7SKGnYEtrrHG63L0uoRKdve1RAg9gziqHjp1BjdkrNP9b3qZmfnXEx0bpc9iELZDFd1Pd6wokJ94mL+ASCdpTuxr1lN7bEHkWpVqOH2hpW3vZG2xzTudM1egw4nqbN2fZJPV7lsp0LDcYDIxOinvVxCgBiQOkVSHguaabNCSzPkC268b4EFC1Ct+QsQYgOEy+yUKENH634nTfeTLW7mHyLKa+0ktb8ehNOS8JYoCcOnq1x2oZKru+skZ1N9faafF7rzNB15QUQs+GmPoO1oCBAD0kiVyHhc/ZhquTNGX8CWNEh5LPmdrrut0AmQsXMQeHSVm683TaE+Vz0IQKbXsVq2Um3560HkOvM0XFX8tRRjcGfLt9wHiDj8tAvdKm1XBTQtcfppL5cQIAakmSqS6fhLTUu356l5ChDphr8AkWk49IKIsKvJxWfN/NpmsnSGsxpdRHp6HWvlca+lTfIOzYIiJqyJjc8kjFLrcZpSgLw77QuBzWPPp6RVdwU0LZEPuM/ANighQAyI74qX2bb7sc4dnhBb3Z63j3xrK11SUHCXfUW2QJMsaY8lkSfqtvSXwx4E5bVMS5WWx6SAYm+etuMbVqE4QUdT4DEgl7tbqWbdJWDADnc2n37arkurAxRG2FUuBIgBaacnvNZPybl0k4soTNMlRb7lb6yz2N7KfHraVDR1SFUmyHgMEOVmFCAczkHYdNlM9RF351xESWt0HQ95SCplzHc8ZempKlPdbTSy7hIwAEoTU/Q8+mk36lXy0kYcuclFRJmKPY+BbVBCgBiQTnaCgseSyD6GDhBhPj1NwaNp0ERnG7WMw96DpZYqk+/4+wLNtB81L1z2IOxq6nzdT4DwYRYUUaPkLQmj2emxku00Cw6HIbHZhRS8ZRfObzfDp+KwPhqwsIZFPQ7pDUoIEAPSy05SxN+SfmOM7nboAKCWnt7h1+CBcm8bdcdDBwCNzCR5T54QqsrKzmOmx1Z0GNxsD6LU8BMgGvUqWemChwBR95iEMWcL9XUcBwiAmpRIeQoQUX20tMtrBEil01S1gLT82+oulxAgBqSXm/TqS12iRs/x0AFAPbuCya6fyTBVZVrnaDms5BrRypQpegoQ9XaX/djMfMGxDbpdTT3R9GONW7VPtCmHZkERzVTJm4lNpd5iljnUYQZTRD1V8uYqV6+YubuMw8q5EcZ2NASIPQbJ2cJgDffzENrrMaF1L0MHrdwMU+pnqKbe7jLLHJ2C+wDRzpQp9fx88c0aiM3US/u5PXGuRDVVZqr92BMfOwBVe8NKewgQPs13qts2kZGe0xTXiGaqRMaT7qb13sh5CBA+A9swhAAxKDY9r1Zx/zS+w2fY/RBTKz/LCiq0u+5LIleqdVZIlZ7LUt+WTm6KSfX0RNtos0420550HCCAudw+zHT8LExs2CEPl+5mEZ1MibwnV7nWdjPfky47rOQanTs9Qd5TzycqoOnSLCjCZ49tGEYqQIjIqSJyl4jcIyLvTlrPrkgV/NmO+vAZjugVZ40nRKPl/Ny17eZJWR15UffTy09Rpkqn437RWbWyzQS2KYcT1Jb53GpW9vzUkIqKF+Ym3N+wOplJip6SMDpzJkBkp93VYYrw6acdrVMoOaycG+E7bX5QRiZAiEga+GfgNOBI4EwROTJZVTsnY+u+NDzUq4mqOrp0k4vQ4ixpUapz7m9ajW0mQKQdVuiM0MIKctKlWnU/TtveYt28pt0tkotoFPdlNVvoebAdbVXde0FE9HL+3Nm6FTMnk59234Pw6afds6VefASIdmbSu5/2IHizHB2A44F7VPVeABH5N+AlwB2JqtoJUcXLTT+8nMduu87tyece5EDc+gwvYJ/u77/2Ih6YcHyhb70PgKzDQn0RkTf3HddcgBTcDr31tvwagMys+wDRKq1lJXP85KoPkHa8NiT76G0AFMvub1jkykzQ4KarPuj81IWHNgBQmnWcFIDx057WOS+6SxtvoKfCZNn997KTmWS2t3lZuvd52qkcevSJzrX0M0oBYh3wQN/+RuCExQeJyDnAOQAHHOD+C727zO5/OC3NcMKmr4KHJJWWZphZf5jz804dcBTtm9M86+ErnZ8boK45Zg44wvl5J9cdSff/hGdu/JzzcwPMa5GZ/Y9yft7M+qfDvfDsez/p/NwAW5lixT7u504ya48gtVE58Z5LnZ8b4BFWse+UhweJfZ9CcdM13nTfl96fgxyWVo/orjqc6e3fXZbun+YmvAcIUXXf9R0EEXkF8GJVfb3dfy1wvKqet7PfOe6443TDhg1xSfw9GvUqnbb7sXyATDZHoeh4JbXFp+5sLu+0Am0/jdo8nY6fyqi5fJFcvuDl3PVqhW7XTz2mfKHk1N2sn9r8dnqe/J3HVXehOEEm68AvZAmqlW0s5348zDUrIreo6nFPdNwo9SA2Av11DtYDDyWkZbcoFCfA003cJ2Oru+R+XUgcFCfcZ6PFQcmhS12cjKvuCQ9DV8MyMpPUwM3Ak0XkYBHJAX8KXJuwpkAgENhrGZkehKp2RORc4HtAGrhCVX+RsKxAIBDYaxmZAAGgqt8BvpO0jkAgEAiM1hBTIBAIBEaIECACgUAgsCQhQAQCgUBgSUZmHcQgiMgm4P6kdSyDVYCfym1+CbrjJeiOl71R94Gq+oQrFcc6QIwbIrJhdxanjBpBd7wE3fESdO+cMMQUCAQCgSUJASIQCAQCSxICRLxcnrSAAQm64yXojpegeyeEOYhAIBAILEnoQQQCgUBgSUKACAQCy0JEJGkNewOj0M4hQDhGRCb7Xif+B94dxHBI0joGQUReICJjU7vctvUbRMS9nZpnROQjInKEjtm4tIissxWix+Y7aclGL5LSHQKEI0Tk1SKyAbhYRD4EMA5fJOsF/j3gChFxb/HlCdvetwDPB/y4CDlGRF4M/BJ4FuDHdcYDIvIqEbkBeBPwmqT17C4i8koRuR24FPgijM138kx7bX9ERN4KyekeqWqu44aN6gXgfOAFwF8DW4AviMjVqnp7kvp2kwzmZpUCniMi31RVP/ZnQ2LbOwO8FXgvcJqq3pSsqt1DRDLAHwJvUdXvLfpMRu3GJSIpoAx8DDgIeA9wBDBtPx85zf2IyDMw18k5qnqjiNwpIseq6q1Ja9sVInIccB7wZuAe4HoRqajqFUm0eehBDIiIFNRQB76uqs9X1RswN9u7gQeTVbg0IlLoey2q2gS+CXwdOBvYNyltu6KvvdvAr4AvAfeLSE5EXiYi7o2Zh6S/rW3QPRx4QESmReRvROSUUbzRikhRVXuquh24XFVfrKo/BhQ4A0bzSby/vYGDgR/b4LAauB3YloyyXbNI9xHA9ap6k6puxlznF4rIdBJtHgLEAIjI+4DvishbROSpqnq7iKRE5GTgKsxN9hIROd8ePxLt3Kf7XBE5RlVVRNYBLwQ+CTwMnCEip4vIyPhkLmrvw4DrgAfsz1uBlwJXish77fGJt/fitrZv3wM8AxOM98H0gj4xgm19OlOEfAAACCRJREFUnW3ro1X1lr72/Heg0/f/GRkWXSMHAj8HDhSRazBulQJ8TkQussePxFzEIt37A3cBp4nIEfaQHjAHvM0eH+u1nfgXadwQkb/A3FDfhSmW9WEROUhVe5gb7HNV9YXAR4EPisgq+1miLNK9L/AhETlEVR8EbrUaH8DoPhfoJia2jyXa+2L781rgP4FTVfU1wNuB80VkZdLtvURbXyAis8BvgLOAb6vqu4FXA88ERiJBYJHulRjdB/a15wzm/zBS940lrpFPAdtU9QxMb/59qvpyTA/5LBFZNwo9oCV0/xNwJ/A14F12HmJf4FXAH4vIRNzX9kj9oUcd+9SxP3CZqv4UMz57O+amiqreoaqP29d3YYZuEh+y2YnuX2ACWBY4005Cnoq58f4MaCSlN2IXui9S1TuBv1PVjQB2vue7mC9aYuxE852Ya+TTQAfI2WGcBzHDZQcnpTdiCd0XY67tf4iOUdXfAAcAT7e/k/j9YxffyUvtIRPAHbCg/0bgsASk/g67uE4+oaoXYuZPzlbVd2Iqtt4ItOLu+ST+Bx4n+p46zrL785ihmYNF5A+i40QkIyKfAqaA+2KW+XvsRPcngCOBpwCfAb6lqs8CXoe5AeyfgNTfYSe6LwWeIiJ/oKoNABHJisinMe2daPn3nWj+R+BYTFtfjHloeL+IXGLfS3zidBfX9qH91zZwDXCKPSbxnvEuru0nichRwGOYtn6RiHwcWIcJIImyi+vkaBF5gapuV9XbxKTnvh/oqmo7TFKPKH2R+6PAISLyPLu/BTOR9CJ73GuAn2KGaF6hqrW4tfazG7pfoaoXq+rHAOyk+5+oaqI32ifQfRU72vt0zNNV1N6J9Xx2o61fpqr/BVwEbAW2Ayep6m9jF9vH7l7blibw9VEYw38C3V8GTse09Q+AN9rPTlbVTbEKXcRuXNsn2+OOxWgHk0UWOyFALMJO0F6wk88yNuvnMsyTYPQU1QUet4fdhrkRvD3O4DCg7hY2s8P2esR+Fluaq4P2/iXwclV9W1ztPURbV+z+I8DHVfXvVbUah2arbdC23tJ36OdV9atxPskO0d5tVe2o6ieBV6nq+WPS3lvtYfdj7iVnJ/bgo6phM9d6Cng9JtOkjZlsXuq4tfbnDzBPAM/BLDR755jqfseY6o69vffitg669wLdS2pMWsAobcBJmMVBfwn896LP0piJpBsxC4cOwXRbfwi8N+jeO3SPo+agO+ge+P+RtICE/4gvB07o28/2vb4Zk0UQ7R8OXALMLDpHLujec3WPo+agO+h29v9KWkAi/2mTRfJD4CHgP4CUfV/6Xp+GSamcWeL300H3nq17HDUH3UG3622vnKRW1ceAb2Dy/h8G3mA/ElXtiYio6nWYvORzRKQsImfAQnmKRBaRBd1Bc9AddMdK0hHK94Z1zevbj6J6FlP47aXAt9gxYZTCRnXgUMxS90eA84LuPVP3OGoOuoPuOLY93nJUREq6i/RHMYW83oFJiXtP3/uHYhaQzQPnqupD3sX+rq6gOybGUbP994PuGBlX3UORdITyGO1PxBQX+zxmoU8UyYW+JwFMRsHzMPVP1mNKNUxhyhofFnTvubrHUXPQHXTHue2RcxC2NMBlmD/UXRiTkxkRSalFRPIiklfVrpoy3b/ALMH/X2C1mqXuvwq690zd46g56A6642aPDBDAMcDNqvolzNL1LDCvtnaMGMe3zwFr7f4bMZNL/wIco6p3J6I66A6an5igO17GVbcbku7CuNgwXcDD+vafjinF8AHgUeB/gCuAV2LsHr8MPKnv+Bf27wfde57ucdQcdAfdSW+JCxjyj7kC+Damxs37gMm+z463f8iX2f2zgc8CT+s7Jqnc6aA7aA66g+6R38Z9iGkCU7vkPPv6udEHqvozjGtXVJX0B5iLYCuYWvaaXA5y0B0f46gZgu64GVfdXhm7ACEiZ4nISSIypcZw5XLgaozBzQlivYlFJI+pdfIm+6snA7P2ODTmWvZBd3y6x1Fz0B10jyJjsQ5CRARYgxnv6wG/xkT5t6ox9kZEno0xVN+gql+07x2FGTtcg6mqeK4aJ7Kgew/TPY6ag+6ge+RJeozriTZ25BwfBlxlX2cw9o1fW3Ts24EPY7p/RfteETgk6N5zdY+j5qA76B6HbWSHmMQY2FwIXCgiJ2EqIHZhwdDmLcAz7WcRnwUmge8D94kxJ6+r6r1B956nexw1B91B9zgxkgHC/qFuAWYwphsXYLp1zxeR42HB0/VDwAf7fvWPMOOEtwFHqxlXjI2gOz7d46gZgu6ge8xIuguz1IbJIHht3/5lwF8BfwbcYt9LYcYDrwYOsu+9BHhe0L3n6x5HzUF30D1u20j2IDAR/2oRSdv9HwMHqOoXgLSInKcmc2A90FXV+wBU9RtqlronRdAdH+OoGYLuuBlX3SPBSAYIVa2palN35BafAmyyr/8cOEJEvgV8BbgVFrITEiXojo9x1AxBd9yMq+5RIZO0gF1ho74Cq4Fr7dsV4G+BpwK/UTs2qLZfOAoE3fExjpoh6I6bcdWdNCPZg+ijhymOtRk4xkb69wM9Vf2Rju7EUdAdH+OoGYLuuBlX3cmS1OTH7m6Y4lk94Ef0GX+P+hZ0B81B92ht46o7yW3kV1KLyHrgtcAlqtpMWs/uEnTHxzhqhqA7bsZVd5KMfIAIBAKBQDKM+hxEIBAIBBIiBIhAIBAILEkIEIFAIBBYkhAgAoFAILAkIUAEAoFAYElCgAgEAoHAkoQAEQgEAoElCQEiEAgEAkvy/7ClntzQ3/3mAAAAAElFTkSuQmCC\n", + "image/png": 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QHUV/Sn6PmktUYo3jPhs5n7Gsv7WthmTRAs12XoCv5Zyb7WAApi+06rorPjRCml9TZGEd0G/OLMCfHhGbJTPqoeI+7sNNRSuSO7wzRali8vSSv2QoGklm1MOYvJidLLC6lHE5stbQSwVGyGM2iTs/epi9xlMYFX92oMGQLFqiWU0X8LWcc6sdzMy+IxRkBNNncs5SyvVMrkEZSpGz395vJZnRjCz8KjyZ1w3y5WrTuGsdaD4j55XFc1skM+oR2/tsAE4f85fsx/K8tQGqnzqvR2DmEqKiwumT/h0q9IQshBC/I4R4WAjxkBDiM0KIqBBiXAjxTSHE4/btWN3jbxdCPCGEOCaEuMGNGE1TspBrvggAvuyIKhXz1g6myZdJCwR4JrTfd96/ayWDsmGyIyEgP29d1NcXqkQkyL6JuO8WXSWZ0WxTodqs/Vb/X2jSNqtwcEcSTeC7Se7V2sDpTMP7Zw5dBUDWZ4fFawsWWYRHG8c9VpuB8m9HlOtkIYTYDbwTuEpKeQkQAN4A/AFwj5TyIHCP/TtCiIvt+48CrwA+JoQINHptJ7FcKFM1ZdM0HeCiHXHiCz/xlZzz8rytm5NqvIMBWE0fYlfZX96/alZhb3B5/aK+cYE9vCPlu7JfsxkLBb+2WW+Ylp9/DP7btfA3vwzffB/89O+JLh/ngomI7zKL3KI9cDreeNGdmtnHCkmYe9jNsNqiYMedGN/V8P49hy7DkBrlM/7K+OvhVRkqCMSEEEEgDpwBbgI+Zd//KeDV9s83AX8npdSllE8CTwBXDzrAmvd2uvEBIMCLjO/wD6H/i7NP+af7Ys0WK4uMNScLc/IIY2RZXvCPEZKasZiRC9aFYGxDGQqsTO7UQt5X5NyOLMAacvPb9Pl8fdxPfw8yj8LK0/C9/wZfeAt87Fq+ln8Dr3vqAx5HuhFKMiM1ubvh/ULTOB0+n9E1f2XO+oot9THVOO5oLMFsYDdRn85AgQdkIaU8Dfwx8DRwFliVUv4TsENKedZ+zFlAnQTtBupF6mftawNFJ4vAjoL1gdRX5wYdTsco2Lo58fHmb1EwaZ1n5FcXXImpE9Teb9OOaerQFrKYTEYwJb4ScGwmmVGPHako2ZLhK7e/DZ/vtdMgNPgP34X/eMa6fc0nOJe4iOcbP/A40o1oNnBaj3x8D6OGvw64zay1Row1IQuA5eheRktn3Aqpa3hRhhrDyhYOALuAhBDiza2e0uBaw34+IcTbhBD3CSHuy2T6+7B0sgikc08CoOeWmz7GbZTtHczo9N6mjwnGrWG9ko9mLdT7PVK2iXfqoi1koXy5c7p/VHM3e7Q3QjJqx13yT9yZrE5AE4zFw9akfHInBIIQDMOOo3Dpr3B6/FriQveXSnFunnwDyYx6mOEUcemvLi4tP8cyKcKR5pUKI5QmavpTRwy8KUO9DHhSSpmRUlaALwDPA+aEEDMA9q19ysksUL/y7cEqW22BlPITUsqrpJRXTU1NNXpIx5jvILOIr1n93JWCfxZdMzuHKQWjk41rugAhmyz0/IpbYbVFJqcTDmhECmchMQXJqa1kYS+6WZ8tuukGkhn18CPJZbI6E4mwNXC6OgsjDXa8EauTK5f1z+fEGjgd2zItXw8ZSZGghFmtuhhZa4SLGVa0rdPb9TDDSeL4i+Tq4QVZPA1cK4SIC+tf/KXAo8CXgZvtx9wMfMn++cvAG4QQESHEAeAg8MNBB5nJ6iTCARKRYOMHGDrhtaesH4v+OQTUCvOsiBShcHOSiyQssqgU/BN3xp6xEGuzkN4NkTRUClBdLzml/EgWLWYsFHwf99oZSG89eA1ErfbZYtY/mXO0iWRGPUQkhSYkhbx/Pt/x8iK5UDuySJGQRV81ntTDizOLHwCfB34M/MyO4RPAh4DrhRCPA9fbvyOlfBj4HPAI8A3gHVLKgW8Z2i4CiycQ0vpHNX1EFp3sYGJ2Cm/4KCNan94+DSN7arva+uwiFbGE+vy2Q29HFkmfxj2dilgy8GunIb31DCBgZ6DFnH8yi1RlsenAqYJmk1zBRxlRqsXUuYKIpAgKk1LRn6UoT7qhpJTvk1IekVJeIqX8NbvTaVFK+VIp5UH7dqnu8XdKKS+QUh6WUn7djRjn10pb1GY3YGG9A0rq/ul0SZQXyDXQzalHLGmRhVnyD8lZ08RhS+qjCVnUav+6vw64m0lmKPgx7vlsySK50oqVwTXILEIxa9HVfUQWrQZOFQIxf2VE0jQZN5cx4o2ntxWETXJ5n8S9GcMJ7iZom1lkjgOCsgwgfEQWaWO57Q4mkbbmHWXJP3Fnsjp7ExUo55qTRcSfB8WtmiBgPW6/lKE2DJzaMvCNyCJsqxaX8/7IQNtJZiisN3D4g+Sya8tERQWSreP2G8ltxpAsmqBteWHhOIzuZU2kEGV/LLrSNBmXyxjx1of7kWgcXYaQuj8WgYotmbE/aH+51ZkFbCxDqdq/T8o5SjJjs/f2ZqSi/jrg3jBwqnS4RraWoaIJa1NRKfrjc9JOMkMhYpNF2Sdl1pV5q/M/2CZuP3Yp1mNIFg1QqlTJlow2ZHEMJg9TFHGClZx7wbXA2nKGsDAQLaa3FfIihlb2R9yLOUs8bW9g0bowsrchWUSCGkFN+Caz6KS9GvyXEa075EWt8wpomFlE7bOtqk/O5NpJZihEkqqBwx+Lbta2OY6OtY477MMuxXoMyaIB2g7kmSYsPAFThylpCYKGPxbdFVvqIzjSniwKIk7AJySn3u8danp7QxlqfaESQpCMBn2zQ29mS7oZ8XAAIfyTWTQcyEtu/czEU1Zm4ZezrXaSGQpR+0zOL12KpWUr7mSTqXMFP3Yp1mNIFg3QdsZi9WkwijB5CD2YIOwTssguWjuv2GjrLxNgkZxfyCJnDbaNG/OgBa3abgOyAGuX7psdegezOGCTXCTomzOLjWRRN5C3Ccpp0S9nW+0kMxTiKasb0C9dipVVa+p8dKr51DlANGmRs5+6FOsxJIsGyNhTuc2URK3DbWDqMJVAgmjVH4M0JVvqI9XmywSgB+KEq/5o0ZtfsxavlH7OKodogYYH3GCRhV/OLDaI8bVBOhryXWZRk4NvNJCHpVCckzGE7o9FV0lmjLeQ+gBIqgYOnzSeyNwcZRkgPdb6LDGe8l+XYj2GZNEAbXeMqm128hBGKOmbEX3D1s1pJfWhUAkmifiELNT7HSueW+/3Dyes8simL3wq6p/MYj5bWpfMaAMrs/BH6+x8VieuBk6bDOQpFEQMzScNHJZkRrrlwClAIBikICOIkj926MFChmUxihZoLZYdT/krk9uMIVk0QCarowmYSDTLLI5ZkhTxccyQj0b0c/OUZIhUeqztQ41gwjckl8npjMRCaGuz6105QljZxRay8NcOfTIZRmvg0b4ZvjprUZ1+LQbyFIo+OpOzBk7bf7YB8iKO5pMya6S0wFqbqXOo71IcksW2wXxWZyIZsXRzGmHhOEweAsCM+GdEP1iYZ0kbQ2jt/1mroSRx6Q8/60xWZ0cyCGtnN5ZEImkobT2z8MsOvZPpbQW/nbVMJVsP5CmUtDhBwx+bik4kMxSKmn8aOBKVRfKh1oOyCjkRRysPy1DbBi0HraS0MgubLIikfTOiH9UzrAU6+1Ca4TQJnyhzzmd1LowXwaxs7PePpLYecPtph55rP5CnkIz66KxFDZy2GMhTKAcSRHxCFp1IZij4qYFjpLpEOdaZsGnRR12KmzEkiwbI5PTmg1b5jLUjmzoMgBa1DmL9MKKfrCxRjHRGFkRThIXhC5LLZHUujNrv30jdeUujMpTPuopaSsLUIeW3zCLVeiBPoRJKEvFBubJTyQyFsk8aOKqGwZhcxeww7pLmn7mtzRiSRQPMr7XYMWbWD7fBX8qcI+Yy5WhnOy8ltpZf8zZuKSWZrM6+gB1Hur4MtZUskpEgumF67pZX7cCjvR7JiD8yIt2oslqsWJ1QLQbyFKrBJDHT+wy0U8kMhUow6YsuxeWFswSERKR2dPR4PZDwBck1wpAsNsHSzWlRi15Yb5sF/4zol/USY2QxGwxXNYJWIzlvp0Xz5SrFSpVdQk1vby5DNfa0yHu88NYkMzoli2iQQrlK1Wzo2+UaFuxp+XYDeQrVcNIXRkKdSmYoGEF/dCmu2nGHRzuLu+yjLsXNGJLFJqwUKximbN47v3AcwsnaDjicsHqjvR7RX7KntwMd7mCCtmhZyeO4a23KMmO9r9GR9Tsjad+65XU6kKfgl7jn1+qc/VoM5CnISNoXRkKdSmYo+MVIKG9PncfG2g/KAlR91KW4GUOy2IR1m8wmtejMMZg8aLV2sj6i77Uy51qmM90chZAdt+5xRqQWr9HKvJVV1DugNTjg9ouRULdk4RcxwXU9q2jLgTwFvxgJrUtmtB7IU/CLkVDJnjpPdRh3NZzyTZfiZgzJYhPaD+Qdh8nDtV/ViH7VY2XOgi31kZhoP70NELEzIq/F1pS+UqI0t/WgteaWt77A+sVIqJvpbaiL22uSy22S+mhxXgH+MRJSkhljbaa3FfxiJFRdU3F3llmY4aRvuhQ3Y0gWm9ByEdCzVp136lDtUtwnypyd6uYorIuteUwW9vsdyZ/ZeLgN65IfZf8ZICn9sMkOW2dTPolbvd8TiVDbgTzwj8dCp5IZCn4xEhL5eXIyRjw50v7BABGrS1Ev+Y8whmSxCS1FBNXh9mQ9Wdgj+h7r5yjdnLEOyUK55XlNcpmsTiJQQStkNrbNQmNrVR+VoVp6tG+CIrk1H8Q9nggTqqy1HciD9QaOYs7bRTeYn2dJdDZwCv4huVAxw3KHU+fgny7FRhiSxSZk6nVzttypyGK9DKVG9DcfxLoNSzcnRTjSWd+/ElvzWrRsPqtzccLuK99cP482MEDyietcWyfFTUj5xNOi5r292r5tFtaNhCoen8lF9M4kMxT80qUY1RfIdhF3rUvRJy5/9RiSxSbUvkyNsHDMktAeP7Dhsh+MhCzdnM4/lJFonIoMeE5ymazO4aj9hd5yZmFnFnWElvTNQXGpK7LwS9zz2U3T2y0G8gAiSX+cbSUqixTaeMvXo9al6HFGlDKWKHU6KMt6l6LXLe2NMCSLTZhvtQhkjsP4BRAIbbjsByOhbnRzAISm2To03pPFgXCdnWo9GrjlxUIBNOGXHXpnWRz4xy2vJmXTwUAeQMwnZ3Ij1c4HTmG9gaPssZHQqLlMpUOpD6jrUvSJ73k9hmSxCS3F4RaObTjcVvCDDo2lm9P5DgZsHRqvySKnc56yU212wL3ZLc8H09DzXYgIAiTC3vuHSynrdKHaD+QBxGy3vKqH5cpuJTOg/kzOu0W3VMiRpoBMdDb7BP7pUmyEzk7n/jfC//i1KxGigdqsUYalJ+HiV2+5yw8j+kmZpxoZ7eo5RS1OwGORuJVCmemxBUhMQ2jTTr2JAVIqGvL0zKJSNcmWDMYT7X0sFDRNeK48m9UNyoZpdXAttR/IA0jamYWXHgvLC2eYFBKR6pws/NCluDR/ml1AIN05WdS6FIdk4X9cOJ1qfMfSSZDVmsxHPcrBJGn97IAjaw5pmsRlETOc7Op5uuatJaxuVKlUpT2Q16CLq4VbnpctqGrBV51ZncLruBXBpmPBjgbyAALBkGUk5GG3X35lgUkgkOw8c1Zk4WWXYn7Z6lAMpTovQynfc6/nthphWIbqFAsbBQTrUQ0mPBVbKxXzBIVpyWV0gUow4akOjVp0R8oNBvLA/v8RDfWhvCxDqb/dadusgtdx5+vj7mAgT6EgYp4aCen2uUMo1mQj1wDhSJSSx12KSgIolOg840/4pEuxEYZk0SlqbbMHt9xVDaeIeTh1mbc7J1TbXaeoBJNEPSS5vF4FJInSucbDYULY+lBbDZC8LOfky0Ytjm6Q9FheXf3tZDjQ0UCegtceC0qSJhTvrsyaF3FPuxQrNslFEp1/LyORGGUfdCk2wpAsOsXCMWtoLJzYcpca0fdKh0b1kitvjU5RDSc9JbmsXiFNnlC10LyFs4nyrJcHxYqouiWLlE8yixFR6GggT6EYSHrawFGxzx0i8e42Q16TXNU+51H6cZ1AaJpNckOyAEAIMSqE+LwQ4jEhxKNCiOcKIcaFEN8UQjxu347VPf52IcQTQohjQnH7aisAACAASURBVIgbvIh5gzveZkRShEUVXfdGAEwpx6oe7U4hQ97q0OT1Krtr0uRN6ueNxAQ9zix6LkN5nREpsqjMWxc6JAuvjYQMmyxUh1On8NpIqNpj3EUf+YfXw6vM4r8A35BSHgEuBR4F/gC4R0p5ELjH/h0hxMXAG4CjwCuAjwkhAq5Ga5qw8HjDw23wfkRftxVBQ13uvGQkRVRUKOulQYTVFnndYKZGFnsbP6iRW17U23KOIotuD7i9jltlY6myTRZtBvIUvDYSknb9PtpFOQe871I0dWvBT6S671L0uhW/EVwnCyFEGngh8BcAUsqylHIFuAn4lP2wTwGqR/Um4O+klLqU8kngCeBqV4NefQaMYtPMwmsjIdWTHY53nu7CutiaV4qiWd1obHpUj2gjT4sQxUoVo+pN2S/fc2YR8kUZKl60lFA7zSyMYJKYhx4Lpv3vH093rrEEPjAS0tcwpEY0trV03fJpWoKwT3zP6+FFZnE+kAH+SgjxgBDiLiFEAtghpTwLYN+qpurdwDN1z5+1r7mHTe54m+G1kZBK06OdKlvaCMSsx3uVEeVtspBayJqzaIRIaoPcB9S75XljyJOz/24y3Fs3lOmRW54qgUWL5zoayFPw3EhIz1GRASKRWFdP89pISCvnKIhYx+KHCpWg93NbjeAFWQSBK4CPSykvB/LYJacmaDAhR8NvmxDibUKI+4QQ92Uymf4jVVC+21NHGt7ttZGQOkjrtjaqyKLkkX5OrmSwSywgU7ug2ReqURlKiQl6NLOgFt1EpLtqqIpbdVO5jVzZIBzUCOTOdjSQp2AZCXnXwKGVsxREtOtF12sjIa2Sp0B3BAfedyk2gxdkMQvMSil/YP/+eSzymBNCzADYt/N1j68vaO8BzjR6YSnlJ6SUV0kpr5qa6nwQpi0WjkF8EuKNtZeUAVI5782iq2q68S5ro2H7jMMrHZqcnVmIVsNhjaxVPRbly5cNoiGNYKC7r4/nceuG1cHV4UCegoikCAhJseBNh45WyVMQ8a6fZ5Fc3jOSC1RylLTu4/a6S7EZXCcLKeU54BkhhKrpvBR4BPgycLN97WbgS/bPXwbeIISICCEOAAeBH7oYspVZNClBAUQTykjIo0EaPYcpBfEuDwDDNbE1b8girxvsFkuI0SaH22BlFpU8mOslJ69F+bIlo+Z81w28jjtXssmii4E8AM0usxbWvCmzBip5Sj2QhdddiiEjj94DWXjdpdgMXsl93Ar8rRAiDJwE/j0WcX1OCPEbwNPA6wCklA8LIT6HRSgG8A4ppXvFaiktsjj6mqYPUcqcnk1dlrMUiJLsMk1XZxxe6dDkdINJsQLJFto59ZIfMet9Vjt0r2YtrB169w15Xsed06sk1EDewZd3/LyatWpuGdg3oOjWUalUmJ2dpVSyuvQCL7yNLJJHH320q9eJHX0Vjx56IdUTJwl0WHJzEvLF/4kSWtdxR698M6eMm5CPPNJYp84hRKNR9uzZQyjU2cbHE7KQUj4IXNXgrpc2efydwJ0DDaoZ8hkorbTMLLwe0VcHad2JfUC85h/uTdylYoEIlXWTo0aolym3ycJrI6G8bnTdCQXex53TK+wMl2Cl84E8gJDLRkKzs7OkUin279+PEILSGYkpAsRnmn8HGyG/Mk+icJry+IWEo92fHfQL/YyJoYVJ7Nyq+tAKucWzJPVzGNMHCQa7z2A7gZSSxcVFZmdnOXDgQPsnMJzgbo/a4XbzD6rXI/pBI0+xh3Q3nlaKot6QRY1cIy26uBrIlHtd+8+q2n+X8DruvF5lT2DJ+qULslAt2WWXuv1KpRITExO1XbXARIrulyqhWdmfaXrzfmuYVtdZl1AH+WZ1cAUUIQQTExO17K0TDMmiHWoCgs3JYn1E35tBmmCPtdFYPEVVCqRHJLdOFi1kShooz3pd+8/3ShY+iHtG2GTR4UAe1J9tubepqC+/aEjoYQ5XkYU0vWmx1jCRfcU92M9JtyWuIVm0Q+YYhFNtd2JeGgmFqwXKge7JwnMdGnvCtTVZbHXLS4SDCAHZkkets7pRyxK6Qco+FF/zKO5s/cR8F5lFzGPZbE32l1n0QhbPe97zun6Owh133ME3v/lNNNk4s/jkJz/Jb/3WbzV9vtCsz9YgM4teMPSzaIfMMUtptg0Le2kkFKkWKIa6m25VyOMdWYiyvVNteWaxtQylaYJk2DsxwV7PLLwvQxlMmgtdDeSBt0ZCUkq7nNP9Dl2zF91eyOK73/1u189R+OAHP0i1aiDmfrYtM6JmGGYW7bBwvOV5hYKXRkJRM48R6vZ424KXlrA1RdBWmUV0a2YB9jS0ZwfFvZWhApogHg54EnfVlBTKVcarC10N5IG3RkKmWbX2aV12+gFogd4X3WTS+j7de++9XHfddfzyL/8yR44c4U1vehNSWjPB999/Py960Yu48sorueGGGzh71jJAu+WWW/j7v/976zEP/oznPe95XHrppVx99dVks9bn+MyZM7ziFa/g4MGDvOc976n93X/6p3/iupe8jCtu+FXe9Ou3kMtZ35H9+/fzvve9jyuuuIJnPetZPPbYY13/P/WLYWbRCqVVyJ7tiCzKwSTJsoNT410gRhEz1J3+jEIpECfkkbRAqJKFAOulpkZQRLJZ8sMjH26jalKqmD2RBXgXt5oab+pK2ALKSEh40Ajxwa88wmPPLGBqa2jBp7t8toRynqpYJRA6Vbt68a4073vV0Y5f5YEHHuDhhx9m165dPP/5z+c73/kO11xzDbfeeitf+tKXmJqa4rOf/Szvfe97+cu//EvrSaZJuVzhlrf8n3zu7z/Pc57zHNbW1ojFrK6sBx98kAceeIBIJMLhw4e59dZbicVi/NEf/RHf+MbXGS0+xQf/x9185CMf4Y477gBgcnKSH//4x3zsYx/jj//4j7nrrru6fD/6w5AsWmHhceu2xeG2ghFKEi2dGmw8DSBNk0QPlqoK5UCCuOH+sFXZMC1Jg3ZkEUrgJ7c8pUfVSxkKvPPiUCKCqfI8zFza/fNFHOFBBqp28Y1Vf9rBmRmFq6++mj17rIaAyy67jFOnTjE6OspDDz3E9ddfD0C1WmVmZqb2HFOaHDtxip07d/Kc5zwHgHR6/XP+0pe+lJERq8vs4osv5qmnnmJlZYVHHnmE6178YqiUKBmS57/gF2rPee1rXwvAlVdeyRe+8AVH/t+6wZAsWiFjp3odZBbVUJK4B1OXul4kKqqtSzktYISSRPXTDkfVHnndIIU9Wdsqdk1rbIDkkeuc0qPqZSgPvPPisP6mJF6a69ghrx5WA4f7ZPEfbzif6IpJIXke8XTnHtwKxpmfUAqmSU53NkvQCJFIpPZzIBDAMAyklBw9epTvfe97jZ8kTaSUTTuOmr3m9ddfz6c//Wk48yD58CTJqb1bnqMe7zaGZxatkDkGgTCMtp9atdzy3JcVUPLiWo9kUQ15o0OT0w1SooApghCMtH5wE08LLzOLXuQ+wLuMKKcbpCkQrBYhPdP+CZtQ0uKEPDiTk3ZHkDr07RYmGkI6rw11+PBhMplMjSwqlQoPP/xw7X5pmhy58ABnz83xox/9CIBsNttykb/22mv5zne+w4kTJzCFRiGf4/jx447H3itaZhZCiI9KKX9bCPEVGii9SilvHFhkfsDCcZi4sLPDwEiKiKiglwpEoj3o2PSIYq43/20FM5T0RJkzpxskKWKEUoTb9Xs3cMvzynVu3SWvt8UrGQmykPWGnEeEvdjHGgtitoIeSBDyoNvPlP2SRQAxAHWgcDjM5z//ed75zneyurqKYRj89m//NkePWmchUpqEwyH+9n/+NbfeeivFYpFYLMY///M/N33NqakpPvnJT/LGN76RUn4VicZ//tCHOXSoiUOny2i3Cv5P+/aPBx2IL5E5Brsu6+ihIqKMhFZdJQslwRDo0lJVQUbSxIWOUSkTDIWdDK0l8rpBUhSpdnLW0kh51iMjoV5d8hS8ijtvZxZATTalG5SDSdL6WYej6gB2J5PWI1lI0VtmobqQrrvuOq677rra9T/7sz+r/XzZZZfxr//6r1ue+8lPfpLc0jkoneU511zN97///Q3333LLLdxyyy213//xH/+x9vNLXvISfvSjH6GfeXiDVMipU6dqj7nqqqu49957u/5/6hctP/FSyvvt2//lTjg+QqUIK0/Bs3+lo4erxbqQXWFsqvs0v1coefFQj2Qholb5Kp9dZWTcQVn3NsjqBikKyFaH2wqRlKXPVYd6IyFNG5zY2mb06pKnYFmruj+Ul9OrjAg7M4h2Z5IFlpFQrOh+RqTkxVUbbNfPR0OTHrRY90lyZo8kN0h0dGYhhHi+EOKbQojjQoiTQognhRAnBx2cp1h8AqQJU52lgF4ZCVXsqdpIly55CoGateqSYzF1grxukBLFzg7mWxgg5Vw2EqqVobp0yVNQrbPrXT7uIFeqMIIii+4zi2o45Y3HQm3R7e39lkKzhvrchjSRso+MCA3NRXHtTtDpv8BfAL8D3A/46/9gUMi014Sqh1dGQpWitYhG4r1lFgFbJM5t//BcyeAARUT0vPYPbnLArV4nHR2MMmcjqHOSnstQ0SCmhEK52nN20gvy5SppYS/2PWQWMpysueV161jXF2QVKen5b0oR8IgsqphCI9CjxLgUAYT0RhamGTr9tK5KKb8+0Ej8hoXjlizCxIUdPdwrI6FqoTf/bQUlP6277B+es8tQKiNrCR+55TlRhgIrbjfJIlsyGNd6P7NQRkIlvUg01tsAaE+QZl+LLpqGZrhPFkKamGj0llcAXmVELdCuG+oK+8dvCSH+H+ALgK7ul1L+eICxeYvMMatlNhTt6OHKAMlwedFVirHxVG/aUOvy0+6SXF6vkhRFgp2ctURSUM5ZJQk7rVcT1G7PWuR0g0hQI9SlpapCfdw7eksGe0JeN9gfKFhaRT0McAo7G8mvLbtKFv0vugE0ITFNE83ljMjsYzJBioAlROgjtNva/Mmm36+0bwVWK+1LHI/IL1g4DlNHOn54TZnTZUkERRaJHjOLaNIiuYrLiqK5UpkUxc5afqMNDJA8yix61YVS8CruvG4wHihCeKStKGYjrDdwLDOxo/uhvp7R56KrhPzMatVVshDSRPYTt6YRELLlYJ/baPl/I6V8sZTyxcA/Al8Bvmr/9xXg00KIzvpKtxuqhnXA3eHhNkAipdzy3FVwFeUceRntuVukRnIuehUAlEpFQqLaWupDoaGnhXVO4fasRa+KswpexZ3VDca0Qm8lKCBYa+BwN3O2Ft3eF0unDZAee+wxLrvsMi6//HJOnDjR/O/a5bNGaCdRbr2AFXe16o1YZiN0Sn1XAm8HZoBdwNuAFwF/LoR4T6snbkssn4JquePDbYBoLIEhtS3DY4OGslTtFV4pipoqk+m0Gwo2kkVth+7uIWC/mUXNAMnluPO6wYgo9NQJBd6dbQnZm4FQDdp6ZuEEvvjFL3LTTTfxwAMPcMEFFzT/s7a73/79+3v6OzWZ8mrVE2mPRuiULCaAK6SUt0kpfxfLP3sKeCFwy4Bi8w4L7a1UN8MyEoqhuew6F6jkKPVDFok0phTgcka07pLXa2bh3ZmFE2UoL+JOk+upEwrWW7MrLp9taT1aqtae34c3xB/+4R9y5MgRrr/+et74xjfywQ9+kI9+9KPcddddvPjFLyafz/PKV76SSy+9lEsuuYTPfvazG+LuxFL1K1/5Ctdccw2XX345L3vZy5ibmwPgzv/7T3jbe/6QX3zlK/n1X/91Hn74Ya6++mouu+wynv3sZ/P445bI6Uc+8hEuueQSLrnkEj760Y8C1gDfRRddxFvf+laOHj3Ky1/+corF/lUaOv3UnweU636vAPuklEUhhN7kOdsXtbbZ7ozWC8TRXFbmDBp5SoHeDxy1QIAsUXDZAKnm+93JmUUDt7z1Hbr7i+50qrOmh0bwMu6kzPdchora3X6GywZIwe/+vwSXTkKotw1RxDTAKBIORCFgt1jvfBb84odaPu++++7j7rvv5oEHHsAwDK644gquvPJK3v72t5NMJrntttu4++672bVrF1/96lcBWF1dJ9JOLVVf8IIX8P3vfx8hBHfddRcf/vCH+ZM/+ROEENz/00f55r/cy/jkDm699Vbe9a538aY3vYlyuUy1WuX+++/nr/7qr/jBD36AlJJrrrmGF73oRYyNjfH444/zmc98hj//8z/n9a9/PXfffTdvfvObe3oPFToli08D3xdCfMn+/VXAZ4QQCeCRviLwIxaOQ2pX17swL4yEwtU85R78t+tR8MA/XKiFv6MylCKL9YXKKyOhvF4lMdl7ZpHwyIc7rxvEzVzPZSjV7We63MAhkH2dWdRkyrscgvz2t7/NTTfdVPOfeNWrXrXlMc961rO47bbb+P3f/31+6Zd+iV/4BUtO/Dd/8zf57v+6B1MEOXPmDJddZh3tvu51r+O9733vhteYnZ3lV37lVzh79izlcpkDB2x1XKFx48tfRDRsEdxzn/tc7rzzTmZnZ3nta1/LwYMH+fa3v81rXvMaEglrs/ja176Wf/u3f+PGG2/kwIEDtb975ZVXbpAL6RUdfeqllH8ohPga8AKsd//tUsr77Lvf1HcUfkPmWFeH2wpeGAlFqgVWo537KTdCUYu7TnKBiiKLbspQ3hsgWWWo3mvo4aBGJKi5H3epQjyQ7bkMlUirBg73yEJKCc/9LYrhCZJTHQxvNkC1oqNlHqEYnSE53rmVbCcT9ocOHeL+++/na1/7Grfffjsvf/nLueOOO/izP/1TtLmfkgtPc8lVz+fBBx9s+hq33nor7373u7nxxhu59957ef/73w+AEIJEPIa0p7h/9Vd/lWuuuYavfvWr3HDDDdx1110tY9wsge5EGarjYqCU8n4p5X+RUn60jih+/iCllVl0cbitUA4kiLhMFlFZpBrsr++9pCUJGe6ftQA9H3CD0llye9Ht78wC7LhdJAvTlJjlAgFp9FyGikRilGVgy7/BIGGaJpqgJx9rhYCSCenyzOIFL3gBX/nKVyiVSuRyuVqpqR5nzpwhHo/z5je/mdtuu40f/9gaO6uqv9VBq+7q6iq7d1vOhZ/61Kdq12sT67Y21smTJzn//PN55zvfyY033shPf/pTXvjCF/LFL36RQqFAPp/nH/7hH2rZzSAwND/ajLXT1gBYD5mFF0ZCMVmg2qOlqkI5mCBquFyLruTau+QpqCGyLVPcIVcX3aopKVb6l+lw27gpX65TnO0xs7AaONwtV5pmlQC9S31gP1dKoEudpec85znceOONXHrppezbt4+rrrqKkZGRmhotwM9+9jN+7/d+D03TCIVCfPzjHwe68+B4//vfz+te9zp2797Ntddey5NPPmk91z4cVwfzn/3sZ/mbv/kbQqEQO3fu5I477mB8fJxbbrmFq6++GoC3vOUtXH755Y6UnBphSBab0aUmVD2MkPtia5alan+jwEYwQaR8zqGI2qNSNYmZeZssOsgsNA3CjcUEcy4quKrSUf+ZRcjVuPMbFGd7yyxAueW5mFmodtcexfjAKucYQrNEQbvEbbfdxvvf/34KhQIvfOEL+d3f/V3e+ta31u6/4YYbuOGGG7bGbc90CBFouHDXS5TfdNNN3HTTTVse84EPfABx9kFyNlncfvvt3H777Vse9+53v5t3v/vdG67t37+fhx56aMP/hxMYksVmLNjOVF1MbyvIcIqEi2ShlwpEhAGR/jILI5QkZroXt/KyMLQIwWCHHhpNDJDms6UBRNgYeYfIwu2zlpxurCvO9liGAutsK+CiAZLaVYt+5ixQbnndt86+7W1v45FHHqFUKnHzzTdzxRVXtH8S67LqvRo2gUVyVdkbyQ0KnpGFsD4B9wGnpZS/JIQYBz4L7AdOAa+XUi7bj70d+A0sxdt3Sin/v4EFljkGsTFITHb9VBlJERNlKmWdULiNVagDKGRXibBuvNQrTJdJTll8GsFE5x/AaBo2Ha4mo+665fUrIqiQjAZ5Zsnl97sPLwsFPZAg7KK1qmn255KnIHu0Vv30pz/d299TmUWfcZtCDMTlr1d46cH9LuDRut//ALhHSnkQuMf+HSHExcAbgKPAK4CPiX63Gq2QOWaVoHrQYxF2SaXgktx30XbJ06K9+W8ryHCKhChRdWlSVIkIGuEu4m4gU56MuHtQrP5Wskd5coWUy5lFvj6z6KMMVQ4kXW3gqGUWPUrZKFhGQu4turXMot+4CXR91jJIeEIWQog9wCuBu+ou3wSodoBPAa+uu/53UkpdSvkk8ARw9cCCS07Bedf09FTNFlvLu0YW1t8Jxvoji5pbXs6d6dycXiFJEdknWaSi7hoJOVaGirpLFtmSse5lEetNnRjsBg7THbKQUvbtNld7rR4zi57/3jaJu9vvjVdlqI8C7wHqV4sdUsqzAFLKs0KIafv6bqDexHbWvjYYvP6ve36qktt2S2xNeWco3Z5eoUXXFUXToxN9x9UOOb1KShSQ4S7+ViQFqxs7zZKRINJFIyFV8nLkzKJkuKYouiGz6KNkWQ0libtQroxGoywuLlrncThQhnLbSMjOBnoV91QYpLWqlJLFxUWi0c7VCFwnCyHELwHzUsr7hRDXdfKUBtcaUqIQ4m1YIoecd15vQzz9wG2xtbKtFBvq0SVPIeAyyeVKBtMUEZ1IfSg0KkO5bCTkVDdUMhrEMCW6YRINDa6iqpAvG4yIPGY4iRboPXYznCQh+x/uaoc9e/YwOzvL7MI5IsYacjncV/usvrZA0CwRWB38ew2gZ5cIV3OIleM9lbMVyqvzaNIgOKCEPxqNsmdP53LzXmQWzwduFEL8OyAKpIUQfwPMCSFm7KxiBpi3Hz8L7K17/h7gTKMXllJ+AvgEwFVXXeWuyTHuGwkZdmYRTfSXWYSU/HTWHf9w5b+tdWJ8pBAZaXhmAe4ZCTl1wJ2qi9sNssiWDHaIAqKP8woAIikiomJ14UX7k5hphVAoxIEDB/juPX/GZbN3If/TIqIPkvv+x9/Os899gfgH5ts/2AF8/2Nv5YK5r5D6QH/t6D/86AfZt/IDdrz/pEOR9QfXzyyklLdLKfdIKfdjHVz/i5TyzcCXgZvth90MKB2qLwNvEEJEhBAHgIPAD10OuyO4bSRUtZVi1d/tFWH7+W6RnLJUDXZiqaoQSVlih3WTuOsKru6UGHI1suhvgXfbEjavG4yKPHTzfjeA6rorZF1Sni3nKBDpiygAZCRNXOiuNXBo5RzFPpSgFcxwypWyX6fwshtqMz4EXC+EeBy43v4dKeXDwOewBAu/AbxDSh+1CNQhnh4HoOqSD7fS6Yn1SRZuk1yuZB1wB7s5a1HDe3UTxKmobSTk0qKb06uEAxqRYJ9k4bIBUs42PhLR3g+3od4tz51ypVbOUaD/RVc1cOTW3Mmcg0aeYp/inmC14icoOebF0S88HcqTUt4L3Gv/vAi8tMnj7gTudC2wHlEzEnJJbE3q1sKZTDlDFlWX5KfLxRwBITuTJ1eo14eyZwWSLiu45vRK322zUF8+cy8jGhEFiDU36+kEgZpbnpuLbv9+34FaA8cSI+NTfb9eOwSNPLoDZCEiKTQhyeXXSKb7I3on4KfMYttDGQlJl8TWhJ6lICMEgv0tYPGUu4qihspgeiULG7VF17VyTrXvEhTUlc9cLEONkO9rIA8gbDdS6C6VK61Ft//MIhB31xI2XC1QDvRPFutdiu66EzbDkCwchNA0ciK27tUwYGiV/ixVFRK2C5p0yS2vWrNU7YYsthogqUXXzXJOItx/ZuFF3El697JQCNsGSGWXyqyhap5yH8ZetddRXYouzRFFqnkqwWTfr6PKfkWXGk/aYUgWDqNAfF1+e8AIVPIURf87mEAwSF5GEW6JxNUsVbsYylNZSF32k3DZdS5XMmoLfT9w2y2vWNKJyVLfmUXM3lQYLpFFtFrAcGCHrroUdbfiNi0pm34RdDkjaochWTiMkuYeWQSNnCNpOmDLT7tDFrUyXVeZxVYDpFBAIxpyz0goX3ZmnsPtbiiK9mLTh4ggQMwuV7p1thU1C1RC/e/Q1ZmcWyQXp4DZp20AQES14rsUdzsMycJhlLQEIZfE1kJGAd2BNB3cdcurkVI3mUUTA6RkJOSaN0Rb46PcPNz9Vlh4ouXrRIIBwgHNtbgDZeV33h9ZJOxuP7fOtqIUMR0gCzdJTpomcVnC7EbKpgkidiZXGZLFzyfKQffc8iJmgYoD6S6ArsUJuiQ/HezGJU+hhVuee62zbcjiZ5+Hn30O/vb/gFym5WtZ+lDudEMFa2TRXxkqGktgSG2LVPwgIKUkKYvIcP+f77iL/uG6XiQkqhBxMCNyKZNrhyFZOAwjmCDikjdE1Mw7UhsFS3464lJGVCvTddMN1cwtz0UDpHw7WZGT34LENGTn4NOvh3Jz8lX6UIOGlJJwxd6Z9lmGstzyYmguNHCUSjoRUUH2aewF7nYp5u1ZDq2bz3YTxFN2Jjcki59PGKEkcZeUOWOySNWBNB2gEkwRcSnumidCN6m6FmjolueWRalpSvLlavPMwtDh1Lfh4pvgl/8Czj4Id7+lqfezWwZIhXKVVM1StU+5D6wGDs2FcmUuqxbd/j/fWiBAnqgrXYolu61Y6yZrboJEyu5SdNH3vBWGZOEwzHDaNSOhhCwiHThIA/fc8oyqSdTMU9Zi0K2MQyQF+sb6rVtlqHy5jYjgMz+ESgEueDEceSX84ofh2Nfg6++BBlLQyag7JGcN5PVvfKRQ0hKunG2V7DbXQJ9eLQoFlxo4ivZMRKAb3bMmCIbCFGTEtVb8dhjaqjoMGUnVdGj6HZZrhUrZTtMd2MGApSjqhg5NvlwlSZFKMEGHhqrraKI868aim9etDKFpGerkt0AEYP8LrN+vfiusPAXf/VMYPQ+e/64ND09FgpxbG7wlrFOWqgqlQJyQC2dyUvZShAAAIABJREFUytjLiUUX7AYOF8qsSgk63KcStEJBxNDKwzLUzyWUW15uwFOXaqpTOEQWhN3RoVGKsz2VzxoZILlUzlGH0U3lPk58C/Y8Z+Pu/WUfhKOvgW/eAQ/dveHh7pGcZXxU1cIQ6r/Nuhxwp4FDTYn3K79fez0t4UoDh9JXC/epBK1QFO614rfDkCwchjrYGvTUpXLjcypNJ2rp0BTyg93FKMXZai8Hl00yCzfc8nJ2ZpFsJPdRWIIzD1glqHpoGrz6v8Pea+HL74Tq+kG8W+WzXMkgTa6397sBjFCSqAtkoWYinNqh60F3GjgqdmYRSfSfxQEUA0nXWtrbYUgWDkOJrRUHPHWpDJacStPX5acHG3dON0iKIjLsTGaRjISompJSZbC2mesueaGtdz75r4CE81+89b5QFK7695Za7uKJ2uVkJORKN5Q6szAdONwGyy0v5kK5slJ0dtE1ggmiLpzJVYvW51NNu/eLciBO2EXf81YYkoXDUGmzPmiysGu6QYfIIhB3JyPKlazMoiuXPIVoeoPcB6yXhbIDnllo6WVx8lvWNPruKxs/efpi63b+4dqlVDRIuWqiG4Mt++V0gzQFyzzKAZihJHEX3PKUV4tTi64RShFzodtP6so2wJm4K8Ek0ao/PC2GZOEwVK1y0EZCTh+k1dzyBkxyeTuz6IksIumGZxYweFE+5ZK3pRtKSjjxL7D/F5p3d00dtg6/5x6pXXJLXj1vZxYi7swOXRkJGZWyI6/XDE55tdReL5xyheSUbUDCKZILJom61NLeDkOycBhuGQlV7HQ34tCXqUZyA5YWsBRQi72Vz2pueeslJ7dE+Zr6by+dhJWnt55X1CMYgYkLYb4BWQw87ippCgTizvghKCOh/KCNhOxFN+7QoivDKZKiOPAGDlHOkZdRtIAzdrlmOEmcYWbxc4makdCAF10l8x1NOJNZqNpwJT/gM4tSmSSl7ixVFeKT9ousexsnXZL7Xi9DbSKLk9+ybi94SesX2HExzK2XoWrls4HHXWFE5Ak40DYL60ZC+UF7LJRzlGQIEey6wbohaiQ3YJlyrZwl74AStIIZTlnzVOZgz+Q6wZAsHIZbYmumXY5RkgD9IpZyxy2vXFhDE5JQLweX00es2/lHa5fUDn3NBbIIBQSR4KavzIlvwch5MH5+6xeYPmrNXdj/bimXMotCqUJa5BFOkYVLstla2Rmvltrr1YyEBpsRBSp5Sg4pQYPVGh8UJqWi96WoIVk4jJqR0ICnLmu10ZQzaboineqASc6wz1p6OpivHRSvk0XaJR9upQslhFi/WDXgyX+DC66D+uuNsEPF/hjgXkakF7IEkI4M5EGdkdCAM9CAkaPk4A5dlT1LA86IQkaekgNWsAqilsl5b4A0JAuHoQUC5OTg3fKEnqUkQwRDzqTpNR2aAbvlVZW3QjdeFgqJSUuorz6zqC26g++G2uKSd+YBS36kUcvsZmzqiHLNAKloLzIOSH3AupHQoBs4gpU8JQeMjxRUA0dxwCRnufs5T3J+cMsbksUAYI3oD5gsKjlHa6PrOjQDLp+VejA+qsf0RRsOilUr68APihu55J38FiDg/Ovav8DoPgglakSXdMmHWygtLYfmLNxq4AhVC5Q15z7fqoGjMmCSi1QLVBwki3W3PO89LYZkMQAUtcTAdWgC5RxFB2u6YJPcgKdFa5lLrzIl0xdD5rFaR1QkGCAc1Aa+6DZ0yTvxLzBzKcQ7ODfSNOvMxT7kTtnDfdkBZ0Si5Iw8uULNSKgw2E1FtJp3zKsF1rsGB20kFJUFDIeUoKHOEnbAGVEnGJLFAFBywUgoaOTRHdx5gTs6NDVRtF71/qcvstRdV56qXUq54A2xxSVPz8Lsj9p3QdVj+mIrK5KSaEgjoImBxx0sq8zCqbMta9GVA85AI7KAEXRu0VXzGoNu4IhJZ9z9FCIqIxowOXeCIVkMAOVAgsiAySJUzTtmqapQCgxeflrrxSWvHrXaf93Mggs6S1tc8k59G0yj9XzFZuw4CoVFyM0jhHBFHypUccZSVUEZCTHgsy3Lq8W5z3ctIxpwA0dCFjB7kbJpgmjSitsoDDOLn0tUgsmBGwk5XRsFyy1v0Do0wV78t+tRa5/dOOA2+Eno6kapjxPfglAc9l7T+Ys0OOQedNxhw36/HcoslJEQAzyTk1JaswUOLrpJlRENkCz0UoGwqCIc8N9WiLvU0t4JhmQxABihJAlzsDv0qFmg4mCaDlAJJIhVBxt3sBeXvHpEUpY/xKZZi8EPtxkbRQRPfgv2Pc+azu4UO45at7bsRzISHOhZi5SSqLGGRPTeUNAAlpHQ4D4nerlCXOiOebUABILBgRsJ1abaHfDfVkikrcxi0GW/TjAkiwGgmt7DhFwZ6CBNTBYcTdMByvGdTFYzA50WDVftsxatj4/e9MUbyGI6HR2okZBlqWqsy5MXV2DhOOx7fncvVGv9tchiIhlmPqs7HO06ihXLUlUPpvp7vzchr6WI6IuOvd6W17c7f4SDiy5ATiQI6IMr5xRz1oLulBI0QDgStSbZB1w+6wSuk4UQYq8Q4ltCiEeFEA8LId5lXx8XQnxTCPG4fTtW95zbhRBPCCGOCSFucDvmbhGaPB9NSOaeOjawvxF30FJVQY6fT1IUWV446+jrKpimJFbNU+43I5q+yFqsDUvMbt94nNnlAmVjMCRXqFSRss74aPEJ63bqSPcvVif7sW8iwdOLg9tQKHnySsi5HTrAamwPo/ppR1+zHgV7h+6YV4uNxdAMicKso69ZD+W/HYw5G3dGmyKcG1zcncKLzMIAfldKeRFwLfAOIcTFwB8A90gpDwL32L9j3/cG4CjwCuBjQghnVLoGhOSuQwAsnz4+kNc3KmVioox0sLQAEN1xIQDzTz3a5pG9IV+2FGf7bi2cvtg6XF6y/CH2TcQxJZxeGYyqaH6zLtTC49bt5MHuX2z6qN36W2XfeJzlQoXVwmDaZ3Mly1K1GnbmvEJBT+1jpnqOqjGYEppadAO9dsw1QS5xHpPlwZGcam8NOtSmrLAU3cNI8RlHX7MXuE4WUsqzUsof2z9ngUeB3cBNwKfsh30KeLX9803A30kpdSnlk8ATwNXuRt0dps+zdpyluccH8vr57GDS9LE9Vty5s4OJWynO9mSpWo/pi6xbu5yzf9LKsJ4a0C59i+Ls4uOgBWFsf/cvtuNiMEqw9CT7Juy4lwYTd16vWpaqDnlZKIiJCwgLg/nTJ9o/uAfotlujU5aqCtXR85lmicKABtwqNdsAZzOLYnIfO40znosJenpmIYTYD1wO/ADYIaU8CxahANP2w3YD9bQ6a1/zLcYmZ8jKGGLpyYG8vnLh0xzeee3cdwhTCiqZwSwCyg/a7Nfic+Kg5Q9hn1vsm7C6wp5aHIyU87pLXl1mMbYfAg1c89qhriNq/6QV96lBxa1bmYVTnVAKiRkro1p8+jFHX1ehXLNUdTbu0PQFAMw9NZi4KzUlaOfJOSFKLM57W4ryjCyEEEngbuC3pZStTm8aKbQ1NFwWQrxNCHGfEOK+TCbjRJg9QWgac8FdxHJPD+T1FVkEHK6NRqJx5sUkodXBkFy2ZGUWPbfNKoSiMHFBratoKhkhHg5wakCZxZYy1OITFmH1gqkjgIC5Rzhv3CKLQZ1bqDMLpxRnFSbPszK7/LnBZKCG3SYadkh+X2Fk92EAVmYHQxam7TETTTn7fsd2WJ+1zIDKw53CE7IQQoSwiOJvpZRfsC/PCSFm7PtngHn7+iywt+7pe4AzjV5XSvkJKeVVUsqrpqamBhN8h1iL7WFsQIeAet5ZS9V6LIZ3kRrQIWBer5IURXDi4FJNQwNCCM4bj/P0gHbo2foylFm1vLQnL+ztxcJxS858/mHi4SA70pGBZRZ53SBNHs0h4yOF6d3no8sQcvGko6+roMgi7pCxl8L0Povk9LknHH1dBWUb4JS7n8L4Xqs8nD0zmDPQTuFFN5QA/gJ4VEr5kbq7vgzcbP98M/CluutvEEJEhBAHgIPAD92Kt1fo6X3sNOcGYj+paqMRh9N0gHzyPKaNhlzcN3K65b+tOVEWmb4Ylk9B2dqV759IDDyzSEaCsPoMVPXeMwuwO6Isots3kRjYWUu+kCcqKgR78Q5pAS0Q4FxgJ5G1U46+roKS93d6h54enWCJNNrKYDJnpXvmlKWqws59h6jIANWFwZBcp/Ais3g+8GvAS4QQD9r//TvgQ8D1QojHgevt35FSPgx8DngE+AbwDinlYL0RHUBg4gJCosr8rPO7LyWGFna4Ngpgjh5gjDXWVpzvo8+VdBJC780lbzOmLwIkZKz25H2TcZ5ZKlI1G1Yo+8KGMpT6wvbSCaUwfdSyYy0X2D8RH1hmUc0vARBOOGOQVY/l6B5GS4PJQNWiGx/A53s+uJvEgMrDopyjICMEgk282HtEMBRmTpsmvHrK0dftFl50Q31bSimklM+WUl5m//c1KeWilPKlUsqD9u1S3XPulFJeIKU8LKX8utsx94LETvsQ8Bnn64yG/WWKOpzuAoTtQ8BBtM8qDwRHulw2GSHtG09QrpoDGc5TZahUNGh1QkH/mQUSMo+xbyJBJqvXCMlJVG09oVDC2TIUQCm1j53Vs4PxtC7nqMgAWijq+EtnE+cxMaD2Wa2cddTdrx6LEe/bZ4cT3APCxHnWYVrhnPOpo1mr6Tq/8xrZbdVHV087f3hpqIzICZIbPwCByHr7rOqIWnC+pJPXDQKabam68LjVXZSY7P0F64hukJ1cpk0WIuY8WYjx84mJMgvnnN+la+W8tei2cx/sAcboAXayQKngvFxJwMhTdNBjph6llPfts0OyGBCmdx2wDwGdb0OVNf9t5zOLHfsskitnnCcL1VoYcqIMpQVg6vB6ZmHPWgyipKPkyYUQVmYxcbC/hWz8fAhGYf4R9k8McEakZEtbONwNBRCfsQZPB9GhE6hkB7bohqaszPncANpng0aeksO2AQpKXWEpM5jzxE4wJIsBoXYImB1AfbScQ5chwhHn0/RkeowFRgksO38IKJW7mlMCcXUaUTvTUcIBbSCLbk6v1s1YPNHfeQWsE93cw5ynMosl50lu3SXP+Qx0Yq/dPnvW+Q6doFGgpA2mnJPeZW2Glp9xnizCRp6yw7YBCrGdNjmfeqTNIweHIVkMENYhoPP1Ua2cG1htFGAhtItEwfn6aM0lz6nFa8fFkD0DxWUCmmDveGwg5Zy8bljy5HrO+nsTPbbN1mP6KMw/QjoaYiIRHgjJ/f/tnXl8nWWZ97/XOck52Zo0adKkTZu2KZQ2StnKKgq4sSirMzqyiMOADsqoo/P6Or6viuCMr/ZVeFVQQB3UojjCOLgwH2aTUXQQWlAQyla60jZpkjbNOUlOcs653j/u5wmnMW22+35OTnt/P5/nk7M+/fVs130t93XFLY9ULWT+onaGNU7Ogeds5li7+dFtXmpCgJku++HhRH6AYYvT/QoZLZ91YJwnizcWDhmqaaM5t8t6nDE+Yn+kaiH9VYtpcpEEDNss2/QsYNS7cFU+Ozr4qMdCJVRIcwekOiHdw5J5VWzptm/kXh18ZN+zMBU6zU7KZ5MOjUVdQxN7mYM48Jwr8wPkHBmLlrYVZDVGtttNd4XJ4I2FQ2ReO1WSoWe33VV6WTbNoKPYKJgk4Hx6rScBY6ODjyxtJhzTI2rJvGq29Q6gard8NpUJ5m+HxmImlVAhhW0/HO21SIzsJyMVUJawfm4IG9zZL59N5gfIlrn7fHeVLaQ6tcX6eW1P9yukPJFkd2w+CUfdFSaDNxYOqZwfdHHdZjcJWJ5NM+zQWJQ3tgP2k4Dx4RmOVB1LbasxPAU9ogaGc+xJ2Z0Rkc5kTdls94uAmAT1TCkYhLRkXjU7+4YYGrFbhlqR62cwbrclTCGuGtyZH113uvurFjPPQXcF2yNVx9KbXEStg/DwZPHGwiFhnNF2F9dEzl1sFKB2tIeO3fhoPJsiTwwSlrSLGO/CcUPBVCZLdSLYYzG3zfSmmik1zVDZcEBDwe2Wk9wVuZQZfOSKhvagwZ29H15VNbNabH1GxmGkbhnN2k1myN7rPZwZIiFZewuhcTDG+ZWilc96Y+GQ5rajyWqMnOU4Y0V+gKxDYzHaYr3LspHLpkxpoc36+fmrTBhKdbQMdYvlvRajYajuF+3kK8C8BgtWwytPjDYUtFn2q6rU5FPWBx8VUhlsPO22WD6bGclRzZDV+dtjKW9aTkyU3VvtLYYG+oM9LQ6NhTa0M8fhcLKJ8MbCIeWJJF2xJhL7t1o9b6W6S6QB1DXMZz/VSK/dViVJG1PyxjK/Awb3QqqT1vpK4jGx6lmoqglDJeOmgaCNfEXIkjOh8xmWVZn+YTbzFplsnlrSjFgefFSIiwqddKqPmChiebBXIXPC8lmL3WdDY2F7bEAhlS1uh5NNhDcWjulJtFJreZt+lQ6ST7hbwUgsRmd8AZVpe7rzeXXjEY0mip+lPB6jdW6l1T0LgyM58grz6YWR9PS7zY7H0jMBpW7PY9RWlFk1cv1DWWolTd7hj27z4qOtV+iEc6xjlkeqFhKWzw7ttmfkXI1ULaQh2NvS/4q7cc2HwhsLxwxY7uKay2apkoxTNx1gf9Vi5mXsVboMjOSYwwBZ22GRsCJqtItrldUVejglb0E2MJw2PYvWE6GsEtnyCEsb7Zb9hu3JNWl/j0VIIllBZ6zJaoO7wVQwf9vhj+6o52yxfDYcqVruYGxASHPbMeRUrIe1J4s3Fo7R+mXUkaavp9PK+dLBSEhxuPICGK5dSnN+DyPDdiqL0hkzfztn28hVN0L1/AP3WljMWYRT8poygbGwlbMAKEvC4lNgyyNBq3J7nkVqMEOtDFoffDSWnuQiq57zcDhS1UZLmIPw6nAye+Hh4WBsQLmDTrkhxjjPdzacbCK8sXBMMiiftTXKcaDfrLxiDhNpAPHGdsokT+c2O0nu/iEzy0JdhM+aXwOvbACMZ7F/KMu+ATtzRNIZU85aP7gVEjUwZ4GV846y7PXQ+QdW1g6zY+8Aw1k7lS7hCj3m2FgM1iyh2WKFTma0/b67FTrA/kq7nnM4sMn2SNWxdFs2zlPBGwvHzF1kkmn7LSUBM4FnEXPopgPUBI3ienfYiY+mM1nmyKCbxOWKc2HPRujZxJJ5dhsK9mdGAKhNbzGjXG13Ql36egBO0I3kFV7ZN2jltCMp0+E/7qA9eSFav4xaBujr7Zr4wZMgOzrYy62xGK5bSku+i+GMnZb2udBYOBgbUIht4zwVvLFwTMsSUzEyYqkXTZhIc+mmAzQF5bODnXY8i3TGzN8WF9Uiqy40f5994NVW5Zbi/6FnUbV/s918RchCk7dYnn4CwFreYjhtPIvyGvuDjwqpCOZDd1pqcBeu0JMO2u8XUtZ4FHFROrfZWQzlh9yMVB2LNrRTywD7LIW1p4I3Fo6prJ5DFw2U9dmJjw4PWBwgdAgaW9oY1IS1OcupwUEqZZi4CyNXtwha18CzD7C4oQoRrPVaSmeyJBmmPLXDbr4ipCwBbacyb4+ZFGxrjnguMBbJGreeRX3gOduaDx3+6Nqevz2WOQsDz3m7HWMRjg2ornH7vRw1zluj7z7rjUUEdJcvpCZtp1X56MrLsbGQWIzd8QVUWBpBGU7JK3Olu+Mi2PU7KlI7aKmtYGuvnRV6fybLUtmNoHa6zY7H0tdT1r2RhYm0Nc8iP2CMRcWceVbOdzCalxxDXoURSxU6o7NaHBuLpiWmis6W5yyZfgY0SVm5mz5cIfWLgr0tRSif9cYiAtLVi2kcsVM+OzIQxkbdrhgB9lUsot7SnOWRoLQwUe3oR2DVRebvxp8E5bP2PIt2CXbMuvAsYDRvcf6czfYqooaMca6sdRyGqqymSxop32epQmc4RU6FWNLdplOAhqaFpLTS2sZTGUk7HRsQ0rJkBTmVonSf9cYiArJzl9LEXgaC5PRMeDU26tazAMjULqUlt9vKnOUwfJZ0ZSwalkHLanj2J1a7uKaGsiyPBcbClWex8AQor+LMsmeteRYyFJZYu12hA3QnW5ljqcHd6KwWByNVC5FYjN1lC6notxMeLhtJOZvuV0iyoorOWBPlFve2TBZvLCIgHOVopXw2Yzq3Vte69yykYRlJGaFr58xXjfmhoA69ymHisuMi2PEYHdUpulPDoxvqZkIqk2VF2W7T4dZVc7uyBLSdxmuGn2Z77wC5/MxbrMcy+8gSd6e5gHS1vY2nMcezWgrps1g+W5ZNk3E03W8sPYlWagccTOCcAG8sIqButBfNzJOAmulnWOMkK9yvYqqCUY49FipG8kGuxelmwo5LADhp8BHATkVUOpPlKLE0He9QLD2T+YObmJPrY6eF8tnykX5SUu18hQ6mfLae/fTt7Z7xuVzOsR7LcN1SmvNdVjaelmfTZOLR6B4IymejxhuLCJgfJNOG98y8fDY24nakaiHzFhsjl7bRQ2d0Sp5Dz6LxaGhaxdKufwfstCpPDY2wRHe6y1eEBHmLU2LPWdFdPrKfdMxtS5iQxHzz2thocFeeTZOJufeGAOKNyymXHF07Zv69TOYHGLHdJPMgaEM7daTZ1707kn8vxBuLCKhraGIfNcjeLTM6z8hwhoa9T9Ev7vMVUDBnuXtmSUBVHe3K6bLfPwAdF1O16zEa6bMS/9dUF9UMuNljUcjCE8iXV3F67BkrlVzJbD+DMcevdUD9IuOB7rdQoZPIDTDicEpeIeHG055tMw8PJx2PDSikotnotrW3ZbJ4YxERXWULqZphL5oN3/5rjs69ROeJH7Gk6tCMzlnu3zKj83zrkc309gQhCufG4iIE5bKqJ2e8Z+FnT+1k77bgC2mz2+x4xMuRttM5Pb5xxp7FY5u6qM3sIu/SiyugOdh4OlPP+eU9KcqzKfLl0azQ57fZKZ/du2cX9fl95CLSbXtvy2TxxiIi9lcuZt7w9JOAT/7rOk7bfQ+/nXcJay58v0Vlh6Y32TqjOcuPvtzD5//lOVY3CRorg3LHIbT5HTDvKN5W9viMPItndvbxNz/6Pec0Bh6Ra88CkKVnskJ20NM5/dd7a3c/u753HctlJ4vOvMKeuENQVVNnNp7u2zLtc3SnMnznrltYJjtpa19pT9whmNeymAFNoj3TL0NN9+9jzx0XESfH3NOvtqju4IzubbEQ1p4K3lhExEjdEpqn2Ytm5+bnWP6bj/NSfDnHXXu7A3UHZ2jOEpqzu6bVi2Z33xA3fP8Jlsyr4k3tVWaKmOuEqwisuojXDj/F3u7ptUToSWV433c3UF+V4D0rRqCsAuoWWxY6DkHeYu6e9dN6et/AMI/d+UEu5mH2nvxRqk57r0Vxh6Y70TrtjaeDwzm+dectfCrzZYaaT6L2/M9YVjc+Eouxq2whldMsnx3ODLHptstoH3mJ5878CseseaNlheNTUVlNpzRG3n22ZIyFiJwnIs+LyEsi8oli65kqZY3LTS+a7VNzeYcG06TXXQEolVfcQ0VlNHHREK1fRo0M0rtnal5RJpvj+ns2MDCc444rTyKRTYHDQTwH0GFWeqvTv2ZoZGp7REZyea6/5wm6UxnuvqiRqu2/hIblEIvgq7LweIZjlbSnniA/xfLZbC7PQ3d8nD8dfoBdx1xN/QWfdiRyfFJVi2kamXqFTi6vfOebt/Kxvi/Q33QCNdf8MySjCecA9FUspn4a5bP5XI6nbruC1UMbePK4Gzn+LZc7UHdweizubZksJWEsRCQO3AacD3QA7xaRjuKqmho1C0wYo3f71JJpv//WDRyde4lNZ6yltX2VC2mHJBzluGeKScCbf/YsT27bx+3n13P0hpth40+hyu1u4lEWHE+6qpXzY4+xfYpT8z7702d4fvM2HjzmQY65/02wdyucGU2OiHg5expO5GSeoat/auWcD979d7yz7x/Y0vp2Frzr1khKZgvJ1bfTyD7SYSHDJFBV7vvuV7m283P01B9H/XUPRGoo4NWNp7ns5PfkaD7PY3dcz5r9/85/L7uBky/7sEOF45MuQvlsSRgL4BTgJVV9WVWHgXuBi4usaUo0BfOKhzonH2dc//O7OLX7n3i05QpOeOuVrqQdkrmtQS+aKSTT7lu/ned/+688tOAOzn7oXFj/bbMH4tI7Xck8EBHS7RdwZuxpduyafHnhD37zIsnHv86j1R9j+cvr4Ph3w4eegNXvdCj2QIYXncGK2Cvs2DH50Mh/3f913r7tS7w493UsvebuaLygMYRzW3Zvmfyi4j/uv5N3bP4Mu+a8lubrf+q++GEc4o3tJCRH547J5y0e/d6nOK3rhzw6/52cdtXNDtUdHK1vZy4pa0PVJkNZZP/SzGgFCn2uHcCpRdIyLcJkWvML32f9lzdM6jmr+n7FxkQHJ11zi2N1B6dlyQryKtQ/9U3Wb/rPCR+vwMq+Tfwo+TI61ABv+Bs4+VqY0+JebAGVx19G4g93Uf/za1n/n00TPl6B1/X9nneXd6FL3gjnfs4MVYqYqhVnw+/Wknjg/ax/qHHiJ2ieM/Y/zIuVx3LU9fdBvNy5xvGoazUVOkM//Tjr/23+xE/QHGfvf5gtlR20f/DnRTEUANUtK+Bp6L73A+xMTNwVIZbLcHr6l6yvfTOnvP8bSBEMMwTG+SXY/M33jDuqePUH15FIVlj9N0vFWIznU/9RUFdE3ge8D6Ctrc21pikhsRhPN57Hot5HWdD/1KSesz3RTsPV6yhPJB2rOzjJiirW172JBf1PUzlJ3UOJWlJnr6Xm5CshEU3N/FjmtJ/GU5Wn0jS0Bfp3Teo5A8lG0hd/lerXnOdW3CFoXHEqf0gebyrnJtl88tmqNRz1l/cSTxbntQZoPfo4NpZ3MHdkN3NHJufN/aHmDFZefw8xh3OrJ6Lttafzwi9WMC+zHTKTywE8XvdWjvvA94jF447VHZy2485m02/baRraDOPUzKjaH470qn4FAAALb0lEQVQkqjPvQ+MaETkduFFVzw2u/y2Aqn7+YM9Zs2aNrl8/vaoSj8fjOVIRkQ2qumbs7aWSs3gcOFpElolIAvgz4CdF1uTxeDxHDCURhlLVrIjcADwExIFvq+ozRZbl8Xg8RwwlYSwAVPVB4MFi6/B4PJ4jkVIJQ3k8Ho+niHhj4fF4PJ4J8cbC4/F4PBPijYXH4/F4JqQk9llMBxHZA9iZxh4NjcDM51JGj9cdHaWoGbzuqJmp7iWq+kdtDw5bY1FqiMj68TbCzHa87ugoRc3gdUeNK90+DOXxeDyeCfHGwuPxeDwT4o3F7CGi/t3W8bqjoxQ1g9cdNU50+5yFx+PxeCbEexYej8fjmRBvLDwej8czId5YRIAY3iYikxghNrsQkaNFxO7IrQgQkZUiUrxpQNMkmDePSMRDtGeIiCwXkcpi65gqIrJaRKId/G0BEblMROZF+W96Y+EYEbkE2AjcAHxLRKKf1TkNRORiEdkE3AR8U0Qaiq1pMojIeSKyG/gC8EMRmcRs0uIjIu8VkSeBDxdby1QQkStE5BlgLXC/iJREJ+tA91PAZzGfk0SxNU0WEfkMcBfwrij/XW8sHBJY/muAP1fV84FyoCO4b9auHAPDcC1wuaq+G+gC/peIrCiuskMjIkngUuBKVb0Y2Al8RESOL66yQyMiK4EPAD8D3iAi7aqqIjKrv58ichHwfuAvVPUyoAq4Lrhv1moXkfMxuq9X1UuB5cCFwX2z+XsZvqYDwHeAlSJy0pj7nDFr39BSRUQKp6cPAzVAS3A9DywQkQWRC5uAMbrBzD0PB/neC7wDuGC2rcDCsA2AqmaAFUDonq/FfMbfGBiSWcMY3c8BVwK3AM9ivFDUxSDlGVKoG6P1KlV9NLj+FeASmH3ax+h+WFXfoKq/FpE64OXgMaKzrDx0jO5QWxxIATsIjFwUr7c3FhYRkU8AT4rIF0XkSlXtB9YBl4tIF7ANWA3cDLy5iFIPYIzuy1W1F3gauFpE6oE1wHqM0WstotQDEJGbgE+LSFNwPQb8GDOCN6GqLwFPAAuBY4qn9EDG6gZQ1ReC1/3HwHIReUPw2FnzHS3QHebetqtqYf+1duA30Ss7NOO83png9mbMQLV9mMXQ2sDLmxWMozsWeD61wPeBf8EsPm8RkfNc65k1H8RSR0TeCFwAvAXzJq4VkWNV9duYN/YeVf1L4K+BvRjXt+iMo/tLQbjpGxjPaB3wOuAzwGm8uropGiKSFJG/Ba7GGN8TYHR1tRVoAM4JHv4wcCyz4LN+MN3BfWH4YyPwC0yYBFXNj1ldRs44uo8PtIU/umGeooVglT4bmOBzgqp2Aheo6uUYb24FxuAVlUPozgWej2IMxrHAxcDbgOdd6yr6F+gwohx4UlU3q+ovgP8HfDG4rxfIiUh94G0IJr47Gxir+6vAl1R1q6p+FBOPviKYeb4D80NcbEYw8f0O4FHgHBEJje+vgE7gLSKySFW7MTmXo4qi9EDG070MoCD8kQbuA1IicrOIfBFYWgSthRxUN4CqZoOLxwK/EpEVInJj1NU643BI3QCq2hf87cV8TuqjFjkOB9UdVCaWA3cDHwH+PnjsWa5FeWNhjypgXlhmqqr/B2gRkQuB3UAzxtv4EmYV/1jRlB7IWN1/D7SKyLuC67tFZLGI3IYJQTlfwUxEsDJ8QVXTwA+BRcAaEakoCOXkgHUicidwIiYcVVQOovuUMJ8iIrHAaAxhfnivB/ao6qZiaYZJ6RYRacMsJD6LyXF1q2pPsTTD5HQHfxtE5P9iPKbHi6U35BC6K1R1CKPx71T1FFX9CvA7YItrXd5YTBER+ZiIvDW4PPr6qeqPMaGltxc8fC3wcVV9HrgReAWTmDpDVR+JTDRT1v1FzKol5GuYpNrbgg9wZBxCdyb4uwV4BLOyWhXc9oKq/k/gVkxY51RVjTQ8MkXdK4PbwiTlF4BngDZVXRuh7OnqViCJ8d66gNep6tdmu+7gsauBf8Ss1s9S1RcilD1V3R3BbT9S1XsKTvM9VX3YuVhV9cckDuCtwEOYL8O6gtsFSAaX/wz4JbA0uN4G3A5Uh48tId23ATXB9apZpjsWXI4Hf2sx4bPLMVVF75iln5OJdP9JcHtlCem+ChMzF2Bhiel+e3B7UwnpvhK4NHxslJpLYgNNsQjc1HLg0xjL/nkgAZwcJPXyalaDGRFpx7iMHcD/FrPB6kJgiwarcQ3e4RLSnQp0D8wy3Rro7gX2qep+EXkRY+B6gA9FodeVblUdLCHdvcBfBZ/tnSWku/D13lOiuqMtNonaopbKQYHVBk4uuHwWsKngehz4BLAHeD1Qh6ke+g7wP7xuZ7p3AedjVmIrMVU4n/S6vW6v29H/oZj/+Gw9MGV0P8aUuS4ouL08+PtvwPnB5YWYRGT9mHPEve5odAMVBKE+r9vr9rrdHD7BPQYRuRRT3/wVTI3zJ0XkuODurJhWGFsx1Tao6k5V/bqq7hWReFhhoao5r9u57rLgtiGNPvHudXvdh63u8fDG4o85Ffi6mj0HN2JK0j4MJkaopjSzEjgbDuwSqq9umikGR6Lu7DjniwqvO1q87iJzxBqLcCU9zvWXMVUHqGll8HOgWkzTtJB1wKlB3XO4IogyeT3eda/bAV631z0ZSlX3VDhijQWmKmGUgjfnPmBARC4Oru/CtIzoKPgAVGI2HkUasgnwuqPF644Wr3uWcsQZCxE5XUR+hNlN3VHg9oVlxHsxyajrA1ewD9M5NlnwAXhAVe9S1RGv2+v2ur3uUtM9HY4oYyGmW+bXMJ0mezCxw2vggP42lZjNMruAO0VkIaaR12j8UKNPAnvdEeJ1e92ToVR1TxstcjlWlAemJ9MPgsvVwLmYJlwrg9s+h3ljT8D0ufkcxmW8nSKUlHrdXrfX7XXPlqPoAhy/mZcAn8T0NAJoAl4ElgfXGzCtt7+Aaaj3/fC+gnMUo9WF1+11e91e96w6DsswlIg0icg/Ax/FbJn/BxH5EzXb+u8H/ip46D7gPzBvcoWqXq6qm+TAhl6RtLrwur1ur9vrns0clsYC00X112pGJ34D+BjmjQb4AWZ27ZvV9GHpwbQPDwe5xLR4IyG97mjxuqPF6y5hDptGgiLyHszY0seADcDm4PY4ZlbwM8FDn8aUqd0qIpcAb8L0XymH6GcHe91et9ftdZcCJW0sgjrlFkxsMA9sAq4DPqyqnSISV9WciKzCNMoL37y7g0qGT2CadF2nqvu8bq/b6/a6S013ZBQ7aTLdg1d7va8g6AePMX5fBf5pzGO+C7wzuNxScI6E1+11e91ed6nqjvIoOc8i2OxyExAXkQcxg0HCLfJZEfkQsFNEzlLV/wqelgI2i8hNwGUicp6q7lDVYa/b6/a6ve5S010MSirBLSJnYeKH9cBLwM2Y4ebniMgpMLrN/iZM064wxngNZtt9LXCOqu7wur1ur9vrLkXdRaPYrs1UDsyQnqsKrt+O6f3+XmBDcFsME3f8R2AJppLhVuBEr9vr9rq97lLXXbTXq9gCpvjmVmEGw4exwyuAzweXf4cZ7wiwBri32Hq9bq/b6/a6D5ejpMJQqjqgqhl9tZfKWzBjQQH+HFglIj/D1D5vgD9uHVwMvO5o8bqjxes+Mii5BDeMxg0Vs/nlJ8HN/Zit+K8FNqvqKzC7+sJ73dHidUeL1314U1KeRQF5zKaXbmB1YP0/BeRV9ZHwjZ2FeN3R4nVHi9d9OFPsONh0D+A0zJv8CPAXxdbjdc/Ow+v2ug9n3VEeErxQJYeILAKuAr6sqpli65ksXne0eN3R4nUfvpSssfB4PB5PdJRqzsLj8Xg8EeKNhcfj8XgmxBsLj8fj8UyINxYej8fjmRBvLDwej8czId5YeDwej2dCvLHweDwez4R4Y+HxeDyeCfn/tp85/L05IjMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1581,7 +1619,7 @@ "cs['ghi'].plot(ax=ax, label='ineichen')\n", "data['ghi'].plot(ax=ax, label='gfs+larson')\n", "ax.set_ylabel('ghi')\n", - "ax.legend()" + "ax.legend();" ] }, { @@ -1591,22 +1629,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1615,7 +1645,7 @@ "cs['dni'].plot(ax=ax, label='ineichen')\n", "data['dni'].plot(ax=ax, label='gfs+larson')\n", "ax.set_ylabel('ghi')\n", - "ax.legend()" + "ax.legend();" ] }, { @@ -1654,838 +1684,838 @@ " \n", " \n", " \n", - " temp_air\n", - " wind_speed\n", - " ghi\n", - " dni\n", " dhi\n", - " total_clouds\n", + " dni\n", + " ghi\n", + " high_clouds\n", " low_clouds\n", " mid_clouds\n", - " high_clouds\n", + " temp_air\n", + " total_clouds\n", + " wind_speed\n", " \n", " \n", " \n", " \n", - " 2018-11-02 09:00:00-07:00\n", - " 10.050018\n", - " 0.405986\n", - " 407.358602\n", - " 818.731315\n", - " 60.841352\n", + " 2020-07-07 09:00:00-07:00\n", + " 313.248107\n", + " 143.860292\n", + " 411.558827\n", " 0.0\n", " 0.0\n", + " 57.0\n", + " 27.087494\n", + " 57.0\n", + " 1.988913\n", + " \n", + " \n", + " 2020-07-07 12:00:00-07:00\n", + " 491.012347\n", + " 121.402886\n", + " 609.925582\n", " 0.0\n", " 0.0\n", + " 59.0\n", + " 24.950012\n", + " 59.0\n", + " 3.782271\n", " \n", " \n", - " 2018-11-02 12:00:00-07:00\n", - " 8.855316\n", - " 2.146657\n", - " 711.945346\n", - " 899.784644\n", - " 99.890062\n", + " 2020-07-07 15:00:00-07:00\n", + " 168.912693\n", + " 780.228478\n", + " 809.627894\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 37.233734\n", " 0.0\n", + " 3.298288\n", " \n", " \n", - " 2018-11-02 15:00:00-07:00\n", - " 14.474457\n", - " 2.564139\n", - " 448.721044\n", - " 838.526803\n", - " 64.338163\n", + " 2020-07-07 18:00:00-07:00\n", + " 70.760082\n", + " 530.377043\n", + " 230.422477\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 53.850006\n", " 0.0\n", + " 3.230239\n", " \n", " \n", - " 2018-11-02 18:00:00-07:00\n", - " 31.934937\n", - " 1.386660\n", + " 2020-07-07 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 56.857483\n", " 0.0\n", + " 3.892665\n", " \n", " \n", - " 2018-11-02 21:00:00-07:00\n", - " 33.619232\n", - " 1.669479\n", + " 2020-07-08 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 46.735199\n", " 0.0\n", + " 4.390213\n", " \n", " \n", - " 2018-11-03 00:00:00-07:00\n", - " 20.620514\n", - " 2.875071\n", + " 2020-07-08 03:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 32.286621\n", " 0.0\n", + " 3.497742\n", " \n", " \n", - " 2018-11-03 03:00:00-07:00\n", - " 14.190765\n", - " 2.049604\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-08 06:00:00-07:00\n", + " 34.862378\n", + " 67.546325\n", + " 41.944462\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 30.050018\n", " 0.0\n", + " 4.416526\n", " \n", " \n", - " 2018-11-03 06:00:00-07:00\n", - " 12.293121\n", - " 1.388908\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-08 09:00:00-07:00\n", + " 122.512815\n", + " 776.323959\n", + " 652.254371\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 28.081696\n", " 0.0\n", + " 7.981206\n", " \n", " \n", - " 2018-11-03 09:00:00-07:00\n", - " 10.736298\n", - " 0.637265\n", - " 403.560574\n", - " 817.693817\n", - " 60.445428\n", + " 2020-07-08 12:00:00-07:00\n", + " 249.427638\n", + " 754.817268\n", + " 988.451127\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 25.450012\n", " 0.0\n", + " 3.170986\n", " \n", " \n", - " 2018-11-03 12:00:00-07:00\n", - " 9.562958\n", - " 1.086966\n", - " 675.605949\n", - " 805.179960\n", - " 131.125563\n", - " 7.0\n", + " 2020-07-08 15:00:00-07:00\n", + " 169.516668\n", + " 778.921066\n", + " 809.020321\n", " 0.0\n", " 0.0\n", - " 7.0\n", - " \n", - " \n", - " 2018-11-03 15:00:00-07:00\n", - " 15.740234\n", - " 1.111242\n", - " 291.617718\n", - " 213.596630\n", - " 194.488428\n", - " 53.0\n", " 0.0\n", + " 37.784271\n", " 0.0\n", - " 53.0\n", + " 2.263096\n", " \n", " \n", - " 2018-11-03 18:00:00-07:00\n", - " 31.974487\n", - " 1.962010\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 27.0\n", + " 2020-07-08 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0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", + " 2020-07-11 06:00:00-07:00\n", + " 32.410255\n", + " 19.991689\n", + " 34.406614\n", + " 1.0\n", " 0.0\n", + " 14.0\n", + " 32.317474\n", + " 14.0\n", + " 5.185256\n", " \n", " \n", - " 2018-11-06 09:00:00-07:00\n", - " 13.421234\n", - " 3.549449\n", - " 392.141572\n", - " 814.323695\n", - " 59.289433\n", - " 0.0\n", + " 2020-07-11 09:00:00-07:00\n", + " 272.996723\n", + " 371.745286\n", + " 525.503042\n", " 0.0\n", " 0.0\n", + " 29.0\n", + " 29.017487\n", + " 29.0\n", + " 2.502729\n", + " \n", + " \n", + " 2020-07-11 12:00:00-07:00\n", + " 423.734172\n", + " 397.854986\n", + " 812.715566\n", + " 12.0\n", " 0.0\n", + " 14.0\n", + " 26.852539\n", + " 27.0\n", + " 3.987063\n", " \n", " \n", - " 2018-11-06 12:00:00-07:00\n", - " 12.324066\n", - " 3.562688\n", - " 695.601683\n", - " 902.513793\n", - " 95.957975\n", + " 2020-07-11 15:00:00-07:00\n", + " 171.241365\n", + " 775.042702\n", + " 806.941040\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 39.591553\n", " 0.0\n", + " 1.890820\n", " \n", " \n", - " 2018-11-06 15:00:00-07:00\n", - " 16.769775\n", - " 3.343888\n", - " 433.818361\n", - " 835.714299\n", - " 62.638900\n", + " 2020-07-11 18:00:00-07:00\n", + " 71.871804\n", + " 518.458888\n", + " 226.815142\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 54.918335\n", " 0.0\n", + " 3.795879\n", " \n", " \n", - " 2018-11-06 18:00:00-07:00\n", - " 33.453003\n", - " 2.695602\n", + " 2020-07-11 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 60.649994\n", " 0.0\n", + " 2.798796\n", " \n", " \n", - " 2018-11-06 21:00:00-07:00\n", - " 35.236237\n", - " 3.548147\n", + " 2020-07-12 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", - " 0.0\n", - " 0.0\n", + " 1.0\n", + " 49.665039\n", + " 1.0\n", + " 5.036173\n", " \n", " \n", - " 2018-11-07 00:00:00-07:00\n", - " 22.741180\n", - " 2.985146\n", + " 2020-07-12 03:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 35.646606\n", " 0.0\n", + " 8.597919\n", " \n", " \n", - " 2018-11-07 03:00:00-07:00\n", - " 16.818542\n", - " 3.496449\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", + " 2020-07-12 06:00:00-07:00\n", + " 31.407641\n", + " 5.727079\n", + " 31.969610\n", " 0.0\n", " 0.0\n", + " 19.0\n", + " 31.321381\n", + " 19.0\n", + " 2.812462\n", " \n", " \n", - " 2018-11-07 06:00:00-07:00\n", - " 15.252136\n", - " 3.648492\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-12 09:00:00-07:00\n", + " 123.597280\n", + " 770.287279\n", + " 645.980963\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 28.664978\n", " 0.0\n", + " 2.947089\n", " \n", " \n", - " 2018-11-07 09:00:00-07:00\n", - " 13.781464\n", - " 3.549768\n", - " 262.126000\n", - " 236.178035\n", - " 166.442564\n", - " 50.0\n", + " 2020-07-12 12:00:00-07:00\n", + " 251.700892\n", + " 750.169989\n", + " 984.760886\n", " 0.0\n", " 0.0\n", - " 50.0\n", - " \n", 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0.0\n", " 0.0\n", + " 61.757477\n", " 0.0\n", + " 1.929891\n", " \n", " \n", - " 2018-11-08 00:00:00-07:00\n", - " 22.050018\n", - " 4.213164\n", + " 2020-07-13 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 50.257477\n", " 0.0\n", + " 4.603086\n", " \n", " \n", - " 2018-11-08 03:00:00-07:00\n", - " 16.407990\n", - " 3.817105\n", + " 2020-07-13 03:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 35.969330\n", " 0.0\n", + " 6.753708\n", " \n", " \n", - " 2018-11-08 06:00:00-07:00\n", - " 14.849976\n", - " 4.184049\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-13 06:00:00-07:00\n", + " 31.631191\n", + " 35.946186\n", + " 35.094839\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 32.213440\n", " 0.0\n", + " 6.034558\n", " \n", " \n", - " 2018-11-08 09:00:00-07:00\n", - " 12.949982\n", - " 3.608985\n", - " 384.532014\n", - " 811.868584\n", - " 58.545577\n", + " 2020-07-13 09:00:00-07:00\n", + " 123.863613\n", + " 768.774072\n", + " 644.378896\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 28.928070\n", " 0.0\n", + " 3.312044\n", " \n", " \n", - " 2018-11-08 12:00:00-07:00\n", - " 11.467743\n", - " 2.705794\n", - " 687.650627\n", - " 903.736928\n", - " 94.135826\n", + " 2020-07-13 12:00:00-07:00\n", + " 252.244188\n", + " 749.032885\n", + " 983.797746\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 26.922699\n", " 0.0\n", + " 2.389059\n", " \n", " \n", - " 2018-11-08 15:00:00-07:00\n", - " 15.996124\n", - " 2.488395\n", - " 426.858544\n", - " 834.335586\n", - " 61.868211\n", + " 2020-07-13 15:00:00-07:00\n", + " 172.313466\n", + " 772.493439\n", + " 805.330549\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 40.318329\n", " 0.0\n", + " 1.951795\n", " \n", " \n", - " 2018-11-08 18:00:00-07:00\n", - " 33.145996\n", - " 0.507842\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-13 18:00:00-07:00\n", + " 72.367731\n", + " 511.866632\n", + " 224.550427\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 57.139221\n", " 0.0\n", + " 3.313984\n", " \n", " \n", - " 2018-11-08 21:00:00-07:00\n", - " 34.050018\n", - " 1.996824\n", + " 2020-07-13 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 60.347107\n", " 0.0\n", + " 4.407458\n", " \n", " \n", - " 2018-11-09 00:00:00-07:00\n", - " 21.074921\n", - " 4.024785\n", + " 2020-07-14 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 18.0\n", " 0.0\n", " 0.0\n", - " 18.0\n", + " 3.0\n", + " 49.750000\n", + " 3.0\n", + " 4.035764\n", " \n", " \n", "\n", "" ], "text/plain": [ - " temp_air wind_speed ghi dni \\\n", - "2018-11-02 09:00:00-07:00 10.050018 0.405986 407.358602 818.731315 \n", - "2018-11-02 12:00:00-07:00 8.855316 2.146657 711.945346 899.784644 \n", - "2018-11-02 15:00:00-07:00 14.474457 2.564139 448.721044 838.526803 \n", - "2018-11-02 18:00:00-07:00 31.934937 1.386660 0.000000 0.000000 \n", - "2018-11-02 21:00:00-07:00 33.619232 1.669479 0.000000 0.000000 \n", - "2018-11-03 00:00:00-07:00 20.620514 2.875071 0.000000 0.000000 \n", - "2018-11-03 03:00:00-07:00 14.190765 2.049604 0.000000 0.000000 \n", - "2018-11-03 06:00:00-07:00 12.293121 1.388908 0.000000 0.000000 \n", - "2018-11-03 09:00:00-07:00 10.736298 0.637265 403.560574 817.693817 \n", - "2018-11-03 12:00:00-07:00 9.562958 1.086966 675.605949 805.179960 \n", - "2018-11-03 15:00:00-07:00 15.740234 1.111242 291.617718 213.596630 \n", - "2018-11-03 18:00:00-07:00 31.974487 1.962010 0.000000 0.000000 \n", - "2018-11-03 21:00:00-07:00 32.450012 4.405548 0.000000 0.000000 \n", - "2018-11-04 00:00:00-07:00 20.901276 3.502159 0.000000 0.000000 \n", - "2018-11-04 03:00:00-07:00 14.550018 1.533327 0.000000 0.000000 \n", - "2018-11-04 06:00:00-07:00 12.750000 1.182815 0.000000 0.000000 \n", - "2018-11-04 09:00:00-07:00 11.660736 2.311280 280.229539 270.518261 \n", - "2018-11-04 12:00:00-07:00 10.693329 2.808184 516.169503 319.030624 \n", - "2018-11-04 15:00:00-07:00 15.874481 3.207382 363.696836 477.864737 \n", - "2018-11-04 18:00:00-07:00 33.001190 1.446706 0.000000 0.000000 \n", - "2018-11-04 21:00:00-07:00 34.664703 1.781901 0.000000 0.000000 \n", - "2018-11-05 00:00:00-07:00 21.688995 2.428124 0.000000 0.000000 \n", - "2018-11-05 03:00:00-07:00 16.227844 1.318510 0.000000 0.000000 \n", - "2018-11-05 06:00:00-07:00 13.771576 1.043417 0.000000 0.000000 \n", - "2018-11-05 09:00:00-07:00 13.093109 3.645442 192.629525 57.511129 \n", - "2018-11-05 12:00:00-07:00 12.207550 3.643838 354.016162 73.798648 \n", - "2018-11-05 15:00:00-07:00 16.456573 3.921984 212.807048 59.727855 \n", - "2018-11-05 18:00:00-07:00 33.065155 2.419262 0.000000 0.000000 \n", - "2018-11-05 21:00:00-07:00 34.095062 4.109993 0.000000 0.000000 \n", - "2018-11-06 00:00:00-07:00 21.950012 3.535770 0.000000 0.000000 \n", - "2018-11-06 03:00:00-07:00 15.550018 0.687714 0.000000 0.000000 \n", - "2018-11-06 06:00:00-07:00 14.649994 3.481030 0.000000 0.000000 \n", - "2018-11-06 09:00:00-07:00 13.421234 3.549449 392.141572 814.323695 \n", - "2018-11-06 12:00:00-07:00 12.324066 3.562688 695.601683 902.513793 \n", - "2018-11-06 15:00:00-07:00 16.769775 3.343888 433.818361 835.714299 \n", - "2018-11-06 18:00:00-07:00 33.453003 2.695602 0.000000 0.000000 \n", - "2018-11-06 21:00:00-07:00 35.236237 3.548147 0.000000 0.000000 \n", - "2018-11-07 00:00:00-07:00 22.741180 2.985146 0.000000 0.000000 \n", - "2018-11-07 03:00:00-07:00 16.818542 3.496449 0.000000 0.000000 \n", - "2018-11-07 06:00:00-07:00 15.252136 3.648492 0.000000 0.000000 \n", - "2018-11-07 09:00:00-07:00 13.781464 3.549768 262.126000 236.178035 \n", - "2018-11-07 12:00:00-07:00 12.450012 3.580106 529.769689 376.273646 \n", - "2018-11-07 15:00:00-07:00 16.656982 3.708172 430.295600 835.020520 \n", - "2018-11-07 18:00:00-07:00 32.552612 4.281560 0.000000 0.000000 \n", - "2018-11-07 21:00:00-07:00 33.694153 6.110958 0.000000 0.000000 \n", - "2018-11-08 00:00:00-07:00 22.050018 4.213164 0.000000 0.000000 \n", - "2018-11-08 03:00:00-07:00 16.407990 3.817105 0.000000 0.000000 \n", - "2018-11-08 06:00:00-07:00 14.849976 4.184049 0.000000 0.000000 \n", - "2018-11-08 09:00:00-07:00 12.949982 3.608985 384.532014 811.868584 \n", - "2018-11-08 12:00:00-07:00 11.467743 2.705794 687.650627 903.736928 \n", - "2018-11-08 15:00:00-07:00 15.996124 2.488395 426.858544 834.335586 \n", - "2018-11-08 18:00:00-07:00 33.145996 0.507842 0.000000 0.000000 \n", - "2018-11-08 21:00:00-07:00 34.050018 1.996824 0.000000 0.000000 \n", - "2018-11-09 00:00:00-07:00 21.074921 4.024785 0.000000 0.000000 \n", + " dhi dni ghi high_clouds \\\n", + "2020-07-07 09:00:00-07:00 313.248107 143.860292 411.558827 0.0 \n", + "2020-07-07 12:00:00-07:00 491.012347 121.402886 609.925582 0.0 \n", + "2020-07-07 15:00:00-07:00 168.912693 780.228478 809.627894 0.0 \n", + "2020-07-07 18:00:00-07:00 70.760082 530.377043 230.422477 0.0 \n", + "2020-07-07 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 06:00:00-07:00 34.862378 67.546325 41.944462 0.0 \n", + "2020-07-08 09:00:00-07:00 122.512815 776.323959 652.254371 0.0 \n", + "2020-07-08 12:00:00-07:00 249.427638 754.817268 988.451127 0.0 \n", + "2020-07-08 15:00:00-07:00 169.516668 778.921066 809.020321 0.0 \n", + "2020-07-08 18:00:00-07:00 71.052011 527.549866 229.634467 0.0 \n", + "2020-07-08 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-09 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-09 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-09 06:00:00-07:00 14.205950 0.000000 14.205950 0.0 \n", + "2020-07-09 09:00:00-07:00 208.128821 550.239650 583.033593 0.0 \n", + "2020-07-09 12:00:00-07:00 418.455435 450.334646 859.170057 12.0 \n", + "2020-07-09 15:00:00-07:00 269.912608 15.859244 282.929731 100.0 \n", + "2020-07-09 18:00:00-07:00 97.913975 0.000000 97.913975 88.0 \n", + "2020-07-09 21:00:00-07:00 0.000000 0.000000 0.000000 100.0 \n", + "2020-07-10 00:00:00-07:00 0.000000 0.000000 0.000000 100.0 \n", + "2020-07-10 03:00:00-07:00 0.000000 0.000000 0.000000 100.0 \n", + "2020-07-10 06:00:00-07:00 17.807345 0.000000 17.807345 84.0 \n", + "2020-07-10 09:00:00-07:00 219.115542 11.884918 227.200922 100.0 \n", + "2020-07-10 12:00:00-07:00 327.138972 18.589746 345.323059 100.0 \n", + "2020-07-10 15:00:00-07:00 292.043694 20.588178 308.936802 95.0 \n", + "2020-07-10 18:00:00-07:00 111.536148 52.063971 127.129906 68.0 \n", + "2020-07-10 21:00:00-07:00 0.000000 0.000000 0.000000 14.0 \n", + "2020-07-11 00:00:00-07:00 0.000000 0.000000 0.000000 7.0 \n", + "2020-07-11 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-11 06:00:00-07:00 32.410255 19.991689 34.406614 1.0 \n", + "2020-07-11 09:00:00-07:00 272.996723 371.745286 525.503042 0.0 \n", + "2020-07-11 12:00:00-07:00 423.734172 397.854986 812.715566 12.0 \n", + "2020-07-11 15:00:00-07:00 171.241365 775.042702 806.941040 0.0 \n", + "2020-07-11 18:00:00-07:00 71.871804 518.458888 226.815142 0.0 \n", + "2020-07-11 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-12 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-12 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-12 06:00:00-07:00 31.407641 5.727079 31.969610 0.0 \n", + "2020-07-12 09:00:00-07:00 123.597280 770.287279 645.980963 0.0 \n", + "2020-07-12 12:00:00-07:00 251.700892 750.169989 984.760886 0.0 \n", + "2020-07-12 15:00:00-07:00 171.785521 773.764466 806.158942 0.0 \n", + "2020-07-12 18:00:00-07:00 72.125097 515.217614 225.721669 0.0 \n", + "2020-07-12 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-13 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-13 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-13 06:00:00-07:00 31.631191 35.946186 35.094839 0.0 \n", + "2020-07-13 09:00:00-07:00 123.863613 768.774072 644.378896 0.0 \n", + "2020-07-13 12:00:00-07:00 252.244188 749.032885 983.797746 0.0 \n", + "2020-07-13 15:00:00-07:00 172.313466 772.493439 805.330549 0.0 \n", + "2020-07-13 18:00:00-07:00 72.367731 511.866632 224.550427 0.0 \n", + "2020-07-13 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-14 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", "\n", - " dhi total_clouds low_clouds mid_clouds \\\n", - "2018-11-02 09:00:00-07:00 60.841352 0.0 0.0 0.0 \n", - "2018-11-02 12:00:00-07:00 99.890062 0.0 0.0 0.0 \n", - "2018-11-02 15:00:00-07:00 64.338163 0.0 0.0 0.0 \n", - "2018-11-02 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 06:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 09:00:00-07:00 60.445428 0.0 0.0 0.0 \n", - "2018-11-03 12:00:00-07:00 131.125563 7.0 0.0 0.0 \n", - "2018-11-03 15:00:00-07:00 194.488428 53.0 0.0 0.0 \n", - "2018-11-03 18:00:00-07:00 0.000000 27.0 0.0 0.0 \n", - "2018-11-03 21:00:00-07:00 0.000000 14.0 0.0 0.0 \n", - "2018-11-04 00:00:00-07:00 0.000000 26.0 0.0 0.0 \n", - "2018-11-04 03:00:00-07:00 0.000000 46.0 0.0 0.0 \n", - "2018-11-04 06:00:00-07:00 0.000000 44.0 0.0 0.0 \n", - "2018-11-04 09:00:00-07:00 167.696908 46.0 0.0 0.0 \n", - "2018-11-04 12:00:00-07:00 301.700704 41.0 0.0 0.0 \n", - "2018-11-04 15:00:00-07:00 148.116985 27.0 0.0 0.0 \n", - "2018-11-04 18:00:00-07:00 0.000000 45.0 0.0 0.0 \n", - "2018-11-04 21:00:00-07:00 0.000000 95.0 0.0 0.0 \n", - "2018-11-05 00:00:00-07:00 0.000000 94.0 0.0 0.0 \n", - "2018-11-05 03:00:00-07:00 0.000000 98.0 0.0 0.0 \n", - "2018-11-05 06:00:00-07:00 0.000000 89.0 0.0 0.0 \n", - "2018-11-05 09:00:00-07:00 168.913879 79.0 0.0 0.0 \n", - "2018-11-05 12:00:00-07:00 304.695419 76.0 0.0 0.0 \n", - "2018-11-05 15:00:00-07:00 186.072726 79.0 0.0 0.0 \n", - "2018-11-05 18:00:00-07:00 0.000000 57.0 0.0 0.0 \n", - "2018-11-05 21:00:00-07:00 0.000000 4.0 0.0 0.0 \n", - "2018-11-06 00:00:00-07:00 0.000000 2.0 0.0 0.0 \n", - "2018-11-06 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-06 06:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-06 09:00:00-07:00 59.289433 0.0 0.0 0.0 \n", - "2018-11-06 12:00:00-07:00 95.957975 0.0 0.0 0.0 \n", - "2018-11-06 15:00:00-07:00 62.638900 0.0 0.0 0.0 \n", - "2018-11-06 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-06 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-07 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-07 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-07 06:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-07 09:00:00-07:00 166.442564 50.0 0.0 0.0 \n", - "2018-11-07 12:00:00-07:00 281.220669 36.0 0.0 0.0 \n", - "2018-11-07 15:00:00-07:00 62.247152 0.0 0.0 0.0 \n", - "2018-11-07 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-07 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-08 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-08 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-08 06:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-08 09:00:00-07:00 58.545577 0.0 0.0 0.0 \n", - "2018-11-08 12:00:00-07:00 94.135826 0.0 0.0 0.0 \n", - "2018-11-08 15:00:00-07:00 61.868211 0.0 0.0 0.0 \n", - "2018-11-08 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-08 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-09 00:00:00-07:00 0.000000 18.0 0.0 0.0 \n", + " low_clouds mid_clouds temp_air total_clouds \\\n", + "2020-07-07 09:00:00-07:00 0.0 57.0 27.087494 57.0 \n", + "2020-07-07 12:00:00-07:00 0.0 59.0 24.950012 59.0 \n", + "2020-07-07 15:00:00-07:00 0.0 0.0 37.233734 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 0.0 53.850006 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 0.0 56.857483 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 0.0 46.735199 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 0.0 32.286621 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 0.0 30.050018 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 0.0 28.081696 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 0.0 25.450012 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 0.0 37.784271 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 0.0 54.050018 0.0 \n", + "2020-07-08 21:00:00-07:00 0.0 0.0 59.421387 0.0 \n", + "2020-07-09 00:00:00-07:00 0.0 18.0 41.264709 18.0 \n", + "2020-07-09 03:00:00-07:00 0.0 100.0 35.550018 100.0 \n", + "2020-07-09 06:00:00-07:00 0.0 100.0 33.249969 100.0 \n", + "2020-07-09 09:00:00-07:00 0.0 16.0 28.649994 16.0 \n", + "2020-07-09 12:00:00-07:00 0.0 8.0 27.162109 20.0 \n", + "2020-07-09 15:00:00-07:00 0.0 0.0 36.649994 100.0 \n", + "2020-07-09 18:00:00-07:00 0.0 0.0 54.350006 88.0 \n", + "2020-07-09 21:00:00-07:00 0.0 0.0 58.208801 100.0 \n", + "2020-07-10 00:00:00-07:00 0.0 0.0 46.694092 100.0 \n", + "2020-07-10 03:00:00-07:00 0.0 0.0 34.250000 100.0 \n", + "2020-07-10 06:00:00-07:00 0.0 0.0 30.976471 84.0 \n", + "2020-07-10 09:00:00-07:00 0.0 0.0 28.423218 100.0 \n", + "2020-07-10 12:00:00-07:00 0.0 0.0 27.091553 100.0 \n", + "2020-07-10 15:00:00-07:00 0.0 0.0 38.191559 95.0 \n", + "2020-07-10 18:00:00-07:00 0.0 0.0 53.445129 68.0 \n", + "2020-07-10 21:00:00-07:00 0.0 0.0 57.750000 14.0 \n", + "2020-07-11 00:00:00-07:00 0.0 0.0 48.850006 7.0 \n", + "2020-07-11 03:00:00-07:00 0.0 0.0 34.325531 0.0 \n", + "2020-07-11 06:00:00-07:00 0.0 14.0 32.317474 14.0 \n", + "2020-07-11 09:00:00-07:00 0.0 29.0 29.017487 29.0 \n", + "2020-07-11 12:00:00-07:00 0.0 14.0 26.852539 27.0 \n", + "2020-07-11 15:00:00-07:00 0.0 0.0 39.591553 0.0 \n", + "2020-07-11 18:00:00-07:00 0.0 0.0 54.918335 0.0 \n", + "2020-07-11 21:00:00-07:00 0.0 0.0 60.649994 0.0 \n", + "2020-07-12 00:00:00-07:00 0.0 1.0 49.665039 1.0 \n", + "2020-07-12 03:00:00-07:00 0.0 0.0 35.646606 0.0 \n", + "2020-07-12 06:00:00-07:00 0.0 19.0 31.321381 19.0 \n", + "2020-07-12 09:00:00-07:00 0.0 0.0 28.664978 0.0 \n", + "2020-07-12 12:00:00-07:00 0.0 0.0 26.749969 0.0 \n", + "2020-07-12 15:00:00-07:00 0.0 0.0 40.057465 0.0 \n", + "2020-07-12 18:00:00-07:00 0.0 0.0 55.657471 0.0 \n", + "2020-07-12 21:00:00-07:00 0.0 0.0 61.757477 0.0 \n", + "2020-07-13 00:00:00-07:00 0.0 0.0 50.257477 0.0 \n", + "2020-07-13 03:00:00-07:00 0.0 0.0 35.969330 0.0 \n", + "2020-07-13 06:00:00-07:00 0.0 0.0 32.213440 0.0 \n", + "2020-07-13 09:00:00-07:00 0.0 0.0 28.928070 0.0 \n", + "2020-07-13 12:00:00-07:00 0.0 0.0 26.922699 0.0 \n", + "2020-07-13 15:00:00-07:00 0.0 0.0 40.318329 0.0 \n", + "2020-07-13 18:00:00-07:00 0.0 0.0 57.139221 0.0 \n", + "2020-07-13 21:00:00-07:00 0.0 0.0 60.347107 0.0 \n", + "2020-07-14 00:00:00-07:00 0.0 3.0 49.750000 3.0 \n", "\n", - " high_clouds \n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 0.0 \n", - "2018-11-02 18:00:00-07:00 0.0 \n", - "2018-11-02 21:00:00-07:00 0.0 \n", - "2018-11-03 00:00:00-07:00 0.0 \n", - "2018-11-03 03:00:00-07:00 0.0 \n", - "2018-11-03 06:00:00-07:00 0.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 7.0 \n", - "2018-11-03 15:00:00-07:00 53.0 \n", - "2018-11-03 18:00:00-07:00 27.0 \n", - "2018-11-03 21:00:00-07:00 14.0 \n", - "2018-11-04 00:00:00-07:00 26.0 \n", - "2018-11-04 03:00:00-07:00 46.0 \n", - "2018-11-04 06:00:00-07:00 44.0 \n", - "2018-11-04 09:00:00-07:00 46.0 \n", - "2018-11-04 12:00:00-07:00 41.0 \n", - "2018-11-04 15:00:00-07:00 27.0 \n", - "2018-11-04 18:00:00-07:00 45.0 \n", - "2018-11-04 21:00:00-07:00 95.0 \n", - "2018-11-05 00:00:00-07:00 94.0 \n", - "2018-11-05 03:00:00-07:00 98.0 \n", - "2018-11-05 06:00:00-07:00 89.0 \n", - "2018-11-05 09:00:00-07:00 79.0 \n", - "2018-11-05 12:00:00-07:00 76.0 \n", - "2018-11-05 15:00:00-07:00 79.0 \n", - "2018-11-05 18:00:00-07:00 57.0 \n", - "2018-11-05 21:00:00-07:00 4.0 \n", - "2018-11-06 00:00:00-07:00 2.0 \n", - "2018-11-06 03:00:00-07:00 0.0 \n", - "2018-11-06 06:00:00-07:00 0.0 \n", - "2018-11-06 09:00:00-07:00 0.0 \n", - "2018-11-06 12:00:00-07:00 0.0 \n", - "2018-11-06 15:00:00-07:00 0.0 \n", - "2018-11-06 18:00:00-07:00 0.0 \n", - "2018-11-06 21:00:00-07:00 0.0 \n", - "2018-11-07 00:00:00-07:00 0.0 \n", - "2018-11-07 03:00:00-07:00 0.0 \n", - "2018-11-07 06:00:00-07:00 0.0 \n", - "2018-11-07 09:00:00-07:00 50.0 \n", - "2018-11-07 12:00:00-07:00 36.0 \n", - "2018-11-07 15:00:00-07:00 0.0 \n", - "2018-11-07 18:00:00-07:00 0.0 \n", - "2018-11-07 21:00:00-07:00 0.0 \n", - "2018-11-08 00:00:00-07:00 0.0 \n", - "2018-11-08 03:00:00-07:00 0.0 \n", - "2018-11-08 06:00:00-07:00 0.0 \n", - "2018-11-08 09:00:00-07:00 0.0 \n", - "2018-11-08 12:00:00-07:00 0.0 \n", - "2018-11-08 15:00:00-07:00 0.0 \n", - "2018-11-08 18:00:00-07:00 0.0 \n", - "2018-11-08 21:00:00-07:00 0.0 \n", - "2018-11-09 00:00:00-07:00 18.0 " + " wind_speed \n", + "2020-07-07 09:00:00-07:00 1.988913 \n", + "2020-07-07 12:00:00-07:00 3.782271 \n", + "2020-07-07 15:00:00-07:00 3.298288 \n", + "2020-07-07 18:00:00-07:00 3.230239 \n", + "2020-07-07 21:00:00-07:00 3.892665 \n", + "2020-07-08 00:00:00-07:00 4.390213 \n", + "2020-07-08 03:00:00-07:00 3.497742 \n", + "2020-07-08 06:00:00-07:00 4.416526 \n", + "2020-07-08 09:00:00-07:00 7.981206 \n", + "2020-07-08 12:00:00-07:00 3.170986 \n", + "2020-07-08 15:00:00-07:00 2.263096 \n", + "2020-07-08 18:00:00-07:00 2.960543 \n", + "2020-07-08 21:00:00-07:00 2.189913 \n", + "2020-07-09 00:00:00-07:00 5.452065 \n", + "2020-07-09 03:00:00-07:00 2.572619 \n", + "2020-07-09 06:00:00-07:00 5.554521 \n", + "2020-07-09 09:00:00-07:00 4.703385 \n", + "2020-07-09 12:00:00-07:00 5.557893 \n", + "2020-07-09 15:00:00-07:00 3.842605 \n", + "2020-07-09 18:00:00-07:00 2.076509 \n", + "2020-07-09 21:00:00-07:00 2.641551 \n", + "2020-07-10 00:00:00-07:00 4.229827 \n", + "2020-07-10 03:00:00-07:00 3.715080 \n", + "2020-07-10 06:00:00-07:00 4.187065 \n", + "2020-07-10 09:00:00-07:00 3.027204 \n", + "2020-07-10 12:00:00-07:00 2.520246 \n", + "2020-07-10 15:00:00-07:00 2.192089 \n", + "2020-07-10 18:00:00-07:00 4.529521 \n", + "2020-07-10 21:00:00-07:00 4.761549 \n", + "2020-07-11 00:00:00-07:00 4.614111 \n", + "2020-07-11 03:00:00-07:00 6.013330 \n", + "2020-07-11 06:00:00-07:00 5.185256 \n", + "2020-07-11 09:00:00-07:00 2.502729 \n", + "2020-07-11 12:00:00-07:00 3.987063 \n", + "2020-07-11 15:00:00-07:00 1.890820 \n", + "2020-07-11 18:00:00-07:00 3.795879 \n", + "2020-07-11 21:00:00-07:00 2.798796 \n", + "2020-07-12 00:00:00-07:00 5.036173 \n", + "2020-07-12 03:00:00-07:00 8.597919 \n", + "2020-07-12 06:00:00-07:00 2.812462 \n", + "2020-07-12 09:00:00-07:00 2.947089 \n", + "2020-07-12 12:00:00-07:00 3.417138 \n", + "2020-07-12 15:00:00-07:00 1.165399 \n", + "2020-07-12 18:00:00-07:00 3.299015 \n", + "2020-07-12 21:00:00-07:00 1.929891 \n", + "2020-07-13 00:00:00-07:00 4.603086 \n", + "2020-07-13 03:00:00-07:00 6.753708 \n", + "2020-07-13 06:00:00-07:00 6.034558 \n", + "2020-07-13 09:00:00-07:00 3.312044 \n", + "2020-07-13 12:00:00-07:00 2.389059 \n", + "2020-07-13 15:00:00-07:00 1.951795 \n", + "2020-07-13 18:00:00-07:00 3.313984 \n", + "2020-07-13 21:00:00-07:00 4.407458 \n", + "2020-07-14 00:00:00-07:00 4.035764 " ] }, "execution_count": 13, @@ -2494,7 +2524,7 @@ } ], "source": [ - "data" + "data[sorted(data.columns)]" ] }, { @@ -2504,28 +2534,20 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'temperature (C)')" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "data['temp_air'].plot()\n", - "plt.ylabel('temperature (%s)' % fm.units['temp_air'])" + "plt.ylabel('temperature (%s)' % fm.units['temp_air']);" ] }, { @@ -2540,28 +2562,18 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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ggw/GL126NOmqq66qW7x48bjk5GT/n/70p8Jf/epX6YcOHYp//PHHj7V3vt/+9rdpjz/++DClFJMmTfL85S9/OdR6+6effmq95ZZbxng8HsOYMWO8L730UmFGRoZ/7ty5E1euXHlk4cKF7pKSEtOcOXMmHT16dIfL5VLLli3LLSgosIwfP76xsbFRQbDO3pVXXpmzffv2BKWUvuqqqyrvv//+8vZi6glp4YmopV1O3PF9T3YAk86cTaU9jaYP3w/L+YQYDF5//fV26+HNnj3bv379egdAaWlpfEFBgQXgk08+sZ999tntFlXdtGmTZeXKlcPXrVtXsHfv3vwnn3zycNt9rr322txHHnmkuKCgIH/KlCme++67r9PJrStXrsy0Wq2BgoKC/BUrVpTk5+cnAHz22We2kpKSuH379u0qKCjIv+2226o6O093SQtPRC3V4KLRHJ7ufoPBQPWpC8j9+G3qq+tITO3byE8hgG63xPpLR/XwZs+eHXjppZfsmzdvtkyYMMFTW1trLCoqitu8eXPC6tWrT0pkAO+8807ixRdfXDN8+HAfnFz7rqqqyuh0Oo0XXnihC+CGG26ouuKKK8Z2EZ/99ttvLweYN2+eZ8KECW6AvLw875EjR8zXXHPNqIsvvrju0ksvDUvZeGnhiahldDfQZEnoesduGnnxBcQF/Gx+VUoGidjQUXGArKwsXVdXZ3rrrbeSzjrrLOcZZ5zhev7551MSEhICKSkp7VZK6Kr2XWdMJpNuKTnkdrtPqH3Xui5ei4yMDP/OnTvzv/a1rzlXrVqVuWzZspzeXLctSXgiasV5XPhs4Ut4M5YspM5sx/nee2E7pxCR1FE9PIDZs2e7nnzyyczzzjvPdc4557h+97vfZc2bN6/d7kyAJUuW1L/55puppaWlRji59l1aWpo/MTHR/49//MMO8PTTT6ctWLDABTBq1Cjvhg0bEgBefPHF46PMzjzzTNcf//jHVICNGzdaCgoKbAAlJSUmv9/PtddeW/vwww8f3bFjR1i6cqRLU0Qtc6ObxszssJ3PFGeibNpcRm79hEa3JyyDYYSIpEsvvZTPPvuMGTNmoJQ6Xg+vsrKSM8880/XRRx8lTp061ev1epvq6uqMCxcudHZ0rjlz5jTefffdJWeddVaewWDQU6dOdb/22muFrfd59tlnD91yyy1jbr/9dsPo0aO9L7/8ciHA8uXLy6688sqxr7zyStpZZ511vHvynnvuKV+2bFnuhAkTJk+ZMsU9bdq0BoDCwsK46667LicQCCiABx98sDgcPw+phyei1oYZcyiZdSZL//BY2M75yR/fJPXh+6he8Shn/MclYTuvGDqkHl5kST08EXOCtfA8KEd4J9jO/uZi3CYzlW/L2ppCxBrp0hRRqaHOhVEHMDp6XymhPRablaMTZzFsxwZ8zT5McfJfRAwtpaWlxnPOOWdi2/c//PDDvVlZWf72jokW8r9ZRKXjtfCSwpvwAOyLFpG063O2vfMRsy/6WtjPL8RglpWV5d+zZ0/U175rT0S6NJVSdyqldimldiqlXlZKWZRSuUqpL5RS+5RSa5RS8ZGITUQHZ2Vw4Whzcvjny83+9wtpNhgpflMqoQsRSwY84SmlsoHbgTla66mAEVgGPAr8Sms9HqgBrhvo2ET0aKgKtvD6UguvI0npKRzOmULKlk8JBNqdkiSEiEKRGrRiAqxKKRNgA0qAc4E/h7Y/B3wjQrGJKOAJ1cKz9dOKKHFnf40MVxV7PtnSL+cXQgy8AU94WuujwErgMMFEVwdsBmq11r7QbsVAuxOslFI3KqU2KaU2VVRUDETIYhBqDNXCS0gLfwsPYOaVlxBAceCNv/fL+YUQAy8SXZopwFIgFxgBJAAXtLNruxMEtdZPaa3naK3nZGRk9F+gYlBrDpUGSkzvn4Q3LGcER0acQvL6f1JW2O7C8SfYuPY91s85ky/flpp6Ijq8+OKLST/84Q+z2ttms9lm9fR8l112Wc6zzz4blv+Q2dnZ00pKSsI+qDISXZrnAYe01hVa62bgdeB0IDnUxQkwEuj6U0YMWb76loTXt2rnncm48w4SGp3s/vdvcWTPwQ73++SlN4n7wZ1kuKo4uv6zfotHiHC66qqr6h555JHSSMcxkCIxLeEwMF8pZQM8wCJgE/ABcDnwCnANsDYCsYkoEah34jGZibeY++0asy8+ly+Nj2O/7w6Krrqa5qefYezMvBP2Wbd6DSm/fIiytBEk1VfhP1zUb/GI6PPohkfZU70nrOfMS83jvrn3dbpPYWEhS5Ys4cwzz+Tzzz9nxowZ/Od//if3338/5eXl/OQnPzG8//77aZs2bUp4/vnnD+/Zsyd+2bJlY30+n1q0aFFdVzH8+Mc/Hvbqq6+mKaVYtGhR3apVq4623r527VrH8uXLR/n9fmbMmOF+/vnni6xWq87Ozp62adOm3cOHD/etX7/eds8994zasGHD3tLSUuNll102trq6Om7WrFkNLSuA1dfXGy655JKxJSUl8YFAQN17773Hbrjhhpre/uwi8QzvC4KDU7YAO0IxPAXcB9yllNoPpAFPD3RsIoq4nHjCVAuvM7P+7Wwsjz9BnK+Jsv+8hj2fbj2+7d1fPUPaLx7gWFYup73xCtVpI4gvPdrJ2YQYOPv37+d73/se27dvZ8+ePbz00kt8/PHHrFy5ktWrV8e13vfWW28dff3111fs3Llzd1ZWVnNn53311VcT//a3v6Vs3rx5z969e/Pvv//+E1qJbrdb3XTTTblr1qw5UFBQkO/z+fj5z3/e6fOn5cuXj1iwYIFr9+7d+ZdcckltSUlJPMDrr7+emJWV1bx37978ffv27frmN7/ZpzJBEZl4rrW+H7i/zdsHgbkRCEdEIUODi0ZLeGrhdWXq1+ZR8NTTVN58I/U3X8eOX/2Wo59vZswLv+PQ6MksfPVZ7MmJeIeNIGPv1q5PKIaMrlpi/Sk3N5dp06YBMGXKFBYtWoRSimnTplFSUnJCTZ4tW7bY33777QMAN910U9VDDz00sqPzvvvuu4lXX311pcPhCMDJdfG2bdtmGTlypHf69OlegGuvvbbqd7/7XSbQYcXyzz//3PH666/vB1i2bFndTTfd5Ac49dRTPT/60Y9G3XLLLdlLly6tW7JkSYfVHLpD1tIUUcnodtEcxlp4XZkwbwYjnnsBb7wV/+03MeaF37F//Kmc8/oL2JODq70YR40mxVOPqzYstSqF6BOz+avufoPBcPy1wWDA5/OdVITOYDB0q5JAqC5ep9s7YjQadcvcVo/Hc0L+MRhOTkfTp0/3btmyJX/atGmeH/3oR9n33HPP8O7E2BFJeCIqxXka8FkHLuEB5EyfwNiX/khF6nAKZp3N1//0DDb7V63MhHG5ABzeUTCgcQnRV6eeeqpr9erVqQCrV69O62zfJUuW1L/wwgvpTqfTACfXxZs5c2bj0aNH43fu3GkGeP7559POOussJ8DIkSObPvnkExvAq6++enxE5/z5853PPPNMWuj9xPr6eiMEywQ5HI7ArbfeWn3HHXeUbd26tU/dOpLwRFQyN7oJJIS3UkJ3ZE/IYfFH77D05SdOGjCTMXEcAOW79w94XEL0xapVqw4/9dRTmVOnTp1UV1dn7Gzfyy+/vP6CCy6onTlz5qS8vLzJDz300AlTG2w2m37iiScKr7jiinETJkyYbDAYuOeeeyoAVqxYcezee+8dPXv27IlGo/F4U/BnP/vZsU8++cQ+efLkSe+8807S8OHDmwA2b95sbbnOo48+OnzFihUlffl7Sj08EZU2TjuVY3PPYenTv4x0KMfVV9dx9PT5HFj6HS569AeRDkdEiNTDiyyphydiit/nx9bciMHuiHQoJ0hMTaLW4sB/5HCkQxFCtEPKA4mo46ypw4DGmBj+0kB9VZeaRXyZrJkgot+GDRus3/nOd3JbvxcfHx/Yvn17eCcWDiBJeCLq1FcE553G9UMtvL7yZmWTuVsWnBbRb+7cuZ5Yq4snXZoi6riqggkvPnnwJTzjyFEke+qpr+5ysQohxACThCeiTkN1sFJCf9TC6yt7y9SE7XsjHIkQoi1JeCLqeKqCCc+W2n8LR/dWxqRTAKjceyDCkQgh2pKEJ6KOtzbYXejop9JAfTF62kQAXAcORTgSIURbkvBE1PmqFl5qhCM5mSMlkVprokxNEBFVWFjI1KlTT3p/xYoVvPfee50ee9ddd41YsWLFsL5cPxznaDF37tyJ69evD8vCuTJKU0Qdf6gWniMtKcKRtK82NQuzVE0Qg9CDDz4IwM6dOyMcSWRIwhNRJ+B00hBnwRQ3OH99m4aNIDN/c6TDEINA6SOP4N0d3mlr5kl5ZP3wh13u5/f7ueGGG/j000/Jzs5m7dq13HLLLVx00UXk5eWxZs2apOXLl49MTU31TZs2zV1UVGT+4IMP9gPs3r3bOnfu3InHjh2Lv/nmm8t+/OMfd1jp4Le//W3a448/PkwpxaRJkzx/+ctfTujP//TTT6233HLLGI/HYxgzZoz3pZdeKszIyPDPnTt34sqVK48sXLjQXVJSYpozZ86ko0eP7nC5XGrZsmW5BQUFlvHjxzc2NjYqAJ/Px5VXXpmzffv2BKWUvuqqqyrvv//+DuNqj3RpiujjcuKJH5jSQL1hHD2a5EYndZW9rlMpRJ/t27eP2267jV27dpGcnMxrr712fJvX6+V73/vemLfffnvf5s2b91ZVVZ1w97h//37LunXrCjZu3Lh75cqVI7xeb7vlETZt2mRZuXLl8HXr1hXs3bs3/8knnzypL//aa6/NfeSRR4oLCgryp0yZ4rnvvvtGdBb3ypUrM61Wa6CgoCB/xYoVJfn5+QkAn332ma2kpCRu3759uwoKCvJvu+22qp7+TAbnLbIQnTA0uPAOUC283nCMGwvAkR0FJH1tXoSjEZHUnZZYf8nNzWXmzJkAzJ49m8LCwuPbDh48aBg1apQ3Ly+vCWDZsmXVv//9748XaT3//PNrrVartlqtvtTU1Obi4mLTuHHjTioM+8477yRefPHFNcOHD/fBybXxqqqqjE6n03jhhRe6AG644YaqK664YmxncX/88cf222+/vRxg3rx5ngkTJrgB8vLyvEeOHDFfc801oy6++OK6Sy+9tMd1uHrUwlNKjVNKTevpRYQIJ5PbRfMAlwbqiYy8YNWEij1SNUFETut6eEajEZ/Pd/x1V0UDzGbz8R1Cx7bbwgvVxutVBQKTyaT9/mB+dLvdJ5y/vXp7GRkZ/p07d+Z/7Wtfc65atSpz2bJlOT29ZrcTnlLqh8DDwHKl1As9vZAQ4RLX6MZnG7wJb/S0CQA0yNQEMUiNHTs2cOTIEfPevXvjAdasWdOrIc9Lliypf/PNN1NLS0uNcHJtvLS0NH9iYqL/H//4hx3g6aefTluwYIELYNSoUd4NGzYkALz44ovH5xideeaZrj/+8Y+pABs3brQUFBTYAEpKSkx+v59rr7229uGHHz66Y8eOHnfzdNilqZT6LrBKa93SRJ2htb4ytG17Ty8kRLhYGhtosA18LbzusicnUmNNwl98JNKhCNEui8XCL3/5y6IlS5aMT01N9c2aNauhN+eZM2dO4913311y1lln5RkMBj116lT3a6+9Vth6n2efffbQLbfcMub22283jB492vvyyy8XAixfvrzsyiuvHPvKK6+knXXWWce7J++5557yZcuW5U6YMGHylClT3NOmTWuAYDHY6667LicQCCiABx98sLin8XZYD08pdTVwDfC41votpdR1wHcItgo/11p/v6cXCzephzc0bZ42i+L557F09c8jHUqH3j7vGyi/nyUfvBXpUMQAi5Z6eKNGjdqblJQUCAQCfOc73xk9fvz4xp6OehyMelUPT2v9R+BiYKZSai2wCbgAuGgwJDsxNPmafcFaeI7BVQuvraZhI0iuLo10GEJ06LHHHkvPy8ubPH78+Cn19fXGu+66qzLSMfW3rkZpjgPWAKuBhwANrABkKXgREfWhof7GxMGd8Iyjx5C0+QNqK6pJzhh8K8IIcf/995d3t0VXWlpqPOeccya2ff/DDz/cm5WV5W/vmMGos2d4fwhttwIHtNY3KKVmAauVUhu01g82b5unAAAgAElEQVQNUIxCHPdVLbzBucpKC8e4HACO7NhH8rkyNWGoCY1ejHQYYZOVleWPhtp4oed7gY62dzZKc5bW+mqt9WXAYgCt9Zda64sBGbQiIqKlFp55ENbCay1z8ngAKvbsi3AkYqBZLBaqqqq6HPovwisQCKiKiookoMN10zrr0nxbKbUOiAdear1Ba702PCEK0TPu6locgG0Q1sJrbfSUCRwGGg7K1IShZuTIkRQXF1NRURHpUDpUWlpq8vv96ZGOI8wCwE6fz3d9Rzt0mPC01suVUolAQGvt6o/ohOgpT00w4SWkDb5aeK0lJNmptiWjj8jUhKEmLi6O3NzcSIfRqcmTJ+/QWs+JdBwDrdNBK1rrHi/dIkR/8tYEx0vZB2EtvLbqUrMwl0nVBCEGi4gsHq2USlZK/VkptUcptVsptUAplaqUelcptS/05+D/RBMDzne8Ft7g//VoHp5Nck1ZpMMQQoR0mvCUUgal1On9cN1fA//QWucBM4DdwHLgX1rr8cC/Qq+FOIHPWY8fhX2QD1oBMI0aTaK3gZryHi/qLoToB50mPK11APhFOC8Yei64EHg6dI0mrXUtsBR4LrTbc8A3wnldERu004k73orRZOx65whznBKqmrB9b4QjEUJA97o0/6mUukyFb1LJWKACeFYp9aVS6vdKqQRgmNa6BCD0Z2Z7ByulblRKbVJKbRrMo6BE/1AuF43mwVsaqLXMvFMAqJSqCUIMCt1JeHcBfwKalFL1SimnUqovg1lMwKnA/2mtZwEN9KD7Umv9lNZ6jtZ6TkZGRtcHiJhiaHAO6lp4rY2eFpyL13CoKMKRCCGgGwlPa+3QWhu01nFa68TQ6748QCkGirXWX4Re/5lgAixTSg0HCP0Z9YuYivAzuRsGdS281myOBKoSUtBHTioCLYSIgC4Tngq6Win1/0KvRyml5vb2glrrUuCIUqplXbZFQD7wJsHqDIT+lMnt4iTxjW781sFbGqit+rQszGXHIh2GEIKuF48GWEVwBvu5BBeQdgG/A07rw3W/C7yolIoHDgL/STD5vhoqQ3QYuKIP5xcxyux140yIjhYeQPOwbNK3fRrpMIQQdC/hzdNan6qU+hJAa10TSlS9prXeCrQ3y39RX84rYp+1yQ2OwT8loYVpzGgcG9+jprSKlKy0SIcjxJDWnUErzUopI8HSQCilMuhkNWoh+ktToxerrwnjIK+F15o5PbhcYXWJPJIWItK6k/AeB94AMpVSPwU+Bh7p16iEaEddRTUAxqToaeGZk4NljNzVtRGORAjRZZem1vpFpdRmgt2NCviG1np3v0cmRBv1lcGkER9FCc+SEozVXSM1k4WItC4TnlLq18AarfXvBiAeITrUUFVDHF+1mqKBLSUYa2OtJDwhIq07XZpbgB8rpfYrpX6ulBpyJSXE4NDSLWhLG/wLR7ewh2JtqpXCI0JEWncmnj+ntf43YC5QADyqlJIyzmLANYa6BQd7LbzWEkMJr7leEp4QkdaT8kCnAHlADrCnX6IRYRMIBFh7033sWr8x0qGETUstPEdaaoQj6T5HWrBL0++UGspCRFp3VlppadE9COwCZmutL+73yESf1JXXMGHdm+x/5fVIhxI2vvpgwkvMiJ4WninOhMdkJuCShCdEpHVn4vkhYIHWurK/gxHhU1sW/OdSZaURjiR8/PVOfMqALTF6lhYD8MRbweWMdBhCDHndmZbwhFLqEqXUwtBb67TWb/VzXKKPXJXVmABzVexMeNYuJw3xNgyGnvTER57XbMPgboh0GEIMed3p0vwf4HsEF3jOB24PvScGMVdlcJK2oy52GubRVAuvtSaLDaNHEp4QkdadLs0LgZmh6ucopZ4DvgR+0J+Bib5pDA3hT/HU0+j2YLFZIxxR3xncLpqipBZeaz6rDbNT5uF1pfxwCQCZo4dHOBIRq7rbN9R6lED0zPodwrw1Xy1ldawgNgqQxrldUVMLr7WAzU58ozvSYQx6G26+k83/eXOkwxAxrDsJ73+AL5VSfwi17jYja2kOer5WCa9iX2HkAgmj+EY3flt0DVgB0AkJWJok4XXFUldF9rEDuF3ysxL9ozsTz18G5gOvh74WaK1f6e/ARN/4W010riuMjYrbFq8bbY+eSgktVIIda1MjgYAUGemMpbGBOO1nz7oNkQ5FxKjuDFq5FHBrrd/UWq8FGpVS3+j/0ESfOOupszjwo/AWH410NGFh9brBEX0tPEOigzjtx+OUlktnrE0eAEo+kYQn+kd3ujTv11off+Kuta4F7u+/kEQ4GFxOGmyJ1CYkEygriXQ4feZ2uTEHfBijqPhrC1NiMGZnVU2EIxm8fM0+bM2NAAR27YhwNCJWdSfhtbdPd0Z3iggyNThpsibgSkonvjL65+LVh2rhmaKoNFCL+MRgN6yzSkZqdqS+MngzEECRXrRXun9Fv+hOwtuklPqlUmqcUmqsUupXBAeuiEEs3uPCl+CgKS0Te230z8VzRmEtvBbm5GDMDVIEtkP1FcGEV5yVS3Kjk8M790c4IhGLupPwvgs0AWuAVwEPcFt/BiX6ztLoJmB3QFYWyQ01+Jp9YTu329nAB/PO4c0rrqOs8Fin+x7atpe/XfDv/Ov083D1oUSOqzr4gWhOib5ZMdaU4KwejxSB7ZAr1N3bNGc+AAc+/DSS4YgY1Z1Rmg1a6+Va6zmhrx9qrWXZiEEuwdsAjkTM2SMx6QClB4+E7dwHN+8iq66M8Ts+5fAlF/PuytUndUE1NXr56w8epe5blzP8SAEjqo/yr/t+2utreqKwFl4LWyjhSRHYjrXUOhy2YC5ukxnXlq0RjkjEouhalFB0i9vlxuxvxpiURGLOKADKCg6F7fzlO4PVocruXEFVejYjf/9L/nH+ZezfvAuAre98zPpFFzHujT9wZPwsst54k4K55zFu3Vvs/OCLXl3TXR7slnWkR1/Cs4dKBDXVSU28jrTc0Ngz0yjNPoWE/fkRjkjEIkl4Mai+vAoAU3IS6ePGAFB7KHxz8Rr2HcCPYv63v8Hif77B4Wu/R2ZZIQ3fXsZbl1xF3PduxOpxUXHvQ1y89nlGjB/NwpU/wWl1ULJiBc3eph5f012wH58yMGryKWH7ewwUR6hgrc8pFRM64g21fh0ZqfgnTSWrspj6amkRi/CShBeD6kIJz5ySzIgJOQB4joRvLp4+XEhVYjoWmxWjycjXl9/MyLVvUjRxNmMLvmT/gvOZ+s+/s/C/Lj9+TEpmGt5b7mRkxWHeffg3Pb6mofAA5SlZmK2WsP09Boo9ORE/Cn+9JLyO+EKt38T0FDLmn4YRze73P4twVCLWdDi9QCn1G0B3tF1rfXu/RCT6zFVZgw2wpqWQkGQPTkAvDd9cvISyYpyZI094L2vsKC554w/UV9cxJbX9gSULr/93/r52LdmvP0/RsqWMmdL91lpy6WGqcyf1Ke5IMZqMeOIsaKmJ1yGfsx4/CntyInnnzufYTxTln2+Ey5dEOjQRQzpr4W0iOP3AApwK7At9zQT8/R+a6C13aE5TQmiAR31iGqaKsrCcu9nbREZtGYFRY9rdnthBsgMwGAzM+MVP0Qp2fP9H3Z5rVVtRTVpDDYZx0ded2aIx3opqkLFeHdFOJ574YI9BSmYaZSnDUfk7Ix2WiDEdJjyt9XNa6+eA8cDXtNa/0Vr/BlhEMOmJQaoxtHC0IyMt+DotE1tNRVjOfWT3QeICfqynjOvV8aPyxlJ6+bWMO7iddU++3K1jDm7YDkDylLxeXXMw8FpsGBpckQ5j0FKhhNfCecokhh3Zh98n99YifLrzDG8E0HrFXnvovT5RShmVUl8qpf4aep2rlPpCKbVPKbVGKRXf12sMVc01wRZeUmYw4enMLFKcVWFZveLYtt0ApE+e0OtznP+j73IkcwzWJ39NTWlVl/uXbwuO2Bs9Z3qvrxlpzVIEtlMGtwtvq9JPtlmzsDd7OLBZWnkifLqT8H7GV+WB/gBsITzlgb4H7G71+lHgV1rr8UANcF0YrjEk+erqCKBITA+ODozPHoE54KPicGmfz123dx8AObOm9PocpjgT2Q8/hN3bwPof/0+X+3sLCnDHWRiZl9vra0aa35pAnNTE65DJ3XBCrcPcs4MT0AvXfR6pkEQM6s7E82eBecAboa8Foa7OXlNKjSRYSf33odcKOBf4c2iX5wCpyNBLur6ehtDzEAD76OBcvNJ9fZ+L5ys8RK3FQUpWWp/OM2XhaRSOnUbijk1d7ht/5BAV6SMxGKJ3UHHAloDZ64l0GINWfKMbv/WrShhjZ03CaU7As1UmoIvw6U55oIXABIKtrhpgQui9vngMuBdo6WNLA2q11i3rXxUD2X28xpClnE485q/ultPGjQag5mDf5+KZjx2hJj1M/zRTZ5BVV0bV0Y4Xtw4EAqRXFOMdlROea0aIttuxeKWF1xGz100g4avfWYPBQPnI8SQe3BPBqESs6c4t8/dbff0/4C3gJ729oFLqIqBca916AWrVzq7tTolQSt2olNqklNpUURGegRixxtDgPOF5yPCJwa7AhiPFfTpvIBAgrbqE5uxRfTpPi2GnnwbAng86Xjex9EAx9iY38ePHh+WakaLsDqzNUgS2I9YmN7Qt7jt1Olm1pZ3eEAnRE93p0ry41ddiYCrQlzHuZwCXKKUKgVcIdmU+BiQrpVrmBY4E2l2VWGv9VMu6nhkZGX0II3bFuV00277qHkrJTKMhzoLvWOcLPXel4nBpMPmMHdvXEAGYfM58/MpA1Rcdd2sWbtoGQPr0yWG5ZqQY7XaMaFy1MhevraZGL1ZfE8bEEythdOeGSIie6M1DkWKCSa9XtNY/0FqP1FrnAMuA97XWVwEfAC1Lc1wDrO3tNYY6i8eFv83dcm1iOsbyvs3FOxwaLZmcF57WVkKSnZL0UZh27+pwn5odwXFN4+bOCMs1I+V4EdhKKQLbVl2o1qGxTemn7twQCdETXRZybbPiioHgHLxt/RDLfcArSqmHgS+Bp/vhGkOC1eum1n7ih0djSgaWPs7Fq9pVgB0YNTN8rS33hMmM/vxfNHubiDOfPBPFf2A/NdYkJg2P7tZ8fHJLwqsNPhEXx9V3UOuwOzdEQvREtwrAElxxZTPwGXCf1vrqcFxca/2h1vqi0PcHtdZztdanaK2v0Fp7w3GNocbv82PzulFtuof8mcNIru9bIVjvwYN4TPGMGN/+Kiu94Zh9KhZ/E3s//bLd7bajhdRkjQ7b9SLFkhxcgcZdI0Vg22oI1cIzJ5+8So97wmSGlxzs1YLjQrTVnWd4zwEvE0x424AN/R2U6D1nTR1GNKakEz88TCNGkNDcSE151xO9O2IqLqIqZXhYpweMP/d0AI58fHLZoGZvExnVJfjHhOeZYSRZUoI3IJ4aKRHUVkstPGtq8knburohEqInujMt4RyCa2j+DlgFFIRhWoLoJ3VlwYQW1+ZuOWFUcLHnkr29n4uXVHEUT9bIrnfsgewJOVTbkmnednIveeG2PcQHfNjyJob1mpFgTw2ua+qtlRZeWy218BJST6512NkNkRA91Z1b9V8A52utz9ZaLwS+Dvyqf8MSvVVfHhwAYG5zt5wyNtgtWHWgd3PxnDX1wQWcc8K72onBYKBqzARSDp0836p4S3BZqayZvV/VZbBwtBSBlRJBJ2mqDZUGykg9aVv2hBy8xjia+jilRgjoXsKL01rvbXmhtS4A4vovJNEX7tDzEFubu+Ws8cFE5Tp8pFfnLdoaHC3pmBD+igWmadNJb6impE0ydu7eg18ZGDun14OCBw1HqHKFr166NNvy1QcLvSZmnNylaTAYcFoTUbUyulX0XbcGrSilnlZKnRP6Wk3weZ4YhNxVwRaePePEpb8yRmfhNZhoOtq7uXjlu4L3PFnTwt+9OOKMeQAUtCn4qQ4doCIpE5vdFvZrDjSrw4ZPGQg4pWJCW/56Jz5lwJZob3e7OyERY50kPNF33Ul4twC7gNsJLvicD9zcn0GJ3msKPSNKGnZi95DBYKDGkYYq790C0q59+/ErA2Omhz/hTVo4hyaDidqNJ95HJZUcxjk8fCNCI8lgMOCOt0oR2HZolxN3vLXDwVDNjmTMrroBjkrEoi7n4YWmB/wy9CUGueaa4AdDS2mg1twpGViqerlM0+EiKh3pTLVZu963h8xWCyVZuVgKvppv5aypJ8NZSd2488N+vUhpjLdJEdh2KJeTRnPHrXh/UjIJRw8MYEQiVnWY8JRSO+hgPUsArXX0FieLYYG6OrwGEzZHwknbfBnDSNtR1Kvz2kuLcQ4L7wjN1rx5U8j94C3cLjc2u40DG7ZjBpImT+q3aw60JosVg1sSXluGBhdey8m/ry1UaiqORhd+n/94BRAheqOzLs2LgIs7+RKDkHbW4+7gbtmYNZykRicNdT17jtTsbSK9rozAqP6bAJ4yZzZx2s/e9RsBKN8WbO2Nmj2t36450JotNkxSBPYkcZ4Ta+G1ZUpLw6gD1JT2beEEITpLeHHASK11UesvYDTd6AoVkWFwOWm0tP/w3zoqWNbnWEFhj855OP8AcQE/tlPCP0KzxcTQfKtjnwbXNfDsLcBjimf0lP675kDz2+zESxHYk8Q3uvHb2v+dBbBkpANQfbTvBYzF0NZZwnsMaO8Juye0TQxCxgYX3g4+PJJzgy20ygM969Ys2R6cI5c+pf8WgRyWM4JyRwaBHdsBiDt8kIq07JjqwgoWgZWE15bF60bbO0549qxMAGqP9m3xcyE6S3g5Wuvtbd/UWm8CcvotItEn8R4Xvg4SXub4HADqC3s2F69ubwEAObP6t0RP3dg80ov2BuvulR+hcWROv15vwCXYsTRJ1fO2rF43qm0tvFYShw8DoKFM6l+Kvuks4Vk62Rb+oXoiLKweF4EOPjyyckfiVwa8R3u2aoWvsJBaayIp7Yz8DKf4GTNJbnSy7Z2PSfQ2EBflRV/bMjgc2HxefM2+SIcyaLhdbswBH4Y2i523ljYqmPAayyXhib7pLOFtVErd0PZNpdR1yMTzQcva5AZH+wkvzhxPjS0ZSnv2LMR87Ag16SPCEV6nRp81F4DDz70IQPq06C762pbREWx5O6tkTlmL+lAtPFNSxwkvJSsDP4rm0KIKQvRWZ4NP7gDeUEpdxVcJbg4QD1za34GJnvN6GkOVo08us9LClZJBfA/m4gUCAdKqjnFs9lnhCLFTE+bPZLvJzJjtwQrXuXNja+ZLXKgVU19VQ0pW/7aWo4Wzg1p4rZniTDgtdnR17yt9CAGdtPC01mVa69OBB4DC0NcDWusFWmsZLjUI1ZaF7pZTTl6TsEVTeib2uu4P7644XIq92UP82P4v0WOKM1GSfQrmgI9ai4OMUcP7/ZoDqeVDvaFaKia0cFWHauGldHyTBuC2JWKok5+b6JvurLTyAfDBAMQi+qi+PJjI4tsppNnCMGw4yVs/pqnRS7zF3OU5D3+5CzuQkjcwz9P8k6ZC0S6qh0V/0de2LKEPdUl4X/FU12IBbJ3cpAE0OpKJr5efm+ib8FXyFBHnqgzeLVvTTi6z0sI8MhsjmpL93SsTVLV7HwCjZg7M87SM+acB4BsT3jJEg4EtlPAapQjscY2h5G9P6zzh+ROTsDbIs0/RN5LwYkhDZbBL09bJh0fqhHEAHAnVmuuK98ABPCYzw08ZmBbX5PNOpywxk8xzzxmQ6w0kW6hGobdOPrhbNNUFk7+jnVp4remUVOyNsvC26BtJeDGk5W7ZkdHxgIjJ586nWRmp/mxDt85pOnqYytSsDleyD7ek9BTO2bCOBcsuHJDrDSRH6EakWYrAHuer67j4a2vG1FSsviZctdI6Fr0nCS+GtJQGSh7WccKzORI4lpWLOf+kNQVO4mv2kXn0AJ7R48IW41CWmB5MeP46+dBu4XfW02QwdVnz0JyRAUBVsay2InpPEl4M8dWGKkenp3S6X9PUGYwoL8TZxbOk/HUbsDd7cJy+IGwxDmUWmxWvwUTAJUVgj3O6cMd3vY6FbZispyn6ThJeDNHOelxxVkxxnQ++zThjASYdIP+9Tzvd7/B76wCYetGisMU41HniregGSXgtuqqF16JleTFXiay2InpPEl4MUfX1eLrx4THl/DPxoyj7uPOEZ9iyiaNpI8kcHVvz4SKp0WxDScI7zuh20dRJaaAWydnBhOcu62UBYyGQhBdTDA1OvNaOV51vkZiaxLHM0cTt3NbhPm5nA9nFBTRMmRnOEIe8JosNoxSBPa6rWngt0kZmAdBcKautiN6ThBdD4twumjqpK9aaZ9IMRpQcxO1qv1zNjnc+Ij7gI31h/y8pNpT4LDZMHikR1CK+0U0goevfWZvdhjvOgl+WFxN9IAkvhpg9Lvzd+PAASF0wj/iAj90ffN7u9rIPP8anDEy/8JwwRij8tgTipSbecRavG93N31mnNRFVW9PPEYlYJgkvhlga3WhHx4vwtjbl68GWW8m69p/jWbZv5ujwcThSunc+0T06wY5FEh4QXJjc1uTptBZea40JiZhkPU3RBwOe8JRSo5RSHyildiuldimlvhd6P1Up9a5Sal/oz87H1osTBAIB7E1uVDcTXurwDI6lZqN2bD1pW01pFSPKi2ieMTvcYYoEO1YpAguAu95FnPZj7KRSQmvNiSlYZHkx0QeRaOH5gLu11pOA+cBtSqnJwHLgX1rr8cC/Qq9FNzmr6zDqAMZOFo5uy5U3jeFH99HU6D3h/e1/ex8jmhHnyvO7cDM47Jj9zSf9zIei+opga83USTmr1gLJydjdMmlf9N6AJzytdYnWekvoeyewG8gGlgLPhXZ7DvjGQMcWzerKg+toxid3vghva0nz5mL1NbH7o00nvF/78Sd4TPFMPe/0sMYowBQqzltfKV1zzqqW39nutfAMqWk4vA00e5v6MywRwyL6DE8plQPMAr4AhmmtSyCYFIHMDo65USm1SSm1qaJCJqG2qC8Pjl6L76LMSmt55wdbcMUffHLC+4n5Wzk2Og+z1RK+AAUAcUnB1kx9pQy+aKgKJn1LF7XwWsSlB5fMqzoqy4uJ3olYwlNK2YHXgDu01t3up9BaP6W1nqO1npMRWl9PgLsq+AFq62JZsdayckdSlpSJ3vbl8feO7TtMVl0Zhtlzwx6jgPikYAuvoVqeRXlqggmvpYpEV6yZwf/v1ZLwRC9FJOEppeIIJrsXtdavh94uU0oND20fDsiSCj3QkvDsaT0b61M3YRpZh/fga/YBkP+3fwGQc/7Z4Q1QAGANPWNt+bAfylqqeyR0M+HZs4IJr+7Y0E54gUCAXes3djiHVnQsEqM0FfA0sFtr/ctWm94Ergl9fw2wdqBji2be0IdHYmbHlRLaYz9tDgnNjRR8Hhyt6f7sM+rMdiYumBX2GMVXtQo9UubmeC28pMzOSwO1SBoRfMrhLhvajzLKi45huPE7fLjyyUiHEnUi0cI7A/g2cK5Samvo69+AnwGLlVL7gMWh16KbmkNFRZNDq8p314TzFwJQ9MEnBAIB0gu2U37KVIwmY9hjFGAPtWaaaqVLs6VMUlfVPVqkjQqu6eotr+y3mKJB0aZg8eb0aZMjHEn06XxZ/X6gtf4YUB1slmX5e8lfV0uzwYjV0fXi0a2NyhvLRwmp+LZs5sCmnaR46nDOnddPUQpHWjJupAgsgN/ppNEY3+3BUUnpKRwxGGke4suLVe3YRSKQO3d6pEOJOrLSSqxwOmkwJ/SqMnn1+ClkHNrN/n98AEDehXLf0V8cqcFneH6nJDxcTjzdqIXXwmAw4LQ4oLq6H4Ma/Jr376fW4iBjlFQx6SlJeDHC4OxeaaD2WGfPIcnrwvz3v1BhT2PM1PFhjk60iDPH4zGZCUjCw+By0Wjp2e+sOyERY/3QHvBjLT5E9bDRkQ4jKknCixHGBidN3SgN1J5x5wXn4w2vLaVmkpQD6m+eeCtITTyMHhdNlq5LA7XmdSRjdg7dhOdr9pFZdQzfmNxIhxKVJOHFiHhPA76E7i3C21bujInUWoOrXSSeviCcYYl2eM1WDA1SEy/O04DP1rOE509MxtYwdEe4Fu3ch9nfjG3ixEiHEpUk4cUIi8eF3967Fp7BYKBibHDE19SLzg1nWKIdTWYbRo8kPHOjm0A36zcel5qKo9FJIBDon6AGueLN2wEYNkNGaPaGJLwYYfW6wdH9haPbGve9Wyn6zn/Lg/AB4LMlECcJL1gLr4c3aXGpacQF/NQN0aXZ6vP3EkAx7jQZodkbAz4tQYRfU6MXm8+LIbH3teumLDyNKQtPC2NUoiMBWwLxlSWRDiOijtfC62Y5qxbmzOA806ojJaT0cJGFmHBwP5WJ6UxJ6l1vzlAnLbwYUBuqlGDqQWkgETnaloDZO7Rr4jmr6zCiMfXwJs02rGV5saG58qCjpIj64WMiHUbUkoQXA+orghNxzT2olCAiyG7H1uwZss+h4KtqEaZuFn9tkTRiGACu0qG3vJjb2UB6XQU6d1ykQ4lakvBigDPUwjN3cxFeEVlGRyJxAT+NDUO3lecKJTxzD3slUrODCc9TPvQS3oGNOzGiSZycF+lQopYkvBjgDtUVS0jr3iK8IrJMiS1FYIfmwAvoeS28FmmhhNdcOfSWFyvdGlxDc+TsqRGOJHpJwosBjaGlluw9qIUnIicu9NzKVT10J1B7aoKLZ9tSe/Y7G2eOx2lOIDAE19N079mL12AiZ7q08HpLEl4MaArVVutppQQRGZaUUMKrHLoJrzH0O2tP63k3vMuWiKF26P3sTEUHqUgbgSlOBtf3liS8GOBrqSuWIS28aGBpKQI7hEsEtZSz6m4tvNYaE5KIqx963cGp5UdwZ+dEOoyoJgkvBgTq6nDHWYgzx0c6FNENtlDFBO8QLgLrD5VHaqke0RO+pGQsQ2x5scriMpI99cSdIgu794UkvBigXE7c5p6tSSgi53gR2Lqh9bG6mrIAABarSURBVKHdWsDpxG0y9+omTSen4PAMrZ/dwQ3bAEiZNinCkUQ3SXgxwOCq73GZFRE5LRW+m+uH1of2CVzOXpezMqamYWtuxO1yhzmowatq524AcmVJsT6RhBflAoEACVVlNNlllZVoYU9OJIAa0kVgDQ1OvL1MeHHpwSXFqopLwxnSoNa0bx9OcwKZOdmRDiWqScKLchtf/ydZtaXEn3d+pEMR3WQ0GfHEmdGuoVsTz+RuoMnau25427BMAGqPloUzpEHNcuQQlRmjMBjkI7sv5KcX5SqefoZai4Ozbr060qGIHmgc4kVgg7XwercAsn14cD3N+pKhkfD8Pj8ZlUdplqKvfSYJL4rt+XQr4w7toGrxUiw2a6TDET3QaEkY0kVgzY1uAgm9a+GlDA+utuIuqwxnSINW8Z6DWH1eLBMmRDqUqCcJL4rt/e2TeI1xLLjjhkiHInqo2WLDNIRr4lmb3JDg6NWx6aOzAPBWDI31NA9v2gFA5swpEY4k+knCi1KlB4+Q++VHFM09l7TszEiHI3rIb7GRUFtJTfnQWyLL7/NjbfaiHL1LePbkRBqN8fhDS+rFurpdwRGaUvS17yThRakNv3oSow4w/Y5bIh2K6AXzeYtJdVWz5+v/xodPvTKkSgXVV9ZiQGNK6v3IYqfVgaoZGgkvcHA/FfY0EnsxSV+cSBJeFHLV1jN83dscnDiH3BkTIx2O6IXFd/4XetWzuOzJDPvlA/z9kqsp3nso0mENiPrKYKKK62EtvNY8CUkY64fG0mz2Y0XUZ42OdBgxQRJeFProN3/A3uRm5M3XRzoU0QfTzp3HOe+9xaErrif70C7KL7uUtx94DF+zL9Kh9StnL2vhtdaUmIzFGfsLSDe6PWTWlhHIHRvpUGKCJLwo42v2kbD2VYqyxjHrgoWRDkf0UZw5nn976G5SX32NY6MmkPPyk7y/6GLyP9oU6dD6jTtUFsnaw1p4rQWSkrG5Y3+lmoObd2HUAeyTpCRQOAyqhKeUWqKU2quU2q+UWh7peAajj5/9MxmuKqxXfzvSoYgwGjPlFP7tb69Q8t0fklhfReDGa3jz1h/SUBd7c/WO18LrRWmgFio1DUejK+ZbwyVfBou+Zp8qRV/DYdAkPKWUEfgdcAEwGfiWUmpyZKMaXAKBAN4XX6DckcEZ11wW6XBEmBkMBs697dtMePtvHDj1bMa//wabFy3hszV/i3RoYdV0vBZe78tZxaWlYkRTUxrbUxNce/bSrIzkzpRFo8NBaa0jHQMASqkFwE+01l8Pvf4BgNb6fzo6Zs6cOXrTpp53/fz654tQ+8t7G2rEWBs1Z37h5+1Fcew4TUoBxboRhT6WvNNEeo1mx0QDpVmD5v60T0YVB8g7EOBXd1hptvTu73TKria++VYzn5xmxG1TYY5w8Ji2yw/A89efvO5onm049/37W706r1Jqs9Z6Tp+Ci0KDqXRuNnCk1etiYF7bnZRSNwI3Aowe3buRS8n7G5i7Ljq7QurssHtGXKTDEAPgWI6J564zctrHXk7f6Gfa3tiZulDrgGZz7xNVdYYRn6GZMzb6wxjV4PT5qcZIhxAzBlML7wrg61rr60Ovvw3M1Vp/t6NjetvC83oa8Xq8vY41kiw2C/EWc6TDEAOs0e2hqbEp0mGETTh+j90uN76m5jBFNHjZkx1hXzRaWniRVwyMavV6JHCsPy5ktlowWy39cWoh+oXFZpX1Utuw2aUGpOiZwfRQYCMwXimVq5SKB5YBb0Y4JiGEEDFi0LTwtNY+pdR/A+8ARuAZrfWuCIclhBAiRgyahAegtf478PdIxyGEECL2DKYuTSGEEKLfSMITQggxJEjCE0IIMSQMmnl4vaGUqgCKIh1HD6QDlZEOohck7oElcQ+soRj3GK11RjiDiQZRnfCijVJqUzRO9pS4B5bEPbAk7qFDujSFEEIMCZLwhBBCDAmS8AbWU5EOoJf+f3vnGWVHcabh51WERcBKRCGCSAKBCcbknA3ehYUF5CWYvJjjBREM9mLAi8nJRB/2EJZwAPuQg+CAAWEQRgZERiCCF5HxkrFkCwHSuz+qLmpd7oxGo5nbt2e+55w6U11d3f32d2v66wpdFbqbS+huLqG7lxB9eEEQBEGvIGp4QRAEQa8gHF4QBEHQKwiHFwTBXCGp5y4x3kKEnbuecHhdjKRBhXglCqwSK5StozNI2lrSAmXr6CjZ1j+WNLRsLXOLpNMkjXTFOv4lDctLjlXmfzLTvxapmO6WJRxeFyFpb0lPAudIOhmgCg8GSX1JSzJdKakyMy9kez8FbAVUYtlrSd8HXgY2BgaULKfDSNpL0jjgJ8A+ZevpKJJ+KGkicD5wLVTmf3LPXLZPk3QEVEN3FWip5YGqRn7rmg84BtgaOBr4GLha0o22J5apr4P0Iz18+wCbShpj++uSNTUk27sfcARwPLCj7cfKVdUxJPUDfgCMtv37un1qtQeapD7AgsDZwHDgOGAksHDe33Kai0haj1RODrE9XtIkSevYfrpsbe0haV3gcOA/gD8DYyVNsX1lq9u8CkQNr5NIms+JacBttreyPY7kPF4D3i1XYWMkzVeIy/Z0YAxwG3AQsHhZ2tqjYO+vgFeB64E3JQ2QtJukpUqW+C2Kts4vEasAb0taWNJPJW3Xig8xSfPbnmn7c+Ay29+3/ShgYBS0Zo2jaG9geeDR7OyWACYCn5WjrH3qdI8Extp+zPZHpHJ+uqSFW9HmVSMcXieQdAJwr6TRkr5je6KkPpK2Aa4jOY3zJB2T87eEnQu6D5O0pm1LGgZsC1wIvA+MkrSLpAVLFVugzt4jgHuAt/Pfp4FdgWskHZ/zl27velvn5D8D65FeLhYj1VIvaEFb35NtvYbtpwr2vAX4unA/LUNdGVkOeB5YTtJNwARAwBWSzsr5W6JPrE73MsArwI6SRuYsM4G/Akfm/KWX7SoTxptLJB1IchA/J81Wfqqk4bZnkhzGZra3Bc4ETpK0aN5XKnW6FwdOlrSC7XeBp7PGt0m6DwNmlCa2QAN7n5P/3gncB+xgex/gKOAYSYuUbe8Gtj5F0hBgMrAvcLft/wT2BjYCWmLAUJ3uRUi6lyvYczDpHlrqudGgjFwEfGZ7FKm15QTbu5NaMPaVNKwVaksNdP8GmATcCvw89+MtDuwF7CRpgbLLdtVpqYLb6uS3wmWAS2w/TurfmEhyEth+yfYnOf4Kqamw9CbCNnS/SHLI/YE986CEHUiO5Angi7L01mhH91m2JwG/tP0OQO4vvZf04CiNNjRPIpWRi4GvgQG52fBdUvPs8mXprdFA9zmksn1GLY/tycCywNr5mNKfH+38T56fsywAvATf6B8PjChB6my0U04usH06qf/xINs/Iy0BNB74slVqplWl9AJbJQpvhfvm7amkpsDlJW1Zyyepn6SLgIWAN5os81u0ofsCYDVgVeC/gbtsbwzsR3qgLVOC1NloQ/f5wKqStrT9BYCk/pIuJtm71PUR29D8a2Adkq3PIb0EnSjpvJxW+kCKdsr2isWyDdwEbJfzlF7baKdsryRpdeADkq23l3QuMIzkEEulnXKyhqStbX9u+1mlzylOBGbY/qoVaqZVJhxeBym8WZ0JrCBp87z9Maljefucbx/gcVKT4B62/95srUU6oHsP2+fYPhsgD8LZ2XapjmMOuq9jlr13Ib391uxdWs20A7bezfYDwFnAp8DnwBa232q62AIdLduZ6cBtrVDTmIPu3wK7kGz9IHBo3reN7Q+bKrSODpTtbXK+dUjaIY2SDeaRcHh15AEbp7Sxr18e1XgJ6U299pY7A/gkZ3uW9GA7qpnOrpO6vySPXMu1UuV9TfssoQvs/TKwu+0jm2XvebD1lLz9F+Bc27+y/bdmaM7aOmvrjwtZr7J9czNrGvNg769sf237QmAv28dUxN6f5mxvkp4lB5X5ItejsB0h/e/2AQ4mjaT7ijT4pFG+ofnvg6Q3tE1JH27/rKK6j62o7qbbuxfbOnT3At29IZQuoJUCsAXpY9t/B/5Qt68vqWN5POlD3BVIzSQPA8eH7t6hu4qaQ3fojpBtX7aAUm8edgc2KGz3L8QnkEZJ1bZXAc4DBtedY0Do7rm6q6g5dIfuCG38TmULKOWm0yi5h4H3gNuBPjldhfiOpCHwgxsc3zd092zdVdQcukN3hPZDrxy0YvsD4A7Sd2fvAz/Ou2R7piTZvof0XcwhkhaUNAq+mY6rlI+yQ3doDt2hO5gHyva43R1IBa+4XXvr6k+aiHhX4C5mdSD3Ib91ASuSpvb5C3B46O6ZuquoOXSH7ghzH5R/jB6LpH9wO8PVlSaWPZY0hPm4QvqKpA+ypwKH2X6v28XOrit0N4kqas7XD91NpKq6gwJle9zuCsCGpMluryJ9OFt70xKFNzXSiKnNSfPXLU2ammoh0jIoI0J3z9VdRc2hO3RH6HzokX14eSqkS0gF7xXSopWDJfVxRtJASQNtz3Ba1udF0pRDjwBLOE3t82ro7pm6q6g5dIfuYN7okQ4PWBOYYPt60lQ9/YGpznP/Ka1IfgUwNG8fSupsvhRY0/ZrpagO3aF5zoTu5lJV3UEjyq5idkUgNTmMKGyvTZp66r+A/wMeAq4EfghsTJpnb6VC/m2L26G75+muoubQHbojdPHvW7aAeRIP/wjcTZqj8ARgUGHf+rlg7pa3DwIuB9Yq5Cnr253QHZpDd+iO0ORQ9SbNBUhzzx2e45vVdth+grSqdG3W/wdJhfpTSGt5ubxvYEJ386iiZgjdzaaquoO5oHIOT9K+kraQtJDTApqXATeSFizdQNJSOd9A0lx1P8mHbgMMyflwk9fyCt3N011FzaE7dAfdTyW+w5MkYElSe/lM4H9Jb2FH2P4o59kEGAU8afvanLY6qe19SdKs5Yc5rZQdunuY7ipqDt2hO2gyZbepzikw65uXEcB1Od4PuBi4tS7vUcCppOaG+XPa/MAKobvn6q6i5tAduiM0P7Rsk6bSgqSnA6dL2oI0w/gM+GaB0tHARnlfjcuBQcD9wBuShtmeZvv10N3zdFdRc+gO3UF5tKTDywXvKWAwaRHFU0jNCFtJWh/AtoGTgZMKh/4TqZ39WWANp3b5phG6m6e7ipohdIfuoEz6lS2gDWYC53pW+/l3geWBX5LmpPuepD7AbaSCO9z2G6RO5G2dZjsog9AdmudE6G4uVdUddAMtWcMjvZHdKKlv3n4UWNb21UBfSYc7jYxaGpiRCyi27yi5gIbu5lFFzRC6m01VdQfdQEs6PNt/tz3ds75t2Q74MMcPAEZKugv4HfA0fDP6qlRCd/OoomYI3c2mqrqD7qFVmzQByG9lBpYA7szJU4BfAN8BJtfa1nM7fEsQuptHFTVD6G42VdUddC0tWcMrMJM0WetHwJr5TexEYKbtP7ZwR3Lobh5V1Ayhu9lUVXfQhbT8h+eSNiTNcjAeuMr2/5QsqUOE7uZRRc0QuptNVXUHXUcVHN7SwI+A82xPL1tPRwndzaOKmiF0N5uq6g66jpZ3eEEQBEHQFbR6H14QBEEQdAnh8IIgCIJeQTi8IAiCoFcQDi8IgiDoFYTDC4IgCHoF4fCCbyFphqRnC2F42ZoAJA2XtFeD9DUKWj+RNDnHH5C0lKSbu0nPLpJ+WZf2nKTfdcf1Cte4QtJq83D8U5IGSHpD0gtZ832Slsz7p3ad2jY1jJ/D/jUkXd3dOoLeRXyWEHwLSVNtD+rEcf2c1hfrFiRtCRxj+5/byXM1cJftbnFyddcaD+zsWStljwRuBIYAI2z/rRuu2bcwL2Rnjh8OXGR7Z0lvAOva/khpvbhBtkd39vfvaiQ9ABxo+62ytQQ9g6jhBR1C0nySrso1gmckbZXT95d0k6QxwH057VhJEyQ9L+lXhXPsm9Oek1RbrmUnSY/ncz4gaYmcvkWh1vaMpAWBM4HNctpRHdQ9XNLEgtbbJY3JtcDDJB2dz/+YpCE534qS7s01oUckrdrgvCOA6TVnl9kLuDbbYedC3ocknS9pnKRJktaTdKuk1ySdWsi3j6Qn8v1dmud/RNJUSSdLepy0UOlDktbN+3aQ9HS26dictr6k8fm+xktapaBxR+DeBqYaB6xU0HJaPudjhd9kOUlj8284VtKyOX0xSbfk33yCpE1y+kmSrsx6X5c0unD+qfnvrvl3l6Shkl6t1TSBMcC/tf3rBsFc4hZYdj1CawXSatDP5nBbTvspaTomgFWBt4D5gP2Bd4Ahed/2wGWASC9UdwGbA6sDrwCL5ny1/IOZ1dJwMPDrHB8DbJLjg0gTnW9Jqr21p/1qYPfC9nBgYo7vT1oEdEFgMeBz4NC873zgyBwfC6yc4xsADza4zgE1rYW0V4Hlsg3uLKQ/BJyV40cA7wFDgYHZdosAI/M998/5LgH2zXEDo+rOt26+h7eB5etsuhDQL8e3BW4pHHsHsEKOv1H4PX5T0Ghgpxw/Gzih8Jvsl+MHArfn+G+BTXN8WWBSjp9EmsZrILAo8HHh/qYWNF0HHEYqK3sW0jcBxpT9/xCh54SWXi0hKI1ptteuS9sUuBjA9suS3gRG5H332/4kx7fP4Zm8PQhYGVgLuNm5RlTIvzRwg6ShwABgck5/FDhP0vXArbbfUdes2vIH21OAKZI+Jz3EAV4gTSo8CNgYuKlwvYENzjOUWcvMIGk94EPbb0p6B7hS0mDbn+YstRn6XwBetP1+Pu51YBmSfb8HTMjXnR/4IB8zA7ilgYYNgXG2J8NsNl0YuEbSyiTn1T9fawCwtO3Xi/aQNAN4Hjghp31Jcj6Q1pPbLsc3Av41x68lOUNITnW1gr0WyjVygLudpvGaLukD0moF79Tdx+HAROAx28X+zw+ApRrcdxB0inB4QUdpz9sU+6oEnGH70tkOTs1ZjTqMLybNbXinUh/dSQC2z5R0N/AD4DFJ286D9iLFORRnFrZnkv4f+gCfNXD49UwjOZYaewKrKvWLQapl7QZcUXfd4jWL1xVwje3jGlzrCzfutxONbXoKybHvqtRn91BO3wz4Y13erTx7syzAV7Zr551B28+JWp4+wEa2p80mLjnA4r22da5hJDssIamP04KskFoQpjXIHwSdIvrwgo4yDtgbvum/WpbURFnP74EDc00JScMkLU5qJhwlaZGcPiTnXxioLc2yX+0kkla0/YLts4AnSc2oU0jNkd2G7b8CkyXtkXVI0loNsk4i93lJ6gPsAaxpe7jt4cC/kJxgRxkL7J5thaQhkpabwzF/AraQtHztmJxetOn+hfw7APfMhaZ6xjOrT21vZjnP+0hNkmQdc3pZ+AZJ/YCrSP2fk4CjC7tHkGp+QdAlhMMLOsolQF9JLwA3APu7wYzztu8j9en8Kee9GVjQ9ovAacDDkp4DzsuHnERqPnyEtFZZjSMlTcx5p5Ee1M8DX+fBFB0atNJJ9gYOytd+keS86hkHfFepGrM58K5nX1NtHKmZb2hHLmj7JVKT4n2SngfuJzWbtnfMh8AhwK1Z6w1519nAGZIeBfoWDtkSeLgjetpgNHBA1vcjUn9kLX3dPJjlJeDQuTjnL4BHbD9CcnYHK412BdgKuHse9AbBbMRnCUHQSSRdSBpU8UDZWuaE0tI4l9vesWwtHUHSQJJz3tTd+KlL0LsIhxcEnSQP19/A9p1zzBzMFXnAzTDbD5WtJeg5hMMLgiAIegXRhxcEQRD0CsLhBUEQBL2CcHhBEARBryAcXhAEQdArCIcXBEEQ9Ar+H12WnjyozW8MAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2571,7 +2583,7 @@ "plt.ylabel('Cloud cover' + ' %')\n", "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", "plt.title('GFS 0.5 deg')\n", - "plt.legend(bbox_to_anchor=(1.18,1.0))" + "plt.legend(bbox_to_anchor=(1.18,1.0));" ] }, { @@ -2590,22 +2602,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'GFS 0.5 deg')" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2613,7 +2617,7 @@ "total_cloud_cover.plot(color='r', linewidth=2)\n", "plt.ylabel('Total cloud cover' + ' (%s)' % fm.units['total_clouds'])\n", "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", - "plt.title('GFS 0.5 deg')" + "plt.title('GFS 0.5 deg');" ] }, { @@ -2650,22 +2654,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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JyfZx48Y5b7/99qHdxbd06dJMi8XiLSkp2b548eLK7du3xwF89dVXsZWVlVGlpaXbSkpKtl9//fX1/X831IhNiQBtJSUARI3qfBrSxzlxGnx8gJqPV8ElveuftXP1txTu/27falxdZe8DVSKXnyOrQOmqH9vUqVO9r732WvyGDRtiioqKnE1NTcby8vKoDRs2xC1fvvyYhAXw/vvvJ5577rmNQ4YMccOxvdfq6+uNNpvNePbZZ9sBrr766vqLL754eA/xxd9www01ACeddJKzqKjIAVBcXOw6cOBA9BVXXJF37rnnNl9wwQXWgXg/1IhNCXsxB7RZkvSJ47o9LvvM0wCI39L7gtq7/vwsACWTZwOQZq3F3e7u9XUUJRC6KmafnZ0tm5ubTf/85z+TZs2aZTvllFPsL730UkpcXJw3JSWl070vPfVe647JZJK+VjgOh+OI3msd+7L5ZGRkeLZu3br99NNPty1btixzwYIFBX153aMFNLEJIX4thNgmhNgqhPirECJGCFEohFgrhCgVQrwuhDAHMgYlsnncHjLqtGnB4dMndXvsxPmzcJrMDG04xKHSTn9Z7VT9wRryN2hFlMf95lc0WhKJ8no4uGtfD2cqyvHRVT82gKlTp9qffvrpzDPPPNN+2mmn2Z988snsk046qdNpSID58+db33333dSqqiojHNt7LS0tzZOYmOh577334gGee+65tJkzZ9pBqyv59ddfxwG8+uqrh3uvnXrqqfZXXnklFWDdunUxJSUlsQCVlZUmj8fDwoULm+67776DW7ZsGZCVkgFLbEKIHOAGYJqUcjxgBBYADwKPSClHAY3AlYGKQYl8+7ftxuJuo9GS2GMdyJhYC4fytX1u2/7pf3mtrx5/jmivmz2FExg5dTzNqdkAHNpW0vfAFWUAXXDBBZ32YwMtqXg8HjF+/HjXKaec4mhubjbOnj3b1tW1pk2b1nrLLbdUzpo1q3j06NFjr7vuuryjj3nhhRf23X777blFRUVjN2/ebHnggQcOASxatKj6ueeey5gyZUpxXV3d4Vtdt956a01LS4uxqKho7P333589YcKEFoCysrKoU089dXRxcfHYn/3sZ4X33HPPgNy8Dlg/Nj2xrQEmAVbgH8DjwKtAtpTSLYSYCdwlpfx+d9dS/diUrqx6/i0yHvpf9hZO4OyVb/R4/Mp7HqXgtacoHT+T8956vsfj211tfD1zDqmOJhqXPMTJl57Lisuuo2jDJ5Rffh3z7/zVQPw1lDCk+rEFV1D6sUkpDwJLgf1AJdAMbACapJS+mxMVQE5n5wshfi6EWC+EWF9bWxuoMJUw17xN+zfrKTi2lFZnRp2tNRvNLt2Mx+3p4Wj48i9vk+pooiopi5Mu/gEAxmFaPUpXWXlfQlYUJcACORWZApwPFAJDgTjgrE4O7XTIKKV8Rko5TUo5LSMjI1BhKuFuj9ZcNLa4yK/Dh08ZS11cKgmuFrZ/1nOPtta/vQaA67yLMJq0Ww0JIwoAteRfCW9VVVXG4uLisUd/+e6thbNALvc/E9gnpawFEEK8A5wMJAshTPqoLRfodIOgovgjoVIbNQ09YYJfxxsMBhrGTiF93UeUv/8JE+bO7PLYLR+vJb9yNy1RMZxy3U8OP545VttWEK+W/CthLDs727Nz586w773WmUCuitwPzBBCxAptnedcYDvwCXCRfswVwIoAxqBEsJZmOxnNtbiFgeFTu1/q31Hy7FkAGDes7fa4fU8/B8DBmfOO6PE2bJw2Okyz1dHuautt2IqiBFgg77GtBd4CNgJb9Nd6BrgduFkIsRtIA54LVAxKZNuzbjMGJLXJ2cTEWvw+b+K5Z+JBkHtoN9aGzjfWVu2roGDzajwIJt9w9RHPxSXF0xCbjEl6ObBjb7/+DoqiDLyA7mOTUi6RUhZLKcdLKX8spXRJKfdKKadLKUdKKS+WUroCGYMSmbxeL2X6iMo+zL+FIz4p2WlUZA/HJL1serfzav9r7/4DUdLDvqITOi2s3JymLaWu3K6W/CtKqFGVR5Sw9MFDTzFqy2qcJjNjbr2h1+e3TzkRgIbPVh3z3JaPvmLkmg9wCwNFv7218/OzcwGwlqoRm6KEGpXYlLCz9ZO1DHlpGQBNv7iFUSeO7/U1cr93OgDJ2zYe8bi73U3l3fdgQLJvzrmMnjG50/NN+cMAaCtXS/6V0Pbqq68m/fa3v83u7LnY2Ngpvb3ehRdeWPDCCy+k9Hxkz3JyciZUVlYO+CJGVQRZCStNtQ003HYrGV4PJSfN4/xf/qTnkzox/owZfBtlIdNaS9nmEgomagtCPvzDM+TXlNEQm8zpv/9tl+cnjNA6CRgrD/bp9RXleLnsssua0fYRDxoqsSlhw+v18vlVNzHSVkdFeh7znnygz9eKijZTNWI8I3euY+e/PqRgYhG1BypJ+5t23679FzcesRLyaNljR+EBEuqq+hyDEjkmvOjfdpPe2nLFlm6fLysrY/78+Zx66qmsWbOGSZMm8dOf/pQlS5ZQU1PDXXfdZfj444/T1q9fH/fSSy/t37lzp3nBggXD3W63mDt3bo/J7s4778x644030oQQzJ07t3nZsmVH/Ca3YsWKhEWLFuV5PB4mTZrkeOmll8otFovMycmZsH79+h1Dhgxxr1q1KvbWW2/N+/rrr3dVVVUZL7zwwuENDQ1RU6ZMafFVvrJarYbzzjtveGVlpdnr9Yrbbrvt0NVXX93Y1/dNTUUqYeO9ex5l5K51OKJiGPnk48TG969eqnnmyQC0r1kNwOrb7yG+zcHegvHMvuqH3Z6bO24UXgRp9nraWtX6JyV4du/ezY033sjmzZvZuXMnr732Gl988QVLly5l+fLlUR2Pve6664ZdddVVtVu3bt2RnZ3d3t1133jjjcR///vfKRs2bNi5a9eu7UuWLDnitziHwyGuueaawtdff31PSUnJdrfbzR/+8Iduq2ksWrRo6MyZM+07duzYft555zVVVlaaAd55553E7Ozs9l27dm0vLS3d9t///d/9al+jRmxKWPjm/c/Je11rHWO/cRFTJ43u9zXHnDuPlhceZei+baxb8SFFGz+l3WCk+Pf3YDB0/ztfbHwsDXEppLc0sH/bbkb2Yh+dEnl6GlkFUmFhIRMmaCPGcePGMXfuXIQQTJgwgcrKyiN6xWzcuDF+5cqVewCuueaa+nvvvTe3q+t+8MEHiZdffnldQkKCF47ty7Zp06aY3Nxc18SJE10ACxcurH/yySczgS47YK9ZsybhnXfe2Q2wYMGC5muuucYDcMIJJzjvuOOOvGuvvTbn/PPPb54/f36X3Qf8oUZsSshra3Vh/+0iTNJLyaxzmHPVJQNy3WFjR1CVlEVseyty8SIAyub9NyOm+FfY1po+BIDqHaUDEo+i9EV0dPTh7w0Gw+GfDQYDbrf7mCZoBoPBr8r3el+2bp/vitFolF6v1u7N6XQekWc6+6Vx4sSJro0bN26fMGGC84477si59dZbh/gTY1dUYlNC3oEde0lvaaApJoH5j907oNe2jj8BgARXC7XxaZx53+1+n+seotXvbi5VfdmU8HDCCSfYly9fngqwfPnytO6OnT9/vvXll19Ot9lsBji2L9vkyZNbDx48aN66dWs0wEsvvZQ2a9YsG0Bubm7bl19+GQvwxhtvHF5BOWPGDNvzzz+fpj+eaLVajaC1r0lISPBed911DTfddFP1t99+26/7DCqxKSHPVlMPgD0hlWhLzIBeO/302Ye/N9xwC7EJcX6fGzVMW/Lfrpb8K2Fi2bJl+5955pnM8ePHj2lubu622PFFF11kPeuss5omT548pri4eOy99957xJaB2NhY+dRTT5VdfPHFI4qKisYaDAZuvfXWWoDFixcfuu2224ZNnTp1tNFoPDy0e+CBBw59+eWX8WPHjh3z/vvvJw0ZMqQNYMOGDRbf6zz44INDFi9e3K9CrAHrxzaQVD+2we3LV94l9b7b2VswnrPfe3NAr+2wtfDphT+mPWcY57/wp16d+8VLfyft/t+yN38cZ7//1oDGpYQ+1Y8tuLrrx6YWjyghr7WhAQBPfMKAXzs2IY4f/OedPp2bPW4U7UBivVryryihRCU2JeS5GrTtLDKh631lwZA3diSlCFLsDbQ6nL0qxKwooeLrr7+2/OQnPyns+JjZbPZu3rx5Z7Bi6i+V2JSQ527S9pEaEpOCHMmRoi0xNCSkkWGr48DWUkZNnxjskBSl16ZPn+6MtL5savGIEvKkVUtsxpTkIEdyLJu+5L9q++4gR6Ioio9KbErIE1atCIE5BBObb8m/bbeq8q8ooUIlNiXkGVtsAFjSut12ExTm/HwA2verJf+KEipUYlNCXlSLNmKLzRiQThkDKnHUcACiqlSVf0UJFSqxKSEvxtkCQGJmepAjOdaQsVq7G7XkXwmGsrIyxo8/th/h4sWL+fDDD7s99+abbx66ePHirP68/kBcw2f69OmjV61a1b/K5jq1KlIJebGtWj3U5MzQm4rMGzOcncJAWksjDltLryqXKEqg3HPPPQBs3bo1yJEEh0psSkhrd7UR196KF0FSZmqwwzlGVLSZ+oR0sqw17N9SSvHJnXfcViLbjuLAVCAZs7PnoiEej4err76a1atXk5OTw4oVK7j22ms555xzKC4u5vXXX09atGhRbmpqqnvChAmO8vLy6E8++WQ3wI4dOyzTp08ffejQIfMvfvGL6jvvvLPLyvxPPPFE2mOPPZYlhGDMmDHOf/zjH0cUSV29erXl2muvzXc6nYb8/HzXa6+9VpaRkeGZPn366KVLlx6YPXu2o7Ky0jRt2rQxBw8e3GK328WCBQsKS0pKYkaNGtXa2toqANxuN5dccknB5s2b44QQ8rLLLqtbsmRJl3F1Rk1FKiGtSa8T6TBbMEWF5u9hdlXlXwmi0tJSrr/+erZt20ZycjJvv/324edcLhc33nhj/sqVK0s3bNiwq76+/oh/RLt374757LPPStatW7dj6dKlQ10uV6fl/NevXx+zdOnSIZ999lnJrl27tj/99NP7jz5m4cKFhffff39FSUnJ9nHjxjlvv/32od3FvXTp0kyLxeItKSnZvnjx4srt27fHAXz11VexlZWVUaWlpdtKSkq2X3/99fW9fU9C85NCUXTNvsQWE7pTfJ6hubB3E/Y9asn/YOXPyCpQCgsLmTxZmymYOnUqZWVlh5/bu3evIS8vz1VcXNwGsGDBgoZnn332cDPQ733ve00Wi0VaLBZ3ampqe0VFhWnEiBHHNCB9//33E88999zGIUOGuOHY3mz19fVGm81mPPvss+0AV199df3FF188vLu4v/jii/gbbrihBuCkk05yFhUVOQCKi4tdBw4ciL7iiivyzj333OYLLrig101HezViE0KMEEIEpge6onTCVq0ltlZLfJAj6Vp0gbbk373/mF9iFSXgOvZjMxqNuN3uwz/3VOQ+Ojr68AH6uZ2O2PTebH2qmG8ymaTHo+VBh8NxxPU76/eWkZHh2bp16/bTTz/dtmzZsswFCxYU9PY1/U5sQojfAvcBi4QQL/f2hRSlL1rqtALI7XEDXwB5oCTpS/7Nasm/EmKGDx/uPXDgQPSuXbvMAK+//nqfblTPnz/f+u6776ZWVVUZ4djebGlpaZ7ExETPe++9Fw/w3HPPpc2cOdMOkJeX5/r666/jAF599dXDe3ZOPfVU+yuvvJIKsG7dupiSkpJYgMrKSpPH42HhwoVN991338EtW7b0eqVkl1ORQohfAcuklL4h5yQp5SX6c5t7+0KK0hfOeq0AsjeEE9vQcUU4gCS15F8JMTExMfzxj38snz9//qjU1FT3lClTWvpynWnTprXecsstlbNmzSo2GAxy/Pjxjrfffrus4zEvvPDCvmuvvTb/hhtuMAwbNsz117/+tQxg0aJF1Zdccsnwv/3tb2mzZs06PK1466231ixYsKCwqKho7Lhx4xwTJkxoAa3p6JVXXlng9XoFwD333FPR23i77McmhLgcuAJ4TEr5TyHElcBP0EZ5a6SUv+nti/WV6sc2eP3f4ocpfONZSk75Aec/93Cww+mUu93N9kmTifJ6yFuzlvjk0OpCoARGuPRjy8vL25WUlOT1er2MqHo9AAAgAElEQVT85Cc/GTZq1KjW3q4yDEXd9WPrcipSSvkKcC4wWQixAlgPnAWcczyTmjK4Ha7snxRalf07MkWZsFq0ZFZ/MOw/L5QI86c//Sm9uLh47KhRo8ZZrVbjzTffXBfsmAKtp1WRI4DXgeXAvYAEFgPNAY5LUYDvKvubQrAAckeuaAu0NOJo7vUCLkUJqCVLltT4O0KrqqoynnbaaaOPfvzTTz/dlZ2d7ensnFDU3T22v+jPW4A9UsqrhRBTgOVCiK+llPf2dHEhRDLwLDAeLSn+DNiFliwLgDLgh1LKxv79NZRIJfTEFh3iia09Wru/7WxUiW0w0VcLBjuMAZOdne0Jh95s+v03b1fPd7cqcoqU8nIp5YXAPAAp5TdSynMBfxePPAq8J6UsBiYBO4BFwEdSylHAR/rPitIpY4tWTsuSHnrltDpyx2jds51qxDZoxMTEUF9f3+OSemVgeb1eUVtbmwR0WS+su6nIlUKIzwAz8FrHJ6SUK3p6cSFEIjAbWKif0wa0CSHOB07TD3sR+BS4vafrKYOTWa/sH5ceepX9O/JatBFbW7MtyJEox0tubi4VFRXU1tYGO5QuVVVVmTweT+hVD+8fL7DV7XZf1dUBXSY2KeUiPTl5pZT2Prz4cKAWeEEIMQnYANwIZEkpK/XXqBRCZPbh2sogEcqV/TuSsVpllDarSmyDRVRUFIWFhcEOo1tjx47dIqWcFuw4jrduN2hLKa19TGqgJc0TgD9LKacALfRi2lEI8XMhxHohxPpQ/o1ICaxYl5bYkrJDeyqSWG3E5rH19Z+LoigDJZBFkCuACinlWv3nt9ASXbUQYgiA/menq3WklM9IKadJKadlZGR0dogS4VzOVmLdLjzCQFKIT0Ua4rSSX267SmyKEmzdJjYhhEEIcXJfLiylrAIOCCF8S0fnAtuBd9E2fqP/2eP9OmVwaqrWymm1mC0YDKHdiMIYryU26ehTYQdFUQZQt/vYpJReIcTDwMw+Xv9XwKtCCDOwF/gpWjJ9Q69ksh+4uI/XViJcc7U2Be2ICd0CyD6mBD3GFpXYFCXY/Glb8x8hxIXAO7KX61qllN8Cnd24nNub6yiDk622gVjAFcKV/X2iErValsLhCHIkiqL4k9huBuIAjxDCCQhASilVQTwloFpq64kF3CFcANknOkmL0diqEpuiBFuPiU1KGfqfKkpEcjU0AeBJCP3/BS1J2u95RqdKbIoSbD3ekReay4UQ/6v/nCeEmB740JTBrq1Rr7SWGLoFkH1ikrXka3Y5gxyJoij+LDVbhrZ45Ef6z3bgyYBFpCg6j17Z3xgGiS0uWYvR3KYSm6IEmz+J7SQp5fVAK4BesNgc0KgUBZDN4VHZHyAhVYsxuq01yJEoiuJPYmsXQhjRqvMjhMigm6rKijJQhF2rExmdGtqbswHiU7SpSEt7K16v+uehKMHkT2J7DPg7kCmE+B3wBXB/QKNSFMCkJzZLWugntqhoM61GM0YkDquqPtKdtlZXsENQIlyPiU1K+SpwG/B7oBL4Lynlm4EOTFHMDi1BxGeEeJ1IXas5BgB7g+rD25VDpfvZcuIMVvz8tmCHokSwHpf7CyEeBV6XUqoFI8pxZXFqiS0hMzwSm8scA04r9sZmIC/Y4YSkfWs3ktreSsKW9cEORYlg/kxFbgTuFELsFkL8QQgx6FogKMER69L2hKUMCY8i2O1mrdmoQ3XR7lKrvjcxxVqv7kUqAePPVOSLUsofANOBEuBBIURpwCNTBjWH3UGMpw23MBCfHPobtAHafV20m1Ri60qbvoUjxtNG/cHqIEejRKrelEwfCRQDBcDOgESjKLrm6joA7NFxIV/Z38ejd9FuVV20u+S2fpf0D+3cG8RIlEjmT+UR3wjtHmAbMFVKeW7AI1MGtSY9sTlj4oIcif+kRYu1XTUb7ZK3Q2Jr2FMexEiUSOZPEeR9wEwpZV2gg1EUH3ttA/FAW2x4TEMCSL2LdrtNjdi61OG9cew/EMRAlEjmTxHkp4QQ5wkhZusPfSal/GeA41IGOUdtPfFAexhU9vcRehdtjxqxdcnQ8l1icx88GMRIlEjmz1Tk74Eb0bpfbwdu0B9TlIDxVfb3JoRPdyRDvDYV6bWrxNYVU8t3742xpiqIkSiRzJ+pyLOByVJKL4AQ4kXgG+B/AhmYMri1N2mJjTBKbKZ4bcQmHaqLdlfMzu/em7jG2iBGokQyf5ebdaxCG/ql1pWw59YTmzE59Asg+5gStMQmWlRi60pM63fvTYq1Tu1lUwLCnxHb74FvhBCfoHXPno0arSmBpq+ei0oJn9+jzIna/UCDajbaJUub9t64DCaivW5qyg+RXZgb5KiUSOPPBu2/AjOAd/SvmVLKvwU6MGVwM9h8lf1TgxyJ/2L0LtqGVtWTrTNtrS4s7jY8CGrThgJQWbIvyFEpkcifxSMXAA4p5btSyhVAqxDivwIfmjKYmfTVc7FhUNnfx6I3G41yqRFbZ5prGwBwmC0407MBaNxdFsSIlEjlzz22JVLKw+XKpZRNwJLAhaQoYHZoiS0+TAogA8SmaCM2s0uN2DrTXKMlNmd0HGQNAcCxvyKYISkRyp/E1tkx/tybU5Q+s+ir5xLDKLHF6/cDVRftztnrGgFwWWIx52n31TyH1F42ZeD5k9jWCyH+KIQYIYQYLoR4BNgQ6MCUwcvr9RLn0hJbSnZ4VPYHiNdHbDFtasTWGUeDltjaLfEk5A8DwKT2sikB4E9i+xXQBrwOvAE4gesDGZQyuDltDsxeN20GE5aE2GCH4zdLQiweYSDa68blVKO2o/la1nhi48kYlQ+ovWxKYPhTUqsFWHQcYlHCnL3JSlS0mWhLTL+u01ilfdi1hFFlfwCDwYAzKob4Ngf2BivROf17HyKNr2WNjE8gp3gE+4FUez0etwejyRjc4JSIEj6fGkpIK99aytbTzmTV987H4/b061rWmnoAnJbwqezv0xqlJTO76sl2DLee2ERCAnFJ8TTHJBDl9VC9T91nUwaWSmxKv7U6nOy67lcktdrIrd3Pmr/1r0a2XU9s4VTZ36ct2tdFu7mHIwcfr17Z35CkLbJpTkoHoKpE9WVTBpZKbEq/vf/L35JXU45HaP87Nb38Sr+u56jXFhm4w6iyv0+7L7GpEdsxpL7pPkpPbK70LAAa95QFKyQlQnV5j00I8Tggu3peSnmDPy8ghDAC64GDUspzhBCFwN+AVGAj8GMpZVuvolZCxidPvUbR6vdoNxhx3PUQ0Xf/D8PLt1GydhNFJ03q0zVdDdp+p3Cq7O/j9nXRblI92Y5m0LseRPvKpGUNgW3gVHvZlAHW3YhtPdqy/hjgBKBU/5oM9OYmyo3Ajg4/Pwg8IqUcBTQCV/YmYCV07N6wjcQnHgLg0I+uYcYPf8D+aXMA2PHks32+brtvGi8x/BKbN0YbsbmsasR2NKO+6d6SqlWTMefqe9kqDwUtJiUydZnYpJQvSilfBEYBp0spH5dSPg7MRUtuPRJC5KK1vXlW/1kAZwBv6Ye8CKjyXGHIYWuh7IabiHW7KB17Et/7rbYDZOz1VwGQv+EzGir7tpTbo1f2N4VRZX8fGasteGm3qp5sR/O1rPGVSUsari35j6pVe9mUgeXPPbahQMebHfH6Y/74E3Ab4OtNkQY0SSnd+s8VQI6f11JCyAfX3kZOfQXViZnMeeaRw8vyR02fyN6C8UR72vnq8ef7dnHfvZgwTGzoic1tV1ORR4vWE1t8mvbf1beXLV7tZVMGmD+lsR7gu7Y1AHOAu3o6SQhxDlAjpdwghDjN93Anh3Z6H08I8XPg5wDDhg3zI0xloB0sKWP9n54G15G3QIXdRtGmz3EZTGQ+/DBJ6UcWKk6+/Mdw3+0kvb+C9iW/Jira3KvXPVzZPy18Kvv7GPRmo16bGrEdLVZvWZOUqf13HTp6OOVAir0Bd7sbU5Sq1KcMDH82aL8ghFgJnKQ/tEhK6c/cwSnAeUKIH6Ddp0tEG8ElCyFM+qgtF+h0gl1K+QzwDMC0adO6XMSiBM763/2RorUfdPl8zU9/xfdmTTvm8RkLzubzxx4my1rD6pf+zpyrL+nV60b5Kvunh09lfx9jvDZi8zpUhf+O3O1uYtu1aiyJ+n/X2PhYGi2JpDitVO7ZT17x8GCGqESQHhObEGK2/m2j/meREKJISrmqu/OklP+D3pBUH7HdKqW8TAjxJnAR2srIK4AVfYxdCbC43dqan9LT/wtTVuYRz6WOHc2ZF83v9DyjyYjznP+G157C8bfXoJeJzezURjsJGel9iDq4TAn6rH2LGrF1ZNULILdExRwxMrMmZZDitFK9a59KbMqA8Wfs/5sO38cA09FWS57Rx9e8HfibEOI+4BvguT5eRwkgW6OV7PqDuIWBMx+6k9iE3lUBOeWXCyl98y8UHCxh66dfM/606X6fa9ETW1JW+E1F+rpoC9VF+whHtKzpoC09C6r20LRvfzDCUiKUPx20z+3wNQ8YD1T35kWklJ9KKc/Rv98rpZwupRwppbxYSunqW+hKIO1c9TVGJFXpeb1OagCJqUlUzDgTgD1P+f+7i1bZX78XkxV+IzZzonaPzagS2xHsdVpia405qqj1EK0vm3P/geMdkhLB+lJ5pAItuSkRrHqN1pnIMaK4z9eY9Kur8SIo3Pwl1WX+7VWyN9mIkh5ajWZi48Onsr+PJUnbe2dqVYmtoxa9mkx7bPwRj0fre9m8ai+bMoB6TGxCiMeFEI/pX08AnwObAh+aEkxy+1YA4qb0rXoIQMHEIvaOmkKU18PXT/g3amuqqgPAER1+SQ3AkqxV1YhSXbSP4OzQsqajpEJtxbNZ7WVTBpA/99jWd/jeDfxVSvllgOJRQoDX6yVtfwkABaf6f2+sMykXXQS/34jpW/9601qr6zACTkt8j8eGorjUROxAtEpsR2jTN917447875pZNBwXai+bMrD8We7/ohDCDBTpD+0KbEhKsB0qLSfFacVujmXqlDH9utaIU6fSBKTXHMDr9fbYX62lrpFEoC02PBNbfGqSltjaVaPRjtoPt6w5skza0KJ89iBIcTTR7mrr9Z5HRemMP1ORp6HViHwSWAaUdNgCoESg3Z+uAaA6Z0S/G31mFeZii44jvs1B5e6eV7456rSWNe748KsTCZCgF/i1tLvwer09HD14eK16y5qj6n/GxFpoik3CKL0cKi0PRmghq7rsEFX7KvB6+tffcDDy51PrYeB7Uso5UsrZwPeBRwIblhJMzRu/BUAWj+v3tQwGA3UZeQCUrd/c4/GuRm3KSoZpYjNFmWg1mjEgaWlWe9l8pN6LzaTfg+zIpvdlqy7Zd1xjCnVr7n+ExrPm8X//+3CwQwk7/iS2KCnl4elHKWUJEBW4kJRgiy7ZDkDa9BMG5Hrt+drG28YtO3o4EtwN2uo5kXTsB2C4aDXrXbT1BROKVoYNwNxJYmvLyAagWe1lO4Ko1hbUxA1T5XR7y5/Etl4I8ZwQ4jT9aznaBm0lArW1usiuLgOg+LQZA3JNS/FoALy7S3o81mPV7sUYO/kADBeuw4lNta7xMTq00auvZc0R9L1srWov2xFiGrQFNamF+UGOJPz4syryWuB64Aa0Isar0O61KRGo5Ktvifa6qU7KZMyQjAG5ZtZkbUoz7qAf91D0xGZOCb86kT5th7toNwc5ktBh1hNbbNqxHRti9L1ssqryuMYU6pKs2taX7NEFwQ0kDPmzKtIF/FH/UiJcxep15APWgtEDds0RJ06gHEFmYyUuZyvRlpgujzXq92KiU8OwZY3OHaO6aB8tulVvWZN+bJm0ZF9ftrpeFTSKaI0NzSS6Wmg3GMnIGxLscMJOl4lNCLGFLlrKAEgpJwYkIiWoXFu0BR7mCRMG7JrxyYnUJmaQZa1h74ZtjDl1apfHmvTK/nEZaQP2+sebx5fYrCqx+Vj0MmmJ6cf+wpI5qhAnkNhYc5yjCl2Vu8oQQGN8KgajMdjhhJ3uRmznHLcolJCRtE9bJ5Rzcv82Zh/NNiSfLGsNh77pPrHF2bTFI4mZ4ZvYvLFaYmtTiQ0Aj9tDbJu2YT0p49gR29CifEoQJDuaexzRDxa1e8rJBBwpA3M7YLDpbvFIFJArpSzv+AUMw797c0qYaaisJau5BpfBxOiTJw/sxUeMBMC+o+uVkRW79pHe0oDDFE3BpL7XqAw6i5bY3DaV2ABsjc0YkDhN0Zhjoo953hwTTVNcMgYkh0rUXjYAW7m2kMaTkRXkSMJTd4ntT0Bn/zKd+nNKhNmpb8yuyiro9AOoPxLHaRVMjPv2dP36730KQGV+cVhXoBB62SiP6qINfNeyprv6n7ZkbWRSo/ayAdB28CAApqFDgxxJeOousRVIKY/ZUSulXA8UBCwipVeq9lXw7g2Laayp7/e16td9A4BrVP/KaHUmb6p2zy6luusl3S1rvwbAMOXYrtzhxKB30faoZqMA2Gp9LWu6bn/Upo9MmvepERsAVdoetti83CAHEp66S2zdTXRbBjoQpW/WPvA4o/7zJp/f92i/ryV2bgMgaeqUfl/raPnjR9FqNJPqaKL+YOeLBFJKtgCQd8asAX/94+m7LtotwQ0kRDh8LWssXSc2ka2NTFr1kcpgF92g/RtJ1bsfKL3TXWJbJ4S4+ugHhRBXojZohwzjAe03XNPOrf26jtfrJbNiNwAj5pzU77iOZjQZqUnXKijs/frYrkf7t+8hw16PPcrCmFldLy4JB1EJ2lSkcKjEBt+1rHF3U9g6OlurPiJrVZV/KSWJzdoMTFZRQXCDCVPdLQK5Cfi7EOIyvktk0wAzcEGgA1P8E1+nbWrNOrQXd7sbU1Tf1vXs27SLhDYHTZZERgfoH1NrXiFU76Nuy3a4YN4Rz+1671NygaqCMX3+O4QKs17o1+BUrWvgu/qf3viELo+Jz9USm6mh7rjEFMqarA5SnM14hCCtQE1F9kWXIzYpZbWU8mTgbqBM/7pbSjlTSqm6AoaAdlcbaTbtgyDW7WL3ur6P2vat0haO1OWN6ndF/66Yi7TOR20lx5bWcnyt3V8zThmY+pTBFJOkfYAbVRdt4LuWNcR3PWJL1ushWpobjkdIIe1g6X6MSKyxyRjM4buIKpj8qTzyCfDJcYhF6aUDO/Zikt+1Rtn/5dcU93GZfsu32vSgGNv/iv5dSZ8wFoCYA0eufPN6vaSVavfX8s8M/45IMUnaiM2kEhsAHqtWM/PoljUdZRTkUg8ktKjC0bW795ENOFLSgx1K2ArMr+bKcVG5/ciRj3PTsfeu/BW7eycAWScFbkXi8OmTAMisO4jH/V2Pqf1bd5PW0ojNHEvxyeE/YotN0T7AzS7VbBRA6pX9Td10bEgbmkm7MBLf5sBhG9z3Jq1l2sphd7raw9ZXKrGFMWvpXgAOpWoryuL39q25ucPWQnbdATwIik8b+IUjPmk5mTTEJhPjaaN8a+nhx0v/8xkA1YVjMZrCv3xQvN5sNLpN3WODji1ruq7/aTQZaY7V3reqPYO7yr+r4hAAhiFqD1tfqcQWxtrKtRWRjpNPwy0MZDUcwtrQ+4ry2z5cjUl6qUrLISElsA0+G7O0pqMH1n83unTq99dMJ4T3akifhDRfF201YgMw6vv5YlK6L2zdkqiV26ovrwh4TCGtWlsQFpun+rD1lUpsYcxUqe35SRo3hqr0PIxIdn66ttfXqX72OQAckwe2PmRnPIUjALBu06Y+vV4vabu1RS8F88L//hpATJwFtzBg9rppdahRm6mbljUdtSVr9UFtFYO7fU10vbaHLVntYeszldjCWIK+1D977CgcI7XaijVf926L4aYPvmTEnk04TWZmLvrlgMd4tPgxelWTvVpprbLNJaQ6mrBGx1Gk34MLdwaDAWeUajbqE+3sumVNRzJNWyzhrBy8i66llCRYtT1s2UWFQY4mfKnEFqZczlZSbfV4EeSOG0XcZC0pyO29W/J/4JHHAKiYc85x6fs0dIq26jKxsgyA0vc/BaAmQu6v+bjMWnGeliaV2CwuLbEldlLZvyNTZiYA7urB276mwe4i3aFVakkdrkZsfaUSW5g6sH0PRiQNcSnExsdSOHsGAOkHduP1ens4W/PNylWM2LsZpymaU357YyDDPWz41HG4hYF0ax32JiuudesAiJp24nF5/eOlzayN2FoaB3cXba/XS5yvZU1m913RLUO1TdqibvBWH6nYfYAorwdbTAIGi6pc2FcqsYWp6h3aqkJrujbKKpw0Gps5lmSnlYqd/lVIP/To4wBUnH4OaTmZgQn0KNGWGGpSsjEg2b12M+l7tBHm8Ai5v+bTHq19KDkH+YjN3mTDKL24jFHExHb/QZ2Qp60CNDf1v6B3uKrdoy0Ia1F72PpFJbYw1VyqJS/3EG3llMFgoCZHW5ixZ1XPC0g2/vtThpdtxWGK5tTjNFrzackpAGD/3/9FitNKc0wCI08cuI7docCt92RrbR7cic2qV/Z3mLtuWeOTqlcf8TWbHYysZfsBtYetvwKW2IQQeUKIT4QQO4QQ24QQN+qPpwohPhBClOp/dj8/oXSqXV/qHzXsu3l4OWY8ANaN3/Z4fpU+Wjs093xShxzfLr2GkVpprSFf/geAmuFjA1bGK1i8emJzNQ/uZqP+tKzxyR6ubQVJcjT5PZ0eaVortJXOhuzA3++OZIH8NHEDt0gpxwAzgOuFEGOBRcBHUspRwEf6z0ovmSq1vT6JI4cffiztRK3dTHRp112qAdav+IjC/dtpiYrh1P+5IXBBdiFFbzoa367dezFPC/w2g+NNxmof5O2DvIu2XW9Z09ZNyxqfuKR47FEWorwe6g9WBzq0kCSr9T5sw1Tx4/4IWGKTUlZKKTfq39uAHUAOcD7won7Yi8B/BSqGSJZYr/0DyB436vBjxadpC0iyq8twObveHFzz+BMAVM67gJTstABG2bmC6ROP+HlEhN1fA0BPbG7r4G426qzvuWVNR7Z4bQKntmxw9mWLrtP3sBXkBTmS8HZc5n+EEAXAFGAtkCWlrAQt+QGdrloQQvxcCLFeCLG+VvVoOkKrw0mKvQEPgryxIw8/njokg+qkTKK9bkpWf9Ppuev+/gGFFTuxR1mY9T+B37fWmSEjh2HX77k0WRIZMXVsUOIIJINeyd47yJuN+lrWeLqp7N+RM1FLbI3lhwIWU6iSUpLQrHXryBxVENxgwlzAE5sQIh54G7hJSun3nXQp5TNSymlSymkZGcf3HlCoO7C1VFvqn5BGtOXIRufNhaMBOPjV+mPO83q91D2hjdaqvn8ByT3sKwoUg8FAXYY21VI7YnzE3V8DMMZpiXuwJ7bvWtb4V6rNnaqtBrQfHHyJrdb23R42VXWkfwL6iSKEiEJLaq9KKd/RH64WQgzRnx8CDN7dmH1UtV3rdG1LP/YGc/QEbZqvbfPmY557765HKDhYgs0cy+zjUGWkO+0TtPuBCXPPCGocgWJK0JtqDvIu2m6rltgMCV03Ge1IZGgTOG1Vg+8e28H91cS6XbRGxXTb4kfpWSBXRQrgOWCHlPKPHZ56F7hC//4KYEWgYohUtt1aVX/fUv+OcmZqG50Ty45safPNylXkvfk8AM4bF5GUHtzFqN+7/3bcy/7CnGsuDWocgWJO1D7IDYM8sUm9F5sxyb8PanO2tszdOwg3adfsLgPAnpyO9vGp9FUgR2ynAD8GzhBCfKt//QB4AJgnhCgF5uk/K73Qvl9b6m/Ozz/mudEnT8ZlMJFlraH+oDYYrquoxnHH7Zikl5LZ5zDnyouPa7ydiYm1MOGMkyJyGhIgWv8gNzgHd7NRYdcWz3TXsqajuKHaLISxvi5gMYWqZn0PW7vaw9ZvPXbQ7isp5RdAV792zA3U6w4GUVXairHEEcOPec4cE01VVgH5lbvZ+dkaZvzwbNb8/AZGOJrYnz2c+Y/ee7zDHZRikrQRm6l1cFf3N/jZssYnWa9XGtM8+KqPtPr6sKk9bP0WsMSmBE5nS/07chWNhcrdNKz7hpWbtjFi72Zs5ljGPvX4MYtNlMCITUnEC0S5BveIzdeyxtJDyxqfjMJcGoEE++CrPuKt1Lp1WFQftn6LzHmgCOawtZDW0ohHGMgbc+yIDSDphMnan59/QMGKlwFov20JecWdH68MvLjDXbQHd7PR6FZfyxr/7umm5w3BIwwkuloGXS87c722YCZJrYjsN5XYwsz+LVrx4/qENMwx0Z0eM2LOSQBk2OsxIik980JOufy84xajAnF6J/KYQd5FO6bVv5Y1PqYoE80W7b2r3jd4Nml7vR32sI089t650jsqsYUZX1X/zpb6++QUFdCofziU5RRx1sOLj0tsyncS9BFbTLsLj9sT5GiCQ2tZo03FJmX6X+HGnqCN7urLKgISVyiqtbvIaNGmXxPyVdWR/lKJLczY92hL/T1Duq4lZzAYaDpvAftyi5n8zONERZuPV3iKzhRlwmkyY0DSMkjLajltDqK8HtoMJmITeq4V6dOWrCXB5gODZ5N2RWU9SW0tuA0mTOmqZU1/qcUjYca9X1sSbC7ofrriB3f/Gvj1cYhI6UprVAwWdxv2+mYSU5OCHc5xZ63ztazpXcNMb5r2we48VDngMYWqmtJyCgB7choiQrfAHE/qHQwzZn2pf/KoEUGOROmJS/9Ab9HrJQ421l60rOnImKlVH3HXDJ5N2k37tF9Y29LUHraBoBJbmEnSl/oPGdv5Un8ldPi6aLc0Ds5mo/Y67Z6Rq5eJLSY7W/tmEFUfcR7QfmEVQ9QetoGgElsYsTdZSXE20y6M5IwuCHY4Sg/cMYO7i3ZvW9b4JORqH+5RjYOn+oi3Spt2jclVe9gGgkpsYeTAFq3+Y31iuloQEgY8MdqIzWUdnM1GW/UpWG9c7xJbar62MCrWOng2aZvrtD1sqg/bwFCJLYzU7NCq+rd0s9RfCR3eWG3E1jZIV0W2NTvCzMcAABlwSURBVGmJTfpZ2d8na4T24Z7kaMLr9Q54XKHG45XE63vYMkYWBDeYCKESWxix7d0HgCdHtY0PC74u2rbBOWLz6FOwhoTetWBJTE3CYYom2tNOc03kj9pqbK2H97DFDVMjtoGgElsY8ehL/aMLCoIbiOIXEaclNo9tcI7YvL1sWdORNU6rLVm998CAxhSKKmqspLZa8QpBVFZmsMOJCCqxhRFztbZhNUUt9Q8LhnhtCm7QdtFu0UaqUUm938PnTNJKcDXuj/yyWl+t2YEBiSMxFREVFexwIoJKbGEkuUFf6t9FVX8ltJgStEUTsmVwjtiMei+2aD9b1nTkTtE2adsPRvYm7Xq7iy++3AJAbJ66xTBQVGILE9aGZpKdVtoMJnKKCoIdjuKHKH3RhHAMztY1vW1Zc4T0DABclVUDGVLIeWbVXs4oXQ1A6rjiIEcTOVRiCxP7N+8CoD4pA6PJGORoFH+Y9RHbYO2ibXbqLWvS/GtZ05HvXpOntmZAYwoltTYXG//xH+Yc/BYZHU36z68OdkgRQyW2MFH6z/8AYM9VPdXCha+LtrF1cCY2X8uaBD9b1nQUO1SrPmKsj9xN2ss/2snVG98GIPO664jKUZuzB4pKbGHA2eYmeZWW2PJ+eEGQo1H8ZUnWVgPGWRsGXdNMj9tDbB9a1vgk6V2ko5sbBjSuUFFjbaXl5ZfIs9ci8/JJ++nCYIcUUVRiCwMfvfEB2bZamuOSmXTB94MdjuKn/MljsEbHkWGr48OLfzaoktvaN/+PaE879XEpxCX1rvIIQEahtpAi3h6Z+9he/PtXXLTzAwDy71mCMKtKQgNJJbYQJ6Wk7s23AGg/Yz4Gk+o0FC4SUhKJe3QZNnMsI/Z8y4cX/RSHfXBMSza89DIATfPOxdCHNiwZw4bgRZDotNHW6hro8IKq2tpK+ovLiPG0wxnziJs5M9ghRRyV2ELcmm0VTNy9HoDJ11we5GiU3hp/2nTin3waW3QcI/Zu4uOLF0Z8citdt5UR+7bgMkYx81dX9uka5phorJYEDEhqyiOr4eg/lr3OjENbaTPHMHLJncEOJyKpxBbi1v7lTSyeNhoLi0kYqTZmh6Oxs6aR8OTTWKPjGLFvC59c+BMctsjdtL39yWcBKD9hNmk5fa+kYY/XVlPWlUXOJu1D1Y0UvfEMANFX/0JVGgkQldhC2IEGB0O/+giA3B9dHORolP4Yc+pUkv78LM3R8Qwv38YnF11BS3PkbdxurKknb/0nAIy+9qp+Xas1WVt00nwgchLbF3c/TLajgbqsYYy+tm+jWaVnKrGFsLfeXcOE+r24o8zkXHBesMNR+qn45MmkPvMsTTEJDC/fxkcLfxlx1eu/euwFLO429g0bS/HJk/t1LW+qltgchyJjk/bnf3mH4k/+AUDW//4vQt0vDxiV2EJUi8tNy7srADDMmYsxvvcry5TQU3TSJNKeXo7DFM2oHWt5/3dPBDukAeNud5PwnvbBnXhZ/+8HGzO0abr2qup+XyvYVj3/FkkPLiZKeig94wKKzjw12CFFNJXYQtQ768uZte9rAAouvyTI0SgDqeikSdh+dTsAOa89w+YPVwc5ooGx+uV/kG6vpyYhg5mX9X+GIXqItkmbMN+kverZ10n5wxItqZ12Puc8cV+wQ4p4KrGFIK9X8tVb/yHT2UR7Rjax008MdkjKADvtmkspOeUsoqSH5tt/Q2NVfbBD6jf7a68C0HL2BQNS9i0+V2uoa2oM38T26TN/JfXhezBJLyVn/BfnLLu/T9sflN5R73AIWlVay/gtnwOQ9cMLEeofQkT6/uO/40BmAektDXx51a/C+n7bji82UFixE6cpmpOvv2JArpmar1UfsYRp9ZFP/vwq6Y/ch1F6KT3zQs594ncqqR0nQXmXhRDzhRC7hBC7hRCLghFDqNpdY2P5ys2cfEhrZZFygSqhFaliYi2M/vPj2KMsjNj9DSsXPxzskPqsZJm2xP/ASWeQ3IfakJ3JLNC6SSe1NA3I9Y6Xyj37+dei35Px6O+0pPb9iznnsXtUUjuOjvuyHCGEEXgSmAdUAOuEEO9KKbcf71hCgZSSkmo7/7elkv/bUklpjZ0f7FtNtNeN+cTpmHNVYdRIlj9uJPtvuZP4B+4g/+2/sHHmiZxw9mnBDqtXag9UUvDtF3gRjP/lwFWoT8pModwYhcXtwtrQTGJq7xuWHi8Vu/b9f3vnHm1VVe/xz/fwTtBA0RDlqSimZoWZoqL5SCtNr0r5yGfXHF18ldW1zEuaD7Qws2E386oN7eVb0XwkppikAWoCko8rPjC9vk0MEQ/f+8ecGxbHw+FwOOy19+b3GWONsx5zrfXZc8+zf2vNudacPPqbG2macjeDX3yKyhunT+71Jb4w8fQIalVGtqt7Qml7YLztz+blUwFsn7O8fUaNGuXp06ev9Lku/+IWdGvuqGl5DH3J9JsPF+3TxH1bxj/EmsChdzfzxQfNWx+CpzZU2TorRd/5ZthLMGO4mDC2c4dUuvC/32fAGzBzsHivRgeXXucds0lhPNT3usLDw8SULcW0zVb9/3fmETM7vK+kGbZHrbJEnVHGixQDgecLy/OA7VomknQscCzAoEGDOnSibZ42PRd1aNfS+WcveHCz+vqBCzrO78Y0MeKFZkbOg08+Vd2Lzc7ilu06v7w+118MeMNs9Wxt58nCrvDwcPGXzcXDw8W7PeJ/t0zKCGytfeMfKLW2LwEugXTH1pET/es7E3inubZv2Xp178Lw/mvRpUVVRY8RI5gR1ZBrFAsPfpeHbppM88L3ylZZafpsuD6/22N0px/3zc+9zuw7puDm2g1sXXv1YMs9d2SbD6/NUWXLBEA5gW0esHFheSNgtfRyOvqw6K0jqB969OrJ9l/+fNkaNcWH+/dj9GH7la0R1BllNOBMAzaVNFRSd+DLwM0leARBEAQNSNXv2Gy/L2kccAfQBbjM9uxqewRBEASNSSm9cNr+A/CHMs4dBEEQNDbxLHkQBEHQUERgC4IgCBqKCGxBEARBQ1H1nkc6gqRXgGfL9lgJ1gPqsUvy8K4u4V096tEZVt17sO3+nSVTL9RFYKs3JE2vx25swru6hHf1qEdnqF/vsomqyCAIgqChiMAWBEEQNBQR2FYPl5Qt0EHCu7qEd/WoR2eoX+9SiTa2IAiCoKGIO7YgCIKgoYjAFgRBEDQUEdiCIGgVSTFaZhWIfO58IrB1AEm9C/N1USiVGFa2R0eQ9BlJa5XtsTLk/P6apAFlu6wsks6SNNJ11gAvaWAeCqtu/i8z3SozdeZds0RgWwkkHSppOnC+pDMA6uGfX1IX0jBBl0mqm14Icn7PAHYFFpXt014kfRb4O7AD0L1knXYj6RBJU4CvA4eV7dNeJH1J0izgAuBKqJv/y4Nz+T5L0olQH971QCnD1tQT+QqqJ3AK8BngG8BrwBWSrrY9q0y/dtKV9APbBOwoaZLt90t2apWc312BE4HvAXvbfqBcq/YjqSvwOeAE23e02KZa++GS1AT0Ac4DhgCnAiOBdfL2mnMuImlbUlk51vZUSXMkfcL2Q2W7tYWkUcDxwH8ATwGTJb1t+7Jaz/N6IO7Y2kBSTycWADfY3tX2FFKQeBJ4oVzD1pHUszAv2wuBScANwDHA+mW5tUUhvxcBTwC/Bp6V1F3SAZI2LFmxVYr5nS8YNgOel7SOpG9K2qMWf6wk9bK92PZbwCW2P2v7fsDAWKjNO4hifgNDgftzUNsAmAW8WY5Z27TwHglMtv2A7VdJZf1sSevUYp7XGxHYloOk04DbJZ0gaUvbsyQ1SdoNuIoUHCZKOiWnr4m8LHiPk7S1bUsaCOwOXAi8CIyVtJ+kPqXKFmiR3yOA24Dn89+HgP2BX0n6Xk5fk/mdVz8FbEu6kOhPuvP8SQ3m9205v7eyPaOQp9cB7xc+T83QopwMBh4FBku6BpgGCLhU0oScvibarFp4bww8DuwtaWROshj4J3BSTl8T5bteicxrBUlHkwLBd0i9a/9Q0hDbi0mBYSfbuwPnAuMlrZe3lUoL7/WBMyQNs/0C8FB2fJ7kPQ5oLk22QCv5fX7+ezNwJ7CX7cOAk4FTJK1bo/l9pqR+wFzgcOBW2/8JHApsD9TEwzstvNcleQ8u5Glf0meoqd+HVsrJT4E3bY8l1aCcZvtAUq3E4ZIG1sLdTyvePwPmANcD38ntbOsDhwD7SFqrFsp3PVNTBbcWyFd4GwMX236Q1PYwixQMsP2Y7dfz/OOkKr7Sq/aW4z2bFHi7AQfnBwP2IgWMvwLvluVboQ3vCbbnAKfbngeQ2zNvJ/04lMpyvOeQyslFwPtA91zd9wKpanVoWb4VWvE+n1S+z6mksT0XGARsk/cp/Xeijf/LC3KStYDHYIn/VGBECarL0EY5+Ynts0ntg8fY/jZpeJqpwHu1cqdZr5ReYGuNwhXe4Xl5PqkKb6ikXSrpJHWV9FNgbeCZKmt+gOV4/wTYAtgc+Dlwi+0dgCNIP1obl6C6DMvxvgDYXNIutt8FkNRN0kWk/C59bL7leP8Y+AQpv88nXfB8X9LEvK70BxraKN/Di+UbuAbYI6cp/e6hjfK9iaSPAi+T8npPST8CBpICX6m0UU62kvQZ22/ZfkTpNYXvA822F9XCnWY9E4GtQOEq6VxgmKSd8/JrpMbdPXO6w4AHSVV5B9n+V7Vdi7TD+yDb59s+DyA/DLOv7VIDxAq8r2Jpfu9HupKt5Hepd5rtyO8DbN8FTADeAN4Cxth+ruqyBdpbvjMLgRtq4c5hBd6/AfYj5fXdwHF52262X6mqaAvaUb53y+k+QXKH9FRqsIqskYEtPzhx5nK2dc1PEV5MuuquXLE2A6/nZI+QfrxOrmZQ66D3e+SnxPJdpvK2qj3u3wn5/XfgQNsn1Ul+v52XXwJ+ZPsHtt+pkvaq5PdrhaSX2762mncOq5Dfi2y/b/tC4BDbp9RJfr+Rkz1L+j05puyLtobB9hozkQL5V0lPrS0iPQTSWroB+e/dpKutHUkvOH+7Tr2/Vafekd/hHd4xrfx3U7ZA1T8wjCG9kPrvwJ9abOtCatydSnpZdRipauNe4HvhHd7hHd6N4N3oU+kCq/0DwoHAdoXlboX5aaQnkirLmwETgb4tjtE9vMM7vMO7Xr3XtKl0gdX2wdITafcC/wBuBJryehXm9yY9Wt63lf27hHd4h3d417P3mjo17MMjtl8GbiK9t/Ui8LW8SbYXS5Lt20jvlBwrqY+ksbCkG6pSXl4O7/AO7/AOVpGyI2tnTKTCVVyuXEF1I3Wouz9wC0sbcZvIV1DAcFJ3Ni8Bx4d3eId3eNejd0xLJ+Uvo66R9CG38Ri4Uueo3yI9FnxqYf1w0ovL84Fxtv+x2mWX9QrvKhLe4d0e6tU7KFB2ZF2VCfg0qcPWy0kvl1aumkThqov0dNLOpL7ZNiJ1ybQ2aWiOEeEd3uEd3vXqHdMHp7ptY8vd/1xMKlyPkwZG7CupyRlJPST1sN3sNNzMbFI3O/cBGzh1Z/NEeId3eId3PXoHrVO3gQ3YGphm+9ek7mm6AfOd+7VTGuH6UmBAXj6O1OD7C2Br20+WYh3e1Sa8q0t4B+VT9i1jeydSNcGIwvI2pC6X/gv4P+Ae4DLgS8AOpD7kNimk3724HN7hHd7hXW/eMbXz+y1bYIWC8GHgVlL/e6cBvQvbPpUL3wF5+Rjgl8DHCmnKeu8lvMM7vMM7phKmeqiKXIvUr9rxeX6nygbbfyWNUFzppf5uUsF9A9I4Ui7v/ZHwri7hXV3CO6hZajKwSTpc0hhJazsN0ngJcDVpYMztJG2Y0/Ug9cP29bzrbkC/nA5XeRyp8A7v8A7voHxq5j02SQI+QqrLXgz8L+mK6kTbr+Y0o4GxwHTbV+Z1HyXVi3+E1MP2OKeRl8M7vMM7vOvKO+gkyq4LzYG18r7ICOCqPN8VuAi4vkXak4EfkqoIeuV1vYBh4R3e4R3e9eodU+dNpVZFKg18eTZwtqQxpN6wm2HJQJgnANvnbRV+CfQG/gg8I2mg7QW2nw7v8A7v8K4376DzKS2w5cI1A+hLGqjvTNKt/66SPgVg28AZwPjCrp8n1YE/AmzlVGdeNcI7vNtDeId3UB5dSzz3YuBHXlq3/XFgKHA6qb+1T0pqAm4gFc4htp8hNeTu7vTmfxmEd3UJ7+oS3kHdU2ZV5Azgakld8vL9wCDbVwBdJB3v9BTSRkBzLoTYvqnkQhje1SW8q0t4B3VPaYHN9r9sL/TS90L2AF7J80cBIyXdAvwWeAiWPOlUKuFdXcK7uoR30AiUWRUJQL7CMrABcHNe/TbwXWBLYG6l3jvXkdcE4V1dwru6hHdQz9TCC9qLSR2Ovgpsna+qvg8stv3nGm7MDe/qEt7VJbyDuqUmXtCW9GnSG/9Tgctt/0/JSu0ivKtLeFeX8A7qlVoJbBsBXwEm2l5Ytk97Ce/qEt7VJbyDeqUmAlsQBEEQdBa10MYWBEEQBJ1GBLYgCIKgoYjAFgRBEDQUEdiCIAiChiICWxAEQdBQRGBbQ5HULOmRwjSkbCcASUMkHdLK+q0Krq9Lmpvn75K0oaRrV5PPfpJOb7Hub5J+uzrOVzjHpZK2WIX9Z0jqLukZSTOz852SPpK3z+882+U6TF3B9q0kXbG6PYI1j3jcfw1F0nzbvTuwX1ensa1WC5J2AU6x/YU20lwB3GJ7tQSzFueaCuzrpaMujwSuBvoBI2y/sxrO2aXQ52FH9h8C/NT2vpKeAUbZflVprLLetk/o6Pff2Ui6Czja9nNluwSNQ9yxBUuQ1FPS5fkK/2FJu+b1R0q6RtIk4M687luSpkl6VNIPCsc4PK/7m6TKECL7SHowH/MuSRvk9WMKd2EPS+oDnAvslNed3E7vIZJmFVxvlDQp39WNk/SNfPwHJPXL6YZLuj3f2dwnafNWjjsCWFgJaplDgCtzPuxbSHuPpAskTZE0R9K2kq6X9KSkHxbSHSbpr/nz/SL3bYik+ZLOkPQgaTDMeySNytv2kvRQztPJed2nJE3Nn2uqpM0KjnsDt7eSVVOATQouZ+VjPlD4TgZLmpy/w8mSBuX1/SVdl7/zaZJG5/XjJV2WfZ+WdELh+PPz3/3z9y5JAyQ9UblzBCYBX17+txsEHcA1MIx3TNWfSCMLP5KnG/K6b5K6IALYHHgO6AkcCcwD+uVtewKXACJdHN0C7Ax8FHgcWC+nq6Tvy9Laga8CP87zk4DReb43qVPuXUh3Y225XwEcWFgeAszK80eSBprsA/QH3gKOy9suAE7K85OBTfP8dsDdrZznqIprYd0TwOCcBzcX1t8DTMjzJwL/AAYAPXLerQuMzJ+5W053MXB4njcwtsXxRuXP8DwwtEWerg10zfO7A9cV9r0JGJbnnyl8Hz8rOBrYJ8+fB5xW+E6OyPNHAzfm+d8AO+b5QcCcPD+e1HVVD2A94LXC55tfcLoKGEcqKwcX1o8GJpX9/xBTY02l9+4flMYC29u0WLcjcBGA7b9LehYYkbf90fbreX7PPD2cl3sDmwIfA651vsMppN8I+L2kAUB3YG5efz8wUdKvgettz1PnjCTyJ9tvA29Leov0Yw0wk9Qxbm9gB+Cawvl6tHKcASwd+gRJ2wKv2H5W0jzgMkl9bb+Rk1R6k58JzLb9Yt7vaWBjUv5+EpiWz9sLeDnv0wxc14rDp4EptufCMnm6DvArSZuSglS3fK7uwEa2ny7mh6Rm4FHgtLzuPVKQgTSW2R55fnvg3/L8laSgByl4blHIr7XzHTbArU5dVy2U9DKpZ/15LT7H8cAs4AHbxfbJl4ENW/ncQdBhIrAFRdqKKsW2JAHn2P7FMjunaqjWGm0vIvXbd7NSG9p4ANvnSroV+BzwgKTdV8G9SLF/wMWF5cWkMt8EvNlKYG/JAlIAqXAwsLlSuxWku6YDgEtbnLd4zuJ5BfzK9qmtnOtdt96uJlrP0zNJAXx/pTa1e/L6nYA/t0i7q5etTgVYZLty3GaW/1tQSdMEbG97wTJyKdAVP+vyjjWQlA8bSGpyGvQTUo3AglbSB0GHiTa2oMgU4FBY0r40iFS12JI7gKPznQ+SBkpan1S9N1bSunl9v5x+HaAyXMgRlYNIGm57pu0JwHRS9efbpGrE1YbtfwJzJR2UPSTpY60knUNuk5LUBBwEbG17iO0hwBdJwa69TAYOzHmFpH6SBq9gn78AYyQNreyT1xfz9MhC+r2A21bCqSVTWdrmdShLg+SdpKpEsseKLgqWIKkrcDmpfXIO8I3C5hGkO7kg6DQisAVFLga6SJoJ/B440q30jm77TlKby19y2muBPrZnA2cB90r6GzAx7zKeVO13H2mcrAonSZqV0y4g/SA/CryfH2po18MjHeRQ4Jh87tmkINWSKcDHlW5LdgZe8LLjeU0hVc8NaM8JbT9Gqgq8U9KjwB9J1Z1t7fMKcCxwfXb9fd50HnCOpPuBLoVddgHubY/PcjgBOCr7fYXUXlhZPyo/VPIYcNxKHPO7wH227yMFta8qPV0KsCtw6yr4BsEHiMf9g6ANJF1IerjhrrJdVoTScC2/tL132S7tQVIPUhDe0avxFZJgzSMCWxC0QX4MfjvbN68wcbBS5AdfBtq+p2yXoLGIwBYEQRA0FNHGFgRBEDQUEdiCIAiChiICWxAEQdBQRGALgiAIGooIbEEQBEFD8f+VLLTN1Omj0AAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2675,7 +2671,7 @@ "plt.ylabel('Cloud cover' + ' %')\n", "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", "plt.title('GFS 0.25 deg')\n", - "plt.legend(bbox_to_anchor=(1.18,1.0))" + "plt.legend(bbox_to_anchor=(1.18,1.0));" ] }, { @@ -2704,838 +2700,838 @@ " \n", " \n", " \n", - " temp_air\n", - " wind_speed\n", - " ghi\n", - " dni\n", " dhi\n", - " total_clouds\n", + " dni\n", + " ghi\n", + " high_clouds\n", " low_clouds\n", " mid_clouds\n", - " high_clouds\n", + " temp_air\n", + " total_clouds\n", + " wind_speed\n", " \n", " \n", " \n", " \n", - " 2018-11-02 09:00:00-07:00\n", - " 17.866241\n", - " 0.359686\n", - " 407.358602\n", - " 818.731315\n", - " 60.841352\n", + " 2020-07-07 09:00:00-07:00\n", + " 310.839136\n", + " 116.292585\n", + " 390.310736\n", " 0.0\n", " 0.0\n", + " 62.0\n", + " 34.575043\n", + " 62.0\n", + " 1.787665\n", + " \n", + " \n", + " 2020-07-07 12:00:00-07:00\n", + " 453.770869\n", + " 60.944245\n", + " 513.465309\n", " 0.0\n", " 0.0\n", + " 74.0\n", + " 32.850006\n", + " 74.0\n", + " 2.423746\n", " \n", " \n", - " 2018-11-02 12:00:00-07:00\n", - " 16.749969\n", - " 1.949517\n", - " 711.945346\n", - " 899.784644\n", - " 99.890062\n", + " 2020-07-07 15:00:00-07:00\n", + " 168.912693\n", + " 780.228478\n", + " 809.627894\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 37.496277\n", " 0.0\n", + " 1.410278\n", " \n", " \n", - " 2018-11-02 15:00:00-07:00\n", - " 18.483185\n", - " 2.454866\n", - " 448.721044\n", - " 838.526803\n", - " 64.338163\n", + " 2020-07-07 18:00:00-07:00\n", + " 70.760082\n", + " 530.377043\n", + " 230.422477\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 48.050018\n", " 0.0\n", + " 3.543175\n", " \n", " \n", - " 2018-11-02 18:00:00-07:00\n", - " 29.734955\n", - " 0.852877\n", + " 2020-07-07 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 52.350006\n", " 0.0\n", + " 4.786015\n", " \n", " \n", - " 2018-11-02 21:00:00-07:00\n", - " 32.950012\n", - " 1.189831\n", + " 2020-07-08 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 48.335205\n", " 0.0\n", + " 4.732661\n", " \n", " \n", - " 2018-11-03 00:00:00-07:00\n", - " 26.054901\n", - " 2.562810\n", + " 2020-07-08 03:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 40.649994\n", " 0.0\n", + " 3.480565\n", " \n", " \n", - " 2018-11-03 03:00:00-07:00\n", - " 21.990784\n", - " 2.282499\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-08 06:00:00-07:00\n", + " 34.862378\n", + " 67.546325\n", + " 41.944462\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 36.850006\n", " 0.0\n", + " 6.538927\n", " \n", " \n", - " 2018-11-03 06:00:00-07:00\n", - " 19.966278\n", - " 1.623425\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-08 09:00:00-07:00\n", + " 122.512815\n", + " 776.323959\n", + " 652.254371\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 34.904907\n", " 0.0\n", + " 3.320535\n", " \n", " \n", - " 2018-11-03 09:00:00-07:00\n", - " 18.574249\n", - " 0.870438\n", - " 400.937428\n", - " 808.693204\n", - " 61.599059\n", - " 1.0\n", + " 2020-07-08 12:00:00-07:00\n", + " 249.427638\n", + " 754.817268\n", + " 988.451127\n", + " 0.0\n", " 0.0\n", " 0.0\n", + " 33.149994\n", " 0.0\n", + " 2.014901\n", " \n", " \n", - " 2018-11-03 12:00:00-07:00\n", - " 17.594971\n", - " 0.550552\n", - " 671.005171\n", - " 789.166843\n", - " 137.353207\n", - " 8.0\n", + " 2020-07-08 15:00:00-07:00\n", + " 169.516668\n", + " 778.921066\n", + " 809.020321\n", " 0.0\n", " 0.0\n", - " 8.0\n", - " \n", - " \n", - " 2018-11-03 15:00:00-07:00\n", - " 19.465118\n", - " 0.190588\n", - " 361.018740\n", - " 453.328673\n", - " 154.875542\n", - " 29.0\n", " 0.0\n", + " 37.715729\n", " 0.0\n", - " 29.0\n", + " 1.841223\n", " \n", " \n", - " 2018-11-03 18:00:00-07:00\n", - " 29.374481\n", - " 1.979487\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 15.0\n", + " 2020-07-08 18:00:00-07:00\n", + " 71.052011\n", + " 527.549866\n", + " 229.634467\n", " 0.0\n", " 0.0\n", - " 15.0\n", + " 0.0\n", + " 49.478119\n", + " 0.0\n", + " 1.394670\n", " \n", " \n", - " 2018-11-03 21:00:00-07:00\n", - " 32.112396\n", - " 3.934695\n", + " 2020-07-08 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 19.0\n", " 0.0\n", " 0.0\n", - " 19.0\n", + " 0.0\n", + " 53.950012\n", + " 0.0\n", + " 2.560847\n", " \n", " \n", - " 2018-11-04 00:00:00-07:00\n", - " 25.963715\n", - " 3.390744\n", + " 2020-07-09 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 25.0\n", " 0.0\n", " 0.0\n", - " 25.0\n", + " 1.0\n", + " 49.264709\n", + " 1.0\n", + " 4.971548\n", " \n", " \n", - " 2018-11-04 03:00:00-07:00\n", - " 22.050018\n", - " 1.151200\n", + " 2020-07-09 03:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 39.0\n", " 0.0\n", " 0.0\n", - " 39.0\n", + " 15.0\n", + " 41.250000\n", + " 15.0\n", + " 6.925235\n", " \n", " \n", - " 2018-11-04 06:00:00-07:00\n", - " 20.350006\n", - " 1.473310\n", - " 0.000000\n", + " 2020-07-09 06:00:00-07:00\n", + " 30.035439\n", " 0.000000\n", - " 0.000000\n", - " 39.0\n", + " 30.035439\n", " 0.0\n", " 0.0\n", - " 39.0\n", + " 40.0\n", + " 37.449982\n", + " 40.0\n", + " 5.893103\n", " \n", " \n", - " 2018-11-04 09:00:00-07:00\n", - " 19.149994\n", - " 2.177777\n", - " 288.024805\n", - " 298.367510\n", - " 163.907191\n", - " 43.0\n", + " 2020-07-09 09:00:00-07:00\n", + " 152.422162\n", + " 700.283619\n", + " 629.559115\n", " 0.0\n", " 0.0\n", - " 43.0\n", + " 5.0\n", + " 35.449982\n", + " 5.0\n", + " 1.654496\n", " \n", " \n", - " 2018-11-04 12:00:00-07:00\n", - " 18.253204\n", - " 2.763408\n", - " 539.039977\n", - " 373.209929\n", - " 288.149062\n", - " 36.0\n", + " 2020-07-09 12:00:00-07:00\n", + " 274.885878\n", + " 715.103728\n", + " 974.713600\n", " 0.0\n", " 0.0\n", - " 36.0\n", + " 2.0\n", + " 33.962128\n", + " 2.0\n", + " 1.597388\n", " \n", " \n", - " 2018-11-04 15:00:00-07:00\n", - " 19.774506\n", - " 2.854148\n", - " 386.634681\n", - " 586.826436\n", - " 121.898771\n", - " 19.0\n", + " 2020-07-09 15:00:00-07:00\n", + " 392.378832\n", + " 212.342735\n", + " 566.667822\n", + " 46.0\n", " 0.0\n", " 0.0\n", - " 19.0\n", + " 37.850006\n", + " 46.0\n", + " 2.283257\n", " \n", " \n", - " 2018-11-04 18:00:00-07:00\n", - " 29.988922\n", - " 1.663974\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 31.0\n", + " 2020-07-09 18:00:00-07:00\n", + " 101.900183\n", + " 293.936168\n", + " 190.108667\n", + " 26.0\n", " 0.0\n", " 0.0\n", - " 31.0\n", + " 49.549988\n", + " 26.0\n", + " 1.539361\n", " \n", " \n", - " 2018-11-04 21:00:00-07:00\n", - " 33.249969\n", - " 1.782958\n", + " 2020-07-09 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 73.0\n", + " 100.0\n", " 0.0\n", " 0.0\n", - " 73.0\n", + " 52.950928\n", + " 100.0\n", + " 3.225189\n", " \n", " \n", - " 2018-11-05 00:00:00-07:00\n", - " 26.720398\n", - " 1.926373\n", + " 2020-07-10 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 77.0\n", + " 100.0\n", " 0.0\n", " 0.0\n", - " 77.0\n", + " 48.694092\n", + " 100.0\n", + " 4.062025\n", " \n", " \n", - " 2018-11-05 03:00:00-07:00\n", - " 23.188934\n", - " 1.641591\n", + " 2020-07-10 03:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 94.0\n", + " 100.0\n", " 0.0\n", " 0.0\n", - " 94.0\n", + " 41.006195\n", + " 100.0\n", + " 5.409892\n", " \n", " \n", - " 2018-11-05 06:00:00-07:00\n", - " 21.071564\n", - " 0.309938\n", - " 0.000000\n", + " 2020-07-10 06:00:00-07:00\n", + " 17.807345\n", " 0.000000\n", - " 0.000000\n", - " 83.0\n", + " 17.807345\n", + " 84.0\n", " 0.0\n", " 0.0\n", - " 83.0\n", + " 36.524536\n", + " 84.0\n", + " 5.699416\n", " \n", " \n", - " 2018-11-05 09:00:00-07:00\n", - " 19.693115\n", - " 2.158163\n", - " 210.645229\n", - " 88.755387\n", - " 174.045508\n", - " 72.0\n", + " 2020-07-10 09:00:00-07:00\n", + " 219.115542\n", + " 11.884918\n", + " 227.200922\n", + " 100.0\n", " 0.0\n", " 0.0\n", - " 72.0\n", + " 34.624542\n", + " 100.0\n", + " 2.970064\n", " \n", " \n", - " 2018-11-05 12:00:00-07:00\n", - " 18.698883\n", - " 1.936410\n", - " 349.468540\n", - " 69.882107\n", - " 302.765281\n", - " 77.0\n", + " 2020-07-10 12:00:00-07:00\n", + " 344.284808\n", + " 20.730030\n", + " 364.562474\n", + " 97.0\n", " 0.0\n", " 0.0\n", - " 77.0\n", + " 33.399719\n", + " 97.0\n", + " 2.596959\n", " \n", " \n", - " 2018-11-05 15:00:00-07:00\n", - " 20.050018\n", - " 2.208242\n", - " 198.590762\n", - " 41.679854\n", - " 179.934766\n", - " 84.0\n", + " 2020-07-10 15:00:00-07:00\n", + " 269.697844\n", + " 15.830635\n", + " 282.687270\n", + " 100.0\n", " 0.0\n", " 0.0\n", - " 84.0\n", + " 37.291565\n", + " 100.0\n", + " 3.636530\n", " \n", " \n", - " 2018-11-05 18:00:00-07:00\n", - " 30.025543\n", - " 2.387787\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 63.0\n", + " 2020-07-10 18:00:00-07:00\n", + " 111.536148\n", + " 52.063971\n", + " 127.129906\n", + " 68.0\n", " 0.0\n", " 0.0\n", - " 63.0\n", + " 47.241425\n", + " 68.0\n", + " 4.687857\n", " \n", " \n", - " 2018-11-05 21:00:00-07:00\n", - " 32.995087\n", - " 3.899906\n", + " 2020-07-10 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 7.0\n", " 0.0\n", " 0.0\n", - " 7.0\n", - " \n", - " \n", - " 2018-11-06 00:00:00-07:00\n", - " 26.850006\n", - " 3.270669\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 4.0\n", " 0.0\n", + " 52.149994\n", " 0.0\n", - " 4.0\n", + " 6.150292\n", " \n", " \n", - " 2018-11-06 03:00:00-07:00\n", - " 23.031708\n", - " 0.506462\n", + " 2020-07-11 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 48.950012\n", " 0.0\n", + " 7.242578\n", " \n", " \n", - " 2018-11-06 06:00:00-07:00\n", - " 21.149994\n", - " 2.264701\n", + " 2020-07-11 03:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 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09:00:00-07:00\n", + " 123.863613\n", + " 768.774072\n", + " 644.378896\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 36.050018\n", " 0.0\n", + " 3.335639\n", " \n", " \n", - " 2018-11-08 12:00:00-07:00\n", - " 18.482971\n", - " 1.650740\n", - " 687.650627\n", - " 903.736928\n", - " 94.135826\n", + " 2020-07-13 12:00:00-07:00\n", + " 252.244188\n", + " 749.032885\n", + " 983.797746\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 34.558502\n", " 0.0\n", + " 1.268467\n", " \n", " \n", - " 2018-11-08 15:00:00-07:00\n", - " 19.896118\n", - " 1.687728\n", - " 424.083961\n", - " 825.592629\n", - " 62.918342\n", - " 1.0\n", + " 2020-07-13 15:00:00-07:00\n", + " 172.313466\n", + " 772.493439\n", + " 805.330549\n", " 0.0\n", " 0.0\n", - " 1.0\n", + " 0.0\n", + " 39.418304\n", + " 0.0\n", + " 1.308521\n", " \n", " \n", - " 2018-11-08 18:00:00-07:00\n", - " 30.158203\n", - " 0.810317\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 4.0\n", + " 2020-07-13 18:00:00-07:00\n", + " 72.367731\n", + " 511.866632\n", + " 224.550427\n", " 0.0\n", " 0.0\n", - " 4.0\n", + " 0.0\n", + " 49.850006\n", + " 0.0\n", + " 2.825097\n", " \n", " \n", - " 2018-11-08 21:00:00-07:00\n", - " 33.321899\n", - " 1.180532\n", + " 2020-07-13 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 10.0\n", " 0.0\n", " 0.0\n", - " 9.0\n", + " 0.0\n", + " 54.561859\n", + " 0.0\n", + " 4.730281\n", " \n", " \n", - " 2018-11-09 00:00:00-07:00\n", - " 26.149994\n", - " 2.810067\n", + " 2020-07-14 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 34.0\n", " 0.0\n", " 0.0\n", - " 34.0\n", + " 0.0\n", + " 51.050018\n", + " 0.0\n", + " 3.827553\n", " \n", " \n", "\n", "" ], "text/plain": [ - " temp_air wind_speed ghi dni \\\n", - "2018-11-02 09:00:00-07:00 17.866241 0.359686 407.358602 818.731315 \n", - "2018-11-02 12:00:00-07:00 16.749969 1.949517 711.945346 899.784644 \n", - "2018-11-02 15:00:00-07:00 18.483185 2.454866 448.721044 838.526803 \n", - "2018-11-02 18:00:00-07:00 29.734955 0.852877 0.000000 0.000000 \n", - "2018-11-02 21:00:00-07:00 32.950012 1.189831 0.000000 0.000000 \n", - "2018-11-03 00:00:00-07:00 26.054901 2.562810 0.000000 0.000000 \n", - "2018-11-03 03:00:00-07:00 21.990784 2.282499 0.000000 0.000000 \n", - "2018-11-03 06:00:00-07:00 19.966278 1.623425 0.000000 0.000000 \n", - "2018-11-03 09:00:00-07:00 18.574249 0.870438 400.937428 808.693204 \n", - "2018-11-03 12:00:00-07:00 17.594971 0.550552 671.005171 789.166843 \n", - "2018-11-03 15:00:00-07:00 19.465118 0.190588 361.018740 453.328673 \n", - "2018-11-03 18:00:00-07:00 29.374481 1.979487 0.000000 0.000000 \n", - "2018-11-03 21:00:00-07:00 32.112396 3.934695 0.000000 0.000000 \n", - "2018-11-04 00:00:00-07:00 25.963715 3.390744 0.000000 0.000000 \n", - "2018-11-04 03:00:00-07:00 22.050018 1.151200 0.000000 0.000000 \n", - "2018-11-04 06:00:00-07:00 20.350006 1.473310 0.000000 0.000000 \n", - "2018-11-04 09:00:00-07:00 19.149994 2.177777 288.024805 298.367510 \n", - "2018-11-04 12:00:00-07:00 18.253204 2.763408 539.039977 373.209929 \n", - "2018-11-04 15:00:00-07:00 19.774506 2.854148 386.634681 586.826436 \n", - "2018-11-04 18:00:00-07:00 29.988922 1.663974 0.000000 0.000000 \n", - "2018-11-04 21:00:00-07:00 33.249969 1.782958 0.000000 0.000000 \n", - "2018-11-05 00:00:00-07:00 26.720398 1.926373 0.000000 0.000000 \n", - "2018-11-05 03:00:00-07:00 23.188934 1.641591 0.000000 0.000000 \n", - "2018-11-05 06:00:00-07:00 21.071564 0.309938 0.000000 0.000000 \n", - "2018-11-05 09:00:00-07:00 19.693115 2.158163 210.645229 88.755387 \n", - "2018-11-05 12:00:00-07:00 18.698883 1.936410 349.468540 69.882107 \n", - "2018-11-05 15:00:00-07:00 20.050018 2.208242 198.590762 41.679854 \n", - "2018-11-05 18:00:00-07:00 30.025543 2.387787 0.000000 0.000000 \n", - "2018-11-05 21:00:00-07:00 32.995087 3.899906 0.000000 0.000000 \n", - "2018-11-06 00:00:00-07:00 26.850006 3.270669 0.000000 0.000000 \n", - "2018-11-06 03:00:00-07:00 23.031708 0.506462 0.000000 0.000000 \n", - "2018-11-06 06:00:00-07:00 21.149994 2.264701 0.000000 0.000000 \n", - "2018-11-06 09:00:00-07:00 19.821228 2.262985 392.141572 814.323695 \n", - "2018-11-06 12:00:00-07:00 18.863373 2.455562 695.601683 902.513793 \n", - "2018-11-06 15:00:00-07:00 20.359222 2.526824 433.818361 835.714299 \n", - "2018-11-06 18:00:00-07:00 30.376404 2.588124 0.000000 0.000000 \n", - "2018-11-06 21:00:00-07:00 33.863251 2.935084 0.000000 0.000000 \n", - "2018-11-07 00:00:00-07:00 27.704895 3.259080 0.000000 0.000000 \n", - "2018-11-07 03:00:00-07:00 23.661133 2.286154 0.000000 0.000000 \n", - "2018-11-07 06:00:00-07:00 21.608154 2.114865 0.000000 0.000000 \n", - "2018-11-07 09:00:00-07:00 20.179565 2.443310 254.553487 211.588702 \n", - "2018-11-07 12:00:00-07:00 19.044159 2.695197 561.237760 466.615331 \n", - "2018-11-07 15:00:00-07:00 20.356415 2.793714 430.295600 835.020520 \n", - "2018-11-07 18:00:00-07:00 30.137299 3.176849 0.000000 0.000000 \n", - "2018-11-07 21:00:00-07:00 33.374725 4.678627 0.000000 0.000000 \n", - "2018-11-08 00:00:00-07:00 27.250031 4.634591 0.000000 0.000000 \n", - "2018-11-08 03:00:00-07:00 23.162384 2.361645 0.000000 0.000000 \n", - "2018-11-08 06:00:00-07:00 21.209564 2.248846 0.000000 0.000000 \n", - "2018-11-08 09:00:00-07:00 19.573395 2.122833 384.532014 811.868584 \n", - "2018-11-08 12:00:00-07:00 18.482971 1.650740 687.650627 903.736928 \n", - "2018-11-08 15:00:00-07:00 19.896118 1.687728 424.083961 825.592629 \n", - "2018-11-08 18:00:00-07:00 30.158203 0.810317 0.000000 0.000000 \n", - "2018-11-08 21:00:00-07:00 33.321899 1.180532 0.000000 0.000000 \n", - "2018-11-09 00:00:00-07:00 26.149994 2.810067 0.000000 0.000000 \n", + " dhi dni ghi high_clouds \\\n", + "2020-07-07 09:00:00-07:00 310.839136 116.292585 390.310736 0.0 \n", + "2020-07-07 12:00:00-07:00 453.770869 60.944245 513.465309 0.0 \n", + "2020-07-07 15:00:00-07:00 168.912693 780.228478 809.627894 0.0 \n", + "2020-07-07 18:00:00-07:00 70.760082 530.377043 230.422477 0.0 \n", + "2020-07-07 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 06:00:00-07:00 34.862378 67.546325 41.944462 0.0 \n", + "2020-07-08 09:00:00-07:00 122.512815 776.323959 652.254371 0.0 \n", + "2020-07-08 12:00:00-07:00 249.427638 754.817268 988.451127 0.0 \n", + "2020-07-08 15:00:00-07:00 169.516668 778.921066 809.020321 0.0 \n", + "2020-07-08 18:00:00-07:00 71.052011 527.549866 229.634467 0.0 \n", + "2020-07-08 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-09 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-09 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-09 06:00:00-07:00 30.035439 0.000000 30.035439 0.0 \n", + "2020-07-09 09:00:00-07:00 152.422162 700.283619 629.559115 0.0 \n", + "2020-07-09 12:00:00-07:00 274.885878 715.103728 974.713600 0.0 \n", + "2020-07-09 15:00:00-07:00 392.378832 212.342735 566.667822 46.0 \n", + "2020-07-09 18:00:00-07:00 101.900183 293.936168 190.108667 26.0 \n", + "2020-07-09 21:00:00-07:00 0.000000 0.000000 0.000000 100.0 \n", + "2020-07-10 00:00:00-07:00 0.000000 0.000000 0.000000 100.0 \n", + "2020-07-10 03:00:00-07:00 0.000000 0.000000 0.000000 100.0 \n", + "2020-07-10 06:00:00-07:00 17.807345 0.000000 17.807345 84.0 \n", + "2020-07-10 09:00:00-07:00 219.115542 11.884918 227.200922 100.0 \n", + "2020-07-10 12:00:00-07:00 344.284808 20.730030 364.562474 97.0 \n", + "2020-07-10 15:00:00-07:00 269.697844 15.830635 282.687270 100.0 \n", + "2020-07-10 18:00:00-07:00 111.536148 52.063971 127.129906 68.0 \n", + "2020-07-10 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-11 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-11 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-11 06:00:00-07:00 32.656176 29.847886 35.636770 0.0 \n", + "2020-07-11 09:00:00-07:00 216.995867 522.356675 571.804297 0.0 \n", + "2020-07-11 12:00:00-07:00 363.057813 577.874146 928.043294 0.0 \n", + "2020-07-11 15:00:00-07:00 171.241365 775.042702 806.941040 0.0 \n", + "2020-07-11 18:00:00-07:00 71.871804 518.458888 226.815142 0.0 \n", + "2020-07-11 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-12 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-12 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-12 06:00:00-07:00 31.589893 11.118122 32.680857 0.0 \n", + "2020-07-12 09:00:00-07:00 123.597280 770.287279 645.980963 0.0 \n", + "2020-07-12 12:00:00-07:00 251.700892 750.169989 984.760886 0.0 \n", + "2020-07-12 15:00:00-07:00 171.785521 773.764466 806.158942 0.0 \n", + "2020-07-12 18:00:00-07:00 72.125097 515.217614 225.721669 0.0 \n", + "2020-07-12 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-13 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-13 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-13 06:00:00-07:00 31.631191 35.946186 35.094839 0.0 \n", + "2020-07-13 09:00:00-07:00 123.863613 768.774072 644.378896 0.0 \n", + "2020-07-13 12:00:00-07:00 252.244188 749.032885 983.797746 0.0 \n", + "2020-07-13 15:00:00-07:00 172.313466 772.493439 805.330549 0.0 \n", + "2020-07-13 18:00:00-07:00 72.367731 511.866632 224.550427 0.0 \n", + "2020-07-13 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-14 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", "\n", - " dhi total_clouds low_clouds mid_clouds \\\n", - "2018-11-02 09:00:00-07:00 60.841352 0.0 0.0 0.0 \n", - "2018-11-02 12:00:00-07:00 99.890062 0.0 0.0 0.0 \n", - "2018-11-02 15:00:00-07:00 64.338163 0.0 0.0 0.0 \n", - "2018-11-02 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 06:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 09:00:00-07:00 61.599059 1.0 0.0 0.0 \n", - "2018-11-03 12:00:00-07:00 137.353207 8.0 0.0 0.0 \n", - "2018-11-03 15:00:00-07:00 154.875542 29.0 0.0 0.0 \n", - "2018-11-03 18:00:00-07:00 0.000000 15.0 0.0 0.0 \n", - "2018-11-03 21:00:00-07:00 0.000000 19.0 0.0 0.0 \n", - "2018-11-04 00:00:00-07:00 0.000000 25.0 0.0 0.0 \n", - "2018-11-04 03:00:00-07:00 0.000000 39.0 0.0 0.0 \n", - "2018-11-04 06:00:00-07:00 0.000000 39.0 0.0 0.0 \n", - "2018-11-04 09:00:00-07:00 163.907191 43.0 0.0 0.0 \n", - "2018-11-04 12:00:00-07:00 288.149062 36.0 0.0 0.0 \n", - "2018-11-04 15:00:00-07:00 121.898771 19.0 0.0 0.0 \n", - "2018-11-04 18:00:00-07:00 0.000000 31.0 0.0 0.0 \n", - "2018-11-04 21:00:00-07:00 0.000000 73.0 0.0 0.0 \n", - "2018-11-05 00:00:00-07:00 0.000000 77.0 0.0 0.0 \n", - "2018-11-05 03:00:00-07:00 0.000000 94.0 0.0 0.0 \n", - "2018-11-05 06:00:00-07:00 0.000000 83.0 0.0 0.0 \n", - "2018-11-05 09:00:00-07:00 174.045508 72.0 0.0 0.0 \n", - "2018-11-05 12:00:00-07:00 302.765281 77.0 0.0 0.0 \n", - "2018-11-05 15:00:00-07:00 179.934766 84.0 0.0 0.0 \n", - "2018-11-05 18:00:00-07:00 0.000000 63.0 0.0 0.0 \n", - "2018-11-05 21:00:00-07:00 0.000000 7.0 0.0 0.0 \n", - "2018-11-06 00:00:00-07:00 0.000000 4.0 0.0 0.0 \n", - "2018-11-06 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-06 06:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-06 09:00:00-07:00 59.289433 0.0 0.0 0.0 \n", - "2018-11-06 12:00:00-07:00 95.957975 0.0 0.0 0.0 \n", - "2018-11-06 15:00:00-07:00 62.638900 0.0 0.0 0.0 \n", - "2018-11-06 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-06 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-07 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-07 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-07 06:00:00-07:00 0.000000 7.0 0.0 0.0 \n", - "2018-11-07 09:00:00-07:00 168.831993 53.0 0.0 0.0 \n", - "2018-11-07 12:00:00-07:00 253.013189 29.0 0.0 0.0 \n", - "2018-11-07 15:00:00-07:00 62.247152 0.0 0.0 0.0 \n", - "2018-11-07 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-07 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-08 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-08 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-08 06:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-08 09:00:00-07:00 58.545577 0.0 0.0 0.0 \n", - "2018-11-08 12:00:00-07:00 94.135826 0.0 0.0 0.0 \n", - "2018-11-08 15:00:00-07:00 62.918342 1.0 0.0 0.0 \n", - "2018-11-08 18:00:00-07:00 0.000000 4.0 0.0 0.0 \n", - "2018-11-08 21:00:00-07:00 0.000000 10.0 0.0 0.0 \n", - "2018-11-09 00:00:00-07:00 0.000000 34.0 0.0 0.0 \n", + " low_clouds mid_clouds temp_air total_clouds \\\n", + "2020-07-07 09:00:00-07:00 0.0 62.0 34.575043 62.0 \n", + "2020-07-07 12:00:00-07:00 0.0 74.0 32.850006 74.0 \n", + "2020-07-07 15:00:00-07:00 0.0 0.0 37.496277 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 0.0 48.050018 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 0.0 52.350006 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 0.0 48.335205 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 0.0 40.649994 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 0.0 36.850006 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 0.0 34.904907 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 0.0 33.149994 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 0.0 37.715729 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 0.0 49.478119 0.0 \n", + "2020-07-08 21:00:00-07:00 0.0 0.0 53.950012 0.0 \n", + "2020-07-09 00:00:00-07:00 0.0 1.0 49.264709 1.0 \n", + "2020-07-09 03:00:00-07:00 0.0 15.0 41.250000 15.0 \n", + "2020-07-09 06:00:00-07:00 0.0 40.0 37.449982 40.0 \n", + "2020-07-09 09:00:00-07:00 0.0 5.0 35.449982 5.0 \n", + "2020-07-09 12:00:00-07:00 0.0 2.0 33.962128 2.0 \n", + "2020-07-09 15:00:00-07:00 0.0 0.0 37.850006 46.0 \n", + "2020-07-09 18:00:00-07:00 0.0 0.0 49.549988 26.0 \n", + "2020-07-09 21:00:00-07:00 0.0 0.0 52.950928 100.0 \n", + "2020-07-10 00:00:00-07:00 0.0 0.0 48.694092 100.0 \n", + "2020-07-10 03:00:00-07:00 0.0 0.0 41.006195 100.0 \n", + "2020-07-10 06:00:00-07:00 0.0 0.0 36.524536 84.0 \n", + "2020-07-10 09:00:00-07:00 0.0 0.0 34.624542 100.0 \n", + "2020-07-10 12:00:00-07:00 0.0 0.0 33.399719 97.0 \n", + "2020-07-10 15:00:00-07:00 0.0 0.0 37.291565 100.0 \n", + "2020-07-10 18:00:00-07:00 0.0 0.0 47.241425 68.0 \n", + "2020-07-10 21:00:00-07:00 0.0 0.0 52.149994 0.0 \n", + "2020-07-11 00:00:00-07:00 0.0 0.0 48.950012 0.0 \n", + "2020-07-11 03:00:00-07:00 0.0 0.0 41.487885 0.0 \n", + "2020-07-11 06:00:00-07:00 0.0 9.0 38.250000 9.0 \n", + "2020-07-11 09:00:00-07:00 0.0 18.0 35.450012 18.0 \n", + "2020-07-11 12:00:00-07:00 0.0 9.0 33.919739 9.0 \n", + "2020-07-11 15:00:00-07:00 0.0 0.0 38.414734 0.0 \n", + "2020-07-11 18:00:00-07:00 0.0 0.0 48.118317 0.0 \n", + "2020-07-11 21:00:00-07:00 0.0 0.0 53.649994 0.0 \n", + "2020-07-12 00:00:00-07:00 0.0 0.0 50.165039 0.0 \n", + "2020-07-12 03:00:00-07:00 0.0 0.0 41.649994 0.0 \n", + "2020-07-12 06:00:00-07:00 0.0 16.0 37.721405 16.0 \n", + "2020-07-12 09:00:00-07:00 0.0 0.0 35.364960 0.0 \n", + "2020-07-12 12:00:00-07:00 0.0 0.0 33.970856 0.0 \n", + "2020-07-12 15:00:00-07:00 0.0 0.0 38.557465 0.0 \n", + "2020-07-12 18:00:00-07:00 0.0 0.0 48.608276 0.0 \n", + "2020-07-12 21:00:00-07:00 0.0 0.0 54.357483 0.0 \n", + "2020-07-13 00:00:00-07:00 0.0 0.0 50.649994 0.0 \n", + "2020-07-13 03:00:00-07:00 0.0 0.0 42.550018 0.0 \n", + "2020-07-13 06:00:00-07:00 0.0 0.0 38.394165 0.0 \n", + "2020-07-13 09:00:00-07:00 0.0 0.0 36.050018 0.0 \n", + "2020-07-13 12:00:00-07:00 0.0 0.0 34.558502 0.0 \n", + "2020-07-13 15:00:00-07:00 0.0 0.0 39.418304 0.0 \n", + "2020-07-13 18:00:00-07:00 0.0 0.0 49.850006 0.0 \n", + "2020-07-13 21:00:00-07:00 0.0 0.0 54.561859 0.0 \n", + "2020-07-14 00:00:00-07:00 0.0 0.0 51.050018 0.0 \n", "\n", - " high_clouds \n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 0.0 \n", - "2018-11-02 18:00:00-07:00 0.0 \n", - "2018-11-02 21:00:00-07:00 0.0 \n", - "2018-11-03 00:00:00-07:00 0.0 \n", - "2018-11-03 03:00:00-07:00 0.0 \n", - "2018-11-03 06:00:00-07:00 0.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 8.0 \n", - "2018-11-03 15:00:00-07:00 29.0 \n", - "2018-11-03 18:00:00-07:00 15.0 \n", - "2018-11-03 21:00:00-07:00 19.0 \n", - "2018-11-04 00:00:00-07:00 25.0 \n", - "2018-11-04 03:00:00-07:00 39.0 \n", - "2018-11-04 06:00:00-07:00 39.0 \n", - "2018-11-04 09:00:00-07:00 43.0 \n", - "2018-11-04 12:00:00-07:00 36.0 \n", - "2018-11-04 15:00:00-07:00 19.0 \n", - "2018-11-04 18:00:00-07:00 31.0 \n", - "2018-11-04 21:00:00-07:00 73.0 \n", - "2018-11-05 00:00:00-07:00 77.0 \n", - "2018-11-05 03:00:00-07:00 94.0 \n", - "2018-11-05 06:00:00-07:00 83.0 \n", - "2018-11-05 09:00:00-07:00 72.0 \n", - "2018-11-05 12:00:00-07:00 77.0 \n", - "2018-11-05 15:00:00-07:00 84.0 \n", - "2018-11-05 18:00:00-07:00 63.0 \n", - "2018-11-05 21:00:00-07:00 7.0 \n", - "2018-11-06 00:00:00-07:00 4.0 \n", - "2018-11-06 03:00:00-07:00 0.0 \n", - "2018-11-06 06:00:00-07:00 0.0 \n", - "2018-11-06 09:00:00-07:00 0.0 \n", - "2018-11-06 12:00:00-07:00 0.0 \n", - "2018-11-06 15:00:00-07:00 0.0 \n", - "2018-11-06 18:00:00-07:00 0.0 \n", - "2018-11-06 21:00:00-07:00 0.0 \n", - "2018-11-07 00:00:00-07:00 0.0 \n", - "2018-11-07 03:00:00-07:00 0.0 \n", - "2018-11-07 06:00:00-07:00 7.0 \n", - "2018-11-07 09:00:00-07:00 53.0 \n", - "2018-11-07 12:00:00-07:00 29.0 \n", - "2018-11-07 15:00:00-07:00 0.0 \n", - "2018-11-07 18:00:00-07:00 0.0 \n", - "2018-11-07 21:00:00-07:00 0.0 \n", - "2018-11-08 00:00:00-07:00 0.0 \n", - "2018-11-08 03:00:00-07:00 0.0 \n", - "2018-11-08 06:00:00-07:00 0.0 \n", - "2018-11-08 09:00:00-07:00 0.0 \n", - "2018-11-08 12:00:00-07:00 0.0 \n", - "2018-11-08 15:00:00-07:00 1.0 \n", - "2018-11-08 18:00:00-07:00 4.0 \n", - "2018-11-08 21:00:00-07:00 9.0 \n", - "2018-11-09 00:00:00-07:00 34.0 " + " wind_speed \n", + "2020-07-07 09:00:00-07:00 1.787665 \n", + "2020-07-07 12:00:00-07:00 2.423746 \n", + "2020-07-07 15:00:00-07:00 1.410278 \n", + "2020-07-07 18:00:00-07:00 3.543175 \n", + "2020-07-07 21:00:00-07:00 4.786015 \n", + "2020-07-08 00:00:00-07:00 4.732661 \n", + "2020-07-08 03:00:00-07:00 3.480565 \n", + "2020-07-08 06:00:00-07:00 6.538927 \n", + "2020-07-08 09:00:00-07:00 3.320535 \n", + "2020-07-08 12:00:00-07:00 2.014901 \n", + "2020-07-08 15:00:00-07:00 1.841223 \n", + "2020-07-08 18:00:00-07:00 1.394670 \n", + "2020-07-08 21:00:00-07:00 2.560847 \n", + "2020-07-09 00:00:00-07:00 4.971548 \n", + "2020-07-09 03:00:00-07:00 6.925235 \n", + "2020-07-09 06:00:00-07:00 5.893103 \n", + "2020-07-09 09:00:00-07:00 1.654496 \n", + "2020-07-09 12:00:00-07:00 1.597388 \n", + "2020-07-09 15:00:00-07:00 2.283257 \n", + "2020-07-09 18:00:00-07:00 1.539361 \n", + "2020-07-09 21:00:00-07:00 3.225189 \n", + "2020-07-10 00:00:00-07:00 4.062025 \n", + "2020-07-10 03:00:00-07:00 5.409892 \n", + "2020-07-10 06:00:00-07:00 5.699416 \n", + "2020-07-10 09:00:00-07:00 2.970064 \n", + "2020-07-10 12:00:00-07:00 2.596959 \n", + "2020-07-10 15:00:00-07:00 3.636530 \n", + "2020-07-10 18:00:00-07:00 4.687857 \n", + "2020-07-10 21:00:00-07:00 6.150292 \n", + "2020-07-11 00:00:00-07:00 7.242578 \n", + "2020-07-11 03:00:00-07:00 6.984845 \n", + "2020-07-11 06:00:00-07:00 5.764334 \n", + "2020-07-11 09:00:00-07:00 3.260127 \n", + "2020-07-11 12:00:00-07:00 1.497668 \n", + "2020-07-11 15:00:00-07:00 2.341921 \n", + "2020-07-11 18:00:00-07:00 3.527511 \n", + "2020-07-11 21:00:00-07:00 3.191378 \n", + "2020-07-12 00:00:00-07:00 4.961523 \n", + "2020-07-12 03:00:00-07:00 8.273394 \n", + "2020-07-12 06:00:00-07:00 3.271754 \n", + "2020-07-12 09:00:00-07:00 3.389639 \n", + "2020-07-12 12:00:00-07:00 1.788770 \n", + "2020-07-12 15:00:00-07:00 2.124879 \n", + "2020-07-12 18:00:00-07:00 3.080019 \n", + "2020-07-12 21:00:00-07:00 2.384970 \n", + "2020-07-13 00:00:00-07:00 4.839526 \n", + "2020-07-13 03:00:00-07:00 6.735958 \n", + "2020-07-13 06:00:00-07:00 7.721436 \n", + "2020-07-13 09:00:00-07:00 3.335639 \n", + "2020-07-13 12:00:00-07:00 1.268467 \n", + "2020-07-13 15:00:00-07:00 1.308521 \n", + "2020-07-13 18:00:00-07:00 2.825097 \n", + "2020-07-13 21:00:00-07:00 4.730281 \n", + "2020-07-14 00:00:00-07:00 3.827553 " ] }, "execution_count": 22, @@ -3544,14 +3540,12 @@ } ], "source": [ - "data" + "data[sorted(data.columns)]" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": true - }, + "metadata": {}, "source": [ "## NAM" ] @@ -3578,28 +3572,18 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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nnHJK1B/qpk2bCtavXz/xpZdeati5c2f9fffd98nQay655JIZd9xxx76Ghob6BQsWeL/97W9Pire+9evXjy8sLNQaGhrq161b11RfX18M8Prrrxc1NTU5d+3a9UFDQ0P9VVddNSZlvirCU1iOGDCJvfufL8AVsbyCM4dmuiI4Bu/hkeQU+ZzF21+lCYlTmgVVevRu681Tx4QkI7F0EcsPb8mSJdqjjz5asnnz5oLZs2d7Ozs77Xv27HFu3ry5+IEHHhgmZADPPfdc2TnnnNMxceLEEAz3vmtra7P39PTYzz777F6Ayy+/vO28886bmWB9Jddcc80hgOOOO847e/ZsD8DcuXP9e/fudV988cVTzznnnK7Pf/7zY5IiUBGewnLEgErH2h1bCGVhmlBG9vCMlKZhcCnD2bdWK7EZ5q8RwUsQ4RUaFkGOvjwVvAwTq4q2trZWdnV1Of785z+Xn3zyyT2f/vSnex9++OHK4uJirbKyMqpTQiLvu3g4HA5pWg55PJ5B3ncDffFMampqwtu2bav/zGc+07Nhw4bxq1evrhvJfYeiBE9hOWJAWrDU38d7f3slg6uJjmau0Tk4pSnyPKXp9OmCZ6Y0EzWfF9fobjEuZRGUEWL54QEsWbKk97777ht/xhln9J566qm9v/jFL2qPO+64mD+oFStWdD/99NNVzc3NdhjufVddXR0uKysL//Wvfy0BePDBB6tPOOGEXtDnbr711lvFAI888khk0/6kk07q/f3vf18F8Pbbbxc0NDQUATQ1NTnC4TCXXHJJ5/e+973977///phUbqqUpsJybEaUtH/cVCa37mXfX/7GsWefmtlFDUEaKU0zsrMZn/N9D8/p9wHgc+nvyhM1n5eNr6YXKFCOCRnh85//PK+//jqLFy9GCBHxw2ttbeWkk07q/de//lW2cOFCv9/vD3R1ddmXL18e8we6dOlS3ze/+c2mk08+ea7NZpMLFy70PPnkk40Dr3nooYc+XrNmzfRrrrnGNm3aNP9jjz3WCLB27dqD559//sw//OEP1SeffHIkPXnDDTccWr169YzZs2fPX7BggWfRokV9AI2Njc5LL720TtM0AXDbbbftG4vvhxI8heWYe3je40+GZx6l5J03MryiKBhpVmGkNG0uQ/DyfA/P7fcD4ElyD69iwjh6gWK/Ejwr6TX6JYUQ3HXXXdx1113Drrnuuutar7vuulYAt9stvV7vO4le9+qrr267+uqrBxWQ3H333ZGKzhNPPNG7devWHUOfd8wxx/gaGhoiw6fNKtCSkhL5zDPPfBTtXvX19WPu16dSmgrLsRm9bFNOW47HWcDEjiYa32vI8KoGY87MFENTmnm+h1dgtGuECvQ3AIkEr7i8hKCw4w4H8fQo0VNkFiV4CsuxGVGSu7SY/bMWA1D/1F8yuaRhmCPEbE59s0qoPTwACo03AiWVeu9doqIVm81Gn+GY0KUGSB8WNDc32+fOnTt/6Ie5d3c4o1KaCsuxG1GS0+3CtfRTUP8mwYbsivDMvTozwrObKU0tf1OaQX8Ad0hDE1BdMZGPDx1IyiLIW1BMha+HroPtTDximgUrVYyG2tra8I4dOw5777toqAhPYTlmhOdwu3EU6e/+RbbZ7hh7eObend0oWhF5vIfX29E/OLq2ZKJ+LEGEBwMcE9qUY4IisyjBU1iOXdPFxOF2DigGybJUoZnSdJiCZ+zlZds6LaSn3RwrBrXFtUDitgSAkOGY0NeqBE+RWZTgKSxnYEozEjll2d6YuZ5IhOcy9vLyOMLr69SnhnhcMLFYj/B6gokbysMlyjFBkR1kRPCEENcJIT4QQmwTQjwmhCgQQswQQrwphNglhHhcCOHKxNoU6cdh7IO5CtwDhCS7BI+I4Onrs7vMCC9/Bc/bobdPDYrwAklUXpqOCR1K8BSZxXLBE0JMBq4BlkopFwJ2YDXwQ+AnUspZQAdwqdVrU1iDmdJ0FrixubKz+tEUYLPh3G7242nZtU4r8UXMXwUTinT7s2QiPHuZPkA61KUEL5t45JFHyr/zne/URjtXVFR0TKqvt2rVqrqHHnpoTKxPJk+evKipqWnMiyozVaXpAAqFEEGgCGgCTgO+aJz/LXAr8MuMrE6RVswIz+l24sjSVKEpwA63c9BnEY46ZjAv8Hf1D44eXzQegcAb8hLWwthtsSvWHZX6PE3ZnacWQVnKhRde2AXklY2F5YInpdwvhFgPfAJ4gb8Bm4FOKaX59nkfMDna84UQXwW+CjBtmipxPtzQNA2nKXguV6TcP9uKQcwIz0y5OlwOQuR3hBcwPO28LihxlVDiLKEn2ENvsJdyd2zfN5cheKIn/wRv0W8XpeV137/4/bjnGxsbWbFiBSeddBJvvPEGixcv5itf+Qq33HILhw4d4tZbb7X985//rN60aVPxww8//MmOHTtcq1evnhkKhcTpp5+eUARvvvnmCU888US1EILTTz+9a8OGDfsHnt+4cWPp2rVrp4bDYRYvXux5+OGH9xQWFsrJkycv2rRp0/aJEyeGXn755aIbbrhh6ltvvbWzubnZvmrVqpnt7e3OY445ps8cet3d3W373Oc+N7OpqcmlaZq48cYbD1x++eUjdhPOREqzElgJzAAmAcXAWVEujTqVW0p5v5RyqZRyaU1NTfoWqkgLIcOFICRs2B32iKBkm+CZ6zGLauxGA7otj/vwAj16StLntuO0OSlx6e0GiXrxCqv1LJe9Tw2QtpLdu3fzjW98g/fee48dO3bw6KOP8sorr7B+/XoeeOAB58Brr7zyymmXXXZZy7Zt27bX1tbG7RF64oknyv7yl79Ubt68ecfOnTvrb7nlluaB5z0ej7jiiitmPP744x82NDTUh0Ih7rrrrrh/rNeuXTvphBNO6N2+fXv95z73uc6mpiYXwFNPPVVWW1sb3LlzZ/2uXbs++MIXvjCqd02ZSGmeAXwspWwBEEI8BZwIVAghHEaUNwWI6rirOLwJ+PRZjCGb/qvnyNYIL5LSNItWDOHLstSrlQQNwQsY6d1iZzGQuBevZJzpmJB/FkGJIrF0MmPGDBYt0iPMBQsWcPrppyOEYNGiRTQ1NQ3y5NmyZUvJs88++yHAFVdc0Xb77bdPifW6zz//fNmXvvSl1tLSUg2G++Jt3bq1YMqUKf6jjjrKD3DJJZe0/eIXvxgPxHQsf+ONN0qfeuqp3QCrV6/uuuKKK8IAxx57rPemm26aumbNmskrV67sWrFixajeNWWiSvMT4HghRJHQjZBOB+qBF4BzjWsuBjZmYG2KNBM0IrywTf/Vc7j1KcTZFjmZqUtT6JwuFeGF+/RMV7BQ/5mVuvR2g0QRXmlNNQAFXjVL00rcxv8t0Ee8mY9tNhuhUGiYCZ3NZkvK687wxYt7PhZ2u11qmr4P7vV6B+mPzTZcjo466ij/li1b6hctWuS96aabJt9www0Tk1ljLCwXPCnlm8D/AFuA94013A98G7heCLEbqAYetHptivQT9BnDh80Iz22M7sqyCK9/Goyxh2dENfY8Fjzp1YUtXFAA9Ed4iZrPy8frglekHBOylmOPPbb3gQceqAJ44IEHquNdu2LFiu7f/e5343p6emww3Bfv6KOP9u3fv9+1bds2N8DDDz9cffLJJ/cATJkyJfDqq68WATzxxBORis7jjz++59e//nW1cbysu7vbDrpNUGlpqXbllVe2X3vttQfffffdUfniZaQPT0p5i5RyrpRyoZTyy1JKv5TyIynlMinlkVLK86SU/kysTZFegkZKM2zXhc5pvuvMslThwOZ4AKdTCZ7NEDxpjIMrdeoRXkJPvHEVaAiKgr5ISluRXWzYsOGT+++/f/zChQvndXV1xR0Sfe6553afddZZnUcfffS8uXPnzr/99tsHtTYUFRXJe++9t/G88847Yvbs2fNtNhs33HBDC8C6desO3HjjjdOWLFkyx263R0LBO++888Crr75aMn/+/HnPPfdc+cSJEwMAmzdvLjTv88Mf/nDiunXrmkbz71TDoxWWYkZ4YaOM3dzDyzYhMQU4UqVpRngyf9sSHF7d7ZwiPbIrdiUX4dkddvpchZQGPHS1tFMzdVRZKUUS1NXVsW3btsjj3/zmN4PObdy40btw4cI2oA1g7ty5gXfffTfiY3fHHXcMKkQZyh133NE89JqBZrArV67sWbly5bAB1CtWrOhtbGzcNvR4bW1t+NVXX9014NBegFWrVnWvWrVqzAZZq9FiCksJGU7iml0XPGeBHuHZs6zcv785XqU0TUy3c0epHtklG+GB7pgAyiJIkVlUhKewlKDfiPDMlKY5uivLhCSS0jQiUNeAdSbatM9VXIbbuatUHxVmtiUkM0DaV1gC3S30HFIDpA8X3nrrrcKLLrpoxsBjLpdLe++994Y5mh8uKMFTWErIF8QBaKbgGc7ZjmwTvMg0GGOP0fTFQxIKhXE68++/jttwOy8o12sNzKKVZCK8YJEujh5lEXTYsGzZMm+u+eKplKbCUkJGlBARPHd2RniR8WdGCb4QgqDQ07Bm83y+URgw3c71vjqzLSGZCE8zHBO8bSMekqFQjBoleApLCRt/NIcKnkNqmP052YApwGZRDYBm9AkFjLRsPqFpGoUBPc1bWjkOGBDhJTFAWhpp0IByTFBkECV4CksxBU8agmez2QgJ/dcwmCVComlav4WRu9+lyqwsDfnzL8Lz9niwSwg4oLxEn41pFq0k43ouTMeEzryaVazIMpTgKSwlZIia5ujfAzOb0AO+7BC8cDCEDUlY2HAM2KszBS8YzI51Wonpdu5xQYlT349Lti0BwFGhC57MwwHSiuxBCZ7CUsJG4YN0DBQS/dcwWyKn4IAB1wPpj/Cyq4XCCnrb9cjM6+4XvFTaEiKOCcoiyBIaGxtZuHDhsOPr1q3j73//e9znXn/99ZPWrVs3YTT3H4vXMFm2bNmcl19+eVQTVkzyr9RMkVG0oJnS7N8bM4UkW6ZwBIZMgzGJCF4eFq14u3pxMFjwkh0tBv2OCba+/BsgnU3cdtttAIOa0vMJJXgKSzH38HD0Ty8KGynNUCA7UoVmpBkeYmqqGY/DWbJOK/F2dlFKvxce9Fdp9gR7EvYmFlXrlZ3OPLMI2j53Xlped96O7QmvCYfDXH755bz22mtMnjyZjRs3smbNGj772c8yd+5cHn/88fK1a9dOqaqqCi1atMizZ88e9wsvvLAbYPv27YXLli2bc+DAAdfXvva1gzfffHNMp4Of//zn1ffcc88EIQTz5s3z/ulPf/p44PnXXnutcM2aNdO9Xq9t+vTp/kcffbSxpqYmvGzZsjnr16/fu3z5ck9TU5Nj6dKl8/bv3/9+b2+vWL169YyGhoaCWbNm+Xw+nwAIhUKcf/75de+9916xEEJeeOGFrbfcckvMdUVDpTQVlqJFUprDI7xgluzhBf2mhVF0wcvHCM8XMX8VkQjPZXfhtDkJaSECWvyfXel4XfDc3vwSvEyya9currrqKj744AMqKip48sknI+f8fj/f+MY3pj/77LO7Nm/evLOtrW1Q8LN79+6Cl156qeHtt9/evn79+kl+vz/qu5lNmzYVrF+/fuJLL73UsHPnzvr77rvvk6HXXHLJJTPuuOOOfQ0NDfULFizwfvvb354Ub93r168fX1hYqDU0NNSvW7euqb6+vhjg9ddfL2pqanLu2rXrg4aGhvqrrroq5bE9KsJTWIpmFnwMFDwjdRjKkmKQQGTe5+D/Hv2Clx3rtBJ/V/8eXpGzfzul1FVKu6+dnkAP7kJ3rKdTPr6aVvLPMSGZSCxdzJgxg6OPPhqAJUuW0NjYGDn30Ucf2aZOneqfO3duAGD16tXtv/rVryImrf/2b//WWVhYKAsLC0NVVVXBffv2OY444ohh7/See+65snPOOadj4sSJIRjujdfW1mbv6emxn3322b0Al19+edt55503M966X3nllZJrrrnmEMBxxx3nnT17tgdg7ty5/r1797ovvvjiqeecc07X5z//+ZQ3hFOK8IQQRwgh0uNZr8gLtKBR8DGg+tGcq5ktbQmhSK/gkAjPeBwOZleTvBX4uvWGcZ/LgW1AMY8Z7SXax6uIWAR5CIfy7/uXCQb64dntdkKh/mIjiplLAAAgAElEQVSreJ51xnMjFxjPjRrhGanspHz0huJwOGTYGNLu8XgGvX609HhNTU1427Zt9Z/5zGd6NmzYMH716tV1qd4zacETQnwH+B6wVgjxu1RvpFAAyMge3kDB078OZ0mVpjkNZmjRSr/gZYcwW0mg13A7L3AOOp6s67nT7cLjLMCOpLtdNZ9nmpkzZ2p79+5179y50wXw+OOPV43kdVasWNH99NNPVzU3N9thuDdedXV1uKysLPzXv/61BODBBx+sPuGEE3oBpk6d6n/rrbeKAR555JGIN95JJ53U+/vf/74K4O233y5oaGgoAmhqanKEw2EuueSSzu9973v733///ZQrN2OmNIUQVwMbpJTm27HFUsrzjXPvpXojhQL6U5rCMXCCiRHhZUmqMOgLYKd/XSYyUlyTHcJsJaFew+28YHDacmDhSiI8riKKgj66mtuoHB/XY1SRZgoKCrj77rv3rFixYlZVVVXomGOOGVGueenSpb5vfvObTSeffPJcm80mFy5c6BloEwTw0EMPfbxmzZrp11xzjW3atGn+xx57rBFg7dq1B88///yZf/jDH6pPPvnkSHryhhtuOLR69eoZs2fPnr9gwQLPokWL+kA3g7300kvrNE0TALfddtu+VNcbbw+vA/irEOIeKeWfgb8JIV5CjwqfS/VGCgWANFKawjlA8IxISssSIQkHg7rgxYrwAvnXh4fRTmC6nZtEWhMCyTgmFENfOz0tyiIo3Qz1w7vhhhsGnd+2bRtnn312zxe/+MUPNE3joosumrZkyZI+gLvvvvvAwGt37dr1Qbx7XX311W1XX331oB/qwNc48cQTvVu3bh3msHDMMcf4GhoaIsOp77nnngMAJSUl8plnnvko2r3q6+tHtSkaM6Uppfw9cA5wtBBiI7AJOAv4rJTyW6O5qSJ/kUYfXjTBC2XLHp45DWaI4Jnj0MLB7BBmKxFGdaVWNDiLlEqEFywyRpG1KseEbOCnP/3puLlz586fNWvWgu7ubvv111/fmuk1pZtEVZpHAI8DDwC3AxJYB6iBeIoRIUOGWAwQPHPqSrYIydAB1ybSiPCyJRK1Ervhdi6KiwcdT6X5PFSsHBOyiVtuueVQsn1szc3N9lNPPXXO0OMvvvjiztra2sOmCineHt5vjPOFwIdSysuFEMcADwgh3pJS3m7RGhW5hJHStA2o0jSFJFuKViIDrh0xBC9LhNlKHD4vAHbD5sfErNJMZryYNJzS88ExIddMgmtra8OHgzeesb8X03YlXoR3jJRyMYAQ4h0AKeU7wDlCiJVjukpF/mCIhc3V70JgNqFni5CEjZSmHBLhYaY0Q/m3h+cK6JWrjtIhgpeC63nEMSHHBa+goIC2tjaqq6tzSvSyHU3TREtLSzkQc25aPMF71ihScQGPDjwhpdw4NktU5B2h4Xt4kQgvS6o0zbYDFeH14zbeBBSWVQ46nkqEZzccE8Ldub0jMmXKFPbt20dLS0umlxKT5uZmRzgcHpfpdYwxGrAtFApdFuuCmIInpVwrhCgDNCmlmgekGBtCZkpzQD9XJMLLjsgpZkrTeJwt67SSAuN7UlwxuF0rFddzV4XumECOOyY4nU5mzJiR6WXEZf78+e9LKZdmeh1WE7doRUqZ27+ZCssRhuDZXcOLVrIlcooUpcRIaeaj4Jlu52VVg/vnUnE9d1fp0aG9VzkmKDKDGh6tsBQRGr6HR7YJXjB6hGeuM1JpmicE/QEKQhoaUFlZM+hcJMJLog+vyLAIciiLIEWGiCt4QgibEOJEqxajyH36I7zhgiezTPAGtk4AENnDy68Ir7dLFyivG0rcg4tWIqPFgol3PUpq9OjQpRwTFBkiruBJKTXgx2N9UyFEhRDif4QQO4QQ24UQJwghqoQQzwshdhmfKxO/kuKwI2zs4bkGRE9ZVqUZEd6YEV6eCd5At3OjKtMkFdfz8gn6/l+h3zPGK1QokiOZlObfhBCrxNjW1/4M+KuUci6wGNgOrAX+IaWcBfzDeKzIMWyG4DkGRHgiEuFlh5BEhNcxJMLLU8Hraze98PqrMk2KXck3npcb8zOL/X1oWsxWKYUibSQjeNcDfwQCQohuIUSPEGLExSxG5edy4EEAKWVAStkJrAR+a1z2W+A/R3oPRfZiM8TC4R4geEbqMFtSmqajgxiS0hRZlnq1Cm+nEeFFEzxHv+BpMr6IFZUW47c7cWphPN0qramwnoSCJ6UslVLapJROKWWZ8bhsFPecCbQADwkh3hFC/EoIUQxMkFI2GfdsAsaP4h6KLEWEo+zhObMrcoqsY0hK03R4yJZ1WoXHEDyPWwxLadptdoocRUgknmDiVGWfWxfIzoNqgLTCehIKntD5khDi/zMeTxVCLBvFPR3AscAvpZTHAH2kkL4UQnxVCLFJCLEpmxs7FdGJpDQHRXjG11kSOUmj8dwWI8IjzwTP22WYv7oFbvtwV3NTBJMpXPEV6ILXfUgJnsJ6kklpbgBOAL5oPO4FfjGKe+4D9kkp3zQe/w+6AB4UQkwEMD5HHWoqpbxfSrlUSrm0pqYm2iWKLMZuOBwP3MOzZdvemOHILZxDIrwsi0Stwtutuxv4XNHbds00ZyITWIBAkXFti3JMUFhPMoJ3nJTyKsAHIKXsQB83NiKklM3AXiGEOXn7dKAeeBq42Dh2MaDGl+Ug/RFef/QkzCb0rInwzD28wb/mwp6fEZ6/W4/wAm5n1POpRHjKMUGRSRLZAwEEhRB2dGsghBA1xJlGnSRXA48IIVzAR8BX0MX3CSHEpcAnwHmjvIciC7Ebgucc4JwdcU4IZ4mQRJrjB/+BN9cpw4eNG8qYEMvt3MRsTUhG8LRiXRx97UrwFNaTjODdA/wvMF4I8X3gXODm0dxUSvkuEG2O2+mjeV1F9mPXdLFwFQxIaWbZHp4ZwYmhRSuG4Ik8i/CkMRklVFgQ9Xyk+TyJlKbpmBDszO0B0orsJKHgSSkfEUJsRhcjAfynlHJUNuuK/MWumX14/dGTGTmJrIvwBqc0bWZfXras0yo8upDJwqKop1NxPbeVG44JXbltEaTIThIKnhDiZ8DjUsrRFKooFAA4jAhvUErTFJYsiZwi48+GFK1EqjazZJ1WYfcZ7QbF0QUv4nqexDxNZ6UueLnumKDITpIpWtkC3CyE2C2EuEsIkXeWEoqxw9zDcw3aw9OFJFsiPFPwhkZ4ItsiUYuI5XZuYhatJOWYUKlPDLT1qAHSCutJpvH8t1LK/wCWAQ3AD4UQu9K+MkVO4ojs4fULnlmxmS17Y1EHXDMg4gvlV9GK02e4nZdEnzdhtiUkM16s0HBMsCvHBEUGSMUe6EhgLlAH7EjLahQ5TSgYwo5EQ+AYkC7sj/CyREiiDbimfw9PaFmyTotwB3TBc5dVRD2fiut58Th9gLRyTFBkgmQmrZgR3W3AB8ASKeU5aV+ZIucI+PUJJiGbfdBxswndliU+c9EGXEO/AOZbSrPAH93t3MRMaSYT4ZUZA6QLleApMkAybQkfAydIKVvTvRhFbhM0UmNDBc90P8+WCC/agGsAR7ZFohYRcTuvrI56PpVJKxW14+gDipRFkCIDJNOWcK8Q4nNCiOXGoZeklH9O87oUOUjQp0d4YfvgXztTWOxZEjmZgja88Vx/bMuSdVqBpmkUBPXvR3l19FF+EcFLxgS2opSQsFEQDuDp9VBUEr3yU6FIB8mkNH8AfAN9/Fc9cI1xTKFIiVDAELxYEV6W7I3ZwnoKzzm0aCXLIlEr8PV5cWgQsENlafyUZjKCZ7PZIo4JaoC0wmqSKVo5GzhTSvlrKeWvgRXGMYUiJQK+6ILnzLIIzxxwbR8yO9Jsls+nCK+nLbbbuYnZeJ5MShPAazgmdCnBU1hMslWaA8uzytOxEEXuE/RHT2ma5f+2LImcbMY0GKd7aFuCIXhZEolaQW9HbPNXk8hosSQiPAB/oRERtqp5mgprSaZo5QfAO0KIF9BHiy0H/iutq1LkJCG/XrQyVPCcbhcB+seOZRozwnO6Bw9LdrgchAGhjXZ2+uGDp6MbB+CJE+EV2AtwCAf+sJ9gOIjTHt1VwSRkWAR5lOApLCaZopXHhBAvAp9CF7xvGxY/CkVKhAJBbIA2LKWp/4G0Z0nkZEZwjihFK2HyK6Xp6eyiDD2lWewojnqNEIJiVzFd/i56g71U2ivjvma4VE+BKscEhdUkU7TyecAjpXxaSrkR8Akh/jP9S1PkGiEjpakNi/D0SCpbBC+ahREM2GvMknVaQW+n3o3kddmxD3mjMpBUWhMoNRwTOtQAaYW1JLOHd4uUMuLlIaXsBG5J35IUuUoswTNHi2VL0YrD3MMriF6lmU97eJ5OvbDEH8Pt3CSV1gRbuT6iLNSlLIIU1pKM4EW7Jpm9P4ViEGFT8Ib4zJlzNbMlcrIbe3ROV/QqzWxZpxX4u9sBCBTE35dLpTXBYVgEyW4leAprSUbwNgkh7hZCHCGEmCmE+AmwOd0LU+Qe4aAeOcmhKU1DSBxZIiRmhOcaltLMP8ELGm7nAXd0t3OTVFKa7kq96Fv0KIsghbUkI3hXAwHgceAJwAtclc5FKXITM8IbKnimC4EdSSiY2bSmpmk4pB7hDS1aicz8zKMqTa1PF6VwYQLBSyHCKzAdE3qVY4LCWpKp0uwD1lqwFkWOEzYmrUjHkOpHm42gzY5TCxPwBwY5KViN2SsYFHZstsHvB515mNLEow+E1orijwBLZQ8v4pjgUQOkFdaSij2QQjEqIoIXRdDMgdKhQGYdE8xpMCH78IpEs0rTIfNH8GxewwGhMEnBSyKlWVqjD6F2K8cEhcUowVNYhmbu4TmGC17Yph8Lev2WrmkoIcMKJyyGC15/0YpGWJOWritTmG7nthhu5yappDQrJuiCV+RPbCekUIwlSvAUlqEZER72aIKnC0zQvCZDBHzRp8EACLsdDYENSSDDkahVOH0+AByl0d3OTVKJ8MrGVaIhKA76IilkhcIKYm6WCCH+G4j5NlZKeU1aVqTIWbSgIRLO4SXuEcHL8B/AoDn+LEaTddhmw6aF9dTrkD69XMRl/DxiuZ2bmBFeTzBxIYrD6cDjKqQk4KGrpYNxUyaMfqEKRRLEi/A2obcfFADHAruMj6OB/NnEUIwZmhkVOWILnplSzBSRlGZMwcsOYbYKt/EzKyyPPy7MjPCScT0H8BgWQZ0Hla+0wjpiRnhSyt8CCCEuAT4jpQwaj+8F/mbJ6hQ5hTQiPBEtwjNSiOaA6UwRy9HBxNzbCwayYypMuikwBK+salzc61IaLQb4C4uhp4We1vbRLVChSIFk9vAmAQN3rEuMYwpFSpiCh2N49KTZs6NKMxQ0x5/Fj/BCGd5rtIqigJ7MqaiK7nZukkrRCkCwWP+T4mlRA6QV1pFMw9Od9NsDAZwC3Jq2FSlyFi0S4Q3f+9IiEV5mhSTkC+Jg+LxPEy1L2iesIBQMURCUaEBV5dhGeOFi0zFBRXgK60gY4UkpHwKOA/7X+DjBTHeOBiGEXQjxjhDiGePxDCHEm0KIXUKIx4UQuV8RkG/ESWlqRltCpoXETKnGErxwHglej2H+6nNDaWGSVZpJRnjSsAgKKMcEhYUkYw+0HJgNdBgfs41jo+UbwPYBj38I/ERKOcu4z6VjcA9FFmGmNG3RBM9hCl5mI7ywIWQxIzwj1RnOg5Rmb7sueB4XlDrj9+EVu/QilL5gH1Im7lG0lekDpEOdaoC0wjqSSWl+a8DXBcAy9OrN00Z6UyHEFOBs4PvA9UIIYbzeF41LfoueNv3lSO+hyEIM+x8RZdKKNIREy3AxiCl4Q+d9mmhZUk1qBZ5OfY6mN47buYnT5qTQUYg35MUb8lLkjD+ZxV6htzlo3WqAtMI6kpmlec7Ax0KIqcCPRnnfnwI30l8MUw10SinNv3b7gMmjvIci2zgc9vASFK1oxnzNUCj3qzR72tspBrwuQYG9IOH1xc5ivCEvvcHehILnUo4Jigwwkkkr+4CFI72hEOKzwCEp5UCLIRHl0qh5ESHEV4UQm4QQm1paWka6DEUmMETC7orirWYIXjiY4ZSmP/qAa5OIMOfBHl5Xu/7/y+eyoydh4pNK4UpBlS54tgw4JnQ0t/H0mv9i9+Ztlt9bkVkSRnhDJq7Y0BvPt47inp8GPieE+A/0FGkZesRXIYRwGFHeFOBAtCdLKe8H7gdYunRpfgw0zBGEuYcXRfDM+ZpahoXEvH+0eZ/Qn9LU8mAPz3Q797mjR7tDGYljgtNjveC98cAjzHrhT3zQ2cGRj91r+f0VmSOZPbxNA74OAY9JKV8d6Q2llP8F/BeAEOJU4AYp5YVCiD8C5wJ/AC4GNo70HoosxdjDi1a0EhG8YIYFz7x/jD08GSlayf2Ups90O3fHdzs3ifTiJRHhlYyrJERmHBMCjY0AFDTttfzeisySzB7eb40WgdnGoZ1pWsu3gT8IIb4HvAM8mKb7KDKEMFKaNtfwPTxT8MIZjvDCCSI8s5gllGFhtoKI23lBfPNXk1QivLLx42gHCn3WOybYm/TkUWXHQcvvrcgsyaQ0T0WvmmxE32ubKoS4WEr58mhvLqV8EXjR+Poj9ApQRY5iCp4jWsRgz5IIzxTcKFEo9BezZDr1agXhXr2gJFSQuGAFUrUIqqIdKPZ7CIfC2KNM30kXJW1NAJT6+2hvaqFqYvwpMorcIZmilR8D/yalPEVKuRz4d+An6V2WIhcRYbNoJcpMAUNgZIarH2UoUUrTFObcT2liOJJrhUkKXgpFK+7CArwON3ZkpMHdCkLBEFXdbZHHn7yXroSVIhtJRvCcUsrIb4WUsgFILqmvUAzAZgpetOjJni1FK0YxSowID3MPL5T7EZ7w6OlGWVSc1PWpztP0uPXWha6DbQmuHDv2NzTiHOBY37Zzt2X3VmSepIpWhBAPAr8zHl+I3niuUKREf0pzeIRnjhuTGU5pmhGmSLCHlw8Rnj3idh6/6dwk1fFivsIS6Oug+5B18zSbt+9m4JC0vo8aLbu3IvMkE+GtAT4ArkEfB1YPfC2di1LkJvZwbMHDEJiMC16CPTxp7DVleq/RCpyG4DlK4s/RNEl1gHSgyPDQa7Uuwuvc3QiA3278fPd9Ytm9FZknmSpNP3C38aFQjBhbHMET2bKHF2fANTCguCb3IzzT7dyVwO3cJNWUZshwTPC2WWcR5N+zB4B90+dzxEdbKTwYtd1XkaPEFDwhxPvEmHYCIKU8Ki0rUuQsNk3fO3FEaTwX2RLhJUhpZkskagURt/NkBS/FCE8akaPfQscEcWA/APYTToSPtlLVeRBN07DZRjJ0SnG4ES/C+6xlq1DkBf0pzeF9XZGIKksivGjN8UBeRXgFxoDs0gReeCapRniiTBe8kIWCV9iqtyRMPmEpfU8UUBz00fJJMxPqlKd1PhDvbY0TmCKl3DPwA5hGcsUuCsUgTMFzFmRv0QohM6WZIMIL577gFRpu5+XVyfWppVq0Yi/XLYLCXda0JWiaRlXXIQCmLpxDe2UtAPu2qdaEfCGe4P0UiDbozmucUyhSwm6kNJ1RIrzIfM1MC4mZ0ozi6ABE2hJyPcLTNI3CgAZAdfX4pJ6TakrTaTgmYJFjwqE9BygMBeh1FVFZW41vgh7Vte/80JL7KzJPPMGrk1K+N/SglHITUJe2FSlyFlPwXFFGVUX2zDIe4cVxdGDAXmOO2wP5PD4cGgTsUFlendRzUk1puqsqAescEw7U6z13HRW6gIsp0wDwfvSxJfdXZJ54ghdvvELhWC9EkfvYtdijxSLzNTMc4YlIhBc/pUmON56bbuded2K3c5MiRxECgTfkJaQl/jkWjdMFz9lnjeC179KFzTd+IgDFR8wAQOxXQ6TzhXiC97YQ4vKhB4UQl6IazxUjwBE2I7zh6UK7ITAi05GTIWRRx5/RX8yS6xFeT5teSOJ1QbEruUkrQohIWrMvmHgodEmNbhHkssgxwftxo/7F5CkAjJt7JACFLU2W3F+ReeIVn1wL/K8QYuBklaWAC/h8uhemyC00TYuMdHJG6cMzI7xMC148RwdgQISX24LX1XaIQnS3c6ct+UmCJa4SeoI99AZ7KXeXx722vGYcXVjnmCAP7AOgcPp0AKYeNYdmYFznQcsHWCsyQ8wIT0p5UEp5IvBddKeERuC7UsoTpJTN1ixPkSuYDuFBYY/a82TLkggvMuA6Rkqzv18wxwXPdDtP0vzVJBVPvIpafW+wyO9B07QUV5g67kN6JFc1eyYAleOr6XKX4A4Haf5IpTXzgWQmrbwAvGDBWhQ5TMDnByBsi/4H1O7Orj08e7TxZ/QLc663JfR2tgLgc6XWgZRKa0JRaTEBmwOXFsLb46G4PLmZnSOlslNvSZg8/8jIsc6qWsqbdrN/WwOTZ9el9f6KzKPGCygsIejTI7xQDMFzGG0AtkwLnrHPGNXRARAO/bgIhaOezxV83fq4L39BasYoqbYm9BmOCZ0HW1O6T6p0HGqj1N+Hz+5ifN3kyHF/rf51R4NyTcgHlOApLCES4cXwmTPbAEzByRTx5n0C2PKk8dzfoxetBGN8H2KRsmNCgX5996H0DpDet00XtPbymkEpdftUvTXB9/GetN5fkR0owVNYQtCfIKVpCJ4tw3t4trAeicYSPJEle43ppt/tfHjPZDxS2cMD8BuOCb0t6bUIajV87zzjagcdLzFaE2xGQYsit1GCp7CEkDGXMZbgmfM1bUn0b6UTm5nSjNF4HpmxmeMRnjR648KFqbXcphrhhYr16z1t6RW8PiOCk5OmDDo+fv4sAEpalGtCPqAET2EJQcNqJlZK02EUR2R6D8+8f7TWCciifsE0k6rbuUmq01Y00zGhPb0DpMP79CpM17Rpg45PWzQbgOruFkI5XnmrUIKnsIiQkdLUYgmeGeFleA/PHonw4jeeZ3qvMd2YbucUp1Y5WezUBTLZlCaluuAFO9MreC7D965y1sxBx0sqyugoLMephdm/U40Yy3WU4CksIWREeDEFz0gh2jMc4Znjz2JFeGZbAlpuC57D5wPAWZrcWDGTUpd+fcqOCZ3pdUwo69BbEmrnHTHsXGe1PmrswLaGtK5BkXmU4CkswWw81+yx9vAMwcuwkPQPuI6V0jQjvNxOf7mMiNxZEn9aylAiEV6Sgueo0B0TZBodEzw9fVR5OgkKO5NmTR92PjhRb03o3KVcE3IdJXgKSwgF4kd4ZkRlyxLBc8RIaUaqSXM8pek2iowKyytTep45aDrZlKa7Shc8WxoFb+8HuwBoL62OGrk7jNaEQKNqTch1lOApLCFspjQd0asfnYbAODIteHFMamFA0UqOR3j9bufJWQOZmEUryQyPBiiq1gdIO3rTJ3gHt+stCb1DWhJMSo19PfsBNV4s11GCp7CEsBHhyVgRXqFetJLplKYpuM4Y/WdmMUuuR3gFhtt5WVVybucmZltCTyA5y58pi+cCUHNwD+E0Ta/p/UiP3MK1k6KerzVaE0pb1YjgXEcJnsISwgE9IpIxJtKbRSuODPfhRfbwYrUluMwIL7cFL+J2XhM9KopFqm0Jk2fX0VpcRXHQR8NbW1NbZJIE9+qRm3PqtKjnpy2ajYaguqcVv9eXljUosgPLBU8IMVUI8YIQYrsQ4gMhxDeM41VCiOeFELuMz6ltHiiymv4IL3pK0xQYu6ZZMjk/GqFgCDuSMAJHDLcEuzM79hrTSSgYojAoAaiuHFmE1xvsRUqZ1HM6Zs4DYM8Lr6V0r2RxNO8HoOyIuqjnC4oKaS+pwo5kb72aqZnLZCLCCwHflFLOA44HrhJCzAfWAv+QUs4C/mE8VuQImiF4ET+5ITicDsIIbEjCGWoATuToAP17eLkseL2d+n6axwXlRRUpPddld+GyuQhpIfxhf3LPOeZYAALvvJPaQpOkpO0gABPmDm9JMOmu1iPZZqPARZGbWC54UsomKeUW4+seYDswGVgJ/Na47LfAf1q9NkX60Iy2BBnDhQD6nRSCxrVWY06DieXoAP3FNbm8h9fVqo/58rqh0JHaaDFIPa1Zd+qJAFR9vD3leyUi4PNT3duGhhhkCzSUkDFyrHvXR2O+BkX2kNE9PCFEHXAM8CYwQUrZBLooAuNjPOerQohNQohNLS0tVi1VMUq0kCFiMYpWoD+yMiMtqwn64o8/g/49vEwX16STtlY9IvK6bNhE6n8iUrUImrVsEb3OQqr7Oti7Y2wFZ//ORuxSo6O4gqKSopjXOQ0X9OAnqjUhl8mY4AkhSoAngWullEnXJEsp75dSLpVSLq2pSW1/QZE5zAiPGHtj0C805qBpqzF7BeOlNM0G+VxOaXZ16G8kva6R/Xkwm8+TbU2wO+wcnKbPtNz191dGdM9YNBstCd1VE+JeV36knu50Nu0f0/srsouMCJ4Qwokudo9IKZ8yDh8UQkw0zk8EDmVibYr0IE3Bi9GHB/1CY1oJWU3Al1jwzJRmLkd4vR2G27k7NbdzE3O8WE8wudYEABYt1p+zafOI7hmLrg/1+ZjBCdFbEkwmLtQFt6ytaUzvr8guMlGlKYAHge1SyrsHnHoauNj4+mJgo9VrU6QPLagLnoizh9cveJmJ8AJGSXrYFvsPfWTmZw4LnrdL38MLuFNzOzcxU5p9geQiPICJJx2vP7fhgxHdMxb+PXqK0h6jJcFk6ryZhISN6r4OPD3Jr1txeJGJCO/TwJeB04QQ7xof/wHcCZwphNgFnGk8VuQI0rTTiSt4utCYxSNW03PQiGyKYg9MdpqjxWTuCp6/uwOAQIpu5yZm0UoqEd68U48jaLNT236Ajuaxcz+3NekuCSUzhs/QHIjT7aKtdBwAn7yvKjVzlUxUab4ipRRSyqOklEcbH/8npWyTUp4upZxlfE6vI6TCUqQR4dlitCUAhI3B0mbPntV07dPTWYE48yOdkQb53BW8kDHmK5ii27lJJMJLcg8PoKikiLG1SLcAACAASURBVAMTZmBDUv/3V0d032gUG9NTxs2emeBK6K3RXRMO1u8cs/srsgs1aUVhDWZKM4aTOPQPls5UhOdt0v84alXjYl5jH9Qgn1xj9eGG7B2Z27mJWbSS7Hgxk8C8RQC0vfHWiO47lHAoTFWXXgowdeGsxNdPmgpAz4eNY3J/RfahBE9hCTKyhxc7TaZFIrwM9eEd0qsT7XGqf00DWKcME8jVXjyf6XYeu4w/HhFPvGRNYA2qT1wGgHP7+yO671AOfrwftxaiy11C+bjEg5vcM+oACKvWhJxFCZ7CGow+PFu8CM9mtiVkJsKTbbrguSdEbQEFQNhshBEAhAK56Zhg93gAEEXFI3p+qp54JvPPOBmASU0f4fN4R3Tvgeyv1w1dOyvjtySYVM7SWxNczao1IVdRgqewBqNoRcTZw5PGuUxFeI4Ofdu4eHL8gclmNWmm+gXTjel2bi8pG9HzU3U9N6msreZA1SRcWoj6F94c0b0H0rlLb0kIjJ+Y1PUTF+hpz4p25ZqQqyjBU1hDJMKLl9I0IrwMFa0UGtWJFVPi/4GMTIQJ5qbgOU2389LU3M5NRhrhAfTOWgDAgVdGL3hew9BVTJma1PWTZ9cRsDmo8HbT3d416vsrsg8leApLEEaEZ4+T0jS98rQMCUlpXycANXWT416n2fT/NpmKRNON20gpF5aNzLBkpHt4ACVLl+pfvPfuiO49iAP7ACiqi9+DZ2J32Gkr19PZn2zdMfr7K7IOJXgKSxBBU/BiR3imV14mUoWeXg8lAQ9BYadqYuw9PBjQIJ+hSDTduP36z6qosmpEz091tNhAZp3+aQAm7G0YtSFsYYuemqyaE9slYSh9RmtCyw5lE5SLKMFTWIII639EbXEaz02vvExEeC2NeqFCd1EZ9hgmtSam4IVzdA/PdDsvr4wv/LEodRqjxVJsSwCYMncG7UUVlAQ87N408mpNTdOo7NSHYE+J45Iw7HlG+rPPGEmmyC2U4CkswRQ8e7xxVYbQaBmInNo/0Sdy9JUkTuNpZtFKjkZ4hYbgVY4bmeCZk1ZGEuHZbDbaDEPYxhdHbgjb0dRKcdCHx+GmenJyVZoAhXV1AGh7PxnxvRXZixI8hSUIo2jFETelaUZ41pf7JzNlxSTSPpGDbQmaplHk1xvqa8bHr1aNRZFD79/rC/ahydTd611HHwOAf8vIDWH3btNbEtorxmOzJf9nrtJIf7oPqtaEXEQJnsISbGbRSrz5jA6zaMV6IfE26+mveFNWTMwG+VAOFq14+7w4NAjaYVz5yOy37DY7xc5iJHJEUd60U04AoPKjkRvCthtGrt6a5FoSTKYumqPfu+PgiO+tyF6U4CkswWamNOPs4fULnvWpwuBBfQSVfVwSgmemNHOwLaG9Vf8+eF3gso9seDSMrnBl9vFH43EWMK63jf0NjSO6f9/HxrQUw8k8WcbXTcbrcFPq76O9SRlM5xpK8BSWUNqjN3VXxttPMVKaMgNCEpmyUpt4vyfTI9DSiel27nGP7k/DaApXHE4HTVP0JvCGf4xskLS2fy8ABdOTa0kwsdlstFcYrQnvqSHSuYYSPEXaOfRJExXebjwON1Pmxpla78xcSjPZKSsA0pa7gtdpRHi+EbqdmxS7Rh7hAbBQN4TtfnvTiJ7uPqjvyVbOSuySMBTPeN0stm2nak3INZTgKdLOx29uBaClZmrckn9huqFnIMJLdsoK9E+ECedgSrO70/AEdI3M7dxkNBEeQK1hCFs8QkPYcmMPbmIKLQkRpuhRoUe1JuQcSvAUaaftPf2Pln96/Hfbpht6JlKaJUlOWQGQRkozUxNh0om3U490/SN0OzcZzR4ewPzTjico7NS27qOzJTVrzJ6Obip8PQRsDiYekVpKE6Bo5gwApJEWVeQOSvAUaSe4Sy8Rd8+eE/c6c7B0xB3dIjy9HkoDHkLClnDKCvSPQAtnIPWabvrdzkcneOZ4sVRczwdSVFrMgQl12EdgCGu2JLSVjUs4RCAa1UZrQuHBAyk/V5HdKMFTpJ2ifXpqaMLRC+JeZ8tQhGdOWekqKk/qD2R/hJd7ghdxOy8cmdu5SSTCC4xwD49+Q9jW199O6XktOz8EwFM9sj5CszWhqqMZTUu9j1CRvSjBU6SVoD/AhHb9nfLMZUfFvVYYRSuErRWSVKasQG6nNMN9htt5wcjczk3MaSsjjfAAKo/7FADO+vdSel7vR40AhFNsSTCpmlRDr6uIopCflk+UVVAuoQRPkVY+fnc7Ti1MS0l1QtfpiBu6xUKSypQVAHI4pSk8usOBVjgyt3MTs2hlxFWawLwz9EHSEw98iN/rS/p5ob26S4JrWnK2QEOx2Wy0G6ax+7ap1oRcQgmeIq3s26wPAO6aND3htTYzwrN4Dy+VKSvQ7+qQixGeMNzOGaHbuYmZ0hxplSbAuCkTaKqoxa2FqH85+bSm0xgLVn7kjBHf22+0JrQr14ScQgmeIq301hu+YjMSl4fbDK88YbHgpTJlRb8wtm/f7s0f0PzxvjFbm9WM1u3cZDSeeAPpMQ1h//VG8vdu09/ATJg7gpYEAzFNf4Pm/bhxxK+hyD6U4CnSiu1j/R1y6YJ5ia81x45ZvIcn2/Tes2SmrACREWhySEpz9+Zt9H15NQfOOZu//+yhMV2jVTh9o3M7NxltW0LkdZYsAUBL0hDW5/FS2ddBWNiYMnfkEV7xzDoAxD7VmpBLKMFTpJWKZt1mZcqSRQmvtWcownN0tAHJTVkB+iO80OAI74Of3odLC1EYCjD5lz9i4wVfo7eze0zXmm5chtt5QXnFqF5ntG0JJkeeZhjC7tmZVMXkvu0fYkfSXlyJu7BgxPetMaLDohbVmpBLKMFTpI2O5jaq+zrw253UHRW/Bw/AbhStWC14qUxZAXAYPWr72/rTdS17m5i++UUAdq04H7/dyex3XuLtFSvZ/tqWsV1wGikwLI+Kykbmdm4yVhHetIVH0lFYRqm/jw831ye8/uB23SWhZ4QtCSZTjd/X6q5Do3ZeV2QPSvAUKfPmH//K0+deyofvxLdv+fBNPQ11qHoyDmfiUVWmdZCwOKWZypQVgKpKfX0fNjXy6m49HfrGTx7ArYX48IjFfO6nt1LwwMM0VU6ktrMZ/2UX89yd9x4WPV0Ffv3fVlY1Mmsgk0iEN4qiFdArJlvr9HT4xy8kbkDv/lAXvFDtpFHdt6Kmiq6CUtzhIP/4yYP0dY1uL1KRHWSV4AkhVgghdgohdgsh1mZ6PYrhbPnLi7hv+Raztr3Ggcsvp/mj2HscLVu3AeCdmtxeit0QRSsFL9UpKzvbd/K072UAvrD7FX7yyFN0d/ZQ848/AzDhsksBmHvi0Sx79k80HHsqbi3EtN/8jGfOu5Su1o70/WPGgMKALsoVI3Q7NxmrCA/AeYxuCOvdkjhSDnyi/z46po6sJWEgrZP1iStTH/wJOz59EhsvvJLNf/7nYfHGRRGdrBE8IYQd+AVwFjAfuEAIMT+zq1IMZOcb7xJeez1uLUSf4Ve27cv/b8xZh4EGfcSTa/bspF7fjPBsFqY0W/boezTJTFk50HuANX9fwzNHBdg200GFR3Lls/fwq+tuodzfy76aaSxZeXrk+pKKMlY++ksOXPVfeB1uZn3wBlvP+hzv/+P1tP6bRoMpeDXjUjNOHUqBvQCHcOAP+wmGR9e+MXW5bghb8WFiQ1h7k96SUDpz5AUrJst/dy97Lvo6n0yYSVHIz+zNL1D0rat4Zdly/nzdd2l8r2HU91BYy+hGoo8ty4DdUsqPAIQQfwBWAokT9yny+mv/oMuozFMkR8jjo+JHv6A66GXHrLlM+N436PnqTUxu28crX7wQx9UXgxCDnlPUqA+NDs0q44O2xFPvDwYPMANw+jv5658fT8c/Yxg9H+xmIdBbWhR3jSEtxM2v3EyLt4VPTV7Gab+7jc3nncPUAz4mvv4sAF2fP53tHcP/KNd+cQkHj7qd1pt+zNTWgwSvvozHP3cO5Z8+Jl3/rBEhpUad4b1bMy7JitUYCCEocZXQ6e9k86HNkRTnSNBmu/E7XYzvaeHp3/0KV0Xs1ypt0Y1ffZNFUr9ziZh6xalwxakc2Pohrf/zHJPffJua3jZqnv0D3mf/wF8mT8Nz+kmULkruTd1YUjV+EsuOO9ny+x7OCCllptcAgBDiXGCFlPIy4/GXgeOklF+P9ZylS5fKTZtS98t6dsUc6hqzJrg9rNgxGW6/wE7QKajplHzv4TCVCbJWX7nWTl+hiH8RMP2g5K5fZ6ZA4K3ZgvWrEs/RnO0P8Jumg5RKySG/g53/rGFcl6C1FK5eYydsj/3vdIYkX/qnxlmbs+P/XCy8Ljj2C6OvTjxrykT2xXO4T4Hv/CHM0R8n/3378jft+F2Jf+dSRWiShXskp7wvWdYgKcjg7IGPZoU5+88jizKFEJullEvHeElZTzZFeNF+O4f9hgshvgp8FWDatNStPwDCpRoHxo/9f4Zcp60S/nKa5EhNAz9QCI9+Af79ZUGRN/pzPpwO02xB/foE2Mrg/TmCaou3ucJ22L5IY54/vthOCoX4TlsHpcabxPHuEN5T2/ngvUpePwpmhzRIkI194xTomgQnbBY4s3QyWXBGYExe5ytdPTxZWoyM+l87NbYeC9U+gT2J90O762CmTO53biSEJsE/JsG/PgPzd8HCHYLiGL//aaVEVY+mSjZFeCcAt0op/914/F8AUsofxHrOSCM8hUKhyGfyNcLLprze28AsIcQMIYQLWA08neE1KRQKhSJHyJqUppQyJIT4OvAcYAd+/f+3d+bhVhRnHn5/7DigcHFDUXABiRHUgFEH14xBicYtatyiRh3jHuNoXAYddDQuk2DGLcE9McYYlziixhCJCBFl3BFFoyOKaCaicYEEUfDLH1VHysO53PWcLu753ufp51ZXb+/9uvtUd1V1t5m1vdXZcRzHcciowAMws/uB+4v2cBzHcToeOVVpOo7jOE7V8ALPcRzHqQu8wHMcx3HqAi/wHMdxnLogm+fwWoOk+cDrTcy2OpDje8Ry9YJ83XL1gnzdcvWCfN3qwWugmbXtkxgrISt1gdccJD2R4wOWuXpBvm65ekG+brl6Qb5u7tVx8SpNx3Ecpy7wAs9xHMepC+qhwLumaIFGyNUL8nXL1QvydcvVC/J1c68OSodvw3Mcx3EcqI87vMKR5HF2nAzxc7O+WOl3tqQNJW1UtEc5koZJ+iGAmX1atE+KpIGS+hTtUY6kL0o6s2iPSnjMWo6fmy0n15h1FFbaAk9SL0njgbsJz6dkQfT6EfAr4FBJI4p2KpHE7D5gnaJ9SiQxuxf4Zk4nvMes5fi52XJyjVlHY6Us8CQNBSYDg8xsuJnNKNoJPvuI7W+BpcD+wK1k8kUKSVsBjwANwJZm9kLBSgBIGg08TPg+9aHAi8CHhUpFPGYtx8/NlpNrzDoiWezw5iKpp5ktAj4ifDB2SswfGfNeN7MFxRnyBvAtM3steo0AXgJmSOpURPWJpK5m9gnhx/H/gMvM7BNJWwDvA/PMbEmtvRJeAQ40s5cBJP0U+BfgV5JkBfSq8pi1HD83W85KELMOx0rRS1PSEOA/gL8DE8zsCUl7APsBw4G/AXOBVYDjzOz/a+S1CXCUmX0/jsvMTFI3M/tY0tHAV8zs4Fr4lLkNBc4A/kyI2euSTgJGAIMIH9l9B5gDXGhm79bIazCwj5ldGsfLY3YG0MvMzqmFT5mbx6zlbn5uttwty5jVA9lXaUrqCUwAngVmAsdLOtHM7iUcFDeb2fbAiYT3ao6tkdfuwF3AaUmngU4AZvZxHF8MvC2puyTVwiu69QNuBGYRfqQvjL7XAwLujjE7L04/qkZeBwN/AE6XdEzMLo9Z11JeLXvQecxa5ebnZsvdsoxZ3WBmWQ/AZsC9yfh2wD3AlyvMexRwdo28RgJbABsD7wG9Y34nlt05jwBeBjrXOGajgMmJz6HAddG1a9m8FxCuhGvhtQPwFWBb4ClglQox2xF4pYDjzGPWcjc/NztIzOplyP4Oz8xmAYMk7RCzngUeBI5N55O0JXAkobqpFl5PAC+a2SvAA8BPSipmZrEK5UnCVdtetXBKeAroLmmEhbaJRwhXiwdZaJsKotJwYGdCFV7VMbOpwDQzexR4DhhXUrF4hsf8WZK2qYVTgsesGaR3Qzmdm2VeWZ2b6V13TjGrR7Ip8CT1kdQlGVdyoEwAjgGw0Ig7FfhE0iaSekuaQHjtzuVmdmu1vZLJi+Pf7wB7SNrKzJZGT5O0BvBHQjVZuyOpQdIqFdy6AvcD+0SXOYTqk1Ul9ZXUT9LthDuYK8zs/hp5kRQe/wWMkTSsFLNIH+AvwLz2dEpc+sc2lHKKjlljXjnEbG1Je0cXi3k5nJvLeSUUfW6uI+ncuL1PY17hMat7ir7FjMfpOYQfl58CJ8a8zsn0jYE7gcPjeD/CldvacXy3IrzS8TjvQzE9Buhe5ZiNBV4AbgDOrBCzXQjtT7vH8SGEnmA94vgBRXiVzXs+cH1Mb01Z1WEV3DoDb8W4rB/zlEHMlvNawby1jtlY4BngmEamF3VurtArPe4KODdPAWYD4wmdibKImQ9WbIEH9CVcydwCbAhsT6gqKu349MdoNPAq8CXgAOAhwnMrNfcqmzd1XAIsiAd693RaO7r1IVTR3AoMADYH3iRpp4h/VwMOI1TVrUfoAfYbYM0qxWyFXo0s05XQ63EhoaquazVilmxvzfgjeTXhTq5bkTFryqvImAE9CHcibxDbDcumd0rStTw3V+hVNm9Nz824nZ7ATVS4cCnq98yHZB8UslHoF//2APYsm3YDsGsjyx0HXA48CYzKyGt14Frg6Wp4lbl1ATZM8vci3IEud5EQx88Bbia082xblFfZMgLWIDTWPw5sV6WYNZSN9yTcIZ0PXAFs0Mhy1Y5Zi71qHbO4va8R3krSiXC3uy8wtJHjrNrnZmu9anFuNiTpVQgXL6sAWwL/DuxVvi9rETMfKuyrmm4sXEFfB0wHTgAGx/zSFXbveDJvULZcemXU7r2qWuuVLN+liidTudumMb878E1Cx4qfENojxpRiVBazFV4J19ArvSvoRvWqu1K344HNYv42wM9j+ipC1dPBQJ8Kx1m1Y9ZsrwJidgKwScy/lNA+OIPQhjgX2KO0Pws4N5vllSxfq3PzeGAYoUC+DDib8DackwkF4KnEmoIyv5r2Eq33odadVs5i2TNMfQm3/pjZp5I6E6pn3qWs8d3ikRHTaWN9oV6J0xIze6QKXuVufQhXq5jZYuBJMxtoZscRqnnGx2lLy2L290y8So33MrOPzeyBKniVu5WqpyFUVc6N6Qbgh4Qfw/ejXy1j1mwvKCRm18f8XxAK4VFmdjqh7ewiCPuzgHOzWV6JU63OzQbgqhiPDwjtwT82s8uBkwg9e3tU8KtGzJxGqEmBF3tclno63mJms83sAuBjSefBZzt+Q2CBhdc47Sdp13r0WoHbhdHt/Jj/arLIbcBcSWvm7pX+SNbIbbGksUB/4ABJTwH/RPjRfFFSQzV82tOrxjG7AFgi6VwzmwlcZMtepXY78Gbs5Vg1cvVqwg1JpwJXAosInVMws2mEauu+1XZzVkxNCjwLLCG8bT59Q/nxhDcNlA6ErxKehboBOI1w0NSdVzPcjpPUN7ljGgz8GnjZzN6uR68m3E4gXGW/RWgDG2dmexLuEAZQ5fMgV68m3I4DTor78xP47JVYtxEecp9fj15NuB0LnEn4ffgxMFzSBZLuJtz1zV1uZU5tsRrUm7KsLexLwHygZzLtWuCsmL6S0PvqO/Xs1Uy302P6u4RHJ06oZ69muN0InFwrl5XBq5n78/sxfWRmx1khXs1wux74XkwPILwirNFHJ3yo7dCuV5CSzpB0mqSuFaZ1NrOnCJ/BuDqZ9BKhMIHwbMomZjahHrza6FZ608dkYGszu6oevNrg9jyhHZbYLtvu5OrVBreXCHefEDpm5HScVdWrDW6zCYUgZjbPzK40s2vKl3cKoj1KTUJj7NmE566eADZPpqW9uDYg9OKbFuc/kHB1tn81SvNcvdrJbb968mont33rySvn/ZmrV+7704c27tt2OkBEePluZ+AHhF55vZPpawM/Bx4j9HjcglAVMQn4RtX+uUy9cnbL1Stnt1y9cnbL1St3Nx/auG9beUB0IXTeWC/JK71+qT/hrQGjWfaA5WjCd52q+89k6pWzW65eObvl6pWzW65eubv50M77uhUHxzDCc0N/AW4tm1Y6IE4BfgmsU2H5qjxomatXzm65euXslqtXzm65euXu5kP7D63ptPIO4XU4QwmfuRgNyzW4X0V47mSkpB0l7RPnkVXvQctcvXJ2y9UrZ7dcvXJ2y9UrdzenvWlNKUnshkv49MaUJF8s67L7r8BHwCvA3rUovXP1ytktV6+c3XL1ytktV6/c3Xxo533dpoXDVc8DlD1HRHhT/gvAxYX8U5l65eyWq1fObrl65eyWq1fubj600z5u8wpgV2BGTG9GeKHqqsS36Bf2j2XqlbNbrl45u+XqlbNbrl65u/nQ9qHND56b2e+A9yQtBi4hfFzxQzN7t63r7ohekK9brl6Qr1uuXpCvW65ekLeb03baVOBJ6iTpAuALhC+C7241eGfiyuoF+brl6gX5uuXqBfm65eoFebs57UOp223rVyCNAf5g4bMw2ZCrF+TrlqsX5OuWqxfk65arF+Tt5rSdNhd4juM4jrMyUOsPwDqO4zhOIXiB5ziO49QFXuA5juM4dYEXeI7jOE5d4AWe4ziOUxd4gec4juPUBV7gOcshaamkZ5JhUNFOAJIGSTq4Qv6wxPWvkubE9IOS1pF0R5V89pZ0blnes5Jurcb2km1cJ2nTNiz/pKRukl6T9Fx0niRp7Th9YfvZNuowvYnpwyTdVG0Pp77w5/Cc5ZC00Mx6tWK5Lma2pBpOcf07AaeZ2R4rmOcm4F4zq0ohV7at6cCeZvZOHP8C8GugARhiZn+rwjY7Wxs+SRMvXi43sz0lvQaMNLN3JP0A6GVmJ7d2/7c3kh4EjjSzuUW7OB0Dv8NzmoWkHpJujHcET0vaOeYfIel2SROBSTHvdEmPS5op6bxkHYfFvGcl3Rzzvi5pRlzng5LWivk7JndtT0vqDVwMbB/zvtdM70GSZiWud0uaGO8CT5R0alz/Y5Ia4nwbSXog3glNkzS0wnqHAItLhV3kYODmGIc9k3mnSLpM0lRJsyVtJekuSS/HV1mV5jtU0v/G/2+C4jfZJC2UdL6kGcC2cX0j47TdJD0VYzo55n1Z0vT4f02XtEniOIbwRYBypgIbJy4XxnU+luyTgZImx304WdL6MX8NSXfGff64pFExf5ykG6Lvq5JOTta/MP7dJ+53Seov6U+lO01gInBg43vXcVpI0W+v9iG/AVgKPBOH38S8fwNujOmhwFygB3AEMA9oiNNGA9cQvyUG3AvsAHwReAlYPc5Xmr8vy2oajgZ+FNMTgVEx3QvoAuxEuHtbkftNwH7J+CBgVkwfQfieWW9gDeAD4Ng47TLglJieDAyO6a0Jr5oq3863S65J3p+AgTEG9yT5U4BLYvq7wFtAf6B7jF0/wvsbJwJd43xXA4fFtAEHlK1vZPwf3gA2KIvpqkCXmN4FuDNZ9n+ADWP6tWR/XJk4GvD1mL4UGJvsk8Nj+kjg7pj+JbBdTK8PzI7pccD0+H+uDryb/H8LE6dfACcSjpWDkvxRwMSizwcfOs7QBcdZnkVmtkVZ3nbAFQBm9qKk14EhcdrvzeyvMT06Dk/H8V7AYMI3xe6weEeUzD8AuE1Sf6AbMCfmPwKMl3QLcJeZzZPUHv/bQ2a2AFgg6QPCjzjAc8BwSb2AfwZuT7bXvcJ6+gPzSyOStgLmm9nrkuYBN0jqa2bvxVnuSbbzvJn9OS73KrAeIb4jgMfjdnsCpRcXLwXurOCwDTDVzObA52K6GvAzSYMJhVfXuK1uwAAzezWNh6SlwExgbMz7mFD4ADwJfDWmtwX2jembCYUhhEJ10yReq8Y7coD7LLyXcrGkt4G1CIV8yknALOAxM0vbP98G1qnwfztOq/ACz2kuKypt0rYqAReZ2YTPLRyqsyo1GF8BjDezexTa6MYBmNnFku4DvgY8JmmXNrinpC8F/jQZ/5RwPnQC3q9Q4JeziFCwlDgIGKrQLgbhLusbwHVl2023mW5XwM/M7KwK2/rIKrfbicox/U9Cwb6PQpvdlJi/PfDHsnl3ts9XywJ8Ymal9S6l8d+J0jydgG3NbNHn5EIBmP6vja1rXUIc1pLUycw+jfk9CHF2nHbB2/Cc5jIVOAQ+a79an1BFWc7vgCPjnRKS1pW0JqGa8ABJ/WJ+Q5x/NeDNmD68tBJJG5nZc2Z2CfAEoRp1AaE6smqY2YfAHEn7Rw9J2rzCrLOJbV6SOgH7A8PNbJCZDQL2IhSCzWUysF+MFZIaJA1sYplHgR0lbVBaJuanMT0imX834LctcCpnOsva1A5hWeE5iVAlSfRo6mLhMyR1AW4ktH/OBk5NJg8h3Pk5TrvgBZ7TXK4GOkt6DrgNOMIqfELFzCYR2nQejfPeAfQ2s+eBC4GHJT0LjI+LjCNUH04D0juNUyTNivMuIvxQzwSWxM4Uzeq00koOAY6K236eUHiVMxXYUuE2ZgfgTTN7s2z6prGqtknM7AVCleIkSTOB3xOqTVe0zHzgGOCu6HpbnHQpcJGkR4DOySI7AQ83x6cRTga+Hf2+RWiPLOWPjJ1ZXgCObcE6zwammdk0QmF3tEJvV4Cdgfva4Os4n8MfS3CcViLpvwmdKh4s2qUpJA0ArjWzMUW7NAdJ3QmF83ZWxUddnPrCCzzHaSWxu/7WZnZPkzM7LSJ2uFnXzKYU7eJ0HLzAcxzHceoCb8NzHMdx6gIv8BzHcZy6wAs8x3Ecpy7wAs9xHMepC7zAwxth9AAAAAxJREFUcxzHceqCfwDGB00haAXaZgAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -3609,7 +3593,7 @@ "plt.ylabel('Cloud cover' + ' %')\n", "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", "plt.title('NAM')\n", - "plt.legend(bbox_to_anchor=(1.18,1.0))" + "plt.legend(bbox_to_anchor=(1.18,1.0));" ] }, { @@ -3619,29 +3603,21 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,0,'Forecast Time (America/Phoenix)')" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "data['ghi'].plot(linewidth=2, ls='-')\n", "plt.ylabel('GHI W/m**2')\n", - "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')" + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')');" ] }, { @@ -3670,377 +3646,77 @@ " \n", " \n", " \n", - " temp_air\n", - " wind_speed\n", - " ghi\n", - " dni\n", " dhi\n", - " total_clouds\n", + " dni\n", + " ghi\n", + " high_clouds\n", " low_clouds\n", " mid_clouds\n", - " high_clouds\n", + " temp_air\n", + " total_clouds\n", + " wind_speed\n", " \n", " \n", " \n", " \n", - " 2018-11-02 07:00:00-07:00\n", - " 9.042969\n", - " 2.359449\n", - " 15.898465\n", - " 0.000000\n", - " 15.898465\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 08:00:00-07:00\n", - " 8.280884\n", - " 2.285714\n", - " 207.367295\n", - " 631.164838\n", - " 49.568030\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 09:00:00-07:00\n", - " 7.510162\n", - " 2.357424\n", - " 407.358602\n", - " 818.731315\n", - " 60.841352\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 10:00:00-07:00\n", - " 6.727661\n", - " 2.217205\n", - " 566.861073\n", - " 877.336580\n", - " 77.061741\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 11:00:00-07:00\n", - " 6.110291\n", - " 2.220286\n", - " 671.081727\n", - " 895.759140\n", - " 92.480010\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 12:00:00-07:00\n", - " 5.610443\n", - " 1.445311\n", - " 711.945346\n", - " 899.784644\n", - " 99.890062\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 13:00:00-07:00\n", - " 5.477905\n", - " 2.433594\n", - " 686.420887\n", - " 897.464738\n", - " 95.161814\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 14:00:00-07:00\n", - " 5.648712\n", - " 2.359876\n", - " 596.392581\n", - " 883.850233\n", - " 80.974106\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 15:00:00-07:00\n", - " 11.683533\n", - " 2.229287\n", - " 448.721044\n", - " 838.526803\n", - " 64.338163\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 16:00:00-07:00\n", - " 18.863037\n", - " 2.815744\n", - " 256.189545\n", - " 692.798407\n", - " 53.154912\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 17:00:00-07:00\n", - " 25.018097\n", - " 2.428571\n", - " 50.638289\n", - " 172.607483\n", - " 33.653290\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 18:00:00-07:00\n", - " 28.940155\n", - " 1.698988\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 19:00:00-07:00\n", - " 31.027924\n", - " 0.544801\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 20:00:00-07:00\n", - " 31.611603\n", - " 0.575453\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 21:00:00-07:00\n", - " 30.909515\n", - " 0.938451\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 22:00:00-07:00\n", - " 29.013947\n", - " 1.573384\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-02 23:00:00-07:00\n", - " 25.795746\n", - " 2.123172\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-03 00:00:00-07:00\n", - " 21.051514\n", - " 3.204405\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-03 01:00:00-07:00\n", - " 16.444641\n", - " 2.020057\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-03 02:00:00-07:00\n", - " 14.829559\n", - " 2.762726\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-03 03:00:00-07:00\n", - " 13.403687\n", - " 1.846706\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-03 04:00:00-07:00\n", - " 12.329315\n", - " 1.315369\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-03 05:00:00-07:00\n", - " 11.367493\n", - " 1.215773\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-03 06:00:00-07:00\n", - " 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" 2018-11-03 10:00:00-07:00\n", - " 7.986816\n", - " 2.107260\n", - " 562.878452\n", - " 877.355027\n", - " 76.422802\n", - " 0.0\n", - " 0.0\n", + " 2020-07-07 09:00:00-07:00\n", + " 190.737687\n", + " 602.967499\n", + " 602.791408\n", " 0.0\n", " 0.0\n", + " 12.0\n", + " 23.259369\n", + " 12.0\n", + " 2.430394\n", " \n", " \n", - " 2018-11-03 11:00:00-07:00\n", - " 7.340515\n", - " 1.981614\n", - " 666.989197\n", - " 896.292147\n", - " 91.585396\n", - " 0.0\n", - " 0.0\n", + " 2020-07-07 10:00:00-07:00\n", + " 394.900880\n", + " 220.640944\n", + " 577.332947\n", " 0.0\n", " 0.0\n", + " 45.0\n", + " 22.637360\n", + " 45.0\n", + " 2.287011\n", " \n", " \n", - " 2018-11-03 12:00:00-07:00\n", - " 6.969086\n", - " 2.083069\n", - " 661.803615\n", - " 756.351845\n", - " 150.341873\n", - " 10.0\n", + " 2020-07-07 11:00:00-07:00\n", + " 371.471781\n", + " 491.815818\n", + " 827.792990\n", " 0.0\n", " 0.0\n", - " 10.0\n", + " 17.0\n", + " 21.548645\n", + " 17.0\n", + " 2.146314\n", " \n", " \n", " ...\n", @@ -4055,364 +3731,64 @@ " ...\n", " \n", " \n", - " 2018-11-03 17:00:00-07:00\n", - " 25.605316\n", - " 0.910823\n", - " 48.105416\n", - " 160.935146\n", - " 32.773378\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-03 18:00:00-07:00\n", - " 28.957275\n", - " 2.608586\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-03 19:00:00-07:00\n", - " 30.541260\n", - " 2.924013\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-10 18:00:00-07:00\n", + " 71.608260\n", + " 521.593060\n", + " 227.831386\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 47.524323\n", " 0.0\n", + " 4.186076\n", " \n", " \n", - " 2018-11-03 20:00:00-07:00\n", - " 31.178802\n", - " 2.918389\n", + " 2020-07-10 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 51.004333\n", " 0.0\n", + " 4.479259\n", " \n", " \n", - " 2018-11-03 21:00:00-07:00\n", - " 30.468750\n", - " 3.510659\n", + " 2020-07-11 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 45.404327\n", " 0.0\n", + " 5.495673\n", " \n", " \n", - " 2018-11-03 22:00:00-07:00\n", - " 28.696106\n", - " 3.862448\n", + " 2020-07-11 03:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 33.342041\n", " 0.0\n", + " 6.391275\n", " \n", " \n", - " 2018-11-03 23:00:00-07:00\n", - " 25.806122\n", - " 3.789166\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-04 00:00:00-07:00\n", - " 21.106232\n", - " 3.075444\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-04 01:00:00-07:00\n", - " 16.502228\n", - " 1.644137\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 18.0\n", - " 0.0\n", - " 0.0\n", - " 18.0\n", - " \n", - " \n", - " 2018-11-04 02:00:00-07:00\n", - " 16.507538\n", - " 0.987544\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 100.0\n", - " 0.0\n", - " 0.0\n", - " 100.0\n", - " \n", - " \n", - " 2018-11-04 03:00:00-07:00\n", - " 15.490387\n", - " 1.432161\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 97.0\n", - " 0.0\n", - " 0.0\n", - " 97.0\n", - " \n", - " \n", - " 2018-11-04 04:00:00-07:00\n", - " 13.631378\n", - " 1.707315\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 3.0\n", - " 0.0\n", - " 2.0\n", - " 2.0\n", - " \n", - " \n", - " 2018-11-04 05:00:00-07:00\n", - " 12.652191\n", - " 2.273273\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-04 06:00:00-07:00\n", - " 11.624115\n", - " 2.196462\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 4.0\n", - " 0.0\n", - " 0.0\n", - " 4.0\n", - " \n", - " \n", - " 2018-11-04 09:00:00-07:00\n", - " 9.396515\n", - " 2.416399\n", - " 399.756846\n", - " 816.613033\n", - " 60.054777\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-04 12:00:00-07:00\n", - " 7.423889\n", - " 2.642919\n", - " 703.707566\n", - " 901.197788\n", - " 97.876049\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-04 15:00:00-07:00\n", - " 12.365204\n", - " 2.302605\n", - " 441.112009\n", - " 837.118090\n", - " 63.461642\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-04 18:00:00-07:00\n", - " 29.786926\n", - " 1.754299\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-04 21:00:00-07:00\n", - " 31.564453\n", - " 2.259983\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-05 00:00:00-07:00\n", - " 21.860413\n", - " 2.842452\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 100.0\n", - " 0.0\n", - " 95.0\n", - " 100.0\n", - " \n", - " \n", - " 2018-11-05 03:00:00-07:00\n", - " 15.994354\n", - " 0.458940\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 100.0\n", - " 0.0\n", - " 0.0\n", - " 100.0\n", - " \n", - " \n", - " 2018-11-05 06:00:00-07:00\n", - " 12.057983\n", - " 1.760338\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 23.0\n", - " 0.0\n", - " 0.0\n", - " 23.0\n", - " \n", - " \n", - " 2018-11-05 09:00:00-07:00\n", - " 9.949799\n", - " 2.211692\n", - " 395.949720\n", - " 815.489457\n", - " 59.669434\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-05 12:00:00-07:00\n", - " 8.370819\n", - " 2.443289\n", - " 699.636709\n", - " 901.867687\n", - " 96.905013\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-05 15:00:00-07:00\n", - " 13.661774\n", - " 1.820143\n", - " 326.537463\n", - " 343.072312\n", - " 172.977527\n", - " 39.0\n", - " 0.0\n", - " 0.0\n", - " 39.0\n", - " \n", - " \n", - " 2018-11-05 18:00:00-07:00\n", - " 29.717529\n", - " 2.677643\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 2.0\n", - " 0.0\n", - " 0.0\n", - " 2.0\n", - " \n", - " \n", - " 2018-11-05 21:00:00-07:00\n", - " 31.634430\n", - " 3.465779\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-06 00:00:00-07:00\n", - " 22.144531\n", - " 3.506209\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-06 03:00:00-07:00\n", - " 14.771973\n", - " 1.176693\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 2018-11-06 06:00:00-07:00\n", - " 12.109802\n", - " 2.457266\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-11 06:00:00-07:00\n", + " 32.984857\n", + " 48.730501\n", + " 37.851059\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 27.653412\n", " 0.0\n", + " 6.174289\n", " \n", " \n", "\n", @@ -4420,194 +3796,44 @@ "" ], "text/plain": [ - " temp_air wind_speed ghi dni \\\n", - "2018-11-02 07:00:00-07:00 9.042969 2.359449 15.898465 0.000000 \n", - "2018-11-02 08:00:00-07:00 8.280884 2.285714 207.367295 631.164838 \n", - "2018-11-02 09:00:00-07:00 7.510162 2.357424 407.358602 818.731315 \n", - "2018-11-02 10:00:00-07:00 6.727661 2.217205 566.861073 877.336580 \n", - "2018-11-02 11:00:00-07:00 6.110291 2.220286 671.081727 895.759140 \n", - "2018-11-02 12:00:00-07:00 5.610443 1.445311 711.945346 899.784644 \n", - "2018-11-02 13:00:00-07:00 5.477905 2.433594 686.420887 897.464738 \n", - "2018-11-02 14:00:00-07:00 5.648712 2.359876 596.392581 883.850233 \n", - "2018-11-02 15:00:00-07:00 11.683533 2.229287 448.721044 838.526803 \n", - "2018-11-02 16:00:00-07:00 18.863037 2.815744 256.189545 692.798407 \n", - "2018-11-02 17:00:00-07:00 25.018097 2.428571 50.638289 172.607483 \n", - "2018-11-02 18:00:00-07:00 28.940155 1.698988 0.000000 0.000000 \n", - "2018-11-02 19:00:00-07:00 31.027924 0.544801 0.000000 0.000000 \n", - "2018-11-02 20:00:00-07:00 31.611603 0.575453 0.000000 0.000000 \n", - "2018-11-02 21:00:00-07:00 30.909515 0.938451 0.000000 0.000000 \n", - "2018-11-02 22:00:00-07:00 29.013947 1.573384 0.000000 0.000000 \n", - "2018-11-02 23:00:00-07:00 25.795746 2.123172 0.000000 0.000000 \n", - "2018-11-03 00:00:00-07:00 21.051514 3.204405 0.000000 0.000000 \n", - "2018-11-03 01:00:00-07:00 16.444641 2.020057 0.000000 0.000000 \n", - "2018-11-03 02:00:00-07:00 14.829559 2.762726 0.000000 0.000000 \n", - "2018-11-03 03:00:00-07:00 13.403687 1.846706 0.000000 0.000000 \n", - "2018-11-03 04:00:00-07:00 12.329315 1.315369 0.000000 0.000000 \n", - "2018-11-03 05:00:00-07:00 11.367493 1.215773 0.000000 0.000000 \n", - "2018-11-03 06:00:00-07:00 10.505402 1.583964 0.000000 0.000000 \n", - "2018-11-03 07:00:00-07:00 9.778778 1.874831 14.307855 0.000000 \n", - "2018-11-03 08:00:00-07:00 9.376434 2.220845 201.249957 605.394073 \n", - "2018-11-03 09:00:00-07:00 8.704193 2.286621 403.560574 817.693817 \n", - "2018-11-03 10:00:00-07:00 7.986816 2.107260 562.878452 877.355027 \n", - "2018-11-03 11:00:00-07:00 7.340515 1.981614 666.989197 896.292147 \n", - "2018-11-03 12:00:00-07:00 6.969086 2.083069 661.803615 756.351845 \n", - "... ... ... ... ... \n", - "2018-11-03 17:00:00-07:00 25.605316 0.910823 48.105416 160.935146 \n", - "2018-11-03 18:00:00-07:00 28.957275 2.608586 0.000000 0.000000 \n", - "2018-11-03 19:00:00-07:00 30.541260 2.924013 0.000000 0.000000 \n", - "2018-11-03 20:00:00-07:00 31.178802 2.918389 0.000000 0.000000 \n", - "2018-11-03 21:00:00-07:00 30.468750 3.510659 0.000000 0.000000 \n", - "2018-11-03 22:00:00-07:00 28.696106 3.862448 0.000000 0.000000 \n", - "2018-11-03 23:00:00-07:00 25.806122 3.789166 0.000000 0.000000 \n", - "2018-11-04 00:00:00-07:00 21.106232 3.075444 0.000000 0.000000 \n", - "2018-11-04 01:00:00-07:00 16.502228 1.644137 0.000000 0.000000 \n", - "2018-11-04 02:00:00-07:00 16.507538 0.987544 0.000000 0.000000 \n", - "2018-11-04 03:00:00-07:00 15.490387 1.432161 0.000000 0.000000 \n", - "2018-11-04 04:00:00-07:00 13.631378 1.707315 0.000000 0.000000 \n", - "2018-11-04 05:00:00-07:00 12.652191 2.273273 0.000000 0.000000 \n", - "2018-11-04 06:00:00-07:00 11.624115 2.196462 0.000000 0.000000 \n", - "2018-11-04 09:00:00-07:00 9.396515 2.416399 399.756846 816.613033 \n", - "2018-11-04 12:00:00-07:00 7.423889 2.642919 703.707566 901.197788 \n", - "2018-11-04 15:00:00-07:00 12.365204 2.302605 441.112009 837.118090 \n", - "2018-11-04 18:00:00-07:00 29.786926 1.754299 0.000000 0.000000 \n", - "2018-11-04 21:00:00-07:00 31.564453 2.259983 0.000000 0.000000 \n", - "2018-11-05 00:00:00-07:00 21.860413 2.842452 0.000000 0.000000 \n", - "2018-11-05 03:00:00-07:00 15.994354 0.458940 0.000000 0.000000 \n", - "2018-11-05 06:00:00-07:00 12.057983 1.760338 0.000000 0.000000 \n", - "2018-11-05 09:00:00-07:00 9.949799 2.211692 395.949720 815.489457 \n", - "2018-11-05 12:00:00-07:00 8.370819 2.443289 699.636709 901.867687 \n", - "2018-11-05 15:00:00-07:00 13.661774 1.820143 326.537463 343.072312 \n", - "2018-11-05 18:00:00-07:00 29.717529 2.677643 0.000000 0.000000 \n", - "2018-11-05 21:00:00-07:00 31.634430 3.465779 0.000000 0.000000 \n", - "2018-11-06 00:00:00-07:00 22.144531 3.506209 0.000000 0.000000 \n", - "2018-11-06 03:00:00-07:00 14.771973 1.176693 0.000000 0.000000 \n", - "2018-11-06 06:00:00-07:00 12.109802 2.457266 0.000000 0.000000 \n", + " dhi dni ghi high_clouds \\\n", + "2020-07-07 07:00:00-07:00 77.796838 503.843144 234.225562 0.0 \n", + "2020-07-07 08:00:00-07:00 104.009679 665.030760 441.350258 0.0 \n", + "2020-07-07 09:00:00-07:00 190.737687 602.967499 602.791408 0.0 \n", + "2020-07-07 10:00:00-07:00 394.900880 220.640944 577.332947 0.0 \n", + "2020-07-07 11:00:00-07:00 371.471781 491.815818 827.792990 0.0 \n", + "... ... ... ... ... \n", + "2020-07-10 18:00:00-07:00 71.608260 521.593060 227.831386 0.0 \n", + "2020-07-10 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-11 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-11 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-11 06:00:00-07:00 32.984857 48.730501 37.851059 0.0 \n", "\n", - " dhi total_clouds low_clouds mid_clouds \\\n", - "2018-11-02 07:00:00-07:00 15.898465 0.0 0.0 0.0 \n", - "2018-11-02 08:00:00-07:00 49.568030 0.0 0.0 0.0 \n", - "2018-11-02 09:00:00-07:00 60.841352 0.0 0.0 0.0 \n", - "2018-11-02 10:00:00-07:00 77.061741 0.0 0.0 0.0 \n", - "2018-11-02 11:00:00-07:00 92.480010 0.0 0.0 0.0 \n", - "2018-11-02 12:00:00-07:00 99.890062 0.0 0.0 0.0 \n", - "2018-11-02 13:00:00-07:00 95.161814 0.0 0.0 0.0 \n", - "2018-11-02 14:00:00-07:00 80.974106 0.0 0.0 0.0 \n", - "2018-11-02 15:00:00-07:00 64.338163 0.0 0.0 0.0 \n", - "2018-11-02 16:00:00-07:00 53.154912 0.0 0.0 0.0 \n", - "2018-11-02 17:00:00-07:00 33.653290 0.0 0.0 0.0 \n", - "2018-11-02 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 19:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 20:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 22:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 23:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 01:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 02:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 04:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 05:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 06:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 07:00:00-07:00 14.307855 0.0 0.0 0.0 \n", - "2018-11-03 08:00:00-07:00 51.932853 2.0 0.0 0.0 \n", - "2018-11-03 09:00:00-07:00 60.445428 0.0 0.0 0.0 \n", - "2018-11-03 10:00:00-07:00 76.422802 0.0 0.0 0.0 \n", - "2018-11-03 11:00:00-07:00 91.585396 0.0 0.0 0.0 \n", - "2018-11-03 12:00:00-07:00 150.341873 10.0 0.0 0.0 \n", - "... ... ... ... ... \n", - "2018-11-03 17:00:00-07:00 32.773378 0.0 0.0 0.0 \n", - "2018-11-03 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 19:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 20:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 22:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 23:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-04 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-04 01:00:00-07:00 0.000000 18.0 0.0 0.0 \n", - "2018-11-04 02:00:00-07:00 0.000000 100.0 0.0 0.0 \n", - "2018-11-04 03:00:00-07:00 0.000000 97.0 0.0 0.0 \n", - "2018-11-04 04:00:00-07:00 0.000000 3.0 0.0 2.0 \n", - "2018-11-04 05:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-04 06:00:00-07:00 0.000000 4.0 0.0 0.0 \n", - "2018-11-04 09:00:00-07:00 60.054777 0.0 0.0 0.0 \n", - "2018-11-04 12:00:00-07:00 97.876049 0.0 0.0 0.0 \n", - "2018-11-04 15:00:00-07:00 63.461642 0.0 0.0 0.0 \n", - "2018-11-04 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-04 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-05 00:00:00-07:00 0.000000 100.0 0.0 95.0 \n", - "2018-11-05 03:00:00-07:00 0.000000 100.0 0.0 0.0 \n", - "2018-11-05 06:00:00-07:00 0.000000 23.0 0.0 0.0 \n", - "2018-11-05 09:00:00-07:00 59.669434 0.0 0.0 0.0 \n", - "2018-11-05 12:00:00-07:00 96.905013 0.0 0.0 0.0 \n", - "2018-11-05 15:00:00-07:00 172.977527 39.0 0.0 0.0 \n", - "2018-11-05 18:00:00-07:00 0.000000 2.0 0.0 0.0 \n", - "2018-11-05 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-06 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-06 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-06 06:00:00-07:00 0.000000 0.0 0.0 0.0 \n", + " low_clouds mid_clouds temp_air total_clouds \\\n", + "2020-07-07 07:00:00-07:00 0.0 4.0 25.275696 4.0 \n", + "2020-07-07 08:00:00-07:00 0.0 5.0 24.096741 5.0 \n", + "2020-07-07 09:00:00-07:00 0.0 12.0 23.259369 12.0 \n", + "2020-07-07 10:00:00-07:00 0.0 45.0 22.637360 45.0 \n", + "2020-07-07 11:00:00-07:00 0.0 17.0 21.548645 17.0 \n", + "... ... ... ... ... \n", + "2020-07-10 18:00:00-07:00 0.0 0.0 47.524323 0.0 \n", + "2020-07-10 21:00:00-07:00 0.0 0.0 51.004333 0.0 \n", + "2020-07-11 00:00:00-07:00 0.0 0.0 45.404327 0.0 \n", + "2020-07-11 03:00:00-07:00 0.0 0.0 33.342041 0.0 \n", + "2020-07-11 06:00:00-07:00 0.0 0.0 27.653412 0.0 \n", "\n", - " high_clouds \n", - "2018-11-02 07:00:00-07:00 0.0 \n", - "2018-11-02 08:00:00-07:00 0.0 \n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 10:00:00-07:00 0.0 \n", - "2018-11-02 11:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 13:00:00-07:00 0.0 \n", - "2018-11-02 14:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 0.0 \n", - "2018-11-02 16:00:00-07:00 0.0 \n", - "2018-11-02 17:00:00-07:00 0.0 \n", - "2018-11-02 18:00:00-07:00 0.0 \n", - "2018-11-02 19:00:00-07:00 0.0 \n", - "2018-11-02 20:00:00-07:00 0.0 \n", - "2018-11-02 21:00:00-07:00 0.0 \n", - "2018-11-02 22:00:00-07:00 0.0 \n", - "2018-11-02 23:00:00-07:00 0.0 \n", - "2018-11-03 00:00:00-07:00 0.0 \n", - "2018-11-03 01:00:00-07:00 0.0 \n", - "2018-11-03 02:00:00-07:00 0.0 \n", - "2018-11-03 03:00:00-07:00 0.0 \n", - "2018-11-03 04:00:00-07:00 0.0 \n", - "2018-11-03 05:00:00-07:00 0.0 \n", - "2018-11-03 06:00:00-07:00 0.0 \n", - "2018-11-03 07:00:00-07:00 0.0 \n", - "2018-11-03 08:00:00-07:00 2.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 10:00:00-07:00 0.0 \n", - "2018-11-03 11:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 10.0 \n", - "... ... \n", - "2018-11-03 17:00:00-07:00 0.0 \n", - "2018-11-03 18:00:00-07:00 0.0 \n", - "2018-11-03 19:00:00-07:00 0.0 \n", - "2018-11-03 20:00:00-07:00 0.0 \n", - "2018-11-03 21:00:00-07:00 0.0 \n", - "2018-11-03 22:00:00-07:00 0.0 \n", - "2018-11-03 23:00:00-07:00 0.0 \n", - "2018-11-04 00:00:00-07:00 0.0 \n", - "2018-11-04 01:00:00-07:00 18.0 \n", - "2018-11-04 02:00:00-07:00 100.0 \n", - "2018-11-04 03:00:00-07:00 97.0 \n", - "2018-11-04 04:00:00-07:00 2.0 \n", - "2018-11-04 05:00:00-07:00 0.0 \n", - "2018-11-04 06:00:00-07:00 4.0 \n", - "2018-11-04 09:00:00-07:00 0.0 \n", - "2018-11-04 12:00:00-07:00 0.0 \n", - "2018-11-04 15:00:00-07:00 0.0 \n", - "2018-11-04 18:00:00-07:00 0.0 \n", - "2018-11-04 21:00:00-07:00 0.0 \n", - "2018-11-05 00:00:00-07:00 100.0 \n", - "2018-11-05 03:00:00-07:00 100.0 \n", - "2018-11-05 06:00:00-07:00 23.0 \n", - "2018-11-05 09:00:00-07:00 0.0 \n", - "2018-11-05 12:00:00-07:00 0.0 \n", - "2018-11-05 15:00:00-07:00 39.0 \n", - "2018-11-05 18:00:00-07:00 2.0 \n", - "2018-11-05 21:00:00-07:00 0.0 \n", - "2018-11-06 00:00:00-07:00 0.0 \n", - "2018-11-06 03:00:00-07:00 0.0 \n", - "2018-11-06 06:00:00-07:00 0.0 \n", + " wind_speed \n", + "2020-07-07 07:00:00-07:00 4.236579 \n", + "2020-07-07 08:00:00-07:00 2.084390 \n", + "2020-07-07 09:00:00-07:00 2.430394 \n", + "2020-07-07 10:00:00-07:00 2.287011 \n", + "2020-07-07 11:00:00-07:00 2.146314 \n", + "... ... \n", + "2020-07-10 18:00:00-07:00 4.186076 \n", + "2020-07-10 21:00:00-07:00 4.479259 \n", + "2020-07-11 00:00:00-07:00 5.495673 \n", + "2020-07-11 03:00:00-07:00 6.391275 \n", + "2020-07-11 06:00:00-07:00 6.174289 \n", "\n", "[64 rows x 9 columns]" ] @@ -4618,14 +3844,12 @@ } ], "source": [ - "data" + "data[sorted(data.columns)]" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": true - }, + "metadata": {}, "source": [ "## NDFD" ] @@ -4667,22 +3891,14 @@ "outputs": [ { "data": { - "text/plain": [ - "(0, 100)" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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n5lG7AhOrDmdmZvXp1MT0N+A9EXGCpMnAZqQ9h89ExA2VpzMzs9p0KhCvNiPlguCiYGY2SHQqECMlzbdLjdzlhpmZLYQ6FYhFgOH4gLSZ2aDTqUDMiohvdiWJmZk1SqfTXL3nYGY2SHUqENt0JYWZmTXOAgtERPy7W0HMzKxZyl5JPWAkvU3SZEnTJN0p6Qt5+AhJl0m6J/9crtvZzMxsnq4XCGAO8MWIWAvYCPi8pLVJ3YlPioixpC7Gj1jAe5iZWcW6XiAiYlZE3JSfPw1MA0YDuzCv+46JpPtgm5lZTerYg3iVpDHAu4HrgRUiYhakIgK8ZT7zHCBpqqSps2fP7lZUM7NBp7YCIWk4cC5wSET8p+x8ETEhIsZFxLiRI0dWF9DMbJCrpUBIWpRUHH4bEeflwY9IGpXHj8J3rDMzq1UdZzEJOBmY1qMvpwuA8fn5eOD8bmczM7N5yt5RbiBtAuwF3C7pljzsa8BxpFuZ7gc8AOxWQzYzM8u6XiAi4mrm34WHr9w2M2uIWs9iMjOz5nKBMDOzQi4QZmZWyAXCzMwKuUCYmVkhFwgzMyvkAmFmZoVcIMzMrJALhJmZFXKBMDOzQi4QZlV59tm6E5j1iwuEmZkVcoEwM7NCLhBmZlbIBcLMzAq5QJiZWSEXCDMzK+QCYVaVYcPqTmDWLy4QZmZWyAXCzMwKuUCYmVkhFwgzMyvkAmFmZoVcIMzMrJALhJmZFXKBMDOzQi4QZmZWyAXCzMwKuUCYmVkhFwgzMyvUqAIhaQdJ/5A0XdIRdecxMxvMGlMgJC0C/BT4ILA2sLuktetNZWY2eDWmQAAbAtMj4t6IeAn4HbBLzZnMzAatoXUHaDMaeLDt9UzgfT0nknQAcEB++YykfwDLA49VnrD3nKt3mpoL+pLt2WdBqiZNsnCtr+5wruTtZSZqUoEo+kuK1w2ImABMeM2M0tSIGFdVsL5yrt5pai5oZrYmZmppajbn6p0mNTHNBN7W9nol4OGaspiZDXpNKhA3AGMlrSJpMeCTwAU1ZzIzG7Qa08QUEXMkHQj8GVgEOCUi7iw5+4TOk9TCuXqnqbmgmdmamKmlqdmcqxcU8bpmfjMzs0Y1MZmZWYO4QJiZWaE3TIGQqj2hvK+cq3ecq3ecq/eamq2puRbkDVMgaG7WVw/0N2wDaOr6st7x9mW1afyHLGlHSRcBx0japO48LbljwT8D35O0K0A04Ih/w9fX+aRcjbkgSNLOkn4HHCGp1NWl3eDtq/e8jQ28RhcISRsARwE/A24DxkvaJ4/renYli0n6HvB1UueC/wB2kzS223l6auj6WkLSacCRwMnAcGA/Sct3O09PkrYlfY6nkf5TP0jSjnmct68emrZ95eV6G6tQ0wNuC1wVEf8LnA/8i7SCl4mIud3e5Y7kJeASYIuIuAC4FngZuK+bWeajievrhZyltb7OI51e3YT+cLYFLoqIS4BfAksBn5Y0LCLmdjuMt6/e8zZWrUYVCEkHSzpJ0n/lQZOBnSQtFxHPk/5Q/gN8Gbq3y92Wa/+83MvzhX0fIm2MqwPflvSJPH1X/lAavr6Ok/TxvNw/RMQr+fW5wBqSjpG0aTfyzC8X6cv3/ZKWiIhHgRdIF2nuW0Mub1+9z+ZtrGKNKRB5V/VTpA93T0n/F5gBXAqcLukqYFXgOGCEpGE15NpL0tckrZZHPwbsEBEbA1NI/xmM6cYfShPXV97dPxT4BDAV+IakfSStkCd5FNga2A6YBewjaWRNucYDf885zpY0GVia9J/o0t3a/ff21etc3sa6qDFdbQDbAMdHxCWSHiPdC2LviDhI0srAGhFxmaQtgCUi4tmacu0E7AF8IyL+1jbdXcBsYE5NuWpfXxERkrYCjoyIyZKeAT5A6pV3YkRMaU0r6TZgU+D5GnI9C2wPPAfsD6wLrBgRF0vaA1ili7v/3r56wdtYd9Vewdqq6M2kPw4iYipwDanzvk0j4oGIuCxPtyPwzxpzXQeM0uvP4NgHWBJ4vKZcXV1fPZs52nJNBTbLuS4B7gbWkrR6j7f4AGl3e0D/eEvm+lPONQ54R0TcHBEX5+k2AK4fyEzzyentq+/Zat3GSuaqfRsbCHWcqfFOSUu0XrdV0WuAIZI2z6/vIHX3PSrPt7mkvwBjgV9UkGsTSe8omWsWsGKeb29JdwCrAJ/NbbN15era+gLe1P6iLdd0YClJ6+TXfwGWIe1SLyZpr/yf3duBIyLilRpzLZ0fSPqQpL/lXOcOcKbWLXVfLWAN2r56k6ub29eCstW6jfUyV9e2sSp0rUBIWlfS1cC3gDe3DW9luAe4E/iEpEUiYibwVtIfBqT2z89FxK4DeXaCpPdIuhS4grSR9TbXbcABETE+Ih5pUK4ZVLO+NpJ0LvBTSdu3/bG0miv/BrwCbCdpaETcRbpb4Ab5DJ0HSV90e+eDdnXnem8efw/wmYj4aEQ8MYC5NpZ0EnCopKVbxw/actW1ffU31wwq2L5yhk0kTQSOlDSiLduieZK6trG+5qp0G6tSN/cgjgTOyRvUQ5AqcVv1fRq4CliMdHHQosBy5Nvw5d3ast1/dyRpUUm/JHWzeyKpm/Et+5Drloi4toG5BnR95eVvSToH/jzS+fl7AstJGhIRc/Jyp5Pu7bEacESe9UXg/jx+SkRc06BcM/L4eyLipgHOtTnwE1KRXxH4qqTt8/JaxxK6un0NYK4B375ytlVJn+Vk0n/axyidzUVEvJx/1rGN9SfXjDx+wLexqlVeICQNyU0kz0TED/Ow7SQtC+k2o5K+BZwBPAX8D2lDvCq/nlhRtMWBK4HNIuIi0pfLWrnyv5JzfcO5XmNd4IaI+C3wG2BR0uc6N+f6lqSTgRtJxW1DSTcC/yad/dLEXH+uMNc44JqIOJO057wCsLvyGTc1bfdNzgWwITAtIk4DDgduAXaW1Graqmsb60+uKrexakXEgD+AjYDV214vRdq92gn4I2mF/Rr4KjCGtDGu1jb9EGCpKnORLqRpH7cf8IvWONKXzhmkA0yDPld+vT5pgz8KeIR06uUppFP73l/wOQ4Hlh3EuXYkfaGumF+fmLMcQLq2oa7PsRG58nvvDBwIbJRfr0o6/rFyfr028B3gENIZSd36LBuZq9uPgV6pywIXk3ZPjwSGtY37GnAT8OH8enPS+cAbt2+IFW2EhblIX7hD8vPV8pfLcq1xzvVqruFt4zYkffl+NL/eDzgJWM+5XpuL9GX7Y9J/tucCfwC+BBzeY/5BlSu/9yjgQtLe8teBacAH8rjvAV/MzxcB9iIV/2W6sM4amauux0A3MQ0j7R0clJ9v3jbuItLewoj8eirpUv0XIDVFRXXnBRfmimRuPvA7I0+zRWucc72aa7PWiEjn5o8kt/eS2rGXBZ5wrtd9jncDXyT9p/n7iNiVdDbQVq0ZB2kuSM1cV0fE5hFxDPAj0h4MwNXAOpLeF6lZ9SFg84h4qgvZmpqrFv0uEEqn4W2Rz4R4iHRw9WzSF//7JI0GiIjbSP+lfF6pE609gXXI53UP9Iotkat1GqHyslun3rYKVs9T2JwrTbc4qfuAz+VZtyEV/Rec69VcG7ZyRcRLETE5In6XZ90A+FPrfQZLrrZsW+bPahKpmbnlcdJ1A5CuBbkZ+IGk4cA7gfslLVlFtqbmaoI+FQglo5QuHR9PuvLz55KWj4gXIuI54HLSwa2tW/NFxMnAmcDRwEeB/SPigX7+Dv3KFRGRzw56htS0s1FruHO9Jtc2efkvAhcAwyVdCewOHBgDezrhwpBr6x7zbpoPWm5G2pseME3NNZ9snyI1BS4ZEbM07xTRUTkfEfGviPgR6Qv5FNI/k8fn32OhztU4vW2TAhaJee2Yv8nPh5LaNM/rMe2hpLMklqHtIBewaG+XW2GuJZ2rdK5lgTflYW8CVnWujp9j67jSisCHBkuustnaprkQ2DY/f0vbtFUctG9kriY+Su9BSBoq6dukXiW3ANYgXRRCpHOnDwY2zuNaTiIdzb8MmN62e/ty2eV2Idd9ztWrXDMkjY6I5yPiXufqmOteSStFxMORusleqHP1NlukHlgXI/UzdbekY4HLlHqMnRMRTy/suZqsVIHIK/NG0q7WdOAYUle/W0naEF5t+vgmqfmoZUdSm/CtwDoR8fCAJXeuOnLdknM95Fy9+hxnDoZcfcj2jTzbEqS+piaRTonfNgb4SuOm5mq8krtkmwF7tb3+GfBZ0sq7MQ8bQroU/2xgTB62C+kofyW7P87lXM7VnFx9zLYS6RTlXwPrD7ZcTX+UXblLkq7wbbXL7QF8Jz+/BTgoPx8HnNm18M7lXM7VmFx9yPa7wZ6r6Y9STUwR8VxEvBjzekXcjtQ2B+nOSGsp3cj8TNLFcK/rdrkKzuVcztWcXH3IdmO3sjU1V9P16oZBSj1kBqnvlgvy4KdJV0m/C7gvcjtw5HLcDc7lXM7VnFxNztbUXE3V2+sg5pI6QnsMWDdX3K8DcyPi6hjgg4TO5VzO9YbM1eRsTc3VTL1tkyJdsDWXdNn5fnW3kTmXczlX83I1OVtTczXxobzCSpO0EqmTqu9Hunq1EZyrd5yrd5yr95qaram5mqjXBcLMzAaHrt+T2szM3hhcIMzMrJALhJmZFXKBMDOzQi4QZmZWyAXCXkfSK5JuaXuMqTsTgKQxkj5VMHydtqz/lnRffn65pBUlnVNRno9I+p8ew26VdGYVy2tbxq8krd2P+W+UtJikGZJuz5kvlfTWPP6ZgUs73wzXdhi/jqTTqs5hC+bTXO11JD0TEcP7MN/QSP3qV0LSlsDhEbHTAqY5DbgoIiopCj2WdS3w4Yh4LL9ei9QT6Ahg9Yh4toJlLhLz+hPqy/xjgBMj4sOSZgDjIuIxpfskDI+Ig/v6+Q80SZcDn44BvOuk9Y73IKwUSUtIOjX/x3mzpK3y8H0k/V7ShcClediXJN0g6TZJ32h7j73zsFslnZ6H7Szp+vyel0taIQ/fom2v4GZJSwHHAZvlYYeWzD1G0h1tWf8o6cK8l3GgpMPy+18naUSe7h2SLsn/aV8lac2C910deLFVHLJPAafn9fDhtmmnSPqBpCslTZP0XknnSbpH0rfapttT0t/y7/fL3G8Qkp6R9E1J15NuaDNF0rg8bgdJN+V1OikP21DStfn3ulbSGm0ZPwhcUrCqrgRWa8tybH7P69o+k7dLmpQ/w0mSVs7DR0o6N3/mN0jaJA8/WtIpOe+9kg5ue/9n8s9d8+cupVuA3t3akyHdze2T8/90rXJ1X8rtR/MepLts3ZIff8jDvgicmp+vCTzAvBuqzARG5HHbAxNI99EeQrrP8eakG7z/A1g+T9eafjnm7cnuD/y//PxCYJP8fDipY8ktSXsHC8p+GvCxttdjgDvy831IN4tZChgJPAV8Jo/7AXBIfj4JGJufvw+4omA5+7aytg27G3h7XgcXtA2fQrp3McAXgIdJ9zpePK+7NwNr5d950Tzdz4C98/MAPt7j/cbl3+FBYJUe63RpYGh+vi1wbtu855NvyQrMaPs8ftKWMYCd8/MTgCPbPpPx+fmngT/m52cAm+bnKwPT8vOjgWvz77k88Hjb7/dMW6bfAAeStpXd24ZvAlxY99/DYH70qjdXGzSej4j1ewzblHTPXiLi75LuJ93TF+CyiPh3fr59ftycXw8HxgLrAedE/o+7bfqVgLMkjQIWA+7Lw68Bvi/pt6T7BM/UwPS+PDnS7SKflvQU6UsP4HZS523DgfcDv29b3uIF7zOKed1FI+m9wOyIuF/STOAUpdtTtu5A1uo59HbgzoiYlee7F3gbaf1uANyQl/sm4NE8zyvAuQUZNgKujIj74DXrdBlgoqSxpC/7RfOyFgNWitfeknWypFeA24Aj87CXSF/WkLq+3i4/3xj4P/n56aTiAakIrd22vpbOe3wAF0fqzuJFSY+SelHteSe7g4A7gOsiov34zaOke2ZbTVwgrKwFfTu3t7WLdCOWX75m5tS8UHTA68ekPnEuUDrGcDRARBwn6WLgQ8B1krbtR/Z27X3vzG17PZf09zAEeLKgQPb0POmLuGV3YE2ldn1I/8V/FPhVj+W2L7N9uQImRsRXC5b1QhQfdxDF6/QYUiHcVemYw5Rt6RSOAAACFklEQVQ8fDNSB3XttorXNpMBvBz5X3hScZrf90RrmiHAxhHx/GvCpYLR/rvO771Gk9bDCpKGRMTcPHwJ0nq2mvgYhJV1JekuXK3295VJTUY9/Rn4dP5PHEmjJb2F1GzzcUlvzsNH5OmXAVpdLI9vvYmkd0TE7RFxPDCV1Kz1NKl5qDIR8R/gPkm75RyStF7BpNPIbfaShgC7AetGxJiIGEO6vefuvVj0JOBjeV0haYSkt3eY56/AFpJWac2Th7ev033apt8B+FMvMvV0LfOOCezBvGJzKamJiJyjU3F9laShwKmk4zfTgMPaRq9O2rOwmrhAWFk/AxaRdDtwFrBPFPSEGRGXktqk/5qnPQdYKiLuBI4F/iLpVuD7eZajSc05V5H66G85RNIdedrnSV9stwFz8sHTUgep+2gPYL+87DtJX/Y9XQm8W+nf5M2Bh+K19xK4ktTsMqrMAiPiLlITz6WSbgMuIzVjLWie2cABwHk561l51AnAdyRdAyzSNsuWwF/K5JmPg4F9c769SMdTWsPH5YPXdwGf6cV7fg24KiKuIhWH/ZXOBgPYCri4H3mtn3yaq1kfSfoR6SDq5XVn6USpi+uTIuKDdWcpQ9LipGK2aVR46rQtmAuEWR/l0z/fFxEXdJzYeiUfYB8dEVPqzjKYuUCYmVkhH4MwM7NCLhBmZlbIBcLMzAq5QJiZWSEXCDMzK/T/Af2jhjjarZ9lAAAAAElFTkSuQmCC\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -4691,7 +3907,7 @@ "plt.ylabel('Total cloud cover' + ' (%s)' % fm.units['total_clouds'])\n", "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", "plt.title('NDFD')\n", - "plt.ylim(0,100)" + "plt.ylim(0,100);" ] }, { @@ -4700,97 +3916,25 @@ "metadata": {}, "outputs": [ { - "ename": "ValueError", - "evalue": "view limit minimum -0.001 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtemp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'r'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinewidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Temperature'\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m' (%s)'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mfm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munits\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'temp_air'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Forecast Time ('\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m')'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m 2739\u001b[0m \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2740\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2741\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 2742\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2743\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/axis.py\u001b[0m in \u001b[0;36mget_majorticklabels\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1243\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_majorticklabels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1244\u001b[0m \u001b[0;34m'Return a list of Text instances for the major ticklabels'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1245\u001b[0;31m \u001b[0mticks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_major_ticks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1246\u001b[0m \u001b[0mlabels1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mtick\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabel1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtick\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mticks\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtick\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabel1On\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1247\u001b[0m \u001b[0mlabels2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mtick\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabel2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtick\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mticks\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtick\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabel2On\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/dates.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1247\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1248\u001b[0m \u001b[0;34m'Return the locations of the ticks'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1249\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrefresh\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1250\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_locator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1251\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/dates.py\u001b[0m in \u001b[0;36mrefresh\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1267\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mrefresh\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1268\u001b[0m \u001b[0;34m'Refresh internal information based on current limits.'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1269\u001b[0;31m \u001b[0mdmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdmax\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mviewlim_to_dt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1270\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_locator\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_locator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdmax\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1271\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/dates.py\u001b[0m in \u001b[0;36mviewlim_to_dt\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1024\u001b[0m \u001b[0;34m'often happens if you pass a non-datetime '\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1025\u001b[0m \u001b[0;34m'value to an axis that has datetime units'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1026\u001b[0;31m .format(vmin))\n\u001b[0m\u001b[1;32m 1027\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mnum2date\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum2date\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvmax\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1028\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: view limit minimum -0.001 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Error in callback .post_execute at 0x11ca41488> (for post_execute):\n" - ] - }, - { - "ename": "ValueError", - "evalue": "view limit minimum -0.001 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36mpost_execute\u001b[0;34m()\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mpost_execute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_interactive\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m \u001b[0mdraw_all\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0;31m# IPython >= 2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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This often happens if you pass a non-datetime value to an axis that has datetime units" - ] - }, - { - "ename": "ValueError", - "evalue": "view limit minimum -0.001 is less than 1 and is an invalid Matplotlib date value. 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"\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/dates.py\u001b[0m in \u001b[0;36mviewlim_to_dt\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1024\u001b[0m \u001b[0;34m'often happens if you pass a non-datetime '\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1025\u001b[0m \u001b[0;34m'value to an axis that has datetime units'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1026\u001b[0;31m .format(vmin))\n\u001b[0m\u001b[1;32m 1027\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mnum2date\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum2date\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvmax\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1028\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: view limit minimum -0.001 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units" - ] + "data": { + "text/plain": [ + "Text(0.5, 0, 'Forecast Time (America/Phoenix)')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" }, { "data": { + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -4802,103 +3946,31 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": { "scrolled": true }, "outputs": [ { - "ename": "ValueError", - "evalue": "view limit minimum -0.001 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mwind\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'r'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinewidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Wind Speed'\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m' (%s)'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mfm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munits\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'wind_speed'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Forecast Time ('\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m')'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m 2739\u001b[0m \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2740\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2741\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 2742\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2743\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/axis.py\u001b[0m in \u001b[0;36mget_majorticklabels\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1243\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_majorticklabels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1244\u001b[0m \u001b[0;34m'Return a list of Text instances for the major ticklabels'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1245\u001b[0;31m \u001b[0mticks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_major_ticks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1246\u001b[0m \u001b[0mlabels1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mtick\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabel1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtick\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mticks\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtick\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabel1On\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1247\u001b[0m \u001b[0mlabels2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mtick\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabel2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtick\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mticks\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtick\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabel2On\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/axis.py\u001b[0m in \u001b[0;36mget_major_ticks\u001b[0;34m(self, numticks)\u001b[0m\n\u001b[1;32m 1394\u001b[0m \u001b[0;34m'get the tick instances; grow as necessary'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1395\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mnumticks\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1396\u001b[0;31m \u001b[0mnumticks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_major_locator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1397\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1398\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmajorTicks\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mnumticks\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/dates.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1247\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1248\u001b[0m \u001b[0;34m'Return the locations of the ticks'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1249\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrefresh\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1250\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_locator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1251\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/dates.py\u001b[0m in \u001b[0;36mrefresh\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1267\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mrefresh\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1268\u001b[0m \u001b[0;34m'Refresh internal information based on current limits.'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1269\u001b[0;31m \u001b[0mdmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdmax\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mviewlim_to_dt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1270\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_locator\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_locator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdmax\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1271\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/dates.py\u001b[0m in \u001b[0;36mviewlim_to_dt\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1024\u001b[0m \u001b[0;34m'often happens if you pass a non-datetime '\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1025\u001b[0m \u001b[0;34m'value to an axis that has datetime units'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1026\u001b[0;31m .format(vmin))\n\u001b[0m\u001b[1;32m 1027\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mnum2date\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum2date\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvmax\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1028\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: view limit minimum -0.001 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Error in callback .post_execute at 0x11ca41488> (for post_execute):\n" - ] - }, - { - "ename": "ValueError", - "evalue": "view limit minimum -0.001 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36mpost_execute\u001b[0;34m()\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mpost_execute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_interactive\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m \u001b[0mdraw_all\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0;31m# IPython >= 2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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This often happens if you pass a non-datetime value to an axis that has datetime units" - ] - }, - { - "ename": "ValueError", - "evalue": "view limit minimum -0.001 is less than 1 and is an invalid Matplotlib date value. 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"\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/matplotlib/dates.py\u001b[0m in \u001b[0;36mviewlim_to_dt\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1024\u001b[0m \u001b[0;34m'often happens if you pass a non-datetime '\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1025\u001b[0m \u001b[0;34m'value to an axis that has datetime units'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1026\u001b[0;31m .format(vmin))\n\u001b[0m\u001b[1;32m 1027\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mnum2date\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum2date\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvmax\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1028\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: view limit minimum -0.001 is less than 1 and is an invalid Matplotlib date value. This often happens if you pass a non-datetime value to an axis that has datetime units" - ] + "data": { + "text/plain": [ + "Text(0.5, 0, 'Forecast Time (America/Phoenix)')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" }, { "data": { + "image/png": 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\n", 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4624 rows × 6 columns

\n", + "

68 rows × 6 columns

\n", "" ], "text/plain": [ - " temp_air wind_speed ghi dni dhi total_clouds\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 11.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 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"2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 9.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 9.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 9.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 9.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 9.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 9.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 9.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 9.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 9.0\n", - "2018-11-02 00:00:00-07:00 NaN NaN 0.0 0.0 0.0 9.0\n", + " dhi dni ghi temp_air \\\n", + "2020-07-07 07:00:00-07:00 99.890925 347.091344 207.652749 29.950012 \n", + "2020-07-07 08:00:00-07:00 184.088292 372.718701 373.151942 28.850006 \n", + "2020-07-07 09:00:00-07:00 267.819401 396.893774 539.047214 27.750000 \n", + "2020-07-07 10:00:00-07:00 369.615267 328.202640 640.982335 26.649994 \n", + "2020-07-07 11:00:00-07:00 329.899278 582.259130 870.136458 25.550018 \n", + "... ... ... ... ... \n", + "2020-07-10 12:00:00-07:00 435.480046 373.322681 800.656204 26.649994 \n", + "2020-07-10 15:00:00-07:00 328.683112 417.412468 671.180334 32.250000 \n", + "2020-07-10 18:00:00-07:00 99.200042 315.749296 193.770591 38.350006 \n", + "2020-07-10 21:00:00-07:00 0.000000 0.000000 0.000000 42.250000 \n", + "2020-07-11 00:00:00-07:00 0.000000 0.000000 0.000000 41.649994 \n", "\n", - "[4624 rows x 6 columns]" + " total_clouds wind_speed \n", + "2020-07-07 07:00:00-07:00 21.0 3.6 \n", + "2020-07-07 08:00:00-07:00 28.0 3.6 \n", + "2020-07-07 09:00:00-07:00 27.0 3.6 \n", + "2020-07-07 10:00:00-07:00 33.0 2.6 \n", + "2020-07-07 11:00:00-07:00 10.0 2.6 \n", + "... ... ... \n", + "2020-07-10 12:00:00-07:00 29.0 2.6 \n", + "2020-07-10 15:00:00-07:00 26.0 3.1 \n", + "2020-07-10 18:00:00-07:00 23.0 4.1 \n", + "2020-07-10 21:00:00-07:00 26.0 5.1 \n", + "2020-07-11 00:00:00-07:00 28.0 6.2 \n", + "\n", + "[68 rows x 6 columns]" ] }, - "execution_count": 35, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data" + "data[sorted(data.columns)]" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": true - }, + "metadata": {}, "source": [ "## RAP" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -5595,7 +4178,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -5605,7 +4188,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -5614,29 +4197,21 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -5646,12 +4221,12 @@ "plt.ylabel('Cloud cover' + ' %')\n", "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", "plt.title('RAP')\n", - "plt.legend(bbox_to_anchor=(1.18,1.0))" + "plt.legend(bbox_to_anchor=(1.18,1.0));" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": { "scrolled": true }, @@ -5677,651 +4252,649 @@ " \n", " \n", " \n", - " temp_air\n", - " wind_speed\n", - " ghi\n", - " dni\n", " dhi\n", - " total_clouds\n", + " dni\n", + " ghi\n", + " high_clouds\n", " low_clouds\n", " mid_clouds\n", - " high_clouds\n", + " temp_air\n", + " total_clouds\n", + " wind_speed\n", " \n", " \n", " \n", " \n", - " 2018-11-02 07:00:00-07:00\n", - " 8.860504\n", - " 1.135160\n", - " 15.898465\n", - " 0.000000\n", - " 15.898465\n", + " 2020-07-07 07:00:00-07:00\n", + " 71.635540\n", + " 543.826680\n", + " 240.477996\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 28.347504\n", " 0.0\n", + " 2.327517\n", " \n", " \n", - " 2018-11-02 08:00:00-07:00\n", - " 8.247345\n", - " 1.324239\n", - " 207.367295\n", - " 631.164838\n", - " 49.568030\n", + " 2020-07-07 08:00:00-07:00\n", + " 86.596496\n", + " 728.586324\n", + " 456.175991\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 27.904663\n", " 0.0\n", + " 2.175546\n", " \n", " \n", - " 2018-11-02 09:00:00-07:00\n", - " 7.579926\n", - " 1.104332\n", - " 407.358602\n", - " 818.731315\n", - " 60.841352\n", + " 2020-07-07 09:00:00-07:00\n", + " 122.236626\n", + " 777.829389\n", + " 653.786825\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 26.495667\n", " 0.0\n", + " 1.384346\n", " \n", " \n", - " 2018-11-02 10:00:00-07:00\n", - " 7.046539\n", - " 1.495911\n", - " 566.861073\n", - " 877.336580\n", - " 77.061741\n", + " 2020-07-07 10:00:00-07:00\n", + " 171.241827\n", + " 779.819561\n", + " 816.018322\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 25.294281\n", " 0.0\n", + " 1.382019\n", " \n", " \n", - " 2018-11-02 11:00:00-07:00\n", - " 6.581604\n", - " 1.787012\n", - " 671.081727\n", - " 895.759140\n", - " 92.480010\n", + " 2020-07-07 11:00:00-07:00\n", + " 219.288315\n", + " 766.669947\n", + " 930.627284\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 24.858032\n", " 0.0\n", + " 2.235861\n", " \n", " \n", - " 2018-11-02 12:00:00-07:00\n", - " 5.881744\n", - " 1.747029\n", - " 711.945346\n", - " 899.784644\n", - " 99.890062\n", + " 2020-07-07 12:00:00-07:00\n", + " 248.835940\n", + " 756.003554\n", + " 989.335867\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 23.831116\n", " 0.0\n", + " 1.536941\n", " \n", " \n", - " 2018-11-02 13:00:00-07:00\n", - " 5.473267\n", - " 1.717933\n", - " 686.420887\n", - " 897.464738\n", - " 95.161814\n", + " 2020-07-07 13:00:00-07:00\n", + " 248.107815\n", + " 756.279866\n", + " 987.969156\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 23.937256\n", " 0.0\n", + " 1.048759\n", " \n", " \n", - " 2018-11-02 14:00:00-07:00\n", - " 5.062897\n", - " 1.585807\n", - " 596.392581\n", - " 883.850233\n", - " 80.974106\n", + " 2020-07-07 14:00:00-07:00\n", + " 217.396559\n", + " 767.306217\n", + " 926.616347\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 30.558380\n", " 0.0\n", + " 1.808497\n", " \n", " \n", - " 2018-11-02 15:00:00-07:00\n", - " 9.387787\n", - " 1.220390\n", - " 448.721044\n", - " 838.526803\n", - " 64.338163\n", + " 2020-07-07 15:00:00-07:00\n", + " 168.912693\n", + " 780.228478\n", + " 809.627894\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 36.067719\n", " 0.0\n", + " 1.068781\n", " \n", " \n", - " 2018-11-02 16:00:00-07:00\n", - " 14.636536\n", - " 2.336682\n", - " 256.189545\n", - " 692.798407\n", - " 53.154912\n", + " 2020-07-07 16:00:00-07:00\n", + " 120.244061\n", + " 776.950602\n", + " 645.449998\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 40.855499\n", " 0.0\n", + " 2.179613\n", " \n", " \n", - " 2018-11-02 17:00:00-07:00\n", - " 19.255585\n", - " 1.916539\n", - " 50.638289\n", - " 172.607483\n", - " 33.653290\n", + " 2020-07-07 17:00:00-07:00\n", + " 85.436744\n", + " 724.204396\n", + " 446.504106\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 44.690613\n", " 0.0\n", + " 2.377453\n", " \n", " \n", - " 2018-11-02 18:00:00-07:00\n", - " 24.219849\n", - " 1.114563\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-07 18:00:00-07:00\n", + " 70.760082\n", + " 530.377043\n", + " 230.422477\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 47.460571\n", " 0.0\n", + " 2.551703\n", " \n", " \n", - " 2018-11-02 19:00:00-07:00\n", - " 28.346283\n", - " 1.385884\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-07 19:00:00-07:00\n", + " 31.921094\n", + " 45.168640\n", + " 36.294916\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 49.285980\n", " 0.0\n", + " 3.459794\n", " \n", " \n", - " 2018-11-02 20:00:00-07:00\n", - " 30.038361\n", - " 1.525370\n", + " 2020-07-07 20:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 50.784973\n", " 0.0\n", + " 3.655803\n", " \n", " \n", - " 2018-11-02 21:00:00-07:00\n", - " 30.400116\n", - " 1.496394\n", + " 2020-07-07 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 51.117493\n", " 0.0\n", + " 3.754607\n", " \n", " \n", - " 2018-11-02 22:00:00-07:00\n", - " 29.138641\n", - " 1.743292\n", + " 2020-07-07 22:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 49.905579\n", " 0.0\n", + " 3.628853\n", " \n", " \n", - " 2018-11-02 23:00:00-07:00\n", - " 26.351410\n", - " 2.774721\n", + " 2020-07-07 23:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 48.206177\n", " 0.0\n", + " 3.996997\n", " \n", " \n", - " 2018-11-03 00:00:00-07:00\n", - " 22.478729\n", - " 2.931873\n", + " 2020-07-08 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 45.676361\n", " 0.0\n", + " 3.979780\n", " \n", " \n", - " 2018-11-03 01:00:00-07:00\n", - " 18.208282\n", - " 3.272368\n", + " 2020-07-08 01:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 42.436981\n", " 0.0\n", + " 3.814770\n", " \n", " \n", - " 2018-11-03 02:00:00-07:00\n", - " 15.719299\n", - " 2.048281\n", + " 2020-07-08 02:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 38.626068\n", " 0.0\n", + " 3.449723\n", " \n", " \n", - " 2018-11-03 03:00:00-07:00\n", - " 14.090179\n", - " 1.532591\n", + " 2020-07-08 03:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 33.746185\n", " 0.0\n", + " 2.532734\n", " \n", " \n", - " 2018-11-03 04:00:00-07:00\n", - " 12.829376\n", - " 1.175292\n", + " 2020-07-08 04:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 31.455780\n", " 0.0\n", + " 2.456241\n", " \n", " \n", - " 2018-11-03 05:00:00-07:00\n", - " 11.807678\n", - " 1.380087\n", + " 2020-07-08 05:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 30.601807\n", " 0.0\n", + " 3.205541\n", " \n", " \n", - " 2018-11-03 06:00:00-07:00\n", - " 10.972809\n", - " 1.512287\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-08 06:00:00-07:00\n", + " 34.862378\n", + " 67.546325\n", + " 41.944462\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 29.315033\n", " 0.0\n", + " 3.808608\n", " \n", " \n", - " 2018-11-03 07:00:00-07:00\n", - " 10.188080\n", - " 1.235779\n", - " 14.307855\n", - " 0.000000\n", - " 14.307855\n", + " 2020-07-08 07:00:00-07:00\n", + " 71.848463\n", + " 539.666746\n", + " 238.634289\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 27.729797\n", " 0.0\n", + " 2.184620\n", " \n", " \n", - " 2018-11-03 08:00:00-07:00\n", - " 9.558899\n", - " 0.975911\n", - " 203.900668\n", - " 626.524509\n", - " 49.371859\n", + " 2020-07-08 08:00:00-07:00\n", + " 86.868218\n", + " 726.368812\n", + " 454.437459\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 26.687714\n", " 0.0\n", + " 1.322847\n", " \n", " \n", - " 2018-11-03 09:00:00-07:00\n", - " 8.955811\n", - " 1.089455\n", - " 403.560574\n", - " 817.693817\n", - " 60.445428\n", + " 2020-07-08 09:00:00-07:00\n", + " 122.512815\n", + " 776.323959\n", + " 652.254371\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 25.858002\n", " 0.0\n", + " 1.376876\n", " \n", " \n", - " 2018-11-03 10:00:00-07:00\n", - " 8.327759\n", - " 0.981827\n", - " 562.878452\n", - " 877.355027\n", - " 76.422802\n", + " 2020-07-08 10:00:00-07:00\n", + " 171.595131\n", + " 778.561044\n", + " 814.716357\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 25.042908\n", " 0.0\n", + " 1.788842\n", " \n", " \n", - " 2018-11-03 11:00:00-07:00\n", - " 8.018646\n", - " 1.016345\n", - " 666.989197\n", - " 896.292147\n", - " 91.585396\n", + " 2020-07-08 11:00:00-07:00\n", + " 219.759262\n", + " 765.485272\n", + " 929.548292\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 24.445129\n", " 0.0\n", + " 2.093503\n", " \n", " \n", - " 2018-11-03 12:00:00-07:00\n", - " 7.644623\n", - " 1.370296\n", - " 694.009061\n", - " 864.012971\n", - " 109.744501\n", - " 3.0\n", + " 2020-07-08 12:00:00-07:00\n", + " 249.427638\n", + " 754.817268\n", + " 988.451127\n", " 0.0\n", " 0.0\n", - " 3.0\n", + " 0.0\n", + " 23.918152\n", + " 0.0\n", + " 2.265164\n", " \n", " \n", - " 2018-11-03 13:00:00-07:00\n", - " 7.478516\n", - " 1.490490\n", - " 269.855281\n", - " 25.106937\n", - " 253.414237\n", - " 93.0\n", + " 2020-07-08 13:00:00-07:00\n", + " 248.778592\n", + " 755.062801\n", + " 987.234136\n", + " 0.0\n", + " 0.0\n", " 0.0\n", + " 24.713837\n", " 0.0\n", - " 93.0\n", + " 2.466437\n", " \n", " \n", - " 2018-11-03 14:00:00-07:00\n", - " 6.930573\n", - " 1.002582\n", - " 542.325571\n", - " 710.316449\n", - " 130.842869\n", - " 13.0\n", + " 2020-07-08 14:00:00-07:00\n", + " 218.072349\n", + " 766.050184\n", + " 925.975581\n", " 0.0\n", " 0.0\n", - " 13.0\n", + " 0.0\n", + " 30.513672\n", + " 0.0\n", + " 2.081351\n", " \n", " \n", - " 2018-11-03 15:00:00-07:00\n", - " 11.192993\n", - " 0.858566\n", - " 444.878293\n", - " 837.823063\n", - " 63.893070\n", + " 2020-07-08 15:00:00-07:00\n", + " 169.516668\n", + " 778.921066\n", + " 809.020321\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 36.506775\n", " 0.0\n", + " 1.837201\n", " \n", " \n", - " 2018-11-03 16:00:00-07:00\n", - " 17.263062\n", - " 1.382749\n", - " 252.627800\n", - " 689.557547\n", - " 52.903901\n", + " 2020-07-08 16:00:00-07:00\n", + " 120.732892\n", + " 775.528590\n", + " 644.815668\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 42.005127\n", " 0.0\n", + " 1.637601\n", " \n", " \n", - " 2018-11-03 17:00:00-07:00\n", - " 22.654663\n", - " 2.503232\n", - " 48.105416\n", - " 160.935146\n", - " 32.773378\n", + " 2020-07-08 17:00:00-07:00\n", + " 85.833749\n", + " 722.415257\n", + " 445.795050\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 46.309509\n", " 0.0\n", + " 1.727112\n", " \n", " \n", - " 2018-11-03 18:00:00-07:00\n", - " 27.515106\n", - " 2.553739\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-08 18:00:00-07:00\n", + " 71.052011\n", + " 527.549866\n", + " 229.634467\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 49.280518\n", " 0.0\n", + " 2.432863\n", " \n", " \n", - " 2018-11-03 19:00:00-07:00\n", - " 30.696014\n", - " 2.452050\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", + " 2020-07-08 19:00:00-07:00\n", + " 31.675297\n", + " 42.011742\n", + " 35.717714\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 51.188080\n", " 0.0\n", + " 3.393902\n", " \n", " \n", - " 2018-11-03 20:00:00-07:00\n", - " 31.829346\n", - " 3.775545\n", + " 2020-07-08 20:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 58.0\n", " 0.0\n", " 0.0\n", - " 58.0\n", + " 0.0\n", + " 52.083954\n", + " 0.0\n", + " 3.550420\n", " \n", " \n", - " 2018-11-03 21:00:00-07:00\n", - " 31.670441\n", - " 4.116302\n", + " 2020-07-08 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 10.0\n", " 0.0\n", " 0.0\n", - " 10.0\n", + " 0.0\n", + " 51.954742\n", + " 0.0\n", + " 3.469018\n", " \n", " \n", - " 2018-11-03 22:00:00-07:00\n", - " 30.231049\n", - " 4.094347\n", + " 2020-07-08 22:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", " 0.0\n", " 0.0\n", " 0.0\n", + " 49.927155\n", " 0.0\n", + " 4.115798\n", " \n", " \n", "\n", "" ], "text/plain": [ - " temp_air wind_speed ghi dni \\\n", - "2018-11-02 07:00:00-07:00 8.860504 1.135160 15.898465 0.000000 \n", - "2018-11-02 08:00:00-07:00 8.247345 1.324239 207.367295 631.164838 \n", - "2018-11-02 09:00:00-07:00 7.579926 1.104332 407.358602 818.731315 \n", - "2018-11-02 10:00:00-07:00 7.046539 1.495911 566.861073 877.336580 \n", - "2018-11-02 11:00:00-07:00 6.581604 1.787012 671.081727 895.759140 \n", - "2018-11-02 12:00:00-07:00 5.881744 1.747029 711.945346 899.784644 \n", - "2018-11-02 13:00:00-07:00 5.473267 1.717933 686.420887 897.464738 \n", - "2018-11-02 14:00:00-07:00 5.062897 1.585807 596.392581 883.850233 \n", - "2018-11-02 15:00:00-07:00 9.387787 1.220390 448.721044 838.526803 \n", - "2018-11-02 16:00:00-07:00 14.636536 2.336682 256.189545 692.798407 \n", - "2018-11-02 17:00:00-07:00 19.255585 1.916539 50.638289 172.607483 \n", - "2018-11-02 18:00:00-07:00 24.219849 1.114563 0.000000 0.000000 \n", - "2018-11-02 19:00:00-07:00 28.346283 1.385884 0.000000 0.000000 \n", - "2018-11-02 20:00:00-07:00 30.038361 1.525370 0.000000 0.000000 \n", - "2018-11-02 21:00:00-07:00 30.400116 1.496394 0.000000 0.000000 \n", - "2018-11-02 22:00:00-07:00 29.138641 1.743292 0.000000 0.000000 \n", - "2018-11-02 23:00:00-07:00 26.351410 2.774721 0.000000 0.000000 \n", - "2018-11-03 00:00:00-07:00 22.478729 2.931873 0.000000 0.000000 \n", - "2018-11-03 01:00:00-07:00 18.208282 3.272368 0.000000 0.000000 \n", - "2018-11-03 02:00:00-07:00 15.719299 2.048281 0.000000 0.000000 \n", - "2018-11-03 03:00:00-07:00 14.090179 1.532591 0.000000 0.000000 \n", - "2018-11-03 04:00:00-07:00 12.829376 1.175292 0.000000 0.000000 \n", - "2018-11-03 05:00:00-07:00 11.807678 1.380087 0.000000 0.000000 \n", - "2018-11-03 06:00:00-07:00 10.972809 1.512287 0.000000 0.000000 \n", - "2018-11-03 07:00:00-07:00 10.188080 1.235779 14.307855 0.000000 \n", - "2018-11-03 08:00:00-07:00 9.558899 0.975911 203.900668 626.524509 \n", - "2018-11-03 09:00:00-07:00 8.955811 1.089455 403.560574 817.693817 \n", - "2018-11-03 10:00:00-07:00 8.327759 0.981827 562.878452 877.355027 \n", - "2018-11-03 11:00:00-07:00 8.018646 1.016345 666.989197 896.292147 \n", - "2018-11-03 12:00:00-07:00 7.644623 1.370296 694.009061 864.012971 \n", - "2018-11-03 13:00:00-07:00 7.478516 1.490490 269.855281 25.106937 \n", - "2018-11-03 14:00:00-07:00 6.930573 1.002582 542.325571 710.316449 \n", - "2018-11-03 15:00:00-07:00 11.192993 0.858566 444.878293 837.823063 \n", - "2018-11-03 16:00:00-07:00 17.263062 1.382749 252.627800 689.557547 \n", - "2018-11-03 17:00:00-07:00 22.654663 2.503232 48.105416 160.935146 \n", - "2018-11-03 18:00:00-07:00 27.515106 2.553739 0.000000 0.000000 \n", - "2018-11-03 19:00:00-07:00 30.696014 2.452050 0.000000 0.000000 \n", - "2018-11-03 20:00:00-07:00 31.829346 3.775545 0.000000 0.000000 \n", - "2018-11-03 21:00:00-07:00 31.670441 4.116302 0.000000 0.000000 \n", - "2018-11-03 22:00:00-07:00 30.231049 4.094347 0.000000 0.000000 \n", + " dhi dni ghi high_clouds \\\n", + "2020-07-07 07:00:00-07:00 71.635540 543.826680 240.477996 0.0 \n", + "2020-07-07 08:00:00-07:00 86.596496 728.586324 456.175991 0.0 \n", + "2020-07-07 09:00:00-07:00 122.236626 777.829389 653.786825 0.0 \n", + "2020-07-07 10:00:00-07:00 171.241827 779.819561 816.018322 0.0 \n", + "2020-07-07 11:00:00-07:00 219.288315 766.669947 930.627284 0.0 \n", + "2020-07-07 12:00:00-07:00 248.835940 756.003554 989.335867 0.0 \n", + "2020-07-07 13:00:00-07:00 248.107815 756.279866 987.969156 0.0 \n", + "2020-07-07 14:00:00-07:00 217.396559 767.306217 926.616347 0.0 \n", + "2020-07-07 15:00:00-07:00 168.912693 780.228478 809.627894 0.0 \n", + "2020-07-07 16:00:00-07:00 120.244061 776.950602 645.449998 0.0 \n", + "2020-07-07 17:00:00-07:00 85.436744 724.204396 446.504106 0.0 \n", + "2020-07-07 18:00:00-07:00 70.760082 530.377043 230.422477 0.0 \n", + "2020-07-07 19:00:00-07:00 31.921094 45.168640 36.294916 0.0 \n", + "2020-07-07 20:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-07 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-07 22:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-07 23:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 01:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 02:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 04:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 05:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 06:00:00-07:00 34.862378 67.546325 41.944462 0.0 \n", + "2020-07-08 07:00:00-07:00 71.848463 539.666746 238.634289 0.0 \n", + "2020-07-08 08:00:00-07:00 86.868218 726.368812 454.437459 0.0 \n", + "2020-07-08 09:00:00-07:00 122.512815 776.323959 652.254371 0.0 \n", + "2020-07-08 10:00:00-07:00 171.595131 778.561044 814.716357 0.0 \n", + "2020-07-08 11:00:00-07:00 219.759262 765.485272 929.548292 0.0 \n", + "2020-07-08 12:00:00-07:00 249.427638 754.817268 988.451127 0.0 \n", + "2020-07-08 13:00:00-07:00 248.778592 755.062801 987.234136 0.0 \n", + "2020-07-08 14:00:00-07:00 218.072349 766.050184 925.975581 0.0 \n", + "2020-07-08 15:00:00-07:00 169.516668 778.921066 809.020321 0.0 \n", + "2020-07-08 16:00:00-07:00 120.732892 775.528590 644.815668 0.0 \n", + "2020-07-08 17:00:00-07:00 85.833749 722.415257 445.795050 0.0 \n", + "2020-07-08 18:00:00-07:00 71.052011 527.549866 229.634467 0.0 \n", + "2020-07-08 19:00:00-07:00 31.675297 42.011742 35.717714 0.0 \n", + "2020-07-08 20:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 22:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", "\n", - " dhi total_clouds low_clouds mid_clouds \\\n", - "2018-11-02 07:00:00-07:00 15.898465 0.0 0.0 0.0 \n", - "2018-11-02 08:00:00-07:00 49.568030 0.0 0.0 0.0 \n", - "2018-11-02 09:00:00-07:00 60.841352 0.0 0.0 0.0 \n", - "2018-11-02 10:00:00-07:00 77.061741 0.0 0.0 0.0 \n", - "2018-11-02 11:00:00-07:00 92.480010 0.0 0.0 0.0 \n", - "2018-11-02 12:00:00-07:00 99.890062 0.0 0.0 0.0 \n", - "2018-11-02 13:00:00-07:00 95.161814 0.0 0.0 0.0 \n", - "2018-11-02 14:00:00-07:00 80.974106 0.0 0.0 0.0 \n", - "2018-11-02 15:00:00-07:00 64.338163 0.0 0.0 0.0 \n", - "2018-11-02 16:00:00-07:00 53.154912 0.0 0.0 0.0 \n", - "2018-11-02 17:00:00-07:00 33.653290 0.0 0.0 0.0 \n", - "2018-11-02 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 19:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 20:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 21:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 22:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-02 23:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 00:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 01:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 02:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 03:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 04:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 05:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 06:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 07:00:00-07:00 14.307855 0.0 0.0 0.0 \n", - "2018-11-03 08:00:00-07:00 49.371859 0.0 0.0 0.0 \n", - "2018-11-03 09:00:00-07:00 60.445428 0.0 0.0 0.0 \n", - "2018-11-03 10:00:00-07:00 76.422802 0.0 0.0 0.0 \n", - "2018-11-03 11:00:00-07:00 91.585396 0.0 0.0 0.0 \n", - "2018-11-03 12:00:00-07:00 109.744501 3.0 0.0 0.0 \n", - "2018-11-03 13:00:00-07:00 253.414237 93.0 0.0 0.0 \n", - "2018-11-03 14:00:00-07:00 130.842869 13.0 0.0 0.0 \n", - "2018-11-03 15:00:00-07:00 63.893070 0.0 0.0 0.0 \n", - "2018-11-03 16:00:00-07:00 52.903901 0.0 0.0 0.0 \n", - "2018-11-03 17:00:00-07:00 32.773378 0.0 0.0 0.0 \n", - "2018-11-03 18:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 19:00:00-07:00 0.000000 0.0 0.0 0.0 \n", - "2018-11-03 20:00:00-07:00 0.000000 58.0 0.0 0.0 \n", - "2018-11-03 21:00:00-07:00 0.000000 10.0 0.0 0.0 \n", - "2018-11-03 22:00:00-07:00 0.000000 0.0 0.0 0.0 \n", + " low_clouds mid_clouds temp_air total_clouds \\\n", + "2020-07-07 07:00:00-07:00 0.0 0.0 28.347504 0.0 \n", + "2020-07-07 08:00:00-07:00 0.0 0.0 27.904663 0.0 \n", + "2020-07-07 09:00:00-07:00 0.0 0.0 26.495667 0.0 \n", + "2020-07-07 10:00:00-07:00 0.0 0.0 25.294281 0.0 \n", + "2020-07-07 11:00:00-07:00 0.0 0.0 24.858032 0.0 \n", + "2020-07-07 12:00:00-07:00 0.0 0.0 23.831116 0.0 \n", + "2020-07-07 13:00:00-07:00 0.0 0.0 23.937256 0.0 \n", + "2020-07-07 14:00:00-07:00 0.0 0.0 30.558380 0.0 \n", + "2020-07-07 15:00:00-07:00 0.0 0.0 36.067719 0.0 \n", + "2020-07-07 16:00:00-07:00 0.0 0.0 40.855499 0.0 \n", + "2020-07-07 17:00:00-07:00 0.0 0.0 44.690613 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 0.0 47.460571 0.0 \n", + "2020-07-07 19:00:00-07:00 0.0 0.0 49.285980 0.0 \n", + "2020-07-07 20:00:00-07:00 0.0 0.0 50.784973 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 0.0 51.117493 0.0 \n", + "2020-07-07 22:00:00-07:00 0.0 0.0 49.905579 0.0 \n", + "2020-07-07 23:00:00-07:00 0.0 0.0 48.206177 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 0.0 45.676361 0.0 \n", + "2020-07-08 01:00:00-07:00 0.0 0.0 42.436981 0.0 \n", + "2020-07-08 02:00:00-07:00 0.0 0.0 38.626068 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 0.0 33.746185 0.0 \n", + "2020-07-08 04:00:00-07:00 0.0 0.0 31.455780 0.0 \n", + "2020-07-08 05:00:00-07:00 0.0 0.0 30.601807 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 0.0 29.315033 0.0 \n", + "2020-07-08 07:00:00-07:00 0.0 0.0 27.729797 0.0 \n", + "2020-07-08 08:00:00-07:00 0.0 0.0 26.687714 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 0.0 25.858002 0.0 \n", + "2020-07-08 10:00:00-07:00 0.0 0.0 25.042908 0.0 \n", + "2020-07-08 11:00:00-07:00 0.0 0.0 24.445129 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 0.0 23.918152 0.0 \n", + "2020-07-08 13:00:00-07:00 0.0 0.0 24.713837 0.0 \n", + "2020-07-08 14:00:00-07:00 0.0 0.0 30.513672 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 0.0 36.506775 0.0 \n", + "2020-07-08 16:00:00-07:00 0.0 0.0 42.005127 0.0 \n", + "2020-07-08 17:00:00-07:00 0.0 0.0 46.309509 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 0.0 49.280518 0.0 \n", + "2020-07-08 19:00:00-07:00 0.0 0.0 51.188080 0.0 \n", + "2020-07-08 20:00:00-07:00 0.0 0.0 52.083954 0.0 \n", + "2020-07-08 21:00:00-07:00 0.0 0.0 51.954742 0.0 \n", + "2020-07-08 22:00:00-07:00 0.0 0.0 49.927155 0.0 \n", "\n", - " high_clouds \n", - "2018-11-02 07:00:00-07:00 0.0 \n", - "2018-11-02 08:00:00-07:00 0.0 \n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 10:00:00-07:00 0.0 \n", - "2018-11-02 11:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 13:00:00-07:00 0.0 \n", - "2018-11-02 14:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 0.0 \n", - "2018-11-02 16:00:00-07:00 0.0 \n", - "2018-11-02 17:00:00-07:00 0.0 \n", - "2018-11-02 18:00:00-07:00 0.0 \n", - "2018-11-02 19:00:00-07:00 0.0 \n", - "2018-11-02 20:00:00-07:00 0.0 \n", - "2018-11-02 21:00:00-07:00 0.0 \n", - "2018-11-02 22:00:00-07:00 0.0 \n", - "2018-11-02 23:00:00-07:00 0.0 \n", - "2018-11-03 00:00:00-07:00 0.0 \n", - "2018-11-03 01:00:00-07:00 0.0 \n", - "2018-11-03 02:00:00-07:00 0.0 \n", - "2018-11-03 03:00:00-07:00 0.0 \n", - "2018-11-03 04:00:00-07:00 0.0 \n", - "2018-11-03 05:00:00-07:00 0.0 \n", - "2018-11-03 06:00:00-07:00 0.0 \n", - "2018-11-03 07:00:00-07:00 0.0 \n", - "2018-11-03 08:00:00-07:00 0.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 10:00:00-07:00 0.0 \n", - "2018-11-03 11:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 3.0 \n", - "2018-11-03 13:00:00-07:00 93.0 \n", - "2018-11-03 14:00:00-07:00 13.0 \n", - "2018-11-03 15:00:00-07:00 0.0 \n", - "2018-11-03 16:00:00-07:00 0.0 \n", - "2018-11-03 17:00:00-07:00 0.0 \n", - "2018-11-03 18:00:00-07:00 0.0 \n", - "2018-11-03 19:00:00-07:00 0.0 \n", - "2018-11-03 20:00:00-07:00 58.0 \n", - "2018-11-03 21:00:00-07:00 10.0 \n", - "2018-11-03 22:00:00-07:00 0.0 " + " wind_speed \n", + "2020-07-07 07:00:00-07:00 2.327517 \n", + "2020-07-07 08:00:00-07:00 2.175546 \n", + "2020-07-07 09:00:00-07:00 1.384346 \n", + "2020-07-07 10:00:00-07:00 1.382019 \n", + "2020-07-07 11:00:00-07:00 2.235861 \n", + "2020-07-07 12:00:00-07:00 1.536941 \n", + "2020-07-07 13:00:00-07:00 1.048759 \n", + "2020-07-07 14:00:00-07:00 1.808497 \n", + "2020-07-07 15:00:00-07:00 1.068781 \n", + "2020-07-07 16:00:00-07:00 2.179613 \n", + "2020-07-07 17:00:00-07:00 2.377453 \n", + "2020-07-07 18:00:00-07:00 2.551703 \n", + "2020-07-07 19:00:00-07:00 3.459794 \n", + "2020-07-07 20:00:00-07:00 3.655803 \n", + "2020-07-07 21:00:00-07:00 3.754607 \n", + "2020-07-07 22:00:00-07:00 3.628853 \n", + "2020-07-07 23:00:00-07:00 3.996997 \n", + "2020-07-08 00:00:00-07:00 3.979780 \n", + "2020-07-08 01:00:00-07:00 3.814770 \n", + "2020-07-08 02:00:00-07:00 3.449723 \n", + "2020-07-08 03:00:00-07:00 2.532734 \n", + "2020-07-08 04:00:00-07:00 2.456241 \n", + "2020-07-08 05:00:00-07:00 3.205541 \n", + "2020-07-08 06:00:00-07:00 3.808608 \n", + "2020-07-08 07:00:00-07:00 2.184620 \n", + "2020-07-08 08:00:00-07:00 1.322847 \n", + "2020-07-08 09:00:00-07:00 1.376876 \n", + "2020-07-08 10:00:00-07:00 1.788842 \n", + "2020-07-08 11:00:00-07:00 2.093503 \n", + "2020-07-08 12:00:00-07:00 2.265164 \n", + "2020-07-08 13:00:00-07:00 2.466437 \n", + "2020-07-08 14:00:00-07:00 2.081351 \n", + "2020-07-08 15:00:00-07:00 1.837201 \n", + "2020-07-08 16:00:00-07:00 1.637601 \n", + "2020-07-08 17:00:00-07:00 1.727112 \n", + "2020-07-08 18:00:00-07:00 2.432863 \n", + "2020-07-08 19:00:00-07:00 3.393902 \n", + "2020-07-08 20:00:00-07:00 3.550420 \n", + "2020-07-08 21:00:00-07:00 3.469018 \n", + "2020-07-08 22:00:00-07:00 4.115798 " ] }, - "execution_count": 38, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data" + "data[sorted(data.columns)]" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": true - }, + "metadata": {}, "source": [ "## HRRR" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -6330,7 +4903,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -6339,7 +4912,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -6363,935 +4936,935 @@ " \n", " \n", " \n", - " Total_cloud_cover_entire_atmosphere\n", + " High_cloud_cover_high_cloud\n", + " Low_cloud_cover_low_cloud\n", " Medium_cloud_cover_middle_cloud\n", - " Wind_speed_gust_surface\n", " Pressure_surface\n", - " Low_cloud_cover_low_cloud\n", - " High_cloud_cover_high_cloud\n", " Temperature_height_above_ground\n", - " v-component_of_wind_height_above_ground_0\n", - " v-component_of_wind_height_above_ground_1\n", + " Total_cloud_cover_entire_atmosphere\n", + " Wind_speed_gust_surface\n", " u-component_of_wind_height_above_ground_0\n", " u-component_of_wind_height_above_ground_1\n", + " v-component_of_wind_height_above_ground_0\n", + " v-component_of_wind_height_above_ground_1\n", " \n", " \n", " \n", " \n", - " 2018-11-02 07:00:00-07:00\n", - " 0.00\n", + " 2020-07-07 07:00:00-07:00\n", " 0.0\n", - " 2.858998\n", - " 93110.906250\n", " 0.0\n", - " 0.00\n", - " 282.734772\n", - " 1.703051\n", - " 2.652807\n", - " -0.149881\n", - " -2.156889\n", + " 0.000\n", + " 92405.796875\n", + " 303.080902\n", + " 0.000\n", + " 3.313515\n", + " 2.322375\n", + " 1.645506\n", + " 1.905790\n", + " 1.961100\n", " \n", " \n", - " 2018-11-02 08:00:00-07:00\n", - " 0.00\n", + " 2020-07-07 08:00:00-07:00\n", " 0.0\n", - " 3.175681\n", - " 93110.906250\n", " 0.0\n", - " 0.00\n", - " 281.940887\n", - " 1.738281\n", - " 2.975603\n", - " -0.135754\n", - " -2.348145\n", + " 0.000\n", + " 92417.179688\n", + " 302.527344\n", + " 0.000\n", + " 3.688914\n", + " 1.022413\n", + " 1.033438\n", + " 1.896727\n", + " 3.745087\n", " \n", " \n", - " 2018-11-02 09:00:00-07:00\n", - " 0.00\n", + " 2020-07-07 09:00:00-07:00\n", " 0.0\n", - " 2.922028\n", - " 93110.906250\n", " 0.0\n", - " 0.00\n", - " 281.278748\n", - " 1.895540\n", - " 2.626053\n", - " -0.073610\n", - " -2.119377\n", + " 0.000\n", + " 92431.882812\n", + " 301.572510\n", + " 0.000\n", + " 3.759586\n", + " 0.053196\n", + " -1.240793\n", + " 1.954304\n", + " 3.913967\n", " \n", " \n", - " 2018-11-02 10:00:00-07:00\n", - " 0.00\n", + " 2020-07-07 10:00:00-07:00\n", " 0.0\n", - " 3.088861\n", - " 93111.132812\n", " 0.0\n", - " 0.00\n", - " 280.820709\n", - " 1.928577\n", - " 2.535147\n", - " -0.490700\n", - " -2.733677\n", + " 0.000\n", + " 92445.476562\n", + " 300.629303\n", + " 0.000\n", + " 4.403845\n", + " 1.118842\n", + " 0.075386\n", + " 2.179615\n", + " 4.983353\n", " \n", " \n", - " 2018-11-02 11:00:00-07:00\n", - " 0.00\n", + " 2020-07-07 11:00:00-07:00\n", " 0.0\n", - " 2.993270\n", - " 93111.132812\n", " 0.0\n", - " 0.00\n", - " 280.465454\n", - " 1.744240\n", - " 2.407396\n", - " -0.573812\n", - " -3.008923\n", + " 0.000\n", + " 92506.515625\n", + " 299.980896\n", + " 0.000\n", + " 5.306301\n", + " -0.180458\n", + " -2.119454\n", + " 2.453848\n", + " 5.835173\n", " \n", " \n", - " 2018-11-02 12:00:00-07:00\n", - " 0.00\n", + " 2020-07-07 12:00:00-07:00\n", " 0.0\n", - " 3.095059\n", - " 93111.132812\n", " 0.0\n", - " 0.00\n", - " 280.178925\n", - " 2.080114\n", - " 2.108854\n", - " -0.923473\n", - " -3.160629\n", + " 0.000\n", + " 92555.828125\n", + " 299.130402\n", + " 0.000\n", + " 3.395902\n", + " -0.486989\n", + " -2.939567\n", + " 1.794128\n", + " 2.667837\n", " \n", " \n", - " 2018-11-02 13:00:00-07:00\n", - " 0.00\n", + " 2020-07-07 13:00:00-07:00\n", " 0.0\n", - " 2.409759\n", - " 93111.132812\n", " 0.0\n", - " 0.00\n", - " 279.564240\n", - " 1.481094\n", - " 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2.489840\n", - " 92911.132812\n", " 0.0\n", - " 0.00\n", - " 289.258209\n", - " 1.506355\n", - " 2.364838\n", - " -0.490326\n", - " -0.572165\n", + " 0.000\n", + " 92704.734375\n", + " 306.818756\n", + " 0.000\n", + " 2.269935\n", + " 0.222836\n", + " 0.191210\n", + " 1.083733\n", + " 1.314808\n", " \n", " \n", - " 2018-11-03 17:00:00-07:00\n", - " 0.00\n", + " 2020-07-08 17:00:00-07:00\n", " 0.0\n", - " 1.382844\n", - " 92911.132812\n", " 0.0\n", - " 0.00\n", - " 291.945007\n", - " 1.060296\n", - " 1.237614\n", - " -0.290752\n", - " -0.261408\n", + " 0.000\n", + " 92684.734375\n", + " 308.978821\n", + " 0.000\n", + " 2.619478\n", + " 0.936072\n", + " 0.979126\n", + " -0.099970\n", + " -0.044821\n", " \n", " \n", - " 2018-11-03 18:00:00-07:00\n", - " 0.00\n", + " 2020-07-08 18:00:00-07:00\n", " 0.0\n", - " 3.263468\n", - " 92810.906250\n", " 0.0\n", - " 0.00\n", - " 294.491821\n", - " -0.292503\n", - " -0.183622\n", - " 0.621984\n", - " 0.726418\n", + " 0.000\n", + " 92623.804688\n", + " 310.755005\n", + " 0.000\n", + " 3.210310\n", + " 1.378606\n", + " 1.681459\n", + " -1.093060\n", + " -1.316065\n", " \n", " \n", - " 2018-11-03 19:00:00-07:00\n", - " 0.00\n", + " 2020-07-08 19:00:00-07:00\n", " 0.0\n", - " 3.413371\n", - " 92810.906250\n", - " 0.0\n", - " 0.00\n", - " 297.101593\n", - " -0.645355\n", - " -0.851488\n", - " 0.996397\n", - " 1.348511\n", + " 0.5\n", + " 1.875\n", + " 92545.890625\n", + " 312.208740\n", + " 1.875\n", + " 4.035597\n", + " 0.965443\n", + " 0.937042\n", + " -1.054458\n", + " -1.715950\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Total_cloud_cover_entire_atmosphere \\\n", - "2018-11-02 07:00:00-07:00 0.00 \n", - "2018-11-02 08:00:00-07:00 0.00 \n", - "2018-11-02 09:00:00-07:00 0.00 \n", - "2018-11-02 10:00:00-07:00 0.00 \n", - "2018-11-02 11:00:00-07:00 0.00 \n", - "2018-11-02 12:00:00-07:00 0.00 \n", - "2018-11-02 13:00:00-07:00 0.00 \n", - "2018-11-02 14:00:00-07:00 0.00 \n", - "2018-11-02 15:00:00-07:00 0.00 \n", - "2018-11-02 16:00:00-07:00 0.00 \n", - "2018-11-02 17:00:00-07:00 0.00 \n", - "2018-11-02 18:00:00-07:00 0.00 \n", - "2018-11-02 19:00:00-07:00 0.00 \n", - "2018-11-02 20:00:00-07:00 0.00 \n", - "2018-11-02 21:00:00-07:00 0.00 \n", - "2018-11-02 22:00:00-07:00 0.00 \n", - "2018-11-02 23:00:00-07:00 0.00 \n", - "2018-11-03 00:00:00-07:00 0.00 \n", - "2018-11-03 01:00:00-07:00 0.00 \n", - "2018-11-03 02:00:00-07:00 0.00 \n", - "2018-11-03 03:00:00-07:00 0.00 \n", - "2018-11-03 04:00:00-07:00 0.00 \n", - "2018-11-03 05:00:00-07:00 0.00 \n", - "2018-11-03 06:00:00-07:00 0.00 \n", - "2018-11-03 07:00:00-07:00 0.00 \n", - "2018-11-03 08:00:00-07:00 0.00 \n", - "2018-11-03 09:00:00-07:00 0.00 \n", - "2018-11-03 10:00:00-07:00 0.00 \n", - "2018-11-03 11:00:00-07:00 0.00 \n", - "2018-11-03 12:00:00-07:00 95.00 \n", - "2018-11-03 13:00:00-07:00 99.00 \n", - "2018-11-03 14:00:00-07:00 22.25 \n", - "2018-11-03 15:00:00-07:00 0.00 \n", - "2018-11-03 16:00:00-07:00 0.00 \n", - "2018-11-03 17:00:00-07:00 0.00 \n", - "2018-11-03 18:00:00-07:00 0.00 \n", - "2018-11-03 19:00:00-07:00 0.00 \n", - "\n", - " Medium_cloud_cover_middle_cloud \\\n", - "2018-11-02 07:00:00-07:00 0.0 \n", - "2018-11-02 08:00:00-07:00 0.0 \n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 10:00:00-07:00 0.0 \n", - "2018-11-02 11:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 13:00:00-07:00 0.0 \n", - "2018-11-02 14:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 0.0 \n", - "2018-11-02 16:00:00-07:00 0.0 \n", - "2018-11-02 17:00:00-07:00 0.0 \n", - "2018-11-02 18:00:00-07:00 0.0 \n", - "2018-11-02 19:00:00-07:00 0.0 \n", - "2018-11-02 20:00:00-07:00 0.0 \n", - "2018-11-02 21:00:00-07:00 0.0 \n", - "2018-11-02 22:00:00-07:00 0.0 \n", - "2018-11-02 23:00:00-07:00 0.0 \n", - "2018-11-03 00:00:00-07:00 0.0 \n", - "2018-11-03 01:00:00-07:00 0.0 \n", - "2018-11-03 02:00:00-07:00 0.0 \n", - "2018-11-03 03:00:00-07:00 0.0 \n", - "2018-11-03 04:00:00-07:00 0.0 \n", - "2018-11-03 05:00:00-07:00 0.0 \n", - "2018-11-03 06:00:00-07:00 0.0 \n", - "2018-11-03 07:00:00-07:00 0.0 \n", - "2018-11-03 08:00:00-07:00 0.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 10:00:00-07:00 0.0 \n", - "2018-11-03 11:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 0.0 \n", - "2018-11-03 13:00:00-07:00 0.0 \n", - "2018-11-03 14:00:00-07:00 0.0 \n", - "2018-11-03 15:00:00-07:00 0.0 \n", - "2018-11-03 16:00:00-07:00 0.0 \n", - "2018-11-03 17:00:00-07:00 0.0 \n", - "2018-11-03 18:00:00-07:00 0.0 \n", - "2018-11-03 19:00:00-07:00 0.0 \n", - "\n", - " Wind_speed_gust_surface Pressure_surface \\\n", - "2018-11-02 07:00:00-07:00 2.858998 93110.906250 \n", - "2018-11-02 08:00:00-07:00 3.175681 93110.906250 \n", - "2018-11-02 09:00:00-07:00 2.922028 93110.906250 \n", - "2018-11-02 10:00:00-07:00 3.088861 93111.132812 \n", - "2018-11-02 11:00:00-07:00 2.993270 93111.132812 \n", - "2018-11-02 12:00:00-07:00 3.095059 93111.132812 \n", - "2018-11-02 13:00:00-07:00 2.409759 93111.132812 \n", - "2018-11-02 14:00:00-07:00 2.849967 93211.132812 \n", - "2018-11-02 15:00:00-07:00 2.797340 93210.906250 \n", - "2018-11-02 16:00:00-07:00 3.139177 93211.132812 \n", - "2018-11-02 17:00:00-07:00 2.856484 93210.906250 \n", - "2018-11-02 18:00:00-07:00 0.997430 93210.906250 \n", - "2018-11-02 19:00:00-07:00 1.262141 93110.906250 \n", - "2018-11-02 20:00:00-07:00 1.538216 92910.906250 \n", - "2018-11-02 21:00:00-07:00 1.560183 92910.671875 \n", - "2018-11-02 22:00:00-07:00 2.114208 92810.906250 \n", - "2018-11-02 23:00:00-07:00 3.707366 92710.906250 \n", - "2018-11-03 00:00:00-07:00 3.898547 92710.671875 \n", - "2018-11-03 01:00:00-07:00 4.446579 92810.906250 \n", - "2018-11-03 02:00:00-07:00 1.539883 92710.906250 \n", - "2018-11-03 03:00:00-07:00 2.808388 92710.671875 \n", - "2018-11-03 04:00:00-07:00 2.940229 92710.671875 \n", - "2018-11-03 05:00:00-07:00 2.090260 92710.906250 \n", - "2018-11-03 06:00:00-07:00 2.517714 92810.906250 \n", - "2018-11-03 07:00:00-07:00 2.848210 92810.671875 \n", - "2018-11-03 08:00:00-07:00 3.091602 92710.906250 \n", - "2018-11-03 09:00:00-07:00 3.491615 92710.906250 \n", - "2018-11-03 10:00:00-07:00 2.566649 92710.906250 \n", - "2018-11-03 11:00:00-07:00 2.573945 92811.132812 \n", - "2018-11-03 12:00:00-07:00 3.450184 92810.906250 \n", - "2018-11-03 13:00:00-07:00 3.827856 92710.906250 \n", - "2018-11-03 14:00:00-07:00 3.748575 92810.906250 \n", - "2018-11-03 15:00:00-07:00 3.415601 92911.132812 \n", - "2018-11-03 16:00:00-07:00 2.489840 92911.132812 \n", - "2018-11-03 17:00:00-07:00 1.382844 92911.132812 \n", - "2018-11-03 18:00:00-07:00 3.263468 92810.906250 \n", - "2018-11-03 19:00:00-07:00 3.413371 92810.906250 \n", + " High_cloud_cover_high_cloud \\\n", + "2020-07-07 07:00:00-07:00 0.0 \n", + "2020-07-07 08:00:00-07:00 0.0 \n", + "2020-07-07 09:00:00-07:00 0.0 \n", + "2020-07-07 10:00:00-07:00 0.0 \n", + "2020-07-07 11:00:00-07:00 0.0 \n", + "2020-07-07 12:00:00-07:00 0.0 \n", + "2020-07-07 13:00:00-07:00 0.0 \n", + "2020-07-07 14:00:00-07:00 0.0 \n", + "2020-07-07 15:00:00-07:00 0.0 \n", + "2020-07-07 16:00:00-07:00 0.0 \n", + "2020-07-07 17:00:00-07:00 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 \n", + "2020-07-07 19:00:00-07:00 0.0 \n", + "2020-07-07 20:00:00-07:00 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 \n", + "2020-07-07 22:00:00-07:00 0.0 \n", + "2020-07-07 23:00:00-07:00 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 \n", + "2020-07-08 01:00:00-07:00 0.0 \n", + "2020-07-08 02:00:00-07:00 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 \n", + "2020-07-08 04:00:00-07:00 0.0 \n", + "2020-07-08 05:00:00-07:00 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 \n", + "2020-07-08 07:00:00-07:00 0.0 \n", + "2020-07-08 08:00:00-07:00 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 \n", + "2020-07-08 10:00:00-07:00 0.0 \n", + "2020-07-08 11:00:00-07:00 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 \n", + "2020-07-08 13:00:00-07:00 0.0 \n", + "2020-07-08 14:00:00-07:00 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 \n", + "2020-07-08 16:00:00-07:00 0.0 \n", + "2020-07-08 17:00:00-07:00 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 \n", + "2020-07-08 19:00:00-07:00 0.0 \n", "\n", " Low_cloud_cover_low_cloud \\\n", - "2018-11-02 07:00:00-07:00 0.0 \n", - "2018-11-02 08:00:00-07:00 0.0 \n", - "2018-11-02 09:00:00-07:00 0.0 \n", - "2018-11-02 10:00:00-07:00 0.0 \n", - "2018-11-02 11:00:00-07:00 0.0 \n", - "2018-11-02 12:00:00-07:00 0.0 \n", - "2018-11-02 13:00:00-07:00 0.0 \n", - "2018-11-02 14:00:00-07:00 0.0 \n", - "2018-11-02 15:00:00-07:00 0.0 \n", - "2018-11-02 16:00:00-07:00 0.0 \n", - "2018-11-02 17:00:00-07:00 0.0 \n", - "2018-11-02 18:00:00-07:00 0.0 \n", - "2018-11-02 19:00:00-07:00 0.0 \n", - "2018-11-02 20:00:00-07:00 0.0 \n", - "2018-11-02 21:00:00-07:00 0.0 \n", - "2018-11-02 22:00:00-07:00 0.0 \n", - "2018-11-02 23:00:00-07:00 0.0 \n", - "2018-11-03 00:00:00-07:00 0.0 \n", - "2018-11-03 01:00:00-07:00 0.0 \n", - "2018-11-03 02:00:00-07:00 0.0 \n", - "2018-11-03 03:00:00-07:00 0.0 \n", - "2018-11-03 04:00:00-07:00 0.0 \n", - "2018-11-03 05:00:00-07:00 0.0 \n", - "2018-11-03 06:00:00-07:00 0.0 \n", - "2018-11-03 07:00:00-07:00 0.0 \n", - "2018-11-03 08:00:00-07:00 0.0 \n", - "2018-11-03 09:00:00-07:00 0.0 \n", - "2018-11-03 10:00:00-07:00 0.0 \n", - "2018-11-03 11:00:00-07:00 0.0 \n", - "2018-11-03 12:00:00-07:00 0.0 \n", - "2018-11-03 13:00:00-07:00 0.0 \n", - "2018-11-03 14:00:00-07:00 0.0 \n", - "2018-11-03 15:00:00-07:00 0.0 \n", - "2018-11-03 16:00:00-07:00 0.0 \n", - "2018-11-03 17:00:00-07:00 0.0 \n", - "2018-11-03 18:00:00-07:00 0.0 \n", - "2018-11-03 19:00:00-07:00 0.0 \n", + "2020-07-07 07:00:00-07:00 0.0 \n", + "2020-07-07 08:00:00-07:00 0.0 \n", + "2020-07-07 09:00:00-07:00 0.0 \n", + "2020-07-07 10:00:00-07:00 0.0 \n", + "2020-07-07 11:00:00-07:00 0.0 \n", + "2020-07-07 12:00:00-07:00 0.0 \n", + "2020-07-07 13:00:00-07:00 0.0 \n", + "2020-07-07 14:00:00-07:00 0.0 \n", + "2020-07-07 15:00:00-07:00 0.0 \n", + "2020-07-07 16:00:00-07:00 0.0 \n", + "2020-07-07 17:00:00-07:00 0.0 \n", + "2020-07-07 18:00:00-07:00 0.0 \n", + "2020-07-07 19:00:00-07:00 0.0 \n", + "2020-07-07 20:00:00-07:00 0.0 \n", + "2020-07-07 21:00:00-07:00 0.0 \n", + "2020-07-07 22:00:00-07:00 0.0 \n", + "2020-07-07 23:00:00-07:00 0.0 \n", + "2020-07-08 00:00:00-07:00 0.0 \n", + "2020-07-08 01:00:00-07:00 0.0 \n", + "2020-07-08 02:00:00-07:00 0.0 \n", + "2020-07-08 03:00:00-07:00 0.0 \n", + "2020-07-08 04:00:00-07:00 0.0 \n", + "2020-07-08 05:00:00-07:00 0.0 \n", + "2020-07-08 06:00:00-07:00 0.0 \n", + "2020-07-08 07:00:00-07:00 0.0 \n", + "2020-07-08 08:00:00-07:00 0.0 \n", + "2020-07-08 09:00:00-07:00 0.0 \n", + "2020-07-08 10:00:00-07:00 0.0 \n", + "2020-07-08 11:00:00-07:00 0.0 \n", + "2020-07-08 12:00:00-07:00 0.0 \n", + "2020-07-08 13:00:00-07:00 0.0 \n", + "2020-07-08 14:00:00-07:00 0.0 \n", + "2020-07-08 15:00:00-07:00 0.0 \n", + "2020-07-08 16:00:00-07:00 0.0 \n", + "2020-07-08 17:00:00-07:00 0.0 \n", + "2020-07-08 18:00:00-07:00 0.0 \n", + "2020-07-08 19:00:00-07:00 0.5 \n", "\n", - " High_cloud_cover_high_cloud \\\n", - "2018-11-02 07:00:00-07:00 0.00 \n", - "2018-11-02 08:00:00-07:00 0.00 \n", - "2018-11-02 09:00:00-07:00 0.00 \n", - "2018-11-02 10:00:00-07:00 0.00 \n", - "2018-11-02 11:00:00-07:00 0.00 \n", - "2018-11-02 12:00:00-07:00 0.00 \n", - "2018-11-02 13:00:00-07:00 0.00 \n", - "2018-11-02 14:00:00-07:00 0.00 \n", - "2018-11-02 15:00:00-07:00 0.00 \n", - "2018-11-02 16:00:00-07:00 0.00 \n", - "2018-11-02 17:00:00-07:00 0.00 \n", - "2018-11-02 18:00:00-07:00 0.00 \n", - "2018-11-02 19:00:00-07:00 0.00 \n", - "2018-11-02 20:00:00-07:00 0.00 \n", - "2018-11-02 21:00:00-07:00 0.00 \n", - "2018-11-02 22:00:00-07:00 0.00 \n", - "2018-11-02 23:00:00-07:00 0.00 \n", - "2018-11-03 00:00:00-07:00 0.00 \n", - "2018-11-03 01:00:00-07:00 0.00 \n", - "2018-11-03 02:00:00-07:00 0.00 \n", - "2018-11-03 03:00:00-07:00 0.00 \n", - "2018-11-03 04:00:00-07:00 0.00 \n", - "2018-11-03 05:00:00-07:00 0.00 \n", - "2018-11-03 06:00:00-07:00 0.00 \n", - "2018-11-03 07:00:00-07:00 0.00 \n", - "2018-11-03 08:00:00-07:00 0.00 \n", - "2018-11-03 09:00:00-07:00 0.00 \n", - "2018-11-03 10:00:00-07:00 0.00 \n", - "2018-11-03 11:00:00-07:00 0.00 \n", - "2018-11-03 12:00:00-07:00 95.00 \n", - "2018-11-03 13:00:00-07:00 99.00 \n", - "2018-11-03 14:00:00-07:00 22.25 \n", - "2018-11-03 15:00:00-07:00 0.00 \n", - "2018-11-03 16:00:00-07:00 0.00 \n", - "2018-11-03 17:00:00-07:00 0.00 \n", - "2018-11-03 18:00:00-07:00 0.00 \n", - "2018-11-03 19:00:00-07:00 0.00 \n", + " Medium_cloud_cover_middle_cloud Pressure_surface \\\n", + "2020-07-07 07:00:00-07:00 0.000 92405.796875 \n", + "2020-07-07 08:00:00-07:00 0.000 92417.179688 \n", + "2020-07-07 09:00:00-07:00 0.000 92431.882812 \n", + "2020-07-07 10:00:00-07:00 0.000 92445.476562 \n", + "2020-07-07 11:00:00-07:00 0.000 92506.515625 \n", + "2020-07-07 12:00:00-07:00 0.000 92555.828125 \n", + "2020-07-07 13:00:00-07:00 0.000 92599.953125 \n", + "2020-07-07 14:00:00-07:00 0.000 92607.460938 \n", + "2020-07-07 15:00:00-07:00 0.000 92658.218750 \n", + "2020-07-07 16:00:00-07:00 0.000 92654.992188 \n", + "2020-07-07 17:00:00-07:00 0.000 92635.820312 \n", + "2020-07-07 18:00:00-07:00 0.000 92597.992188 \n", + "2020-07-07 19:00:00-07:00 0.000 92541.890625 \n", + "2020-07-07 20:00:00-07:00 0.000 92478.320312 \n", + "2020-07-07 21:00:00-07:00 0.000 92400.585938 \n", + "2020-07-07 22:00:00-07:00 0.000 92331.359375 \n", + "2020-07-07 23:00:00-07:00 0.000 92234.859375 \n", + "2020-07-08 00:00:00-07:00 0.000 92180.640625 \n", + "2020-07-08 01:00:00-07:00 0.000 92161.843750 \n", + "2020-07-08 02:00:00-07:00 0.000 92153.296875 \n", + "2020-07-08 03:00:00-07:00 0.250 92183.859375 \n", + "2020-07-08 04:00:00-07:00 0.000 92309.921875 \n", + "2020-07-08 05:00:00-07:00 0.000 92292.101562 \n", + "2020-07-08 06:00:00-07:00 0.000 92383.164062 \n", + "2020-07-08 07:00:00-07:00 0.625 92422.390625 \n", + "2020-07-08 08:00:00-07:00 0.000 92482.789062 \n", + "2020-07-08 09:00:00-07:00 0.000 92491.710938 \n", + "2020-07-08 10:00:00-07:00 0.000 92522.875000 \n", + "2020-07-08 11:00:00-07:00 0.000 92560.914062 \n", + "2020-07-08 12:00:00-07:00 0.000 92576.531250 \n", + "2020-07-08 13:00:00-07:00 0.000 92634.851562 \n", + "2020-07-08 14:00:00-07:00 0.000 92676.335938 \n", + "2020-07-08 15:00:00-07:00 0.000 92730.265625 \n", + "2020-07-08 16:00:00-07:00 0.000 92704.734375 \n", + "2020-07-08 17:00:00-07:00 0.000 92684.734375 \n", + "2020-07-08 18:00:00-07:00 0.000 92623.804688 \n", + "2020-07-08 19:00:00-07:00 1.875 92545.890625 \n", "\n", " Temperature_height_above_ground \\\n", - "2018-11-02 07:00:00-07:00 282.734772 \n", - "2018-11-02 08:00:00-07:00 281.940887 \n", - "2018-11-02 09:00:00-07:00 281.278748 \n", - "2018-11-02 10:00:00-07:00 280.820709 \n", - "2018-11-02 11:00:00-07:00 280.465454 \n", - "2018-11-02 12:00:00-07:00 280.178925 \n", - "2018-11-02 13:00:00-07:00 279.564240 \n", - "2018-11-02 14:00:00-07:00 279.494690 \n", - "2018-11-02 15:00:00-07:00 283.085602 \n", - "2018-11-02 16:00:00-07:00 287.273499 \n", - "2018-11-02 17:00:00-07:00 290.516235 \n", - "2018-11-02 18:00:00-07:00 293.428864 \n", - "2018-11-02 19:00:00-07:00 295.071411 \n", - "2018-11-02 20:00:00-07:00 296.166138 \n", - "2018-11-02 21:00:00-07:00 297.104889 \n", - "2018-11-02 22:00:00-07:00 297.695923 \n", - "2018-11-02 23:00:00-07:00 297.693909 \n", - "2018-11-03 00:00:00-07:00 295.705811 \n", - "2018-11-03 01:00:00-07:00 291.639191 \n", - "2018-11-03 02:00:00-07:00 288.847443 \n", - "2018-11-03 03:00:00-07:00 287.796661 \n", - "2018-11-03 04:00:00-07:00 286.870209 \n", - "2018-11-03 05:00:00-07:00 285.610809 \n", - "2018-11-03 06:00:00-07:00 284.794556 \n", - "2018-11-03 07:00:00-07:00 284.452179 \n", - "2018-11-03 08:00:00-07:00 283.795624 \n", - "2018-11-03 09:00:00-07:00 283.076630 \n", - "2018-11-03 10:00:00-07:00 282.079407 \n", - "2018-11-03 11:00:00-07:00 281.840088 \n", - "2018-11-03 12:00:00-07:00 282.260986 \n", - "2018-11-03 13:00:00-07:00 281.880676 \n", - "2018-11-03 14:00:00-07:00 281.217957 \n", - "2018-11-03 15:00:00-07:00 285.094208 \n", - "2018-11-03 16:00:00-07:00 289.258209 \n", - "2018-11-03 17:00:00-07:00 291.945007 \n", - "2018-11-03 18:00:00-07:00 294.491821 \n", - "2018-11-03 19:00:00-07:00 297.101593 \n", + "2020-07-07 07:00:00-07:00 303.080902 \n", + "2020-07-07 08:00:00-07:00 302.527344 \n", + "2020-07-07 09:00:00-07:00 301.572510 \n", + "2020-07-07 10:00:00-07:00 300.629303 \n", + "2020-07-07 11:00:00-07:00 299.980896 \n", + "2020-07-07 12:00:00-07:00 299.130402 \n", + "2020-07-07 13:00:00-07:00 298.860016 \n", + "2020-07-07 14:00:00-07:00 302.973572 \n", + "2020-07-07 15:00:00-07:00 303.510864 \n", + "2020-07-07 16:00:00-07:00 305.878174 \n", + "2020-07-07 17:00:00-07:00 307.424408 \n", + "2020-07-07 18:00:00-07:00 308.948029 \n", + "2020-07-07 19:00:00-07:00 311.634216 \n", + "2020-07-07 20:00:00-07:00 312.725250 \n", + "2020-07-07 21:00:00-07:00 312.970886 \n", + "2020-07-07 22:00:00-07:00 313.609467 \n", + "2020-07-07 23:00:00-07:00 313.462952 \n", + "2020-07-08 00:00:00-07:00 313.770599 \n", + "2020-07-08 01:00:00-07:00 313.234772 \n", + "2020-07-08 02:00:00-07:00 311.841217 \n", + "2020-07-08 03:00:00-07:00 308.351013 \n", + "2020-07-08 04:00:00-07:00 306.405640 \n", + "2020-07-08 05:00:00-07:00 304.876709 \n", + "2020-07-08 06:00:00-07:00 303.395233 \n", + "2020-07-08 07:00:00-07:00 302.499634 \n", + "2020-07-08 08:00:00-07:00 301.830353 \n", + "2020-07-08 09:00:00-07:00 300.875671 \n", + "2020-07-08 10:00:00-07:00 300.463074 \n", + "2020-07-08 11:00:00-07:00 299.975403 \n", + "2020-07-08 12:00:00-07:00 299.594025 \n", + "2020-07-08 13:00:00-07:00 300.410034 \n", + "2020-07-08 14:00:00-07:00 302.453644 \n", + "2020-07-08 15:00:00-07:00 304.502777 \n", + "2020-07-08 16:00:00-07:00 306.818756 \n", + "2020-07-08 17:00:00-07:00 308.978821 \n", + "2020-07-08 18:00:00-07:00 310.755005 \n", + "2020-07-08 19:00:00-07:00 312.208740 \n", "\n", - " v-component_of_wind_height_above_ground_0 \\\n", - "2018-11-02 07:00:00-07:00 1.703051 \n", - "2018-11-02 08:00:00-07:00 1.738281 \n", - "2018-11-02 09:00:00-07:00 1.895540 \n", - "2018-11-02 10:00:00-07:00 1.928577 \n", - "2018-11-02 11:00:00-07:00 1.744240 \n", - "2018-11-02 12:00:00-07:00 2.080114 \n", - "2018-11-02 13:00:00-07:00 1.481094 \n", - "2018-11-02 14:00:00-07:00 2.133972 \n", - "2018-11-02 15:00:00-07:00 1.355753 \n", - "2018-11-02 16:00:00-07:00 1.075033 \n", - "2018-11-02 17:00:00-07:00 0.040521 \n", - "2018-11-02 18:00:00-07:00 -0.026180 \n", - "2018-11-02 19:00:00-07:00 -0.206024 \n", - "2018-11-02 20:00:00-07:00 -0.264409 \n", - "2018-11-02 21:00:00-07:00 -0.032928 \n", - "2018-11-02 22:00:00-07:00 -0.346216 \n", - "2018-11-02 23:00:00-07:00 -1.636463 \n", - "2018-11-03 00:00:00-07:00 -1.138264 \n", - "2018-11-03 01:00:00-07:00 -0.631392 \n", - "2018-11-03 02:00:00-07:00 -0.011936 \n", - "2018-11-03 03:00:00-07:00 1.397369 \n", - "2018-11-03 04:00:00-07:00 1.971252 \n", - "2018-11-03 05:00:00-07:00 1.729422 \n", - "2018-11-03 06:00:00-07:00 2.244366 \n", - "2018-11-03 07:00:00-07:00 2.251696 \n", - "2018-11-03 08:00:00-07:00 2.414202 \n", - "2018-11-03 09:00:00-07:00 2.059916 \n", - "2018-11-03 10:00:00-07:00 1.860052 \n", - "2018-11-03 11:00:00-07:00 1.686741 \n", - "2018-11-03 12:00:00-07:00 2.353130 \n", - "2018-11-03 13:00:00-07:00 1.955254 \n", - "2018-11-03 14:00:00-07:00 1.069138 \n", - "2018-11-03 15:00:00-07:00 1.313303 \n", - "2018-11-03 16:00:00-07:00 1.506355 \n", - "2018-11-03 17:00:00-07:00 1.060296 \n", - "2018-11-03 18:00:00-07:00 -0.292503 \n", - "2018-11-03 19:00:00-07:00 -0.645355 \n", + " Total_cloud_cover_entire_atmosphere \\\n", + "2020-07-07 07:00:00-07:00 0.000 \n", + "2020-07-07 08:00:00-07:00 0.000 \n", + "2020-07-07 09:00:00-07:00 0.000 \n", + "2020-07-07 10:00:00-07:00 0.000 \n", + "2020-07-07 11:00:00-07:00 0.000 \n", + "2020-07-07 12:00:00-07:00 0.000 \n", + "2020-07-07 13:00:00-07:00 0.000 \n", + "2020-07-07 14:00:00-07:00 0.000 \n", + "2020-07-07 15:00:00-07:00 0.000 \n", + "2020-07-07 16:00:00-07:00 0.000 \n", + "2020-07-07 17:00:00-07:00 0.000 \n", + "2020-07-07 18:00:00-07:00 0.000 \n", + "2020-07-07 19:00:00-07:00 0.000 \n", + "2020-07-07 20:00:00-07:00 0.000 \n", + "2020-07-07 21:00:00-07:00 0.000 \n", + "2020-07-07 22:00:00-07:00 0.000 \n", + "2020-07-07 23:00:00-07:00 0.000 \n", + "2020-07-08 00:00:00-07:00 0.000 \n", + "2020-07-08 01:00:00-07:00 0.000 \n", + "2020-07-08 02:00:00-07:00 0.000 \n", + "2020-07-08 03:00:00-07:00 0.250 \n", + "2020-07-08 04:00:00-07:00 0.000 \n", + "2020-07-08 05:00:00-07:00 0.000 \n", + "2020-07-08 06:00:00-07:00 0.000 \n", + "2020-07-08 07:00:00-07:00 0.625 \n", + "2020-07-08 08:00:00-07:00 0.000 \n", + "2020-07-08 09:00:00-07:00 0.000 \n", + "2020-07-08 10:00:00-07:00 0.000 \n", + "2020-07-08 11:00:00-07:00 0.000 \n", + "2020-07-08 12:00:00-07:00 0.000 \n", + "2020-07-08 13:00:00-07:00 0.000 \n", + "2020-07-08 14:00:00-07:00 0.000 \n", + "2020-07-08 15:00:00-07:00 0.000 \n", + "2020-07-08 16:00:00-07:00 0.000 \n", + "2020-07-08 17:00:00-07:00 0.000 \n", + "2020-07-08 18:00:00-07:00 0.000 \n", + "2020-07-08 19:00:00-07:00 1.875 \n", "\n", - " v-component_of_wind_height_above_ground_1 \\\n", - "2018-11-02 07:00:00-07:00 2.652807 \n", - "2018-11-02 08:00:00-07:00 2.975603 \n", - "2018-11-02 09:00:00-07:00 2.626053 \n", - "2018-11-02 10:00:00-07:00 2.535147 \n", - "2018-11-02 11:00:00-07:00 2.407396 \n", - "2018-11-02 12:00:00-07:00 2.108854 \n", - "2018-11-02 13:00:00-07:00 1.845154 \n", - "2018-11-02 14:00:00-07:00 2.316422 \n", - "2018-11-02 15:00:00-07:00 2.130508 \n", - "2018-11-02 16:00:00-07:00 1.475357 \n", - "2018-11-02 17:00:00-07:00 0.114635 \n", - "2018-11-02 18:00:00-07:00 -0.118223 \n", - "2018-11-02 19:00:00-07:00 -0.404461 \n", - "2018-11-02 20:00:00-07:00 -0.534195 \n", - "2018-11-02 21:00:00-07:00 -0.070139 \n", - "2018-11-02 22:00:00-07:00 -0.419807 \n", - "2018-11-02 23:00:00-07:00 -2.076538 \n", - "2018-11-03 00:00:00-07:00 -2.366440 \n", - "2018-11-03 01:00:00-07:00 -1.602289 \n", - "2018-11-03 02:00:00-07:00 -1.758923 \n", - "2018-11-03 03:00:00-07:00 -1.041782 \n", - "2018-11-03 04:00:00-07:00 -0.212236 \n", - "2018-11-03 05:00:00-07:00 -0.585838 \n", - "2018-11-03 06:00:00-07:00 -0.346979 \n", - "2018-11-03 07:00:00-07:00 0.659849 \n", - "2018-11-03 08:00:00-07:00 1.202446 \n", - "2018-11-03 09:00:00-07:00 2.403427 \n", - "2018-11-03 10:00:00-07:00 1.533859 \n", - "2018-11-03 11:00:00-07:00 1.346411 \n", - "2018-11-03 12:00:00-07:00 2.536879 \n", - "2018-11-03 13:00:00-07:00 3.608171 \n", - "2018-11-03 14:00:00-07:00 1.994913 \n", - "2018-11-03 15:00:00-07:00 3.323265 \n", - "2018-11-03 16:00:00-07:00 2.364838 \n", - "2018-11-03 17:00:00-07:00 1.237614 \n", - "2018-11-03 18:00:00-07:00 -0.183622 \n", - "2018-11-03 19:00:00-07:00 -0.851488 \n", + " Wind_speed_gust_surface \\\n", + "2020-07-07 07:00:00-07:00 3.313515 \n", + "2020-07-07 08:00:00-07:00 3.688914 \n", + "2020-07-07 09:00:00-07:00 3.759586 \n", + "2020-07-07 10:00:00-07:00 4.403845 \n", + "2020-07-07 11:00:00-07:00 5.306301 \n", + "2020-07-07 12:00:00-07:00 3.395902 \n", + "2020-07-07 13:00:00-07:00 3.230673 \n", + "2020-07-07 14:00:00-07:00 3.339937 \n", + "2020-07-07 15:00:00-07:00 1.372718 \n", + "2020-07-07 16:00:00-07:00 2.019205 \n", + "2020-07-07 17:00:00-07:00 3.067682 \n", + "2020-07-07 18:00:00-07:00 2.809974 \n", + "2020-07-07 19:00:00-07:00 4.483505 \n", + "2020-07-07 20:00:00-07:00 4.723979 \n", + "2020-07-07 21:00:00-07:00 5.156739 \n", + "2020-07-07 22:00:00-07:00 4.895695 \n", + "2020-07-07 23:00:00-07:00 5.521498 \n", + "2020-07-08 00:00:00-07:00 5.899210 \n", + "2020-07-08 01:00:00-07:00 4.955510 \n", + "2020-07-08 02:00:00-07:00 4.236444 \n", + "2020-07-08 03:00:00-07:00 2.343443 \n", + "2020-07-08 04:00:00-07:00 3.494285 \n", + "2020-07-08 05:00:00-07:00 3.862377 \n", + "2020-07-08 06:00:00-07:00 2.375592 \n", + "2020-07-08 07:00:00-07:00 1.501025 \n", + "2020-07-08 08:00:00-07:00 2.643574 \n", + "2020-07-08 09:00:00-07:00 2.341817 \n", + "2020-07-08 10:00:00-07:00 6.166456 \n", + "2020-07-08 11:00:00-07:00 6.045594 \n", + "2020-07-08 12:00:00-07:00 3.154959 \n", + "2020-07-08 13:00:00-07:00 4.209162 \n", + "2020-07-08 14:00:00-07:00 5.320919 \n", + "2020-07-08 15:00:00-07:00 4.087724 \n", + "2020-07-08 16:00:00-07:00 2.269935 \n", + "2020-07-08 17:00:00-07:00 2.619478 \n", + "2020-07-08 18:00:00-07:00 3.210310 \n", + "2020-07-08 19:00:00-07:00 4.035597 \n", "\n", " u-component_of_wind_height_above_ground_0 \\\n", - "2018-11-02 07:00:00-07:00 -0.149881 \n", - "2018-11-02 08:00:00-07:00 -0.135754 \n", - "2018-11-02 09:00:00-07:00 -0.073610 \n", - "2018-11-02 10:00:00-07:00 -0.490700 \n", - "2018-11-02 11:00:00-07:00 -0.573812 \n", - "2018-11-02 12:00:00-07:00 -0.923473 \n", - "2018-11-02 13:00:00-07:00 0.351240 \n", - "2018-11-02 14:00:00-07:00 0.152163 \n", - "2018-11-02 15:00:00-07:00 0.265211 \n", - "2018-11-02 16:00:00-07:00 -0.157167 \n", - "2018-11-02 17:00:00-07:00 0.526433 \n", - "2018-11-02 18:00:00-07:00 0.440098 \n", - "2018-11-02 19:00:00-07:00 0.652761 \n", - "2018-11-02 20:00:00-07:00 1.200649 \n", - "2018-11-02 21:00:00-07:00 1.365520 \n", - "2018-11-02 22:00:00-07:00 1.487270 \n", - "2018-11-02 23:00:00-07:00 1.779663 \n", - "2018-11-03 00:00:00-07:00 1.516299 \n", - "2018-11-03 01:00:00-07:00 1.992886 \n", - "2018-11-03 02:00:00-07:00 0.934399 \n", - "2018-11-03 03:00:00-07:00 1.976274 \n", - "2018-11-03 04:00:00-07:00 1.397780 \n", - "2018-11-03 05:00:00-07:00 0.847260 \n", - "2018-11-03 06:00:00-07:00 0.647550 \n", - "2018-11-03 07:00:00-07:00 0.644564 \n", - "2018-11-03 08:00:00-07:00 0.461840 \n", - "2018-11-03 09:00:00-07:00 -0.282114 \n", - "2018-11-03 10:00:00-07:00 -1.208397 \n", - "2018-11-03 11:00:00-07:00 -1.453485 \n", - "2018-11-03 12:00:00-07:00 -0.925756 \n", - "2018-11-03 13:00:00-07:00 -1.382582 \n", - "2018-11-03 14:00:00-07:00 -2.285452 \n", - "2018-11-03 15:00:00-07:00 -0.671433 \n", - "2018-11-03 16:00:00-07:00 -0.490326 \n", - "2018-11-03 17:00:00-07:00 -0.290752 \n", - "2018-11-03 18:00:00-07:00 0.621984 \n", - "2018-11-03 19:00:00-07:00 0.996397 \n", + "2020-07-07 07:00:00-07:00 2.322375 \n", + "2020-07-07 08:00:00-07:00 1.022413 \n", + "2020-07-07 09:00:00-07:00 0.053196 \n", + "2020-07-07 10:00:00-07:00 1.118842 \n", + "2020-07-07 11:00:00-07:00 -0.180458 \n", + "2020-07-07 12:00:00-07:00 -0.486989 \n", + "2020-07-07 13:00:00-07:00 -0.767715 \n", + "2020-07-07 14:00:00-07:00 -1.793591 \n", + "2020-07-07 15:00:00-07:00 -0.761702 \n", + "2020-07-07 16:00:00-07:00 0.478144 \n", + "2020-07-07 17:00:00-07:00 1.704718 \n", + "2020-07-07 18:00:00-07:00 1.373396 \n", + "2020-07-07 19:00:00-07:00 2.898211 \n", + "2020-07-07 20:00:00-07:00 3.323278 \n", + "2020-07-07 21:00:00-07:00 2.883315 \n", + "2020-07-07 22:00:00-07:00 2.885241 \n", + "2020-07-07 23:00:00-07:00 2.532198 \n", + "2020-07-08 00:00:00-07:00 2.189854 \n", + "2020-07-08 01:00:00-07:00 2.249990 \n", + "2020-07-08 02:00:00-07:00 -0.037374 \n", + "2020-07-08 03:00:00-07:00 0.442513 \n", + "2020-07-08 04:00:00-07:00 1.894991 \n", + "2020-07-08 05:00:00-07:00 2.442179 \n", + "2020-07-08 06:00:00-07:00 0.217960 \n", + "2020-07-08 07:00:00-07:00 -1.327750 \n", + "2020-07-08 08:00:00-07:00 -2.421239 \n", + "2020-07-08 09:00:00-07:00 -1.900394 \n", + "2020-07-08 10:00:00-07:00 -0.530794 \n", + "2020-07-08 11:00:00-07:00 -0.908249 \n", + "2020-07-08 12:00:00-07:00 -2.600218 \n", + "2020-07-08 13:00:00-07:00 -2.778137 \n", + "2020-07-08 14:00:00-07:00 -1.209590 \n", + "2020-07-08 15:00:00-07:00 -0.291532 \n", + "2020-07-08 16:00:00-07:00 0.222836 \n", + "2020-07-08 17:00:00-07:00 0.936072 \n", + "2020-07-08 18:00:00-07:00 1.378606 \n", + "2020-07-08 19:00:00-07:00 0.965443 \n", + "\n", + " u-component_of_wind_height_above_ground_1 \\\n", + "2020-07-07 07:00:00-07:00 1.645506 \n", + "2020-07-07 08:00:00-07:00 1.033438 \n", + "2020-07-07 09:00:00-07:00 -1.240793 \n", + "2020-07-07 10:00:00-07:00 0.075386 \n", + "2020-07-07 11:00:00-07:00 -2.119454 \n", + "2020-07-07 12:00:00-07:00 -2.939567 \n", + "2020-07-07 13:00:00-07:00 -3.777448 \n", + "2020-07-07 14:00:00-07:00 -2.573579 \n", + "2020-07-07 15:00:00-07:00 -0.671016 \n", + "2020-07-07 16:00:00-07:00 0.959096 \n", + "2020-07-07 17:00:00-07:00 2.238699 \n", + "2020-07-07 18:00:00-07:00 2.083468 \n", + "2020-07-07 19:00:00-07:00 3.599587 \n", + "2020-07-07 20:00:00-07:00 4.156990 \n", + "2020-07-07 21:00:00-07:00 3.623188 \n", + "2020-07-07 22:00:00-07:00 3.497959 \n", + "2020-07-07 23:00:00-07:00 3.062895 \n", + "2020-07-08 00:00:00-07:00 2.745344 \n", + "2020-07-08 01:00:00-07:00 2.829556 \n", + "2020-07-08 02:00:00-07:00 0.131447 \n", + "2020-07-08 03:00:00-07:00 0.229076 \n", + "2020-07-08 04:00:00-07:00 2.686911 \n", + "2020-07-08 05:00:00-07:00 3.891376 \n", + "2020-07-08 06:00:00-07:00 4.010172 \n", + "2020-07-08 07:00:00-07:00 1.899975 \n", + "2020-07-08 08:00:00-07:00 -2.015884 \n", + "2020-07-08 09:00:00-07:00 -1.719477 \n", + "2020-07-08 10:00:00-07:00 3.041538 \n", + "2020-07-08 11:00:00-07:00 2.977743 \n", + "2020-07-08 12:00:00-07:00 -1.900911 \n", + "2020-07-08 13:00:00-07:00 -3.810699 \n", + "2020-07-08 14:00:00-07:00 -1.165798 \n", + "2020-07-08 15:00:00-07:00 -0.107613 \n", + "2020-07-08 16:00:00-07:00 0.191210 \n", + "2020-07-08 17:00:00-07:00 0.979126 \n", + "2020-07-08 18:00:00-07:00 1.681459 \n", + "2020-07-08 19:00:00-07:00 0.937042 \n", + "\n", + " v-component_of_wind_height_above_ground_0 \\\n", + "2020-07-07 07:00:00-07:00 1.905790 \n", + "2020-07-07 08:00:00-07:00 1.896727 \n", + "2020-07-07 09:00:00-07:00 1.954304 \n", + "2020-07-07 10:00:00-07:00 2.179615 \n", + "2020-07-07 11:00:00-07:00 2.453848 \n", + "2020-07-07 12:00:00-07:00 1.794128 \n", + "2020-07-07 13:00:00-07:00 1.082680 \n", + "2020-07-07 14:00:00-07:00 1.352917 \n", + "2020-07-07 15:00:00-07:00 0.923881 \n", + "2020-07-07 16:00:00-07:00 0.767871 \n", + "2020-07-07 17:00:00-07:00 0.475001 \n", + "2020-07-07 18:00:00-07:00 -0.901094 \n", + "2020-07-07 19:00:00-07:00 -2.039575 \n", + "2020-07-07 20:00:00-07:00 -1.422667 \n", + "2020-07-07 21:00:00-07:00 -1.077758 \n", + "2020-07-07 22:00:00-07:00 -2.090282 \n", + "2020-07-07 23:00:00-07:00 -2.283554 \n", + "2020-07-08 00:00:00-07:00 -2.871275 \n", + "2020-07-08 01:00:00-07:00 -2.373373 \n", + "2020-07-08 02:00:00-07:00 -2.484901 \n", + "2020-07-08 03:00:00-07:00 -1.634480 \n", + "2020-07-08 04:00:00-07:00 -1.516897 \n", + "2020-07-08 05:00:00-07:00 0.946564 \n", + "2020-07-08 06:00:00-07:00 0.733280 \n", + "2020-07-08 07:00:00-07:00 0.225239 \n", + "2020-07-08 08:00:00-07:00 -0.071746 \n", + "2020-07-08 09:00:00-07:00 1.222420 \n", + "2020-07-08 10:00:00-07:00 2.480942 \n", + "2020-07-08 11:00:00-07:00 1.987560 \n", + "2020-07-08 12:00:00-07:00 -0.722036 \n", + "2020-07-08 13:00:00-07:00 -1.186628 \n", + "2020-07-08 14:00:00-07:00 1.741894 \n", + "2020-07-08 15:00:00-07:00 2.292839 \n", + "2020-07-08 16:00:00-07:00 1.083733 \n", + "2020-07-08 17:00:00-07:00 -0.099970 \n", + "2020-07-08 18:00:00-07:00 -1.093060 \n", + "2020-07-08 19:00:00-07:00 -1.054458 \n", "\n", - " u-component_of_wind_height_above_ground_1 \n", - "2018-11-02 07:00:00-07:00 -2.156889 \n", - "2018-11-02 08:00:00-07:00 -2.348145 \n", - "2018-11-02 09:00:00-07:00 -2.119377 \n", - "2018-11-02 10:00:00-07:00 -2.733677 \n", - "2018-11-02 11:00:00-07:00 -3.008923 \n", - "2018-11-02 12:00:00-07:00 -3.160629 \n", - "2018-11-02 13:00:00-07:00 -1.726856 \n", - "2018-11-02 14:00:00-07:00 -2.237305 \n", - "2018-11-02 15:00:00-07:00 -2.017151 \n", - "2018-11-02 16:00:00-07:00 -1.627764 \n", - "2018-11-02 17:00:00-07:00 0.301710 \n", - "2018-11-02 18:00:00-07:00 0.627125 \n", - "2018-11-02 19:00:00-07:00 0.965139 \n", - "2018-11-02 20:00:00-07:00 1.365780 \n", - "2018-11-02 21:00:00-07:00 1.588125 \n", - "2018-11-02 22:00:00-07:00 1.928804 \n", - "2018-11-02 23:00:00-07:00 2.645590 \n", - "2018-11-03 00:00:00-07:00 2.836134 \n", - "2018-11-03 01:00:00-07:00 2.649999 \n", - "2018-11-03 02:00:00-07:00 2.088796 \n", - "2018-11-03 03:00:00-07:00 3.362164 \n", - "2018-11-03 04:00:00-07:00 2.793392 \n", - "2018-11-03 05:00:00-07:00 1.750739 \n", - "2018-11-03 06:00:00-07:00 1.120353 \n", - "2018-11-03 07:00:00-07:00 1.745453 \n", - "2018-11-03 08:00:00-07:00 1.741158 \n", - "2018-11-03 09:00:00-07:00 1.543947 \n", - "2018-11-03 10:00:00-07:00 0.884336 \n", - "2018-11-03 11:00:00-07:00 -0.104582 \n", - "2018-11-03 12:00:00-07:00 -0.045650 \n", - "2018-11-03 13:00:00-07:00 -0.141350 \n", - "2018-11-03 14:00:00-07:00 -2.389187 \n", - "2018-11-03 15:00:00-07:00 -1.642962 \n", - "2018-11-03 16:00:00-07:00 -0.572165 \n", - "2018-11-03 17:00:00-07:00 -0.261408 \n", - "2018-11-03 18:00:00-07:00 0.726418 \n", - "2018-11-03 19:00:00-07:00 1.348511 " + " v-component_of_wind_height_above_ground_1 \n", + "2020-07-07 07:00:00-07:00 1.961100 \n", + "2020-07-07 08:00:00-07:00 3.745087 \n", + "2020-07-07 09:00:00-07:00 3.913967 \n", + "2020-07-07 10:00:00-07:00 4.983353 \n", + "2020-07-07 11:00:00-07:00 5.835173 \n", + "2020-07-07 12:00:00-07:00 2.667837 \n", + "2020-07-07 13:00:00-07:00 1.215752 \n", + "2020-07-07 14:00:00-07:00 1.792833 \n", + "2020-07-07 15:00:00-07:00 1.145391 \n", + "2020-07-07 16:00:00-07:00 0.725159 \n", + "2020-07-07 17:00:00-07:00 0.422306 \n", + "2020-07-07 18:00:00-07:00 -1.305918 \n", + "2020-07-07 19:00:00-07:00 -2.503677 \n", + "2020-07-07 20:00:00-07:00 -2.038654 \n", + "2020-07-07 21:00:00-07:00 -1.627962 \n", + "2020-07-07 22:00:00-07:00 -2.508873 \n", + "2020-07-07 23:00:00-07:00 -2.772110 \n", + "2020-07-08 00:00:00-07:00 -3.672546 \n", + "2020-07-08 01:00:00-07:00 -3.611837 \n", + "2020-07-08 02:00:00-07:00 -3.720806 \n", + "2020-07-08 03:00:00-07:00 -2.947691 \n", + "2020-07-08 04:00:00-07:00 -2.823214 \n", + "2020-07-08 05:00:00-07:00 -1.180391 \n", + "2020-07-08 06:00:00-07:00 0.107170 \n", + "2020-07-08 07:00:00-07:00 -0.465855 \n", + "2020-07-08 08:00:00-07:00 0.256504 \n", + "2020-07-08 09:00:00-07:00 1.164135 \n", + "2020-07-08 10:00:00-07:00 6.246929 \n", + "2020-07-08 11:00:00-07:00 5.881613 \n", + "2020-07-08 12:00:00-07:00 0.785109 \n", + "2020-07-08 13:00:00-07:00 -0.991985 \n", + "2020-07-08 14:00:00-07:00 2.388416 \n", + "2020-07-08 15:00:00-07:00 2.823599 \n", + "2020-07-08 16:00:00-07:00 1.314808 \n", + "2020-07-08 17:00:00-07:00 -0.044821 \n", + "2020-07-08 18:00:00-07:00 -1.316065 \n", + "2020-07-08 19:00:00-07:00 -1.715950 " ] }, - "execution_count": 38, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -7299,12 +5872,12 @@ "source": [ "# The HRRR model pulls in u, v winds for 2 layers above ground (10 m, 80 m)\n", "# They are labeled as _0, _1 in the raw data\n", - "data_raw" + "data_raw[sorted(data_raw.columns)]" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -7313,7 +5886,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -7322,29 +5895,21 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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+I60MGjQotHnz5ux169ZlASxYsKBTY+vUZcqUKXuef/75Ttu2bfPDvvXwOnfuHGzXrl3wpZdeKgC47777Ok+YMKEU3Fic77//fj7Ao48+urce3uGHH176yCOPdAJYvHhxzvr16/MAioqKMoLBIDNmzNh9ww03bF25cmWzz9y0XZrGmLQVqnLJK5jZ2DmakFXgRmLJCqRHD68hOTk53HrrrZumTJkyuFOnToEDDzywRaNmjxs3rvLyyy8vmjhx4jCfz6ejRo0qf/rppzdGLvPAAw98NnPmzP4XX3yxr1+/flWPP/74RoBZs2Z9OXXq1EFPPPFE54kTJ+590q+44ort06ZNGzhkyJARI0eOLB89enQZwMaNGzPPOeecAaFQSACuu+66Lc2N1+rhGWPS1qIHr2LCZ3fybo/pHHrBvAaXXb/sDYY8fxIf+/fjO/+3rMVtpko9vL59+65r3759KBQKcdZZZ/UbPHhwZXPPekxGVg/PGNM2edXONbuw0UX31sQLtY2aeLfffnuXYcOGjRg8ePDIPXv2+C+77LKdiY4p1myXpjEmbfm8hCfZje/SzPcSXlupiTdnzpztTe3Rbdu2zX/kkUcOrT399ddfX9ejR49gXeskI0t4xpi05atxycvXhB5eYYcu7q/VxNtHjx49gmvXrrV6eMYYk6z8XsLz5zae8DKzsinXbPyilJUm7vo5EzsJSXgi8gsR+UhEVonI4yKSIyIDReQ9EdkgIgtEJCsRsRlj0kdG0CW8jNyGKyWElYq7Xq+02EoEpaO4JzwR6Q1cDIxT1VGAH5gG3ATcpqqDga+Bc+IdmzEmvWQFXLXzrLymJbxwTbwKq4mXlhK1SzMDyBWRDCAPKAK+B/zNm/8g8P0ExWaMSRM5IdfDy26k2nlYhT+c8FK/RJDZV9wTnqpuBeYCn+MSXTGwFNitquGxb7YAveMdmzEmveSEXLXznPymVS2oznDH+qpL07dEUNijjz7a/je/+U2Puubl5eUd2NztnXrqqQMeeOCBjo0v2bjevXuPLioqivpJlXE/S1NEOgInAwOB3cBTwHF1LFrnFfEi8lPgpwD9+vWLUZTGmHSQi9ulmVvQtIRXk1kIFVCTxjXxwqZPn16M63C0GYm4LOFo4DNV3QEgIs8A3wU6iEiG18vrA3xR18qqei9wL7iRVuITsjEm1WgoRJ5WgkBeYdMSXjDLHesLRqlE0OgHR0dlO7WtPHtlg/M3btzIlClTOPzww3n33XcZM2YMP/nJT5gzZw7bt2/nmmuu8f33v//tvGTJkvyHHnro87Vr12ZNmzZtUCAQkMmTJzeaBK+++uruTz75ZGcRYfLkycXz5s3bGjn/ueeeK5w1a1bfYDDImDFjyh966KFNubm52rt379FLlixZ07Nnz8DChQvzrrjiir7vv//+um3btvlPPfXUQV999VXmgQceWBYeAWzPnj2+k046aVBRUVFWKBSSK6+88ovzzjuvxb9GEnEM73PgUBHJEzck9mRgNfAacJq3zNnAcwmIzRiTJqqqKsiUINXqJzunaeMMh2viaUXqd3w+/vhjLrnkElasWMHatWt57LHHeOutt5g7dy7z58/PjFz2wgsv7HfuuefuWLVq1ZoePXrsUwYo0pNPPtnun//8Z8elS5euXbdu3eo5c+Zsi5xfXl4u559//sAFCxZ8sn79+tWBQIA//OEPXevbHsCsWbN6TZgwoXTNmjWrTzrppN1FRUVZAM8880y7Hj161Kxbt271hg0bPvrBD37QqoFO497DU9X3RORvwDIgAHyA67H9E3hCRG7wpt0X79iMMemjvGQ3OUC55NLUa5wk153cIlXRSXiN9cRiaeDAgYwe7XqYI0eOZPLkyYgIo0ePpqio6Fv1d5YtW1bw4osvfgJw/vnn77r++uv71LfdV155pd2ZZ565s7CwMAT71sBbvnx5Tp8+far233//KoAZM2bsuuuuu7oB9Y7q8u677xY+88wzHwNMmzat+Pzzzw8CHHTQQRVXXXVV35kzZ/Y++eSTi6dMmdKqcd8Scpamqs5R1WGqOkpVf6yqVar6qaqOV9XvqOrpqlqViNiMMemhotR1BirIbfI6Pi/h+apSv2JCZD08n8+397HP56uzvp3P52vSISKvBl6D8+vj9/s1FAoBUFFR8a3846tjZJv999+/atmyZatHjx5dcdVVV/W+4oorejYlxvrYSCvGmLRUWeZ6aZVNqHYeluFdvpBZk/oJrzkOOuig0vnz53cCmD9/fueGlp0yZcqehx9+uEtJSYkP9q2Bd8ABB1Ru3bo1a9WqVdkADz30UOeJEyeWAPTp06f67bffzgN48skn957Reeihh5bcf//9nb3p7fbs2eMHVxKosLAwdOGFF3516aWXfvnhhx82uwZeJEt4xpi0VF3uEl5VMxJeVr77Ds5qYwlv3rx5n997773dRo0aNby4uNjf0LKnnXbanuOOO273AQccMHzYsGEjrr/++m9d2pCXl6d33333xtNPP32/IUOGjPD5fFxxxRU7AGbPnv3FlVde2W/s2LFD/X7/3q7gjTfe+MXbb79dMGLEiOEvv/xy+549e1YDLF26NDfczk033dRz9uzZRa35P60enjEmLS1/7SnGvHEuK3LGsv+s/zZpnQ0fvsngZ0/gE/8g9vu/D1rUbqrUwxs1atSaRMcRC1YPzxjT5gQqXC8t4M9v8jp5bawmXltj5YGMMWkpWFHi/mY2PeHlt3OHrwraSE28hrz//vu5Z5111sDIaVlZWaEVK1asTVRMrWUJzxiTlkJVLuGFmpHwCtq7Hl6BlhMKBvH5GzycldbGjx9fkQ418CLZLk1jTFrSKrdbMpTVeLXzsIzMLEo1F58opSXRGW3FJA9LeMaYtCReD49mJDz4piZeWfHOaIdkEswSnjEmLYlX7dyX03i180gVXk28cisCm3Ys4Rlj0pK/xu3S9GU3M+F5NfEqS9K/YkJbYwnPGJOW/F61c39u06qdh1VnejXxUrhEUEFB83bjtsZll13Wa/bs2d2jsa3x48cPXbhwYatGU2mIJTxjTFrKCrhdmpnNTHg1XsJrCzXx2hq7LMEYk5ayQq6Hl5XXvF2aIa8mXigKNfHWDIvNiCvD1zZtkBRV5corr+TFF19ERLj66quZOnUq1113XdbJJ5/cfvr06cXHHHPMfh06dAg+9dRTG2+77bYun332WdYdd9xRZz3SO++8s/Mdd9zRXUQYPnx4xbPPPvtZ5Px33nknd+bMmf0rKip8/fv3r3rsscc2du3aNTh+/Pihc+fO3Txp0qTyoqKijHHjxg3funXrytLSUpk2bdrA9evX5wwePLiysrJSAAKBAFOnTh2wYsWKfBHR6dOn75wzZ0691RaayhKeMSYtZXsJLye/acVfw0I5bgDpdKiJ98wzz/Dhhx+yfPlydu7cycEHH8ykSZMYO3ZscOHChYXTp08v3rZtW9b27dsV4O233y4444wzvqprW0uWLMmZO3duz0WLFq3t2bNnoPag0QAzZswYeNttt31+/PHHl1566aW9fvWrX/W6//77N9cX39y5c7vl5uaG1q9fv/q9997LPeyww0YALFq0KK+oqChzw4YNHwHs3LkzKhdEWsIzxqSlnFAFANkFzUt4kuOWj0ZNvKb2xGLlrbfe4owzzsDv99O9e3eOOOIIFi9ezNixY0OPPfZYwdKlS3OGDBlSsXv3bv+mTZsyly5dmj9//vzP69rWyy+/3O7EE0/8umfPngHYtw7erl27/CUlJf7jjz++FOC8887bdfrppw9qJL6Ciy++eDvAIYccUjFkyJBygGHDhlVt3rw5++yzz+574oknFp9yyilRGc27WcfwRGQ/EYlNzXpjjImiPHUJL7egQ7PW8+W55f1pUBOvvuIAPXr00OLi4owXXnih/cSJE0sOO+yw0oceeqhjfn5+qGPHjqH6tiUiLao2kJGRocGgy4/l5eXfKqZXV229rl27BletWrX6qKOOKpk3b163adOmDWhJu7U1OeGJyG+AG4BZIvJwNBo3xphY0FCIPCoByC9o3kkrGXmuRFBGGpQImjRpEgsWLCAYDLJjxw4WLlzI+PHjARg7dmzpPffc0+3oo48uPfLII0vvuuuuHocccki9o2ZPmTJlz/PPP99p27Ztfti3Dl7nzp2D7dq1C7700ksFAPfdd1/nCRMmlAL07du36v33388HePTRR/fWwTv88MNLH3nkkU4Aixcvzlm/fn0eQFFRUUYwGGTGjBm7b7jhhq0rV66Mypmb9e7SFJGfA/NUNdxtHaOqU715K6LRuDHGxEJ52R7yRanQLHIzs5q1bpbXI8wOlMQitLg65ZRTWLRoEWPGjEFEuPnmm+nRowc7d+7k8MMPL33zzTfbjRo1qqqqqqq6uLjYP2nSpHr/6XHjxlVefvnlRRMnThzm8/l01KhR5U8//fTGyGUeeOCBz2bOnNn/4osv9vXr16/q8ccf3wgwa9asL6dOnTroiSee6Dxx4sS9vySuuOKK7dOmTRs4ZMiQESNHjiwfPXp0GbjCr+ecc86AUCgkANddd92WaDwf9dbDE5EzgbOBO1T1BRE5BzgL1yt8V1V/GY0AWsPq4Rlj6rLzi010uXd/dtGeztfUeUiqXh8vf5vv/P1/+NQ3gEGzlze7bauHl1gtqoenqo8AJwIHiMhzwBLgOOCEZEh2xhhTn4oyd0lBheQ2e908r0RQXshKBKWbxs7S3A9YAMwHrgcUmA2k/vm6xpi0VVnm9ppV+Zp/6Ce/vUt4+do2i8Bu27bNf+SRRw6tPf31119f16NHj2Bd66SKho7h/dWbnwt8oqrniciBwHwReV9Vr49TjMYY0yzVrUh4he07EVKhUCoIBgL4M5p/9ZZ3RmOz10sGPXr0CKZqHTzvmF+dZ5lCw2dpHqiqZ6rqqcAxAKr6gaqeCNhJK8aYpFVT4RJeTUbTi7+G+fx+Sr1doaV7mj+8WE5ODrt27ar3kgATG6FQSHbs2NEeWFXfMg39dHlRRN4AsoDHImeo6nPRCdEYY6Iv4CW8QAsSHkAZ+bSjnLLiXbTv1LVZ6/bp04ctW7awY8eOFrUdD9u2bcsIBoNdEh1HlIWAVYFA4Nz6Fqg34anqLBFpB4RU2+jObGNMSgpWurPrg5ktS3jl/gII7qB8T/OLwGZmZjJw4MAWtRsvI0aMWKmq4xIdR7w1uHNaVVP/yktjTJujle6rK5TZsjI5lf4CCEJlSZ3DSpoUZeWBjDHpp8rtlNKsliW86gwrEZSOGkx4IuITke9Gu1ER6SAifxORtSKyRkQmiEgnEXlFRDZ4fzs2viVjjKlDtUt4kt2yhBfIdMORBcpaXyLIJI8GE56qhoBbYtDuH4GXVHUYMAZYA8wCXlXVwcCr3mNjjGk2X0044TWvFl5YMNtVTAhGoSaeSR5N2aX5bxE5VaJ0UYl3Iswk4D4AVa1W1d3AycCD3mIPAt+PRnvGmLbHX+NGSfHntizhqVciiDSoiWe+0ZQrKi8D8oGgiFQAAqiqNm8I8m8MAnYAD4jIGGApcAnQXVWLcBsvEpFuLdy+MaaNywi4hJeR27KvqWjWxDPJo9EenqoWqqpPVTNVtZ33uKXJDlySPQj4s6oeCJTRjN2XIvJTEVkiIkuS+ToXY0ziZAVdtfPMFiY8v1cTz1dtJ6qnk0YTnjhnisj/eY/7isj4VrS5Bdiiqu95j/+GS4BfikhPr42ewPa6VlbVe1V1nKqO69q1eReEGmPahqyQS3jZ+S1LeBlewsu0hJdWmnIMbx4wAfiR97gUuKulDarqNmCziIQHJ50MrAaex5Ujwvtro7kYY1okZ2/Ca9+i9bMKOrn106AmnvlGU47hHaKqB4nIBwCq+rWINK+i4r5+DjzqbedT4Ce45PukV3fvc+D0VrZhjGmjcrXC/S1oWcLLKXQJLydog0ylk6YkvBoR8eNKAyEiXWlgNOqmUNUPgbqGtZncmu0aYwxAnlaAQF4LE15eO3cZcF7IEl46acouzTuAvwPdROS3wFvA72IalTHGtFCgppocqSGoQm5eyy5LKOjgzg8oUCsCm04a7eGp6qMishTX+xLg+6qalqXhjTGpr6ykmPZAOTkU+lo2emLKyUZ5AAAgAElEQVR+QXuCKuRLJYGaajIyW3sUxySDppyl+Uegk6repap3WrIzxiSzilI3OkqFV9OuJVxNPFc8trTYBpBOF035+bMMuFpEPhaRP4hImyspYYxJHZVl7mLxihZUO49UJm4cztLdzS8RZJJTUy48f1BV/wcYD6wHbhKRDTGPzBhjWiCc8KpamfDKfS7hVViJoLTRnB3c3wGGAQOAtTGJxhhjWqmm3F0sXu1vXcKr8ruEV1liJYLSRVOO4YV7dNcBHwFjVfXEmEdmjDEtEKhwCa+mlQmvOjNcE896eOmiKdfhfQZMUFXbkW2MSXqBCjc6SjAjv1XbqQnXxCu3EkHpoimXJdwtIieJyCRv0huq+kKM4zLGmBYJVXoJL7N1CS/k1cQLWU28tNGUXZq/x5XvWe3dLvamGWNM0glVuYQXympZtfOwcE08tZp4aaMpuzSPBw7wqp8jIg8CHwC/jmVgxhjTIlXecGCtTHjhmng+q4mXNpp6lmaHiPstG5zOGGPiwFftEp5kt2xYsbBwTTy/lQhKG03p4f0e+EBEXsMNLTYJ690ZY5KUr8aNf+nPaV3Cy8x3A0hn1ljCSxdNOWnlcRF5HTgYl/B+5dW0M8aYpOMPuITny2lZ8dewrAKX8LIDVjEhXTTlpJVTgHJVfV5VnwMqReT7sQ/NGGOaL9NLeJm5revh5Ra6hJcTtCKw6aIpx/DmqOreo7aquhuYE7uQjDGm5bKCrtp5Vl7renh57bu4vyErEZQumpLw6lqmKcf+jDEm7rJDLuFlt7D4a1hB+87ur9XESxtNSXhLRORWEdlPRAaJyG3A0lgHZowxLZETqgAgO79DI0s2LC+/HQH1kSdVVFdVRiM0k2BNSXg/B6qBBcCTQAVwUSyDMsaYlsrF9fDyWtnDE5+PEnGjtZQW72p1XCbxmnKWZhkwKw6xGGNMq2goRJ5WgkBeYet6eABlkk9HLaGseCeduvWOQoQmkZpTHsgYY5JaVWU5mRKkWjPIys5p9fYq9tbEsxJB6cASnjEmbZSVuIGeyyQ3KturynAJr8qKwKYFS3jGmLQRrnZeEaWEV53hLm2oLrMeXjqo9xieiPwJ0Prmq+rFMYnIGGNaqLLUJbwqaV3x17BAVjsog0CZlQhKBw318JbgLj/IAQ4CNni3A4Bg7EMzxpjmqSp3415WtbLaeVi4Jp5aTby0UG8PT1UfBBCRGcBRqlrjPb4b+HdcojPGmGao8RJedZQSnnrjcWqllQhKB005htcLiByUrsCbZowxSSVQ4RJeICM6Cc+X6y5tsJp46aEpQ4TdyDflgQCOAK5pbcMi4sftNt2qqieIyEDgCaATsAz4sapWt7YdY0zbEax0Az0HMlpX/DXM7yW8DKuJlxYa7eGp6gPAIcDfvduE8O7OVroEWBPx+CbgNlUdDHwNnBOFNowxbUjIS3ihzPyobC+zwCW8zBqrmJAOmlIeaBIwBJeEvgaGeNNaTET6AMcDf/EeC/A94G/eIg8CVoLIGNMsWuVq12lWdHp42fmd3N+AJbx00JRdmr+MuJ8DjMedvfm9VrR7O3Al3xwb7AzsVtWA93gLYOP4GGOaRaq9Yq3ZrauFF5bbzlVMyAlZEdh00JSxNE+MfCwifYGbW9qgiJwAbFfVpSJyZHhyXU3Xs/5PgZ8C9OvXr6VhGGPSkNS4xOTLjk4PL88rEZRvCS8ttGSklS3AqFa0eRhwkohsxJ2k8j1cj6+DiIQTcB/gi7pWVtV7VXWcqo7r2rVrK8IwxqQbf42rXefLiU4Pz2ripZdGe3i1Rlzx4S48X97SBlX118CvvW0fCVyhqtNF5CngNFwSPBt4rqVtGGPapoyAS0wZua2rdh6Wk5tPtfrJkRoqK8rIyY3OyTAmMZpyDG9JxP0A8Liqvh2DWH4FPCEiNwAfAPfFoA1jTBrL9BJeZm50enji81Eq+XRiD6XFuyzhpbimHMN7UESycGdqAqyLVuOq+jrwunf/U9wJMcYY0yJZQVf8NSu/dcVfI5VJAZ10D2XFX9Glh503kMqaskvzSNxlAhtxJ5f0FZGzVXVhbEMzxpjmyQm5hJedF51dmgAV/gIIQEWJVT1PdU3ZpXkLcKyqrgMQkSHA48DYWAZmjDHNlaMV7m9B9Hp4VV7Cq7YisCmvKWdpZoaTHYCqrgcyYxeSMca0TJ6X8HK9EVKioTrTq4lXbgkv1TXppBURuQ942Hs8HXfhuTHGJI1QMEi+VAKQH8UeXiDLJbyg1cRLeU1JeDOBi4CLccfwFgLzYhmUMcY0V3nZHgqAcs0mL6MpX21NE8p2CS9kNfFSXlPO0qwCbvVuxhiTlCpKi13Ck1yiUxzIk+P1FiutYkKqqzfhichK6hneC0BV949JRMYY0wIVpa4HVim5Ud3uNzXxrIeX6hrq4Z0QtyiMMaaVqspcD6zSF9X+Hf48q4mXLhpKeJlA99qjqojIROoZ59IYYxKlqtxVJa/2RzfhZeZ3dH+tRFDKa+iyhNuBul7hCm+eMcYkjUC5+7qq9kd3+K/sQlcTL8cSXsprKOENUNUVtSeq6hJgQMwiMsaYFghUuF2OgYzoJrzcQlcxITdoJYJSXUMJL6eBedE9KmyMMa0UrHQ9sGBmdBNefnvXw8uzEkEpr6GEt1hEzqs9UUTOwS48N8YkGa1yCU+jnPDCNfEKtQwNhaK6bRNfDZ20cinwdxGJHFllHJAFnBLrwIwxplmq3C5HzY5OaaCwnNx8qjSTbKmhsrKcnLzoVFM38VdvwlPVL4HvishRfFPh/J+q+t+4RGaMMc1R7RKeZEc/IZVIPtnspmT3Tkt4KawpI628BrwWh1iMMabFfDUu4fmi3MMDKPflQ2g35cW7oNeAqG/fxEdTqiUYY0zSywgnvChVO49U4XO9uoqSr6K+bRM/lvCMMWkhI+CKv2bGIOFVZbgBpKtKrURQKrOEZ4xJC5lBd9lAZm70SgOF1WS6JFpTZgkvlVnCM8akheyg6+Fl5bWL+rb31sQrtwGkU5klPGNMWsjxqp3n5Ee/hxeuiacVxVHftokfS3jGmLSQG054Uax2vleOq5hApfXwUpklPGNMWsjzEl5+YYeob9vnHRf0VVkPL5VZwjPGpLya6iqypYagCjm50R1aDCAjXBOvxmripTJLeMaYlFde4nY1lkku4ov+19remng1ViIolVnCM8akvPJSl/AqYlTIJaedG0A6x0oEpTRLeMaYlFdZ5nY1VvqiW+08LLfQ9fDyg7ZLM5XFPeGJSF8ReU1E1ojIRyJyiTe9k4i8IiIbvL8d4x2bMSY1VZW5k0mqfLHp4XXrO5hqzaCXfknx1ztj0oaJvUT08ALA5ao6HDgUuEhERgCzgFdVdTDwqvfYGGMaVVPuel7V/tj08LJz8vgscz8APl/5ZkzaMLEX94SnqkWqusy7XwKsAXoDJwMPeos9CHw/3rEZY1JTTYVLeDX+6J+hGfZ1x/0BKP3k3Zi1YWIrocfwRGQAcCDwHtBdVYvAJUWgW+IiM8akkkCFO3syEOVq55Ey+o8HIG/7BzFrw8RWwhKeiBQATwOXqmqTjwSLyE9FZImILNmxY0fsAjTGpIxQpUt4oczYFWftNXISAP0qVqOhUMzaMbGTkIQnIpm4ZPeoqj7jTf5SRHp683sC2+taV1XvVdVxqjqua9eu8QnYGJPcqtzlArFMeD37D+Er2tGREr7YuCZm7ZjYScRZmgLcB6xR1VsjZj0PnO3dPxt4Lt6xGWNSk1Z7F4Rnx26Xpvh8fJ43EoCiVXbiSipKRA/vMODHwPdE5EPv9j/AjcAxIrIBOMZ7bIwxjfJVux6eZEe/+Gukym4HARDcvDim7ZjYyIh3g6r6FiD1zJ4cz1iMMenBV+OKv/pyYpvwCvY7BDbeRcevV8S0HRMbNtKKMSblZQRcwsuIccLrv/9EQioMqPmEyoqymLZlos8SnjEm5e1NeLnRr3YeqbB9Jz739yVLgmxctSimbZnos4RnjEl5WcFy9zcvtgkPYHv70QDsXv9OzNsy0WUJzxiT8rJDLuFlF0S/+Os++hwMQGbR0ti3ZaLKEp4xJuXlhFy185z82Pfwug77LgC9Sj+KeVsmuizhGWNSXh4u4eXFoYfXb+hYyjSHnuxg57bPY96eiR5LeMaYlKahEHnqJbzC2Cc8f0YGn+UMA2DzioUxb89EjyU8Y0xKq6osJ0NCVGkmmVnZcWmzpPMYACo3vheX9kx0WMIzxqS0spLdAJRLbIq/1iV34KEAtNv5YdzaNK1nCc8Yk9IqvWrnFXFMeH1GTwRgYNU6goFA3No1rWMJzxiT0ipLXcKrjGPC69KjL19IN/Kkik1r7fKEVGEJzxiT0qrKXTnNKn9eXNstKhgFwI41b8W1XdNylvCMMSmtptwdw6vxx640UJ3t9nSVE2Trkri2a1rOEp4xJqXVVLhaeIGM+PbwOgxxF6B327Myru2alrOEZ4xJaaG9CS++PbyBoyZQrRn0C25hz+5dcW3btIwlPGNMSgtVuYQXyiqIa7vZOXlszByET5RNK+w4XiqwhGeMSWla5aqda5wTHsBXHd0F6KWfWOWEVGAJzxiT0sTr4UkCEl5G//EA5G63C9BTgSU8Y0xKkxpX/FViXO28Lj1HuAvQ+1esRkOhuLdvmscSnjEmpfm9hOdPQMLrNWAoX9GOjuzhi41r4t6+aR5LeMaYlJYRSFzCE5+Pz/NGAlD0kZ24kuws4RljUlpm0CW8zLzYF3+tS0W3AwAIfv5+Qto3TWcJzxiT0rKD5QBk5bVPSPuF+00AoOPXKxLSvmk6S3jGmJSWHXLFX7PzE5Pw+u8/kZAKA2o+obKiLCExmKaxhGeMSWm56np4uQUJ6uG178Tn/r5kSZCNqxYlJAbTNJbwjDEpLU9dDy9RCQ9ge/vRAOzeYAkvmVnCM8akrFAwSJ5UAZCfwIRH73EAZBZZbbxkllQJT0SmiMg6EflYRGYlOh5jTHIr84q/lms2Pr8/YXF0HX4YAL1KViUsBtO4pEl4IuIH7gKOA0YAZ4jIiMRGZYxJZhXhhBfHaud16Td0LGWaQ092sHPb5wmNxdQvI9EBRBgPfKyqnwKIyBPAycDqaDe0+eOVVJbujvZmjTFxVvrlp3QDKiS+tfBq82dksDF7KCOrl/Pxaw/z9fBJMW8zr10Xeg8aHvN20kkyJbzewOaIx1uAQ2LRUOkJP4zFZo0xcZYDrKEXAGseT+yXv8+LpT2PEOCRmLe3B+i91oYza46k2aUJSB3TdJ+FRH4qIktEZMmOHTviEJYxxph0kEw9vC1A34jHfYAvai+kqvcC9wKMGzdun4TYFMPtV5ExxrQ5ydTDWwwMFpGBIpIFTAOeT3BMxhhj0kTS9PBUNSAiPwNeBvzA/ar6UYLDMsYYkyaSJuEBqOq/gH8lOg5jjDHpJ5l2aRpjjDExYwnPGGNMm2AJzxhjTJtgCc8YY0ybIKotupQtKYjIDmBTPbO7ADvjGE59kiUOsFjqY7HsK1niAIulPq2Jpb+qdo1mMKkgpRNeQ0RkiaqOszi+YbHUzWJJ3jjAYqlPMsWSKmyXpjHGmDbBEp4xxpg2IZ0T3r2JDsCTLHGAxVIfi2VfyRIHWCz1SaZYUkLaHsMzxhhjIqVFD09E6iotZIxpIvsMmbYgZROeiAwVkZMBNMHdVBFJitN7RWQ/kQSXfvaISB8RaZ/oOABEpHOiYwgTkfxExxAmIoNF5DBI7GdIRDomqu3aRKR/omMIE5GeIpKZ6DjSScolPBHJEJG7gL8Dnb1SQomKJUdE/gy8JiLXicj3vOlxf15FZAiwAZieyA+JiOSJyC24qhcPisiPvelx70GISIGI3Ab8U0RuEJGj4h1DHbE8IiJnJvKLVUSyRGQe8A+gl4hkJyiOPO+z/JKI/FxEDvSmJ+R7SUQOBz4TkSmJaD8ijnwRuRX3GbpLRE7wplsvvJVSLuEB44BuqjpCVe9X1eoExvK/QDfgCOAz4H4RyVHVUAJi6YYrmHsI0C8B7Yf9H9BVVUcCDwHnQfx7EN4PgL8DQdzrtAP4TTxjiIjlcOBNoAK4H5gInJGIWDzH4D5DQ1X1KVWtSlAclwGdgbOBHOAegAR9fgDaAV8BMxOcXG4GCoDJwHLgNEj8nqx0kBIJT0RyIh52BHZ506eIyMkiMtJ7HJf/J6IHpcAiVd2lqg8Ai4DfesvE/AMjIv6IdsqAa4FcEvBl6vW8c7z2n/Umd8f9eu/pLRPz1yeix18G3KuqV6jqalzZqSIR6RPrGCJiCb9PvgbmqepvVPUF4EPcF33cfrWLSGQpsK7Au970Y0XkKBHp6z2Ox2uU4bWTCTymqmtV9Q/Al17PJp6fZV/Ea6DAmbjEd6k3P26Jz4ulA24EldtUdQfu++7d8K7wRPV+00VSP3kiMkREHgX+JCLjRMSPezOWishMYA5wEPCqiIxS1VCs3qDeMcObAVS1xpvcHugUsdgvgR+IyH6qqrGIpVYcwYhZB+MSzGXA4SJyiohMiOUHtlYsAVWtxH25/4+ILMI9H52A90VkdIxfn8Eicj9wi4gcguvtPhvRXh4wTFW3xKL9WrEME5EHgGtFpL9XyPivEUlnK9AfYv+rPSKW6yJ2o/YCuovIDNwPtJOAF0Wkb6xeI+/1uRL2vldCuL0S4yMWmwmcJSJ9YtnLqxVLZDsHAgOBC4FzRWS89zhmaseiqrtxewKuEJH3gBleXG/H8vVpM1Q1KW+4nsJrwJXAz3G7gi7AJbwVwGNAR2/Za4EXYxjL8cBHQAiYFTF9ALASGBkx7XbgvnjFAWR6fw8FTvfuL/GWOScBz0km0Bt4CiiIeH1ejmEsM4HVwEXA1bhdqUfUWuYo4OE4vG8743r6lwM3AQ8CP6y1zGxgTgJieQQ4FvfD6CvgbsAf8b59LkZx/AjYjNut/NOI6UO8ODpHTLsduDaGz8k+sUR8hk4HvuvdX+u9t0+KZyze9BxgFPB4refl+Vi/Z9L9lsw9vP2AMlW9WVX/BNyH+5LtgXvxh+LtFgLuAqoldmcofglMx31AfyUihQCquhF4HpglIt29ZV+i/gGtox6HftPbHA/cICIf4k5eeRP3oY2VOp8TIMA3g9qWe9PuBgISuzMUvwQuUdW7gN8D2Xg9b2+vAMAIXIJGRH7kHeOLhWFAuareAvwaeAWYLCL7RyzTE3jHi2VyxHsn1rG8BEzFHde8HTicb/byPAB8IbE54WkL7jjdScAF4c+pqq7H/TD6c8Sy673lY7U7cZ9YIj5DQ4D53mdoOe5zvDQGMdQbC4C6PSW9cT29sIeAbZLAk/TSQdImPFVdBQwQkUnepBXAq8AvVPV+4APgxyLyE+AZYLGqlte9tVbHsgRYq6of4740Ij+gc3Bf8nNE5FzcL+mvEhDHo7jn5AJVPQN4Gjg2Rl9g9cai7ufoR8Ak4Oci8gPgCdzrUxaLWIAXgNdFJEvdbt4vcbvL0G92+x4OdBWRv+MSdU2dW2q9ZUC2iIxVt7vsbdwX2/dh75d4L2CoiPwLOAvXk4hXLJuBnwA34HoW54jIqbjXb13El3/UqOpC4E1VXYTbI3JNxOyfAT1EZLaI/BB3klOlt17Ud/c2Ess/vGkzVXUqsAC4ONoxNDGW/wI/FJFpIjIZ+BPu9UnkSXqpL9FdTKADkBHxWACfd//nwCMR8w7A9fR64r7Q/h/ul8+0WMVS+z5ul+pu4OCIeT1wv9KeAKYnKo5a2/Al+Dk5AnfG5uvA1FjHUmu5V4nYpYnbRbQc92v9h1GKpROQV89z8Rvghoh5JwN/wB3zHYJLcK9H8X3b3Fhu8+6PxPX4XohGLPXFUWuZUbgv99ER04bjejr/jsbnp6Wx1P7MRPEz1NLn5RTgj7gTjKLyGWrrt8Q27r4QV+B2ef3Mm+aPmP8dXE/lbO9xZ9y1KT3iHUvkY2/Z17z7U4DsJIjjOCArYpk6k0Ecn5PMBLw+PtyPoX8CftyPp0O8eadEMZarcccM7+ebY6mR79uj8XbBe4+HAIvD7xPcXopEx5IT5denwThqLXsd3nFu3GU0GUkUS+RzF43PUEtjGU+UEq7dIp7jhDTqTrW9F7cbbhDuuqQivETGt3sRxwKf4s7G/CHuRJZ+8Yql1rKRcQWAEuBWXA+iVR+OKMURlcSbLM9Jc2Pxlh+G+5H0I9wuvavq+4JpQSwdcLv+Hgf6AGNwZ1wWevPDeyba43ZVLgP64q6j+jvQPYrv29bG0iUecdSzTibuGG8pbjdeZpTeK62NZQ5R+qEWreclWu8Xu3nPcVwb887G8r4MT6o1737g/9Wz3kzgDtwuqcMSHEsXYD7ueFmrY0mWONIolgtwuwwXAJOiHEsGMChi+sm4Huc+P9S8x/8HPIzbVTUhnWJpahy11hHcNYDP43qZh8fzOWlrsditjtcnLo24X5l/wZ2ZdhEw2Jse/hVa6L3QA2u/ESLuR+tXeotiiVg/Ixpf6skSRxrGMoSIU7yjHMsIb3o27tjXJtyv+LeA48Lv01rv27x0iqWFcfgi1s8CpiTwOUn7WOxW/y1eZ2n+GvfhOwe3i+qv4C609E4bz8SNnvKti4LVeyd49yMvso57LBFxBFT17TSKI91iWa+q0aoTFhlLB1wvFnVDcS1V1f6qOhM3JNat3rxgrfdttM4cTpZYWhJHCNwZqqparaovRSEOi8U0W0wTnjjh0SUeVdU1qnoD7pq5a2FvIhsElKhqjYicJiL/L11jSZY4LJZmx/JbL5brvOmfRqyyAPhcRLqlayzRiCMy+Vos0Y/FNC6mCU+dAO66o7ERsy4ELpRvyoIcg7te6H7gCr59wWVaxZIscVgsLY5lpoh0jPh1Phh4EtigqtvTNZZkicNiMa2iMdxfyjfHXQ7CXeSaGzFvPvBr7/6duAtiz0/3WJIlDoulVbH80rt/Ce5SiYvSPZZkicNisVtrblHp4YnIr0TkirpG9RARv6ouw10MPC9i1jrcFxe408iHquo96RJLssRhscQkliLv/qu46/zuSpdYkiUOi8XERGuyJe6U8d/gri9ZAoyJmBd5dthA3NlKb3rLT8P92jk9Wpk7WWJJljgslpjGclq6xZIscVgsdovlrbVvBgEOw52d9Dvc2UeFEfN74Ib+ehd3dt0BuGKc/wZOjeo/kiSxJEscFovFkopxWCx2i+WtuS9+Bu5Egb4R03K8vz1xo6Acyzdj+R2LG4g1+oEnSSzJEofFYrGkYhwWi93ieWvOG2E0bniiL4mo0+TNC7/4l+Lq1PWqY/2oXDieTLEkSxwWi8WSinFYLHaL9605J63sxA3vNQxXtudY+Fa9MXB16XKBcSJyhIic4i0jGr0Lx5MplmSJw2KxWFIxDovFxFdzsiPeKbfA+cDrEdMjS/qE61l9DHw/Vpk6WWJJljgsFoslFeOwWOwWz1uL3xS4op8X15o+BlcK48a4/QNJEkuyxGGxWCypGIfFYre4vK6teEP8P+A97/4o3OCp7fBGC4/rP5EksSRLHBaLxZKKcVgsdov1rcUXnqvqy8DXIlIF3ISrxbZHVXe1dJupHkuyxGGxWCypGIfFYmKuJVkSNwbnDbiSF+clMmMnSyzJEofFYrGkYhwWi93icQufattsInIc8F915S8SKlliSZY4LBaLJRXjsFhMrLU44RljjDGpJF4FYI0xxpiEsoRnjDGmTbCEZ4wxpk2whGeMMaZNsIRnjDGmTbCEZ4wxpk2whGf2ISJBEfkw4jYg0TEBiMgAEflRHdNHR8T6lYh85t3/j4j0EpG/xSie74vI7FrTlovI47FoL6KNv4jIiFasv1REskRko4is9GL+t4j08OaXRi/aemN4p5H5o0Xkr7GOw7Qtdh2e2YeIlKpqQQvWy1DVQCxi8rZ/JHCFqp7QwDJ/Bf6hqjFJcrXaegc4SVV3eo+HA08CnYAhqloWgzb92ooyNN6PlztU9SQR2QiMU9WdIvI7oEBVL27p6x9tIvIf4H9V9fNEx2LSg/XwTJOISI6IPOD1CD4QkaO86TNE5CkReQH4tzftlyKyWERWiMi1Eds4y5u2XEQe9qadKCLvedv8j4h096YfEdFr+0BECoEbgYnetF80Me4BIrIqItZnReQFrxf4MxG5zNv+uyLSyVtuPxF5yesJvSkiw+rY7hCgKpzsPD8CHvaeh5Miln1dRG4TkYUiskZEDhaRZ0Rkg4jcELHcmSLyvvf/3ROuwyYipSJynYi8B0zwtjfOmzdFRJZ5z+mr3rTxIvKO93+9IyJDI2I8DlcFoLaFwHciYvmtt813I16T/iLyqvcavioi/bzpXUXkae81Xywih3nTrxGR+714PxWRiyO2X+r9PcV73UVEeorI+nBPE3gBmFb/q2tMMyV6bDO7Jd8NCAIfere/e9MuBx7w7g8DPgdygBnAFqCTN+9Y4F68+mHAP4BJwEhgHdDFWy68fEe+2dNwLnCLd/8F4DDvfgGQARyJ6701FPtfgdMiHg8AVnn3Z+BqmBUCXYFi4AJv3m3Apd79V4HB3v1DcMNL1W7nJ+FYI6atB/p7z8HzEdNfB27y7l8CfAH0BLK9564zMNz7nzO95eYBZ3n3Ffhhre2N8/6HzcDAWs9pOyDDu3808HTEus8Bg7z7GyNejzsjYlTgRO/+zcDVEa/J2d79/wWe9e4/Bhzu3e8HrPHuXwO84/2fXYBdEf9faURMjwA/w71XzoiYfhjwQqI/D3ZLn1sGxuyrQlUPqDXtcOBPAKq6VkQ2AUO8ea+o6lfe/WO92wfe4wJgMK6O2N/U6xFFLN8HWCAiPYEs4DNv+tvArSLyKPCMqm4RkWj8b6+paglQIiLFuC9xgJXA/iJSAHwXeCqivew6ttMT2BF+ICIHAztUdZOIbAHuF5GOqvq1t8jzEe18pKpF3nqfAn1xz+9YYLHXbi6w3VsnCDxdRwyHAgtV9TP41nPaHnhQRLTS7ZcAAALxSURBVAbjklem11YW0EdVP418PkQkCKwArvamVeOSD8BS4Bjv/gTgB979h3HJEFxSHRHxfLXzeuQA/1Q3FmWViGwHuuOSfKSfA6uAd1U18vjndqBXHf+3MS1iCc80VUPZJvJYlQC/V9V7vrWy251V1wHjPwG3qurz4o7RXQOgqjeKyD+B/wHeFZGjWxF7pMiBgEMRj0O4z4MP2F1Hwq+tApdYws4Ahok7Lgaul3Uq8Jda7Ua2GdmuAA+q6q/raKtS6z5uJ9T9nF6PS+yniDtm97o3fSLwVq1lj9Jv75YFqFHV8HaD1P89EV7GB0xQ1YpvBecSYOT/Wt+2euOeh+4i4lPVkDc9B/c8GxMVdgzPNNVCYDrsPX7VD7eLsraXgf/1ekqISG8R6YbbTfhDEensTe/kLd8e2OrdPzu8ERHZT1VXqupNwBLcbtQS3O7ImFHVPcBnInK6F4eIyJg6Fl2Dd8xLRHzA6cD+qjpAVQcAJ+OSYFO9CpzmPVeISCcR6d/IOouAI0RkYHgdb3rkczojYvkpwIvNiKm2d/jmmNp0vkme/8btksSLo7EfC3uJSAbwAO745xrgsojZQ3A9P2OiwhKeaap5gF9EVgILgBlaR9kUVf037pjOIm/ZvwGFqvoR8FvgDRFZDtzqrXINbvfhm0BkT+NSEVnlLVuB+6JeAQS8kymadNJKC00HzvHa/giXvGpbCBworhszCdiqqltrzR/h7aptlKquxu1S/LeIrABewe02bWidHcBPgWe8WBd4s24Gfi8ibwP+iFWOBN5oSjz1uBj4iRffj3HHI8PTx3kns6wGLmjGNn8DvKmqb+KS3bniznYFOAr4ZyviNeZb7LIEY1pIRP6IO6niP4mOpTEi0geYr6rHJTqWphCRbFxyPlxjeKmLaVss4RnTQt7p+oeo6vONLmyaxTvhpreqvp7oWEz6sIRnjDGmTbBjeMYYY9oES3jGGGPaBEt4xhhj2gRLeMYYY9oES3jGGGPahP8PpEY4kfXy+yUAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -7354,78 +5919,62 @@ "plt.ylabel('Cloud cover' + ' %')\n", "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')\n", "plt.title('RAP')\n", - "plt.legend(bbox_to_anchor=(1.18,1.0))" + "plt.legend(bbox_to_anchor=(1.18,1.0));" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,0,'Forecast Time (America/Phoenix)')" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "data['temp_air'].plot(color='r', linewidth=2)\n", "plt.ylabel('Temperature' + ' (%s)' % fm.units['temp_air'])\n", - "plt.xlabel('Forecast Time ('+str(data.index.tz)+')') " + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')');" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,0,'Forecast Time (America/Phoenix)')" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "data['wind_speed'].plot(color='r', linewidth=2)\n", "plt.ylabel('Wind Speed' + ' (%s)' % fm.units['wind_speed'])\n", - "plt.xlabel('Forecast Time ('+str(data.index.tz)+')') " + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')');" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -7449,646 +5998,613 @@ " \n", " \n", " \n", - " temp_air\n", - " wind_speed\n", - " ghi\n", - " dni\n", " dhi\n", - " total_clouds\n", + " dni\n", + " ghi\n", + " high_clouds\n", " low_clouds\n", " mid_clouds\n", - " high_clouds\n", + " temp_air\n", + " total_clouds\n", + " wind_speed\n", " \n", " \n", " \n", " \n", - " 2018-11-02 07:00:00-07:00\n", - " 9.584778\n", - " 1.709633\n", - " 15.898465\n", - " 0.000000\n", - " 15.898465\n", - " 0.00\n", + " 2020-07-07 07:00:00-07:00\n", + " 71.635540\n", + " 543.826680\n", + " 240.477996\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 29.930908\n", + " 0.000\n", + " 3.004241\n", " \n", " \n", - " 2018-11-02 08:00:00-07:00\n", - " 8.790894\n", - " 1.743574\n", - " 207.367295\n", - " 631.164838\n", - " 49.568030\n", - " 0.00\n", + " 2020-07-07 08:00:00-07:00\n", + " 86.596496\n", + " 728.586324\n", + " 456.175991\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 29.377350\n", + " 0.000\n", + " 2.154739\n", " \n", " \n", - " 2018-11-02 09:00:00-07:00\n", - " 8.128754\n", - " 1.896969\n", - " 407.358602\n", - " 818.731315\n", - " 60.841352\n", - " 0.00\n", + " 2020-07-07 09:00:00-07:00\n", + " 122.236626\n", + " 777.829389\n", + " 653.786825\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 28.422516\n", + " 0.000\n", + " 1.955028\n", " \n", " \n", - " 2018-11-02 10:00:00-07:00\n", - " 7.670715\n", - " 1.990024\n", - " 566.861073\n", - " 877.336580\n", - " 77.061741\n", - " 0.00\n", + " 2020-07-07 10:00:00-07:00\n", + " 171.241827\n", + " 779.819561\n", + " 816.018322\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 27.479309\n", + " 0.000\n", + " 2.450006\n", " \n", " \n", - " 2018-11-02 11:00:00-07:00\n", - " 7.315460\n", - " 1.836201\n", - " 671.081727\n", - " 895.759140\n", - " 92.480010\n", - " 0.00\n", + " 2020-07-07 11:00:00-07:00\n", + " 219.288315\n", + " 766.669947\n", + " 930.627284\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 26.830902\n", + " 0.000\n", + " 2.460474\n", " \n", " \n", - " 2018-11-02 12:00:00-07:00\n", - " 7.028931\n", - " 2.275891\n", - " 711.945346\n", - " 899.784644\n", - " 99.890062\n", - " 0.00\n", + " 2020-07-07 12:00:00-07:00\n", + " 248.835940\n", + " 756.003554\n", + " 989.335867\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 25.980408\n", + " 0.000\n", + " 1.859047\n", " \n", " \n", - " 2018-11-02 13:00:00-07:00\n", - " 6.414246\n", - " 1.522173\n", - " 686.420887\n", - " 897.464738\n", - " 95.161814\n", - " 0.00\n", + " 2020-07-07 13:00:00-07:00\n", + " 248.107815\n", + " 756.279866\n", + " 987.969156\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 25.710022\n", + " 0.000\n", + " 1.327246\n", " \n", " \n", - " 2018-11-02 14:00:00-07:00\n", - " 6.344696\n", - " 2.139390\n", - " 596.392581\n", - " 883.850233\n", - " 80.974106\n", - " 0.00\n", + " 2020-07-07 14:00:00-07:00\n", + " 217.396559\n", + " 767.306217\n", + " 926.616347\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 29.823578\n", + " 0.000\n", + " 2.246631\n", " \n", " \n", - " 2018-11-02 15:00:00-07:00\n", - " 9.935608\n", - " 1.381450\n", - " 448.721044\n", - " 838.526803\n", - " 64.338163\n", - " 0.00\n", + " 2020-07-07 15:00:00-07:00\n", + " 168.912693\n", + " 780.228478\n", + " 809.627894\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 30.360870\n", + " 0.000\n", + " 1.197391\n", " \n", " \n", - " 2018-11-02 16:00:00-07:00\n", - " 14.123505\n", - " 1.086461\n", - " 256.189545\n", - " 692.798407\n", - " 53.154912\n", - " 0.00\n", + " 2020-07-07 16:00:00-07:00\n", + " 120.244061\n", + " 776.950602\n", + " 645.449998\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 32.728180\n", + " 0.000\n", + " 0.904570\n", " \n", " \n", - " 2018-11-02 17:00:00-07:00\n", - " 17.366241\n", - " 0.527990\n", - " 50.638289\n", - " 172.607483\n", - " 33.653290\n", - " 0.00\n", + " 2020-07-07 17:00:00-07:00\n", + " 85.436744\n", + " 724.204396\n", + " 446.504106\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 34.274414\n", + " 0.000\n", + " 1.769658\n", " \n", " \n", - " 2018-11-02 18:00:00-07:00\n", - " 20.278870\n", - " 0.440876\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.00\n", + " 2020-07-07 18:00:00-07:00\n", + " 70.760082\n", + " 530.377043\n", + " 230.422477\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 35.798035\n", + " 0.000\n", + " 1.642616\n", " \n", " \n", - " 2018-11-02 19:00:00-07:00\n", - " 21.921417\n", - " 0.684501\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.00\n", + " 2020-07-07 19:00:00-07:00\n", + " 31.921094\n", + " 45.168640\n", + " 36.294916\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 38.484222\n", + " 0.000\n", + " 3.543937\n", " \n", " \n", - " 2018-11-02 20:00:00-07:00\n", - " 23.016144\n", - " 1.229419\n", + " 2020-07-07 20:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.00\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 39.575256\n", + " 0.000\n", + " 3.614991\n", " \n", " \n", - " 2018-11-02 21:00:00-07:00\n", - " 23.954895\n", - " 1.365916\n", + " 2020-07-07 21:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.00\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 39.820892\n", + " 0.000\n", + " 3.078160\n", " \n", " \n", - " 2018-11-02 22:00:00-07:00\n", - " 24.545929\n", - " 1.527036\n", + " 2020-07-07 22:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.00\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 40.459473\n", + " 0.000\n", + " 3.562849\n", " \n", " \n", - " 2018-11-02 23:00:00-07:00\n", - " 24.543915\n", - " 2.417687\n", + " 2020-07-07 23:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.00\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 40.312958\n", + " 0.000\n", + " 3.409787\n", " \n", " \n", - " 2018-11-03 00:00:00-07:00\n", - " 22.555817\n", - " 1.895998\n", + " 2020-07-08 00:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.00\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 40.620605\n", + " 0.000\n", + " 3.611049\n", " \n", " \n", - " 2018-11-03 01:00:00-07:00\n", - " 18.489197\n", - " 2.090514\n", + " 2020-07-08 01:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.00\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 40.084778\n", + " 0.000\n", + " 3.270375\n", " \n", " \n", - " 2018-11-03 02:00:00-07:00\n", - " 15.697449\n", - " 0.934475\n", + " 2020-07-08 02:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.00\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 38.691223\n", + " 0.000\n", + " 2.485183\n", " \n", " \n", - " 2018-11-03 03:00:00-07:00\n", - " 14.646667\n", - " 2.420393\n", + " 2020-07-08 03:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.00\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.250\n", + " 35.201019\n", + " 0.250\n", + " 1.693322\n", " \n", " \n", - " 2018-11-03 04:00:00-07:00\n", - " 13.720215\n", - " 2.416532\n", + " 2020-07-08 04:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.00\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 33.255646\n", + " 0.000\n", + " 2.427338\n", " \n", " \n", - " 2018-11-03 05:00:00-07:00\n", - " 12.460815\n", - " 1.925811\n", + " 2020-07-08 05:00:00-07:00\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 0.00\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 31.726715\n", + " 0.000\n", + " 2.619202\n", " \n", " \n", - " 2018-11-03 06:00:00-07:00\n", - " 11.644562\n", - " 2.335915\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.00\n", + " 2020-07-08 06:00:00-07:00\n", + " 34.862378\n", + " 67.546325\n", + " 41.944462\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 30.245239\n", + " 0.000\n", + " 0.764988\n", " \n", " \n", - " 2018-11-03 07:00:00-07:00\n", - " 11.302185\n", - " 2.342135\n", - " 14.307855\n", - " 0.000000\n", - " 14.307855\n", - " 0.00\n", + " 2020-07-08 07:00:00-07:00\n", + " 72.819100\n", + " 533.389198\n", + " 237.664829\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.625\n", + " 29.349640\n", + " 0.625\n", + " 1.346719\n", " \n", " \n", - " 2018-11-03 08:00:00-07:00\n", - " 10.645630\n", - " 2.457980\n", - " 203.900668\n", - " 626.524509\n", - " 49.371859\n", - " 0.00\n", + " 2020-07-08 08:00:00-07:00\n", + " 86.868218\n", + " 726.368812\n", + " 454.437459\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 28.680359\n", + " 0.000\n", + " 2.422302\n", " \n", " \n", - " 2018-11-03 09:00:00-07:00\n", - " 9.926636\n", - " 2.079144\n", - " 403.560574\n", - " 817.693817\n", - " 60.445428\n", - " 0.00\n", + " 2020-07-08 09:00:00-07:00\n", + " 122.512815\n", + " 776.323959\n", + " 652.254371\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 27.725677\n", + " 0.000\n", + " 2.259604\n", " \n", " \n", - " 2018-11-03 10:00:00-07:00\n", - " 8.929413\n", - " 2.218111\n", - " 562.878452\n", - " 877.355027\n", - " 76.422802\n", - " 0.00\n", + " 2020-07-08 10:00:00-07:00\n", + " 171.595131\n", + " 778.561044\n", + " 814.716357\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 27.313080\n", + " 0.000\n", + " 2.537088\n", " \n", " \n", - " 2018-11-03 11:00:00-07:00\n", - " 8.690094\n", - " 2.226593\n", - " 666.989197\n", - " 896.292147\n", - " 91.585396\n", - " 0.00\n", + " 2020-07-08 11:00:00-07:00\n", + " 219.759262\n", + " 765.485272\n", + " 929.548292\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 26.825409\n", + " 0.000\n", + " 2.185249\n", " \n", " \n", - " 2018-11-03 12:00:00-07:00\n", - " 9.110992\n", - " 2.528685\n", - " 270.737854\n", - " 22.071894\n", - " 255.812354\n", - " 95.00\n", + " 2020-07-08 12:00:00-07:00\n", + " 249.427638\n", + " 754.817268\n", + " 988.451127\n", " 0.0\n", " 0.0\n", - " 95.00\n", + " 0.000\n", + " 26.444031\n", + " 0.000\n", + " 2.698605\n", " \n", " \n", - " 2018-11-03 13:00:00-07:00\n", - " 8.730682\n", - " 2.394692\n", - " 243.245023\n", - " 15.586517\n", - " 233.038337\n", - " 99.00\n", + " 2020-07-08 13:00:00-07:00\n", + " 248.778592\n", + " 755.062801\n", + " 987.234136\n", " 0.0\n", " 0.0\n", - " 99.00\n", + " 0.000\n", + " 27.260040\n", + " 0.000\n", + " 3.020949\n", " \n", " \n", - " 2018-11-03 14:00:00-07:00\n", - " 8.067963\n", - " 2.523162\n", - " 506.708684\n", - " 570.614386\n", - " 176.154676\n", - " 22.25\n", + " 2020-07-08 14:00:00-07:00\n", + " 218.072349\n", + " 766.050184\n", + " 925.975581\n", " 0.0\n", " 0.0\n", - " 22.25\n", + " 0.000\n", + " 29.303650\n", + " 0.000\n", + " 2.120684\n", " \n", " \n", - " 2018-11-03 15:00:00-07:00\n", - " 11.944214\n", - " 1.474987\n", - " 444.878293\n", - " 837.823063\n", - " 63.893070\n", - " 0.00\n", + " 2020-07-08 15:00:00-07:00\n", + " 169.516668\n", + " 778.921066\n", + " 809.020321\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 31.352783\n", + " 0.000\n", + " 2.311299\n", " \n", " \n", - " 2018-11-03 16:00:00-07:00\n", - " 16.108215\n", - " 1.584148\n", - " 252.627800\n", - " 689.557547\n", - " 52.903901\n", - " 0.00\n", + " 2020-07-08 16:00:00-07:00\n", + " 120.732892\n", + " 775.528590\n", + " 644.815668\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 33.668762\n", + " 0.000\n", + " 1.106405\n", " \n", " \n", - " 2018-11-03 17:00:00-07:00\n", - " 18.795013\n", - " 1.099438\n", - " 48.105416\n", - " 160.935146\n", - " 32.773378\n", - " 0.00\n", + " 2020-07-08 17:00:00-07:00\n", + " 85.833749\n", + " 722.415257\n", + " 445.795050\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 35.828827\n", + " 0.000\n", + " 0.941395\n", " \n", " \n", - " 2018-11-03 18:00:00-07:00\n", - " 21.341827\n", - " 0.687330\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.00\n", + " 2020-07-08 18:00:00-07:00\n", + " 71.052011\n", + " 527.549866\n", + " 229.634467\n", " 0.0\n", " 0.0\n", - " 0.00\n", + " 0.000\n", + " 37.605011\n", + " 0.000\n", + " 1.759356\n", " \n", " \n", "\n", "" ], "text/plain": [ - " temp_air wind_speed ghi dni \\\n", - "2018-11-02 07:00:00-07:00 9.584778 1.709633 15.898465 0.000000 \n", - "2018-11-02 08:00:00-07:00 8.790894 1.743574 207.367295 631.164838 \n", - "2018-11-02 09:00:00-07:00 8.128754 1.896969 407.358602 818.731315 \n", - "2018-11-02 10:00:00-07:00 7.670715 1.990024 566.861073 877.336580 \n", - "2018-11-02 11:00:00-07:00 7.315460 1.836201 671.081727 895.759140 \n", - "2018-11-02 12:00:00-07:00 7.028931 2.275891 711.945346 899.784644 \n", - "2018-11-02 13:00:00-07:00 6.414246 1.522173 686.420887 897.464738 \n", - "2018-11-02 14:00:00-07:00 6.344696 2.139390 596.392581 883.850233 \n", - "2018-11-02 15:00:00-07:00 9.935608 1.381450 448.721044 838.526803 \n", - "2018-11-02 16:00:00-07:00 14.123505 1.086461 256.189545 692.798407 \n", - "2018-11-02 17:00:00-07:00 17.366241 0.527990 50.638289 172.607483 \n", - "2018-11-02 18:00:00-07:00 20.278870 0.440876 0.000000 0.000000 \n", - "2018-11-02 19:00:00-07:00 21.921417 0.684501 0.000000 0.000000 \n", - "2018-11-02 20:00:00-07:00 23.016144 1.229419 0.000000 0.000000 \n", - "2018-11-02 21:00:00-07:00 23.954895 1.365916 0.000000 0.000000 \n", - "2018-11-02 22:00:00-07:00 24.545929 1.527036 0.000000 0.000000 \n", - "2018-11-02 23:00:00-07:00 24.543915 2.417687 0.000000 0.000000 \n", - "2018-11-03 00:00:00-07:00 22.555817 1.895998 0.000000 0.000000 \n", - "2018-11-03 01:00:00-07:00 18.489197 2.090514 0.000000 0.000000 \n", - "2018-11-03 02:00:00-07:00 15.697449 0.934475 0.000000 0.000000 \n", - "2018-11-03 03:00:00-07:00 14.646667 2.420393 0.000000 0.000000 \n", - "2018-11-03 04:00:00-07:00 13.720215 2.416532 0.000000 0.000000 \n", - "2018-11-03 05:00:00-07:00 12.460815 1.925811 0.000000 0.000000 \n", - "2018-11-03 06:00:00-07:00 11.644562 2.335915 0.000000 0.000000 \n", - "2018-11-03 07:00:00-07:00 11.302185 2.342135 14.307855 0.000000 \n", - "2018-11-03 08:00:00-07:00 10.645630 2.457980 203.900668 626.524509 \n", - "2018-11-03 09:00:00-07:00 9.926636 2.079144 403.560574 817.693817 \n", - "2018-11-03 10:00:00-07:00 8.929413 2.218111 562.878452 877.355027 \n", - "2018-11-03 11:00:00-07:00 8.690094 2.226593 666.989197 896.292147 \n", - "2018-11-03 12:00:00-07:00 9.110992 2.528685 270.737854 22.071894 \n", - "2018-11-03 13:00:00-07:00 8.730682 2.394692 243.245023 15.586517 \n", - "2018-11-03 14:00:00-07:00 8.067963 2.523162 506.708684 570.614386 \n", - "2018-11-03 15:00:00-07:00 11.944214 1.474987 444.878293 837.823063 \n", - "2018-11-03 16:00:00-07:00 16.108215 1.584148 252.627800 689.557547 \n", - "2018-11-03 17:00:00-07:00 18.795013 1.099438 48.105416 160.935146 \n", - "2018-11-03 18:00:00-07:00 21.341827 0.687330 0.000000 0.000000 \n", + " dhi dni ghi high_clouds \\\n", + "2020-07-07 07:00:00-07:00 71.635540 543.826680 240.477996 0.0 \n", + "2020-07-07 08:00:00-07:00 86.596496 728.586324 456.175991 0.0 \n", + "2020-07-07 09:00:00-07:00 122.236626 777.829389 653.786825 0.0 \n", + "2020-07-07 10:00:00-07:00 171.241827 779.819561 816.018322 0.0 \n", + "2020-07-07 11:00:00-07:00 219.288315 766.669947 930.627284 0.0 \n", + "2020-07-07 12:00:00-07:00 248.835940 756.003554 989.335867 0.0 \n", + "2020-07-07 13:00:00-07:00 248.107815 756.279866 987.969156 0.0 \n", + "2020-07-07 14:00:00-07:00 217.396559 767.306217 926.616347 0.0 \n", + "2020-07-07 15:00:00-07:00 168.912693 780.228478 809.627894 0.0 \n", + "2020-07-07 16:00:00-07:00 120.244061 776.950602 645.449998 0.0 \n", + "2020-07-07 17:00:00-07:00 85.436744 724.204396 446.504106 0.0 \n", + "2020-07-07 18:00:00-07:00 70.760082 530.377043 230.422477 0.0 \n", + "2020-07-07 19:00:00-07:00 31.921094 45.168640 36.294916 0.0 \n", + "2020-07-07 20:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-07 21:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-07 22:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-07 23:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 00:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 01:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 02:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 03:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 04:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 05:00:00-07:00 0.000000 0.000000 0.000000 0.0 \n", + "2020-07-08 06:00:00-07:00 34.862378 67.546325 41.944462 0.0 \n", + "2020-07-08 07:00:00-07:00 72.819100 533.389198 237.664829 0.0 \n", + "2020-07-08 08:00:00-07:00 86.868218 726.368812 454.437459 0.0 \n", + "2020-07-08 09:00:00-07:00 122.512815 776.323959 652.254371 0.0 \n", + "2020-07-08 10:00:00-07:00 171.595131 778.561044 814.716357 0.0 \n", + "2020-07-08 11:00:00-07:00 219.759262 765.485272 929.548292 0.0 \n", + "2020-07-08 12:00:00-07:00 249.427638 754.817268 988.451127 0.0 \n", + "2020-07-08 13:00:00-07:00 248.778592 755.062801 987.234136 0.0 \n", + "2020-07-08 14:00:00-07:00 218.072349 766.050184 925.975581 0.0 \n", + "2020-07-08 15:00:00-07:00 169.516668 778.921066 809.020321 0.0 \n", + "2020-07-08 16:00:00-07:00 120.732892 775.528590 644.815668 0.0 \n", + "2020-07-08 17:00:00-07:00 85.833749 722.415257 445.795050 0.0 \n", + "2020-07-08 18:00:00-07:00 71.052011 527.549866 229.634467 0.0 \n", "\n", - " dhi total_clouds low_clouds mid_clouds \\\n", - "2018-11-02 07:00:00-07:00 15.898465 0.00 0.0 0.0 \n", - "2018-11-02 08:00:00-07:00 49.568030 0.00 0.0 0.0 \n", - "2018-11-02 09:00:00-07:00 60.841352 0.00 0.0 0.0 \n", - "2018-11-02 10:00:00-07:00 77.061741 0.00 0.0 0.0 \n", - "2018-11-02 11:00:00-07:00 92.480010 0.00 0.0 0.0 \n", - "2018-11-02 12:00:00-07:00 99.890062 0.00 0.0 0.0 \n", - "2018-11-02 13:00:00-07:00 95.161814 0.00 0.0 0.0 \n", - "2018-11-02 14:00:00-07:00 80.974106 0.00 0.0 0.0 \n", - "2018-11-02 15:00:00-07:00 64.338163 0.00 0.0 0.0 \n", - "2018-11-02 16:00:00-07:00 53.154912 0.00 0.0 0.0 \n", - "2018-11-02 17:00:00-07:00 33.653290 0.00 0.0 0.0 \n", - "2018-11-02 18:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-02 19:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-02 20:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-02 21:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-02 22:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-02 23:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-03 00:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-03 01:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-03 02:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-03 03:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-03 04:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-03 05:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-03 06:00:00-07:00 0.000000 0.00 0.0 0.0 \n", - "2018-11-03 07:00:00-07:00 14.307855 0.00 0.0 0.0 \n", - "2018-11-03 08:00:00-07:00 49.371859 0.00 0.0 0.0 \n", - "2018-11-03 09:00:00-07:00 60.445428 0.00 0.0 0.0 \n", - "2018-11-03 10:00:00-07:00 76.422802 0.00 0.0 0.0 \n", - "2018-11-03 11:00:00-07:00 91.585396 0.00 0.0 0.0 \n", - "2018-11-03 12:00:00-07:00 255.812354 95.00 0.0 0.0 \n", - "2018-11-03 13:00:00-07:00 233.038337 99.00 0.0 0.0 \n", - "2018-11-03 14:00:00-07:00 176.154676 22.25 0.0 0.0 \n", - "2018-11-03 15:00:00-07:00 63.893070 0.00 0.0 0.0 \n", - "2018-11-03 16:00:00-07:00 52.903901 0.00 0.0 0.0 \n", - "2018-11-03 17:00:00-07:00 32.773378 0.00 0.0 0.0 \n", - "2018-11-03 18:00:00-07:00 0.000000 0.00 0.0 0.0 \n", + " low_clouds mid_clouds temp_air total_clouds \\\n", + "2020-07-07 07:00:00-07:00 0.0 0.000 29.930908 0.000 \n", + "2020-07-07 08:00:00-07:00 0.0 0.000 29.377350 0.000 \n", + "2020-07-07 09:00:00-07:00 0.0 0.000 28.422516 0.000 \n", + "2020-07-07 10:00:00-07:00 0.0 0.000 27.479309 0.000 \n", + "2020-07-07 11:00:00-07:00 0.0 0.000 26.830902 0.000 \n", + "2020-07-07 12:00:00-07:00 0.0 0.000 25.980408 0.000 \n", + "2020-07-07 13:00:00-07:00 0.0 0.000 25.710022 0.000 \n", + "2020-07-07 14:00:00-07:00 0.0 0.000 29.823578 0.000 \n", + "2020-07-07 15:00:00-07:00 0.0 0.000 30.360870 0.000 \n", + "2020-07-07 16:00:00-07:00 0.0 0.000 32.728180 0.000 \n", + "2020-07-07 17:00:00-07:00 0.0 0.000 34.274414 0.000 \n", + "2020-07-07 18:00:00-07:00 0.0 0.000 35.798035 0.000 \n", + "2020-07-07 19:00:00-07:00 0.0 0.000 38.484222 0.000 \n", + "2020-07-07 20:00:00-07:00 0.0 0.000 39.575256 0.000 \n", + "2020-07-07 21:00:00-07:00 0.0 0.000 39.820892 0.000 \n", + "2020-07-07 22:00:00-07:00 0.0 0.000 40.459473 0.000 \n", + "2020-07-07 23:00:00-07:00 0.0 0.000 40.312958 0.000 \n", + "2020-07-08 00:00:00-07:00 0.0 0.000 40.620605 0.000 \n", + "2020-07-08 01:00:00-07:00 0.0 0.000 40.084778 0.000 \n", + "2020-07-08 02:00:00-07:00 0.0 0.000 38.691223 0.000 \n", + "2020-07-08 03:00:00-07:00 0.0 0.250 35.201019 0.250 \n", + "2020-07-08 04:00:00-07:00 0.0 0.000 33.255646 0.000 \n", + "2020-07-08 05:00:00-07:00 0.0 0.000 31.726715 0.000 \n", + "2020-07-08 06:00:00-07:00 0.0 0.000 30.245239 0.000 \n", + "2020-07-08 07:00:00-07:00 0.0 0.625 29.349640 0.625 \n", + "2020-07-08 08:00:00-07:00 0.0 0.000 28.680359 0.000 \n", + "2020-07-08 09:00:00-07:00 0.0 0.000 27.725677 0.000 \n", + "2020-07-08 10:00:00-07:00 0.0 0.000 27.313080 0.000 \n", + "2020-07-08 11:00:00-07:00 0.0 0.000 26.825409 0.000 \n", + "2020-07-08 12:00:00-07:00 0.0 0.000 26.444031 0.000 \n", + "2020-07-08 13:00:00-07:00 0.0 0.000 27.260040 0.000 \n", + "2020-07-08 14:00:00-07:00 0.0 0.000 29.303650 0.000 \n", + "2020-07-08 15:00:00-07:00 0.0 0.000 31.352783 0.000 \n", + "2020-07-08 16:00:00-07:00 0.0 0.000 33.668762 0.000 \n", + "2020-07-08 17:00:00-07:00 0.0 0.000 35.828827 0.000 \n", + "2020-07-08 18:00:00-07:00 0.0 0.000 37.605011 0.000 \n", "\n", - " high_clouds \n", - "2018-11-02 07:00:00-07:00 0.00 \n", - "2018-11-02 08:00:00-07:00 0.00 \n", - "2018-11-02 09:00:00-07:00 0.00 \n", - "2018-11-02 10:00:00-07:00 0.00 \n", - "2018-11-02 11:00:00-07:00 0.00 \n", - "2018-11-02 12:00:00-07:00 0.00 \n", - "2018-11-02 13:00:00-07:00 0.00 \n", - "2018-11-02 14:00:00-07:00 0.00 \n", - "2018-11-02 15:00:00-07:00 0.00 \n", - "2018-11-02 16:00:00-07:00 0.00 \n", - "2018-11-02 17:00:00-07:00 0.00 \n", - "2018-11-02 18:00:00-07:00 0.00 \n", - "2018-11-02 19:00:00-07:00 0.00 \n", - "2018-11-02 20:00:00-07:00 0.00 \n", - "2018-11-02 21:00:00-07:00 0.00 \n", - "2018-11-02 22:00:00-07:00 0.00 \n", - "2018-11-02 23:00:00-07:00 0.00 \n", - "2018-11-03 00:00:00-07:00 0.00 \n", - "2018-11-03 01:00:00-07:00 0.00 \n", - "2018-11-03 02:00:00-07:00 0.00 \n", - "2018-11-03 03:00:00-07:00 0.00 \n", - "2018-11-03 04:00:00-07:00 0.00 \n", - "2018-11-03 05:00:00-07:00 0.00 \n", - "2018-11-03 06:00:00-07:00 0.00 \n", - "2018-11-03 07:00:00-07:00 0.00 \n", - "2018-11-03 08:00:00-07:00 0.00 \n", - "2018-11-03 09:00:00-07:00 0.00 \n", - "2018-11-03 10:00:00-07:00 0.00 \n", - "2018-11-03 11:00:00-07:00 0.00 \n", - "2018-11-03 12:00:00-07:00 95.00 \n", - "2018-11-03 13:00:00-07:00 99.00 \n", - "2018-11-03 14:00:00-07:00 22.25 \n", - "2018-11-03 15:00:00-07:00 0.00 \n", - "2018-11-03 16:00:00-07:00 0.00 \n", - "2018-11-03 17:00:00-07:00 0.00 \n", - "2018-11-03 18:00:00-07:00 0.00 " + " wind_speed \n", + "2020-07-07 07:00:00-07:00 3.004241 \n", + "2020-07-07 08:00:00-07:00 2.154739 \n", + "2020-07-07 09:00:00-07:00 1.955028 \n", + "2020-07-07 10:00:00-07:00 2.450006 \n", + "2020-07-07 11:00:00-07:00 2.460474 \n", + "2020-07-07 12:00:00-07:00 1.859047 \n", + "2020-07-07 13:00:00-07:00 1.327246 \n", + "2020-07-07 14:00:00-07:00 2.246631 \n", + "2020-07-07 15:00:00-07:00 1.197391 \n", + "2020-07-07 16:00:00-07:00 0.904570 \n", + "2020-07-07 17:00:00-07:00 1.769658 \n", + "2020-07-07 18:00:00-07:00 1.642616 \n", + "2020-07-07 19:00:00-07:00 3.543937 \n", + "2020-07-07 20:00:00-07:00 3.614991 \n", + "2020-07-07 21:00:00-07:00 3.078160 \n", + "2020-07-07 22:00:00-07:00 3.562849 \n", + "2020-07-07 23:00:00-07:00 3.409787 \n", + "2020-07-08 00:00:00-07:00 3.611049 \n", + "2020-07-08 01:00:00-07:00 3.270375 \n", + "2020-07-08 02:00:00-07:00 2.485183 \n", + "2020-07-08 03:00:00-07:00 1.693322 \n", + "2020-07-08 04:00:00-07:00 2.427338 \n", + "2020-07-08 05:00:00-07:00 2.619202 \n", + "2020-07-08 06:00:00-07:00 0.764988 \n", + "2020-07-08 07:00:00-07:00 1.346719 \n", + "2020-07-08 08:00:00-07:00 2.422302 \n", + "2020-07-08 09:00:00-07:00 2.259604 \n", + "2020-07-08 10:00:00-07:00 2.537088 \n", + "2020-07-08 11:00:00-07:00 2.185249 \n", + "2020-07-08 12:00:00-07:00 2.698605 \n", + "2020-07-08 13:00:00-07:00 3.020949 \n", + "2020-07-08 14:00:00-07:00 2.120684 \n", + "2020-07-08 15:00:00-07:00 2.311299 \n", + "2020-07-08 16:00:00-07:00 1.106405 \n", + "2020-07-08 17:00:00-07:00 0.941395 \n", + "2020-07-08 18:00:00-07:00 1.759356 " ] }, - "execution_count": 49, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data" + "data[sorted(data.columns)]" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": true - }, + "metadata": {}, "source": [ "## HRRR (ESRL)" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/holmgren/git_repos/pvlib-python/pvlib/forecast.py:781: UserWarning: HRRR_ESRL is an experimental model and is not always available.\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\forecast.py:803: UserWarning: HRRR_ESRL is an experimental model and is not always available.\n", " warnings.warn('HRRR_ESRL is an experimental model and is not '\n" ] } ], "source": [ + "# NBVAL_SKIP\n", "fm = HRRR_ESRL()" ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m 376\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# Python 2.7, use buffering of HTTP responses\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 377\u001b[0;31m \u001b[0mhttplib_response\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetresponse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbuffering\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 378\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# Python 2.6 and older, Python 3\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: getresponse() got an unexpected keyword argument 'buffering'", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# retrieve data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_processed_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlatitude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlongitude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/git_repos/pvlib-python/pvlib/forecast.py\u001b[0m in \u001b[0;36mget_processed_data\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 304\u001b[0m \u001b[0mProcessed\u001b[0m \u001b[0mforecast\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 305\u001b[0m \"\"\"\n\u001b[0;32m--> 306\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocess_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 307\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 308\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvariables\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/git_repos/pvlib-python/pvlib/forecast.py\u001b[0m in \u001b[0;36mget_data\u001b[0;34m(self, latitude, longitude, start, end, vert_level, query_variables, close_netcdf_data)\u001b[0m\n\u001b[1;32m 257\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mquery\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maccept\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata_format\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 259\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnetcdf_data\u001b[0m \u001b[0;34m=\u001b[0m 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"plt.legend(bbox_to_anchor=(1.18,1.0))" + "plt.legend(bbox_to_anchor=(1.18,1.0));" ] }, { @@ -8123,9 +6641,10 @@ "metadata": {}, "outputs": [], "source": [ + "# NBVAL_SKIP\n", "data['ghi'].plot(linewidth=2, ls='-')\n", "plt.ylabel('GHI W/m**2')\n", - "plt.xlabel('Forecast Time ('+str(data.index.tz)+')')" + "plt.xlabel('Forecast Time ('+str(data.index.tz)+')');" ] }, { @@ -8137,17 +6656,9 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 51, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/holmgren/git_repos/pvlib-python/pvlib/pvsystem.py:1917: RuntimeWarning: invalid value encountered in maximum\n", - " spectral_loss = np.maximum(0, np.polyval(am_coeff, airmass_absolute))\n" - ] - }, { "data": { "text/plain": [ @@ -8159,14 +6670,14 @@ " solar_position_method: nrel_numpy\n", " airmass_model: kastenyoung1989\n", " dc_model: sapm\n", - " ac_model: sandia\n", + " ac_model: snlinverter\n", " aoi_model: sapm_aoi_loss\n", " spectral_model: sapm_spectral_loss\n", - " temp_model: sapm_temp\n", + " temperature_model: sapm_temp\n", " losses_model: no_extra_losses" ] }, - "execution_count": 50, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -8178,7 +6689,7 @@ "sandia_modules = retrieve_sam('SandiaMod')\n", "sapm_inverters = retrieve_sam('cecinverter')\n", "module = sandia_modules['Canadian_Solar_CS5P_220M___2009_']\n", - "inverter = sapm_inverters['ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_']\n", + "inverter = sapm_inverters['ABB__MICRO_0_25_I_OUTD_US_208__208V_']\n", "\n", "system = PVSystem(module_parameters=module,\n", " inverter_parameters=inverter)\n", @@ -8192,97 +6703,73 @@ " orientation_strategy='south_at_latitude_tilt')\n", "\n", "# extract relevant data for model chain\n", - "mc.run_model(fx_data.index, weather=fx_data)" + "mc.run_model(weather=fx_data)" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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+55cO8m/3nuDtL9m1ovOGJf3e8Tn/IqvhOjZ/gNULHtQUysxi/rSBE43fq7LW40PffhyAd167p3yfjsJHfTxOZhuIwP0Yp59usIUQKqYxPWwlHKljldpyNnn0em9IB54tFHnb5+7jvx4Y4Y+u3cPvX7171QKILkh5Nfq6EsN1ju22x6OBLWImF3N0t64cgfvVWVAN9x+b4WsHR/itF+087f8x2JnwNQJPpnP158B9GKfXDqwhB97mfdfSSDJDR42LHJbj1QlzwzlwpRRv/ex9fPfRMd77yvN564tXHm7QNHME3pEIbgSeXMzTs4qz6W+P+boqay1ufXCURDS04nEz1J3wdZjHKmLW19Hhxzj90jLj+rtQelqjiHg7NzBchw74ckwKpU5GZjN8//Fxfu+qc/i1F5y17uP72uOExP8IPByS8gbxatEplCBu5ZlZIwLva4szvZDzZNS4VsbmMgx1tdAWP708tKWrhfFUlkKx5LldmXyRTL7UUAoFvB2n1063kQg8Eg7R0xrzdHJ3JFl/D7hmoD1OcjHv+jahqhy4iBwRkYdE5KCIHLDve6+IDNv3HRSR6121tErm7GGHPVV2dIRDQl973JOWn9UYrnNstz0RoVhSZPLeO5S1KBRLpDKFVS/3+9pjFD0aNa6V8bnsqvoXQ90JiiXlSzfHXJ1DPJrKYqBX6Ai8rwEHDtYVm5dLHUYamMLU6BOm27WeWjzGlUqpfUqp/RX3fdS+b59S6ptOG1cPOifcWUP+anNnnPGUjymUmfou2ZYErYLlCMuiS6sWMYM7jTmWWn1QR28n10p1XrKWDko1+DFOP5nKkoiGaIvVN0av6WuLexaBL+YKzNSxyGE55V5wl0+YGy6FovuiOxLVd0hu6kgw5nMEXmv+G5b+xqC1Es7YsqertRH2B1QPRSnF2FyGzZ2rROBd1v9Ii/17SVlKts4iph/j9HoXZqMTlF52LemTsxM5cHA/ZVWtA1fAd0XkXhG5qeL+m0XkQRH5lIj0uGBfzczV5cC9E2BfTqFY4uRcpqEIPGiFzNm0Lbq0SrTYH1BFwrlMgUy+tGoEvsV24Cd9KGQuXdXUVxD0Y5zeGqNvLH0C3nYtNdoDrgmaA3+BUuoS4DrgbSJyOfAPwNnAPmAU+MhKTxSRm0TkgIgcmJiYcMLmNdEplFpagDZ1WJdofhSnxlJZiiVVVwReduBBi8AX7Ah81SKmHQ36WDheCd2JtNr+xs6WCK2xsD8plMW1T4rV4PU4/cQqy4xrpb89xlym4HpBEJxz4F5psFflwJVSI/bnceCrwGVKqTGlVFEpVQI+CVy2ynM/oZTar5TaPzAw4JTdq7LkwGuIwDsTKOXPxhLdA17PAaO38swFzIHrfO1qDry7NUZI/Hm910Jfha0WgYsIg10JX1IoZSXCBsbJvR6nn5zPNdRCqNE1k9W2VTnJSDJNSGBzAwqKYOkY9bbFXBe0WteBi0ibiHTor4GXAQ+LyFDFw14DPOyOibUxl8kTi4Rq0h/WXQdjPvSCDyctHfB6UijlpQ4BS6Ek19GtDoeE3jZ/xJXWQv//11Ib3NLV4ksv+Gw6jwjlXaj1MNAR9+yqp1hSTC84E4F7qWA5nMzUvchhOV6sVqvmaNgMfNUuRESAzyulvi0i/yoi+7Dy40eA33bNyhqYSxforCH6BisCB2/Uw5ZT7xQmVBYxg9WFMrOYIxySNf8P/e3+CPWvhS5kr7VGa6grwV1Pup8KXE7S1kGpVHaslYH2OHd59JrPLOYoqcZ6wDU6AvciD+5ED7jGi2nMdT2dUuppYO8K97/ZFYsaJJXJ1zwCu8mjlp+VGE6m6WuL0VJHq1VbQIuY2tms1X3QF8BpzLG5DB3xyIpDPJqhbmuYJ18sEXUgSquW2fTq2jLVUjlOX++GnGrR0XJfA1rgmoGyA/cghTKbZu9WZ+SCBzri/OzIgiM/azU2YBth7RH4Us+m95fGJ1bQAa+WWCREPBIK3GLj5OL6utV9bcHTQxlPZRhYpYVQM9Rl1Uu8Trc1IiWrKQ+XeHDiXFpm7EQErlMo7h4vpZJiNFn/Iofl6AjczUnpDejAa4/Ao+EQfW0xX3rBG9VdCKKkbDKdW7WAqQmiIuH4XJbNHWtP4OlhHq9bCWfTebrq1EHReLmd3kkH3hoLk4iGXD/xTM5nyRVLdeuAL2egPU62UHI1wNpwDnwuU6ipA0VjnS29fVMqpRhp0IEHUVJ2ZmH9y/3+9jjzWW/V8dbDmsJc2+H4tdhhdjHXcATu5Ti9PkkMOODARcSTK7Zhh1oINZs63T9hbjgHbkXgtTvwTZ0Jz3PgUws5MvlS3SkUsFoJAxeBryFkpen3Qed5LawpzOy6+y51BO61rGzSiRy4h+P0k/M5YuEQnS3O7Izxoodd9/c7lkLx4IpnAzrwQl06vps7vBe0aqQDRdMejwQvB17F7kY/dJ7XYjadJ1colTuSVqMjEaU9HvG0lbBUUsw1sA9TsyRh4E0Kpa895tgi4v4297uWRuqUdV4NL6YxN5QDLxRLLOaKNQlZaTZ1WkMORQ8lTuvVAa+kPR4NVASeLRRZzBVX1QLX9HnoTKqhmhZCzZDHwzypbIGSamwKEyAe8W6c3qkxeo0XNZPhZJqOeKQu/7ESxoHXSD1TmJpNHQl7+MBD4Xg7At/a3Vr3zwjaUocl0aX1UijetYZVQzVDPJqhbm+HeRqVkq3Eq3H6qfmcIy2Emr52S+7CzY4OJ3vAwfp/RcPi6vSrceA2m3xoJRxOpmmPRxrKE7bHg7WZvlrVvKXWsGA48KUx+vWjxi1dCU/1UPRr6oQDH/BonN7pCLy/PU6+qJhLuxesjMw2rgNeiYgw4PKugQ3lwJeUCOtJoXi/G1O3EDaSJ2xPBGsrz4w9Rr9eG2FrzBKGCkoOXEfgm9ZpIwQY7EpYLWcFb8TPykqEDbYRgh2Bu3yMK6WYms857MDtlJuLCpYjDvaAa9xerbahHHh5mUMdEa0fuzGHGxji0bTHI+SLiqxHzmQ9aokW+9pjgcmBj89l6ExEqpqI1bKyXg3zJNeR560FLyLwuXSBXLFUdrpOsFT0dueKLZ0rMr2Qc8eBmxx4degIvJ4iRHka08NOlGEHVjfpqdOg5MG1kNVqyxwqsTatBCOFMjaXXbcDRTPUrTfzeFPIbHSZQyVebKfXJ4jVZHnrwe1pzJFZ3QPuXAoFYKAjYRx4tTSSA09Ew3S1RD1LocxnC8ym85zRQAETliRlg9KJUt7GU4WzsYT6A+LAqxji0Sxt5vEmAp91sIjpxTi9k1OYmnLR2yW79WSt/t86xUBHnOkF97rbNpgDrz8HDlYBy6vL4nIPeMMplGBJyibT1gBHSxViSUFSJKxmjF5THubx0IHHa5RIXg0vxumnHNhGv5ye1igi7k2RjpYduNMReJyScm/71AZz4PVH4GAVsLyKwBvRAa+kvNg4IBF4csEaOKmmMNvXHmN6IUfJw977lVBKMZ7KVJ1CaYtH6ExEPOsFn61CHKxavBinX9pG71wOPBIO0dMac80RnrT/l9W0kdaC29OYG8yB52mJhuuW+dzkgX6vptwD3mAE3hG0HHg6V7Wz6WuLUyipcorAL2YW8+SLquoUCljj1l61EibTjeugaAY8GKefnM8SkvU7kWqlr829YZ6Tcxl6WqOOy+y6vZ1+QznwuXR9Qlaagc4446mMJy15J5JpYuFQw2I/S4uNg9ELPrOYr7rdrb+cj/U3jVJLC6HGy2nM5GK+7mXGy9FRsZuByuR8lt62OOEGlk+sRH973D0HPpth0OH8Nyx1t5kIvApS2fqErDSbOxLki6pciHOT4Zk0Q92JhjasQPCKmMnFXFUFTLD0LcD/acylKczqT6aDXS2eScpaUrLOROB6nN7NCHwilXO0hVDjZtvpybkMgzX8/6vF7ZrDxnLgdQpZabT8oxfTmI3qgGvKOfCgpFBqiBb1qiy/pzF162gt+c8tXQlbTdJ9OdxZB5Y5VOL2OP3kfNbRFkKN1bXkVg7cnQi8JRamI+6e/syGcuBzmQKdDRzo+hLai17w4RlnHHg8EiIalkAUMZVSlgNvqzIHXpaU9TeFok/YtTidIft/50UU7sQ6tUrcHuZxeoxe09cWYy5TcHwCNlsoMjmfc7wDRTPQ6d7rvaEceCrdYAql092CgyZbKDKeyjoiWyki1lKHADjwdL5IrliqOgLvaY0RcrE1rFrG5rJ011jA2uJRK2GuYClsOh6Bu9xG6E4KxXp/Oi04pwO2QYc7UDRubqevyoGLyBEReUhEDorIAfu+XhG5TUSetD/3uGJhDczVsQ+zEh2Bu90LPmp3LzgRgcOSHorf1DLEAxAOCb1tMdeGM6plbC5TlYxsJYNlB+5uIXNJB6U5IvCFbIF0vuhKBO6WnvlJ+/0+6FYE7uIJs5YI/Eql1D6l1H779ruA25VSu4Db7du+Us8+zErczldpnBaOb49HA5FCmbEdcS2iS31tcd+HecZS62/iWY5X05izWgfFwZa8gY64a+P0+urVlRRKuzstkDoN5qYDD2IO/FXALfbXtwCvbtyc+skWimQLpYYicFhqJXSTE8nGdcAr6YhHAtFGWE+0GITlxuNzmZpaCME62fe0Rl3XQ3FSSlbj5jq7Y9PWgNq2XmeO7Ur67K4lp1MoXjjwVLZAOuf8CbNaB66A74rIvSJyk33fZqXUKID9eZPj1tXA0hRmYwf65o6E60XM4Zk0Is4dMEFZ6lCtlGwlllC/fw68VFJMpLI1tRBqhjxoJSyfFB114O61th2bWgDgzD7nHbgODJwe/BqdzdBqX327gZvTmNU68BcopS4BrgPeJiKXV/sLROQmETkgIgcmJibqMrIaGh2j12zqjDPmcgQ+nEyzuSNBLOJMDTkoi43rUc3ra4v5WsScXsxRKKm6RqiHuhKub6d3JwJ3b5z+6NQiiWio5ppCNXQkLD2UpMNzGmNzGQa7Eo7t71xOebXavPPHSlUeRCk1Yn8eB74KXAaMicgQgP15fJXnfkIptV8ptX9gYMAZq1egUSErzSZ7ubGb05jDM85u/miPByMC11KytThwfXnpRT/1SixNYdYRgXe7P43pRhHTze30R6cX2d7b6oozDIeEzkTUhQg87VoLIVhX2mf1t5EvOu9T1nXgItImIh36a+BlwMPA14Eb7YfdCHzNcetqoLzModEIvCNBtlBizsWIdjiZ5owe5y4x2xORYBQxF/O0xsLEI9W347mV16wWnS6rVsiqkqGuFpKLeVdym5pkOo9I44FJJb12iivpggbNsalFtve2Of5zNd2t0XKg4BRjc7UXsWthz2And/zhi3nuzj7Hf3Y1Efhm4Eci8gBwD/ANpdS3gQ8AV4vIk8DV9m3f0ItfG47AO3W+yp1LY6WUdcnm4NhuRzxCtlDybMXXalhTmLW9/n5PY9YzRq/RV1FuRuGzizk64hFHdUUS0RCxSKhcs3AKpRTHphddyX9ruluijp54iiXr/ehmBO4m64arSqmngb0r3D8FvMQNo+rBsRx4uRc8yzmbOhq2aznz2QLZQsnRUWM9Tr+QLRCLOD9AUS3JxVzNexv7XOrtrRbd9lbP/2Owc6mVcOdAu6N2aWbT1YuDVYuI0N0SZdbhXPLEfJZ0vuiqA+9qjTmaA5+az1IoKdeGeNxmw0xiNrJOrRK39VAmXRC7b7f/Zr/TKMl07brVAy719lbL2FyG3rZYTWkfzRYPVqslHdZB0fQ47AjBSp+AOy2Emq4WZ3PgS0M8zuugeMGGceDaebU3HIG7uxtzwoVBhyVBK791tXM1a0D3udiTXA1jc9m6OyZ03tRN6YXZOk6K1dDVGi0vS3aKo7YDP9NFB97d4mwO3K1NPF6xoRx4uwO5wvZ4hNZY2LU35aQLC187AiIpm6xjc0xrLEJLNOzbNGYtm3iWk4iGSURDri6kmF10JwK3HKGzdh+dXiQksNXBAv1yulutCNypLU5LNRDjwH1lLtOYkJVGRNjU4d5uTDcWvi4tdfDPgZdKys6B1+5s/JzGHJvLsLmBk2mXC7nkStxKoVjdHE6nUBYY6mpxbL5hJbpaopQUzOecOdZHZzNEw1Luhmo2NowDTznkwMHd3ZgTKWvdVOmbkyYAACAASURBVK+DB0x7ANaqpbIFSqq+NVp9LsubrkaxPIVZf/TV3RJzPBWhUUq5lkLpaXXe7qMud6DAks6OUyfNk7OWjEKji1X8YgM58MaWOVQy0Ome+Iwb66Y6ArDYeLaBicEBnyLwqYUsJVVfC6Gmq9X5wRLNfLZAsaRcicC7WqNk8iVHB6iOTXngwO3Xwqmrh5OzzdtCCBvMgTc6xKPZ3JFwLYXixropfeLyMwKvRwdF09cW92Wpgy5UD9QoZFVJlwu5ZM2SDorzl/f6Zzpl+3y2wNRCztUhHliaSHXq6uGkPUbfrGwYBz7XoJRsJZs64yzmiq44xAkX1k0loiHCIfG1iFl24FVu46lE58C9WCZdSSNDPJpuh9vaKtHOtZEtU6vhtCPULYTup1Cci8CVUtYqtSYtYMIGcuBWCsWpHLhuJXQ+Cp9MZRveRL+c8lYeHyNw7cS66ogW+9rjFEqKubS39o/VsQtzOU73JVcy54IOisZJRwhwbNpSIdzuYgshLB1fTkxjzqWt5RMmAvcZpVTDyxwqKe/GdDgPrpRiYj5bFhNykva4v3ooeplDtdt4KtEpJa8LmToCb+SKqLs1ymKu6IqMQdJNB+5wCkX3gG93OQLX9YBZB3rBR+esASzjwH0mWyiRLyo6WxzKgduX1E7nwVNZayGr0xE4aE1w/wZ5kun6i5j9ZT0Ubx34eCpLf3uMaLj+t4HelONGFO6GlKxmKQJ3JoVydHqRntZow5PQ6xGLhGiNhR058Zxs8iEe2CAO3CkhK42OwJ3uRNH6y/0dzhel/I7Ak4tWG2ekDmfo1zTm+FymoQImVESELrQSulrELOfAHUqhTC2yvc/dAqbGKUEr7cCbdYgHNooDd0hKVtPZEiEWCTmeQnFjjF7j92LjesboNX1t/kTgY6lMQwVMcL6trZJkOkcsHCIRdf5t2hINE4uEnEuhTC+4OkJfiVOCVifnMohQ8zq9ILEhHPjSMgdnHLiexnQ8Ard7nZ3uQgF7qYPPEXi9udqeVmvTyoTHveBjc1k2N/jmdWvNF1hXll2tUVeWI5QVCR24csgXS4wkM653oGi6W6Llq+5GODmbob897urkqNs0r+UVLC1zcC7/5oZwvBtj9JqORISUjxF4PVKymkg4RHdLtFwI9YJCscTkfH27MCvpcjMCr0NfvRa6W6PMLDRu90gyTbGkXO9A0XQ7JMQ12uQthLBBHPicQ+vUKuluiTkeVekx+npTDWvhewSebszZ9LbFPN3KMzmfQ6n6NvFU0u1gW9tyki4JWWmckgEod6B46cAdOGGONfkQD2wQB+7UModKLLlNZ9+Uk/NZ+tqdHaPXtMejpPNFCkV/tvLMLOTqaiHUeO3Atd57o8t3OxIRRNxJobilg6JxyhEendZDPN4UMbtaYiTT+YYHv0wEHhCczoGDOypzE6msK+kTWBK0Wsh6vxy4ULR2iDayOcZrBz7WwC7MSkJ60a7D6TawHLgbU5iabod0XI5NLRCPuLOJfiW6W6PkCiUy+fqDlXSuyGw6byLwIJDKFBCBtphzDly3Kjk53j3pwhi9Rp+8/FjqoLuAGokWe9tinrYR6gi80Rw4OOcIlzObzrvSQqjpbo05shfz6JS1id4rRb9y508D6R+9iaeZe8ChBgcuImERuV9EbrVvv1dEhkXkoP1xvXtmrs1cOk9HPOLoAdTdGqVYUiw4uHF8ct55IStNh4+a4I0IWWl62yxn4pUeihay0i2MjdDl8KJdsDo75rMFV1MoXS3OKBK6vch4OU7IAOhF1M+kFMrbgceW3fdRpdQ+++ObDtpVE05KyWqWuguciQqVsrSn3ZjChApNcB8KmeWJwYYi8DhFD/VQJuaz9LbFHGkhc0ORUA+Z9Ll0woelE24jVw96E73bKoSVdDrQ+TNW3oX5DHDgIrIVeDnwT+6aUx9zDgpZaboc1oqYyxTIFZ3dRl/J0l5MPxy4ExG49aacdiGXvBLjDezCXE6XQ33JlfzsyDQAl2zvcfTnVuJEJDsxn2Ux5+4m+uXotFIjPex6F+YzwoEDHwPeCSyvGtwsIg+KyKdExL0jbR1SmbzjGgz64HbqjelmDzhU5MBdjMAz+eKKuwhnbAfQWBeK9bpMe6QLPpHKOHYy7XahY+mew9N0JiKcu7nD0Z9bic4lN5IHPz7tjYhVJU6ceE7OZuhMRGh1sG7mB+s6cBF5BTCulLp32bf+ATgb2AeMAh9Z5fk3icgBETkwMTHRqL0rksoUHBOy0jitFeHmGD1YbYTgXgqlVFJc+Vd38uffXJ5FW4rAGym49drR+7QDgyXVMJ5yrqCsZwaczN/fc3iay87qdbUw2OWAI/S6BxycmX61NvG0OGWSb1QTgb8AuEFEjgBfBK4Skc8qpcaUUkWlVAn4JHDZSk9WSn1CKbVfKbV/YGDAMcMrcXKZg8bpCTs3ttFXsrQX0x0H+NTEPKOzGW65+wiHJxdO+V5yMU9IGmvj7G3XDtz9CLxUUkzOZx3TwOhqsQreThWQx1MZnp5c4LKzeh35eauxlAOvPwI/OrWICGzt8c4ZtkTDxMKhhoKrk3MZNjd5+gSqcOBKqXcrpbYqpXYArwe+r5R6k4gMVTzsNcDDLtm4Lk4uc9AsTdg5k5MtKxG6VJRqjYYRcS8Cv/94svz1X33n0Cnfm1nM0dUSbSha9DICT6bz5IvKuRy4w8sRfnZ4BoDLzupz5OethhOpiGPTi2zpaiEeCTtl1rqIiDVo12AKZajJO1CgsT7wD4nIQyLyIHAl8PsO2VQTSlmRj9MOPBENEYuEHOvvnZjPEg6JK2P0YA2UtMfc00M5eDxJRyLC71x5Dt94aJSDFQ49mc43/He1xMK0RMOeROC6B9ypq6ElSVlnjpWfHp6iNRbmgi2djvy81dCR7ExDKZQFT9MnmkaEuPLFEhPz2WdGBF6JUupOpdQr7K/frJS6SCl1sVLqBqXUqDsmrs1irkixpBwvYoqIo9OYk6kcfW0xV3Oa7Qn39FAOHkuyb1s3N12+k/72GH/5zcfKOV9LyKrx19+axnQ/Atc94E5F4N0OO/B7Dk9z6Zk9DS2aqAYdyTaSQvG6B1zTiAzAeCqLUs0/xAMbYBLTDSErTbeD/b0T8+6N0Wvc2ouZzhU5NJZi37Zu2uMR3v6SXfz08DR3HBoHtJRs41cWlgN3PwLXBeVGx+g1+m934lhJLuZ4/GSK57ic/9b0NOAI57MFJudznnagaLpa6tcE1z32zT7EAxvAgbshZKVxckTazTF6jVtLHR4anqVYUuzb1g3A6y/bzln9bXzwW4collRDWuCV9Hikh6IXdTjZBw7OROA/O+JN/lvT3YAjLG+i93CIR9PIe/PkBukBhw3hwJ0XstJo1TMnmHRRyErTkYi60gd+8LjlVLQDj4ZDvOOaczk0luLf7zvBzGLOEc2OvraYJ4M846kMrbEwbXFnjpmlltPGbb/n8BSxSIiLt3Y1/LOqoas1Wncf+LGyCqEfEXj9ev0bRQcFNoADnytH4M6nUKwceONvSqWUpYPiwi7MSjpcSqEcPJ5kW28LfRUnoOsuHGTftm4+8t1DLOaKDQ3xaHrbYkx7sJVnPOXcFCZAIhom7lDB+57D0+zb1k0i6k1Xh1UMrDMCn7baSbf5VMRcyBXJFWpXJDw5myYeCbmqte4Vze/Ay9vQg5tCmUvbY/Re5MDdiMCPJdm37dRBWxHh3dftKcuydrc5kwNfyBUbFldaj4mUcz3gGicK3vPZAg+PzHmW/wYrbVVvCuXo1CLdrVFfHGEjwzyjsxmGuhKurKrzmqZ34CkXI/BGzvKVTLg8xKNpT0TKKSWnGJ/LMDKbKadPKnnOzj5esmcTgCOrv3rtk4ATEqdrMZHKMuCAjGwlTixHuO/oDMWScn2Ap5KuFmsRSD0nzWPTi54tMl5OVwNDSGNzmabeRF/JBnLgLuTAHVpY6/YYvaY9HmHBbqt0Cj3As5IDB3j39Xs4Z1O7Iz3LPeVhHncd+PhcxvGroa4GUhGanx6eIhwSVwWsltNIJHtsetGX9Ak01rqpI/CNwAZw4HnCIaHFhZzhUndBYw7F7TF6jT6JLeScS6McPJ4kGpZVHfQ5mzr43h9cwc6B9oZ/V1+7+w58IVtgIVdkk8MRuBMF73sOT3PhGV2OFVerobsB1c3xuaxvrXj1TpEqpRify5oIPCjMZfJ0JiKu5LO6HdBLBm8jcHB2nP7gsSTnDXV6UlTzIgIv94A7nAPvbm1MUjaTL/LA8VlP89+wpCBZa0fHQrZAOl+k36M1asup98STXMyTK5YcmwHwm6Z34G4sc9A4JWg1OZ8lEhJH8sRrsSRo5YwDL5YUD55Irpo+cZq+NvcduNM94JpG2trAutLJFUueO/CuOlU3y1eVLgclq1Gv3W79//1igzhwdy45ux104H3t7o7RQ8VSB4ci8CfHUyzkip458K6WKCFx24E7q4Oi0QXvfLG+gvc9h6cRgf1neuvAl6ZIa3vNy1eVPjnCjniEkFBzm+/SLlQTgQeCVCbvngN3sIjpdvoElnLgTkXgB4+tXcB0mpAt9uVNCsXhCLzBY+Wew9PsGexsaC1dPdQbpPgdgYdCUtcuUqd1cPym6R34XLrguJCVpiMRRaTxpQ6T8znXC5jg/FKHg8eTdLVEOavfu1HpXpfH6cdTVjrLaVXIRtJt+WKJe4/OeJ4+AWiN1aetvRSBuzucthb17CIdsyNwp4vYftH0DjzlwjIHTTgkdMQjDU9jTnogZAXOL3U4eDzJ3m3dng48uK2HMj5nadI4nc7qbqAv+eHhWdL5oqf935p6tbUn5nOILOm4+0FXa+2dP+NzWdrjzb9KTbMBHLh7OXCw3piNbu32yoE7uRdzIVvgCVuB0Ev6XI/AnduFWUkjglb3HLYWGD97h/cOHLTqZm2v+eR8lr62GBGXJW/XorsOqYuJVHbDRN/Q5A68VFLM5wp0uurAG1tYO2tvf/EihdIWcy4H/uCJWUoKnuWxA+9pi7k6iTnhsA6KppGC9z2Hp9k50ObJMbIS9UyRelXXWYt63pvjqcyGyX9Dkzvw+VwBpaDTxfa8evJslUy4vEqtknBIaIuFmUs37sD1xp29PkTgM4t5Sg5Ok1Yykcoy4HAPODQWgT9+MsVFZ3ijPrgS9QwheXVVuRb1CHGNzTmvg+MnTe3A9eCEmymURkekJzyu1p/R01JWiWuEg8dnOLOvtaxP4hU9rTGKJVVe1OEk+WKJqYWcKxFYZ50ReLGkODmX8XQp8HJ6WmtPRXihb78eXXZ6s9qTvVLKROBBwk0hK02jioSTtjyqVwf77s0dPH4y1fDPOXjcuwGeSvQ4/ZQLeXA3JQ3CIaEzEan5WBlPZSiWFFu6/XPgtaYilFJ2CsW/AiZYEbhS1dd8UtkCmXxpw/SAw4Zx4O5G4MnFXN2X9F6N0Wv2DHZwYibdUB58dDbN2FzWFweu2/tmXHDgbvWAa7rqONkPz6QBOMNXBx5jMVckW6hOkdCS/C35n0KpcZFGuQf8mVjEFJGwiNwvIrfat3tF5DYRedL+7J2Emk3KxX2Ymu6WGCVl5dvrYXI+SzQsnmkmnztoiU49MVZ/FO71AE8lOmXjRgS+9AZ2JwKz1pPVZvdw0n8HXs7fV5n+mUx5I862HrUKWo3PuTOF6ye1ROBvBx6ruP0u4Hal1C7gdvu2p+g8qZtdKOUJuzoLmZOpLH1tzvcdr8aewQ4ADjWQRjl4PEksHOJ8ByRia8VNRUK3dTDqSbdpB+5nCkVf9VSbRtF1Hb8j8K6W2uwed0nIzE+qcuAishV4OfBPFXe/CrjF/voW4NXOmrY+nuTAG1xYOzGf9XRa7YzuFlpj4YYc+MMjs+wZ6iAe8WatVyVuKhJqHQy3HE9nHaPdI8k03a1RTyVkl1NrJDvpcVpwNZamX6tMoZR1UJ55EfjHgHcClUo9m5VSowD2500O27YuXuXAoX5Bq8n5rKd6EaGQsHtzR0MO/PDEAmc7oO9dD4lomLZY2BUHPpHK0tMaJRZxp/TTXcdatZFkhi1d/kXfsHSMV9t/75W+/XrUqlU0PpelJRoui75tBNY9kkXkFcC4Uureen6BiNwkIgdE5MDExEQ9P2JV5jJ5YuGQq1rVZbW2Opc6TKZynkcqewY7ODSWQqnaC6+ZfJGR2Yyn+ifL6WmLuVLEHHdhF2YluuW0ltd9eCbNGT62EEKFI6zy5DORyhISPG8xXU6twdWYPYW5EXZhaqoJRV4A3CAiR4AvAleJyGeBMREZArA/j6/0ZKXUJ5RS+5VS+wcGBhwy22IuXaDThWXGlTSiSFgq2WP0Hkcq5w52ML2QK+cqa+HIlNVD7qcD72uLuVPEdHmMurs1SqGkWMhVv19yJJn2tYAJlTnw6l7zifkcvW0xwh7VdVYjGg7RHo/UVMTcSD3gUIUDV0q9Wym1VSm1A3g98H2l1JuArwM32g+7Efiaa1augptCVppGUiiz6TyFkvJccvPczfUXMg9P+O/A3Rqnn3BhF2YlS1tiqrN9Np0nlS2wpdvfolprLEw0LNXnwAMwhamxJGWrPPGkshtmE4+mkWTgB4CrReRJ4Gr7tqe4LWQFVk42HgnVFYGXq/U+ROBQnwN/etJy4Dt8dOC9bTGm5p114EopJuad30ZfSWeNBe+RcguhP4uBNSJCV4slYVANlhxBMBx4Lavsxl3SwfGTmryfUupO4E776yngJc6bVD1uLnOopLu19uIUVPTLehyt9LXH6W+P1+XAj0wusKkj7muhp7fV+Qg8uWiJirmZA681lzxSbiH0Pyq0WiCrL2Lu9PEEX0m1QlwL2QLz2cKGaiGEJp7EzBVKDCfTngzI1HKZVklZB8UH0XtdyKyVw5MLvqZPAHrbrcnATL76XPJ6eLELsVZBq/IQj89FTLD0UKpxhGV55IBEst1VCnFttF2YmqZ14J/84dOMzWX5xUu3uv67rAm7OlIoPvbL7t7cwRNjKYo1SgAcnlxg54DPDtyFXnC3dmFW0l3jot3hZJpYOER/m/9OpavKY3ze1hPxWwdFU+0yCj2FuZF0UKBJHfjx6UU+fvuTXHvBIFft2ez676tH4wIsISsvx+gr2TPYQSZf4vj0YtXPmV3MM7WQY0efzw7che30buugQGURs0oHPpNmqDvh2ZTuWlipiPVfb6/F2dbDkpTNrdu6WY7AN9AQDzShA1dK8cdfe5hwSPjjV57vye+sR3cYlkTv/eg71YXMWpQJDweghRDcUSRcegO7F4EloiFi4eoL3kFoIdR0VzlFOhmQMXpNV0uUfFGxuE7r5pgdgZsUis9855GT3HFogj+4erdn+hH1LnUYTi76pnGxa3M7IrV1ohyxO1D8TqG4oUg4PpelNebuFJ7eL1ltMXAkmfFVA6WSnrbqFAn9TAuuRLVpq4lUllgk5MvVsJs0lQOfzxb40/96lPOGOvm15+/w7Pd2t0ZJ56uX29Qcn06zzacCVWsswvbeVg6NzVX9nKcnFwgJbOv1t62tz84JOxuBu7MLcznVLgDJFUqMpTKBicCrLcAGZYxe01Vl771uIdxIU5jQZA78Y7c9wehshj979YWeLlPtKm8crz4KzxdLjM6mfXWG59aoiXJ4coEzelp8EbGqpCMRIRwSRyNwt3ZhLqe7yqu1sbkMSvkrI1tJtYJWeoy+x8dt9JVU27q50TbxaJrGgT86Mse/3H2EN1y2nUvP9FZ6vFa9ZIDRZIaSgm09/jnwPYMdHJlarLod7/DkPGf1+yNiVUkoJPS0OjtOP+GyDoqm2r7kEzP+y8hWUm0BdnI+S29b3Pcxek21KZSNtgtT0xQOvFRS/J//fIjulih/dO25nv/+8sbxGiLw4zNW98fWXv/eoOcOdlIsKX4+Pr/uY5VSHJlcDMyARm9b1NkcuEfTg51VplBGAtQDDpUR+Nqv+UQqF5j0CVR/4hmfy2y4DhRoEgf+pQPHue9Ykvdcf15ZHdBLap2wAzhmt+/5GYGfO2hF09WkUSbms8xnC753oGh622KOtREu5qwpPC8cT3dLrCYHPtQVjKiw6mLgvP+7MCupRmwuky8ylylsuB5waBIHvpgrcvnuAV57yRm+/P6ueiLw6UUiIfH1Dbqjr41YJFTVejUtYuWnBkolvW0xph0ap/eiB1zT1RJlPlsgXyyt+bjhZJr+9rirUsi1UJZNXuc1n0x5q2+/HlqraK1J6YmArIBzg6ZQNv+NF57FW16ww7cKcq0qcwDHZ9Js6W7xtNi6nEg4xDkD7VX1gh/WLYRBcuAOReBe9IBrdEQ4l87Tt4ajG06mOSMAGiiatliYSGhtRUI9Rh80R7ieVpGewjVFTB/xs/2nIxFBhKpVz8CKwLf5mP/W7BmsrhPl8OQCsXAoMEW13rY4M4u5mqUAVqK8zNiLFEqVqYjhZDowrzVY76/u1rV1RVLZAtmC/9vol7Oe1MXY3MbbhalpGgfuJ6GQ2IJW1TvwEzOLvua/NbsHOzg5l1k3f394coEz+1oD013Q2xpFqfp3kVbihQ6KphpJWaVUoKYwNetFsuVdmD6Is63FemJzSzoowTrxOIFx4FVSyzTmYq7A5HzO94EYqNAGXycPfnhyITD5b4BeO8qbXqh9q9ByJlJZIiEpi2S5SXcVLaczi3ky+VKgInCwbF9Lxresg9IerEh2PUGrcfv/H5TedScxDrxKqtWKgKUe360BaBHbU17usPpEZrGkODoVnBZCqFQkdCICtzRpvBCNqmaH6vBMsFoINev1sE8ENAJfT6tIt5AGQTTMaYwDr5Ku1uraw4CyAuD2AETgg50JOhORNQuZI8k0uWIpMC2EUKlI2HgE7vYuzEqqGfoq64AHLQJf5xgvj9EHLQe+zolnbAPuwtQYB14lXS1RZqvsQin3gAfAgYsI565TyNQdKMF04A5E4C7vwqyk094QtdbV2nAyWFOYGksGYK0USpZwAFMR3a0x0vnVF4BsxF2YGuPAq6SWFMrx6TQt0TB9bcE40M+1t/OsppkcRAfe02ZFsk5E4JPz3kXgkXCIjnhkzUh2JGkdHz2twVLG626NspArkius3MM+kcrS2xYLXCpCD+g8NbHyxPFG3IWpMQ68SvTy1FIVbW3HZ6wWwqAon5072EkqU2B0NrPi9w9PLtAWCweqvzcesaRfG43Ax1MZphZynk7hda3TzTGSTLOlOxGY40PTtU7+fnI+WEM8mit2DyAC331k7LTv5QolphdyG7KFEKpw4CKSEJF7ROQBEXlERP7Uvv+9IjIsIgftj+vdN9c/ulqilJTVC7sex6eD0UKo0YXM+48lV/z+05MLnDXQFjiHYg3zNBaB/833niQswqv3eTfF29269tVa0HrANbro/sTJlSPZiflcYHZhVjLQEWf/mT1855GTp31P76XdiDooUF0EngWuUkrtBfYB14rIc+3vfVQptc/++KZrVgaAahUJlVKcmPFXRnY5+7Z1s623hf9311MrplGCokK4HGucvv4I/OmJeb74s+O88TnbPW2RXE8TfCSZDkSH0nIu29FLLBziricnVvz+ZCpYOiiVXHPBII+fTHHU3iql2cg94FCFA1cW+pQctT8aH49rMqppDwNLFW0+WwjUGzQaDnHzlefw4IlZ7jx06pszWygyPJPmrL7gnHA0jUbgH/7OIRKREL971S4HrVofazJw5eMkky8yOZ9jS1dwjg9NWzzCs8/q4QeHTnfgSikmAjhGr7nmgkGA06LwpW30z9AUCoCIhEXkIDAO3KaU+qn9rZtF5EER+ZSIeCvS7THVqJ7BkoxsEFoIK3ntJVvZ2tPCx25/8pQo/Pj0IiUFZ/m8Rm0lettiTM/Xp4dy37EZvvXwSX7r8p2eO521JGWDJiO7nCt2D3BoLMXobPqU+1PZArlCKZA5cLA6vs4f6uQ7y/Lg4x4KmflBVQ5cKVVUSu0DtgKXiciFwD8AZ2OlVUaBj6z0XBG5SUQOiMiBiYmVL82agbIi4TqX9EFqIawkGg7xtivP4YHjSe58Yun/8PSE7kAJagqldgeulOID33yc/vY4v/WinS5YtjbdrZYDXyldNZK0LumDmAMHuGL3JgDueuLU92rQdmGuxLUXDnLv0Zly2gSsFEpIWFNYrJmpqQtFKZUE7gSuVUqN2Y69BHwSuGyV53xCKbVfKbV/YGCgYYP9otqlDsenrcglaA4c4Bcu2coZ3S38zfeWovByC2FfMCPwTL7EYm79wnEl3398nHuOTPP2l+6izcUlxqvRvcam9OGkdYIP2hCPZvfmdgY7E/xgmQOfbAJJVp1G+e6jS1H4+Jw1hRsUjR+nqaYLZUBEuu2vW4CXAo+LyFDFw14DPOyOicFAixStp0h4fGaRntaoq9vP6yUWsaLwg8eT3PXkJABHphboa4vRFbCeZKgcp68+Ci+WFB/89uOc1d/G65+9zS3T1mStBcHDyQwiMBiQRQ7LEREu393PD5+cpFChaa51UIIcge/e3M6OvtZT8uDjqY25iUdTTQQ+BNwhIg8CP8PKgd8KfEhEHrLvvxL4fRft9J1ENEwiGlpXE9ySkQ1e9K35xUt1FP4ESimengiWiFUlS9OY1Tvwf7/3BE+MzfOOa84l6pMWuy54P7nCKrvhmTSbOxK+2VYNV+zeRCpT4IETS22nE7aiY1C7UMA6+Vxz4SD//dRUuVts3KNdqH5RTRfKg0qpZymlLlZKXaiUep99/5uVUhfZ99+glBp131x/WU93GCwhqyD1gC8nFgnx1hefzX3HkvzwyUkOTy4EagKzkjPtzpgHT8xW9fh0rshf3/YEe7d1c92Fg26atibPP6ePrT0tvOc/Hjqt7XQkmQ5sAVPzwnP6CQmndKNMzucCOUa/nGsuGKRQUnz/kJVGsZYZP7MjcIONLk6tRqmkGA5YD/hKvG7/VrZ0Jfjgtx9nPJUNrAM/Z1M7uza13bhJYwAAEYBJREFU8/UHRqp6/KfvPsLJuQzvvm6Pr0NJnYkof/vGSxhPZfjDrzxwSjFzZDaYQzyVdLVGedb2nlPy4JPzWfoCOEa/nH1bu9ncGefbD5+kUCwxtbBxdVDAOPCaWG+pw1gqQ65YCsQmnrWIR8K89cpzeGTEkpgNkoxsJSLCDXu38LMj06e1tS0nXyzxzz86zOW7B3juzj6PLFydfdu6+aNr93Dbo2N86sdHAOsEP5rMsCVAq9RW44rdAzw4PMuUPck4YUvyBp1QSHjZ+YP84IkJhpNplNq4LYRgHHhNWIqEqzvwY1P+b6Kvll/av7W8cDmoOXCAV+7dglJw6wNrZ+huf2ycyfksNz7vTI8sW5/feOFZvPS8zXzgW4/xwPEkk/NZcsUSWwMegYPlwJWCH/3cKnYHcRfmalxzwSCZfImv3HsCMA7cYGNpXKxeUDs+E9wWwuXEI2Hecc25bOttCWwKBayTy8Vbu9ZNo3zhnmMMdia4YndwWlVFhL963cVs6kjwts/fx6Oj1hVP0FMoABed0UVvW6ycB2+WCBzgOTt76WqJ8oV7jgHeLLP2C+PAa2A9wfvj04uI0BSXyGBNZ/7wnVeRiIb9NmVNbti7hYeGZ8s968s5MbPIXU9O8EvP3kYkYN0d3a0xPv6GZ3FyNsM7v/IgENwpzEpCIeFFu/q568kJSiXF5HyuaSLwaDjES87bVG593Kg6KGAceE10tUTJ5EurCscfn1lksDNBPBJsh9hsvOLiLYjA1w+uHIV/+WfHASstFEQuPbOHd157bnmsuxkicIDLdw0wOZ/jJ09PkSuWAt1CuBw91CMS7N71RjEOvAbWGtAAODEd/A6UZmSwK8FlO3r5+gPDp42nF4olvnTgOFfsHmBrgGsPv/nCnbz0vE1s7ozTmQje0NRKvGh3P0A5l9wsEThYJ5+WaJje1lige+4bZeP+ZS6wnqDV8Zlg6YBvJG7Yt4WnJhbKeWTNnYcmGJvL8vpnb/fJsuoIhYR/fNOlfOvtl/ttStVs6khwwZZOvvWwNdkYVCGrlWiJhbn+oiHOtbXwNyrGgdfAWoJW2UKRk3OZwLcQNivXXzhEJCSnFTO/cM8xBjrivOS8TT5ZVj2RcKg8XdosXLF7gLSdMgziMoe1+OAvXMRn3rKiRNOGwTjwGuhusTXBVxinH56xek5NBO4OPW0xXrSrn1sfGC2vtRudTXPHoXFed+nWDX2Z7CeVXT3NlkuOhEOBK2o7zcb+6xxGi+L85Onp077XTC2EzcoN+7YwnExz37EZAL78sxOUFIFPnzQzl5zZQ3s8QiQkZUVOQ3AwDrwGNncmeMNl2/n03YfLTkRzvKwDblIobnH1+YPEIyG+/sAIxZLiyweO86Jd/WwP4DahjUI0HOJFu/oZ6k4Efoz+mYhx4DXynuv3MNTVwjv+7YFT2gmPzywSC4fYvIGVz/ymPR7hpedt5psPjXLH4+MMJ9Mm+vaA973qQj5147P9NsOwAsaB10hHIsoHfuEinppY4KPfe6J8/4lpa1GtiVLc5ZV7tzA5n+OPv/YwfW0xrj5/s98mbXgGOuLs2ryxuzmaFePA6+BFuwZ4w2Xb+ORdT3O/nUo5PrPIVpP/dp0XnztARzzCyGyGX7x0K7GIOYQNz1zM0V8n77n+PAY7E/yhnUo5Pr3ItiYYkW52EtEw19ha37/s08YdgyEoGAdeJx2JKH/5Cxfz1MQCf/aNR5lZzJsOFI945zXn8k+/up+dA8FbxGwweEnwFjc2EVfsHuCX92/jsz+xVM9MD7g3bOpM8NLzTbHYYDAReIP871ecV9bV3m4icIPB4CHGgTdIZyLKR35pL8/b2cc5m8wlvcFg8I51UygikgDuAuL247+ilPoTEekFvgTsAI4Av6SUmlnt52xknn92P88/u99vMwwGwzOMaiLwLHCVUmovsA+4VkSeC7wLuF0ptQu43b5tMBgMBo9Y14Eri3n7ZtT+UMCrgFvs+28BXu2KhQaDwWBYkapy4CISFpGDwDhwm1Lqp8BmpdQogP05+HqeBoPBsIGoyoErpYpKqX3AVuAyEbmw2l8gIjeJyAEROTAxMVGvnQaDwWBYRk1dKEqpJHAncC0wJiJDAPbn8VWe8wml1H6l1P6BgeBsDDcYDIZmZ10HLiIDItJtf90CvBR4HPg6cKP9sBuBr7llpMFgMBhOp5pJzCHgFhEJYzn8LyulbhWR/wa+LCK/ARwDXueinQaDwWBYhizf8u3qLxOZAI569gsbpx+Y9NuIOjB2e4ux21ueiXafqZQ6LQftqQNvNkTkgFJqv9921Iqx21uM3d5i7F7CjNIbDAZDk2IcuMFgMDQpxoGvzSf8NqBOjN3eYuz2FmO3jcmBGwwGQ5NiInCDwWBoUowDNxgMhiblGevAxeLlItJ0IlwissvWaW8qRGSPiDTd2iJ7iA0REb9tqQUROduenm4qRORiEWm67Sgi8loR6fPydz4jHbiIvBp4DLgZ+GcRucBnk6pCRF4lIk8B7wP+yV6qEXhE5FoROQl8EPiSiDTF9gsR+TURuR94u9+21IKI/IqIPAJ8GPh3EWmK3be23Q8Cf4p1nMT8tqlaRORPgE8Cv+zl733GOXD7DPkW4NeVUtdh6Zufb38vsBGW7ax/E3ijUuoNWOJh/1tEdvtr2dqISBx4DfAmpdSrgBHgf4rIPn8tWxsR2QP8DnArcLmI7FRKKREJ9HtGRG4Afhv4DaXUa4FW4Lfs7wXWdhG5DsvutyqlXgOcDbzS/l6Q35f6NV3E2ouwR0QuXfY91wjsP9RJRKSj4mYOaAcG7dslYEgrKwaJZXYDCJa9AF8EfgG4PmiRik45ACilssBuQF9afhjruLvKdu6BYZndjwNvAj4KPIp1tYZSqrTys/2j0m4sW9+slPqJffvj2MtWgmb7MrvvVEpdrpT6sYh0AU/bjxEVsFa5ZXZr28LAPHAC+8Tjxeu94R24iLwLuF9EPiQib1JKpYDPAm8UkXEsIa6LgfdjKS0GgmV2v1EpNQ08BNwoIj3AfuAA1onoDB9NPQUReR/wxyIyYN8OAV8FdolITCn1c+A+YAtwrn+WnspyuwGUUk/Yr/tXgbNF5HL7sYF531TYrWs5x5VSlXpDO4G7vbdsbVZ4vbP2/ZuBbwJJrADlw/bVUCBYwe6QfYXQCXwe+BZWQPhREbnWbXsCcyC6gYhcBVwPXI31wn5YRC5SSn0K68X+nFLqfwC/D8xgXbb5zgp2f8ROlfwj1hXEZ4EXAH8CPJelKMA3RCQuIu/Gkha+GHgWlKOQo0AvcKX98DuBiwjA8bea3fb39KX7Y8AdWJf4KKVKy6Iwz1nB7n22bdoR6rz3IHY0GwTWOU5QSo0B1yul3oh11bMb6yTkK2vYXbSvEBSWE78Ia93ky4FDbtvl+xvIZaLA/Uqpw0qpO4C/AT5kf28aKIpIjx2VC1a+MAgst/v/Ah9RSh1VSv0BVn7zV5RSj2BdsgWhmJnHyhefD/wEuFJE9Anxh8AYcLWIbFVKTWLl8M/xxdJTWcnus8DaB2s/ZgH4CjAvIu8XkQ8BO3ywtZJV7QZQShXsLy8Cfigiu0XkvV53SazAmnYDKKVm7c/TWMdJj9dGrsCqdtsdYVHg08D/BP7CfuwVbhu10R14K9CnW+6UUh8ABkXklcBJYDNWVP4RrGj3Ht8sPZXldv8FcIaI/LJ9+6SIbBORv8NKn7h+pl8PO4J6Qim1AHwJa/3efhFJVKQhisBnReQTwCVYqRRfWcXuy3R+XkRCtiPPYDnDtwITSqmn/LIZqrJbRGQ71sn9T7FqJpNKqSm/bIbq7LY/94rIX2FdWfzML3s1a9idUEplsGz8c6XUZUqpjwMHgSNu27UhHLiI/C8ReZn9dflvUkp9FSst8oqKh38YeKdS6hDwXmAYq/jwfKXUjzwzmprt/hDW2V3zt1iFk5fbB5VnrGF31v58BPgRVgRynn3fE0qpPwI+hpWSeI5SytNL+xrt3mPfpwtRHwQeAbYrpT7sodn12q2AONZVzjjwAqXU3wbdbvuxFwNfxopqr1BKPeGh2bXafb59378ppT5X8WP+VSl1p+vGKqWa9gN4GfAdrAP0sxX3CxC3v349cBeww769Hfh7oE0/tons/jug3b7dGjC7Q/bXYftzJ1bq541Y3Ry/ENDjZD27f9G+v6WJ7H4zVg5WgC1NZvcr7PsHmsjuNwGv0Y/10uamaPCvxL7EigJ/jHUG/EsgBjzbLtyUlBU1ZUVkJ9blzvnA/xFrKOOVwBFlR63KftWbyO552+7FgNmtbLungaRSak5EnsQ66UwBv+eFvW7ZrZRKN5Hd08Dv2sf2SBPZXfl6TzSp3d42FHh9lmvwDCkVXz+74usrgKcqboeBdwETwIuALqyujVuAdxi7XbN7FLgOK2LZg9X98B5jt7Hb2O3S3+DnL6/xxb4ZqxD2+8BQxf1R+/NtwHX211uwik09y35G2Njtjd1AAjtNZew2dhu73floiiKmiLwGq//y41g9mO8Rkb32twtijZkfxepyQCk1opT6B6XUjIiEdWVbKVU0drtud8S+L6O8L64au43dG9bulWgKBw48B/gHZfVEvxerPeftYOWclNWm1gK8GE5Vj1NLjfZ+8Ey0u7DCz/MKY7e3GLt9JlAOXEecK9x+Gqvai7LGhL8BtIkl3KP5LPAcuy9Tnzm9LFCudNvY7QLGbmN3NTSr3bUQKAeOVQ0uU/GCfQVYFJFX2bdHscaxz6/4p7RgDSt4mm6wMXZ7i7HbW4zdASUQDlxEnici/4Y1FXl+xSWLbnOcwSo4vNW+jJnFUhSMV/xTvqaU+qRSKm/sNnYbu43dzWZ3PfjuwMVSUftbLAWyKaxc1FvgFD2HFqwG+1HgEyKyBUtMppyPUt4X+ozdHmLsNnZXQ7PaXTfK5zYYLA2SL9hftwHXYAnB7LHv+zOsF/tZWLoOf4Z1ufP3+NBeZ+w2dhu7jd1B+fDjBX418B4sDQ+AAeBJ4Gz7di+WTOoHsUSdPq+/V/Ez/BgjN3Ybu43dxu5AfXiWQhGRARH5T+APsMZR/0VEflFZI7P/Dvyu/dAkcLv9wieUUm9USj0lp4rKeDJGbuw2dhu7jd1Bxssc+NnAj5W1Nukfgf+F9eIDfAFrl9xLlaU7MIUl9arF6UPKv3VQxm5vMXZ7i7G7iXFVzEpEfhVrZdk9wL3AYfv+MNbuvkfshz6E1bLzMbE2xr8ES28gCt7v8jN2G7uN3cbuZsBxB273UQ5i5ZpKwFNYW7HfrpQaE5GwUqooIudhiTXpF/TTdgX5XVhCMb+llEo6bZ+x29ht7DZ2bxicTKizpJW7G1tPF+sk8X+B/1j2mM8Av2R/PVjxM2JO2mTsNnYbu43dG/XDkQjcbpB/HxAWkW9iiZ3r8dOCiPweMCIiVyilfmA/bR44LNaW59eKyLVKqRNKqZwTNhm7jd3GbmO3l3b7QcNFTBG5Aisf1QP8HHg/1gLQK0XkMiiPsL4PSzhG56zegjXS2glcqZQ60agtxm5jt7Hb2O2H3b7RaAiPtXjgzRW3/x5LO/fXgHvt+0JYeawvA2diVZA/Blzi16WHsdvYbew2djf7hxMveCvW8lSdi/oV4C/trw9irXYC2A980e8/2Nht7DZ2G7s3ykfDKRSl1KJSKquWtAOuxloJBvDrwHkicitWb+a9cLrMox8Yu73F2O0txu5nBo61Edp5KIXVMP91++4U1pjrhcBhpdQwBEtX19jtLcZubzF2b2ycnMQsYTXKTwIX22fJ/w9rq/OP9IsdQIzd3mLs9hZj90bGyXwM8FysF/5HwG/4nR8ydgfzw9ht7N7Idnv5IfYL5QgishV4M/DXSqmsYz/YZYzd3mLs9hZj98bFUQduMBgMBu/wfSOPwWAwGOrDOHCDwWBoUowDNxgMhibFOHCDwWBoUowDNxgMhibFOHCDwWBoUowDNxgMhibFOHCDwWBoUv5/XbQ7zb2v92kAAAAASUVORK5CYII=\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "mc.ac.plot()" + "mc.ac.plot();" ] }, { @@ -8309,9 +6796,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/docs/tutorials/forecast_to_power.ipynb b/docs/tutorials/forecast_to_power.ipynb index 0abdd2dff9..c219ff02ff 100644 --- a/docs/tutorials/forecast_to_power.ipynb +++ b/docs/tutorials/forecast_to_power.ipynb @@ -45,8 +45,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/forecast.py:22: UserWarning: The forecast module algorithms and features are highly experimental. The API may change, the functionality may be consolidated into an io module, or the module may be separated into its own package.\n", - " 'module, or the module may be separated into its own package.')\n" + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\forecast.py:19: UserWarning: The forecast module algorithms and features are highly experimental. The API may change, the functionality may be consolidated into an io module, or the module may be separated into its own package.\n", + " 'The forecast module algorithms and features are highly experimental. '\n" ] } ], @@ -67,7 +67,7 @@ "import matplotlib as mpl\n", "\n", "# finally, we import the pvlib library\n", - "from pvlib import solarposition, irradiance, atmosphere, pvsystem, inverter\n", + "from pvlib import solarposition, irradiance, atmosphere, pvsystem, inverter, temperature\n", "from pvlib.forecast import GFS, NAM, NDFD, RAP, HRRR" ] }, @@ -198,90 +198,90 @@ " \n", " \n", " \n", - " 2018-08-09 06:00:00-06:00\n", - " 26.598663\n", - " 5.019923\n", + " 2020-07-07 06:00:00-06:00\n", + " 29.454681\n", + " 5.270410\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 72.0\n", " 0.0\n", - " 21.0\n", - " 67.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", - " 2018-08-09 09:00:00-06:00\n", - " 26.888641\n", - " 3.834616\n", - " 145.558379\n", - " 1.600285\n", - " 144.823500\n", - " 97.0\n", + " 2020-07-07 09:00:00-06:00\n", + " 27.087494\n", + " 1.988913\n", + " 287.162801\n", + " 140.869429\n", + " 215.705993\n", + " 57.0\n", + " 0.0\n", + " 57.0\n", " 0.0\n", - " 39.0\n", - " 97.0\n", " \n", " \n", - " 2018-08-09 12:00:00-06:00\n", - " 25.488617\n", - " 2.595709\n", - " 322.775864\n", - " 18.426892\n", - " 306.226661\n", - " 98.0\n", + " 2020-07-07 12:00:00-06:00\n", + " 24.950012\n", + " 3.782271\n", + " 573.731739\n", + " 123.802033\n", + " 458.864565\n", + " 59.0\n", + " 0.0\n", + " 59.0\n", " 0.0\n", - " 61.0\n", - " 98.0\n", " \n", " \n", - " 2018-08-09 15:00:00-06:00\n", - " 32.419769\n", - " 1.174503\n", - " 315.885183\n", - " 17.620191\n", - " 300.108657\n", - " 99.0\n", + " 2020-07-07 15:00:00-06:00\n", + " 37.233734\n", + " 3.298288\n", + " 926.616347\n", + " 767.306217\n", + " 217.396559\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " 0.0\n", - " 19.0\n", - " 99.0\n", " \n", " \n", - " 2018-08-09 18:00:00-06:00\n", - " 47.617493\n", - " 1.259972\n", - " 135.185462\n", - " 0.000000\n", - " 135.185462\n", - " 100.0\n", + " 2020-07-07 18:00:00-06:00\n", + " 53.850006\n", + " 3.230239\n", + " 446.504106\n", + " 724.204396\n", + " 85.436744\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " 0.0\n", - " 10.0\n", - " 100.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " temp_air wind_speed ghi dni \\\n", - "2018-08-09 06:00:00-06:00 26.598663 5.019923 0.000000 0.000000 \n", - "2018-08-09 09:00:00-06:00 26.888641 3.834616 145.558379 1.600285 \n", - "2018-08-09 12:00:00-06:00 25.488617 2.595709 322.775864 18.426892 \n", - "2018-08-09 15:00:00-06:00 32.419769 1.174503 315.885183 17.620191 \n", - "2018-08-09 18:00:00-06:00 47.617493 1.259972 135.185462 0.000000 \n", + " temp_air wind_speed ghi dni \\\n", + "2020-07-07 06:00:00-06:00 29.454681 5.270410 0.000000 0.000000 \n", + "2020-07-07 09:00:00-06:00 27.087494 1.988913 287.162801 140.869429 \n", + "2020-07-07 12:00:00-06:00 24.950012 3.782271 573.731739 123.802033 \n", + "2020-07-07 15:00:00-06:00 37.233734 3.298288 926.616347 767.306217 \n", + "2020-07-07 18:00:00-06:00 53.850006 3.230239 446.504106 724.204396 \n", "\n", " dhi total_clouds low_clouds mid_clouds \\\n", - "2018-08-09 06:00:00-06:00 0.000000 72.0 0.0 21.0 \n", - "2018-08-09 09:00:00-06:00 144.823500 97.0 0.0 39.0 \n", - "2018-08-09 12:00:00-06:00 306.226661 98.0 0.0 61.0 \n", - "2018-08-09 15:00:00-06:00 300.108657 99.0 0.0 19.0 \n", - "2018-08-09 18:00:00-06:00 135.185462 100.0 0.0 10.0 \n", + "2020-07-07 06:00:00-06:00 0.000000 0.0 0.0 0.0 \n", + "2020-07-07 09:00:00-06:00 215.705993 57.0 0.0 57.0 \n", + "2020-07-07 12:00:00-06:00 458.864565 59.0 0.0 59.0 \n", + "2020-07-07 15:00:00-06:00 217.396559 0.0 0.0 0.0 \n", + "2020-07-07 18:00:00-06:00 85.436744 0.0 0.0 0.0 \n", "\n", " high_clouds \n", - "2018-08-09 06:00:00-06:00 67.0 \n", - "2018-08-09 09:00:00-06:00 97.0 \n", - "2018-08-09 12:00:00-06:00 98.0 \n", - "2018-08-09 15:00:00-06:00 99.0 \n", - "2018-08-09 18:00:00-06:00 100.0 " + "2020-07-07 06:00:00-06:00 0.0 \n", + "2020-07-07 09:00:00-06:00 0.0 \n", + "2020-07-07 12:00:00-06:00 0.0 \n", + "2020-07-07 15:00:00-06:00 0.0 \n", + "2020-07-07 18:00:00-06:00 0.0 " ] }, "execution_count": 7, @@ -307,27 +307,19 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "forecast_data['temp_air'].plot()" + "forecast_data['temp_air'].plot();" ] }, { @@ -344,29 +336,21 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Irradiance ($W/m^{-2}$)')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "ghi = forecast_data['ghi']\n", "ghi.plot()\n", - "plt.ylabel('Irradiance ($W/m^{-2}$)')" + "plt.ylabel('Irradiance ($W/m^{-2}$)');" ] }, { @@ -576,22 +560,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'POA Irradiance')" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -600,16 +576,16 @@ "\n", "poa_irrad.plot()\n", "plt.ylabel('Irradiance ($W/m^{-2}$)')\n", - "plt.title('POA Irradiance')" + "plt.title('POA Irradiance');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Cell and module temperature\n", + "### Cell temperature\n", "\n", - "Calculate pv cell and module temperature" + "Calculate pv cell temperature" ] }, { @@ -619,32 +595,25 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Temperature (C)')" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "temperature = forecast_data['temp_air']\n", + "ambient_temperature = forecast_data['temp_air']\n", "wnd_spd = forecast_data['wind_speed']\n", - "pvtemps = pvsystem.sapm_celltemp(poa_irrad['poa_global'], wnd_spd, temperature)\n", + "thermal_params = temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']\n", + "pvtemp = temperature.sapm_cell(poa_irrad['poa_global'], ambient_temperature, wnd_spd, **thermal_params)\n", "\n", - "pvtemps.plot()\n", - "plt.ylabel('Temperature (C)')" + "pvtemp.plot()\n", + "plt.ylabel('Temperature (C)');" ] }, { @@ -754,22 +723,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'DC Power (W)')" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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KJFyMBTLSYlbFcCZFzjILcKmYHth5PrcaZ9vMcDpFqVKjVLGvqalTICFi2piM+xbIgGUn73K+V++5pHVFTEZpjA6lnQIJGZMm3doCSVqXHdRqGmEzNmaOLZUJCfYWbYJTIKFSt0DqLiy7fJlL9Q0yDGX6rHNTGAvklPVrXBpvyGTnywz0J+lr4V7x6hPsOZ9h+cV42A+iq7bsvRoLy7ndbG4p5BRIiBzKFuhPJtjgFxEO9tuVz113YS3pM7ZL6UEjA+uUdRmKlpr2q4VsocxI5kTrA3zXStWu378dF5YqzFmUmr6czKY+xDZPADgFEioTMwU2jaTrszZs8782+gYtsfvpty/oaKyOrWvXHPfYETwz82VG1izdbNOm82MluoPypcVHKkCTBWKZtQdOgYSKqQExDFrWFK0RRF/GZ2zZiWviHlvXeQrEJqW82sjOVxa1QGwrjq3VlHyp9WhYg5nwZ1NWU75YZWiR3xjsbQIJToGEykTWqwEx2FZT0U4Q3XQCtcln3FAgmeMeO4InWyi3DKCDfQpkrrx4J16Dcdfadh0uJbNtv3MzToGEhBll22yBDKWTlKtKsWKH/zVfrJBKCOnU4qfBYDpFTakX7tlAtuAFdteu6a8/doRDtlBuWUQI9u2M20pLz9jnDmo3iG6T0jM4BRIS2UKF+XL1BBcW2DNj3PiLW81DN9i2SIAX8xjJ9DXcERYtBqsNz4W1MgaOLddIERq7eVtcWLWaMreM261hgdixbjTjFEhITNSLCFspEDtO3uUKmKDhDrBF6YGnMIYzKadAQqZWU09ZL+fCsuT3n2ujNY9tQ9Ly9W4QSyWyeNegLb9zM06BhISZRNisQGzzZXoWyOK+V7DTZ5wtlH0F4i1sts5KWOnkShVqyrJBdFvOjVwbSSG2WdTtxCFTyQRr+uwr6AWLFIiIfEJEDovIfU3HPigiD4rIvSLyJRFZ5x/fLiLzInK3f/tYfJK3ZmERIdhngeSXaTwHTSa/Rbuf2UKFkTXOhRU29TYmy6Tx2rIYt1UYa6nMy27kLGwCCRYpEOCTwBULjn0TOFdVzwceBn6/6bnHVPVC/3ZDRDK2jbFANo2k68eMO8iWk3e5AiawT+mBcWH10ZdMkOlLWOPPXm2Ygs2VksZrduhLbYrSqQSphFjjDmqnFst73r6CXrBIgajqd4EjC459Q1XNr/YD4NTIBeuSQ9kCGwb7jxvCY05sW6pgl8v+gCYFYpH5nJ0v162PoXSfKyQMCZPdtlgWVjIhnmvFkoUt14YFIiIMWTRfo53MMcAqmZuxRoG0wZuBf2t6vENEfiwi3xGR58cl1GJMzBTqTRQNZrG2ZsdWXDr7AxqFV7bIDL4Ly98Vj2TsNO1XA9klWrkbbBrQ1O5iPNhvT3v0dpQe2CVzM0tLbQki8r+ACvBZ/9BBYJuqTovIs4B/FpHdqppt8d7rgesBtm3bFpXIfhV6+rhjNgYdlypgAvtcWIVylVK1Vldsw06BhEZ9FshSVdIWzQQxcgz0LX1OD2fs6a7QrtIbzqQ46LvFbcJ6C0RErgVeAbxB/XJoVS2q6rR//07gMeCZrd6vqjep6h5V3TM2NhaV2ExkC8dlYAEM1FNi4z95VXXZvkHQuBhtWSSMshipKxDnwgqLRiv3pdv925IF57lkkyQWmYdusKmlUDuBf7CzDT1YrkBE5Arg94BXqepc0/ExEUn6988AzgR+Go+UJ1Kq1JjKlU5wYTVmjMe/GBcrNSo1XVaBJBLeKF5bdmzGL29SeG0cUbpaMC6s4WUsEFtqhNrZEIFvNVlyzrQbRLetDZLBGgUiIjcDtwFnich+EXkL8FfAMPDNBem6LwDuFZF7gM8DN6jqkZYfHAOHZ09M4TXYciK0u/MBe2SGJgtkTcOFZePObDWQLZQZTqdILrGjt6nDdDtZhWBf3CYhkOlbeiketuh3bsaaGIiqXtXi8McXee0XgC+EK1H3mCr08bUtFIgl7dHzbVTtGobSqfr89LiZXWCBeC4sO2RbbWTnK0sG0MEuBZIvVupu4qUY6rdH5lwb7YTAu04L5RqVam3R2elxYI8kq4hDM0WgtQViywXXyP5o44KzKIXQ1CY0B9FzxQrVmj3dglcLpuJ/KWyyTvPF6rJp6eBbIJZsOvLtWk2W9dEzOAUSAq2q0A22zBhvp+jKYIvVBA0LZKRugdiXZrxa8IZJLWOBZOxJL82X2luMvSB6lZoFm452ukFAcxNIOxIWDE6BhMBEtkB/KsG6gRMvvkFL0h7b6cFjsEVmaMRAmi0QcAokDLLzi4+zNQz1pyhZMla43SC6TSNiZwvtyWxbJ29DoDEQEcngpdw+H9gKzAP3Af+qqvcH+V02Y+aAtPJrDqXtyOfuJIg+lE6Ss2Tnky2UEWkUZZpYiGeZrIlRstWH13Os/VY3/an+KMRalFwbhbFw/GK8VIZZFOTbqMUC+5pAGgKzQETkRuBW4LnAD4H/D/hHvALAD4jIN0Xk/KC+z2YWjrJtxhafcbsFTOY1tux8ZgsVhtOpeq6/a6gYHtn5xYdJGWxa2DpfjOPfFLUdt7Gsj54hSAvkR6p64yLPfVhENgHRlYLHyES2wPmnrmv5nD1BdD//vK2T1w6ZwQR2G4tao1tw/IvBaqJaU2aLi89DNwxZ4g6q1pT5cnsWyHDank1H26nHae//wYbNZzNBxkCeliVy0VT1sKreEeD3WUljlG265fODflfNuGeMt9tGGrxFolSpUa7G7+c2w6QMDReWXRfWSidXr7dpT4HEndXUzmAmg03xhHaD6OY6jft3XkiQCuTvgCnfVXWjiLxUREYC/PwVwcx8mWKldkIVusHMGC/GHHTMFytea+s2cspt6oe1MLA74lxYodDog9VeDCRuC7UTl2yjDX38Vmu+WKm71JbCttb5hsAUiKruAU4D3g+UgN8AHhGRe0Tko0F9j+0cajHKthlbToR2TWewR2Y4MbDrLJBwMC1jlrNAbMmC606BxGuBFCtVylXt0Gqy6zwPNAvL71f1bRH5EV4g/TLgTZw4KGrVUh9lu5gF0jQidnSotZsrCtpNeQR7dpng5cEPZ4brjzN9CZIJcTGQgDF9sJYLotuysDV6SnUQRI/5nKl3g+hfXua+ZIJ0KmHFNdhMYApERK4Gfga4ECgCRok8T1UPBfU9tlNvY7KoC8uObIp2Ux6hIXPciwR4lejNMRARcf2wQiBbWL6VOzSSMOK2AOsWSBtJIbZcg51YTWBXMoshSAvkJuBB4GPAd1X14QA/e8Vg2pgsFQOB+AN47aY8gj0mv6qSa5EZ5GaCBE99nO2ydSBmcxHvudFJYWw6laQ/mYj9fG53mJTBpiaQhiAVyFrgAjwr5EYROQtv8NNtwG2q+p8Bfpe1TMx6o2z7U63DS7aY/PlShQ2D7RV+GZM/bpnnSlWqNT2hP9OwG2sbODNtTCMESPlz6eNO453roDUPmMU4bhdWZzLb1FLIEGQQvaqqd6nqX6nq1cDL8UbQ/grwzaC+x3amZouMLRHbsCUgneskBmLJKN6Fs0AMw5lUffiRIxhMxX97dULxd0TO1btLt2dVe+n08Vogs526sFazBeJXmf9M060fz/r4S7wK9ZOCyVyRseHFFYg1Fkix0tbiAPaM4l3YB8swnElx4Fj87WFWE9n58nEV/0sx5Nc2xUknrXm818Wv9DqXOVWfNWQLQbqwPgn8N57V8b9V9YkAP3vFMJUrcvq2gUWfH7JkN5/vKIhuiwJp7VYZzvQxW5yNQ6RVS7ZQYW2LZqCtsGFnbAYzrVlmHrrBG9BkiwurXaspRX4q/uLHZgJTIKp6cVCftVJRVSZnl7NA4g86qqrf+rq9E7c/laA/mYi9bXd2CQsk7t3kaqOdTryGQQsGNOWKFQb7lx/MZBhMJ5nKlUKWamnaHWdrsHF8c5DNFL8iIq8QkRPOOhE5Q0TeJyJvXuL9nxCRwyJyX9OxDX5l+yP+v+ubnvt9EXlURB4SkcuD+jt6IV+qUijXlqzvSPn53HEGHedKVVTb971CowVLnGQXqY42CiTu9jCriWyhfQViw4zxTuqaAIYyfbErvc7TeOO/BhcSZCuT6/FmlT8oIj8Ska+JyH+KyE/xOvPeqaqfWOL9n+TEgsN3Ad9S1TOBb/mPEZFdwOuB3f57Pioi7W2nQ2Rq1kvhXa5AMO587k5PXDBTCWMOOpr+TAsWtqF0H9WaUijH36trteANk2o/uBt3Fpbnkm1/CfBGFMQts9dOqK/NEbVD6T7my1Wrpm8G6cI6BPxP4H+KyHZgC948kIf9CvXl3v9d/33NvBp4kX//U8C3gd/zj39OVYvA4yLyKHAJXtA+NiZzngJZyoUF8bd07zT/HOxwUzSC6CdmYXnPl1nTRlWvY3my88t34jXEfT5DZ615wA6rqVOZmwsgl+sQEBWhTCRU1X2qepuq3t2O8liCcVU96H/mQWCTf/wU4Kmm1+33j8VKuxZI3BdcvYVChxdc3ItEtlAmlRAyfceftkaBuFTe4MgWlp8FYhi2wDffsQvL381XYuww3bnMdiSzNLNSR9q2ipS1tOtE5HoRuUNE7picnAxVqHYtkKGYc9BzHWZ/eK+NX4HMFrwZ3QsDpSPHTSV09Eq5WmOuVF22iNAwmE5RjLndfyd1TdCUzFKK8zpsPxMS7BreZbBdgUyIyBYA/9/D/vH9eJ1/DacCB1p9gKrepKp7VHXP2NhYqMJOzRZJCMtWeA+m4/UZd5p/bl4bdxbWwlkgBhsvrJVMI9a0cuqE8qVKW00JDTZ0Ee6knRDY1dTUEKgCEZGkiHwmwI/8CnCtf/9a4MtNx18vImkR2QGcCdwe4Pd2xWSuyIbBNMlliq8G4w6id9j2wXtt/Bkg2flySwXixtoGS7bNNiYGG7ordFLXBHbUNrU7TMowbIHMCwlUgahqFRgTkfaaLDUhIjfjBcHPEpH9IvIW4APAS0TkEeAl/mNU9X68eet7gX8Hfs3/7liZnC0xOrT8nz4Uc0+bboLoQ+k+K7KwhtMnLmrDzoUVKI1hUu27sCBuBdJ5EB3i3XTkCp263eyY/thMoPNAfPYBt4rIV4C8OaiqH17qTap61SJP/dwir38/3vAqa1iujYlhIOYYSFdpvOkk+ZJXa9FusVbQzBYqbB89scrfWSDB0u4wKUPczTYr1RrFSq2z3bwFLqxcB+2EwA5LbyFhKJAD/i0BDC/z2lXF1GyRnaODy75uyI+BxLUYmwrYgTbbPoCnbFS9IsROLtQgmS2UT0jhhUazR6dAgsG0cm83C2uonl4az6aom6xCK1xYXWZhrWoFoqrvBRCRQVXNL/f61YKqMpUrMtqGBRL3YpwvegHHdhrlGZovuLgUSHaRIHoyIVa2eVipNCyQ9hsTQnyulVzJuGQ7KSSM1x1Uqyn5UrWrIPqqjYEAiMhzRWQv8ID/+IKTYSb6bLFCsVJbspW7Ie4ToRslUPcZxyRztdZ6mJTBa2fiYiBBkO04BhLvxMruXLLx7ubnyp1bTf2pBP2p+AdhNRNGGu+fA5cD0wCqeg9ei5NVTb2IcLiNIHrMIzU7rYCF+JWe+a1aWSDmuLNAgmFmvkwyIQy0mRZrEhvi2lx0Mo3QEHfgv55K32aqtGHIgi7CzYRVif7UgkP2qMyQmPQVyNhQ61G2zRiffVyB9F4skLguuOV2xXH3F1tNeI0UO+tsC/FbIJ1sivrMJMWYlV7nG7n4B2E1E4Yz+ykR+RlA/XTe38B3Z61mTGvo9iyQuHc/nTWeg+ZisXhO3npx2yJ++eFMH8fm4m3PvVrIznfWa8l0mI57Nz/YQUYTxFsc273M8Q/CaiYMC+QG4NfwelPtBy70H69qJv1JYSshBtKdCyveXebsIuNsDc6FFRxZv2VMJwzHOFSq07kahjgbKnbjdgP7WrqHYYHkVPUNIXyu1UzlSiQTwvqB5S2QugKJqZ1JpxWwEL/VtNgwKcNwps81UwyIToZJGeLslWa+d6BDqzpembtXetN5eyztMCyQ+0TkVhH5gIi8XETWhvAd1jGVK7JhsL/NGdIrLwYSd9CxHQvEpuDiSiZbqLSdwmuwYTffzWIcuwurC6VnUyV64ApEVZ8BXAX8BHgFcI+I3B3096Xu/FIAACAASURBVNjG5GyxLfcVxO8O6saFNdCfRCROF9bSDf6G0ykK5Xg7wq4WZrq0QGJLiS1VSCaEdKqz5SzOEQW9KD2bkkXCqAM5FbgMeD5wEXA/cEvQ32Mb7RYRQiNwFseJUKnWKJRrHQfvRIShGIdKtWOBeK+z5+JaqWTn258FYhiOcWHLF6sM9ic77uowFGvcptsYiF0KJIwYyJPAj4A/UtUbQvh8K5mcLfKMTe11bkn4OfZx7H7M/INOTWfvPfHt2LIFb/xn/yK7zOaGisu103csTqFcpVipdRxEj/Pc6MaihnjdbvliBRHarrUxDKZTzJWq1GraUSeJsAgjBnIR8GngahG5TUQ+7XfWXbV4bUxKbaXwGuKaCdJNzrwhzhz02WUyg5wFEgydzgIxxOnC6ra9Tpy7+VyxwmB/+7U2hnr8NOYZ9IYwemHdIyKPAY/hubGuwatE/3jQ32UL2fkKpWp7bUwM3skb/WLcTdsHQ5wX3GJ9sAxDToEEQqedeA3xpvF2r0DMJMW+ZLSz9TptP29oHp62mDs3SgJXICJyB5AG/hv4PvACVX0i6O+xiXZH2TYTlwur2+AdxLvL9IZJLX7BuLG2wdBpHyzDYL+XxFCp1kitkMW4uR5rXRvp90HSTTEvxF9DtpAwYiAvU9Vwh49bhmljMtqBBRLXYtxN62vDYDrFkfxc0CK1xWyhsqRbxbmwgqE+TKrTNN76TJAqaweiViDVjjZvhmarNWoF0m3cxkwltOU8D+N/uiQiHxaRO/zbh1Z7LchUFxZIXCmEjeyPznc/cWbazBaWTi011olNGSorEVOM2WkWVr1BaAy++W5dWGYxjmcj153MDQvEjn5YYSiQTwCzwC/5tyzw991+mIicJSJ3N92yIvIOEblRRJ5uOv7ygOTvGKNAOrVAYsnC6tGFFWcdyJIxkPrOzLmweqFbF1acM0Hypd5dWFHTrdIbjLmT90LCcGHtVNXXNj1+by+FhKr6EF4/LUQkCTwNfAn4FeAjqvpnvQgbBJOzRVIJYV0Hu7ahdDKeIHqp+yC6p0Di2flkC+UlFUh/ymvoZ4tpv1LpNoge58KWL1YY6LCuCZpcWLGk03frwrLL0g7DApkXkeeZByJyGTAf0Gf/HPCYbUH5qVyRjUPttTExDPbH68LqLm8+Salao1iJVomU/eLH5XbFrh9W72TnK/T73XU7Ia5eacVKlXJVO5rsZxiK0QLpPogebxeLhYRhgdwAfLop7nEUuDagz349cHPT47eLyJuAO4DfVtWjAX1PR0zOFjsO4g2mU8yXq1RrSjLCgqB8sbu2D3C8/zWd6vzk75bZZRopGkZiTCVdLczMlxlZ00V9QiaexbiXpJA4x9p2nXqciS9u04pALRARuQg4E2+hPx84X1UvUtV7A/jsfuBVwD/5h/4G2Inn3joIfGiR911vAvqTk+Ekh03lSh3FPyC+gqBu2z5AfD5j45dfLu99yI217ZluWrlDfO15eqprimkxLlVqlCo1hrpwu6VTSfqSsvoUiIj8AV7Pq9cC/wr8sqpmg/p84GXAXao6AaCqE6paVdUa8LfAJa3epKo3qeoeVd0zNjYWoDgNJmeLHSsQc8LPRRxT6DZ9EOJzUzSGSS3nwnIzQXqlm1bu0LAOo97Nmw1YV0H0Faj0zPtscWEFaYH8MnChql4FPBu4PsDPBq/Db919JSJbmp67Ergv4O9rC1VlOt+NCyueoGO36YMQn8+40UhxabmH033OAukRr5V7FxZITOdGL4uxmfsetdLrJQ5p3mdLS/cgYyAFVZ0DUNVpEQnSuhkAXgK8tenwn4rIhYAC+xY8Fxkz82XKVe3ehRXxBdet7xXimwmSbVeBZOy5sFYqs/NlTlu/puP39cU01rYxjbC7mFwcPenqVlOH/cYMNnXkDVKB7BSRr/j3ZcFjVPVV3X6wr5g2Ljj2xm4/L0hMFXo3QXSIZ8fWqwsr6lTebL3BXzsxEDsurJVKtzEQiGdh69UdNJyO/pzpVebVqkBeveBx7PUZUTBZLyLsrBVCXPGEbts+QLPbLVo30WybCmQ400euVLGm1fVKQ1W7GiZliKM9T72zQhcBaYhnJkgQVtOxOTvG2gamQFT1O0F91krCWCCburVAIjafe3FhNZRetBaIiWssZ/KPZFKoeu00ul0ET2a8iY7acRsTQxzteXrprADx1GMFYYHsPxpPT7qFRNv1bBUylfN2Ap1nYZndfLSLcbcVsBBnGm+Fwf7ksvUycWUCrRYaVegrx7XS82Icg9uzZ6vJIheWUyA9MjlbpC8pHe/azMkTx+6n24vNBErjyMJqxy9v+jG5OEh3dNsHyxCXO6g/ufikyuUYiiOI3qvVFGNLoYUEmSmVEZETCi1EZJOIZIL6HtuYynk1IJ0W5g30JxGJVoE02j5077mMY/ezXCNFQ6Olu0vl7YZu+2AZ4ljY8sUKA13GEiCelNggrKZc0Yv1xU2QFshf4E0gXMhLgI8E+D1WYRRIp4gIg/3RLsb1tg8dzmFuJo4iJq+R4vKLmpsJ0hv1WSA9pJfGkdHUrSsIVqrV5F2/c+X4rZAgFcjzVPWLCw+q6mfxRtquSrrpg2XwZoxHd/I2hgV1H2COI9NmuWFSBqNkss4C6YrsfHezQAxDEZ/P0FtMDzylV65qpA1Cc8VyV40UDTZNJQxSgSzlw1m1sRbPAulumlnUJv+RvJcxtrELi8ngtaGPPgbSiQViS4BxpRGEC8s0CI2KbrvaGuJoqOjJ3JvSAzss7SAX9sMickI/KhF5NrAqR9zWaspUrtS1BRJ1PMFkjG0c7H58Zxx+7mzHMZD4L6zlUFUem8zxqf/ex69++g7++N8eiFukpqaVK6dX2pF8iQ09ns8QbXHssbkS63sYoRtnG/qFBFlI+LvAP4rIJ4E7/WN7gDfhdedddRybL1Otdd7GxDDYn2IuwgyQI3lfgXRpMYF38j45HV0Ouqq2bYGs6fNSfW0Noldrytd+cpDvPDzJrY9OcXCmAECmL8F3Hprkt17yzEjb5C8kW6iQ6Ut0LUPzwtatG6xTpvNFzjul+4nZ9d18hMWx0/lSz9cg2GFpB1lIeLuIXAr8D+A6//D9wKWqejio77GJbtuYGAbTKZ4+FtSsreWZ9qvme9mxRW01zZWqbRe3iYjVHXm/8/Bhfv3mH7NuoI/Ldo5y2TNGed4zRtl7cIYbPnMXew9kuWjb+tjk67YTryHq9uiqynSut8U4jtqhqdkiZ24a7vr9cfWka0WgA6X8VuvvMem8qroqXVeGbmahNxN10HE6X2I4nepplxt1FtZUh61ibOpUupC9B7zpBt//vRcfF/hN93me5LuePBarAvGGSfWWYAHRLWzZ+QqVmvYU04u6I4SqMpUvdR03BbtcWEHWgYiI3Cgik8CDwEMiMunPCVmVGAukaxdWxIvxdK7Ehh5OXDDdS6uR5aDXFUibVp7NY20fmshx2oY1J2QNjY9kOGXdGu56MpaBmnWyhXJPrqfhiAPS3fahaybqgHSuWKFUqfXmwrIoWSTIIPo7gMuAS1R1o6puAC4FLhORdwb4PdZgFreVEkQ/ki/1FECHRg56VDu2yVkvbjPWppIeyaSYmbej0dxCHj40y1njrV0XF21bx4+fiFmBzLeXLr0YUaeXGpfsxsFesgqjDaJPd9n6qBmbYiBBKpA3AVep6uPmgKr+FLjGf27VMZkr0p9MdH3RDaZTFCs1KtVawJK1ZipXZEMPFxtEn7XSqZvwjLEhHp7IoRp/lW4zpUqNxyZzPHMRBXLxtvUcmClwyA+sx8GRfIl1AWQHRbWwTQeRFFLfzUcTRJ8OIJU+nUqQTIgVrtogFUifqk4tPOjHQVZla1RTRNjNfHGIfjE+0qPvFaJfJIwCaXeR2L11hJn5MvuPRpec0A77pvNUarq4Ajndi33E5cZSVSZnix13lW4mcgXS4bnRioG+aJuaBpFKLyKxdD5uRZAKZCm/gZ0+hR6ZyvUaDPNP3gjcQarac848RB/Am8oVWTfQR1+yvVP1XD+l834/YG0LD0/MAiyqQHZtGSGdSnBXTG6s7HyFUrXWtTsWondhTeVKiMCGHqymREIiTbwIwoUFxv29ulqZXCAi2Ra3WeC8Xj5YRPaJyE9E5G4RucM/tkFEvikij/j/Rp6+0ksbE4j2ggsiYwViWCRmSx1dbGdvHiaZEPYemAlRqs55+NAsyYRwxthgy+f7UwnOO2VtbBbIZM5znfVyPvenvP5Os5G5sIqsH+gn1ebmYjG8xTgiF1YAqfQQrcxLEZgCUdWkqo60uA2rahAurJ9V1QtVdY//+F3At1T1TOBb/uNI6baRoqHeu2k+/BNhyvheezxxTd78TAQyg7dIdGLlZfqS7Bwb5D7LLJCHJmbZvnGATN/iKdQXn76e+57ORtqXyXA4awaj9dY4eyTTF8n5DN5uvtfzGaKdCTKdLzGSSXXdSNEwGENLoVas5B5VrwY+5d//FPCaKL+8WlOme1Qgxt982E8HDhNjOvfiL4bGAmNSKMPGcxN29hvv3rqW+22zQCZynLV56eKxi7eto1StxeJ+m+wxo9CwaTjNRDaac6PXIkLD2FC6npIfNpM9rhmG9QP9HM2vIgskZBT4hojcKSLX+8fGVfUggP/vpigFOjpXoqa9XXDjI95iPJENP/PGNFLs1XTeONhPKiGRZQtNzXZ+we3eOsJEtlgPwMdNoVxl33R+0fiHwRQRxhEHqVsgI70tbpvXZiI5n8Gzqnt1yQKMj6Q5FJHM07liIEpv00h0v/NSrBQFcpmqXgy8DPg1EWm7PbyIXC8id4jIHZOTwRXG91qFDrB+oI/+ZCKSk7fb0bsLSSQksl1moVxltljpWEnv3mpXIP3RwzlUWbQGxGAKCn/85LGIJGswmSuSTiXqxYDdMj4SrQUyGoALa3xthsPZYiSp357brXelt3kkw3S+FIu7s5kVoUBU9YD/72HgS8AlwISIbAHw/23Zb0tVb1LVPaq6Z2zshIGJXWN24JvXdn8yiAibRtL13V+YmEaKvXQBNWwayXB4Ngql112l8a6tIwDc97QdbqyHDvkZWMu4sMAvKIwhkH44W+gpJd2waTjDdL5IOeTaplKlxsx8ORgLZDhDqVrj6Fz4LqHpfInR4d6vQbPuROV6WwzrFYiIDIrIsLkPvBS4D/gKcK3/smuBL0cp18G6AlnT0+eMR2SKTueKgQTvwDf5I3BhdWs1rV3Tx7YNA/XeU3Hz8MQs/akEp28YWPa1cRUUTuZ6qwExbF6bQTX8he3oXDAxPfBkhvBdyZVqjaNzwVggmyJ0fy+F9QoEGAe+LyL3ALcD/6qq/w58AHiJiDyCNzb3A1EKdXCmgAg9X3RR+V+n850Hoxdjc0RKb6qHXmO7t45YE0h/aGKWnWNDbaWbxlVQeDjbW0q6YdyPoYR9fhgFFcRibGQO+zo8OldGtbfeXYbNvgI5NOMskCVR1Z+q6gX+bbeqvt8/Pq2qP6eqZ/r/HolSrkMz84wNpdsucFuM8ZFMJC6s6VzvRYSGTSMZsoUK86Vw/a+dVqE3s3vrCPum56yYDeL1wBpq67VxFRR6FkhvKbzQyNILW4GYNiZBLMYmmeVw6DL33sbEsNlZICubgzMFtqzt/YIbH8mQK1ZCz+k+0uMQm2aiyh7rJVHBBNLjdmNlC2UOzBTain9APAWFxUqVY3PlQCyQhjso3E1Ro41J7zKbvzvs3fx0AG1MDOsG+uhPJZwCWakcmimwpcf4B0S3k5jO995I0RCVzFM5b37JUsV3i7H7FC+QHncm1iMTOWD5DKxmoi4oNLGmIGIgGwa8NO/Qz+eA6poA0qkkGwb7mQg5MWQqQKUnIpGmHy+GUyBdcmimUN9t9cKmCHzGtZoG0kjREJXPeDJXbHsOyEI2DWcYG07HrkCW64HViqgLCnudrNmMSfMO+9yYynudsHtNOzZ4ruTwN0QQjNsNvI1cnN2bwSmQrpgtlJktVgJzYUG4CuTYfJma9l5EaBhfa3zG4Zr8XhFh9zLbEEh/6NAsg/1JTlnXvrUadUGhWTiDiIFAo64iTEwVeq9px4YodvPTuSKphPQ0NrgZL53eBdFXHGaxD8ICaSiQ8E6EIwEG78CbPLemLxlJDKSXzLHdW0d45HCOQjm+YquHJ2Y5c3yYRKL9hS7qgsKg2pgYxofDz9ILqqLb4GUWRqP0OjkXlsJYIHHOvnEKpAtMDUgQMZChdIqhdCpUUzSIGQTNROV/7aYPVjPnbl1LtaZ1N1IcPDyx+BTCpbho27rIAumHs0VEgoknQES7+QDT0sHbzU/lwi2AnM4XA0k7NmweyTBfrsY6wtkpkC44eMwokIBM/pF0qJXdRwKY3LaQsNOPTaVxbxZIvC1NpnJFpnKltjOwmrl423oOzhQ4OBP+YKzJXJENA/09p6QbxtdmmC1UmAtxzk1QLUEMm0e8Asgw+6dNBdT80WDip2HHbpbCKZAuMBZIr43nDOMhm89BzSBoZnwkE+ou0+TM99L24bQNaxjOpGJradIIoLdXA9JMvaDwifDdWEEVERrGh8ONkamq794M8nw2qbzhntNBWk31YkKnQFYWh7LzjA71k051nl7aivGQsymMC6uXyW0LMV1Xw/K/BjG5TUTYtWUkNgvkYb8HVjcurF1bRkglhPsiSAKYzAWsQEJe2PKlKsVKLXCLGsKNRQY1v8RgYrBxZmI5BdIFBwNK4TWM+80Jw1qMj+RLrBvo63lyWzObhtMUKzWy8+G4KSYD6HYM3ojbBw9lqdaiDzQ+NJFj3UBfV4tzfyrBtg0D7JvKhyDZ8Uz1OFlzIabRX1iB9HoRYYAurLCzIedKFeZK1cASWaCpgj7GTCynQLrg0EyBzSO9B9AN4yNpylUNrRuoF7wLbucD4e8yTR+ssR4vuN1bRyiUa/x0MheEWB3x8MQszxwf7jrVdPvoII+HrEBUlcnZYNqYGDaNhOvC6qXFzWKYOTfhKb3g45CZviRr1/Q5C2SlcXCmwNZ1wVogEJ4pGnTAEcLvYFovuuqx9bUJpEfhCmpGVf0eWJ27rwzbNw7yxPRcqGmaM/NlStVaoBaISfMObXMR0GybZsIugOx2NMFybA45FrkcToF0yFypwsx8OXAXFhBaK4XpAPtgGcZDbpo3lSsy0J9koL+3SuOdY4OkUwnufzraOMjBmQKzxUpXGViGHaMDzJerofrljfsjiDYmBhEJdTJhGLt58AvzQvqtG32wgt3IeUWbToGsGA7NBJvCC00tsEOyQI7kg+vEawi7BUuvRYSGVDLB2TEE0k0GVi8WyI5RL3vrp1Phud+CbGPSzKbh8AalhZFVCOGOKWhkFQasQCJoG7MUToF0SH0SYYAxkEYL7OAvuGpNvSE2AZr74Plf1w30hbY7ngqw0ti0NImyYreXFF7D9lFvANW+qblAZGqFqT8K0gKBcNO8p/MlhjOpwLIgDWEWQAZdzGvYvDbD5GyRSsgTIBfDKZAOORiCBdKfSrAxpG6gR+dKqAZ/4oLnxgoviB5cpfHurSNkCxX2Hw2/KM/w0KEc4yNp1vWQOr117Rr6Uwn2TYcXSA/LAgkzzTso63QhYRZATudKDHXZWXopxkcy1LQxHyVqnALpEFMZHGQMBDz/axgurLD8xRCu/zXIRaJRkR5dIN1kYPVCIiGcvmEg1Eysw9kia/qSDAXU1dYQZpp30PUUhvEQPQHT+WB7dxnCTsBZDusViIicJiL/JSIPiMj9IvKb/vEbReRpEbnbv708CnkOzhRYP9AX+E5i80g6FAvE+F6D9heD538N42KrVGscmSsxFtAFd/bmYZIJiWy4VKVaC0SBgJfKG2YtiCkiDKqrrSHMNO+wFuMwMwvDUnpxV6Nbr0CACvDbqnoO8Bzg10Rkl//cR1T1Qv/2tSiE8eaABBf/MHjV6CHsfEJIeTSMj2SYzBUDL9I74rvdggo4ZvqSnDE6yN6D0SiQx6fyFCs1dm8d6fmzdowO8sSRudAKIQ9ni4HHPyD8xTic8zm8xBAvpheG2y3efljWKxBVPaiqd/n3Z4EHgFPikieoUbYLGR/JMJ0PvhtovZFiGBbI2gzVmtazYoJiajZ4pbdr60hkFojJ+NoVkAIpVWocOBZO/CboNiaGsNK8qzXlSAhJIRBuNbrXWTr4a3DjYJpkQpwF0g4ish24CPihf+jtInKviHxCRNZHIcOhbLBtTAzjIXUDnc55rbp7CeYuxviw2bEFrEACamPSzK4tIxyYKXA0gmDj3oNZ+lMJdo51n4Fl2L5xECC0QLpXhR78YhxWmrdJCgljMR5KpxjoTwbuCfAmggbbyt2QNAWQIc9zX4wVo0BEZAj4AvAOVc0CfwPsBC4EDgIfWuR914vIHSJyx+TkZE8yFMpVjuRLbA1FgYTTDXQ6X2LDQD/JgIbYNFNv5hbwIhFG1a6xBh6IwI2190CWs8aHA2mPvmPUVyAhxEEK5Soz8+VQLJCw0rzDKsgDvwByJBN4LNJMBA1D6UGjl14crAgFIiJ9eMrjs6r6RQBVnVDVqqrWgL8FLmn1XlW9SVX3qOqesbGxnuRoTCIMJwbifUfwF1wYAXQIz+SvK5AAF7ZztngKJOw4iKpy/4EZdm3p3X0F3sZiTV+Sx0OoBZkKeBLhQsKYTBhGH6xmNo2kA48n1Js/huB2A79+xWVhtUa89JCPAw+o6oebjm9petmVwH1hyxJGDYih0Vkz2BPhSAhtTAwbB/tJSBgKpER/KsFwgKmlo0NpxkfSoSuQQ9kCR+fK7D4lGAUiIpy+cSAUF1ajjUnw5zN4i3Fom4sQd/PBW9ThpdJDvP2wgk3+DofLgDcCPxGRu/1j7wauEpELAQX2AW8NW5B6FXoICsR0Aw16JzGVL3LO5mAWs4WkkgnGhsNZJMaGgk8t3bUl/EC66bkVlAUCcMbYIA8eDH4sb1hFhIbNIxkemQi2DUuYLixozEZX1cDOv3obk7AskKYCyF57x3WK9QpEVb8PtPqfjCRtt5mD9TYmwSsQ0w00DBdWWDsfCGeaYlgZK+dsGeF7j0xRrFQDb4Nh2HswiwicHaAC2b5xkG/cP0GlWgt0pksYjRSbaU7zDioGN50vkkwIa9f0BfJ5C9k0kqFUqXFsrsz6gFy/0yG1MTE0F0DuGI12SbfehWUTB2fmGcmkGAy4atewKeBmbuWqN1c8rBgIeO6PwC2Q2XBaVezaOkKlpoHvipvZeyDL9o2DgVZ2bx8dpFLTwFuxTM56GXrhxcjSgad5m5heIoSkEGhsDoMMpE/niiRCyoSEeCcTOgXSAV4NSPABdEPQ3UBNympYwTvwps+F4cIKRYFEEEi//2BwAXSDycR6POA4yORsgY2D6UCtmmbCSAyZCqmi2xBGNuSU3w07jExICH+a4lI4BdIBhwIeZbuQ8YCDjtMhFhEaxoczHJ0rU6xUA/m8Wk2Zzpd6HiTVitM3DjLQnwwtDjIzX+apI/OBFBA2U68FCTiVdzLgUbYLCWNhm86Hs7kw1JNZglR6s+HUgBjCrKBfDqdAOiCsKnTDppEM2UKF+VIwi3HYvlfwAngQ3AV3bL5MtaahLBLJhHD25uHQakHM5watQEaH+hlKp0JRIGHFPyCcflhhx/RMAWSgMoeYCQkwnOljsD+8CZBL4RRIm5QqNaZyxVAtkM0B79hM9kfYQXQITuapkHPmd20dYe/BbChtxo1lE0QPrGZEhB2jgzw+HWwtyOGQLZDRIS/NO8i6iulcuLv5dCrJhsH+YK2mkFyyzYyHOAFyKZwCaRPznxOmBRL0ji3slEdo8hkHpUBmw83z37VlLbMhzQbZezDL6FA6lLqK7aODPB7gZMJaTZnKhWuBpJIJRoeCyyycL1XJl6qhbogAPxty5VhNYIo2o29n4hRImxyqK5AQg+hrg/VlHsmXQk15hGarKZiTd9JUR4e0Yztni9diPYxA+v0HsoG7rww7Ng7w9NF5SpVgmm0emy9TrmqoFggEW5hnLOqwzg2DNwwrmPO5UK4yW6yEboFsXptxWVg2E2YVumFTwAG86XyR9QPhpTwCrF3TR38qEZibYirE9vMAZ28eISEEHkgvVWo8eng2cPeVYfvoIDWFJ48E48aaDLkK3TAeYGZhmMPRmgmyBUuY3bCbMf2waiG1/V8Mp0Da5FBIkwibGU6nWNMXXDAsrCE2zYhIoLOkp3JFUiFaTWv6k+wIYTbIwxOzlKsaeAqvYXvATRVNy5zwLZB0vWCxV8KOjxnG12aYygUzZ7yh9EK2QEbSlKvK0bloR9s6BdImB44VGEqnGM6E5w4Skfos6SAIO/vDEGT9ytSsN20uTKtp19a1gVsgRiGFZYHsCLite9htTAzjIxmO5EuBpHlHkVUIntKracMa7oWpCBJZINwJkEvhFEibhF0DYtg0nA7MhXUkH14n3mY2BdjOJKwiwmZ2bRnh6WPzzMyXA/vMvQeyDPQnOd1f6INm/WA/6wb6ApuPHnYbE8PmAN2ykS3Gw8EtxvWJoCEmskAjnT7qTCynQNrkYDbcGhDD5rXBBR2jWIyhYYEEkRo7FdK40mbCmA2y90C2Pns9LLZvHAxMgUzOFhnoT4bWlsdg6iqC6DI9nSsx0J8MvWFgkON4w24/bwg6maVdnAJpk0Mz86E0UVzIeECLcalSY7ZQCd3cB8/knytVyRUrPX9WVBYIBBdIr9WUvQez7N66NpDPW4wdo4OBxUDCLiI01F0rAUzMm84VI3HJBjlNcTpXZE1f+Ip6bDiNSPT9sJwCaYNytcbh2WIkFsim4TTFSq1n94rJ/tgQwQUXVDGhqjKdC6eNSTNjw2lGh4KbDfLU0TlyxUpoKbyG7RsHOTBToFDuPZ5weLYQevwDgi2Onc6XQq1pMoz6c8aDUSDRxCH7kgk2Dgbfl245nAJpg8nZIqrhTCJcSMN87m3HVq9CxcRYMwAAD6lJREFUj+CCC6ppXrZQoVSthZ7nD35FekAWiPmcsDKwDNtHBwB4IoCKdM8CCX9DtG6gj/5kIpDutmG1+V9IIsA541P5UugZWIYwGpsuh1MgbRBFDYghqN18VDnzEJzMjWlzESiQLSM8cng2kMK8vQezJBPCWZuHA5BscepdeQNwY4XdxsQgIt5kwgBcK2G3MWkmqDnj07kioxG4kcEL/h9yMRD7MH7FLesiCKIHlI7XsECiiYFA7zI32phEY4GUq8qjh3tvD3L/gSw7xwbJ9IUzpMpQrwXpMZW3UK4yW6hEokCgMeWvF2o1DXU880KCmjMelQsL4umHtaIViIhcISIPicijIvKusL7noF9EuGUkfBeWuah7reyOog+WYaA/xXAm1XOqZr0KPeQYCAQ7G2TvgfAD6AAjmT5Gh/p5fLI3BRJVDYhhfCTTswsrWyhTqWl07qAAaptUlel8MVKZg6q5aZcVq0BEJAn8NfAyYBfejPRdYXzXoZkCa/qSjKwJf1xkpi/JuoG+ACyQEqmERCIz+D2PetyxRenC2jE6SKYv0XMq73SuyKFsIfT4h2H7xsGeB0tFVQNiCMKF1WhxE81uPojRCtlChXJVI/ECQMMTEOQsk+VYsQoEuAR4VFV/qqol4HPAq8P4IjMHRCS8HP9mgjD5j/ijPyOVucdd5pQ/+nN9SKM/m/Fmg/QeSN8b0gyQxdgeQCrvZERtTAybRzLke0zzNmNxo4qBBJE9Nh3hhgjimUwY7QT2YDkFeKrp8X7g0jC+6ODMfCRV6IZNIxnueuIo77zl7q4/4/bHj0RmOoO3y/zG/cd6kvmep46FOvpzIbu2jvClu57uSWYT0I7KAtkxOsjn79zPOz734643ByaGEkUWFjQWtt+65e6u6yGMGzkK9yY0ZH7PV+7vuptDvZFiRFaTWaP+7BsPtewa/ievPZ/+VLA2w0pWIK2unhOq70TkeuB6gG3btnX1RYPpVD0DJgpeumucfVN57nziaNefkUwIL901HqBUS/Piszdx5xNHe5IZ4OXnbQlIouV52bmbue2x6QBk3sz6iNwULzhzjC/etZ+7njzW0+c8/8zRyFwrF29bz1njwzx4aLanz7lo2zpO3xDNdbh76wjnnjLC41P5nrLedm0Z4ZwI3ZvPOn09B44VOHDsRCtET1wee0bCmMwWBSLyXOBGVb3cf/z7AKr6x4u9Z8+ePXrHHXdEJKHD4XCsDkTkTlXds/D4So6B/Ag4U0R2iEg/8HrgKzHL5HA4HCcNK9aFpaoVEXk78HUgCXxCVe+PWSyHw+E4aVixCgRAVb8GfC1uORwOh+NkZCW7sBwOh8MRI06BOBwOh6MrnAJxOBwOR1c4BeJwOByOrlixdSDdICKTwBNNh0aBqZjE6RYnczQ4maPByRwNvcp8uqqOLTx4UimQhYjIHa2KY2zGyRwNTuZocDJHQ1gyOxeWw+FwOLrCKRCHw+FwdMXJrkBuiluALnAyR4OTORqczNEQiswndQzE4XA4HN1zslsgDofD4eiSVa9ARKQvbhkcDodjNbJqFYh43Ai8wzyOV6Ll8WX+BRHZFLcsnSAiZ4pIdCMbA0BEzhaRgbjl6AQRSfr/Wn8uG0Rkp4icOB7PYkTkfBEZiluOThGRXxSRjVF+56pUICJyDfBfwJuAawDU8mCPiLwGeAB4O/BxEdkds0jLIiKvFpHHgPcBfyciG+KWaTlE5AoROQT8CXCLiIzGLdNyiMh1IvJj4DfjlqVdROQNInI/8EHgCyJifedvX+Z7gffinRvRjGwMABF5D/C3wC9H+b2rRoH4u/eUiLwF+FXgf6rqGcDTti/G/q7hzcCvqOrLgD5gl/+clbtNX1n838DVqnoVcBj4XyLyzHglWxwRSQNXAteo6quBA8A7ROTCeCVbHBE5G/gfwFeBF4jIGaqqImLttSsirwLeCrxFVX8RGMC7JrFVbhF5GZ7Mb1PVK4GdwCv956y8BuG433MO+BRwtog8a8FzoWHlf2aniMiwelSAz6vqC1X1dhE5B5il9fz0WBGR4aaHJWAI2Ow/rgFbRCS6AeFtsEBm8H7Xmn//c8BrgZfbtHMzbh8AVS0CzwSMmf9BvGvgxb5ysYIFMj+IZ0V/BNiLZ6GiqrXW746HZpnx5Hyjqv7Af/wXwGvALrkXyPxtVX2Bqt4qImuBn/qvEdu8FwvkNrIlgRywH1/xRfFbr3gFIiLvAn4sIn8qIteq6oyIJP3/+AeA7cCF/mut+HsXyHyNqs4CnwGuFpHDwJPA+cAfAj8fo6h1Fsh8taoeAX4CXCsi64E9wB14SvCUGEWtIyLvA/5ARMb8xwngS3ijkPtV9VHgLmArcFZ8kjZYKDOAqj7s/95fAnaKyAv819pyPhuZTezuKVVt7jl3BvDf0Uu2OC1+56J/fBxvSN0xvA3RB30r0ApayJ3wLaQR4B+Af8PbfH5ERK4IWx4rTsBuEZEXAy8HXoL3w31ARM5X1SqeRgb4LPA8sGP300LmD4rIear6CbwT4LOqegPwTuAonikdKy1k/pDvqvoYnvX0GeAy4D3Ac2jsimJBRNIi8vvAtXiK+CKo//8/AWwAftZ/+beB84j5WlhMZv85Y0E/gBfbeyt4f8+C3WiktJD5Ql8usxibuMdm/B193CxzbqCqE8DLVfVqPGvvmXgKMFaWkLvqW0iKp0TOA14N/ALwUNhyrWgFghcr+LGqPq6q/wX8v8Afgzcz3X9NEZjxYyQ2/L2tZP5T/7kjQFVE1vtWieD5j+Nmocx/CXxIVZ9Q1d/C83W/wZ9Jvx9vgY6TMl7MYBfwA+BnRcQo4u8BE8BLRORUVZ3Ci988IxZJG7SSeQcclwCSBz4P5ETkD0XkT/Es7LhYVGY47ho8D/ieiDxTRG6UiDOFFrCkzACqOuP/ewTv3FgftZAtWFRu8TIg+4BP4mWd/pH/2heGLZQNC2ovDAAb/R8QVf0Anvn2fzW95kG84LTaYIHQWubNIvJK4BAwjmeVfAhvx397bJI2WCjzHwGniMgv+48PichpIvLXeO6r0Hc+S+H/Pz+sqnngFuBUYI+IZJpcQVXgMyJyE3AxnisrNhaR+RITmxGRhK9ICngL8tuASVV9zGKZRUS24W0o3osXJ5tS1WmbZfb/3SAif4ZnVf0oLnkNS8idUdUCnozvV9VLVPUvgLuBfVEIZv0N+G3gpf79xILnbgNe1/T49cBtTY+TeFo5hd+6xUKZrwa+59/fiXexvRcYXEG/85fxXFoDtsjc9Jq3Ah8FLlpw/DV4rsIhi2W+YMHxj+Ola9r8O1/QdOxMPFfsB4E1tsuMZ/WfD/wHnncg0muwC7kvXuT5SNa6SH+YLn7IlwJfxzMjP9P84wBp//7rge8C2/3H24C/jvoCC0Dmj5qTNar//IB+5yH/cdQL2lIyJ/z7Sf/fETy329V4GU2vtfDcWE7m1/nHo16Eu5X5jXh+eAG2riCZX+EfH1th58eV5rVRymxdcY9vQvYBf4Dnw/tjoB94th+Uq6lnzhVF5Aw8c24X8P+IV2z1SmCfqs6tQJnzEE3RY4Ay53yZQ/+9O5BZfZmPAMdUNSsij+ApvGngN8KWNSyZVXV+hch8BPh1/1w+sEJkbv6dJ8OWOSS5o01giVrLLqOBpen+s5vuvxB4rOlxEngXMAk8H1iLlwX0KeB3ncxOZuAg8DK83dvZeFlA73YyO5ltkHkly33c3xDnly/4Md+OF9x8J7Cl6Xif/+83gZf597fiBRHXL/iMpJPZybxQZiBD9PEkJ7OTedXJvfBmRRaWiFyJl9/8F3gBrHeLyAX+0xXx2mY8gZc5g6oeUNW/UdWj4hcN+serTmYnc5PMKf9YQX33oJPZyRynzCtZ7lZYoUCAS4G/Ua/G4Ea89LPfBM+np17q5RrgRXB8V1JtFNI4mZ3MC2WutPi8KHAyR8NKlBlWrtwnEKkCMTvYFo9/ipdNgHotEP4VGBSvKZvhM8Clft6z0cxRBZudzE5mJ7OTuSNWqtydELUFctxwp6Yf5PPAnIi82n98EK/FxK6mH30NXiFSZO4THydzNDiZo8HJHB0rVe62iUSBiMhzReSf8CqsdzWZZCaN+CheQOltvpk2g9edNt30o39ZVf9WVctOZiezk9nJbKPMK1nubghdgYjXofOv8DpcTuP5+t4Mx/XKWYNXQHMQuElEtuI1C6v7+zTawK2T2cnsZHYyd8xKlbtrNPx0tZcAN/v3B4HL8Rp9ne0f+z94P+ZFeD1z/g+eOfdRIk4XdTI7mZ3MTuaTUe6u/94QfsDXAO8GfsF/PAY8Auz0H2/Aa/v9J3hN+v7BPNf0GVG3xXAyO5mdzE7mk0buoG6BubBEZExE/hn4Lbxy+78Xkdep1xLgC8Cv+y89BnzL/2Ezqnq1qj4mTa3WNaI2JE5mJ7OT2cl8MskdNEHGQHYCt6o3FvJjeB0lf8t/7ma8Wb0/r15fl2m8tuVm8ExC42m17mR2MjuZnczdsFLlDpSemimKyJvwxq/eDtwJPO4fT+LNRb7ff+lP8FLS/lxEXgP8HF4/lz6IdlKgk9nJ7GR2Mp9McodJxwpERARvROU/ADXgMeBXgd9U1QkRSapqVUTOwWu+Z36wT/oZCu/CawT2q6p6LKC/w8nsZHYyO5md3FHTScCERi/6Z+L3q8dTQn8JfHHBaz4N/JJ/f3PTZ/R38p293pzMTmYns5P5ZJI7yltbFoh4BTDvA5Ii8jW8YSamvL4iIr8BHBCRF6rqd/y35YDHReR9wC+KyBWqul9VS+18Z684mZ3MTmYn88kkdxwsG0QXkRfi+fvWA48Cf4g34P1nReQSqJfovw+vMZjxCb4Zr2R/BPhZVd0fgvxOZiezk9nJfNLLHRvLmSh4g4Te2PT4o3i96a8D7vSPJfD8hP8InI6XofDnLDKvN+ybk9nJ7GR2Mp9Mcsf2e7Xxgw4AaRq+vjcAf+zfvxtvbCXAHuBzcf9BTmYns5PZyXyyyR3XbVkXlqrOqWpRG71ZXoI34hTgV4BzROSreLnPd8KJbYyjxskcDU7maHAyR8dKlTsu2k7j9f18ilcQ8xX/8CxeGf+5wOOq+jTY07feyRwNTuZocDJHx0qVO2o6qUSv4RXCTAHn+1r4fwM1Vf2++TEtw8kcDU7maHAyR8dKlTtaOvF3Ac/B+2G/D7wlbv+bk9mem5PZybyaZF7Jckd5E/+HagsRORV4I/BhVS12rK1iwMkcDU7maHAyR8dKlTtKOlIgDofD4XAYop6J7nA4HI5VglMgDofD4egKp0AcDofD0RVOgTgcDoejK5wCcTgcDkdXOAXicDgcjq5wCsThcDgcXeEUiMPhcDi64v8Hkjp8yq+cWocAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -777,11 +738,11 @@ "effective_irradiance = pvsystem.sapm_effective_irradiance(poa_irrad.poa_direct, poa_irrad.poa_diffuse, \n", " airmass, aoi, sandia_module)\n", "\n", - "sapm_out = pvsystem.sapm(effective_irradiance, pvtemps['temp_cell'], sandia_module)\n", + "sapm_out = pvsystem.sapm(effective_irradiance, pvtemp, sandia_module)\n", "#print(sapm_out.head())\n", "\n", "sapm_out[['p_mp']].plot()\n", - "plt.ylabel('DC Power (W)')" + "plt.ylabel('DC Power (W)');" ] }, { @@ -822,21 +783,23 @@ { "data": { "text/plain": [ - "Vac 208.000000\n", - "Paco 250.000000\n", - "Pdco 259.522050\n", - "Vdco 40.242603\n", - "Pso 1.771614\n", - "C0 -0.000025\n", - "C1 -0.000090\n", - "C2 0.000669\n", - "C3 -0.018900\n", - "Pnt 0.020000\n", - "Vdcmax 65.000000\n", - "Idcmax 10.000000\n", - "Mppt_low 20.000000\n", - "Mppt_high 50.000000\n", - "Name: ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_, dtype: float64" + "Vac 208\n", + "Pso 2.08961\n", + "Paco 250\n", + "Pdco 259.589\n", + "Vdco 40\n", + "C0 -4.1e-05\n", + "C1 -9.1e-05\n", + "C2 0.000494\n", + "C3 -0.013171\n", + "Pnt 0.075\n", + "Vdcmax 50\n", + "Idcmax 6.48972\n", + "Mppt_low 30\n", + "Mppt_high 50\n", + "CEC_Date NaN\n", + "CEC_Type Utility Interactive\n", + "Name: ABB__MICRO_0_25_I_OUTD_US_208__208V_, dtype: object" ] }, "execution_count": 23, @@ -845,7 +808,7 @@ } ], "source": [ - "sapm_inverter = sapm_inverters['ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_']\n", + "sapm_inverter = sapm_inverters['ABB__MICRO_0_25_I_OUTD_US_208__208V_']\n", "sapm_inverter" ] }, @@ -856,22 +819,14 @@ "outputs": [ { "data": { - "text/plain": [ - "(0, 171.32419690136939)" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -880,7 +835,7 @@ "\n", "p_ac.plot()\n", "plt.ylabel('AC Power (W)')\n", - "plt.ylim(0, None)" + "plt.ylim(0, None);" ] }, { @@ -897,27 +852,19 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "p_ac[start:start+pd.Timedelta(days=2)].plot()" + "p_ac[start:start+pd.Timedelta(days=2)].plot();" ] }, { @@ -935,14 +882,14 @@ { "data": { "text/plain": [ - "count 56.000000\n", - "mean 31.469901\n", - "std 43.789764\n", - "min -0.020000\n", - "25% -0.020000\n", - "50% 9.526860\n", - "75% 54.687079\n", - "max 163.164949\n", + "count 55.000000\n", + "mean 44.950796\n", + "std 57.381541\n", + "min -0.075000\n", + "25% -0.075000\n", + "50% 26.079967\n", + "75% 58.926306\n", + "max 164.985484\n", "dtype: float64" ] }, @@ -959,18 +906,7 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<3 * Hours>" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "p_ac.index.freq" ] @@ -983,7 +919,7 @@ { "data": { "text/plain": [ - "5286.9434413292965" + "7416.881315701111" ] }, "execution_count": 28, @@ -1020,9 +956,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/docs/tutorials/irradiance.ipynb b/docs/tutorials/irradiance.ipynb index 288cac2587..5b1b9a82b6 100644 --- a/docs/tutorials/irradiance.ipynb +++ b/docs/tutorials/irradiance.ipynb @@ -93,22 +93,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Extraterrestrial radiation (W/m^2)')" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -118,7 +110,7 @@ "ephem.plot(label='pyephem')\n", "nrel.plot(label='nrel')\n", "plt.legend()\n", - "plt.ylabel('Extraterrestrial radiation (W/m^2)')" + "plt.ylabel('Extraterrestrial radiation (W/m^2)');" ] }, { @@ -135,29 +127,21 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'spencer-ephem (W/m**2)')" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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coODrrgIxFy4iMgD4B5ABvKaqw4o83hf4FFjib/o4lavnkm1eoZ+Wbea6934C4OT2DXjhgq4pt5SqMcW54NXvXKfAkN6tUma9+3gIZym0Hqp6eOm7RUZEMoAX8Np0VgA/isgIVZ1bZNfJqnpK0PFdmXV/fzreP7b0HRNszJy1tL5rNDPv70/NymVvNLFJH2u27Gb+mm2u06Cx4yXPXQvna+q3IhJ44QJ0Bxap6mJVzQH+A5wWhzhJpUblCjx8egfXaZSo0/1j2b3XGv1N6rrynSzXKXD9Ca1pWa+a6zScCqdweQuvgFkgIjNFZJaIzAwgdhNgeaH7K/xtRfUUkRkiMlpE2pd0MBEZIiJZIpKVnZ0dQHrxc1GPgymXxFfL93wy23UKxkRlxIxVzFixxXUa1K1m6ymGU7i8DlwMDMBbjfIU/3esiju9Fu1aMR04WFU7A88Bn5R0MFV9RVW7qWq3zMzMANKLr7kPDnCdQok+nLaCnFzrTWZSy/KNO7n+/Z9cpwHAH7u7Xeo8GYRTuCxT1RGqukRVfyv4CSD2CvZfdKwpsKrwDqq6VVW3+7dHARVEpF4AsZ2rXCGDhY8MJDNJe5O0vXu06xSMCdsva7clRddjgAuObm69LwmvQX++iLwHfAbsKdgYQFfkH4E2ItISWAn8Ebig8A4i0hBYq6oqIt3xCsMNMcZNGhUyyvHjXf34+pdsbvnfDNZu3VP6kxJozZbdNKxV2XUaxpRo+cadPDthofMp9QtzORN6MgmncKmCV6gUnjM65q7IqporItcBY/C6Ir+uqnNE5Cr/8ZeAs4GrRSQX2AX8UdNwgZLebTP5/s5+5Ocrm3bmMH/NNkbNWs273y9zmlePxyawdNhgpzkYU9S6bbv5aNpK/vbFfNepHOCoFnXo0zb5q+UTQUo6V4vI+cBYVU25K4Vu3bppVpb7HiOx2rJzL6e+MIXfNribxmL+QwPsEt8khZzcfN6aupRHRs1znUqJruzTijsGpuYk8iIyTVUDm8I5VJvLwcCHIjJZRO4XkaOlLI8IcqBW1Qp8dcvxlHfYtaz9fWOcxTamwO69eZz09FdJXbAA3NK/nesUkkaoiSuHqeoJwCBgBnA5MF1E3hORS0SkbM4j7cD0e09yFjsvP+1qIU2KUVUueu17p1fw4RjcqZHNcFFIqX8JVd2mqsNV9UpV7QI8DGQCb8c9OwNAzcoVeNzhipbvfBdE50BjovPa5CVk/bbJdRqlevKczq5TSCqh1nP5VERuEZFjRWTfiCBVnauqT6rqyYlJ0QAM6tjIWWwbVGlcWbRuW9JXhQFc3ONga5ssItSVy6tAHeARYI2ITBWRJ0TkDKsSS7zqlcpz92B3DYU2JYxx4d5P57hOISwPJfGUTq6EanP5XFXvVNW+eNVg1wNrgScoMtjRJMZZXZs6i33OS986i23Kpu8Wb2Dqr8nfWXXU9ce5TiEphRzn4o+GP8b/6QFUBsYDdqZxoE61ipzfvRnv/7C89J0DNmul+/maTNnywsRFrlMo1bAzO3J445qu00hKJRYuIrIQ2AJ8hDfQ8eGCqViMO3/o1NhJ4QKwbutu6te0Efsm/hau3cbkhetdpxHS387qyHlH2RxiJQnV5vI63rQsZwFXAJeJSDd/HRbjyDGt69G9RV0nsc992S5YTWKMnbvWdQolalSrMp8P7WUFSylKvHJR1ccKbotIW7yqsSuA40QkW1X7JCA/U4yDqruZzvu3jck9zsCkhz25eTwxZoHrNPY5q2tTerU5iLYNatCyXjWqVgxn1iwTzjLHrfAW9joar90lE1gc57xMCMPO6sTo2WsSHlfVJrM08bdl117XKQDw8sVH0u+wBmQk8+JLSSzUOJfhIrIaGAWcCEwDzlfVzHRadjgV1apSgdpV3SxFfNW/pzmJa8qO7o9McJ0Cnw/txcntG1rBEoNQVy5vAFeoanK3qpVR/Q9vwAdZiZ9mfGdObsJjGpNIb1x2FB2a1HKdRsoL1aC/MVTBIiI1RcRGDjnyyBkdncT9Ze121m9PrnVnTPp485slTuMf3qgmx7er7zSHdBGqcDnLH5V/r4gMFpHuItJbRC4XkXeAz/HWejEOVHA4Qd59I1Jj1LRJPfd/Ntdp/FE32IDIoITqLXaTiNTBW7DrHKAR3oJd84CXVXVKYlI0JflTz4N561sHk0raRMkmDT17fhfXKaSVkL3FVHUT3hxjryYmHROJB07r4KRwGTlrNY/u2kutKm46FZj01O3h8U7jn9q5sdP46cYWHzBReW2y9UY3wXLZlvePPx7hLHa6ssIlxV3Uw80oYeuiaYK0butup/Ft3fvgWeGS4h4+3U2vsWfGL2Tr7uQY7GZSX/dH3Y1tOaNLE2pXdTPrRToLZ4R+BjAYaFF4f1V9Kn5pmVQwcf46Tjuiies0jInJ+d1tjrB4COfK5TPgUuAgoEahH5MkzuvWzEnc8uXswtfEbrnjOesObWSns3gIZwa2pqrqbgF3U6q/nd2J/2Ylfhr+a9+bTp92J1O9kk3kZ6J33OMTncV+5IwO1KxsvR7jIZyvnqNFpH/cMzEpacUmmynZpK6DqllbS7yEU7h8BwwXkV0islVEtonI1ngnZiJzSc+DncRdvy3HSVyTHlxWiR18UFVObt/QWfx0F07h8iTQE6iqqjVVtYaq2rqeSebB09xM83bRv74nL9+G7Jvo/OF5dxN9HN+uPiLWpT5ewilcFgKzVdXOIMaYQG3e6a47e7/DGjiLXRaEU7isBiaJyB0icnPBTxDBRWSAiCwQkUUicnsxj4uIPOs/PlNEugYRN13dPfgwJ3HfcDyTrUlNLqvEjmtTj15t6jmLXxaEU7gsASYAFQmwK7I/fuYFYCBwOHC+iBxeZLeBQBv/Zwjwz1jjprP/O66Vk7gPj5znJK5Jbf/3Vpaz2FaVG3+l9iFV1QcARKSaqu4IMHZ3YJGqLvaP/x/gNKDwnNunAW/7VXLfiUhtEWmkqqsDzMMEYPWWXTSqZSswmPDtyc1zFvu+P7R3FrusKPXKRUR6ishcvKn2EZHOIvJiALGbAIUHZ6zwt0W6T0GeQ0QkS0SysrOzA0gvNbmagK/nY186iWtS06/Z21m6wU21WMOalWnX0AZOxls41WLPACcDGwBUdQbQO4DYxXXTKHqtGs4+3kbVV1S1m6p2y8wsu5PQ9TzkIGexd+91903UpJaHP3e3KFj1yjboNxHCmr9DVYsO/w7iLLICKDxvSVNgVRT7mEJqVHI32vjwe79wFtuklgyHUwe9edlRzmKXJeH8h5eLyDGAikhFEfkrfhVZjH4E2ohISxGpCPwRGFFknxHAJX6vsR7AFmtvCa1KxQzev6KHk9j5Clt22UzJJrSpv65n/Ly1zuI3rVPVWeyyJJzC5SrgWry2jhXAEf79mKhqLnAdMAavsPpAVeeIyFUicpW/2yhgMbAIbzXMa2KNWxZUruDuW2H3R9yuJmiS31cL3LWJNqltnU4SJZzeYuuBC+MRXFVH4RUghbe9VOi2EkBBVtZ0aV6Hrs1rM33Z5oTH3pObz0/LNtGleZ2ExzbJLz9fef+HZc7if3Ltsc5ilzXh9BbLFJE7ReQVEXm94CcRyZnond7F3TorZ7w4lZ05uc7im+T1xZw1bN3t7r2RWaOSs9hlTTj1J58CtYDxwMhCPyaJnXOkmzVeCpzxwlQbqGYOsDh7u7PYh1r344QKp3Cpqqq3qeoHqvpRwU/cMzMxqVIxw9lMyQAL1m7jzBe/YW9evrMcTHJZuXkXfx/7i7P4ViWWWOEULp+LyKC4Z2ICd/NJbZ3Gn7FiC23uGs2M5Ylv+zHJ55e125zGr1whw2n8sqbEwqXQui034BUwu/1ttp5LiqhdtSLndmvqOg1Oe+EbWtw+kvd/WMauHBtoWRbl5OZz2Rs/Oos/9ITWzmKXVSUWLgXrtvi/y6lqZf+2reeSQh441c06L8W54+NZHHbvF3zwY+KXZDZuff2L2ymZ/tK/ndP4ZVFYAyJE5EwReUpEnhSR0+OdlAlOlYoZzuYbK8mtH83kxCcnkZNr7TFlxf+97W4GZONGOF2RX8QbSDkLmA1cJSIvxDsxE5zTjmjC4I6NXKexn1+zd3DCk5Ncp2ESoO1do53GH39zEFMhmkiFc+XSBzhZVd9Q1TeAQUDfuGZlAvfs+V04ollt12nsZ8WmXVxh32jT2rXvTSfHcY/B1vWtC7IL4RQuC4Dmhe43A2bGJx0TLxnlhI+vPoYrjmvpOpX9jJu7lp+tN1naWb5xJy1uH8nImW6nArz/D0XXHzSJEk7hchAwT0QmicgkvMW8MkVkhIgUnWjSJLFy5YS7Bh/O50N70bRO8syxdPoL3+DN9GNS2d68fIb/tIJD7xnNcY9PdJ0OAJcem1xfpsqScBY2uDfuWZiE6tCkFlNuO4FVm3fxwsRFvPu9u7meCjw9fqHzcTkmOrty8rji7SymLFrvOpX9nH5EY9cplGkSzjdGETkYaKOq40WkClBeVd2OiAqhW7dumpVldfnhysnNp/19X7A3z+3Vw6+PDiKjXHHrw5lk9enPK7nhPz+7TqNYs+7vT43K7tY3SjUiMk1VuwV1vHB6i10B/A942d/UFPgkqASMexXLl2P+QwOdT0f+/JeLnMY3kfl4+oqkLVjO7NLEChbHwmlzuRY4FtgKoKoLgfrxTMokXkY5YcJf+jjN4csF65zGN+H7YclGbv5ghus0SnT7oENdp1DmhVO47FHVnII7IlKeEtaxN6mtcoUMvnRYwMxYvpmxc9Y4i2/Csysnj3Nf/tZ1GiX6z5Ae1K9R2XUaZV44hctXInInUEVETgI+BD6Lb1rGlVaZ1TmuTT1n8X+ybslJ77B7v3CdQoluH3goPVod5DoNQ3iFy+1ANt4I/SvxVo68O55JGbdevSSwNr2I/XPSr6zduttZfBPapCSuuvzfVT25qs8hrtMwvnCWOc7HW7/+VRHpqqrT45+WcalyhQz6H96AsXPXOok/eeF6zj7S/WzO5kCXOpzZuKiK5ctx4dHNObVzYzo0qUWFjLCmSjQJEs44l8JeA7rGIxGTXF65pBstbnez4Oi4uWuscElCw0bPd50CAJ9eeywdm9SinHVbT2qRFvX23yxD6lV3s974mDlrnS8sZQ700le/Oo1/cY+DWTpsMJ2b1baCJQWELFxEJENE/l1o0wNxzsckkSm3He8stk3Hn1yeGrvAafz+hzfgodOTZ20iU7qQhYuq5uHNI1bRv2+DJ8sQl8vCnvLcFPLyrcd7snjW8QDXFy+02vhUE06by1LgG3+Syh0FG1X1qXglZZLHx9ccw5kvTnUSe09uHlUrRtosaII2cb7bHmIjr+9FeWusTznhfHJX+T/lAFsYoYzp2ryOs9hrtuymVWZ1Z/GN57aP3K2wcVbXprRvXMtZfBO9cLoiPwAgItVUdUdp+5v0U61iBjty8hIe94Qnv2LpsMEJj2t+t2XXXtZt2+Ms/gOntXcW28QmnIkre4rIXGCef7+zv/SxKSPmPDjAdQrGkbs/me0s9imdGlG9klWLpqpwKjKfAU4GNgCo6gwgpkWpRaSuiIwTkYX+72LrXkRkqYjMEpGfRcTm0C+DRs1yu5JhWbdpR07pO8XJ38/p7Cy2iV1YrWSqurzIpljrSG4HJqhqG2CCf78kx6vqEUGuM2Aid01fN9NqXPOuTQjhyqQF65wtANaleW2nvRVN7MIpXJaLyDGAikhFEfkrfhVZDE4D3vJvvwWcHuPxTJxd7ahwMe589Uu2s9hvX97dWWwTjHAKl6vw1nRpAqwAjvDvx6KBqq4G8H+XtD6MAmNFZJqIDAl1QBEZIiJZIpKVne3uQ5GuRNyNiL7Wrl4SLi9fec/h8te20FfqC6e32HrgwkgPLCLjgYbFPHRXBIc5VlVXiUh9YJyIzFfVr0vI8xXgFfCWOY40XxNa9UrlGXpCa55zMJhu5KzVvJDwqGXbZzNWscfRLAmuF60zwQint9hbIlK70P06IvJ6ac9T1X6q2qGYn0+BtSLSyD9eI6DYUVqqusr/vQ4YDti1skN927lbgHTDdnfdYcuiPbmJ73pe4BAb25QWwqkW66Sq+1ZwUtVNQJcY444A/uTf/hPwaXpSLTIAABlrSURBVNEdRKSaiNQouA30B9z1izTUrVbRWewjHx7vLHZZs233Xm77aJaT2HcNOsxJXBO8cAqXcoW7CotIXSKfqr+oYcBJIrIQOMm/j4g0FpFR/j4NgCkiMgP4ARipqsm7BF4Z0LJeNS4/tqXrNEycLVjjbkbqK3q3chbbBCucQuJJYKqI/M+/fw7wSCxBVXUDcGIx21cBg/zbiwHr6J5k2jZwV2UxetZqBnZs5Cx+WbF6i60EamJX6pWLqr4NnA2sxWsbOVNV34l3YiY5dWjibp6nq63XWNztzMll6Ps/OYk97e5+TuKa+Ah3qtH5wMd4bSPbRaR5/FIyyaxDk1pc1MPdv98a9uMr1+EyBwc5WpzOxEc4vcWG4l21jAM+B0b6v00ZVb6cu+nPz3npW2exy4K3py51EneItbWknXDOEjcA7VS1vap2UtWOqtop3omZ5PXH7s2cxV68fgd782yVynj5+9hfnMS903qJpZ2wpn8BtsQ7EZM6Dm1Yk95tM53Fv3/EHGex09mOPbmuUzBpJJzeYouBSSIyEthX4W0rUZZt1Sq6m1Tw3e+X8eBpHcgo525KmnTU/r4xTuJ+dl0vJ3FNfIVz5bIMr72lIt5KlAU/pgx79IyOTuP/Y8JCp/FNcNo47N5u4sdWojRRqVOtIg1rVmbNVjdjIp6dsJCr+rSiakVbTCoIj46KdaLz6FXMcNdBxMSPrURponZG1yZO49/uaIqSdPTK14udxP18aC/KWfVmWnKyEqVJD7f0b+c0/ogZq/ja4Zoj6WL4Tyucxa5pU+unLVcrUZo0UK6cUKOy22qpS17/gXFz1zrNIdXd9N8ZTuL+X6+WND+oqpPYJv7COTPstxIlcD2xr0Rp0sSo64/juMcnOs3hirezqFm5PEN6t6JKxfKs376Hxdnb2bRjL83qVmVwp4Yc366+0wXPktXfxyxwFrtjU3dTCZn4C6dwuQr4B95KlCuBMcS+EqVJE83qJsc3z627c4sdAPjD0o18NN2r9pl6+wk0rl0l0aklrQ3b9/D8xMQv/lZgkE1CmtbCmbhyvapeqKoNVDVTVS/yZzU2BoD3rjjadQphOWbYl8xcsbn0HcuA3Lx8TnzqK2fxr+57CBWsl1haC6e3WCsR+UxEskVknYh8KiI2EZDZ55hD6rlOIWynPv8Nu3LKdpNhbl4+F/3rezbv3Ossh8uObeEstkmMcL46vAd8ADQCGgMfAu/HMymTev47pIfrFMJ22L3pv+bcntw81m3dzcrNu1i/fQ87c3LZtnsvkxdm0/qu0Xy3eKOz3AZ3bET9GpWdxTeJEU6bixRZv+XfInJdvBIyqenoVge5TiEi73z3Gxf3ONh1GoH7NXs7F7/2PauSeMGvB09r7zoFkwDhXLlMFJHbRaSFiBwsIrcCI0Wkrr/ksTFAai32dM8ns8lNo9mVc/PyueeT2Zz45FdJXbBc0vNgW7eljBDV0IsDiciSEA+rqiZd+0u3bt00KyvLdRpl0mczVjlbyTBS5csJix4d5DqNmOXnKxe89p3Tqq5wLXxkoDXkJykRmaaq3YI6Xjhzi7UMKphJf3/o3Jgl63fw1Dg364JEIjdfWbZhZ8oP5Hvuy0UpUbB8e8cJVrCUIeH0FjtHRGr4t+8WkY9FpEv8UzOp6voT2/DkOZ1dpxGW3k+4HQAaq2m/beLp8W4L8s7NatOilAJ68q3H06iWjTEqS8Jp0L9HVT8UkV54c4z9HXgJSI3BDcaJs45syllHNuXHpRuZv2bbvoWoNu3I4YOs5Wxy2A22qF/WbqNtg9RbRWL33jzO+udUZ/HH3Nibdg1//7upKjty8vhhyQbmrtqKiNCnbSbtG9e02RHKoHDaXH5S1S4i8hgwS1XfK9iWmBQjZ20uyW/Fpp30+lvyXDUsHTbYdQoRG/7TCmfzgs24rz+1qtikk+kk6DaXcCpAV4rIy8C5wCgRqRTm84wpUdM6VVk6bDAHVavoOhUAftuQWksVbd+T66xgmf/QACtYTKnCKSTOxZtPbICqbgbqArfENStTZnx/54muUwBg0D8mu04hIhPmuZkJ+oc7T6RyBXdLXJvUEc7cYjtV9WNVXejfX62qY+OfmikLymeU4/Oh7tdQ35GTx/rte1ynEbYb/vNzwmM+dW5n6te0kfUmPFa9ZZzr0KQWx7Z2P8J/yNup0U43ds4aJ3FPP8LtyqMmtTgpXPzuzXNEJF9ESmxAEpEBIrJARBaJyO2JzNEk1t2DD3edAtOXbWZnTq7rNEo15J1pCY859qbethyxiYirK5fZwJnA1yXtICIZwAvAQOBw4HwRcX8GMnFxWKOa/Kmn+7m+Hhgx13UKIf24NPGDJRvWrEzrzOoJj2tSm5PCRVXnqWppS+B1Bxap6mJVzQH+A5wW/+yMKxclwUSSH0xbTl5+6O75Lp3z0rcJj/nYmR3tqsVELJnbXJoAywvdX+FvK5aIDBGRLBHJys7OjntyJnhtGtTgxEPrO81BFd74JtR0eu4s37gz4TEb1qxM33aZCY9rUl/cChcRGS8is4v5Cffqo7ivSiV+pVTVV1S1m6p2y8y0D0OquqFfG9cp8Pa3v1Ha4GIXjns88YNOb+zXxkbXm6iEM/1LVFQ11vnXVwDNCt1vCqyK8ZgmyXVqWpvmdauyzMG39ALLNu7ki9lrGJhEa7zv3pv41TNrVCrPeUc1K31HY4qRzNViPwJtRKSliFQE/giMcJyTSYDbBhzqOgWeGLsgqa5eTn/hm4THvLxXS7tqMVFz1RX5DBFZAfTEW3hsjL+9sYiMAlDVXOA6vNkB5gEfqOocF/maxBrcyf0Vw+LsHUxftjmi5+TlK8s37uSrX7KZvXJLoFcb89dsC+xY4Rp6QuuExzTpI27VYqGo6nBgeDHbVwGDCt0fBYxKYGomSVxxXEteney2Yf2sf04Na3Gr/HzluyUbuODV7w947O/ndOb0IxpTPoZ1TO4fkfjvVOd3bxZTzsbYu8ckpbuSYFAleCtrhrIrJ4/eT0wstmAB+OuHMzjluSnsyon+KubNqUujfm607j/V1rk3sbHCxSStDk1quk6Bmz+YUeKMyRu27+Gwe79gxaZdIY8xf802TnluMnvz8iOO//4PyyJ+TqxO7dyYSuVtckoTGytcTNL631XHuE4BgD5PTGL2yi37bXvl61858uHxYR/j1+wdPDZqfsSxn3awXPST56bGKqImuTlpczEmHMk0tfspz02hca3KdGleh5GzVkd1jNe/WcJpRzSmc7PaYe3/wY/LWbet9Jma/3ZWR87t1gwRYffePCbMW8e1702PKscre7eyde5NIEpdiTIV2UqU6SN72x6OeiT8K4RUMOPe/tSqGnqxrdy8fNrcPZrSPp4/3HlisdPgb9qRwzkvf8uiddsjyi0VV+Q0wXCxEqUxzmTWqOQ6hcDdOXxWqWNo3py6tNSC5ds7TihxfZU61Soy/uY+XNP3kLDz+ujq5KiGNOnBCheT9Cb+ta/rFKJ2SGY1Lj2mBccc8vt6NSNnrWbe6pLHrfy2YQcPj5wX8rgjr+9Fo1pVSo1/64BDubJ3q1L3O6VTI448uE6p+xkTLmtzMUmvZb1qrlOIWO2qFRh7U2/q1/j9ymJvXj7Df1rJg5/NZdCzk7n5pLZcf+L+c6ntysmjzxOTQh770TM60r5xrbBzuWPQYdStVpHHRhffoaBBzUo8f0HXsI9nTDiszcWkhN827Cj1pJsserfN5O3Lu5f4+LINO+n9xO+TUN49+DCOaFabeWu2cc8ns0Meu2mdKky57YSo8lq0bhv9ntp/CaXLj23JvX9IjjFFxq2g21yscDEpo8XtI12nEJZwGsX//d1v3F1KQVKcXx8dREYMa6uoKis27WLV5l20qFeNBiW02Ziyxxr0TZk154GTo3reu/93NEseG8Svjw7i42vi22j9y8MDw9ovmoXRRlx3bEwFC4CI0KxuVY5udZAVLCaurHAxKaNapfIMaN8w7P1Pbt+A+Q8N4NjW9RARMsoJXZvXYf5DA+jeom7g+T13fhcqlg//I7XwkfAKIoBbTm5Hp6bhjY8xJhlY4WJSyt/O7hTWfk+e05mXL+5W7EDMyhUy+OCqnvv14IpVzcrlGRzh+i8VMsox7qbepe6XWaMS1x5vMxSb1GKFi0kptapU4Mu/9Am5z3+G9OCsI5uWeqz3rugRVFq88+ejo1pnvk2DGrx6Sehq7im3HR9tWsY4Y4WLSTmtMqvzw50nHrD9yIPr8P2dJ9KjVfhXJL8+Oqj0nUrxh87hT+lSnJMOb8Ablx51wPYalcoz/6EBNomkSUnWW8ykrPx8Zd6arazfnkPbBtXDGlRYnOUbd8a0Pv20u/txUPXYZxLYvTePT39eyW8bdnJs63occ8hBthKkSZige4vZIEqTssqVk4gGE5akWd2q3NivDc+MXxjxc4ee0DqQggW8tqDzjmoeyLGMcc2qxYyBqBvMb+zXNuBMjEkPVrgYg9dzK9KG84+vOSbmcSfGpCsrXIzxNa1TlTcvO7BhvThndGlC1+Y20aMxJbHCxZhC+rarz3WlVJHVqVqBJ8Icb2NMWWWFizFF/KV/25DroHx16/GUt9UajQnJPiHGFCEi3DrgUEbfcNx+228bcCjzHxpAzcqhV5E0xlhXZGNKdFijmrbsrzFRsisXY4wxgbPCxRhjTOCscDHGGBM4J4WLiJwjInNEJF9ESpzLRkSWisgsEflZRGyyMGOMSRGuGvRnA2cCL4ex7/Gquj7O+RhjjAmQk8JFVecBNuOrMcakqWRvc1FgrIhME5EhoXYUkSEikiUiWdnZ2QlKzxhjTHHiduUiIuOB4hY8v0tVPw3zMMeq6ioRqQ+ME5H5qvp1cTuq6ivAK+Ct5xJV0sYYYwIRt8JFVfsFcIxV/u91IjIc6A4UW7gUNm3atO0isqDQplrAlhJ2L+mxSLbXA9ZHcaxExYk2fgU/Xqxxwo1f8PoieU40cQrUA/YGdKxwnlPc3zOe781w/p5Bxi8cL9ZjhfOc4uLF87NR2ucvqDhF4wVxrHCe066Ex6Ojqs5+gElAtxIeqwbUKHR7KjAgzONmFbn/Soh9i30sku0F8SI9VqLiRBu/6N8xyL9ZcY8Vjhfk/yzU3zPe/7PS/p7xfG+G8/cMOH6x75d4xY/k7xlE/NI+f3F4nRF9/mKNH+r/F82Pq67IZ4jICqAnMFJExvjbG4vIKH+3BsAUEZkB/ACMVNUvogz5WRSPRbo9mZ9T1uNH8xzX8aN5juv4oSRrzq7jl/ZYMsYPi/glVloRkSwNcC3oZImXrq/L4lk8i5d+8ZK9t1i0XknTeOn6uiyexbN4aRYvLa9cjDHGuJWuVy7GGGMcssLFGGNM4FK2cBGR7QmMledPnlnw0yLEvpNCTcYZ4nkqIu8Uul9eRLJF5PPoso4o9hl+/EPjdHxnr82Pl7D3Srgxo32fFDlGXP9vJcS8y590dqb/WTg6zvGaisinIrJQRH4VkX+ISMUQ+98oIlWjjKUi8mSh+38VkfujOVYYsQrOKXNEZIaI3CwiCTkfJ+rzkLKFS4LtUtUjCv0sjUOMHUAHEani3z8JWBnJAUQk2kGx5wNTgD9GGC8jzF1jfm2mWFH936IlIj2BU4CuqtoJ6Acsj2M8AT4GPlHVNkBboDrwSIin3QhEVbgAe4AzRaRelM+PRME5pT3e52EQcF8C4iZMShcuIlJdRCaIyHR/av7T/O0tRGSeiLzqfzMYW+jEFlTsI0XkK3/eszEi0qjQwxeJyFQRmS0i3SM47GigYF3d84H3C8Xr7h/zJ/93O3/7pSLyoYh8BoyN4nVUB44F/ox/khKRviLytYgMF5G5IvJSwbcqEdkuIg+KyPd445Ti+domi8gRhfb7RkQ6RfoaC72mzwvdf15ELvVvLxWRBwq9jwK5EggVM4Bjl/R/K+k1DhKR+SIyRUSejfKqsRGwXlX3AKjqevWmZyr2s+BfnT0T5WcB4ARgt6q+4cfLA24CLheRaiLyd///NVNEhorI9UBjYKKITIzi9eXi9Zi6qegDInKwf66Z6f9uLiK1/PdOwWejqogsF5EKkQRV1XXAEOA68WSIyBMi8qMf78pCedzqv+YZIjIsitdYcJz4nzuDHJGZyB9gO970NTX9+/WARYAALfDeKEf4j30AXBRDrDzgZ/9nON40HlOBTP/x84DX/duTgFf9272B2RG8nk7A/4DKfqy+wOf+4zWB8v7tfsBH/u1LgRVA3Shf20XAv/zbU4GuftzdQCsgAxgHnO3vo8C5UfyvonltfwKe8W+3JcoRxH78ffH8bc8Dl/q3lwJD/dvXAK8F9P4MFXMSJcxOEeP/7YB4/t98OdDS3/5+4f0iiFnd/9/9ArwI9InHZ6FQvOuBp4vZ/hNwA/BRofdN3UL/y3ox/M9q+seoBfwVuN9/7DPgT/7ty/GupgA+xVsWpOC1h/XeAbYXs20T3uDxIcDd/rZKeDNJtAQG+n/rqoVfc5SvM+7nTlfruQRFgEdFpDeQDzTB++cALFHVn/3b0/D+aNHapaqFv0F3ADrgTaYJ3gl4daH93wdQ1a9FpKaI1FbVzaUFUdWZ4rXnnA+MKvJwLeAtEWmDd4Iv/O1onKpujPhVec4HnvFv/8e/PxL4QVUXA4jI+0AvvMIhD+9DHZEoX9uHwD0icgveB/rNSONG4GP/9zS8tYaSXUn/t+IcCixW1SX+/ffxTmARUdXtInIkcBxwPPBf4GHi8FnwCd77objtvYGXVDXXP3607//9qOpWEXkbr2DbVeihnvz+vngHeNy//V+8QmUi3hXkizGEL1iDpD/QSUTO9u/XAtrgffF6Q1V3+rnG8prjfu5M9cLlQiATOFJV94rIUrxvaeDVnxbIA4KsFhNgjqqWVC1U9AMRyWCiEcDf8b6FHlRo+0PARFU9wz9JTyr02I4Ijr+PiByEV/XQQUQU78SgeCf/kl7DbvWqJ6IR0WtT1Z0iMg44DTgXiKUBPJf9q4ErF3m84P2SR3Cfi9JiRiXE/21ECfECWzjJ/99PAiaJyCzgWuL3WZgDnFV4g4jUBJoBiyM8ViSeAaYDb4TYpyD2COAxEakLHAl8GU1AEWmF995bh/f/GqqqY4rsM4DgXnPcz50p3eaCV6Kv8/84xwMHJyjuAiBTvAZORKSCiLQv9Ph5/vZewBZVLWk20uK8DjyoqrOKbK/F743gl0aV9YHOBt5W1YNVtYWqNgOW4F2ldBeRln598nl4Dcexiua1vQY8C/wY4ze134DDRaSSiNQCTozhWK5jlvR/o4R484FW8nsvx/OiCSoi7fyrywJHAPOI32dhAlBVRC7xj5EBPIl3BTsWuEr8Tiz+yR1gG1Aj0tdWmP8++wCvPavAVH7vOHEh/udBVbfjzX34D7yqxoi/eIlIJvAS8Lx6dVFjgKsL2m5EpK2IVMN7zZeL3xuu0GuORtzPnSl55eK/ofYA7wKfiUgWXl3w/ETEV9Uc/5L1Wf9DXB7v284cf5dNIjIVr/728giPvQLvjVrU43hVRzcT5bejYpwPFG0U/Ai4GvjWf6wj3jIHw2MNFs1rU9VpIrKV0N8iS1TwXlHV5SLyATATWIhXbx8XCYhZ0v/tAryT4n7xVHWXiFwDfCEi6/FOhtGoDjwnIrXxrsoW4VWvvUJ8PgsqImcAL4rIPXhfhkcBd+J9o24LzBSRvcCreG1MrwCjRWS1qh4f5esErxC7rtD964HX/SrabOCyQo/9F68Kt28Ex68iIj/jVQHn4lW1PeU/9hpeVdR08eoas4HTVfUL8Tq4ZIlIDr//LcKWyHNnSk7/IiKd8RoKI+19YsIgIn2Bv6rqKUmQS2O8aphDVTU/iucn/L2SjO9PEanut5kI8AKwUFWfjnPMSXjvo6x4xjHhS+R7M+WqxUTkKrxGwrtd52Liy68O+R5v9dJoCpaEv1eS+P15hf9NeQ5elcjLjvMxCZbo92ZKXrkYY4xJbilx5SIizURkoj+4Z46I3OBvrysi48SbGmKciNTxtx/k779dRJ4v4ZgjRGR2Il+HMcYkSpDnTfEGxC6Q36fAql9a/JQoXPAavP6iqocBPYBrReRw4HZggnpTQ0zw74M3APAevEFQBxCRM/EGEhljTLoK9LwJXKi/T4G1rrTgKVG4qOpqVZ3u396G1/2xCd74h7f83d4CTvf32aGqU/D+WPsRb9qMm/EGfxljTFoK8rwZjZQoXArz++p3wWvobaCqq8H7QwKlXqrhDdh7EtgZpxSNMSapBHDeBHjDrxK7x+91GFJKFS7+VcdHwI2qujWK5x8BtFbVmMdsGGNMKoj1vOm7UFU74k39cxxwcWlPSJnCxR+t+hHwrqoWzAO1Vn6fgbUR3tQJofQEjhRvqoMpQFu/L74xxqSdgM6bqOpK//c24D2g1HEyKVG4+Jdg/wLmqepThR4agTdzLv7vT0MdR1X/qaqNVbUF3hQnv6hq3+AzNsYYt4I6b4q3uF89/3YFvDV9Su1pmxLjXPx5iSYDs/Bm8ARv2oPv8aa7aA4sA84pmH/KvzqpCVQENgP9VXVuoWO2wJsLqENCXoQxxiRQUOdNvDnyvsabqiYDGA/cXNo8ailRuBhjjEktKVEtZowxJrVY4WKMMSZwVrgYY4wJnBUuxhhjAmeFizHGmMBZ4WKMMSZwVrgYY4wJnBUuxhhjAvf/q2bZOyeEc5cAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "et_diff = spencer - ephem\n", "et_diff.plot()\n", - "plt.ylabel('spencer-ephem (W/m**2)')" + "plt.ylabel('spencer-ephem (W/m**2)');" ] }, { @@ -181,29 +165,21 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'nrel-ephem (W/m**2)')" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "et_diff = nrel - ephem\n", "et_diff.plot()\n", - "plt.ylabel('nrel-ephem (W/m**2)')" + "plt.ylabel('nrel-ephem (W/m**2)');" ] }, { @@ -220,22 +196,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'ET Irradiance (W/m^2)')" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -246,7 +214,7 @@ "spencer_1361.plot(label='1361')\n", "plt.legend()\n", "plt.title('Impact of solar constant')\n", - "plt.ylabel('ET Irradiance (W/m^2)')" + "plt.ylabel('ET Irradiance (W/m^2)');" ] }, { @@ -262,7 +230,7 @@ "metadata": {}, "outputs": [], "source": [ - "times = pd.DatetimeIndex(start='2015', end='2016', freq='1min')" + "times = pd.date_range(start='2015', end='2016', freq='1min')" ] }, { @@ -274,15 +242,30 @@ "name": "stdout", "output_type": "stream", "text": [ - "55.9 ms ± 406 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", - "32.6 ms ± 444 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", - "7.98 s ± 94.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", - "1.04 s ± 15.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", - "263 ms ± 14.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "102 ms ± 1.49 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", + "59.9 ms ± 1.09 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", + "5.24 s ± 21.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", + "1.89 s ± 39.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\solarposition.py:265: UserWarning: Reloading spa to use numba\n", + " warnings.warn('Reloading spa to use numba')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "152 ms ± 10.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ + "# NBVAL_SKIP\n", "%timeit spencer = pvlib.irradiance.get_extra_radiation(times, method='spencer')\n", "%timeit asce = pvlib.irradiance.get_extra_radiation(times, method='asce')\n", "%timeit ephem = pvlib.irradiance.get_extra_radiation(times, method='pyephem')\n", @@ -306,38 +289,30 @@ "name": "stdout", "output_type": "stream", "text": [ - "2016-10-26 00:00:00 spencer 1383.6362029\n", - "2016-10-26 00:00:00 asce 1385.08377469\n", + "2016-10-26 00:00:00 spencer 1383.6362028955045\n", + "2016-10-26 00:00:00 asce 1385.7848051831807\n", "2016-10-26 00:00:00 pyephem 1382.3920240844304\n", "2016-10-26 00:00:00 nrel 1382.3912017480877\n", "2016-10-26 spencer 1383.6362028955045\n", - "2016-10-26 asce 1385.0837746866198\n", + "2016-10-26 asce 1385.7848051831807\n", "2016-10-26 pyephem 1382.3920240844304\n", "2016-10-26 nrel 1382.3912017480877\n", - "300 spencer 1383.6362029\n", - "300 asce 1385.08377469\n", + "300 spencer 1383.6362028955045\n", + "300 asce 1385.7848051831807\n", "300 pyephem 1382.618664623793\n", "300 nrel 1382.6174658748046\n" ] }, { "data": { - "text/plain": [ - "Text(0,0.5,'Extraterrestrial radiation (W/m^2)')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -376,7 +351,7 @@ " plt.plot(times, dni_extra, label=method)\n", " \n", "plt.legend()\n", - "plt.ylabel('Extraterrestrial radiation (W/m^2)')" + "plt.ylabel('Extraterrestrial radiation (W/m^2)');" ] }, { @@ -404,33 +379,25 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'Ineichen, climatological turbidity')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "tus = pvlib.location.Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", - "times = pd.DatetimeIndex(start='2016-01-01', end='2016-01-02', freq='1min', tz=tus.tz)\n", + "times = pd.date_range(start='2016-01-01', end='2016-01-02', freq='1min', tz=tus.tz)\n", "ephem_data = tus.get_solarposition(times)\n", "irrad_data = tus.get_clearsky(times)\n", "irrad_data.plot()\n", "plt.ylabel('Irradiance $W/m^2$')\n", - "plt.title('Ineichen, climatological turbidity')" + "plt.title('Ineichen, climatological turbidity');" ] }, { @@ -461,29 +428,21 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Diffuse ground irradiance (W/m^2)')" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "ground_irrad = pvlib.irradiance.get_ground_diffuse(40, irrad_data['ghi'], albedo=.25)\n", "ground_irrad.plot()\n", - "plt.ylabel('Diffuse ground irradiance (W/m^2)')" + "plt.ylabel('Diffuse ground irradiance (W/m^2)');" ] }, { @@ -500,22 +459,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'Surface types')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -526,7 +477,7 @@ "\n", "plt.legend()\n", "plt.ylabel('Diffuse ground irradiance (W/m^2)')\n", - "plt.title('Surface types')" + "plt.title('Surface types');" ] }, { @@ -543,22 +494,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'Ground diffuse as a function of tilt')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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AuARYYB9fAFzqwPgGg6N89cFevLw9GDezdZaZTqTfmBhiEkNZu3gf5aWVbXJNgwFcT8tRE3HtKj8F3rKfR6tqBoD92N2B8Q0Gx0jfnUfyd4c5bXLvNsveKiKM+0lfjhaWs+mzJtWvNxgcwZU4icHAMqya1C3GjsyeDrzbjD5zRWSDiGzIzs525fIGQ7NQVda8v5fAMF+Gje/ZeAcHiUkIJen0aDb/J4XiPBM7YWgbXJlJfAHMVdW1LsowBdikqln2fpaIxALYj4dO7KCqL6nqKFUdFRUV5eLlDYams3dTNoeSCxkzPQEvH882v/7YSxLRKmXTZwfb/NqG1iElJYXzzz+fgQMHMnjwYJ555hkAfv3rXzNgwACGDh3KjBkzyM/Pr7N/nz59OPXUUxk+fDijRjXq0dpsXFES3wCXOyDDVfy41ASwGJhtP58NLDqph8HgBrRa+eaT/YTHBNB/bKxbZAiJ9GfAmbH88GUaxXllbpHB4CxeXl489dRTbN++nbVr1/Lcc8+xbds2Jk6cyNatW/nuu+/o168fTzzxRL1jfPHFF2zevJnWiBlzRUlMB0JE5I8tHUBEAoCJwAe1Ds8DJorIbvtc24YXGgz1sP+7w+SmlzBySh88PNxXzWzk5N5QjbFNdBJiY2M57TQr9jg4OJiBAweSlpbGhRdeiJeX5Vo9duxYUlPdk0LelQR/VcBcEXnYhTGOcELgnarmYHk7GQztBlVl46fJhET6kTTKvb4UtWcTp03q7XKuKIPNp/dB5vfOjhlzKkxp+n1ucnIy3377LWPGjDnu+KuvvsqVV15ZZx8R4cILL0REuOmmm5g7d65LIp+Iyy6wqvqoE4IYDO2ZlO25HDpQxGmTeuPh6f56WiMn90arlO9XpTTe2NAhKC4u5vLLL2f+/PmEhIQcO/7YY4/h5eXFrFmz6uy3Zs0aNm3axKeffspzzz3H6tXOlvBxJEzUjoruWXs8Vd3kxNgGQ3vg2+UHCQz1YYCbbBEnEhLpT+KIKH74Xzojp/Rp1YjvLkMz7vidpqKigssvv5xZs2Zx2WWXHTu+YMEClixZwsqVK+vN/FqTWrx79+7MmDGD9evXc8455zgmmxPBdP8HfAc8Czxlb392dVyDob2Qk15M6o48Tj0/Hk9v988iahh+QS/KjlSy42sThd2RUVXmzJnDwIEDufvuu48dX7ZsGU8++SSLFy8mIKDuCoclJSUUFRUde758+XKGDBniqHxO3H5cAZxiFxkyGDod33+Riqe3R7urEheTGEpMYghbVqYw5Nx4txrTDS1nzZo1vPHGG8fcWAEef/xxbr/9dsrKypg4cSJgGa9feOEF0tPTueGGG1i6dClZWVnMmDEDgMrKSn72s58xefJkR+VzQklsBcKoI57BYOjolJZUsHNtJv1GR+Mf1DbR1c1h+AW9WPbSVpK3HCZxhIkZ6oicddZZdZYoveiii+psHxcXx9KlSwFITExky5YtrSqfE0riCeBbEdkKHHPcVtXp9XcxGDoG29akU1lRzdDz2za6uqkkDIskKNyXrf9LM0rC0Co4oSQWAE8C3wOmfJah01BdrWxdlUaPfmFExge5W5w68fD0YOC4OL5Zsp+C7KOERvm7WyRDJ8MJK9xhVX1WVb9Q1f/WbA6MazC4ldQduRTlljL4nB7uFqVBBo2LRQS2fZnublEMnRAnlMRGEXlCRM4QkdNqNgfGNRjcyvY1GfgFepM4rH0v4wSF+9H71Ei2f5VOVaWZzBucxYnlphH249hax5QTqtYZDB2Jo8Xl7NuczZBze7Qrt9f6GHx2HMnfHWb/lsP0HWmy6xuco8VKQkTOANaq6vkOymMwtAt2rcuiukoZNK59ub3WR6/B3QiO8GPbl2lGSRgcxZVbpNlYS01vi8i1IhLjlFAGgztRVbatSad772C69WifBusT8fAQ+o+NIXVHnskO2wGpqqpixIgRTJ06FYBrr72WhIQEhg8fzvDhw9m8eXOd/RYsWEBSUhJJSUksWLCgzjau4kqCv18AiMgArJoQ/xSRUKw6E8uANXYSQIOhQ3EouYjc9BLO/Vl/d4vSLPqPiWHD0mR2fZPJaRf2drc4hmbwzDPPMHDgQAoLC48d+9Of/sTMmTPr7ZObm8sjjzzChg0bEBFGjhzJ9OnTCQ8Pd1Q2JxL87VDVv6jqZCw7xJfAT4B1ro5tMLiDnWsz8PT2IOn0aHeL0izCogOISQxh59rMOoOzDO2T1NRUPvnkE2644YZm9fvss8+YOHEiERERhIeHM3HiRJYtW+a4fK7YJOYDa4CvVDUNQFWPAkvtzWDocFRVVbNn0yEShkbi69/xkub1HxPDf9/axeHUYqJ6BrtbnA7Fk+ufZEfuDkfHHBAxgHtHN1zh+c477+SPf/zjsRxMNTz44IM8+uijTJgwgXnz5uHre3xK+LS0NHr2/DHIMz4+nrS0NOeEt3FlJrEHmAGsEZFkEXlTRG4RkREi0qRxRSRMRN4TkR0ist12o40QkRUistt+dHbuZDA0QOqOPI4WVXS4WUQNfUdF4+Ep7Fyb6W5RDE1gyZIldO/enZEjRx53/IknnmDHjh1888035Obm8uSTT57Ut67ZYn2ZYl3BFZvE34C/wbFa1OOAM4G7gO5ASP29j/EMsExVZ4qIDxAAPACsVNV5InIfcB/QsCo2GBxi9/osfAO86D24W+ON2yF+gd70GRrJrvWZnHnZKe2i9kVHobE7/tZgzZo1LF68mKVLl1JaWkphYSFXX301//rXvwDw9fXluuuu489/Pjmxdnx8PKtWrTq2n5qaynnnnee4jC59g8RiKHCJvZ2LNcN4qgl9Q4BzgFcAVLVcVfPtcWrM9AuAS12R0WBoKpXlVezbnE3iiKgOERtRH/1GR3O0qIL03fnuFsXQCE888QSpqakkJyfz9ttvM378eP71r3+RkWGlf1dVPvroozrTf0+aNInly5eTl5dHXl4ey5cvZ9KkSY7L6IpNYgXWbGEzsBZ4XFW3N2OIRCAbeE1EhgEbgTuAaFXNAFDVDBExTt+GNiH5+xwqyqro10GXmmroPbgbXr6e7Nl4iPgBEe4Wx9ACZs2aRXZ2NqrK8OHDeeGFFwDYsGEDL7zwAi+//DIRERE89NBDnH766QA8/PDDREQ4/3lLS70gRORFYBhwBEtJfA18raqHm9h/lN1vnKquE5FngELgNlUNq9UuT1XDT+g7F5gL0KtXr5EHDpiC8AbXWfr378hKLmT2E+M6fG2G5S9vJWVHHtc9Oc4sOTXA9u3bGThwoLvFaHXqep0islFVRzXWt8XfHlW9SVXHYi0HrQJGAv8SkY0i0pSojlQgVVVrXGXfA04DsmwbR42t46Q6Far6kqqOUtVRUVHtO6+OoWNQdrSSAz/kkDQyusMrCIC+I6MpLa4gbZdZcjK4hhO3GGVYs4mj9vN4rD/7BlHVTCBFRGoiliYA24DFWNHc2I+LHJDRYGiQA1sPU12pnNJJUlr0GhyBt73kZDC4QouVhIj8RUTWARnAo0Aw8CLQX1VPbeIwtwH/FpHvgOHA48A8YKKI7AYm2vsGQ6uy79tsAkJ8iEloilNe+8fLx5M+QyPZ9202VVUmM6yh5bgSLbQf+DfwbUvTb6jqZqCuNbEJLshlMDSLivIqDmzNYcDYWKQTLDXV0Hdkd3Z/k0Xazjx6DeqYLr0G9+PKctNiVd1Qn4Kw3WPjXRjfYGgTUrblUlle3enKf/YaHIG3nyd7N2W7WxRDB8aVmcSf7MjqRVjuq9mAH9AXOB9rNvA7LAO1wdBu2fdtNr4BXsT1C2u8cQfCy9uTXoO6kfzdYbRaO9UsydB2uBJx/RMRGQTMAq4HYrEM2Nuxcjc9pqqljkhpMLQSVZXVJH9/mIRhkXh2QlfRhGGR7N10iKzkQmISQ90tjqEe8vPzueGGG9i6dSsiwquvvsr8+fPZuXPnsfNhYWF1pgzv06cPwcHBeHp64uXlxYYNGxyVzaUMZqq6DXjQIVkMhjYnbVceZUcqSRzRObyaTqT3kG6Ih7D/u8NGSbRj7rjjDiZPnsx7771HeXk5R44cYeHChcfO33PPPYSG1v/5ffHFF0RGRraKbJ3v1slgaAb7vs3Gy9eTngM7Zx5Jv0Bv4pLC2L+lSTGuBjdQWFjI6tWrmTNnDgA+Pj6Ehf249KmqvPPOO1x11VVuka/j5UI2GBxCVdn/3WF6D47Ay9vT3eK0GgnDIvnynd3kHzpCWPcAd4vTbsl8/HHKtjubKtx34ABiHnigwTb79u0jKiqK6667ji1btjBy5EieeeYZAgMDAfjf//5HdHQ0SUlJdfYXES688EJEhJtuuom5c+c6+hrMTMLQZTmcUsyRgnL6nNo60/T2QsIw6/WZ2UT7pLKykk2bNvHLX/6Sb7/9lsDAQObN+zE87K233mpwFrFmzRo2bdrEp59+ynPPPcfq1asdlc/lmYRYCcxnAYmq+qiI9AJiVHW9y9IZDK1I8veHQaBXB00L3lRCuvnTLT6I/VuyGTGxl7vFabc0dsffWsTHxxMfH8+YMWMAmDlz5jElUVlZyQcffMDGjRvr7R8XFwdA9+7dmTFjBuvXr+ecc85xTD4nZhLPA2cANaquCHjOgXENhlYl+fscovuEEBDi425RWp2EYZFk7i3gaHG5u0UxnEBMTAw9e/Y85sm0cuVKBg0aBMB//vMfBgwYQHx83SFnJSUlxyralZSUsHz58jrTiruCE0pijKreApQCqGoe0Pl/dYYOzZHCcg4dKKT3kM49i6ghYWgkqnBga467RTHUwV//+ldmzZrF0KFD2bx5Mw/Ys5q33377pKWm9PR0LrroIgCysrI466yzGDZsGKNHj+biiy9m8uTJjsrmhOG6QkQ8AQUQkSjAJIsxtGsObM0BpdPbI2qI6hmMf4gPB+30I4b2xfDhw+uMb/jnP/950rG4uDiWLl0KQGJiIlu2bGlV2ZyYSTwLfAh0F5HHgC+xEvUZDO2WA1sPExjqQ2TPIHeL0iaIh9B7UAQHt+dSXd2yGjKGronLSkJV/w38BngCKyPspar6rqvjGgytRVVlNSnbcq1As1YoHN9e6TW4G2UllRxKLnS3KIYOhMtKQkTGAmmq+pyq/g1IFZExrotmMLQOGXvyKS+toncXWWqqoeegCESMXcLQPJxYbvo7UFxrv8Q+1igikiwi34vIZhHZYB+LEJEVIrLbfuycobAGt5G8NQcPLyF+QNf6avkFehOdEMLBH4ySMDQdJ5SEaK1C2apaTfMM4uer6vBatVbvA1aqahKw0t43GBzj4NYceiSF4ePX9RIO9BrcjUMHijhSaFxhDU3DCSWxT0RuFxFve7sD2OfCeJcANTWyF2DV0DYYHKE4r5S8zCP0HNg1XF9PpMblN2V7rpslMXQUnFASvwDOBNKwakeMAZqaPESB5SKyUURq+kSragaA/dg503Ma3ELNn2PPQRFulsQ9RPUMxj/Y29gl2hHPPPMMQ4YMYfDgwcyfPx+A3NxcJk6cSFJSEhMnTiQvL6/OvgsWLCApKYmkpCQWLFhQZxtXccK76ZCq/lRVu6tqtKr+TFWbWn19nKqeBkwBbhGRJsWSi8hcEdkgIhuys03VLUPTSdmWi3+ID916BLpbFLcgHkKvQd1I2WZcYdsDW7du5R//+Afr169ny5YtLFmyhN27dzNv3jwmTJjA7t27mTBhwnG5nGrIzc3lkUceYd26daxfv55HHnmkXmXiCk54N0WJyAMi8pKIvFqzNaWvqqbbj4ewYi1GA1kiEmuPHQucpHBU9SVVHaWqo6KiOlfJSUProdVKyo48eg2M6FKuryfSa3AEpSUVHDpgXGHdzfbt2xk7diwBAQF4eXlx7rnn8uGHH7Jo0SJmz54NwOzZs/noo49O6vvZZ58xceJEIiIiCA8PZ+LEiSxbtsxxGZ2w3C0C/gf8B6iz3nVdiEgg4KGqRfbzC4FHgcXAbGCe/bjIARkNBg6nFlNaXNFpa0c0lZ4DraW21O15xCSYQkQ1/O+dXRxOKW68YTOI7BnE2Vf0q/f8kCFDePDBB8nJycHf35+lS5cyatQosrKyiI21IuNjY2M5dOjkxZm0tDR69ux5bD8+Pp60tDRH5QdnlETV9XSVAAAgAElEQVSAqt7bgn7RwIf2HZ0X8KaqLhORb4B3RGQOcBD4iQMyGgwc3Gatw8cP7Jr2iBr8g33oFh9E6s5cRl3Ux93idGkGDhzIvffey8SJEwkKCmLYsGF4eTXtb7mWU+kxWmOG7ISSWCIiF6nq0uZ0UtV9wLA6jucAExyQy2A4jpTteXTrEURgqK+7RXE7PQeE892qVCrKq/D26bwFl5pDQ3f8rcmcOXOOVaV74IEHiI+PJzo6moyMDGJjY8nIyKB795P9d+Lj41m1atWx/dTUVM477zzH5XPCu+kOLEVxVEQKRaRIRMxip6FdUVFWRcbe/C7r1XQi8QMjqK5UMvbku1uULk/NUtLBgwf54IMPuOqqq5g+ffoxb6UFCxZwySWXnNRv0qRJLF++nLy8PPLy8li+fDmTJk1yXD6XZxKqGuyEIAZDa5K+O5/qSm1ze4SqUr53LyVfr6V0x3YqMzKpLilB/Pzw6haBb7/++J82goDTTkOauMzgBHF9w/DwFFK359FrUNeMGWkvXH755eTk5ODt7c1zzz1HeHg49913H1dccQWvvPIKvXr14t13rXR4GzZs4IUXXuDll18mIiKChx56iNNPPx2Ahx9+mIgI52+CHPlW2qkzkgC/mmOq6mwNPYPBBVK25+Lp5UFc37DGGztAdUkJ+R9+RN6//035/v0AeEZE4N0zHs/AQKpLyzj63fcULv3UOhceTugllxDx82vwtiuNtSbevp7EJIaSutN5l0lD8/jf//530rFu3bqxcuXKk46PGjWKl19++dj+9ddfz/XXX9+q8jlRvvQGrCWneGAzMBb4Ghjv6tgGg1OkbM8lLikUr1Zef9eqKvLffZfs+c9QlZ+P37ChxPzuYYLOPRev2NiTDItVhYWUfL2WwqVLyX3jDXL/9S8iZs0i8tZb8Axu3Ul6/IBw1i/Zz9HicvyDTJ0wQ904ZZM4HTigqucDIwAT4WZoNxwpLCc3vYT4Aa1rjyjbv5/kK39K5u8fwTcpid5vvknCwoWEX3UV3nFxdXqeeIaEEDLpQuKfmU/fFcsJu+wycl9/nb2Tp1BUyyjZGvQcGAEKaTuNXcJQP04oiVJVLQUQEV9V3QH0d2Bcg8ER0nZZSyo9+rWePaJg8WL2Xz6TipQU4p76M71eX0DAaSOaNYZ3XByxjz5Cn/fexSsqitRf/JLMxx9HKypaRebuvYPx9vMkdYfJ42SoHyeURKqIhAEfAStEZBGQ7sC4BoMjpO3Mw9vPk6hezlehU1Wyn/0r6b+5F/9Bg0hY9BGhF1/skr+6/+DB9Fn4NuHXXEPe62+Q8otfUlXsbJAXgIenBz36hZOyo2vbJeqKN+hMuPr6nMjdNENV81X198BDwCuYzK2GdkTarnziksLw8HTinuhHtKqKjAd/y+Hnnyd0xgx6vfYq3jExjozt4etLzIMPEPvYHyhZt44Ds66mMtf5O/74AeEUZh+l8PBRx8fuCPj5+ZGTk9NpFYWqkpOTg5+fX+ON66HFhmsRCVHVQhGpvdD7vf0YBJg5rMHtlOSXkZ91hEFnOesxpNXVZPz2IQo+/JDIm28m8rZbWyXaNezyy/GKjiH1lls4eN319Prna3iFO7ds1tO206TuzGNQpL9j43YU4uPjSU1NpTMnCvXz8yM+Pr7F/V3xbnoTmApsxEr5XfsXokCiC2MbDI5Q4+IZ39+5P1ZVJfORRy0FceutRN16i2Nj10XQWeOIf/45Un95Mwevn0Pv1xc45vkUHhuAf7A3abvyGDSu9V1v2xve3t4kJCS4W4x2TYvn36o61X5MUNVE+7FmMwrC0C5I25WHb4AX3eKds0fkvPgS+QsX0u3GG4m85WbHxm2IoHHjiH/ub5Tt3k3aHXc6ZswWEeKSwknfld9pl1wMrtFiJSEipzW0OSmkwdBS0nbmWfYID2eWggqXfUb2/PmETJtG1N13tWnK8aCzzyb2kd9T8tVXZD76f479qffoF0ZxXhmFh0sdGc/QuXBluekp+9EPGAVswVpyGgqsA85yTTSDwTWKckspPFzK0PN7Nt64CRz94QfS77sP/xEjiP3D/7mlJkXY5ZdTfjCFnBdfxG/QQMKvusrlMeP6WVHo6bvzCI3qenYJQ8O4stx0vh08dwA4zS4CNBIrmG6PUwIaDC0lzbZH9OjveiqOquJi0u66G8+wMOL/9lc8fN2XSTbqjtsJPOdssh5/gqNbf3B5vIjYQPyCvEnbZYLqDCfjhE/gAFWt8WpCVbcCwx0Y12BwibSdefgFetMtzjV7hKqS+fDDVKSl0eOpP+PVzb0J8cTDg7gnn8QzMpK0O++kqqDAtfFE6JEURrpREoY6cEJJbBeRl0XkPBE5V0T+AWxvSkcR8RSRb0Vkib2fICLrRGS3iCwUEZNQxtAiVJXUXXnE9QtDXLRH5L/7LoVLPyXq9tsJGDnSIQldwys8nPi/PE1FZiaZjzzi8nhx/cLs5bmuGS9hqB8nlMR1wA9YOZzuBLbZx5rCHRyvUJ4E/qKqSUAeMMcB+QxdkKKcUopzy1xOxVGemkbWvCcJPPMMut14g0PSOYP/8OFE3XoLhUs/pfDTT10aq+Z9St9tZhOG43Ei4rpUVf9iR17PsJ836iYhIvHAxcDL9r5gZY59z26yABO5bWghNevrPfq13B6hqmT89reICLF/+APi4WzEthN0u+EG/E49lcxHHqXShYCwiNhAfAO9SDNKwnACLn/rRSRJRN4TkW0isq9ma0LX+cBvgGp7vxuQr6qV9n4q0KOea84VkQ0isqEzR0oaWk7Gnnx8A7yIiA1s8Rj5C9/hyNq1dP/1r9ukxkNLEC8v4uY9QfWRI2S4sOwkHkJc3zDSd3XtPE6Gk3Hi1ug14O9AJXA+8DrwRkMdRGQqcEhVN9Y+XEfTOh3BVfUl25tqVFRUVMukNnRq0vfkE9u35faIiowMDv3pTwSMHUvYlVc4LJ2z+J5yClG330bxf1ZS9PnnLR6nR79wCg+XUpRr4iUMP+KEkvBX1ZWAqOoBO9FfYwWHxgHTRSQZeNtuPx8IE5Ga2I14TDZZQwsoKSij4NBRYvuGtniMrD/+Ea2sdFs8RHOJmD0b36S+ZP3hMaqPHGnRGMfiJcxswlALR+pJiIgHsFtEbhWRGUD3hjqo6v2qGq+qfYCfAp+r6izgC2Cm3Ww2sMgB+QxdjIw9lktoS0uVlqxdR9Gny+h24434uJAYrS0Rb29ifvc7KtLTOfzCiy0aI7JHEL4Bxi5hOB4nlMSdQABwOzASuBrrD74l3AvcLSJ7sGwUrzggn6GLkbE3Hy9vD6J6NT8JnlZUkPXYH/Du0YNuN3Qs57qAUaMIvfRScl57jbK9e5vdXzyE2L4mXsJwPC4pCRHxBK5Q1WJVTVXV61T1clVd29QxVHVVrWSB+1R1tKr2VdWfqGqZK/IZuiYZewqITgzB06v5X++8N9+kbPceoh+4Hw8XcvC7i+6/+TUefn4c+tOfW9Q/tm8oBdlHOVJY7rBkho6KS0pCVauAkdIRFm0NXYLyo5UcTikitgVLTZV5eWT/9W8EnnUWQeMbM6u1T7wiIoi8aS7Fq1ZRsrbJ92rHqFmiy9hrZhMGCyeWm74FFonINSJyWc3mwLgGQ7PJ3FeAKsSd0nwlkfPCi1QfOUL0vb/pEMbq+gi/5hq84mIt43t1deMdahHVMxhPbw8y9rqW6sPQeXBCSUQAOVgeStPsbaoD4xoMzSZ9Tz7iIUQnhjSrX0VaGnlvvknojEvxTUpqJenaBg9fX7rfdRdl27ZTuGRJs/p6envQvXfwMeO/weBKqvAam8R3qvoXh+QxGFwiY08BUT2D8PFr3lc7+9m/gghRt97aSpK1LSEXX0zuPxdw6C/zCZ40qVlZa2P7hrF5+UEqyqrw9vVsRSkNHQEnbBLTHZLFYHCJqopqspILm22PKN25i4LFiwm/5mq8Y2NbSbq2RTw86P7rX1GZkUH+wnea1Tf2lFCqq5Ws5MJWks7QkXBiuekrEfmbiJxtKtMZ3Mmhg0VUVVQ3Oz4ie/58PIKDibzxxlaSzD0Ejh1LwOjRHP7HS1SXNj2KOiYxFAQyjfHagDNK4kxgMPAoVrW6p4CW+d8ZDC6Qscf6U2tOpHXptm0Uf/EFEdfOxjPM9eJE7Y2o226lKvsweW+/3eQ+foHeRMQGGruEAXDRJgFWhTonBDEYXCV9Tz5h0QH4Bze9DMnhv/8dj+BgIq6+uhUlcx8Bp59OwBljyXn5FcKvvBIP/6aVJ43tG8au9ZlUV6tj9cENHZMWzyRE5Gr78e66NudENBgaR6uVzL0FxDVnFrFzJ0Ur/kPENdfgGdI8b6iORNRtt1F1+DB5bzV9NhF7SigVpVXkpBW3omSGjoAry001OZiD69kMhjYjN6OEsiOVxCY1fcno8Asv4BEYSMTPr2lFydxPwGmnEThuHDmvvNJk20TNkl2miZfo8rR4uUlVX7QfXa+daDC4SE3wV2wTg+jK9uyhaNlndJs7t1PaIk6k201zOfjz2RR8+CHhV13VaPvgCD+Cwn3J2JPPqed1jCSHhtah/ZXaMhhaQOa+AvxDfAiJbFq+pcMvvYT4+xNxbUtzUXYsAk4/Hf9hw8h59TW0srLR9iJCzCmhpO8pQLXOsi6GLoJREoZOQebeAmISQpqUTqMiI4PCT5YS/pOZeIW7VgO7oyAidLvxBipSUij87LMm9Yk9JYyS/DJThKiLY5SEocNztKicguyjln9/E8h93SqcGPHzn7emWO2OoPHj8UlMJOflV5o0OzB2CQO4YJNozINJVZ9upL8fsBrwteV4T1V/JyIJWNXqIoBNwDWqavIWG+olc5/1JxZzSuNKoqqoiPx33iFk8mS8e9RZQr3TIh4edJtzPRkP/paSL9cQdPZZDbbv1iMIbz9PMvYU0G90TBtJaWhvuDKTqPFiGgX8Euhhb78ABjWhfxkwXlWHAcOBySIyFngS+IuqJgF5QMeq/GJoczL3FeLhIXRvQpGh/Hffo7qkhIjrrmsDydofIdOm4RUdTc4rjdfz8vAQYhJDTdrwLk6LlYSqPmJ7NkUCp6nqPap6D1Z1ukbdIdSixgnb294UK5vse/bxBcClLZXR0DXI3FdAZK9gvHwaTkanFRXkvv46AWPG4D9kcBtJ177w8PEh4pqrObJ2LaU7dzbaPiYxlJz0EsqPNm7sNnROnLBJ9AJqLweVA32a0lFEPEVkM3AIWAHsBfJVteYbmYo1OzEY6qSqqppDyYXENCE1eOGyZVRmZhJx3bWtL1g7JmzmTMTPj9w33mi0bUxiCCgm2V8Xxgkl8QawXkR+LyK/A9YBrzelo6pWqepwrJnHaGBgXc1OPCAic0Vkg4hsyM7OdkF0Q0cnJ7WYyorqRo3WqkrOa6/hc8opBJ1zThtJ1z7xDAsj9JJLKPx4CZV5eQ22jU6wk/3tM8brrorLSkJVHwOux7If5APXqerjzRwjH1gFjAXCRKTGoB4PpNfR/iVVHaWqo6KiolwR39DBOWa0bkRJHP12M2XbthNxzdWIh3Hqi7jmarSsrNE04r7+XoTHBJK5z8wkuipO/Vo2A+8CHwI5ItKrsQ4iEiUiYfZzf+ACYDvwBTDTbjYbWOSQjIZOSOa+QgLDfAmOaDiILu/f/8YjKIjQadPaSLL2jW/fvgSeeQZ5b72FVlQ02DYmMYSs/QVotQmq64q4rCRE5DYgC8umsAT4xH5sjFjgCxH5DvgGWKGqS4B7gbtFZA/QDWjcDcPQZcncW9DoLKIyO5vC5csJvWwGHoGBDbbtSoRfcw2VWVkUrVjRYLuYxFDKjlSSf+hIG0lmaE+4nCocuAPor6o5zemkqt8BI+o4vg/LPmEwNEhNNPDQ8Q070+W9+y5UVDQpZ1FXIujcc/Hu3Yvc198g5KKL6m0Xk2AH1e0rIDzGKNmuhhPLTSmAsWoZ2pymBNFpRQX5C98hcNw4fBMS2kq0DoF4eBAxaxZHN2+mdPv2etuFxwTgG+Bl7BJdFCeUxD5glYjcb+pJGNqSzH0FeHp5ENWz/iC6opWfU5mVRfisWW0oWcch9JJLEF9f8hYurLeNeAjRfUKMh1MXxQklcRDLHuGDqSdhaEMy9xUS1SsYT6/6v8Z5b76Jd1wcQed2bbfX+vAMDSVkyhQKF39MVXFJve2iE0Otmh0mqK7L4UT5UlNPwtDmVFVUc+hgIUPP71lvm7I9eziyfj3df3UP4tlwNHZXJuzKKyj46CMKP/mE8CuvqLNNTVDdof2F9BwU0cYSGtyJE95NX4jI5yduTghnMNRHdkoR1ZXaYKR1/rvvgrc3oZdd1oaSdTz8hw/Ht39/8ha+XW922GNBdfvNklNXwwnvpl/Veu4HXA6YOamhVWksiK66vJyCjxYRPGECXhHmzrchRISwK68g69H/o3TrVvxPPfWkNr7+XkTEmqC6rogTEdcba21rVPVuYIwDshkM9ZK5r4Dgbn4EhvrWeb5oxQqqCgoI+8nMOs8bjid02jTE379BA3ZMggmq64o4sdwUUWuLFJFJgEk+b2g1VLXRILr8997Du0cPAs84ow0l67h4BgcTOvViCj9ZSlVRUZ1tok1QXZfECe+mjcAG+/Fr4B5MDQhDK1KcV0ZJQXm9SqI8JYUjX68lbOblJk9TMwi74kr06FEKFi+u83zN+21cYbsWTiw3Jahqov2YpKoXquqXTghnMNTFj/aIuo3W+e+9Dx4ehM6Y0ZZidXj8Tx2C76CB5L//fp3nw6NNUF1XxInlJm8RuV1E3rO3W0XE2wnhDIa6yNxbgJePB93ig046p5WVFHzwAUHnnIN3jFn1bC5hMy6jbNt2SnfsOOmceAjRCSaorqvhxFz871jV6J63t5H2MYOhVcjcV0D33iF4ep789S1evZrK7Ox2bbCu1mqqqqvcLUadhEy9GPH2Jv+DD+o8H2OC6rocTrjAnm7Xqa7hcxHZ4sC4BsNJVJZXcTilmOEX1p2NPv/d9/CMinR7YaGUwhQ2Z29me+52duft5tCRQ2Qfyaao4kejcIBXAOF+4UQHRJMYlkjfsL6M6D6C/uH98fRwT/CfV3g4QePHU/jxEqJ/9SvEx+e48zEJoSaorovhhJKoEpFTVHUvgIgkAu3zNsnQ4Tl0oIjqaq3TaF2ZnU3xf/9LtzlzEO+2XfFUVb499C2f7v+UNelrSClKAcDX05e+YX05JewUxsaOJdgnGE+xFEBheSH5ZfmkF6ezPHk575Vbpd1DfEIYGzuWKQlTODv+bHw963bzbS3CLr+Mos8+o2jVKkIuvPC4c9EJIceC6oyS6Bo4oSR+jVUXYh8gQG/gusY6iUhPrDKnMUA18JKqPiMiEcBCrDrZycAVqtpwjUVDl+GY0TrhZKN1wSefQHU1oTMubTN5CsoKeGfnO3y450NSilLw9/JndMxorhl0DaOiR5EQmoCXR+M/M1Ul60gWG7I2sC5jHatTV7P8wHKCvIO4OPFiZg2cRUJo22SxDRw3Dq/u3Sl4/4OTlITPsaA6Y5foKrikJETEAzgKJAH9sZTEDlUta0L3SuAeVd0kIsHARhFZAVwLrFTVeSJyH3AfViEig4HMfQWERPnjH+xz0rmCxYvxGzIE38TE1pejJJMFPyzg/d3vc7TyKKNjRvOLYb/ggl4XEOAd0OzxRISYwBimJk5lauJUKqsrWZ+5niV7l/DB7g9YuHMh58Sfwy3Db2FQt0Gt8IpqyeLpSegll5DzyitUHDqEd/fux52PSQxl76ZDaLUiHtKqshjcj0uGa1WtBp5S1TJV/U5VtzRRQaCqGaq6yX5ehFW6tAdwCbDAbrYAaLvbQkO7RlXJ2l9Yp+tr2e7dlG3bTuj06a0qQ0lFCc9uepapH07l7R1vM7H3RN6f/j6vTHqF6adMb5GCqAsvDy/OjDuTx89+nOUzl3PzsJvZkr2FK5dcyd2r7ia5INmR69RH6GUzoLqawjpiJmISQyg7Uklepgmq6wo44d20XEQuF5EW31KISB+sKnXrgGhVzQBLkQDd6+9p6EoU5ZRypLD8WKW02hQsXgyenoRcXH+FNVdQVT7e+zEXfXAR//j+H0zoNYElly3hsbMeo194v1a5Zg2R/pH8cvgv+fSyT7lp6E18mfYlMxbP4K/f/pXSytJWuaZvQgL+I0aQ/8GHJyX9OxZUZ5L9dQmcUBJ3A+8CZSJSKCJFItLkaBsRCQLeB+5U1Sb1E5G5IrJBRDZkZ2e3TGpDh6PmT+lEo7VWV1Pw8RKCzjoLr27dHL9uRnEGN6+8mQe+fID44HjeuvgtnjznSXoE9XD8Wg0R7BPMrSNuZellS5nSZwovffcSMxbNYH3G+la5XuhlMyjft4/SLcc7K4Z1D8A30MvYJboITkRcB6uqh6r6qGqIvV9//uZa2EF37wP/VtUax+wsEYm1z8cCh+q45kuqOkpVR0VFRbn6EgwdhKx9hVYQXY/j6ywfWb+eysxMQi9xfqlp8d7FXLroUjZmbeS+0ffx+uTXGRI5xPHrNIdI/0geP/txXr7wZTw9PLlh+Q08vfFpKqoqHL1OyJQpiL8/+R9+dNxx8RBiEkJN5HUXwYmI69Pq2E4RkQaN4vby1CvAdlV9utapxcBs+/lsYJGrMho6BzVBdB4nBNEVLFqMR1AQQePHO3atIxVH+O2Xv+XBLx9kQMQAPpj+AbMGznJb/EJdjIkdwztT32Fmv5m8tvU1Zi2d5aitwjMoiOALLqBw2TKqy8uPOxeTGEpeRgmlJc4qJkP7w4nlpueBtcA/7G0t8DawS0QubKDfOOAaYLyIbLa3i4B5wEQR2Q1MtPcNXZyaILoTl5qqjx6l6LPPCJ50IR5+fo5ca3/Bfq765CoW713MTUNv4pVJrxAfHO/I2E4T4B3Aw2c8zDPnP0NGSQY/++RnrE5d7dj4odOnUV1QQPF//3vc8RrngaxkM5vo7DihJJKBEao6UlVHAsOBrcAFwB/r66SqX6qqqOpQVR1ub0tVNUdVJ9jJAieoaq4DMho6OIcO1gTRHb+SWbTyc6qPHCF0+iWOXOfr9K+ZtXQWeaV5vDjxRW4dcWuT4hzczfhe41k4dSHxwfHcuvJWXvrupXqrzDWHwDPOwDMyksLFHx93vHufEESsPFqGzo0TSmKAqv5Qs6Oq27CUxj4HxjYYAMseAXYZzVoULF6EV2wsAaePcvka7+x8h1/+55dEB0Tz1tS3OCOuY9WiiAuKY8GUBUxJmMJfv/0r9395v8t2CvHyIvTiiyhetYqqgh8Vgo+fF93ig4zxugvghJLYKSJ/F5Fz7e15rKUmX8AsWBocIXN/ASGRfgSE/BhEV3n4MCVrviJ06lSX6kaoKk9vfJr/W/t/jOsxjjemvNHmnktO4e/lz7yz53HbiNv4ZN8n3LzyZkoqSlwaM2TadLSigsJlnx13PCYhlKzkQqpNpbpOjRNK4lpgD3AncBewzz5WAZzvwPiGLo6qkrnv5Ep0hUuXQlWVS15NVdVVPLr2UV7b+hpX9r+SZ89/liCfk1OQdyREhLlD5/LomY/yTeY3XLfsOg4fPdzi8fwGD8LnlFNOKkYUc0ooFaVV5Ka7poQM7RsnXGCPqupTqjpDVS9V1T+r6hFVrVbVYieENHRtinJLOVJHJbqCRYvxGzQI3759WzRuRVUF9/3vPt7b9R43nnojD455sF15L7nKjKQZPDv+WZILk7l22bVklWS1aBwRIXTaNI5u3Eh5auqx4zX2IbPk1LkxtR0N7Z6s/ZY9oraSKNu7l9IffmjxLKK8qpw7V93JsuRl3DPyHm4/7XZcSBrQbjkn/hxenPgih48e5vrPriezJLNF44ROmwpA4ZIlx46FRPrjH+xtlEQnxygJQ7snc18BXt4eRNQKoitYVJOG4+Jmj1dRXcGv//trVqeu5qGxD3HtkGsdlLb9MaL7CF644AVySnO4btl1ZBRnNHsM7x49CBg1ioJFi495TYkIMYmhRkl0chxTEiIS2Hgrg6H5ZO4rpHufHyvRaXU1BUs+JnDcmXhFRjZrrMrqSu7/3/18nvI594++nyv6X9EaIrc7hncfzksTXyK/LJ/rPruOQ0dOSmTQKCHTp1G+fz+lW485MxKTGErBoaMcLS5voKehI+NExPWZIrINK4srIjLM9nAyGFymsqKKwylFx8VHHPlmA5XpGc2OjajWah5e8zCfJX/Gr0b9ip8N/JnT4rZrhkYN5aWJL5FXmsdNK26ioKx5M4CQyZMRb+/jDNjHkv2ZFB2dFidmEn8BJgE5AKq6BXBv7UhDpyH7YDHVVXpcfETB4kV4BAYSPKHpaThUlXnr5/Hxvo+5bcRtzB48u/FOnZBTo07l2fHPcqDwADevvJkjFU1P9+0ZEkLQ+edT+MknaIXl3d69dzAeHmKWnDoxjiw3qWrKCYdM+VKDIxyrRGffsVaXllL02XKCL7wQD3//Jo/z6tZXeWvHW8weNJu5Q+e2iqwdhTGxY/jTOX9i6+Gt3LXqrmYF3IVeMp2q3FxKvv4aAC8fTyJ7BpnI606ME0oiRUTOBFREfETkV9hLTwaDq2TtOz6Irvjzz6kuLm6WV9PHez9m/qb5TEmYwt2j7m4tUTsUE3pP4Pdn/J6v0r/it2t+2+QUHkFnn41naKjlOGATkxjKoQOFVFdVt5a4BjfihJL4BXALVlW5VKzcTbc4MK6hi1MTRHf8UtPHeMXEEDB6dJPG+Cr9Kx5e8zCjY0bzh3F/wEOMQ18NM5JmcMdpd7B0/1Ke39I0M6L4+BB80RSKVq6kqtgKg4o5JZTK8mpy0kxQXWfEiWC6w6o6S1WjVbW7ql6tqjlOCGfo2hTnlVFSK4iuMjeX4i+/JHRa09Jw7MrbxV1f3EVCWALzz5+Pj+fJdbG7OnOGzGFG3xm8sOUFPt77ceMdgNBp09HSUoqWrwB+XArMMEtOnRInvJv+KCIhIuItIitF5NI8+10AAB1YSURBVLCIXO2EcIauTcaefABi+1p/QoWfLIXKyibVsc4tzeW2lbcR5B3E3yf8nWCf4FaVtaMiIjw09iFGx4zm4a8eZkPmhkb7+I8YjnevXse8nILCfQkM9THG606KE3PvC+2yo1Oxlpv6Ab92YFxDFyd9TwHefp5062HlUipYvBjfQQPxTUpqsF9FVQV3fXEXOaU5PDP+GaIDo9tC3A6Lt6c3T5/3ND2De3LHF3dwoPBAg+1r0nQcWbeOisxMK6juFBNU11lxQkl4248XAW81tf6DiLwqIodEZGutYxEiskJEdtuP4Q7IZ+igZOzJJzYxFA8PoWzffkq//57QaQ3PIlSVx9Y9xqZDm3jkzEfcXmq0oxDqG8pzE57DQzy44/M7Gs0cGzp9GqgeS9MRkxhKUU4pJQVlbSGuoQ1xQkl8LCI7gFHAShGJAkqb0O+fwOQTjt0HrFTVJGClvW/ogpSWVJCbXkJs3zDAio3Aw4OQiy9qsN+bO97k/d3vc+OpN3JxYvNTdnRlegb35M/n/pn9hfv57ZcNezz59O6N//Dhx9J01NglskxQXafDCcP1fcAZwChVrQBKgEZDYVV1NXDirOMSYIH9fAFwqavyGTomNUsXsX1D0epqChd/TOCZZ+LdvXu9fdZlrONP3/yJ83uez60jbm0rUTsVY2LHcPfIu/nPwf/w8vcvN9g29JLplO3eTdmOHUT1DMbDS8gwS06dDicM1z8HpgGz7OczgYZqWzdEtKpmANiPdf4jiMhcEdkgIhuys7NbeClDeybj/9s7zzCrqnMBv9+ZBgPTgKF3gUG6ZhREQYUoLUFNDGCuEmM3l0QJYiKmIAkWFNHHlpiL5WLixVxvABVJFBAEQYEAUqRKb0ObGRhg6nd/rDVwGM7AzJy2h1nv8+znnL33Oue8Z7dvr7LX2pKNL0Zo2DqZkytWULh373mfjdift5+xC8bSOrk1T/V5yjV1DYKRnUYyuM1gXlr50nnHy04aOBDi4siZOYuYOB8NWya7h+ouQkJxJl3hN/UBxgNVHwWmAqjq66qaqaqZ6enp4fwpR5TYtyWH9JZJxMXHkD1zJr7ERJL69w+YtrC4kEcWPEJ+cT5Trp9CnTjX12QwiAjje48no14Gv174a3bm7gyYLjYtjbrX9iXnow/RoiKatjcP1RUWuA4XLiZCUdz0c7/pXuAyoKoN0g+ISBMA+1r5riod1Z6iwmIO7MilSbtU0w3Hx3NIGjAAX2JiwPTPr3ie1QdXM+HqCbRJaRNh24uT2rG1eeH6F/D5fDw0/yFOFp0MmC5l6FCKDx4ib8lSmrZPo6RYXSuni4xw5MlPAOdvo1g+s4DSntd+AswMiZGjWpG1/RglRUrTdikcmzuXkrw8Um4KXM01Z9sc3vnmHW6/9HYGtB4QYdOLm2Z1mzGpzyS2Zm9l4tKJAdPUve46fMnJ5MyaRZNLUhCfsHdTdoRNHeEkFHUSH4jILDt9CGykAhd3EXkXWAJkiMhuEbkbeBq4QUQ2AzfYeUcNY99Wc5FpfEkKOTNmEtu0CYlXXnFOum+zv+X3X/yeHuk9XJ9MYaJ3s97c3/1+Zm6dyT82/+Oc9b74eJIHDuTYp58SW5JPessk9mw6GgVTR7iIreoHRSRBVfOB5/wWFwE7VHV3OR87jareVs6qwAXPjhrD3k3ZpDWpQ+yJbPIWL6b+ffee0w3HicITjP5sNLVia/Hctc8R54sr59scwfJAtwdYmbWSiV9OpFP9TmTUyzhrfcpNQ8l+7z1yP/mEZu27sHr+LgoLiomLv3jGC6/JBJOTWGJf71HVBXZaXJEA4XCUR3FRCXu3ZNM8I43cDz6EkpJzBhdSVcYvGc/23O1M6jvJPVEdZmJ8MTzd52mS45MZs2AMxwuOn7W+9uWXE9e8ObmzZtG0QyolRcoBVy9x0RBMkIgXkZ8AvUXkB2WnUAk6ahYHtuVSVFBCs4xUcmbMoFb3biS0PbsyevrG6Xy87WNG9RhFzyY9o2Ras2hQuwGT+k5i17FdPLHkibMetBMRUoZ+n7wlS0lPLkAE9rh6iYuGYILEA0AvIBXznIT/9L3g1Rw1kd0bjiACDThI/ubN51RYrzu0jknLJtGnWR/u7np3lCxrJpmNM/n5ZT9nzvY5TN84/ax1KUOHgiqnPv2Y9JZJ7N3sgsTFQpXrJIAmqvqgiKxU1ddDZuSo0ezeeJT0lkmcnD0T4uJIHjTo9LrcglzGLBhD/dr1efKaJ735wFxBHhzPgvxcyD8G+cfNa2EeaImd1LwiEFf7zBRbCxKSoU59SGwACUkgEu1/dBZ3dbmLlVkrmbRsEl0bdKVzg84AxLduTa3u3ciZMYOmP+nL15/tpqigmFhXL1HtCSZIPAb8HZOjcEHCETSF+cUc2JZLt2ubkPPcTJJv+C6xaaaPR1Xlt4t+y4G8A7w16C1Sa6VGXlAV8g7BkW/hyFbzenQ7HNsPx/bBsQNQcCx0vxcTD4n1IakJpLWC1JaQ2spM9dtCamuowLgaocQnPiZePZFhHw5jzIIxTP/edFISTL9Nqbfeyv7f/o702COUFCl7N2fTsnP9iPo5Qk8wQeKwiMwH2ojIrLIrVTWsT107Lj72bsmmpFipl7uFktxcUocNP71u2vppzNs1j7GZY+me3j38MoUnIWs97F8L+9eYKesbyPerkJUYSGkOyU2hURdo912o2wjqNoRaKSYnkJAE8UkQnwi+WEBAfGbSEig6CYWnoPAEFJ2CU7lw4pAJRqWvuXth32r45kMo8RuPOrY2pGdAw0vN1KgLNLscaoe38+TUWqlMvnYyI+eMZNyicbzU7yV84iNl8GCynn6G2l/MICZuADvWHXZB4iIgmCAxBLgcmAZMDo2OoyazY81hYuN8xM97D1q1IrGnGaJ09cHVTFkxhX4t+nFHpztC/8OqkL0Tdn0JO5ea16z1tkgIc5Fv3AW6/Qjqt4N6l0C9tubOPjaCo92VlMDx/XB0BxzeDFkbjOe3n8Hqd8+kq3cJNM+EZpnQ/DvQuDvEBHOqn0vX9K48esWjPPnlk0xdM5V7u92Lr04dkod+n5z3/4+md/6QHWsP02dYSH/WEQWqfOSoagGwVER6q6rrZc8RFKrK9jWHaNoinoJPltFw7FhEhOxT2Tyy4BEa1WnEH675AxKqMvqjO+Db+eYCu3OpKS4CExCaZ0KfMdC4mwkOUSjWCYjPZ3ItyU2h1VVnrztxxOR29iyH3SvM//raVi7HJ5n0rftAmz7mf/mCrysYkTGClVkreXnVy3RN70qvJr1IGz6c7Hf/h/SCHezKSiPn4AlS0gN3p+KoHgTzMN0Lqvow8IaInNPxvCtuclSGI/vyOHb4FO2KtyJxcaT84BZKtITHFz/O4ZOHmTZ4GsnxyVX/gVM5sO1zExi2zjP1CQBJTaHV1dCyF7ToCY06h+QCGnES60Hba80EJneUu8fkirYvMv9987/MuoQUaNsX2g+A9jdCUtWeMxERxl81no1HNvKrhb/ive+9R6OOHandvTuFi9+HZvewY+0Rul3vgkR1Jpg86DT7+tx5UzkcFWD714cASJz/N5IGDSQ2LY1XV73Kwt0Lebzn43Su37nyX3riCGz4ENbPNHfWJUUQV8fcTV95P1zSDxq091wLopAgYupLUppDlx+aZbn7bMBYAFvmwjcfmOVNekAHGzCaXl6pXFNiXCJTrpvCiI9GMHbhWKYOmErqiBGcfOwxkjvCt6sO0u365mH4g45IEUxx0wr7usCORocrdnJUlS0rsqiXeIqEnP3Uv+su5u6Yy2urX+PmdjczPGP4hb+glLxDJjCsmwHbFoIWm9ZAvX5mLoTNr4xsPYKXSG5i6lW6/cjkNA6shU3/NDmMhc/CgmegbmO49PvQ6SZo1btCuaq2qW2Z0HsCYxeO5fnlzzN2yGgOvvACjY6sZvPx7uTl5FMnJSECf9ARDoIpbhLg98AoQACfiBQBL6nqhBD5OWoAR/blcWjXcTL2zadO797sbhTLuNnj6NqgK7/p9ZsL10MczzJ3xetnmDtlLTEVy1c/ZC52TbpfnLmFYBCBxl3N1PcRk+va/Als+ABWToNlf4E66dBxiNmGrftATPn9Yw1sM5BVB1fxzjfv0CGtA33vvJOcl96GK7uzZUUW3fu1iOCfc4SSYIqbHgauBq5Q1W0AItIWeE1ERqvqlFAIOi5+Nn21H0FpsG0hMQ8/wah5o04XYyTElHMHemy/CQzrZsCOxYBC/famwrnTTaY5qAsMFSexHnQfbqb847DlE1g/C77+O6x4yzSrzRgCnW+GNtcGzI2NyRzDtpxtTFgygdf6Pk/an06STDablx1wQaIaI+cb7Py8HxRZCdygqofKLE8H/qWql4XA74JkZmbq8uXLI/FTjjBQXFjC248tos6etVyR8CWP/iCPncd2MvXGqXRN73p24pw9Z3IMO5cCCukdodPNJjA0vNQFhlBTeNJU9K+bAZvmmCfJa6WcCRhtrz8rYBwrOMbIj0dyIO8Ab+wfzM7Ze9nc7lZu/VUmjdoE0fDAEXJEZIWqZl4oXTA5ibiyAQJMvYSIBNVvs4gMBF4EYoD/UlU3rsRFysav9nPyeBEZ2//Fqz/1sTV7Gy/3f/lMgMjeBd/MMhep3V+ZZQ07w3WP2cDQMXryNYG42qbIqeMQKMo3AWP9TNjwEaz+m2kp1XGw2ReX9CMpPolX+r/CHR/fwc/S5/BiSW22leSz8p/bGfhAt2j/G0cVCCZIFFRx3XkRkRjgFcygQ7uBZSIyS1XXV/U7Hd6k4GQRS/++geTcbazrcpC5tU8wqc8zXB1XDxY8ayqg960yiRt3hX6/MbmGBlUd+NARFLEJkDHITEX5psXYuhmw8SPzMF9CMmQMommnm3mr/5+5a96DvNr3KEO+/IytvgHs25JNk3ZR6E7FERTBFDcVA3mBVgG1VLVKuQkRuQoYr6oD7PxjAKr6VKD0rripenIq5yQfPDOPrMMJNN3xPFOGH+Dpuhn03rMWsneYRM2vMHewlw6F+pdEV9hRPkUFplntuhkmsJ/Khvgk9rTpzUNk0XN2DvVixkFiIkNHZ5Le3o3/4QUqWtxU5SARLkTkVmCgqt5j5+8AeqrqqEDpqxokVn32KV/9d9mBUS5cnq0B04j5qJ6ZDZjmgpydRgN8Ss8pc69oGXwF/luVvrsq3wsqpmllysF3WXn1AsaeOELt4tqs8nXiS99lLPRdwWGpV4Hfd3iJGC0iU9fQr/gLvlOylnqSxcspKcQtz6B2wiiK4uoSW5CDoJw5YRxVJaZ4O3e/PaZKn41EnUS4CHTVOetoEpH7gPsAWrZsWaUfqZuWSkzJsgA/XvbA1fPMlU/p96j/v6nQh7UC192qnlx+n6tw/W5Ffss/jZxedjrIiZyeP5OqhILUrRR1q0OPWqP4a6PWZCW0Qm33350qqufwII1ZxA0sApIKD9Hi5AbirtlOzt43qbXnEiipZ0+MQLdBjsrgq338womCxItBYjfg316uObDXP4Edv+J1MDmJqvxIu+6ZtHvrgkHU4XAEjRu2vjrjgV7LzmEZ0F5E2ohIPDACOKcrcofD4XCEH8/lJFS1SERGAf/ENIF9Q1XXRVnL4XA4aiSeCxIAqjobmB1tD4fD4ajpeLG4yeFwOBwewQUJh8PhcJSLCxIOh8PhKBcXJBwOh8NRLp574rqyiMhBwPbjQAPgnE4HPYDzqhzOq3I4r8rhvAytVDX9QomqfZDwR0SWV+Qx80jjvCqH86oczqtyOK/K4YqbHA6Hw1EuLkg4HA6Ho1wutiDxerQFysF5VQ7nVTmcV+VwXpXgoqqTcDgcDkdoudhyEg6Hw+EIIdUqSIhIw2g7BEJE6kTbIRAi0kpEPDlepIhcsOmd4wwi0iraDmURkc4i8utoewRCRNKi7RAIEakfbYfKUi2ChIjUFZHJwGwReV5EBtnlUR2xxHpNAd4Rkdu9ciJbr+eBj4Cm0fbxx29fzhGRiSJytUecXhWRAdF2CYSIXANsE5GB0XaBs/bhh8BwEfHM2LIikigir2COr5+LyGV2eVSvdX7bbJaIPCYivaLpUxk8HyREpAPwHqbH2luA7dhR6TSKFSr2xP0cOAm8AfQBbouWTykicgWwGKgHXKaq66OsdBoRiQVewezLkZihyaI6Io2INAX+AgwDfuzRHE4ycAR40AM3RjcCC4B84HZgA5AbTacy/BKoD/wEqAX8GUBVS6IlJCLfAT6wsw9i9uewaPlUFs8GCTvgEMBh4GFVfUhVd2E28HwRSbDpIvofRCTOvj0KvKqq41T1A2AV5uCMSg7Hzysf2ApMUdVCEekhIq3tBToq+P12I6CN3ZfrgETgm2h5WU4AL2BGQ0wDBorYAbijiIj4/I4jxVyQk4GH7fpoBYstwAh73C8GumADfbScSq8B9jiLA/6mqhtU9VnggM1VR+NaUXoc7Qf+U1XHqOrXQDzw70i6BIPngoSItBeRN4DJItITOKaqm2x2bTzwAGYI5Bki0kxVSyJxcIpIRxF5E3hCRFrZi9xbfhfAPUAriGwOJ4DX18B8YLSIfAa8BEwBJkW6PNTPbYJ12wOcEpG3ReRL4HvAUBGZISJNIuTUXkQeLZ1X1Wzga1U9CbwNDMfux0jj71bmzvcyoA3wM+AeEbnSzkfUybJNVTf73cS9A3S2zhHN2Vu3PwO/EZG2qlqEuVHr6ZfsQWCkiDSPVG7Cz+tx67VHVdeLSIqIvIjJRdxoizgbRcIpGDwVJETkQWAmsAI4APwncJVdnQd8oKrNVfUBYCPwJwj/wWkvrm8CazGj5U0QkWGqWmgPTIAeQERH0AvgNVFEhgBTMSPMz1DVPsATdv3dUXR70hZVDADeAjaoagfgHkzfW7+LgNOPgXnAWBG5zy6LsQECVX0fyAZG+OXMIkIgN84MCrYZWK2q32C25VLMHXw0nHwAqlpg5+NKl0XyTl1ERmOuFeuBhsDTYhppvIgplqtvPXdjAtm9UfKaKCKlAT0Xc062AO4HCjHnpqfx2sh0B4CHVPUTm1X7K6ZsvTQQrPBL+z5wm4jE+l2ow0VH4ISqTrYnwo+B/iKywd65AzQB/g9ARPoDa1X1QBS8bsEE0HtUtRBAVVeJyDFM0V2kCOR2KyYgJAEF1i1fRBYRgYsesBtTVn0SeEVE3lHVEzYnKvZO8wXMifu+vWP/SlU3RsvNrusAjBeRQmA1kMDZ50JEnez+VHtOfo65KXk8wuX+R4CfquqXNqDPBS5X1Xki8j7wGmfK/TdhLsiIiIT5pjKQVwtMDkwxuXxU9aSI/BtoGUaXkOCpnASmcuczEYlX1WIgCxONz0JEMoEngTURCBBgyg8TROQ79kRYjDmBbrY+gmlFlCEiszGVspE4YQJ57QBuKw0Q1q8bcD2wLwJO53Pbg9lmXwCDRWSA3Ze/tOvCiqouBD5X1SXAGmC8XeUrvcCp6nLMvluOufssDPBVkXQD04poDfCgqg4HpgO/iKKT/4V2DbBWIt9aZybwlYgk2GN9C+bmA0yxXGMR+Z2IDMPsx1MQkSKxQF7JZROJSA9MA5ytYfYJHlWN+ATEVzDdXOBav/kGmDL2FcCwMHjFlLM8GRgH/NFv2U3As0AK5k6vBPgMU6nnBa80TPns34GvwuFVBbebgcn2/V2YnOJKYHgknMqk6YK5wHX1/xwwAtiFCbQR217nc8MEMf/1vmg7+S1vi2lB1Dxa28um+zfQ3W/+Ukwu6F/Af3jIq6E97peF+rgP1xT5H4RnMFnBNnZeAqTxYYpvPrInrgA97breYfKaZC9qaeWs/y4mWz3EznewOzrBzo/2mFctOx/yYBqk23I/t8RIO5VJOwGYat/3tMdZs2htrwu4xfitO+eciZJTXLi2VUXd7D7rBMy28z5MUWdIA2kIvATIsO8Hh3O7hXqKZEVTrIiMwdxNxmGKP1C71fxRk/VPwWQRh2NyDv1t/cMXIfZKFJEJ9ne6Y1qSBGIZpn34H0SkBdANU+SUap2neMwr2Xq9F0qvELjtAupatxPlfC6cTv78AbhJRI4DgzEX4pAXe4XAbSB+RcOBzpkoOIXtgdaKuvnVL6QAO2zR0ipMk1yvea0GBth1s0PtFlbCHYWABn7vW2OKjEYCk4HM0igb4HMPYIpwpgN9w+CVbF9jMRevOsDvMZWWLc7zud8C0zBZ76tqipdX3arihLmApAOzMIHsGq9sr3C7edEpBMfXBI9eK8LqFakpfF9sWiW9DCwEHuPscrnmmGKnXwK1Sw/EMp/vANwXBq80zBO2H2NaPzT1W9fRXsx+QJmstL8f4Skm8aSXV92q6uSXJh4Y6KXtFU43LzqF6vgCbgDurilekZ7CUtwkIr0xtfy5wChMZc2PSterabv8FSZn0ccuOysLraqbVDUc/as/DRRjyhV72dfS39yAKdq6Dmhfxkf93oesmKQaeHnVrUpOcLo4oEBV54TYyctuXnQK2s2m+URVp9Ygr4gSrjqJ3ZgIOk7NcwRxnPsY+lxgJ9BFRH4hIsPD5HIaEUmyLk+q6nzgj0CKiDzkl+yvmGxlZxH5qUSg0zevennVLVinsjckF7ubF51C4VYTvaJCCLJk5ba0wGTXXscEgzcxnbsl+62/H/MsxBbgxkhknTDBabTf/LWYOwJ/r8cxfTNtBK6vyV5edfOik5fdvOjkdTevekV6CnYjllsGXboe+5wDprLnL8Czdr4l5sGvMRHa4TH29RpM9xl17HwtTJPc2+x8D+sVliat1cXLq25edPKymxedvO7mVa9oTVUubhKRUcCnIjJBRL4PJpslfv23qOnbaIF9n4cpcjpg53cCHVR1clUdyvF6VERut+/9m8GpLVtdZD2esx6nMOWOh2y6LZj2zKFu0upJL6+6edHJy25edPK6m1e9PEcVomw94L8xXWj0xnQP8L/Yh+P80nUrM98L0zHZLWGK/kmYnXkQE91T/Nb5t7JpiXmGYDtwJzAE+xxGTfLyqpsXnbzs5kUnr7t51curU1U2cAymz5HSZl5tMb16drbzjTFB5HP7viVm0KClwE1h2OGxfl6lT/ZOA57z3+mYZrfvAjPtfH/gEWAJ8MOa4uVVNy86ednNi05ed/Oql9enCm1Yu4Fa+C2r6/fehwkA7e38DcDPynzHkHDscMzdwIvYSm/OlCW2ArZhA5dddivwaNg3qEe9vOrmRScvu3nRyetuXvWqLlNp5AyIiHTFDMTSDJinqucMzykil2I6bRscYF28nul3PmTY8sNXMFnBjzFZwRnAf6lqvk3zNKa88JYAn49R08tsjfDyqpsXnbzs5kUnr7t51atacYEI3ASzUdMwWa3TUZgzWbPrgbft+57YZmCl68MxYXb4F0CSnR+AuUu43S9NPPA1ZtCizkC/murlVTcvOnnZzYtOXnfzqld1ms7buklV9wHTVfUopt5hnF1ezJkOtHoA8SLyLGaYzNLPlp9FCRJVzeVMZRKYsQpWAleJSGObpgBTN7IYM0CR1FQvr7p50cnLbl508rqbV72qExdsAqt2aEfMRjwlIr+wy0vHlu4L9AOOqGpvNU8nRoJ/AD1EpImqHsfcCeRjcj+IyHWYwUaeUtWOqjq3hnt51c2LTl5286KT19286lUtqPBzEjZYTAH+A0BEutlI+yamN9enwqNYLosww3Heaf3+DVwJJNr1u4A+qvq48/K0mxedvOzmRSevu3nVq1pQqYfpVPWfwFERyccMPN5AVWep6q7w6J3XZR+mAmqQiPxIRFpjxp8otuu3qmqW8/K2mxedvOzmRSevu3nVq9pQ0coLTED5I+bhk3sr+rlwT5jBT94ANgCjou3jdS+vunnRyctuXnTyuptXvbw+nbcJbFlEZBCmKWx+pSJRmBGROEw9U1G0Xfzxqhd4082LTqV40c2LTqV41c2rXl6mUkHC4XA4HDWLiI1x7XA4HI7qhwsSDofD4SgXFyQcDofDUS4uSDgcDoejXFyQcDgcDke5uCDhcDgcjnJxQcLhcDgc5eKChMPhcDjK5f8BtN4gGhtxD54AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -569,7 +512,7 @@ "\n", "plt.legend()\n", "plt.ylabel('Diffuse ground irradiance (W/m^2)')\n", - "plt.title('Ground diffuse as a function of tilt')" + "plt.title('Ground diffuse as a function of tilt');" ] }, { @@ -615,22 +558,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Irradiance (W/m^2)')" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Wwr2FrWYros4lAy6hVmt597N3vY4SUjZUeHiFo0go8L6I5InITHdeN1UtAXCv09z56UD9/fiK3HnHEZGZIpIrIrllZWUhjG7ao9mfziY2Mtbz0V6D1SexD1mpWcz+dDat/fin5rChwkMjHAP8na2qxSKSBswRkY2nWLahgVpO+rSr6qPAo+AcTNcyMY2Bqtoq3t/6PlN6TaFTTCev4wTtkv6XcO+ye9m0ZxODkwe3yGP+bvnv2Lj7VP+2wRucPJg7z7yzyeV+/etf89xzz9GrVy+6du1qQ4V7IORbEqpa7F6XAq8DZwI765qR3OtSd/EioFe91TOA4lBnNKbOspJl7K7czYX9LvQ6SrOc3+98oiKimP3pbK+jnLbc3FxeffXVY0OF129isqHCwyekWxIikgBEqOoB9/Z5wK+A2cCNwP3u9ZvuKrOB74nIi8A4YF9ds5Qx4fDu5nfpFNOJiekTvY7SLEmxSUzJmMI7m9/hh2N+2CLnvgjkF38oLFq0iMsuu4z4+HgALrnkkmP32VDh4RPqLYluwCIRKQCWA++o6r9xisN0EfkEmO5OA7wLbAYKgceA74Y4nzHHVFZXMvfzuUzvM71VHBvRmIv6X8Tuyt3k7czzOsppOVW/ig0VHj4hLRKqullVs9zLMFW9z52/S1WnqWqme73bna+qequqDlDVEapqI/eZsPmo6CMOVx9utU1NdSamTyQ+Kp73trzndZTTMnHiRN566y0qKys5ePAg77zzjteR2iU74toY17ub3yU1PpWcbk0OjOlrcVFxTMmYwgdbP6C6tvX+yh47diyXXnopWVlZXHnlleTk5JCUlOR1rHbHioQxwIGjB1i4fSEz+s4gMiLS6zinbUbfGew5socVO1Y0vbCP3XHHHWzatIk33niDTZs2MWbMGObPn09OjlPIu3bteqxPYsqUKbZnUwhYkTAGWFi0kKraKmb0neF1lBZxdvrZdIjq0OqbnGbOnEl2djajR4/mqquuYvRoG6kn3ALe9UFEIoAsoCdQAaxTVTv+37QJH3z+AV3juzIydaTXUVpEXFQcU3pNYe7nc/nZ+J8RHRHtdaRmef75572O0O41uSUhIgNE5FGcPY7uB67B2etojogsFZFvuAXEmFaporqCRdsXMa33NCLa0Ed5Rt8Z7D2ylxUlzWtyao9HbbdFp/s+BvIfcS/wLDBAVWeo6vWq+mVVHQlcCiQBXz+tFMZ4aHHxYiqqK5jWe5rXUVrU2elnkxCdwPtb3w963bi4OHbt2mWFopVTVXbt2kVcXFyzH6PJ5iZVveYU95UCf2j2sxvjA3O3ziUxJpGc7q17r6YTxUbGcnbPs/mo6CNqtTaoraSMjAyKioqwsdFav7i4ODIyMpq9fkB9EiKSCKSq6qcnzB+pqqub/ezGeKyqpor5RfM5t9e5rbbd/lSm9p7K+1vfZ035GrJSswJeLzo6mn79+oUwmWktAumT+CqwEXhVRNaJyNh6dz8VqmDGhMOKHSs4cPQAX+rzJa+jhMSk9ElESiTzt833OopppQLZ/vwpMEZVs4FvAP8QkSvd+xoatdWYVuODzz8gPiqes3qe5XWUkEiKTSKnWw4ffv6h11FMKxVIkYisd+6H5cBU4GcichsNDONtTGuhqszfNp+J6ROJjYz1Ok7ITO09lU/3fcrn+z/3OopphQIpEgdEZEDdhFswpuCcRW5YiHIZE3Ibdm+grKKMczLO8TpKSE3tNRWAD7fZ1oQJXiBF4juc0KykqgeA84GbQxHKmHBYULQAQVrtsOCB6tmxJ4O6DGLe5/O8jmJaoSaLhKoWqGphA/OrVPW50MQyJvQWFC1gRNcRpMSneB0l5Kb2nkp+WT57Kvd4HcW0MgHvOC0iN4UwhzFhVV5RztrytUzKmOR1lLCY0msKtVrLwu0LvY5iWpmAioSI/AJom/sImnZp0fZFKMrkjMleRwmLIclDSIlLYVHRIq+jmFamyYPp3HGbOgHXhT6OMeGxoGgBafFpDEke4nWUsIiQCM5Od46+rqmtaRPDoZvwCGRL4lrg16paG+owxoRDVU0VS4qXMCljEiLt51CfiekT2XdkH2vK13gdxbQigRSJi4F/1t8N1pjWbGXpSg5WHWw3/RF1JvScQIREsGi7NTmZwAWyd9N84Gs4I8Ea0+otKFpAdEQ0Z/Vom0dZNyYpNokRXUdYkTBBCajjWlXXAlc190lEJFJEVonI2+50PxFZJiKfiMhLIhLjzo91pwvd+/s29zmNacyi7YvI6ZZDh+gOXkcJu4npE1m3ax27KnZ5HcW0EgHvAquqxafxPLcDG+pN/w54WFUzgT3ALe78W4A9qnoG8LC7nDEtZsehHWzet5kJPSd4HcUTk9KdJrbFxYs9TmJai2COk+gnIg+JyGsiMrvuEsB6GcBFwOPutADnAq+4izwNXO7evsydxr1/mrSnnkUTckuKlwC02QH9mjIkZQjJccnW5GQCFvA5roE3gCeAt4Bg9nT6A/BjnN1oAVKAvapa7U4XAenu7XRgG4CqVovIPnf58voPKCIzgZkAvXv3DiKKae+WFC8hJS6FgV0Geh3FExESwdk9z2bh9oW2K6wJSDAn9K1U1T+q6oeq+lHd5VQriMjFQKmq5tWf3cCiGsB9X8xQfVRVc1Q1JzU1NeA/wLRvtVrL0pKlTOg5oV3t+nqis9PPZu+Rvazbtc7rKKYVCGZL4hER+SXwPnCkbqaqrjzFOmcDl4rIhUAckIizZdFZRKLcrYkMoK6/owjoBRSJSBTO+bN3B5HRmEZt3L2RPUf2tNumpjp1f//SkqWMTB3pcRrjd8FsSYwAvgXcDzzoXh441Qqq+hNVzVDVvji70c5T1euAD4Evu4vdCLzp3p7tTuPeP0/tTOymhdR11o7vMd7jJN5KjktmUJdBLCtZ5nUU0woEsyVxBdBfVY+2wPPeCbwoIvcCq3D6OnCv/yEihThbEF9rgecyBoClxUsZ2GUgqR2siXJ8j/E8v/F5KqoriI+K9zqO8bFgtiQKgM7NfSJVna+qF7u3N6vqmap6hqp+RVWPuPMr3ekz3Ps3N/f5jKnvcNVhVpaubLe7vp5ofM/xVNVWsWrnKq+jGJ8LZkuiG7BRRFZwfJ/EpS2eypgWlrczj6raqnZ3lHVjRqeNJioiyunIT7fCaRoXTJH4ZchSGBNiS0qWEBMRw+huo72O4gsdojuQlZrF0pKlXkcxPhfIUOHvAf8G/qWqG0MfyZiWt6R4CWO6jSEuKs7rKL4xvsd4/pL/F/ZU7qFLXBev4xifCqRP4kacoTPuFpGVIjJLRC4TkY4hzmZMiyivKKdwbyHjeozzOoqvjO8xHkVZvmO511GMjwUyCuwOVX1KVb8G5ADPAGOA90TkAxH5cahDGnM6cnfkAnBm9zM9TuIvw7sOJyE6wXaFNacUSHNTF1XdA+CeeGiJe/mFiHQFZoQ2ojGnZ/mO5SREJzAkpX2chS5QURFRjO021volzCkF0ty0SUTWichjInKTiBwb9EZVy1X1uRDmM+a0rdixgjHdxhAVEcx+Gu3D+J7j2XZgG9sPbvc6ivGpQJqb0nAOpPsPMAF4TUR2isib1tRk/K70cClb9m+xpqZG1B19bk1OpjGBnnToY7dfYibOcN73AsOAe0IZzpjTVdcpO7b7WI+T+FP/pP4kxyWzYscKr6MYnwqkT2ICzhbEWTiD720GlgLXA6ca3M8Yz63YsYJOMZ0Y1GWQ11F8SUTI6ZZD7s5cVLVdj45rGhZII+0inGLwEPCGqh4ObSRjWs7ykuXkdMux8yacwtjuY3l/6/sUHSyiV6deXscxPhNIc1NP4DfAaODfIrJYRP6fiFwnIv1DG8+Y5is5WELRwSJrampCTrcc4ItdhY2pL9DjJF5T1TtUdTLwJWAjTn/EJ6EOaExz1fVHWKf1qQ3oPIAusV3I3WlFwpwskD6JJJz+iLq+iVFAIc5pTP8T0nTGnIblO5bTObYzmV0yvY7iayJCTvcc25IwDQqkT6IQp6N6MfBrYLmqVoQ0lTGnSVVZsWMFOd1yiJBgRsRvn8Z0G8OcrXPYfnA76R3Tm17BtBtNFglVtTO0mFZn+8HtlBwq4aZhN3kdpVWo67fJ3ZFL+hlWJMwXmvyJJSKPisjwRu5LEJGbReS6lo9mTPPVta9bp3Vgzuh8BkmxSdYvYU4SSHPTX3DGaRoBrAXKgDggE0gEngRsaA7jKyt3riQxJpEBnQd4HaVViJAIxqSNsYPqzEkCaW7KB77qDg2eA/QAKoANqropxPmMaZaVpSsZnTba+iOCMLb7WOZtm0fJwRJ6dOzhdRzjEwH/B6nqQfc81S+o6htWIIxflVeUs3X/VjsLXZByurvHS1iTk6knpD+zRCRORJaLSIE7kuw97vx+IrJMRD4RkZdEJMadH+tOF7r39w1lPtM2rdzpjBZjRSI4A7sMJDEm0YqEOU6ot8WPAOeqahaQDZwvIuOB3wEPq2omzlnvbnGXvwXYo6pnAA+7yxkTlFWlq4iLjGNo8lCvo7QqERLB6G6j7XgJc5ygi4SIJAS6rDoOupPR7kWBc4FX3PlPA5e7ty9zp3HvnyY24pgJUt7OPEamjiQ6MtrrKK3O6LTRfH7gc8oryr2OYnwi4CIhIhNEZD2wwZ3OEpG/BLBepIjkA6XAHOBTYK+qVruLFAF1O2anA9sA3Pv3ASkNPOZMEckVkdyysrJA/wTTDhw8epBNezZZU1MzjUobBUB+ab7HSYxfBLMl8TDOqUp3AahqATC5qZVUtUZVs4EM4EygoXNIqnvd0FaDnjRD9VFVzVHVnNRUO9bPfKGgrIBarT32ZWeCMzRlKLGRsawqXeV1FOMTQTU3qeq2E2bVBLHuXmA+MB7oLCJ1u99mAMXu7SKcc1bg3p8E7A4mo2nf8nbmESmRZKdmex2lVYqJjGFYyjArEuaYYIrENvcERCoiMSJyB27TU2NEJFVEOru343FGkN0AfAh82V3sRuBN9/Zsdxr3/nmqetKWhDGNWVW6isHJg+kQ3cHrKK3W6G6j2bBrA4er7NQxJrgi8V/ArTj9BkU4eyvd2sQ6PYAPRWQ1sAKYo6pvA3cCPxSRQpw+hyfc5Z8AUtz5PwTuCiKfaeeO1hxlTfka6484TaPSRlGt1awtX+t1FOMDgQzLAYCqlgNBjdGkqqtxhhY/cf5mnP6JE+dXAl8J5jmMqbN+13qO1BxhTNoYr6O0almpWQjCqtJVnNnDzsXR3gWzd9PTdU1H7nQXEXkyNLGMCV7ezjwARnWzTuvTkRSbxIDOA6xfwgDBNTeNdDufAVDVPTSwlWCMV1aWrqRvYl+S45K9jtLqjU4bTX5ZPjW1Ae+bYtqoYIpEhIh0qZsQkWSCaK4yJpRqtZZVpasY082amlrCqG6jOFR1iE/22hmK27tgvuQfBBaLSN2R0l8B7mv5SMYEr3BvIQeOHrBO6xYyOs15Hev2FjPtVzCjwD6Ds1vqTpyjp69U1X+EKpgxwag7QtgOomsZPRJ60K1DN1bttH6J9i7Y5qKNOAPyRQGISG9V/bzFUxkTpIKyAlLiUsjomOF1lDZBRBiVNoq80jxUFRtCrf0KZu+m7+NsRcwB3gbeca+N8Vx+ab6z66Z9mbWYUWmjKD1cSsmhEq+jGA8FsyVxOzBIVXeFKowxzbG7cjefH/icqwZe5XWUNqWuf2dV6Sp6duzpcRrjlaCG5cAZldUYXykoLQCw8ZpaWGbnTBKiE+x4iXYumC2JzcB8EXkH52RCAKjqQy2eypggFJQVECVRDE2xkwy1pMiISLJSs1hZutLrKMZDwWxJfI7THxEDdKp3McZT+WX5DEkZQlxUnNdR2pzs1GwK9xRy8OjBphc2bVIwYzfdE8ogxjRHVW0V68rX8eWBX256YRO0rNQsFGVN+RrO6nmW13GMBwIuEiKSCvwYGAYc+8mmqueGIJcxAfl4z8dU1lSSlZrldZQ2aUTqCAShoKzAikQ7FUxz03M4x0n0A+4BtuAM/22MZ+oOostOs07rUOgU04n+Sf0pKCvwOorxSDBFIkVVnwCqVPUjVb0Z5yxzxnimoKyAtA5pdE/o7nWUNisrLYvVZaup1VqvoxgPBFMkqtzrEhG5SERk7oOpAAAf0UlEQVRG4Zx61BjPFJQW2K6vIZaVmsX+o/vZsn+L11GMB4IpEveKSBLwI+AO4HHgByFJZUwASg+XUnyo2PojQqzu9a07HsW0L8EM8Pe2qu5T1bWqOlVVx6jq7FCGM+ZU6trJrT8itPol9aNTTCfrl2inmty7SUR+rKr/JyJ/AvTE+1X1tpAkM6YJBaUFxETEMCR5iNdR2rQIiWBk15FWJNqpQHaB3eBe54YyiDHBKigrYGjKUKIjo72O0uZlpWYxq2AWB44eoFOMHUPbnjRZJFT1Lff66WAfXER6Ac8A3YFa4FFVfcQ9q91LQF+cXWm/qqp7xBnC8xHgQuAwcJOq2pgA5iRHa46ybtc6rhtynddR2oX6B9VN6DnB6zgmjAJpbnqLBpqZ6qjqpadYvRr4kaquFJFOQJ6IzAFuAuaq6v0ichdwF3AncAGQ6V7GAbPca2OOs2H3Bqpqq6zTOkzqH1RnRaJ9CaS56QH3+kqcLYJn3elrcLYCGqWqJUCJe/uAiGwA0oHLgCnuYk8D83GKxGXAM6qqwFIR6SwiPdzHMeaYuoPorEiER6eYTgzoPIDVZau9jmLCLJDmpo8AROTXqjq53l1viciCQJ9IRPoCo4BlQLe6L35VLRGRNHexdJwhyesUufOOKxIiMhOYCdC7d+9AI5g2pKCsgPSO6aR2SPU6SruRlZrFnK1zqNVaIiSYvedNaxbMO50qIv3rJkSkHxDQf6iIdAReBf5bVfefatEG5jW0R9WjqpqjqjmpqfYl0d6oKgWlBYxMHel1lHbFDqprn4I5n8QPcM4nsdmd7gt8u6mVRCQap0A8p6qvubN31jUjiUgPoNSdXwT0qrd6BlAcREbTDuw4tIPSilI70jrM6h9U1z+pfxNLm7YimIPp/o3ToXw7X5zK9L1TrePurfQEsOGEkxPNBm50b98IvFlv/g3iGA/ss/4Ic6K6/fWz0qw/Ipz6JvW1g+raoWC2JMApEoNwhgrPEhFU9ZlTLH828HVgjYjku/N+CtwP/FNEbsE5mdFX3Pvexdn9tRBnF9hvBJnPtAP5ZfnER8UzsMtAr6O0KxESwchUO6iuvQnmfBK/xNkjaSjOl/kFwCKc4yAapKqLaLifAWBaA8srcGugmUz7VFBawLCUYURH2EF04ZaVmsWs7XZQXXsSTMf1l3G+2Heo6jeALCA2JKmMaURldSUbd2+08Zo8Uv+gOtM+BFMkKlS1FqgWkUSczmbrvTJhtW7XOqq12o6P8MjIriOPHVRn2odg+iRyRaQz8BiQBxwElocklTGNqPtyst1fvdExpiMDOg+wItGOBFQk3L2Ufquqe4G/isi/gURVtcMvTVgVlBbQq1MvkuOSvY7SbmWlZvH+1vftoLp2IqB32O1QfqPe9BYrECbcVJXV5autqcljWalZHDh6gM/2feZ1FBMGwfwMWCoiY0OWxJgmFB8qpryi3IqEx+qOT7Emp/YhmCIxFVgiIp+KyGoRWSMitjVhwqbu9JlWJLzVN7EvSbFJViTaiWA6ri8IWQpjArC6fDXxUfFkdsn0Okq7duxMdXbO63Yh0I7rCOAdVR0e4jzGNKruILqoiGAHCjAtLTstm4XbF7LvyD6SYpO8jmNCKNCO61qgQERsXG7jibqD6KypyR/q3gc7qK7tC+YnWQ9gnYgsBw7VzWzizHTGtIj1u9bbQXQ+MqLrCCIkgvzSfCamT/Q6jgmhYIrEPSFLYUwT6s6IZgfR+UOH6A4M7DLQOq/bgYCLRN0Z6ozxQkFZARkdM0iJT/E6inFlpWbx9ua3qamtITIi0us4JkSa7JMQkQMisr+BywEROdVZ5oxpEapKQVmBnT/CZ7JSszhUdYjCvYVeRzEhFMg5rm08YOOpkkMllFWUWX+Ez9SdGbCgrIBByYM8TmNCxQZeMb5X1x9hRcJfMjplkByXbP0SbZwVCeN7BWUFxEXG2UF0PiMiZKVmWZFo46xIGN8rKCtgWFc7E50fZaVmsXX/VvZU7vE6igkRKxLG147UHGHD7g3W1ORTdWcItK2JtsuKhPG1Dbs2UF1rB9H51bCUYURJlBWJNizkRUJEnhSRUhFZW29esojMEZFP3Osu7nwRkT+KSKE70uzoUOcz/mZnovO3uKg4BicPJr803+soJkTCsSXxFHD+CfPuAuaqaiYw150GZ6TZTPcyE5gVhnzGxwrKCkjvmE7X+K5eRzGNyErLcs49XlvtdRQTAiEvEqq6ANh9wuzLgKfd208Dl9eb/4w6lgKdRaRHqDMaf1JVCkoLrKnJ57JTs6moruDjPR97HcWEgFd9Et1UtQTAvU5z56cD2+otV+TOM+3QjkM7KK0otSLhc3XvjzU5tU1+67iWBubpSQuJzBSRXBHJLSsrC0Ms44WVpSsBGN3Nuqb8rHtCd9Li06zzuo3yqkjsrGtGcq9L3flFQK96y2UAxSeurKqPqmqOquakpqaGPKzxxsqdK0mITiCzsx1E52ciQlaaHVTXVnlVJGYDN7q3bwTerDf/Bncvp/HAvrpmKdP+rCxdSXZqto0w2gpkpWax/eB2yivKvY5iWlg4doF9AVgCDBKRIhG5BbgfmC4inwDT3WmAd4HNQCHwGPDdUOcz/rTvyD4K9xZaU1MrceygOjvvdZsT8pMFq+o1jdw1rYFlFbg1tIlMa1DXdDEqbZTHSUwghiQPIToimvyyfKb1Oelf27Rifuu4NgaAvJ15REVEMbzrcK+jmADERMYwLGWY7eHUBlmRML60qnQVQ1OGEh8V73UUE6DR3UazdtdaKqorvI5iWpAVCeM7R2qOsLZ8LaPTrD+iNcnplkN1bbXt5dTGWJEwvrO2fC1VtVVWJFqZUWmjiJRIVuxY4XUU04KsSBjfWVW6CvhijxnTOnSM6cjQlKHk7sj1OoppQVYkjO/k7shlQNIAusR18TqKCVJOtxzWlK+xfok2xIqE8ZWqmipWlq7kzB5neh3FNENO9xyqaquOnZfctH5WJIyvrC5fTUV1BeN6jPM6immG0WmjiZAI65doQ0J+MJ0xwVhWsowIiSCnW47XUZpWfQT2b4d9RbBvOxwuh4o9x1+OHoaaI86y1Ueg5qizbkQkRER9cYmKg7hEiE10r5OgQzJ06gGdukNiT+c6rjNIQ+Ng+kPHmI4MSR5C7k7rl2grrEgYX1lWsowhyUNIik3yOoqjpgp2b4ayTVD+sXPZVQh7t8Gh0pOXl0iI7wLxXdD4LtRGd6AmtjMaEUNtZIxzjUBtNRFaQ4TWEEk1EdWVRBzdj+wvgSP7oXI/VB06+fFjOkJyP0g5A5IHQMoASMmEtCEQ2zH0r0cAxnYfy3MbnqOyupK4qDiv45jTZEXC+MbhqsOsLl/N14d+3ZsAVZWwcx0Ur4TifCheBeWboN4Z1zQxnYrE/uzrPoXdUansJJWi2mS2VHVmc0UCOyqjOXi0hoN7qjm0o5qqmpNGuj+luOgIOsfH0Dkhmq5xtfSN2U9G1D4yovbRM3IvqTU76VKxjfjifCLXzwatcdcUp2B0H+FeRkLP0ZCQ0oIvUGDO7H4mT617irydeZydfnbYn9+0LCsSxjdWlq6kuraa8d3Hh+cJD+2Crf+BrYvh88VOgXALQk18MnuShrE14+t8UpvO6so0lu1PYXOZoCdsQHSMjSK1UyypHWPplRJNp9goOsZFkRAbRcfYKDrERBIVIURECJHyxXVNrXKkuoYj1bXHLhVHq9lXUcXew1Xsrahi+b4k3jvcgV0Hk6k9od50iYNxXQ6Sk1DO8MjP6VP1KSnb8ohZ9/oXC6VkQu9x0Gs89B7vbIGEuLlqbPexxEbGsmj7IisSbYAVCeMbC4oWEBcZF7qRXyv3web5sPkjpziUbQSgNjKO0qQRbOx6DcuP9GHO3p58sicJ9jhfpl07xtA7uQMjByRwcXIH+qR0IKNLB7olxpLaKZYOMaH/N6quqaX0wBFK9lVQvLeSHfsq2bbnMJvLDvFkWVeK9/UFJgPQOaKC6ck7mdJhCyNqN9Jj3dtEr3rWeaCEVOg/BfpPhQFTnb6OFhYXFUdO9xwWbl/IndzZ4o9vwsuKhPEFVWVB0QLG9xjfcu3YqrBzLXwyBwo/gG3LoLaa6qgObE0YydKON/H2vn7kVvaj6lAUiXFRDO6eyPh+nbixeycGd+/EwO6dSIyLbpk8pyEqMoKenePp2TmeMX1Ovv/w0Wo+Kz/E5rJDbNpxgLXFvbm7eBBlB6Yg1NJfSrgoaStTozcxZNM84ta87KyYOtgpGJnToe8kiIppkbyT0idx//L72bZ/G70SezW9gvEtKxLGFz7d+ynbD27nlhG3nN4D1VQ7WwkbZsPGd+CAc86q4rgzmB95GW9UDGVlZSYRFTEMS08ke1BnvtarM6N6daFXcjzi4z2HTqVDTBTDeiYxrGcSl9Q7JXjpgUrWFe9n3fZ95G3dw1Nb93Cg8iiDZRsz4tdz3sH1DFzxJFHLZqGxiUjmeTD4IjjjS85eVs00KX0S93M/C7cv5NrEa1vgLzResSJhfGF+0XwAJqdPDn7l6qPw2Uew/k1007vI4V1USSxLI0czu+oSPqrJ4rCmcma/ZKb3T+Gn/ZIZ2iORmKi2f5hQWqc40gbFMXVQGgC1tUph2UFyt+whd+sEvr1lN6WH9zExYg2XR+QzdcMcOq59BY2MQfqdA8OugCEXQ1xwe5v1TuxN38S+zPt8HtcOsSLRmlmRML7w/pb3GZ4ynG4J3QJfqXQD5D1NbcGLRFTuoUI6MLdmFG9Xj2VZZDYjeqVzVv8UrhuQwvCeiURFtv2i0JSICGFgt04M7NaJa8f1BuDzXYdZVDiGfxWW8YtPShlwZD3nReZx6eZcuhfOofbtHyADZyAjvgKZ50F0YM2BM/rO4NHVj1J2uIzUDnYu+tbKioTx3Oa9m9mwewN3jg2gk/PoIVj3OkeW/53YklyqiOK9mhxerzmbzxLPZOKQDK4enMYf+qcQF23nxg5E75QOXJvSm2vH9aamVlm7/SwWfnIp/7V+J2zP47LI/3DphgWkbJhNdXRHIoZeRsSYG6DXuFPuKXVBvwv42+q/8f7W97luyHVh/ItMSxLnjKGtV05Ojubm2tGdrdkfV/6RJ9Y+wdyvzKVrfNeGFyrOp3L5U0SsfZmY6oN8WtuDF2rO5ZMeF3P2yEFMHZTGGWkdW22fgl+VHqhk7oZS5q0rpnrzR1yoi7gwajkJVHI4KZO4cTcRkXVNo8djXDX7KuIi43juoufCnNw0RUTyVLXJoQ2sSBhPHa05yvRXpjO863D+PO3Px99ZuZ8j+f/k8JIn6bJvHZUazbu141jU6UIG5JzHpdnp9Eru4E3wdujw0WoWfFzOnIJPid/0Jlcxl1ERhVRLNAf6nk/nid9E+k2GiC+a9f6x/h/834r/4/kLn2dE6ggP05sTBVokrLnJeOrtzW+zu3I31w+53pmhStXW5ZR+9Chdt7xNrFayubYXT8V8E7Ku5vycwVzRvZNtMXigQ0wU5w/vzvnDu3P46DjmbijlzRWL6Lf1VS7bPA/57C32xPWiZtSNdJ34DUjoypWZVzIrfxZPrXuKB6c86PWfYJrBl1sSInI+8AgQCTyuqvc3tqxtSbReB48e5JI3LqFnQk+eOedPbPvo78SteZbulZs5rLG8J2ezM/NqxkyYzpg+yUREWGHwo30VVcxZvZWyZS+RU/4mYyM2UUUUW9Om0WXyTJ49spbH1z7BMxc8w6i0UV7HNa5W29wkIpHAx8B0oAhYAVyjqusbWt6KROu0/+h+7pj73ywtzeVX+9O5YNcKYqlirfZnfffL6T7xes4a2o9o2yOpVSndX8mixQuJLniGyYc/IEkOUxidwbcyOhIZ24G/nvcoZyRneh3T0LqLxFnA3ao6w53+CYCq/rah5ZtbJDZszuO7H95w3LxAXomGljlpXgM/eE9cpsWeK9D1pOllmvP8DT+ONLlMlThL/XzXbqbuj6Qg6VwiRl/PmROmhmWYCxN6W0rK+Hjes6R/+gIStZmZ3dPYFxlJcnUtwhefEts+bL6+NR15cuayZq3bmvsk0oFt9aaLgOPOQCMiM4GZAL17927Wk3SMT2RITUN7ZBz/kT2+6dudOPFbT+ruOfXHXU55f1OPICfckobuQtx4Jy4daJ6GU8hJs+omtdG/Shqecl/QSBVGRfZjwJkziM85l3Pj4xvNaVqnvj1S6XvdD1D9bwrX5fG/6/7Fkv1LKeOgM2QKoAH9XDGN6RabHvLn8OOWxFeAGar6TXf668CZqvr9hpa35iZjjAleoFsSfmzwLQLqjwiWARR7lMUYY9o1PxaJFUCmiPQTkRjga8BsjzMZY0y75Ls+CVWtFpHvAe/h7AL7pKqu8ziWMca0S74rEgCq+i7wrtc5jDGmvfNjc5MxxhifsCJhjDGmUVYkjDHGNMp3x0kES0TKgK3uZFeg3MM4jbFcwbFcwbFcwbFcjj6q2uTZoFp9kahPRHIDOTgk3CxXcCxXcCxXcCxXcKy5yRhjTKOsSBhjjGlUWysSj3odoBGWKziWKziWKziWKwhtqk/CGGNMy2prWxLGGGNakBUJY4wxjWpVRUJE0rzO0BARSfA6Q0NEpI+IdPY6R0NEpMn9s80XRKSP1xlOJCLDROQur3M0RES6eJ2hISLS0JnOfK1VFAkR6SgiDwLvishDInKBO9/TMx+6uR4GnhWR6/3yj+zmegh4B+jpdZ766r2X/xaR+0TkbJ9k+ouIzPA6S0NEZCLwmYic73UWOO49fBu4WkQGeJ2pjoh0EJE/43y+vi8io9z5nn7X1XvNZovIT0RkvJd5guH7IiEiA4F/4oxYewWwBffUpephr7v7j7sQqACeBCYB13iVp46IjAX+AyQDo1R1vceRjhGRKODPOO/lDThnWp3mcaaewGPAV4FrfbqFkwjsBr7jgx9G5wEfAUeA64GNwH4vM53gh0AKcCMQB/wNQFVrvQokImOAt9zJ7+C8n1/1Kk+wfFsk3BMOAewC/ltVb1fVbTgv8IciEusuF9a/QUSi3Zt7gL+o6k9V9S0gH+fD6ckWTr1cR4BPgYdVtUpEskWkr/sF7Yl6z90N6Oe+l+uADsAGr3K5DgN/wDkbYhfgfBGJ9DaS87mu9zlSnC/kROC/3fu9KhaFwNfcz/1/gOG4hd6rTHXfAe7nLBp4XlU3qurvgZ3uVrUX3xV1n6MdwK2q+iNVXQ3EACvDmeV0+K5IiEimiDwJPCgi44ADqvqxu7l2N/BfwFDgDRFJV9XacHw4RWSwiPwduEdE+rhfck/V+wLcDvSB8G7hNJBrNfAh8AMRmQ/8CXgY+L9wt4fWy/YrN9t2oFJEnhaRZcDFwKUi8oaI9AhTpkwR+XHdtKruBVaragXwNHA17vsYbvWznfDLdxTQD/gu8E0ROdOdDmsm12eq+km9H3HPAsPczGHdsnez/Q34XxHpr6rVOD/UxtVb7DvADSKSEa6tiXq5fubm2q6q60UkSUQewdmKOM9t4uwWjkynw1dFQkS+A7wJ5AE7gVuBs9y7DwFvqWqGqv4XsAn4K4T+w+l+uf4dWItztrxfichXVbXK/WACZANhPYNeA7nuE5GLgCcAAd5Q1UnAPe79t3iY7TduU8UM4Clgo6oOBL6JM0DjL8KQ6VpgHvA/IjLTnRfpFghU9VVgL/C1eltmYdFQNr44KdgnQIGqbsB5LZfi/IL3IlMEgKoedaej6+aF85e6iPwA57tiPZAG3C/OThqP4DTLpbg5i3AK2bc8ynWfiNQV9P04/5O9gG8DVTj/m77mtzPT7QRuV9U57qbaczht63WFIK/esq8C14hIVL0v6lAZDBxW1Qfdf4RrgWkistH95Q7QA3gNQESmAWtVdacHua7AKaDfVNUqAFXNF5EDOE134dJQti/jFIROwFE32xERWUQYvvSAIpy26grgzyLyrKoedrdExf2l+Qecf9xX3V/sy1V1k1fZ3PsGAneLSBVQAMRy/P9CWDO576e6/5MLcX6U/CzM7f67gW+o6jK3oM8FRqvqPBF5FZjFF+3+H+N8ISMiEuIflQ3l6oWzBaY4W/moaoWIrAR6hzBLi/DVlgRO5858EYlR1RqgFKcaH0dEcoDfAGvCUCDAaT+MFZEx7j/Cf3D+gS538wjOXkSDRORdnE7ZcPzDNJRrK3BNXYFw840EpgIlYch0qmzbcV6zxcCFIjLDfS9/6N4XUqq6AFioqkuANcDd7l0RdV9wqpqL897l4vz6rGrgocKZDZy9iNYA31HVq4GXgNs8zFT/i3YNsFbCv7fOm8ByEYl1P+uFOD8+wGmW6y4ivxCRr+K8j5UQliaxhnIlnriQiGTj7IDzaYjznD5VDfsFiAlwubnAOfWmu+K0secBXw1BrshG5icCPwXurTfvMuD3QBLOL71aYD5Op54fcnXBaZ99GVgeilzNyHY58KB7+2acLcVVwNXhyHTCMsNxvuBG1F8P+BqwDafQhu31OlU2nCJW//4IrzPVm98fZw+iDK9eL3e5lUBWvekhOFtB7wPX+ShXmvu5X9HSn/tQXcL/hPA7nE3Bfu60NLBMBE7zzTvuP64A49z7JoQo1/+5X2pdGrn/Szib1Re50wPdNzrWnf6Bz3LFudMtXkxPM1tuvWwdwp3phGV/BTzh3h7nfs7SvXq9msgWWe++k/5nPMoUHarXKtBs7ns2FHjXnY7Aaeps0ULaArkEGOTevjCUr1tLX8LZ0RQlIj/C+TUZjdP8gbqvWn3qbPon4WwiXo2z5TDN7X9Y3MK5OojIr9znycLZk6QhK3D2D/+1iPQCRuI0OXV2Mz/ss1yJbq5/tmSuFsi2DejoZjvcyHqhzFTfr4HLROQgcCHOF3GLN3u1QLbzqdc03ND/jAeZQnZAa6DZ6vUvJAFb3aalfJxdcv2WqwCY4d73bktnC6lQVyGga73bfXGajG4AHgRy6qpsA+v9F04TzkvA5BDkSnSvo3C+vBKAX+J0WvY6xXo/B/6Bs+l9VnvJ5ddszcmE8wWSCszGKWQT/fJ6hTqbHzO1wOfrVz79rghprnBdQvfAzl5J/w9YAPyE49vlMnCanX4IxNd9EE9YfyAwMwS5uuAcYfsvnL0feta7b7D7ZXYlJ2xK189HaJpJfJnLr9mam6neMjHA+X56vUKZzY+ZWurzBUwHbmkvucJ9CUlzk4hMwOnl3w98D6ez5it196uz7/JynC2LSe684zahVfVjVQ3FSTjuB2pw2hXHu9d1z7kRp2lrCpB5Qh6td7vFmklaQS6/ZmtWJjjWHHBUVf/dwpn8nM2PmU47m7vMHFV9oh3lCqtQ9UkU4VTQn6pzHEE0Jx+GPhf4HBguIreJyNUhynKMiHRys/xGVT8E7gWSROT2eos9h7NZOUxEviFhGPTNr7n8mu10M534g6StZ/NjppbI1h5zeaIFNska3dMCZ3PtUZxi8Hecwd0S693/bZxjIQqB88Kx6YRTnH5Qb/ocnF8E9XP9DGdspk3A1Pacy6/Z/JjJz9n8mMnv2fyaK9yX030RG22Drrsf9zgHnM6ex4Dfu9O9cQ78+lGY3vBI93oizvAZCe50HM4uude409lurpDs0tpacvk1mx8z+TmbHzP5PZtfc3l1aXZzk4h8D/hARH4lIpeAs5kl9cZvUWdso4/c24dwmpx2utOfAwNV9cHmZmgk149F5Hr3dv3d4NRtW13k5njAzVGJ0+5Y7i5XiLM/c0vv0urLXH7N5sdMfs7mx0x+z+bXXL7TjCqbDDyDM4TGBJzhAV7BPTiu3nIjT5gejzMw2RUhqv6dcN7MMpzqnlTvvvp72fTGOYZgC3ATcBHucRjtKZdfs/kxk5+z+TGT37P5NZdfL815gSNxxhyp282rP86onsPc6e44RWShe7s3zkmDlgKXheANj6qXq+7I3n8AD9R/03F2u30BeNOdngbcASwBrmovufyazY+Z/JzNj5n8ns2vufx+CeiFdV+gXvXmdax3OwKnAGS609OB757wGBeF4g3H+TXwCG6nN1+0JfYBPsMtXO68LwM/DvkL6tNcfs3mx0x+zubHTH7P5tdcreVSVzkbJCIjcE7Ekg7MU9WTTs8pIkNwBm27sIH7YvSLcedbjNt++GecTcF/4WwKvgE8rqpH3GXux2kvvKKB9SPVGWW2XeTyazY/ZvJzNj9m8ns2v+ZqVZqowD1wXtQuOJtax6owX2yaTQWedm+Pw90NrO7+UFxw3vDFQCd3egbOr4Tr6y0TA6zGOWnRMODc9prLr9n8mMnP2fyYye/Z/JqrNV1OuXeTqpYAL6nqHpx+h5+682v4YgCtbCBGRH6Pc5rMunUb30Q5Taq6ny86k8A5V8Eq4CwR6e4ucxSnb+Q/OCcokvaay6/Z/JjJz9n8mMnv2fyaqzVpchdYdU/tiPMiVorIbe78unNLTwbOBXar6gR1jk4Mh9eBbBHpoaoHcX4JHMHZ+kFEpuCcbOS3qjpYVee281x+zebHTH7O5sdMfs/m11ytQsDHSbjF4mHgOgARGelW2r/jjOb629BEbNQinNNx3uTmWwmcCXRw798GTFLVn1kuX2fzYyY/Z/NjJr9n82uuViGog+lU9T1gj4gcwTnxeFdVna2q20IT75RZSnA6oC4Qka+ISF+c80/UuPd/qqqllsvf2fyYyc/Z/JjJ79n8mqvVCLTzAqeg3Itz8Mm3Al0v1Beck588CWwEvud1Hr/n8ms2P2byczY/ZvJ7Nr/m8vvllLvAnkhELsDZFfZIUJUoxEQkGqefqdrrLPX5NRf4M5sfM9XxYzY/Zqrj12x+zeVnQRUJY4wx7UvYznFtjDGm9bEiYYwxplFWJIwxxjTKioQxxphGWZEwxhjTKCsSxhhjGmVFwhhjTKP+PyPAEFQydUa2AAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -640,7 +575,7 @@ "irrad_data['dhi'].plot()\n", "irrad_data['ghi'].plot()\n", "plt.legend()\n", - "plt.ylabel('Irradiance (W/m^2)')" + "plt.ylabel('Irradiance (W/m^2)');" ] }, { @@ -657,22 +592,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Irradiance (W/m^2)')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -681,7 +608,7 @@ "sky_diffuse.plot(label='isotropic diffuse')\n", "irrad_data['dhi'].plot()\n", "plt.legend()\n", - "plt.ylabel('Irradiance (W/m^2)')" + "plt.ylabel('Irradiance (W/m^2)');" ] }, { @@ -698,22 +625,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Irradiance (W/m^2)')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -727,7 +646,7 @@ "irrad_data['dhi'].plot()\n", "#irrad_data['ghi'].plot()\n", "plt.legend()\n", - "plt.ylabel('Irradiance (W/m^2)')" + "plt.ylabel('Irradiance (W/m^2)');" ] }, { @@ -737,22 +656,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Irradiance (W/m^2)')" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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EFovIMRE5KiJDRMRLRNaISILxuekmrNS0+kjdaehCGfhwy076AP1ng40dxH9i6Ui0NsDcffz/BFYppXoBkcBR4DlgnVIqFFhnfK1pzW/nR+DoARHXD9Nrcdp1gl6TYd+XhusSmtYIZkv8IuIOjAD+C6CUKlJKXQSmAQuNmy0EmqHYuaZdIy/LMJdu9N3g6GbpaEwT8xDkX2izQzu15mPOFn8IkAksEJG9IvKxiLgCvkqpDADjc0czxqBp1TvwreGGreh76962pQgeAR26w67/WjoSrZUzZ+K3A/oB/1ZKRQN51KNbR0TmiEi8iMRnZmaaK0bNGikFe78A/34tcwhnTUSg/wOGuQLOHbV0NForZs7EnwakKaV2GF8vxvCH4KyI+AEYn6sdTKuUmq+UilFKxfj4+JgxTM3qpO+Fc4chuunuxGw2EXeA2ML+ry0didaKmS3xK6XOAKki0tO4aAxwBFgGzDYumw0sNVcMmlatvV+AnZPhTtjWxs0HQscau6raVq3+8oJso0aNorrh2/Hx8Tz99NMWiKztMfcNXE8BX4qIA5AIPIDhj823IvIQkALcZuYYNO2q4nw4tBh6TwVnT0tH0zCRs+DEKkiKg24tt/RvU4uJiSEmxoLzJLQhZh3OqZTaZ+yuiVBK3aKUuqCUylZKjVFKhRqfa7/XWtOa0olVUHAJou6ydCQN12OiYSL4/fUvIdDSvPrqq/Ts2ZObbrqJ48ePVyz/7rvvGDhwID169GDTJkOpisZM0KJVpUs2aNbl0BJw823dpQ/snSBsBhz4xjBHsGO7Rh/yjZ1vcOx809Z+7+XVi2cHPlvj+t27d/P111+zd+9eSkpK6NevH/379wegpKSEnTt38vPPP/Pyyy+zdq2ef7gp6SJtmvUouAwnVkPYdLCpuUZLqxB5JxRfgaPLLR1Jg23atInp06fj4uKCu7t7xYxWADNmzACgf//+FROvaE1Ht/g163H8Z8PUiq3xou61ugwEjy5w+AeIurPRh6utZW5OdZVWtrW1paSkpDlDsgq6xa9Zj4OLwSMQAgZYOpLGEzFMCn9yPeRftHQ0DTJixAh++OEH8vPzycnJ4aeffrJ0SFZDJ37NOuRlQ+IGCJ/R8guymSpshuHu4+M/WzqSBunXrx933HEHUVFR3Hrrrdxwww2WDslq6LLMmnWIXwDLn4FHNoFfhKWjaRpKwTsR0LEX3P1dvXfXZZnblhZTllnTWozD3xvq3HTqa+lImo4IhJV391ywdDRaK6ITv9b2XTkPyVsMfeJtpZunXNh0KCuBYyssHYnWipic+EWkvYiEiUiIiOg/GFrrkbAaVKmhnn1b498PPAPhsC7VrJmu1uGcIuIBPAHcCThgKLPsBPiKyHbgX0qpDWaPUtMa49hyaOcPftGWjqTpiUCvKbDrYyjMrffcAkqpGodUaq1Hfa/V1tVyXwykAjcopXoqpYYbSzB0AeYB04w1dzStZSrOh1/XQa9JYNNGP6j2nASlRYa+/npwcnIiOzu73klDa1mUUmRnZ+Pk5GTyPrW2+JVSY2tZtxvYbXp4mmYBibGGO1zbYjdPucAh4ORpGNbZZ2rd2xsFBASQlpaGnu+i9XNyciIgIMDk7U26c1dE7JVSxdcs81ZKZdUzPk1rXseWG+bV7Trc0pGYj60d9BgPJ36B0hLDaxPY29sTHBxs5uC0lqjWz74iMlpE0oB0EVktIkGVVq82Z2Ca1mhlpXB8JfQYB3YOlo7GvHpOgvzzkLqj7m01q1dXp+ffgPFKKR9gPrBGRAYb1+krQlrLlroDrmS37W6ect3HgK1Dq72LV2tedX0mdFBKHQZQSi0WkaPA9yLyHKCvCGkt2/GfwcYeut/ULKfLK87jdO5psvKzQIGLvQsB7QLo4NTB/CNnHNsZSk0f/xnG/bXt3a+gNam6En+xiHQyTqOIUuqwiIwBlgPd6jq4iCQDOUApUKKUihERL+AbIAhIBm5XSunbDrWml7AGug5tknr1NUm+lMyyk8vYfHozx84fQ1XTHvJ18WWQ3yAmBU9isN9gbM1VErrnRFjxB8g6AT49695es1p1Jf7nAF/gTPkCpVSaiIwEnjTxHKOvuQj8HLBOKTXP+MnhOcAyNWG1tutiKmQeg+h7zXL4A5kH+GDfB2xN34qN2NDftz+PRj5KN89ueDt7YyM25BTlkHI5hX2Z+4hNjWXZyWV0duvMIxGPcHO3m7GzaeKq6D0mGBJ/wmqd+LVambVIm7HFH1M58YvIcWCUUipDRPyAWKVUrT+lukibVm/xn8Dy38ETO5s0CZ4vOM+8nfNYmbSS9o7tuS/sPqZ1m4aPi0+t+xWVFrEhdQMLDi3gcPZhQjxCeHnoy0R1jGqy2AD4YDC084X7ljbtcbVWqVFF2kSkxvH8dVDAahHZLSJzjMt8lVIZAMbnjg08tqbVLGGtofa+d48mO2RcWhy3/HgLa06t4dHIR1l16yp+0/c3dSZ9AAdbB8YHjWfR5EW8M/odrpRc4b6V9/H3+L9TUtaEE410HwOnthru4tW0GtSZ+EVkNvCHBh5/mFKqHzAReEJETJ7oVETmiEi8iMTrG0y0eikphKSNEHpTk1zkLFNlfLj/Q55c9yS+rr58O+Vbnoh6Ahd7l3ofS0QYEziGH6f9yK09bmXB4QXMWTOH7PzsRscJQOhYw128yZub5nham1TXOP7/Ae4HZjTk4EqpdOPzOeAHYCBw1tjFg/H5XA37zjeWh4jx8am7RaVpFVK2QVEudG/oB9WrisuKeX7T83yw7wMmh0zm84mfE9o+tNHHdbV35cUhL/LXYX/lQOYB7l15L6dzTzf6uAQOAXsX+HVN44+ltVl1tfhfBB5SSl2p74FFxFVE2pV/DYwDDgHLgNnGzWYDujNSa1oJawxj2oNN/oBZrcLSQv4Q+wd+TvqZp6Of5rXhr+FkZ3o9FFNM6z6N/47/LxcLL3LfyvtIvJjYuAPaORq+74Q1holaNK0adSX+B4DFIuLdgGP7AptFZD+wE1ihlFqFobjbWBFJAMYaX2ta0/l1raHlW89KlZUVlxXz+9jfsyF1A88PfJ6HIx4221j8SJ9IFoxfQGlZKQ/+8iCpl1Mbd8DuN8HFU5B9smkC1NqcWhO/Uuor4I9AvYt9K6USlVKRxkeYUupV4/JspdQYpVSo8fl8w0LXtGqUD+MMbXg3j1KKl7a+RFxaHP876H+5q/ddTRhg9Xp69eST8Z9QokqYs2YOmVcacV2r/Ia1X9c2TXBam1PnxV2l1Hrg0WaIRdMar7xvuxH9++/ufZdlJ5fxeOTj3NHrjiYKrG4hniH8a8y/yC7I5vF1j3OluN49rAZewYZpJnU/v1YDk4ZzKqUOmTsQTWsSibHg3rnBY/dXJa3i44Mfc2vorTwa2fztnQifCN4e+TYnLpzgz1v+3PBa+d1vMozsKS5o2gC1NsHUcfyeIvK0iPxdRN4tf5g7OE2rl7IySIqD4JENGsZ5/Pxx/rL1L0R3jOaFQS9YbGaqGwJu4Jl+z7D61Go+Pvhxww4SMhpKCnS1Tq1apk5J9DOG2joHMUy+oidh0VqeMwcg/wKEjKr3rjlFOfwu9ne42bvx9si3sbe1b/Lw6uP+sPuZGDyR9/a+x64zu+p/gK5DQWwN9zNo2jVMTfxOSqnfK6UWKKUWlj/MGpmm1VdirOG5AcM4X9/xOum56bw96m2T7sQ1NxHhpSEvEegeyPObnudS4aX6HcDJHQJirr4nmlaJqYn/cxF5WET8RMSr/GHWyDStvpI2gk8vcPer126rklbxU+JPzImYQ3THhk/InldYwqHTl9h6MouNJzLZl3qR9Iv5De6nd7F34Y0Rb5BdkM1LW1+q/3GCR0L6Xsi/2KDza22XqeUBi4A3gRe4WodfASHmCErT6q2kEE5tg3731Wu3M3lneGX7K0R4RzAnYk7dO1RSWqaIS8hk7ZGzbErIIuV89aNwvFwd6BfoybiwTozr44uni+mzgYV1COPp6Kf5++6/s+zkMqZ1n2Z6gCEjIe5vcGqLdUxGo5nM1MT/e6C7nmNXa7FSd0JJfr3695VS/HX7XykpK+H1G143uUxyflEpn29PZuHWU5y+mI+Lgy1Du3lze0wA3Xzc8HCxx8HWhkv5xaRfzOdA2iW2nsxm7dFz/NnOhpn9A3j4hhCCvF1NOt/ssNlsSN3A33b9jWGdh+HtbOL9lAEDDOUbEmN14teqMDXxHwYaOKhY05pB0kYQGwgaZvIua06tYWPaRv4Y80cC3QPr3F4pxZI9p3nzl2OcvVzI4BAvXpjcmzG9O+JoV/vkKkopDp6+xKKdKXy3O41vdqUye2gQT48JxcO59gvJNmLDS0NfYuaymby+43XeHvW2ad+gnaPhDuZEfYFXq8rUxF8K7BORDUBh+UKl1NNmiUrT6isxFjr3BycPkza/XHSZ13e+Tm+v3tzd++46t0+/mM9z3x8k7kQmUV08eXdWNINCOpgcnogQEeBJRIAnvxvbg3+sOcEnW5JYfiCdt2+LYnho7a34EI8QHo18lPf2vsf6lPXcGHijaScOGQVr/gyXM+p97UNru0y9uPsj8CqwFT2cU2tpCi7B6T316ub55+5/cr7gPC8OfbHOLp7Y4+eY8E4cu5LO8/LUML5/bGi9kv61OrZz4vUZESx9Yhhujnbc898dvPbzUUrLar94+0D4A4S2D2Xeznnkl+SbdrKQkYZnPaxTq6SusszzRWQ68H3lYZx6OKfWoiRvAVVqGMVigiPZR/juxHfc1esuwjqE1bidUooPN57kgU934e/pzMrf3sDsoUHY2DTNjV0RAZ4sf+oG7h4UyPy4RB5auIucguIat7e3sed/Bv4PGXkZfHroU9NO4tsXnL10d49WRV0t/k+ASOBnEVknIs+KSGQzxKVppkvaCHbO0GVgnZsqpXhz15t4OnryeNTjNW5XVqZ4ZfkR5q08xqS+fnz/+FCTL8bWh7ODLa9O78ur08PZnJDFzH9v41xOzWUWYjrFMD5oPJ8c+oSM3Iy6T2BjY7ivIWmjLtOsVairOud2pdRLSqkbgNuBFOAPIrJXRD4RkdubJUpNq03iRug6xHAxsw7rU9YTfzaeJ6KeoJ1Du2q3KSkt409LDrBgSzIPDgvmvVnRuDg08cTo17h7UFc+fWAgqReuMOuj7Zy5VHPy/0N/w4R4b+828SJvyEi4fBqyf22KULU2wNQ+/vJyyouUUvcppaKBD4DGT0WkaY2RlwWZRyFoeJ2bFpUW8Vb8W3T37M6tPW6tdhulFM9/f5DFu9N45qZQ/jyld5N17dRleKg3nz04kHM5hdz+0TbOXa4++fu5+fFg3wf5JfkX9p7bW/eBg4x3MuvpGDWjuvr4s0VkhYi8ICKjRKRiklGl1O7yGvuaZjGnthieu9ad+BcdW0RabhpzY+bWeEF33spjfLc7jafHhPLMTT2avVBbTJAXnz80kKzcQmYv2MXlGvr87w+7Hx9nH97Z/U7dd/R26AZuvlffK83q1dXiDwb+CdgD/wOkisguEfmnqd08ImJr7BpabnztJSJrRCTB+Ny+Ud+BZt2Stxj69/1rL7WQU5TD/APzGdZ5GEM7D612m//EJfJRXCL3DenK726y3IfZ6MD2fHhPfxLO5jDns3gKS0qv28bZzplHIh5hz7k9bDq9qfYDikDXYcaL4LqfX6u7j/+yUmq1sZ9/HBAILAQmA4tMPMdvgaOVXj8HrFNKhQLrjK81rWFObTFc1LWrvQzCF0e+4HLRZZ6Kfqra9RuOneO1lUeZ1LcTL90cZrGSzOVG9PDhrdsi2Z54nhd+OFRtq35Gjxl0adeFd/e8S5kqq/2AQcMgJx0uJJkpYq01qaurx19EZhrr8G8CVgHdgf/FhDo9IhKA4Y9E5aLi0zD88cD4fEtDAtc0rpyHs4fr7N+/VHiJz458xpjAMdUO3zyZmcvTX++ldyd33rotstn69OtyS3Rnnh4TyuLdaXy+/dR16+1t7Hky6kmOXzjOqqRVtR+svCtM9/Nr1N3Vk4ahRb4bGKOUukEp9YxS6mul1PU/idd7B/gTULk54quUygAwPndsQNyaBinbAFVn4v/08KfkFedVO3wzp6CYhz+Lx97Whvn39UHXt3YAACAASURBVDf76J36emZMKGN6deSVn46wM+n66aknBE+gZ/uevL/vfUrKSmo+kE9PcPE2dPdoVq+uxD8M+AqYDmwTkSUi8kcRGSYitY6dE5EpwDmlVIPu8BWROSISLyLxmZmNmHhaa7uSt4Cdk6FUQw2y87P58uiXTAieQI/2Pa5b/+LSwyRn5fHBXf0IaO9SzREsy8ZG+PsdUXTxcuGpRXu4kFdUdb3Y8HjU46TmpLIyaWXNBxIxdPfoC7wadffxb1NK/V0pNVMp1R/4A4ZaPQuBumaGGAZMFZFk4GvgRhH5AjgrIn4AxudzNZx7vlIqRikV4+Nj+YkxtBbo1GZDBcpaxu8vPLyQwtJCHot87Lp1P+49zfd7T/P0mFCGdGt4CQZz83C25707ozmfV8SzSw5c198/qssoQtuH8p+D/6m9r7/rcLiUChdM+bCutWV1juMXkV4i8qCIfAysxFCT/yCGfv4aKaWeV0oFKKWCgFnAeqXUPcAyYLZxs9nA0kbEr1mrgktw5qBhtEoNLhVe4pvj3zC+63iCPYKrrEvJvsL//niImK7teXJ0d3NH22jhnT2YO74nq4+cZdHO1CrrbMSGOX3nkHQpibWn1tZ8kPLKpbrVb/XquribBXwHDAI2ATcrpToppaYrpd5q4DnnAWNFJAEYa3ytafWTsh1UWa1lmL85/g1XSq7wYN8HqywvK1P8/tt9iMA7s6KwszX5PkaL+s3wEIZ39+aV5YdJzMytsm5s17EEuQcx/8D8msf1+/QG5/b6Aq9WZ4u/m1Kqr1LqEWNhtgbd862UilVKTTF+na2UGqOUCjU+X3/FStPqkrwJbB0MXT3VyC/J58ujXzK883B6efWqsu7z7aeIP3WBl24Oa5H9+jWxsRHevj0SB1sbnvv+IGWVqnna2tjym76/4fiF48SlxdV0AON4fp34rV1dif+p2m6wEpEbjRdxNa15JW8xXNS1d6529Y+//sj5gvM8FP5QleVpF67wxqpjjOjhw4x+nZsj0ibl6+7EC5N7szPpPIt2pVRZNylkEp3dOvPxwY9r2BvDCKiLp+BSmpkj1VqyuhL/QWC5sTLnmyLyJxH5i4h8LiIHgZuBHeYPU9MqKcyBjP019u8XlxXz6aFPifKJor/v1RE/Sin+54dDALw2PdziN2k11O0xXRjarQPzfj5WpZibvY099/S+h32Z+ziQeaD6ncvfMz2s06rVNapnqVJqGPAohukXbYHLwBfAQKXU75RSeqyl1rxSdhjq79fQv/9L8i+k56XzUN+HqiT3H/edJu5EJs9O6NWquniuJSK8PqMvxWVl/GXpoSrrpodOx83ejc+PfF79zr5hhlnKTunuHmtm0t0qSqkEIMHMsWiaaU5tBhs76DLoulVKKb448gVB7kGMCBhRsTynoJjXfj5GZBdP7h3ctTmjNYuuHVz57ZgevLHqGLHHzzGqp+E+SFd7V2b2mMnnRz4nPTcdfzf/qjva2ELgUN3Pb+Vax3AGTasseYuhKJvD9ROj7M/cz+Hsw9zd+25s5OqP9/vrfyUzp5BXpoa1mJIMjfXg8CCCvV155acjFJVcHb9/V6+7APjq6FfV7xg0DM4nQs7Z5ghTa4F04tdal+J8SN8LgUOqXf3l0S9pZ9+Oqd2mViw7mZnLJ1uSuD0mgMguns0Vqdk52tnylyl9SMzK49OtV4uv+bn5Ma7rOJYkLCG3KPf6Hcvfu9TtzRSp1tLoxK+1Lqf3QFlxtYn/TN4Z1pxaw4zQGbjYG/rwlVK8/NMRnOxsmTu+13X7tHaje3VkTK+O/HNtQpWJW2aHzSa3OJcffv3h+p06RRhKWZ/a1oyRai2JSYlfRHoYR/YcMr6OEJFa79zVNLMob6VW07//zfFvUChm9ZpVsSz2RCZxJzL57U2h+LSre2rG1ujPU/pQXKp485fjFcvCvMOI7hjN18e+vr6Mg50DBMQYi9xp1sjUFv9/gOeBYgCl1AEMZRg0rXmlbAfvnuBatbZOQUkBi08sZlTAKALaBQBQWqZ4Y+UxunZw4b4hQRYItnkEebty75CuLNmTxomzORXL7+h5Byk5KWzPqKZLJ3AwnDlgGBqrWR1TE7+LUmrnNctqqQGraWZQVgapOyDw+tb+yqSVXCy8yN29765YtnTfaY6dyeEP43riYNe2ezWfGN0dVwc7/rbqaqt/bNexeDl58c2xb67fIXCwoeRFWnwzRqm1FKb+NmSJSDdAAYjITCDDbFFpWnUyjxmKs1XTv7/4xGJCPEIY0MlQwqGwpJS3V58gzN+dKX39mjvSZufl6sAjI0NYe/Qs8cmGKigOtg5M7z6d2LRYzuSdqbpDwEAQG8MnKM3qmJr4nwA+AnqJyGngGeD6OreaZk7lfdLX9O8fP3+cA1kHmNljZsUNW19uT+H0xXyendCrzQzfrMuDw4PxaefIvJXHKgq13dbzNpRSLD6xuOrGTu7gG677+a2USYlfKZWolLoJ8AF6KaWGK6WSzRqZpl0rdQe4dgSvqrN+fnfiOxxsHCqGcOYWlvD+hl8Z2q0DN4R6WyJSi3BxsOOZm0KJP3WBDccN01x0duvM8M7DWZKwhOKy4qo7BA4xdPWUFldzNK0tM3VUz2si4qmUylNK5YhIexH5q7mD07QqUrYZ+qYrlWG4UnyFFYkrGBc0Dg9HDwAWbk3mfF4Rf5rQq9XW42mo22O60MXLmXfWJlS0+mf1mkVWfhbrU9ZX3ThwMBTnGeY10KyKqV09E5VSF8tfKKUuAJPME5KmVeNyOlxMMSSrSn5J/oXc4lxu63EbAHmFJXy8KZFRPX2IakM3a5nK3taGJ0Z150DaJWKPG8poDfMfhr+rP0tOLKm6cfl7qfv5rY6pid+28hy7IuIMtM1B0VrLVJ6crkn85Rd1oztGA/DljlNcuFLMUzeGNneELcaMfgF09nTmnXWGVr+tjS23dL+F7RnbSc9Nv7qhuz94dtX9/FbI1MT/BbBORB4SkQeBNRjm3a2RiDiJyE4R2S8ih0XkZeNyLxFZIyIJxuca6/1rWoXUHWDvYrjr1Kj8ou5tPW5DRMgvKmV+XCI3hHrTv6v1/lg52NnwxOju7E+9yMYThlb/tO7TAFh68pqZTgOHGGczq2HWLq1NMvXi7t+AV4HeQBjwf8ZltSkEblRKRQJRwAQRGQw8B6xTSoUC64yvNa12KdsME6/Y2lcsWpKwBAcbB27udjMAX+1MISu3iKfHWG9rv9zM/oZW/z+NrX5/N38G+g1k6a9Lq97JGzgY8s4ZirZpVsPku1qUUiuVUn9USv1BKfWLCdsrpVR5hSh740MB07j6aWEhcEs9Y9asTWGO4QJkpW6e4tJiViat5MbAG/Fw9KCguJSPNp5kcIgXA4K8LBhsy+BgZ8Njo7qxN+UiW37NBmB69+mczj3NrjO7rm5Yfk+E7u6xKqaO6plh7Jq5JCKXRSRHRC6bsJ+tiOwDzgFrlFI7AF+lVAaA8bljY74BzQqkxRvuMq2U+OPS4rhYeLFiCOfi3WmcyynkaSvu27/WzP4BeLs58lHcSQDGBI6hnX27qoXbvHsYJmDXid+qmNri/xswVSnloZRyV0q1U0q517WTUqpUKRUFBAADRSTc1MBEZI6IxItIfGamnuTLqqVsN9xlGjCwYtHSk0vxdvZmiP8QSssU/92cRGQXT4Z061DLgayLk70tDwwLYlNCFkfSL+Nk58SkkEmsPbWWnCJjjR4bG+gyWI/ssTKmJv6zSqmjDT2JcShoLDABOCsifgDG53M17DNfKRWjlIrx8fFp6Km1tiB1O3QMM9xtCpwvOM+mtE1MCZmCnY0da4+eJSkrjzk3hFjduP263DOoKy4Otsw3tvqnd59OYWkhK5NWXt0ocDBk/wq5uoFlLUxN/PEi8o2I3Gns9pkhIjNq20FEfETE0/i1M3ATcAxYBsw2bjYbWFr9ETQNKC2B1F1VunlWJq2kRJVUdPP8Jy6RLl7OjA/ztVSULZaHiz2zBgTy04EMTl/Mp0+HPoS2D2Xpr5V+7fTELFbH1MTvDlwBxgE3Gx9T6tjHD9ggIgeAXRj6+JcD84CxIpIAjDW+1rTqnT1kuLu0UuJf+utSenv1JrR9KLtPXSD+1AUeGhaMnW3brsDZUA8ODwLgk81JiAg3h9zMgawDpFxOMWzgHwW2jrq7x4qYOtn6A/U9sLFmf3Q1y7OBMfU9nmalrrlxK+FCAkfPH+XZAc8C8PGmRDyc7bktpoulImzxAtq7MCXCj693pvD0mFAmBk/kH7v/wYqkFTwW+RjYORqGyuoLvFbD1FE9TiLyhIj8S0Q+KX+YOzhNI3U7eHQBD8PkKstOLsNO7JgUMolT2XmsOnyGewYH4upoUhvGas0ZEUJeUSlf7Uihk2snYjrFsCJxRUU9H7oOgYz9UJRn2UC1ZmHqZ+PPgU7AeGAjhlE6euoezbyUMrT4jWWYS8tKWZG4guEBw/Fy8mLBlmTsbITZbXh2raYS5u/B4BAvvth+itIyxeTgyZy6fIrD2YcNG3QZDGUlcHq3ZQPVmoWpib+7UurPQJ5SaiEwGehrvrA0Dbh4CnIyKrp54s/Gk5mfyZSQKeQWlrB4dxpTIvzp6O5k4UBbh/uHBnH6Yj5rj55lbNBY7G3sWZG4wrCyywBAdD+/lTA18ZcX7L5oHIvvAQSZJSJNK5eyw/BsTPwrk1bibOfMiIAR/LAnjdzCEu4b0tWCAbYuN/X2xd/DiYVbk3F3cGdkwEjDCKmyEsNNXB1768RvJUxN/PONxdT+jGE45hEMN3VpmvmkbANHd+jYh+LSYtamrGV0l9E42Trx2bZT9O3sYZWllxvKztaGuwd3ZevJbE6czWFyyGSyC7LZmWGcTjtwMKTuhLJSywaqmZ2pRdo+VkpdUEptVEqFKKU6KqU+NHdwmpVL3QEBA8DGlm0Z27hUeIlJwZPYlphNwrlc7hvSVd+wVU93DgzEwc6GhVuTuSHgBtrZt2NFkrG7J3AIFOXAuSOWDVIzu1oTv4jcY3z+fXWP5glRs0r5FwwJyHhz0cqklbRzaMdQ/6F8tvUUni723Bzpb+EgWx8vVwemRvrz/Z7TFBTZMDZoLGtPrSW/JP/qXMa6u6fNq6vF72p8blfDQ9PMI9VYQTJwMPkl+axPWc/YrmPJzClhzdGz3DGgC072tpaNsZW6f2gQ+cWlLN6dxqTgSVwpucLm05vBMxDa+evx/Fag1sHPSqmPjM8vN084mmaUsg1s7KBzfzalbeJKyRUmBk/kqx0plCnFPYP0Rd2GCu/sQb9AT77acYpVQ4bh5eTF6uTVjO06FgIHXb2orrVZtSZ+EXm3tvVKqaebNhxNM0rZDn6R4ODCquRVdHDqQGSH/jy5K5YxvTrSxcvF0hG2arMGBvKnxQfYm5LDmMAxLE9cTn5JPs6BQ+DwD3AxFTz13dBtVV1dPbuNDyegH5BgfEQB+tK/Zh4lhZC+B7oMJrcol42pGxkXNI6NJ7LIyi3irkGBlo6w1ZsS4Uc7Rzu+3pnCuKBx5JfkG7p79ATsVqHWxK+UWmi8YSsUGK2Uek8p9R6GWjtRzRGgZoUy9kNJAQQOJjYtlqKyIiYGT+TrXal0cndiRKgu091YLg52TIv2Z8XBDELbRdLesT2rk1cbyl87uOlKnW2cqeP4/al6MdfNuEzTml6lwmxrT62lo3NHfOx7sPFEJrfFBOgqnE1k1oBACkvK+Gn/GW7qehMb0zZSoEoMQ2h1i79NM/U3aB6wV0Q+FZFPgT3Aa2aLSrNuKdvBK4Qrjm5sOb2FGwNvZMnudJSC23UVziYT3tmDiAAPFu1MZWzXsVW7e84ehoJLlg5RMxNTb+BaAAwCfjA+hhi7gDStaSlluHGry2C2pG+hoLSAG7uM4dv4VG4I9dYXdZvYrAGBHD+bg11R96vdPYGDAXV1SK3W5tTnM3MhkAFcAHqIyAjzhKRZteyTcCULAgex5tQaPB09Kcg1FBe7Y4Bu7Te1qVH+uDjY8u2udMZ0HUNsWiwFvuEgtno8fxtmaj3+3wBxwC/Ay8bnl+rYp4uIbBCRoyJyWER+a1zuJSJrRCTB+Ny+cd+C1qYYk01R5xji0uK4MfBGFsen097FnrF99NSKTc3N0Y6pkf4sP5DBDf5jyC/JZ0vWfujU1/DJS2uTTG3x/xYYAJxSSo3GMLNWXTMzlwB/UEr1BgYDT4hIH+A5YJ1SKhRYZ3ytaQap28G5PduLssgrzmOgzwhWHznDjH4BONrpO3XN4baYAPKLS8k8F4CnoydrU9YaSmWkxUNpcd0H0FodUxN/gVKqAEBEHJVSx4Cete2glMpQSu0xfp0DHAU6A9OA8usDC4FbGhK41kal7IAug1ibuh43ezdOn+lCcanSF3XNqF9ge4I6uPDD3gxGBowkLi2O4oABUJIPGQcsHZ5mBqYm/jQR8QR+BNaIyFIg3dSTiEgQhk8JOwBfpVQGGP44AB3rE7DWhuVlQ3YCJQED2JC6gREBI/hp3znCO7vTs5MuDWUuIsKMfgFsTzxP3/bDuFx0mT0uxovoup+/TTJ1VM90pdRFpdRLGGry/xcTW+oi4gYsAZ5RSl02NTARmSMi8SISn5lZV6+S1iYY+5R3u3txsfAi4R7DOXj6EtOjAywcWNs3PbozAOnpXXCydWJ91j5oH6QTfxtVZ+IXERsROVT+2liTf5lSqsiEfe0xJP0vlVLfGxefFRE/43o/4Fx1+yql5iulYpRSMT4++k5Nq5C6HWzsWXslDSdbJ1LSA7G1Eabq8stm18XLhcEhXizbn8Vgv8FsSN2AChhk+GNcPiG71mbUmfiVUmXAfhGpV4EUMcyQ8V/gqFLq75VWLQNmG7+eDSytz3G1NixlO8o/ktj0TQzxH8qKfVmMCPXGp52jpSOzCjP6BZCUlUc310Fk5GVwrGM3yMuE84mWDk1rYqb28fsBh0VknYgsK3/Usc8w4F7gRhHZZ3xMwnAX8FgRSQDGGl9r1q64ANL3ctyvD2fyztDFsT/plwqY3k938zSXSX39cLa3JSUtGBuxYYNNoWGFLt/Q5tRalrmSetfjV0ptBmqaF29MfY+ntXEZ+6C0iFhHOwQh5XQQbo75jNNj95uNm6MdE8I7sebQWaIHRrE++wCPO3ka+vmj77Z0eFoTqjPxi4gN8IFSKrwZ4tGslbFVGXsllbAOfVm/8wqTI/z0LFvNbEa/zvyw9zT+DjGsyJzP6S796Kxb/G2O2fr4Na1eUndwrkMIhy8cp5N9P/KKSvVoHgsY2s1wTSUjvRsAGzy8IDsB8rIsHJnWlMzZx69pplEKUrYT5xsEQHp6MJ09nRkU7GXZuKyQrY0wua8f204IIR7dWV960bBCl29oU8zWx69pJstKgPzzbLRT+Lr4Eb/XkTkj/LGxqekSkWZOU6P8+XRrMv72/dmWvZjLdo64p2yDXpMtHZrWRExK/EqpjeYORLNiqdspEGF7Xip93MfxaxncHKHH7ltKdBdPAto7c/ZsCKW2pWz178kEPQF7m1JrV4+I5IjI5WoeOSJi8l24mlarlB3s8PCmoKyI8+dCCfFxpbefLtFgKSLCzZH+7P/VHXcHDza5uUP6XijOt3RoWhOpa87ddkop92oe7ZRS7s0VpNbGpW4ntoM/LnauHE7swJQIfwz3/2mWMjXSn9IyobNjFJtLzlNWVmxI/lqboCcv1SwrLwuV/StxUkiAUxRlyo6bI/wsHZXV69WpHaEd3biU3Z3zxbkccXDQdXvaEJ34NctK3cERB3vOlV4h53woPX3bEeqru3ksTcRQI+l4sj+CEOcdoO/gbUN04tcsK2UbW1zdEISE5ACm6NZ+i3FzpD+UuuLr2INNLs6GIZ1lZZYOS2sCOvFrlpWygy0eXvg4hKBK3ZiiK3G2GEHerkQEeFB4uSeHSnPIKsqBzGOWDktrAjrxa5ZTXEDOmf3slxKKcnsQ5u9OsLerpaPSKpkY7kfa6a4AbHFxNpTO1lo9nfg1y0nfyw4HG0pRpKcHMkWP3W9xJoZ3oqzQH1fb9sS189T9/G2ETvya5aRuZ7OzMw7iTGl+oO7fb4GCvF3p1ckdu8I+bHOyp1iP7GkTdOLXLEad2sZWNzfsi3vSt7MXXbxcLB2SVo2J4X6cORNMDmXsKzgLl02ebltroXTi1yyjrIykjHgybCA7M5jxYbrufks1sW8nSvJCscWWTc7OurunDTBb4heRT0TkXOX5ekXES0TWiEiC8bm9uc6vtXDZCWyxMUzbXJLbg/FhnSwckFaT0I5uhHTwwrmsG5tdXHSlzjbAnC3+T4EJ1yx7DlinlAoF1hlfa9YoZTtbnJ1wLfMm2DOA7h3dLB2RVgMRYWJ4J85ndSfBwY4zKVssHZLWSGZL/EqpOOD8NYunAQuNXy8EbjHX+bWWreDUZuKdnbh0sSdjw3x1bZ4WbmK4H8W5PQDYkpsEhTkWjkhrjObu4/dVSmUAGJ87NvP5tRZid/p2CkUo0t08rUKYvzv+rkG4lLmy2dkJ0uItHZLWCC324q6IzBGReBGJz8zMtHQ4WlO6lMaWssvYKhu8bHsRFeBp6Yi0OogIk8L9yc/pwXZnJ4pPbbV0SFojNHfiPysifgDG53M1baiUmq+UilFKxfj4+DRbgFozOLWNLc7OOOZ3ZnyfLnqmrVZiQngnruSEkWtjw/7UWEuHozVCcyf+ZcBs49ezgaXNfH6tBchIXEeigz0Xcvrqbp5WJCrAEy+bMGwUbL6cBKUllg5JayBzDudcBGwDeopImog8BMwDxopIAjDW+FqzMlvO7gTAsbgPg0M6WDgazVQ2NsKEPkF4FHRgs6MtnD1o6ZC0BjJ1svV6U0rdWcOqMeY6p9YK5GWxpfQSriWeDO4Wgb1ti73MpFVjQlgnlp8I40LHbM4lrqejf7SlQ9IaQP/Wac2qOHkz252dsM0NYkK47uZpbQYGe1FaMgCALSnrLRyN1lA68WvN6uDJleTa2HApvz8jeuiL9q2Nna0NN3WLwr3Elk25yaCUpUPSGkAnfq1Zbcncg42CAX7DcXEwW0+jZkYTw/3wzPNlux2UnE+0dDhaA+jErzWfgstsKb2Md4Erk8NDLB2N1kDDQ70pzI8gx9aG/ceWWDocrQF04teaTfbJdRx2dMAmrztjeumbtlsrJ3tbuneegq1SbNLj+Vslnfi1ZrPt12UAtG83jvauDhaORmuMSX1DCSxwYFNuiu7nb4V04teaTVzmftxKYVLYcEuHojXS6J4+uF4J5IS9kJmx29LhaPWkE7/WLMpyM9luU0DHvA6MD9dTLLZ27Zzs8XIfC8Dmw4ssHI1WXzrxa83i6JFvuWBri5ttDH4ezpYOR2sCI/pOwaukjA3pemKW1kYnfq1ZrP91FQD9Q2+3cCRaU7kprBOBV9yJL7tISUmRpcPR6kEnfq1ZbM9LIqDAjlui+lg6FK2JdHBzxMemLzk2wsETut5ia6ITv2Z2Wem7OWgPHYu7EuKjp1hsSyJ73ImtUqw+osfztyY68Wtmtyp+PkqEXp1vs3QoWhMbO2Aw3QqEHZeOWjoUrR504tfMbt3ZXfgWw6zh0ywditbE/D2d8S0JJsGujKxzhywdjmYinfg1s7p0/iT77IsIKepMsO7maZN6dJkOwMrtH1o4Es1UOvFrZvXVhtcpESG66yxLh6KZyaxRt+NbrPj57BZLh6KZyCKJX0QmiMhxEflVRJ6zRAya+amyMlad30FQoXDvTfdYOhzNTDp5uBJR1otDDiUcOrbK0uFoJmj2xC8itsAHwESgD3CniOgxfm3QknXzSHSAfo6DcXPUJZjbspnD/xeHMsW/N79q6VA0E1jit3Eg8KtSKhFARL4GpgFHmvpERUWFlKlSAJRSVCklpcoqakspVUbltYqq666uUFW+rLyujNKq68qqHu/qOoWqfJxKZy4/XvlqKT++unoMdU1M18ahrimYVf79V3xfV19Q+Q2p/B5UHKNifaVzV/peyhRVC3RVOlf2xdP8O+VL/JXw9G1vobVtQ/tEMWxzABscT/Ofpc9y74S/YCP6j31TsLO1w8bWtmmP2aRHM01nILXS6zRgkDlO9MeFE9ngkGmOQ2smcLGBZ4P/SAcPd0uHojWD529dQOqS8bx78Wfe/fpnS4fTZvzJ527undS0PeKWSPxSzbLr6rqKyBxgDkBgYGCDThTT+Sbcz15TOVAqfykVC+S6qOSa7apbXt3xTDtG1fPVtN3VdZX/Ra5/E0Wqj/G6Y0rN5zL5GJXjlZrXjYq4g/59RqBZB78Ofnwyaz0fr3iBSwVZqOt/rbUG6NklpsmPKdd2DZibiAwBXlJKjTe+fh5AKfV6TfvExMSo+Pj4ZopQ0zStbRCR3Uqp6/5yWGJUzy4gVESCRcQBmAUss0AcmqZpVqnZu3qUUiUi8iTwC2ALfKKUOtzccWiaplkri1x2V0r9DOirP5qmaRag79zVNE2zMjrxa5qmWRmd+DVN06yMTvyapmlWptnH8TeEiGQCpxq4uzeQ1YThNBUdV/3ouOpHx1U/LTUuaFxsXZVSPtcubBWJvzFEJL66GxgsTcdVPzqu+tFx1U9LjQvME5vu6tE0TbMyOvFrmqZZGWtI/PMtHUANdFz1o+OqHx1X/bTUuMAMsbX5Pn5N0zStKmto8Ws1ELm+GLXW+uj/R62+Wn3iFxG/lviDLyL+IuJo6TiuJSJ9ReRZANWCPu6JSCdLx1AdEfG1dAzVEZGeIjIRWtz/Y1cRadgEGmYmIk6WjqE6lshhrTbxi4ijiPwb2AjMF5EZlo4JQETcROTvwErgYxG5y7jcou+1GLwFfAXYiYi9JeMpJyLOIvIOsEpE/iEi0ywdE1T8P/4DWCkiH7Wwn6+3gUWAg6XjKWf8f/wHhp/7hSLymHG5xXOMiLiKyHzgRRHpYFxm8caiJXOYxf9TGmEq4KeU6gEsB14RFdEYBgAACYBJREFUkR6WDEhE/IFPMfxCDgOWAuWt67Ka92wWPoAf0F8p9apSqtjC8ZR7AvBRSkUBPwKviUh3SwYkIp2BzzH8fkzC8Iv5N0vGBCAi7sD3wHClVD+l1FJLx1TJ04C/UqoP8BLwDFj+597Yyn8FGA60A0Yb42oJn5IslsNaVeIXEbdKLxWQCWD8BVgFPCIinhaIq53xy0vAH5RSTyqlcgFf4EcR8TFu16zvd6W4ADyAUKVUkYiMF5E/isj45oynUlxuxmdboD2GH3qUUhuBPAwtMw9LxGZUAHyslPqtUuoM8C2wT0QiLBhTeVyfA4cBRGSYiIwTkVDj62b/fRYRW+N5/7+9cw/Wqirj8PNDjtxEFP+BLEcML4UJaup4gZgInDK00OqkVmZRAc2AeYOKRkgbHBzDHG+Rkg6mqQUziTXYhOUls6aMcYKEsduQNKaTdsEUePvjXR9nzwfIOef79t7rdN7fzJ691+XwPay99rvWXnutdwlYn6LfBKyRdEzVPAWuoenyv8AtwCRgE3CipLemPJX3+nOxYX3C8EsaK+k+4NuSzpI0DNgGvJJ62QBLgROAcelvSr+pzVxAh5n9SdJQSXOB+cAw/CF4u5ntrJhrRSqvkcC/gMclLQauwI3IMkmfaKqMVXDdKen9KfqfwCmSxqcGciNwFHBE+psqyutoSbdKGgJgZi8CjxSyvCXx/L5sln1wvQb8BDBJW4GvAVOBn0oaV2H92sVlZjtSr/6vwGGSHgWuxe/rjyVNrdLASjpS0l340MnZwHAz22xmfwfWAYOpodefnQ0zs6wPvHF6EFgInIO33kuAQcAa4L3A/invVcADNXHdBNyY0gQcVci7GHi4Jq6bgetS2o24QRufwucBD+APR9VctwLXAB3pfD/wdLqfXwW+WVF5nQE8BewEvtS4f015jga+XwXPG3EVynEKcFlT/fpRBlwj8LejUSluDvBQhWX2MeB3wCzgYmA58PGmPDOBr+NDnlVxZWfDKqvILRTaocBKYL9C+CngFOBDwArg5JR2TLrZHTVx/Rw4O4XVMCB4b3E1MKQmrl/gr7rjgYeBiwv51+Fjs3VxTUvhMcDIdH0ucEmjHEvmehtwLDAW2Iw7tWrO0wksTdczgeMqKK9mrsMLaYOb8h6Jj/0Prosr1fdDk1E9IsUNwjsah5TNlX5vGjC9EL4W+Fy6HpjOhwFfBmbjb+STKuDKzoZlP9RjZluAd+KvtI3wzcAiM7sfeBZYIOlS4F7gOavgw+VeuG4BLklhMzOTdCpwB/CEmW2rkWuhmf0WXwU4XdKC9Fr+DPBSTVw3AV9M4T+Y2UuSJgFfAP6S4kt9HTezDcBmM9uMN4qLYbfx8inAIZK+B5yPD5OVqj1wLUpcMrNdvy/pNOB24MlifNVc6T5txRuhmZIuwvfV/iX+7at0mdlaYK2kxpayr+LfGzCz7en8Z+AA4Gq8Qa+r7tdrw6poibvZKu7WG6arhbwIeKwQfxD+SnkS3tOYCNwAXJgB1z2JZxj+UPwG+HAGXN8FTkvhccClQGcGXPeQel14T38TcH4VXIW0xpvZcLwXO6Up/Yf4B9XzcuHCjdeV+PDYRzLiOg7vTa8po37ti60p393AjKa4k4DngQtK4BoJHFgsJ7reNGqzYXtkreJHulFgS4AfAMen8ICm9P3wj1rzCnF3AsfmzAVMyJEr4/I6qA6uBls6zwMeTNcfTQ/l5Ay5BlL4jpQRV6nDmd1kGwAMBVbhM+sEnAkMKpFrIbAB77Ff1cxW1zO5t6P2oR5Jn8ZvyiZgBuw+99fMdgCXA3MlfUDShfg4Y2lzhFvkaqQ/nRlXruVlKf0fdXAl7Uxpy4DTJb0MvAc3Fo9kyNVhZs9mxvVu0lrBdnP1hC3FjUjHWXR942o7m3xx2FK8Hk8GvgLMk3S4FWZZ1fFMvqHqaG1IH/HS9cHAm/EbcxvwvhSvQp4B6XwOPnzyM3wRS3AFV8tchbwj8Cl164HTg6terhbZpuNG9T5gYllc+JvXZNKQTopbTmECRYqrpO53m7/SH/OK8i3gCXwccFxT2lzgG6RxMrrGEsue2RFc/ZirkGcAJczYCa5a2IYBny2Zaw5puC2VhfBV++toGuYtu+739Kh6qGcBPtb1Kbz13uVn2sxexqdDCp9fjqUSa5yDK7jK4Crk2Wlm62m/gqtCNkkDzOzfZnZbBVwr0u/vxHv/r+OrhbcU/6iCut8jVWL45WpMsbrbzDaY2TXAa5IWFbI+g7eW75B0uaRZZa5eC67gCq58uNrFZiX4B9oL19VFLvMpmGOA7Wb2gqQZkjrbzdIOVWL4zbUdn1N7YiFpNjBb0sEp33/wVrwT+Aw+n7W0ljK4giu48uHKma27XPhc/aFytxFX4msb8pNVMJ5E14eNE3CnREMKacuBK6xr/Ow5CsvRgyu4gqt/cOXM1g2uBel6PvA3YGZVZdabo61bL8o3+NgB3GCFlWdK3vvMbIeke4FtZvbJlHYZsNXMVqbw/ubOqIIruILr/5ArZ7ZWuSQdD2y0Clbpt6Q2tYZD8KX3W4BfkZyApbTidL4xuP+OR1P+Tnwq2Ix2cARXcAVXvlw5s7WBq+2russ8Wi2sxnJk4RuPDMRdxV5PweMjMAq4C3gS98Y4AfeetxY4t4SbGFzBFVyZcOXMlitX2UevCwu4DvctMbVRcOk8Gv/aPq0QNw2YVfp/JriCK7iy4cqZLVeuqo7eFJhwz3IrgQtwD31zKPjBwP13fIc9uPsl+fgo4UYGV3AFVyZcObPlylXl0ZtCOxBftTY8hc+kyasc/iq0Ct9T8l3ABxsFXmIlC67gCq5MuHJmy5WryqPH8/jN7BXgj7ibUYDHcdfDp0oalfK8DjyE+8m4nS4nXNbT3wuu4AquvseVM1uuXFWqtwu4VgETJI0231R8Pb5MeTSApPH4hiTLzGysma1uC21wBVdw9SWunNly5apEvTX8jwEvklpMM/s1cDLuAxt84+WJZja/VcDgCq7g6rNcObPlylWJBu47y+4ys+clrQaWSNqMb6/2KtDY3uyF9iEGV3AFV1/kypktV67K1MoHAnx3+DuAjcDnW/m32nkEV3AFVz5cObPlylX20bLLBkkd3n74Zsa5KLh6puDqmYKr58qVLVeuMtVWXz2hUCgUyl+177kbCoVCoWoVhj8UCoX6mcLwh0KhUD9TGP5QKBTqZwrDHwqFQv1MYfhDoVConykMfygUCvUzheEPhUKhfqb/AcrkdT8C2HmuAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -770,7 +681,7 @@ "irrad_data['dhi'].plot()\n", "\n", "plt.legend()\n", - "plt.ylabel('Irradiance (W/m^2)')" + "plt.ylabel('Irradiance (W/m^2)');" ] }, { @@ -787,22 +698,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -819,7 +722,7 @@ " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -836,22 +739,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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44zz33HOnr6elpbF7926g5pbAy5cv5+KLL6Zdu3ZnbNU/++yz9O7dm+7du/PHP/4RoNo2xTWZN28e48ePB2D8+PG8//77VeZZvXo1qamptGvXjtDQUMaNG8e8eb4/ktkjX7yKSCPAZow54f59CPAkMB8YD0x2XzbcY7WVzy176y0qzHHik2p3JOc3H03loo1PsDEiky6/WEBoWLhH8/S9aRKrZkHfbc+w9oWb6PnwHGx2+zmXGXjXLXzw7J/ZOH8pl4y53qN5avKX1X9he852j95n5/jO/KbP+cdc7Nixg3HjxjFlyhQyMjJYtmzZeZc5V0vggwcP8vnnn7N9+3ZGjRrF2LFjWbJkCVlZWaxevRpjDKNGjWL58uWkpKSc0aYYXGeJev3112nevPkZ6zx8+DDJyckAJCcnc+RI1e3X/fv306rVj1/Pt2zZklWrVp337/E0T42uSQLec3dscwBvG2MWi8jXwDsicifwA3CDh9an1Hl9+9lqwMag+yecd97tqz+m25e/JCukM6kPzvV4gT+l702TWDntJP12/pOvpvya/nc9f875O2b2wWFrQlHRMcpKSggJC/NKLn9w9OhRRo8ezZw5c+jWrfYjoc7VEvjaa6/FZrPRtWtXDh8+DMCSJUtYsmQJPXv2BKCgoICsrCxSUlLOaFMMrrNE1Vd1LWOs6GrpkSJvjNkJVBlyYIw5BgzyxDqUqouykhKKi48RYk8gpfO5O05mH9hDwqK7OGJLIPm+eURGxXo1W9/bnmD1Czvpv+9N1nzQmcxr7jnn/HGtmnN0zwaWvPGGT9oj12aL2xtiY2Np1aoVX3zxRbVF3uFwnLGfvLi4GDh3S+CwSm+Kp4quMYZHH32Ue+4583HfvXv3GW2KzyUpKYmDBw+SnJzMwYMHadq06piSli1bnrHLZ9++fVU+EfiCtjVQQenDl1/FmELiU1qcc77SkmKyp4wj0hRRNnZanUbQ1JfYbGTc+wZbQ9PptuZ37Nm+7pzzD33gLsDO7pXBPWY+NDSU999/n2nTpvH2229Xub1NmzasW+d6rNatW8euXa6hpXVtCTx06FDefPNNCgoKANdulep2t5zLqFGjmDrVNTp86tSppztiVta7d2+ysrLYtWsXpaWlzJw5k1GjRtVpPZ6gRV4Fpb1rtwAOhjw48Zzzrf3PI3Qu28rWPk/Rtltf34QDQsPCaXrHdIoknPJ3JlBcWFDjvEmt2xLqSKSkNJuigprnCwaNGjViwYIFPP/881W+pLz++uvJyckhIyODl19+mY4dOwJ1bwk8ZMgQbrnlFvr37096ejpjx47lxIkT1c47YsQIDhyoOrpp0qRJfPzxx3To0IGPP/6YSZNcp2w8cOAAI9xHVTscDv71r38xdOhQunTpwo033lin3VCeoq2GVdA5mZ/HK3ffSagjjp9Nf73G+bat+ohOi25iTfxI+jw03YcJf7Tx03fp/tmdrEq4jr4PTqlxvpmP/4n921bRtucArpv0fx7P0dBaDQc6bTWsGrQPX3gZKCGpU5sa5ynIzyV28c84ZGtK1wnWdXvsfsVYVibdTN/suWxeUfPgs5E/vx8IdR+9q1TtaZFXQefgtp1AKMMfvK/GebZMfZikiiPkD/sXUTFxvgtXjYzxz7FXmhP/ySMUFhyvdp7o+CaEhSRQUpZNbnbd9h+rhk2LvAoqudlHKC3LJiwkgej4JtXOs33NUnpnz+PrZjfRue8QHyesKjwyihND/k5zc5iNb9W8K6Z5WipQxscv/dt34VTA0yKvgsr/Xn4dKCO5W/tqb3eWlRLy4a/JljjSbrWml0h1uvYfzqom19Ln0Cy+3/hltfMMuWciEMqRb/WMUar2tMiroHJ4x24glKH3Vj/2fM27z9K+fCf7+v7B8t00Z+t82984LtGUfPBItR0ro+IaExrShJKyY5zMz7MgoQpEWuRV0CgqKKCkLIdQR3y1HSdzjuyn2/YX2Bjem55Dx1uQ8Nxi4xL4ttvDdC3bzLrF1Y+0SUxNAUpY8tqbvg2nApYWeRU0Pv73G0AxTdpWdzoPyJr9ByIoIXbMc/U+NZ+3ZY55iO/t7Wix+mmKTlYduz34np8CDg5s3OH7cF4UaK2GN2zYcHqc/TXXXEN+fv7p25555hlSU1Pp1KkTH330UbXL17ZVsSf45ytdqXrYt34bYOeqe+6oett3m+l15D3WJoyidacMn2erLbvDQclVT9OMbNbPfqrK7U2SWxBib0JJaS5lJefvZKnq53ythu+66y4mT57Mpk2bGDNmDM8++ywAW7duZebMmWzZsoXFixdz//33U15eXmX52rQq9hQt8iooOJ1OiktyCbE3oWmr1lVuP/z+Y5ThoP0Nf7IgXd107T+c9ZH96bZ7Ksdzqp5fIS4lGWMK+fjNmg+eCmSB0Gp4x44dDBjgOmXG4MGDmTPH1Qp63rx5jBs3jrCwMNq2bUtqaiqrV6+usnxtWhV7ip4GXgWFT6dNw5iTxCa3q3Lbt+uWcVHBMr5KuZv+zVIsSFd3MSOeIObdIXz17p/oP/GfZ9x25V3jmfnYRnav2gA1HwpQb4eefpqSbZ5tNRzWpTPNfvvb884XKK2G09LSmD9/PqNHj2b27Nmn3xD2799/RhfLli1bsn///iqZa9Oq2FN0S14Fhe8/XwsIA++4pcptxUueJIcY0m94zPfB6qldWl/WRA+ix/6ZZB/64YzbWqR2wGFrQnFxLk6n06KEnneq1fB///tfMjJqv0vtQloN9+rVi+3bt5OV5TqSuLpWw9V1jnzzzTd58cUXueiiizhx4gShoaGA/7QXrky35FVQKCrMxWFrQpv09DOmb1+zlO7Fa1nZ/iH6+dmQyfNpNvpJQt+6jE1zniDhgTfOuC0mMYGcw9tY9cE8j59MpDZb3N4QSK2GO3fuzJIlSwD49ttvWbhwIVD79sK1aVXsKbolrwLe14sWUWHyiarmCNeSpZPJJZr0a8/dmdAftUxNY13cMHocmUf2oTP3D2dePxKArR+tsCKaVwRSq+FT81dUVPDnP/+Ze++9F3C1IJ45cyYlJSXs2rWLrKws+vTpU2X52rQq9hQt8irgbVy4FIDuI888P03WN8vpUbSa7W1/QqPoquPmA0Hy1b8lBCdZ8/96xvT0gZdjk8acPO69oXdWCJRWwzNmzKBjx4507tyZ5s2bM2HChNNZbrzxRrp27cqwYcN48cUXsbtP8XjXXXdxqsNuTa2KvUFbDauA9/9unkCFKeEXM8/c+vvmr8NpV7gB2y82Ex0bX8PS/m/t366lU/5Kyh/eTGxcwunpr/z0AU6e/IGxf3yG1l2rjjGvC201HFi01bBqMI7s3YOz4hhh4Weesm/3tjX0LPySrSm3BnSBB2g8ZBJRUsTWec+dMb113+6AYcW0WdYEUwFBi7wKaJ+8MQ2ooHl6xzOmH/nobxSZULqM+pU1wTyofXo/NkT0pfPu/57RiviKn9yOSDi5ew9amE75Oy3yKqBlf78XCOGqn074cdqhvWTkLmFjwggaJzSzLpwHhV3+a+I4waaFr5yeFh4RSagjnlJnbtCfFlDVn0eLvIjYReQbEVngvh4vIh+LSJb7MrDGsCm/5nQ6KS3LI8R+ZkOyrIX/wEE5zYcF3oiamnTqfRVZjg4k75hKRaXD5Ju0bQGUsHRKcB79qi6cp7fkHwK2Vbo+CVhqjOkALHVfV8ojlr89HWMKiU3+cYxxcWEBnfe+w4ZG/WnVoYeF6TxLbDaOd7+TlIr9bF7+3unpAyfcCtjYu25bzQurBs1jRV5EWgIjgcpnTh4NTHX/PhW41lPrUyprhWsUVv+bx5yetmHhq8SRT+ilP7Mqltd0HzqBbBrDqh932TRvl4rDFk9xUfWnDVTKk1vy/wD+D6jcui3JGHMQwH1Z7WFdIjJRRNaIyJqjR6s2ZFKqOkUnjmOXODpmug42MRUVJG2bwnf29nTtN8zidJ4XGhZOVspNdC/+mj071p+eHhnbmApznE2fLbMu3AUKtFbDs2fPplu3bthsNioP+S4rK2P8+PGkp6fTpUsXnnnmmdO3rV27lvT0dFJTU/n5z39ebQsEqF2r4rrwSJEXkauBI8aYtfVZ3hjzmjEm0xiTmZiY6IlIKsjt2riecpNDRNSP++K3rlxMm4q95KRN8Nt+8Reqw4ifUWocHFry/OlpHQe63uTWvr/YqlhB53ythtPS0pg7d+7pTpSnzJ49m5KSEjZt2sTatWt59dVXT3fKvO+++3jttdfIysoiKyuLxYurPl+1bVVcF576T7gEGCUiu4GZwJUi8l/gsIgkA7gv9TTzyiO+nDEXgNZ9fuxVU/zVv8mnEelD7rAolfclNGvFhsZXkZ79ISeOuw7fv+SGGxGJ5MSRbIvTeUYgtBru0qULnTp1qjJdRDh58iROp5OioiJCQ0OJiYnh4MGD5Ofn079/f0SEn/zkJ9W2F65tq+K68EiDMmPMo8CjACJyOfBrY8xtIvIsMB6Y7L6cV+OdKFUHuXsPAaFcfvttgGvYZHr+Z6xLGku/RtHWhvOy2IH3ETl/Mas+eoO+Nz6Cw+Eg1NGYkrJjFBcVEh4ReUH3v+Kdb8ne69khmQmtorjsxo7nnS9QWg3XZOzYscybN4/k5GQKCwt5/vnniY+PZ82aNbRs2fL0fDW1IK5tq+K68PZn2snAYBHJAga7ryt1QZxOJ6XOPELscacLWtZHrxAq5TS/6n6L03lfh4wBfG9vS8KOt0+f8DuuVTOghE+nvWVtuAsQSK2Ga7J69WrsdjsHDhxg165d/O1vf2Pnzp21bkHsjVbFHm81bIxZBixz/34MGHSu+ZWqq5Xz3sOYQmKS2gJQ7nTSevc7bAntQbeO/ntqP08Rm43sjjfTd9vTZG34nA49B3DJLTcw58/r+OHrzXDP+e/jXGqzxe0NgdRquCZvv/02w4YNIyQkhKZNm3LJJZewZs0aLrvsMvbt23d6vppaENe2VXFdBOe3UyqobV/6FQAZ1wwGYPOK92hujlCcMeFciwWVLkPvosiEkrviNQDapKdjlziKTgbuUMpAajVck5SUFD755BOMMZw8eZKVK1fSuXNnkpOTiY6OZuXKlRhjmDZtWrXthWvbqrgutMirgHMyNxebxJBx5VUAVKz5D8eIJX3QzRYn852Yxk3YFHcVaceWUJDvajcc3iiW8opcfti+1eJ09RcorYbfe+89WrZsyVdffcXIkSMZOnQoAA888AAFBQWkpaXRu3dvJkyYQPfu3QF4+eWXueuuu0hNTaV9+/YMHz4cgPnz5/OHP/zh9N9SU6vi+tJWwyqgnMg5xmv33UlEeDPun/oKOUf2E/1iOmub3Ui/+145/x0Eke1rltJ5wXWs6vYH+t7wKxa+9BLbP1tEcofe3PLnP9bpvrTVcGDRVsMqaC2dMg1wkpjqOiH3t/+bQoiUkzTwTmuDWaBTryvYZWtD3I6ZAFz5k58AoeTsubDRGCq4aJFXAeXg5izAxsA7bgUg8fs5ZDk60LZrb2uDWUBsNg63v46Ozm/Zs2M9EVFRhNjjKC07HlQn+FYXRou8CijFRfnYbXE0bdWa7zd+SfvyneR0GGt1LMukDppAuREOLHd1oYxu2gRjTrLqAz0kRblokVcBI2vdGipMHpHRrrNAHf18CqXGQeerGs6omrMlNEthc0QmbfcvoKK8nPRhVwCw45OvLE6m/IUWeRUwVr7jOgy8bb8MSkuK6XRkMZujLyG2SZLFyaxVln4Tzchm61cLyRw2HJEoCo4F1wm+Vf1pkVcB4/i+w0AYl908ji2fvUsc+dh73WZ1LMulXXEzJ0wERV9PByDUEUNZeS7FRYUWJ1P+QIu8CgiuVgbHCXW4WhmYDTPJpjHdLtNTFIRHRrEtfhDd8j6lsOA4jVsmAaWsmDHT6mi1Fmithh955BE6d+5M9+7dGTNmDHl5eQBMnz6djIyM0z82m431611toQO61bBS3rZ28SKMKSSqSRz5ecfoVrCS7xOvwhESanU0vxDV93YipYStn7xNn7HXALBr1QaLUwWu87UaHjx4MJs3b2bjxo107NjxdN/4W2+9lfXr17N+/Xreeust2rRpc7oPT6C3GlbKq7Z+vAKALlddyo5lMwmTMvNokPkAAB20SURBVGL7NJwjXM+nc+/BHJAkQrfOpmNmH2wSS1F+YLY4CIRWw0OGDMHhcLX+6tev3xl9aU6ZMWMGN9/seo0GfKthpbytIDsXkUgyR4xk63PDOCBN6XTRlVbH8hs2u509ycPovf8tco7sJywsmqLiQ5zIOUZ0fJM63den/3mNI3t2ejRf09btuOKOieedLxBbDb/55pvcdNNNVabPmjXrdGuG/fv3B22rYaUumNPppKw8jxBHLPk5h+latJY9ycOC9uxP9dW0/y04pIKsz2aQ0L4V4OTTqf+1OlatBWKr4aeeegqHw8Gtt956xvRVq1YRGRl5+nuGoGo1rJSnffnuuxhTTExSAlnLptNXKki6WEfVnK1dtz788F4LorLmceltU5jx6EoObM6q8/3UZovbGwKt1fDUqVNZsGABS5curbL+mTNnnt5VA64tcm01rFQNsla49s32GDmI6Kx57La1apBtDM5HbDb2txhOl5JNhIaHYJc4igvzrY5Va4HUanjx4sX85S9/Yf78+URGnnkmroqKCmbPns24ceNOT9NWw0qdw8ncPESiadahDV3LNnOw1UjdVVOD5hffgk0M3302nfDIaMorcjmw8zurY9VaoLQafvDBBzlx4gSDBw8mIyODe++99/Rty5cvp2XLlrRr1+6MZbTVsJu2GlaVFRcV8uIdtxEWmkjm0Gb0++4f7LvtC1qmVh1TrVx2PdmDYnskO8Jv5PvVS0lJu5gbfv/bcy6jrYYDi7YaVkHDdUBPKY1bNCV+9yKy7Kla4M/jUMpwupRtpdvgSwA7R7+reSigCn5a5JVf27V6IwCpAy+io/NbslOGWZzI/7W61PWl9LGNi3DY4igpCZz98srzPFLkRSRcRFaLyAYR2SIiT7inx4vIxyKS5b6M88T6VMNRdPw4NomFvC0AtLz4RosT+b+WqWl8Z29P3O4PiYiOpcIcZ9fG9VbHUhbx1JZ8CXClMaYHkAEME5F+wCRgqTGmA7DUfV2pWinIzcNZkUtoaDQxuz5kl601rTr0sDpWQDjaagidnNtJ7NQKgJXvzj/vMv72/ZyqXl2fJ48UeeNS4L4a4v4xwGhgqnv6VEC7Sala+2zG24CTmBYJdC7ZzKEWg62OFDCa970BgPgmhYCD3D1VR4hUFh4ezrFjx7TQ+zljDMeOHSM8PLzWy3jsYCgRsQNrgVTgRWPMKhFJMsYcdIc7KCJNPbU+Ffz2fbMNgIQUO7bDhqS+uqumtlI69WSvNCf+4Cc4bG0oKal+iOAppw7WOXr0qI8SqvoKDw8/o0XC+XisyBtjyoEMEWkMvCcitR4CISITgYkAKSkpnoqkAlxxwQls0pgWxz9nnzTTA6DqQGw29jW7iswD0/miURonT+xm96ZNtElPr3b+kJAQ2rZt6+OUyhc8PrrGGJMHLAOGAYdFJBnAfVntYWXGmNeMMZnGmMzExERPR1IBKOfwIZwVOYSFR9Ol6Bv2JQ3SA6DqqEnv6wmRcho1dW3LrXy3atdDFfw8Nbom0b0Fj4hEAFcB24H5wHj3bOMBPbuwqpUV02cCFYTFOQiRcuIyG+7JuusrtcdlHCGe1MhvAQc5uy+sm6EKTJ7aNEoGPhWRjcDXwMfGmAXAZGCwiGQBg93XlTqvg1u+A4R2sbs4Qjwdeg60OlLAsdnt7Eq4nIyyr3HYGlNSUnD+hVTQ8cg+eWPMRqBnNdOPAYM8sQ7VsJQUFmCTWPqZj9iYeDVNL7B/R0PVKGMMEf+bS0hYGEVF2ezZupnWXfWI4YZEd3Iqv3Mi5xjOilxCQiKIkFIi0up3jk8FnfsOI48ooqNdo2u+euc9ixMpX9Mir/zO8pmzgHLCG5Vy0oTTqd9wqyMFLEdIKFmxl3BF9BeAnZxd5x4vr4KPFnnld/av3w5Ar5hv2BHVm7DwyPMsoc7F3nk4LUPz3H1szj1eXgUfLfLK7xSdOIFNYukVuQdn6lCr4wS8DhePpszYcYQ4qDB5/LB9q9WRlA9pkVd+paigAGdFLg57OBVGaH/xGKsjBbzo2Hh2hKeTEOk6TGXlO3MtTqR8SYu88ivLZ8wEnDQKKyArpBNNkmp/+LaqWUHKIIY0+Qqwk/29jpdvSLTIK7/yw9rNAFwa/w25LXX0rae06DuGuJBS93h53S/fkGiRV36lKD8fm0TTMeowSb2rnuhY1U+r1HT2SnNC7DYqTB77vt1udSTlI1rkld8oLiqkrDwPhy2CgyTSpos2JPOk/U0H0rzRPgC+nDnH4jTKV7TIK7/x5ezZQCmxYcf5IeEybUjmYVHpIxiYsB6wk71zn9VxlI/of5HyGztXbQCgZ9x2IrqNtDhN8OnYewgOhx27NKa0WPvYNBRa5JXfKMw9jkgUqdFH6KhHuXpcaFg4WdF9CLNDucnjyN49VkdSPqBFXvkFp9NJWXkeIRJBVkQPwiMaWR0pKJWnDiWp0RHA8MXMd62Oo3xAi7zyC1/NnQOUEBNWQGHK5VbHCVpt+11Dv/hNgHB4+y6r4ygf0CKv/ELWiq8B6Bb3Lc0zteuktyQ0S6GoUQI2iaWkUPfLNwRa5JVfOJmTh0gkSVEnaZXa3eo4Qe1I00sItTlwVuRRkJtndRzlZVrkleVc++OPEyKNOND0Yh066WXR3YYSF54LOFnxziyr4ygv0/8mZbk1ixZiTBFRoYWEdhpidZyg1yHzKtLjswDY9802i9Mob9Miryy3/dMvAWgfs5vUviMsThP8wsIjqUhsgU2iKcrPtzqO8jIt8spyBUdzgHDimtqJjo23Ok6DUJRyOSG2MMrKj1NWUmJ1HOVFHinyItJKRD4VkW0iskVEHnJPjxeRj0Uky30Z54n1qeBS6iwgxBZFgQ6d9JnkXiOJDi0ASvjqPT3vazDz1Ja8E/iVMaYL0A94QES6ApOApcaYDsBS93WlTtu28kuMOUGEo5TEDN1V4yspHbqT0vggAN99sdbiNMqbPFLkjTEHjTHr3L+fALYBLYDRwFT3bFOBaz2xPhU8vlnwMQBNo47QLq2/xWkaDrHZCG+dgkgEJ3NyrY6jvMjj++RFpA3QE1gFJBljDoLrjQBo6un1qcCWt/cg4KBJSjQ2u93qOA1KWOchhEgUZeX5OJ1Oq+MoL/FokReRKGAO8LAxptZf24vIRBFZIyJrjh496slIys+VlpzEITGEdhxodZQGp33fq4kMKcaYQjYt+9TqOMpLPFbkRSQEV4Gfbow5dabgwyKS7L49GThS3bLGmNeMMZnGmMzExERPRVJ+7vCeXZSbPMLs0PIi7Trpa7HxicQ1Pg7A5iXLrA2jvMZTo2sEeAPYZoz5e6Wb5gPj3b+PB+Z5Yn0qOHz5zlzAENMoj+ZtOlkdp0FK7NwWCOX4Af0EHaw8tSV/CXA7cKWIrHf/jAAmA4NFJAsY7L6uFIC7C6LQtI22FbZK47QhOGwxlDm1WVmwcnjiTowxnwNSw82DPLEOFXxKCguwSSyNe+j+eKt0yBzEV/bZnCjL57v160jN6GV1JOVhesSrssTJ/DycFXmE2hy0zdT98VYJj4wiOqYQgDXvLbQ4jfIGLfLKEl++OxdwEhleRJOkllbHadCS0lsDdo7t2m91FOUFWuSVJXZ/vQmAuJRIi5Oo5r2GY5dYykpPWh1FeYEWeWWJouOuk3a3uWyo1VEavPY9BxJmFz25d5DSIq98zul04qw4QYhE0D5T+8dbLSQ0jIioEsDwxaw5VsdRHqZFXvncuo8+xJgiwkLLtLWwn0ju5vpe5PC27y1OojxNi7zyuS3/+xyAmBbhFidRp7QfeK375N66Xz7YaJFXPldw5BgQRqdBuqvGX7RL60+ILRRnRb6eRCTIaJFXPucsLyTEFk3HPlrk/YXNbic0wgmU8uVc3S8fTLTIK5/6bv06Kkw+IQ5Do+jGVsdRlcS3SwDg289XW5xEeZIWeeVTX7/3AQCRTWrqgqGs0n3kWEQiKMo9YXUU5UFa5JVP5ezaD9jpMFDPAuVvUtP74ZAonBX65Wsw0SKvfKqstAi7xNLl0lFWR1FnsdnthIQYjCng29WrrI6jPESLvPKZYwf3U26OE2K3EZeYbHUcVY1Gya42E6vmzrc4ifIULfLKZ76Y9S5QQXhMhdVRVA16jBgO2Dm+v9qTuKkApEVe+cz+TTsAaNmzi8VJVE269h+CXWJxlhVbHUV5iBZ55TOlhUXYJIYew8ZaHUXVICQ0jBC7nXJznJzDh6yOozxAi7zyCVdTsnwctjCapXSwOo46h7DGDqCCz6ZPtzqK8gAt8sonVn/wAVBCaLjuj/d37Qf0A+DQpiyLkyhP0CKvfGLbJ8sBiHMfVan8V/9R47BJNKXF2sMmGGiRVz5ReOwEEEav0TdYHUWdR3hEIxy2CJwV+TidTqvjqAvkkSIvIm+KyBER2VxpWryIfCwiWe7LOE+sSwUmZ4WrKVn7bn2sjqJqISRCgBK+mDvb6ijqAnlqS/4/wLCzpk0ClhpjOgBL3ddVA7Rn62YqTD4OB4hNPzwGgqZpbQHY8ekXFidRF8oj/3HGmOVAzlmTRwNT3b9PBa71xLpU4PlipmtrMLKpnrQ7UFx5+91AGCXHi6yOoi6QNzerkowxBwHcl01rmlFEJorIGhFZc/ToUS9GUlbI3X0QELqP0JN2B4rGCUk4bNE4K7TIBzq/+OxsjHnNGJNpjMlMTEy0Oo7yMGdZCXZpTPcBw62OouogJMROhcln+1rtLx/IvFnkD4tIMoD7UpthNEAn8/NwVhzHYQvBERJqdRxVB1EtXWMlVs58x+Ik6kJ4s8jPB8a7fx8PzPPiupSfWjb9bcBJaIzd6iiqji677TbAxslDeVZHURfAU0MoZwBfAZ1EZJ+I3AlMBgaLSBYw2H1dNTA/rHWNqk3p293iJKqu2nbNwC6xlJWVWh1FXQCHJ+7EGHNzDTcN8sT9q8BVdrIYkUZcftMEq6OoenDYQylxZnM8O5vYBD1aORD5xRevKng5zUkcEkl4ZJTVUVQ9hMeHA+V89PrLVkdR9aRFXnnNmiUfYsxJQsL1ZRao0kcMASB7+w8WJ1H1pf99yms2LPgIgPj2eqq/QNV3+GhsEo2zRHvYBCot8sprio4VAA4Gjr/L6ijqAtglAqc5QVmpfgEbiLTIK69xlpfgsMXSrFUbq6OoCxAWFYIxxSx96w2ro6h60CKvvOLg7p2Umzwcdo8M4FIWatXbNfx1z6r1FidR9aFFXnnFp/+ZAhgimuqomkA3+A5Xs7LSgjKro6h60CKvvCJ3l+sk0L3HavPRQBcSGqrNygKYFnnlFc6SMmwSQ/rFV1gdRXlASFgIFeYEX3+8wOooqo60yCuPO3n8OE5znBBbhNVRlIckdGwFwMYPFlucRNWVFnnlcYv//SJQRljjMKujKA8Zctc9gJ2iY7rLJtBokVced3jLLgC6Db/S4iTKUxo3TcIusTjLdax8oNEirzyurNiJTaK5+JqxVkdRHuQICaXcHGfX1g1WR1F1oEVeeVRJYSHOinwcuj8+6EQnxwEVLJ82zeooqg60yCuPWvzGK0AJYTG6Pz7YXHHnTwEbBfv0JCKBRIu88qj9a7cB0GXwQIuTKE9L6dQFuzSmzKn75QOJFnnlUWXFpdgklsuuH2d1FOUFIaGhlJtctny1wuooqpa0yCuP2bN9M06TS4gj3OooyksSOrUE4MvpMy1OompLi7zymKWv/huoIDalidVRlJdc/eAvgHCKjhVaHUXVkhZ55TEFh/KBMEY+9EuroygvaRQbS6g9hrKKPA7u3ml1HFULXi/yIjJMRHaIyHciMsnb61PW+H7jOsoqcgizNyY+qZnVcZQXNW6dAJTxwV+fszqKqgWvFnkRsQMvAsOBrsDNItLVm+tU1vjo7y8B5SR1b2t1FOVlN/7+cWwSzcmcfD1bVADw9hkd+gDfGWN2AojITGA0sNXTKzp54gQVzrr3u66oqKjzMuXO+p3vsqK87vnKy8vrua76LWfK6/54fL1wHkVFOTikCTdM+l291qsCR1hkJJExsRQc38fr9zzILc89jSNUj4vwhNCwMEJCQz16n94u8i2AvZWu7wP6emNFb977MKXOw964a1UrYXQfPcjqEMpH7vjH33nlzvspLDzA6/ffYXWcoNEkpSN3PPt3j96nt4u8VDPNVJlJZCIwESAlJaVeK4pp3piCw9Wtzr9IfSLW+8/y0eMh0OPaIVwy+gbfrE9ZLiwykvEvPMus3/4eZ3H9PtmqqlqkeX5vthhTpeZ67s5F+gOPG2OGuq8/CmCMeaamZTIzM82aNWu8lkkppYKRiKw1xmSePd3bo2u+BjqISFsRCQXGAfO9vE6llFJuXt1dY4xxisiDwEeAHXjTGLPFm+tUSin1I2/vk8cYswhY5O31KKWUqkqPeFVKqSCmRV4ppYKYFnmllApiWuSVUiqIeXWcfH2IyFFgTz0XTwCyPRjHUzRX3WiuutFcdeOvueDCsrU2xiSePdHvivyFEJE11R0MYDXNVTeaq240V934ay7wTjbdXaOUUkFMi7xSSgWxYCvyr1kdoAaaq240V91orrrx11zghWxBtU9eKaXUmYJtS17VQKReTY6Vn9HnUdVVQBV5EUn2xxe5iDQXEb87NY6IpIvIbwCMH31kExG/PAmsiCRZnaE6ItJJRIaD3z2PrUWkfieA8DIRCbc6Q3WsqGEBUeRFJExEXgY+A14TkeuszgQgIlEi8nfgQ+B1EbnFPd3Sx1VcngPeBhwiEmJlnlNEJEJE/gEsFpHnRWS01Zng9PP4PPChiLzqZ6+vvwEzAM+eE+4CuJ/H53G97qeKyH3u6ZbXExFpJCKvAX8UkSbuaZZvGFpZwyx/UmppFJBsjOkILACeFJGOVgYSkebAf3D9810CzANObTXX/USpnpUIJAMXGWOeMsbU/eSy3vEAkGiMyQDeB54WkVQrA4lIC+AtXP8LI3D9E/7VykwAIhIDzAUuNcb0MsbMszpTJT8HmhtjugKPAw+D9a9799b7k8ClQDRwhTuXP3z6sayG+W2RF5GoSlcNcBTA/WJfDNwjIo0tyBXt/vU48CtjzIPGmAIgCXhfRBLd8/n0sa2UCyAW6GCMKRWRoSLyaxEZ6ss8lXJFuS/tQByuFzjGmM+Ak7i2uGKtyOZWDLxujHnIGHMIeAdYLyLdLcx0KtdbwBYAEblERIaISAf3dZ//74qI3b1eATa6JzcHFopIZ1/nqZQr0v1rCfAyMADIAi4SkfbueXy+Ne8vNczviryIpIrIO8B/RGSkiDQCioB899YzwLNAL6CbexmvP4Fn5wJCjDF7RCRSRB4CJgGNcL3guxpjKnyca4r78YoHCoAvRORJ4P9wFYx/iMj4s154vsg1VUSudk8+AfQVkR7uN8PtQEegnXsZXzxenUTkFRGJADDGHAOWVZqllTvPDm9nOU+uUuATwIjIIeBpYDDwmYh08+Hr63QuY0y5e2v9AJAiIiuAv+B6Xv8nIoN9WUxFpIOITMO1+2MUEG2M+c4Ykw18CoRjwda839UwY4zf/OB601kA/B4YjetdeTIQBiwEhgOh7nkfB961KNeLwAvu2wToWGneJ4GPLcr1EvCc+7YXcBWvHu7rY4F3cf0j+DrXK8BTQIj7cjaw3v18/gl4zUeP16XAaqACeOzU83fWPJ2Aub7Ic65clR7HQcCvz3p9LfaDXLG4PvU0c097AFjkw8fsdmArcB/wU+DfwE/Omudu4Hlcuy19lcvvapjPXsi1fIBaAP8F7JWurwb6AjcAU4A+7ts6u5/YEItyfQWMcl+XU8UC11bg+0CERblW4fq42gP4GPhppfk/xbUv1apcQ9zX2wLx7t+vB35x6nH0cq4uQBqQCnyHq6HT2fOMA551/3430N0Hj9fZudpUui38rHk74NpXH25VLvfrvYW7gLZzTwvDtVHRxNu53OsbAlxT6fpfgHvdvzvclynA74D7cX3SHuCDXH5Xw/xqd40xZj+Qietj6anrLwFPGGNmA98Cj4rIr4CZwE7jgy8Va8j1MvAL93VjjDEi0h94E/jSGFNkYa7fG2M24Dp67hoRedT90XozkGNRrheB37qv7zLG5IjIAOCXwF73dK9+pDbGbAO+M8Z8h+sN8Emosn97ENBEROYAt+Da1eVV1eR6wp1LjDGn1y8iFwNvACsrT/d1LvfzdAjXG87dInIHrvM4f43ruyqvM8YsAZaIyKlTmBbj+n4AY4zTffkDEAX8Gdebt1WvfWtrmC/edat5t6uylcuP73x3AJ9Xmt4Y18fC3ri2IC4D/h9wmx/kmuHO0wjXP8A3wI1+kGsWcLH7ejfgV8A4P8g1A/fWFK4t+CzgFl/kqnTbqU9c0bi2TgeddfuHuL7sHOsvuXAVqt/g2sV1kx/l6o5rK3mhN15f58t21nzTgevOmtYbOAjc6oVc8UBM5ceJHz9BWFbDqs3qi5Wc9eBMBj4Aerqv28663Y7rC6eHK02bCqT5cy4gwx9z+fHj1diKXKeyuS8fBha4f7/Z/Q94uR/mclDpex8/yuXVXZK1zGYDIoH3cI1wE2AoEObFXL8HtuHaEn/87GxW/U/W9OPrYX53uZ+ALOA6qDq21hhTDjwCPCQi14rIbbj2C3ptDO4F5jp1+3o/y+Wvj5dx355nRS63Cvdt/wAuEZHjwFW4CsMyP8wVYoz51s9yXYn7uDtP56pLNve0WPfPSH78Tsrj2cR1oNWzuF7HlwN/AB4WkTam0mgnK/4nz8nb7yK4v2Bz/x4HtMT1JLwKjHBPl0rz2NyXo3HtAlmO64AQzaW5LjhXpXljcQ1j2whcormszXWB2a7BVUDfAS7zVi5cn6gux71bxj3t31Qa3OCe5pPXfq3ze+2OXS+K14Evce2363bWbQ8B/8S9X4sf9/15e4SF5mrAuSrNY8MLI2c0lyXZGgH3eDnXA7h3mbkfC8F1tPunnLWr1tuv/br+eHN3zaO49k3dietd+XSfZGPMcVxDEAXX+G2M+9E5dam5NJc3clWap8IYsxHP01w+zCYiNmPMSWPMqz7INcW9/gpcW/VluI6y3V95IR+89uvE40VeXE4Na5pujNlmjHkKKBWRJyrNuhnXu2C6iDwiIvd586gvzaW5NJf/5PJUNuOFfjk15Ppz5VzGNeyxLeA0xhwVketEZJyns3iCx4u8cXHiGrN6UaWb7gfuF5E493yFuN6dxwETcY0X9do7oObSXJrLf3L5c7ba5sI1Fj5SXK0VfoPr2AH/Yzy/H+vUlw69cDXkiah027+B/zM/7u/aSaVDtr35o7k0l+byn1z+nK0WuR51/z4JOAzc7avHrD4/9T79n7hORlEO/D9T6YgtcXepM8aUi8hMoMgYM8F926+BQ8aY/7qvhxpXIyaP0VyaS3P5Ty5/znahuUSkJ7Dd+ODo9gtSj3e5CFyHp+8H1uBugOW+rfIQura4+lmscM8/Dtfwq+vquk7Npbk0V2Dl8udsHsjl8aOhvflTlwfm1CG7guskGQ5c7U//TqXOhkAzYBqwElfXwQxcXeKWANd74QnTXJpLc/lJLn/O5q+5vP1TqwcGeA5Xr4XBpx4k92Uyrm+9h1SaNgS4z+vBNZfm0lx+k8ufs/lrLl/9nO/BEVwd1P4L3IqrE90DVOoLgaufxdtU08IWd88LLzxpmktzaS4/yeXP2fw1ly9/zvcAxeA62ivafX0oZ3VPw/Vx5j1c5zAcCIw59eB68QWluTSX5vKTXP6czV9z+fLnnOPkjTH5wG5crTMBvsDVTre/iDRzz1MGLMLVN+INfmxAZc513xdCc2kuzeU/ufw5m7/m8qXaHAz1HpAhIsnGdcLqjbgO5U0GEJEeuE6e8Q9jTKox5n2vpdVcmktz+Wsuf87mr7l8ojZF/nPgGO53QmPMOqAPrh7O4Dqp72XGmEneCKi5NJfmCohc/pzNX3P5hON8MxhjDorI+8BkEfkO1ym+ioFTp9g66t2ImktzaS5/z+XP2fw1l8/Uduc9rrOMvwlsBx705BcDF/KjuTSX5vKfXP6czV9zefunTm0NRCTE9b7gOlGuv9BcdaO56kZz1Z2/ZvPXXN5U7941Siml/J9Pz/GqlFLKt7TIK6VUENMir5RSQUyLvFJKBTEt8kopFcS0yCulVBDTIq+UUkFMi7xSSgWx/w+1WiK7jSUUFAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -868,7 +763,7 @@ " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -892,22 +787,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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nOH36NI899higKzfyySefEB4eztKlS3n66adv6udxp+SVhCQ1ILc8l2+iv2GU+yiCnYJh+z+hulLX1dMa9JwO+9+Dfe9g3u0engx6kjePvcnhy4cZ7Dq4ac91k5/4m1pWVhaTJ09m3bp1dO9+8+XK9+zZw/3334+DgwMAdnZ2tc9dKQkeGBhIRoZuHGfHjh3s2LGD3r11M+aLi4uJj4/Hw8OjXpnxq509exZvb2/8/PwAXWnxP1/p3C4fHx8uXLjAM888w4QJExg3bhzFxcUcPnyY6dOn125XUdEyd7XJKwlJasDyqOWUVZWxoM8CKM6CsK91b8z2vvoOTUdtAEMX6q4mzm1jmt80XMxd+OTkJ+3masLa2hp3d3cOHTrU4PNXl9SGurLa1yvpbWxcd7PBlZ+TEIJXXnmlttz2+fPnmTt3LlC/zPifNWVJ8Kvjt7W15dSpU4wYMYLPPvuMefPmodVqsbGxqY0xMjKS2NjYOzr/zZJJQpL+JKs0i5/jfmay72R8bHzgyKe65UaHLtR3aPUFzQBbL/jjXQxVBvyl11+IzolmT/IefUfWJIyMjNi4cSMrV67kxx9/vOZ5Ly8vIiIiAIiIiODixYsAjB49mp9//pmcnBxAVz77esaPH8/XX39dW5YjNTW1tvR2Y/z9/bl48SIJCbpVA3/66afrbt8QLy8vIiMj0Wq1JCcnc/z4cQCys7PRarVMmzaNN954g4iICKysrPD29uaXX3TL7gghOHXq1C2f83bI7iZJ+pNvo7+lWlTrZlaXF8KJFdB9Cjh21Xdo9akNYMjzsGUBJB3iXt97+frM13x68lNGuo9EpbT9z4Dm5uZs3bqVsWPHYm5ujrW1de1z06ZNY+XKlQQHB9O3b1+6dtX9frp3784///lPhg8fjlqtpnfv3nz77beNnmPcuHHExsYycOBAQFcN9ocffrjuOtEmJiYsW7aMCRMm4ODgwJAhQzhz5swtvbbBgwfj7e1Nz5496dGjR+3gd2pqKo899ljtVcbbb78NwKpVq3jqqadYsmQJGo2GBx98kF69et3SOW+HXkuFNwVZKlxqSrnludy17i7GeIzhraFvwdEvYNvLMG8PuIXoO7xracrgg+7gPgBm/siWhC384+A/+GTUJ4xwH3Hbh+2IpcLbszZbKlySWpsfYn6gvKqceT3ngbYajn0J7v1bZ4IAXbmO0Mch7jfISeBu77txtXDlq9NftZuxCUm/9JokFEWxURRlraIoZxVFiVUUZaCiKHaKouxUFCW+5tFWnzFKHUdBRQE/nv2RsZ5jdWMR57braiUNeErfoV1f33mgMoBj/8NAZcCc7nM4lXWKiMwIfUcmtQP6vpL4CNgmhPAHegGxwMvAbiGEH7C75ntJana/nPuFEk2JbiwC4OjnYOUG/s20VkRTsewMPe+Hkz9AeQFTukzBzsSOFadX6DsyqR3QW5JQFMUKGAasABBCVAoh8oHJwJWKZd8BU/QTodSRaLQafjr7EwOcB+Bv5w9ZcZB4APrN0w0Qt3b9ngBNCZxei6mBKbMDZnMg9QBxuXH6jkxq4/R5JeEDZAHfKIpyUlGUrxRFMQc6CSHSAGoenfQYo9RB7EzcSWZpJg8HPqxriFip68IJnq3fwG6WSx/o1BPCvwVgRrcZmBqY8n3M9/qNS2rz9JkkDIA+wBdCiN5ACTfZtaQoynxFUcIURQnLyspqzhilDkAIwfcx3+Nl5cUQ1yFQVQmnftKtCGfRRj6jKAqEzNFNrrt8Emtjayb5TuL3i7+TWy6XiZdunz6TRAqQIoQ4VvP9WnRJI0NRFGeAmsdrZrUIIZYJIUKFEKGOjo4tFrDUPp3KOsWZnDPMDpitm1sQ9yuU5kCfR/Ud2q3pOR0MTCFc11s7038mldpK1sev13NgzWvevHnExMTc0j4WFhZA4yXJ/+zqMuNXn+/Ppb9nzpxJUFAQH3zwwS3F05rprbNVCJGuKEqyoijdhBBxwGggpubfHOCdmsdN+opR6hi+j/keSyNLJvlO0jVErARrd/BtOzX/ATC10U36O/0LjFuCr40v/Z37syZuDY92fxQDVRsYW2mAEAIhBCpVw59pv/rqqxaN5+rzXSn9PXLkSNLT0zl8+DBJSUktGk9z0/f/mmeAVYqiGAEXgMfQXd38rCjKXOASMP06+0vSHckszWT3pd08HPgwZoZmkJcECXthxMuganzGbavVZ46uqyxmI/R+iFn+s1iwdwF7k/cy1nPsbR3y3ePvcjb3bJOG6W/nz0v9Xmr0+YbKdMfFxfHaa69RUVGBr68v33zzDRYWFowYMYKlS5cSGhqKhYUFCxYsYOvWrZiamrJp0yY6derExYsXmTVrFlVVVdx11103jE8IwTPPPMOePXvw9vauN+fkyvl+++23eqW/t2/fTmZmJsHBwXzyySe8+uqrtXFlZ2cTGhpKYmIi0dHRPPbYY1RWVqLValm3bh1+fn788MMPfPzxx1RWVtK/f38+//zz6876bil6vQVWCBFZ020UJISYIoTIE0LkCCFGCyH8ah5lh6rUbDae30i1qGZ615rPIlE/A0JXErwt8hgAtt4QtQaA4W7DcTF34cfYa2sftXZXl+k2NzdnyZIl7Nq1i4iICEJDQ/nvf/97zT4lJSUMGDCAU6dOMWzYMJYvXw7AggULeOqppzhx4gSdO3e+4bk3bNhAXFwcp0+fZvny5Rw+fPiabRYtWlSv9PfmzZvx9fUlMjKSoUOHNnrsL7/8kgULFhAZGUlYWBhubm7ExsayZs0aDh06RGRkJGq1mlWrVt3CT6v56PtKQpL0plpbzbpz6+jv3B8PKw8QAk7/DJ6DwcZD3+HdHkWBoAfgj/eg8DJqKxdm+M/gg/APuJB/QTdJ8BZd7xN/c7q6TPfRo0eJiYlh8GBdGfTKysraWktXMzIyql1GNCQkhJ07dwJw6NAh1q1bB8DDDz/MSy9d/zXt37+fmTNnolarcXFxYdSoUU32ugYOHMibb75JSkoKU6dOxc/Pj927dxMeHl67ZkZZWRlOTq3jpgl9T6aTJL05knaEyyWXub+rbnUy0qMg+5xuYlpb1vMBQMBp3UDrJN9JGCgGbW4A++oy3UIIxo4dW1smOyYmhhUrrp0saGhoWFvCW61WU1VVVfvcrZb2bspS4FfKgAPMmjWLzZs3Y2pqyvjx49mzZw9CCObMmVP7+uLi4li8ePEdnb+pyCQhdVhrz63FzsSO0e6jdQ2nf9HNjQhs4/M3HbqAa4juqghwMHVghPsINidsRlOt0XNwt2fAgAEcOnSI8+fPA1BaWsq5c+duev/BgwezevVqgJvqxhk2bBirV6+murqatLS021qT2svLi/DwcIDaO6NAtxyrj48Pzz77LJMmTSIqKorRo0ezdu3a2hLlubm5rWYAXCYJqUPKLM1kX/I+JneZjKHaELRaOL0OuowFM7sbH6C16/mAbl3qTN3CNFP9ppJXkce+lH36jes2OTo68u2339beYjpgwADOnr35wfSPPvqIzz77jL59+1JQUHDD7e+77z78/Pzo2bMnTz31FMOHD7/lmBcuXMgXX3zBoEGDyM7Orm1fs2YNPXr0IDg4mLNnz/LII48QGBjIkiVLGDduHEFBQYwdO5a0tLRbPmdzkKXCpQ5pWdQyPjn5CVvv24qnlSdcPADfTYRpK9p+dxNAcSb8xx8GPwtjFlOtrWb8uvF0se3Cl2O+vOHuslR4+yJLhUvSLRBCsPH8Rvp27qtLEKDrajI0182ybg8snMBnBERvACFQq9Tc53cfh1MPk1bcOj6hSm2DTBJSh3Mq6xTJRcnc61NT3bVaA7GbwX8CGDW+pnGbEzhJV+o8/TQAU7roxlo2JmzUY1BSWyOThNThbEnYgonapG5yWdIhKMuDwMn6Dayp+U8ERQUxuqIFrhau9Ovcj60JW+WCRNJNk0lC6lAqqyvZlriNkR4jsTDS1e8hdgsYmoFv090L3yqYO+jmfMRs0s0BASb4TOBS0SXOZN/aesxSxyWThNSh7E/ZT2FlYV2dJq0WYrdClzFgZKbf4JpD4GTIiYcs3Z1AYzzHYKQyYuuFrXoOTGorZJKQOpQtCVuwN7FngLNuJi+pYVCcDgGT9BtYcwm4F1AgZjMAlkaWjHAfwbbEbWi0bXPOhNSyZJKQOoz88nz2p+5ngs+EuoqosZtBZQhdx+k3uOZi2VlXzymmrpjyBJ8J5JbncvTyUT0GdusWL17M0qVLGTFiBA3d9h4WFsazzz6rh8jaN5kkpA5je+J2qrRV3Otbc1eTELrxCJ8RYGKtz9CaV8AkyIyGbN1s5aGuQ7E2tm53XU6hoaF8/PHH+g6j3ZEF/qQOY3vSdrytvelm203XkHFGd4vokBf0GlezC5gI21+Bc7+DwzMYqg0Z5zmOLQlbKNGUYG54/dt+0996i4rYpi0VbhzgT+d//OOG27355pusXLkSd3d3HB0dCQkJAXSL/Tz99NPk5+ezYsUKhg4dyr59+1i6dClbt7av5Kdv8kpC6hCyy7IJSw9jvNf4usJtsVt0t4h2u0e/wTU3Gw9w6g5x22qbJvpMpLy6nL3Jt16TqKWEh4ezevVqTp48yfr16zlx4kTtc1VVVRw/fpwPP/yQ119/XY9Rtn/ySkLqEHYm7UQgGO85vq4x7ndw7w8WzbsEbmVyMqXHT1Aed5aqtDS0ZeUoajUGnTtj5O2FWWhfTAL8UZpzgZmu4+HQR7r5IKa2BDsF42TqxM7EnUz0mXjdXW/mE39zOHDgAPfddx9mZrq7ziZNqru5YOrUqYCuHHhiYqI+wusw9JokFEVJBIqAaqBKCBGqKIodsAbwAhKBB4QQefqKUWoftidux9faly62XXQNhWm60uCjX2uW82nLyshfv56C9Rsoj44GQDEzw9DFGZWZOUKjoSwqiuo83X9tAycnrCdPxnbWTAydnZs+oG53w8H/wvnd0PN+VIqKMZ5jWHtu7U11OelLY+W6jY2NgWvLgUtNrzV0N40UQgRfVWjqZWC3EMIP2F3zvSTdtqzSLCIyIhjvddVVRPwO3WPX8Q3vdJtEVRW5K7/n/NhxZLyxBCG0OL38Ej5bNtMt7AS+W7fi/fMafDasp+uRw3T54w9c3nsXk8BAcr7+moRx40lf8iZVeU38ucg1BMwc4Fxdl9NYz7FUais5kHKgac/VRIYNG8aGDRsoKyujqKiILVu26DukDqk1djdNBkbUfP0dsA/Qz9JYUrtwpatpnNdVt7nG7wArN3AKbLLzlMfGkvbPf1EeE4PZgAE4fvwRZn36XHcfw05OWE+ahPWkSWhSU8n+8kvyfvqJwt9+o/O//onVPU00XqJSg984iPsNqqtAbUBvp944mDqwI2kHd3nfeN3nltanTx9mzJhBcHAwnp6e110SVGpGQgi9/QMuAhFAODC/pi3/T9vkNbDffCAMCPPw8BCSdD2P/PaImLJxSl2DplyIJc5CbHmuSY6v1WpF7k+rRUyPniJu8BBRsG37HR2v7OxZcWHa/SKmm79I/cc/RHVZWZPEKaI3CvGalRAXD9Y2vXHkDRH6fagoqSypt2lMTEzTnFNqFRr6fQJh4ibep/Xd3TRYCNEHuBv4q6Iow25mJyHEMiFEqBAi1NGxeQcdpbYtszSTk5kn63c1JR0CTQn43XlXk9BoSF+0iPTFizEfMACfLZuxGn9nE/NMunXDa/VP2P/lSQrWrSdp1mw0NSuW3RGfkbqJg+d+r20a5zmO8upyDqYevPPjS+2SXpOEEOJyzWMmsAHoB2QoiuIMUPPYBH8dUke1L3kfAsEYjzF1jed2gNoYvG/qM0mjtBUVpDy7gPxf1mL/5JO4f/kFBra2dxixjmJggNNzz+H2+WdUJCaSNPshKpOT7+ygJlbgNaTerbAhnUKwM7FjZ9LOO4xYaq/0liQURTFXFMXyytfAOOAMsBmYU7PZHGBTw0eQpBvbk7wHd0t3fG186xrjt4P30Dsq6KctLSV5/pMU79tH59cW4fT8c81yC6vlqFF4fvM12sJCkmbNpuLCxTs7YNfxuoJ/eYkAqFVqRnuM5o+UPyivKq+3qZDlxNuFO/096vNKohNwUFGUU8Bx4FchxDbgHWCsoijxwNia7yU3SyesAAAgAElEQVTplpVoSjiedpyR7iPrbqXMPg+5F+6oq0lUVpKy4DlKT5zA5b13sZ05s4kibphpr154/vA9Qqvl0ty5aO5k7WPf0brH87trm0Z7jKasqozj6cdr20xMTMjJyZGJoo0TQpCTk4OJicltH0NvdzcJIS4AvRpozwFGt3xEUntzMPUgGq2Gke4j6xrjt+seb7Ogn9BqufzKPyg5cIDOb/wb63vvvfl9haBco6W0sgojAxUWxgaNzgP4M2M/Pzy+Wk7Sw49w6fG5eP646va6thz8wNodEvZA37kA9O3cFzMDM/Ym72WYm64Lzs3NjZSUFLKysm79HFKrYmJigpub223v3xpvgZWkJrE3eS82xjYEOwXXNZ7fDfZ+YOt1W8fM+uQTCn/9FccXXsB2+vTrblutFURcymNXbAbhiXmcyyiisLxu4peRgQofB3N6e9gwvKsjI7o5YWLYeJeVSUAA7v/7kkuPzyX1mWfx+HoFipHRrb0ARdEtrnRmvW7ZVrUhRmojBrsOZn/yfrQDtKgUFYaGhnh7e9/asaV2SSYJqV3SaDXsT9nPSPeRdWXBNeWQdBj6PHJbxyzcvoOcL77E+v5p2D8xr9HtiiuqWH38EiuPJHEptxQDlUIvdxsmBbvgamOGmZGayiotWcUVnE0v4teoNH46noyFsQHTQ92YN9QHVxvTBo9tFhKC85IlXP7b30h/6y2cFy++9RfSZTREfAcpJ8BzEAAj3UeyM2knsTmxdHfofuvHlNotmSSkdikiI4KiyiJGuV+1JGnyUagqu61lSsvPnePyK69g2qsXnRctarCbqForWHMimf/uPEd2cQV9vWx5cVxXRvo7YWVi2Oixq6q1HLmQw/qIVL4/ksT3R5J4dJAXC8b4YdnAftb3TqTiXBw5y7/CJDAQ2wceuLUX4z0cFLXuqqomSQx1HYpKUbE3ea9MElI9+p4nIUnNYm/yXozVxgx0GVjXmLAXVAbgNfiWjqUtKyP1+RdQmZvh+vHHqBro4knKKWHG/47wjw2n8bI3Y/3Tg/jlL4OYHOx63QQBYKBWMdTPkQ9mBPPH30dyf4gbKw5dZPR//uCPcw2PCTg+9xzmgwaR8eZbVMTH39LrwdQG3EIhoW7w2sbEht5OvdmXvO/WjiW1ezJJSO2OEIK9l/YywHkAZoZX3eZ6YS+49QNjy1s6XsZ771GZkIDru+9i2Mnpmuc3RaZy90cHiEsv4j/Te/HLXwbSx+P25ku42pjyzrQgNj49GFszI+Z8fZy3fotFU62tt52iVuPy7juozM1JfXEh2vLyRo7YCN/RcDkSSnJqm0a6jyQuL4604ju4e0pqd2SSkNqd+Px4Lpdcrn9XU0k2pJ265a6moj17yf9pNXaPPYb5oEH1ntNqBe9vP8uC1ZF0d7Fi+/PDmBbidtN3LF1PL3cbNv3fYB4a4MGy/Rd47JsTFJbXX5PawNERl3fepuLcOTLfX3prJ+gyGhC6xFljuNtwAPal7LvD6KX2RCYJqd25UmJiiOuQusYL+3SPviOv3aERVXl5pP3rXxgHBOD4/HP1ntNUa3luTSSf7U3gwb7urJo3AJdGBptvl4mhmiVTevL+/UEcvZDD9C+OkFZQVm8bi2HDsH3kYfJWraLk+PFGjtQAl95galtvvoSXtRdeVl6yy0mqRyYJqd05lHqIrrZd6WTeqa7xwl7dOtYuvW/6OJnvvEt1YSEu77xTbxyiskrLMz+eZPOpy/z9rm68PbUnRgbN96c0PdSd7x7vx+X8Mh5cdvSaROH0/PMYuruT9uqraMvKGjnKn6jUurW9E/bo1vquMcxtGCfST1CqKW26FyC1aTJJSO1KiaaEiMwIBrteNTgthG7Q2nuY7s3xJhQfOkTBpk3Yz5uLSbeute1V1Vr++mME26LTWTQxkKdHdGmS7qUbGdzFgZVz+5FbXMnMZUdJL6gbg1CZmuL8xhtoki6R9cmnN39Qn5FQnA7Z5+rO4zoYjVZDWEZYU4YvtWEySUjtytG0o1RpqxjqetXaA9nxUJh60+MR2rIy0l9bjJGXFw5PPVXbLoTgXxvPsDMmg9cndefxIS072ay3hy3fze1HdnElc74+Xm+MwnxAf2weeIDcb7+lPCbm5g7ooxuD4MIftU0hnUIwUZtw+PLhpgxdasNkkpDalUOphzA3NCfY8apZ1lcGZ31ubjwi+4sv0aSk0Pnfr6OqWSYT4KPd8aw+kcwzo7owZ5BXE0Z98/p42PK/h0NIyCrm6R8iqKyqu+vJaeGLqG1sSF/y5s3VXLL1AhsPuFiXJIzVxvTt3JdDqYeaIXqpLZJJQmo3hBAcTD1I/879MVRfNTchYY/uDdHuxp/8K1NSyP32W6wm3Yt5v3617ZsiU/lwVzzTQ9x4YWzX6xyh+Q3u4sA704I4eD6bf244XZsQ1FZWOL3wPGURERTe7FKf3sMh8QBoq+uO7zqYxMJEkovusDS51C7IJCG1GxcLLpJWksYQt6vuaqrWQOLBm76KyHzvfVCrcXrxxdq22LRCXloXRT8vO96a2rNFxiBu5P4QN54Z1YVfwlNYdexSbbv11KmY9OxJ5vtLqS4uufGBvIdDeQGkR9U2DXbRjeccTpVdTpJMElI7ciD1AABDXK5KEpcjobL4phYYKjl+nKIdO7B/Yh6GnXR3RhWUafjLD+FYmRjy6ezeGKpbz5/M82O6MryrI//eEkNUSj4AikpF53/9k6qsLHK+/OLGB/GuGbu5uL+2ydPKE1cLVw5elqvVSTJJSO3IwdSD+Fr74mzhXNeYWPPm5zW04Z1qiOpqMt56GwMXZ+wff1zXJgQvr4siNa+MLx7qg5Pl7dfkbw4qlcKHM4JxtDTmqR8iKCjVDWSb9uqF9eRJ5K78/sZrT1h2Bkf/eoPXiqIwxHUIx9KOoanWXGdnqSOQSUJqF8qryonIiGCQa/1Z0Vw8AI4BYHH9tdALtmyh4uxZnF58EVXNAi1rw1P4/Uw6C8d3I8TTrrlCvyO25kZ8NrsPGYXlLNp8prbd4ZlnQQiyPr2JW2K9h8GlI1BVWds0yGUQZVVlnMw82RxhS22IXpOEoihqRVFOKoqyteZ7b0VRjimKEq8oyhpFUW6xWL7UUUVmRVKprWSA84C6xqpKSD5W16XSCFFZSfann2ESGIjV3XcDcCmnlMWbo+nvbccTQ32aM/Q7Fuxuw7Oj/dgUeZmtUZcBMHJzxXbWTAo2bKTi/PnrH8B7OGhKIbVubkR/5/4YKAYcuizvcuro9H0lsQCIver7d4EPhBB+QB4wVy9RSW3OsbRjGCgGhHQKqWu8HKF787tBV1P+unVoUlJwfG4BikpFtVbw/M+RqFQK/50RjFql/4HqG3l6hC+93G3454YzZBTqJtrZ/+UvqExNyfzww+vv7DUYFFW9cQlzQ3OCHIM4nnYLpT6kdklvSUJRFDdgAvBVzfcKMApYW7PJd8AU/UQntTXH0o7Rw6EH5obmdY0XdQPZeA1peCdAW15O9hdfYhoSgvlQXTL5/kgi4Ul5/Hty90YX/2ltDNQqPnigFxVV1by8LgohBAa2ttjNfZziXbspi4xsfGdTW3DuVW9cAqCfcz9icmMorCxs5uil1kyfVxIfAn8HrswGsgfyhRBX1ndMAVwb2lFRlPmKooQpihIm1+CVCisLic6Jpr9z//pPJO6HTj3ArPHxhLwff6IqMxOn5xagKAqX88t4f3scw7s6MiW4wf9+rZaPowULx3Vjb1wWv51OB8B+zhzUtrZkffb59Xf2HqZbqa6y7rbZfp37oRVawtPDmzNsqZXTS5JQFGUikCmEuPp/X0PX9A1OGxVCLBNChAohQh0drz8gKbV/YelhaIW2fpKoqoDk49ftatKWlpKzfDnmgwdj1rcvQggWbYqmWgiWTOnRKuZD3KpHB3nR3cWK17dEU1iuQWVujt1jj1Fy4ABlp083vqP3cNBqdAPYNXo59sJEbcLxdNnl1JHp60piMDBJUZREYDW6bqYPARtFUa4sqeoGXNZPeFJbciztGCZqE3o59qprTAmDqvLrDlrn//IL1Xl5OPzfXwHYHp3OrtgMXhjbFXc7s0b3a80M1CrentqT7OIKlm6PA8B21izU1tZkf36deRMeA3Sr9iXWDVQbqY3o7dSbY+nHmjtsqRXTS5IQQrwihHATQngBDwJ7hBCzgb3A/TWbzQE26SM+qW05lnaMPp36YKS+6ma4xAOAUruG859pKyvJ+fobzPr1w6x3b0orq3h9SwyBzlY8PrhlC/c1tSA3Gx4Z6MX3R5M4lZyP2sIc2zmPULx3L+WxsQ3vZGSuK6OeVP9upn7O/YjPiyenLKfh/aR2T993N/3ZS8ALiqKcRzdGsULP8UitXFZpFgkFCdeOR1w8AM5BukHZBhRs2kRVRgb2T84HYNn+C6QVlPP65O4YtKJZ1bfrxXFdsTc34o2tMQghsHvoIVQWFmR/8WXjO3kOhtQIqKxbS6J/Z93P9UT6ieYOWWql9P7XIITYJ4SYWPP1BSFEPyFEFyHEdCFEhb7jk1q3K10h9ZKEpgxSGh+PEFVV5Cz/CpPu3TEfNIjL+WV8+UcCE4Kc6evVOifN3SpLE0MWjutGWFIev55OQ21lhd0jD1O0YwcVCQkN7+Q1RDcukVI3BhFgH4CFoYXscurA9J4kJOlOHE87jpWRFf62/nWNKSegurLRJFG4fTuaS5ewf3I+iqLw3razaAW8fJd/g9u3VdND3QlwtuKd389SrqnG9qGHUIyNyf3224Z3cO+vmy9x1biEgcqA0E6hcr5EByaThNSmhWeE06dTH9RXrzh38YDuzc5z4DXbCyHIWbYcIx8fLMeMIeJSHhsjLzN/qE+bHaxujFql8OqEAFLyyvj60EUM7Oywvm8KBZs2U5Wdfe0OJla6+RINjEtcKrpEWvEN6kBJ7ZJMElKblV2WzaWiS4Q4hdR/IvEAOAfr1rT+k9KjR6mIi8N+7uOgKLzz21ldgbwRvi0Udcsa1MWBsYGd+HxvAjnFFdjNmYPQaMj78ceGd/AcrLszTFO3PGq/zrp1NeSSph2TTBJSmxWeoZtmU68Uh6ZM9ybXyCzr3JXfo7azw2riRPbHZ3M8MZdnRnXB3Nigwe3bg5fu8qe0soov/0jA2Nsbi5EjyfvxJ7RlZddu7DUEqivq1XHqYtMFS0PL2p+31LHIJCG1WeEZ4ZgamOJvf/V4RJhu8NVz8DXbVyYmUrxvH7YPPohiZMTS7XG42ZryYF+PFoy65XVxsuC+3m6sPJJERmE59o8/RnV+PgWbGrjD3GMgoNQbl1Cr1AQ7BRORGdFyQUuthkwSUpsVkRFBL8deGKquWqr00hFAAY/+12yf+8MqMDDAduaDbI9O53RqAQtG+2Fk0P7/DJ4b44dWCD7ZE49pSAgmPXuS+823CK22/oamNtC5ByTVX3CoT6c+XCy4SG55bgtGLbUG7f+vQ2qXCisLOZd3jj6d+tR/IukwdOp+zfyI6sJC8tevx/qee1DsHfjPjnP4OppzX++2VZ/pdrnbmTGjrzurjyeTkleG3aNzqExKouRgA6vPeQ6G5BP11pe40qUn15foeGSSkNqkyMxIBKL+oHV1la5ek8e1dzXlr1uPKC3F9pGH2XwqlfjMYl4Y261dTJy7Wc+M8kOtUvhodzxWY8eidnQgb1UDA9ieg6GqTFdqvUZ3++4YqYyIyJBdTh1Nx/kLkdqV8IxwDFQG9HTsWdeYfgo0Jdfc+iq0WvJWrcI0NATjgEA+3XMe/86W3N2jcwtHrV+drEyY3d+TDSdTSSmuwnb6dIr376cyJaX+hlfGc5Lq13Hq4dBDJokOSCYJqU0Kzwinu313TA2uWu8hqaaCqUf9ek0lhw6hSUnBbvZstkenk5BVwl9HdkHVBhYTamrzh/mgVhS+/CMBmxkzQKUif/Xq+huZ2+uWfE2sP18ipFMIsbmxlGpKkToOmSSkNqe8qpzonOj6t76CbtDa1gusnOs1561eg9reHotRo/hs33m87M24p2f9bTqKztYmTAtx45ewFPJMrbEcPZr8tevQVvypAo7XYN3Sr9VVtU19OvWhWlQTlR3VwlFL+iSThNTmnM4+TZW2qn6SEEKXJP5066smPZ3ivXuxmTqVA0mFnEkt5KkRvm1iSdLm8pfhPlRptSw/cAHbWTOpzs+n8Lff62/kORgqiyHtVG1TsGMwKkUlu5w6GJkkpDYnMlO3FGe99SOyz0FpzjWD1vm/rAUhsHlgOp/tPY+ztQn39XZryXBbHU97cyb1cmHVsUtU9OiNkY/PtTOwa8cl6u5+sjCyoKttV5kkOhiZJKQ2JyorCm9rb6yNryq7cWWQ9ar1I0RVFflr12I+ZAinqs05fjGX+cN8OsS8iBt5emQXSiur+fZwIrYPPkj56dOUx8TUbWDZCey71I3z1Ojt1JvT2aep1la3cMSSvsi/FqlNEUIQlR1FkENQ/SeSjoC5E9j51DYV//EHVRkZ2M54gC/2JWBnbtTuZ1ffrK6dLBkb2ImVR5MwunsCipER+WvX1d/IY6CuC++qCXc9HXpSWlVKQkEj5caldkcmCalNSSlOIbc8lyDHPyWJS0d0t75etS513uo1GDg5kdE9lD1nM3lkoCemRmoknXlDvMkv1bDpQhGWY8dSsHUr2vK6wn54DoLyfMg6W9t0pYsvKksOXncUeksSiqKYKIpyXFGUU4qiRCuK8npNu7eiKMcURYlXFGWNoihGNzqW1HFceXOqNx6RnwwFyfUGrTWXL1Ny8CA299/Pt8eSMVKrmN3fs6XDbdX6edvRw9WKrw9exGrqVLSFhRTt3FW3gccA3eOlui4nd0t3bIxtOJ19uoWjlfRFn1cSFcAoIUQvIBi4S1GUAcC7wAdCCD8gD5irxxilViYqKwpTA1N8ba4q7X3lTeyqQeuCTZtACJR7JrIuPJXJwS44Whq3cLStm6IozBviQ0JWCWF2Phi6uZG/7qouJ1tvsOhcL0koikJPh57ySqID0VuSEDrFNd8a1vwTwChgbU37d8AUPYQntVJRWVH0cOiBgeqq0t5Jh8DYSlezCd24Rf6GjZj1788vKVrKNNU8PsRbTxG3bvf0dKaTlTErDiVhPfU+So8epTI5Wfekoui68P40eN3TsScJ+QkUVxY3cESpvdHrmISiKGpFUSKBTGAnkADkCyGuzOBJAa6pwKYoynxFUcIURQnLyspquYAlvSqvKuds7tmGB63d+0PN6nRlERFoLl3CYvJkvjucyCBfewKcrfQQcetnZKDikYFeHDyfTfaQsaAo5K9fX7eBx0AoTNF16dXo5dALgeBMzhk9RCy1NL0mCSFEtRAiGHAD+gEBDW3WwH7LhBChQohQR0fH5g5TaiXO5p6lSlTVH7QuyYHsuHr1mvI3bEBlZsZh1yDSC8uZK68irmt2fw9MDFV8c64U8yFDKNiwEVFdc4vrlS68q7qcejj2AOTgdUfRKu5uEkLkA/uAAYCNoihX+hLcgMv6iktqXU5l6Wb/1ksSl+rXa9KWllL0+zYs77qLFWHpeDuYM7KbU0uH2qbYmBkxrY8bGyMvYzhxMlXp6ZQcrvm5duqu68pLOly7vZWRFd7W3pzOkoPXHYE+725yVBTFpuZrU2AMEAvsBe6v2WwO0MDyWVJHFJUVhauFKw6mDnWNl46A2hhcdetKFO3ahbakhNyhY4lMzufhAZ4dspDfrXp4oCeVVVp+tfBFZWVFwZbNuidUanDvB5eO1ts+yCGIqOwohLjmQl9qZ/R5JeEM7FUUJQo4AewUQmwFXgJeUBTlPGAPrNBjjFIrEpUdRU+HnvUbkw6BWygY6O5cyt+wAUN3d1aV2GBiqGJaSMcuwXGz/Dtb0dfLlu8j0rAcP56inbpkC+i6nLJiobRuVbogxyByy3NJLU7VU8RSS9Hn3U1RQojeQoggIUQPIcS/a9ovCCH6CSG6CCGmCyEqbnQsqf3LKcshvSSdHg496horiiEtqrbfXJOaSunRY5hMvJdNUelM6uWCtalhI0eU/uyhAZ4k5ZSS1GcYoqyMoj17dE/UjkvUXU1c6fKT4xLtX6sYk5CkG4nJ0dUVCrQPrGtMOQ6iunbQumDLVhCCgz79KK2slpPnbtFdPTpjb27EN4VWGLq4ULB5i+4J1xBQG9UbvPa18cVIZVT7e5HaL5kkpDbhypuRv51/XWPSEVBU4NYPIQQFW7dgGtKHb85X0NPVml7uNnqKtm0yNlDzQF93dp3NQjXuLkoOHaIqOxsMTcClT70kYagypKttV2JzY/UYsdQSZJKQ2oSYnBg8rTyxNLKsa0w6DJ2DwMSKinPnqDyfQP7AUcRlFDG7vyzkdztm9fNAALuce4NWS+Gvv+qe8BgAl09CZd2qdIH2gcTmxMrB63ZOJgmpTYjJjSHQ7qqupqoKSA2rLQ1euPVXUKtZbdoFS2MDJgW76CnSts3dzowRXR1ZngLGgYF1XU6eg0BbBanhtdsG2gdSpCkiuSi5kaNJ7YFMElKrl1ueS3pJev3xiMuRUFUOHgMRQlD4668YDRjI+gulTO3jipmRQeMHlK5rdn9PsooqyOg/kvLoaCoSEnS3waLU63IKsNfNfY3JleMS7ZlMElKr1+Cg9aWayV0eAyk7GYnm8mWi/ftTWa1llhywviMjujniaGnMakt/UKko2LIFTG3BKbDepDo/Gz8MVYZy8Lqdk0lCavWuvAld+eQK6Aat7f3AwpHCrVtRjI1ZITzo5WZNt86WjRxJuhkGahVT+7iyNaUSw9C+FP7+u27cwXMgpJyAal1pNUO1IX62fsTmyMHr9kwmCanVi8mJwcPSo27QWlutu2ffcyCiqorCbduoHjCEU7ka7g9112+w7cT0EHeqtYKYbn3RJF2iIjZWN1+ishgy6spxBNgFEJMTIwev2zGZJKRWLyYnpn5XU2YMVBSA52BKjhylOjeXQx69MTJQMSlIDlg3hS5OFoR42vKV4gVqNYW/b6ubVHdV6fBA+0AKKwvlzOt2TCYJqVXLK88jrSStfpJIqltkqPDXX1FZWrKsojPju3fG2kzOsG4qD4S6EVUI1b1DKdy2DWHlAjYe9Qavr/xe5HyJ9ksmCalVu/LmU2884tJhsHJFa9aZot27yQ8ZRHYlTJd1mprUhCAXTA3VHPPojSY5mfLoGN3VxKUjUNO95Gfrh4FiIAev2zGZJKRWLT4vHoButt10DULoriQ8BlJ69CjaoiK22wfibG3C4C4O1zmSdKssjA2YEOTMcq07GBhQtO13XZIoyYKcBACM1cb42vjKwet2TCYJqVU7l3cOJ1MnbE1sdQ15F6E4HTwHUrhjB5hb8IOmE/eHuKGWJcGb3AOh7qRjTFH33hT+vg3RwCJE3ey61SZzqf2RSUJq1eJy4/Cz86trqKlEKlz6UbxrN+ndQ6lUGXC/7GpqFn29bPGwM2OfSxCa1FTK0yvB1K5ekuhq25XMskzyyvP0GKnUXGSSkFotjVZDQkECXW271jUmHQYTG0ovFlFdUMAWG3/6etniaW+uv0DbMUVRmBLswg8qTzAwoHDbdl2X09WT6mx1SVxeTbRP+lyZzl1RlL2KosQqihKtKMqCmnY7RVF2KooSX/Noq68YJf1KLEikSltVNx4Buk+wHgMo3LUTYWLKVmNPJge76i/IDmByb1cKDc3IDehN4bbfER4DdN1+RekAtUn8XN45fYYpNRN9XklUAS8KIQLQrW39V0VRAoGXgd1CCD9gd833UgcUlxcH1L0JUZwFOecRbv0p2rmLVP/eaA2NmNDTWY9Rtn++jhYEuVmz07E7VZfTKK+o+XnXdDk5mDpgZ2Ink0Q7pc+V6dKEEBE1XxehW9/aFZgMfFez2XfAFP1EKOnbubxzGKgM8LL20jXUvCmVFTpQnZPDZit/hnd1xNbcSH9BdhBTgl1Zb+wNKhVFp1LA0KzepDo/Wz+ZJNqpVjEmoSiKF9AbOAZ0EkKkgS6RAE4NbD9fUZQwRVHCsrKyWjJUqQWdyzuHr7UvhqqaCXKXjoCBCYURiQgjI3Za+TK5t+xqagkTezlTbGJOjk8gxXv26NYV/9PgdUJ+AtXaaj1GKTUHvScJRVEsgHXAc0KIwpvZRwixTAgRKoQIdXR0bN4AJb2Jz42nm1398QjhEkLR7j0kd+mFysyMMQHXfIaQmoGTpQlD/BzZaedPRfx5Kk26Q8YZKC8AdEmivLpcri3RDuk1SSiKYoguQawSQqyvac5QFMW55nlnIFNf8Un6k1eeR2ZZZt14REUxpEVRrvWjKiODTVbdGN+9s1w3ogVNCXbhdxvd76PokhqEFpKPA3Lwuj3T591NCrACiBVC/PeqpzYDc2q+ngNsaunYJP278mZz5fZKUo6DqKboEgiViv12XZksV59rUeO7d6bI2pFcF2+Kws+DyqD2VlhfG19UikomiXZIn1cSg4GHgVGKokTW/LsHeAcYqyhKPDC25nupg7nyZlN7JXHpKCgqisPPk+rhj7GtDUNkGY4WZW5swNjATuy2D6Ds1GmqrHrUjksYq43xtPKUSaId0tu1uhDiINBYHYXRLRmL1PrE58VjZ2KHg2lNIkg6TKVxABUJF9jeazITg5wxUOt9SK3DmRjkzFv7A5gufqMozxXbop2gKQdDE7raduVM9hl9hyg1MflXJrVKFwou4Gvjq/umqhJSwijO13UvHXIKYJLsatKLYV0dyXZ0o9CuE0XxZVBdCanhgG4509TiVEo0JXqOUmpKMklIrY4Qggv5F/Cx9tE1pEdBVRlF58vIdnBFOLvR211OxNcHE0M1YwI7sd8pkJLTCVRrlNr1xrvYdAHgYsFFfYYoNTGZJKRWJ6ssiyJNUV2SSDpMdaVCaWwiex0CuLtnZ1Sy4qve3NPTmb2OgaDRUFLiWzupzsdG9/tKyE/QZ3hSE5NJQmp1rrzJ1HY3XTpCcUfQMOcAABb0SURBVKEHVGs55BTAPbIMh14N6+pISmdfys0sKcq0geRjUF2Fu6U7BioDLhRc0HeIUhOSSUJqda68yfja+IJWC5eOUpxpS4m5NfkeXQjxkF1N+mRiqGZ0D2eOO/lTHJ+PKC+GjNO6EipWXlzIl0miPZFJQmp1EvITsDKywt7EHrLPIYpzKYov4JCTP3f1dJFdTa3APT2dOeTQDW1RKWW5hnVdTtY+JBTI7qb2RCYJqdVJyE/A18YXRVH+v71zj66qOhP478ubAEkQSEAIkAQQAigvQSioiArqzKjT1ke1tR2trdba2s50tdrpWFtbW2ttV8d22o5ap+102hln1LbYTsdaUUAFrIIKaMIjECKPBgIhIYTkmz/2vnCJCeRx7z07yfdb66ycfc659/5yXt/Zj7M3VK2iYU8W2tjEysJyLrGipiBYOGEYm4rLaU1Lo762CLatAFzub8fBHRw+ejhiQyNRWJAwgmNL3ZbjldZVqzi4+zSaM7LYXjKVs8edFq2cAbgip/nTS9g4tIT6mgHuZUdVSgtKUZStB7ZGrWgkCAsSRlDUHq5lX9O+Y5XWunUl9TtzeHX4eC6YXmzjWAfEpdNGsrJwEk01h2jeWwt736Ys3x03q5foO1iQMILiWMum/DKo28GRHTtp3n+ElwonWaumwFg4YRjrR08FoH5nDmxbwdi8saRLutVL9CEsSBhBEXsCLS0ohaoXOVSTA0DluGnMsaKmoMjJTKds9lT2DDyN+t15ULWKrPQsigcXW06iD2FBwgiKyrpKBmYOpCi3CLatpH7XQKoHD2f6nHLrqylAlkwdyarCyRyqyaC10r15bS2c+hZ21RlBEeuOQ0Ro3byKQ7syWT18EheVF0WtZrTDojMKWTuyHG1upaFiN+zfTllBGVUHqmhuaY5az0gAFiSMoKisq3Qtmxr30fDGZmhR1o0q5z3WLXiQ5OdmMmDO2TRnZFK/MxuqVlFaUEqLtlB1sCpqPSMBWJAwgqGuqY69jXtdy6aql6ivyeJoejoF58whJzM9aj2jAxafVcwrw8ZzsCYX3briWAsn68Opb2BBwgiGWO+hLkisor4mh9eGlrHorOKIzYyTcVF5ES8VlXO0Po0jr61gXP44BLEg0UeIcvjSR0Rkt4i8HrfsNBH5g4i87f9aJz39iNhNpTS/lCPrnqf5YAarR0xm8aTCiM2MkzEyfwCHpp8NQP0bOxnQ1MDpg063jv76CFHmJH4CLG2z7PPAM6o6AXjGp41+QmVdJTnpOZyeVcChV90wmIenz2HooOyIzYxTMfecKbyTN4T6mhyoWkVZQZkFiT5CZEFCVZcDtW0WXw485ucfA65IqZQRKZvrNlOSX0Ja9VrqqzPZnzuIGfPPjFrL6AQXlxexsnAaDXuyaHlrOWX5ZWyt28rR1qNRqxk9JLQ6iSJVrQHwf9stZxCRm0VkjYis2bNnT0oFjeSxZf8WSvJLaK1YzqHdWbxUNJkLy0dErWV0gvGFg9g2cRa0Cg0rllNaUMqR1iNU11dHrWb0kNCCRKdQ1R+p6mxVnT18+PCodYwE0NDcwM5DOynNL6Vx5bPo0TQ2j5/N+MJBUasZnUBEKF00j6MZadS/UUNprutCxSqvez+hBYldIjISwP/dHbGPkSK2HHAtm0oHFVP/2mZaRRh1wYKIrYyucOG0UVQUjqZ+ZzYlB/YCWL1EHyC0IPEUcIOfvwF4MkIXI4XE+vopO9zAoZ0ZbB9WyKLp46KVMrrEjDFDeKn4bI42ppO5+lmKcousD6c+QJRNYH8BrALOEJEdInIjcB9wkYi8DVzk00Y/YEvdFjIkg5FvvUZTXSarR81g5piCqLWMLpCeJmSftxiAgy+spKygzPpw6gNkRPXDqnptB6sWp1TECILK/ZUU5xXT+NxzAMh7FluHfr2QBeeUU1+Qw4ANuykdPJbHd/+ZVm0lTexY9lbsyBlBsLluM6V54zj0ejVNAzKYff7MqJWMbrBg/DA2jSihcU8G4xtaaTzaSM2hmqi1jB5gQcKInOaWZrYf3E6ZZtPwTgYVI8awcKK9Zd0bGZCVzo5ZS0GFstUbABulrrdjQcKInKqDVbRoC5M3VNPanEbVtPMZmB1ZSajRQ0ovvhjNhEEvbwSshVNvx4KEETmxm0jh6koQOH3ppREbGT1h8ZSR7C0qoLXyIKdlFdi7Er0cCxJG5MRuIrlv1XJgaC7nzyqL2MjoCUMHZbNtwgxaDqczr3aQtXDq5ViQMCKncn8lk5sLaN6XQVXJZEbk50StZPSUJa7x4ow3DrBl/xZUNWIho7tYkDAiZ9O+TZz7VgsARxa9N2IbIxEsWDCTliFpjN2wn4PNB9nTaH2s9VYsSBiR0ni0kW0HtjF5wwFac4RZl9hrMn2BkmEDead4NHnvtDCwUanYXxG1ktFNLEgYkVKxrwJaWhixrZm9owo5Y8TgqJWMBHFw7oWICmdtUTbWboxax+gmFiSMSNm0bxMTqiHtSBr7Zy5ERKJWMhLEuMuvIy2rlfkVabyx942odYxuYkHCiJSNtRs5521AlKL33nDK7Y3ew1mlI2kYOZCpm4/y5p7XT/0BI0gsSBiR8vqedczf2EJj0QBmTyuNWsdIIGlpwt4ps8hthOyKauqa6qJWMrqBBQkjMhqaG2jYsIEhdbBv+hzr0K8PknvFjSjKjEq1Iqdeil2VRmSs27uOsze1oKIM/eCtUesYSWDWvLNpGZrOzMpW1uxaE7WO0Q0sSBiRsbb6Zc5drzQVZXPWzDOj1jGSQE5mOnWTyxlfAxteXha1jtENLEgYkbHl6V9ReADqz7vIWjX1YYbeeietacr4F6qoPVwbtY7RRYIMEiKyVEQ2iUiFiHw+ah8j8VTWVjBv+V9oGqBMu/2LUesYSWTyzBnUlQzk/PXKshcfjVrH6CLBBQkRSQceAi4ByoFrRaQ8Wisj0fzu3pso3w51C2dSMNSGKe3r5N36JXKOKPLgoxxqOBC1jtEFQuy0fw5QoaqbAUTkP4DLgTcT+SPvrFtL3Q3XHUvHdz8mp+iLTN810+63tFnVyQ7OtJPFLp3tL60r/appu7MJ+u0T/68LgOridBZ84+FOfpnRm5l62eX85snvM3N5FZvmzSU3TdteIUY3aB4xiKlPJ7dBQIhBYhSwPS69A5gbv4GI3AzcDDBmzJhu/Uj24DwOjx124kJpk+jwLI5fJ+9aFSN2vxe/UOM2iV0iQjtx4YTyeWl3tr0FKh1te5L/5V11AcfTse+Ld4ytPdFfTvh02/+77W9VU09tXgZX3v0LcgYM6EDM6Gtc+oNlPHHvjaStX09Js/X0mwhaRo5K+m9IaF34isj7gSWqepNPfxCYo6qfbG/72bNn65o11rTOMAyjK4jIWlWdfartgquTwOUciuPSo4GdEbkYhmH0a0IMEquBCSJSIiJZwDXAUxE7GYZh9EuCq5NQ1aMichvweyAdeERV7X1+wzCMCAguSACo6jLAXs80DMOImBCLmwzDMIxAsCBhGIZhdIgFCcMwDKNDgntPoquIyB5gm08OA/ZGqNMR5tU1zKtrmFfXMC/HWFUdfqqNen2QiEdE1nTm5ZBUY15dw7y6hnl1DfPqGlbcZBiGYXSIBQnDMAyjQ/pakPhR1AIdYF5dw7y6hnl1DfPqAn2qTsIwDMNILH0tJ2EYhmEkEAsShmEYRof0qiAhIoVRO7SHiAyM2qE9RGSsiAQ5NqiInLJ9tnEcERkbtUNbRGRKqGPQi8iQqB3aQ0SGRu3QVXpFkBCRQSLyALBMRL4tIpf45ZGOgOi9HgR+JiLXh3Ihe69vA78FTo/aJ564Y/k7EblXRN4TiNP3RWRJ1C7tISILgC0isjRqFzjhGP4GuFpEyqJ2iiEiuSLyEO78+qSIzPDLI73Xxe2zp0TkCyJyTpQ+XSH4ICEiE4Ff4XqsvRLYih+6VCOsdfcX7vNAI/AIsBC4NiqfGCJyNrACOA2YoaoJHRu8J4hIBvAQ7lh+CDei6+KInU4HfgxcBXwg0BxOHlAL3BLAg9HFwHNAE3A9sBE4EKVTGz4DDAVuAHKAHwKoamtUQiIyC/i1T96CO55XReXTVYINEn7AIYC/AJ9W1U+p6nbcDn5WRLL9din9H0Qk08/uA76vqneq6q+BV3EnZyQ5nDivJqASeFBVm0VkuoiM8zfoSIj77SKgxB/LN4BcYENUXp4G4Du40RCHAEtFJD1aJXdex51Hirsh5wGf9uujChYVwDX+vF8BTMUH+qicYvcAf55lAv+uqhtV9X5gl89VR3GviJ1H7wCfUNXPquo6IAt4JZUuPSG4ICEiE0TkEeABEZkLHFTVt3x27W7g40A58ISIjFLV1lScnCIySUQeBb4sImP9Te4ncTfAamAspDaH047XOuBZ4A4R+RPwPeBB4JupLg+Nc7vHu1UDh0XkMRF5Cfgr4G9E5AkRGZkipwki8rlYWlX3A+tUtRF4DLgafxxTTbxbmyffGUAJcCtwk4jM8emUOnm2qOrbcQ9xPwOmeOeU5uy92w+BL4pIqaoexT2ozY3b7BbgQyIyOlW5iTivu7xXtaq+KSL5IvJdXC7iYl/EWZQKp54QVJAQkVuAJ4G1wC7gE8A8v/oQ8GtVHa2qHwc2Af8CyT85/c31UeB13Gh594jIVara7E9MgOlASkfQa8frXhG5DHgYEOAJVV0IfNmvvzFCt6/5ooolwE+Ajao6EbgJ10Hjl1Lg9AHgj8A/iMjNflm6DxCo6uPAfuCauJxZSmjPjeODgr0NvKaqG3D78kXcE3wUTmkAqnrEpzNjy1L5pC4id+DuFW8ChcB94hppfBdXLDfUe+7ABbKPRuR1r4jEAvoB3DVZDHwMaMZdm0ET2sh0u4BPqeoffFbt57iy9VggWBu37ePAtSKSEXejThaTgAZVfcBfCB8AFovIRv/kDjAS+G8AEVkMvK6quyLwuhIXQG9S1WYAVX1VRA7iiu5SRXtu78MFhMHAEe/WJCIvkIKbHrADV1bdCDwkIj9T1QafExX/pPkd3IX7uH9if1lVN0Xl5tdNBO4WkWbgNSCbE6+FlDr546n+mnwe91ByV4rL/WuBj6jqSz6gPwPMVNU/isjjwA84Xu7/Fu6GjIhIkh8q2/MqxuXAFJfLR1UbReQVYEwSXRJCUDkJXOXOn0QkS1VbgN24aHwCIjIb+BqwPgUBAlz5YbaIzPIXwgrcBXSF9xFcK6IzRGQZrlI2FRdMe17bgGtjAcL7nQksAmpS4HQyt2rcPlsJXCoiS/yx/Ixfl1RUdTnwvKquAtYDd/tVabEbnKquwR27Nbinz+Z2viqVbuBaEa0HblHVq4FfArdH6BR/o10PvC6pb63zJPCyiGT7c70C9/ABrlhuhIh8SUSuwh3Hw5CSIrH2vPLabiQi03ENcCqT7NNzVDXlE5DVye2eAc6LSw/DlbGvBa5Kgld6B8vzgDuBr8Ytuxy4H8jHPem1An/CVeqF4DUEVz77n8DLyfDqhtsVwAN+/u9wOcU/A1enwqnNNlNxN7hp8Z8DrgG24wJtyvbXydxwQSx+fVrUTnHLS3EtiEZHtb/8dq8AZ8WlJ+NyQf8LXBeQV6E/71cn+rxP1pT6H4Rv4LKCJT4t7WyThiu++a2/cAWY69fNT5LXN/1NbUgH6y/EZasv8+mJ/kBn+/QdgXnl+HTCg2kP3dbEueWm2qnNtvcAD/v5uf48GxXV/jqFW3rcunddMxE5ZSZrX3XWzR+zcmCZT6fhijoTGkgT4CXAGX7+0mTut0RPqaxoyhCRz+KeJjNxxR+o32vxqMv65+OyiFfjcg6Lff3DygR75YrIPf53zsK1JGmP1bj24V8RkWLgTFyRU4F3fjAwrzzv9atEeiXAbTswyLs1dPC5ZDrF8xXgchGpBy7F3YgTXuyVALelxBUNt3fNROCUtBdaO+sWV7+QD2zzRUuv4prkhub1GrDEr1uWaLekkuwoBAyLmx+HKzL6EPAAMDsWZdv53MdxRTi/BM5Nglee/5uBu3kNBP4JV2lZfJLP/SPwU1zWe15/8QrVrTtOuBvIcOApXCBbEMr+SrZbiE4JOL/uCfRekVSvVE3J+2LXKumfgeXAFzixXG40rtjpM8CA2InY5vMTgZuT4DUE94bt07jWD6fHrZvkb2Z/S5usdLwfySkmCdIrVLfuOsVtkwUsDWl/JdMtRKdEnV/ARcCN/cUr1VNSiptEZD6ulv8AcBuusub9sfXq2i6/jMtZLPTLTshCq+pbqpqMQTjuA1pw5Yrn+L+x39yIK9o6H5jQxkfj5hNWTNILvEJ165YTHCsOOKKqv0uwU8huITr12M1v8wdVfbgfeaWUZNVJ7MBF0DvVvUeQybtfQ38GqAKmisjtInJ1klyOISKDvcvXVPVZ4KtAvoh8Km6zn+OylVNE5COSgk7fQvUK1a2nTm0fSPq6W4hOiXDrj16RkIAsWYctLXDZtR/hgsGjuM7d8uLWfwz3LkQFcHEqsk644HRHXPo83BNBvNdduL6ZNgGL+rNXqG4hOoXsFqJT6G6heqV66ulO7LAMOrYe/54DrrLnx8D9Pj0G9+LXZ1N0wNP93wW47jMG+nQOrknutT493XslpUlrb/EK1S1Ep5DdQnQK3S1Ur6imbhc3ichtwP+JyD0i8tfgslkS13+Lur6NnvPzh3BFTrt8ugqYqKoPdNehA6/Picj1fj6+GZz6stUXvMe3vMdhXLnjXr9dBa49c6KbtAbpFapbiE4hu4XoFLpbqF7B0Y0oexrwb7guNObjugf4L/zLcXHbndkmfQ6uY7IrkxT9B+MO5h5cdM+PWxffymYM7h2CrcCHgcvw72H0J69Q3UJ0CtktRKfQ3UL1CnXqzg5Ox/U5EmvmVYrr1XOKT4/ABZHn/fwY3KBBLwKXJ+GAZ8R5xd7s/SnwrfiDjmt2+wvgSZ9eDPw9sAp4b3/xCtUtRKeQ3UJ0Ct0tVK/Qp07tWL+DiuOWDYqbT8MFgAk+fRFwa5vvuCwZBxz3NPBdfKU3x8sSxwJb8IHLL3sf8Lmk79BAvUJ1C9EpZLcQnUJ3C9Wrt0yxyNkuIjINNxDLKOCPqvqu4TlFZDKu07ZL21mXpcf7nU8YvvzwIVxW8GlcVvAJ4F9Vtclvcx+uvPDKdj6frq6X2X7hFapbiE4hu4XoFLpbqF69ilNE4JG4nToEl9U6FoU5njVbBDzm5+fim4HF1idjwh3wlcBgn16Ce0q4Pm6bLGAdbtCiKcAF/dUrVLcQnUJ2C9EpdLdQvXrTdNLWTapaA/xSVffh6h3u9MtbON6B1nQgS0Tuxw2TGftsx1mUHqKqBzhemQRurII/A/NEZITf5giubmQFboAi6a9eobqF6BSyW4hOobuF6tWbOGUTWPVDO+J24mERud0vj40tfS5wAVCrqvPVvZ2YCv4HmC4iI1W1Hvck0ITL/SAi5+MGG/m6qk5S1Wf6uVeobiE6hewWolPobqF69Qo6/Z6EDxYPAtcBiMiZPtI+iuvN9evJUeyQF3DDcX7Y+70CzAFy/frtwEJVvcu8gnYL0SlktxCdQncL1atX0KWX6VT198A+EWnCDTw+TFWfUtXtydE7qUsNrgLqEhF5v4iMw40/0eLXV6rqbvMK2y1Ep5DdQnQK3S1Ur15DZysvcAHlq7iXTz7a2c8le8INfvIIsBG4LWqf0L1CdQvRKWS3EJ1CdwvVK/TppE1g2yIil+CawjZ1KRIlGRHJxNUzHY3aJZ5QvSBMtxCdYoToFqJTjFDdQvUKmS4FCcMwDKN/kbIxrg3DMIzehwUJwzAMo0MsSBiGYRgdYkHCMAzD6BALEoZhGEaHWJAwDMMwOsSChGEYhtEh/w/NYsqdkWIdCwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -931,7 +818,7 @@ "\n", "irrad_data['dhi'].plot()\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -948,22 +835,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -987,7 +866,7 @@ "\n", "irrad_data['dhi'].plot()\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1011,22 +890,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1056,7 +927,7 @@ "\n", "irrad_data['dhi'].plot()\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1073,22 +944,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1118,7 +981,7 @@ "\n", "irrad_data['dhi'].plot()\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1142,22 +1005,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1185,7 +1040,7 @@ "\n", "irrad_data['dhi'].plot()\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1234,27 +1089,19 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "eps.plot()" + "eps.plot();" ] }, { @@ -1264,22 +1111,14 @@ "outputs": [ { "data": { - "text/plain": [ - "(0, 9)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1295,7 +1134,7 @@ "ebin[eps>=6.2] = 8\n", "\n", "ebin.plot()\n", - "plt.ylim(0,9)" + "plt.ylim(0,9);" ] }, { @@ -1305,29 +1144,21 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "ebin = ebin - 1\n", "ebin = ebin.dropna().astype(int)\n", - "ebin.plot()" + "ebin.plot();" ] }, { @@ -1337,28 +1168,20 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "delta = DHI * AM / DNI_ET\n", - "delta.plot()" + "delta.plot();" ] }, { @@ -1368,22 +1191,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1403,7 +1218,7 @@ "\n", "F1.plot(label='F1')\n", "F2.plot(label='F2')\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1422,22 +1237,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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CWhtjzuT0fnolUfK8v2Qnn63cw6R729CpoZM7U42B2Hmw+AVIPgz1u8Ato6HaVaXXXSf5iJWwoiZaVxYdn4Z2j4Fv4SdM5ceRpBS6f/wH4ZWCmPZQe7y99LZTUebOK4m2QLwxZq8x5hIwFeiXz327A0uNMadtiWEp0MMJMaoialtCEl/+vpdBrWs4P0Gc3gs/3Q6/3mMNVb13Adw9w70JAqBsNbj1XXh0PdTrBCvegM/awr4/nPq21cqX4o1+Tdl8MIlJq/c59b2U53BGkqgOHMr2PMG27UoDRWSbiEwXkcs3OfO1r4iMFJEoEYny9NmOynHSMjL517SthAb580rvxs57I2Ng/QT4vB0cXAvd34aRv0OdG533noVRsS4M+QmGzbVGTE3uA/OftkZNOUm/ltXo0qgS7y/Zxd7E8057H+U5nJEk7F2DXnlPax5QxxjTHFgGTC7AvhhjJhhjIo0xkaGhodcUrCo6xi+LY/fx87w9sBnlSvk6502Sj8KPA2HRs1ZSeGwjtHsEvD14IGDdf8BDf1m3nKImwuft4dAGp7yViPBm/2b4+3jx3PRtZGYV7YEvKm/OSBIJQPbhDzWAI9kbGGNOGWPSbE+/Blrnd19VMm09lMSXv+/h9tY1nDerOn4ZfNHemgjX899w13Tr1k5R4Fcaur8J9y+xht5OutXqt8jKcvhbVS4bwKt9mhB14AyT1+x3+PGVZ3FGktgIhItImIj4AUOAudkbiEj2gd59gcvrEi8BuolIBRGpAHSzbVMlWGq6dZupUpkARjvjNlNWFvz+Pvw4CMpUhX/+AW0fLPw8B3eqdb0Vf0RPWPoqTBkCF087/G0GtqpOp4hQ3luyk/0ndbRTcebwJGGMyQAew/pyjwV+NcbsEJGxItLX1myUiOwQka3AKOBe276ngTewEs1GYKxtmyrBPl0RR9wJJ91mSj0Lv9wFK8dBs0EwYhmENnDse7haqfIw+HvramjPCvimC5yMc+hbiAhvDWiGr5cXz83YRpbediq2dDKd8mi7jp2j1yd/0q9ldT4Y3MKxB086aI1eOhUP3d605jsUxauH3BxcB1PvstaPuv07qHeLQw//y8aDPD9jO2/0a8I97eo49NjKudw6mU4pR8jKMrw0aztlAnx4uZeDiwgd2WKdYScfhbtnwg0PFb8EAVDrBnhwBZStbt1O2/itQw8/OLImN9YP4d3Fuzh2NtWhx1aeQZOE8lhTNh5k04EzjO7V2LELy+3+DSb1BG8/eGCJNTqoOKtQGx74zZoIuOBpWPWuNczXAazRTk1Jz8xizNwdDjmm8iyaJJRHOpGcyjuLdtK+XjADWtmbZlNI26dbnbnB9az+h0olpMypfxkY8jO0uBNWvQWLnnfYyKfawYGM6hzO4h3HWBpz3CHHVJ5Dk4TySGPnx5CWkcW425o6bm2mzT/AjBHWLZh7F1jLd5ck3j7Q7zNrPsWGr2DWSKsokgOMvKkuEZXL8OqcaM6nZTjkmMozaJJQHmflrhPM33aUxzrVp26og5YAXz8B5j5mLWNx13QIKOuY4xY1Xl7QbRx0ftWqgTFjBGRe+5e6r7cXbw1oxrHkVD74bZcDAlWeQpOE8igXL2UwelY09SsF8c9/1HXMQdd+Zs2gjugFQ6daE89KMhHo+IyVLGJmw4wHHJIoWteuwN3X1+a7NfvZeijJAYEqT6BJQnmU8cviOJyUwlv9m+Hv44BKbBu/gSUvWcttD54MPv7Xfsziov3j/00UMx1zRfFsjwhCg/x5ceZ2MjIdP9tbuZ4mCeUxYo4k881f+xjSpiZtwype+wG3/AwLnoEGPWDAN+DtpPWeirL2j0PXN2DHLJj1z2vuzC4b4MvrfZsQczSZibpSbLGgSUJ5hMwsw4uztlOhtC8v3Nrw2g8YPcMqylP3Zrh9MvhobeYcdRgFnV+D6Omw6LlrHh7bo2kVujSqzIdLd3Po9EUHBancRZOE8gg/rjvA1kNJvNK7MeVLX+MX+u7fYOZIqHmDNezTycV4ioWOT0P7UbDxa1j19jUdSkQY268JXiK8Oieaor6qQ0mnSUK53bGzqby/ZBcdw0Po2+IaV109vAmmDYfKTeDOX8Av0DFBlgRdx8J1d8Pv78K6L6/pUNXKl+KZbhGs3JXIgu2uKbGqnEOThHK7MXN3kJ7pgDkRp/fCT4MhMATunFZyh7kWlgj0Hg8Ne8Pi52HbtGs63L3t69CsejlenxfD2RTHzMdQrqdJQrnV0pjjLN5xjFGdw6kdfA1n/RdOWsWCTJa1FlOZyo4LsiTx9oGB30LtDjDnEau2RmEP5SW8PaAZp86n8d7inQ4MUrmSJgnlNudS03l1TjQRlcsw8qZrmBNx6QL8PBiSj1i3mELCHRdkSeQbAHf8COVrWSvIntpT6EM1rV6O+zqE8dP6g2w6oKv+F0VOSRIi0kNEdolIvIi8YOf1p0UkxlbjermI1M72WqaIbLE95l65ryo+/r1kF8eSU3l7YDN8vQv5UczKsjqpj/xtnQHXbOvYIEuq0hXhrmnWLaifbr+mwkVPd21AtXIBvDQzmnSdO1HkODxJiIg38BlwK9AYGCoiV5YT+xuItNW4ng68l+21FGNMS9ujL6pY2nTgDN+vO8CwG2rTqlaFwh9o1Vuwc75VD6JRb8cFqKBiXWt02NkE64oiIy3vfewI9PdhbL+m7Dp+jgl/7HVwkMrZnHEl0RaIN8bsNcZcAqYC/bI3MMasNMZcHkC9DquWtSohLmVk8eLMbVQpG8CzPa5hTsT26fDH+3DdPXDDw44LUP1XrRvgts/h4BqYO6rQcyi6NK7MrU2r8MnyOA6c0nKnRYkzkkR14FC25wm2bTl5AFiU7XmAiESJyDoRuc3eDiIy0tYmKjEx8dojVi711e972H38PG/0a0qQv0/hDnJ4szVZrlZ76PVh8SwY5CmaDYJOL8O2qbDu80If5rU+TfD19mL0bJ07UZQ4I0nY+2u1+4kQkbuBSOD9bJtr2Urq3Ql8LCL1rjqYMROMMZHGmMjQ0FBHxKxc5HxaBp+ujOfWplXo0riQI5CSj8LUOyGwEtzxg86mdoWO/4JGfeC30bBnZaEOUaVcAM/1iODPuJOsjj/l4ACVszgjSSQANbM9rwEcubKRiHQBXgb6GmP+/2anMeaI7edeYBVwnRNiVG4Stf80lzKyGNS6kHcY01Phl7sgNRmGTrHmRCjn8/KC276AkAiYfh+c2V+owwxoVQMRWL3npGPjU07jjCSxEQgXkTAR8QOGAP8zSklErgO+wkoQJ7JtryAi/rbfQ4AOQIwTYlRukJVl+HDpbiqX9ad9vUJ+uS9+wZpVPWACVGnq2ABV7vzLwJCfrLkoU++yhh4XUJC/D10aVeb7Nfs5cU5rYhcFDk8SxpgM4DFgCRAL/GqM2SEiY0Xk8mil94EgYNoVQ10bAVEishVYCbxjjNEkUUzM3nKYbQlneb5HQ0r5FWIZ8O3TYdMk6PCEjmRyl+B6MGginIix+oQK0bfwUs9GXMrM4oMlu50QoHK0QvYa5s4YsxBYeMW2V7P93iWH/dYAzZwRk3Kvi5cyeHfxTprXKMdtLQtRs/pkHMx7Amq1g1tecXyAKv/qd7FWjV32GlRrZa0iWwBhIYHc1yGMr//cyz3tatO0ejknBaocQWdcK5f46ve9HE9O49XejfHyKuBIpEsX4dfhVsGgQRO1LoQn6PAENOoLy8bAgbUF3v2xW+pTsbQfY+fH6EgnD6dJQjnd0bMpfPXHHno1r0pknUIUE1r0rHV7Y8AEKHuNq8QqxxCBfv+xlu6Yfp+1dlYBlA3w5eluDdiw7zSLoo85KUjlCJoklNO9t3gXWQZeKMzEuS1T4O8frZrM9e3epVTuElAOBn9vLdkxYwRkZRZo9yFtatGwShneWhhLanrB9lWuo0lCOdWWQ0nM+vswI24Mo2bF0gXb+cROWPA01OkIN7/onADVtanaHHq+B3tXWrPfC8DbS3i1d2MSzqTw7V9a6tRTaZJQTmOM4Y35MYQE+fNIp/oF2/nSBfh1GPgFwcBvrCWslWdqNRyaD4FV7xR4ol37+iF0a1yZz1fGcyJZh8R6Ik0SymnmbzvKpgNneLZ7g4Itv2EMzH8aTu6GgV9DmSrOC1JdOxHo/SGERli3nZKvmjubq8tDYv/92y4nBaiuhSYJ5RSp6Zm8s2gnjauWZVDrmnnvkN3fP1jrBN38AtS92RnhKUfzC7T6J9JTYPr9kJmR713r2IbETtuUQPThs04MUhWGJgnlFN/+tY/DSSmM7t0I74IMeT0WDQuftZLDTc86KzzlDKER0OdjOLgWVo4r0K7/PyR2ng6J9TSaJJTDnUhO5bOV8XRrXLlgy2+knYNpwyGgPAz4BrwKMStbuVfzwVYfxV8fQdzSfO9WNsCXZ7pFsGH/aRZu1yGxnkSThHK4f/+2i/TMLF7q2Sj/Oxljzag+vRcGfQtBurpvkXXru1C5qVUx8GxCvne7o01NHRLrgTRJKIeKPnyWaZsSuLd9HeqEBOZ/x6iJED3DqltQ50bnBaicz7cU3D4ZMi/Z+ifS87Wbt5fwap/GHE7SIbGeRJOEcpjLQ14rlPbjsVvC87/j0a2w+EVrstyNTzsvQOU6IfWhz3g4tB5WvJHv3drX0yGxnkaThHKYJTuOs37faZ7q2oBypfK5vlLqWWtdpsAQ6D/BqlugiodmgyDyflg9HnYtzvduOiTWs+hfpHKItIxM3loYS4PKQQxtk88hr8bA3Mch6aC1cF9gsHODVK7X/W2o0gxmPwRJh/Jujw6J9TROSRIi0kNEdolIvIi8YOd1fxH5xfb6ehGpk+21F23bd4lId2fEpxxv8pr9HDx9kdG9GuPjnc+P1brPIWYOdHkNat3g3ACVe/gG2PonMqyFAPPZP6GrxHoOhycJEfEGPgNuBRoDQ0Wk8RXNHgDOGGPqAx8B79r2bYxVya4J0AP43HY85cFOnk/j0+XxdIoI5aYG+RyVtH81/PYKNOwN7QtWj0AVMcH1oN+nkLDRWlo8H8oG+PJUV2uV2CU7dEisOznjSqItEG+M2WuMuQRMBfpd0aYfMNn2+3Sgs4iIbftUY0yaMWYfEG87nvJgHy3dzcX0TF7ulc8hr8lHYdq9UDHMqpssBawvoYqeJv2hzYOw9j+wc2He7YEhbWoSUbkMby6MJS1Dh8S6izOSRHUg+83HBNs2u21s5U7PAsH53Fd5kF3HzjFlw0HuuaE29SuVyXsHY6zbDpcuwB0/QkBZ5wepPEP3N6FqC6t/Ih/rO/l4ezG6dyMOnU5h0ur9zo9P2eWMJGHvtPDKm4o5tcnPvojISBGJEpGoxMTEQoSoHMEYw7gFMZQJ8OWJzvkc8npmn7Vswy0vQ6UCTLZTRZ+Pv3XlmHoWdi/J1y4dw0Pp0qgS/1kRT+K5NCcHqOxxRpJIALIPb6kBXHna8P9tRMQHKAeczue+GGMmGGMijTGRoaE6M9ddVu46wZ9xJ3miczgVAv3yt9Om76yfYf9wWlzKg4U2gsBKsPn7fC8C+FLPRqSmZ/LhUh0S6w7OSBIbgXARCRMRP6yO6LlXtJkLDLf9PghYYawhDHOBIbbRT2FAOLDBCTGqa5SemcW4BbHUDQnknna187fToQ2w5lNrbZ8qTZ0boPJMXl7Wsh1HNsPqj/O1S93QIIa1q8MvGw8RcyTZyQGqKzk8Sdj6GB4DlgCxwK/GmB0iMlZE+tqafQsEi0g88DTwgm3fHcCvQAywGHjUGKM9Vh7ox3UH2Jt4gZd7NcI3P0Ne01Ng9sNQtjp0K9gKoaqYaTrA6she9Y616m8+PNE5nLKlfHlDh8S6nFPmSRhjFhpjGhhj6hlj3rRte9UYM9f2e6ox5nZjTH1jTFtjzN5s+75p2y/CGLPIGfGpa5N08RIfL4vjxvoh3NKwUv52WjEOTsVD30+1s1pBzw+gVHmrEzvjUp7Ny5X25emuDVi79xRLY467IEB1mc64VgX28bI4zqWmM7p3IyQ/w1cProO1n1lLNNTr5PwAlecLDLbWdjq2Hf78d752ubNtLcIrBfHWwlguZWQ5OUB1mSYJVSDxJ87z47oDDGlbi4ZV8nFFcOmidZupfE3oOtb5Aaqio2HbVxUwAAAgAElEQVQvqzb2H/+GI3/n2dzH24uXezVi/6mLfL92v9PDUxZNEqpA3loYSylfb57u2iB/Oywfa9WI6PcZ+OdjHoUqWW59B4IqwayHISPvIa43R1Ti5ohQxi+P49R5HRLrCpokVL79sTuRFTtP8Ngt9QkJ8s97h/1/wfovoO1ICLvJ+QGqoqdUBaufKjEWVr6Vr11G92rExUuZfLRst5ODU6BJQuVTRmYW4xbEUKtiae7tUCfvHdLOw5xHoUId6DLGucGpoi28K1x3D6z5BA5tzLN5/UpluOeG2vy8/iC7jp1zQYAlmyYJlS9TNx5i9/HzvNSzIf4++VhzcdkYOHPAmmHrV4AKdapk6v6WNTx69kNWP1YenugcTpkAX8Yt0CGxzqZJQuXp7MV0PvhtF23DKtK9SZW8d9j3B2z8Gm54GGq3d36AqugLKAv9/mMNk85HJbsKgX480TmcP+NOsnLXCRcEWHJpklB5Gr88jqSUdF7r0zjvIa9p56zbTBXrwS2vuCZAVTzUvRnajIB1X1hLyefhnna1qRsayLj5saRn6pBYZ9EkoXIVf+I836/dz5A2NWlSrVzeOyx91apAdtvn4Ffa6fGpYqbL61Y/1uyHrX6tXPh6ezG6VyP2nrzAD2sPuCa+EkiThMrVuAUxlPL15pluEXk33rMCoiZCu0e10pwqHP8g6wQj6WC+ChR1iqhEx/AQPl62mzMX8p65rQpOk4TK0cqdJ1i1K5FRncPzHvKamgxzHofgcLhltGsCVMVT7fZwwyNWv9beVbk2FRFG92rM+bQMxi+Pc018JYwmCWVXemYWbyyIISwkkOHt6+S9w28vw7kj1mgm31JOj08Vc7eMhuD6MOcx6wQkFxFVynDn9bX4Yd0B4k/okFhH0ySh7Pp+rbXK6yu9G+Hnk8fHJG6ZVR+g/Sio2cY1Aariza+0dcKRfBiW5j0A4qkuDSjt5824BbEuCK5k0SShrnLqfBofL9vNTQ1C6RSRxyqvKUkw93EIbQg3v+iaAFXJULMttHvMKlQVvzzXpsFB/jzROZxVuxJ1SKyDaZJQV/lg6W4uXsrk1fys8rrkZTh/3Ops9A1wTYCq5Oj0MoREWCciKUm5Nh3Wrg51gkvz5gIdEutIDk0SIlJRRJaKSJztZwU7bVqKyFoR2SEi20TkjmyvfSci+0Rki+3R0pHxqbzFHElm6oaD3HNDbepXymNBvt1LYMuPcONTUL21awJUJYtvAPT/As4ds05IcuHn48VLPRsRf+I8UzYcdFGAxZ+jryReAJYbY8KB5bbnV7oIDDPGNAF6AB+LSPlsrz9rjGlpe2xxcHwqF8YYxs7fQblSvjzVJY9VXlPOwNxRUKkJ/OM51wSoSqbqreHGJ60Tkt1Lcm3atXFl2tcL5sOluzl7Md1FARZvjk4S/YDJtt8nA7dd2cAYs9sYE2f7/QhwAgh1cByqEJbsOMa6vad5ulsE5Ur75t540Qtw8aR1m8knHyvCKnUt/vG8dUIydxRcPJ1jMxHhld6NSU5J5+PlukqsIzg6SVQ2xhwFsP3MtddTRNoCfsCebJvftN2G+khE7H77iMhIEYkSkajExERHxV6ipaZnMm5BLBGVyzC0Tc3cG+9cANumQsdnoJreEVQu4ONvnZBcPAmL7d2g+K9GVctyR5ta/LD2AHHHdUjstSpwkhCRZSISbefRr4DHqQr8ANxnjLncy/Qi0BBoA1QEnre3rzFmgjEm0hgTGRqqFyGO8PmqPSScSWFM3yb4eOfysbh4GuY9CZWbQcd/uS5Apaq1tD5z236B2Pm5Nn22ewSB/j68OmeHrhJ7jQqcJIwxXYwxTe085gDHbV/+l5OA3bFoIlIWWACMNsasy3bso8aSBkwC2hbmP0oVzIFTF/jy9z30bVGNdvWCc2+88FlIOW11Jvr4uSZApS7r+AxUaQbzn4QLp3JsVjHQj391j2Dt3lPM23bUhQEWP46+3TQXGG77fTgw58oGIuIHzAK+N8ZMu+K1ywlGsPozoh0cn7Lj9Xkx+HoJL/dqlHvDHbMherp1f7hKM9cEp1R2Pn5w25fWcNiFuV/J3tm2Fk2rl+XNBTGcT8twUYDFj6OTxDtAVxGJA7raniMikSLyja3NYOAm4F47Q11/EpHtwHYgBBjn4PjUFZbFHGfFzhM80SWcymVzmedwPhEWPA3VrrOGvCrlLlWaws3Pw46ZsGNWjs28vYTX+zbleHIan+q6ToUmRf1+XWRkpImKinJ3GEVSanomXT/6HX8fbxY90RHfnPoijIFf7oa4pfDPP6BSQ9cGqtSVMjPg2y7WarGPrIegnPsmn522lVl/H2bxkx3znvtTgojIJmNMZF7tdMZ1Cfbl73s4dDqFsX2b5JwgALb9Cjvnwy0va4JQnsHbx7rtlHYOFjxlncjk4PlbG1Laz5vX5mondmFokiihDp66yBer9tC7eVXa1w/JuWHyEVj0LNS83lpHRylPUamhtWxH7DyInpFjs5Agf/7VPYLV8adYuP2YCwMsHjRJlFBj5+/AO6/OamOsyUsZl6wVOb28XRegUvnR/nGo0QYWPGMt3ZGDu66vTeOqZXljfgwXtBO7QDRJlEArdh5nWewJRnUOp2q5XGo//P0DxC+Frq9DcD3XBahUfnl5WycwGanW/J0cbid5ewlv3NaEY8mpfLoi3sVBFm2aJEqYi5cyeGX2DuqFBnJ/h7CcGyYdhMUvQZ2O0OZB1wWoVEGFhEPnV2H3Itg6NcdmrWtXZGCrGnz7116diV0AmiRKmPHL4jiclMJb/ZvlXEwoKwvmPAoY6PcZeOnHRHm46x+CWu1g0fNWP1oOXuzZkEB/H16cuZ2sLO3Ezg/96y9BYo4k881f+7gjsibX181lZnXUt7DvD+j+JlSo7boAlSosL2/rhCYr3epHy+G2U0iQPy/d2oioA2eYuvGQi4MsmjRJlBCZWYaXZm2nfClfXuyZyzDWU3tg6atQvwu0Gp5zO6U8TXA96PK61Y/29w85Nrs9sgbXh1XknUWxnDiX6sIAiyZNEiXET+sPsOVQEq/0bkz50jmsuZSZAbMeAi9f6PMJ5FWVTilP02aE1Y+2+CVIsn+lICK8NaAZqelZvDFfa2LnRZNECXA8OZX3Fu+iY3gI/VpWy7nhXx9Bwgbo/SGUq+66AJVyFC8v6PcfwMDcx6z+NTvqhQbxSKd6zNt6hFVaEztXmiRKgNfn7SA9M4txtzXNuWZ1wiZY9TY0ux2aDXJtgEo5UoU60G0c7F0F67/MsdnDN9ejXmggo2dHc/GSzp3IiSaJYm557HEWbj/GqM7h1A4OtN/o0gWY+SCUqQo9/+3aAJVyhtb3QkRPWDYGju+w28Tfx5u3+jcj4UwK45fpAoA50SRRjCWnpvPyrGgaVA7iwY51c27422g4vdeqEVGqfM7tlCoqRKDvpxBQDmaMgHT7HdTX1w3mjsiafPPXPqIPn3VxkEWDJoli7K0F1uiN9we1yHlOxK7FEDUR2j8GYTe5NkClnCkwxJqNfSLGuqLIwYs9G1KhtB/PTt/GpQz7fRglmUOThIhUFJGlIhJn+1khh3aZ2WpJzM22PUxE1tv2/8VWoEgVwh+7E5m68RAjb6pHi5o5XB2cT7Q69yo3hVtecW2ASrlCeBdo+09Y/wXEL7fbpHxpP97q35TYo8l8vkqX7LiSo68kXgCWG2PCgeW25/akGGNa2h59s21/F/jItv8Z4AEHx1cinE/L4MWZ26kXGsiTXcLtNzIG5j4Oqckw4Gur0LxSxVHX1yG0Ecx+OMeSp92aVKFfy2r8Z0U8MUeSXRygZ3N0kugHTLb9PhmrBGm+2EqW3gJML8z+6r/eXhjL0bMpvH97CwJ8c1i5ddN31lo3XcZA5cYujE4pF/MtBQO/hpQzMC/n2dhj+jShfGk//jVtK+mZetvpMkcnicrGmKMAtp+VcmgXICJRIrJORC4ngmAgyRhzeSxaAmB3sL6IjLTtH5WYmOjI+Iu8NfEn+Wn9QR64MYxWteze7YMTsbD4Rah7s7XmjVLFXZVm0Pk1q3jW5u/tNqkQ6Meb/ZsSczSZL1btcXGAnqvASUJElolItJ1HvwIcppatbN6dwMciUg+wN4Dfbso3xkwwxkQaYyJDQ3MuW1jSnE/L4PmZ2wgLCeSZbhH2G6WnwLT7wD8I+k/QxftUyXHDI9aJ0eIX4KT9Ia/dbbedPl0RR+xRve0EhUgSxpguxpimdh5zgOMiUhXA9tPuVEZjzBHbz73AKuA64CRQXkR8bM1qADkv56iuMnbeDg6fSeH9Qc1zvs20+EVIjIX+X0GZyq4NUCl38vKyRjv5lrJOlHIYFjumTxPKlfLjmV+36mgnHH+7aS5weVW44cCcKxuISAUR8bf9HgJ0AGKMVXx2JTAot/2VfYujj/JrVAKP3FyfyDoV7TfaMQs2TYIOT0L9zq4NUClPULaadYJ0fDsseclukwqBfrw9oBkxR5P5cOluFwfoeRydJN4BuopIHNDV9hwRiRSRb2xtGgFRIrIVKym8Y4yJsb32PPC0iMRj9VF86+D4iqUTyam8OHM7zWuU44mcRjOd2W8toVw9Em4Z7dL4lPIo4V2hwxPWkvjRM+026dq4MkPb1uKrP/awdo/9EVElhZgcevqLisjISBMVFeXuMNzGGMPwSRvZsO8UC0Z1pF5o0NWNMtNhYnc4GQ8P/ak1IpTKTIdJPa1BHA/9ARWvXpHg4qUMen/yFynpmSx+4ibKlfZ1Q6DOIyKbbH3DudJeyyLu+7UH+GN3Ii/3amw/QQCseAMOb4K+n2iCUArA2xcGfWsVK5p2H2SkXdWktJ8PHw9pSeK5NF6avZ2ifkJdWJokirDdx8/x1sJYOkWEcvf1tew32rkQVo+H1vdBE512otT/K18Lbvscjm6xCm3Z0bxGeZ7q2oAF244yc/NhFwfoGTRJFFEXL2XwyE+bKRPgy7uDmttfAvzUHquIUNWW0OMd1weplKdr2Auuf9haUjxmrt0mD/2jHm3DKvLqnGj2n7zg4gDdT5NEEfXK7B3sSTzP+CEtqVQm4OoGly7Cr8Os1TAHfw++dtoopaDrWKjWCmY/Ynf+hLeX8NEdLfH18eLhnzaTmp7phiDdR5NEETQt6hAzNicw6pZwOtQPubqBMbDgGWsd/YHfaD+EUrnx8YM7frDWL5t6F6Sdu6pJ9fKl+HBwC2KPJvP6PPv1KYorTRJFzO7j53hlTjTt6gYzqnMOw103fQdbf4Z/PG8N91NK5a5cDbh9EpyKs64o7HRS39KwMo/cXI8pGw4xc3OCG4J0D00SRcj5NKsfIsjfl/FDW+LtZacf4vAmWPQc1O9iJQmlVP6E3WTdeoqdaw32sOPprg24PqwiL8+KZvfxq684iiNNEkVEVpbhmV+3sDfxPJ/k1A9x7hj8cg8EVbGW/9Z1mZQqmHaPQZP+sPx12LPiqpd9vL34dOh1BPr78NCPmzifVvxrY+u3SBHx6Yp4luw4zks9G9HeXj9Eeqp1PzUlCYb+DKVzWJpDKZUzEej7HwiJgOkPwOl9VzWpVDaAT4dex4FTF3ly6haysor3/AlNEkXAbzuO8dGy3Qy4rjoP3Bh2dQNjYN4TcDgKBnxlLYuslCoc/yAY8hOYLJgyBFKvrn3drl4wr/ZuzLLY43ywdJcbgnQdTRIeLu74OZ76ZQvNa5TjrQHN7M+HWPMJbJsKnV6GRn1cH6RSxU1wPWvo+Kl4a0Z25tW3lYa1q83QtjX5bOUe5mwpvhPtNEl4sJPn03hgchSl/Hz46p7W9pf/3r0Elr5m3Ue96VnXB6lUcVX3H9DrQ9iz3O6KsSLC632b0qZOBZ6bvo1tCUluCNL5NEl4qJRLmTwwOYoT51L5elhrqpYrdXWjo9tg+v1QtTn0+9y6n6qUcpzWw63O7A1fwYavr3rZz8eLL+5uTUiQPyMmR5Fw5qIbgnQuTRIeKDPLMGrq32xLSOKTIddxnb0ypEkH4afbIaA8DP0F/Eq7PlClSoKuY6FBD1j0PMQvu+rlkCB/Jt7bhtT0TIZP3MCZC5fcEKTzODRJiEhFEVkqInG2n1d9u4lIJxHZku2RernOtYh8JyL7sr3W0pHxFQXGGN6YH8PSmOOM6dOEbk2qXN0o5Qz8OMgqRXr3dChb1fWBKlVSeHlbKxdUagy/DofDm69qElGlDF8Pi+TQmRRGfB9VrJbucPSVxAvAcmNMOLDc9vx/GGNWGmNaGmNaArcAF4HfsjV59vLrxpgtDo7P432yPJ7v1uxnxI1hDG9f5+oGGWnWUNcz+6wRGJUauTxGpUoc/zJw1zRraPlPt1uLZ17h+rrBfHxHSzYfPMOoKX+TkVk8Sp86Okn0Aybbfp8M5LU29SBgkTGm+N3IK4Sv/9jLR8t2M6h1DV7qaefLPysTZv0TDqy2avWGdXR9kEqVVGWrwt2zAAM/3GZNXr1Cz2ZVea13Y36LOc6z07eRWQzmUDg6SVQ2xhwFsP2slEf7IcCUK7a9KSLbROSjy7WwS4If1x3gzYWx9GpelXcHNsfryiU3srJg3iirTnW3cdBskP0DKaWcJ6S+dUVx4RT8ONDuHIp7O4TxbPcIZv19mBdmbCvyk+0KnCREZJmIRNt59CvgcaoCzYAl2Ta/CDQE2gAVsWpe29t3pIhEiUhUYmJiQf8TPM6UDQd5ZU40tzSsxEeD7azJZAwseRH+/hFueg7aP+6eQJVSUL21tWps4i74aTCknb+qyaOd6vNkl3CmbUrg5dnRRTpR+BR0B2NMl5xeE5HjIlLVGHPUlgRO5HKowcAsY0x6tmMftf2aJiKTgH/lEMMEYAJYNa4L+t/gSb75cy/jFsRyc0Qon9/VCj8fO3l7xRtWUZQbHoVOV4/XVkq5WP3OVmf29Pvh58HW1YVf4P80eaJzOBmZhv+sjAcM425rZn9RTg/n6NtNc4Hhtt+HA3NyaTuUK2412RILYk0rvg2IdnB8HsMYw6fL4xi3IJZbm1Zhwj2R9ifL/f4+/PkBtBoO3d/UuRBKeYomt8GACXBwLfx8h1XoKxsR4ZluDXj8lvpM2XCIx6dsJi2j6I16cnSSeAfoKiJxQFfbc0QkUkS+udxIROoANYHfr9j/JxHZDmwHQoBxDo7PI2RmGcbOj+GDpdZ6TJ8Ove7qKwhjYMWbsHIcNL8Den+kCUIpT9NsEPT/Cvb/BVPvtIalZ2MlighG92rEwu3HuP+7jUVu5VgxdoprFCWRkZEmKirK3WHk24W0DJ6Y+jfLYk9wf4cwRvdqdHUntTGw9BVY8ylcdw/0GW+N1VZKeaYtP1vFiurcCEOnWENmrzBjUwLPzdhGQ9ucimrl7ayi4EIisskYE5lXO51x7UJHz6Zwx4S1rNh5gtf7NuHVPo3tj2Ja+KyVINqMgD6faIJQytO1vNOq4XJgDUzuY41+usLA1jX4ZngkB09dpO9/VrPpwBk3BFpwmiRc5I/difT65C/2JV7gm+GROU+Um/kgbPzaWi+m57+1cJBSRUXz22HIz3AiFib1gLNXrwzbKaISMx9pT6C/N0MnrOOXjQfx9Ls5+g3kZJlZhg+X7mb4pA2EBvkz9/EbuaVh5asbpiRZ466jp0PnV625ENoHoVTREtED7p4ByUdhYnc4vuOqJuGVyzDn0Q60DavI8zO2M2rqFpJT0+0czDNoknCi+BPnGfTlGj5ZHsfAVjWY/WgH6oUGXd0w6RBM7AEH11mXrB2f0QShVFFV50a4dz5kpsO33WH3b1c1KV/aj8n3t+XZ7hEs3H6UnuP/JGr/aTcEmzdNEk5wKSOLL3/fQ89P/mTfyQuMH9KSf9/eglJ+dvoW9q+GrztB8mHrDKT5YNcHrJRyrGot4cEVUDEMptwB6760BqRk4+0lPNqpPtMeagfA7V+t5eVZ2zmb4llXFTq6yYGMMazcdYJx82PZe/IC3RpXZlz/plQqE2CvsbU+/ZIXoUId615maITLY1ZKOVHaeWu9tZ3zoeVdVj+jnWX9L6Rl8OHS3UxavY/gIH+e6x7BgFY1nDr5Lr+jmzRJOIAxhrV7T/GfFfGs2XOKuiGBjO7diE4RleyXG007Bwv+ZZUcbXCrVZc6oJzrA1dKOV9WFvz+Dvz+nrVq8+2TIbSB3abbE84yevZ2tiacJbxSEP/qHkHXRpWvHgXpAJokXCA1PZPfYo7z3ep9bD6YREiQP4/cXI+7b6htf3kNgEMbYeYIq2jQP16wSo7qCCalir/45dboxfRU6Pm+NWzWzkmkMYZF0cf495Jd7D15gbqhgdzXIYyBrapT2q/AKynlSJOEk6RlZLJu72mWxRxn3rYjJF1Mp0aFUoy8qS6DI2vaX1oDIOMS/PWhdTZRtro1nb92O5fFrZTyAMlHYMYIa7n/Bj2g98c5Fg1Lz8xiwbajTFy9j20JZwny96Fb48r0aVGNdvWCc/6uySdNEnlITc/k2enbCK8URHilIGoFl6ZCaT/KlfJFBNIzDRfSMjh6NoXDSanEHElmW0ISWw4lcfFSJgG+XnRpVJkhbWrRvl5w7peDB9fBvCchMRaa3Q69PtDbS0qVVFmZsP4rWD4WfPyh+1vQYmiOdxSMMWw6cIZpUQksij5KcmoGfj5etK5VgS6NK/PAjWGFCkOTRB4Onb7Ind+s49DplLwbA77eQqOqZWlZszydIirlL5OfOw4r34TNk6FcTesSM+LWAseqlCqGTsbDnEfh0DqoHgk937OWIc/FpYwsVu85yeq4k6zZc4paFUvz5T2575MTTRL5dPFSBnsTL5Bw5iJJF9NJSklHAB9vL0r7eVOlXADVypWiTkhp/H3yeXmXds5aVmPNfyAzDdr+01ri29/OHAmlVMmVlQXbfoFlr8H549Zinjc9ZxU3yofMLFPoEVCaJNzhfKK1pMaGryHlNDS+zZo9HVzP3ZEppTxZajL8+W9YP8E6sWx2O9z4NFRq6LS31CThKsbAofVW1bjt0yAjFSJ6Qsd/QY3CXQYqpUqo8ydgzSew4RvISIHaN0KbB6Bhb/Dxc+hbaZJwpswMOBwFcb9ZNadP7wXf0tba8u0ez3EMtFJK5cuFk/D3DxA1CZIOWANdGtwKjftCnY4QUPaa38ItSUJEbgfGAI2AtsYYu9/eItIDGA94A98YYy4XJwoDpmLVt94M3GOMuZTbexY6SWRcgk2TrNnOFcKgfC3wvWJmtDGQmgRnE+DMATi6FY78DQkbre3iDXU6WCMTGvWxu4a8UkoVWlYW7FkBO2bCzgW27x0vqNoCarWzHo37FurQ+U0SjpuZYYkGBgBf5dRARLyBz7Aq1yUAG0VkrjEmBngX+MgYM1VEvgQeAL5wcIyWs4dg0XP/u83L1+pc9vK1lu3OSIHMbDlKvCC0kZUQ6neGup2gVHmnhKeUUnh5QXgX65GZbs2v2L/a+rnxWzgRU+gkkV8OTRLGmFjA/lIU/9UWiDfG7LW1nQr0E5FY4BbgTlu7yVhXJc5JEhXrwr/i4PQ+OLPfShpp5+DSeesfw7cU+ARAYIg1fLV8TStB2Fl3RSmlnM7bF+rebD3Auu2dmuT0t3X0lUR+VAcOZXueAFwPBANJxpiMbNur2zuAiIwERgLUqlWrcFGIQFAl61Hr+sIdQyml3MXbxzqJdbICJwkRWQZUsfPSy8aYOfk5hJ1tJpftV280ZgIwAaw+iXy8p1JKqUIocJIwxnS5xvdMAGpme14DOAKcBMqLiI/tauLydqWUUm7ijuVHNwLhIhImIn7AEGCusYZZrQQG2doNB/JzZaKUUspJHJokRKS/iCQA7YAFIrLEtr2aiCwEsF0lPAYsAWKBX40xlwvBPg88LSLxWH0U3zoyPqWUUgWjk+mUUqoEyu88Ca12o5RSKkeaJJRSSuWoyN9uEpFE4IDtaQjWKClPo3EVjMZVMBpXwWhcltrGmNC8GhX5JJGdiETl5x6bq2lcBaNxFYzGVTAaV8Ho7SallFI50iShlFIqR8UtSUxwdwA50LgKRuMqGI2rYDSuAihWfRJKKaUcq7hdSSillHIgTRJKKaVyVKSShIhUcncM9ohIoLtjsEdEaouIR5bOE5E8x2er/xKR2u6O4Uoi0kREXnB3HPaISAV3x2CPiAS7O4aCKhJJQkSCROQDYKGIfCgit9q251oCz0VxfQT8KCJ3e8ofsi2uD4EFQDV3x5Ndtn/LxSLypoh08JCYPheR7u6OxR4RuRHYZ6sN73bZ/g3nA3eISD13x3SZiJQWkc+wPl+Pi8h1tu1u/a7L9v9sroi8KCI3uDOegvD4JCEiDYBfsWpf9Af2Y6tKZ9zY6277w/0TSAEmAh2Boe6K5zIRaQOsBioC19lqh3sEEfHBqm/uAwzDKirV2c0xVQO+BgYDd3roFU5Z4DTwsAecGHUDfgfSgLuBnUCyO2O6wtNYK0gPBwKArwCMMVnuCkhEWgPzbE8fxvr3HOyueArKY5OErdYEwCngSWPME8aYQ1j/g1eKiL+tnUv/G0TE1/brGeBzY8xLxph5wBasD6dbrnCyxZUG7AE+Msaki0hLEalj+4J2i2zvXRkIs/1b7gBKYy0X704XgY+xCmFVAHqIiLd7Q7I+19k+RwbrC7ks8KTtdXcli3hgiO1zvxpoii3Ruyumy98Bts+ZL/CzMWanMeZ94Ljtqtod3xWXP0fHgEeNMc8YY7YBfsBmV8ZyLTwuSYhIuIhMBD4QkeuBc8aY3bbLtTHAQ0BjYLaIVDfGZLniwykiDUVkEvC6iNS2fcl9l+0L8DBQG1x7hWMnrm1YxZueEpFVwKfAR8B7rr4fmi22sbbYDgOpIjJZRNYDvYG+IjJbRKq6KKZwEXnu8nNjTBKwzRiTAkwG7sD27+hq2WO74sz3OiAMeAQYISJtbc9dGpPNPmNMXLaTuB+BJraYXXplb4vtK2C0iNS11aoJBrIXrX8YGCYiNVx1NZEtrpdtcT8a8UoAAAnuSURBVB02xsSISDkRGY91FdHNdouzsitiuhYelSRE5GGsanSbgOPAo1gFjAAuAPOMMTWMMQ8Bu4AvwfkfTtuX6yQgGvDG+tIbbIxJt30wAVoCO3I6hovielNEemEVaxJgtjGmI/C67fUH3BjbW7ZbFd2B74CdxpgGwAisBRpfdUFMdwIrgGdFZKRtm7ctQWCMmQEkAUOyXZm5hL3Y+G954ThgqzEmFuv/5TqsM3h3xOQFYIy5ZHvue3mbK8/UReQprO+KGKAS8I5YgzTGY92WC7bFmYCVyB50U1xvisjlhJ6M9TdZE/gnkI71t+nR3HYLIgfHgSeMMUttl2o/Yd1bv5wINmVrOwMYKv+tie1MDYGLxpgPbH8IdwKdRWSn7cwdoCowE0BEOgPRxpjjboirP1YCHWGMSQcwxmwRkXNYt+5cxV5sg7ASQhngki22NBH5Cxd86WHVVx+O1Y/0mYj8aIy5aLsSFduZ5sdYf7gzbGfsG4wxu9wVm+21BsAYEUkHtgL+/O/fgktjsv17Gtvf5J9YJyUvu/i+/2ngPmPMeltCXw60MsasEJEZwBf8977/bqwvZEREnHxSaS+umlhXYJdLNGOMSRGRzfxfe+caaldxxfHfuje5sdHc20ha4iPxAcZHNAYqRoOv+Gg0oUTbaiqK+KD2QUhRi2CkD2LwFYMI+kVrQ5VSooVWodpXWusjSozaGj9oiVhNS6gtFUQl0aarH9Y6uZOTc25u7t2zzzqe+cNw9+yZfe6P2efstWfNmhmYmZGlEoXqSWCDO0+JyICq7gTexazxbhKRk4Bbgc01GAgw/+EkEfmC/xCew35AFzqPYFFER4tt03oFUMcPphXX28ClDQPhfHOABcC2GphGYvsH1mYbgEUistDv5fVellWq+jTwjKo+D2wGfuhFfY0HnKpuwu7dJuzt85MWH1UnG1gU0WbgW6q6FFgHLO8gU/qg3Qy8JvVH6zwGbBSRSf5d34K9fIC55aaLyPdF5BLsPm6HWlxirbgGmyuJyFwsAOfNzDzjl6rWnoCBUdZbD5yZ5KdhPvaXgEsycPW3OT8IrABWJeeWAKuBIexN73/AU9igXgSuqZh/9lFgYw6uMbBdCKzx46uxnuIrwNI6mJrqHI894E5IrwO+BmzFDG1t7TUSG2bE0vK+TjMl54/EIogO7VR7eb2XgROT/LFYL+i3wGWBuD7v3/sXq/7e50r1/0O4A+sKHuF5aVGnD3Pf/Mp/uALM87L5mbju9Ifa1Dbl52Ld6sWen+U3epLnrwvGtZ/nKzem42TblLBNrpupqe5K4EE/nuffs0M61V57YetPyvb4zXSIaWKuthotm9+z44AnPN+HuTorNaQVcAlwtB8vytluVac6B5omiMgN2NvkRMz9gXqrpVLr+g9hXcSlWM/hHB9/2FAx12QRWen/50QskqSVXsTiw28RkRnAHMzl9FlnvjsY16BzPVIlVwVsW4EDnO2jNtflZEp1C7BERD4AFmEP4srdXhWwnU/iGm71m+kAU7YJraNlS8YXhoC33bX0ZywkNxrXX4CFXvZE1WxZldsKAdOS48Mxl9EVwBrgpIaVbXHdNzEXzjrgjAxcg/53Avbw2h/4ATZoOWOE674HPIx1vU/tFa6obGNhwh4gnwMexwzZaVHaKzdbRKYKvl8rgz4rsnLVlfJ9sEUl3Qs8DdzE7n65QzG30/XAZxpfxKbrZwHXZuCais2wfRKLfjg4KTvGH2ZfpqkrnfKRx00Skisq21iZkjoDwPmR2isnW0Smqr5fwHnANb3CVXfK4m4SkfnYKP/7wDJssObiRrla7PJGrGdxup/brQutqn9V1RybcNwO7MT8iqf438b/fB1zbZ0FHNXEo8lxZW6SLuCKyjYmJtjlDvhYVX9dMVNktohM42bzOr9T1Qd7iKtW5RqT+DtmQVeozSOYyJ7T0NcD7wDHi8hyEVmaiWWXRGSKs9yqqn8EVgFDIvKdpNpPsW7lbBG5SmpY9C0qV1S28TI1v5B82tkiMlXB1otcHVEFXbK2kRZYd+1+zBisxRZ3G0zKv4HNhdgCfLGOrhNmnK5L8mdibwQp183Y2kxvAAt6mSsqW0SmyGwRmaKzReWqO423Edv6oBvl+DwHbLDnAWC152diE79uqOmG9/vf07DlM/b3/H5YSO6lnp/rXFlCWruFKypbRKbIbBGZorNF5epUGrO7SUSWAb8XkZUi8iWwbpYk67eorW30Jz/+EHM5/dPz7wCzVHXNWBnacN0oIpf7cRoGp+5bfdY57nKO7Zjf8d9ebwsWz1x1SGtIrqhsEZkis0Vkis4WlSucxmBlDwQewpbQmI8tD/BzfHJcUm9OU/4UbGGyizJZ/ynYzfwXZt2HkrI0ymYmNofgb8CVwGJ8HkYvcUVli8gUmS0iU3S2qFxR01gauB9bc6QR5nUktqrnbM9Px4zIM348E9s06AVgSYYbPiHhaszsfRi4K73pWNjtz4DHPH8O8F3geeArvcIVlS0iU2S2iEzR2aJyRU+jalhvoBnJuQOS4z7MABzl+fOAbzd9xuIcNxx7G7gHH/Rm2Jd4GPAWbrj83FeBG7M3aFCuqGwRmSKzRWSKzhaVq1tSw3K2lIicgG3EcgjwB1XdY3tOETkWW7RtUYuyAR1ed74yuf/wPqwr+CTWFfwl8CNV3eF1bsf8hRe1uL5fbZXZnuCKyhaRKTJbRKbobFG5ukp7scAHYY06Fetq7bLCDHfNFgA/8eN5eBhYozxHwm74BmCK5xdibwmXJ3UGgFexTYtmA2f3KldUtohMkdkiMkVni8rVTWnE6CZV3QasU9X3sHGHFX5+J8MLaM0FBkRkNbZNZuPa9l2UcUpV32d4MAlsr4JXgFNFZLrX+RgbG3kO26BIepUrKltEpshsEZmis0Xl6ibtNQRWfWtHrBG3i8hyP9/YW/oM4GzgP6o6X212Yh36BTBXRA5S1Q+wN4EdWO8HETkL22zkNlU9RlXX9zhXVLaITJHZIjJFZ4vK1RUa9TwJNxZ3A5cBiMgct7RrsdVcb8uD2FbPYttxXul8LwMnA5O9fCtwuqreXLhCs0VkiswWkSk6W1SurtA+TaZT1d8A74nIDmzj8Wmq+riqbs2DNyLLNmwA6gIRuVhEDsf2n9jp5W+q6ruFKzZbRKbIbBGZorNF5eoajXbwAjMoq7DJJ18f7XW5E7b5yY+B14FlneaJzhWVLSJTZLaITNHZonJFTyOGwDZLRC7AQmF37JMlyiwRmYiNM/230yyponJBTLaITA1FZIvI1FBUtqhckbVPRqKoqKioqLdU2x7XRUVFRUXdp2IkioqKioraqhiJoqKioqK2KkaiqKioqKitipEoKioqKmqrYiSKioqKitqqGImioqKiorb6Pyd4jBb0BvzyAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1450,7 +1257,7 @@ "\n", "A.plot(label='A')\n", "B.plot(label='B')\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1460,22 +1267,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1484,7 +1283,7 @@ "sky_diffuse[sky_diffuse < 0] = 0\n", "sky_diffuse[AM.isnull()] = 0\n", "\n", - "sky_diffuse.plot()" + "sky_diffuse.plot();" ] }, { @@ -1501,22 +1300,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1554,7 +1345,7 @@ "\n", "irrad_data['dhi'].plot()\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1564,22 +1355,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1617,7 +1400,7 @@ "\n", "irrad_data['dhi'].plot()\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1634,22 +1417,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1666,7 +1441,7 @@ " AM, model='phoenix1988')\n", "perez_diffuse.plot(label='phoenix1988')\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1697,22 +1472,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1721,7 +1488,7 @@ "proj.plot()\n", "\n", "#plt.ylim(-1.1,1.1)\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1738,22 +1505,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1762,7 +1521,7 @@ "proj.plot()\n", "\n", "plt.ylim(-1.1,1.1)\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1779,29 +1538,21 @@ "outputs": [ { "data": { - "text/plain": [ - "(-4, 4)" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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EQ0JKj2gf+bCM2iJRW1bAHz95esb/rqpX5bvjSbr7k/T0+XsJ8SQ9/d79zt4Ee3q8D037wAeou59t7b2sbOpgV1ffkFc2qyyOMqGiiCk1xUypLmFKdQmTq4uZUlPC2LICa5UYkwW7OuNs2tXFxtZuNu/qYmNrF5t3dbOtvYe2rr7XLR+LhBhT7O38VRXHOG582b6dv6riGGWFEYpjEUoKwpTEIpQURCiOhSkp8O4XRcNOXW3QuSIhIr8BzgJqRGQr8BVVvT3YVIdORCiIhCmIhKk6wr+hqnT0JNje4e2ZDNy2d/SybXcPq5v38tCKHSTS9koqiqLMqitn1oTyfT9njLPrHBtzqFSVja1dvLptD6ua97KyuYNVzR207I3vWyYkUF/l7ZjNra9gvN/SH1dRuO9+eVFkRO2wOVckVPWKoDMETUSoKI5SURzluPFlQy6TSKZo3tPLxtYuNu3qYvX2vaxs6uBXz2+mt99rhZQVRDhpchULpo7hlKljmN9QScQujWkM4BWFlc0dPLehjRc3trF4cxutnV7LIBoWpo8t463Tazm+roxja0uZUlPCxMoiYpHR9R1yrkiYQxMJh2gYU0zDmGLeSu2+55Mpb29o+bY9LN7cxgsb27j5wTWA19o467hazjl+HGceV0t5YTSo+MYEoi+R4ql1LTyyaiePrtrJ9o5eABrGFPHW6bW8aeoYTqivZNrY0lFXDIZjRWKECYeEaWNLmTa2lPecOBGAtq4+Xti4i7+u2smjq3dy9ytNxCIhzps9nvedXM8Z02qsW8qMWKrKK1va+eNL27h3WRPt3f2UxMK8dUYtb585ljOm11BXURR0TGdZkRgFxpTEWDinjoVz6kimlJdf2829S5u4e2kT9y5tYmJlEVedMZXLFzRQHLOPhBkZEskUf16+ndue3MDSrXso8HeMLj5pIqcdW01BxI4WPBS2RRhlwiGhccoYGqeM4boLj+eRlTu545mNfPW+lfzXo3/no285hqvOmGqH25q8lUop9y5r4lsPrWFLWw9Ta0r42nvm8J75EyizLtbDZkViFCuIhLlwXh0XzqtjyeY2fvjYem5+cA2/fv41vnTBTC6cWzeijtIwI9/SLe38213LeXXbHo6vK2fRB2ZxzvHjCFl36hGzImEAOHnyGG7/0BieWd/K1+9bxTW/fpn7Zjdz48VzqC4tCDqeMQfV25/ku4+s5dYnNjC2rJDvXnYC7z5hohWHDLDhe3OA046t4d5PncGXzp/Jo6t3ct4tT/LiJptv0bhrW3sPl/zoWX78tw1c9qYGHvrcW7n4xHorEBliRcK8TjgkfOzMY7nnU6dTVhjh/bc+x+9f3BJ0LGNeZ8nm3bzzv59iU2sXiz5wMje9d54d2p1hViTMsGaOL+euT57OqcdU84U7l3H7UxuDjmTMPk+va+UDtz9PeWGEu645nXNnjw860ohkRcIcVEVxlJ986E2cP2c8X7tvJT+xQmEcsGRzGx+540Uaqor5/cffzLG1pUFHGrGsSJg3FA2H+K8rTmTh7PF87f6VPLhie9CRzCi2vqWTq362mAmVRfz6o6cwtqww6EgjmhUJc0ii4RC3XD6fE+orufa3L7Nm+96gI5lRqLsvwUd/vpiwCHd8+E125F0OWJEwh6wwGmbRB0+mtCDCtb99md7+ZNCRzCjzlbtXsLG1i/9+/4lMri4JOs6oYEXCHJaxZYXc/L4TWL19L995eG3Qccwo8sjKHfxhyVaueds0Tju2Jug4o4YVCXPY3jZzLJe/qYHbn9po3U4mJ3r6ktxw7wqmjy3l02dPDzrOqOJkkRCRhSKyRkTWicgXg85jXu8LC2dSVhjhhntWoDm4hKIZ3f7nb+vZuruHr757DlG7JkpOOfdui0gY+AFwPjALuEJEsnulb3PYxpTE+MzZ03l2wy6eWb8r6DhmBNvd1cftT27gwrl1vPnY6qDjjDrOFQlgAbBOVTeoah/wW+DdAWcyQ7h8wSTGlxdyyyNrrTVhsua2pzbQ3Z/k2nOsmykILhaJiUD6HBBb/eeMYwqjYT5x1rG8uGk3izfvDjqOGYE64wl+9sxmLphbx4xxQ1/K12SXi0ViqFm5DthNFZGrRWSxiCxuaWnJUSwzlEsa6ykrjPCLZzcHHcWMQHe9vI3OeIKrzpgadJRRy8UisRVoSHtcDzSlL6Cqi1S1UVUba2trMcEpjkX4h5Pq+fPyZlo740HHMSOIqvLL5zYzq66cExsqg44zarlYJF4EpovIVBGJAZcD9wScyRzEladOpj+p3Llka9BRzAiydOseVm/fy5WnTraLXwXIuSKhqgngGuBBYBXwe1VdEWwqczDTxpZyQn0F9y1rDjqKGUHuX9ZENCxcOK8u6CijmnNFAkBVH1DVGap6rKreGHQe88YumjeBV7ftYVNrV9BRzAigqjzw6nbOmFZDRZFdHyJIThYJk38u8Pf2HlhurQlz9JZu3cO29h4umGutiKBZkTAZMbGyiFl15fxtjR1tZo7ewyu3Ew4J586yCwkFzYqEyZi3zqhlyebddMYTQUcxee6pdbuY31BJRbF1NQXNioTJmDNn1JJIKc+saw06islje7r7eXVrO6dPs5leXWBFwmTMyZOrKI6FedqKhDkKz25oJaVwhhUJJ1iRMBkTi4SY31DJktdsig5z5J7b0EZRNMx8O4HOCVYkTEadNKmKVc176e6zcQlzZF7Z0s7c+gpiEds8ucDWgsmokyZXkkwpy7buCTqKyUPxRJKVTR3WinCIFQmTUSc2VAGwxGaFNUdgdfNe+pIpKxIOsSJhMqqqJMbUmhKWbW0POorJQ69s8T43ViTcYUXCZNzxdWV27WtzRJZv20NNaYy6isKgoxifFQmTcTPHl7O5rZsuO6nOHKa1OzuZMa7MZn11iBUJk3Ezx5ehCmt3WGvCHDpVZd2OvXYFOsdYkTAZd3xdOQCrmq1ImEPXtKeXrr4k08aWBh3FpLEiYTJuYmURhdEQG1o6g45i8shAy9NaEm6xImEyLhQSplSXsNGuLWEOw7od3k7FdGtJOMWpIiEil4jIChFJiUhj0HnMkZtSXcLGXVYkzKH7+8691JTGqCqJBR3FpHGqSADLgfcCTwQdxBydKTUlbGnrJpFMBR3F5InX2rqZXF0SdAwziFNFQlVXqeqaoHOYo3dMTQn9SaWpvTfoKCZPbGnroaGqKOgYZhCnisShEpGrRWSxiCxuabErobloSo23R7ih1QavzRvrT6Zo3tPDpDHFQUcxg0Ry/Q+KyCPAUNckvF5V7z6Uv6Gqi4BFAI2NjZrBeCZD6v09QmtJmEPR3N5LSqHeioRzcl4kVPWcXP+bJvfGlhUQEmhq7wk6iskDW3Z3A9BQZUXCNXnZ3WTcFwmHGF9eSNMeKxLmjW1p84vEGBuTcI1TRUJELhaRrcCbgftF5MGgM5kjV1dZRLN1N5lD0NTeQ0hgfLlN7OeanHc3HYyq/gn4U9A5TGbUVRSyfJtdfMi8sR0dcWpKC4iEndpvNTjWkjAjy4TKIpr39KJqxxaYg9u5t5dx1opwkhUJkzV1FYXEEynauvqCjmIct6MjztiygqBjmCFYkTBZM3DhmO0dNi5hDm7n3l7GWkvCSVYkTNZUl3p7hrs6rSVhhtefTLGrq89aEo6yImGypmagSHTFA05iXNbaGUcVG5NwlBUJkzXVpd5sntaSMAezs8PbibCWhJusSJisKSuIEAuHaLUiYQ5i516/SJRbkXCRFQmTNSJCdWmM1k7rbjLDa/O7I8fYdSScZEXCZFV1aYxdViTMQezu7gegqtiKhIusSJisqi4pYJedJ2EOYnd3H7FwiOJYOOgoZghWJExW1ZQW2MC1Oaj2rn4qi6OISNBRzBCsSJisqimN0dIZt6k5zLB2d/dZV5PDrEiYrKosjtGXSNHTnww6inFUe7fXkjBusiJhsqqiyPvy7+npDziJcZW1JNxmRcJk1UCR6OhJBJzEuGp3dz9Vdvirs5wqEiJys4isFpFlIvInEakMOpM5OtaSMAejqrR391Fl3U3OcqpIAA8Dc1R1HrAW+FLAecxRsiJhDqYzniCRUutucphTRUJVH1LVgX6J54D6IPOYo1de5F380IqEGUq7fyKdDVy7y6kiMchHgD8HHcIcHWtJmIMZ+FyUF1mRcFXOr3EtIo8A44d46XpVvdtf5nogAfxqmL9xNXA1wKRJk7KU1GRCWaEVCTO8zrjXcVBWkPNNkTlEOV8zqnrOwV4XkX8CLgLO1mHOwFLVRcAigMbGRjtLy2HhkFBWGKHDioQZQpdfJEqsSDjLqTUjIguB/wucqardQecxmVFRFLUiYYY00JIoLXRqU2TSuDYm8X2gDHhYRF4RkR8FHcgcvdKCyL6NgTHp9hUJa0k4y6k1o6rTgs5gMq+kIEJXnxUJ83qdvVYkXOdaS8KMQCUFETrjNneTeb2ueAIRbJpwh1mRMFlXWhDeN0BpTLq98QSlsYhNE+4wKxIm60piESsSZkhd8YQd2eQ4KxIm60ps4NoMozOesCObHGdFwmRdaYHXkrALD5nBOuNJa0k4zoqEybrigjAphd7+VNBRjGM6e/vtbGvHWZEwWTdweKN1OZnBuuJJSgrsyCaXWZEwWVcS84qEDV6bwTpt4Np5ViRM1pVYS8IMozOesO4mx1mRMFk30N1kLQmTTlWtJZEHrEiYrCv2+5y7++ysa7NfPJEimVIrEo6zImGyrjDiFYnefisSZr+4f7RbYdQGrl1mRcJkXZE/L09vwoqE2W/g81AYtc2Qy2ztmKwb2AjYeRImXY/f/VhkLQmnWZEwWTewEeixMQmTZn9LwoqEy6xImKwb2AhYd5NJN7DTYN1NbnNq7YjI10RkmX9VuodEZELQmczRK4j43U3WkjBpem3gOi84VSSAm1V1nqrOB+4Dvhx0IHP0RITCaIjehI1JmP2suyk/OFUkVLUj7WEJYNOGjhCF0bCNSZgD9NrAdV5w7iwWEbkR+CCwB3jbMMtcDVwNMGnSpNyFM0esKBq28yTMAawlkR9y3pIQkUdEZPkQt3cDqOr1qtoA/Aq4Zqi/oaqLVLVRVRtra2tzGd8cocJo2LqbzAF6+rzPg7Uk3JbzloSqnnOIi/4auB/4ShbjmByx7iYz2EDL0o5ucptTa0dEpqc9fBewOqgsJrMKoyHidgisSdPTb91N+cC1MYlviMhxQArYDHw84DwmQ4qsJWEGiftFYuAQaeMmp4qEqv5D0BlMdhRGw3T09gcdwzikN5GiMBpCRIKOYg7CSrjJicJoyOZuMgfo6UvaoHUesCJhcsIGrs1gvf1JG4/IA1YkTE4URsM2cG0O4HU3WZFwnRUJkxOxcIg+O0/CpOlLJImFbRPkOltDJidikRB9SSsSZr/+pBKN2KC166xImJyIhUP0J20qLrNfXyJlLYk8YGvI5EQ0HCKZUpIpKxTG05dMEbUi4TxbQyYnYv4JUzYuYQb0JVL7PhfGXbaGTE5Ew17fs41LmAH9Setuyge2hkxOFFhLwgxiLYn8YGvI5MRA33O/tSSMrz9pRSIf2BoyOWFjEmawvoQNXOcDW0MmJwaKhLUkzIC+pFpLIg/YGjI5MbDHGLeWhPHZGdf5wdaQyQlrSZjB+q0lkRecXEMi8q8ioiJSE3QWkxkDe4w2JmEGeCfT2bQcrnOuSIhIA/AO4LWgs5jM2d+SsDOuDaTUO/s+FrZZYF3nXJEAvgt8AbCtyQgyMCbRl7Tpwg30J7yvt03w5z6nioSIvAvYpqpLg85iMsu6m0y6uL+zYAPX7hPV3O6wi8gjwPghXroeuA44V1X3iMgmoFFVW4f4G1cDV/sPjwPW+PdrgNct7wDLdXgs1+GxXIfHcnkmq2rtGy2U8yIxHBGZC/wV6PafqgeagAWquv0Q/8ZiVW3MUsQjZrkOj+U6PJbr8FiuwxMJOsAAVX0VGDvw+GAtCWOMMblhHYLGGGOG5UxLYjBVnXIEv7Yo0zkyxHIdHst1eCzX4bFch8GZMQljjDHuse4mY4wxw8qrIiEiY994qdwTkZKgMwxFRCaLSGXQOYYiIm946J3ZT0QmB51hMBGZLSJfDDrHUESkKugMQxGR6qAzHK68KBIiUioi3waz+shoAAAMTElEQVQeEJHviMj5/vOBnq7p5/ou8EsRudKVL7Kf6zvA/cCEoPOkS1uXfxGRG0XkdEcy/VBEzgs6y1BE5Axgo4gsDDoLHLAO7wMuE5Fjg840QESKReQHeJ+vT4nIif7zgW7r0t6ze0TkSyJyapB5DofzRUJEZgC/xxtkvxjYhH8inQY4oOJ/cZ8EeoCfAG8BrggqzwAReRPwNDAGOFFVVwYcaR8RiQA/wFuXH8SbeuXsgDNNAG4FLgXe72gLpxxoAz7hwI7RucDfgDhwJbAa6Agy0yCfA6qBfwIKgR8DqGpgp/qLyMnAvf7DT+Ctz0uDynO4nC0SIhLz7+4CPqOq16rqFrw3+DERKfCXy+n/QUSi/t3dwA9V9TpVvRd4Be/DGUgLJy1XHFgPfFdV+0VkvohM8TfQgUj7t8cBU/11uQIoBlYFlcvXDdwCNABVwEIRCXzWOREJpX2OFG+DXA58xn89qGKxDrjc/9w/DczBL/RBZRrYBvifsyjwa1Vdrao3Azv8VnUQ24qBz9F24F9U9fOqugyIAS/lMsvRcK5IiMh0EfkJ8G0ROQXYq6pr/ebaDcDHgVnAXSIyUVVTufhwishMEfkp8B8iMtnfyN2RtgHcBkyG3LZwhsi1DHgM+KyIPA78N96kid/MdX9oWrav+tm2Ab0i8jMReR64CHiXiNwlInU5yjRdRL4w8FhV24FlqtoD/Ay4DH895lp6tkF7vicCU4FPAv8sIgv8xznN5Nuoqn9P24n7JTDbz5zTlr2f7cfAv4nIMaqawNtROyVtsU8AHxSR+ly1JtJyXe/n2qaqK0WkQkS+h9eKONfv4hyXi0xHw6kiISKfAO4GlgA7gH8B3uy/3AXcq6r1qvpxvPmafgTZ/3D6G9efAsuBMN5G71JV7fc/mADzgRXZzHEIuW4UkQuB2wEB7lLVtwD/4b9+VYDZ/tPvqjgPuANYraozgH8GNgNfzkGm9wOPAv9HvPm/EJGwXyBQ1TuBduDytJZZTgyVjf3nMf0dWKqqq/Dey+fw9uCDyBQCUNU+/3F04Llc7qmLyGfxthUr8WZq+IZ4B2l8D69brtrPuRWvkH00oFw3ishAQe/A+042AB8D+vG+m05z7WS6HcC1qvqw31T7FV7f+kAhWJK27J3AFSISSdtQZ8tMoFtVv+1/Ed4PnC0iq/09d4A64I8AInI2sFxVdwSQ62K8AvrPqtoPoKqviMhevK67XBkq2/vwCkIZ0Odni4vIU+Rgowdsxeur7gF+ICK/VNVuvyUq/p7mLXhf3Dv9PfYXVHXN8H8yu9n812YAN4hIP7AUKODA70JOM/nrU/3v5JN4OyXX57jfvw34sKo+7xf0vwInqeqjInIn8D/s7/dfi7dBRkQkyzuVQ+VqwGuBKV4rH1XtEZGXgElZzJIRTrUk8AZ3HheRmKomgZ2kzec0QEQagf8EXs1BgQCv/7BARE72vwhP432B3uPnEbyjiI4TkQfwBmVz8YUZKtdm4IqBAuHnmwe8DWjOQaaDZduG9549A1wgIuf56/Jz/mtZpapPAE+q6rPAq8AN/kuhgQ2cqi7GW3eL8fY++4f4U7nMBt5RRK8Cn1DVy4DfAZ8OMFP6hvZVYLnk/midu4EXRKTA/6yvw9v5AK9bbryIfFlELsVbj72Qky6xoXKVD15IRObjHYCzPst5jp6q5vwGxA5xub8CZ6Y9rsHrY18CXJqFXOFhni/Hm8b862nPvRu4GajA29NLAY/jDeq5kKsKr3/2D8AL2ch1BNneA3zbv/8RvJbiy8Blucg0aJk5eBu4uem/B1wObMErtDl7vw6WDa+Ipb8eCjpT2vPH4B1BVB/U++Uv9xJwQtrj4/FaQQ8B/+hQrrH+5/7FTH/us3XL/T8I/w+vKTjVfyxDLBPC67653//iCnCK/9ppWcr1TX+jVjXM6+fgNasv9B/P8Fd0gf/4s47lKvQfZ7yYHmW2xWnZinOdadCyXwVu9++f4n/OJgb1fr1BtnDaa6/7zgSUKZqt9+pQs/nrbBbwgP84hNfVmdFCmoFcAhzn378gm+9bpm+5HGiKiMjn8fYmo3jdH6j/rqVTr+lfgddEvAyv5XC2P/7wTIZzFYvIV/1/5wS8I0mG8iLe8eFfE+863PPwupwq/czfdSxXuZ/r95nMlYFsW4BSP1v3ML+XzUzpvga8W0Q6gQvwNsQZ7/bKQLaFpHUND/WdCSBT1k5oPdRsaeMLFcBmv2vpFbxDcl3LtRQ4z3/tgUxny6psVyGgJu3+FLwuow8C38a7XgQM3Zr4OF4Xzu+At2YhV7n/M4K38SoBvoI3aNlwkN/7d+AXeE3vN4+WXK5mO5JMeBuQWuAevEJ2hivvV7azuZgpA5+vrzq6rchqrlzdsveHvaOSvg88AXyJA/vl6vG6nT4HFA18EAf9/gzg6izkqsI7w/bPeEc/TEh7baa/MXsvg5rS6fnITjeJk7lczXakmdKWiQELXXq/spnNxUyZ+nwB7wCuGi25cn3LSneTiJyGN8rfAVyDN1hzycDr6h27/AJey+It/nMHNKFVda2qZmN+9W8ASbx+xVP9nwP/5mq8rq2zgOmD8mja/Yx1k+RBLlezHVEm2Ncd0Keqf8lwJpezuZjpqLP5yzysqrePolw5la0xia14FfQ69c4jiPL609D/CrwGzBGRT4vIZVnKso+IlPlZ/lNVHwO+DlSIyLVpi/0Kr1k5W0Q+LDmY9M3VXK5mO9pMg3dIRno2FzNlIttozBWIDDTJhj3SAq+5tgivGPwUb3K38rTXP4Z3LsQ64NxcNJ3witNn0x6fibdHkJ7rery5mdYAbxvNuVzN5mIml7O5mMn1bK7myvXtaN/EYfugB17HP88Bb7DnVuBm//EkvBO/Pp+jFR72f56BN31Gif+4EO+Q3Cv8x/P9XFk5pDVfcrmazcVMLmdzMZPr2VzNFdTtiLubROQa4BER+aqIvBO8Zpakzd+i3txGf/Pvd+F1Oe3wH78GzFDVbx9phmFyfUFErvTvpx8Gp37f6lN+jm/5OXrx+h1b/eXW4R3PnOlDWp3M5Wo2FzO5nM3FTK5nczWXc46gyo4Bfo43hcZpeNMD/C/+yXFpy80b9PhUvInJLs5S9S/DW5kteNW9Iu219KNsJuGdQ7AJ+BBwIf55GKMpl6vZXMzkcjYXM7mezdVcrt6O5A0O4805MnCY1zF4s3rO9h+PxysiT/r3J+FdNOg54N1ZWOGRtFwDZ/b+AvhW+krHO+z2N8Dd/uOzgX8FngX+YbTkcjWbi5lczuZiJtezuZrL9dshvbH+G9SQ9lxp2v0QXgGY7j9+B/DJQX/jwmyscLy9ge/hD3qzvy9xMrARv3D5z70P+ELW31BHc7mazcVMLmdzMZPr2VzNlS+3gco5JBGZi3chlonAo6r6ustzisjxeJO2XTDEazHdP+98xvj9hz/Aawr+Ga8peBdwm6rG/WW+gddfePEQvx9Wb5bZUZHL1WwuZnI5m4uZXM/maq688gYVuA7vTa3Ca2rtq8Lsb5q9DfiZf/8U/MPABl7Pxg1vhT8DlPmPz8PbS7gybZkYsAzvokWzgbeP1lyuZnMxk8vZXMzkejZXc+XT7aBHN6lqM/A7Vd2NN+5wnf98kv0TaM0HYiJyM95lMgd+d/gmylFS1Q72DyaBd62Cl4E3i8h4f5k+vLGRp/EuUCSjNZer2VzM5HI2FzO5ns3VXPnkDQ+BVf/SjnhvYq+IfNp/fuDa0m8F3g60qepp6p2dmAt/AuaLSJ2qduLtCcTxWj+IyFl4Fxu5SVVnqupfR3kuV7O5mMnlbC5mcj2bq7nywiGfJ+EXi+8C/wggIvP8SvtTvNlcb8pOxGE9hXc5zg/5+V4CFgDF/utbgLeo6vWWy+lsLmZyOZuLmVzP5mquvHBYJ9Op6oPAbhGJ4114vEZV71HVLdmJd9AszXgDUOeLyCUiMgXv+hNJ//X1qrrTcrmdzcVMLmdzMZPr2VzNlTcOdfACr6B8He/kk48e6u9l+4Z38ZOfAKuBa4LO43ouV7O5mMnlbC5mcj2bq7lcvx30ENjBROR8vENh44dVibJMRKJ440yJoLOkczUXuJnNxUwDXMzmYqYBrmZzNZfLDqtIGGOMGV1ydo1rY4wx+ceKhDHGmGFZkTDGGDMsKxLGGGOGZUXCGGPMsKxIGGOMGZYVCWOMMcOyImGMMWZY/x9QOobB6bwNuwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "ratio = pvlib.irradiance.poa_horizontal_ratio(32, 180, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "ratio.plot()\n", - "plt.ylim(-4,4)" + "plt.ylim(-4,4);" ] }, { @@ -1818,22 +1569,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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JSUnExcUxatSoQ31ZlIiiNFwU54azC2sNzm6k/Ibr2ALmawuswz0M1x0XBVRy79cFVnKERm8txw3X+/ft0SUP99Ls+6N03rcTvY7jqXnfTtTs+6N08SMnaebe3V7HKVf80nAdLGvXrtXY2Njjeoxzzz1Xv/vuuyAlCg5fNVyrag5wEzAVWAq8p6qLRWSMiJwfMOtQYLIbNl97IElE5gPf47RJLAl2xtIuNyeHpc9fStvsJSzo8RTxfYd6HclT8X2HMj/xCdodWMTy/w4i52C215FMOXX11VeTmZlZ4C6q0spOpitlNC+P2S9cS4/tHzCzzZ30vOxfXkfyjVnvPUmPJY8wq+5FJN7wqu8vP1IWlNae6dLT0znjjDP+Mn769OnUqVPHg0ShZT3TlSOz3hlNz+0fMLP+UCsQh+lxyV3MfHEdPbe8w8yJTel5xYNeRyoXVPUvRwT5XZ06dUhJSfE6Rok43g0B+6lViiR/8Qo9Vz9HcvXTSBz5vNdxfCnxb/8huVofeq56luQvX/c6TpkXGRlJenr6ca+ITGioKunp6URGRh7zY9iWRCmxMuUnYmePYmnFWDreONE3/UD4TVh4OLE3TmTpv/vScdadLKvXlHYJf92tYIKjSZMmpKamkpaW5nUUU4jIyEiaNGlyzMtbm0QpsH3L7+S+2AcljArXz6BO/WN/w8uLXdu3sO/53lTUbGTkD9Rt1MzrSMb4iqcX+DPBcyArk+2vXEJ13cu+i960AlFEteo2IHvQW1TVTNJfu4QDWZleRzKmVLIi4WOal8f8F6+hXc5SlvZ4gpZxJ3odqVRpEduDZT2foG3OMua/dK31mW3MMbAi4WOz33+KxF1fMrPJNXQ7Z4TXcUqlrv1H8FvjESTu/ILZ7z/ldRxjSh0rEj61ct6PdFnyJPMrJ5I4wlZux6PH1c8wv3IPui55gmVzit9jmDHlmRUJH8rYkUbVT69hh0TR7Jq37Eim4xQWHk7zv71DWlgdan3xf+zavsXrSMaUGlYkfEbz8ljzylXUzUsn49zx1KrbwOtIZULN2tHsPe8VautO1r96lfWVbUwRWZHwmVkTH6RL5q/MbXcHbRNO9zpOmdKm66nMa38nnffPYvZEOxvbmKKwIuEjy2Z9Q8LKccyt1psel97jdZwyKfGSu5lb7VQSVv2HZbO+8TqOMb5nRcInMnZup9ZXN7AlrB6trn3DLk4XIhIWRqtrX2dLWD2ivrrOOisy5ihCsiYSkX4islxEVonIqAKmDxeRNBFJcW/XBkwbJiIr3duwUOTzG83LY9Vrf6OO7iDzvPHUqFX2rkLpJzVq1SHrwleJ0l2sft3OnzDmSIJeJEQkHHge6A90AIaKSIcCZn1XVePd2yvusrWBB3D6xE4EHhCRqGBn9Jukz16k257vSG5xHW26Fq2LRXN8WnU+meSWN9J174/M+cQulmhMYUKxJZEIrFLVNaqaDUwGitrx8tnAt6q6Q1V3At8C/UKQ0Tc2rllK+7ljWFKxE92vGON1nHIl8bIHWFyxE7EpD7NxzWKv4xjjS6EoEo2BDQHDqe64w10sIgtEZIqI5PeJXaRlRWSkiCSJSFJpvvpkzsFs9kwcQZ4Ita94nfAIuyhvSQqPiKDOlW+QK+HsmXiN9WhnTAFCUSQK6n3k8EvNfgY0V9U4YBqQ36t3UZZFVceraoKqJkRHRx9XWC/Neete2uUsZWX3h2jQtLXXccqlBjGtWNl9DO1yljLnrXu9jmOM74SiSKQCMQHDTYBNgTOoarqqHnAHXwa6FXXZsmLF3B/ovv4V5tQ8i24Drj36AiZkug24ljk1z6L7+ldYljTd6zjG+EooisQcoLWItBCRisAQ4NPAGUSkYcDg+cBS9/5U4CwRiXIbrM9yx5UpWfv3UfHzG0mXKNqOeNHrOAZod/VLpEkdqn5xE1mZe72OY4xvBL1IqGoOcBPOyn0p8J6qLhaRMSJyvjvbzSKyWETmAzcDw91ldwAP4RSaOcAYd1yZMu/NUTTP28DWPk/Z4a4+Ub1mbdLPeIYY3UTKhH94HccY37Ce6UrYsqTptP7sYpLrnEvizW97HcccZtZ/htF9+yesOOc92vU4y+s4xoSM9UznQ1mZe6ny5d9Jk7q0HzbO6zimAB2HP8eWsGiqfn0L+/ft8TqOMZ6zIlGCUib8g6Z5G0k7/Rmq16ztdRxTgKrVa7Gj77+J0U3Mf9N2OxljRaKELJv1DYlbJjOrzoV06l3UcwuNFzqedB6z6l5E4pZ3WTqrzB03YUyxWJEoAfv37aHa1zezJSya2GHPeh3HFEHHYWPZElaP6rbbyZRzViRKQMrbo2iim9lx+tNUq1HmL0VVJlStXoudfcfSRDcz/627vY5jjGesSITYqvm/0H3TRGbXOoeOp9huptIk9qQBzKp9Pt03T2TV/J+9jmOMJ6xIhFDOwWz005vJkOq0vdJ2M5VG7a4cyw6pBZ/ebNd2MuWSFYkQSnrvMVrnrmJd9/upWae+13HMMagZVZcNPUfTKnc1Se8+4nUcY0qcFYkQ2bR2GXErnmd+5R507X+113HMcehy1lXMq3IinVe+wMY1S4++gDFliBWJENC8PLa/eyOKUH/o89YVaSknYWE0vvwFcglnx7s3WE92plyxtVcIJH8+nrisJBa2u9kuAV5G1GvcgsUdbqPTgbkkfWYXZTTlhxWJINuZtpmWcx9heURbug+2QyfLku6D/sGyCh1oNe9Rdmzb6HUcY0qEFYkgW/X2LVTTfVQc+B/raa6MCQsPp/JF/6WqZrLm7Vu8jmNMiQhJkRCRfiKyXERWicioAqbfLiJL3O5Lp4tIs4BpuSKS4t4+PXxZP1v865d0z5hKUpMraRHbw+s4JgSate/G3JjhJOz+lkU/l6qPpzHHJOhFQkTCgeeB/kAHYKiIdDhstnlAgtt96RTgyYBp+1U13r2dTylxMPsAVaaNYjPRxF/2sNdxTAjFXzaGjVKfGt+NIvtAltdxjAmpUGxJJAKrVHWNqmYDk4E/nWqsqt+raqY7OBOnm9JSLfn9J2iRt54tJ46mctXqXscxIRRZpRrbez9C07yNJE8e43UcY0IqFEWiMbAhYDjVHVeYa4CvAoYjRSRJRGaKyIUhyBd02zetp+OKF5gf2Z34vpd5HceUgM6nDWZu1d7Er3mZTWuXeR3HmJAJRZGQAsYV2P2diFwBJABPBYxu6vaWdBnwrIi0LGC5kW4hSUpLSwtG5uOybvLtVOQgdQY9a+dElCONhoxFEba9f6vXUYwJmVCs0VKBmIDhJsCmw2cSkb7AvcD5qnogf7yqbnL/rgFmAF0OX1ZVx6tqgqomREdHBzd9MS357SsSdk8jucmVNGnV0dMspmQ1iGnFgtbXE5/5G/O+sa5oTdkUiiIxB2gtIi1EpCIwBPjTYSAi0gV4CadAbAsYHyUildz7dYGTgCUhyBgUB7MPUPnbu9lCNPGXPeR1HOOBbpf8k7VhzWj462gy92Z4HceYoAt6kVDVHOAmYCqwFHhPVReLyBgRyT9a6SmgGvD+YYe6tgeSRGQ+8D3wuKr6tkgkT3mSFnnr2dTrAWusLqcqVKxE1tlP0YA05r/zL6/jGBN0olpgc0GpkZCQoElJSSX+vNu3/E6l/yWytnIsne761toiyrnZzw6ly86pbBryLc3ad/M6jjFHJSLJbvvvEdma7RitnXQHlThIlDVWG6DVZU+TKZHs/egWuwCgKVNs7XYMlsz8mu4Z35Dc5ApiWnXyOo7xgdr1GrO84z+IzV5oFwA0ZYoViWLKOZhN5W+cxurOQ+1EKvOHhIG3sDyiLS3mPcHuXelexzEmKKxIFFPS+0/SIm8dm3vdR5VqNb2OY3wkLDycsAFPU1szWDLpn17HMSYorEgUw/YtvxO7/L8siOxG/JlXeh3H+FDrLr2ZU+c8Era8x7qlJX9AhTHBZkWiGNZO+geVyCbq4rHWWG0K1Wbok+yTyuz76HZrxDalnq3pimjprKl0z5hKcuMriGnd2es4xseiohuyrMOtxGbPZ+7Xr3sdx5jjYkWiCHIOZlNp6l1soS6d7cxqUwQJF93OqvCWNJn9CPv27PI6jjHHzIpEESRNeZoT8taxqac1VpuiCY+IIOfsJ6hPOgsm3e91HGOOmRWJo9i+ZQOxy8axsFJXupx1lddxTCnSLvFM5tTsR7eNb7Nh5Xyv4xhzTKxIHEV+Y3VNa6w2x6DF0Kc4QEV2fnCHNWKbUsnWekewbNY3dM/4muTGl9O0TbzXcUwpVLdBUxa3vZG4rDnMnz7Z6zjGFJsViULkHMymwjd3sZU6dLY+q81x6DboLtaFNaXerw+QlbnX6zjGFIsViUIkf/AMLXPXsrGHNVab41OhYiX2nvEojXQb8yY/6HUcY4olJEVCRPqJyHIRWSUiowqYXklE3nWnzxKR5gHT7nHHLxeRs0OR72i2b9lA+2XjWFipC13OHuZFBFPGdDzpPJKrn0aX9a9bn9imVAl6kRCRcOB5oD/QARgqIh0Om+0aYKeqtgLGAk+4y3bA6ckuFugHvOA+XolaO/lOIvUANS6yy4Cb4Gly6TPkEcbW92/3OooxRRaKNWAisEpV16hqNjAZuOCweS4AJrj3pwBniIi44yer6gFVXQusch+vxCyb/S3dd31FcqPLadbWGqtN8NRv0pL5Lf+PLpm/sOD7KV7HMaZIQlEkGgMbAoZT3XEFzuN2d5oB1CnisojISBFJEpGktLS0oAXPzcmhwlSnsTrOzqw2IdD1knvYII2I+vE+DmRleh3HmKMKRZGQAsYd3kdqYfMUZVlUdbyqJqhqQnR09DFELFjSB0/TMncNqYn3UbV6raA9rjH5KkVWYeepDxOjm5j73mNexzHmqEJRJFKBmIDhJsCmwuYRkQigJrCjiMuGRPrWVNovHceiSvF07WeN1SZ04vpczLwqJ9F59UtsTV3tdRxjjigURWIO0FpEWohIRZyG6E8Pm+dTIH9NPAj4TlXVHT/EPfqpBdAamB2CjH+xetKdRGoW1S96zhqrTcjVH/xvwsgj9d07vI5izBEFfW3otjHcBEwFlgLvqepiERkjIue7s70K1BGRVcDtwCh32cXAe8AS4GvgRlXNDXbGwy2bM43EXV+S3GioNVabEtGoRTvmNbuabnu+Z9HPh/+GMsY/xPkBX3olJCRoUtKx9wCWm5PD2scSqZG7k6p3zLO2CFNisvbvI/3JLuRIRRrenUTFSpFeRzLliIgkq2rC0eYr9/tVkj54hla5q9mQ+C8rEKZERVauStrJY2iWt4G571sjtvGncl0kdmzbSPulz7mN1SO8jmPKofgzhpBSpRdxK//Hto1rvY5jzF+U6yKxauI/qKxZVB9olwE33okeNJZw8tgw2c7ENkW3fcsGsg9khfx5yu2ace3iWU5jdcMhNGvX1es4phxrfEJ75jYbQbc931kjtikSzctj62uXsfrp00LeT0m5LRLN23dnbo9n6XjZI15HMYYuQx5gk9Sn+nf/LJFfh6Z0S/7yFWKzF7C79UUh3wtSbouEhIXRtf8IqtWI8jqKMURWqcY2a8Q2RbAnYwfNkh5lZXgrEi66LeTPV26LhDF+E3/GEFIq97RGbHNEiyf+kzq6Cx3wDOERESF/PisSxvhI9OBnrRHbFGrtkjkkbHmXpDrn0qZrnxJ5TisSxvhI4xPaM7fpcKcR+5fPvI5jfETz8sj8+Db2ShVaD32qxJ7XioQxPtNl6GinEXv6PRzMPuB1HOMTyV+8TGz2QpbH3kZUdMMSe14rEsb4TGSVamw76UGa5W0g+b1HvY5jfGBPxg6aJz/KyojWJAy8tUSf24qEMT4U33coKZV70mnli9aIbVg88R5qawZ6Tsk0VgeyImGMT0UPfpYIcq0Ru5xbu3gWCVveY06d82jT9dQSf/6gFgkRqS0i34rISvfvX05CEJF4EflNRBaLyAIRuTRg2hsislZEUtybXbfblFtOI/Ywa8Qux/Jyc8n6+Fb2SFXaXlZyjdWBgr0lMQqYrqqtgenu8OEygatUNRboBzwrIoGXX71TVePdW0qQ8xlTqnQZ+iCbpB7Vp99jZ2KXQ0kfj6P9wSWs7HwXteo28CRDsIvEBcAE9/4E4MJ81eu5AAAdG0lEQVTDZ1DVFaq60r2/CdgGBK+jamPKEOdM7IecM7EnjfE6jilBO7ZtpO3Cp1hSsRPdL7jJsxzBLhL1VXUzgPu33pFmFpFEoCIQ2NHvI+5uqLEiUqmQ5UaKSJKIJKWlpQUruzG+FH/GEOZW7U382vFsXLPY6zimhKx+5zYqaxZVB3rbpXKxn1lEponIogJuFxTzcRoCbwEjVDX/Mob3AO2A7kBt4O6CllXV8aqaoKoJ0dG2EWLKviaXjSOHCNLf+3vIr/ppvLfol8/onjGV5CZX0qx9N0+zFLtIqGpfVe1YwO0TYKu78s8vAtsKegwRqQF8AfxLVWcGPPZmdRwAXgcSj+WfMqasqde4BYvb30JcVjLJX77idRwTQgeyMqkx/W42Sn26XO79VaqDvQ3zKTDMvT8M+OTwGUSkIvAR8Kaqvn/YtPwCIzjtGYuCnM+YUith0J2siGhDi6SHydhhu1nLqrmTHqRp3kbSez9KZJVqXscJepF4HDhTRFYCZ7rDiEiCiOT//LkE6A0ML+BQ13dEZCGwEKgLPBzkfMaUWuEREYSf/xw1dQ/L3rZzJ8qi1FWL6LruVZKr9SHutEFexwFAVNXrDMclISFBk5KSvI5hTImZ+b/r6Ll1Esv6v0+7Hmd5HccEieblseiJM2ietZSs/5tJdKPmIX0+EUlW1YSjzWdnXBtTynS64nG2EE3k1Dvs3IkyJPnLV+h0YC5L2t8S8gJRHFYkjCllqlavxZZTHqZ53u8kT37I6zgmCHambeaEpIdYEdGGhEF3eh3nT6xIGFMK5Z870WXNS3buRBmw+q2/U133UWHgf0v8An5HY0XCmFKqyWXjOEgEuyZfT15urtdxzDGa//37JOz+lqSmI2gR28PrOH9hRcKYUqpe4xYsjbub2Oz5zPlwrNdxzDHYu3sn9X8YxbqwGLpe7s9dh1YkjCnFug+8hUWV4old9DRbfl/pdRxTTIvfvJ16mk5W/2epFFnF6zgFsiJhTCkmYWHUHvISYeSxbeL1dsmOUmTJzK/psf1DZtcfTLvufb2OUygrEsaUco1atGNh+9uIy5pD0qcveB3HFEHW/n1Un3obm6Qena70pp+IorIiYUwZ0H3wXSytEEvblEfZvmm913HMUcx76x5idBPppz1J1eq1jr6Ah6xIGFMGhIWHU+2S/1FRs9nwtu128rMVc2fQfeNbzKnVn069B3od56isSBhTRsS07kxKqxvokvkLc796zes4pgBZmXuJ/PwG0iWKNsP+63WcIrEiYUwZkjDkX6yIaEPLOQ/YbicfSnnjdprmbWTb6WOpGVXX6zhFYkXCmDIkokJFIi95mUqazaY3r7HdTj6y+Jcv6LntXWbVvYhOvYvVR5unglokRKS2iHwrIivdv1GFzJcbcJnwTwPGtxCRWe7y77p9TxhjiqFpm3gWdLiDuKw5zJ7ytNdxDM5Jc1HTbiVVGtJp+LNexymWYG9JjAKmq2prYLo7XJD9qhrv3s4PGP8EMNZdfidwTZDzGVMuJA6+iwWR3ei0+Gk2rJzvdZxyb8kbf6d+Xhp7+/+HKtVqeh2nWIJdJC4AJrj3J+D0Llckbm90pwNTjmV5Y8wfJCyMBle+ykGJYP+715JzMNvrSOXW/O/eI3HHZ8xudCXtEs/0Ok6xBbtI1FfVzeD0Vw3UK2S+SBFJEpGZIpJfCOoAu1Q1xx1OBRoXtLCIjHSXT0pLs24cjSlIvcYtWNV9DG1yVjDn7fu8jlMubd/yOzE/3sHasOZ0HfaE13GOSbGLhIhME5FFBdyK0xLT1O0R6TLgWRFpCUgB8xXYbZ6qjlfVBFVNiI6OLu6/YEy50W3AtSTV6Ev3deNZMXeG13HKlbzcXDa9MZwqup+wwa/59tpMR1PsIqGqfVW1YwG3T4CtItIQwP27rZDH2OT+XQPMALoA24FaIpJ/MfUmwKZi/0fGmD9pPfxF0qQO1T4bye5d6V7HKTdmT3qIuKxk5nccRbP23byOc8yCvbvpU2CYe38Y8MnhM4hIlIhUcu/XBU4ClqjT2fb3wKAjLW+MKZ6ataPJGPAi9fLSWPXKCDsstgSsTPmJrivHMbfqKSRefLvXcY5LsIvE48CZIrISONMdRkQSROQVd572QJKIzMcpCo+r6hJ32t3A7SKyCqeN4tUg5zOmXGrXvS9zTriBrnt/YPYH1vdEKO3bs4vIT0ayU2rR8upXkbDSfTqaOD/gS6+EhARNSkryOoYxvpeXm8uip86kzf4FbL7kC1/2glbaaV4eSc8Noeuub1h29kRiTzzH60iFEpFkt234iEp3iTPGFFlYeDiNhk9gr1Ql7INryNyb4XWkMmfOh8/SPWMqs5te6+sCURxWJIwpR+o2iGHz6eOIyU1l8cvXWvtEEK1M+YnOCx9lQWQCicMe9zpO0FiRMKac6dT7AmY1G0n3jG+Y/V7pPHbfbzLSt1L1k6vZKTWJueZtwiMijr5QKWFFwphyqMewx0ip0ouuS59i6aypXscp1fJyc1n3yhXUzUtn9/mvEhXd0OtIQWVFwphyKCw8nBNGvsOWsPpEfzWStE3rvI5Uas1685903j+bebGjaNO1j9dxgs6KhDHlVI1adcgZ/CZVdD/prw8l+0CW15FKnblT36LX+heZU/MsEgf9w+s4IWFFwphyrEWH7izt8RjtDi4h5UXrf6I4Vi/4lXa/3sGKiDZ0uu6NUn8+RGHK5n9ljCmybudcw2+Nh5O483NmvTPa6zilwvYtG6j64ZXskWrUvnoKkZWreh0pZKxIGGPocfW/Sa7Wh8RV45g3dcLRFyjHsvbvY/srg6mpu9kz8E3qNmrmdaSQsiJhjCEsPJzYG95hZYW2tPv1H6yY+4PXkXwpLzeXRS9cSbucpSzt9RStOp/sdaSQsyJhjAEgsko16lw7hZ1htaj96VVsWrfc60i+onl5zB5/Awl7pvNbi5vo2m+415FKhBUJY8whdRvEkH3JJCpykNwJF7J9ywavI/nGrHdG03PrZGZGD6bnlQ95HafEWJEwxvxJ8/YJbDpnAnXy0sl4+Xwydm73OpLn5nzyAj1XP0dy9dNIvO6lMnskU0GC+p+KSG0R+VZEVrp/owqY5zQRSQm4ZeV3YSoib4jI2oBp8cHMZ4wpmnaJZ7LqtP8Rk7OeTS+cz/59e7yO5Jl537xN/Nx/sahSPB1vnEhYeLjXkUpUsMvhKGC6qrYGprvDf6Kq36tqvKrGA6cDmcA3AbPcmT9dVVOCnM8YU0RxfS5mYY9naJu9hJX/GUjW/n1eRypxKdMmEfvLzayp0JpmN3xUarsgPR7BLhIXAPnHz00ALjzK/IOAr1Q1M8g5jDFB0O2cESTFjSYuaw4rnjuPrMy9XkcqMfO/e48OP93EugotaXjTl1SvWdvrSJ4IdpGor6qbAdy/9Y4y/xBg0mHjHhGRBSIyNr+bU2OMdxIvvpXZnR+i4/65rHpuQLnoh2L+9+/T/ofrWR/RnPo3fkWNWnW8juSZYhcJEZkmIosKuF1QzMdpCHQCAi9BeQ/QDugO1MbpzrSgZUeKSJKIJKWlpRX3XzDGFFPiwJuZ2+0x2mfNZ924AezJ2OF1pJBJ+uwlOsz4P36PaEa9G76kZlRdryN5qthFQlX7qmrHAm6fAFvdlX9+Edh2hIe6BPhIVQ8GPPZmdRwAXgcSC8kwXlUTVDUhOjq6uP+CMeYYJJx/PfMSn6LNgcVsG3dGmbxy7MxJj5KQfBcrKnWg/s3TqFmnvteRPBfs3U2fAsPc+8OAT44w71AO29UUUGAEpz1jUZDzGWOOQ8KAv7HktFdokLOJ3PF9Wb802etIQZGXm8tvL99Kz+VPMK/KSbS8bWq5bYM4XLCLxOPAmSKyEjjTHUZEEkTklfyZRKQ5EAMcfu7/OyKyEFgI1AUeDnI+Y8xxiutzMZsv+oAIDhL17nks+ulIvwX9L3NvBin/voBeG19ndtQAOt32cZm+YF9xiap6neG4JCQkaFJSktcxjCl3Nq1bTvabFxOTm8qcVjfT4/LRpe4ksy2/r2TfhEtonrOWOW1uo8fQ+0rd/3CsRCRZVROONl/5eDWMMUHXqHlbom/7mfnVe9Nz9XPM+/cF7N290+tYRZYybRKRr/WhXs5mFvV5mZ6XP1BuCkRx2CtijDlmVavXosvtHzOz1a103vMTu8b2ZNnsb72OdUQHsjKZ+cJI4n++jvTweuy6YiqdTxvsdSzfsiJhjDkuEhZGzyseZHn/yYSRR+svBvPb+Jt92R3qynk/svHJXvTc9i6zogfR5M5fiGnd2etYvmZFwhgTFB169qP6rbNIjupPr00T2PxEAot+/tTrWIDTOD3zxRs44ePzqZa3m5STX6THja+Wy8tsFJcVCWNM0FSvWZvEWycxv/dLVNBsOk67kuSnL2Dzem/6psjNyWH2B8+y7+nO9NzyDkl1ziPy1iTi+w71JE9pZEc3GWNCIitzL/Mmj6HL+tcII495dc+j2YX30SCmVcifO+dgNinfTKBO8n9pkbeO5RHt0LMepl3imSF/7tKiqEc3WZEwxoTUlg2rWP/xQ3TZ/hkAC2qeRrWTr6NtwhlBP5ooI30ry759jSbLX6exbmWDNGJb93/Qtd8IO3LpMFYkjDG+snn9cn7//Ek6bPuC6rKf9WExbGp8NvV7XEKLDt2PeSWesSONVb99giz9lI57fqGi5LA8oi37uv+d+L6Xlbv+H4rKioQxxpf27dnFoq9fpdrKj2h/YBFhoqRTk/VVO5PdsCuRDdpRu2l7akY3oXqNqEMr+YPZB0jfuoFdm9eyZ9Ny8lLnUmvXIlodXEG4KDuowYp6/Yg+eQQt4070+L/0PysSxhjf277ld9b88gFh63+h8e4UGvLnqzrnqZBNBBXIIVz+vK7K1Eqsq9ia3fV7UCt+AK3jTyU8IqIk45dqViSMMaVORvpWNq9dxJ6Ny8ndl47uz0AOZqIRlSC8ImHV6hFZtym1GrWmScuOVhSOQ1GLhL3CxhjfqFmnvnN57oQzvI5iXNbcb4wxplBWJIwxxhQqqEVCRAaLyGIRyRORQvd1iUg/EVkuIqtEZFTA+BYiMktEVorIuyJSMZj5jDHGFE+wtyQWARcBPxY2g4iEA88D/YEOwFAR6eBOfgIYq6qtgZ3ANUHOZ4wxphiCWiRUdamqHu0iLYnAKlVdo6rZwGTgArfL0tOBKe58E3C6MDXGGOMRL9okGgMbAoZT3XF1gF2qmnPY+L8QkZEikiQiSWlpaQXNYowxJgiKfQisiEwDGhQw6V5VLUpnt1LAOD3C+L+OVB0PjAfnPIkiPKcxxphjUOwioap9j/M5U4GYgOEmwCZgO1BLRCLcrYn88cYYYzzixe6mOUBr90imisAQ4FN1Tv3+HhjkzjcMKMqWiTHGmBAJ9iGwA0UkFegFfCEiU93xjUTkSwB3K+EmYCqwFHhPVRe7D3E3cLuIrMJpo3g1mPmMMcYUj127yRhjyqGiXrvJzrg2xhhTKCsSxhhjCmVFwhhjTKFKfZuEiKQB693BujiH0vqN5Soey1U8lqt4LJejmapGH22mUl8kAolIUlEaYkqa5Soey1U8lqt4LFfx2O4mY4wxhbIiYYwxplBlrUiM9zpAISxX8Viu4rFcxWO5iqFMtUkYY4wJrrK2JWGMMSaIrEgYY4wpVKkqEiJSz+sMBRGRql5nKIiINBORWl7nKIiIHPX4bPMHEWnmdYbDiUhsYB/1fiIiUV5nKIiI1PE6Q3GViiIhItVE5BngSxH5t4j0d8cX1FFRSecaC7wtIlf45Yvs5vo38AXQyOs8gQLey69F5BEROcknmV4QkbO9zlIQETkZWCsi/bzOAn96Dz8HLhWRll5nyiciVUTkeZzP199FpIs73tN1XcBr9qmI3CMiPb3MUxy+LxIi0gZ4D6eDpIHAOmAkgHrY6u5+cX8C9gOvAacAQ73Kk09EugO/ALWBLqq6xONIh4hIBPA8znt5FU7Pg2d4nKkR8DJwCXCZT7dwagA7gOt98MPoLOAH4ABwBbAM2O1lpsPcjtPNwDAgEngJQFXzvAokIt2Az9zB63Hez0u8ylNcvi0SbodEAOnArap6i6puwHmBvxeRSu58Jfo/iEgF9+5O4AVV/aeqfgak4Hw4PdnCCch1AFgNjFXVgyISLyLN3RW0JwKeuz7Qwn0vFwNVcPoU8VIm8CxOb4lRQD8RCfc2kvO5DvgcKc4KuQZwqzvdq2KxChjifu5/ATriFnqvMuWvA9zPWQVgoqouU9WngK3uVrUX64r8z9EW4EZVvUNVFwAVgbklmeV4+K5IiEhrEXkNeEZEegB7VHWFu7k2GrgO6AB8LCKNVTWvJD6cItJORF4HHhSRZu5K7o2AFeBGoBmU7BZOAbkW4PTwd5uIzAD+A4wFnizp/aEB2ca42TYCWSIyQURmAecC54vIxyLSsIQytRaRu/KHVXUXsEBV9wMTgEtx38eSFpjtsF++XYAWwA3AtSKS6A6XaCbXWlVdGfAj7m0g1s1colv2braXgH+JyAluh2Z1gB4Bs10PXCUiTUpqayIg171uro2qukREaorIczhbEWe5uzjrl0Sm4+GrIiEi1+N0WZoMbAVuxOnlDmAf8JmqNlHV64DlwIsQ+g+nu3J9HVgEhOOs9C5R1YPuBxMgHlhc2GOUUK5HRGQATo9+AnysqqcAD7rTr/Ew26PuroqzgTeAZaraBrgW5wKN95dApsuA74A7RWSkOy7cLRCo6gfALmBIwJZZiSgoG3/0Qb8SmK+qS3Fey5k4v+C9yBQGoKrZ7nCF/HEl+UtdRG7DWVcsAeoBj4tzkMZzOLvl6rg5U3EK2d88yvWIiOQX9N0438kY4P+AgzjfTV/zbBdEIbYCt6jqt+6m2js4+9bzC0FywLwfAENFJCJgRR0q7YBMVX3G/SJcBpwhIsvcX+4ADYEPAUTkDGCRqm71INdAnAJ6raoeBFDVFBHZg7PrrqQUlG0QTkGoDmS72Q6IyM+UwEoPSMXZV70feF5E3lbVTHdLVNxfms/ifHE/cH+xz1bV5V5lc6e1AUaLyEFgPlCJP38XSjST+36q+538CedHyb0lvN9/BzBCVWe5BX060FVVvxORD4D/8cd+/xU4K2REREL8o7KgXDE4W2CKs5WPqu4XkblA0xBmCQpfbUngNO7MEJGKqpoLbMOpxn8iIgnAo8DCEigQ4Ow/rCQi3dwvwi84X6AL3TyCcxRRW3H68r4KKIkvTEG51gND8wuEmy8OOA3YXAKZjpRtI85r9itwjoic7b6Xt7vTQkpVfwR+UtXfgIXAaHdSWP4KTlWTcN67JJxfnwcLeKiSzAbOUUQLgetV9VLgXeBmDzMFrmgXAouk5I/W+QSYLSKV3M/6KpwfH+DslmsgIveLyCU472MWlMgusYJy1Th8JhGJxzkAZ3WI8xw/VS3xG1CxiPNNB04NGK6Ls489GbgkBLnCCxlfA/gn8HDAuAuAp4CaOL/08oAZOI16fsgVhbN/9n1gdihyHUO2C4Fn3PtX42wpzgMuLYlMh83TEWcF1ylwOWAIsAGn0JbY63WkbDhFLHB6mNeZAsafgHMEUROvXi93vrlA54Dh9jhbQd8Al/soVz33cz8n2J/7UN1K/gnhCZxNwRbusBQwTxjO7psv3C+uAD3caSeGKNeT7kotqpDpfXE2qwe4w23cN7qSO3ybz3JFusNBL6bHmS0pIFuVks502LxjgFfd+z3cz1ljr16vo2QLD5j2l++MR5kqhOq1Kmo29z3rAHzpDofh7OoMaiENQi4B2rr3zwnl6xbsW0k2NEWIyB04vyYr4Oz+QN1XLZA6m/41cTYRL8XZcjjDbX/4Nci5qojIGPd5OuMcSVKQOTjHhz8kIjFAHM4up1pu5rE+y1XDzfVeMHMFIdsGoJqbLbOQ5UKZKdBDwAUishc4B2dFHPTdXkHI1o+AXcMFfWc8yBSyE1qLmi2gfaEmsN7dtZSCc0iu33LNB852p30Z7GwhFeoqBNQNuN8cZ5fRVcAzQEJ+lS1guetwduG8C/QOQa4a7t8InJVXVeABnEbLmCMsdx/wFs6md6/yksuv2Y4lE84KJBr4FKeQneyX1yvU2fyYKQifrzE+XVeENFdJ3UL3wM5RSf8FfgTu4c/75Zrg7Ha6Haic/0E8bPk2wMgQ5IrCOcP2K5yjHxoFTGvnrswu4rBN6cB8hGY3iS9z+TXbsWYKmKci0M9Pr1cos/kxU7A+X8CZwDXlJVdJ30Kyu0lETsRp5d8N3ITTWDM4f7o6xy7PxtmyOMUd96dNaFVdoaqh6ITjcSAXZ79iT/dv/nMuw9m11QdofVgeDbgftN0kpSCXX7MdUyY4tDsgW1W/DnImP2fzY6bjzubO862qvlqOcpWoULVJpOJU0H+qcx5BBf56Gvp04Hego4jcLCKXhijLISJS3c3yqKp+DzwM1BSRWwJmewdnszJWREZICVz0za+5/JrteDMd/oOkrGfzY6ZgZCuPuTwRhE2yQo+0wNlcG49TDF7HubhbjYDp/4dzLsQq4KyS2HTCKU63BQyfivOLIDDXvTjXZloOnFaec/k1mx8z+TmbHzP5PZtfc5X07XhfxEL3QedPxz3PAaex52XgKXe4Kc6JX3eU0Bse7v49GefyGVXd4UicQ3KHusPxbq6QHNJaWnL5NZsfM/k5mx8z+T2bX3N5dTvm3U0ichMwTUTGiMh54GxmScD1W9S5ttEP7v19OLuctrrDvwNtVPWZY81QSK67ROQK937gYXDq7lv92c3xtJsjC2e/43Z3vlU4xzMH+5BWX+byazY/ZvJzNj9m8ns2v+bynWOosrWBN3EuoXEizuUBpuCeHBcwX9xhwz1xLkw2METVvzrOm5mGU91rBkwLPMqmKc45BOuA4cAA3PMwylMuv2bzYyY/Z/NjJr9n82suv96O5QUOx7nmSP5hXifgXNUz1h1ugFNEfnLvN8XpNGgmcEEI3vCIgFz5Z/a+BTwd+KbjHHY7CfjEHT4D+AfwG3Bxecnl12x+zOTnbH7M5Pdsfs3l91uRXlj3BYoJGFct4H4YTgFo7Q6fCdxw2GMMCMUbjvNr4DncRm/+2JfYDFiLW7jccYOAu0L+gvo0l1+z+TGTn7P5MZPfs/k1V2m55VfOAolIJ5yOWBoD36nqX7rnFJH2OBdtO6eAaRX1j+vOB427//B5nE3Br3A2BT8GXlHVA+48j+PsLxxYwPLh6lxltlzk8ms2P2byczY/ZvJ7Nr/mKlWOUoEb4ryoUTibWoeqMH9smp0GTHDv98A9DCx/eihuOG/4r0B1d/hsnF8JVwTMUxFYgNNpUSxwennN5ddsfszk52x+zOT3bH7NVZpuRzy6SVU3A++q6k6cdod/uuNz+eMCWvFARRF5CqebzPxlC99EOU6qups/GpPA6atgHtBLRBq482TjtI38gtNBkZTXXH7N5sdMfs7mx0x+z+bXXKXJUQ+BVbdrR5wXMUtEbnbH5/ct3Rs4Hdihqieqc3ZiSfgIiBeRhqq6F+eXwAGcrR9EpA9OZyOPqWo7VZ1eznP5NZsfM/k5mx8z+T2bX3OVCkU+T8ItFmOBywFEJM6ttK/jXM31sdBELNTPON1xDnfzzQUSgSru9A3AKap6r+XydTY/ZvJzNj9m8ns2v+YqFYp1Mp2qTgV2isgBnI7H66rqp6q6ITTxjphlM04DVH8RGSwizXH6n8h1p69W1W2Wy9/Z/JjJz9n8mMnv2fyaq9QoauMFTkF5GOfkk78VdblQ33A6P3kNWAbc5HUev+fyazY/ZvJzNj9m8ns2v+by++2Ih8AeTkT64xwKe6BYlSjERKQCTjtTjtdZAvk1F/gzmx8z5fNjNj9myufXbH7N5WfFKhLGGGPKlxLr49oYY0zpY0XCGGNMoaxIGGOMKZQVCWOMMYWyImGMMaZQViSMMcYUyoqEMcaYQv0/5RPk5gHr8XMAAAAASUVORK5CYII=\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1854,7 +1597,7 @@ "proj.plot()\n", "\n", "plt.ylim(-1.1,1.1)\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1917,72 +1660,86 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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Q1U1ALLAMuBv7yKoxwDxH+/mO52sc65fq+Q2l6h6tx1F9lDqqSkQCHIesLl3euTw7NMasw36SexP2obgW7D2Fp4E/iMh+oAEww/GSGUADx/I/AM+UZ79KKaUqR2nnOEZg71WcEhFPYKwxZoNj9Uyga3l2aox5DnjuksUHgR7FtM0C7inPfpRSSlW+0nocfwG6GWOisV+k94mI3OlYV7GrbpRSStVIpZ0ctxpjjgMYY9aLyA3AdyLSjGJGNimllKr9SutxpBU9v+FIItdjH07bwYVxKaVUuU2ZMoVp06ZV2vaWL19eOFfV/PnzmTp1KgBJSUn07NmTLl26sHLlSr766ivat2/PDTfcUGn7ro5K63E8zCWHpIwxaSIyCBjhsqiUUqqaGjp0KEOHDgVgyZIltGvXjlmz7FckDBo0iP/+9791O3EYY7ZcYXkuUPZJYZRSbnXipZfI3lW59Ti827ej8V/+UmIbV9bjePPNN3n33Xfx8PDg6quv5vPPP79o/fvvv8+cOXOYNm0ao0ePZtOmTQDs27eP3/zmN2zcuLHY7f7www88/vjjhIaG0rXrhXFAM2fOJDY2lokTJ/LUU0+RmZlJdHQ0d9xxB6tWreLQoUMMHTqUDh06EBsbWziv1ZAhQ3jyySfp168fEyZMIDY2FhFh/PjxPPHEExw4cIBHHnmEpKQk/Pz8eP/992nXrp3TP4eq5NQkhyIy1sVxKKVqOVfV45g6dSqbN29m69atl80Z9dZbb7FgwQLmzp1Lhw4dCAwMLJyU8KOPPmLs2LHFbjMrK4tJkyaxYMECVq5cyYkTJy5rEx0dzQsvvMDIkSOJi4vjueeeIyYmhtmzZ/Pqq69eMd64uDiOHTvG9u3b2bZtW+EFjJMnT+Y///kPGzduZNq0afz2t78t8fN0p1InORSRvwFtsA+/VUrVYKX1DFzJFfU4ADp37syoUaMYPnw4w4cPL1z+ySef0KxZM+bOnYunpycAEydO5KOPPuK1117jiy++YP369cVuc/fu3URFRdG6devCeKdPn14pn0PLli05ePAgv//97xk8eDADBgwgPT2dX3/9lXvuuXDlQXZ2dqXszxVK7HGIyHSgPfBA1YSjlKqtylqP4+uvv2bbtm1MmjTpivU4ABYuXMgjjzzCxo0b6datG3l5eQB07NiR+Ph4EhISCtveddddLFq0iO+++45u3brRoEGDCsd7JVeq8xEcHMyWLVu4/vrrefvtt5k4cSI2m42goCDi4uIKb7t27arQ/l2ptENV9wEvlmUSQ6WUKo4r6nHYbDaOHj3KDTfcwCuvvEJKSgrp6ekAdOnShffee4+hQ4eSmGif+s7Hx4eBAwfy8MMPlzjHVbt27Th06BAHDhwojLesIiMjiYuLK4yxoHdz+vRpbDYbd911Fy+++CKbNm0iICCAqKgovvrqK8BeoGrLlmJPMVcLpSWOIcCXxU05opRSZVFQj6Nz586cOXOGJ554go8++oh77rmHTp06YbFYeOihhwgKCiqsxzF8+PAS63Hk5+dz//3306lTJ7p06cITTzxBUFBQ4fq+ffsybdo0Bg8ezOnT9koMo0aNQkQYMGDAFbfr4+PD9OnTGTx4MH379qVFixZlfr/XXnstUVFRdOrUiSeffLLwBPuxY8e4/vrriY6OZuzYsfzzn/8E7EWoZsyYwTXXXEOHDh2YN29eSZt3q1LrcYhIR+B9Y0zvqgmp4rQeh1IXaD2Oi02bNo3U1FRefPFFd4fiVi6rxwFgjNkuIndVID6llKoW7rjjDg4cOMDSpUvdHUqN5lTpWGNMYumtlFKqeNWlHse333572bI77riDQ4cOXbTs5ZdfLlcZ2rrCqcQhIlHA74HIoq8xxgx1TVhKKXUxV9XjKC6ZqJI5lTiAudjrYiwAdISVUkrVYc4mjixjzJsujUQppVSN4GzieENEngN+AgovZzTGbHJJVEoppaotZxNHJ2A0cCMXDlUZx3OllFJ1iFOTHAJ3AC2NMdcZY25w3DRpqFrv1LksVu07zbebE5gXd4xV+05z8lwWpV3/pOqWyMjIwgsMS1O0Vsjf/vY3Fi9eDMDKlSvp0KED0dHRZGZm8qc//YkOHTrwpz/9yWVxl5ezPY4tQBBwyoWxKFUtnErL4qvYBL7ZlMDBpIxi27QM9WdAh8aM6hlB8xC/Ko5QlVVeXh4eHs5+3VWdF154ofDx7NmzefLJJwuHF7/33nskJSXh7e3trvCuyNlPshGwW0Q2cPE5Dh2Oq2qN8zl5vLv8ANNXHiQr10avliHc2z2CTs0CaVjfGwOcPJfF7uNpLNtzig9WHmT6igMMi27K04Pa0TjQx91voVQrv9zL6aPplbrN0Ob16DeiTYltXFmPY8OGDUyYMAF/f3/69u3LokWL2L59OzNnzmThwoVkZWWRkZHBkiVLeOqpp1i0aBEiwrPPPsvIkSNZvnw506ZNK5y6/Xe/+x0xMTGMHTuWyMhIxowZw4IFC8jNzeWrr76iXbt2JCcnc++995KUlESPHj1K7YH+4x//4OOPP6Z58+aEhYXRrVs3AMaOHcuQIUNISUnhyy+/5Mcff2Tx4sWkpaWRkZFBz549+fOf/8yiRYsYMmQId999NwD16tUjPT2d48ePM3LkSM6dO1c4LX2/fv346aefeO6558jOzqZVq1Z89NFH1KtXr6w/2ity9lDVc9gPV70E/KvITalaYfuxVAa/uYo3l+7nlqsbs/SP1/H55N5M6t+SXi0b0DKsHq3C6tGnVSjj+0bxyYSerHz6Bib0jWLhtuPc+K/lfLImXg9hlcBV9TjGjRvHu+++y5o1a7BarRetW7NmDbNmzWLp0qXMmTOHuLg4tmzZwuLFi/nTn/7E8ePHS407NDSUTZs28fDDDxceYnr++efp27cvmzdvZujQoRw5cuSKr9+4cSOff/45mzdvZs6cOWzYsOGyNhMnTmTo0KG8+uqrzJ49m/nz5+Pr60tcXBwjR4684rY//fRTBg4cWPi+oqOjOX36NH//+99ZvHgxmzZtIiYmhtdee63U91kWJfY4RORH4AdgkTGmcsuGKVVNzN+SyJNfbiHE34tPJ/WkT6tQp17XJNCX/xt8NaN7RfLsvO38dd4OVu0/zSt3X0Ogr6eLoy6f0noGruSKehwpKSmkpaXRp08fAO67776Lkswtt9xCSEgIAKtWreLee+/FarXSqFEjrrvuOjZs2EBAQECJcd95550AdOvWjTlz5gCwYsWKwseDBw8mODj4iq9fuXIld9xxB35+9kOaBWVnK0P37t0ZP348ubm5DB8+nOjoaH755Rd27txZ+Fnn5OTQu3flTjVYWo9jDHAWmCIim0TkHREZJiKV1+dRyo0+XhPPY59vJrp5EN8/1s/ppFFURAM/Zo7tzrOD27N09ynufudXjqVkVn6wNZwr6nGU1sPz9/cvte2V6mYUKDjHYLVaC2t9QNnqdVRmbQ9jDDk5OQD079+fFStW0LRpU0aPHs3HH3+MMYZbbrmlsK7Hzp07mTFjRoX2f6kSE4cx5oQxZqYx5jdADPAx0A34UUQWi8hTlRqNUlXoyw1H+du8HdzcvhEfT+hBiL9XubdlsQgT+7Vk1vgenEjN4s7/rmbfybRKjLbmc0U9juDgYOrXr8/atWsBLqs3XlT//v354osvyM/PJykpiRUrVtCjRw9atGjBzp07yc7OJjU1lSVLlpT6Xvr378/s2bMBWLRoEWfPni2x7bfffktmZiZpaWksWLCg1O1fKjIysrA2+rx588jNzQXg8OHDNGzYkEmTJjFhwgQ2bdpEr169WL16deHnev78efbu3VvmfZaktAqAhf0vY4zNGLPGGPM3Y8y1wG+AY+XZqYgEicjXIrJbRHaJSG8RCRGRn0Vkn+M+2NFWRORNEdkvIltFpGtp21eqNEt2neSZOVvp3yaMt+/rio+ntfQXOaFPq1C+erg3NgP3fbCOQ6eLH5VVF7miHgfAjBkzmDx5Mr1798YYQ2BgYLHt7rjjDjp37sw111zDjTfeyCuvvELjxo1p3rw5I0aMKCxB26VLl1Lfy3PPPceKFSvo2rUrP/30ExEREVds27VrV0aOHEl0dDR33XUX/fr1K3X7l5o0aRK//PILPXr0YN26dYU9qeXLlxMdHU2XLl345ptveOyxxwgLC2PmzJnce++9dO7cmV69erF7d+WeaSixHoeInAKSgF+B1cCvxpgKpy4RmQWsNMZ8ICJegB/wF+CMMWaqiDwDBBtjnhaR27BPsHgb0BN4wxjTs6Ttaz0OVZKDSekMfWs1UaH+fD65F/7elT9Mc9/JNEZOX4uPh4UvH+pNs2D3Ddmt7fU40tPTC0cMTZ06lePHj/PGG29U+n5qm4rU4yjtUFVD7KOpVgN9gDkiclJE5pX3MJWIBAD9sU+aiDEmxxiTAgwDZjmazQIKqs4PAz42dmuBIBFpUp59K5WZk8/D/9uEp1V4d3Q3lyQNgNaN6vO/CT1Jz85j/MwNpGXlumQ/yl5zPDo6mo4dO7Jy5UqeffZZd4dU6zlTyGkvsBeY6SghexvwGDAAeKUc+2yJvRfzkYhcA2x0bK+RMea4Y5/HRaSho31T4GiR1yc4lpU+jk6pS7z8w272nExj1vgeNA3yLblx1jk4uR1SjkBuJnh4Q1AEhLUH/wal7uvq8ADeub8bD3y4nkc/28wHY7pjtVTsJGlN5ep6HCUNWa0qycnJ3HTTTZctX7JkCQ0alP77UpOUNhy3D/aeRm+gOXAQWAvcD5R3gkMPoCvwe2PMOhF5A3impDCKWXbZ8TURmQxMBko83qjqrnUHk5n5azxj+0RyXZuw4hvlZsGOObD5f3B0Hdjyim8X3gWuHg5dRpeYRK69KpQXhnXg/77dzis/7ubPt7rnkJExpsIje9zNVfU4KkuDBg2Ii4tzdxhOqej1RqX1OFZhTxCvAXONMecrtDe7BCDBGLPO8fxr7InjpIg0cfQ2mnBhepME7EmrQDPgsoqExpjpwHSwn+OohDhVLZKZk8/T32wlIsSPpwa1vbyBzQZbPoMlz0P6SQhtA30ehRZ9IDgSvOpBXiacjYdjG2Hvj7D4OVj+T+g+Efo/Cb7Fj+Uf1bMFOxLP8d4vB+nVsgE3tG1YbDtX8fHxITk5mQYNGtT45KEqzhhDcnIyPj7ln+mgtJPjjbH3OPoAPbAnmk3AGmCNMeZguXYqshKYaIzZIyJTgILB1slFTo6HGGOeEpHBwO+4cHL8TWNMj5K2ryfH1aXeWLyP1xfvLf4Cv3OJMGcyxK+EpjFw018h6joo7Uv21C749T8Q9yn4BsGtr0DnEcU2zcrNZ/jbqzmVls2ix/rRKKDqpifJzc0lISHhitdCqLrHx8eHZs2a4el58YWqzp4cLzFxXNZYxA8YDzwORBljyjWGUUSigQ8AL+yHv8ZhP1H/JRABHAHuMcacEfufSG8Bg4DzwDhjTIlZQROHKupEahY3TFvOje0a8vaoS0ZzH14DX4yyn8O49WWIvh8szs7EU7CDbfDdHyBhPXS8C25/A7zrX9Zs/6l0hr61is7NAvl0Yi8sdfR8h6q+nE0cpZ3jCMR+fqOg19EF2I+9hOzqEl5aImNMHPYLCi912ZklY89sj5R3X0q98uNu8m2GZ25td/GK3d/D1+MgsDmM+xTCyjkdR+NOMG4RrH4dlv0TTu2G+z63n0gv4qqG9Zhyewee+mYrn6w9zJg+keXbn1JuVtqfVvuxf2lnAi8CzYwxPY0xTxhjrnw5p1LVxK7j55iz6Rjj+0ZdPP353h/hi/uhUQcY/2P5k0YBqwf0/xPc/w2cS4D3b7T3RC5xT0wzrmsTxss/7OZIcmWcMlSq6pV2HUeYMeZ2Y8w/jTG/GGN0Ah5Vo/xn6T7qe3vw8HWtLiw8vAa+fMDeUxg916mhtU5rdQNMWAxWb5h1OyRePMpGRPjnnZ2wiPD0N1ux2XQch6p5SptyZLqIdLzCOn8RGS8io1wTmlIVs+dEGt9vO8HYayMJ9HOcBExNsJ/TCGxm7x34lDwzarmEtYFxC8GrPnw8FI5vvWh1eJAvzw5uz5qDyXy9MaHy96+Ui5V2qOq/wN8c80l9JSL/FZEPHaOifgXqYx9Oq1S189awC2KpAAAgAElEQVSy/fh7WRl/bZR9QV42fDkG8nLgN5+Bf9lnwnVacOSF5DH7bjh7+KLVI2KaE9MimKk/7Cb1vF5VrmqW0g5VxRljRgDdgbeBlcB87ENprzHGvGGMyS5pG0q5w5Hk83y3NZHRvSMJLpj1dvEUOBYLw9+u+DkNZwRFwP1fQ14W/O8uOH+mcJXFIrwwrCMp53P41897XB+LUpXIqXGHxph0Y8xyY8xnxpi5xhj9TVfV2sdr4rGKMLZg5NLhX2HtO9B9Elw9rOoCadje3rtJOQzfTABbfuGqq8MDeKB3JP9be5jtx1KrLialKqiMA9aVqv4ysvP4IvYogzo2ttcBzzkPc39r7wHcPKXqA4q8Fm57FQ4shWX/uGjVE7e0IcTfiynzd2jZWVVjaOJQtc63m4+RlpXHuGsj7Qt+eRnOHoJhb4O3m4pXdhsLXcfAyn/BrguFfAJ9PfnjgLbEHj7LTztPuic2pcqoTIlDRPxLb6WU+xhjmPVrPJ2aBtI1IhjOHIS1/4Vr7oOoshfQqVS3vQrhXWHeI5B6oQbaPd2acVXDery8aDe5+bYSNqBU9eBU4hCRPiKyE9jleH6NiPzXpZEpVQ5xR1PYdyqd+3pG2Cf0++mvYPGEm/7m7tDs07Lf9QHk58Hch+wTKwIeVgtPD2rHwdMZfLHhaCkbUcr9nO1xvA4MBJIBjDFbsBdjUqpa+XpjAj6eFgZ3bgLxq2D3d9DvDxBQTWp/NWgFt06FQytg7YVpwm9u35AekSH8e/E+MrKvMJW7UtWE04eqjDGX/imUX2xDpdwkKzef+VsSGdShMQHeHrD0H1C/CfSuZlOddRkN7YbAkhfg5E7AfkX5n29rx+n0bD5YecjNASpVMmcTx1FHUScjIl4i8iSOw1ZKVRc/7zxJWlYed3drbp8i/civ0PcJ8Cyl0l9VE7HPoOtVDxY8WjhEt0tEMLdc3YgZqw6SmqkXBarqy9nE8RD2yQ6bYi+sFI3OWKuqma83JhAe6EPvVg1g+ctQr7F9JFN15B8Kg/4JCRsg9sPCxY/d1JpzWXnMXB3vvtiUKoWzFwCeNsaMMsY0MsY0NMbcb4xJdnVwSjnrbEYOq/af5vbocKxH18LhVY7eRtUVTCqzziOh5Q2w+PnCUVYdmwYyQHsdqppzdlTVLBEJKvI8WEQ+LOk1SlWln3edJN9mGNypif2ks28wdH3A3WGVTASGvG6va77oqcLFj2qvQ1Vzzh6q6myMSSl4Yow5i72ok1LVwg/bT9A0yJdO/imwe6H9gjsvv1Jf53YhUXDdU/bRXweWAtrrUNWfs4nDIiLBBU9EJIRSqgcqVVXOZeWycl8St3VqjGz4ABDoPtHdYTmv9yMQHAU//Bny7YnisZvtvY6Pf413b2xKFcPZxPEv4FcReVFEXsQ+pforrgtLKect2XWS3HzD4HaBsOljaH+7vd5GTeHhDQNfgqTdsGEGAB3CA7mhbRgzf40nK1dHvqvqxdmT4x8DdwMngVPAncaYT1wZmFLOWrTtBI0DfOicugyyUqHng+4Oqeza3gqtboTlL0HGaQAeuq4VyRk5fKXFnlQ1U5a5qnYDc4B5QLqIRLgmJKWcl5NnY/X+09zUviGWLZ9BSCuI6O3usMpOBAZNhex0WD4VgB5RIXSJCOL9FQfJ0zmsVDXi7Kiq32PvbfwMfAcsdNwr5Vax8WfIyMnn1qZZ9iG40ffZv4RrorC20G0MbPwIzhxERHiwfyuOnDnPDztOuDs6pQo52+N4DGhrjOlgjOlsjOlkjOnsysCUcsbyvUl4WS30SP0BELjmXneHVDHXPQ1WL/t0KcCAqxvRMtSfd385oPU6VLXh9JQjgJYoU9XO8j2n6BEZiNf2L6DVDRDY1N0hVUz9xtDrYdj+NRzfgsUiTO7fku3HzvHrAb3mVlUPziaOg8ByEfmziPyh4ObKwJQqTWJKJntPpjOi0XFIPWqvuVEbXPuY/QLGJS8AcEfXpoTV92b6ioNuDkwpO2cTxxHs5ze8gPpFbuUmIlYR2Swi3zmeR4nIOhHZJyJfiIiXY7m34/l+x/rIiuxX1R7L9yQB0C93NVi9oe0gN0dUSXwCod8fYf9iOLQSbw8ro3u14Je9SRxISnd3dEo5PRz3+eJuFdz3Y1w8w+7LwOvGmNbAWWCCY/kE4Kwx5irsdUFeruB+VS2xcl8STQO8CIpfBFfdDN4V+lumeuk+CeqHw/J/AnBfzwi8rBZm6QWBqhpwdlRVmIi8KiLfi8jSglt5dyoizYDBwAeO5wLcCHztaDILGO54PMzxHMf6mxztVR1msxnWHTrDyPBTSFoidBhe+otqEk8f+ySNh1fDoZWE1vPm9mvC+XpjAueydBoS5V7OHqqajf06jijgeSAe2FCB/f4beAooGJzeAEgxxhSUPkvAPoU7jvujAI71qY72qg7bdyqdMxk5DJK19lFIbQa6O6TK1/UB+9Twv9g72WP7RHI+J5+vYvWCQOVeziaOBsaYGUCuMeYXY8x4oFd5digiQ4BTxpiNRRcX09Q4sa7odieLSKyIxCYlJZUnNFWDrDuUDBhanl5iv+LaJ9DdIVU+Tx/o+7i9KFX8ajo1CySmRTCzfo0n36ZDc5X7OJs4CvrGx0VksIh0Aco7GdC1wFARiQc+x36I6t9AkIgUTJzYDEh0PE4AmgM41gcCZy7dqDFmujEmxhgTExYWVs7QVE2x9mAy/QNO4ZF2DNoNdnc4rtNtLPg3vNDruDaSI2fOs2z3KffGpeo0ZxPH30UkEPgj8CT2cxNPlGeHxpg/G2OaGWMigd8AS40xo4Bl2OfDAhiDfWoTgPmO5zjWLzV6JVSdZoxh7cEzjAhyjK246hb3BuRKnr724bmHfoEjaxnYoTFNAn2YqSfJlRs5O6rqO2NMqjFmuzHmBmNMN2PM/EqO5WngDyKyH/s5jBmO5TOABo7lfwCeqeT9qhqm4PxGj7xN0LgzBDRxd0iuFTMe/MNgxat4Wi3c36sFq/afZv8pHZqr3KPEmhoi8pQx5hUR+Q/FnFcwxjxakZ0bY5YDyx2PDwI9immTBdxTkf2o2iU2/iwBZBB2drN95FFt5+UHPR+CpS/Cie2MiGnN6z/v5bP1R/jrkKvdHZ2qg0rrcRRcZxELbCzmplSV23zkLIP8diEmH1rX4sNURXWfAJ7+8Ot/CKvvzcCOjfl6Y4LW6lBuUWLiMMYscNzPKu5WNSEqdbHNR1MY6rcDfIKgaYy7w6kavsH2E+Xbv4aUo4zqEUFqZi7fbzvu7shUHVTaoaoFFHOIqoAxZmilR6RUCVIzc9l/Kp3OgVuhZX+w1qEKxr0ehvXvwdp36D3wH7QM9Wf2uiPc2bUGVTtUtUJph6qmYS8bewjIBN533NKB7a4NTanLbTmaQjM5RUD2cYjq7+5wqlZQc+h4N2yciWSlcG+PCDYePsvuE+fcHZmqY0o7VPWLMeYXoIsxZqQxZoHjdh/Qt2pCVOqCzUdS6GPZaX8S2c+9wbjDtY9CbgZsmMFd3Zrh5WHh03VH3B2VqmOcvY4jTERaFjwRkShAr7JTVW7z0bMM8NtrH54a1tbd4VS9Rh3sEzque5cQr3xu69iYbzcd43xOXumvVaqSOJs4nsBej2O5iCzHfrHe4y6LSqliGGOIO3KW7mYHRPatuSViK6rPo5CRBNu+YlSvFqRl57FgS2Lpr1Oqkjh7AeAPQGvsU6EXlJH90ZWBKXWphLOZBGYlEJiXVDcPUxWI6g+NOsLad4mJCKJNo3p6uEpVKWd7HGBPHG2Ba4CRIvKAa0JSqng7ElPpaXFcWhRZh0+xiUDPB+HUDuTwakZ2j2BLQip7TqS5OzJVRzhbj+M54D+O2w3AK4AOxVVVakfiOWIs+zC+wRDaxt3huFene8A3BNa9y/DocDytwlexR90dlaojnO1x3A3cBJwwxozD3uvwdllUShVjR+I5engeQJp1r7vnNwp4+kLMONi9kAa5x7m5fSO+3XyMnDxb6a9VqoKcTRyZxhgbkCciAcApoGUpr1GqUh0+lkik7Sg0u2xKs7opZgKIBda/z4iY5iRn5LBUp1tXVcDZxBErIkHYL/7bCGwC1rssKqUucTo9m/AMx/UbzerINCOlCWwKVw+DTZ/Qr4UPjQK89XCVqhKlJg5Hfe9/GmNSjDHvArcAYxyHrJSqEjsSz9FV9mEQaNrN3eFUH70ehuxUPLZ9wZ1dm7FszylOnstyd1Sqlis1cTiKJs0t8jzeGLPVpVEpdYkdial0tezDFtYefALcHU710aw7hHeBde9xT9dwbAbmbDrm7qhULefsoaq1ItLdpZEoVYJdx1Loaj2Atbn+Gl5EBHo+DMn7aHluA90jg/kq9ihaJFO5krOJ4wZgjYgcEJGtIrJNRLTXoapMxon91CdDz28Up8Nw8AuF2A+5J6Y5B09nsPHwWXdHpWoxZxPHrUAr4EbgdmCI414pl8u3GQJSdtifNLnGvcFURx7e0OV+2LOIIS1s+HlZ+So2wd1RqVrMmZPjFmChMebwpbcqiE8pElMyaWsOkS8eENbe3eFUT93GgrHht/1ThnRuwndbE8nI1okPlWs4c3LcBmwRkYgqiEepyxxISqeDxJMV3BY8vNwdTvUUEgVX3QSbZjGia2MycvJZtP2Eu6NStZSzh6qaADtEZImIzC+4uTIwpQocOJVOR8shrE2j3R1K9RYzAdKO0y1rHREhfny7WQ9XKddwtu7m8y6NQqkSnE48SIikY5pp4ihRm4EQ0AyJ/ZA7urzCm0v3cTw1kyaBvu6OTNUyzk6r/ktxN1cHpxSA5YR9AJ+Ea+IokcUK3cbAwWXcE5WNMTB3s9bpUJWvxMQhImkicq6YW5qIaKFjVSUCU3dhw2KvfqdK1vUBsHjQ7OAXdGsRzJxNCXpNh6p0pdUcr2+MCSjmVt8Yo5fvKpc7l5VLVO5+UvxagJe/u8Op/uo3hnaDYfNs7uocyr5T6exI1L/xVOUqSyGnSiEizUVkmYjsEpEdIvKYY3mIiPwsIvsc98GO5SIib4rIfsfFh12rOmblPgeTMmgrR8lpoMNwnRYzATLPMMxrPV5Wi05BoipdlScOIA/4ozGmPdALeERErgaeAZYYY1oDSxzPwX7xYWvHbTLwTtWHrNwlPvEUzeQ0Xk2udncoNUdUf2hwFf5bZnFju4bM33KMvHyt06EqT5UnDmPMcWPMJsfjNGAX0BQYBsxyNJsFDHc8HgZ8bOzWAkEi0qSKw1ZukpqwE4sYAiI6uTuUmkMEuo2DhPWMbnWe0+k5rNx32t1RqVrEHT2OQiISCXQB1gGNjDHHwZ5cgIaOZk2BokUGEhzLVB1gO2mvMe7RSA9Vlck194LFk14pCwn28+SbTXpNh6o8bkscIlIP+AZ43BhT0tm74mqEXjZMREQmi0isiMQmJSVVVpjKzXxS9pGHB4Rowcky8W8A7Ydg3fY5wzuF8vPOk5zLynV3VKqWcEviEBFP7EljtjFmjmPxyYJDUI77ghqYCUDzIi9vBlw2ON0YM90YE2OMiQkLC3Nd8KrK5OXbCMuK56xvBFg93R1OzdP1Acg8ywPB28jOs7Fo23F3R6RqCXeMqhJgBrDLGPNakVXzgTGOx2OAeUWWP+AYXdULSC04pKVqt4SzmbQigayg1u4OpWaKuh6CIog8/A0tQ/11dJWqNO7ocVwLjAZuFJE4x+02YCpwi4jsw16edqqj/ffAQWA/9prnv3VDzMoNDh0/TQs5hbVRO3eHUjNZLNDlAeTQL4xpZ1h36AxHz5x3d1SqFnDHqKpVxhgxxnQ2xkQ7bt8bY5KNMTcZY1o77s842htjzCPGmFbGmE7GmNiqjlm5x5kjO7CIITCio7tDqbm6jAKxcAdLAZgXp70OVXFuHVWlVElyjttHVPk31cRRbgHh0HoAAbu/pFdkIHM2HdMpSFSFaeJQ1ZbX2b3kY4EGV7k7lJqt6wOQfoLfNj3AwdMZbDuW6u6IVA2niUNVW8EZB0n2bq7Fmyqq9UCo15jeqQt1ChJVKTRxqGrpbEYOLWxHyQho5e5Qaj6rB0Tfh+eBn7mztbBgSyK5OgWJqgBNHKpaOnQymUg5gYTpiKpK0XU0GBsT6q0hOSOHVft1ChJVfpo4VLWUdGgnVjH4N9cT45UipCVE9eeqhG8J9rUyd7MerlLlp4lDVUuZiTsACIns7OZIapGuY5CUw/w+KpEfd5wgPTvP3RGpGkoTh6qWrMl7yMeCNVSvGq807YaAbzDDbUvIyrXx4/YT7o5I1VCaOFS1FJB2gNOe4eDp4+5Qag9PH+j8G4KP/kTH4Fzm6sWAqpw0cahqJyfPRnjeEc7V0xFVla7bGCQ/hycbbWb1/tOcPJfl7ohUDaSJQ1U7R5JSiOQEttC27g6l9mnYHpp1p0/q99iMYX7cZRNNK1UqTRyq2jlxaAeeko9PuJaLdYmuD+B1di8jGh3nWx1dpcpBE4eqdjIStgMQGqUjqlyiw53gVY+J/qvYefwce06kuTsiVcNo4lDVjiTtJh8L/k21x+ES3vWg4520PvUTgZZMPUmuykwTh6p26qfu5ZS1CXj6ujuU2qvrGCTvPI833s68zcew2XTGXOU8TRyqWjHG0Cg7nrM6osq1mnaDhlcz3CwmMTWLdYfOuDsiVYNo4lDVyvHkFFpwnLzQ9u4OpXYTga5jCD67jS5eCToFiSoTTRyqWkncvwWrGHzDO7g7lNqv8wiwevNE6Dq+33acrNx8d0ekaggPdwegVFFpR+0jqhpe1aXK922MIT03ndTsVM7lnCu8P5dzjqy8LHLyc8ix5ZCbn0tOfg65tlwsYsEiFqxiLXzsafHEz9MPXw9f/Dz98Pfwt997+hPsE0yITwi+HtXg/I1fCLS/nd57fyYn+3aW7DrF4M5N3B2VqgE0cahqxZzcSS4eBDat/OnUjTGcyTrDodRDxJ+LJyEtgZPnT9pvGSc5mXECsrLxzQHfbPDJAZ9c8Mg3WGxgtYHFgIex4CUe4GEl1wK5Fhu5FkOOxUaOxUaWh+G8N5z3hmxP7IeFLuHr4UuIT0jhraFfQ8LrhdPYvzHh/uGE1wsn1DcUD4uL/4t2fQDP7V8zwj+Obzc318ShnKKJQ1UrQam7SfRoTosKVv3Ls+VxMPUgO07vYEfyDg4e2875wwepfyqDhqkQnGYIPi+0zPQk+LxQPy0fr8xcxKnBRTbAyZllrRaMny/Gz4d8fx9yAnzIqO9FWj0LKf6GJN/znPA+w06PjSz0TeO8z4UkYxUrjf0b0yKgBZEBkUQGRtrvAyJp5N8Ii1TCkebIfhAcyYS8ldy8pydnMnII8deKi6pkmjhUtZGbl0/LnN0cCruJFmV8bZ4tjx3JO9hw+FcObVpOzu49ND2RQ4tThgHJQv3MSzKCvx+eDULxCAvDo3UDPEIbYA0KwuLvf/HNzw/x9ASLBfHwuHAvAvn5mNzcy26285nY0tOxpaeRn5Z+4fG5NPLOJBN04DR5ycmY7OzL34i/H3kNgzkf6k9KkBcnA/KJ941ns89G5gRkkeVtTyy+Hr60CGhBm+A2hbe2IW0J8Qkp2wdnsUCX0UQufZGm5jgLtx1ndK+yfvqqrtHEoaqNg3u201YysDTr5lT7rLwsVscvZ8eSr8jesIlW8Vn0OA7XOs7x5vv54NGmFQHXdsA7IgLP5s3xiojAs1lzrPX8XfhOSmeMwZaRQf5pexLJS0oi91giuYn2m39iIkG7DxORlkZ34B7H62wNgjjfJIjTYV4cCTzPDr9lzK43j5PBYLMIob6htA1uS5uQNrQLbkeH0A5E1I9AijlcVih6FGbZP3g4YA1fbmqniUOVShOHqjZO7VlNW6BR+2tLbLczMY41X76JdcUGOu3P45Yc+5dmbusIAu/vS3C3nvhcfTWeTZuW/IXpRiKCtV49rPXq4RUZecV2+Wlp5CYmknP4MDnxh8k5dAj/+HgC4+KJPHuW/o52xtOD801DONnYk/0hu4mrv4b5ofkk14f63gF0bNCRjqEd6RDagY4NOtLIv9GFnQQ0QVoP5Pb4ZfzfkaEcTs6gRQP3JlZVvWniUNWG55FVpONHo6uii12/bu0cdn34BlevP0WfLMiq743c3JsmQ0YQ0LM3Fv/a92VnrV8fa9u2+LS9fKbg/JQUcuLjyT4UT/b+fdTbt4/AvftoufYkAwra+PtwpomV+NDtbAtYw6oww5Ew8AtpWJhEOoR24OrOdxGydxE3WuOYu7k9j92sBbTUlWniUNVCfr6NqJQ17KsXQxer50XrdmxZwu5Xn6ddbBLdrJDWsz0NxjxMWN8bEavVTRG7nzUoCN/oaHyjL060+ampZO/fT/bevWTt3Uu9fftotHMf3c9dOKGfEZzC0bBf2ROyhE/DhCNhQn54MxrZFjBzZwbnPbvQ0D+YRvVCaBoQSrOABjTwq4fFopd+qRqUOERkEPAGYAU+MMZMdXNIqhLtjf2Z9pwhsc2gwmUH96wj7tW/0mb1Ua6ywqnhvej5xEv4NdIhoyWxBgbi160bft0unCsyxpB38iTZe/cWJpSQvftot/EA5OYCYLPAqeA0DjRcwIm4BcR7Cns87UOKsz0h22oh29OHPKsvNi9/xLseFt8A/P3DCApqQpPgcCICG9MqJJw2oeEE+FSDa1WUS4gx1X9yMxGxAnuBW4AEYANwrzFmZ3HtY2JiTGxsbBVGqCpq/b/upl3ar1j+uIvk4/vY8voUIlccQAycuKUzPZ9+hYDwsp20NcZgsxnyc23Y8gz5ebaLb7mOZbm2y9flmWKWX9iGLffCsjzHY9slbW02A47/X8YABoz9nyLLjP1pweIi/x9FBLEIYrnw2GIRRLAvF/s6i8XRzrHcYhEsHhasVsHqYSl8bPGwOJ4LVqvjXgzmXAq25CRsifHYdq0iN8cX0s5jseViseVhMXn2e1seUvg898Iyx/psT0j3hXQfSPcV0r2tnPfxJTMgkPywxviFRxHeuiNXd+xO2/AW2nuphkRkozEmptR2NSRx9AamGGMGOp7/GcAY88/i2pc3caQfPcyOub9cWHDZRyNXXmVKeipXXFnap3/xj0dKWFeW7Vy8rdLey8WrXPNejh3cS26OBx45FvzTcjFARpNAQjvF4FM/GFt+CV/8l335X1healBOEgGrhwWrp+OL2MP+pVxw8yhc7ljnabF/sYv9rYr9H/u7FvsGCx5LwQ6KPgaMzdhvxmBsYCt8bDDmwnqbzf7hFqy35ZvCz6vo52bLM+TnX0iitvzK/b8vJh/BnlykILnk52HNz8NakHRsuVhMHvmSR65HPjYPG8YTxEdo17opVotBnLuYRl1BSEQIVw0bUq7XOps4asqhqqbA0SLPE4CeRRuIyGRgMkBERES5dpJx4gSxO5pdstR20TMp4Zvo8nXOti0xzXDxVWmltC2yvqRYS4uhLG0vHrhU8mdwpZiy8zpiMZDjI2TU98TTvx5WD09OHTXAGSzWol/U9i9mDy8L3n4ehV/ol36ZFyyzFF3mYcHqeUm7wrZFtuFpuWh/Fmvt++u4IMkUTSr5+1dhm/9H8vPyyceDfONpv+G4Nx7YCh8XLPe4uM2ly2ye5OZ7kmnzItvmRZ7NF5vxBJsn4AHGg/wcD7butpKPJzqFXsVclRTPVcNcu4+akjiKG1N50TeQMWY6MB3sPY7y7KRR95480r08r1QVlXn+HN4+evK1KolIYaIs1O0m6BZX5bFk5+Tg7aVXrNcUNSVxJADNizxvBiS6KRblAr5+Ae4OQbmRJo2apab8ebcBaC0iUSLiBfwGmO/mmJRSqk6qET0OY0yeiPwO+BH7cNwPjTE73ByWUkrVSTUicQAYY74Hvnd3HEopVdfVlENVSimlqglNHEoppcpEE4dSSqkyqRFXjpeViCQBhx1PQ4HTbgznSjSustG4ykbjKhuNy66FMSastEa1MnEUJSKxzlxCX9U0rrLRuMpG4yobjats9FCVUkqpMtHEoZRSqkzqQuKY7u4ArkDjKhuNq2w0rrLRuMqg1p/jUEopVbnqQo9DKaVUJarxiUNEGro7huKIiL+7YyiOiLQQkSB3x3EpESl1CKC6QETKVg6xiohIBxF5xt1xFEdEgt0dQ3FEpIG7YyirGps4RKSeiPwL+F5EXhORWx3Li6vdUdVxvQ78T0Tury7/wR1xvQYsBMLdHU+BIj/HH0TkHyJyrbtjgsK4/isiA90dy6VEpC9wSEQGldq4ihT5OX4HjBSRVu6OqYCI+InI29h/x34vIl0cy936/VfkM5svIn8WkV7ujKcsamTiEJE2wJfYJ2m8A4jHUf3PuPGkjeM/9EogE/gQ6Afc6654CohId2A1EAJ0uVKt9qomIh7A29h/jg9gL851k1uDAkQkHHgfGAHcVw17QwHAGeBhd/+hBCAiA4BfgGzgfmA3cM6tQV3sD0ADYAzgA7wHYIyxlfQiVxKRbsACx9OHsf9MR7grnrKqUYnDUYsDIBl43BjzmDHmKPYPfZmIeDvaVen7EhFPx8OzwH+NMX8xxiwA4rD/wrqlJ1QkrmzgAPC6MSZXRKJFJNLxxV3liuy3ERDl+DnuAPyAXe6I6RLngX9jLx4WDAwSEas7AxIRS5HfIYP9CzoAePz/2zv3YKuqOo5/vjwu5gOizCQBHzMgCiKVI8r4JkWhQkpF1DHN92N00HImKVN8JjLmlNNT0dQaKwpt0spA8i0qKjiGimOKjGGNOj55iL/++P2Od3M9GMdz9uN61ndmz91rr7XP/czea6/fWr/1ivgyDchS4PDI9/cCI4gKQFlctTIg8lpv4NdmtsTMZgArovVdRllRy0f/Bk4zs7PNbBHQASwskqUZdQvDIWmIpGuBmZJGA2+Y2dPR1DsfOBnYEZgjaSsze6+IDCtpmKRZwAWSto7C77pMwbgc2BqKbQnV4VoE3AlMlTQf+BFwJXB5kf7VDKbeJ0AAAAlpSURBVNf04FoOrJR0vaQHgS8DX5U0R9KAArmGSDqnFjaz14BFZvYOcD0wmXiPRSrL1aV2/HlgW+BU4HhJu0a4cK7Qc2b2TKZidyMwHIr3AATbz4DvStrOzN7FK2+jM8lOAY6WNLCoVkeGa1pwLTezJyX1k3QV3to4INyjny2CqRlV3nBIOgW4BXgEWAGcBuwe0W8BfzKzgWZ2MvAU8FPIP8NGgTsLeALfXGq6pMPMbE1kVoBRQKEbTtXhuljSBOAafO/2OWa2J3BBxB9XEtcl4eIYB1wHLDGzocDx+Dpj5xXEdQQwD/i2pBPjWs8wGpjZbOA14PBMC64ULjr3z3kGeNzM/ok/ywfwWn5ZXD0AzGx1hHvXrhVZo5c0FS8rngS2AC6TDwS5CnfrfTo4X8SN2wklcV0sqWboX8e/yUHAScAa/NustLrDRk4rgDPN7I5o5t2E++prxuGRTNrZwBRJvTKFd14aBrxtZjPj4zgCGCtpSdTwAQYAfwCQNBZ4wsxWlMA1CTeqx5vZGgAze0zSG7jbrwjV4zoENxKbAauDa5WkeyioIMT3s/8G3i91taQbzeztaLEqaqQ/xD/m2VG7X2BmT5XBFXFDgfMlrQEeB/qw7ndQOFe8U4tv8m68ojKt4H6EV4BjzezBMPJzgS+Y2TxJs4Gf0NmP8DReSCNJOVc063ENwltqhnsDMLN3JC0EBufI0hJVvsWBdyDNl9RhZmuBl3GrvY4k7QJcAiwuwGiA+yP7SPpifBz34h/VwcEjfPTS9pJuwzt/i/iI6nE9D0ypGY3gGwnsC7xUANP6uJbjz+s+YLykcfEez4q43GVmdwF3m9n9wGLg/IjqUSv0zOxh/N09jNdS19T5qaK4wEcuLQZOMbPJwM3AGXkz/R+ubOG7GHhCxY8SugVYIKlP5PWleKUE3K23paTzJB2Gv8eVUIg7rR5X366JJI3CB/k8mzNP8zKzShxAxwammwvsnQlvjvvsHwEOy4Gr53qu9wXOBS7KXJsIzAD64bXC94D5eMdhFbj64/7e3wELKsB1MDAzzr+JtyYfBSYXxdUlzQi80Nspex9wOLAMN76lc+FGLRvfowpcmevb4SOXBraaa0PZIt1CYOdMeAe8tfQ34MgKcW0Ref+hPPJ+Lu+gbIB4cD/Am5HbRlh10vTAXT9/jo9ZwOiIG5MT1+VR2PVfT/yX8Cb5hAgPjZffJ8JTK8a1UYRbbmCb4Ho4w7VxGVxd0k4Hronz0ZHPtqogV89M3Ae+lxK5eufxrBphi3e2I3BbhHvgrtKWG9gmuQRsH+fj83xurT7KngDTS9LZeM2zN+46weJJZmXuNuiHNy8n4y2MsdGfcV+LuTaWND3+z874KJZ6eggfv36hpEHASNxd9clgvrJiXH2D67cV4loGbBpcb6/nvry5sroQmCjpTWA8XkC31G3WAq4DybiZ630vJXHlNgl3Q9ky/RX9gOfDLfUYPjy4alyPA+Mi7rZWs+WqMqwVsHnmfBvc3XQ0MBPYpWaN69x3Mu7+uRnYKweuvvG3F16obQJ8H+8YHfQh930PuAFvtu+euLofF16ofAa4FTdweySucrmazGPTK1pW5MpV1FHsP/PRUD8G7gK+w7p+voG4y+os4BNxTV3uHwqcmANXf3ym8O34qIvPZeKGRSH3Nbo0w7N85OBmSVzFcGXSdAAHJq5yuVqRx4D9gePahavoo8gx1mPw0QWvA6fjHUKH1uLNx1YvwFsge8a1dZrgZva0meWxPv1lwFrcT7lb/K39zyW4W2wfYEgXHsuct9TNkriK44L3XQmrzewviat0rqbYIs0dZnZNG3EVqiL7OF7ELe255vMcevPBKfZzgReAEZLOkDQ5byhJmwXLJWZ2J3AR0E/SmZlkN+FN0uGSjlUBC98lrmK5ulZSElc5XM2ytSNXKcqjGcOHjPLAm3o/xw3ELHyRu76Z+JPwuRpLgQOKaHbhBmtqJrw3XnPIck3D16J6Ctg3cSWuxNV+bFXlKvrI48Gu169diyfmYeAdSr8AZkR4MD5Z7eyCMkHP+LsHvjTIJhHeCB8ePCXCo4Irl+G1iStxJa5qs1WVq6yjpa4qSacDf5c0XdJXwJtoyqxXY76W0z/i/C3cXbUiwi8AQ81sZou5zpF0VJxnh+RZ+GrvCY4rgmMl7sf8b6Rbio+3bvXw2sSVuNqOq8psVeWqnFpkjT8F/ApfHmQMvvzB74kJfZl0I7uEd8MXaJuUh1XElxu4AvgPXgvol4nLjvAZjM9x+BdwDDCBmCeSuBJX4vr4s1WVq6pHqx56T3yNldqQs+3wFU+HR3hL3LDcHeeD8Y2YHgAm5pAJemW4arOUbwCuyGYEfAjwb4BbIjwW+BZwP/D1xJW4EtfHm62qXFU/PvLDjoc2KHNt08x5D9woDInw/sCpXX5jQh6ZAK81XEV0rNPpm9waeI4wZnHtEOCc3B9y4kpcbchVZbaqcnWXo2ZNN1iSdsI3t9kKmGdmH9gaVdIO+OJ14+vEdVjnuv0tU/gjr8abkbfjzcg5wC/NbFWkuQz3P06qc39P89V3E1fiSlwfY7aqcnUrfQRLPQB/0P3xZtr71prOZt2+wPVxPpoYklaLz+PAM8F9wGYRHofXJo7KpOkAFuEbQQ0H9ktciStxtRdbVbm609HwqCozewm42cxexfsxzo3ra+lcRGwU0CFpBr5Fae3expo3jXG9TmeHFfh+D48Cu0vaMtKsxvta7sU3fVLiSlyJq73YqsrVnfSRhuNabKuJP9iVks6I67W9vvcC9gNeMbMx5rMsi9AfgVGSBpjZm3iNYRXeSkLSPvgGLpea2TAzm5u4Elfiaku2qnJ1CzU1jyMMyJXAkQCSRoZFnoWvcntp84gN6R58K9Rjgm8hsCuwccQvA/Y0s2mJK3ElrrZmqypXt1DTEwDN7K/Aq5JW4ZvDb25mt5rZsubxGmZ5Ce/kOkjSoZK2wffvWBvxz5rZy4krcSWu9marKle3UTMdJLjhuQifMHNCM7/VygPfUOZaYAlwetk8iStxtTNXldmqylX1o+HhuF0l6SB8WO6qpn6oxZLUG+/LerdslqwSV2NKXI2pqlxQXbaqclVZTRuOpKSkpKT2Uql7jiclJSUldT8lw5GUlJSU1JCS4UhKSkpKakjJcCQlJSUlNaRkOJKSkpKSGlIyHElJSUlJDSkZjqSkpKSkhpQMR1JSUlJSQ/ofIwna/F6dPtUAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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yTlX9C8fponvOPzUkIk1xnFoaj+PUUkVdAewzxqQ69/MVMBAIEhGbMaYAaAUccrZPAloDSSJiAwKBE+fv1BjzNvA2OHoclYhHKeViWo+jYSkzcRhjbi1j3VHgpSoc8wAwQER8cZyquhyIA34CbsQxsmoCMN/ZfoHz9Wrn+h/1+oZSjY/W46g7yh1VJSIBzlNW5y/vUZUDGmN+w3GRewOOobgWHD2FvwF/FpE9QCgwy7nJLCDUufzPwCNVOa5SSqmaUd41jptx9CqOiogHMNEYs865+gOgd1UOaox5HHj8vMUJQL8S2uYAN1XlOEoppWpeeT2OfwB9jDExOG7S+1BErneuq95dN0oppeql8i6OW40xKQDGmLUichmwSERaUcLIJqWUUg1feT2OzOLXN5xJ5FIcw2m7uTAupZSqshkzZjBz5swa29/y5cuL5qpasGABzzzzDACpqan079+fXr16sXLlSj7//HO6dOnCZZddVmPHrovK63Hcy3mnpIwxmSJyFXCzy6JSSqk6avTo0YwePRqAZcuW0blzZ2bPdtyRcNVVV/Hf//63cScOY8ymUpbnA5WfFEYp5VaHn36a3O01W4/Dq0tnmv/jH2W2cWU9jldeeYU333wTm81G165d+eSTT85Z/8477/DVV18xc+ZMxo8fz4YNGwDYvXs3t9xyC+vXry9xv99++y0PPPAAYWFh9O59dhzQBx98QFxcHFOmTOHhhx/m9OnTxMTEMHbsWFatWsW+ffsYPXo03bp1Iy4urmheq1GjRvHQQw8xZMgQJk+eTFxcHCLCXXfdxYMPPsjevXuZPn06qamp+Pr68s4779C5c+cK/zvUpgpNcigiE10ch1KqgXNVPY5nnnmGjRs3snnz5gvmjHrttddYuHAh8+bNo1u3bgQGBhZNSvj+++8zceLEEveZk5PD1KlTWbhwIStXruTw4cMXtImJieHJJ59k3LhxxMfH8/jjjxMbG8vcuXN5/vnnS403Pj6e5ORktm7dypYtW4puYLz77rt59dVXWb9+PTNnzuQPf/hDmZ+nO5U7yaGIPAZ0xDH8VilVj5XXM3AlV9TjAOjRowe333471113Hdddd13R8g8//JBWrVoxb948PDw8AJgyZQrvv/8+L7zwAp9++ilr164tcZ87duwgKiqKDh06FMX79ttv18jn0K5dOxISEvjTn/7EyJEjGT58OFlZWfz666/cdNPZOw9yc3Nr5HiuUGaPQ0TeBroAd9ZOOEqphqqy9Ti++OILtmzZwtSpU0utxwGwePFipk+fzvr16+nTpw8FBQUAREdHk5iYSFJSUlHbG264gSVLlrBo0SL69OlDaGhoteMtTWl1PoKDg9m0aROXXnopr7/+OlOmTMFutxMUFER8fHzRY/v27dU6viuVd6rqNuCpykxiqJRSJXFFPQ673c7Bgwe57LLLeO6550hPTycrKwuAXr168dZbbzF69GgOHXJMfeft7c2IESO49957y5zjqnPnzuzbt4+9e/cWxVtZkZGRxMfHF8V4pndz7Ngx7HY7N9xwA0899RQbNmwgICCAqKgoPv/8c8BRoGrTphIvMdcJ5SWOUcBnJU05opRSlXGmHkePHj04ceIEDz74IO+//z433XQT3bt3x2KxMG3aNIKCgorqcVx33XVl1uMoLCzkjjvuoHv37vTq1YsHH3yQoKCgovWDBw9m5syZjBw5kmPHHJUYbr/9dkSE4cOHl7pfb29v3n77bUaOHMngwYNp27Ztpd/voEGDiIqKonv37jz00ENFF9iTk5O59NJLiYmJYeLEifznP/8BHEWoZs2aRc+ePenWrRvz588va/duVW49DhGJBt4xxlxcOyFVn9bjUOosrcdxrpkzZ5KRkcFTTz3l7lDcymX1OACMMVtF5IZqxKeUUnXC2LFj2bt3Lz/++KO7Q6nXKlQ61hhzqPxWSilVsrpSj+Prr7++YNnYsWPZt2/fOcueffbZKpWhbSwqlDhEJAr4ExBZfBtjzGjXhKWUUudyVT2OkpKJKluFEgcwD0ddjIWAjrBSSqlGrKKJI8cY84pLI1FKKVUvVDRxvCwijwPfA0W3MxpjNrgkKqWUUnVWRRNHd2A8MIyzp6qM87VSSqlGpKKJYyzQzhiT58pglKpLDp44xXe/H2bjgXQOpp0iK7cAP08bzQO96dkqkKEdw+keEVjtqSlU/RcZGUlcXBxhYWHltp0xYwb+/v489NBDPPbYYwwdOpQrrriClStXMm3aNDw8PFi9ejWPPfYY33zzDddcc02Zkya6Q0UTxyYgCDjqwliUqhPW7jvBiz/sYnXCcQBaBfvQLtyf1sG+ZOcVsDc1ix+2HWHm97toF+7H1CHtuKF3KzxtFZpsWrlBQUEBNltFv+5qz5NPPln0fO7cuTz00ENFw4vfeustUlNT8fLycld4paroJ9kM2CEi6zj3GocOx1UNxvGsXB6dt5UlWw/TLMCLv47oxJiYlrQK9r2gbVp2Ht/9fpiP1h7g719t4Y3le3nqumgu6RjuhsgrbuVnuzh2MKtG9xnW2p8hN3css40r63GsW7eOyZMn4+fnx+DBg1myZAlbt27lgw8+YPHixeTk5JCdnc2yZct4+OGHWbJkCSLCo48+yrhx41i+fDkzZ84smrr9j3/8I7GxsUycOJHIyEgmTJjAwoULyc/P5/PPP6dz584cP36cW2+9ldTUVPr160d5M3D8+9//Zs6cObRu3Zrw8HD69OkDwMSJExk1ahTp6el89tlnfPfddyxdupTMzEyys7Pp378/f//731myZAmjRo3ixhtvBMDf35+srCxSUlIYN24cJ0+eLJqWfsiQIXz//fc8/vjj5Obm0r59e95//338/f0r+09bqor+ifQ4jtNVTwP/V+yhVIOwJuE4I15aybLtR/nriE78/NfLmH7ZRSUmDYBgP09u6deG+dMH8f6kvtiswoT31vK3LzaTk19Yy9HXD66qxzFp0iTefPNNVq9ejdVqPWfd6tWrmT17Nj/++CNfffUV8fHxbNq0iaVLl/LXv/6VlJSUcuMOCwtjw4YN3HvvvUXlaJ944gkGDx7Mxo0bGT16NAcOHCh1+/Xr1/PJJ5+wceNGvvrqK9atW3dBmylTpjB69Gief/555s6dy4IFC/Dx8SE+Pp5x48aVuu+PPvqIESNGFL2vmJgYjh07xr/+9S+WLl3Khg0biI2N5YUXXij3fVZGmT0OEfkO+BZYYoyp2bJhStUR8zYm89cvNtEmxJf/TelH5+YBFd5WRLisU1MGtg/l5aW7+e/yvWxJzuCt8X1oHVJy0nGn8noGruSKehzp6elkZmYycOBAAG677bZzksyVV15JSEgIAKtWreLWW2/FarXSrFkzLrnkEtatW0dAQNn/3tdffz0Affr04auvvgJgxYoVRc9HjhxJcHBwqduvXLmSsWPH4uvr+H04U3a2JvTt25e77rqL/Px8rrvuOmJiYvj555/Ztm1b0Wedl5fHxRfX7FSD5fU4JgBpwAwR2SAib4jIGBGpuT6PUm70WdxBHvg0nj5tg/nq3kGVShrFedmsPHxVZ96bGEtS2imuf+NXtqecrOFo6zdX1OMo7xSRn59fuW1Lq5txxplrDFartajWB1SuXkdN1vYwxpCX5xinNHToUFasWEFERATjx49nzpw5GGO48sori+p6bNu2jVmzZlXr+OcrM3EYYw4bYz4wxtwCxAJzgD7AdyKyVEQertFolKpFizen8MiXmxnSIYzZd/Uj0Nej2vsc1rkZX9w7EKsI495azcYDaTUQacPginocwcHBNGnShDVr1gBcUG+8uKFDh/Lpp59SWFhIamoqK1asoF+/frRt25Zt27aRm5tLRkYGy5YtK/e9DB06lLlz5wKwZMkS0tJK/3ceOnQoX3/9NadPnyYzM5OFCxeWu//zRUZGFtVGnz9/Pvn5+QDs37+fpk2bMnXqVCZPnsyGDRsYMGAAv/zyS9HneurUKXbt2lXpY5alvAqARf0vY4zdGLPaGPOYMWYQcAuQXJWDikiQiHwhIjtEZLuIXCwiISLyg4jsdv4MdrYVEXlFRPaIyGYR6V3e/pUqz+akdB78zNHTeHt8LF42a/kbVVDHZk344t6LCfbzZOL769hxWHse4Jp6HACzZs3i7rvv5uKLL8YYQ2BgYIntxo4dS48ePejZsyfDhg3jueeeo3nz5rRu3Zqbb765qARtr169yn0vjz/+OCtWrKB37958//33tGnTptS2vXv3Zty4ccTExHDDDTcwZMiQcvd/vqlTp/Lzzz/Tr18/fvvtt6Ke1PLly4mJiaFXr158+eWX3H///YSHh/PBBx9w66230qNHDwYMGMCOHTV7paHMehwichRIBX4FfgF+NcZUO3WJyGxgpTHmXRHxBHyBfwAnjDHPiMgjQLAx5m8icg2OCRavAfoDLxtj+pe1f63HocqSmpnL6NdWYRFh4Z8GE+Ln6ZLjHDxxihvf/BW7gS+mXUzbUL/yN3KBhl6PIysrq2jE0DPPPENKSgovv/xyjR+noalOPY7yTlU1xTGa6hdgIPCViBwRkflVPU0lIgHAUByTJmKMyTPGpANjgNnOZrOBM1XnxwBzjMMaIEhEWlTl2ErZ7YYHP40n7VQeb43v47KkAdA6xJf/Te5PfqGdybPjyMzJd9mxGrPFixcTExNDdHQ0K1eu5NFHH3V3SA1eRQo57QJ2AR84S8heA9wPDAeeq8Ix2+HoxbwvIj2B9c79NTPGpDiPmSIiTZ3tI4CDxbZPci4rfxydUueZ+9t+Vu05xr/HRhMdUfIpjSI5J+HIVkg/APmnweYFQW0gvAv4hVboeB2aNeGN2/swftZvPPBJPG/fGYvV0vjuNHd1PY6yhqzWluPHj3P55ZdfsHzZsmWEhlbs96W+KG847kAcPY2LgdZAArAGuAOo6gSHNqA38CdjzG8i8jLwSFlhlLDsgvNrInI3cDdQ5vlG1XglHsvm6W92MLRjOLf1K+V3JD8Hfv8KNv4PDv4G9oKS27XsBV2vg17jy00iF7cP5fFru/LP+b/z0tJd/GV4p2q+k8ozxtT7qVFcVY+jpoSGhhIfH+/uMCqkvNFo5Smvx7EKR4J4AZhnjDlVraM5JAFJxpjfnK+/wJE4johIC2dvowVnpzdJwpG0zmgFXFCR0BjzNvA2OK5x1ECcqgExxvDovK3YrMKzN3S/8EvUbodNH8OyJyDrCIR1hIH3QduBEBwJnv5QcBrSEiF5Pez6DpY+Dsv/A32nwNCHwKf0sfx3DGjL5qQMXvtpDxe3D2Vg+/LnNKop3t7eHD9+nNDQ0HqfPFT1GWM4fvw43t7eVd5HeRfHm+PocQwE+uFINBuA1cBqY0xClQ4qshKYYozZKSIzgDNXDY8XuzgeYox5WERGAn/k7MXxV4wx/crav14cV+f7duthpv1vPU+M7saEgZHnrjx5CL66GxJXQkQsXP5PiLoEyvuSPbodfn0V4j8CnyC4+jnocXOpzU/lFTDq1VVk5xaw5P6hLr2+Ulx+fj5JSUml3guhGh9vb29atWqFh8e5Q9ArenG8zMRxQWMRX+Au4AEgyhhTpTGMIhIDvAt44jj9NQnHhfrPgDbAAeAmY8wJcfyJ9BpwFXAKmGSMKTMraOJQxeXkF3LFCz/j52lj8X2DsVmLjQnZvxo+vd1xDePqZyHmDrBUcrLCw1tg0Z8haS1E3wDXvgxeTUpsujU5g+v/+ytDO4bzzp19tAeg6pSKJo7yrnEE4ri+cabX0QvYg6OE7C9lbFomY0w8jhsKz3fBlSXjyGzTq3ospd77ZR9Jaaf5aGr/c5PGjm/gi0kQ2BomfQThVZyOo3l3mLQEfnkRfvoPHN0Bt33iuJB+nuiIQB6+qhP/Wryd+fGHuK5XRBXflVLuU96fVntwfGmfBp4CWhlj+htjHjTGlH47p1J1RGZOPm/9nMCwzk3Pva6w6zv49A5o1g3u+q7qSeMMqw2G/hXu+BJOJsE7wxw9kRJMGhRFrzZBPLHwd45l5ZbYRqm6rLz7OMKNMdcaY/5jjPnZGHO6tgJTqia8tyqRjNP5/PnKYolh/2r47E5HT2H8vAoPra2Q9pfB5KVg9YLZ18KhC0fZWC3CczdaWK8KAAAgAElEQVT0IDu3kCcWbqu5YytVS8qbcuRtEYkuZZ2fiNwlIre7JjSlqifjVD7vrkpgeNdmZ+/ZyEhyXNMIbOXoHXhXbVLDMoV3hEmLwbMJzBkNKZsvaNKhWRP+OOwiFm46xLLtR2o+BqVcqLxTVf8FHnPOJ/W5iPxXRN5zjor6FWiCYzitUnXOnNWJZOYU8MAVzt5GQS58NgEK8uCWj8HPhUNigyPPJo+5N0La/guaTLukPR2a+vPEwm1aw0PVK+Wdqoo3xtwM9AVeB1YCC3AMpe1pjHnZGKMnaVWdk1tQyOzV+7mkYzhdWzp7FUtnQHIcXPd69a9pVERQG7jjCyjIgf/dAKdOnLPa02ZhxuhuHDhxilmr9rk+HqVqSIXGHRpjsowxy40xHxtj5hljdro6MKWqY0H8IY5l5TJlSJRjwf5fYc0b0HcqdB1Te4E07eLo3aTvhy8ng/3cnsWgi8K4Oro5r/24h0PpeglR1Q+VHLCuVN1njGHWqn10ataEwReFQd4pmPcHRw/gihm1H1DkILjmedj7I/z07wtW/+OaLtiN4elvttd+bEpVgSYO1eCsTjjOjsOZTB4c5bjB7udnIW0fjHkdvNxUvLLPROg9AVb+H2w/t5BP6xBfpl3SnkWbU9ighZ9UPVCpxCEi7ikooFQlfLL2IIE+HoyOaQknEmDNf6HnbRBV+QI6Neqa56Flb5g/HTLOrYF299B2hPl78eySHdWegE4pV6tQ4hCRgSKyDdjufN1TRP7r0siUqoK07Dy+3XqYsb0i8Pawwvf/BIsHXP6Yu0NzTMt+w7tQWADzpjkmVnTy87Jx3+UX8du+EyzflerGIJUqX0V7HC8CI4DjAMaYTTiKMSlVp8yLTyav0M64vq0hcRXsWARD/gwBdaT2V2h7uPoZ2LcC1pw7TfgtfdvQJsSXZ5fswG7XXoequyp8qsoYc/C8RTrwXNUpxhg+WXuQnq0C6dK8Cfz4b2jSAi6uY1Od9RoPnUfBsifhyNk7xz1tFh4a0YkdhzOZvym5jB0o5V4VTRwHnUWdjIh4ishDOE9bKVVXbE0+yc4jmdzct7VjivQDv8LgB8HDx92hnUvEMYOupz8svO+cIbqjuregW8sAXvxhNwWF9jJ2opT7VDRxTMMx2WEEjsJKMeiMtaqOWbApGQ+rMKp7S1j+LPg3d4xkqov8wuCq/0DSOoh7r2ixxSI8eEVHDpw4xbz4C+qVKVUnVPQGwGPGmNuNMc2MMU2NMXcYY467OjilKspuNyzanMIlHcMJTI2D/aucvY2qVzlzuR7joN1lsPSJc0ZZXd6lKV1bBPD6T3u016HqpIqOqpotIkHFXgeLyHtlbaNUbVp/II2UjByu7dnScdHZJxh63+nusMomAqNedNQ1X/JwscXCfZd3YN+xbBZtTnFjgEqVrKKnqnoYY9LPvDDGpOEo6qRUnbBw0yG8PSxc2SIXdix23HDn6evusMoXEgWXPOwY/bX3x6LFw7s2o3PzJrz6424KdYSVqmMqmjgsIhJ85oWIhFBO9UClaktBoZ1vtqQwrHNTfDe9Bwj0neLusCru4ukQHAXf/h0K8wHHtY4/DevA3tRsFm/RXoeqWyqaOP4P+FVEnhKRp3BMqf6c68JSquLW70/jWFYe13YJhA1zoMu1jnob9YXNC0Y8Dak7YN2sosVXRzenQ1N/Xv9xj95NruqUil4cnwPcCBwBjgLXG2M+dGVgSlXUsh1H8bAKlxb8CjkZ0P8ed4dUeZ2uhvbDYPnTkH0McPQ67rmkPTuPZPKz3k2u6pDKzFW1A/gKmA9kiUgb14SkVOUs3X6E/lGh+Pz+KYS0hzYXuzukyhOBq56B3CxY/kzR4tE9W9I8wJu3VyS4MTilzlXRUVV/wtHb+AFYBCx2/lTKrfYdyyYhNZsxbfMcQ3BjbnN8CddH4Z2gzwRY/75jckYcd5NPGhTJr3uPsyUpw80BKuVQ0R7H/UAnY0w3Y0wPY0x3Y0wPVwamVEWcqdc9PH8ZINDzVvcGVF2X/A2sno7pUpxu7d8Gfy8bb63Y68bAlDqrwlOOAPrnjqpzlm4/QqemvgTu/ALaXwaBEe4OqXqaNIcB98LWLyBlEwAB3h7c1r8N32xJ4eCJU24OUKmKJ44EYLmI/F1E/nzm4crAlCpPZk4+6xLTGN/qCGQcdNTcaAgG3e+4gXHZk0WLJg2KxGoRrU2u6oSKJo4DOK5veAJNij2qTESsIrJRRBY5X0eJyG8isltEPhURT+dyL+frPc71kdU5rmo41u47QaHdMMy+Gqxe0Okqd4dUM7wDYchfYM9S2LcSgBaBPozuGcGn6w6ScTrfzQGqxq6iw3GfKOlRzWPfz7kz7D4LvGiM6QCkAZOdyycDacaYi3DUBXm2msdVDcSqPcfwtkGL5O/goivAq1p/y9QtfadCk5aw/D9FiyYNiuR0fiGfx51f4UCp2lXRUVXhIvK8iHwjIj+eeVT1oCLSChgJvOt8LcAw4Atnk9nAdc7nY5yvca6/3NleNXK/7jnOLS2OIpkp0O268jeoTzy8HZM07v+lqNcRHRFIbNtgPlyzXws9Kbeq6KmquTju44gCngASgXXVOO5LwMPAmak/Q4F0Y0yB83USjinccf48COBcn+Fsrxqxo5k57DySyXVe6xyjkDqOcHdINa/3nY6p4X8+28meMDCS/cdPsXzXUTcGphq7iiaOUGPMLCDfGPOzMeYuYEBVDigio4Cjxpj1xReX0NRUYF3x/d4tInEiEpeaqnfZNnSr9x4HDF3TlzvuuPYOdHdINc/DGwY/4ChKlfgLAFdFN6dZgBcf/LrfzcGpxqyiiePM1bgUERkpIr2Aqk4GNAgYLSKJwCc4TlG9BASJyJmJE1sBZ6rYJAGtAZzrA4ET5+/UGPO2MSbWGBMbHh5exdBUffHLnmP08T6EZ1YydB7p7nBcp89E8Gta1OvwsFq4vX9bVuxKZW9qlntjU41WRRPHv0QkEPgL8BCOaxMPVuWAxpi/G2NaGWMigVuAH40xtwM/4ZgPC2ACjqlNABY4X+Nc/6PRGd8avV/3Huf2kJ2OFxdd6d5gXMnDxzE8d9/PcGANALf2a4On1cKcXxPdG5tqtCo6qmqRMSbDGLPVGHOZMaaPMWZBDcfyN+DPIrIHxzWMM9OEzgJCncv/DDxSw8dV9czhjByS0k5zsX0jNO8BAS3cHZJrxd4FfuGw4nkAwpt4MbJHC75Yn0Rmjg7NVbWvzJoaIvKwMeY5EXmVEq4rGGPuq87BjTHLgeXO5wlAvxLa5AA3Vec4qmGJ23+CALJpnhEP3avU8a1fPH2h/zT48Sk4vBWaRzNxYCRfb0zmy/VJTBwU5e4IVSNTXo/jzH0WccD6Eh5K1bq4xDSGefyOmELo0IBPUxXXdzJ4+MGvrwLQs3UQPVoF8vHag1qrQ9W6MhOHMWah8+fskh61E6JS51q/P40x/tvAOwgiYt0dTu3wCXZcKN/6BaQ7bgC8rV8bdh7JZMOBNPfGphqdMhOHiCwUkQWlPWorSKXOyM4tYFvKSXrbt0DUULA2ogrGA+51/FzzBgDX9myJv5eNj37TO8lV7SrvVNVMHGVj9wGngXecjyxgq2tDU+pCmw6m08IcITA3xZE4GpOg1hB9I6z/AE6n4edlY0xMSxZtPkTGKb1IrmpPeaeqfjbG/Az0MsaMM8YsdD5uAwbXTohKnbV+fxoXW7Y5XkQOcW8w7jDoPsjPLqpNfmu/NuQW2Pl6Y5KbA1ONSUXv4wgXkXZnXohIFKB32alaF38wneE+uxzDU8M7uTuc2tesm2NCx9/ehPzTREcE0lMvkqtaVtHE8SCOehzLRWQ5jpv1HnBZVEqVYktSOn35HSIH198SsdU18D7IToUtnwOOXodeJFe1qaI3AH4LdMAxFfqZMrLfuTIwpc535GQOPtkHCCpIbZynqc6IGgrNomHNm2CMXiRXta6iPQ5wJI5OQE9gnIjc6ZqQlCrZlqQM+luctxZFNuJLbCLQ/x44+jskrtKL5KrWVbQex+PAq87HZcBzwGgXxqXUBTYnZxBr2Y3xCYawju4Ox7263wQ+IY5rHehFclW7KtrjuBG4HDhsjJmEo9fh5bKolCrBlqR0+nvsRVr1bbzXN87w8IHYSbBjMaQlEh0RSPeIQD6L08ShXK+iieO0McYOFIhIAHAUaFfONkrVGGMM+5JSaGs/CK0umNKscYqdDGKBte8AcFNsK7alnOT3QxluDkw1dBVNHHEiEoTj5r/1wAZgrcuiUuo8h0/m0Pq08/6NVo1kmpHyBEZA1zGw4UPIzWJ0z5Z4Wi18rr0O5WLlJg5nfe//GGPSjTFvAlcCE5ynrJSqFVuTT9JbdmMQiOjj7nDqjgH3Qm4GbPqYIF9PruzWjPnxyeQV2MvfVqkqKjdxOIsmzSv2OtEYs9mlUSl1nh0pJ+lt2Y09vAt4B7g7nLqjVV9o2Qt+ewvsdm7q04q0U/ks237E3ZGpBqyip6rWiEhfl0aiVBl2Hs6gt3Uv1tb6a3gOEeh/LxzfDQk/MaRDOM0DvPl8vZ6uUq5T0cRxGbBaRPaKyGYR2SIi2utQtebkoV00IVuvb5Sk23XgGwZx72G1CNf3jmD5zqMcPZnj7shUA1XRxHE10B4YBlwLjHL+VMrlcvILCcpw3vjXoqd7g6mLbF7Q6w7YuQQykrmxTyvsBr7amOzuyFQDVZGL4xZgsTFm//mPWohPKfYczaIL+7CLB4R3cXc4dVOfiWDssGEO7cL9iW0bzOdxOvGhco2KXBy3A5tEpE0txKPUBXYczqSbJJIX2glsnu4Op24KiYKLLocNs6Ewn5tiW7E3NZuNB9PdHZlqgCp6qqoF8LuILNMKgKq27UzJoLslEc9WvdwdSt0WOxkyU2DXt4zs0RIfD6ve06FcoqJ1N59waRRKleFocgLBkgkt9fpGmTqOgIBWsG4W/l2u5eruzVm06RCPjeqKj6fV3dGpBqSi06r/XNLD1cEpBWA7usXxRC+Ml81ihT4TIOEnOL6XG/u0IjO3gO+3HXZ3ZKqBKTNxiEimiJws4ZEpIidrK0jVeGWczqd17m7sWBzV71TZet8JFhusf58BUaG0DPTmax1dpWpYeTXHmxhjAkp4NDHG6O27yuUSUrPoJomcCogCTz93h1P3NWkOnUfCxrlYCnMZ0yuClbuPkZqZ6+7IVANSmUJONUJEWovITyKyXUR+F5H7nctDROQHEdnt/BnsXC4i8oqI7HHefNi7tmNW7pOQmk0nOYhpqr2NCoudDKdPwLZ5XN8rgkK7YcGmQ+6OSjUgtZ44gALgL8aYLsAAYLqIdAUeAZYZYzoAy5yvwXHzYQfn427gjdoPWbnLwSOptJJj+EZEuzuU+iNqKIReBOtm0aFZE7pHBGqBJ1Wjaj1xGGNSjDEbnM8zge1ABDAGmO1sNhu4zvl8DDDHOKwBgkSkRS2Hrdzk1KEdWMRgbdbZ3aHUHyLQZxIkrYWj2xnbK4KtySfZfSTT3ZGpBsIdPY4iIhIJ9AJ+A5oZY1LAkVyAps5mEcDBYpslOZepRsB2fKfjSbgmjkrpeStYPGDDHEbHtMRqEZ2CRNUYtyUOEfEHvgQeMMaUNUKrpBqhF8yjICJ3i0iciMSlpqbWVJjKjQrthsDsBArFBiFacLJS/EKhyyjY9DFh3jC0QxjzNyZjt+sUJKr63JI4RMQDR9KYa4z5yrn4yJlTUM6fR53Lk4DWxTZvBVxwpc8Y87YxJtYYExseHu664FWtOZR+mnYmiUy/SLB6uDuc+qf3nXA6DbYvZGzvVhzKyGHNvuPujko1AO4YVSXALGC7MeaFYqsWABOczycA84stv9M5umoAkHHmlJZq2PamZnGRJFEY2tHdodRPUZdCUBvYMIfhXZvh72Xj6w16ukpVnzt6HIOA8cAwEYl3Pq4BngGuFJHdOMrTPuNs/w2QAOzBUfP8D26IWbnB/sPHaStH8WnZ1d2h1E8WC/S6E/b9jHfmAa6Obs43W1I4nVfo7shUPeeOUVWrjDFijOlhjIlxPr4xxhw3xlxujOng/HnC2d4YY6YbY9obY7obY+JqO2blHpnJ27GIwSdC7+Gosl63g1hg44eM7R1Bdl6hTkGiqs2to6qUKlPqDgBER1RVXUBL6DAcNs5lQNtAnYJE1QhNHKrO8svYSyFWx81squp63wlZh7Hs+UGnIFE1QhOHqpOycwtomZ9Ihk9rLd5UXR1GgH9z2DBHpyBRNUITh6qT9h3L5iJJJi+4g7tDqf+sNoi5DXZ/RwefTKIjAnQKElUtmjhUnXTgaBqRchhbc60xXiN6j3fUJI+fy9herXQKElUtmjhUnZR+cDtWMQS07u7uUBqGkHaOyQ83fMjoHs11ChJVLZo4VJ1UcGQbAJ4t9B6OGtN7AqTvJzx1DUN0ChJVDZo4VJ3kneas+qcjqmpO51HgEwwb5jC2VwSHMnL4bd8Jd0el6iFNHKpOCj6VwAnPluDh7e5QGg4Pb+hxC+xYxPBID/w8rczT01WqCjRxqDonLTuPSHsSWYE6oqrG9ZkAhXn4bP+cq6Jb8M2WFHLydQoSVTmaOFSdk+gcUWXCOrk7lIanaRdo1ddxuiqmJZm5BSzbfrT87ZQqRhOHqnOO7d+OhxTiq3NUuUbvOyF1Bxd7JdAswEvv6VCVpolD1Tk5h34HICSyh5sjaaC6XQ+e/ljj53BdTATLd6ZyIjvP3VGpekQTh6pzrMd2UIgFj2Z6qsolvPwh+nrY+hXXdwugwG5YtFmnIFEVp4lD1TmBmXtItbUADx93h9Jw9Z4A+afodOwHOjdvojPmqkrRxKHqFGMMLfISSfPT+zdcKqIPNO1adE/HxgPp7DuW7e6oVD2hiUPVKYeOp9OWFArCtAaHS4k4eh3J67khIh0RtNehKszm7gCUKi55dzwRYvBtFe3uUC5gjOFUwSky8zI5mXeSzLxMsvKyOJl3krzCPPLt+WcfhfkUmkJEBJvYsFqsWMXx8LB44Ovhi6+HL/4e/vh5+OHr4UsTjyYEeQfhYfGonTfU42b44THCdn/GwPZjmbcxmQev6ICI1M7xVb2liUPVKScPbAWgaftetX7sU/mnOJh5sOhx9NRRjp46SurpVMfPU6nk2YuNPjIGWyF45YNnAVjsIICcN/2T3QJ5Nsi3Qp4H2C1lfzEHeAYQ4h1CqE8oId4hhHiH0My3GS38W9DSryUt/VsS7hOO1WKt3hv2DYEu18KmT7hh2N38+asdbDiQRp+2IdXbr2rwNHGouuXodvKx0aSl60ZUZeVlsTt9NztP7GRX2i4SMhI4mHGA7LSjhGZCWIYhNBNCczzonO/NwFwPAnMs+J3yxTvbA1tuAZa8AiQ3D6nKJIFWK3h6YLw8MX4+FPp7U+DrRa6vB6d8hEwvQ7pXIam+xzjknUS8ZxZJnllke+M4xQTYxEYzv2ZE+EfQNqAtkQGRRAVGERkYSUu/lhVPKr3vhK1fcI1tHf/wCOTrjcmaOFS5NHGoOiUoYzspHm1oU0NV/04XnOb3Y7+zKXUTW1I3c2j/71gOptDyOLQ8buicbuWykzYCM/LxyD1/6o1cLP4eWIMDsAYFYW0dhDUwCIufLxZvH8THG4u3DxYfb8TLG7Gd+bKWoi94RDAF+ZjcPExuLiYvF3tOLiY3F3vOaewnMynMzKTwZAb25JMUnnQ8KCi48M14elAYHEBOkC8nQ71IDRQO+iex03sLK3xPcSwQCq2Cp8WTNgFtiAqMomNwRzqHdKZTcCea+zW/8DRU5BAIjsR78/8Y3vUpFm1O4bFR3fC06eVPVTpNHKrOKCgo5KL8nexrejltqriPjNwM1h5ey/qDazi8dS2yK5G2hwuJOmyYcFzwzi3WQ/D2xisqEs+erbG1aI5H8xZ4tGyBR/Pm2Fq0wBYcjHjWftlaYwz27GwKjqZSkOp8HCv2/MhRgg4k0yIlhR6FhYw8s50IBaEBnAzz5XBYJnsC17LK7zs+CxWOBUITr0A6BnekU0gnOgV3onNIZy4KugiPXuPhx6e4bWQBCzbls3znUYZ3a17r71vVH5o4VJ2RsGsrHSUbiehT4W3yCvPYeHQjG7Yu5dhvK/DfnkTHJDsjU8Fmd7Sx+3rj1bkT/pd2w7NdO7zaReEZFYWtWTPEUvf+shYRrP7+WP398WoXVWo7U1BAwZEj5CUnk5+UTH5yMvlJSQQcOED4lgS6ZWQwxtnW7mnjZDM7ySE72B2wgSUhBbwbJqSG2WgT3JbOYaF0SnqJ4JAhfL4hQBOHKpMmDlVnHNnxCx2B5l0GldkuKy+LX7YtIeGHr7HFbaVjYj6XZjjWFXp5QHQXQq8dgF+3bnh37YpH69Z1MkFUl9hseERE4BERAf3OXWeMoTAtjbyEBHITEsjbl0hAQgLhCQl023IS7I6sasRORugBDgT5sC90I4PC4kkuEAa9FYaffzsiAzrSLawTAyK60TuiPR7Wal6QVw2CJg5VZ9gOrCILX5pdFHPBurzCPFat+oSD8z8lJH4f7Q4Z2gC5/p6YXr0JGngZQX0vxrtzJ8Smv9Yigi0kBFtICL6xseess+fmkpeYSN7eveTu2UtAQgLNtsfTY10K2M9cAznCCf9UksLWcCgEvg4W3gi0cTwwHHt4O1qHdSSmeWeuaN+Hi0Jb1P4bVG6l/4epOqGw0E679NXsaRJLjPXsfQxHjx3g55f+RtCKLbQ6WkgzgYz2TSm8ayiRI27AN7o7on8FV4rFywvvTp3w7lRs5FphAeb/upHv04Xcrn8kd28CAXv3ErZrF922J2I9fRrIA5KBZE74r+RwMHwbIiSF+HKiWQQe7XrSo1N/runcj9aB4W56d6o21JvEISJXAS8DVuBdY8wzbg5J1aAda7+nGyc41OEqAAoKC1j27uMEvPM10VmGI+2DOXXz1UTfNBWvZnr+vcZZbUif2/Fc9SKefV+nyeWXF60yxlCYnk7+gQPkHThIftJBrHt2Y9uzi6g9yfhkZwO7gF2c9Pmc38Lhy1BfTrRui3/0AC4eeA0Do7pitTa804WNlRhT94vVi4gVx2/mlUASsA641RizraT2sbGxJi4urhYjVNUV98KNdDz5K9a/bGf3+u85/NxztE3I4nBrP9rO+BftBl1V6X0aY7DbDYX5duwFhsIC+7mPfOeyfPuF6wpMCcvP7sOef3ZZgfO5/by2drsB5/9fxgAGjOM/xZYZx8szi4v9/ygiiEUQy9nnFosggmO5ONZZLM52zuUWi2CxWbBaBavNUvTcYrM4XwtWq/OnzXL2ee5xrD89gaXbKKzR12I9s95mwepRbNszy5zLTUYaBfv2cGzrZvZtWEthwh5CUo7hk+e4jnLaE/Y1tZHUMpyCi7oS2e8Khg25kmA/v+r8yigXEJH1xpjYctvVk8RxMTDDGDPC+frvAMaY/5TUvqqJY8OP3xP/8crSG5iy7vgtfd35n7CUuZ/K7FfO3Xs58ZW+9tw15oJ15tzXpf7KyDl7u7BZ6RFY7fnYseKZJ/hmF1JgEwo6RdKsc29EBHthGV/8F3z5n11eeqyVI0LRF6XjC/jcL1Bb0XLnOg+L44tdHG9bHP9xfALi2OGZ53LmAMWfA8ZuHA9jMHawFz03GHN2vd0OOJOkMQZ7oSn6vIp/bvYCQ2Hh2SRqL6zZ//ctFjtWi8Hq/CkUUJifS2FeDpa8PDzz8rEW5mMxBRhTQK5nIQWeBqx2xGIHChEKqLF/tEbKKwxu/89TVdq2oomjvpyqigAOFnudBPQv3kBE7gbuBmjTpmp3ASTv2Mlp62XnLjT2MrY47yv2gt93U8rzc0m5ybus9efHUPG25e3nvHRRfGXFj1HGZyLFnhc6L1Pk+QlZIZ54+jXBYqwc3J4GgMVa/Iva8cVs87Tg5Wsr9hfxhX8NW21S7Av9zPLz2hX7i7poHx6Wc45naYCnWc4kmeJJpXDPKuwL/kJhQSGF2Cg0Ho4Hzp/Ghr3o+ZnltnPbFF/m4UGhzQO7j40C48HpQi+yC30oLPQAuwcYGxgbxtiwiw27xQbS8D7r2mQObXD5MepLj+MmYIQxZorz9XignzHmTyW111NVSilVeRXtcdSX1J4EtC72uhWgJcuUUsoN6kviWAd0EJEoEfEEbgEWuDkmpZRqlOrFNQ5jTIGI/BH4Dsdw3PeMMb+7OSyllGqU6kXiADDGfAN84+44lFKqsasvp6qUUkrVEZo4lFJKVYomDqWUUpVSL+7jqCwRSQX2O1+GAcfcGE5pNK7K0bgqR+OqHI3Loa0xptwZKhtk4ihOROIqckNLbdO4KkfjqhyNq3I0rsrRU1VKKaUqRROHUkqpSmkMieNtdwdQCo2rcjSuytG4KkfjqoQGf41DKaVUzWoMPQ6llFI1qN4nDhFp6u4YSiIidbK8mYi0FZEgd8dxPhHRItWVICJt3R1DSUSkm4g84u44SiIiwe6OoSQiEuruGCqr3iYOEfEXkf8DvhGRF0TkaufyypTXc1VcLwL/E5E76sr/4M64XuD/2zvzaLumO45/vhk1SBoUITF1JUKIKBVSFCkhaUtaEsEy1BgUobWWpFViLLKw2mhVCUW7aNMGNbQaU8QQc6IEsQyRpdEWK4gM4tc/fr8rJ8+L5nr3DM/b37XOemefve+9n3fOPvu3929PcDuwQdk8NWWe412SzpP0jbKZ4BOuKyQNKZulqSTtDLwiqf79dHNS5jn+FRgp6atlM9UkqYukiXge+6GkbeN6qeVf5p7dKukMSTuWyVOPWqXhkNQHuBlfpHE48Cqx+5+V2GkTL/Q04EPgGmAXYFRZPDVJ+jowHVgL2HZle7UXLUkdgIn4czwU3x5wcKlQgKQNgKuAEcBBFWwNdQXeBkaXXVECkLQXcD+wGDgEmA0sKBVqRZ0KrA0cBqwGXAlg9pnbe+YqSdsBt0VwNP5MR5TFU69aleGIvWu2UAcAAApXSURBVDgA/gucYmYnm9lc/KbfK6lzpCv0/5LUMU7fAa4ws7FmdhvwNJ5hS2kJZbgWAy8Dl5rZUkkDJG0SBXfhyvzuesCm8Rz/CXQBni+DqYkWApfhm4d1B/aW1L5MIEntMnnI8AK6K3BKxJdpQOYAB0a+nw5sRVQAyuKqlQGR1zoCvzez2WZ2MTA/Wt9llBW1fPQv4AQzO83MZgKdgPz3fG2QWoXhkNRb0jXABEkDgffM7MVo6p0FHAdsCUyRtKGZfVxEhpXUV9Ik4GxJG0fhd22mYJwHbAzFtoSa4ZoJ3AuMkXQf8AvgUuCiIv2rGa7xwTUPWCTpOkmPAt8GvitpiqQeBXL1lnR6LWxm7wIzzexD4DpgJPEci1SWq0nteFtgU+B44ChJO0S4cK7QK2b2UqZidwPQD4r3AATblcBPJG1mZh/hlbeBmWSjgUMl9Syq1ZHhGhdc88zsOUndJF2Otzb2CvfoekUwtUSVNxySRgO3AE8A84ETgJ0i+gPgNjPraWbHAS8Av4b8M2wUuJOAZ/HNpcZLGmFmSyOzAgwACt1wqhmu8yQNA64GBEwxs12AsyP+yJK4zg8XxxDgWmC2mfUBjsLXGTuzIK6DgHuAH0s6Jq61D6OBmU0G3gUOzLTgSuFi+f45LwHPmNnz+L18BK/ll8XVDsDMlkS4Y+1akTV6SWPwsuI5YF3gQvlAkMtxt97awfkGbtyOLonrPEk1Q78Afyd7AccCS/F3s9JqDRs5zQdONrO7o5l3I+6rrxmHJzJpJwOjJHXIFN55qS+w0MwmxMtxEDBY0uyo4QP0AP4MIGkw8KyZzS+BazhuVI8ys6UAZva0pPdwt18Rao5rf9xIrAksCa7Fkh6koIIQ38/+MLxfaqKkG8xsYbRYFTXSy/CXeXLU7meY2QtlcEVcH+AsSUuBZ4DOrPgeFM4Vz9TinZyGV1TGFdyP8DZwhJk9GkZ+KvA1M7tH0mTgVyzvR3gRL6SRpJwrms1x9cJbaoZ7AzCzDyU9CWyUI0tDVPkWB96BdJ+kTma2DHgLt9orSNL2wPnArAKMBrg/srOk7eLlmI6/VPsFj/DRS5tLugPv/C3iJWqO6zVgVM1oBF9/YHfgzQKYVsY1D79fDwFDJQ2J53hqxOUuM3sAmGZmDwOzgLMiql2t0DOzx/Fn9zheS13azFcVxQU+cmkWMNrMRgI3ASflzfR/uLKF7yzgWRU/SugWYIakzpHX5+CVEnC33vqSzpQ0An+Oi6AQd1pzXF2bJpI0AB/k83LOPC2XmVXiADqtYrqpwDcz4XVwn/0TwIgcuNqv5HpXYCxwbubavsDFQDe8VvgxcB/ecVgFru64v/ePwIwKcO0HTIjzH+CtyaeAkUVxNUmzFV7obZ39HHAgMBc3vqVz4UYtG9+uClyZ65vhI5d6NpprVdki3ZPANpnwFnhr6e/AwRXiWjfy/mN55P1cnkHZAHHjfo43IzeNsJpJ0w53/dweL7OAgRE3KCeui6Kw676S+G/hTfJhEe4TD79zhMdUjGu1CDfcwLaA6/EMV5cyuJqkHQ9cHecDI59tWEGu9pm4T70vJXJ1zONe1cMWz2xL4I4It8NdpQ03sC3kErB5nA/N8741+ih7AkwHSafhNc+OuOsEizuZlbnboBvevByJtzAGR3/GQw3m6iJpfPzONvgolub0GD5+/RxJvYD+uLvqy8F8acW4ugbXzRXimgusEVwLV/K5vLmyOgfYV9L7wFC8gG6o26wBXHuTcTM3976UxJXbJNxVZcv0V3QDXgu31NP48OCqcT0DDIm4OxrNlqvKsFbAOpnzTXB306HABGD7mjVu5nPH4e6fm4Bdc+DqGn874IXa6sDP8I7RXp/xuZ8C1+PN9p0SV+vjwguVrwC34gZu58RVLlcL89j4ipYVuXIVdRT7Yz4a6pfAA8AZrOjn64m7rE4FvhTX1OTzfYBjcuDqjs8UvhMfdbFBJq5vFHLfo0kzPMtHDm6WxFUMVyZNJ2DvxFUuVyPyGLAncGRb4Sr6KHKM9SB8dMEC4ES8Q+iAWrz52OoZeAtkl7i2QhPczF40szzWp78QWIb7KXeMv7XfnI27xXYDejfhscx5Q90sias4LvjElbDEzO5KXKVztYgt0txtZle3Ia5CVWQfxxu4pR1rPs+hI5+eYj8VeB3YStJJkkbmDSVpzWA538zuBc4Fukk6OZPsRrxJ2k/SESpg4bvEVSxX00pK4iqHq6VsbZGrFOXRjOEzRnngTb3f4AZiEr7IXddM/LH4XI05wF5FNLtwgzUmE/4mXnPIco3D16J6Adg9cSWuxNX22KrKVfSRx41dqV+7Fk/Mw8A7lK4CLo7wRvhktdMKygTt4+/O+NIgq0d4NXx48KgIDwiuXIbXJq7ElbiqzVZVrrKOhrqqJJ0I/EPSeEnfAW+iKbNejflaTvfH+Qe4u2p+hF8H+pjZhAZznS7pkDjPDsmz8NU+GByXBMci3I/5n0g3Bx9v3ejhtYkrcbU5riqzVZWrcmqQNV4L+B2+PMggfPmDPxET+jLp+jcJ74gv0DY8D6uILzdwCfBvvBbQLROXHeGzET7H4VXgcGAYMU8kcSWuxPXFZ6sqV1WPRt309vgaK7UhZ5vhK572i/D6uGGZFucb4RsxPQLsm0Mm6JDhqs1Svh64JJsR8CHAfwBuifBg4EfAw8D3E1fiSlxfbLaqclX9+Nw3O25ar8y1NTLn7XCj0DvCewLHN/mOYXlkArzWcDnRsc5y3+TGwCuEMYtr+wOn536TE1fiaoNcVWarKldrOWrWdJUlaWt8c5sNgXvM7FNbo0raAl+8bmgzcZ1s+br9DVP4Iyfizcg78WbkFOC3ZrY40lyI+x+HN/P59uar7yauxJW4vsBsVeVqVfoclroHfqO74820T6w1y5t1uwPXxflAYkhaLT6PA88EDwFrRngIXps4JJOmEzAT3wiqH7BH4kpciattsVWVqzUddY+qMrM3gZvM7B28H2NsXF/G8kXEBgCdJF2Mb1Fa+2x9zZv6uBawvMMKfL+Hp4CdJK0faZbgfS3T8U2flLgSV+JqW2xV5WpN+lzDcS221cRv7CJJJ8X12l7fuwJ7AG+b2SDzWZZF6C/AAEk9zOx9vMawGG8lIWk3fAOXC8ysr5lNTVyJK3G1SbaqcrUKtWgeRxiQS4GDAST1D4s8CV/l9oKWI9alB/GtUA8PvieBHYAuET8X2MXMxiWuxJW42jRbVblahVo8AdDM/ga8I2kxvjn8OmZ2q5nNbTle3Sxv4p1c+0g6QNIm+P4dyyL+ZTN7K3ElrsTVttmqytVq1JIOEtzwnItPmDm6Jd/VyAPfUOYaYDZwYtk8iStxtWWuKrNVlavqR93DcZtK0j74sNzFLfqiBktSR7wv66OyWbJKXPUpcdWnqnJBddmqylVltdhwJCUlJSW1LZW653hSUlJSUutTMhxJSUlJSXUpGY6kpKSkpLqUDEdSUlJSUl1KhiMpKSkpqS4lw5GUlJSUVJeS4UhKSkpKqkvJcCQlJSUl1aX/AQzrLGk3RwCDAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2188,9 +1973,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/docs/tutorials/pvsystem.ipynb b/docs/tutorials/pvsystem.ipynb index aff47be7e4..569f62042f 100644 --- a/docs/tutorials/pvsystem.ipynb +++ b/docs/tutorials/pvsystem.ipynb @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -90,37 +90,37 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pvlib_abspath = os.path.dirname(os.path.abspath(inspect.getfile(pvlib)))\n", "\n", - "tmy3_data, tmy3_metadata = pvlib.tmy.readtmy3(os.path.join(pvlib_abspath, 'data', '703165TY.csv'))\n", - "tmy2_data, tmy2_metadata = pvlib.tmy.readtmy2(os.path.join(pvlib_abspath, 'data', '12839.tm2'))" + "tmy3_data, tmy3_metadata = pvlib.iotools.read_tmy3(os.path.join(pvlib_abspath, 'data', '703165TY.csv'))\n", + "tmy2_data, tmy2_metadata = pvlib.iotools.read_tmy2(os.path.join(pvlib_abspath, 'data', '12839.tm2'))" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'albedo': 0.1,\n", - " 'altitude': 7.0,\n", + "{'surface_tilt': 0,\n", + " 'surface_azimuth': 0,\n", + " 'albedo': 0.1,\n", + " 'modules_per_string': 5,\n", + " 'strings_per_inverter': 5,\n", " 'latitude': 55.317,\n", " 'longitude': -160.517,\n", - " 'modules_per_string': 5,\n", + " 'tz': -9.0,\n", " 'name': '\"SAND POINT\"',\n", - " 'strings_per_inverter': 5,\n", - " 'surface_azimuth': 0,\n", - " 'surface_tilt': 0,\n", - " 'tz': -9.0}" + " 'altitude': 7.0}" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -131,25 +131,25 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'albedo': 0.1,\n", - " 'altitude': 2.0,\n", + "{'surface_tilt': 0,\n", + " 'surface_azimuth': 0,\n", + " 'albedo': 0.1,\n", + " 'modules_per_string': 5,\n", + " 'strings_per_inverter': 5,\n", " 'latitude': 25.8,\n", " 'longitude': -80.26666666666667,\n", - " 'modules_per_string': 5,\n", + " 'tz': -5,\n", " 'name': 'MIAMI',\n", - " 'strings_per_inverter': 5,\n", - " 'surface_azimuth': 0,\n", - " 'surface_tilt': 0,\n", - " 'tz': -5}" + " 'altitude': 2.0}" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -167,24 +167,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "Text(0.5,0,'input angle (deg)')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -193,33 +183,23 @@ ], "source": [ "angles = np.linspace(-180,180,3601)\n", - "ashraeiam = pd.Series(pvsystem.ashraeiam(angles, .05), index=angles)\n", + "ashraeiam = pd.Series(pvsystem.iam.ashrae(angles, .05), index=angles)\n", "\n", "ashraeiam.plot()\n", "plt.ylabel('ASHRAE modifier')\n", - "plt.xlabel('input angle (deg)')" + "plt.xlabel('input angle (deg)');" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "Text(0.5,0,'input index')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -228,33 +208,23 @@ ], "source": [ "angles = np.linspace(-180,180,3601)\n", - "physicaliam = pd.Series(pvsystem.physicaliam(angles), index=angles)\n", + "physicaliam = pd.Series(pvsystem.iam.ashrae(angles), index=angles)\n", "\n", "physicaliam.plot()\n", "plt.ylabel('physical modifier')\n", - "plt.xlabel('input index')" + "plt.xlabel('input index');" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { + "image/png": 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Z56qYXWaAD1RRER5WiR4JFGkAadGwY7vqV/9aE3o3abxMvV00XVWzz9W0iZPdjgaMqILiYh099zzZ9jna9tLf1ffaMzqkcbV6H/mrtoZP1qGfuFCFJSVuxwQO2ksvrdPPfvagfD6/9u7drWnTjtJnP3uF+vr6dPPN12nr1rdUXFyiO+74nv7yl9Vav36dbr75O5KkBx+8X6FQSEccMU0/+ck9MgxDxcXF+ta3blck0pOc1a6r26vbb79Fra0tysvL0ze+cZMOPXSq7r//Xq1f/w91dHSooqJC3/72HSorK0/750yRBpBSbY0N2vHsrzSx8xXVyKftZSdr4unnaUa40u1ogKtM09SUE06WTjhZe/71plr++lsd0vRndf3qb3qr+qM6Yt6nFMzLczsmMlhs818Ve/PP77vfMAwd7EHWgcNPU+CwUz/weRs2vKaHHlqm8eMn6qab/lNr1rygtrZWXXTRpZo27WjdeOPX9dxzqzR//kLdf/9P1NPTrYKCQj333DP60Y/u1y233Khrr71ORx55lJYt+5k2b96k8eMnJN//979/p+bM+ZguuODTWrv2Bf3sZw/qqqu+op07t+u++34q0zR1663f1DPP/F6f+cxlB/U5DwVFGkBKxGJRbfz9oxq7d7UmytKOkpma9ImLdQwFGnifmqmHq2bqDdr15htqX/MbTa5/XnU/e1GRGRdo6kmncVEiMtaxx87UhAmTJElnnrlATz75uCoqwpo27WhJ0uTJU9Te3qaCggKdfPKp+tOf/qiamrGqqRmnioqwZs8+Tddff60++tE5+uhH5+jEE2dp7949yff/yisv6Vvfuk2SdPLJs3XyybMlSVdffY1WrHhCO3fu0Ouvb9DYETowiSIN4KBte2Wd9OIyTVardganKPyJy3XMuw61ALBv4w6fpnGH36wt6/8m3/pHVLPhIW3a+EdVnrlYFTWcnIgPJ3DYqfucNfb7TcXj9ohkePduS7btyOfzvW8HpoHZ8bPOOls/+9mDqqkZqwULFkqSLrroUp166mlas+Yv+slP7tHpp7+uuXPnv+v9+we9n+3bt6mvr0/f+tYNuvjiS3TGGR+Xz2ce9Az8UPFPXgDD1heJ6NVf/1gVL/5YfiemvdM/p6M+d9Ogk+EAfLBDj5+lcZ+7S9trzlRlbLecFbfo9WeXy7ZHpvwAqfLaa6+osbFBtm1r5cqndNJJp+z3ucccM1MNDQ166aV1+uhHT5ckLV78WfX0dOvTn75En/70Jdq8edOgtzn22Jl67rlVkqR16/6u7373Nr3yynrNnHm8zj33Qo0fP0Fr1rwwYt87zEgDGJbdmzcqunqpDlGrtpacoMNrP6+8wgK3YwEZKxAIavrCi9W0e7aaV96nCdse16aHXtH4c69W8QhcNAWkQkVFWN/5zs1qbGzQiSeepBNPPEm//OVD+33+nDlnqL29XcFgYhenq676im677Rb5fD4VFBToG9+4cdDzr7nm67rrru/o8cd/23+x4Y0qKirS9ddfq0WLLpIkHX74kYOWg6ST4YzU3HcaNDd3ybYzNr7rwuFiNTZ2uh0jq+TKmL7+7HLVbF2uHuUpcvxlOvSE/c84HIxcGc+RxJimVrrG07ItvbHyMY19+/fqUb6s2Vdq4lHHpPzjeBFfo0NXV7dD1dUTP/B5I7W046WX1umnP12qH/946Qc+13EcxWIxXXPNV7Rkyf+nww8/Iu35hmJfY2qahsrLi/b5fJZ2ABiyWDSqVx/+oSZse1x7A+NU8qlb01aigVzmM32avuBT6pnzNdkyVfLCD/XPZx5zOxaQMs3NzTr77Hk66qijPVOih4OlHQCGpLujQ28/epcOsXdr6+iTdfR5X5DPzxHeQDqNO2Kausbcqp2/+6Em7nhSr/6mSUdfcIV8Jt978J7jjjtBxx13wpCeW1FRoZUr/5jmROnHjDSAD9Te2KC6X9+iKmuvdh12sY751FWUaGCEFI0q1WGLrtfWopk6pHWN3vjl9xSLRt2OBUAUaQAfoGnPLrU99h2VOu1qPv4LOvL0M92OBOQcvz+g6Rf/m7ZVfVyTejdq87K7KNOQZMhx2NklVYZz2SBFGsB+tdbXq3vFd5WvXnWd+m+shwZcZJqmZpxzubaPX6gJsbco01AwmKe2tibF47ER2zc5WzmOo+7uDvn9wQ/1dqyRBrBPnS3Nalt+p4rVo+7Z/5YzOwYAXjd9/oXa8Htp0tv/p02/+p6mXf4N1kznqNGjw+rqaldLS71s29rv80zTZE/yIfD7gxo9Ovzh3iZNWQBksL5IRHW/+67KnQ61feSLOoQSDXjK9PkX6rUVUU3eu0r//O1SHfPpL7kdCS4wDEPFxaUqLi494PPYUjB9WNoBYBDbtrX50R+q0q5X49GX6ZCZJ7odCcA+HH3WxdpafLwOafu7Nvz+t27HAXISRRrAIP988hea1LdJO6o/rsNPPcPtOAD2wzRNHf2pL2tnYIrG73xK215d73YkIOdQpAEkvbX+b5pY/0dtz5+mo2svdTsOgA/g8/s06YJ/V7uKFfzbg2pvbHA7EpBTKNIAJEkdzU3KX/cztRijNfX8q2Wa/HgAMkFhSYn8H/uK8tWnvU/eIyu+/4vOAKQWr5QAZNu2di2/V3nqU+iMLyqvsMDtSAA+hLFTD9eeQ87RWGuX3lj5G7fjADmDIg1AG1f/XuPj27R7/HzVTD3c7TgAhmHaxxdqZ2Cyxu5+VvU7trkdB8gJFGkgx3U0N6niX09qjzlG08483+04AIbJNE3VLPiiYvKp/dn7ZR1gX2EAqUGRBnLcjqceVFAxlXzsCg51ADLc6KoqNU09R2PsOm18/im34wBZjyIN5LBtr6zTpN6N2hmerTGHHOp2HAApcOTp87XHHKPyrU+ru6Pd7ThAVqNIAznKsi3F//GoOpxCHT7/YrfjAEgR0zRV+NHLVaBebXn6F27HAbIaRRrIUW/+aZWqnQa1TV2gvHx26QCyybjDp2lH8bGa2L5ejbt2uh0HyFoUaSAHxWJRFW9+SvUK64jTz3Q7DoA0GP/xi2XL0N7Vj7odBchaFGkgB21evVKlRpecY87mAkMgS42uqtbbo07QxO7X2Q4PSBOKNJBj4vGYirY+p3qFNeXEU92OAyCNJn3i04rLp4Y/MSsNpANFGsgxm//ynMqMDllHzecYcCDLjaqo0K7S4zU+sknNe/a4HQfIOryKAjnEtm2F/vWcGjVah548x+04AEbA2I/WSpJ2vfCky0mA7EORBnLIjg2vqFLNikw+nbXRQI6oqBmnt/MOU03revV0dbkdB8gqFGkgh3S98owiTlBTZn/S7SgARlDpRxYqz4jprT//3u0oQFahSAM5orW+XuN7N2vv6JnsGw3kmPFHTledUanCXWtl27bbcYCsQZEGcsTOtc/IZziqOXmB21EAuKBvwiyF1aLdb77udhQga1CkgRxg27ZGNazXbnOswuMnuh0HgAsmn/wJRR2fWl9+3u0oQNagSAM5YNfG11WudsUnnuR2FAAuKSwp0e6CIzSm83X1dve4HQfIChRpIAe0vvZHxRyfJp90uttRALio6Kg5yjNi2rb+BbejAFmBIg1kuVg0qqqO17U771AVlpS4HQeAiybOOF6dTr6srf9wOwqQFSjSQJbb8do6FRp9Ck2d5XYUAC7z+X1qLDlSNX1bFelmT2ngYFGkgSzXvfkf6nP8mjiTIg1AKjnyFAUMS9vX/dXtKEDGo0gDWcyyLVV0vqm60GSF8vPdjgPAAybMmKkOp0DWtnVuRwEyHkUayGK73vinSowemROPczsKAI/wmT41F01VVd92xaJRt+MAGS2tRXrFihVasGCB5s6dq2XLlr3v8ddff10XXHCBzj77bF111VXq6OhIZxwg57Rt/Lssx9DE409xOwoAD8mbfKzyjJje3vCy21GAjJa2Il1fX6+7775bDz/8sJ544gk98sgj2rJly6Dn3HbbbVqyZImefPJJTZ48WQ8++GC64gA5qaj1TdX5a1RYMsrtKAA8ZPwxJyrumOp86yW3owAZLW1Fes2aNZo1a5ZKS0tVUFCgefPmaeXKlYOeY9u2uru7JUmRSER5eXnpigPknPamJlWqWdGKI9yOAsBj8guLVOcfp5K2N92OAmS0tBXphoYGhcPh5O3KykrV19cPes5//ud/6sYbb9Ts2bO1Zs0aXXzxxemKA+Sc3RsS+8SOPnymy0kAeFG8+mhVqE1Nu952OwqQsfzpese2bcswjORtx3EG3e7t7dUNN9yghx56SDNmzND//u//6hvf+IaWLl065I9RXl6U0sy5KBwudjtC1vHKmDp731C3E9Ixp3xEPp/P7TjD5pXxzCaMaWpl6nhOOekUWY89rfZt/9SRM6e5HWeQTB1TL2NM0yNtRbq6ulrr1r2ztU5jY6MqKyuTtzdv3qxQKKQZM2ZIki666CL98Ic//FAfo7m5S7btpCZwDgqHi9XY2Ol2jKzilTG1bVulnW+pMW+SWlp63I4zbF4Zz2zCmKZWJo9nXlmN6p08dW//pxob57sdJymTx9SrGNODY5rGfidv07a045RTTtHatWvV0tKiSCSiVatW6bTTTks+PnHiRNXV1Wnr1q2SpOeff17Tp09PVxwgpzRs35bY9q7GW7NMALzDNE01hyZodM8O2bbtdhwgI6VtRrqqqkrXXHONFi1apFgspgsvvFAzZszQ4sWLtWTJEk2fPl133HGHvvrVr8pxHJWXl+v2229PVxwgpzRt2aBCSeVT+ccpgP1zqg5T6dub1bJntyrGjXc7DpBx0lakJam2tla1tbWD7nvggQeSf54zZ47mzJmTzghATrLrt6jbyVPlhEluRwHgYRWHHSO9/X+q3/QKRRoYBk42BLLQqJ6dag6OlWnyLQ5g/6omT1G3kydr7ya3owAZiVdZIMu0NzWpzOiQVX6I21EAeJxpmmoOjlVJZJfbUYCMRJEGskzdm69JkkZNPsrlJAAygVU2SeVqV1d7m9tRgIxDkQayTO/uNxVzTI057Ei3owDIAIXjpkqS6v71hstJgMxDkQayTKjjbTWZYQVDIbejAMgA1VOnyXaknl3/cjsKkHEo0kAWsWxL5VajIkVj3Y4CIEMUlpSoxRgtX+sOt6MAGYciDWSR5rffVp4Rk69ikttRAGSQzvyxKovu4WAW4EOiSANZpHnHZknS6IlTXU4CIJMYFZNUZPSqrb7O7ShARqFIA1kkWr9NccdU5aQpbkcBkEGKahLbZTbvfMvlJEBmoUgDWSTYsUtNZrkCwaDbUQBkkMrJh0qSInXb3Q0CZBiKNJAlbNtWWbxBkYIat6MAyDCFJSVqc4pktO12OwqQUSjSQJZob2xUgdEno2y821EAZKCOYKWK+urdjgFkFIo0kCWad22TJBVWTXA5CYBMFC+p0WinTdHeXrejABmDIg1kiUj9TklS+YRDXE4CIBMFwxPkMxw17NjqdhQgY1CkgSzhtO1RjxNScVmZ21EAZKDRExIXHHbsokgDQ0WRBrJEqKdebb5ymSbf1gA+vIpx4xV3TMVa9rgdBcgYvOICWcC2bZVazeorqHQ7CoAM5fcH1GaUyNfFBYfAUFGkgSzQ2dykAiMqo3Ss21EAZLDuQLkKYy1uxwAyBkUayALNOxM7dhRUsfUdgOGziqpU6rQrHo+5HQXICBRpIAv0NO6SJI0eO9HlJAAymX/0GPkNWy17OZgFGAqKNJAFrI4GxRyfRlWyRhrA8BX1/1arbfdOl5MAmYEiDWQBX3eT2o0S+Uyf21EAZLCy8YnfavU2MiMNDAVFGsgCBbFW9QRGux0DQIYrLh2tbickdbJzBzAUFGkgw9m2rVFOh+L5FW5HAZAFOs1RCkSa3Y4BZASKNJDhOpqbFDTiMkexPhrAwesNjlZBvN3tGEBGoEgDGa51T2LHjryyapeTAMgGdkG5StQlK265HQXwPIo0kOEiTYnjfEdVj3M5CYBs4CsJy2/YamtgnTTwQSjSQIaLtdXLdgyNHlPjdhQAWSC/PPHbrY4Gdu4APghFGshwZneT2lWkQDDodhQAWaC4aowkqaeJGWngg1CkgQwXjLapx1/idgwAWWJ0VY1sR4p3NLgdBfA8ijSQ4QqtDucouJgAACAASURBVEWDpW7HAJAlAsGgOlUoo5st8IAPQpEGMpgVt1SkHjn5FGkAqdPlG6VQX4vbMQDPo0gDGay9qUE+w5GvuNztKACySCxUqnyry+0YgOdRpIEM1tl/MVCoNOxyEgDZxM4rVbG6ZdnsJQ0cCEUayGA9LYmLgQrLONUQQOqYRWXyG7a6W1vdjgJ4GkUayGCx9sTFQKOqONUQQOoES8okSR2N7NwBHAhFGshgTneL+hy/8ouK3Y4CIIsUlCWWi/W0NrqcBPA2ijSQwXy9beo0imWafCsDSJ2i/uVi0fYml5MA3sarL5DBQrF2RfzMRgNIrZLyClmOIauLLfCAA6FIAxmswO5SPDjK7RgAsozP71OXCmRE2t2OAngaRRrIUFbcUqEicvIp0gBSr8csUiBKkQYOhCINZKju9lb5DEdmAacaAki9aKBEeVan2zEAT6NIAxmqsyWx9V2giCINIPWsvFEqdjjdEDgQijSQoSL9e0iH+vd7BYBUMvJHKWTE1dvd43YUwLMo0kCG6utInDhWWEaRBpB6vsLEb7s6W9kCD9gfijSQoayuNklScVmFy0kAZKNgcaJI97SxBR6wPxRpIEM5kY7EqYaFRW5HAZCF8kpGS5J621tdTgJ4F0UayFBmX4e6VeB2DABZqrA0sWws1t3mchLAuyjSQIbyxzrV6yt0OwaALFVUVi5JsrrZSxrYH4o0kKHyrG7F/CzrAJAewVBIESco9Xa4HQXwLIo0kKEKnB5ZoWK3YwDIYj1GgXx97CUN7E9ai/SKFSu0YMECzZ07V8uWLXvf41u3btXll1+us88+W1dccYXa2/n1ETAUsWhUBUafDI4HB5BGvWaBAnGKNLA/aSvS9fX1uvvuu/Xwww/riSee0COPPKItW7YkH3ccR1/60pe0ePFiPfnkkzryyCO1dOnSdMUBskpXa2I7KjO/xOUkALJZLFCkkN3tdgzAs9JWpNesWaNZs2aptLRUBQUFmjdvnlauXJl8/PXXX1dBQYFOO+00SdIXv/hFXXrppemKA2SVno7Eb2/8BRRpAOljB4tV4ETcjgF4VtqKdENDg8LhcPJ2ZWWl6uvrk7d37typiooKXX/99TrvvPN08803q6CArbyAoejrTBTpYBFFGkAa5RUr34gqFo26nQTwJH+63rFt2zIMI3nbcZxBt+PxuF588UX98pe/1PTp0/WDH/xAd955p+68884hf4zycnYsOFjhMBerpdpIjOlOu1eSVDm2Kuv/DrP983MDY5pa2TyeBaNKpUYpZMZUHi4fsY+bzWPqFsY0PdJWpKurq7Vu3brk7cbGRlVWViZvh8NhTZw4UdOnT5ckLVy4UEuWLPlQH6O5uUu27aQmcA4Kh4vV2NjpdoysMlJj2tHcpNGSYk4oq/8O+RpNPcY0tbJ9POO+fEnS7h17ZPtHZt/6bB9TNzCmB8c0jf1O3qZtaccpp5yitWvXqqWlRZFIRKtWrUquh5akmTNnqqWlRZs2bZIk/eEPf9BRRx2VrjhAVrEiiavoC0tLXU4CIJsFCxPLx3q72Esa2Je0zUhXVVXpmmuu0aJFixSLxXThhRdqxowZWrx4sZYsWaLp06fr3nvv1Y033qhIJKLq6mp997vfTVccILv0danP8as4FHI7CYAsFipKbLEZpUgD+5S2Ii1JtbW1qq2tHXTfAw88kPzzMccco9/+9rfpjABkJSParYjy3I4BIMvllSRmpGM9LAsA9oWTDYEM5I/1qM/IdzsGgCxXOCqxfMyOUKSBfaFIAxnIb/Uo5qNIA0ivUH6B4o4ph2PCgX2iSAMZKGRHFPez7zqA9DJNUz3Kk9HH6YbAvlCkgQyUp17ZwZHZigpAbusz8mTGKNLAvlCkgQwTj8eUp6gUokgDSL+oma+AxTHhwL4MqUh///vfT3cOAEPU09Eh05DMPE6pApB+cX+BgjZFGtiXIRXp1atXpzkGgKHqaW+TJPkLKNIA0s8OFCjk9LodA/CkIe0jPW7cOH3+85/Xcccdp8LCd36d/LnPfS5twQDsW29nuwolBQop0gDSzwkWKl99sm1bpsmKUODdhlSkS/uPId69e3dawwD4YNGexDZUwYISl5MAyAVGqEB+w1a0r1d5+ewWBLzbkIr0HXfcIUnq6OhQSQkv3oCb4pHE1fOhoiKXkwDIBWb/hc2Rjk6KNPAeQ/odzbZt27RgwQKdddZZqq+v1/z58/XWW2+lOxuAfbD6eiRJeSztADACfHmJ8tzXzaEswHsNqUjfeuutuuGGG1ReXq6qqipddtll+uY3v5nubAD2welNzEjnMyMNYAQE8hM/a/p6OCYceK8hFem2tjadeuqpyduXXnqpurr4lyngBicWUcwxFczLczsKgBwQKEgs7Yj1cCgL8F5Dvvy2r69PhmFIkhobG2XbdtpCAdg/IxZRn4JuxwCQI4IFiRnpWC9FGnivIV1seMkll+iKK65Qc3Ozvv/97+upp57SF77whXRnA7APRiyiPiPkdgwAOWLgegwrQpEG3mtIRfrCCy/UxIkTtXr1asXjcd16662DlnoAGDk+q1cxijSAEZJfVKyYJLv/QmcA7zhgke7q6lJRUZHa2to0depUTZ06NflYW1tbcn9pACPHb/UqbrI+GsDICObnqdcx5EQp0sB7HbBIX3755Xr88cc1a9as5PpoSXIcR4ZhaOPGjWkPCGCwgBNV1DfK7RgAcoRpmupVUIpF3I4CeM4Bi/SFF14oSXr22Wc1fvz4EQkE4MCCTp86/cxIAxg5UQVlUqSB9zngrh2/+MUv5DiOlixZMlJ5AHyAPEXlBPPdjgEgh0SNPJlWr9sxAM854Iz05MmTdeyxxyoej+u4445L3j+wtOOll15Ke0AA74jFogoacSlAkQYwcuK+kPwUaeB9Dlik7733XtXV1Wnx4sVaunTpSGUCsB+9nYmTxcxQoctJAOSSuC9PBdEWt2MAnnPAIt3T06Oamhr99Kc/VSjEdluA23q7u5QnycwrcDsKgBxi+/MU7OtzOwbgOUPatWPOnDkyDEOO4yQfY9cOYOT1dXcrT5I/nxlpACPH8RcopKjbMQDPOWCRfvzxxyVJmzZtGpEwAA4s2p1Y2hGkSAMYScE85RkxWXFLPr/P7TSAZxywSD/xxBMHfONzzz03pWEAHFgsmth+KpBHkQYwcoz+C5z7eiMqKCpyOQ3gHQcs0itXrpQkNTY2auvWrZo1a5b8fr/+/ve/68gjj6RIAyPM7ktcNR/IZ9cOACPHDCb2ro9GeijSwLscsEjfd999kqQrr7xSd999tyZMmCBJ2rNnj2666ab0pwMwiNWXmJEOcrEhgBE0UKT7erpdTgJ4ywEPZBmwd+/eZImWpJqaGtXV1aUtFIB9s6OJGelQIUs7AIwcX17it2CxCKcbAu92wBnpAeFwWPfcc4/OO+88SdIjjzzCkeGAC5x4f5HOY2kHgJET6D9NNdbb43ISwFuGNCN955136s0339Q555yj8847T7t379btt9+e7mwA3ivWp6jj56p5ACPK37+cLN7HjDTwbkOaka6srNS9996rXbt2ybIsTZw4Md25AOyDEe9VdGjftgCQMgMXOFOkgcGG9Iq8fft2feUrX1FDQ4Mcx1Fpaanuv/9+TZkyJd35ALyLEe9TTAG3YwDIMaH8xIy01b9zEICEIS3tuPXWW/WFL3xB//jHP7Ru3Tp96Utf0i233JLubADew7SiihlBt2MAyDHBgkSRdqIUaeDdhlSkm5ubkxcaStIFF1yg1tbWtIUCsG+mHVXcpEgDGFkDM9J2jCINvNuQirRlWWpra0vebmlpSVsgAPvns6OyKNIARlggGFTcMSWKNDDIkNZIX3bZZbrooos0f/58GYahp59+Wp/97GfTnQ3AewScqKJmidsxAOSgqAJSnCINvNuQivRFF12kwsJCrVq1SpK0aNEifeQjH0lrMADv53disn0ht2MAyEFRBWTEo27HADxlSEX6zjvv1C9/+UsVFRVJkl588UX9+Mc/1tq1a9MaDsBgQcXk+FnaAWDkxYyATKvP7RiApwypSK9atUp/+ctfNHr06HTnAXAAQcUkf57bMQDkoLgRlGkzIw2825AuNpw0aZJKSliXCbgpFo3Kb9hSgCINYORZZlA+ijQwyJBmpC+//HJddtllOumkk+T3v/MmV199ddqCARist6dHkmRSpAG4wDKDCsZ63I4BeMqQivTSpUtVVFSkzs7OdOcBsB/Rnh4FJRlBijSAkef4QwpEmZEG3m1IRToSiehXv/pVurMAOIBob6JI+0IUaQAjz/aFFFDM7RiApwxpjfTkyZO1adOmdGcBcACxSESS5GNGGoAb/CEFFXc7BeApQ5qR3rt3ry688EKNHTtWweA7W2+tWLEibcEADBbvTaxNDOTlu5wEQE4KhBQ04rLilnx+n9tpAE8YUpH+j//4j3TnAPAB4tHEiWL+EEUawMgz/InDoKJ9EeX7i1xOA3jDkIo0pxgC7rNiiYMQ/EFONgQw8oxA4mdPrLdX+YUUaUAa4hppAO6z+6+WD3CxIQAXmP2nqkZ7e11OAngHRRrIEE48MSMdCDEjDWDkmf2/DYv3cUw4MCCtRXrFihVasGCB5s6dq2XLlu33eatXr9bHPvaxdEYBMp4d65+R5mJDAC7wDSztiEZcTgJ4x5DWSA9HfX297r77bj322GMKBoO6+OKLddJJJ+nQQw8d9Lympibddddd6YoBZA9roEgzIw1g5L0zI82hLMCAtM1Ir1mzRrNmzVJpaakKCgo0b948rVy58n3Pu/HGGzlqHBgCJx6V5RgKBIIf/GQASLFA/x72Vow10sCAtBXphoYGhcPh5O3KykrV19cPes7Pf/5zTZs2Tcccc0y6YgDZIx5TLH2/RAKAA/L1nyNhsUYaSErbq7Jt2zIMI3nbcZxBtzdv3qxVq1bpoYceUl1d3bA+Rnk52+8crHC42O0IWSddY+o3LMXlz7m/s1z7fEcCY5pauTKeva2jFZMU8jtp/5xzZUxHEmOaHmkr0tXV1Vq3bl3ydmNjoyorK5O3V65cqcbGRl1wwQWKxWJqaGjQJZdcoocffnjIH6O5uUu27aQ0dy4Jh4vV2Njpdoysks4xtaK9ismfU39nfI2mHmOaWrk0nj29jgKSujq60vo559KYjhTG9OCYprHfydu0Le045ZRTtHbtWrW0tCgSiWjVqlU67bTTko8vWbJEzzzzjJYvX66lS5eqsrLyQ5VoINeYVkyWwdIOAO4Y2HrTibG0AxiQtiJdVVWla665RosWLdK5556rhQsXasaMGVq8eLE2bNiQrg8LZC3TjslijTQAlwTyE1tvOnF27QAGpPVVuba2VrW1tYPue+CBB973vHHjxukPf/hDOqMAGc90YrJMijQAdwRCIcX0zuFQADjZEMgYph2TbQTcjgEgR/lMn2KOT7JibkcBPIMiDWQInxOXbVKkAbgnJr/E0g4giSINZAiKNAC3xeWXYVGkgQEUaSBDBBSX46NIA3BPTH4ZLO0AkijSQIbwU6QBuMwy/DJtijQwgCINZAi/4pIv6HYMADmMIg0MRpEGMoBt2woaluSnSANwj2UGZDoUaWAARRrIALG+xL6tBks7ALjINgPy2XG3YwCeQZEGMkB0oEj7Qy4nAZDLbDMgn5iRBgZQpIEMEOuNSJKMAEs7ALjHMQPyO8xIAwMo0kAGiPfPSJsBZqQBuMgXkE+W2ykAz6BIAxkg1peYkfYxIw3ARY7pl58iDSRRpIEMEI8mThJjRhqAq3wBijTwLhRpIANY0cTSDl+QIg3ARaZfPlmybdvtJIAnUKSBDBCP9kqSfEGWdgBwkS8g05CsOBccAhJFGsgITjyx3ZSfNdIAXDSwl32sf7kZkOso0kAGsKxEkeZiQwBuMvyJIh3vX24G5DqKNJABnBgz0gDcZyaLNDPSgESRBjKC0z8j7Q9xsSEA9xg+vyQpHmNGGpAo0kBGcPov7GFpBwA3DWzBaUU5JhyQKNJARhiYkQ5QpAG4yPAzIw28G0UayADvLO0IuJwEQC4b+K2YHWP7O0CiSAOZwY7Ldgz5/RRpAO7x9f8Msti1A5BEkQYygxVXnG9XAC4z+2ekrThrpAGJIg1kBjuuuHxupwCQ4wa24LTjbH8HSBRpICMYVkwWRRqAy5JrpJmRBiRRpIHMYMcp0gBcl5yRjlGkAYkiDWQEw47LMijSANw1cCiUY7G0A5Ao0kBGMOy4bGakAbhsYGnHwCFRQK6jSAMZwHQsWYbf7RgAclwg1F+kmZEGJFGkgYxgOHHZLO0A4LJA/xHhspiRBiSKNJARTMeSzYw0AJf5/D5ZjpE8bRXIdRRpIAOYjiWHIg3AA+LyMSMN9KNIAxnA58RlmyztAOC+uHySzYw0IFGkgYzAjDQAr7Dkk8GMNCCJIg1kBJ8sOSZFGoD7LPlkMCMNSKJIAxnBJ0vyUaQBuM8y/DJsy+0YgCdQpIEM4GdGGoBHWPLJcJiRBiSKNJAREjPSAbdjAIBswyeTGWlAEkUayAh+2RIz0gA8wDZ8MkSRBiSKNOB58XhMpuHIYI00AA9wDJ8Mx3Y7BuAJFGnA42J9fYk/UKQBeIBj+GQ6zEgDEkUa8Lx4LHFRj8EaaQAeQJEG3kGRBjwu3heVJBl+ijQA9zmGT6ZY2gFIFGnA86xYokibzEgD8ADHZEYaGECRBjwuHu/fr9XPGmkA7nNMZqSBARRpwONsKy5JMtn+DoAXmP7E3vYAKNKA19mxRJE2mJEG4AGOYcrHjDQgiSINeJ5lJZZ2MCMNwBNMP0s7gH4UacDj7HjiV6jMSAPwBJZ2AElpLdIrVqzQggULNHfuXC1btux9jz/33HM655xzdPbZZ+vLX/6y2tvb0xkHyEhO/8WGPg5kAeAFpk8+2bJtZqWBtBXp+vp63X333Xr44Yf1xBNP6JFHHtGWLVuSj3d1delb3/qWli5dqieffFKHH364fvSjH6UrDpCxbLv/YkNmpAF4gemTaUi2zaw0kLYivWbNGs2aNUulpaUqKCjQvHnztHLlyuTjsVhMN998s6qqqiRJhx9+uPbu3ZuuOEDGsq3Ei5XJjDQADzD6fxZZ/RdCA7ksbUW6oaFB4XA4ebuyslL19fXJ26NHj9YnP/lJSVJvb6+WLl2qT3ziE+mKA2SsgaUdJicbAvAAo//C53gs5nISwH1pm+KybVuGYSRvO44z6PaAzs5OfeUrX9ERRxyh884770N9jPLyooPOmevC4WK3I2SdVI/pjqBPklRWVpyTf1+5+DmnG2OaWrk2nqGCPEnSqOKgRqfpc8+1MR0JjGl6pK1IV1dXa926dcnbjY2NqqysHPSchoYGXXHFFZo1a5auv/76D/0xmpu7ZNvOQWfNVeFwsRobO92OkVXSMabdXd0qk9TVE8u5vy++RlOPMU2tXBzPaDzxutvY0K64kZfy95+LY5pujOnBMU1jv5O3aVvaccopp2jt2rVqaWlRJBLRqlWrdNpppyUftyxLX/ziFzV//nzdcMMN+5ytBiA5yTXSLO0A4D7DTPwssuIs7QDSNiNdVVWla665RosWLVIsFtOFF16oGTNmaPHixVqyZInq6ur0xhtvyLIsPfPMM5Kko48+Wrfddlu6IgEZyem/Mt4X4GJDAO4zfInlZhRpII1FWpJqa2tVW1s76L4HHnhAkjR9+nRt2rQpnR8eyAqOlbgy3hdgRhqA+wYufKZIA5xsCHie07+PNAeyAPACs39G2o6z/R1AkQa8bmBpBweyAPCA5D7SzEgDFGnA6waWdvgDQZeTAIBk9C/tYEYaoEgD3mdbsh3J5/e5nQQAksvMHIo0QJEGPM+2ZPOtCsAjBi42tC2KNMCrM+B1tiWLb1UAHmH2/3bMslgjDfDqDHidQ5EG4B2+/sOhnLjlchLAfbw6Ax5n2HGWdgDwDLN/T3vbZkYa4NUZ8DrbkiUuNATgDcmtOLnYEKBIA57n2MxIA/AMHxcbAkm8OgMeZ9hx2QbfqgC8wd+/tMOxWSMN8OoMeJzh2LJZ2gHAI3wDRZoZaYAiDXid4bCPNADvGNi1QxRpgFdnwOsMx5JjMCMNwBt8wf6TDVnaAVCkAa8zHIs10gA8Y+CIcNnMSAO8OgMeZzIjDcBDTNNU3DFZ2gGIIg14nuHYzEgD8BRLpsTSDoAiDXid6djMSAPwFFum5FCkAYo04HGmWNoBwFuYkQYSKNKAx5liRhqAt9gyZTAjDVCkAa8zHUsyKdIAvMOWKdm22zEA11GkAY9jRhqA1zAjDSRQpAGPM2UzIw3AU2zDlBxmpAGKNOBxPi42BOAxDjPSgCSKNOB5PmakAXgMSzuABIo04HEs7QDgNY7hk8HSDoAiDXidTw5FGoCn2IZJkQZEkQY8zbItmQZFGoC3JNZIU6QBijTgYVYsLkkyuNgQgIc4hilDFGmAIg14mB3vv5jHR5EG4B2OYSYOiwJyHEUa8DDLikliRhqAt3CxIZBAkQY8zIonlnbI53c3CAC8i2OYiR2FgBxHkQY8zLYSvzo1uNgQgIc4ho8iDYgiDXjawMWG7NoBwFPY/g6QRJEGPM22+3ft4GJDAB7CjDSQQJEGPGxgjbTJjDQALzFZIw1IFGnA02xrYEaaiw0BeAcz0kACRRrwMIeLDQF4kemTjyINUKQBL3tnRpoiDcBDmJEGJFGkAU8b2P7OpEgD8BKTIg1IFGnA0+zkxYaskQbgIaYpnxy3UwCuo0gDHsbSDgCeZPpkGo4s23I7CeAqijTgYU7/i5TpZ0YagHcYRuIf93acIo3cRpEGPIw10gA8qX8noeTpq0COokgDHuYkizQz0gC8Y2BLTsuiSCO3UaQBD0su7aBIA/CS/p9JdjzmchDAXRRpwMMcLjYE4EGGmagPlsUaaeQ2ijTgYXb/jLSPiw0BeIk5MCPN0g7kNoo04GEDa6R9LO0A4CEDvyVjjTRyHUUa8DK7/0AWZqQBeIjZf7GhzdIO5DiKNOBhjp04gtfHGmkAHmL4WNoBSGku0itWrNCCBQs0d+5cLVu27H2Pb9y4Ueeff77mzZunG264QXG+IYHBrIEZ6YDLQQDgHQMXG9os7UCOS1uRrq+v1913362HH35YTzzxhB555BFt2bJl0HOuvfZaffOb39Qzzzwjx3H06KOPpisOkJEchzXSALwnOSPN0g7kuLS9Oq9Zs0azZs1SaWmpJGnevHlauXKlrr76aknS7t271dvbq2OPPVaSdP755+uee+7RJZdckq5IB822bW1/db2iXR1uR0mJnQVB9fRE3Y6RVVI9pkbrLkmSL0CRBuAdA6ettm5+Wd1N9Sl937w2pV62jOmomgkaM2Wq2zEGSdurc0NDg8LhcPJ2ZWWlXnvttf0+Hg6HVV//4b4Zy8uLDj7oh1C/c5fKX/yJTMMZ0Y+bTqPdDpCFUj2mESeoidWlObtOOhwudjtC1mFMUysXx7N97BjpZWly/fNSanu0JF6b0iEbxrRl4yiFZ/3U7RiDpK1I27YtwzCStx3HGXT7gx4fiubmLtn2yJVaM3+UrLNvU3dX54h9zHQqGZWvjvaI2zGySjrGtKisXC0tPSl9n5kiHC5WY2N2fL95BWOaWrk6nqNqDlHTglsVjaT+ZxOvTamXLWNaFq5y5fvNNI39Tt6mrUhXV1dr3bp1yduNjY2qrKwc9HhjY2PydlNT06DHvapsTI3bEVImV18A0okxBZArKsaNT8v75edo6jGm6ZO2iw1POeUUrV27Vi0tLYpEIlq1apVOO+205ONjx45VKBTS+vXrJUnLly8f9DgAAADgZWkr0lVVVbrmmmu0aNEinXvuuVq4cKFmzJihxYsXa8OGDZKk733ve7rjjjt05plnqqenR4sWLUpXHAAAACClDMdxMvbKuZFeI51t+FVP6jGmqcV4ph5jmlqMZ+oxpqnHmB6cA62R5mRDAAAAYBgo0gAAAMAwUKQBAACAYaBIAwAAAMNAkQYAAACGgSINAAAADANFGgAAABgGijQAAAAwDH63AxwM0zTcjpDxGMPUY0xTi/FMPcY0tRjP1GNMU48xHb4DjV1Gn2wIAAAAuIWlHQAAAMAwUKQBAACAYaBIAwAAAMNAkQYAAACGgSINAAAADANFGgAAABgGijQAAAAwDBRpAAAAYBgo0gAAAMAwUKRzyA9+8AP96Ec/St5+8cUXddJJJ+mcc87ROeeco+uuu06SFI1Gde2112r+/Pk677zz9NZbb7kV2fPeO6YdHR268sorNX/+fF166aVqbGyUxJh+WI8//rhmz56d/Nq8++67Je1/fPHBVqxYoQULFmju3LlatmyZ23Ey1uWXX66zzjor+bX56quvas2aNaqtrdXcuXOTX6s4sK6uLi1cuFC7du2SpP2O4caNG3X++edr3rx5uuGGGxSPx92K7HnvHdPrrrtOc+fOTX6tPvvss5IY05RzkPU6Ojqc6667zpkxY4Zzzz33JO9/8MEHnfvuu+99z/+f//kf56abbnIcx3FefPFF51Of+tSIZc0U+xvTW265xbn//vsdx3Gcxx9/3Pn3f/93x3EY0w/r29/+trNixYr33b+/8cWB1dXVOWeccYbT2trqdHd3O7W1tc6//vUvt2NlHNu2ndmzZzuxWCx5XyQScebMmePs3LnTicVizuc//3ln9erVLqb0vldeecVZuHChc9RRRzlvv/32AcfwrLPOcl5++WXHcRznuuuuc5YtW+ZmdM9675g6juMsXLjQqa+vf99zGdPUYkY6Bzz//POaNGmSPve5zw26f8OGDXrhhRdUW1urL37xi9q7d68kafXq1Tr77LMlSSeeeKJaWlq0Z8+eEc/tZfsb09WrV6u2tlaStHDhQv35z39WLBZjTD+kDRs26PHHH1dtba2+9rWvqb29XdL+xxcHtmbNGs2aNUulpaUqKCjQvHnztHLltU/R7AAACtNJREFUSrdjZZytW7dKkj7/+c/r7LPP1i9/+Uu99tprmjhxosaPHy+/36/a2lrG9gM8+uijuvnmm1VZWSlJ+x3D3bt3q7e3V8cee6wk6fzzz2ds9+O9YxqJRLRnzx5df/31qq2t1T333CPbthnTNKBI54Bzzz1XV155pXw+36D7i4uLdfnll2vFihWaM2eOrrnmGklSQ0ODwuFw8nnhcFh1dXUjmtnr9jem7x47v9+voqIitbS0MKYfUjgc1pe//GU9+eSTGjNmjL797W9L2v/44sDe+/VXWVmp+vp6FxNlpo6ODp188sm699579dBDD+nXv/619uzZw9h+SLfddpv+//buP6bq6o/j+PN6EcoI70iUIEkDAemHETgtjVstTKZNDf9IF+YM+6OJmlsLHBhNUzESQdmEVXMrZpq7XpIUjC21FpHIlGoNyRGtn2iYcFEvF+7tD+ZnXwRM7kDy6+vx1z2Hc9+f83lzdnnf8/lcbnx8vNHub3329bqp3Pbt6pyeO3eO6dOns3HjRvbu3UtNTQ379u1TToeAz3BPQAbPoUOH2LRpU4++++67j127dvU5/kpxArBo0SLeeecd2tra8Hg8mEwm42cej4cRI27N91wDzenVruROOe3b9eQ3NTWVxMTEPp+vPF4ft9vda/39b1uuT2xsLLGxsUZ74cKFFBQUEBcXZ/QptwPX3/rUuvXe+PHjKSwsNNopKSnY7XbCw8OV00GmQvr/SFJSEklJSdc11u12U1RU1GtX1Ww2M27cOJqbmwkLCwO639leuVx0qxlITqF7J+XcuXMEBwfT2dlJe3s7FotFOe1HX/lta2tj165dLF26FOh+ob+yRvvLr1xbcHAwNTU1Rvvs2bNaf16oqanB5XLx6KOPAt1rMzQ0tMeHXpXbgQsODu4zh1f363Xz+tXX1/PTTz/xzDPPAN1r1cfHRzkdAtrKuUWNGDGCzz77jIqKCgDsdjtTpkxh1KhRWK1WSktLge4/HH5+foSEhAzndG8aVqsVu90OwMGDB4mPj2fkyJHK6QCMGjWKd999l1OnTgHw4YcfGjvS/eVXru2xxx6jqqqKlpYWLl26xOHDh0lISBjuad102tra2LJlC06nE4fDwf79+1mzZg2NjY00NTXR1dVFWVmZcjtAU6ZM6TOHoaGh+Pn5ceLECQBKS0uV2+vk8XjYuHEjFy5cwOVysWfPHhITE5XTIaAd6VtYTk4OWVlZFBYWEhgYyJYtW4DuS0Dr1q1jzpw5+Pr6Gv3y71atWkV6ejpz5szhzjvvJDc3F1BOB8JsNrNt2zays7O5fPkyEyZMMPLVX37l2saNG8err77KkiVLcLlcLFy4kIceemi4p3XTefLJJzl16hTz58/H7XazePFiYmNj2bx5M2lpaTidTqxWK7Nnzx7uqd5U/Pz8+s1hbm4umZmZOBwO7r//fpYsWTLMs705REdH8/LLL7No0SI6OzuZNWsWc+fOBZTTwWbyeDye4Z6EiIiIiMjNRrd2iIiIiIh4QYW0iIiIiIgXVEiLiIiIiHhBhbSIiIiIiBdUSIuIiIiIeEGFtIiIl7799ltWrlw5JLHr6upYt27dkMS+WlRUlFdftf7222/z5Zdf9uovLy8nJSXF6/k4HA5SU1O5fPmy1zFERG4EFdIiIl568MEHKSgoGJLYP/74I3/++eeQxB4MJ0+e5MyZM8ycOXPQY/v7+zN37lzy8/MHPbaIyGDSF7KIiHipurqa9evXU1ZWRnp6Ov7+/tTX1/PHH38QFRVFTk4Od9xxBzExMSxfvpwvvviCixcvsmbNGmbNmoXNZqOiooKioiIAo52dnU1BQQFtbW1kZGSwadOmHsf9/PPPKSoqoqOjg5aWFubPn8/q1auprq4mLy+P8ePH09DQQGdnJ2+++SZxcXG0tLSQkZHBzz//jMViISgoiEmTJpGWltYj9scff8zu3btxu91YLBaysrIIDw/vde7bt2/nhRdeMNr5+fkcOHAAi8XCvffea/R3dHSQm5vL8ePH6erqIiYmhszMTPz9/amrqyM7OxuXy0VYWBi//fYb6enpTJs2jaSkJHJzc3nppZcYM2bMYP7aREQGjXakRUQGyXfffcd7773HwYMH+fXXXykvLwegq6uL22+/HZvNxrZt21i7du01b6W4++67WblyJfHx8b2KaI/Hw/vvv8/mzZux2Wzs2bOH4uJiI15dXR3Lli3Dbrfz3HPPkZeXB8CGDRuIiIjg0KFD5OfnU1tb2+u433zzDXa7nZKSEux2O6mpqaxYsaLXuNbWVk6cOMGMGTMAqKys5PDhw9jtdj766CMcDocxtri4GLPZjM1m45NPPmHs2LHk5ubS2dlJWloaq1at4sCBA6SkpPDDDz8Yz/Pz8+OBBx7g6NGj15t+EZEbTjvSIiKD5PHHH8fX1xeAyMhILly4YPzsyu5tdHQ0kZGRHD9+3KtjmEwmdu7cyZEjRygrK+PMmTN4PB4uXboEQEhICJMnTwYgJiaG/fv3A3D06FHj8dixY/v8GusjR47Q1NTE888/b/S1trby999/Y7FYjL6mpiaCgoKMc62qqiIxMRF/f38AkpOT+eCDD4yYbW1tfPXVVwC4XC7uuusuTp8+DYDVagVg+vTpTJo0qcd87rnnHhobG73Kk4jIjaBCWkRkkNx2223GY5PJhMfjMdpms9l47Ha7MZvNvca4XK5/PcbFixdZsGABTz/9NPHx8SQnJ1NZWWnE6W8OPj4+PY41YkTvC5Jut5t58+bx2muvGe3m5mZGjx7dY5zJZMLtdvfou9a5rl271iiY29vbcTqdnD17tsdzrn4ewMiRI3v1iYj8l+jWDhGRG8ButwPw/fff09jYyNSpUwkMDKShoQGn04nL5aKiosIYbzab6ezs7BWnqakJh8PB6tWreeqpp6iurqajo6NXYXs1q9XKvn37ADh//jyVlZWYTKYeY2bOnMmnn35Kc3MzALt37+bFF1/sFSssLIy//voLp9MJQEJCAuXl5bS2tuJ2uyktLe0Rs6SkxJhjVlYWW7duJTw8HF9fX44dOwZ035Jy+vTpHnP65ZdfmDhx4jXPS0RkOGlHWkTkBqitrWXv3r243W7y8vIYPXo0M2bMYOrUqSQlJREUFMS0adOor68H4OGHH6awsJAVK1awY8cOI05UVBRPPPEESUlJ+Pr6EhkZSUREBE1NTcatFn3JyMggMzOTZ599FovFQkhISI/da+guepcvX86yZcswmUz4+/uzY8eOXgV3QEAAcXFxfP3111itVqxWK/X19SQnJxMQEEB0dDTnz58H4JVXXiEnJ4cFCxbQ1dXF5MmTSU9Px8fHh+3bt/PGG2+wdetWJkyYwJgxY4w5dXR0cPLkSd56661Byb+IyFAwea6+tiYiIoMqKiqKqqoqAgMDh20OJSUlxMTEEBsbS0dHB4sXLyYtLc245WKgamtr2blzJ8XFxV7PKScnx/ivHL///jvz5s2jsrKSgIAAbDYbDQ0NvP76617HFxEZatqRFhG5BURERLB+/Xrcbjcul4vZs2d7XUQDPPLII0ycOJFjx46RkJDgVYzQ0FCWLl1q3L+9YcMGAgICaG9vp6ysrMdOvIjIf5F2pEVEREREvKAPG4qIiIiIeEGFtIiIiIiIF1RIi4iIiIh4QYW0iIiIiIgXVEiLiIiIiHhBhbSIiIiIiBf+AYPhqGZ7DniqAAAAAElFTkSuQmCC\n", "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" ] }, "metadata": {}, @@ -267,7 +237,7 @@ "physicaliam.plot(label='physical')\n", "plt.ylabel('modifier')\n", "plt.xlabel('input angle (deg)')\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -281,97 +251,54 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "PV system efficiency can vary by up to 0.5% per degree C, so it's important to accurately model cell and module temperature. The ``sapm_celltemp`` function uses plane of array irradiance, ambient temperature, wind speed, and module and racking type to calculate cell and module temperatures. From King et. al. (2004):\n", + "PV system efficiency can vary by up to 0.5% per degree C, so it's important to accurately model cell temperature. The ``temperature.sapm_cell`` function uses plane of array irradiance, ambient temperature, wind speed, and module and racking type to calculate cell temperature. From King et. al. (2004):\n", "\n", "$$T_m = E e^{a+b*WS} + T_a$$\n", "\n", "$$T_c = T_m + \\frac{E}{E_0} \\Delta T$$\n", "\n", - "The $a$, $b$, and $\\Delta T$ parameters depend on the module and racking type. The default parameter set is ``open_rack_cell_glassback``." + "The $a$, $b$, and $\\Delta T$ parameters depend on the module and racking type. Here we use the ``open_rack_glass_glass`` parameters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "``sapm_celltemp`` works with either scalar or vector inputs, but always returns a pandas DataFrame." + "``sapm_cell`` works with either scalar or vector inputs." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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temp_celltemp_module
043.50919140.809191
\n", - "
" - ], "text/plain": [ - " temp_cell temp_module\n", - "0 43.509191 40.809191" + "43.509190983665746" ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# scalar inputs\n", - "pvsystem.sapm_celltemp(900, 5, 20) # irrad, wind, temp" + "thermal_params = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_glass']\n", + "pvlib.temperature.sapm_cell(900, 20, 5, **thermal_params) # irrad, temp, wind" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { + "image/png": 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dOHVZWz65qPjRQfrxvRM11MfT7FhwMi3tPXpzX77OXaxTYnSQVi9L5ocxYBCgSAMYtGw2Q3/+qEiHzlTolsQwrUlPkqcHM6LRN4Zh6Fh2pf74UZHchkgPzo/XzJRwpr0ALowiDWBQ6rH0akNmrs4U1GrhLaO16o5xvB2PflHT1KlNmbkqqmjWTQmhenRRApswARdFkQYw6LR1WvTy9mwVVzTrvjvGaeHUaLMjwcXYbIb2nyrXjqOXNMzXU08sTVJqXIjZsQD0M4o0gEGlrqlTv96SpbrmTq3NmKBbEsPMjgQXVl7dqg2ZubpS2665kyN13+3j5O3F8SHAVVCkAQwaZVWtenFrlixWm35870QlRAebHQmDgMXaqx1HS3TgVLlCg321Nj1ZcZGBZscC0A8o0gAGhZxL9Xp1Z46G+Xjo+VWTFDliqNmRMMgUlDdqY2auGlq7lT5jjDJmjWGJC+DkKNIAXN6x7Eq9tT9fo0YM1fMr0xTs7212JAxSHV1W/elQoY7nVCkm3F9r05M1ih/qAKdFkQbgsgzDUOaJUu34tETJY4L1o+UT5evtYXYsQGcKavTW/gJ1W3q1Ym6c5t0UxdQYwAlRpAG4pF6bTe9+WKgj565qxoRwPbE0kbfR4VCa27r1xr58ZRfXK3lMsJ5cmqThASxxAZwJRRqAy+nu6dXvduUoq7hey2bE6J7ZY1mKAYdkGIaOZF3Vnz8qkoebmx5eFK/pyeFmxwJwnSjSAFxKS3uPXtqWrdKqFj28IF63T4kyOxJwTdWNHdq4O1fFV1s0NSlMDy9M0DBfVtUDjo4iDcBlVDd2aP3mLDW1devpOydocnyo2ZGA69Zrs2nvyXJ9cKxE/n6eWr0sWRNih5sdC8B3oEgDcAmXrrbopW1ZMgzpuRWpzOmF0yqtatGG3bmqrO/QvJuitGJunLw9WeICOCKKNACnd+5inX63M0cBQ730k/smKXy4n9mRgO+lx9KrbUeKdeh0hcKH+2ltRrJiIwLMjgXgv6FIA3Bqh89d0TsHChQz0l/PrUxT4FAvsyMB/eZCaYNe35On5rYe3TlrjJbNjJG7G9NnAEdBkQbglAzD0I5PS5R5olSpcSH6wV0T5OPFjGi4no4ui949WKiTF6oVGxGgtRnJvOsCOAiKNACnY+216a19+TqeU6XbUiP06OIEXqWDyzuVV613DhTIYrXpvjvGae7kSMY6AiajSANwKp3dVr22M0cXShp0162xunPWGMoEBo3G1m69vjdPF0oalDJ2uJ5YksTKe8BEFGkATqOprVsvbs1SRU27HlucoNvSRpkdCRhwhmHo4y+vaOsnF+Xp4aZHFyfqlsQws2MBgxJFGoBTuFrXrvVbstTWadHf3J2i1LgQsyMBpqqsb9fGzFyVVLZqxoSRemhBvPx8WOICDCSKNACHV3i5Sb/Zni13dzc9vzJVY8IZAwZI/3lfYM9nZdp9vFRB/l5avTRJSWNY4gIMFIo0AId2Or9Gf9idq5BAH/1kVZpCg3zNjgQ4nEtXW7QhM1fVDR1aeMto3TtnrDw9WOIC2BtFGoDDOnj6sv58qEhjIwP07L2p8vdjRjTwbbotvdr6yUV9/OUVjRoxVGvTkxUT7m92LMClUaQBOBybYWjbJ8Xaf6pck8eP0NN3TpAXK5KB65JzqV6b9uaprcOiu2+L1ZJpMXJzY7INYA8UaQAOxWK1adOeXJ3Kq9EdUyL14Px4SgBwg9o6LXr7QIFO59doXGSg1qQnKSyYJS5Af6NIA3AYHV0WvfL+eeWXN2nF3DgtmRbNjGigjwzD0Mncar37YaFsNkP3zxun2Wmj+DsF9COKNACH0NDSpfVbs1RV36EnlyVpxoRwsyMBLqGhpUub9uQpr6xRaXEhenxJogKHscQF6A8UaQCmq6hp0/qtWerqsepHyycqmfFdQL+yGYY+Ol2hbUeK5e3prscWJ+qmhFCzYwFOjyINwFR5ZY165f1seXu6a92qSRodZr8vSMBgd6WuXRt356qsulWzJobrwfnx8vX2MDsW4LQo0gBMczK3Spsy8zRyuJ/WrUxTSKCP2ZEAl2fttemD4yXa81mZhvv7aE16khKig82OBTglijSAAWcYhvafKtfWT4qVMDpIz9w7UUNZbQwMqItXmrVxd65qmzq1aFq0lt82Vp4ebmbHApwKRRrAgLLZDP3poyJ9dKZCtySGaU16Mt+8AZN09Vi15eOLOnzuqqJCh2ptxgSOVwE3gCINYMD0WHq1YXeuzhTWauEto7XqjnFyYxQXYLqsi3V6Y1++OrosWj57rBbdEs38duA6UKQBDIi2Tote3p6t4opm3TdvvBbeMtrsSAD+i5aOHr29v0BfFtYqPipQa9KTNSLI1+xYgEOjSAOwu9qmTq3fkqW65i6tzUjWLYlhZkcC8A0Mw9CJnCq9d7BQkvTg/HjNmhjOEhfgW1CkAdhVWVWr1m/NktVq07MrUhU/OsjsSACuoa6pUxv35KnwcpMmjx+hx5YkKsDPy+xYgMOhSAOwm5xL9Xp1Z46G+Xjo+VWTFDliqNmRAFwnm83Qh19c1vtHi+Xn7aHHlyZp0rgRZscCHApFGoBdHMuu1Jv78hUZOlTPr0xTsD8riQFnVFHTpg2Zubpc06bZaRG6747xLHEB/oIiDaBfGYah3SdKtfPTEk0YE6wfLp/IN13AyVmsNu08dkn7T5ZrRJCP1qQna3wUx7QAijSAftNrs+mdA4U6mnVVM1PC9fiSRHm4MyMacBWFl5u0MTNX9S1dWjo9RnfdGsvfcQxqFGkA/aK7p1e/3ZWj7OJ6LZsRo3tmj+WmP+CCOrut+vNHRfo0u1LRYcO0NiNZkaEsccHgRJEG8L21tPfopW1ZKq1q1cMLE3T75EizIwGws7OFtXpzf746u3u1Ys5Yzb9lNAuWMOhQpAF8L9WNHVq/OUtNbd16+q4Jmjw+1OxIAAZIS3uP3tyXr3MX65QYHaTVy5IVEuhjdixgwDhEkW5ra9P999+v3/3ud4qKitLPfvYznTlzRr6+/7lR6ZlnntGCBQtu6Ikp0oD9FV9t1ktbsyVJz61IVVxkoMmJAAw0wzD0aXal/vRRkdyGSA8vSND0CSM52oVBwd5F+ppX9bOysvQP//APKi0t/erXcnJy9O677yosjO1ngKM6V1Sn3+3KUeAwL/1k1SSNHO5ndiQAJhgyZIhmp41SYkywNmbmakNmrs4W1erRxYka5utpdjzAqV3zKu+WLVv085///KvS3NnZqatXr+qFF15QRkaGXn75ZdlsNrsHBXD9Dp+9ot+8n61RI4bqhUdupkQDUFiQr/7+wSm6d85YnS2q0z9u+lznL9WbHQtwatd9RvqOO+7Q22+/LcMw9Ktf/Uo///nP5e/vr6efflrp6elatWqVvbMCuAbDMPTu/nxtOVSom5NG6u8euVk+zIgG8N9cutKs/++PZ1Re1aolM8foyfQJfK0A+uCGi3RUVNTXfv3gwYPauXOnXn311Rt6Ys5IA/3L2mvTW/vydTynSrPTIvTIogS5uzE/FsA3s1h7tf3IJR384rLCgn21JiNZcaO4RwHXYu8z0jf8XbagoEAHDhz46mPDMOThwU+xgJk6u616aWuWjudU6e5bY/XY4kRKNIDv5Onhrvvnjdf/eGCyLL02/ds7X2rnp5dk7eW4JnC9bvg7rWEY+td//Vc1NzfLYrFo8+bNNzyxA0D/aWrr1v/73pfKK2vSE0sTdeetsdzGB3DdkmKC9c9PTtP0CSP1wfFS/es7Z1RZ3252LMAp3HCRTkxM1FNPPaUHHnhAy5YtU1JSktLT0+2RDcA1XK1r1y/fPqPqxk49tzJVt6WOMjsSACfk5+OhNenJ+uHdKapr7tIv3vhCh05fls2cVROA02AhC+CkCi836Tfbs+Xu7qbnV6ZqTHiA2ZEAuICmtm69uS9f2cX1mjAmWE8uS1awv7fZsYA+cYiFLPZAkQb67nR+jf6wO1chgT76yao0hQb5mh0JgAsxDENHzl3Vnz8ukoebmx5ZlKBpySPNjgXcMIo0gK85+MVl/fmjIsVFBurZFaksVABgN9UNHdqYmaviqy2amhSmRxYlaKgPX3PgPCjSACRJNsPQ1k8u6sCpy5oSH6qnMpLl5eludiwALq7XZtPez8r0wfFSBQz10pNLkzQhdrjZsYDrQpEGIIvVpk17cnUqr0bzpkTpgfnj5ebGZA4AA6e0qkUbdueqsr5D826K0oq5cfLmh3k4OIo0MMh1dFn0m+3nVXC5SSvnxmnxtGjG2wEwRY+lV9sOF+vQmQpFhPhpTXqyYiO46AzHRZEGBrGGli6t35KlqoYOrV6WpOkTws2OBAC6UNqg1/fkqaW9RxmzxmjZjBiWQMEhUaSBQaqipk3rt2apq8eqZ5ZPVNIYziQCcBztXRa9+2GhPs+t1thRAVqbnqyRw/3MjgV8DUUaGITyShv0yo7z8vHy0PMr0zQ6zH5fBADg+/g8t1rvHCiQ1WbTfXeM19xJozh+BodBkQYGmZMXqrRpT57Ch/tp3ao0DQ/wMTsSAHynxtZuvb43TxdKGjRxbIieWJqooGEscYH5KNLAIGEYhvZ/Xq6th4uVMDpIP753ovyY1wrASRiGoY+/vKKtn1yUl6e7Hl2UoJsTw8yOhUGOIg0MAjaboT8dKtJHX1ZoalKYVi9LlqcHF3cAOJ/K+nZtzMxVSWWrZkwI10ML4uXn42F2LAxSFGnAxfVYevWH3bn6srBWi6aO1srbx8mN84UAnJi116bME6XKPFGmIH8vrV6WrKSYYLNjYRCiSAMurK3Tope3Zav4SrPunzdeC24ZbXYkAOg3l662aMPuC6pu7NTCW0br3jlj5enBEhcMHIo04KJqmzq1fkuW6pq79FRGMmcJAbik7p5ebTl8UZ98eUWRI4ZqTXqyYsL9zY6FQYIiDbigsqpWrd+apd5em358b6riRweZHQkA7Or8pXq9vjdPbR0W3X1brJZMi5GbG8fYYF8UacDFnL9Ur9d25GiYr4fWrZqkUSOGmh0JAAZEW6dFbx8o0On8Go2LCtSa9GSFBfmaHQsujCINuJBPs6/qrX0FigwdqudXpinYnzmrAAYXwzB0Mrda735YKJvN0APzx+u21AiWuMAuKNKACzAMQ7uPl2rnsRJNGBOsHy6fKF9vxkEBGLwaWrq0aU+e8soaNWncCD22JFGBQ73MjgUXQ5EGnFyvzaZ3DhTqaNZVzUwJ1+NLEuXhzoxoALAZhg6drtC2w8Xy9XbXY4sTNSU+1OxYcCEUacCJdff06re7cpRdXK/0mTFafttY3r4EgP/mSm2bNmTmqry6TbemRuiBeeN51w79giINOKmW9h69uDVLZdWtemRhguZOjjQ7EgA4LGuvTbuOlWjvyTKFBPhoTXoyE43wvVGkASdU3dChX285p+a2Hv3grhRNGj/C7EgA4BQuVjRrY2auaps6tXhatO6+baw8PTgOh76hSANOpvhqs17ami1Jem5lquJGBZqcCACcS1ePVZs/vqgj564qKnSYnspIVlSY/coQXBdFGnAiZ4tq9ftdFxQ0zFvrVqVp5HA/syMBgNM6d7FOb+7LV0eXRctnj9WiW6JZ4oIbQpEGnMQnZ6/o3Q8LNCbcX8+tSFMAY5wA4Htr6ejR2/sL9GVhreJHB2nNsiSNYIkLrhNFGnBwhmHo/aOXtOezMqXGhehv7kqRt5e72bEAwGUYhqETOVV672ChJOnB+fGaNTGcKUi4Joo04MCsvTa9uS9fJ3KqNDttlB5ZFC93Ny7FAIA91DV1auOePBVebtKU+FA9ujhBAX68+4dvR5EGHFRnt1Wv7TivC6WNuvu2WGXMHMOrIwBgZzaboQ+/uKz3jxbLz8dTjy9J1KRxTEbCN6NIAw6osbVbL23NUkVtux5bkqDbUkeZHQkABpXLNW3asDtXFbVtmjNplO67Y5x8vFjigq+jSAMO5mpdu9ZvOae2Tqt+tDxFKWNDzI4EAIOSxWrTzk8vaf/n5QoN8tWa9GSNi2LkKP4vijTgQAovN+k327Pl7u6mdSvTFBPub3YkABj0CsobtWlPnupburR0eozuujVWHu7cVwFFGnAYp/Nr9IfduRoR6KN1q5M5rGoAACAASURBVNIUyvglAHAYnd1W/elQkY6dr1T0yGFamzFBkSOGmh0LJqNIAw7gwy8ua/NHRYqLDNSzK1I1zNfT7EgAgG9wtrBWb+7PV2d3r1bMjdP8m6PkxkXwQYsiDZjIZhja8vFFffjFZU2JD9VTGcny8mRGNAA4sub2Hr21L1/nLtYpKSZYq5claXiAj9mxYAKKNGASi9WmTXtydSqvRvOmROmB+eNZTQsATsIwDH2aXak/HSqSm9sQPbwwXtOTRzKmdJChSAMmaO+y6JXt51VwuUkrb4/T4qnRfPEFACdU09ihjZl5unilWTcnhunRRQkczxtEKNLAAGto6dL6LVmqaujQ6mVJmj4h3OxIAIDvwWYztO/zMu38tETD/Dz15NIkTWR06aBAkQYG0OWaNq3fck7dll49c0+qkmKCzY4EAOgnZVWt2pCZq6t17bp9SqRWzR0nby/uvbgyijQwQPJKG/TKjvPy8fLQupVpigqz3188AIA5LNZebT9ySR9+cVkjg321JiNZcaNY4uKqKNLAADh5oUqb9uQpfLif1q1K43Y3ALi4vLJGbdqTq6bWHqXPjFH6zDEscXFBFGnAjgzD0L7Py7XtcLESo4P0zD0T5efDJRQAGAw6uix672CRPrtQpTHh/lqbkayIEJa4uBKKNGAnNpuhPx4q1MdfXtHUpDCtXpYsTw9ejQCAweZ0fo3e2p8vi9WmlbeP0x1TIpnU5CIo0oAd9Fh69YfdufqysFaLp0Zrxe1xbL4CgEGsqa1br+/NU86lBk2IHa4nlyYp2N/b7Fj4nijSQD9r67TopW1ZunSlRffPH68FN482OxIAwAEYhqHD565q88dF8nR30yOLEjQ1aaTZsfA9UKSBflTb1Klfb8lSfXOXnspI1s2JYWZHAgA4mOqGDm3IzNWlqy2anjxSDy2M11DuzzglijTQT0qrWvTi1mz19tr043tTFT86yOxIAAAH1Wuzac9nZdp9vFQBQ7305LIkTRgz3OxYuEEUaaAfnL9Ur9d25GiYr6fWrUrTqBHcygYAXFtJZYs2Zuaqsr5D82+O0oo5cfLyZImLs6BIA9/Tp1lX9db+AkWFDtXzq9IUNIzLIwCA69dj6dW2w8U6dKZCESF+WpuRrDHhAWbHwnWgSAN9ZBiGPjheql3HSjRhTLB+uHyifL09zI4FAHBSF0oa9PrePLW09+jOWWO0dEaM3N0Ym+rIKNJAH/TabHrnQIGOZlVqZkq4Hl+SyMYqAMD31t5l0bsfFurz3GrFjQrQmvRkjRzuZ3YsfAuKNHCDunqs+t2uC8ourlf6zDFaflssg/UBAP3q89xqvXOgQFabTfffMV5zJo3ie40DokgDN6C5vUcvbc1SWXWrHlmYoLmTI82OBABwUQ0tXXpjb54ulDYqNS5Ejy9J5B6Og6FIA9epqqFD67ecU3Nbj35wV4omjR9hdiQAgIuzGYY+PlOhrYeL5e3prkcXJbCjwIFQpIHrUHylWS9ty5YkPb8yTWNHcZsaADBwKuvb9YfduSqratXMlHA9OD9efj5ccDcbRRq4hrNFtfr9rgsKGuatdfelaWQwlz4AAAPP2mtT5olSZZ4oU7C/l1YvS1ZiTLDZsQY1exfp6xpj0NbWpvT0dFVUVEiSTpw4oYyMDC1cuFDr16+3WzjgWj75skKvvH9ekaFD9cIjN1GiAQCm8XB30923jdXPHpkiD3c3/e8/ndXmj4tksfaaHQ12cs0inZWVpQceeEClpaWSpK6uLr3wwgt67bXXtHfvXuXk5OjIkSP2zgl8jWEY2n6kWO98WKjUsSH66QNTFDDUy+xYAAAoblSgfvHEVM2dHKkDpy7rn986rfLqVrNjwQ6uWaS3bNmin//85woL+8+D89nZ2YqJidHo0aPl4eGhjIwM7d+/3+5Bgf/D2mvTxsw87fmsTHMmjdIz906UtxfrWgEAjsPby12PLErQ8yvT1NZh0f9667T2nizjWKuLueYp+F/+8pdf+7impkahoaFffRwWFqbq6ur+TwZ8g85uq17dcV65pY1aflus0meOYW4nAMBhpcaF6H+tmaa39+dr2+FiZV2s0+r0ZIUF+ZodDf3ghq+T2my2rxUXwzD6VGTsefAbrqm+uVP/8fZplVe16rn7Jmv+1GizIwEAcE2hkv7n2hk6/GWFfvd+tv7pjVNac9dELZgazYtBTu6Gi3R4eLhqa2u/+ri2tvarYx83gqkduBFX6tr14pZzauuy6rkVqUqJDVZtLefNAADOIyU6SP/0xFRt2pOr32w5p0+/rNBjSxIVyB0fu3GIqR3/VVpamkpKSlRWVqbe3l5lZmZq9uzZ9sgGSJIKLzfp3945I2uvob9/cIpSxoaYHQkAgD4JCfTR/3hgsu6/Y5xyShr0Pzd9rrOFtdd+IBzSDb8i7e3trV/96lf68Y9/rO7ubs2ZM0eLFy+2RzZAp/Nr9IfduRoR6KOfrErTCM6UAQCcnNuQIVo4NVoTYodrw+5c/eb987o1NUIPzBsvX2+WuDgTFrLAYX34xWVt/qhIcZGBenZFqob5epodCQCAfmXttWnXsRLtPVmmkAAfrUlPVvzoILNjuQw2G2LQsRmGtnx8UR9+cVlT4kP1VEayvDwZbwcAcF1FFU3amJmruqYuLZ4erbtvHStPjxs+gYv/hiKNQcVi7dXGzDx9kV+jeTdF6YF54+Xmxo1mAIDr6+y2avPHF3U066pGhw3T2oxkRYUy5ez7oEhj0Gjvsug328+r8HKTVt0+ToumjmYsEABg0DlXVKc39+Wpo9uqe2bHaeHU0XLj+2GfUKQxKNQ3d2n91ixVN3RodXqSpieHmx0JAADTtHT06K19+TpbVKeE0UFanZ6kEYFcuL9RFGm4vPLqVr24NUvdFpueuWeikmKCzY4EAIDpDMPQ8fNV+uOhQg0ZIj04P14zU8J5t/YGUKTh0nJLG/TK++fl6+2hdSvTFBXGWTAAAP6ruqZObczMVWFFs26KD9WjixPk78cSl+tBkYbL+uxClV7fk6fwED+tW5mm4QE+ZkcCAMAh2WyGDnxRrh1HL8nPx1NPLk1UatwIs2M5PIo0XI5hGNp7skzbj1xSYnSQnrlnovx8mBENAMC1XK5p04bdF1RR2665k0Zp1R3j5OPFEpdvQ5GGS7HZDL13qFCffHlFU5PCtHpZMnMyAQC4ARarTTs+vaQDn5crNMhXazKSNS4y0OxYDokiDZfRY+nV7z+4oLNFdVo8LVor5sYxzgcAgD4qKG/Uxsw8NbR2admMGN05K1Ye7rw49V9RpOESWjt69PL2bF260qIH5o/X/JtHmx0JAACn19lt1R8PFer4+SrFjPTXmoxkRY4YanYsh0GRhtOraerU+i1Zqm/u0lMZybo5MczsSAAAuJQzBbV6a3++unp6tXJunObdHMW7vqJIw8mVVrXoxS1Z6rUZenZFqsZHBZkdCQAAl9Tc1q039+Urq7heSTHBWr0sadBPxKJIw2llF9frtztzNMzXUz+5L00RIbzVBACAPRmGoaNZV/Xnjy7KzW2IHlkYr2nJIwftEheKNJzSp1lX9db+AkWFDdXzK9MUNMzb7EgAAAwaNY0d2piZp4tXmnVLYpgeWZSgYb6Db9QsRRpOxTAMfXC8VLuOlWhC7HD98O4U+Xoz3xIAgIFmsxna93mZdn5aIn8/Tz25NEkpY0PMjjWgKNJwGtZem945UKBPsys1KyVcjy1JZAwPAAAmK6tq1YbMXF2ta9cdUyK18vZx8vZ0NzvWgKBIwyl09Vj1250XdP5SvdJnjtHy22IH7XksAAAcjcXaq+1HLunDLy5r5HA/PZWRrNiIALNj2R1FGg6vub1HL27NUnl1qx5ZmKC5kyPNjgQAAL5BXmmDNu3NU1NrjzJmjdGyGTEu/e4xRRoOraqhQ7/efE4tHT36wV0pmjRuhNmRAADAd+josui9g4X67EK1YiMCtDYjWeHD/cyOZRcUaTisi1ea9fK2bA0ZIj23Ik1jR7n+W0QAALiKL/Jr9Pb+fFmsNq28fZzumBLpcscyKdJwSGcLa/W7Dy4o2N9b61alaWSwa/4kCwCAK2ts7dYbe/OUU9KglNjhemJpkoL9XWdkLUUaDueTLyv07sFCjQkP0HMrUxXg52V2JAAA0EeGYejw2Sva/PFFeXq46ZFFCZqaNNLsWP2CIg2HYRiGth+5pL0ny5QWF6If3JUib6/BMT4HAABXV9XQoQ27c1VS2aLpE0bq4QXx8vNx7iUuFGk4BGuvTW/szdNnF6o1d9IoPbQwXu5urnvLFwCAwajXZtOeE2X64HipAod5afWyJCWPGW52rD6jSMN0nd1WvbrjvHJLG7V89lilz4hxucsIAADg/yqpbNGG3bmqaujQ/JujtGJOnLyccIkLRRqmamzt1votWaqsb9fjSxI1a2KE2ZEAAMAA6Lb0atvhYn10pkIRIX56KmOCYsL9zY51QyjSMM2Vunat33JO7V1W/Wh5ilJiQ8yOBAAABtiFkgZt2pOr1g6L7rw1VkunRzvN8U6KNExRUN6o32w/L08PNz2/Ms3pfgIFAAD9p63Tonc/LNCpvBrFRQZoTXqyU4y+pUhjwH2RX6MNuy8oNMhX61amaUSQr9mRAACAAziZW6V3DxSq12bovnnjNCdtlEPfm6JIY0B9+MVlbf6oSHFRgXr23lQN83XusTcAAKB/NbR06fW9ecotbVRqXIieWJKowGGOucSFIo0BYTMMbfn4oj784rJuig/V2oxkp7ydCwAA7M9mGPr4TIW2Hi6Wt6e7HlucoJsSwsyO9Vco0rA7i7VXGzPz9EV+jebfFKX7542Xm5vjvk0DAAAcw9W6dm3IzFVZVatmpYTrgfnx8vPxMDvWVyjSsKv2Lot+s/28Ci83adXt47Ro6miHPusEAAAci7XXpt3HS5X5WamG+3trTXqyEqKDzY4liSINO6pv7tKvt5xTTWOnVqcnaXpyuNmRAACAkyq+0qwNmbmqbezUoqnRWj47Vp4e5h4TpUjDLsqrW7V+a5Z6LDY9c89EJcU4xk+OAADAeXX39GrzJxd1+OwVRYYO1dr0ZEWPNG+ELkUa/e5CaYNeff+8fL09tG5VmqJC7fc/GAAAGHyyi+v0xt58tXVatHz2WC2eGm3K/SuKNPrVZzlVen1vniJC/PT8yjQND/AxOxIAAHBBrR09evtAgc4U1Gp8VKDWpCcrdIB3U1Ck0S8Mw9Dek2XafuSSEqOD9Mw9qQ51qxYAALgewzD02YUqvXewUDZDenDeeN2aGjFggw0o0vjebDZD7x0s1Cdnr2ha8kg9uTRJnh5uZscCAACDRH1zlzbtyVV+eZMmjx+hxxYnKmCol92flyKN76Xb0qs/fHBBZ4vqtGRatO6dGyc3xtsBAIABZjMMHfrisrYduSQ/b3c9tiRRk8eH2vU5KdLos9aOHr28LVuXrrbowQXxmndTlNmRAADAIFdR26YNu3N1uaZNs9MidN8d4+XrbZ/jphRp9ElNU6fWbz6nhtZuPZWR7JBrOwEAwOBk7bVp17ES7T1ZppAAH63NSNb4qKB+fx6KNG5YSWWLXtqapV6boWdXpNrlf0wAAIDvq6iiSRszc1XX3KUl02J0922x8nDvv3tcFGnckOziev12Z478/Ty1blWaIkKGmh0JAADgW3V2W7X54yIdzapUdNgwrclI7rcdFxRpXLejWVf19v4CRYUN1bqVaQoc5m12JAAAgOtytqhWb+3LV0d3r+6dM1YLbhn9vQckUKRxTYZhaNexEn1wvFQpscP1N3en2O3QPgAAgL20tPforf35OltUp8ToID25LEkjAvu+xIUije9k7bXpnQMF+jS7UrMmhuuxxYn9erYIAABgIBmGoWPnK/XHQ0VyGyI9OD9eM1PC+7TEhSKNb9XVY9Vvd17Q+Uv1ypg5RnffFjtgm4IAAADsqbapU5syc1VY0aybEkL16KIE+fvd2BIXijS+UXN7j17cmqXy6lY9sihBcydFmh0JAACgX9lshg6cKtf7Ry9pmK+nnliapNS4kOt+PEUaf6Wyvl3rt2SppaNHP7grRZPGjTA7EgAAgN2UV7dqY2auKmrbNXdypO67fZy8vdyv+TiKNL7m4pVmvbwtW0OGSM+tSNPYUQFmRwIAALA7i9WmHZ9e0oHPyxUa7Ku16cmKiwz8zsdQpPGVLwtr9fsPLijY31s/WZWmsGA/syMBAAAMqILyRm3MzFNDa5fSZ4xRxqwx3zpogSINSdLHX1bovYOFio0I0LMrUhVwg4ftAQAAXEVnt1V/PFSo4+erFBPur7XpyRo14q+X0FGkBzmbYWj7kWLtO1muSeNG6Om7Jsjb89pnggAAAFzdmYJavbU/X92WXq2YG6d5N0V9bYmLQxfpRx55RA0NDfLw+M/lH//8z/+stLS063osRfrarL02vb43TycvVGvupFF6aGG83N2YEQ0AAPB/NLd16419+courlfymGA9uTRJwwN8JDlwkTYMQ7Nnz9Ynn3zyVZG+ERTp79bRZdWrO84rr6xR98weq2UzYpgRDQAA8A0Mw9CRrKva/NFFubsN0cOL4jU9Odxxi3RxcbEef/xxxcbGqqmpSatWrdLDDz983Y+nSH+7xtZurd+Spcr6dj2+JFGzJkaYHQkAAMDhVTd2aGNmroqvtGhqUpgeX5Kk0ZFBdnu+G38p+S9aWlo0Y8YM/eM//qMsFoseffRRxcbGatasWf2Zb9C5Utum9Vuz1N5l1XMrU5USe/1DxwEAAAazkcF++vuHpmjfyXLtOlaihtZurV83127P12+XDd98801dvXpVL7zwQn98ukHpfHGdfvnGKXl5uOkXa2do7DVmIwIAAOCbXaxo0tGzV/RkxgS7PUefX5E+ffq0LBaLZsyYIek/z6bcyFlpjnZ83am8am3MzFVokK/WrUqTv5ebamtbzY4FAADglAK93XXXzBi7PkefR0C0trbq3//939Xd3a22tjbt2LFDCxYs6M9sg8aHp8r1u10XFBsRoJ89fJNGBPqaHQkAAADX0OdXpG+//XZlZWXp7rvvls1m04MPPqjJkyf3ZzaXZzMMbf7oog6evqybEkL1VEayPD2YEQ0AAOAMWMhiEou1Vxsy83Q6v0bzb4rS/fPGy82N8XYAAAD9xd7j7/r8ijT6rr3Lot9sP6/Cy01adfs4LZo6mhnRAAAAToYiPcDqmju1fkuWaps69fSdEzQteaTZkQAAANAHFOkBVF7dqvVbs9RjseknqyYpMSbY7EgAAADoI4r0ALlQ0qBXd5yXr7eHfvbwFEWF2u+8DgAAAOyPIj0ATuRU6o29+YoI8dPzK9M0PMDH7EgAAAD4nijSdmQYhvaeLNP2I5eUFBOsHy2fKD8f/sgBAABcAa3OTmw2Q+8dLNQnZ69oevJIPbksSR7ufd5/AwAAAAdDkbaDbkuvfr/rgs5drNOS6dG6d06c3BhvBwAA4FIo0v2staNHL2/L1qWrLXpoQbzm3RRldiQAAADYAUW6H9U0dmj9liw1tHbrh8sn6qaEULMjAQAAwE4o0v2kpLJFL23NUq/N0N/eP1njogLNjgQAAAA7okj3g+ziOr22M0cBfl5atypNESFDzY4EAAAAO6NIf09Hs67q7f0FGh02TM+vTFXgMG+zIwEAAGAAUKT7yDAM7TpWog+Olyoldrj+5u4U+XrzxwkAADBY0Pz6wNpr09sHCnQsu1K3TozQo4sTmBENAAAwyFCkb1BXj1Wv7cxRzqUG3TlrjO66NVZDmBENAAAw6FCkb0Bze49e3Jqly9VtemxxguZMijQ7EgAAAExCkb5OlfXtWr8lSy0dPfrxvROVNm6E2ZEAAABgIor0dbhY0ayXtmXJzW2I/u7BKYqNCDA7EgAAAExGkb6GMwW1+sPuCwr299ZPVqUpLNjP7EgAAABwABTp7/DRmQr98WChYkcF6NkVqQrw8zI7EgAAABwERfob2AxD248Ua9/Jck0aN0JP3zVB3p7uZscCAACAA6FI/zfWXpte35unkxeqNXdypB5aMF7ubsyIBgAAwNdRpP+Lji6rXt1xXnlljbp3zlgtnR7DjGgAAAB8I4r0XzS2dmv9lixV1rdrTXqSZqZEmB0JAAAADowiLelKbZt+vSVLnd1WPb8yTRNih5sdCQAAAA5u0BfpgvJGvbz9vLw83fT3D01R9Eh/syMBAADACQzqIn0qr1obM3MVGuSrdavSNCLQ1+xIAAAAcBKDtkgfOFWuzR9fVHxUoJ65N1XDfD3NjgQAAAAnMuiKtM0wtPmjizp4+rJuTgjV2oxkeXowIxoAAAA3ZlAVaYu1Vxt25+p0Qa3m3xyl++eNlxvj7QAAANAHg6ZIt3Va9Mr2bBVWNOu+O8Zp0dRosyMBAADAiQ2KIl3X3Kn1W7JU29SpH9w1QVOTRpodCQAAAE7O5Yt0eXWr1m/NUo/Fpp+smqTEmGCzIwEAAMAFuHSRvlDSoFd2nJeft4deeHiKIkOHmR0JAAAALsJli/Tx85V6c1++IkL8tG7VJAX7e5sdCQAAAC7E5Yq0YRja81mZ3j96SUkxwfrR8ony83G5f00AAACYzKUaZq/NpvcOFunw2SuaPmGknlyaJA93N7NjAQAAwAW5TJHutvTq97su6NzFOi2dHqN75oxlRjQAAADsxiWKdEtHj17elq2Sqy16aEG85t0UZXYkAAAAuDinL9I1jR369ZYsNbZ260f3TNSU+FCzIwEAAGAQcOoiXVLZohe3ZslmM/S390/WuKhAsyMBAABgkHDaIp11sU6/3ZWjAD8vrVuVpoiQoWZHAgAAwCDilEX6aNZVvb2/QKNHDtPzK1IVOIwZ0QAAABhYTlWkDcPQrmMl+uB4qVLGDtcP706Rj5dT/SsAAADARThNC7X22vT2/gIdO1+pWydG6NHFCcyIBgAAgGmcokh39Vj12s4c5Vxq0J2zxuiuW2M1hBnRAAAAMJHDF+nmtm69uDVbl2va9PiSRM1OG2V2JAAAAMCxi3RlfbvWb8lSS0ePnl0xUalxI8yOBAAAAEhy4CJ9saJZL23LkpvbEP3dg1MUGxFgdiQAAADgKw5ZpM8U1OoPuy9ouL+31q1KU1iwn9mRAAAAgK9xuCL90ZkK/fFgoWJHBejZFakK8PMyOxIAAADwVxymSNsMQ9sPF2vf5+WaNG6Enr5rgrw93c2OBQAAAHwjhyjSFqtNb+zN08ncat0+OVIPLhgvdzdmRAMAAMBxmV6kO7qseuX9bOWXN+neOWO1dHoMM6IBAADg8Ewt0g0tXXpxa5Yq6zu0Jj1JM1MizIwDAAAAXLfvdX5i9+7dWrp0qRYuXKj33nvvhh5b1dChX75zRnXNXXp+VRolGgAAAE6lz69IV1dXa/369Xr//ffl5eWl+++/X9OmTdO4ceOu6/Gv7ciRzTD09w9NUfRI/77GAAAAAEzR51ekT5w4oenTpysoKEh+fn5atGiR9u/ff92PDxjqqX945GZKNAAAAJxSn1+RrqmpUWho6Fcfh4WFKTs7+7of/w9PTtNQX2ZEAwAAwDn1uUjbbLavTdcwDOOGpm10dfSoo627r08PAAAAfCc3tyEKCRlmv8/f1weGh4ertrb2q49ra2sVFhbWL6EAAAAAR9fnIj1z5kx99tlnamhoUGdnpz788EPNnj27P7MBAAAADqvPRztGjhypdevW6dFHH5XFYtGKFSuUmpran9kAAAAAhzXEMAzDjCeur2+TzWbKUwMAAGAQcNgz0gAAAMBgRpEGAAAA+oAiDQAAAPQBRRoAAADoA4o0AAAA0AcUaQAAAKAPKNIAAABAH1CkAQAAgD7o82bD78vNbYhZTw0AAIBBwN5907TNhgAAAIAz42gHAAAA0AcUaQAAAKAPKNIAAABAH1CkAQAAgD6gSAMAAAB9QJEGAAAA+oAiDQAAAPQBRdrB7N69W0uXLtXChQv13v/f3p3GRHH/YQB/ELTR0miagpqUatKU/wu8NYVKgSACwu5CqQcEVAiXBzFedbOLTcSq9SIeFWs1WmwKtPhiUSQWr6gt1XrFo1Wj1ko9wBVBVEBgF7//F8YJ6w6K61ZRn09i4sz8vj9/+2QMXyYzO/n5AICCggJoNBpERkZi6dKlUPvq74qKCiQkJGDUqFGYMmUK6uvrAQB3795Feno6IiIikJCQgKqqqhf6eV42tTxPnDiBcePGQaPRYNasWWhubrarY57q1PI0mUyIjIyETqfDwoULYbVa7eqYp7q6ujpotVpcu3YNAFBYWAitVgudTgej0chz8xk9nqfRaERYWBiio6MRHR2N3bt329Uwz7Y9nmdZWRmioqKg1Wqh1+t5frZTTk4ONBoNNBoNli1bpuy3WCxITEzE4cOHVeuY5StCqMO4ceOGBAcHy+3bt6W+vl50Op1cuHBBQkNDpb6+XqxWq8TGxspvv/1mV5ueni4lJSUiIpKTkyPLli0TEZH58+fL+vXrRUSkqKhIpk+f/uI+0Eumlue5c+fE399fzp07JyIiM2fOlPz8fLta5mmvrTwDAgLEbDaLiMi8efPk+++/t6tlnvZOnjwpWq1WfHx85OrVq/LPP/9IaGio3Lt3Tx48eCB6vV5yc3Pt6pilusfzFBHRarXKudkW5qlOLc/AwED5+++/RURk2rRpsmXLFrs65mnr999/l9jYWGlqapLm5maZOHGi7Nq1Sy5duiSxsbHSv39/+eOPP1RrmeWrwSmNdHFxsUREREhoaKjk5eWJyMOTR6vVSmhoqKxYsUK17vr16xIfHy/h4eEyefJkqaurExGRO3fuSFpamowaNUri4+Pl5s2bzlhmh2cymcRoNCrbOTk5smbNGmlubhYRkZqaGtFoNHLq1CkREcnMzJQ9e/ZIc3OzDB48WCwWi4iIVFRUyIgRI0REJDg4WCoqKkRExGKxyODBg5X5XndtMf7e4gAAC9tJREFU5ZmRkaHsq66uVs4v5vlkbeU5bdo0Zd/+/fslPj5eRJjn02RmZsrRo0clODhYrl69KteuXZOysjLl+MaNG2XRokXKWGb5ZI/n2dDQIEOGDJGUlBTRarWyevVqaWlpUcYyzyd7PE8REX9/fzl58qRYrVZJT0+Xbdu2KWOZp7oLFy7IiRMnlO358+fL5s2bZenSpbJ7924ZP368TSPNLJ+uo/Wcz91It3UVNSgoSK5cuSIWi0WSk5Nl//79drX8bcvWd999Z3MCbNmyRb788ksRESksLJQhQ4ZIUlKSNDU12dSZzWYJCAhQti0Wi/j4+IiIiI+Pj/IfUUQkICBAbty48V9+jA5DLU9vb2+ZM2eOzJgxQ6KioiQrK0saGxtt6pinOrU8J0yYIIGBgVJRUSFWq1UMBoOEhYXZ1DHPJ2vdqDxSXV0twcHBdleqmOXTPcrzypUrMnXqVDGbzdLQ0CATJkyQwsJCm7HM8+lan5+7d++W/v37yyeffCJjx47lz6JndPnyZfHz85PLly8r+x5vpB9hluo6Ys/53PdIHzx4EH5+fujRowe6deuG8PBw7Ny5E3369IGXlxfc3Nyg0+lQWloKAJg7dy727t0Li8WCo0ePIjw8HADw+eefK2P2798PnU4HANBqtfj1119hsVied6kd3oMHD+Di4qJsi4iyPW7cOBw+fBjvvfcecnJybOpaj3vk8e3WYzt1ejNujVfL083NDWVlZZg1axZMJhPu37+PDRs22NQxT3Vqefbt2xezZ8/GlClTkJCQgP/973/o3LmzTR3zfDZmsxmJiYkYPXo0fH19bY4xy/bz8vLC2rVr4enpia5du2LChAk4cOCAzRjm2X5VVVXIzs5GSUkJysrKMHDgQCxevNhmDPNs28WLF5GcnAy9Xo++ffs+dTyzVNcRe87nTv7mzZvw8PBQtj09PVFcXGy3z2w2AwAWLVqEkJAQ3L59G+7u7nBzcwMAeHh4KGNaz+nm5gZ3d3fU1NQ871I7vF69etk8NFBVVQVPT08cP34cwMMsNBoNzp8/b1P37rvv4t69e2hpabGpAx5mf+vWLQCA1WpFfX09evTo8SI+zkunlueUKVMwcOBAeHl5wdXVFRERETh9+rRNHfNU19b5OWDAAGzduhU///wzevbsCS8vL5s65tl+ly5dQlxcHGJiYpCRkWF3nFm23/nz57Fz505l+9Ev0q0xz/Y7duwYvL298cEHH6BTp04YN24cjhw5YjOGeao7fvw4kpKSMHv2bMTExLSrhlmq64g953M30mpXqQC0eWX1Sfve9N+2hg8fjkOHDqGmpgb379/Hrl274Ovrizlz5uDu3bsQEezcuRNDhw61qevcuTOGDRuGHTt2AAC2bt2KwMBAAEBQUBC2bt0KANixYweGDRtmd8XwdaWW58cff4wzZ86gsrISALBv3z74+PjY1DFPdWp5BgQEICkpCXV1dWhubkZeXh4iIyNt6phn+9TV1SElJQXTp09HcnKy6hhm2X4igq+//hp37tyBxWJBYWEhQkNDbcYwz/bz9vbG6dOnlQZu79696N+/v80Y5mmvsrISGRkZyM7OhkajaXcds1TXIXvOZ7oRRIXJZJLMzExl+9EDSImJicq+oqIiMRgMNnWPbqS3Wq0iYn8jfWVlpYi8eTfSFxcXi0ajkbCwMNmwYYOIiPz0008SEREhWq1WsrKylCwePZQgInLt2jUZP368RERESHJystTW1oqIyO3bt2XSpEkSGRkpsbGxdvdivu7U8ty3b59ERUVJeHi4zJgxQxoaGkSEebaHWp5btmyRyMhICQsLk2+++UYZyzzb59E9qLm5ueLj4yNRUVHKn1WrVokIs3wWre/pzcvLUx5KWr58uTKGebZf6zxNJpPysygjI0Oqq6tFhHk+yYIFC2TQoEE2/68LCgqU4209bCjCLNV0xJ7TaQ8bVldXS0NDg0RFRcmRI0ckMDBQysvLxWq1SkpKiuzYscOuNi0tTYqLi0VE5Ntvv5WsrCwREcnKypJ169aJiMi2bdskLS3teZdJRERERK+wjthzuoiovN3jGW3fvh3r16+HxWLBmDFjkJaWhkOHDmHx4sVoampCUFAQjEYjXFxcMHfuXIwYMQIhISG4fv06DAYDqqur0bt3b6xYsQLdu3dHbW0tDAYDrl69infeeQfZ2dl4//33n3eZRERERPQK62g9p1MaaSIiIiKiN83r/wQfEREREdF/gI00EREREZEDHG6kt2/fjsjISISFhSE/P1/Zb7FYkJiYiMOHDz91DpPJBIPB4OgSiIiIiOg1p9ZzFhYWQqvVQqfTwWg0orm5+Ylz/Fc9p9vTh9gzm81YuXIlTCYTunTpgri4OPj6+qJTp07IzMzE2bNnnb1OIiIiInrDqPWcQ4cOxaZNm2AymfD222/DYDCgoKAASUlJL3x9DjXSrV/RCADh4eEoLS1FQ0MDUlNT8cMPPzzznEeOHMHKlSvR2NiIu3fvwmg0YuTIkTAYDHB3d8eZM2dgNpuRkZGB0aNHO7JsIiIiInqFqPWce/bswbx58+Du7g7g4QuDKioq2j2nM3tOh27tUHtFo9lshl6vx8iRIx2ZEnl5eVi4cCGKioqwcOFCrF69Wjl248YNFBQUYN26dVi2bJlD8xMRERHRq6WtntPf3x8AUFNTg/z8fISEhLR7Tmf2nA5dkVZ7RWNbr1psr+XLl2Pfvn0oLS3FqVOnUF9frxzz9/eHi4sLvL29UVtb+1z/DhERERG9Gp7Uc5rNZqSmpmL06NHw9fVt95zO7DkduiLdq1cvVFVVKdtVVVXw9PRUHbt3715ER0cjOjoaq1evxrFjx2A2mwE8DMPV1RUAEB8fj9OnT6Nfv36YPHmyzRxvvfUWgLbfi05EREREr5+2es5Lly4hLi4OMTExyMjIAPByek6HrkgPHz4ca9asQU1NDbp27Ypdu3ZhwYIFqmNDQkJsLrcbjUb069cPCQkJOH/+PLy8vFBbW4vy8nIUFBSgS5cuyM7ORktLiyNLIyIiIqLXhFrPOXfuXKSkpGDGjBn47LPPlLEvo+d0qJHu2bMnZs6ciYkTJyqvaBwwYEC7atPT06HX65GXl4devXph1apV6N69O8aMGQONRgM3Nzf4+fmhsbERDQ0NjiyPiIiIiF4Daj3n2bNncevWLeTm5iI3NxcAMGLECEyfPt2m9kX0nHxFOBERERGRA/hmQyIiIiIiB7CRJiIiIiJyABtpIiIiIiIHOK2RzsnJgUajgUajUb7A+uDBg9DpdAgLC8PKlSvtavR6PUwmk7JdVFSETz/9VPnqErUaIiIiIqKOwKFv7XjcwYMHUVZWhqKiIri4uCA1NRUlJSXIzs7Gjz/+iN69e2PSpEk4cOAAgoKCYDabMW/ePBw6dAh+fn7KPH/99RcMBgO0Wq0zlkVERERE9J9xyhVpDw8PGAwGdOnSBZ07d8aHH36I8vJy9OnTB15eXnBzc4NOp0NpaSkAYPv27QgJCUFERITNPH/++SeKioqg0+nwxRdf4M6dO85YHhERERGR0zmlkf7oo48waNAgAEB5eTl++eUXuLi4qL4bHQBSU1MxduxYu3k8PDwwdepUFBcXo3fv3vjqq6+csTwiIiIiIqdzyq0dj1y8eBGTJk2CXq+Hq6srysvLlWOt343elrVr1yp/T01NRWhoqDOXR0RERETkNE572PD48eNISkrC7NmzERMT0+a70dty7949bN68Wdlu/U50IiIiIqKOximNdGVlJTIyMpCdnQ2NRgMAGDhwIC5fvox///0XLS0tKCkpQWBgYJtzdOvWDRs3bsSpU6cAAHl5ebwiTUREREQdllNu7di0aROampqwZMkSZV9cXByWLFmCadOmoampCUFBQRg1alSbc7i6umLVqlXIyspCY2Mj+vbtq3yNHhERERFRR+MiIvKyF0FERERE9Krhmw2JiIiIiBzARpqIiIiIyAFspImIiIiIHMBGmoiIiIjIAWykiYiIiIgcwEaaiIiIiMgBbKSJiIiIiBzARpqIiIiIyAH/B0SrrulmOmLQAAAAAElFTkSuQmCC\n", "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -380,42 +307,32 @@ ], "source": [ "# vector inputs\n", - "times = pd.DatetimeIndex(start='2015-01-01', end='2015-01-02', freq='12H')\n", + "times = pd.date_range(start='2015-01-01', end='2015-01-02', freq='12H')\n", "temps = pd.Series([0, 10, 5], index=times)\n", "irrads = pd.Series([0, 500, 0], index=times)\n", "winds = pd.Series([10, 5, 0], index=times)\n", "\n", - "pvtemps = pvsystem.sapm_celltemp(irrads, winds, temps)\n", - "pvtemps.plot()" + "pvtemps = pvlib.temperature.sapm_cell(irrads, temps, winds, **thermal_params)\n", + "pvtemps.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Cell and module temperature as a function of wind speed." + "Cell temperature as a function of wind speed." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "Text(0,0.5,'temperature (deg C)')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -424,41 +341,30 @@ ], "source": [ "wind = np.linspace(0,20,21)\n", - "temps = pd.DataFrame(pvsystem.sapm_celltemp(900, wind, 20), index=wind)\n", + "temps = pd.Series(pvlib.temperature.sapm_cell(900, 20, wind, **thermal_params), index=wind)\n", "\n", "temps.plot()\n", - "plt.legend()\n", "plt.xlabel('wind speed (m/s)')\n", - "plt.ylabel('temperature (deg C)')" + "plt.ylabel('temperature (deg C)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Cell and module temperature as a function of ambient temperature." + "Cell temperature as a function of ambient temperature." ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "Text(0,0.5,'temperature (deg C)')" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -467,41 +373,30 @@ ], "source": [ "atemp = np.linspace(-20,50,71)\n", - "temps = pvsystem.sapm_celltemp(900, 2, atemp).set_index(atemp)\n", + "temps = pd.Series(pvlib.temperature.sapm_cell(900, atemp, 2, **thermal_params), index=atemp)\n", "\n", "temps.plot()\n", - "plt.legend()\n", "plt.xlabel('ambient temperature (deg C)')\n", - "plt.ylabel('temperature (deg C)')" + "plt.ylabel('temperature (deg C)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Cell and module temperature as a function of incident irradiance." + "Cell temperature as a function of incident irradiance." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "Text(0,0.5,'temperature (deg C)')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -510,41 +405,30 @@ ], "source": [ "irrad = np.linspace(0,1000,101)\n", - "temps = pvsystem.sapm_celltemp(irrad, 2, 20).set_index(irrad)\n", + "temps = pd.Series(pvlib.temperature.sapm_cell(irrad, 20, 2, **thermal_params), index=irrad)\n", "\n", "temps.plot()\n", - "plt.legend()\n", "plt.xlabel('incident irradiance (W/m**2)')\n", - "plt.ylabel('temperature (deg C)')" + "plt.ylabel('temperature (deg C)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Cell and module temperature for different module and racking types." + "Cell temperature for different module and racking types." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "Text(0,0.5,'temperature (deg C)')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -552,21 +436,19 @@ } ], "source": [ - "models = ['open_rack_cell_glassback',\n", - " 'roof_mount_cell_glassback',\n", - " 'open_rack_cell_polymerback',\n", - " 'insulated_back_polymerback',\n", - " 'open_rack_polymer_thinfilm_steel',\n", - " '22x_concentrator_tracker']\n", + "models = ['open_rack_glass_glass',\n", + " 'close_mount_glass_glass',\n", + " 'open_rack_glass_polymer',\n", + " 'insulated_back_glass_polymer']\n", "\n", - "temps = pd.DataFrame(index=['temp_cell','temp_module'])\n", + "temps = pd.Series(dtype=float)\n", "\n", "for model in models:\n", - " temps[model] = pd.Series(pvsystem.sapm_celltemp(1000, 5, 20, model=model).iloc[0])\n", + " params = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm'][model]\n", + " temps[model] = pvlib.temperature.sapm_cell(1000, 20, 5, **params)\n", "\n", - "temps.T.plot(kind='bar') # try removing the transpose operation and replotting\n", - "plt.legend()\n", - "plt.ylabel('temperature (deg C)')" + "temps.plot(kind='bar')\n", + "plt.ylabel('temperature (deg C)');" ] }, { @@ -578,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -602,212 +484,212 @@ " \n", " \n", " \n", - " ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_\n", - " ABB__MICRO_0_25_I_OUTD_US_208__208V__208V__CEC_2018_\n", - " ABB__MICRO_0_25_I_OUTD_US_240_240V__CEC_2014_\n", - " ABB__MICRO_0_25_I_OUTD_US_240__240V__240V__CEC_2018_\n", - " ABB__MICRO_0_3_I_OUTD_US_208_208V__CEC_2014_\n", - " ABB__MICRO_0_3_I_OUTD_US_208__208V__208V__CEC_2018_\n", - " ABB__MICRO_0_3_I_OUTD_US_240_240V__CEC_2014_\n", - " ABB__MICRO_0_3_I_OUTD_US_240__240V__240V__CEC_2018_\n", - " ABB__MICRO_0_3HV_I_OUTD_US_208_208V__CEC_2014_\n", - " ABB__MICRO_0_3HV_I_OUTD_US_208__208V__208V__CEC_2018_\n", + " ABB__MICRO_0_25_I_OUTD_US_208__208V_\n", + " ABB__MICRO_0_25_I_OUTD_US_240__240V_\n", + " ABB__MICRO_0_3_I_OUTD_US_208__208V_\n", + " ABB__MICRO_0_3_I_OUTD_US_240__240V_\n", + " ABB__MICRO_0_3HV_I_OUTD_US_208__208V_\n", + " ABB__MICRO_0_3HV_I_OUTD_US_240__240V_\n", + " ABB__PVI_10_0_I_OUTD_x_US_208_y__208V_\n", + " ABB__PVI_10_0_I_OUTD_x_US_480_y_z__480V_\n", + " ABB__PVI_12_0_I_OUTD_x_US_480_y__480V_\n", + " ABB__PVI_3_0_OUTD_S_US__208V_\n", " ...\n", - 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" 0.001260\n", + " 0.00126\n", " \n", " \n", " C3\n", - " -0.018900\n", " -0.013171\n", - " -0.034600\n", " -0.014926\n", - " -0.039100\n", " -0.031742\n", - " -0.049500\n", " -0.028223\n", - " -0.027600\n", - " -0.023681\n", + " -0.023725\n", + " -0.041214\n", + " -0.002351\n", + " -0.003855\n", + " -0.007112\n", + " -0.000287\n", " ...\n", - " 0.157676\n", + " -0.000338\n", " 0.121032\n", " 0.000623\n", " 0.000315\n", - " 0.001530\n", - " 0.000860\n", + " 0.00153\n", + " 0.00086\n", " 0.001218\n", " 0.000889\n", " 0.000195\n", @@ -844,470 +726,434 @@ " \n", " \n", " Pnt\n", - " 0.020000\n", - " 0.020000\n", - " 0.050000\n", - " 0.050000\n", - " 0.020000\n", - " 0.020000\n", - " 0.050000\n", - " 0.050000\n", - " 0.060000\n", - " 0.060000\n", + " 0.075\n", + " 0.075\n", + " 0.09\n", + " 0.09\n", + " 0.09\n", + " 0.09\n", + " 0.1\n", + " 0.4\n", + " 0.4\n", + " 0.1\n", " ...\n", - " 0.150000\n", - " 0.150000\n", - " 3.600000\n", - " 3.600000\n", - " 3.900000\n", - " 3.630000\n", - " 3.860000\n", - 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14 rows × 5100 columns

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16 rows × 3264 columns

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"C2 0.000494 \n", - "C3 -0.013171 \n", - "Pnt 0.020000 \n", - "Vdcmax 50.000000 \n", - "Idcmax 6.489710 \n", - "Mppt_low 30.000000 \n", - "Mppt_high 50.000000 \n", + " ABB__MICRO_0_25_I_OUTD_US_240__240V_ \\\n", + "Vac 240 \n", + "Pso 2.24041 \n", + "Paco 250 \n", + "Pdco 259.492 \n", + "Vdco 40 \n", + "C0 -3.9e-05 \n", + "C1 -0.000132 \n", + "C2 0.002418 \n", + "C3 -0.014926 \n", + "Pnt 0.075 \n", + "Vdcmax 50 \n", + "Idcmax 6.4873 \n", + "Mppt_low 30 \n", + "Mppt_high 50 \n", + "CEC_Date NaN \n", + "CEC_Type Utility Interactive \n", "\n", - " ABB__MICRO_0_25_I_OUTD_US_240_240V__CEC_2014_ \\\n", - "Vac 240.000000 \n", - "Paco 250.000000 \n", - "Pdco 259.552697 \n", - "Vdco 39.982246 \n", - "Pso 1.931194 \n", - "C0 -0.000027 \n", - "C1 -0.000158 \n", - "C2 0.001480 \n", - "C3 -0.034600 \n", - "Pnt 0.050000 \n", - "Vdcmax 65.000000 \n", - "Idcmax 10.000000 \n", - "Mppt_low 20.000000 \n", - "Mppt_high 50.000000 \n", + " ABB__MICRO_0_3_I_OUTD_US_208__208V_ \\\n", + "Vac 208 \n", + "Pso 1.84651 \n", + "Paco 300 \n", + "Pdco 311.669 \n", + "Vdco 40 \n", + "C0 -3.3e-05 \n", + "C1 -0.000192 \n", + "C2 0.000907 \n", + "C3 -0.031742 \n", + "Pnt 0.09 \n", + "Vdcmax 50 \n", + "Idcmax 7.79173 \n", + "Mppt_low 30 \n", + "Mppt_high 50 \n", + "CEC_Date NaN \n", + "CEC_Type Utility Interactive \n", "\n", - " ABB__MICRO_0_25_I_OUTD_US_240__240V__240V__CEC_2018_ \\\n", - "Vac 240.000000 \n", - "Paco 250.000000 \n", - "Pdco 259.492000 \n", - "Vdco 40.000000 \n", - "Pso 2.240410 \n", - "C0 -0.000039 \n", - "C1 -0.000132 \n", - "C2 0.002418 \n", - "C3 -0.014926 \n", - "Pnt 0.050000 \n", - "Vdcmax 50.000000 \n", - "Idcmax 6.487300 \n", - "Mppt_low 30.000000 \n", - "Mppt_high 50.000000 \n", + " ABB__MICRO_0_3_I_OUTD_US_240__240V_ \\\n", + "Vac 240 \n", + "Pso 1.95054 \n", + "Paco 300 \n", + "Pdco 311.581 \n", + "Vdco 40 \n", + "C0 -3.4e-05 \n", + "C1 -0.000256 \n", + "C2 0.002453 \n", + "C3 -0.028223 \n", + "Pnt 0.09 \n", + "Vdcmax 50 \n", + "Idcmax 7.78952 \n", + "Mppt_low 30 \n", + "Mppt_high 50 \n", + "CEC_Date NaN \n", + "CEC_Type Utility Interactive \n", "\n", - " ABB__MICRO_0_3_I_OUTD_US_208_208V__CEC_2014_ \\\n", - "Vac 208.000000 \n", - "Paco 300.000000 \n", - "Pdco 311.714554 \n", - "Vdco 40.227111 \n", - "Pso 1.971053 \n", - "C0 -0.000036 \n", - "C1 -0.000256 \n", - "C2 -0.000833 \n", - "C3 -0.039100 \n", - "Pnt 0.020000 \n", - "Vdcmax 65.000000 \n", - "Idcmax 10.000000 \n", - "Mppt_low 30.000000 \n", - "Mppt_high 50.000000 \n", + " ABB__MICRO_0_3HV_I_OUTD_US_208__208V_ \\\n", + "Vac 208 \n", + "Pso 1.76944 \n", + "Paco 300 \n", + "Pdco 312.421 \n", + "Vdco 45 \n", + "C0 -4.5e-05 \n", + "C1 -0.000196 \n", + "C2 0.001959 \n", + "C3 -0.023725 \n", + "Pnt 0.09 \n", + "Vdcmax 60 \n", + "Idcmax 6.94269 \n", + "Mppt_low 30 \n", + "Mppt_high 60 \n", + "CEC_Date NaN \n", + "CEC_Type Utility Interactive \n", "\n", - " ABB__MICRO_0_3_I_OUTD_US_208__208V__208V__CEC_2018_ \\\n", - "Vac 208.000000 \n", - "Paco 300.000000 \n", - "Pdco 311.669000 \n", - "Vdco 40.000000 \n", - "Pso 1.846510 \n", - "C0 -0.000033 \n", - "C1 -0.000192 \n", - "C2 0.000907 \n", - "C3 -0.031742 \n", - "Pnt 0.020000 \n", - "Vdcmax 50.000000 \n", - "Idcmax 7.791730 \n", - "Mppt_low 30.000000 \n", - "Mppt_high 50.000000 \n", + " ABB__MICRO_0_3HV_I_OUTD_US_240__240V_ \\\n", + "Vac 240 \n", + "Pso 1.84378 \n", + "Paco 300 \n", + "Pdco 312.005 \n", + "Vdco 45 \n", + "C0 -3.5e-05 \n", + "C1 -0.000227 \n", + "C2 -0.000526 \n", + "C3 -0.041214 \n", + "Pnt 0.09 \n", + "Vdcmax 60 \n", + "Idcmax 6.93344 \n", + "Mppt_low 30 \n", + "Mppt_high 60 \n", + "CEC_Date NaN \n", + "CEC_Type Utility Interactive \n", "\n", - " ABB__MICRO_0_3_I_OUTD_US_240_240V__CEC_2014_ \\\n", - "Vac 240.000000 \n", - "Paco 300.000000 \n", - "Pdco 311.504961 \n", - "Vdco 40.136095 \n", - "Pso 1.991342 \n", - "C0 -0.000031 \n", - "C1 -0.000289 \n", - "C2 -0.002110 \n", - "C3 -0.049500 \n", - "Pnt 0.050000 \n", - "Vdcmax 65.000000 \n", - "Idcmax 10.000000 \n", - "Mppt_low 30.000000 \n", - "Mppt_high 50.000000 \n", + " ABB__PVI_10_0_I_OUTD_x_US_208_y__208V_ \\\n", + "Vac 208 \n", + "Pso 46.8638 \n", + "Paco 10000 \n", + "Pdco 10488.3 \n", + "Vdco 320 \n", + "C0 -2.7759e-06 \n", + "C1 -3.6e-05 \n", + "C2 0.000305 \n", + "C3 -0.002351 \n", + "Pnt 0.1 \n", + "Vdcmax 416 \n", + "Idcmax 32.776 \n", + "Mppt_low 220 \n", + "Mppt_high 416 \n", + "CEC_Date NaN \n", + "CEC_Type Utility Interactive \n", "\n", - " ABB__MICRO_0_3_I_OUTD_US_240__240V__240V__CEC_2018_ \\\n", - "Vac 240.000000 \n", - "Paco 300.000000 \n", - "Pdco 311.581000 \n", - "Vdco 40.000000 \n", - "Pso 1.950540 \n", - "C0 -0.000034 \n", - "C1 -0.000256 \n", - "C2 0.002453 \n", - "C3 -0.028223 \n", - "Pnt 0.050000 \n", - "Vdcmax 50.000000 \n", - "Idcmax 7.789520 \n", - "Mppt_low 30.000000 \n", - "Mppt_high 50.000000 \n", + " ABB__PVI_10_0_I_OUTD_x_US_480_y_z__480V_ \\\n", + "Vac 480 \n", + "Pso 67.7909 \n", + "Paco 10000 \n", + "Pdco 10296 \n", + "Vdco 362 \n", + "C0 -1.38839e-06 \n", + "C1 -4.9e-05 \n", + "C2 -0.00052 \n", + "C3 -0.003855 \n", + "Pnt 0.4 \n", + "Vdcmax 416 \n", + "Idcmax 28.4419 \n", + "Mppt_low 220 \n", + "Mppt_high 416 \n", + "CEC_Date NaN \n", + "CEC_Type Utility Interactive \n", "\n", - " ABB__MICRO_0_3HV_I_OUTD_US_208_208V__CEC_2014_ \\\n", - "Vac 208.000000 \n", - "Paco 300.000000 \n", - "Pdco 312.523347 \n", - "Vdco 45.259429 \n", - "Pso 1.882620 \n", - "C0 -0.000049 \n", - "C1 -0.000241 \n", - "C2 0.000975 \n", - "C3 -0.027600 \n", - "Pnt 0.060000 \n", - "Vdcmax 79.000000 \n", - "Idcmax 10.500000 \n", - "Mppt_low 30.000000 \n", - "Mppt_high 75.000000 \n", + " ABB__PVI_12_0_I_OUTD_x_US_480_y__480V_ \\\n", + "Vac 480 \n", + "Pso 62.5547 \n", + "Paco 12000 \n", + "Pdco 12358.8 \n", + "Vdco 370 \n", + "C0 -1.009e-06 \n", + "C1 -5.6e-05 \n", + "C2 -0.001437 \n", + "C3 -0.007112 \n", + "Pnt 0.4 \n", + "Vdcmax 416 \n", + "Idcmax 33.4022 \n", + "Mppt_low 250 \n", + "Mppt_high 416 \n", + "CEC_Date NaN \n", + "CEC_Type Utility Interactive \n", "\n", - " ABB__MICRO_0_3HV_I_OUTD_US_208__208V__208V__CEC_2018_ \\\n", - "Vac 208.000000 \n", - "Paco 300.000000 \n", - "Pdco 312.423000 \n", - "Vdco 45.000000 \n", - "Pso 1.762100 \n", - "C0 -0.000045 \n", - "C1 -0.000198 \n", - "C2 0.002208 \n", - "C3 -0.023681 \n", - "Pnt 0.060000 \n", - "Vdcmax 60.000000 \n", - "Idcmax 6.942740 \n", - "Mppt_low 30.000000 \n", - "Mppt_high 60.000000 \n", + " ABB__PVI_3_0_OUTD_S_US__208V_ ... Zigor__Sunzet_3_TL_US__240V_ \\\n", + "Vac 208 ... 240 \n", + "Pso 18.1663 ... 36.0334 \n", + "Paco 3000 ... 3180 \n", + "Pdco 3142.3 ... 3315.65 \n", + "Vdco 310 ... 375 \n", + "C0 -8.03949e-06 ... -7.98467e-06 \n", + "C1 -1.1e-05 ... -7.5e-05 \n", + "C2 0.000999 ... 0.000544 \n", + "C3 -0.000287 ... -0.000338 \n", + "Pnt 0.1 ... 0.954 \n", + "Vdcmax 480 ... 400 \n", + "Idcmax 10.1365 ... 8.84174 \n", + "Mppt_low 100 ... 100 \n", + "Mppt_high 480 ... 400 \n", + "CEC_Date NaN ... NaN \n", + "CEC_Type Utility Interactive ... Utility Interactive \n", "\n", - " ... \\\n", - "Vac ... \n", - "Paco ... \n", - "Pdco ... \n", - "Vdco ... \n", - "Pso ... \n", - "C0 ... \n", - "C1 ... \n", - "C2 ... \n", - "C3 ... \n", - "Pnt ... \n", - "Vdcmax ... \n", - "Idcmax ... \n", - "Mppt_low ... \n", - "Mppt_high ... \n", + " i_Energy__GT260__240V_ iPower__SHO_1_1__120V_ \\\n", + "Vac 240 120 \n", + "Pso 2.5301 22.0954 \n", + "Paco 230 1100 \n", + "Pdco 245.63 1194.09 \n", + "Vdco 40 182 \n", + "C0 6.2e-05 -2.1e-05 \n", + "C1 -9.8e-05 5.7e-05 \n", + "C2 0.000231 0.002001 \n", + "C3 0.121032 0.000623 \n", + "Pnt 0.069 0.33 \n", + "Vdcmax 49 380 \n", + "Idcmax 6.14076 6.56096 \n", + "Mppt_low 30 100 \n", + "Mppt_high 49 380 \n", + "CEC_Date NaN NaN \n", + "CEC_Type Utility Interactive Utility Interactive \n", "\n", - " i_Energy_Corporation__GT260_240V__CEC_2013_ \\\n", - "Vac 240.000000 \n", - "Paco 230.000000 \n", - "Pdco 245.790658 \n", - "Vdco 40.709524 \n", - "Pso 2.511675 \n", - "C0 0.000048 \n", - "C1 -0.000086 \n", - "C2 -0.002590 \n", - "C3 0.157676 \n", - "Pnt 0.150000 \n", - "Vdcmax 59.000000 \n", - "Idcmax 10.000000 \n", - "Mppt_low 30.000000 \n", - "Mppt_high 50.000000 \n", + " iPower__SHO_2_0__240V_ iPower__SHO_2_5__240V_ \\\n", + "Vac 240 240 \n", + "Pso 24.4658 42.7765 \n", + "Paco 2000 2500 \n", + "Pdco 2161.88 2632.84 \n", + "Vdco 199 218 \n", + "C0 -1.3e-05 -1.4e-05 \n", + "C1 5.5e-05 6.1e-05 \n", + "C2 0.001703 0.002053 \n", + "C3 0.000315 0.00153 \n", + "Pnt 0.6 0.75 \n", + "Vdcmax 380 400 \n", + "Idcmax 10.8637 12.0772 \n", + "Mppt_low 100 100 \n", + "Mppt_high 380 400 \n", + "CEC_Date NaN NaN \n", + "CEC_Type Utility Interactive Utility Interactive \n", "\n", - " i_Energy__GT260__240V__240V__CEC_2018_ \\\n", - "Vac 240.000000 \n", - "Paco 230.000000 \n", - "Pdco 245.630000 \n", - "Vdco 40.000000 \n", - "Pso 2.530100 \n", - "C0 0.000062 \n", - "C1 -0.000098 \n", - "C2 0.000231 \n", - "C3 0.121032 \n", - "Pnt 0.150000 \n", - "Vdcmax 49.000000 \n", - "Idcmax 6.140760 \n", - "Mppt_low 30.000000 \n", - "Mppt_high 49.000000 \n", + " iPower__SHO_3_0__240V_ iPower__SHO_3_5__240V_ \\\n", + "Vac 240 240 \n", + "Pso 31.682 64.7742 \n", + "Paco 3000 3500 \n", + "Pdco 3205.93 3641.84 \n", + "Vdco 222.5 263 \n", + "C0 -8.21046e-06 -9.08073e-06 \n", + "C1 3.6e-05 3.5e-05 \n", + "C2 0.001708 0.001417 \n", + "C3 0.00086 0.001218 \n", + "Pnt 0.9 1.05 \n", + "Vdcmax 380 400 \n", + "Idcmax 14.4087 13.8473 \n", + "Mppt_low 100 100 \n", + "Mppt_high 380 400 \n", + "CEC_Date NaN NaN \n", + "CEC_Type Utility Interactive Utility Interactive \n", "\n", - " iPower__SHO_1_1__120V__120V__CEC_2018_ \\\n", - "Vac 120.000000 \n", - "Paco 1100.000000 \n", - "Pdco 1194.090000 \n", - "Vdco 182.000000 \n", - "Pso 22.095400 \n", - "C0 -0.000021 \n", - "C1 0.000057 \n", - "C2 0.002001 \n", - "C3 0.000623 \n", - "Pnt 3.600000 \n", - "Vdcmax 380.000000 \n", - "Idcmax 6.560960 \n", - "Mppt_low 100.000000 \n", - "Mppt_high 380.000000 \n", + " iPower__SHO_4_6__208V_ iPower__SHO_4_8__240V_ iPower__SHO_5_2__240V_ \n", + "Vac 208 240 240 \n", + "Pso 54.5701 85.1457 62.4867 \n", + "Paco 4600 4800 5200 \n", + "Pdco 4797.81 4968.03 5382.86 \n", + "Vdco 254 263 280 \n", + "C0 -5.99928e-06 -6.16035e-06 -4.63524e-06 \n", + "C1 2.8e-05 3.4e-05 4.4e-05 \n", + "C2 0.001381 0.000586 0.00126 \n", + "C3 0.000889 0.000195 0.000367 \n", + "Pnt 1.38 1.44 1.56 \n", + "Vdcmax 400 400 400 \n", + "Idcmax 18.889 18.8898 19.2245 \n", + "Mppt_low 100 100 240 \n", + "Mppt_high 400 400 400 \n", + "CEC_Date NaN NaN NaN \n", + "CEC_Type Utility Interactive Utility Interactive Utility Interactive \n", "\n", - " iPower__SHO_2_0__240V__240V__CEC_2018_ \\\n", - "Vac 240.000000 \n", - "Paco 2000.000000 \n", - "Pdco 2161.880000 \n", - "Vdco 199.000000 \n", - "Pso 24.465800 \n", - "C0 -0.000013 \n", - "C1 0.000055 \n", - "C2 0.001703 \n", - "C3 0.000315 \n", - "Pnt 3.600000 \n", - "Vdcmax 380.000000 \n", - "Idcmax 10.863700 \n", - "Mppt_low 100.000000 \n", - "Mppt_high 380.000000 \n", - "\n", - " iPower__SHO_2_5__240V__240V__CEC_2018_ \\\n", - "Vac 240.000000 \n", - "Paco 2500.000000 \n", - "Pdco 2632.840000 \n", - "Vdco 218.000000 \n", - "Pso 42.776500 \n", - "C0 -0.000014 \n", - "C1 0.000061 \n", - "C2 0.002053 \n", - "C3 0.001530 \n", - "Pnt 3.900000 \n", - "Vdcmax 400.000000 \n", - "Idcmax 12.077200 \n", - "Mppt_low 100.000000 \n", - "Mppt_high 400.000000 \n", - "\n", - " iPower__SHO_3_0__240V__240V__CEC_2018_ \\\n", - "Vac 240.000000 \n", - "Paco 3000.000000 \n", - "Pdco 3205.930000 \n", - "Vdco 222.500000 \n", - "Pso 31.682000 \n", - "C0 -0.000008 \n", - "C1 0.000036 \n", - "C2 0.001708 \n", - "C3 0.000860 \n", - "Pnt 3.630000 \n", - "Vdcmax 380.000000 \n", - "Idcmax 14.408700 \n", - "Mppt_low 100.000000 \n", - "Mppt_high 380.000000 \n", - "\n", - " iPower__SHO_3_5__240V__240V__CEC_2018_ \\\n", - "Vac 240.000000 \n", - "Paco 3500.000000 \n", - "Pdco 3641.830000 \n", - "Vdco 263.000000 \n", - "Pso 64.768100 \n", - "C0 -0.000009 \n", - "C1 0.000035 \n", - "C2 0.001417 \n", - "C3 0.001218 \n", - "Pnt 3.860000 \n", - "Vdcmax 400.000000 \n", - "Idcmax 13.847300 \n", - "Mppt_low 100.000000 \n", - "Mppt_high 400.000000 \n", - "\n", - " iPower__SHO_4_6__208V__208V__CEC_2018_ \\\n", - "Vac 208.000000 \n", - "Paco 4600.000000 \n", - "Pdco 4797.810000 \n", - "Vdco 254.000000 \n", - "Pso 54.570100 \n", - "C0 -0.000006 \n", - "C1 0.000028 \n", - "C2 0.001381 \n", - "C3 0.000889 \n", - "Pnt 4.000000 \n", - "Vdcmax 400.000000 \n", - "Idcmax 18.889000 \n", - "Mppt_low 100.000000 \n", - "Mppt_high 400.000000 \n", - "\n", - " iPower__SHO_4_8__240V__240V__CEC_2018_ \\\n", - "Vac 240.000000 \n", - "Paco 4800.000000 \n", - "Pdco 4968.030000 \n", - "Vdco 263.000000 \n", - "Pso 85.145700 \n", - "C0 -0.000006 \n", - "C1 0.000034 \n", - "C2 0.000586 \n", - "C3 0.000195 \n", - "Pnt 4.100000 \n", - "Vdcmax 400.000000 \n", - "Idcmax 18.889800 \n", - "Mppt_low 100.000000 \n", - "Mppt_high 400.000000 \n", - "\n", - " iPower__SHO_5_2__240V__240V__CEC_2018_ \n", - "Vac 240.000000 \n", - "Paco 5200.000000 \n", - "Pdco 5382.860000 \n", - "Vdco 280.000000 \n", - "Pso 62.486700 \n", - "C0 -0.000005 \n", - "C1 0.000044 \n", - "C2 0.001260 \n", - "C3 0.000367 \n", - "Pnt 4.000000 \n", - "Vdcmax 400.000000 \n", - "Idcmax 19.224500 \n", - "Mppt_low 240.000000 \n", - "Mppt_high 400.000000 \n", - "\n", - "[14 rows x 5100 columns]" + "[16 rows x 3264 columns]" ] }, - "execution_count": 17, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1319,32 +1165,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\cliff\\Anaconda3\\lib\\site-packages\\pvlib\\pvsystem.py:2200: RuntimeWarning: invalid value encountered in minimum\n", - " ac_power = np.minimum(Paco, ac_power)\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0.5,0,'dc power')" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1356,11 +1184,11 @@ "idcs = pd.Series(np.linspace(0,11,110))\n", "pdcs = idcs * vdcs\n", "\n", - "pacs = inverter.sandia(vdcs, pdcs, inverters['ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_'])\n", + "pacs = inverter.sandia(vdcs, pdcs, inverters['ABB__MICRO_0_25_I_OUTD_US_208__208V_'])\n", "#pacs.plot()\n", - "plt.plot(pacs, pdcs)\n", + "plt.plot(pdcs, pacs)\n", "plt.ylabel('ac power')\n", - "plt.xlabel('dc power')" + "plt.xlabel('dc power');" ] }, { @@ -1388,7 +1216,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1412,682 +1240,883 @@ " \n", " \n", " \n", - " 1Soltech_1STH_215_P\n", - " 1Soltech_1STH_220_P\n", - " 1Soltech_1STH_225_P\n", - " 1Soltech_1STH_230_P\n", - " 1Soltech_1STH_235_WH\n", - " 1Soltech_1STH_240_P\n", - " 1Soltech_1STH_240_WH\n", - " 1Soltech_1STH_245_P\n", - " 1Soltech_1STH_245_WH\n", - " 1Soltech_1STH_250_P\n", + " A10Green_Technology_A10J_S72_175\n", + " A10Green_Technology_A10J_S72_180\n", + " A10Green_Technology_A10J_S72_185\n", + " A10Green_Technology_A10J_M60_220\n", + " A10Green_Technology_A10J_M60_225\n", + " A10Green_Technology_A10J_M60_230\n", + " A10Green_Technology_A10J_M60_235\n", + " A10Green_Technology_A10J_M60_240\n", + " A2Peak_Power_POWER_ON_P220_6x10\n", + " Aavid_Solar_ASMS_165P\n", " ...\n", - " iTek_iT_240\n", - " iTek_iT_260_HE\n", - " iTek_iT_265_HE\n", - " iTek_iT_270_HE\n", - " iTek_iT_275_HE\n", - " iTek_iT_280_HE\n", - " iTek_iT_285_HE\n", - " iTek_iT_290_HE\n", - " iTek_iT_295_HE\n", - " iTek_iT_300_HE\n", + " Zytech_Solar_ZT275P\n", + " Zytech_Solar_ZT280P\n", + " Zytech_Solar_ZT285P\n", + " Zytech_Solar_ZT290P\n", + " Zytech_Solar_ZT295P\n", + " Zytech_Solar_ZT300P\n", + " Zytech_Solar_ZT305P\n", + " Zytech_Solar_ZT310P\n", + " Zytech_Solar_ZT315P\n", + " Zytech_Solar_ZT320P\n", " \n", " \n", " \n", " \n", - " BIPV\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", + " Technology\n", + " Mono-c-Si\n", + " Mono-c-Si\n", + " Mono-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", " ...\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", - " N\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", + " Multi-c-Si\n", " \n", " \n", - " Date\n", - " 10/7/2010\n", - " 10/4/2010\n", - " 10/4/2010\n", - " 10/4/2010\n", - " 3/4/2010\n", - " 4/2/2014\n", - " 3/4/2010\n", - " 4/2/2014\n", - " 3/4/2010\n", - " 4/2/2014\n", + " Bifacial\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", " ...\n", - " 10/26/2011\n", - " 2/2/2015\n", - " 2/2/2015\n", - " 2/2/2015\n", - " 2/2/2015\n", - " 2/2/2015\n", - " 5/29/2015\n", - " 5/29/2015\n", - " 5/29/2015\n", - " 5/29/2015\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", " \n", " \n", - " T_NOCT\n", - " 47.4\n", - " 47.4\n", - " 47.4\n", - " 47.4\n", - " 49.9\n", - " 43\n", - " 49.9\n", - " 43\n", - " 49.9\n", - " 43\n", + " STC\n", + " 175.091\n", + " 179.928\n", + " 184.702\n", + " 219.876\n", + " 224.986\n", + " 230.129\n", + " 235.008\n", + " 240.538\n", + " 219.978\n", + " 164.85\n", + " ...\n", + " 275.014\n", + " 280.329\n", + " 285.326\n", + " 290.036\n", + " 295.066\n", + " 300.003\n", + " 305.056\n", + " 310.144\n", + " 315.094\n", + " 320.42\n", + " \n", + " \n", + " PTC\n", + " 151.2\n", + " 155.7\n", + " 160.2\n", + " 189.1\n", + " 193.5\n", + " 204.1\n", + " 208.7\n", + " 213.3\n", + " 195\n", + " 146.3\n", " ...\n", - " 48.2\n", - " 44.5\n", - " 44.5\n", - " 44.5\n", - " 44.5\n", - " 44.5\n", - " 48.8\n", - " 48.8\n", - " 48.7\n", - " 48.8\n", + " 248\n", + " 252.6\n", + " 257.3\n", + " 261.9\n", + " 266.5\n", + " 271.2\n", + " 275.8\n", + " 280.5\n", + " 285.1\n", + " 289.8\n", " \n", " \n", " A_c\n", - " 1.567\n", - " 1.567\n", - " 1.567\n", - " 1.567\n", - " 1.635\n", - " 1.561\n", - " 1.635\n", - " 1.561\n", - " 1.635\n", - " 1.561\n", + " 1.3\n", + " 1.3\n", + " 1.3\n", + " 1.624\n", + " 1.624\n", + " 1.624\n", + " 1.624\n", + " 1.624\n", + " 1.633\n", + " 1.301\n", " ...\n", - " 1.637\n", - " 1.634\n", - " 1.634\n", - " 1.634\n", - " 1.634\n", - " 1.634\n", - " 1.62\n", - " 1.62\n", - " 1.62\n", - " 1.62\n", + " 1.931\n", + " 1.931\n", + " 1.931\n", + " 1.931\n", + " 1.931\n", + " 1.931\n", + " 1.931\n", + " 1.931\n", + " 1.931\n", + " 1.931\n", " \n", " \n", - " N_s\n", - " 60\n", - " 60\n", - " 60\n", - " 60\n", - " 60\n", - " 60\n", - " 60\n", - " 60\n", - " 60\n", - " 60\n", + " Length\n", + " 1.576\n", + " 1.576\n", + " 1.576\n", + " 1.632\n", + " 1.632\n", + " 1.632\n", + " 1.632\n", + " 1.632\n", + " 1.633\n", + " 1.575\n", " ...\n", + " 1.95\n", + " 1.95\n", + " 1.95\n", + " 1.95\n", + " 1.95\n", + " 1.95\n", + " 1.95\n", + " 1.95\n", + " 1.95\n", + " 1.95\n", + " \n", + " \n", + " Width\n", + " 0.825\n", + " 0.825\n", + " 0.825\n", + " 0.995\n", + " 0.995\n", + " 0.995\n", + " 0.995\n", + " 0.995\n", + " 1\n", + " 0.826\n", + " ...\n", + " 0.99\n", + " 0.99\n", + " 0.99\n", + " 0.99\n", + " 0.99\n", + " 0.99\n", + " 0.99\n", + " 0.99\n", + " 0.99\n", + " 0.99\n", + " \n", + " \n", + " N_s\n", + " 72\n", + " 72\n", + " 72\n", " 60\n", " 60\n", " 60\n", " 60\n", " 60\n", " 60\n", - " 60\n", - " 60\n", - " 60\n", - " 60\n", + " 72\n", + " ...\n", + " 72\n", + " 72\n", + " 72\n", + " 72\n", + " 72\n", + " 72\n", + " 72\n", + " 72\n", + " 72\n", + " 72\n", " \n", " \n", " I_sc_ref\n", - " 7.84\n", - " 7.97\n", - " 8.09\n", - " 8.18\n", - " 8.54\n", - " 8.62\n", - " 8.58\n", - " 8.65\n", - " 8.62\n", - " 8.69\n", + " 5.17\n", + " 5.31\n", + " 5.43\n", + " 7.95\n", + " 8.04\n", + " 8.1\n", + " 8.23\n", + " 8.32\n", + " 7.98\n", + " 5.25\n", " ...\n", - " 8.7\n", + " 8.31\n", + " 8.4\n", + " 8.48\n", + " 8.55\n", + " 8.64\n", + " 8.71\n", + " 8.87\n", " 8.9\n", - " 9\n", - " 9.1\n", - " 9.2\n", - " 9.3\n", - " 10.05\n", - " 10.08\n", - " 9.9\n", - " 10.08\n", + " 9.01\n", + " 9.12\n", " \n", " \n", " V_oc_ref\n", - " 36.3\n", - " 36.6\n", - " 36.9\n", - " 37.1\n", - " 37\n", - " 36.9\n", - " 37.1\n", - " 37.1\n", - " 37.2\n", - " 37.3\n", + " 43.99\n", + " 44.06\n", + " 44.14\n", + " 36.06\n", + " 36.24\n", + " 36.42\n", + " 36.72\n", + " 36.84\n", + " 36.72\n", + " 43.5\n", " ...\n", - " 38\n", - " 38.6\n", - " 38.7\n", - " 38.9\n", - " 39\n", - " 39.2\n", - " 40.9\n", - " 41.2\n", - " 41.2\n", - " 41.2\n", + " 45.1\n", + " 45.25\n", + " 45.43\n", + " 45.59\n", + " 45.75\n", + " 45.96\n", + " 46.12\n", + " 46.28\n", + " 46.44\n", + " 46.6\n", " \n", " \n", " I_mp_ref\n", - " 7.35\n", - " 7.47\n", + " 4.78\n", + " 4.9\n", + " 5.03\n", + " 7.3\n", + " 7.44\n", " 7.58\n", - " 7.65\n", - " 8.02\n", - " 8.08\n", - " 8.07\n", - " 8.14\n", - " 8.1\n", - " 8.25\n", + " 7.68\n", + " 7.83\n", + " 7.26\n", + " 4.71\n", " ...\n", - " 8.2\n", - " 8.2\n", - " 8.3\n", - " 8.4\n", - " 8.5\n", - " 8.6\n", - " 9.53\n", - " 9.57\n", - " 9.43\n", - " 9.57\n", + " 7.76\n", + " 7.87\n", + " 7.97\n", + " 8.07\n", + " 8.16\n", + " 8.26\n", + " 8.36\n", + " 8.46\n", + " 8.56\n", + " 8.66\n", " \n", " \n", " V_mp_ref\n", - " 29\n", - " 29.3\n", - " 29.6\n", - " 29.9\n", - " 29.3\n", - " 29.7\n", - " 29.7\n", - " 30.1\n", - " 30.2\n", + " 36.63\n", + " 36.72\n", + " 36.72\n", + " 30.12\n", + " 30.24\n", + " 30.36\n", + " 30.6\n", + " 30.72\n", " 30.3\n", + " 35\n", " ...\n", - " 30\n", - " 31.7\n", - " 31.8\n", - " 32\n", - " 32.1\n", - " 32.3\n", - " 33.6\n", - " 34\n", - " 34.5\n", - " 34\n", + " 35.44\n", + " 35.62\n", + " 35.8\n", + " 35.94\n", + " 36.16\n", + " 36.32\n", + " 36.49\n", + " 36.66\n", + " 36.81\n", + " 37\n", " \n", " \n", " alpha_sc\n", - " 0.007997\n", - " 0.008129\n", - " 0.008252\n", - " 0.008344\n", - " 0.00743\n", - " 0.010085\n", - " 0.007465\n", - " 0.010121\n", - " 0.007499\n", - " 0.010167\n", + " 0.002146\n", + " 0.002204\n", + " 0.002253\n", + " 0.004357\n", + " 0.004406\n", + " 0.007857\n", + " 0.007983\n", + " 0.00807\n", + " 0.00399\n", + " 0.001575\n", " ...\n", - " 0.00348\n", - " 0.00356\n", - " 0.0036\n", - " 0.00364\n", - " 0.00368\n", - " 0.00372\n", - " 0.00376\n", - " 0.0038\n", - " 0.00384\n", - " 0.00388\n", + " 0.004014\n", + " 0.004057\n", + " 0.004096\n", + " 0.00413\n", + " 0.004173\n", + " 0.004207\n", + " 0.004284\n", + " 0.004299\n", + " 0.004352\n", + " 0.004405\n", " \n", " \n", " beta_oc\n", - " -0.13104\n", - " -0.13213\n", - " -0.13321\n", - " -0.13393\n", - " -0.13653\n", - " -0.13432\n", - " -0.1369\n", - " -0.13504\n", - " -0.13727\n", - " -0.13577\n", + " -0.159068\n", + " -0.159321\n", + " -0.15961\n", + " -0.130681\n", + " -0.131334\n", + " -0.130748\n", + " -0.131825\n", + " -0.132256\n", + " -0.12852\n", + " -0.170955\n", + " ...\n", + " -0.144275\n", + " -0.144755\n", + " -0.145331\n", + " -0.145842\n", + " -0.146354\n", + " -0.147026\n", + " -0.147538\n", + " -0.14805\n", + " -0.148562\n", + " -0.149073\n", + " \n", + " \n", + " T_NOCT\n", + " 49.9\n", + " 49.9\n", + " 49.9\n", + " 50.2\n", + " 50.2\n", + " 46.4\n", + " 46.4\n", + " 46.4\n", + " 47.9\n", + " 45\n", " ...\n", - " -0.1292\n", - " -0.10808\n", - " -0.10836\n", - " -0.10892\n", - " -0.1092\n", - " -0.10976\n", - " -0.11397\n", - " -0.11455\n", - " -0.11513\n", - " -0.11542\n", + " 46.4\n", + " 46.4\n", + " 46.4\n", + " 46.4\n", + " 46.4\n", + " 46.4\n", + " 46.4\n", + " 46.4\n", + " 46.4\n", + " 46.4\n", " \n", " \n", " a_ref\n", - " 1.6413\n", - " 1.6572\n", - " 1.6732\n", - " 1.6888\n", - " 1.6292\n", - " 1.6068\n", - " 1.6425\n", - " 1.6195\n", - " 1.6617\n", - " 1.629\n", + " 1.9817\n", + " 1.98841\n", + " 1.98482\n", + " 1.67309\n", + " 1.67178\n", + " 1.68048\n", + " 1.69698\n", + " 1.69423\n", + " 1.59703\n", + " 1.96463\n", " ...\n", - " 1.6204\n", - " 1.527\n", - " 1.5306\n", - " 1.5386\n", - " 1.5422\n", - " 1.5503\n", - " 1.5904\n", - " 1.5986\n", - " 1.6069\n", - " 1.6107\n", + " 1.81027\n", + " 1.81485\n", + " 1.8201\n", + " 1.82278\n", + " 1.83125\n", + " 1.84441\n", + " 1.84915\n", + " 1.8574\n", + " 1.86502\n", + " 1.87378\n", " \n", " \n", " I_L_ref\n", - " 7.843\n", - " 7.974\n", - " 8.094\n", - " 8.185\n", - " 8.543\n", - " 8.626\n", - " 8.582\n", - " 8.653\n", - " 8.623\n", - " 8.781\n", + " 5.1757\n", + " 5.31615\n", + " 5.43568\n", + " 7.95906\n", + " 8.04721\n", + " 8.10361\n", + " 8.23464\n", + " 8.32177\n", + " 8.00023\n", + " 5.27415\n", " ...\n", - " 8.7\n", - " 8.923\n", - " 9.022\n", - " 9.121\n", - " 9.221\n", - " 9.32\n", - " 9.418\n", - " 9.517\n", - " 9.617\n", - " 9.716\n", + " 8.32377\n", + " 8.41015\n", + " 8.4867\n", + " 8.55196\n", + " 8.64154\n", + " 8.80531\n", + " 8.87402\n", + " 8.9948\n", + " 9.10661\n", + " 9.21845\n", " \n", " \n", " I_o_ref\n", - " 1.936e-09\n", - " 2.03e-09\n", - " 2.126e-09\n", - " 2.332e-09\n", - " 1.166e-09\n", - " 9.08e-10\n", - " 1.325e-09\n", - " 9.68e-10\n", - " 1.623e-09\n", - " 9.92e-10\n", + " 1.14916e-09\n", + " 1.22524e-09\n", + " 1.16164e-09\n", + " 3.34415e-09\n", + " 3.01424e-09\n", + " 3.09549e-09\n", + " 3.24284e-09\n", + " 2.97878e-09\n", + " 7.85133e-10\n", + " 1.19571e-09\n", " ...\n", - " 5.68e-10\n", - " 9e-11\n", - " 9.06e-11\n", - " 9.19e-11\n", - " 9.25e-11\n", - " 9.39e-11\n", - " 1.69e-10\n", - " 1.71e-10\n", - " 1.74e-10\n", - " 1.75e-10\n", + " 1.24062e-10\n", + " 1.2341e-10\n", + " 1.21696e-10\n", + " 1.17172e-10\n", + " 1.21851e-10\n", + " 1.31413e-10\n", + " 1.30106e-10\n", + " 1.34888e-10\n", + " 1.38664e-10\n", + " 1.44659e-10\n", " \n", " \n", " R_s\n", - " 0.359\n", - " 0.346\n", - " 0.334\n", - " 0.311\n", - " 0.383\n", - " 0.316\n", - " 0.335\n", - " 0.282\n", - " 0.272\n", - " 0.275\n", + " 0.316688\n", + " 0.299919\n", + " 0.311962\n", + " 0.140393\n", + " 0.14737\n", + " 0.152058\n", + " 0.151504\n", + " 0.150077\n", + " 0.229644\n", + " 0.595855\n", " ...\n", - " 0.411\n", - " 0.276\n", - " 0.271\n", - " 0.265\n", - " 0.26\n", - " 0.254\n", - " 0.241\n", - " 0.235\n", - " 0.229\n", - " 0.225\n", + " 0.566493\n", + " 0.552584\n", + " 0.543536\n", + " 0.538499\n", + " 0.521134\n", + " 0.515735\n", + " 0.506611\n", + " 0.495904\n", + " 0.488376\n", + " 0.475581\n", " \n", " \n", " R_sh_ref\n", - " 839.4\n", - " 751.03\n", - " 670.65\n", - " 462.56\n", - " 1257.84\n", - " 452.56\n", - " 1463.82\n", - " 790.96\n", - " 724.06\n", - " 600.38\n", + " 287.102\n", + " 259.048\n", + " 298.424\n", + " 123.168\n", + " 164.419\n", + " 340.983\n", + " 268.701\n", + " 706.27\n", + " 90.5774\n", + " 129.523\n", " ...\n", - " 25925.1\n", - " 109.16\n", - " 111.38\n", - " 113.85\n", - " 116.21\n", - " 118.83\n", - " 125.87\n", - " 128.9\n", - " 132.03\n", - " 135.1\n", + " 341.758\n", + " 457.468\n", + " 687.561\n", + " 2348.68\n", + " 2917.76\n", + " 552.455\n", + " 1119.07\n", + " 767.958\n", + " 682.292\n", + " 604.221\n", " \n", " \n", " Adjust\n", - " 16.5\n", - " 16.8\n", - " 17.1\n", - " 17.9\n", - " 8.7\n", - " 7.736\n", - " 9.8\n", - " 8.259\n", - " 11.6\n", - " 8.361\n", + " 16.0571\n", + " 16.419\n", + " 15.6882\n", + " 21.8752\n", + " 20.6984\n", + " 21.5544\n", + " 21.8719\n", + " 20.881\n", + " 12.2172\n", + " 7.16388\n", " ...\n", - " 11.88\n", - " 17.19\n", - " 17.14\n", - " 17.17\n", - " 17.12\n", - " 17.15\n", - " 18.44\n", - " 18.47\n", - " 18.5\n", - " 18.47\n", + " 5.42178\n", + " 5.27464\n", + " 5.06509\n", + " 4.66051\n", + " 4.9013\n", + " 5.41555\n", + " 5.24155\n", + " 5.44634\n", + " 5.57874\n", + " 5.83833\n", " \n", " \n", " gamma_r\n", - " -0.495\n", - " -0.495\n", - " -0.495\n", - " -0.495\n", - " -0.482\n", - " -0.43\n", - " -0.482\n", - " -0.43\n", - " -0.482\n", - " -0.43\n", + " -0.5072\n", + " -0.5072\n", + " -0.5072\n", + " -0.5196\n", + " -0.5196\n", + " -0.493\n", + " -0.493\n", + " -0.493\n", + " -0.46\n", + " -0.519\n", " ...\n", - " -0.5\n", - " -0.4\n", - " -0.4\n", - " -0.4\n", - " -0.4\n", - " -0.4\n", - " -0.42\n", - " -0.42\n", - " -0.42\n", - " -0.42\n", + " -0.4308\n", + " -0.4308\n", + " -0.4308\n", + " -0.4308\n", + " -0.4308\n", + " -0.4308\n", + " -0.4308\n", + " -0.4308\n", + " -0.4308\n", + " -0.4308\n", " \n", " \n", - " Version\n", - " MM107\n", - " MM107\n", - " MM107\n", - " MM107\n", - " MM107\n", - " NRELv1\n", - " MM107\n", - " NRELv1\n", - " MM107\n", - " NRELv1\n", + " BIPV\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", " ...\n", - " NRELv1\n", - " NRELv1\n", - " NRELv1\n", - " NRELv1\n", - " NRELv1\n", - " NRELv1\n", - " NRELv1\n", - " NRELv1\n", - " NRELv1\n", - " NRELv1\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", + " N\n", " \n", " \n", - " PTC\n", - " 189.4\n", - " 194\n", - " 198.5\n", - " 203.1\n", - " 205.1\n", - " 220.6\n", - " 209.6\n", - " 225.3\n", - " 214.1\n", - " 230\n", + " Version\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", " ...\n", - " 210.6\n", - " 239\n", - " 243.7\n", - " 248.4\n", - " 253.1\n", - " 257.8\n", - " 292.1\n", - " 296.8\n", - " 296.9\n", - " 296.8\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", + " SAM 2018.11.11 r2\n", " \n", " \n", - " Technology\n", - " Multi-c-Si\n", - " Multi-c-Si\n", - " Multi-c-Si\n", - " Multi-c-Si\n", - " Mono-c-Si\n", - " Multi-c-Si\n", - " Mono-c-Si\n", - " Multi-c-Si\n", - " Mono-c-Si\n", - " Multi-c-Si\n", + " Date\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", " ...\n", - " Mono-c-Si\n", - " Mono-c-Si\n", - " Mono-c-Si\n", - " Mono-c-Si\n", - " Mono-c-Si\n", - " Mono-c-Si\n", - " Mono-c-Si\n", - " Mono-c-Si\n", - " Mono-c-Si\n", - " Mono-c-Si\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", + " 1/3/2019\n", " \n", " \n", "\n", - "

21 rows × 19254 columns

\n", + "

25 rows × 21535 columns

\n", "" ], "text/plain": [ - " 1Soltech_1STH_215_P 1Soltech_1STH_220_P 1Soltech_1STH_225_P \\\n", - "BIPV N N N \n", - "Date 10/7/2010 10/4/2010 10/4/2010 \n", - "T_NOCT 47.4 47.4 47.4 \n", - "A_c 1.567 1.567 1.567 \n", - "N_s 60 60 60 \n", - "I_sc_ref 7.84 7.97 8.09 \n", - "V_oc_ref 36.3 36.6 36.9 \n", - "I_mp_ref 7.35 7.47 7.58 \n", - "V_mp_ref 29 29.3 29.6 \n", - "alpha_sc 0.007997 0.008129 0.008252 \n", - "beta_oc -0.13104 -0.13213 -0.13321 \n", - "a_ref 1.6413 1.6572 1.6732 \n", - "I_L_ref 7.843 7.974 8.094 \n", - "I_o_ref 1.936e-09 2.03e-09 2.126e-09 \n", - "R_s 0.359 0.346 0.334 \n", - "R_sh_ref 839.4 751.03 670.65 \n", - "Adjust 16.5 16.8 17.1 \n", - "gamma_r -0.495 -0.495 -0.495 \n", - "Version MM107 MM107 MM107 \n", - "PTC 189.4 194 198.5 \n", - "Technology Multi-c-Si Multi-c-Si Multi-c-Si \n", + " A10Green_Technology_A10J_S72_175 A10Green_Technology_A10J_S72_180 \\\n", + "Technology Mono-c-Si Mono-c-Si \n", + "Bifacial 0 0 \n", + "STC 175.091 179.928 \n", + "PTC 151.2 155.7 \n", + "A_c 1.3 1.3 \n", + "Length 1.576 1.576 \n", + "Width 0.825 0.825 \n", + "N_s 72 72 \n", + "I_sc_ref 5.17 5.31 \n", + "V_oc_ref 43.99 44.06 \n", + "I_mp_ref 4.78 4.9 \n", + "V_mp_ref 36.63 36.72 \n", + "alpha_sc 0.002146 0.002204 \n", + "beta_oc -0.159068 -0.159321 \n", + "T_NOCT 49.9 49.9 \n", + "a_ref 1.9817 1.98841 \n", + "I_L_ref 5.1757 5.31615 \n", + "I_o_ref 1.14916e-09 1.22524e-09 \n", + "R_s 0.316688 0.299919 \n", + "R_sh_ref 287.102 259.048 \n", + "Adjust 16.0571 16.419 \n", + "gamma_r -0.5072 -0.5072 \n", + "BIPV N N \n", + "Version SAM 2018.11.11 r2 SAM 2018.11.11 r2 \n", + "Date 1/3/2019 1/3/2019 \n", + "\n", + " A10Green_Technology_A10J_S72_185 A10Green_Technology_A10J_M60_220 \\\n", + "Technology Mono-c-Si Multi-c-Si \n", + "Bifacial 0 0 \n", + "STC 184.702 219.876 \n", + "PTC 160.2 189.1 \n", + "A_c 1.3 1.624 \n", + "Length 1.576 1.632 \n", + "Width 0.825 0.995 \n", + "N_s 72 60 \n", + "I_sc_ref 5.43 7.95 \n", + "V_oc_ref 44.14 36.06 \n", + "I_mp_ref 5.03 7.3 \n", + "V_mp_ref 36.72 30.12 \n", + "alpha_sc 0.002253 0.004357 \n", + "beta_oc -0.15961 -0.130681 \n", + "T_NOCT 49.9 50.2 \n", + "a_ref 1.98482 1.67309 \n", + "I_L_ref 5.43568 7.95906 \n", + "I_o_ref 1.16164e-09 3.34415e-09 \n", + "R_s 0.311962 0.140393 \n", + "R_sh_ref 298.424 123.168 \n", + "Adjust 15.6882 21.8752 \n", + "gamma_r -0.5072 -0.5196 \n", + "BIPV N N \n", + "Version SAM 2018.11.11 r2 SAM 2018.11.11 r2 \n", + "Date 1/3/2019 1/3/2019 \n", + "\n", + " A10Green_Technology_A10J_M60_225 A10Green_Technology_A10J_M60_230 \\\n", + "Technology Multi-c-Si Multi-c-Si \n", + "Bifacial 0 0 \n", + "STC 224.986 230.129 \n", + "PTC 193.5 204.1 \n", + "A_c 1.624 1.624 \n", + "Length 1.632 1.632 \n", + "Width 0.995 0.995 \n", + "N_s 60 60 \n", + "I_sc_ref 8.04 8.1 \n", + "V_oc_ref 36.24 36.42 \n", + "I_mp_ref 7.44 7.58 \n", + "V_mp_ref 30.24 30.36 \n", + "alpha_sc 0.004406 0.007857 \n", + "beta_oc -0.131334 -0.130748 \n", + "T_NOCT 50.2 46.4 \n", + "a_ref 1.67178 1.68048 \n", + "I_L_ref 8.04721 8.10361 \n", + "I_o_ref 3.01424e-09 3.09549e-09 \n", + "R_s 0.14737 0.152058 \n", + "R_sh_ref 164.419 340.983 \n", + "Adjust 20.6984 21.5544 \n", + "gamma_r -0.5196 -0.493 \n", + "BIPV N N \n", + "Version SAM 2018.11.11 r2 SAM 2018.11.11 r2 \n", + "Date 1/3/2019 1/3/2019 \n", "\n", - " 1Soltech_1STH_230_P 1Soltech_1STH_235_WH 1Soltech_1STH_240_P \\\n", - "BIPV N N N \n", - "Date 10/4/2010 3/4/2010 4/2/2014 \n", - "T_NOCT 47.4 49.9 43 \n", - "A_c 1.567 1.635 1.561 \n", - "N_s 60 60 60 \n", - "I_sc_ref 8.18 8.54 8.62 \n", - "V_oc_ref 37.1 37 36.9 \n", - "I_mp_ref 7.65 8.02 8.08 \n", - "V_mp_ref 29.9 29.3 29.7 \n", - "alpha_sc 0.008344 0.00743 0.010085 \n", - "beta_oc -0.13393 -0.13653 -0.13432 \n", - "a_ref 1.6888 1.6292 1.6068 \n", - "I_L_ref 8.185 8.543 8.626 \n", - "I_o_ref 2.332e-09 1.166e-09 9.08e-10 \n", - "R_s 0.311 0.383 0.316 \n", - "R_sh_ref 462.56 1257.84 452.56 \n", - "Adjust 17.9 8.7 7.736 \n", - "gamma_r -0.495 -0.482 -0.43 \n", - "Version MM107 MM107 NRELv1 \n", - "PTC 203.1 205.1 220.6 \n", - "Technology Multi-c-Si Mono-c-Si Multi-c-Si \n", + " A10Green_Technology_A10J_M60_235 A10Green_Technology_A10J_M60_240 \\\n", + "Technology Multi-c-Si Multi-c-Si \n", + "Bifacial 0 0 \n", + "STC 235.008 240.538 \n", + "PTC 208.7 213.3 \n", + "A_c 1.624 1.624 \n", + "Length 1.632 1.632 \n", + "Width 0.995 0.995 \n", + "N_s 60 60 \n", + "I_sc_ref 8.23 8.32 \n", + "V_oc_ref 36.72 36.84 \n", + "I_mp_ref 7.68 7.83 \n", + "V_mp_ref 30.6 30.72 \n", + "alpha_sc 0.007983 0.00807 \n", + "beta_oc -0.131825 -0.132256 \n", + "T_NOCT 46.4 46.4 \n", + "a_ref 1.69698 1.69423 \n", + "I_L_ref 8.23464 8.32177 \n", + "I_o_ref 3.24284e-09 2.97878e-09 \n", + "R_s 0.151504 0.150077 \n", + "R_sh_ref 268.701 706.27 \n", + "Adjust 21.8719 20.881 \n", + "gamma_r -0.493 -0.493 \n", + "BIPV N N \n", + "Version SAM 2018.11.11 r2 SAM 2018.11.11 r2 \n", + "Date 1/3/2019 1/3/2019 \n", "\n", - " 1Soltech_1STH_240_WH 1Soltech_1STH_245_P 1Soltech_1STH_245_WH \\\n", - "BIPV N N N \n", - "Date 3/4/2010 4/2/2014 3/4/2010 \n", - "T_NOCT 49.9 43 49.9 \n", - "A_c 1.635 1.561 1.635 \n", - "N_s 60 60 60 \n", - "I_sc_ref 8.58 8.65 8.62 \n", - "V_oc_ref 37.1 37.1 37.2 \n", - "I_mp_ref 8.07 8.14 8.1 \n", - "V_mp_ref 29.7 30.1 30.2 \n", - "alpha_sc 0.007465 0.010121 0.007499 \n", - "beta_oc -0.1369 -0.13504 -0.13727 \n", - "a_ref 1.6425 1.6195 1.6617 \n", - "I_L_ref 8.582 8.653 8.623 \n", - "I_o_ref 1.325e-09 9.68e-10 1.623e-09 \n", - "R_s 0.335 0.282 0.272 \n", - "R_sh_ref 1463.82 790.96 724.06 \n", - "Adjust 9.8 8.259 11.6 \n", - "gamma_r -0.482 -0.43 -0.482 \n", - "Version MM107 NRELv1 MM107 \n", - "PTC 209.6 225.3 214.1 \n", - "Technology Mono-c-Si Multi-c-Si Mono-c-Si \n", + " A2Peak_Power_POWER_ON_P220_6x10 Aavid_Solar_ASMS_165P ... \\\n", + "Technology Multi-c-Si Multi-c-Si ... \n", + "Bifacial 0 0 ... \n", + "STC 219.978 164.85 ... \n", + "PTC 195 146.3 ... \n", + "A_c 1.633 1.301 ... \n", + "Length 1.633 1.575 ... \n", + "Width 1 0.826 ... \n", + "N_s 60 72 ... \n", + "I_sc_ref 7.98 5.25 ... \n", + "V_oc_ref 36.72 43.5 ... \n", + "I_mp_ref 7.26 4.71 ... \n", + "V_mp_ref 30.3 35 ... \n", + "alpha_sc 0.00399 0.001575 ... \n", + "beta_oc -0.12852 -0.170955 ... \n", + "T_NOCT 47.9 45 ... \n", + "a_ref 1.59703 1.96463 ... \n", + "I_L_ref 8.00023 5.27415 ... \n", + "I_o_ref 7.85133e-10 1.19571e-09 ... \n", + "R_s 0.229644 0.595855 ... \n", + "R_sh_ref 90.5774 129.523 ... \n", + "Adjust 12.2172 7.16388 ... \n", + "gamma_r -0.46 -0.519 ... \n", + "BIPV N N ... \n", + "Version SAM 2018.11.11 r2 SAM 2018.11.11 r2 ... \n", + "Date 1/3/2019 1/3/2019 ... \n", "\n", - " 1Soltech_1STH_250_P ... iTek_iT_240 iTek_iT_260_HE \\\n", - "BIPV N ... N N \n", - "Date 4/2/2014 ... 10/26/2011 2/2/2015 \n", - "T_NOCT 43 ... 48.2 44.5 \n", - "A_c 1.561 ... 1.637 1.634 \n", - "N_s 60 ... 60 60 \n", - "I_sc_ref 8.69 ... 8.7 8.9 \n", - "V_oc_ref 37.3 ... 38 38.6 \n", - "I_mp_ref 8.25 ... 8.2 8.2 \n", - "V_mp_ref 30.3 ... 30 31.7 \n", - "alpha_sc 0.010167 ... 0.00348 0.00356 \n", - "beta_oc -0.13577 ... -0.1292 -0.10808 \n", - "a_ref 1.629 ... 1.6204 1.527 \n", - "I_L_ref 8.781 ... 8.7 8.923 \n", - "I_o_ref 9.92e-10 ... 5.68e-10 9e-11 \n", - "R_s 0.275 ... 0.411 0.276 \n", - "R_sh_ref 600.38 ... 25925.1 109.16 \n", - "Adjust 8.361 ... 11.88 17.19 \n", - "gamma_r -0.43 ... -0.5 -0.4 \n", - "Version NRELv1 ... NRELv1 NRELv1 \n", - "PTC 230 ... 210.6 239 \n", - "Technology Multi-c-Si ... Mono-c-Si Mono-c-Si \n", + " Zytech_Solar_ZT275P Zytech_Solar_ZT280P Zytech_Solar_ZT285P \\\n", + "Technology Multi-c-Si Multi-c-Si Multi-c-Si \n", + "Bifacial 0 0 0 \n", + "STC 275.014 280.329 285.326 \n", + "PTC 248 252.6 257.3 \n", + "A_c 1.931 1.931 1.931 \n", + "Length 1.95 1.95 1.95 \n", + "Width 0.99 0.99 0.99 \n", + "N_s 72 72 72 \n", + "I_sc_ref 8.31 8.4 8.48 \n", + "V_oc_ref 45.1 45.25 45.43 \n", + "I_mp_ref 7.76 7.87 7.97 \n", + "V_mp_ref 35.44 35.62 35.8 \n", + "alpha_sc 0.004014 0.004057 0.004096 \n", + "beta_oc -0.144275 -0.144755 -0.145331 \n", + "T_NOCT 46.4 46.4 46.4 \n", + "a_ref 1.81027 1.81485 1.8201 \n", + "I_L_ref 8.32377 8.41015 8.4867 \n", + "I_o_ref 1.24062e-10 1.2341e-10 1.21696e-10 \n", + "R_s 0.566493 0.552584 0.543536 \n", + "R_sh_ref 341.758 457.468 687.561 \n", + "Adjust 5.42178 5.27464 5.06509 \n", + "gamma_r -0.4308 -0.4308 -0.4308 \n", + "BIPV N N N \n", + "Version SAM 2018.11.11 r2 SAM 2018.11.11 r2 SAM 2018.11.11 r2 \n", + "Date 1/3/2019 1/3/2019 1/3/2019 \n", + "\n", + " Zytech_Solar_ZT290P Zytech_Solar_ZT295P Zytech_Solar_ZT300P \\\n", + "Technology Multi-c-Si Multi-c-Si Multi-c-Si \n", + "Bifacial 0 0 0 \n", + "STC 290.036 295.066 300.003 \n", + "PTC 261.9 266.5 271.2 \n", + "A_c 1.931 1.931 1.931 \n", + "Length 1.95 1.95 1.95 \n", + "Width 0.99 0.99 0.99 \n", + "N_s 72 72 72 \n", + "I_sc_ref 8.55 8.64 8.71 \n", + "V_oc_ref 45.59 45.75 45.96 \n", + "I_mp_ref 8.07 8.16 8.26 \n", + "V_mp_ref 35.94 36.16 36.32 \n", + "alpha_sc 0.00413 0.004173 0.004207 \n", + "beta_oc -0.145842 -0.146354 -0.147026 \n", + "T_NOCT 46.4 46.4 46.4 \n", + "a_ref 1.82278 1.83125 1.84441 \n", + "I_L_ref 8.55196 8.64154 8.80531 \n", + "I_o_ref 1.17172e-10 1.21851e-10 1.31413e-10 \n", + "R_s 0.538499 0.521134 0.515735 \n", + "R_sh_ref 2348.68 2917.76 552.455 \n", + "Adjust 4.66051 4.9013 5.41555 \n", + "gamma_r -0.4308 -0.4308 -0.4308 \n", + "BIPV N N N \n", + "Version SAM 2018.11.11 r2 SAM 2018.11.11 r2 SAM 2018.11.11 r2 \n", + "Date 1/3/2019 1/3/2019 1/3/2019 \n", "\n", - " iTek_iT_265_HE iTek_iT_270_HE iTek_iT_275_HE iTek_iT_280_HE \\\n", - "BIPV N N N N \n", - "Date 2/2/2015 2/2/2015 2/2/2015 2/2/2015 \n", - "T_NOCT 44.5 44.5 44.5 44.5 \n", - "A_c 1.634 1.634 1.634 1.634 \n", - "N_s 60 60 60 60 \n", - "I_sc_ref 9 9.1 9.2 9.3 \n", - "V_oc_ref 38.7 38.9 39 39.2 \n", - "I_mp_ref 8.3 8.4 8.5 8.6 \n", - "V_mp_ref 31.8 32 32.1 32.3 \n", - "alpha_sc 0.0036 0.00364 0.00368 0.00372 \n", - "beta_oc -0.10836 -0.10892 -0.1092 -0.10976 \n", - "a_ref 1.5306 1.5386 1.5422 1.5503 \n", - "I_L_ref 9.022 9.121 9.221 9.32 \n", - "I_o_ref 9.06e-11 9.19e-11 9.25e-11 9.39e-11 \n", - "R_s 0.271 0.265 0.26 0.254 \n", - "R_sh_ref 111.38 113.85 116.21 118.83 \n", - "Adjust 17.14 17.17 17.12 17.15 \n", - "gamma_r -0.4 -0.4 -0.4 -0.4 \n", - "Version NRELv1 NRELv1 NRELv1 NRELv1 \n", - "PTC 243.7 248.4 253.1 257.8 \n", - "Technology Mono-c-Si Mono-c-Si Mono-c-Si Mono-c-Si \n", + " Zytech_Solar_ZT305P Zytech_Solar_ZT310P Zytech_Solar_ZT315P \\\n", + "Technology Multi-c-Si Multi-c-Si Multi-c-Si \n", + "Bifacial 0 0 0 \n", + "STC 305.056 310.144 315.094 \n", + "PTC 275.8 280.5 285.1 \n", + "A_c 1.931 1.931 1.931 \n", + "Length 1.95 1.95 1.95 \n", + "Width 0.99 0.99 0.99 \n", + "N_s 72 72 72 \n", + "I_sc_ref 8.87 8.9 9.01 \n", + "V_oc_ref 46.12 46.28 46.44 \n", + "I_mp_ref 8.36 8.46 8.56 \n", + "V_mp_ref 36.49 36.66 36.81 \n", + "alpha_sc 0.004284 0.004299 0.004352 \n", + "beta_oc -0.147538 -0.14805 -0.148562 \n", + "T_NOCT 46.4 46.4 46.4 \n", + "a_ref 1.84915 1.8574 1.86502 \n", + "I_L_ref 8.87402 8.9948 9.10661 \n", + "I_o_ref 1.30106e-10 1.34888e-10 1.38664e-10 \n", + "R_s 0.506611 0.495904 0.488376 \n", + "R_sh_ref 1119.07 767.958 682.292 \n", + "Adjust 5.24155 5.44634 5.57874 \n", + "gamma_r -0.4308 -0.4308 -0.4308 \n", + "BIPV N N N \n", + "Version SAM 2018.11.11 r2 SAM 2018.11.11 r2 SAM 2018.11.11 r2 \n", + "Date 1/3/2019 1/3/2019 1/3/2019 \n", "\n", - " iTek_iT_285_HE iTek_iT_290_HE iTek_iT_295_HE iTek_iT_300_HE \n", - "BIPV N N N N \n", - "Date 5/29/2015 5/29/2015 5/29/2015 5/29/2015 \n", - "T_NOCT 48.8 48.8 48.7 48.8 \n", - "A_c 1.62 1.62 1.62 1.62 \n", - "N_s 60 60 60 60 \n", - "I_sc_ref 10.05 10.08 9.9 10.08 \n", - "V_oc_ref 40.9 41.2 41.2 41.2 \n", - "I_mp_ref 9.53 9.57 9.43 9.57 \n", - "V_mp_ref 33.6 34 34.5 34 \n", - "alpha_sc 0.00376 0.0038 0.00384 0.00388 \n", - "beta_oc -0.11397 -0.11455 -0.11513 -0.11542 \n", - "a_ref 1.5904 1.5986 1.6069 1.6107 \n", - "I_L_ref 9.418 9.517 9.617 9.716 \n", - "I_o_ref 1.69e-10 1.71e-10 1.74e-10 1.75e-10 \n", - "R_s 0.241 0.235 0.229 0.225 \n", - "R_sh_ref 125.87 128.9 132.03 135.1 \n", - "Adjust 18.44 18.47 18.5 18.47 \n", - "gamma_r -0.42 -0.42 -0.42 -0.42 \n", - "Version NRELv1 NRELv1 NRELv1 NRELv1 \n", - "PTC 292.1 296.8 296.9 296.8 \n", - "Technology Mono-c-Si Mono-c-Si Mono-c-Si Mono-c-Si \n", + " Zytech_Solar_ZT320P \n", + "Technology Multi-c-Si \n", + "Bifacial 0 \n", + "STC 320.42 \n", + "PTC 289.8 \n", + "A_c 1.931 \n", + "Length 1.95 \n", + "Width 0.99 \n", + "N_s 72 \n", + "I_sc_ref 9.12 \n", + "V_oc_ref 46.6 \n", + "I_mp_ref 8.66 \n", + "V_mp_ref 37 \n", + "alpha_sc 0.004405 \n", + "beta_oc -0.149073 \n", + "T_NOCT 46.4 \n", + "a_ref 1.87378 \n", + "I_L_ref 9.21845 \n", + "I_o_ref 1.44659e-10 \n", + "R_s 0.475581 \n", + "R_sh_ref 604.221 \n", + "Adjust 5.83833 \n", + "gamma_r -0.4308 \n", + "BIPV N \n", + "Version SAM 2018.11.11 r2 \n", + "Date 1/3/2019 \n", "\n", - "[21 rows x 19254 columns]" + "[25 rows x 21535 columns]" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -2099,43 +2128,47 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "BIPV Y\n", - "Date 4/28/2008\n", - "T_NOCT 65\n", - "A_c 0.67\n", - "N_s 18\n", - "I_sc_ref 7.5\n", - "V_oc_ref 10.4\n", - "I_mp_ref 6.6\n", - "V_mp_ref 8.4\n", - "alpha_sc 0.003\n", - "beta_oc -0.04\n", - "a_ref 0.473\n", - "I_L_ref 7.545\n", - "I_o_ref 1.94e-09\n", - "R_s 0.094\n", - "R_sh_ref 15.72\n", - "Adjust 10.6\n", - "gamma_r -0.5\n", - "Version MM105\n", - "PTC 48.9\n", - "Technology Multi-c-Si\n", - "Name: Example_Module, dtype: object" + "Technology Mono-c-Si\n", + "Bifacial 0\n", + "STC 219.961\n", + "PTC 200.1\n", + "A_c 1.7\n", + "Length 1.602\n", + "Width 1.061\n", + "N_s 96\n", + "I_sc_ref 5.1\n", + "V_oc_ref 59.4\n", + "I_mp_ref 4.69\n", + "V_mp_ref 46.9\n", + "alpha_sc 0.004539\n", + "beta_oc -0.222156\n", + "T_NOCT 42.4\n", + "a_ref 2.63593\n", + "I_L_ref 5.11426\n", + "I_o_ref 8.10251e-10\n", + "R_s 1.06602\n", + "R_sh_ref 381.254\n", + "Adjust 8.61952\n", + "gamma_r -0.476\n", + "BIPV N\n", + "Version SAM 2018.11.11 r2\n", + "Date 1/3/2019\n", + "Name: Canadian_Solar_Inc__CS5P_220M, dtype: object" ] }, - "execution_count": 20, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "cecmodule = cec_modules.Example_Module \n", + "cecmodule = cec_modules.Canadian_Solar_Inc__CS5P_220M \n", "cecmodule" ] }, @@ -2148,7 +2181,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -3606,93 +3639,49 @@ "C7 -0.15 \n", "Notes Source: Sandia National Laboratories Updated 9... \n", "\n", - " Aleo_S16_185__2007__E__ \\\n", - "Vintage 2007 (E) \n", - "Area 1.378 \n", - "Material mc-Si \n", - "Cells_in_Series 50 \n", - "Parallel_Strings 1 \n", - "Isco 8.2 \n", - "Voco 30.5 \n", - "Impo 7.67 \n", - "Vmpo 24.1 \n", - "Aisc 0.0008 \n", - "Aimp -0.0003 \n", - "C0 0.99 \n", - "C1 0.01 \n", - "Bvoco -0.11 \n", - "Mbvoc 0 \n", - "Bvmpo -0.115 \n", - "Mbvmp 0 \n", - "N 1.35 \n", - "C2 -0.12 \n", - "C3 -11.08 \n", - "A0 0.924 \n", - "A1 0.06749 \n", - "A2 -0.012549 \n", - "A3 0.0010049 \n", - "A4 -2.8797e-05 \n", - "B0 1 \n", - "B1 -0.002438 \n", - "B2 0.0003103 \n", - "B3 -1.246e-05 \n", - "B4 2.11e-07 \n", - "B5 -1.36e-09 \n", - "DTC 3 \n", - "FD 1 \n", - "A -3.56 \n", - "B -0.075 \n", - "C4 0.995 \n", - "C5 0.005 \n", - "IXO 8.1 \n", - "IXXO 5.54 \n", - "C6 1.15 \n", - "C7 -0.15 \n", - "Notes Source: Sandia National Laboratories Updated 9... \n", - "\n", - " ... \\\n", - "Vintage ... \n", - "Area ... \n", - "Material ... \n", - "Cells_in_Series ... \n", - "Parallel_Strings ... \n", - "Isco ... \n", - "Voco ... \n", - "Impo ... \n", - "Vmpo ... \n", - "Aisc ... \n", - "Aimp ... \n", - "C0 ... \n", - "C1 ... \n", - "Bvoco ... \n", - "Mbvoc ... \n", - "Bvmpo ... \n", - "Mbvmp ... \n", - "N ... \n", - "C2 ... \n", - "C3 ... \n", - "A0 ... \n", - "A1 ... \n", - "A2 ... \n", - "A3 ... \n", - "A4 ... \n", - "B0 ... \n", - "B1 ... \n", - "B2 ... \n", - "B3 ... \n", - "B4 ... \n", - "B5 ... \n", - "DTC ... \n", - "FD ... \n", - "A ... \n", - "B ... \n", - "C4 ... \n", - "C5 ... \n", - "IXO ... \n", - "IXXO ... \n", - "C6 ... \n", - "C7 ... \n", - "Notes ... \n", + " Aleo_S16_185__2007__E__ ... \\\n", + "Vintage 2007 (E) ... \n", + "Area 1.378 ... \n", + "Material mc-Si ... \n", + "Cells_in_Series 50 ... \n", + "Parallel_Strings 1 ... \n", + "Isco 8.2 ... \n", + "Voco 30.5 ... \n", + "Impo 7.67 ... \n", + "Vmpo 24.1 ... \n", + "Aisc 0.0008 ... \n", + "Aimp -0.0003 ... \n", + "C0 0.99 ... \n", + "C1 0.01 ... \n", + "Bvoco -0.11 ... \n", + "Mbvoc 0 ... \n", + "Bvmpo -0.115 ... \n", + "Mbvmp 0 ... \n", + "N 1.35 ... \n", + "C2 -0.12 ... \n", + "C3 -11.08 ... \n", + "A0 0.924 ... \n", + "A1 0.06749 ... \n", + "A2 -0.012549 ... \n", + "A3 0.0010049 ... \n", + "A4 -2.8797e-05 ... \n", + "B0 1 ... \n", + "B1 -0.002438 ... \n", + "B2 0.0003103 ... \n", + "B3 -1.246e-05 ... \n", + "B4 2.11e-07 ... \n", + "B5 -1.36e-09 ... \n", + "DTC 3 ... \n", + "FD 1 ... \n", + "A -3.56 ... \n", + "B -0.075 ... \n", + "C4 0.995 ... \n", + "C5 0.005 ... \n", + "IXO 8.1 ... \n", + "IXXO 5.54 ... \n", + "C6 1.15 ... \n", + "C7 -0.15 ... \n", + "Notes Source: Sandia National Laboratories Updated 9... ... \n", "\n", " Panasonic_VBHN235SA06B__2013_ \\\n", "Vintage 2013 \n", @@ -4137,7 +4126,7 @@ "[42 rows x 523 columns]" ] }, - "execution_count": 21, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -4149,7 +4138,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -4200,7 +4189,7 @@ "Name: Canadian_Solar_CS5P_220M___2009_, dtype: object" ] }, - "execution_count": 22, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -4219,7 +4208,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -4232,10 +4221,10 @@ "\n", "times_loc = pd.date_range(start=datetime.datetime(2014,4,1), end=datetime.datetime(2014,4,2), freq='30s', tz=tus.tz)\n", "solpos = pvlib.solarposition.get_solarposition(times_loc, tus.latitude, tus.longitude)\n", - "dni_extra = pvlib.irradiance.extraradiation(times_loc)\n", - "airmass = pvlib.atmosphere.relativeairmass(solpos['apparent_zenith'])\n", + "dni_extra = pvlib.irradiance.get_extra_radiation(times_loc)\n", + "airmass = pvlib.atmosphere.get_relative_airmass(solpos['apparent_zenith'])\n", "pressure = pvlib.atmosphere.alt2pres(tus.altitude)\n", - "am_abs = pvlib.atmosphere.absoluteairmass(airmass, pressure)\n", + "am_abs = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", "cs = tus.get_clearsky(times_loc)\n", "\n", "surface_tilt = tus.latitude\n", @@ -4243,13 +4232,13 @@ "\n", "aoi = pvlib.irradiance.aoi(surface_tilt, surface_azimuth,\n", " solpos['apparent_zenith'], solpos['azimuth'])\n", - "total_irrad = pvlib.irradiance.total_irrad(surface_tilt,\n", - " surface_azimuth,\n", - " solpos['apparent_zenith'],\n", - " solpos['azimuth'],\n", - " cs['dni'], cs['ghi'], cs['dhi'],\n", - " dni_extra=dni_extra,\n", - " model='haydavies')" + "total_irrad = pvlib.irradiance.get_total_irradiance(surface_tilt,\n", + " surface_azimuth,\n", + " solpos['apparent_zenith'],\n", + " solpos['azimuth'],\n", + " cs['dni'], cs['ghi'], cs['dhi'],\n", + " dni_extra=dni_extra,\n", + " model='haydavies')" ] }, { @@ -4261,32 +4250,14 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\cliff\\Anaconda3\\lib\\site-packages\\pvlib\\pvsystem.py:1479: RuntimeWarning: invalid value encountered in maximum\n", - " spectral_loss = np.maximum(0, np.polyval(am_coeff, airmass_absolute))\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -4297,20 +4268,21 @@ "module = sandia_module\n", "\n", "# a sunny, calm, and hot day in the desert\n", - "temps = pvsystem.sapm_celltemp(total_irrad['poa_global'], 0, 30)\n", + "thermal_params = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_glass']\n", + "temps = pvlib.temperature.sapm_cell(total_irrad['poa_global'], 30, 0, **thermal_params)\n", "\n", "effective_irradiance = pvlib.pvsystem.sapm_effective_irradiance(\n", " total_irrad['poa_direct'], total_irrad['poa_diffuse'],\n", " am_abs, aoi, module)\n", "\n", - "sapm_1 = pvlib.pvsystem.sapm(effective_irradiance, temps['temp_cell'], module)\n", + "sapm_1 = pvlib.pvsystem.sapm(effective_irradiance, temps, module)\n", "\n", - "sapm_1.plot()" + "sapm_1.plot();" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -4366,14 +4338,14 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -4393,14 +4365,14 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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rgN+/UUiQ1cx9183capXTiaIofP6ybBraetm4v5FF82NYlhNvdFgnrbGxkR/96PtHbS8oWMqdd95jQERCBLY/rD1Ai2uAK86ax4K0GL+/v8Vs4t5rFvC9327hxQ/KWJgeI0WdJuCTnRF33HE3d9xx92m910svve6PkI4gCawISC+vK6Onf4ibz5+P/soLDJSW4Fi2nIQ7v4hyGmPwFYuFhDvuwmS10fnRh5j/+BtuPO8mnn2nlBfeKeb/fFqq3vrTY4/9zOgQhAB81S5feKeYAbeHOy7LJmkC862Ef1ktJr54VR6P/GErz7+tkZsaPW0eLiQkJIwNlRNCHF9xjYu3N1eR5Azl6nPSJq2dyLAgbrkwi9+sPcizbxbxHzfnT1pbwlhSxEkEnNIaFx/vbSDZGUpB4y56dmwnJEsl/o67Tit5HaWYTMTd9llC8wvoKzxAdvEG1JRIdpe2cqCy3Y9nIIQIFDuLW9ld2kr23EjOWTTH6HDEJyRE27l2VTq9A8P846Nyo8MRQviZx+vlj29rKAp87tJsLObJTT1W5MWzaH4MhVUd7CxumdS2hHEkgRUBRdd1fvPqPnTgM1kWOl5/FUt0DIlf/iom68SfzCsmE3Pu/hK2hDm4/v0ONyT71qh68YNSvN4TL/4shJg+PF4vL60rw2xSuP0SVYp6BKgLliYzJ8bOh7vrqGnuMTocIYQfrd/bQH1rLxcvn0dGUsSkt6coCjdfkInZpPD3D0oZGvZMepti6kkCKwLKgcp2Dla0szQ1gqB//QWAhLu+iDkszG9tmIKCmHPPvSgWC/o//8I5GRFUN/Xw0e46v7UhhDDexn2NNLX3sWrRHL8WDBH+ZTGbuOn8THQdXttQYXQ4Qgg/GRzy8OqGCmxWE7dcMnWFfhKi7Zy/JJkW1wBr5ZoyI0kCKwKGruu8tqESgEvdRQy3thJ1yWXYs1S/txWUMpeYq6/F093F+a7dmE0Kf31Hk15YP9i8eSOvvvqK0WGIWW7Y4+W1jyuwmE1cefbkzbkS/rEwPZr0xHB2FLdIL6wQM8S/t9fQ2ePm4jNTprxY5pVnpxISZOHlD0oYdEsv7EwjCawIGIVVHZTWdXLeXCuej9/HEh1DzJVXT1p7URddgi0xCffm9Vyc6KGupUfmS/jBihUr/bJItRATsbO4hbauQVYvTiTK4b+158TkUBSFq85OBeD1jZWGxiKEmLhBt4e3tlQTGmzh0mXzprz9sBArFy5NprPHzToZYTfjSBViETDWjty0rGrcitvjIe4zt2Dy46LHn6RYLMTf/jlqfvIYSyo38pblbN7YXMVS1Slz5SbgjTdep6qqctzFr3/3u1/R2tpIU1Mr3d2dXHvtDXz44fvU1FTx8MM/JCYmhu9979vExMTQ0tLM8uUrueee+ww4CzHdvbutBgW48ExZC3C6WJgew9z4MHZozbS6+okNsCUwHnrom9xww80UFCylsPAAzz33u3GXBvvKV75IRkYWtbWVWCw2Fi0qYOvWTfT09PDEE0+zYcM61q9fR19fLy6XizvuuIs1ay4w4IyEmDwf7a2nd2CYq85OxR5sTLpx0Zkp/HtHDW9uqWZNQRI26+kXAhWBJSASWFVVdwGji0ZWaJomK33PMtVN3RRVuzgnsg/39n2EZOcQmr9k0tsNycwiNL+A3t27uOKsAtY2KhRWdZCbGj3pbU+2V0rXsqt53zH3m00KnlMcMl0Qt5DrMj41obiCg4N54omneP75Z9m06WN++tMn+de/XuO9997hxhs/Q2NjPU888RShoWF8+ct3oWlFqOrUL5Itpq+yuk7K6rvIz4glPspudDjiJCmKwkVnpPC7fxXy/s46bjw/45jHnuj6driTvdad6Pp25ZXX8OabaykoWMobb6zlyiuvPeaxubl5PProD7n99s8THBzMf//3L/nRj37A7t07Aejv7+PJJ3+By9XB3Xd/jnPOWY3FEhC3ZEJM2LDHyztbq7FZTFyw1LiHiGEhVi5fmcbLH5Ty8f5GzitIMiwW4V+GDyFWVTUYQNO0NSM/krzOQu/tqAVd56wm35d77DXXTVkvaOy1nwZFYXHlZhTd64tFTJrc3FwAHI4wUlPTRn4Px+32VYSePz+L8PAIzGYzubkLqK6uNCpUMU29u70GgIvOkN7X6WZZTjzhoTY+2lMfcPPWli8/i8LCA3R1dbJ37y5WrFh5zGOzsnwP3Y51ncvPX4LJZCI6OgaHIxyXyzX5JyDEFNlW2Exb1yCrFiXisNsMjeXqc+djNin8e3sNui51TmaKQHjctxiwq6r6Dr54HtI0bbPBMYkp1NM/xOaDTSwyt2OuKSdq6RJCMjKnrP2gpCTCz1pJ18aPOTu7lY9LTbR1DhATMbUFB/ztuoxPHbc3wel00NLSPYUR+ZzowURVVQUDAwNYrVYOHtzP5ZdfOUWRiZmgvWuA7UUtJDtDyZ4XZXQ44hRZLSbW5Cfy2seVbNzfwHlLxn8IcaLr2+H8da0zmUycd96F/Pznj7Nq1RrMx1mX/ETXOU0rAqC9vY3e3l6iouTfqpg53t1eg6LAxctSjA6FqPBgzsyJY/OBJg5WdZA3A0bYicBIYPuAnwO/BTKBN1VVVTVNGx7v4KgoOxaL70vD6XRMWZCHk3b9a937JQwNe7lwqBiAlM/chGOKzzX01hvZtWkjK7sOsiHEybaSVm6/LGfK2p9Jn63DEYzdbhv3vUNDg8baDQsLZmAgCKfTQURECMHBVqKjQwkKsvGf//kwra2tXHrppaxcudTvMYqZ6/2ddXh1nYvOSJG57NPUeQVJ/GtTFf/eUcuagqSA+hyvuOIqbrzxav76139M6H3a29u4//576enp4Rvf+NZxk2EhppOKhi4qG7vJz4jFGSDz2C9cmsLmA028t71WEtgZIhAS2GKgVNM0HShWVbUNmAPUjHdwR0cfYFzvkbTrX15d542Py0kc7sRWVUKImo0jM+Ok2vTqXgrbi9nbepDSjnLaBzrQgajgCNIjUlkcm0deTDZm00ncGARFEL3sTNq3bCUzrZW3NgVxYUEiFvPkj7KfaZ/tqlUXsWoV4773zTd/fqzdCy/09Z60tHSzePFyFi9eTkNDPRERUTz66H+NveZkYzTqIYAIHINDHtbtriMsxMqKvHijwxGnKSIsaKzHRKt2BVRPenx8AuvWbTnuMU8//eux33/4wx+P/X7//d8AfIXu8vOXjFvoTojp7sNdvoq/5y0JnPmm6YnhpCeGs6e0lWZXP3EBkliL0xcICewXgIXAl1VVTQTCgQZjQxJTpaTGRYtrgM97ygDf0jYnMuwdZkP9Ft6r/oj2gQ4Ags1BxNt91YNb+tvY3LCdzQ3bcdjCuHDuas5NWonNbD3u+yZffy3tW7Zy4WAx/9vrZHdJK2dkx038JGehhx76Jl1dnUdsCwsLG7dipxD+svVgE70Dw3xqZSpWi/RoTWdr8pPYfKCJdXvqAyqBHdXY2MiPfvT9o7YXFCzlzjvvMSAiIYzXNzDElsImYiOCyUsLrJ7O8wqSKK/vYsPeBq47N93ocMQEBUIC+zvgWVVVNwA68IVjDR8WM8+GfQ2EDvcRX1eINSGB0EWLj3t8qauCPxW+SHN/KzazjbMTl7M8YSmp4SljPa1e3UtNdx1bGneypWEH/yj9Fx/WfMytOZ8mJzrrmO/tULMIzsiE0hIi5y1i4/5GSWBP02OP/ey0XjdnTiK//vWz/g1GzBof7a1HAVYvTjQ6FDFBmckRzImxs0Nrprsv0/BCMJ+UkJBwRE/rqZB5/WKm2nSgCfeQl9X5iZgCaOg/wBnZcfzp3WI+3tfANeekYTIFVnzi1BiewGqa5gZuMToOMfUG3MNsL2phlbsSxesh6sKLUUzjD9nVdZ23Kt/jXxXvAnBu0kouT7sQhy3sqGNNiol54SnMC0/hirSLeLfqQ96r+Yind/+WC+aeyzXzL8ekjN9O5JrzaCwtYfVwJWvLw+nqdRMeGlg3TkKIozW09VJW18WC9OhpX4BN+IogrV6cyF/fL2Xj/kYuWTbX6JCEECewfm89ZpPCqkWB9xAxyGpmWU48H+2p52BVOwvSYowOSUyA4cvoiNlrW1Ezg+5hFnWWoAQFEb7irHGP83g9vFD0Imsr3iEqOJIHltzLTeo14yavnxRqtXNNxuV884yvEG938l71R/x23/MMecfv5A9beibmMAdZbRoMD7OlsGlC5yiEmBp7y9oAWJYtc19nipUL52A2KWyV67AQAa+upYfqph4WpscE7IP/VYvmALBhr8xUnO4kgRWG2bivkbS+emy9nTiWLccUfPSkeq/u5fnCF9ncsJ25jmQePOOrzI9MPeW25jqS+Y+l95EVlcGe1gP8fv+f8HiPXmPQZLUSfs4qzAN95PRWsXFf4+mcmhBiihVV+ebDB9q8K3H6wkKspCWGU9XYQ/+gzCwSIpBtOuB70BTIBfTSE8OZE2NnZ3ELPf1DRocjJkASWGGIju5BimtcnD1cBUDEqjXjHvfPsjfY1rSTtPC53F9wz0n1uh6L3Wrny4vuQI3KYG/rAf6ivTLuotYRq9eAorBysJyqpm7qWnpOu00hxNSob+sl3G4lyhFkdCjCj+YnhuPVdepae40OZVZTVdWqqurzqqquV1V1q6qqV6mqmqGq6oaRbf+rqqpp5NgfjByzUVXVZUbHLiafV9fZfLCRkCAz+RmxRodzTIqicM7COQx7dHZozUaHIyZAElhhiB1aMyHD/SS1VWBLSiY4Le2oY7Y37uK96o+It8fxpcV3EGyZ+I2p1WzlnkWfZ64jiU0N21hft+moY2zOOELUbKJd9UQMdbOtSC5y4tSpqrpLVdUPR37+oKrqClVVt6iq+rGqqj8wOr6ZZGjYQ2vnAAnRdqNDEX4WP/KZNrX3GRzJrHcb0KZp2irgMuBp4AnguyPbFOBqVVWXAKuB5cDNwC8MildMoeJqF+1dgyxV47BZA7sC/Jk5vuKcWwvl3m46kwRWGGJrUTMLuitQvB4iVq0+aqH6pt5m/qy9TJDZxj2LPkeYNdRvbQeZbdy98LOEWUN5seQ1qrtrjzom/KyVACzqrZAE9hRt3ryRV199xegwDKWqajCApmlrRn7uAJ7BV7DuHGD5yI2e8IP2rkF0HZxRsrbfTDO6XmOLq9/gSGa9F4HvHfbnYWApsG7kz28CF+K7vr2jaZquaVo1YFFV1TmlkYopt+mAb7rVWXkJBkdyYrERIcxPCqeouoPOnkGjwxGnSRJYMeXauwYore2kwF0NZjPhy1ccsd/r9fJc4d8Y9Li5Rb2eeLv/v/uig6P4fN5n8Ope/njwb0cVdXIsPQPFZiO/r5KG1l4ZRnwKVqxYydVXX2d0GEZbDNhVVX1HVdX3VVU9FwjSNK1M0zQdeBu4wNgQZ46eAd9cJkdIYBYOEacvfGT5HJmvZixN03o0TetWVdUBvAR8F1BGrmcA3UAEEA4cvgj46HYxQw17vOwsbiHKEYQ6N9LocE7Kspx4dB22ay1GhyJOk+HL6IjZZ7vWQpS7i6juZkIXLsLscByx/63SD6nqquGM+HzOSCiYtDhyorNYlXQW6+s28WbFv7kz/oaxfabgEMIKlqBv2UziYCvbippJcp7+/FsjtLz4V7q3bzvm/iqzCY/He0rv6TjjTJw33HzcY95443Wqqiq5996vHrXvF7/4H8LD7dx665088MB93HTTraxcec4pxTBN9AE/B34LZOLrnXAdtr8bOO5K6lFRdiwW31Asp9NxvEMnzXRpt7rNN7zUGRM6oZidTgfDnmGGvcPo+EZrmI6xtJc/GfH3PFlt6rrOsHcYt2eIIEsQFtORwwlPtV1zkBUAt0ef8GdrBKPanQyqqqYA/wB+qWnan1VV/elhux34rnFdI79/cvsxybVuere7U2umd2CY885IIT4ufMraPRWfbPfSs9P563sl7Cxp5eZLc6akzakyW9qVBFZMuW2FTeT1VADgWHZk72vHgIu/7HsNuyWET2deNemxXDP/cg60FfFe9Touz1uNhUNDEMPPWkn3ls0s6ilnu5bKNauOm2+Ik3DPPfdx//33UFlZTU5O3kxNXgGKgdKR3oliVVU7gcPL457wpq6jYyQpczpoaenkRwOBAAAgAElEQVSerDiPaTq1W9/Y5fvF6z3l1zb2NrOjaTdVfdVUd9TTPXRotIWCQqjVTrjNQZzdSYLdSZzdSbIjkQR7HGbTxOd6GfH3PNE2dV2n091FbXc9tT31NPa20D7QTttAB13ubrz6oQdjQWYb8fY4UsNTWJO5DKcy55jrcI9neOQhW5ur/7Rjnk7/lk/2faeaqqrxwDvAVzRNe29k8y5VVddomvYhvnmxHwClwE9VVf05kAyYNE1rPd57y7Vuerf73hZfMc68uZHHfd9AO181JZLCyna0shaiw/27dnignet0bfd41zpJYMWU6ugepKyuk8sGqlBsNsIKjuxhfbXsTQaHB7k1+4YJVRw+WcGWIK7NuILf7X+B53a/xJ3Zt4/ts+fkYQ4PJ7e3irdbuqlr7SUp1n9zcSeb84abj9tbasSFzmKx8LnPfY4HH3yQl19eO6VtT7EvAAuBL6uqmgjYgV5VVecD5cAlwA8NjG9G6R3wTQEIDT75r7Sm3mZeLl3LgbYiwJesxgRHkRCajs1sQwH6hwfpGeqhbaCd+t4jl9SymqwkhyUyNzyJuY5k5jqSSQiNO6XkbDrQdR3XYCeVXTVUd9dS011HbfeRiT74/v4igyKY50ghyGzDarYw6Bmix91DfU8D1d21fFS3iQR7HFfPv4xFzryTat9iNmE2KQwOHb3smZhSDwFRwPdUVR2dC3s/8P9UVbUBhcBLmqZ5VFVdD2zCN03tPkOiFVPC69XZVdJCuN1KZvL0GD48allOPEXVLrYXNXPxsrlGhyNOkSSwYkrtKW0lfrCdsD4XoWcsO2Lt15ruOrY17SI1MpkVc5ZOWUwFzoVkRqazs34fZzk1cmNUABSzmbClZ+D54H3m9jexU2smKfboasni5HV1dfHMM8/w1a8+wE9+8ig//emTRoc0WX4HPKuq6gZAx5fQeoE/AWZ8RU62GBjfjDLg9iWwwbaT+0rb0rCDP2svM+wdJiMyjVVJZ7Eqawn9neMPqR/tcWzua6Gxt5ma7nqqu2up6q6hoqtq7DibyUqKI4m54cljSW2cPXZaJbW9Q31UddX4frprqOyqodt9ZLIaHRzF4og8khyJpIQlkhiWQFRQ5DF7pIe9w5R3VrG7Yw/rq7byq33PsXLOMm5Sr8FiOvFnFmQ1SwJrME3T7seXsH7S6nGOfQR4ZJJDEgGguMZFd98Qq/MTMZmUE78ggBRkxvL82xq7SlolgZ2GJIEVU2p3aSu5I8OHP1m86Z+lbwBw6+Jrp/SGT1EUrs+8ise3/Tdry98hJzprrCqyY+mZdH7wPtm9VewuVbnybElgJ+Lxx/+Tu+66i5Urz6eoqJAXX/wrN5xgTu10pGmaG1/F4U9aMc42MUEej6+OjMV84huo92vW83LJ64RYgvl87mfIdy5AURTCbKH0M/6IBEXx9S5GBkWQFZUxtn3IM0RdbwPVXbVUddVS3V1LeWcVZZ2VY8cEm4N8Sa0jmbnhyaQ4kogNjvbL8OOJ0HWd9gEX9b0N1Pc0UtfTQFV3La39bUccFxUUSb5zAfPCU5jr8MUfaj215YosJgtZUfM5OyufVfFn89yBv7CxYSvdQ93cueB2rCdIYoNsZgbdksAKEWh2jBRBWjoNC01HhAWRnhhOca2Lnv4hwkKsRockToEksGLKDLiHOVjRzpf6azAFB2NfsHBsX0lHGUUdJWRHZbI4IXfKh7amOBJZkbyEzbU7OdBWxIJY36T+kCwVs8NBTl8N79S76OwZJCJs4uvRzmSXX37lMfc99tjPxoYuP/zwI1MXlJjRhr2+BNZ8gh6Anc17ebnkdSJsDu5f8qUJVzi3mq2khs8lNfzQ03u3x01tT/1YQlvdVUupq4ISV/nYMRbFjNMeS4I9jjRnMg4iiA2JJjIogghbuN+SW13X6R/up6W/jdb+dlr722jtb6NtbzvVrjr6hweOOD7UYicnOovU8JSRhDWFiCD/zrecExrP15fex6/2Psu+1kJeLH6VW7KvP+5rbBYTA5LAChFQvLrOjuJmQoMtZM+NMjqc05KfGUtZfRd7Sls5e+Eco8MRp0ASWDFlDlR0EN3fRthgN6HLlmOyHnra9XbVBwB8Kv1io8Lj03mXs6V2F2sr3iEvJhtFUVBMJsKWLMWz7kNS+pvZU9bGuYsTDYtxunjooW/S1dV5xLawsDAef/wJgyISM5nH6xv6azYfe+RGx4CLPxe9jM1k5b78uyZleS4Am9lGekQq6RGpY9sGhgeo7WmguquGmp56mnpbaOprpqG3iV0t+454vYJCRFA4kUER2K0hhJiDCbGGYLeEYDVZMCkmTJjGRokMeYdwe4Zwe4dwe9z0DvXR7e6my91Nl7uHIe/Ry88oikJ8iJOc6CySwuaQGJpAYtgcYoKjjlqTezLYzFbuWfR5/mvHL/i4fgtZkenHrThvNpvwfGKpMyGEsSobunH1uFm5IAHLca69gWxJlpOX15Wzu0QS2OlGElgxZXaXtpDVUw1AWMGhOa7VXbUUtheTFTmftIh5RoXH3MgklsQtYkfzniN6YcOWnknnug9Re6vYU9oqCexJeOyxnxkdgphFRocQH68H9m/F/6R/uJ9b1OtJCpvaG5VgSzAZkWlkRB6agjA6r3bA2oNWX0X7QAeuwU46BjpxDbqo6a7Do59er6NJMRFuc5AQGkeEzUFMSAzOkBhiQ6JxhsSgpsyjs33gxG80iWxmK3ctuJ1Htz7BSyWvkxuTjd0aMu6xJkXB49XH3SeEMMbeMl9x6fyMWIMjOX1zYkKJj7azr6IN95AHm9XYqR3i5EkCK6aE16uzp7SNm/trwWIhdOGh4cOjva8Xp55nVHhjLpp3Hjua9/B+zfqxBNauZmMKCyOnr4ZfVbTKRU6IAHNoDuz4vQClrgr2tR4kIzKNlYnLpjK0YxqdV+t0JpNgSjpqv67ruL1D9A/30z88QN9QP0PeIXRdx4sXXdfR0bGarNjMNl/lX5OFUGsodkvIcXtSbWYrYGwCC+C0x3BZ6gW8Vv4Wb1W9x3UZnxr3OLNZGetlF0IEhj1lbZhNCrmp0Sc+OIAVZMby1pZqDlZ1TOtkfLaRBFZMibL6Tsxd7cQOtBO6cNFY9eHmvhb2tOxnriOZ7KhMg6P0zYXNispA6yiltrueZEeirxpx/hK8Gz4ipqeFwqoOFstFToiAMTaE+Bg9sK+XvwXANfOvmJIhsv6gKApBI4lpZFCE0eFMmvPnnstHdZtYX7eZi+edR5j16KXKLCYFr/TAChEwXD2DVDV2kzMvCvspLF8WiEYT2N0lLZLATiPTc9C6mHb2lLaR1VMDHDl8+KO6TejoXDj33IC5sbwgZRXgq1Y6KmxxPgAZvbXsKT3umuxCiCk2VsRpnCrENd11lLoqyInOIi1ClkoINFaThQvmnovb42ZdzcfjHmMyKWO97EII4+0r81UrXzQ/xuBIJm5+YgRhIVb2lbej63KdmS4kgRVTYn95G2pfNSgKofm+Yh2DHjebG7YTbnOw2LnA4AgPyY1RSbDHsb1pN52DvmrI9tw8FIuFrP5a9pa3yUVOiAByvDmwH9b6kqLzUs6Z0pjEyTs7cTnB5iA2NmzDqx89VNhsUtBBemGFCBB7Z1ACazIpLEiLpqN7kLqWXqPDESdJElgx6Tp73bTWt5DU30xIRiaW8HAAtjfuon94gLMTl5/UYvZTxaSYWJ28Eo/uYXPDNt+2oCBCsnOJHehguK2NhrY+g6MMXJs3b+TVV18xOgwxixwaQnzkV9qgx83Opj3EBkeTE51lRGjiJASZbSyNz8c12Elhe8lR+0cfTEghJyGMN+zxsr+ynbjIEBKiT21N6EC1IN03j3dfRdsJjhSBQhJYMekOVLSR3lePAoSODMXVdZ11dRsxKSbOSVpubIDjODOhAJvJysf1W8d6BEaHEc/vq+VARbuR4QW0FStWcvXV1xkdhphFDhVxOrIHdn9rIW7vEGckFGBS5OsukK1MPBOALQ3bj9o3ujySFHISwnhajYtBt4dF82MCZurXROWl+XqS95fLvd10ETjdXmLG2l/RTnpfHQChCxcDUNFVRV1PAwXOhQFZoCTEEsLS+Hw2NWxDay8lJyaL0EWL4U++ebD7K9q56MwUo8M8ro3vl1Fe1HzM/SazCa/n1G4I07PjWHn+/OMe88Ybr1NVVcm99371qH2/+MX/EB5u59Zb7+SBB+7jpptuZdeuHVgsFu6++96xbStXynBPcfJGe+Y+2QO7o3kPAEvjFk95TOLUzHOkEBsczYG2Ioa8w1gPG5VjGrlJliHEQhhvbP5rxvQfPjwqItTGvHgHxTUuBtzDBNskPQp08khaTCqvrnOwvJX0/gYs0dHYEn1rqG6q9w3NPSdphZHhHdfZib6e4Q31WwCwxsQQlJJCan8j5ZXNDA1Lb8Cpuuee+9i8eTOPPvoDcnLyWLnyHO655z527Nh2xDYhTsWhBPZQb8Cgx82BtiLmhMaTGJZgVGjiJCmKwmLnAgY8gxR3lH1in++/kr4KYbwDle1YLSbUlEijQ/GrhfOj8Xh1Cqs6jA5FnAR5xCAmVU1TD472BoI9g4QuOAtFUXB73Oxs3ktUUCRZUcfvzTNSangKSWFz2Nt6gC53N+E2B6GL8hmsqSGxq46SWldAr3+28vz5x+0tdTodtLR0T2FEYLFY+NznPseDDz7Iyy+vHdt2442f4Uc/+sHYNiFOy2Gj2Uo6yhj2DrMwNte4eMQpWeTM472aj9jTsp+8GPWo/VI7TwhjuXp8hY7y0qKxWsxGh+NXC9JiWLuxiv3l7RRkOo0OR5yA9MCKSbW/ou2w4cOLANjdsp8BzyDLE5YE9Lw0RVFYOWcZXt3L9qbdwKE5vDIP9vR0dXXxzDPP8NWvPsBPfvLo2Lbnn//DEduEmKiD7cUA5ErxpmkjPWIeoVY7B9u0Iyq9z5R5dkJMd4WVvt7J3NQogyPxv/lJ4YQEWdgnK01MC4GbPYgZ4UBFO/P76sBsxp6TA8CWhh0ALJuz9HgvDQhL4xdjUkxsa9wJQHBqGqbQUNL7GthfLtXqTtXjj/8nd911F9dffxMRERG8+OJfefzx/+SWWz57xDYhToU+zuDSwjaNILONtIh5BkQkTodJMZEVOZ+OQRct/Yeur2NDiOWmUghDHaz0PbjPC+DRZ6fLbDKRmxpFa+cAzR39RocjTkCGEItJM+Aepr6ykYTBdkKyczAFh9Ax4ELrKCUtfB7x9sAfouGwhZEbncX+tiIae5tICI3HnpOHd/tWeuvq6ewZJCIsyOgwA8rll195zH2PPfazsaHLDz/8CAA33HDz2P7RbUKcjtF+utb+dpr7W1kUmxdQS3SJE8uKymBXyz6KO0qJs8cChz5XyV+FMI6u6xys6iAsxEpyXJjR4UyK3HlR7NBaKKzqIH6GLBE0U8k3u5g0WrWLuT1HDh/e2rgTHZ0V06D3ddSZCUvY31bE1sZdXDX/UkLz8ujZvpW0vnoOVLazcsEco0MMOA899E26ujqP2BYWFsbjjz9hUERiNilxlQOgRmUYHIk4VWq07zPTOkoPFfkb6YKV/FUI4zS09dHRPciynLixyuAzTc5Iz3JhVQdrCpIMjkYcT8AksKqqxgE7gIs0TSsyOh4xcYVVHUfNf93etBuLYmbJNFrWYlFsLsHmILY17eJT6Rdjz10AQFpfPUVVLklgx/HYYz8zOgQxi5W7KgCYH5lqbCDilMWFxBIZFEFxRxm6rqMoyqHaXNIFK4RhRocPB3LxyomKjwohyhFEUXUHXl2fsYn6TBAQc2BVVbUCvwJk0PkMUlTVTlpfA+aoaGxzEmnobaK+t5HcmGzs1hCjwztpNrONfOdC2gc6KHNVYo2JwZowh3n9TRRXthodnhDiE3lNWWcVweYgEkNl+ZzpRlEUMiPT6RnqpbmvZWSbb5+kr0IY5+AMLuA0SlEUsudG0d03RH1Lr9HhiOMIiAQW+DnwDFBvdCDCP3r6h3BXVxPiHSQ0Nw9FUdjZvBeAJXGLDI7u1J2R4Ks+PHoOoQsWYNWHCW6qocUlz12ECASKAj3uXpr6mkmLmIfZNLOWeZgt0kcKb5V3Vh2xXTpghTDGsMdLUXUH8VEhxEZMnw6I05Ezz5egy3qwgc3wIcSqqn4eaNE07W1VVb9zouOjouxYRtaecjodkxzd+KTdEyvd18Dc/gYA4pctwel0sHf7fqwmC+dlLyPEGuz3Nv3hWO1Gx+Tz3MFQ9rbt58uxt2I+60xc/36XtL566tr7yc2Mm5R2J9tsa1fMfOWdlcChJEhMP2kRqYAvgT0r8UxZRkcIg1U2djPg9rAib+YOHx51eAJ70ZkpBkcjjsXwBBb4AqCrqnohkA/8UVXVqzRNaxzv4I6OPoCxSqZTTdo9OVv31ZPa7/sIPUlp7KkoobargcXOBfS4huhhyO9tTtSJ2l0Yk8fGhq1sKd1PesI8MJtJ669n24EG8tNP/6IeqOc73dqVpHj2OrxjrmwkgZ0fkWZILGLiEkPjCTLbKO/y9cAeqkIsXbBCGEGr9vVGjiZ3M1lMRDBxUSFoNR14vF7MpkAZrCoOZ/inomnauZqmrdY0bQ2wG/jssZJXMX0UV7aS0t+MNTEJS2Qku6bx8OFRBXELAdjdvA9TUBAhGZkkDLZTWdYgN1ZCBASF8s5KTIqJ1Ii5RgcjTpPZZCY1fC6NvU30DfUdymCFEIbQalwAZKVEGhzJ1MiZF0X/oIeqxh6jQxHHYHgCK2aerj43em0lVn2Y0JxcdF1nZ/NerCYLC2JyjA7vtKlRGdgtIexq2YdX9xKa56tGHNFSJYteCxEAhrxDVHfVkhyWSJDZZnQ4YgJGh4BXdFXLOrBCGMjj9VJa20lCtJ2I0NlxXT00jLjd4EjEsQRUAqtp2hpZQmf6K652kdrn60S35+TS0NtEY18zeTE5BFuCDI7u9JlNZhbF5uEa7KSqq4YQNRuAef1NFFbLZH8hDDOS2dT3NDKse0gNl97X6e7webDK2DqwksEKMdWqm3oYcHtmTe8rQPZcXwJbVO0yOBJxLIEwB1bMMIXVHczrbwDFREiWyvqmTQAUOBcYHNnEFcQtZHPjdnY17+PatEvBFsTc/kb2VHWwJl8WvRaHHL62NTAMPItvuuZ+4D5N07zGRTcz1fTUAjAvPNngSMREpY08hKjorCIUXyEV6YEVYuoVjwwfVufOngQ2PNRGQrSd0rpOmQcboOQTEX5XVtZE4kArQalpmO129rUexKSYyI3JNjq0CVOjMwk2B7OrZR+YzdizsogZ6qK6rE7mwYox46xt/QTwXU3TVuGb0Xe1UbHNZNXdvgR2rkMS2OnObg3BGRJDTXcduuK7tsoVVoipp430QqqzqAcWICslgkG3h9pmWQ82EEkCK/yqs9eNtb4SEzqhubm+4bbdNWRGpmO3Tv+1w6wmC3kxKu0DHdT3NmLP9s3pjW6roaGtz+DoRAD55NrWS4F1I7+/CVxoRFAzXU1PLTaTlYTQiS1rJQJDsiOJvuF+hpSRa6s8JBRiSnl1nZJaF7ERwUSHH3/5w5kmM9mXsI/2QIvAIgms8KuSGhepfb71X+05uexrLQRgYWyukWH51ei57GstHEtg5/Y3UlrXaWRYIkAcvrb1YZsVTdNG7767gYgpD2wG0wEUD429zSQ7kjAp8tU2E6SEJQLQb2oDpAdWiKlW39JL78DwrOt9BcgcOefiWklgA5HMgRV+VVLbydz+RrBYCZ4/n30HXwBg0QxKYPNiVEyKiX2tB7lkyRoIDmFefxP7alycuzjR6PCE8Y5a2xo4vEvQAZzwGzEqyo7FYgaMW+N2urRrs1pQgvvQ0UmPTTntuKfL+U7XNk+13QXDGbxWDm6bC4gjOioUpzNs0tv1J1mfWkxnY8vnzKL5r6OcEcFEhtkoqXGh6/pYMTkRGCSBFX5VWdnEEncHwVkqbkVH6yglKWwOMSHRRofmN3arnfkRqZS6Kuge7sWuqrBnN/XltcDMSdTF6dE07dzR31VV/RD4EvAzVVXXaJr2IXAZ8MGJ3qejwzds0ul00NLSPSmxHs90atc9NIwS7Jun5FDCTyvu6XS+07HN02k3zOO7ae7xtAFxtLf3Yj2Nftjpcr6n8r5CTIXRBHY29sAqikJWSiRbC5tp7ugnPtpudEjiMDLOSvjNgHsYvboCBbCr2RS1FzPsHZ5Rw4dHLYzNRUdnf2sRoapvGHFYYxUd3YMGRyYC1DeAH6qqugmwAS8ZHM+MoutgCvYl/HEhsQZHI/wl3ObAZrIyqEx98inEbKfrOsU1LiLDbDgjp38Nk9Mh82ADl/TACr8pr+8ieXT91yyVva37gJk1fHjUwtgcXildy/7WgyzJXgMcmgd7ZrYUkBE+mqatOeyPq42KYzZQgkYSWLsksDOFoihEh0TT0uNbZ1vmwAoxdZpd/XT1ulmWEzdrh89mJvvKVRTXulglU8QCiiSwwm9KajtJ6W9CN5mwpaWxf9vfibCFk+KYeeujxtmdxNudFLYXY8q5GYLtzO1vorjGJQmsEAZQrL7RDxFB4QZHIvwpNjiKxt4mMA0bHYoAVFVdDvxE07Q1qqouAV4HSkZ2/6+maX9TVfUHwBX41r/+mqZpWw0KV0xA2UhhyvmJs7fmYLIzjJAgCyU1UqQz0MgQYuE35ZXNJAy2YZubSs1gC71DfeTFZM/YiqALYnNwe4co7izHrqpEDvdQV1ZjdFhCzEqK1Y1ZMRNsnl1LPcx0DptvvufoAwphHFVVHwR+C4z+T7YEeELTtDUjP38bSWpXA8uBm4FfGBOtmKiyui4AMpJnbwJrMilkJkfQ7OrH1SPXoEAyMzMLMeU8Xi8D5eWY0QnLzuZguwb4KvbOVAtjfEOjD7QVEar6ztNUU0H/oPQUCDHlLG7CrKGzdqjbTBVmDfX9YhlCl3VgjVYGXHfYn5cCV6iq+pGqqr9TVdUBnAO8o2marmlaNWBRVdVpRLBiYkrrOrFaTKTEnV7l75lidBhxaa30wgYSvw8hVlU1EkgHvECFpmnyic8CNc09JHT71n8NycqisG0DJsWEGp1hcGSTJz1iHsHmYA62F3NVxg0AJPc3U1bfyYK0GIOjE/6gqupq4CogE981rRR4VdO09YYGJo6iWN2EWWdfpcyZLtTqq/ypWN0GRyI0TXtZVdXUwzZtBX6radoOVVUfBn6Ab4mwtsOOGV33umXKAhUT1j84TG1LDxlJEVjMs7uvKyPJl8CW1XdyhkwRCxh+S2BVVb0M+Ba+dURq8c19SFZVtRD4uaZpb/qrLRF4SmpG5r+i4J2XROWOGtIjUgmxzNzKdWaTGTU6gz0t++lyhqJbrCQPNFNcIwnsdKeqaj7w30AzsB5Yh++algr8H1VVH8U3t2unYUGKMToeFLOH0NHeOjFjjPbAKhZJYAPQPzRNGy3P+g/gKeBVfGtdjzrhutey5nXgtbunpAVdh0WZTr/GGKjnezyO8BBMyi6qm3tP6X2m47lOp3b9ksCqqvos0Ajcp2nagU/sWwB8QVXV2zRNu9Uf7YnAU1rVyurBFiyJSZQM1KGjkzuDhw+PyonOYk/Lfoo6y5iXno6zWGNbRSOcm250aGJibgOu1zStbZx9v1RVNQ74DiAJbADwMARAsCXI4EiEvwVbRqZbmmVqhr+oqpoGfIojR5a8rmla1Sm+1duqqn51pEjTBcAO4GPgp6qq/hxIBkyaprUe701kzevAa3fHAd+IujlRIX6LMZDP90SSnWGU1rpoaOw8qR7p6XyugdTu8ZJif/XAPqxpWt14OzRN2w98XVXVZD+1JQKMrut0lZRh0b04crLZ2FYMQG5M1qS16R4cpqG2k4baTlobu+lyDdDf53tCHxxixRERjDPBQUJyBIkpkQQFT07B7dxo3zkWtmvkZam4izXcFeUMe1bM+mE309yzx0heAdA0rRl4YArjEcehKx4AbGabwZEIfxv9TBWTx+BIpj9VVefgG1kyD1+iWcqhkSV/V1W1EviGpmm1J/mW9wJPq6rqxteJ8UVN07pUVV0PbMJXZ+U+f56DmBpl9b4CTvOTZm8Bp8OlJ0VQ3dxDbUsPqQlS6T4Q+OWufrzkVVXVIOAm4Euapq08hQuimGZaXP1Ed/j+CQRnqhxsfwuHNYzkMP+umaXrOtVl7RTta6CqrB3PsHdsX7DdSlh4MArQ3zdEXZWLuioXbKnBZFaYmxaNujCB1MxYTCb/FXmJCYkmzh5LcUcZtvm+ebDxvY1ykZv+XlVVtRX4PfAXTdO6jA5IHJuu+HrnrCZZGW6mCRp9KCEJrD88DjyiaVrheDtVVV0M/Bi4/VhvoGlaJbBi5PedwMpxjnkEeGTC0QpDeHWdsrpOnJHBRITKQ0GA+YnhfLirjrK6Lrm3CxCTUcQpG7gH+CzQDvyPv9sQgaWsvovkgSYAOhPD6SrqZlnCEr8tn6PrOuVaK9s/rqS9pReAyBg7aVmxJKZEEp8YflQP65B7mKb6bhpqXFQUt1JZ2kZlaRsRUSEsPXseWXnxfqtWmhOtsq72YxpjreiKQkp/s1zkpjlN0+arqnoOvhu576uq+h7wO03T1hkcmhiH9MDOXDazFQDF7EGKEE/Y90YqA49L07Q9HCd5FbNDU3sfvQPDLJwvtTxGpSf67ufK6zu5YKkMKA0E/poDawU+DXwJWAysBdxAlqZp8pUzw5XXdbJwoAWiYykcqgcgN9o/81+7XP189HYxNRUdKApk5cWz6MxkYuPDjpuAWm0WklOjSE6N4sxVabS39LJ3ey3a/kbeX1vEwd0NrLksi6iYiRd9yY3OYl3txxT2VZE3J5k5DXVsrGkDuchNa5qmbQA2qKpqw1eJ+Ouqqv4S+JOmaY8ZG5043FgCa7IaHInwtyCT9MD60SZVVXuAd4B3gfc1TesxOCYRYErrfIuHzE+U4cOj4qPt2IMsY0OrhdPitNUAACAASURBVPH8NUmvDrgR39yKBE3TbgP6JXmdHVpLKwn2DhGWlcXBNg0FhezozAm/b0VxCy/+YTs1FR2kpEVx893LuODKHJwJjlPuPY12hrLmMpVbvrictKxYGms7eenZHRTvb5xwnJlR87EoZgrbNBzZKhbdS1dp+YTfVwQGTdPcmqa9BPwE2AJ83eCQxCd4R4YQSwI789hkCLHfaJqWBFyOr9jSNcC2kTVcv6eq6gpjoxOBoqzOl6RlyPzXMSZFIT0xnOaO/v/P3p3HSXrVhf7/PLX23l2979ss35lMJsmEhCRkIQQFIiDCFVCRq3j5of4QN7woygXxXn/Xy4+LVxEFUUEQEQwgAoYAIQkEsmeSzGQyp2d637t637equn88VTM9me7p7al6avm+X69+dXd1VZ1vbaef73PO+R7mFrUiejpwagrx54E3Y+/1VS0i9zh0vyrNra1HsAZ7AAi0t9E1832aiuspDux94+tYLMbTj/Ty2EPd+HweXvFTghyvdWTKb3FpHq9509V0nh3jwXsN93/zLJPjC9z08r1XDQ56A7SXtdExdR7aTgBQGO5nbnGV4gKd0pjJROQY8DbsE3RdwGewC5eoNJIYgfV7NYHNNr74umbLE0XPiO+fMaYT6AQ+KyJlwBuA9wIfALSMt6JraJaAz0NjtW5LtlF7fQmnuyfpGprl2oOVboeT85wq4vReEXkf8FrgHcDHAETkZ7H3CdNTp1mqd3SeukV7f/JwdT6RsQgS2vvoaywW47vfOMNjD3VTVBLkp372OBXVe0+Gt3LgSDWVNUV868unOPloP0uLa/zs22/Y8/1dVX6Yjqnz9FVYlAJNS2PayWUwEfl97MS1EPgscNeV1o4pd0WJJ7A6Apt1vIlaCpamr/slIj7gNuA1wKuBfOB7wAeB77sYmkoTK2sRhsYXaG8owevRnRQ2SlRk7tRju7TgWBGneJL678C/i0gVdiGA/4ZdxKnBqXZUeukanKFhOUwsEMQE7L3KJXRwz/f32ENdnHy0n1BFAa976zUUleQ5FeplSkMFvPHtJ/jWl09x9rkR7v3qKW68o3VPI71SfhA6wURGubGsgobZMToHZ7STy1xXA79ljHnA7UDU9rSIU/byWF77B01gnTAF/Bi4B3hjvKKwUhf0jc4RjcVo0yKUl2mrs5+T7qEZlyNR4NAaWBG5JMswxoSNMR8zxlyLXfzksuuo7NDbM0rl2gz+llbMTBdey0t7Weue7uvZx/s5+Wg/FVWFvOFt1yU1eU3ILwjw+p+7hsrqIp56pJfHf9C9p/tpLKqnwJdPx9R5Cg4dIj+6ytj5HmeDVan0OPCDrf4oIl4ReU8K41FXZG+p5fN4XY5DOc2beE2tKFqGeN8+BVQDvwK8Q0RuFREdZlMX9AzPAdBaV+xyJOmnKN9PbXkBXcOzRLUvcp1TI7BfEJFvA/9ijJl70d86ROTdwE8Ab3SoPZUmFjs7Acg/2E7/3NMcKGu9uG/fLvScG+fH3++ksCjA2951M2uR1M06D+b5ee1br+EbX3yWpx/pI1RZyOFjNbu6D4/l4VDoAM+GT2O1HoMnYL23m2g05ui+sypleoAfiMhD2InsALAGtAJ3Aa8A/tSt4NSlYvHROQ/6Wcs2OoXYOcaY3wMQkTrsKcS/AfyjiJwC7jPGfNLN+JT7ukfsAk6J0UZ1qba6Yh55fpGxqSVqywvcDienOXXm7c1AALui3aMico+IfFFEHgWeBqz4dVQWmZ5foWRyEIDxmnxixDi8h+nD05OL3P/NF/D6PPzUm49T5kKnUFAY4Of+y0sJBL08eK8hPPLi8zDbOxw6AMBghT1iUDk/xvDEgqNxqtQwxnwDO0k9h72v9b9gT7v7VcAAtxtjvu5ehGqjWLy8j+XQ3tMqfXgsD8QsewRWOcIYMwz8M/BXwN8Ch7DXwaoc1z08R37QS3Uo3+1Q0lJrfGp1z7Bup+M2p4o4RYFPAJ8QkWuxO8MYcD6+MbbKQl1DszQs2wWcOkpWYHz361/X1iLc97XnWV2JcNdrj1BZ4960lcrqIl75+qPce89p7vva87zlV24gENz5RyTx2M8GprnZ66NhOUzn0CwNVc4XoVLJZ4xZxa46/Bm3Y1HbiY/AagKblSw8WDoCu28i8tPArdiFnNqBR7GLN73VGPO8m7Ep9y0urzM6ucjRlhAeB3Z9yEYttfYxas/IHDcfq3U5mtzmWBGnhHjCuuOkVUS8wKcBASLAO+Jl3lWa6xqYRpbHiVXWcGapj4DHT2tJ067u47EHu5gML3DViXrkuPudQevBSq6/pZmnH+nj4e+d567XHtnxbWsLqikOFGFmu3hZQzNVfd083hfmjmvrkxixUioxOqcJbHby4CFi6TY6DvgN7IT1t4Gn4oMPSgHQG58+rOtft9ZcU4Rl2Qmsclc6/Ld/PYAx5lbsKSwfczcctVPj57oIxtYJtLcysjDKgbK2C3v27cRg7xSnnhqkrDyfW+86kMRId+eG21qpqi3CnBqh82x4x7ezLIvDZQeYWZ3D196Ahxgz57qSGKlSCuzttwAdNchSFh5dA+uMjxtj/swY88RWyWt8lFbloO54UqYViLeWF/BRX1FIb7xas3KP4yOwu2WM+TcR+Wb81xZg1M141M5EozFi/T0AzNbbU2R3M314dWWdB751FsuCu153FJ8/faqHer0eXvn6o9zzmaf4wX2G+uZS8gt2VphKQgd5auxZxqryCAHB0X6WVtbJ38VUZKXULlk6hTib2QmsDhY6oFVEvoO9nn+z4nRvBb7mWnTKVYl1nToCe2UttcUMji8wOrlIXUWh2+HkLEf/24vIxze57B+3u50xZj1+vY9jd6wqzQ2OL1CzYJ9rOF+2BuwugX3ihz3Mza5w4uZmaurT72xfqKKQG29vY3lpnUcf3PkoaqKIlSleBKB+OUzfqE41yVQi0iIi3xWRcyJSJyLfF5FWt+NSL6YJbDa7MAKrAx77Yoz5OPCLQAPwRWAEGIv/XIu9FvYv3ItQual7eI7iAj8VKdjCMJO1JtbBDuuxnZscGRYSkb/DLghwg4gc2/AnP1C6k/swxvySiPw+8JiIXGWM2bR8ayhUgM9nj9ZVVblzlkjbhac7J6lfDhML5vG8L0xhLJ8TbYLHs/0B5OjQLKeeHqS8spDXvOHqTUdf0+GxvvLuI3SZMGefG+Gm29tpaa/Y9vaVsSIqnyvnzPoQNxWXUr84Tnh2hdu2eTzp8Hhzod09+BTw/wN/hn2w90Xgc8AdbgalLhWL7wPrSYtVMcppdgKbuq3VspkxZgz4UPxLKQBmF1eZmF3meHsFli7FuKJEJeLukVluudr92i25yql5jf8DewrKXwAf3nD5OvDClW4oIm8HGo0x/xNYxN6Rfsv/VFNT9shWVVUx4XDqz35ou7YXzvRx49oc0fYDjC5OcLzyKiZ2sGVMLBbj6196hlg0xi13tTM1vbjjNpNts3Zf9soDfO3zJ/n3Lz3Dm99xA17v9gfIB0vaeXTkSaKNdRS9cJZnT3URvkInl06PN5PbTVJSXGmM+Y6I/C9jTAz4dHxfa5VGLuwDqwdeWcnC0irESiVRYjSxTacPb6spXsipVws5ucqR09XGmB5jzIPGmGuBk0AX0A30A9vtIfJV4ISI/AC4D/htY8yyE3Gp5Fk4bxeKXmkMAXCwrG1Htzv3/CgjAzO0Ha6keQcjmm6rbSjlquvqmBpf5IVnhnd0m4OhdgDmG+yzdKs9Wsgpgy2JSCPxyYsichuw4m5I6nK6D2w2s7C4uNuvUsppF9e/pt+SrnQT9HtpqIwXcopqr+QWRyvLiMj7gfcDExsujmFPL95UfKrwW5yMQyXXeiSKd3QAgKFy+4DxQOn2Cez6WoRHH+rG6/Nw6yt3t1+sm268vY1zZ8Z44uEeDh2rIZh35Y/Nwfhz0R2KcB1QOD7IwvIahXn+FESrHPa7wDeBAyLyDFDODvqrzbYHAyzgs9h94mng3bqNhTMSqY1XE9jspYPrjhGR1xpjvuV2HCp99MZrdbTU6AjsTrTUFjMQXmB4YoGGqu3G6VQyOP3f/p3AAWNM24avLZNXlZkGwwvULI0D8HzBLAGPn+bihm1vd+rpQRbmVrjmhgaKSzOnSEBBYYATNzezvLTGycf6tr1+ZX45pYFingtOErMs6lfGdapJhjLGPAHcCNwM/GfgoDHm0R3cdLPtwT4GfMAYczv24fgbkhJ0LtIqxFnOHoFVjvmI2wGo9NI3Ok9JgZ+yop3tuJDrEutgdT9Y9zi9t0cfMOnwfao00zMyS93yOOuFxXQziZQexOu58jY4K8trnHykj2CejxM3N6coUudcc2Mjz58c4rknBjh2Xf0VE3DLsjhQ1sbTY8+xVllNbThMz+AUV7WWpzBi5QQR+YcXXRQTkSXstf2fNsasbna7LbYHey3wUPyye4FXoVtWOCJ2YQqxDtNlIwsLrIv7/ap964z3bY8BS4kLjTGfcy8k5Zb5pTUmZpe5uq1c+9AdSmw11DMyx63H61yOJjc5fbr6HPCwiPx/IvLBxJfDbSiXDXUPURxZYrW+EtjZ+teTj/azsrzOiVuaCWbgVFq/38tL72gjsh7lqR/3bnv9A/HnZKWxHB9RJs51JztElRwR7Erq/xb/ygeqgcPAJ690w022B7PihaAA5thhhXa1E4kpxOmzn7RymiavDprAHta+GXhF/OtONwNS7ukfmwfs4kRqZ5qqivBYls6uc5HTI7CD8S/QFStZa6HTLko0U1sALGybwC7Or3DqyQEKi4Mcv377qcbp6vCxGp5+pBdzaoTrb2mmpCx/y+seKrNnzocrfRQDq709qQlSOe06Y8yNiV9E5BvAY8aYt4jIs9vdeOP2YNjJb0IxMH2l2+qWYTuX2L2roryIqtK9x5wpjzdT29xrux6PByJQXl6457gz6fEmmzHmHQAiEjLGTLkdj3JXn65/3bWA30tdRQH94XmisZhWwHeBowmsMebDIlIIHMAuUpK/1X6uKjOtrUcJjNkFnLpKVvFaXlpLrjwl+NknBlhfj/KylzVvuudrpvB4LG64tZX7v/ECTz/Sx513y5bXrSusId+Xz9nCedqB4pkRZhdXKSnQ9SUZpkhEao0xI/Hfq7mYiG7Zf26xPdiTInKnMeZB4G7ggSs1rFuG7VwkZu+8Nj21RN7q3mLOpMebiW3up91YFLBiTE4uUOTf/cSxTHu8O7nf/RCRa4EvAQUicjPwA+AtxpinHQhPZZi+UXsEtlkT2F1pqilicHyB8PQSNaECt8PJOY5OIRaRu4Bnga9jH+j1isirnGxDuWsgPH+xgFP+DM3FjQS8Wydly0trnH56kMKiAEeyYJ3AwaPVlJbnY06NMDu9tOX1PJaHA6UtdObNE/X6qFue0KkmmelDwFMi8q8i8lXgCeCDIvLHwHevcLvLtgcD3g18WEQeAQLY04qVI7SIk1K78HHgjcCEMWYI+HW2WRKhslff2BxBv5fq0NazytTlmqvthL8/fgJApZbTU4j/J3AbcK8xZkRE7gC+CHzH4XaUS3qHZ6hbmWCltJSlwPbrX597YoD1tSg33dGM15f5B5e7GYU9UNbG6YmzLFWVUzkSprN/guMZsPetusgY82UR+T5wO/Z62HcZY8ZF5CFjzJYF666wPdjLkxRqjtMENptZuiLJaQXGmBdE7P9fxpjvishHXY5JuWBtPcLw+CLt9SU6DXaXEmuG+8bmuOFItcvR5B6n/9t7Nky1wxhzxuH7Vy4bOd9HXnSV+XgJ8SslsCvL65x6aoC8Aj9Hr8v80deEg0erKQ3lY06PsDC/svX14s/NXG0hXmJMnutKVYjKISJSBbwduBq4DniPiHzuSsmrSr1YfBsdTXSylQVWDC1C7JjJ+DTiGICIvA3dQSInDYQXiMZiNGsBp11rqo4nsDoC6wqnE9gBEXkd9lYTZSLyR9hb66gssdxtV9MdqfBgYdFe2rrldU8/PcjqSoRrb2zEn8FrX1/M47G49qVNRCMxTj01uOX1mosb8Xt89JWtA7A+oB+FDPQl7MT1F4FC4Gex17MqpVLE0n1gnfbrwCeAYyIyjb3E4VfdDUm5IVHASde/7l5JQYBQcfBCFWeVWk4nsL8KvA1oAjqxD/ze5XAbyiVr6xECYTthM0Xz1BfVUuDffM1EZD3K6acGCQS9XJ3BlYe3IlfXkFfg5/mnh1hbXd/0Oj6Pj9aSZjoK7WI8pTOjTF9hxFalpXpjzC8B38Be13oHcMLdkJRSal/KjDG3AeVAszHmRmNMh9tBqdTrG0sUcNIR2L1oqi5iam6FucVNt4RXSeR0AvubxpifN8ZUGWMqjDFvNsYMO9yGcslAeIHa5XGilsVwmYe20pYtr3v+7BiLC6scvbaOQNDppdbu8/m9HL++gdWVdV54dmTL6x0oa2Oy2EPE56N2ZeLC2U6VMRJbTBjgWmPMhJvBqC3EB+d0CVd2srB0Yz5n/amIdAL/B3iFiGgJ1RzVNzqHx7JoqCx0O5SMlJhGrKOwqed0Avt6EdF/M1mqZ2CKmpVJFkOlrPssWoubNr1eLBbjuScGsCyycvQ14dj19fh8Hp57op9odPNZpW0lzcQ8FvNVpVSsztA3oPlPhvm+iPwrdiG694rIJ4Gty08rpZJEpxA7xRjzGuAY9qySVwKnReQ/3I1KpVo0GmNgbIH6ygL8vuxZ5pVKianXug429ZxOYCeAsyLyRRH5h8SXw20ol4yd68YfizBbY5+paynZPIEd7p9hfHSetsOVlJRlb1n2/IIAck0tc7MrdHeMb3qdxCj1RFUADzFmzmshp0xijPkj4A+MMb3AL2CPxL7R3ajUVrSIU7aydHTdQfHidK8DXotdGX0S0KKbOWZ0apGVtYiuf92H5gsjsDq7LtWcntv5jw7fn0ojq329AAyVxwh6A9QWbl42/LknBwC45sbNE9xscvwljTz/9BCnnxrkwCZl1Av9BdQUVNFdMkw7ENFCThlFRL5ijPlPAMaYp7D3hL0fe9RCpYmYjs5ltcSJiWhM66c5ZDT+9X+AO40xU9tcX2WhxLTXRBKmdq8qlE/Q772wlliljtMJ7C8YY17t8H2qNLAeieIft5czdxYu01Ism+65ODu9RHfHOFW1xdQ2lKQ6zJQLVRTQ2BpioGeKyfAC5VWXryNpK2nhbJn93BVNjbC4vE5BXvatC84mIvJV7GJN9SKycdjcB/S7E5VSucpOYPVEhWOOAHcBrwAeEJEzwAPGmE+7G5ZKpV6tQLxvHsuiqbqIrqFZ1tYjOhU7hZyeQpwvItk/7JaDhicWqV6eIGpZhMu8W04fPvPMEADHb2jAypE5X8dO1ANw+uTmW+q0lTYzXexlze+nbmVCp5pkhl/GPrj7dvx74usW7Cl3Kp3kRleTsxIvryawzjDGdBhjPgn8KfB54EbgfTu5rYjcJCIPxn8+KCIPi8gPReRvRMQTv/xDIvK4iPxYRF6apIeh9ikxAtukFYj3pammiGgsxuD4gtuh5BSnE9hqoEdEhkWkS0S6XzR6oTJU3/AM1StTLJYVE/FZtG6SwEYiUc4+N0Iwz8eBI1UuROmO1kMVFBYH6Tg9yurK5VvqtJW2gGUxU1lIxdosff2br5dVaeU6oBn430DLhq8DwMtcjEtdQa6cNMs58dc1pvmrI0TkX0SkH/gY9r7WrzPGHNrB7d4H/B2QF7/oY8AHjDG3Y59neIOIXI99ku8m4Oew95tVaWgwvECoOEhhnt/tUDJaYgq2FnJKLafnMer04Sw11tVHVWydsUr7/9ZmI7A958ZZWlzjmhsb8eXQNAqPx8Ox6+p4/Ic9dDw/elnl5brCGvK8QUYrIlQOw0zHebh122MF5a4PX+FvMezpdypdaGKT1RJrYGOawTrly8A7sZNOrzFmeoe36wTehD1qC/AS4KH4z/cCr8IudPcdY0wM6BMRn4hUGWPCjkWv9m1heY2puRWOt1e4HUrGS0zB7tcENqWcTmC3mlr3OYfbUSm21N0DwGAoSmmglLJg6WXXOfOMvc7zqmvrUhlaWjh6bR1P/qiX008PcuxE/SUjQR7LQ0tJE72lpzkGrA3oEsp0Z4x5xcbfRaSY3R3oKaUcplOIHfMs8H3sGSWWiPQCbzXGdFzpRsaYr4hI64aLrHiiCjAHlAIl2DtS8KLLNYFNIwPx6cONm9TtULvTUFmIZWkl4lRzOoHdeNDnB24HfoAmsBktFovhGbXXd/aVrNNS0nzZVL2ZqSUGeqaoaywllIMbYhcUBWk9VEmXCTM2PEdN/aUFrNpKW3g0dBaA/MkR1taj+H1Oz+BXThORduBfuPRA7y3GmHPuRqZU7rC0iJPTPgl8xBhzD4CIvAX4W+DOXd7PxrLQxcA0MBv/+cWXbykUKrgwa6uqyp2CQrnW7sySvdzp6IHKlMaQrc9zfWUhgxOLVFYWXTg+ztbHmi7tOprAGmPesfF3ESkHvuRkGyr1JmdXqFi0122Oh3zcsMn04ReejY++Xpd7o68JR66ppcuEOXtq5PIEtqSZbxd7WfN5qVqZYHB8ntba7K/SnAU+xeUHep9m9wd6KqnsxEb3gc1W8ddVpxA7pTLRpwEYY74sIh/Yw/2cFJE7jTEPAncDDwDngY+IyEeBRsBjjLli4YepqUXAPgAOh1M/ipWL7Z7ttgfJS4LelMWQzc9zbXkBg+EFOrrGKS/Jy+rHmsp2r5QUJ3sIaB5oTXIbKsn6RmepWZlkvriAVb/nsvWvkUiUs6eGCeb5aJfcKd70Yk1t5RQWBTh/ZpT1tcglf0sUcpoO5VOxOkvfwKRLUapduuxADyh3MR6lco5WIXbcSrzYEgAi8hJgcQ/3817gwyLyCBAA7onvl/1D4BHgK8C7HYhXOWwgvIDHsqiryL0Zc8nQWGUXchoIayXiVHF0BFZEHuBiOQ0LaAe+5WQbKvVGOgc4EF2lLz41uKWk8ZK/93dPsrSwxvGXNODz507xphfzeCwOH6/l5CN9dHWMc/hYzYW/FfoLqCmoYqS8l6pwjPFzXXBDq3vBqp1aEZHrjTFPw74O9FQy6cBrlrNf4Kjmr075beArIjKJ/eSWA2/dyQ2NMT3AzfGfO9ik9okx5o+BP3YmVOW0WCzG4Pg8tRUFupTJIQ3x4+PB8DzXHNDCWKng9BrYP97wcwwYN8accbgNlWJzXd0ADJVFqSmoJt+Xf8nfO06PAnD46prLbptrjsQTWHNq5JIEFqC1pJmRsj6OAyt9fe4EqHZrzwd6yg2ayWY3zWCdYIx5VEQOA4exZ+IZY8yqy2GpFAlPLbG0EuF4u46+OqWxWkdgU82xBFZEQsDzibUOIvJytOpcVogNDwAwXHb5/q8ry2v0nBunrKKAqlp3Fo6nk7LyAmobSxnomWJuZpni0rwLf2srbeF75Y8C4A8PEY3G8Hj0gDsdiUi5MWZSD/Qyg26votT2RKQe+ChwDPgx8H6trJ57ekZmAWiIT3tV+1ddlk/A52EwrFvppIojcwdE5ARwBrhhw8WvAp4RkWucaEO5Y35pjZLZMQDGQr7L1r92mjCRSAy5uuayysS56ug1tQCY0yOXXN5W0sxkiY+IZVG5NMHolM5ETWMdIvIlEXk1sG6Med4Yc0qT1/SmXVB2ShTniuoI7H59BhgC/hDIA/7c3XCUG3qH7QRWt9BxjsdjUVdZyNDEIpFodPsbqH1zavL7R4GfN8Z8O3GBMeaPgF8BPuZQG8oF3YPT1K5MsFAQZDnPc9kIbMcpe/rwoat0+nBCu1Th9Xk4d2bskpGhusIavP4A02UBqlan6RuecTFKtY1m4BvA7wJdIvInItLmckxKKbUfDcaY3zPGfAt4F/BStwNSqddzIYHVEVgnNVYVsh6JMjq55HYoOcGpBDYUL6N+CWPMfUDllW4oIn4R+byI/FBEHheRn3YoJuWAno5+CiPLTFQE8VleGooubpMzO73E8MAM9c1ll0yVzXWBoI+WAxVMTywyMXZxOonX46WpuIGRkIU/FmHsXI97QaorMsYsGmP+yRjzauBl2Hsbfk1E7heRX3A5PLUF3UYn2+kI7D5dmEFijFnb+LvKHb3DswQDXir0uM1RFysR6zTiVHAqgfWLyGX3Fb8ssM1tfxGYMMbcjr2P2F85FJNywPgL5wAYCkVpLG7A57m4bPrc8/boq2jxpsscuqoagHNnxi65vKWkkbGQ/Rwu9vSkOiy1B8aYYWPMR4HXAR3Y0/BUOtG8NTdo/uo0fUZzzHokysDYPI2VhXh0zYWjdCud1HKqiNNDwIfiXxt9AHhym9v+K3DPht/XHYpJOWC1txeAsZD3kvWvsViMjjNjeH2enN77dSvNB8oJBL2cf2GMm+9sv7A+uLW4ibPl9sfOGh3U4jNpTkTKgDcDbwNqgM8BOpVYKTdod7lfx0Ska8PvDfHfLSBmjGl3KS6VIiMTi0SiMS3glASJNcVayCk1nEpg3w/8h4j8EvAMsAxcD4wBV5wSbIyZBxCRYuxE9gMOxaT2aT0SJTgxBNgFnO7YkMBOhheYnlikXSoJBJ3ejSnz+Xxe2g9XcfbUiD3NuqkMgOaSJsbLfMSA8vlxpudXqa52N1Z1ORF5C/bskJcBXwf+mzHmh+5GpVSu0pEihxx2OwDlrv54cqUFnJxXUhigKN+vU4hTxJHMwxgzJyJ3AK8ATgBR4BM7PeATkSbga8BfG2P++UrXDYUK8Pm8AFRVubNtS6602z00Q/XyJEt5fhbyPZxoPUJVsR3D6acGAThxY3NS4sqG5/glt7Ry9tQIg91TXHu9nfxXxooIFBYxUzxD9cIkM8vrjre7G7nW7i68B/gH7OJ0Oh8o3cVnMuga2OyUeFW1CvH+GGN63Y5BuWvgQgKrI7BOsyyLxqpCzvZNs7Sik0mTzbGhM2NMDPh+/GvHRKQG+A7wG8aY+7e7/lR865GqqmLCAiCpzwAAIABJREFU4bk9RLo/udTucye7qFxfoL+6gHx/Ad6lPMLLc8RiMU49NYDP5yFUXeB4XNnyHBeVBcgv8HP65CDX39qC12svE28uamQ0NIzMrXD2KcONV9VmxeN1u10nk+L4mvw9ERE/dvLbCgSB/4G9zdhnsSdBngbebYzRWvtK7YiemFDKCYPx9ZmN1ZrAJkNDVRFn+6bpG5mlvMDvdjhZzakiTvvxh0AI+G8i8mD8K9/toBRMdthLZYZD0FLciMey3y6T4QWmJ5doPlCBP6DTh7fi8Xg4cKSa5aV1Bnsv7hXfUtJEOL4Odr6r263wVPJsVpjuY8AH4pdZwBtcjC97aZ6jlFJbGgjPU14SpChfk6tkSEzN7hlO/eBArnE9+zDG/BbwW27HoS632m/PNgqHfBwsbb5weefZMAAHjmjxpu0cOFLF6acH6e4I09xeDtgnA86E7H8e0eEBN8NTybFZYbqXYBe7A7gXeBX2sgnlAJ1Ymt0sC32RldqnxeU1JmdXOHFYj92SJTE1u29klusPlLscTXZzPYFV6SkWi+EbHwbsBPYn4gWcYrEY58+O4fN5aDlQ4WaIGaG2sZS8Aj/dHePc/qrDeDwWLSVNF7bSKZoZY3F5zeUolZO2KEz30fgyC4A5oHS7+9H1/jsXnxxCZUURxcG9T43LlMebqW3utV2v1wPrUFKSv+e4M+nxKpUMie1dWupKXI4ke9VXJkZgZ12OJPtpAqs2NTG7TOXiBKs+DzNFXpqL7QR2MrzAzOQS7VKFP+B1Ocr05/FYtB2q5IVnhxkZtKsRlwZLyCsNMV8wRc3KJN1Ds1QXb7ddssokLy5MJyIf2fDnYmB681tepOv9dy6xHdXExALL/r0N1WXS483ENvfTbiRiLxefmVnc0+0z7fHu5H6V2q3E9i5t9ZrAJkt+0EdlaR69I5rAJls6rIFVaah/YJLytVnGQ35CeSFKg/Y/zPNnxwA4eFSnoOxUu1QC0G3GL1zWWtLEWMhLcWSJnnM6jTibbChM9/vGmH+IX3xSRO6M/3w3oFvyOEmnlyql1BVdGIGt1QQ2mRqripiZX2VmYdXtULKaJrBqU2Md3XiIMRby0Lph/9eecxN4vdaF9Zxqew0tIQJBL10d4QsjRS3FTYTj04jDZ865GZ5y3mWF6bCnEX9YRB4BAly6RlY5RGs4ZSv7lY3pmQql9mwgPI/Hsmiq0RH8ZGqstqcR636wyaVTiNWmFnt6AHv96+F4Ajs7vcRkeIGWA+VafXgXvF4PrQcr6Xh+lPDIHNV1JbSUNHEqXshpubfH3QCVo65QmO7lqY4lZ2jmqpRSW4rFYgyEF6gpzyfg1+VfyZQo5DQ4Ns+xVh3sSRYdgVWb8owOAnYCmxiB7T5nT4FtPVTpWlyZqu2w/Zx1ddjPYXNJw4WtdALjw6xHdEtQpfZPM9lslHhVdQRWqb2ZmlthaWWdhird/zXZEs9xYsq2Sg5NYNVlFpfXKZkLE7FgqsxPU3EjYE8fBmg9qNWHd6upvRyf30OXsbcgyvflU1BZy3LAomp5gpGJRZcjVEqpdBWfQqz5q1J7kpjO2hivkquSpyaUj8/r0SnESaYJrLrMwOgs1atTTJb6qA81kOcLsry0xnD/NNX1xRQUBd0OMeP4/V6aWsuZmVxietJOVltK7e10ytfm6O8PuxyhUpnMzmwsHYBVSqnLDMZHA3UENvl8Xg9NNUUMjS8QjepZt2TRBFZdZqijB38sQjjk42B5CwB9nRPEYtCm04f3rCU+ct173h7JbilpIlxur4Od6OhyLS6llFJKZa8LI7DVOgKbCi11JayuRwlPL7kdStbSBFZdZq6rG7DXvx6saAWg53xi+rAmsHvVcsBezJ94LjdWIl7u63UtLqUy3cWppToEm81iOodYqT0ZDC8Q8HmoKs13O5Sc0BrfqkinESePJrDqMtEhe19SewS2lch6lL6uSUrK8ghVFrgcXeYqKApSXVfMyMAMK8trNBbVMV4eAMAfHtKDM6WU2oSlJyaU2rNINMrQxCL1lYV4PPpZSoWWukQCq4WckkUTWHWJSDRK/tQoANMV+TSV1jPYN83aaoS2Q5VYushsX1oOVBCNxujvnsLv9VNY18ia16JicZzJ2RW3w1MqM2m3pJRSmxqbWmI9EqWhSqcPp0prnY7AJpsmsOoSwxOLVK1MMFPoobaiCa/HS8953T7HKS9eB9tc1sx4mZeK1Rn6BqfcDE2pjKd5bHaLxXS7MaV2KzEK2FCpBZxSpaI0j4KgT0dgk0gTWHWJwa4hCiMrhEN+WkqaiMVi9HVOEgj6qG0scTu8jFdZU0RhUYC+rgmi0RitxXYhJy8xxrSQk1J7pNPvlVJqM4NawCnlLMuisaqQsalFVtciboeTlTSBVZeYOtcJ2OtfW0uamAgvMDezTFNbCI9H3y77ZVkWLQcrWF5aZ3RolpYSeysdgIWeHneDUyrj6RhsdorvA+tyFEplokEdgXVFQ3URsRgMTegobDJoRqIusdrfD9gJbEtJM51nxwBoait3M6ys0nLg4jTi2sJqpqvswliekUE3w1JKqbSkpyWU2ruB8DyFeT7KigJuh5JTGuN77g6MaQKbDJrAqkv4x4cAWKwuoSIvxHkTT2DbNYF1SkNrCK/PQ2/nBB7LQ2lrOxELSudHWVheczs8pTKWFpnLdjoGq9RurK5FGJtaoqGqSPvHFGuMF83SQk7JoQmsumBmfoXyxXGWAhaVtfb2Ob3nJ6ioKqSoOOh2eFnD7/fS0FzGZHiB+dll2qvbmCz1UbU6Tf/wrNvhKaWUUioLDE0sEONiMqVSJzFle1AT2KTQBFZd0N8/Tmht3p4+XNrMUP806+tRHX1NgsSU7P7uKQ6WtxIO+QhEIwyf63E3MKUykj0yp+ML2S2qA7BK7cqF9a9Vuv411QryfFSUBLUScZJoAqsuCJuNBZya6euaBKBZE1jHJU4K9HdPcrC8hXC8kNNsZ7ebYSmlVNqx9NSEUnuSmL6qI7DuaKgqYmZhlbnFVbdDyTqawKoLFnt6AeJb6DTS1zVJIOiltrHU5ciyT1l5PsUlQfq7p6jICzEfPzsaGxpwOTKlMpkmOtlNh2CV2o2LFYg1gXXDhUJOOgrrOJ/bAag0MmonT+t1lUQXPMxMLiHHavB69TyH0yzLoqm9nDPPDDPUP0N+axswQuHsMGvrUfw+fc6VUgoAy4KYpq/pSkROAjPxX7uBTwF/AawD3zHGfNit2HLdQHie8pIgBXl+t0PJSRsLOR1tCbkcTXbRo2QFwNp6hJK5Uda9EGpqvzB9+MCRapcjy16JqdmdJkxjRRvTRV6qlyd1wb9Se6Tjr0qllojkARhj7ox/vQP4JPALwG3ATSJyvZsx5qr5pTWm51d1/1cXJUZg9bjOeZrAKgAGRmaoWJlhvNRHS1kL/YkEVjSBTZaGlhAej8V5M0ZrSRNj5T7yI2sMnu93OzSlMoqOzGW3xImJmL7S6ehaoEBEviMi3xeRO4CgMabTGBMD7gNe6W6IuSmRNDXo+lfX1FYU4PVYOoU4CTSBVQAMn+3CF4sRDvloLmxkoHeKsvJ8QhUFboeWtQJBHzUNJQz1T1Prr7tQyGn6fJfLkSmVaTSxyQn6MqejReCjwKuBXwM+E78sYQ7QQhouGBy3kyYt4OQen9dDbUUBg+EFojHtwJyka2AVALPnu6gEwuUBfNNFrK9FaW6vcDusrNfcXs5w/wxTgyssVZcBC6wN9LkdllKZydJJxNlNDwDTUAdwPj7a2iEiM8DGrQuKgekr3UEoVIDP5wWgqqo4WXFeUTa2OzFnV769+lD1Ze1k4+NNt3YTbR5oLGMwPEjM66WqIvknE3LlOdYEVgEQHewBINZYy3DvLIDu/5oCTW3lPPZQN/1dkxS2tAGDBKcGicZiePRgXCmlVHr7FeA48P+KSD1QACyIyAGgC3tk9opFnKam7AHbqqpiwuG55Ea7iWxt91z/FJYF+V4uaSdbH286tbuxzaqSIADPnR3Fe7gqZe2mUrLavVJSnDZTiEXkJhF50O04clEkGqVoZoiIB0ItB+nrmsTr81DfpLN+kq2ypojCogD93VPU1R5kPt9D1dIE49NLboemVMbRUz7Zyn5ldQZeWvp7oExEHga+hJ3QvhP4AvA4cNIY85iL8eWkaCxG/9g8dRWF+OOj28odDRe20tFCTk5KixFYEXkf8HZAVzm7YGh0lsqlGcZDPuryWjkTXqCpvRyfXzu9ZLMsi3ap4tRTg1Ss1xAO+WgbWqG/e5TqUJvb4SmllFJbMsasYlccfrGbUx2Lumh8eomV1QjN1VqB2G0Xt9LRFMdJ6TIC2wm8ye0gctXQmU58sRhj5T6Ck/aoa7NOH06Zg/FKz5HRwIVCTuMd590MSTlg46wSETkoIg+LyA9F5G9EJF363qxi6RhsVtIqxErtTt+oPdrXVKMJrNsqSvLID3p1BNZhaXEQZYz5CrDmdhy5avpcJwCTFfnMDNovgyawqdMu9pqI4d45VmrtwlnLfT0uRqT2Kz6r5O+AvPhFHwM+YIy5Hft4/A1uxaZUptL0Vamd6Ruzk6XmancK+qiLLMuiobKI0ckl1tajboeTNdJiCvFuaLU658VGegDIa29l8NQ0ZeX5HDxcjRUvIuRm9bZcabeusZSRwRmqXi5wfz/+if6UxJJrz3MKJWaVfD7++0uAh+I/3wu8CviaC3FlKU1tspuOrCu1G/2jdkGdJp1CnBYaqwo5PzjD8MQCzTVZf/yTEhmXwGq1OmdFozEKpgZZ90BBgTC2vM7Bo9WMj88ntd0rybbneCft1jeXMTwwQ2C9hWW/RflCmM7eCUoKAkltN5ue53RKio0xXxGR1g0XWfFtJkD3RVRqVzR9VWp3+sbmKSsKUFKYvGMItXOJQk79Y/OawDok4xJY5ayhsVkqF2eZCPkIzlQAC7p9jgua28t56se9MF7IWIWP5pEl+ntGOXZVk9uhKWdsnDe07b6IoLNNdiWe4VRXleDx7H1lTMY83gxtc6/t+vxeWIGiouCe486kx6vUfswtrjI1t8I1ByrcDkXFtcST1t7ROW49XudyNNkhbRJYY0wPWrUu5YbOnKcsXsApMhzD47FoaC5zO6ycU11fTCDoY2pgBcoDNI+sET5jQBPYbHFSRO40xjwI3A08sN0NdLbJziW2VwmPz+Gx9pbAZtLjzcQ299Puenzd2Nzc8p5un2mPdyf3q9RW+uPrX3X6cPpoqinCsqB3JPX9ULZKiyJOyj3T5+xqt7MVVUyMLlLbWEogmDbnNXKGx+OhqS3E/OwKK9WtACx3d7oblHLSe4EPi8gjQAC4x+V4lFJKZaFEBWKdqpo+gn4v9RWF9I3OE41qzQYnaKaS4yID5wDwlB6FCa0+7Kbm9nI6z4YJFh4Bnsc/1u12SGofNs4qMcZ0AC93NSClMtTFbXS0gqdS2+kfs0f5dA/Y9NJaW8zg+AIjk4vUVxa6HU7G0xHYHLYeiVI2Pcyqz8IXbQA0gXVT4rn3zIaYKfRQOTfO3OKqy1EppZRSKlP0js4T9HupCuW7HYraoKU2vg5WpxE7QhPYHNbXO0bF0gLDFT6WRz0UFAUor9KzQm4pKApSWVPE/FiEocp88tfX6Xm+y+2wlMoA9pQsS+vVZin7ddWJd0pd2dLKOsPjC7TUFuOxtD9MJ621JQD0aALrCE1gc9jQM2cAGK6oZXUpQnNb+YW9X5U7mtvLiUZiTJS1ADB2+gWXI1JKqTShGaxSV9Q7MkcMaK8rcTsU9SKJQk49I7Nuh5IVNIHNYXOddnK0VnwYQLfPSQMXXoP8QwCs9BsXo1Eqs+gJuOykr6pSO9MdT47a6jWBTTdayMlZmsDmsEC8SJAnVo9lQWNryOWIVG1DCYGgl+hSiHUPFE0OakenlFJKqW11D8UT2DqtQJyOWmqLWVmLMDK56HYoGU8T2Bw1PbdM9ewUY6X5rEx5qa4vIS/f73ZYOc/j8dDYWs7aAgxUlFO1MMfg4KTbYSmV5vQkT3a7WIdYKbW17uFZSgr8VJTkuR2K2kSikJNOI94/TWBzVM9zHQQjEfoqWojFoPVghdshqbhENeLh8ha8MRg4ecrliJRSyn2aviq1tZn5FSZmV2irK9HlFGnqYEMpAOcHNYHdL01gc9TYs88AsJDfDkDroUo3w1EbJBLYlWArADNnn3MxGqUygIVmNzlAX2KlttY9bFe31fWv6aupuoiA38O5gWm3Q8l4msDmKKv/BaJ4iKxXUlKWR6iiwO2QVFxhsb2dTmSphBVvgPyRTmIxPXRTSuUmHU1SanvnBu2kqF0T2LTl83porythKLzAwvKa2+FkNE1gc9Dcwgo1U2MMhOqJRTy0HqrUA4Q00364EmIW3dXNVM/NMDqqZ+uUUrlNT+QptbWOvmk8lnVhmqpKTwcby4gBnYMzboeS0TSBzUHnnzpD3nqEwfJWQNe/pqN2qQIgXNSONwadjz3jckRKpTHNa5RSOWxlNULPyBytdcXkBXxuh6Ou4HCjfYLh3IAmsPuhCWwOGn32CWLAkq+JYJ6P2kY9W5duQpWFlFUUsEotEcvH9AtPuh2SUmlOZ5FkK31llbqyzqEZItEYh5vK3A5FbaO9vhQLTWD3SxPYHBToP8t0Xg2xSJC2w5V4vfo2SEf2NGIPY0X1lA93E9Xpc0ptztLPRnazU9hYLOpyHEqlJ9NnLzPSBDb9FeT5aKopomtohpXViNvhZCzNXHLM8OAEdVOT9FQeAODQVdUuR6S2kphG3FvRTsXCIp3Pd7sckVLpSdNXpVQuO9MziceyLkxPVenteHsF65EYZ/um3A4lY2kCm2PMgw9jxSym8lrIL/RT3xxyOyS1hcqaIkpD+Sz4mli3/HT98Aduh6SUUkqpNDK3uErX0CwHG0ooyPO7HY7agavb7O0ST3dNuhxJ5tIENsesmMeZLKgnRpADUo3Ho6uL0pVlWcjVNYCX0eJWfN3PahVOpVTO0t5Pqcud7pokBlxzsNLtUNQOHWgoJS/g5VT3hNuhZCxNYHPIRHiGhtFhessPAyDHa1yOSG3n8NW1APSVH6JhcoqBziGXI1JKqdS6cJpVT+ApdZlnO8cBuKZdd5TIFD6vh6tayxmbWmJofMHtcDKSJrA55Jlvf4cYQabzmqisKaKqttjtkNQ2ikvzaGwNseirZslfypn7vuV2SEoplWI6U0ipzSyvrvPM+XGqyvJoqCp0Oxy1CzccseucPHZm1OVIMpMmsDkiGovhee5HDJYcBjwcO1GPZelBQSa46ro6AHpDV1HScZLVtXWXI1Iq3cQgpv1ZttPxV6UudbJjnNW1KLccq9Vjugxz4mAVAb+Hx86M6vKwPdAENkc8+8OnqZmep7f8KoJ5Pq0+nEHaDldRXJbHcPFBipbhqXsfcDskpZRSSrns4VPDANx8rNblSNRuBQNerj9Uxdj0Eh39026Hk3E0gc0B0ViMiW9/iYGyo0StINe+tAl/wOd2WGqHPB6L617aBJaX3tDVrP7gG6yt695hSqnckBhZ0jEKpS7qHZnjhd4pjraEqC0vcDsctQd3Xd8IwLcf63M5ksyjCWwOePir36J6cp6u8msI5Hm5+voGt0NSu3T0mjqKy4L0lx6leMHiR1/6qtshKaVUauk0O6Uu+PrD9t7wr7mp2eVI1F4dbCzlYGMpz3ZO0DMy63Y4GUUT2Cw3PTlL/oP/zpnq24hZfm696yDBPB19zTRen4fbXnkILA/P195OyY++w3RYy68rpZRSueZkR5hnzo8jTWUX9hRVmemNt7cD8Pn7DNGonqTbKU1gs9yPPvNJhouuZ6qgnuYD5chxXSeRqVoPVXLkeC3zwUr6yl7K43/7F26HpJRSSWehU4iVSlhZjfCF73Xg9Vi8/dWixZsy3NGWEDddVUP38BwPPjPodjgZQxPYLDY1OU1gOMJg6RFKygP85E9fpR1dhrv9VYcIVeUzXHIIz2QRHc+dcjskpZRKEU1hlbr3sV4mZ1d4zU3N1Ffq1jnZ4OfuOkhB0MdXHupkam7F7XAygutzSUXEA/w1cC2wArzTGHPe3aiywyP/8U36y2/EYo2ffuvNBIKuv9xqn3x+L69787V84ZMPc67yBubuf4DD1xx3Oyy1A9rXJVMM3Ss0+8U0gc0I2tclTywW44fPDVOY5+O1t7S4HY5ySGlRkDe9vJ1/+k4HD54c5I13tLsdUtpLhxHYnwHyjDG3AH8A/G+X48kaMwOLRD0+Gtq9FJfmuR2OckhRSR4vvasZLA+Lc8Vuh6N2Tvs6pVQu0L4uSQbCC0zNrXD8QAV5uptEVrn16jqCAa/uC7tD6fDuvw34NoAx5lERucGpO37wvgcZPO1saWrL2lAIcZs3WGzjiMA+34weyyK6y/tYW6sGP9z88mv21bZKP9e95BBP3XeOBV8DX/jY5/Z0H3t5Tzlhp+0eue0YL3npS1IQUcokra87PdjL/Z1POjpCFfD7WF1bd+z+ktlu1LucpGhUOkj8J/3R4JOcndz9QF66v5dva7mWG1oOpSCilElaXzc5u8yjZ0aJOFjsprAwwMLCqmP3l8x2e4btSrXH2yuSEZJyUTDg5Xh7BU+eHeOeBzvJ28OsyXR/Lx9pLuNQY5kjbaZDAlsCzGz4PSIiPmPMpr1+KFSAz+cFoKrqyqNPfU8Ms+DL4fLifshbn+Kqq9v2dTfbPc/J4EabmdZugXeMGdqYXc3O9/gLDzzPa157p9thOClpfd2/PfAAw7EzTsVpS/3x/t7bDYB3vWDfn99M+vxnYpt7bbeypIxzEzDp72ByL++PNH8vhzvGuPuG65MbS2olra+7/5kh7nmw06k4M1LA5+HlNzRTWhTc831k0uc/U9vdS5s/cVMLT54d494s3Rf2aGs5H3nP7Y7cVzoksLPAxlfZs1UnBzA1tQjYb4xweO6Kd3znL97GqcefYdO1UVssl7Kszf+UGE0NBn2srEa2u5tdFUva8robLg8GfaysrL/44hff4LJLjpx46bbP05Xs5Hl2mhttZmK7d7/rZ3j0/h/teRQ1EPCxuurCqMRO2rUsbrnr9bt6Xtz6x7gLSevr3nPzm3mk2+BkkZvCwiALC6kvJrHXdo/WNmVcX+dWu5n2WN967Cdo6KpjZX1v/VW6v5dvbD6kfR07e3/ccXUt9aF8R7cbKS3NZ2ZmybH7S3a75SVBVpdWCS/tbaQt0z7/mdjuXts8VFvEH779JZfkGbuR7u/lxuoix/q6dEhgfwS8HviyiNwMOFZWtbm1iebWJqfuDsitD6BKb6HyEHe/+XV7vr2+l1MuaX1daX4hr7nK2REcfX+odOH3+XjF4Wv3fHt9L6dc0vo6v8/D0ZaQU3cH6PtDpQ/LsjjYULrn2+fSezkdEtivAT8pIj/GHkJ8h8vxKKVUMmhfp5TKBdrXKaWSyvUE1hgTBX7N7TiUUiqZtK9TSuUC7euUUsmWDtvoKKWUUkoppZRS29IEVimllFJKKaVURtAEVimllFJKKaVURtAEVimllFJKKaVURtAEVimllFJKKaVURrBiMec2g1ZKKaWUUkoppZJFR2CVUkoppZRSSmUETWCVUkoppZRSSmUETWCVUkoppZRSSmUETWCVUkoppZRSSmUETWCVUkoppZRSSmUETWCVUkoppZRSSmUETWDTjIg0ux2DSg4ReZnbMSiVLrSvy17a1yl1kfZ12Uv7Ovek7T6wItIO/DHwI+CkMeZxEfEYY6JJbrcV+BDwOPCEMebJZLa3od024APAHPBBY8xsCtpsBX4H+AbwgjFmUEQsY0zS3hQiYsV//O/APxpjziWrrS3a/zTwXWPMl1PYZivwm8BvA7cYYx5LUbttwPuA7wLPG2NMij5DbcD7gfuAM8aYF5L9vspk2tclv6+Lt9tKCvs77eu0r1OX0r5O+7okta99XQ72dWk5Aisih4C/wu7kVoBPAqTgBXoV8AXgCWAN+Gwy29vQ7n8GHgQ+B/xOipLX1wD/AkwAdwK/B5DsN2P8/suANwC/lsy2NhIRX/zH48DPikhNCtq0ROQ9wD9h/wP7e+C5ZLcbb/uGeHsdQE08hlR8hm4EPgO8ADRj/0NL+vsqU2lfl7IDupT3d9rXaV+nLtK+Tvs6p2lfl9t9XVolsPEzGgDFQKEx5lPA14FTIlKXxHbz4z82AP9mjPlr7BfraREpT0G7LwCngDzgmyLyZyLyy/HrOPoabWizBHjIGPMnwEPYnV3iOkl7X8Q7nP8HeBS4TkTuTlZbGxlj1kXECzyD/f56RQqarQDGgJ8yxnwIaAJak9mgiNTGf/QBfcaYPzfG/A0QFpEPxq/j+Ou7od1SoN8Y8+fAD4EeESmMX8fa6va5Rvu65Pd1L2o35f2d9nXa1ynt69C+Lmm0r8vtvi4tphCLyG3AbwEFwLeAh7E/dMPYZ5LagDDwp8aYHznY7suBXwcGgE8AJ4DnjDHnReQm7KkubzDGrDrV5ibt/gMwCnwUqAf+K1CJfWblGmPMeBLa/BtAgDuACHA3MB6P43ccbNNjjImKyKeAvzbGPBu//E7gLHAb8E5jzGucaG8H7f4kUA38GLgHGALebYzpc7jdvwU+kWg3/rcG4MPAe40xM06096K278D+DEWBf8Y+OXUC+CdjzNn42e/7geuMMZNJavcL2O+hQWAE+B7gBeaBXzPGdDvVbqbSvi75fd0m7Sa9v9O+Tvs6tK+7hPZ12tftt60dtqt9XY72da6PwIpIEfYUh08BHwQOA5XGmMH4sPifGGNuxD6z84sOtlsDvBf4O6AP+CNg1hhzPn6Vnwf+wxizKiIlSWq3J/7zrdgd/EeMMc8ZY76PvXbhXUlosw/4A+zO7bPYHdzfGGNehf1m/SMn2gR7WoOIBID/BPySiOTF//SQMWYE+zHPiIijU06u0O4ccA12Z18GrDnVyb2o3Tf5o7btAAAgAElEQVTF2w1u+NsgcBR4GTh71kpEGoHfB/4Se7rST2EfKNTZf5aS+JqUbwFvS2K7bwLCxpi++MHBfzXG3Ap0Ar/rVLuZSvu65Pd1m7Sbkv5O+zrt67Svu0j7Ou3rtK/bH+3rtud6AgtcB9QYY75njHkKOPCiv1sbvhsH220DquPt/iXwPHCLiByM/z0I/KuI/CZwj4hUJKHdv4q3exR7usn3N0ypWcBeLO10m38Zb+tG4Pp4+/8Wv94A9pQTR8Q/zK8HvoT9Ot8KF+fNG2OWsM+Q/o6IhJLdLnBV/PIz2GtDmuNnZJPV7m3xyxOfs08DN4PjaweOASFjzEPGmG8A7dj/zL4djyExrcYCHkliu3XYU00S+uPfxx1uN1NpX5f8vu7F7aakv9O+Tvu6+Hft62za12lfp33d/mhftw1XEtgNLzzGmIeB/xK/PAgsEl8QHX8Tvk9EHsB+8T7nYLuPAqMi8rr4Rd8FQkBIRMqAXwb+HbuD+CVjzAR7tIN2a7DXLbwf+AsReQgoZB8d+zZtfi9+/8Px339fRB7EfqM+sNc2N2k3BvQYY96NPQ3hnSKy8YOAMeYHwJ8C60ls913x99bngduNMZ81xvQDf4I95SVZ7b5TRMrMxQX2c0CRiDTtp81N2r2Pi5+hGmAK6MWeTvM48GYRuR97Kte+Dha2aXcS+x8oIvIm4L/H38tNwH/sp91MpX1d8vu6HbSblP5O+zrt6+K/a1+H9nWbtKt9nfZ1+2lX+7ptpGQNbPzJ8QB/C/yuMWZaNin7HP8Qvt0Y81ax53Zb2HOva4wxHXto1wICwP8iXsI80a6I+LGnk7wCeJcxZk1E/h57Hv2T2PPaP2yMOZmCdj8D3G+M+ScROQLkGWOeSXKb/wh8xxjzBRE5AXjiZ0qdeKwXSmuLiM8Ysx7/+WvAV40xn99tOw60+zVjzOfiv/uNMWspavfC442fhfWbPUxvudLr+6LrvQu43hjza2KXPV/A/idSZYzZdSe3x3YTe95Fsc/kndptu5lK+7rk93V7bHff/Z32ddrXbdKu9nXa12lfp32d9nUuSMkIbPxJKQJ+BntPrEvIxXnjh4CzIvIHwMeBEmPMzF46uXi7Mf4ve/cdHkW1PnD8m82mFwgQkCY9BwUEQQRBir2LV8VeuaJSrCgqqGBDBAQbCGJBvfrTaxfLtVJEOiJKO0jvpBCSQHp2fn/MZpJASN3NbHk/z5Mne2Zm530nhmPenTnnQAt33OJxB8WPORQAv2L+Ejzl3hcCHNRar9FaX1GTTq6GcV1Arnv/xpp0cjWIWVgq5uqaFK8VxC29v3iWOIAZwL3KHPheKzWIO7I4bk07uRrGvbdU3H016eQqiGt9+qRKPkFrCqxSSo3FfIynodb6YE06uVrEnYk52+RuX+jk6pL0dZXGrXVfV8O4te7vpK+rNK70dUFE+rpK40pf5/240tfVXVyf6+u8WsCqkmmWw4FbMT+pu0Ypdbr706NQMH+Y7k+S/g1ch/kP8DJdw8WmlTmBAEqpaMypvb8BrlBKdXHHcrrj7sZc3Lq5UuonIANzeveaXm9N42YCn9sQ8wsvXmvpRxKK3N9/AiZizhJX13FfsClunVyv+99TJDDS/ZWHOdPiBn+K66+kr/N+X+eBuDXq73z93345caWv84O4/kr6Ounr3HGlr/NyXOnrKuaVR4iVUv8Cbsb8D/yO1nqVUupcrfXPypyZ7GZtzmJVfHyI+4d3BzBPa72lFnFvxBxcPENr/ZdS6mzMBaz/DZyutb6h1PGlH8OI1Fpn+Utcf7nWUu+zHseQuJ6Pq8xPux2YU59/qbXe6k9x/ZX0dYEb11/+7QdbXOnr7CF9XeDG9Zd/+8EWV/q6inm8gFVKNQbexfxEaCDmmlc3KaUitNZ57mP+AKZqc2yA9Wy5B+K+g7nG12mAAn7TWn/m3t8IcwD2q1rrb5RSocWfqPhb3GC6Volbpbh2/RvySFx/JX1d4MYNpmv1s7jS19lA+rrAjRtM1+pncaWvq4Q3HiHuh7nu1nLMKbyTlFLtgMhSxzyC+Tw1HvxBdQVcWusVmItIL8ecPl2546S6tz/jbtf6F9LGuMF0rRK38rh2/Rvyi07Oi6SvC9y4wXSt/hRX+jp7SF8XuHGD6Vr9Ka70dZXwSAGrSi3e667qhypzfMSjmI+bjAIeKHXMT8AopVRY6ffWIG7p59N/AloopQa4PxH8EziMOV16sS8wpzN3+lvcYLpWiRv4cf2V9HWBGzeYrlXiSl9XGenrAjduMF2rxA3gvs4wjBp9JSUl9UpKShqUlJQUXWqb86hj6rm/X52UlDTW/TqspjHd729XfC5325GUlBTufn1HUlLSN6X2TU9KSrrB/TrE3+IG07VK3MCP669f0tcFbtxgulaJK31dFX5e0tcFaNxgulaJGxx9XbXvwCqlQpRSLwMvAoOAF5Q5eLx4qumWytQI6KHMWa+uwH23V9diqmu3y4EblVKXuM/n0lrnK3ONop8Ah1JqtDIXrW4EFM8cVtvBvnbEDaZrlbiBH9evSF8XFHGD6VolrvR15ZK+LijiBtO1Stwg6Otq8ghxI6CF1vpMrfUQ4AygPoAyZ5v7AXN9oURgCPAdsEJr/YxnUgb3OW9U7tvk7rg/Y65ZNApoiDlO4w+t9cd+HjeYrlXiBn5cfyJ9XXDEDaZrlbjS15VH+rrgiBtM1ypxA7yvq9IsxEqp24COmD+cRcAE4AngAszBv1Mwn6nejTm7Vbr7feFAqNY6pybJlYr7k9b6F/e2/wDPY64rlggsw1z36tfiuO7jrNnx/CFuMF2rxA38uP5K+rrAjRtM1ypxpa+rjPR1gRs3mK5V4gZvX1fhHVhlPlbyJHApsBRzlrmRWutHtfnISAFwFXAIOBVYrrVOVyULWefXpJMrJ+69SqlH3LsPAAbmrHiXADu11p+VjuuOXZN/9HUeN5iuVeIGflx/JX1d4MYNpmuVuNLXVUb6usCNG0zXKnGlr6v0DqxSajLmp29fK6VOBr4Humut05RSUVrrHKVUf2Cw1voeTyV2VNxOwDdAX8zb33nAbKAx0Mrf4wbTtUrcwI/rr6SvC9y4wXStElf6uspIXxe4cYPpWiVucPd1ld2BdWDego5XSsVprddj/rCmKPMxkm+VUuOAZ4G17vfUegrmcuKuc8d9A7gF6K+1fg/4BVhQ23h2xg2ma5W4gR/XX0lfF7hxg+laJa70dZWRvi5w4wbTtUpc6esqLGC11i7gV6Ab0NK9eQyg3K/HYo6PuFFrPcv9nlrPaHWcuGMxJxXYVyrGn1rrT2sbz864wXStEjfw4/or6esCN24wXavElb6uMtLXBW7cYLpWiSt9XVVmIV6MOd3ypUqpRKA98Jc2x0Es0Vq/pbXe5YXcjo7bwR03o/gAT3SqPhI3mK5V4gZ+XH8lfV3gxg2ma5W40tdVRvq6wI0bTNcqcYO4r6u0gHX/ICYDIcA7wEvA717O63hxlwRi3GC6Vokb+HH9lfR1gRs3mK5V4kpfVxnp6wI3bjBdq8QN7r6uSsvoFFNKdQf+1rVftLpagiluMF2rxA38uP4q2P47BVPcYLpWiSsqE2z/nYIpbjBdq8QNPtUqYIUQQgghhBBCCLtUZQysEEIIIYQQQghhOylghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BafdCVRXSkqWUZ3jExKiSU/P9lY6Hif5eo8/5QqSb3UlJsaF2BbcC6Sv8y2Sr/f4U65gf77S18nvizdJvt7jT7mC/flW1NcF/B1YpzPU7hSqRfL1Hn/KFSRfUT3+9vOXfL3Ln/L1p1zB//INNP7285d8vcuf8vWnXMG38w34AlYIIYQQQgghRGCQAlYIIYQQQgghhF/wuzGwQgjh65RSjwGXA+HADGABMAcwgLXACK21y7YEhRBCCCH8lNyBFUIID1JKDQT6AH2BAUBLYCrwuNa6HxACDLItQSGEEEIIPyYFrBBCeNYFwN/AF8Bc4BugB+ZdWIDvgXPtSU0IIYQQwr/JI8RCCOFZjYBWwKVAG+BrwKG1Ll4qIguoV9lJEhKiqz0DYGJiXPUytZnk613+lK8/5Qr+l68QQgQSKWCFED5n/8FsEuIiiAjz3SncK5AGbNRa5wNaKZWL+RhxsTjgUGUnqe7aa4mJcaSkZFXrPXaSfL3r6HyLXC7yC1wUFJpfhUUuCopcFBUZuAyDoiKDIpeLIpdR8mXtK9nuKr3f5cLlMjAMc3C3YbhfG+ZnNSEh5hJ+1kJ+IRzVNl/FxkRw5EhecZOS3SGEuL87QiDEEYIjJASHw2w7HCE4HQ7ze2gIoe7XoaEhOB0h7u0OQt2vQx0hhIY6cJZ67QhxHx9qnjvk6CSq8LOta1I8CyH8TXpWHg5HCPViwj1yPilghRA+w2UYjJi6kLyCIs7t0YIbzkuyO6WaWATcp5SaCjQFYoBflFIDtdbzgYuAeTbmJ+pQXkERGUfyyTicR+aRAg7n5JOdW8iR3EKycws47P5e3C7eJwJLuNNBVISTqAgn0ZFO63V8dBhX9GtLbFSY3SkKIYTHGYbB03NWsuNAFs0TY3jm3708cl4pYD1k6dLFHDiwn0GDrrQ7FSH8UlZ2Pve9sshqn9KuoY3Z1JzW+hulVH9gOeY8AyOAbcBspVQ4sAH41MYURRXk5BWSciiH1IxcUg7lcCSviJ37M0k5lENaRi75hTKJtKi6/EIX+YX5ZBzJP2ZfZnYBw6/obENWQgjhPfsPZjPmjaVWu0dSosfOHXAF7H9/3cyKjclWOzQ0hKIio4J3VK5nx8Zcc3b7Co/p3btPrWIIEcz+2X2I5//zh9V+esjptGgca2NGtaO1Hl3O5gF1nogAzGJ0T+oR9qQcZk/KEfN16hEyyykm6kqoI4SYSCcxUWFERzqJjggjJspJjPt7dGQYMZHm3bqYyOJjnESGhxIeFkqoo+LHXe1+zLU6/ClXMPNNTs6kyGVQWGQ+mp1XUGR+5Zvfc/OLyMkrLPVVRHapdvFrgEF9W9t7QT7Orr/rvvtuLr/9toDs7CMcOnSI22+/g4EDzznmuD/+WMl//jOHsLAwkpMPMGjQVfzxx0o2b97E4MHXc+edt3PTTYM55ZRubNu2lfj4eMaPn0BUVFStrkEIX/bZgi18u2SH1R57cw/aNa90+o8qC7gC1i7ffTeXHTu2M2zYPcfs++uvP3nttZdwOp3ExcUxbtyzhIaGMmHCU+zfv5/CwkIeeOBhOnc+xYbMhbDXt0u289mCrVZ7xoP9iQyXrklULju3kG37MtmyN4OtezPZujeTwzkFXokVE+mkYb1IEutH0TA+koS4COrFhlM/xv09NoLI8NAqjaEU/i8kxBw36wx1EOmZIV3CB+XkZDNt2nQOHUpn6NBbOfPMATidx/7/KTk5mTlzPmTjxg08+eSjfPzxl6SkJDNmzMPceeft5Obmcv75F9GtW3dmzHiZr776jOuuu8mGKxLCu3LzCxk+daHVjopw8vK9Z+IM9ezCNwH3V+I1Z7cv86maL3yy+9tvCxgw4Cyuv/5mFi1aSGZmFgsW/MIJJzTjqaeeZ+vWzaxcuVwKWBF0nnl3Jdv2ZQLQtGE0z97Ri4wF89j5n/dofOMt1D/rbJszFHY6nFPA+u0HWb89nfXbD5KakVvrc0aEh9K8UYz5lRhL80YxNGkQRYO4SByOwLijKUQgsfPvum7duuNwOGjQoCFxcfEcOnSIRo0aHXNc27btrJsUzZo1JywsjLi4ePLz8wBwOp1069YdgM6du7J06e91kr8QdWn1Pym8+tnfVvum85M4u3sLr8QKuALWF9188+28997b3HffMBITG3PyyZ3ZuXOH9dhx27btadu24kdZhAgk+QVF3P3iAqt9WZ/W/Kt/W3a/OInsDesBcOXm2JWeqEMFhS7WbT/Iqo3JrNyUQl5+UY3O0yIxhrbN4mnbrB5tmsbTrFE0oQ5Z6lwIUXNabwTg4ME0jhw5QkJCQrnHVfbgRWFhIf/8s4kOHZL4++81tGnTztOpCmEbl2Ew4f1VbN2baW2bOrIv9WMjvBZTCtg68NNP33PxxZcycuT9vP/+O3z99ee0atWGDRvW06/fQPbs2c3s2a8zfvxzdqcqhNftSzvC2NnLrPZD13WjY7NYNt1xm7Wt/tnn0uCiS2zITniLYRhs25fFwjV7+P3v/RS5qj6GLSbSyUmtG9CpdQIntUogsX6UPKorhPC6gwfTuO++YRw+fJhRox4hNLTmS7t98MG7HDiwnyZNTmDo0GEezFII+yQfyuHRmUus9mkqkWFXdPb6/6OlgK0DHTt24tlnxxMdHY3T6WT06LE0bNiI559/mpEj76SoqIj77htld5pCeN3Sdft5Y+56qz1tZF8iM1PZPPxBa1vz+x4kpos8Tu/vdicf5scVu1j0974qHR8T6eS0jo05tUMiHU+sT7h/rgEshAgg3bp1L3duk9K6dz+N7t1PA6BVq9a89tobAMTFxfHhh59Zxz322JNERHjvjpQQde27pTv4dP4Wq/3ojd1Jalm/TmJLAeshF1982XH3derUmbff/s8x2+WOqwgms+euZ8m6/Vb7zdFnkbVoITvee8fa1nbKNJz1y39ES/guwzBYvyOdbxdvZ+POQxUeG+Z0cOYpTbngjDY0ig3DIXdShRB+4J13ZrNq1Ypjto8ZM45mzZrbkJEQ9igscjHsxQXWk1QhITBz1EDCnHU3bEcKWA8aM+ZhMjMzymyLjY1l4sSpNmUkhP1cLoOhk+ZR/MBo705NuPOyTux+6UWy15qD/UPCwmg/fRYhMmbRb2QczuOzhVtZ9Nfx77CGOR2c3b05/bs2o2nDmDL7ZFIkIYQvO/rGxO23D+X224fW6FyffjrXEykJYbstezJ47v1VVvvK/m25tE/rOs9DClgPmjBhst0pCOFTMg7n8cBrJbMtDr30ZHqpBmXGu9YbcBZNbr7VhuxEde1JOcysr9ezO+VwufsbJ0RxyRmtOKPTCR6fMl8IIYQQ9nnr2/X8/nfJk3QT7+pN44RoW3KRAlYI4RUbdqQz+f9WW+3nhvaiYX4Gm4fdaW1rds/9xHbtZkd6oooyjuTz+pdr2bSr/EeDB5/VjnN7tKzTR4eEEEIIUTeO5BZwz0u/We0TG8cy7vaetk6mKAWsEMLjvvxtK1//vt1qvz5qALnLFrN9zlvWtjaTpxF2nCUJhP2WrNvP7FITbhVrEB/B3YM60755PRuyEkIIIURdWbExmde/XGu17x7UidNPamJjRiYpYIUQHmMYBk++tZw9qUcAaHVCHE/eehp7X32JI3+tMQ8KDaXD67NlvKsPMgyDzxZs5bulO47Z9/B13TipdQMbshJCCCFEXTIMg/unzWfL7pK5fV65rx+xUWE2ZlVCClgPWbp0MQcO7GfQoCvtTkUIW+TkFfLvF+ZZ7Sv7t+Xins34Z+jt1rZ6/QfQ5Jbby3u7sNnnC7fyzeLtZbadeUpTbj5fyePBQgghRJBIy8jl4dcXW+0+nU/gjktPtjGjY0kB6yG9e/exOwUhbLM75TBPTvzVaj96Y3dah+WUHe868j5iu51qR3qiAmu3pTH14zVltt1ygWLgqbIshBBCCBFM5q/ew3s/aKs95qYetG/he0OGfKKAVUqtBorvUW/TWtf4Fs3nm79hdfLfVjvUEWKtU1RTpzbuwpXtL63wmO++m8uOHdvLXfD6rbdmsWfPbg4dOkRWVgb/+tdg5s//lV27djB27FM0bNiQJ554lIYNG5KenkaPHr24664RtcpZiLry2197eee7jVb7pXvPxPhjWdnxrpOmEtZAHj/1JYVFLh6asZjMI/nWtlsuVAzsJoWrEEIIEUwMw2DM7GUcOJhtbfts4qVkHMqu4F32sb2AVUpFAmitB9qcildFREQwdeqrvP/+HJYs+Z1Jk6bx7bdf88svP3LNNdezf/9epk59ldatmzJ48LVovRGlOtqdthAVmvHF36zUKQBEhIcy/YH+7Cs93tXhoMPMN2W8q485eh23Uzs0YsSVXXDYOKOgEEIIIepeakYOo19fYrUvOL0l157dgfCwUBuzqpjtBSzQFYhWSv2Imc8YrfXSmp7syvaXlrlbmpgYR0pKVu2zrKWkJLMYjYuLpXXrNu7X8eTn5wHQrl0S8fH1CA0N5eSTO7Nz53YpYIXPKnK5GDppvtXud0pTHrrhVJZcfZ21Tca7+qb/LdvJf+dtttrP3tGLZo1ibMxICCGEEHZY8Oce3v1fySPDT9x6Gm2axtuYUdX4QgGbDUwB3gQ6AN8rpZTWutDetDyrshsbO3ZsIzc3l6KiaNavX8vFF19WN4kJUU3pWXmMmv671b57UCe6JbjKFK8y3tU3vfnNehavNRchb1w/iufv6m3rOm5CCCGEqHuGYfD4m8vYl1byiPCshwb6zaSNvlDAbgI2a60NYJNSKg1oCuwq7+CEhGiczurd0k5MjKt1kpWJi4skOjq83FgxMRHExkaSmBhHbGwkubkRJCbGUa9eFJGRYTRoEENERDjPPDOW1NRULrzwQvr06eH1nD2lLn6+nuJPuYLv5fvHxmTGzS55zGTWY+cQumY5mx+fbm077a03iGjUsFZx9mbup2F0AyKc4bU6jygx86u1LN+QDMBFvU5k8Fntbc5ICCGEEHXtYGYuD80omWX4/J4tue6cDjZmVH2+UMAOAboAw5VSzYB4YN/xDk5Pr95g4rp6hLhfv/Po149yY1133W2Aue/ccy+1Xnft2ouuXXuxb99e6tVL4LnnXrTy9YXHnqvCVx7Rrgp/yhV8L99P5m/m+6U7rfashwaQ/Mo0jqz509zgHu+aaTighnnnFuYyauGTAAxs0ZfBSYOq/F5fK/Z9yVeLtlnF6zVntefCXifanJEQQggh6trCNXuZ833JxJuP33IabZv5/iPDR/OFAvYtYI5SahFgAEP89fHhMWMeJjMzo8y22NhYJk6calNGQtSeYRg8MnMJqRm5AHRoUY/R13Rhy93/to6p138AnUfdW6uCe03KOt74+12r3TWxc82TFpYN2w/y1aJtAFzet7UUr0IIIUSQMQyDJ99azp7UI9a2WQ8NIKyaT7X6CtsLWK11PnCD3Xl4woQJk2v0vqZNm/HGG3M8m4wQHpCdW8jIlxZa7WvOas/ZrcLYMtxz67sahsHkla+xI6tk1MDzZz5BfLjcUa2twiIXkz8y75C3bRbPFf3a2pyREEIIIerS0Y8Mn9ujBTecl2RjRrVnewErhPBNO/Zn8dScFVZ77M09aLT9L7Y/7rn1XZOzU3lq6SSr3aNxV4Z0vrHG5xNlPTarZLzy2Jv9Z1y9EEIIIWrvtzV7eafUI8Njb+lBu2b1bMzIM6SAFUIcY94fu3n/x01W+5X7+pHx5nQOFI93DQmhw6y3arW+67dbf+S77T9b7VE9htO2Xusan0+UtS/tCGmZ5jJdzw3tJbMNCyGEEEHCMAyemrOCnQcOW9v8+ZHho0kBK4QoY+p//2Tt1oMAxEaFMW1YL7YMH2rtj+/XnxNuHVLj8+cX5fPAgsetdnhoOJP7jcfpkO7Ik8bOXgZAYv1ImjaUdV6FEEKIYJBxJJ8HXl1ktc/p3oIbz/fvR4aPJn8xCiEAc7zknZPnW+1zurdg8ClxZce7jriX2FO71zjG+jTN9DUljyBf3eFyzmp5Zo3PJ8p3MDPXej3+9tNtzEQIEQiUUmHA20BrIAJ4FlgPzMGcgHMtMEJr7VJKjQMuAQqB+7XWy+3IWYhgtHJjMjO+XGu1H7upOx1a1LcxI++QAlYIQcqhHB6ZWTJe8p6rutA2WbP98QnWtjaTXiSsQc3WdzUMg1dWv8GmQ1usbc/1HUv9CP8fh3E8SqnVQPG05NuAWcDLmH/U/ai1fspbsSd9uBqAqIhQoiKkmxdC1NpNQJrW+malVENgNfAn8LjWer5SaiYwSCm1AxgA9AJaAp8BPe1KWohg8tIna/hrS5rVfv3BAUSEB8Yjw0eTv2w8ZOnSxRw4sJ9Bg660OxUhqmWVTmH6F39b7UnDziDv/Tc48KdZBNV2vGtaTjpPLnneandu2JFhXWv+CLI/UEpFAmitB5ba9idwFbAV+FYp1V1r/YenYxuGQfKhHADG3nyap08vhAhOnwCflmoXAj2ABe7298D5gMb8gM4AdiqlnEqpRK11Sp1mK0QQyckrZMS0khUjep3chLsu72RjRt4XcAVsyicfkbWyZObUHaEOiopctTpn3Gk9SRx8XYXH9O7dp1YxhLDD+z9o5q3eY7Vn3d+XbSPvstq1He/60475fLnlO6t936l3kpTQvsbn8yNdgWil1I+Y/ex4IEJrvQVAKfUDcA7g8QL2j02p1utmjWTsqxCi9rTWhwGUUnGYhezjwBR3oQqQBdQD4oG0Um8t3i4FrBBeoHem84L7qSuA+64+ha7tG9mYUd0IuALWLt99N5cdO7YzbNg9x+ybPv1lnE4nQ4cO44EHRnDttTfSp4+M+xP2cRkG97y0kJy8It/liz0AACAASURBVABOadeQ4f2alCleazPetcBVyP3zx5TZ9tKA5wgLDat50v4lG5gCvAl0wLw7cajU/iygwkVZExKicVZztsDExDhmTZ4HQPeOjUlM9O21dH01P8MwKHAVklOQQ05BLtkFuRw4sJdsdzunMJe8wnyKjCKKXEUUGUUUuly4XEUUWttc5nf3NpdhfpAaGhKKIyTE/d2Bw+Ewv5faFmptM7+cjlDCQ8MIDw0n0hlBhDOciNAIIpxh7u/hRDjDiXS/Lp4QzVd/vuXxp1zB//L1BKVUS+ALYIbW+kOl1KRSu+Mw+7hM9+ujtx9XTfs6fyL5epc/5evJXGd9/hff/L7Nav/nqQupFxvhsfOD7/5sA66ATRx8XZm7pYmJcaSkZNmYEdx11wiGD7+D5OT9nHRSJyleha2ysvO575WS2eluuUBxavZWtj8+zdpWm/Gum9K38PLqWVZ7UNuLOL/1WTVP2D9tAja7705sUkplAKUXzK30j7r09OxqBSzu6wqLzBsiN5zd3va+ryLe6JvzivJJzk5xf6VyIDuVlJxU0nPTycj33Z+Fr4p2RplfYVFElXodExZDTFg0Mc5oYsNjiA2LJS7c/Ap3hFV7ySZf+P90ddidrx1/UCqlmgA/AiO11r+4N69WSg3UWs8HLgLmAZuBSUqpKUALwKG1Ti3vnMVq2tf5C8nXu/wpX0/levSkm22bxTP25h7k5+STkpNf6/MXs/tnW1FfF3AFrC9yOp1cc831PPvsOD777Bu70xFBbNOuQ0z8oOSp1fG39yT0v295bH3XWX+9y1+p66z202c8SsOoBhW8I2ANAboAw5VSzYBo4IhSqh3mGNgLAI9P4nQ4p8B63SA+0tOnt4VhGKTkpLI9cxc7MnexI3M3O7J2WXc0fUEIIYQ6QgkNceAIMb+X3E0NJdS9zcDAZRi4jCL3d1fJF65y9xkYlSfgJdmFOWQX5kBu5cfWVExYNPWj4ol2RBMbHkt8eJz1VS+i5HVceCyOkJqvOy1qbQyQADyhlHrCve0+4BWlVDiwAfhUa12klPoNWAI4gBG2ZCtEgNqTcpgn3iqZ2Pv2izrSr2szGzOyhxSwdSAzM5P333+He+55gBdeeI5Jk6ZV/iYhPOzbJdv5bMFWq/3ayDPYff8wqx1/Zn9OuK1m410P5WUw4uPRVrtD/bbcd+pd1b4TE0DeAuYopRZhLjExBHABHwChmJOcLPN00J9X7vL0KeuEy3CxNWMHa1M3sPHgJnYd3uuR8zaITKBxVCMaRCZQLyLe/AqPo15EvFUYhTqq9uii3Z9EV1dl+RqGQV5RPtmF2eQU5pJdkG0WrAU5VuGaXZBDTqnX5vZssgtyKDKKPJLnkYJsjhRU7w5cRcIcTuqFx5f8946Ip154PPUj6lEvIp76EfHEh8cTERoezP1TtWmt78MsWI82oJxjx2OO+xdCeND3y3bwybyS1RxeuPsMEutH2ZiRfaSArQMTJz7DDTfcwgUXXMzGjRv45JOPGFzJpFBCeIphGDzz7kq27zf/mG3aMJonL23FjlLFa23Gu87f/TufbPrKag/vOoRODTvWLmk/p7XOB24oZ1dvb8b9dskOAPp2OcGbYWrlUF4GS/etZOWK1ezLSq7We8MdYbSKb8mJ8S1oFdeSVvEtaRiZIIVIDYSEhBDpjCDS6dnxUuUxDIPswhyy8g9zuOAIWfmHycrPstr5IXmkZKWTVZBFVv4RcgpzahyrwFVIau5BUnMP1irnEEJoGJlAw6gGpb43oGFUAs7YEylyGVX+8EMIIWrDZRiMfn0xBzPzAIiNCuOle87E4Qje//dJAeshF1982XH3TZgw2Xo9duz4OshGCFNeQRHDXlxgtS/v25qzHHvZ8cRj1raajnctchXx8G/jyCsqGW8xdcCzRISG1y5pUWNFLvNx0/N7nmhzJiaX4WJNyjp+2jGfHVlVuzvcMaEDHRt04OSGimYxJ0hxGgBCQkLMMbNh0eXur+nd7QJXIZl5mWTkZ3IoL5MM99ehvAzzdb75unQfVVUGxvEL4VWVvz8uLJbE6EY0jmpEYnRDEkt9jwyNkN9rIUSVHMzM5aEZi632FWe24fIz29iYkW+QAtaDxox5mMzMjDLbYmNjmThxqk0ZiWC2J/UIT7xZ8pTqw9d1I/6b9z2yvuvWjB28uGq61b6o9Tnc3utqv3rEMpC1bBxrW+wdmbv4YvO3/HNoa4XHndq0E6ckdOGURicT6QyM8bqiboU5nOadUQ+Msy9wFXIoN4ODuemk5R4kLccsXtNy0jmYe7Dak4BlFRwmK+MwWzO2V3rsvzvfRPfGp9QwcyFEoFq6bj9vzF1vtcfd1pNWJ/jmrMB1TQpYDyp9p1UIO/3+9z7e+naD1Z46rBfJo0ZwxN2uzXjXd9Z9yMoDf1rtcb0fpnF0Ym3SFR6QcTjPlriGYfBX6jreXvchha7Cco9pGduMs0/sT/fGp5RZ4kU+8BC+IszhNO+QRlf+NMrRv7suw0V2YQ4ZeZmk5qSRnJ1KSk4aKdmpJOekcigvo4KzweZDW6WAFUKUMeWj1azfnm61Zz00gLBqLjcVyKSAFSLAvP7lWlZsNMcWhjpCePXmjuwcVTIRZLMR9xB7ao9qnzcr/zCPLnraap8Y15zRp90rj8L5iBXrD9RpvD2H9/Hqn7PJyj98zL6EiPr8q/0lnNq4i8wcKwKeI8RBbFgMsWExNI9tWq33FrgKCXPIn2JCCFNOXiEjpi202md2acqQS06yMSPfJL2mEAGiyOVi6KT5Vrtv5xMY3CCdnR4Y77p473I+2Pip1R7a5Ra6JXauVb7CszZsN8fqxUWHeS2GYRj8uGMeX2/93zH7TmqQxA0dr6JBZILX4gsRaKR4FUIUO3qpwwev6UrnttX/my0YSM8pRABIz8pj1PTfrfZdl3eixa8fsf/L1da2DrPeIiS0eo+fFLmKeGLxhDLjv6b0f5ooGbPoc/QOs4Bt2zTe4+d2GS4+0p/z+97lZbY3iU7k7lNup3F0I4/HFEIIIYLFf+dt5n/LdlrtV+7rR2yU9z6Q9ndSwArh59ZuTWPqf9dY7QlDepA55r5aj3fdmbWbF1a8YrXPbtmPqzocf7ZtYa8d7mWS2jav59Hz/m/7L8zd+kOZbZe1vZALWp0lj48LIYQQteByGYx4aSF5+eba2ic2iWXcbT3l/6+VkALWQ5YuXcyBA/sZNOhKu1MRQeSTeZv5vtQndq/drNg9pmSt+ZqOd/1w42f8vrdkBuOxpz9Is1jfXVtUlGjXzDN3YLdl7GBKqZmmAYZ0upEeTbp65PxCCCFEMDt6iZwbz0vinB4tbMzIfwRcAbv41y1sdU9gA+AIdeAqctXqnG07NqbP2e0qPKZ37z61iiFEdRiGwejXl5CWmQtAhxb1GNE2l93jxlrH1GS865GCbEb/Nt5qN4lO5PFeo2QiHj/S+oTaFbCGYfDiqulsyyz5YGRw0iAGtuhb29SEEEIIASzfcICZX62z2s/c0YvmjWJszMi/BFwBa5fvvpvLjh3bGTbsnmP2TZ/+Mk6nk6FDh/HAAyO49tobWb161THb+vQ504bMhb/Jzi1k5EslM9Rdd3Z7Oi3/gv1v126864r9q5mz/v+s9m0nX0/PE06tfcKiTkVH1rxbP5ibzhOLn7fabeJP5MEew+UDDCGEEMJDXv3sL1b/k2q1Zz00kDCn/H+2OgKugO1zdrsyd0t9Ya3Bu+4awfDhd5CcvJ+TTupEnz5ncvrpvY/ZJkRltu3L5Jl3V1rtsTd0pejpUaXGu/bjhNv+Xa1zugwXzyybQnJ2SWc6qd94YsKiPZGy8BNrUtbxxt/vWu1RPYbTtl5r+xISQgghAkheQRFDJv5qtXt3asKdl3WyMSP/FXAFrC9yOp1cc831PPvsOD777JvjbhOiIj+t3MX//fyP1Z52QxIHnh5ltWsy3nXv4f08t3yq1e7brBc3dLyq9skKv/LzzgV8sflbq/3SwAmyvIcQQgjhITsPZDG+VPF6z5VdODUp0caM/Jvcr64DmZmZvP/+O9xzzwO88MJzx90mxPFM/r/VVvFaPzacaf3COfD049b+NpNerHbx+tk/c8sUr4/0vFeK1yA0d+sPVvGalNCe6WdPkuJVCCGE8JDvl+1g/DsrrPbUkX2leK0l+SulDkyc+Aw33HALF1xwMRs3buCTTz5i9epVx2wbPPg6u1MVPqag0MVdU+Zb7fN7tqTf+m858M6f1rbqjnfNKczloYVPWu164XE802cMoY7qjZkVvsMwjBq9b96uRfxv+y+A3H0XQgghPMkwDMbMXsaBg9kANIiPYNKwPjhkiZxakwLWQy6++PjrY06YMNl6PXbseIAyxWrxNiFK25d6pEzxet8VJxE15bFare969DjHGzpeRd9mvTyQrbBTYQ1mWl+fpvn0n68B6NO0pxSvQgghhIdkZudz/yuLrPblfVsz9Mquts/LEyh8poBVSjUGVgHnaa032p1PTYwZ8zCZmRlltsXGxjJx4tTjvEOI8q3cmMyML9da7YlXteXQC49Z7WYj7iX21O5VPp9hGExe9Ro7MneVnPPMJ4kLj/VMwsJWR3ILq3V8Vv5hpq95C4BW8S258aTB3khLCCGECDprt6Yx9b9rrPbYW3rQrlk9GzMKPD5RwCqlwoBZQI7dudRG6TutQtTUnO83sHDNPqs9pU8oqS+Mt9ptJk0lrEGDKp8vOTuVp5ZOsto9GndlSOcbPZKr8A3VLWAfXfS09Xr0accu/SWEEEKI6nv/B8281Xus9owH+xMZ7hPlVkDxlZ/oFGAm8FhlBwoRqFyGwfAXF5BfaD4OekaXply06VtS3zPvxIY4nbSf8QYhjqrPvfbdtp/4dttPVvvB7sNpV7+1R/MW9supRgH73vqPrdcv9n/GG+kIIYQQQaXI5eLOyfMpnpKi44n1GX1D1Z+UE9VjewGrlLoNSNFa/6CUkgJWBKXMI/nc/2rJWInbz2tHk9fHke1u1xtwFk1uvrXK58svKuCBBWOtdpjDyZT+T+OU2WUD0pHcgiodl557iGX7VwFwZ5dbiHRGeDMtIYQQIuClZuQw+vUlVvu2izrSv2szGzMKfL7w1+wQwFBKnQt0A95TSl2utd5f3sEJCdE4ndWbLTUxMa72WdYhydd7fDHXtVtSeWzG71bbXN+1ZImck54YQ4PTqr5Ezl/7N/Dsgles9i3druZSdY5nkq2EL/58g0F2Fe/APr54AgChIaF0TezszZSEEEKIgLdiYzKvl5qz5LmhvWjaMMbGjIKD7QWs1rp/8Wul1Hzg7uMVrwDp6dnH21WuxMQ4v5rxS/L1Hl/M9evft/Hlb9us9qTTXGWK17ZTXqKofv0q5W0YBjPWvM36g9ra9myfMSREVu39tWX3zzeYi+fsvMoL2E3pm63XE898soIjhRBCCFGZN75ex9L1B6z2rIcGEuas+jAvUXO2F7BCBCPDMBj39nJ2p5iL4rRsHMu/U37m4EebAHBERdH7w/dITTtS0Wks6bmHrLtrACc1SGJE138TImuNBYWqPEL88uo3AOjcsCPRYVHeTkkIIYQISIVF5njXYj07NmbYFfJUU13yqQJWaz3Q7hyE8Lbc/EKGT11ota/s3Zyk/zxPrrtd/9zzaXzdDVWerOnXXb/x2T9zrfbIbndwUoMkT6YsfFzxI8QRYeUPr9h8qOQu/51dqj6WWgghhBAlUg7l8MjMkvGud13eiV4nN7Exo+DkUwWsEIFud8phnnxrudV+5KxEQmY/b7WbP/AQMZ2q9ileoauQhxaOo8BVcvdt2oDnCA8N81zCwi8UF7DRkeV36dP+eB2ADvXbEuqo3hwCQgghhIDlGw4w86t1Vnvi3WfQuL480WQHKWCFqCO/rdnLO99vtNrPdc4ha/aLVrvttFdwxsVX6VxbM7bz4qoZVvviNudxSZvzPJesqDWlVGNgFXAeUAjMAQxgLTBCa+3yVKziR4hjyilgswtK5g24+5TbPBVSCCGECBozv1rL8g3JVvuNhwfiDJXxrnaRAlaIOvDa53/zx6YUACKcDh7N/pWsL3cC4ExIoM2kqVUer/r22g9YlbzGao/rPZrG0Y08n7SoMaVUGDALyHFvmgo8rrWer5SaCQwCvvBUvJI7sMfefX+31Lqvkc5IT4UUQgghAt7R411PP6kxdw+S8a52kwJWCC86uuM76+QG9Pr6JfLc7QaXXEajf11VpXNl5R/m0UVPW+1W8S15uMdImajJN00BZgLFa1v3ABa4X38PnI8HC9gj7gK2vDuwa9M2AHL3VQghhKiO5EM5PFpqvOvdgzpx+kky3tUXSAErhJcczMzloRmLrfY9p8cR8+FLVrvF6MeITlJVOtfivcv5YOOnVvvOLrfIOp4+Sil1G5Citf5BKVVcwIZorQ336yygnidjZueZjxAfPQY2OTvVet2l0cmeDCmEEEIErKXr9/PG1+ut9gt3n0GijHf1GVLACuEFf21J5aVP/rLa49ulk/vhe1a73cvTCY2pfKFrl+Hi8d8nkJGfaW2b0v9pouRRUF82BDCUUucC3YD3gMal9scBhyo7SUJCNE5n1SZcyssvMt9TL6rMergz578FQHRYlE+uk+uLOVVE8vUef8oV/C9fIUTVvf7lWlZslPGuvkwKWCE87KNf/uHHFbvMhmHweOYP5P5gdoThJzSl1TMTqvTY77b0XTwyr2Rt17Nb9uOqDpd5JWfhOVrr/sWvlVLzgbuByUqpgVrr+cBFwLzKzpOenl3ZIZb8QnM+qMKCIlJSsqztfx/QAFyvriqz3RckJsb5XE4VkXy9x59yBfvzleJZCO84ethX75ObcOflnexLSByXFLBCeIhhGDz42u9kHMkHoGvzKC5aMItC9/6G/7qKhpdUrQD9SH/Bb3tKxl2MPf1BmsWe4OmURd0ZBcxWSoUDG4BPKzm+WgrdBWzpT4gLXYXW61MTu3gynBBCCBFQktOzeXTWUqst4119mxSwQnjAkdwC7nnpN6s9pFMYjb+aZbVbjnmSqLZtKz1PdkEOD/82zmo3jmrEE70fwhEij674I631wFLNAd6KUzy4NsxZ8nuyeO8K67VM9CWEEEKU7+j1XSfdfQaNZLyrT5MCVoha2rI3g+feW2W1xzTbi+urn612u1dfJzSq8o5w1YE/eXvdh1Z7ZK/bOClGJt4RVRdW6g7s/7abv4OdG3a0Kx0hRIBRSvUCXtBaD1RKdQfmAv+4d7+utf5YKTUOuARz/ev7tdbLbUpXiErNnruOJesOWG0Z7+ofpIAVohZ+XL6Tj37dbDYMgzHJX+LabI6NimjdhlaPj6vg3SaX4WLC8mnsO1LSgb7Qbxxtmp3gV+PChP2coSV3WjPyzd+d81qdZVc6QogAopQaDdwMHHFv6g5M1Vq/WOqY7phPm/QCWgKfAT3rOFUhKlXkcjF00nyrLeu7+hcpYIWooef/s4p/dmcA0CLa4Ka/3sfl3pd47fUknHdBpefYfySZZ5ZNsdpnNO3JTScN9ka6Igg43Y8QG4ZhbWtXr7VN2QghAswW4ErgfXe7B6CUUoMw78LeD5wJ/OheNmynUsqplErUWqfYkrEQ5Th6mcOhl53MGZ1knhF/4vECVilVH2gLuIBtWusMT8cQwk4FhUXcNWWB1R58YgHtfv0/q33ik08ReWKrSs/z1Zbv+XFHyWS0o0+7h1bxLT2brKgVpdQA4HKgA2afthn4Smv9W4VvtEnxI8RbMrZb22T8qxDCE7TWnymlWpfatBx4U2u9Sik1FhiHuURYWqljite9lgJW+IS/tqTx0idrrPbzd/amSYNoGzMSNeGxAlYpdRHwCHAysBtz7EMLpdQGYIrW+ntPxRLCLgcOZvPYGyWz1D2csI3QX0tqmfbTZ+GIiKjwHLmFeYxa+ITVjgmL5vm+TxDqqNqan8L7lFLdgJeAZOA3YAFmn9YauFcp9Rzm2K4/bEuyHMXjdpa4J3CKDK34d1EIEXyUUm2ASyn7wdxcrfWOap7qC6118ZrWXwCvAl9hrnVdrNJ1r6uz5nUxf1tKSPL1rqrm+9bXa/lywRar/fkLlxJWzd+92grUn21d80gBq5SaA+wHRmit1x21rzMwRCl1k9b6Rk/EE8IOy9YfYNbX5q93iOHikZ0fw+YCAKI6nkTLhx6p9BxrUzfw+l/vWO3r1L/o1/wM7yTsxw6mHiG+XiTOMNuK+puAq7TWaeXsm6GUagw8BvhkAbvywGoATj+hu53pCCF8iFKqKeYHc62A3zEL1+IP5v6rlNoOjNJa767iKX9QSt3jnqTpHGCV+7yTlFJTgBaAQ2udWtFJqrPmNdi/Dm91Sb7eVZV8DcPgoRmLSc/KA6DjifUZfUN3DlXzd6+2AvFn6+34x+OpO7BjtdZ7ytuhtV4LPKiUauGhWELUube+Wc/va/cDEFuYzcjtJct4Nr75VuoPqHiiHMMwmPbHTLZkbLO2Tej7BPUifPOTLTsUFBTxy9wNbNtk/q1zSs8W9D2nvV3pzDlO8QqA1joZeKAO86mS4kmcCo0iAHo06WZnOkII3zIRGK+13lDeTqVUV+B5zImaqmIY8JpSKh/zJsadWutMpdRvwBLAAYyofdpC1Fx2bgEjSy1zeP25HTjvNBmu5e88UsCWV7wqpSKAa4G7tdZ9qvGJnhA+w+UyGDp5HsVz4lyckMkpK7609rd6+jkimjWv8BypOQcZt2Si1e6a2Jk7u9zilXz9UVryYT6dswqXyyizXXW2dUKFr5RSqcDbwP9prTPtTKaqHI6y413b1qt8LLYQImg8obXeebydWus1VFK8aq23A73dr/8A+pRzzHhgfC3yFMIjtu3L5Jl3V1rtJ249jTZN423MSHiKNyZx6gjcBdwCHARe9nQMIepCxuE8Hnjtd6t9f8R6IleUdITtX38DR1h4hef4YfuvfL31fyXnOPUuOiS083yyfsYwDNb+sYdFP20+Zt/FV3ehVfuGNmRVQmvdTil1JuYfc08qpX4B3tJaL6jkrbYrKCqwXjtCZC07IYRliVLqMPAj8BPwq9b6sM05CeEVP63Yxf/98o/Vfu3+fkRHhtmYkfAkT42BDQOuBu4GugLfAPlAknsqdSH8yobtB5n80Z+Ae7zrlv9Y+2K6dqP5PfdX+P6CogLuXzDWaocQwrSBzxHmCO6VqwryC/nxq/Xs3HKwzPaERtFcdm1XYuJ8Z9IhrfUiYJFSKhxzJuIHlVIzgA+01hPsze74dPqxHwoIIYTWurlSqh3QD7gCeEEplYJZzP6ktV5a4QmE8BOTPvyDjTvNucMaxEcweVgfmZE/wHjqr+k9mAP3XwK+11rnKqW2SvEq/NEXC7cyd/F2AOoVHGbYjs+tfScMGUp8n74Vvn9T+hZeXj3Lal/R7mLOazXQG6n6jbTkw3zyzkqMo3qEbr1a0mtA22MeffUlWut84FOl1F7gDuBBwGcL2HVpGoBwh3zSLIQoS2u9BXM91znuZQ8HAaOAxwHf+QRRiBo4epnDC08/kWvOtm0uDeFFnipg3wcGY6711Vgp9WklxwvhcwzDYMzsZRw4aM5K19+5nz6bf7T2t37uBcKbNKnwHLP+epe/Uksm4n76jMdoGJXgnYR9nGEYrP9zLwt/+OeYfZdddwotWjewIavqUUp1Am4ErgG2Au9gTlzik0IouQOrGsj/tIUQJZRSTuBM4ELgAiAK+Bl4EvjVxtSEqLUD6dk8NqvkIYIHrulKl7b2DkcS3uOpSZxGKaVGA5cAtwNTAZRSV2OuE1bkiThCeEtOXiEjpi202iOKVhG3uaQQ7TDzTUKcx//ncigvg7G/P2e1k+q3495T7wzKR1YKCor45esNbPun7MoJDRJjuOzaU4iO9f0P+ZVSj2AWrjHAHODsiiY/8SUHspMBSEqQAlYIUUY6sBj4FPiXe0ImIfze8g0HmPlVyd9sL47oS4IPDUkSnuexAXnuIvVr4GulVCLm5CdPYE7iVPE0rULYaMf+LJ6aswIAh1HE6C0fWPviTu9F0zsrvuG2YPdi/rupZGbi4V2H0KlhR+8k68NS9mfxxrSFFBW6ymzvenoLeg9s59OPCZejM3Cf1nqe3YnUlJICVghR1izM9VqHAC2UUj8CS7TWrorfJoTveuXj1fy0vOTz5dmjBxLqkAkMA52nJnGK1FrnFre11imYd2GnKqV6lHeMEL7g55W7+PBn8xHXhPxM7tpZUog2vXs4caedftz3FrmKeGTRU+QUlvxaTx3wLBGhFc9MHGg2rNnH/O/1MdsvHtyFVu389vGd5cDC4+1USoUCw7XWr9ZdSlVQ6jOCpjEVP+4uhAguWuuHAJRSTTEfIR4JvKuU+hv4QWs90878hKgOl2EwfOoC8gvMz19OU4kM/1cXm7MSdcVTd2A/UEr9D/hIa5111L5NSqkRwLnAvzwUT4haKz1L3el52zl7V0m90uaFKYQ1bHTc927P3Mnkla9Z7Qtbnc1l7S70XrI+prCwiF+/2ciWjSllttdLiOLyG7oR6/+P7mwHFiqlFmAWsruBAqA1cDZwFvDc8d7sC2QJHSFEebTW+5RSHwL/AH0xlz3sBUgBK/zC4ZwC7n35N6t9+8Ud6XdKMxszEnXNUwXsYMyJTVYopQ5R8sdeG6Ah5mPEgz0US4haOXqWumHZi6m3t2TpkQ6z3iIkNPS4739v/ccs27/Kaj/Z6yGaxDT2TrI+Jj0tm8/fW0V+Xtlh7V16NGfQtd1IO3jEpsw8S2s9Vyn1A+Y42LuADoCB+QffN8CTWus8G1MsV5FLphsQQpRPKXU5ZsF6JtAWWIo5edO1Wut1Fb1XCF+xZU8Gz71f8jfYqw+dRYzTr4YoCQ/w1CROLmA6MF0p1ZWSP/Y2a63XeCKGEJ6wL+0IY2cvAyDUVcTDW0vGu8b3688Jtw457nsP5x/hkUVPWe3msU15rOf9QCUJ7gAAIABJREFUQTFR0z/rD/Dz1xuO2X7hVZ1p08G8U+0IDaw7fu7lc95xf/mFgwUplR8khAhWIzEL1vuBVTL2VfibH5fv5KNfS244TH+gPyc2jScl5eiHP0Wg89gkTsXcBWuVi1b3WLLZgAKKgNvd65QJ4VHzVu1i6od/ANAw/xBDd35t7Ws28j5iu5163Pcu27eK9zZ8bLX/3fkmujc+xXvJ+gCXy2DxL5v5e9WeMtvj6kUy6IZuxNWLtCkzcTyp+cl2pyCE8F2vaq3nVnSAUupyrfXXFR0jhB2mfLSa9dvTAUisH8nEu84IihsIonweL2Br4DIArXVfpdRAzMmfBtmakQg4M79ay/IN5h/33TI0F6Yss/a1nTINZ/3y12p1GS7GL3mBtNx0a9uU/k8R5YzybsI2ysst4JuP/yJ5X9lPNE/q2pR+53cgNMDutAaStPwDAESGyocLQohjtHbPPPwp5Y/tvxb4wrbshChHYZGLOyfPt9oXnn4i15wts+wHO9sLWK31l0qpb9zNVsABO/MRgaXI5WLopPlW++70edRP2wWAIzKSdq/MIOQ4063vObyPCcunWe3+zftwrbrCq/naKS35MP99e+Ux2wdepDipa1MbMhLVVXwHtkWc/PcSQpSltX5VKfUxMAL4P8zhXkXAFmAu5lhY+RtM+Iz0rDxGTf/dat979Sl0a3/8CTZF8PBoAauUelVrfc9R297VWt9a0fu01oVKqXcxZym+2pM5ieB1MDOXh2YsBiDMVcCorf9n7at/7nk0vu7G4773001fM2/3Iqv9WM/7aREXmDPcbVp3gF/mHju+9apbu9O4abwNGfkOpVQr4E3MOxT9gQ+AIVrr7TamdVypee4CNjYwf1eFELWjtU4Gxrm/hPBZG7YfZPJHf1rtF+4+g8T6gfv0m6geT60D+ybmjHanKaU6ldoVBtSryjm01rcqpR4BlimlTtZalzudaUJCNE7n8WeILU9iYly1jreb5Ft7y9fv55m3zMeEm+Slcfuub619nZ56kvrdupb7vuyCHG77/EGr3Si6Aa9d8gwOmxbF9tbP1uUy+PGrdSxftK3M9sZN47j57jOIia3ZMji++LtQS7OAycBEYD/mXYv3MItZn1Ng5APQXApYIYQQfmru4u18sXCr1Z710ADCqvm3vwhsnroD+yzmHYqXgadKbS8Ejr21U4pS6maghdb6eSAbcGE+0lKu9PTsaiWWmBjnV7OTSb6198GPm/jlj90A9Dy0nnNSSx6LbTv1FQriy5+x7s/kv5m99n2rfdNJ13BG09NIS7NnaRhv/GyPN7715G7m+FaHw0F2Tj7ZOfnVPrfdvwteKp4baa1/VEq9oLU2gNnuda19WtMgWdZJCCFEYJnw/io278kA4MQmsYy//XSbMxK+yFPL6GwHtgNdlVLxmHddi6cGiwUOVvD2z4F3lFILMe/Y3q+1zvVEXiK4uAyDe176jZy8QjAM7k7+gfpZ5iOVofXq0+vdN0lNPXzM+wzD4IWVr7Arq2S23YlnPklceGyd5e5tqQcO88k7Mr61BnKUUi0wlwVDKXUm4HPrvx6tUVRDu1MQQvgopdQlWutvKz9SiLpz9GRNl/dtzRX92tqXkPBpnh4D+xjwGJBWarOB+XhxudyPCl/jyTxE8MnMzuf+V8wxq+GufB7c+pG1r8HFl9LoyqvLnW49OTuFp5ZOtto9m3Tntk7XeT/hOiLjW2vtQeAboJ1S6k+gAVXor8pbHgzzQ705mH3iWmCEt9ZhjA2L8cZphRCBYRIgBazwGWkZuTz8+mKr/eC1XencRj6IFcfn6VmI7wDaaa1TPHxeIY5L70znhQ9XA9AsN4Vbdn9v7Wsx+jGik1S57/tm6498v/1nq/1QjxG0qdfKu8nWAcMwWLZgG6uX7iyzvUFiDJdf35Wo6HCbMvM/WusVSqmeQBIQCmzUWlfl+erylgcLAR7XWs9XSs3EXC7MK0tWyNp4QogKbFFKvQ0sA3KKN2qt37MvJRGs1m5NY+p/11jtKcP70CBeloITFfN0AbuTih8XFsKjvlq0ja/cExH1OfgX/Q+WzFjX7qXXCI099jHg/KJ8HljwuNWODI1gUr/xhDr8e4KAwoIifvxyPTu2pJXZXnp8q6ge9x95pRlKqRzMsf2zj1fMHmd5sEuABe5t3wPnI2suCiHqXhrmB2q9S20zMCeoE6LOfL5wK98s3m6133h4IE5Za15UgacL2H+ARUqpeYA1jlVr/bSH44ggZxgGj7+5jH1p2WAYjNz9FbF5mQCEn9CUVs9MKPcu1IaDm3jtzzet9uAOgxjYsm+d5e0N2Yfz+Pz91WRllB063u/8DnTu3tymrAJGEeZjw++629cBce7tM4Ehx3tjOcuDXeqeCAogi0pmaK/+jOuG9cpfZoP2lzyLSb7e40+5gv/lW5rW+nYApVSC1jrd7nxE8DEMg/HvrGBXsjkvSfsW9RhzUw+bsxL+xNMF7B73F5RM4iSER+XkFTJi2kIAoopyuW/bf619ja68mgYXX1ru+55fOJ3V+9Za7ef6jqV+RJVWefJJqQey+OSdVcdsv+y6U2jRuoENGQWkblrrnsUNpdRcYJnW+hql1JoK3geUXR4MKL2AXRxwqKL3VnfGdUILrZe+NjN4eeyetbq6JF/v8adcwf58a1s8K6W6Ah8D0Uqp3sBC4Bqt9R8eSE+IChUUFnHXlAVW+6oBbbnkjNb2JST8kkcLWK31U0qpGKAd5iQlUcdbz1WImtixP4un5qwAoFX2Pq7f+5O178SxTxLZ5tj5wg7lZTD29+es9kkNkhjZ7Q7vJ+sl2zal8L/P15XZ5nCEcM2/e5LQMNqmrAJWrFLqBK31fne7MSWF6HH7z+MsD7ZSKTVQaz0fuAiY58lEQyJyKj9ICCHgVcwnQz7UWu9VSg3DfKJE1isRXpV6KIfRM5dY7dHXn0rHVgk2ZiT8ladnIT4beANzspMzgLVKqRu01j96Mo4ITj+v/P/27js6qmrt4/g3lU4oCR2kbwSkVxHBhmJFUayoKPbGK4rY8epVQRQsIBbU6xVULNgQy5UuiEivG+lFSugBkpAy7x8znGSAhITM5Mwkv89aLLP3ac/EZGee2W0z4//3NwDn7vqLDvtWOMcavvU2kSVLHXfNjC1z+Hx11jTD+1v25/TKjYMfbIB5PB4W/rGJudPX+9XHVynLZde3pGSpGJciK/KeBeYbY2bjbdfaAQ8ZY4YAv+Zy3XHbg+GbN2uMifV9/WUgA1UCKyJ5VNpau9IY7wKH1tpfjTHDXY5Jiril63YzIttiTa/e14WK5Uq4GJGEs0APIX4JOAuYbK3dbow5G/gUUAIrBTJs/AJWbdoHHg8Pr/+M2Mw0AEo2aEidx5867vyMzAye+P0FDqZlDQD4b+/XObA35Lfw9JORkcnUSav4e8VOv/rGzarS/WJDlBY7CCpr7QRjzBSgK955r3daa3cZY6Zba3NcsC6X7cG6BSlUImK0fbaI5Mke3zDio/tb34gW4JQg+mbmOr77fYNT1mJNUlCBTmAjfYkrANbaFUe/FjkV2edKlE0/zP0bsjqtqtxwExXOPf+4azYlbWHovDecco/TzuGKBj0pER0LhEcCm5KcxjvDp7Nj2wG/+o7d6tG6Ux1tk1JIjDEJwE1AWbzz+tsaY+pZa292N7LjRUSnuR2CiISHe/AuTNfMGLMP7wKcN7obkhRVL3z8F+v+8b6XaVQrjse1WJMEQKAT2C3GmEvxbjVRAbgP79Y6Ivm2fc9hnnj3DwAaHdxE7+3TnGOnPfcCJWrWOu6az+xEZm7Nml/xdMeBVCtTNeixBsq+PYf5/P15ZGZ6/OovuqoZ9RonuBRVsfY5sBnvdhPfAJcC81yNKAcRMd4dfUpHHz+UXkQkmwrW2rN8a5ZEWWsPnPQKkXxKz8jkzlemOeUru9bjsi713AtIipRAJ7B3Aa8DtYG1wBTgzgA/Q4qBOcu2894P3jmul+z4nTOS1jrHGr79LpExsX7nJ6cn88iMZ51y1dIJPNVxIJER4TFEZfvW/Uz878Lj6q/p15b4quG7XUMRUMNae65vftjXwDC87Vro8fXAlo0p43IgIhLi/m2MaYS3LfvBGPOrtTafy56L5GxvUioDR/3ulAde24pm9bQ7ggROoBPYB6211wf4nlLMvP3NMuat2kmkJ5NBaz9x6su0ak3N+x867vxFO5fy3rL/OuVbml5Hh2ptCiXWglq/ehc/fb3Mr65s+RJcdXMb6taLD6utJYqoo3skWqCltXZuqE6LiIj29sCWidFK1CKSM2vtRcaYksA5eFdEH2GMWWWtvdjl0KQIWL15Hy+Py9qR6ZV7zqRyXEkXI5KiKNAJ7GXGmKettZ6TnyriLyMzkzuGTQOgwpED3L3pG+dYtTvuonzHzn7nezweXvnrLTYmbXbqhp71LGVjQ78HatmCrcz85W+/umq14ri0zxnExAb611IKYIox5gvgEeAXY0wbICSX+z06B7aMemBFJBe+uf3dgO54F6jbA6zI7RqRvMi+WwTAO490IyY6ysWIpKgK9Dvl3cAqY8wCsr3Js9beFuDnSBGz50AKj4yeDcAZB9Zwyc7ZzrF6L71CTIL//M9dybt5ds5Qp9y+amtubRbanf8ej4e509ex8I/NfvWNmlXhnIubaEXhEGStfdIY08Bau9EYcwNwNvCc23GdkK8HVkOIReQkdvj+jQS6W2v3nuR8kZMa9fVS5q9OBKBqpdK8eEdHLTgpQRPoBPY/Ab6fFAOL1uzijS+XANBn66/UT97mHGv0zlgiovw/vft5wxS+W/eTUx7Y9l7qx9UtlFhPRUZGJlMmrWLNMVvhtO5ch45n11MDH8KMMV9Za3sDWGvn490T9jfgPHcjO57TAxurIcQikqsmwLl4hxBPNcasAKZaa99zNywJR5keD3e9Mo0M3+KT57etxQ0XNHY5KinqAp3A3mCtvTDA95QibNwvq/ltwRaiM9N5ZN14pz7u7O5UvflWv3PTMtMZMO0JpxwZEcmIbi8QHRmaQ26PpKYzacIStm/1X+Dx7Asb0ax1TZeikrwwxnwNtAZqGGPWZTsUjXdV4pATEZUBQNlo9cCKSM6stauB1caY2cAFwN1Ae0AJrOTL4ZR07h85wynffUUzOpwePjs/SPgK9Dv/UsaY2tbakHyDJ6Ej0+PhwZEzOZyaTpXUPdy2+QfnWI0H/4+yLVr6nb9m33pGLHjbKfdqcDEXnNa9sMLNl8MHU/nyPws4lOS/52zP3s2p2yjepagkn24FKuFdVf3BbPXpeIfehSwt4iQiuTHGfAZ0wbs43STgUmutzeO1HYGh1truxpiGwEeAB1gG3GetzTTGPAtcgre9HGCt/TMIL0NctjXxIE+Pzfpf+6/bO1AroayLEUlxEugEtgqwwRizE+8c2AjAY62tH+DnSBhLOnyEh96YBUD7vSs4b/dfzrH6r75OdFyc3/ljl33Cgp1LnPK/Og+mcqnQW4597+7DfPbe8X+nr7q5DVVrlHchIimAVr7/vgqcdsyxBsAMQlSZMFjETERcNQHoj/c9WpS1dl9eLjLGDAL6Aod8Va8BT1lrpxljxgBXGGM24l0gqiPeLRW/wtu7K0XInyt3MObb5U75rQFdKV0yxsWIpLgJdAKr4cOSK7tpL0PHLwSPh9s2f0+VI96/m1FxcdR/ZQQRkVkLGSUdOcjgWf9yyvXj6vJwm3tCbs7oifZwjYyM4Lo72hNXUb1hYSq3hZo8eOePhaQy0fqZE5FcLca7B2wDIMKXdF7rG1qcm7XAVcDRfevaAtN9X08GeuDt1f3FtxvFJmNMtDEmwVqbGOgXIe4Y/7/V/O+vLQBERUbwzqPdiQyx92VS9AU6ge2WQ/3HAX6OhKFvZ63n21nrKZGRyv+t/9ypr3TJZcRf2dvv3Dnb/uKTlROc8p1n3ELLhGaFFmtebNmwh+8/W+JXV75CSa66uQ2lSse6FJUEgrX2nOxlY0w58tFT4aZw2EZKRFw1Bhhmrf0SwBjTB3gX77Y6ObLWfmWMqZutKiLbtolJQBxQHu+OFBxTn2MCW7FiaaLzudVKQkK5fJ3vtqIQr8fj4Z6hv7E10dsB3/mM6jxxa4fCDu2Ewun7G06xQujGG+gENvubvhi8+4vNQAlssebxeHjq/bls232YWsk7uGnrz86x2o89SalGjZxypieTIXOGsjsla1X/4Wf/i1LRobMJ9jqbyM8Tl/vVVa8VxyV9WhATq/3OihJjTH3gM/x7KvpYa//O/Ur3aA6siJxE/NHkFcBaO8EY89Qp3Ccz29flgH3AAd/Xx9bnaO/ew/l6aEJCORITk/J1jZuKQrxp6RncNXy6U77+/EZc0K52SLyucPr+hlOs4H68uSXPAU1grbX9speNMZWAz3M4XYqB5NR07hvhnS7YbdcCOu9b5hxr8MYookpn9Rb9c3A7//7zNafcrVYX+jS+ovCCPYlVS7Yx9Uf/dS7qNYrngl5NtYdr0fUOx/dUvMdJeircVDq6lNshiEhoSzXGtLHWLgAwxrQF8pdFei00xnS31k4DegJTgTXAMGPMcKAWEGmt3RWguMUFew6k8Mjo2U558I1taFy7gosRiQS+B/ZYB4G6QX6GhKiN25N47qN54PHw4PoJlM70rspbos5p1Hl6iN9c1olrJvG/TVmf7g1uP4Da5WoUeswnsnjeZmb/ttavrkmLanS7yBAZqXkfRVygeioKTahuKyUiIWMA8JUxZg/ehZwqAdeewn0GAu8ZY2KBlcCX1toMY8xMYA4QCdwXoJjFBas27mXYp1lrfLx6XxcqlivhYkQiXgF9p2OMmYp3gRPwNor18S7RLsXM//7azPj//U2Z9GQe2PCFU59w7fVUvCBrra/UjCM8PD0rH4iLLccLXZ4kMsLdHk2Px8O8WRuY//tGv/qW7WvR+dwGIbeQlARNoHoqRERCgrX2D2NMY6Ax3iTTWmuP5PHaDUAn39erOcHaJ9baIcCQAIUrLvll3mY++y1rtsy7j3YnWqPNJEQE+qP6Idm+9gC7rLUrAvwMCXHDxi9g1aZ9NDi0hWu2TXHqT3v2X5SoXccpL9+9itGLP3DK15urOKtmp0KN9Vgej4dZv65h2YKtfvUdzq5H2zOP3U1FioFA9VSIiLjKGFMDGA40A2YDj4fDwnRS+EZ9vZT5q73rbtWML8Pz/Tu6HJGIv4AlsMaYisDyo3MdjDHdyGXVOSl6sk/yv2jnbFodWOMcazjqHSJLeIedeDwe3lz0HnZv1vEXuzxNXAn3VjrLzMxkyqRV/L18p1991wsa0bxtTZeiErcYYypZa/cUpKdCRCTEfAgsBcYBVwMjgH65XiHFisfjofdj33Mk3bs+1/ntanHD+Y1djkrkeAFJYI0xrYEf8TaEP/mqewDjjTE9rbVLcrxYioRtuw/x5HtzifRkMmjtJ0596eYtqDXgYae8N2UfT81+0SmfEd+Uu1vcWpih+slIz+SnicvYtHaPX/15lzahcfNqLkUlIWC1MeY34AO8exouP9kFIiIhrqa19kIAY8wvwCKX45EQkn3RTYA7L29Kp6Z6HyShKVA9sMOB630r0QFgrX3SGDMDeA04P0DPkRA0Z9l23vthBXFpSdyzcaJTX+22Oyh/ZhenPHXzLL78+zun/GCrOzGVGhZqrEelHcng+88Xs2PrAb/6i3o3p16jeFdikpBSB7gKeBgYY4z5L/ChtXa9u2GJiJwyZ/SItTbNGKPRJALA9j2HeeLdP5zyc7d1oHaVsi5GJJK7QCWwFbMnr0dZa382xgzN7UJjTAzeXo66QAngBWvtd7ldI6Fj2H//YuairTRLWsdlO2Y59XVfHEZslSoAZGRm8OjMZ0nNyPpbOaLbv4mNiin0eNOOpPPNuEXs2nHQr/7y61tS87SKhR6PhCZr7WHgE+ATY0x14EZgojFmNzDWWjve1QBFRArOc/JTpKhbvGYXr3+ZNVBy/PM9STmU6mJEIicXqAQ2xhgTaa3Nvqk1xphIIPYk194E7LbW9jXGVAYWAkpgQ1xGZiZ3DJsGwNX/TKHh4S3OsUZj3ici2vujtfHAZob99aZzrGfd87m0fo9CjRXgSGo67wyfzo5t/j2uvW9pQ5Xq5Qs9Hgkf1tptwHBjzGfAk3jnkSmBFZFw08wYsy5buaavHAF4rLX1XYpLXPL97A1MnJH1I/H+oHMoVzpWCayEvEAlsNOBZ33/snsK+Osk134BfJmtnB6gmCRIjm5qHZ2ZziPrst7Hl+/SlWr9bnfK41Z+wext85zyM50epWrphEKNNTUlnYmfLGDvLv+dT67p15b4qu4tGiXhwRhTAbgGbw9sVeBjoJ6rQYmInBqtxiOO1z5fxLL13vU/GteKY/BNbV2OSCTvApXAPg78aIy5Be+iAClAG2AncHluF1prDwIYY8rhTWSfyu38ihVLEx0dla/gEhLCK1EJ5Xj/XLGd58fOJSF1L7dv/t6pb/LEYCp3bA/AwSOHuG3iI86xOnE1eeXCJwt179SU5DTGvj6T3YmH/OrvGtiNqjXCp8c1lH8WTiTc4s2JMaYP3tEhZwLfAk9ba2e6G5WIyKmz1m48+VlS1GV6PPQfOtUpX3rmaVx1dgMXIxLJv4AksNbaJGPM2cA5QGsgExiV1zd8xpjawERg9Mnmlu3dezi3w8dJSChHYmJSvq5xUyjHO+6X1fy2YAtt963kgl1ZPav1h48gs0JFEhOTmL9jMR8sH+ccu63ZDbSt2opduw6e6JYBl5Kcxlf/mc+BfSl+9dfe3h7TtBqJiUkh+/09Vij/LJyI2/EGOHl+AO/c/OuttYdOdnJ2J5rXD6wAPsI752wZcN+xUy5ERESC6diVhu+7sjltTRUXIxI5NQHbB9Za6wGm+P7lmTGmKvALcL+19rdAxSOBk+nx8ODImRxOSeOWLT9SPXU3AJFlytDpk4/YtfsQHo+Hl+aNZOvBbc51w7oOoUxM6UKJMSU5jS8+/IuDB/znbVzXvz0V48sUSgxSdFhruxbg8hPN618EPGWtnWaMGQNcgfdDOxERkaA7dqXhf93egVoJWmlYwlPAEtgCeAKoCDxtjHnaV9fTWpvsYkzik3T4CA+9MYsSGUcYvP4zp77iRReTcHUfIiIj2Xk4kef+eMU51ql6O/qe3qdQ4ks+fIQvPviLQwf9dwO47o4OVKxcOMmzyDFONK+/Ld61AgAm490nWwmsiIgE3ZK1uxn5xWKn/OaArpQpWfg7QYgEiusJrLX2IeAht+OQ49lNexk6fiE1k3fSd+tPTn2tQY9TurEB4ItlP/DF8knOsUfb3U/d8nWCHtvhQ0eYMHYeyYfT/Oqvv7MDFSopcRX35DCvf7hvlApAEhDnUngiIlKMTJqzga+m+680HBlZeGuSiASD6wmshKZvZ63n21nr6bp7EV32Zu0P1uD1UUSVKcORjDT+b/qTTn2JqFhe6focUZH5W2Arvw4fTOXzsfNISfZfrPqGuzoSV7FUUJ8tklfHzus3xgzLdrgcsO9k9ziVBesgvBbSCqdYQfEGUzjFCuEXrxRPI79YzJK13mlfDWvF8YRWGpYiQgms+PF4PDz1/ly27TrEfRu+pFyGdyR3bI2anPbcC0RERLB671peX/iOc03vRpdxbu2CTBk8ucOHjvDZe3+SmuKfuN54d0fKV1DiKqEjh3n9C40x3a2104CewNScrj8qfwvWeZyvwmXhL7cX/covxRs84RQruB+vkmc5mUyPhzuHTSPT4/3bcEnn0+jdTSsNS9GhBFYcR1enK52ezOANXzj18Vf3odJFFwPw7pL/sHjXcufY6Mv+jedQ8OZRpCSn8fnYeRzONsc1IgJuvLsT5eJKBu25IgVwonn9DwFvGGNigZX4z5ENAM/JTxERkSLv2JWG7+3VnHZNtNKwFC1KYAWAjduTeO6jedQ7tJVrt2UtBl3n6SGUPK0u+1OTeOL35536xhUa8GDrO4kvXZ7EQ4H/JDo1JY0vPzp+O5yb7lHiKqEtl3n93YL2UE1nEhEp9nbsOczjWmlYigElsMJv87cw7tfV9Nj5B20OrHbqG456h8gSJfj9n7mMX/WVU39Pi340jz89KLEcSU1n4icL2ZPov/Wm5riK5CJCW8qKiBRny9bt5rUJWSsNv/FQV8qW0krDUjQpgS3mho1fgN24h8fWfuJ04pRu2oxaDz9KpieTJ2a9wP4jB5zzXz37eUpGlwh4HGlpGXw3fhE7t/n35mo7HJE8iNAQYhGR4mry3I18MXWtU35vUHeiIiNdjEgkuJTAFlNp6RncNXw6cWkHeWzj10591VtvI+6ss9l6cBsv/jnCqT+v9tlc1ejSgMeRnp7BpM+X8M/m/X71fW5rR+UqGvYikifqgRURKZZGfb2U+asTAahfozxP3dzO5YhEgk8JbDG0bfchnnxvLqcnreeKHTOd+rovvExstWp8ufo7pm6Z5dQ/2eFhapStFtAYMjIy+emrZWxat8ev/upb25JQTSssiuSLemBFRIoVj8fD/SNnkpzq3Z3hog516HNuQ5ejEikcSmCLmd+XbmPspJVcuW0a5tAmp77RmPdJJZ37pgxy6iqXrMiQzo8RGRG4YSiZmZn8+u0K1tldfvVX9m1NtZpxAXuOSHESEakeWBGR4uJIWgZ3vzrdKd95eVM6NQ1sR4NIKFMCW4yMnriUhSu3M3jdOKeuXMfOVL/jLpbuWsGYJR859Tc1uYbONdoH7Nkej4cpP6xi9fIdfvVX3NCKGnUqBOw5IsWShhCLiBQLew6k8Mjo2U75mVvbUbdaeRcjEil8SmCLgfSMTO58ZRrxqft4dPN3Tn31ex+gbOs2vDZ/NGv3b3DqXz7rGcrFBmb+qcfjYcbPq1mxaJtf/aXXtqB2vUoBeYZIsachxCIiRd7qzft4edwCpzzigbOIKxPrYkQi7lDcWOkfAAAgAElEQVQCW8Ql7kvmsTFzaLNvFT12/enU1xv2GgdKRXD/1MecutZVWtC/+U0Bea7H42Hu9HUs/GOzX33P3s2p2yg+IM8QER/1wIqIFGnTF23lPz9Zp/zuo92JjtJKw1I8KYEtwv5atZPR3yyj7+YfqZnqnXMaUaIkDd8czW9bZjJx0STn3AGt76ZRxfoBee7iPzcze8pav7oevZrSoEmVgNxfRI6hHlgRkSLro8mrmLH4HwASKpRk6N1nuhyRiLuUwBZRYyet4K9Fmxi8/jOnrmKPi6h49dUMmP4k6Z4Mp35kt38TE1Xwza5XLd3O1Emr/Oq69zSc3rJ6ge8tIjnTIk4iIkWPx+Ph8Xf/YOfeZADOalGd2y4+3eWoRNynBLaIycz00H/YVGom7+T/tv7k1Nd65DG2Vy/NkGlPOHWX1b+Qi+qeV+Bnblizi8lfLvOr69S9Pq071SnwvUUkD9QDKyJSpBxdv+Sovhcazmld072AREKIEtgiZG9SKgNH/U7X3YvosneJU99g5FuM2zSJufPnO3VDOj1GQunKBXrets37ePvlaX51LdvXovO5DYiIiCjQvUUkHzQHVkSkyDhw+AgD3pjllB+7oTWmTkUXIxIJLUpgi4gla3cxcsJi7t/wBWUzUgCIrVmLhCcf58FZzznn1SlXk0HtHixQgrl750EmfPCXX12jZlU479LTlbiKuEE9sCIiRcKmHUkM+XCeU37lnjOpHFfSxYhEQo8S2CJg3K+r+WPu3wze8IVTF3/NtWxoXZNXsiWvtze/iTZVWpzycw7sS2bcmLl+dfUbx3P+FU2J0kp4Iu5RD6yISNg7uvjmUW8P7EaJmCgXIxIJTUpgw1imx8MDI2dQY89GHtg2xamv8/RzjNz5DZuXTXXqXuk6hNIxpU/pOYcPHWHcmD9IT8t6k1w5oQxX9m1DjZoVSExMOvUXISIFFqEEVkQkrH09Yx0/zN4AQGx0JG8P7KZRbSI5UAIbpg4cOsKAN2fRc8dsWiatceorvvoSA+ePcMqdqrWjb9M+p/SM1JR0vvjwL5L2pzh1pcrEcF3/DpQsVfBVi0UkQDSEWEQkbA0bv4BVm/YB0KJBZQZc09LliERCmxLYMLRywx5e/XQBg9d+4tSVbt6CFVe25vVsyevAtvdRP+60fN8/PT2D78YvZsc/B/zq+97bibLlNQ9DJORoGx0RkbCT6fHQf2jWaLkru9bjsi71XIxIJDwogQ0zX01fy+zpSxm06RunLuG223kmdRKZaycDEBURxWvdnic6Mn//ezMzPfz67QrW2US/+uvuaE/FymUKHryIBId6YEXEJcaYhcB+X3E98A7wOpAO/GKtfS6na4uz5NR07hsxwyk/cNUZtG6c4GJEIuFDCWyY8Hg8PPr2bGptXsZdiXOc+ugnBvDUhvFO+Yr6PelR95x83/+P6etYOGeTX13vW9pQpXr5Uw9aRAqH5sCKiAuMMSUBrLXds9UtAnoD64BJxpg21toF7kQYmnbuS2bwmKz3cv+6vQO1Esq6GJFIeFECGwYOpaTxwMiZ3LDlZ+qk7PBWRkQwd8CF/JEteT2VvV1XLPqH6T+t9qu7pM8Z1KlfsD1iRaTwRKgHVkTc0RIobYz5Be97yiFACWvtWgBjzM/AeYASWJ+VG/fyyqcLnfIbD3WlrNYVEckXJbAhbs2W/Qz/+A8Gr/vUqStz9tm8WGsV7PD+PahdtgaPtX8oX6vVbVq3m0kTlvrVdbuoMU1b1QhM4CJSeNQDKyLuOAwMB94HGgGTgX3ZjicB9XO7QcWKpYmOzt9WMQkJ5fIXpcuOxjtp1jrGTMx67/XNsMtCchvCcP3+hoNwihVCN14lsCHs+9kb+OOXuTy8ZbJTl9yvN6+nznTKtzW7kbZV875a3a4dSXzx4Xy/ujad69CxW65/X0QklGkRJxFxx2pgjbXWA6w2xuwHKmU7Xg7/hPY4e/ceztcDExLKhdX2fUfjHfvDCn5fth2AmvFleL5/R/bsOeRydMcL1+9vOAinWMH9eHNLnpXAhiCPx8MzH/xJvVW/c8veJU79pJtbsCZb8jqs6xDK5HFv16T9KXzy9h9+dQ2aJHDBFU21z5hIuPMNIY5Av8siUqhuA84A7jXG1ABKA4eMMQ3wzoG9ECjWizh5PB4eHT2b3Qe8WxKe07omfS80LkclEt5CJoE1xnQEhmZfCKA4OpySxu0vT+G+DV9SLiMZgMgqCYw4D0j3fnLXoVobbml6XZ7ul5qSzudj/+RQ0hGnLr5qWa68qTXRMfkbsiMiIcqXwEZF6HdaRArVWOAjY8wswIM3oc0ExgFReFchnutifK5Kz8jk8ke+c8q39mzC2S01VUukoEIigTXGDAL6AqE3lqIQbdh+gFdfmMTgDV84dXvPa8fHVbNWB364zb00qFD3pPfKyMjkh8+X8M+mrJE7sSWiuOGujpQqHRvQuEXEXRG+ObBKYEWkMFlrjwA3nOBQp8KOJdQcOHSEAW/OcsqP39SGRrUquBiRSNEREgkssBa4Cviv24G45dd5m/nzu6k8sG2KUzfh4gS2VfAmrxFEMKL7v4k5yd6uHo+HaZMtq5Zs96u/4a4OxFXM23BjESm47KNKjDENgY/w9lAsA+6z1gZu4qp6YEVEQsbG7Uk899E8pzz83jOpVL6kixGJFC0hkcBaa78yxtTNy7lFcbW6QW/OpN7c77kmaa1TN6pPAunR3vls151xOVc17XnS+/w+ZQ2/TVrpV9fvgS7UrlsphysCI9S/v9mFU6ygeMPVCUaVvAY8Za2dZowZA1wBTAzYA309sJERobeapYhIcfLnyh2M+Xa5U/7ipUtI2p/sYkQiRU9IJLD5UZRWq0tNy+C+4VMYtHacU3egYVU+7JC1p+OznQZRpXR8rq9h7aqd/PLNCr+6Hr2a0aBJAkBQX38of3+PFU6xguI9leeHkGNHlbQFpvu+ngz0IAgJrHpgRUTc89X0tUyasxGAEjFRjH74bErGRhM+f8lFwkPYJbBFxZbEg4x4+38M2vSNU/dT5/LYet7ktWbZ6jzefkCuKwQnbk/iy4/8t8Q589wGtOxQOzhBi0ienGBUSYRvmwnw7osYF9AHRvqGEEcqgRURccPLn8xn9Zb9ALRsUJmHrsn7Focikj9KYF0wfdFWFn3+PXclZm1r8+HllTlQ1vvms1/T62lXrXWO1x86mMrHb83xq2vaqjpnX9hYW+KIhKbs811Pui8i5G+6xNFFnGKiY0KtJzpX4RQrKN5gCqdYIfzileDJ9HjoP3SqU77q7PpcemZd9wISKQZCJoG11m6gGKxa99qERbSY8Sk9U3YAkBkZwVt94vFEehPPsb1eIeWA54TXpqdl8PXHC9idmLVYc5Xq5eh1Y2uiojX3TSSELTTGdLfWTgN6AlNPcn7+pksc3Qc2MyJshp27PeQ8vxRv8IRTrOB+vEqeQ0dyajr3jZjhlB+8ugWtGsa7GJFI8RAyCWxRl5aeyQPDfuHhdZ85dYsal2J6O+8fonZVW9Gv2Q2UK1GWlGNmS3g8HqZOWoVdtsOpi4yMoO99nSldRlviiISBgcB7xphYYCXwZUDvrkWcREQK1Y49h3n83ayRdC/070iN+DIuRiRSfCiBLQQ79hzmzde/5+Gtk526r8+twOZq3uTz/9rcQ8MK9U547eJ5m5n921q/umv6tSO+atngBSwiBZZ9VIm1djXQLWgP0zY6IiKFZtm63bw2YbFTfnNAV8qUjHExIpHiRQlskM1Zvp1VH43n5r1LnLp3eseTUsLbUzKy+4sn3Nt107rdTJqw1K/uoquaU6+xhqaIyDGcHlglsCIiwfTT3E1MmLrGKb8/6BwiI7X+iEhhUgIbRG9PXErHn0bRJSMFgN3lo/jkkkoQEcGl9XrQs975x12TuCOJt4dN86vr2K0ebTqfVhghi0g4cnpgNYRYRCRYRk1cynybCEC96uV4+pb2LkckUjwpgQ2C9IxM/u+lH3lgQ9Y0t5mtyrCgqXduxLOdHqVK6QS/a1KS0/jk7T9IO5Lh1DVoksAFVzTVysIikquISO0DKyISLB6Phwdfn8mhlHQAerSvzXXnNXI5KpHiSwlsgO3an8y7wyfwwLasRUbHX1SRxEoxVCtTlac6POyXkGZkZPL9p4vZ5ts7DCCuYimu6deOmFi9GRWRPIhQAisiEgxH0jK4+9XpTvmOS5vSuXk1FyMSESWwATTf7mTDmDFcnbTOqRvVJ4H06AhuaXodHaq1ceo9Hg+//7aGpX9t9bvHQ0+dx5H0DERE8kyLOImIBNyeAyk8Mnq2U376lnbUq17exYhEBJTABsxHPyzjzG+Gc4avvK5mLN93qwDA0LOepWxs1tLqq5fv4LfvV/pdf2Xf1lSrGUdcxdJhtR+eiIQALeIkIhJQf2/Zx0ufLHDKI+7vQlzZEi5GJCJHKYEtoMxMD4Nf/Jb+G75x6n46szy2bknaVmnJbc1vdOp37TjIFx/+5Xf9eZc2obGGoohIQRztgY1UAisiUlDTFm7l45+tU37nke7ERGuRPJFQoQS2APYmpfLxix/SPzFrI+sPLq9MUtkoBrS+m0YV6wPeBZr+O3oO6WmZznlntK1Jl/MbaoEmESmwCM2BFREJiLGTVvD70u0AxMeVZOjdnfVeTSTEKIE9RUvW7iZxxFB6puwEICPSO9/VExnByG7/JiYqhsxMD5O/XMqmdXuc6ypXKcNVN7chOlpvNEUkQCK1jY4ULxOmrGHeqp0BvWf7JlXoc27DgN5TwofH4+HRt2ez50AqAF1bVKffxae7HJWInIgS2FPw2eSltPnqVWr7ygsbl2JGu3JcXPd8LqnfA4AFczYyd/p6v+v63tuJsuVLFnK0IlLkqQdWJOieeOJRrrnmOnr06M7Klcv5z3/G8vLLrx133urVqxgx4hWioqKIjY1l0KCnqFatGh999D4zZ04nIyODXr1606tXbxdehZxIWnoGdw3PWmn41p5NOLtlDRcjEpHcKIHNh0yPh5de+pJr1k1y6r4+twKbq8XyTMdHqFqmCpvX7+GHz5f4XXf59S2peVrFwg5XRIoLLeIkxUyfcxsWem/pZZf1YvLkH+jRozs//vgDl1125QnPGzr03wwe/BSNGhlmzpzGW2+9xs0338bcubN5992PSEtLY8yYt/B4PBqaGgL2JqUycNTvTvmJvm1pWDPOxYhE5GSUwObRgcNH+OrZN7lm71Kn7p3e8cRVrMqbHQdycH8qb788ze+aM89rQMv2tRERCaoIDSEWCbaOHTszevTr7Nu3jyVLFjJgwCMnPG/XrkQaNTIAtGzZhjFj3mLTpo2cfnozoqKiiIqKyvFaKVxrtuznxU/mO+VX7+tCxXJaaVgk1CmBzYNVG3aT/NKTdMlIAWB3XBSfXFyJm5teR5v4Vnz23jz270l2zq9v4unRq5k+WRWRQnG0qdEQYpHgiYyM5JxzzmfIkCF07dqdqKgT/77FxyewZs3fNGzYiEWLFlC7dh1OO60u33zzFZmZmWRmZvLIIw8ybNhIYmNjC/lVyFHTFm3l45+00rBIOFICexLf/bSYJl+O4OgurjNbl2XB6aV5qcvTLJjyD+8vnumcW7JUDDfc1ZESJfVtFZHCp210RILrkksu59pre/Hpp1/neM5jjz3JiBHD8Hg8REVFMXjw09SsWYuOHTtzzz23k5mZyZVXXq3k1UUfTFrJrKXbAK00LBKOlGnlwOPxMOrlT+mx9henblzPitRu3IYHPOczbsR8v/Ov7d+eSvFljr2NiEihUQ+sSHBVrVqN5cuXk5iYlOM5jRs3YdSo946r79u3H3379gtmeHISHo+H/3tzFgcOpwFaaVgkXCmBPYFDKWn8/PhL9Eha59S91SeBm+vexryvdzCVrCEnPXo1o0GTBDfCFBHxowRWpHBs376dF1545rj61q3bcvvtd7kQkZxMcmo6942Y4ZS10rBI+FICe4y/N+7G8/xAmvvKa2vG8mOXeFosvYh5C3Y457XqWJvO5zRwJ0gRkRNQAitSOKpVq8Zbb73rdhiSR1sTD/L02D+d8tO3tKNe9fIuRiQiBaEENptfJs+j7lejnPLkzuWJK3kFTRdEkY53m4oq1cvR66bWREVpor+IhBYlsCIi/uYs3857369wym881JWypWJcjEhECkoJLN45EeNe+pAO67KGlnx+divi/2lFcrbz+t7bibLlSxZ+gCIieaBFnEREsnzw40pmLfEu1hQVGcE7j3YnUos1iYS9Yp/AJqemM2fgYDqk7AJgX4kKzK/di/h/ss65pM8Z1Klf2aUIRUTyRvvAioh4OybuHzmT5NR0ADo2rcpdlzdzOSoRCZRincBu2LCTIy8MohaQHhHNjAZX4yGrh7V1pzp06l7fvQBFRPJBQ4hFpLg7nJLG/SOztjjs17MJXbVYk0iRUmwT2Bnfz6Lat+/jAVZWOZNt5Rs7xyollKH3LW2IjtabQREJH0pgRaQ4W7t1P//+b9Y2h0P6tadO1XIuRiQiwVAsE9hvXhhB0w2L2V62HsurdfM7duPdHSlfoZRLkYmInLqoyGLZpEsx9PWaH1i4c2lA79m6yhlc1fDSHI8/8cSjXHPNdfTo0Z2VK5fzn/+M5eWXXzvuvPvvv5OGDRuzfv1aSpUqRYsWrfnzzzkcPHiQ1157i1mzpjNz5nQOHz7Evn376NevP927nxfQ11IcfT1jHT/M3uCU3xrQldIltViTSFFUrCZMpaamsfju/py2dT2/NbzVL3m96Kpm3DO4u5JXEQlbmgMrEjyXXdaLyZN/AODHH3/gssuuzPHcpk2b8frrb3PkSBolS5Zk5MjR1K1bj0WLFgCQnHyYESNGMWLEW7z55gjS09ML5TUURZkeDw+9MdNJXqtXLs3Yx85R8ipShBWbj+s3rdnMoaFDWFCnFykxWcNJzmhbk7MuaORiZCIigRGpIcRSTFzV8NJce0uDoWPHzowe/Tr79u1jyZKFDBjwSI7nNm7cBIBy5cpSt24939flOXIkFYBWrdoQGRlJpUqVKVeuPPv27SM+Pj74L6KI2ZuUysBRvzvlPuc05KKOdVyMSEQKg+sJrDEmEhgNtARSgf7W2jWBfMaUCV9yaMFOtjTo69SViyvJtf3bExOjN3wiEnyF0dZFK4EVCZrIyEjOOed8hgwZQteu3YmKyvn3LeIkW7VYuwqAPXt2c+jQISpWrBjQWN1UGG0dwP/+2sz4//3tlDXfVaT4cD2BBXoBJa21nY0xnYBXgSsCdfN3H3iW7bHtoELWJ5vX3dGeipXLBOoRIiJ5EdS2DrQPrEiwXXLJ5Vx7bS8+/fTrAt1nz57dPPTQPRw8eJCBAx/LNRkOQ0Ft6w4cOsJtL0/xqxszsBux6pAQKTZCIYE9C/gJwFr7hzGmXaBu/OHz35ISm3W7cy9rgmlWLVC3FxHJj6C1dUdFag6sSFBVrVqN5cuXk5iYlOM5b731rvP1c8+95Hz90EMDAfjxx+9p1aoN99zzQPACdVfQ2rrvf1/PxJnrnfLlXerSq6u2OxQpbkIhgS0P7M9WzjDGRFtrT7iiQcWKpfO8vU1KTJz3AXEHeejp6046pCdUJCSE1xCYcIo3nGIFxVvEBK2t82RGEhGZSZuGDShTouTJLwgR4fbzoniDJ5xiBUhLS+Kxxx47rr59+/Y8+OCDuV5brlxJSpeODbvXnA9Ba+tWbc667dgnL6BKpdIFibPQhNv/a8UbPOEUK4RuvKGQwB4Asn93InNq5AD27j2c5xvfM7g7CQnlSExMYteugwUIsfAcjTdchFO84RQrKN5TeX6IC1pbN/r8l53v/2HSChBi4XH75yW/FG/whFOs4I03JqYcr702+oTHT/Zauna9gK5dT35ebs8PcUFr6x69rlXWz0tGRlj83ITjz7fiDY5wihXcjze3ti4Uxpv9DlwM4JsrEdiN3UREQoPaOhEpDtTWiUhQhUIP7ETgAmPMbCAC6OdyPCIiwaC2TkSKA7V1IhJUriew1tpM4G634xARCSa1dSJSHKitE5FgC4UhxCIiIiIiIiInpQRWREREREREwoISWBEREREREQkLSmBFREREREQkLCiBFRERERERkbAQ4fF43I5BRERERERE5KTUAysiIiIiIiJhQQmsiIiIiIiIhAUlsCIiIiIiIhIWlMCKiIiIiIhIWFACKyIiIiIiImFBCayIiIiIiIiEhWi3AwgUY0wkMBpoCaQC/a21a7IdvwO4C0gHXrDW/uBKoOQp1v8DrvMVf7TWPlf4UWY5WbzZzpkEfGutHVP4UR4XS27f357As77iAuA+a61r+0nlId5HgOuBTOBFa+1EVwLNxhjTERhqre1+TP1lwDN4f88+sNa+50J4RZrauuBRWxdcauskP8KprfPFEzbtndq64FJbF3xFqQe2F1DSWtsZGAy8evSAMaYa8CDQBbgQeMkYU8KVKL1yi7U+cCNwJtAZ6GGMaeFKlFlyjDebF4BKhRpVznL7/pYDXgEutdZ2AjYA8W4EmU1u8VbA+7PbGegBjHQlwmyMMYOA94GSx9THACPwxtkNuNP3uyeBpbYueNTWBZfaOsmPcGrrILzaO7V1waW2LsiKUgJ7FvATgLX2D6BdtmMdgN+ttanW2v3AGsDNhiO3WDcDF1lrM6y1mUAMkFL4IfrJLV6MMVfj/RRpcuGHdkK5xXsmsBR41RgzE9hhrU0s/BD95BbvIWAjUMb3L7PQozveWuCqE9SfDqyx1u611h4BZgFdCzWy4kFtXfCorQsutXWSH+HU1kF4tXdq64JLbV2QFaUEtjywP1s5wxgTncOxJCCusAI7gRxjtdamWWt3GWMijDHDgYXW2tWuRJklx3iNMc2BG/AOLwgVuf0sxAPnAI8BPYEBxpjGhRzfsXKLF7x/+FbgHRbzRmEGdiLW2q+AtBMcCrXfs6JKbV3wqK0LLrV1kh/h1NZBeLV3auuCS21dkBWlBPYAUC5bOdJam57DsXLAvsIK7ARyixVjTElgnO+cews5thPJLd6bgZrAFOBW4GFjzEWFG95xcot3NzDPWrvdWnsQmAG0KuwAj5FbvD2B6kA9oA7QyxjToZDjy6tQ+z0rqtTWBY/auuBSWyf5EU5tHYRXe6e2LrjU1gVZUUpgfwcuBjDGdMI7nOCoP4GuxpiSxpg4vF3iywo/REeOsRpjIoBvgcXW2rustRnuhOgnx3ittYOstR19k74/Al6z1v7kRpDZ5PazMB9oboyJ930a1gnvp2Buyi3evUAykGqtTcHbcFQo9AjzZiXQyBhTyRgTC5wNzHE5pqJIbV3wqK0LLrV1kh/h1NZBeLV3auuCS21dkBWZVYiBicAFxpjZQATQzxjzMN6x298ZY94AZuJN2p/0/dCEXKxAFN6J0iV8q6oBPG6tdfMHJtfvrYtx5eRkPwuPAz/7zp1grXX7j97J4j0f+MMYk4l3/sGvLsZ6HGPMDUBZa+27vrh/xvt79oG1dqu70RVJauuCR21dcKmtk/wIp7YOwqu9U1sXXGrrgizC43FtlWkRERERERGRPCtKQ4hFRERERESkCFMCKyIiIiIiImFBCayIiIiIiIiEBSWwIiIiIiIiEhaUwIqIiIiIiEhYKErb6MgpMMbUBVZz/J5Z71lrRxlj7gCGAOOBqcB7wHRr7Q35fM5Ua+05vq8XWWsLtMm0MeYjYJq19qOC3OfY+wG/AO9bay8OxH1FJDSorfO/H2rrRIoktXX+90NtXZGkBFYA/sml4bke6Get/cUY8wHwnLX23VN4RvejXxS0kQsma+0/+DafFpEiR22dj9o6kSJNbZ2P2rqiSQms5MgY8wzQARjt2zC8F3C+b+PlacDbQGXgMPCAtXahMeY04EOgiq++v+8fxpi51tqOxhgPEANsAlpba3cYYyoBy4DTgPOAf/nOWQ/cYa3dnUucG4C5QCugL/AxsAtIBnoDY4FaQA3gf0fjAV4FLgX+wbvJ+DTfJ5fTrLV1jTHNgTeBsr7X85K1dowxZghQE2jki/d9a+2/jTElgVHAWUAa8Ly19nNjTHtgBFDaF9dd1tr1efzfICJBprZObZ1IcaC2Tm1dUaE5sAJQwxiz6Jh/Z1hr/wX8BfS31r4BfAc8Y619H/gPMMha2wa4E/jMd6/RwFfW2uZ4h6g8Za19EMBa2/HoA6216cAXwDW+qt7ARKAC8DJwobW2NfAzMDQPr2GytdYAOwED3GStvQC4BFhkre2Mt2HqBrTxPa810MwXQ8MT3LM/8IK1tj1wDvBKtmMtgB5AR2CwMaYC8ADeRvF04HzgGWNMLPA+cIPve/Uq3uE6IlL41NaprRMpDtTWqa0r0tQDK5D7UJPjGGPKAu2BD40xR6vLGmMq421Irgew1v4I/JjLrT7B+wnWW75rnsTbcNQBpvruHQXsyUNYc7N9vdNau8EXw6fGmA7GmAF4G6DKeBuj7sDX1to0INEYc6I4BwIXGWMeB87wXXfUVGvtEWCnMWYPEOd77e9aazOB7UAz36d9DYDvsn2vyufh9YhI4KmtU1snUhyorVNbV6QpgZVTEQWkZG8cjTG18DZIadnqIoDTrbXHLiQAgLV2njGmkm8oRi1r7RxjzBXALGvt5b57lMS/gclJ8om+NsY8AFwNvIt3mElzIALw+P57VPoJ7jkB2At8j/eTyOuzHUvJ9vXRe6X5vj767IZ4v1frjn6vjDFRQNU8vB4RcZ/aOrV1IsWB2jq1dWFFQ4gl36y1+4G/jTE3ARhjLgBm+A7PAK7zfX0+3gYGIMMYc6IPTMYB7wCf+spzgc7GmMa+8tPA8AKEewHwjrV2HFAS73yKKLyNXh9jTAljTEXgohyufcZa+y3QE5yGKiczgGuNMRHGmCrAdGADUMkY09V3zm14V/4TkRCnti5HautEihC1dTlSWxei1AMr4JsrcUzdjKNzHHJwIx/OfWQAAADvSURBVDDGGDMIOAJca631GGPuB943xtxL1mR/gG+BxcaYtsfc5xPgeeBaAGvtdmPMbcAEX6OyBbipAK9tJPC2b7jIfmA2UM9a+77vE8JleIeFnOjTxCHALGNMCrAYb6NVL5dnjQbe8J0L3gUQ9htjrgFe933qeAC4pQCvR0ROndo6tXUixYHaOrV1RVqEx+M5+VkiIiIiIiIiLtMQYhEREREREQkLSmBFREREREQkLCiBFRERERERkbCgBFZERERERETCghJYERERERERCQtKYEVERERERCQsKIEVERERERGRsKAEVkRERERERMLC/wPq6hWZ0wMLHAAAAABJRU5ErkJggg==\n", + "image/png": 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dFDWW8Pudr5Mcb+bGScls3lfJ3iOii6knOZ1O7rzzVsLCwliw4IfMnHkj+fl5jB49jq+//hKn00lHRwe//OXDWK3VeqcrXISZM2/kvffeJTQ0jNjYs18JHj9+AmvWfAhAWdkx9u3LYfjwUYwePY4vvvgMcBeov/zlwx5Z/66tw8GfPjlATHgA9904DFkWBapejAaFn94yAn+zgT9+dACny7s9AARB8L6jFU18tPkoE4fHMP08c11cjLHpFq6bkMh/dh1jz2FxbncxoqIsLF36NHfffTsWi4XZs2+55McsLy/jvvu+z0svPcfSpS/0Skuq6O4r6OpAUR2b9lYwa2IyTr8a/pTzNjEBFn4+9gGCjIE9frzLYscSag7h9Zw3Wb7n//HQ5Q+wK7+Gd9blsfT+MPzN4i3vCQaDgR/9aCGLFj2E2WwmPDycJ574DeHhEeTmHuS++76PqmrcfvtdJCUl652ucBFGjx5DS0sLt9wy75z7LVr0KC+99Bxr136CJEk8/viTREVF8aMfLeTFF5fygx/chaIoPPXUbz1SpP5rQyFNrXYWzRst/t59QFiQmXtnZvLKB3v59LtiZk8erHdKgiB4iNOl8tbaQ4QGmrj7ugyPfMYDzLsqlUPF9az4PI+MJHFu11Ph4RG88sr/XdC+mzadHK/6xBO/6fx53LgJjBs3ofP322+/s/P33hqWJF5VQTdOl8rfPs8nJtyfqRPC+J/dywn3C+PnYy6uQD0hPTyVH4+8hz/tfZt3897j3plz+d27u/j3t8XMuyq1F49gYDn9A+l01103s9tuoAsXPsTChQ95MjXBS1au/Oi8+0RFWXjppT+csT04OJilS1/0RFqdiiub+Xp3GddMSPDJJWYGqtFDo7gsM5pPthQzZdQgwoPNeqckCIIHrNtawjFrKz+/bRQBfp4rMYwGmR/MzOB3K3by4TdHuevaNI/F6u9stg4WLryv29vuv38hU6ZM83JGJ4kiVdDNNznlVNa18dO5Wbx16F2cqosHR95LkOniC9QThkdmcFvabFbmf8iQ0J1kD4/l8+2lXDV2EFGh/r2Q/cD02muvsH371jO2Z2YOY/Hip3TISNCDr74PPt58FH+zgVumDNEtB6F7865KZVe+lTVbilhwfYbe6QiC0MsaW+38+7tixqVbGJMW5fF4qfGhTBsbzxc7S5k6Oo54S5DHY/YHpzc4mM1+lzyp5dmWJrxUokgVdNFuc/LhpqNkJIZRacihpLmMH4+8h5jA6F6LMTU+m8LGItYUfs7CCQvZkQerNhbywOzhvRZjoHnooV/onYLgA3zxfVBS1czuwzXMmTLYo1fwhYtjCfPnytGD2JhTzk2TUkRrqiD0Mx9tOorTqXK7F3us3XrlYLYerGTVxkIevm2U1+IK3iEmThJ08Z+dx2huczAtO5DPir/i8thxjLGM6NUYkiTxvfRbCTEF8UnpR1w9bhBbD1RRUdvaq3EEQdDfFzuPYTYqXDchQe9UhLO44YokVFXj691i7VRB6E8qalvZuKecq8bEExMR4LW4wQEmZl6exO7DNRwpa/Ra3J7StNNnvR94LuY58HiRumDBAm688UbmzJnDnDlzyMnJ8XRIwcfZHC7W7yhlxJAIvqlbT5AxkNvTbvZIrACjP9/LmEtZSwUBiSUYDTJrvy32SCxBEPTR1uFk26EqrsiKJsDPeP47CLqwhPkzMjWSDTnlYqZfQehH1mwpxmCQmD0lxeuxr7sskZBAE6s2Fno99oUwGEw0NzcO6EJV0zRaW5swGEw9up9H+0RpmkZRURFfffUVBoPofiW4fZNTTnObg6HDW/msqoS7h91BgNFzV95GW4YzMiqLr8s3kD1mHt/srOLmKYOxhImxqYLQH2w9WIndoTJtTO8vdyD0rulj43nlg73sK6wlLjZU73QEQbhENQ3tbD1YxTXjEwgJ6FkR0hv8TAZmXp7Eyq8KOFrRxOC4EK/ncC7h4Rba2uqpqqr3emxZlj22HnlP4xoMJsLDLT16HI9WjoWF7qsa9913Hw0NDdxxxx3cfffdngwp+DinS2XdthJSEwPZ2vAFicHxXBE7zuNxb0mdxXPbfo8cW4AkRfD59lK+f126x+MKguB5Ww9VEx8VSIqY0dfnDR8cQZC/ke2HqpkxSUxwJQh93bptJUgSXH95om45TBsziE+2FPHpd8X89NaRuuXRHUUxMGTIEKzWZq/HtliC+3Rcj3b3bWpqIjs7m9dee423336b9957j82bN3sypODjduVbqWuykTSsngZbI3OH3oQseX5odGxgNJMGXc4263ZGZfmxeV8F7Tanx+P2J7m5B3nhhWf1TkMQumhstXO4tIHxGRaPrckn9B6DIjMu3cLughpsDpfe6QiCcAma2ux8s7eCSSNiiQjx0y0Pf7OBq8fFszPPSlVdm255CL3Loy2pY8eOZezYsZ2/z5s3jw0bNjB58uQLun9kZM+mk7ZY9LmKPpDiXmrMTe/nEB1pJrfjW4ZHpzM5fYxX4gLcE3QLWyt2EJRSSsf+KPYW1XPTeZaq0PO1ra6WMRi8O7fZueKNGDGCESN6d3Krc8WVZVm351/oO/YctqIB4zN6b2ZwwbMuGxbNxpxydudVkxojlo0QhL7qm5xyHE6V6y9P0jsVrp2QyGfbSli/o5S7Z4hlrvoDjxapO3bswOFwkJ2dDbjHqPZkbGptbQuqemEDjft6k3ZfiHupMcusLew/Ustlk9vY39HIPZnfu6DH671jlcmOu4zN5dtISriBjzYc4fL0qLO2vuj92qqqitN5sk+/I38zjryNHolpzJiKf9aVXeKdbteuHbz55htnXQ/rued+g5+fP/n5ubS0NPPAAw/x2WdrKSjI58orr+Lhhx9h7dpP2LLlG+rr66mtrWHy5CtZtOiXuFxn/p2rqnrG8y/LUo8vXvUHp772kiT16gQMxoypGNPPfeFwyZJHmTlzFlOnTgfgvvvuZvHiJ0lPzzxj34t9H/zsZ49cVEtoTkEtUaF+JFgufX1lwTsyEsMwGxV2iSJVEPqsEzN1D0sOZ1CU/p+/oYEmLsuMZsv+SuZdlYqfScyF09d5tJmmubmZl156CZvNRktLC6tXr+a6667zZEjBh321uwyDAsekHIaEJpMe3rO1tDR7G87SfTjyvsFR8C2u6iNoas+6i12bNA0NjcjUMirr2jhU7P2B7P1ZTY2VP/3pLe6++16ef/4ZHn30V7z99t/55JMPaWlpAWDv3hyeffYFVqxYyYED+/n66y91zlo4n+uvn8X69esAKC0twW63d1ugnnAx74ONG7/qcV4uVSWvtJ7hgyNEV98+xKDIZCaFsSfPqncqgiBcpL1HaqltsjF9rO9MWDd9bAIddhdbD1bpnYrQCzx6mWH69Onk5ORwyy23oKoq8+fP79L9Vxg4bHYXW/ZXkjainSJ7I3dm3npBJ5Way0nz/o20bfsMV2UenN6CZPTDMHgCpqzpKNHnL3oj/SOYEDOGPdX78PePZtO+CrJSIi72sLzKmD75vC1eeps4cRIAMTGxDB6cSni4+7kNCQmhubkJgClTphIREQnANdfMYOfO7Vx55XR9Eu4jTn3tDQb5nC3enjBp0hT+8IeXaGtr5YsvPuP662845/4X+z6YNu3qHuVVXNlCu83FsOTwnh6SoLMRQyL52/p8quvbiA733rqKgiD0ji93HyMsyMSYtCi9U+mUGh9CgiWQr3aXMXX0IHHxso/zeFv4okWLWLRokafDCD5uV76VDrsLe+gRoohgeOTZW2HA3TXceWQrtu3/oqXZihRswTTmJpRBw5CDo9BUJ2pdGa7SvTgKt+PM34SSOArzFXegRCSc87GnJ05hW+UukrMa2Jmj0HadkwA/0S2kNxiNJ9eoVBSl230U5eRzrWnqWfcTfIfRaGTKlKls2rSRL79cz3//9yvn3f+EC38f9Pxv8FBxHQAZSaJI7WtOXFjIK20QRaog9DHWhnb2F9YxZ8pgDIp35844F0mSmD42nhWf51NY0UTqILHMVV/mO+8soV/bsr+C8OgOyjuOMTVh0jln9FXbm+j4/FU6vvwjksmP2O8tIfDOFzFfdhuG+CzkkGiUsEEYh1yG37QfEfT9ZZivuANXVQFtq57GnrMWTTt7S1NScAKDQ5Jp8j+Mw+liW67oFuJNW7duoaWlBZvNxvr1n5Gd7dutw4LbzJk38t577xIaGkZsbNwlP97p74MTra89kVfawKCoQEIDvb82n3BpYiMDCPQ3cqSsSe9UBEHooW/3VyIBU0Ze+ndBb5s4PBaTUWbzvkq9UxEukShSBY+rb7ZxsKieiMGVmGQj2XETzrqvq76MttXP4Dy2D/PEuwiY+wwBQ8cjnaOolUz+mEbPIujOlzAkj8W2dSUd619Dc9rPep+pCdnU2+uwJLayeV/FJR2f0DNhYeE8+ujPuffeu5g8+cqLKk4E7xs9egwtLS3MmHHurr4X6vT3wRVXZPfo/pqmcbS8idRBvrVwu3BhZEkiIzmcI+WNeqciCEIPaJrGlv2VZCSFERmq37IzZ+NvNjAu3cL2Q1U4vDw0Ruhdoo+j4HHfHaxEUxxUU8AVseMIMHbftctlLaLt3y8hKQYCbn4SxZLSoziSXxB+1z6EY//n2L59j/a1L+N/wy+RjOYz9h0bPYp/Hf6EwIQyjnwbRGVdG7ERosvZuYwbN4Fx485+geGJJ35z1n0/+OATAHbv3klyckqXfYW+Y+XKj867j7feBzWNHbR2OEmJE0VqX5WZHMHu3GraOsSQCz0tX76cTz/9FIBp06bx2GOPsWXLFp5//nlsNhs33HADjzzyCACHDh3iiSeeoLW1lQkTJvDMM8/0aNUGoe87Ut5EdUM7N01K0TuVs5o0PJbvDlSx90iNWJ6sDxOfLIJHaZrGln2VxA5poFFzMmnQ5d3upzZU0P7p/yCZ/AmYvRg52HJR8SRJwjTyeqSAMDq+/CPt6/8X/+sXIZ023s0oG8iOu4z/lGxEMqSw7VAVN08efFExB5LXXnuF7du3nrE9M3MYixc/pUNGgh584X1QVOleniglVqyl21dlJoejAUWVTX1mArv+ZsuWLWzatInVq1cjSRL3338/a9as4eWXX2bFihXExcWxcOFCNmzYwLRp03j00UdZunQpY8aMYcmSJaxcuZL58+frfRiCF23ZX4nJIDM+4+LO07xhWEo4oYEmtuyvFEVqHyaKVMGjyqytlNW0kpBWTqw5muTgxDP20WyttH36ewACbnz0ogvUUxlTrwCHjY6Nb2Lb8i5+V957xj4T48azvuRrYlPr2X6oWhSpF+Chh35xSfefNWs2s2bN7qVs9LFgwQLq6uo6Ww9++9vf0tra2m2rQ3/lC++DooomDIpEgkWss9lXDYl3T2pyrLpFFKk6sVgsLF68GJPJPa47NTWVoqIikpOTSUx0f1/Pnj2bdevWMXToUDo6OhgzZgwAc+fO5dVXXxVF6gDicKpsP1TFuHQL/mbfLSEUWWbi8Bi+2HGMlnYHQf7G899J8DliTKrgUTvyqpH9Wql1VTAxbsIZ04FrmkbH1/8PraUO/+t/gRwa22uxjZlTMY2ehePQ1zjyN59xe2xgDMkhiajhpZTVtFBmbem12EL/pGkaRUVFfPTRR53/MjIyWLJkCa+//jpr165l//79bNiwodfiDWTnOv7iqmbiLUEYDeJrrK8KDTITGmSiVHz26iYtLa2z6CwqKuLTTz9FkiQslpMXi6Ojo6mqqqK6urrLdovFQlWVmHhwINlXWEtrh5PsEb13ruYp2cNjcaka23Or9U5FuEi+exlE6Bd25FmxDKmlGYnLY8edcbvjwH9wFu/GPPEulJihvR7fdNltuKqP0LHpHZTYNOSQrt0+JsaO55/5HyIHNrM9t5p40SojnENhYSEA9913Hw0NDdxxxx2kp6d32+owbdq0S4plMJhobW0iMDBkQK71pmkara1N+Pt3PzFHeU2raH3rBxIsQRyrbtU7jQHv8OHDLFy4kMceewxFUSgqKuq8TdM0JElCVdUun0UntvdEZGTPvmMtFn2684u43dv/eT7BASamTki65KVnPH2sUVFBxFuC2FtYyx0zTi576OvPsYh7kihSBY8pr7FEugsAACAASURBVGmlvKaFiNQSsiIyCDV3neBEba7Btu19lIQRGEfO8EgOkqzgN30hre8/QcfGt/C/8bEuX6rjY8bwr8OfEJxSw7ZD1cyZMnhAFgTChWlqaiI7O5unnnoKh8PBPffcw/33399tq8OlCg+3UF9vpaWloct2WZZRVe/PWKhHXIPBxNChg2lo6Oiyva3DSUOLnUFRgV7NR+h9iZYgvth5DJeqosiiVVwPO3fu5Oc//zlLlizhxhtvZNu2bVit1s7brVYr0dHRxMbGdtleU1NDdHTPxvvV1ragqhfWQ8RiCcZqbe7R4/cGEbd7DqfK1gMVjM+Ipr7u0i4seetYx6ZFsvbbEo4U1xISYPL553ggxpVl6awXr0SRKnjMzrxq5KB62rUWLo8Z2+U2TdPo2PRXQMPvyh94tDCUgyIwT/wetm/expG3EVPmyRauQGMAI6KyOMQRGuoGc8zaSmK0aE0Vujd27FjGjj35Xp43bx6vvvoq48eP79zWm60LsbHhF5doP2OxdB1PlFtcB0Dm4MgeX611tTdjt5bgrK9CtXeguZzIJj9kv0CUoHCM4bFomtanrz57Iq6mqTgbrbia63A21+FqawLVBYAcEIIx1IIpdghyN7Opn8uw1CjWbSvBgUysF4/dV59nb6uoqOChhx5i2bJlZGe7l4EaPXo0R48epbi4mISEBNasWcNtt91GfHw8ZrOZnTt3Mn78eD766COmTp2q8xEI3nKwqI52m4sJfWgiogkZ0azZUsyewzVMHT1I73SEHhJFquAxO/KsRCTVYZcNjIjK6nKbs3gXrtK9mCfe1SsTJZ2PMXMazsNbsG/7AOOQy5FM/p23jYsexR7rPpTgOnbnW0WRKpzVjh07cDgcnSdzmqYRHx/fbatDT4jWhZ7FPVjgfr4DjfIF5aSpTpwFW3HkbsBVdRjOM9ZXMpiQQuOQI5NQopLc/0cmdfnc8ARfeY411YXaUIFaU4Srphi1phhXbQk4Os7xKICsoMRlYsyajiFl3DnXtz4RN9Do3ufQESt+XmpI9ZXn+VzO1brQm/7yl79gs9l44YUXOrfdeeedvPDCCzz88MPYbDamTZvGzJkzAXj55Zd58sknaWlpYfjw4dxzzz0ez1HwDTvyqvE3G8hK6TsXTxOjg4gO82dHbrUoUvsgUaQKHlFV30ZpdTNhg8sZHpmJn+Hk1XVNdWHf+j5yWBzGEdd6JR9JkjBnz6dt9W+w7/4E8xV3dN42ImoYRtlIQGIduwtquHmKmOW3O7m5B/nww38N6KVmmpubefXVV3nvvfdwOBysXr2aZ555hkWLFp3R6iB4TkVtGwZFJirs/AvJu6xFdHz9Bmp9OXL4IExjb0aJGYocGgMmfyRZQXPY0GxtaK11qE3V+DnqaSkvwlWyB2f+N52PJYXGoESloESlIEclo0QlI5n7dpdjzeXEVlGIveCguxitKUKtLQWXw72DwYwSmYQxfQpyZCJyUCRSQDiSfzCSrICmoXY0oTVW46rMx1HwHR3rlyPHDMV/2v3IYeeeYCU63F34V9e3e/pQhW48+eSTPPnkk93e9vHHH5+xLTMzkw8++MDTaQk+xulS2XO4hjFDoy55LKo3SZLE+EwLn28rpbXDge8umiN0RxSpgkfsyrciB9dj09oYFz2qy22O3I2ojZX4zfi5+yTHSxRLCoa0ydj3fY4x62rk4CgAzIqJEVHDOKAepvjgUOqaOogIOf/J70CTmZnF4sVZ59+xH5s+fTo5OTnccsstqKrK/PnzGTt27FlbHQTPqKxtIybC/7xjGB1Fu+j44nUk/2D8ZjyMIXlct12xJVMABIZDRDwAkZZgVGszmqahtTWg1hbjqilxF3FVBTiPnFwjVgqJPl60pqCcKFz9fLM3huboQK0txVVbjFpT4v6/7hgtx7vtYvRHiUrGmHU1SlQysiUFOSQW6TzPs+IXBGGDMCSPwXTZPJyHN2P77p+0fvhb/Gf8HMOgzLPeN8jfSKCfgSpRpAqCz8otqae1w8kEH14b9WwmZETz6Xcl7M6vISVRTLbXl4giVfCInIJaQuNrcclGhkcO69yuOW3Yd65GiU3HkDz2HI/gGebLbsN5ZCv2PWu6rJ06LnoUu6v3IgfXkVNQw/RxCV7P7Xy2Vuzk24rtHnns7LjLmJx42Tn32bVrB2+++QbLl79xxm0ul4sHH/whc+bM5aabbuHFF58jODiIn/700tbT9EWLFi1i0aJFXbZlZ2d32+ogeIa1sZ3osHN3vXWWHXS36FlSCJj5/11U4ShJElJgOHJgOIakMZ3b1fam462Oxe4usdZCnIXbTt4v2OIu8qJSUCISkENjkIItSIp3vnI1px21qdrdZbex8nhhWoLWWAW4uzpL5iDkqGRMI68nbEgmraYYpBDLebvono8kyxgzrkQZlEn7p8to/+wPBMz+FUpU8lnvEx0eQHV92yXFFQTBc3blWTEbFYYP7ntFXkpsMBEhZnYftnLrNel6pyP0gChShV7X2uGg4FgDwZed2dXXkbsRrb0J07UP6TKLrhwUgTFzKo7cDZjGzkYOigRgeGQmJtmIMa6G3Yd9s0j1ZYqi8MQTz7Bo0U8xm/04dOgAf/7zO3qnJfRDmqZR29jBsKSzj4tSW+vp+M//IYfFEjDr0V4fSyr7hyAnjsSQOPJkXh0tuE50lz3+v/PojpN3kiSkoCjkkGjkEAtSQBiSfyhyQBhSQCiSOQCnnxPN7gCD+YzWS03TwNGB5uhAs7eBvR2toxm1tR6ttf7k/01VaM21nChGAaTgKJTIZOSh2Z1jbKXAiM7P4CBLMO29PEZTDrbgf+OjtH34LO1fvEbgbb9FMnbfQyUmwp/DpY29Gl8QhN6haRo5R2oZMSQCk9F7vd96iyRJjE6NYsv+SuwOl97pCD0gilSh1+0vrIOgOuy0d+nqq6lO7HvXocSkocTqdzXLNOZGHLkbsO9Zi9+UBYC7y+/wqGHsVw9zaEcd7TanbvmdzRVx47kibvz5d9RJSspg5s37HkuXPs2bb/4No9F4/jsJQg+1djjpsLuIDD17l3zbt/9Ac3Tgf/OvPD7Z0QmSXxCGhOEYEoZ3btNsrcdbM6tQm6qO/1+Ns3AHmq3ljMfosqiDpOAuNLXzTvSEJLmL3oBwlOihyGmTkcPikMNikUNjz1ocepocGI7f1Qtp/+QFbNv/hd+k73e7X3SYP1sPVOFwujAa+t5JsCD0Z6XVLdQ32xiVGql3Khdt9NAovtpdxv4jtSRGeuc7Qbh0okgVel3OkRr8LFYUycDwyJNjkZwFW9FaajFNWaDrWqRyUCTG9Cnu1tRxNyMHhAIwJmo4u6v3ogXUs/9oHUkJfWcGO19RUlJMSEgo+fm5pKYO1TsdoR+qbXTPMBt1liLVWZmPs3AbpvG3ooTpO5ujZA5EiRmKEnPm34KmOtHamtDaG9HaGtDs7QT5STTXN6A57CcnLpIk9z8kJKMZTAFIJn8koz+SXxBSYDiSf4hXx/f3hCEuA+OwaTgOfIlpxHXIIWfOfG0J80cD6pttRIcHeD9JQRDOKudILQCjhvTdInVYchgmo8z2g5UkXikmx+wrRJEq9CpV1dh7pAbjiBqGRqR2dvXVNBV7zr+RIxJREkfrnCWYRs3EkbsBx6GvMI+/BYCsyAxkScYcVcOewzXMujJV5yz7li1bNlFQkM8f//gmP/vZA0yYcDkWS99ZT03oG2qb3EXq2VpS7bvXIPkFYxrt25NXSbIBKSgCgk6O8QqxBGPTYWkUTzONvwVH/hZsuz7G/6r7z7g9PNj9PSGKVEHwPXuP1DA4LpjQoJ6tgexLjAaFrOQIth2q4tYpKbo2lAgXru/MIy30CUfKG2mnEbvczMjIkzPBusoOotaXYxp9g098OMhhcSiJo3Ac/BLteItFgDGAoWFDMEfWcKCo7oLXrRTcS7O8/PLzPPbYk8THJ3D77Xfx0kvP6Z2W0A/VHG9JjexmBm5XXRmu0r0YR1yHZOi7J1T9jRwQhjFjCs4j36F2nFmEnyhS65pt3k5NEIRzaGqzU1jWxKjUKL1TuWSjh0ZSXddGWU3r+XcWfIIoUoVelVNQiyG8GoCRUSdn9XUc+A+SXzCGIeeeQdabTCNnoLU34TxyclbOUVFZ2JRGmp0NFFU06Zid7xk3bkK3M/sCBAcHs2rVv8nMdL/m8+cv4L//+xVvpicMEHVNHZgMMkH+Z455duRvAknBOOwq7ycmnJMx6xpwOXHmbTrjtrCgky2pgiD4jv2FtWi4C7y+7kShnVNQo3MmwoUS3X2FXrX3SA2B8XVEBw0i3C8MALWlFmfJHkyjb0RSfGcyHSV+OHLYIOz7P8eQNglJkhgZNYwPDn+MHFbNztwqrhoVp3eaPuW1115h+/atZ2zPzBzG4sVP6ZCRMNA0t9kJCTSd0SNDU1WcR75DSRyB7B+iU3bC2SgR8ciWITgKt2EafUOX2/zNBvzNBuqbRJEqCL5k75FaQgNNJMUE653KJQsPNjM0IZScI7XcmJ2idzrCBRBFqtBr6pttHKuvx39wLSOirunc7jj4FYDPtW5IkoRx+DXYNq9ArSlGsaQQ5R9JXGAMNdG17M6ziiL1NA891P/WPRX6lqY2ByGBpjO2u6oOo7XWY7ziezpkJVwI45AJ2LauRG22IgdbutwWHmymvkUUqYLgK5wulX2FdYzPsCD7wDCt3jA+M4b3/3OYtg4nAX6iBPJ1oruv0GsOFtWhhFkBjVFR7vGomsuBI28jhqQxyMG+N6bBOHQiKEYcuRs6t42MysLhX8PBkkqfXIpGEAay5lY7wd109XWV7gVJwZCk/8RsQvcMgycA4Dy664zbQgNNNIoiVRB8xtGKJtptzj49q+/pxqRbUDWN3JJ6vVMRLoAoUoVec7CoHnNkDaGmEBKD4wFwFu9Ba2/CmDVd5+y6J5kDMQy5DEfBd2hO9wnSyKgsQIPganKLxQeZIPiSpjY7wd20pDpL96PEpHptXVSh5+SQaKTQGJzlB8+4LcjfSEuHuCgoCL7iYFE9EjAspf8sx5eRHIHZpHDgaJ3eqQgXQBSpQq/QNI0DxTVIITWMiMrsHC/myN+EFBCGEj9C5wzPzpg5DRztOAt3AJASkkiAIQBjRB37xQeZIPgMTdNobnMQEtC1SFXbm1Bri1ESfPdzRnAzDBqGqyIfTXV12R7ob6S13aFTVoIgnO5AUR0pccEE+vnOXCKXymiQyUwM40CROLfrC0SRKvSKsppWWrCiSg6GRWQA7hNHV+k+jGmTkGTffaspselIoTGdXX5lSSYzYijGsFr2FtagaWIpGkHwBe02Jy5VIySg60mTq6oAAGXQsO7uJvgQZdAwcLSj1hR32R7kb6C1w4EqPm8FQXftNieFZU1kpUScf+c+JmtwBNX17Vgb2vVORTgP360chD7l4NE65NAaJCQywocC4Cz4FjQVQ9pknbM7N0mSMGZciasyH7XJvXzOsIgMnHI7dfYaqsUHmSD4hJbjLW2Bp41JVasLQVJQopL1SEvoASXOfRHTVXW4y/YgPyOahpgHQBB8QF5JA6qm9csidfjxYxKtqb5PFKlCrzhQVI85so6UkCQCjO4xYY78zchRKSgR8Tpnd37GodkAOAq+AyArMh0AJbRGjEs9Ljf3IC+88KzeaQgDWIfd3UXUz9R1VkZX9RHkyAQkw5ljVQXfIgeEIQWE4bIWddl+4sJDi+jyKwi6O1hUh8kgMzQ+VO9Uel1cZADhwWYOiuFcPs8r8y+/+OKL1NfX88ILL3gjnOBlDqdKXnkVysh6hkW6Z2901Zai1pZgnvR9nbO7MHJQJEpsOs6C7zCNnU2YOZTE0EEci6zlUHE908boX2g3bdlM46aNHnns0ClTiZh65Tn3yczMYvHiLI/EF4QLYXOcKFKVzm2apuKyHsWYNkmvtIQekqNSzujue2qRGtN/5mkRhD7pYHE96YlhGA39ry1LkiSGp0Sw+7AVVdWQ5f6xvE5/5PF337fffsvq1as9HUbQ0ZGyRlwBVpBgWIS7BdJxeIt7OYihE3XO7sIZhk5EbShHrS0BYHRsFgTUcahUjEsF2LVrBz/72QPd3uZyufjxj+9hzZoPAXjxxed4/fVX2LRpA3feORebzcaxY6XceussrNZqb6Yt9CMnWlLNpxapTVZwdKBEpeiUldBTiiUFtaEC1XZyKEWA2X3N3GZ3ne1ugiB4QX2zjfKa1n7Z1feErMHhtHY4OVrZpHcqwjl4tCW1oaGBZcuW8eCDD5Kbm+vJUIKODhbXoYTW4q/4kRycgKZpOAu3oSQMR/YL1ju9C2YYchm2zX/DUfAdSlQyY2KzWJP3Ba1KJeW1bcRHBeqaX8ikyYRM8s3xvYqi8MQTz7Bo0U8xm/04dOgAf/7zOxiNRr7++ktWrHiLXbt28NBDv8BiidY7XaGPOlHA+BlPFqlqfTkAch8YViC4uccOa9itJWAeBIDJ6L5mbneoOmYmCMLB42M1s/rR0jOny0p2F+C5xfWkDup/XZr7C48Wqb/+9a955JFHqKiouKj7R0YG9Wh/i0Wfgmggxe0u5uGyRkxRtYyKG0ZsTBgd5QW0tNQScdWdBPdSjt451mAqU8dgO7qNqJvuI1QdilE24gyt4VhtG2OGxXohBzeLJZjqahmDl7vanCueoshIknTWfYYOTeWOO+5i6dKneeedv+Pvbwbgl798jLvuuo1Ro8Ywc+YNFxxXlmXd/rYE33RyTOrJItXVUAaAHDZIl5yEnjvxWjlqy2CQ+2ejwf2a2p2iJVUQ9HSwqJ7gACMJ0T07B+9LQgJNDIoKJK+kgRuz9c5GOBuPFanvv/8+cXFxZGdns2rVqot6jNraFlT1wrpZWizBWK3NFxXnUgykuN3FtNldFFiPYYppJzVwCFZrMx07vwJZoT0yi45eyNGbx6omXYarYCeV+3YRN2oCaeFDONRRxvYDlVyRYfFKDieOV1VVnE7vtSoYDPI547lcqruV/Bz7FBUdJSQklEOHDpGSkgqA1WpFlhWOHi2ktbUds9l8QXFVVT3jdZdlqccXr4T+o8Punvn11O6+an05UmAEkslfr7SEHpKCo0A2YK8tg0GXAWA+fqHqxLhjQRC8T9M08krryUgKR5b691jNjKQwtuyvxOlSMSj9b+xtf+CxV2Xt2rVs3ryZOXPm8Oqrr/Lll1/yu9/9zlPhBJ0UlDdCcA0AmRHpx7v6bkeJH45k1rd77MUwJI0GxYDz6E4AMsPT0Ewt5JaXi/X7zmPLlk0UFOTzxz++yRtvvI7VWo3L5eK5557hF7/4JWPHjucvf/mj3mkKfVh3Eyep9eXI4aIVtS+RZAU5NAZHTVnnNtPxLtyiu68g6Ke2sYO6JhsZiWF6p+JxGYlh2Owuiqu839AkXBiPtaS+9dZbnT+vWrWKbdu2sWTJEk+FE3SSV1KPElpLlF8kkf7huKoL0VpqMY6/Re/ULopk8keJH4GzaCeappEe7m4NtJmtlFa1kBwrup92p7m5mZdffp7f/e5l4uMTuP32u3jppecYM2YcERERTJt2NRMmXM6CBd9j6tSrGTFipN4pC31Qh92FLEmdV701TUNtKMeYOU3nzISeksPicNSWceJyQ+eYVNHdVxB0k1faADAwitQk95jb/JIGMS7VR3llCRqh/8otqcMQW09GxHgAHIXbQFYwpIzTObOLZxw8no6SPdgrC4kPisNf8ccZ4l6KZiAXqePGTWDcuAnd3hYcHMyqVf/u/H3+/AXMn7+gyz6BgUFd9hGEnnI4VYwG99hoAK2jGZx25BAxGVdfI4fFYS/ahVl1IskGTAbRkioIessrbSDQz8AgS9/rCddToYEm4iIDyC1p4IaJyXqnI3TDK0Xq3LlzmTt3rjdCCV5kc7gobjyGYZCT9PBUd1ffozv6bFffEwzJY0GSac39DnnEzaRHpLK3o5DcknpmXpGkd3q6eu21V9i+fesZ2zMzh7F48VM6ZCQMJKevaac1u4cayMFReqUkXCQpOAo0Fa2lHinEgiy7W8jtYkyqIOgmv6SB9MSwfj8e9YSMpHC+O1CJS1VRZDEu1deIllThohWWNaIF1gKQFpaKWluC1lyDYexsnTO7NJJfEMqgTFrzvsM8fDbp4ankWPdzuLocVR3lxYWfJTRNRZJ854PzoYd+4ZU4Yl1aoTsuVUM55e9PPV6kSqJI7XPkIPdrprbUIIe4J6UzGWTRkioIOqlvtlHd0M7V4wbOcl6ZSWF8vbuMkqoWBseF6J2OcBrfOfsV+py80gbkkDqi/S2EmoNxluwBJAxJY/RO7ZIZUsbjqC1HbSgnPcw9LtVutnLM2uK1HEwmPxoaanA6HQOqaNM0jdbWJgwGk96pnNWLL77I4sWLAdiyZQuzZ89mxowZLFu2TOfM+rfTi1St5XhLapAoUvsaOTgSAK2ltnOboki4BtBnnSD4krzSegDSk/r/eNQTToy9zStp0DkToTuiJVW4aLkldRhiGsiIcC8h4Czegxw9BDmg7w9AN6SMw7Z5Bc6jO4kbO5tAQyDOkFrySxtIivHOuNTwcAstLY3U1VWhqp7vAifLMqrq/VaM7uIaDCbCw72z5E9Pffvtt6xevZqrrrqKjo4OlixZwooVK4iLi2PhwoVs2LCBadPERD6e4FJVFOW0llRzoFh+pg+SAiMAUJtPKVJlSZfPIEEQIL+0ET+TQlL0wJl7IzTITGxEAHliOJdPEkWqcFEcThdHG0sxxLnHo6qt9ajWo5gum6d3ar1CDgzHHJ+Bo2gX5nE3kxkxlJ3tueQda+DaCYleyUGSJIKDwwgO9s5VzYG05u/FamhoYNmyZTz44IPk5uayd+9ekpOTSUx0vydmz57NunXrRJHqIWo33X3loEgdMxIulmQwoQSGdbaGg7tIdV3g2uiCIPSuvJJ60hLCvDikyTdkJIWx7VA1qqYNmLG4fYUoUoWLUljedMp41CE4C7YDxycd6icC0sZT//XfUdsaSA9PZWd1DoeLy9C0EZ2ziwoDy69//WseeeQRKioqAKiursZiOdniGx0dTVVVVY8fNzIyqEf7Wyz6XOnWO67BaMBkVDp/L+2oxxgZ55G89D7WgRC3LNSCbGvojG00KhhNBq/kMpCeZ0E4n6ZWOxW1bUweGad3Kl43ND6UDXvKKa9pJcHSs+9iwbNEkSpclLySBuSQWmL8owk2BdFWvBsp2IIcPkjv1HpNwFB3keoq2Ut6UhYArYZKrA3tRIcH6Jyd4G3vv/8+cXFxZGdns2rVKgBUVe1ywULTtIu6gFFb24J6gS1IA63F+9S4be120Oj83dFYA9HpvZ6XLxzrQIhrCI2irbywM7amQVub3eO59IXnWZalHl+8EoSLdfiYe0xm+gBYH/V0aQnuIWoFZY2iSPUxokgVLkp+WR1KZAOZkVegOWy4yg9iHHZ1v2phNEUnIwVG4CzJwZJxJcHGEOqD68gvbRRF6gC0du1arFYrc+bMobGxkba2NsrKylAUpXMfq9VKdLRYs9NTXK6TS9BoTjvY25ECBt5JVX+hBIWjtTWd/F2WLvhijSAIvaegrBGDIpMyANeCt4T5ExJgpOBYI1eNGTgzG/cFokgVekxVNY42lIDFRXpYKs6y/eByYkjpP119wT0m1JA0CkfBd6A6SQ8fws62Q+Qdq2fKqIHXJWage+uttzp/XrVqFdu2beOZZ55hxowZFBcXk5CQwJo1a7jtttt0zLJ/U7WTY1K1dndxI/mLZQP6KiUwHBztaE4bksGMLIkxqYKghyNlTaTEBmNQBt6iH5IkkRofSkFZo96pCKcZeO9G4ZKV1bTi8HNPdjE0bAjOoj1g8keJTdM5s95nSBoNjg5cFfkMDRsMRhv5lRV6pyX4CLPZzAsvvMDDDz/MrFmzGDJkCDNnztQ7rX7L5VJPKVLdJxT9YTbxgcoQ5G4FP9GaKlpS9dHS0sJNN93EsWPHAPjVr37FjBkzmDNnDnPmzGH9+vUAHDp0iLlz53L99dfzxBNP4HQ69Uxb6CUOp4uiyiaGxg/cz9K0hDCq69tparXrnYpwih61pNrtdmRZxmAQDbADWUFZI3JwPRY/C4HGAFpL92JIGIkk97/3hRKfBYoRZ0kOQ0ddDUCdWk5jq53QQN9dx1PwrLlz5zJ37lwAsrOz+fjjj3XOaGA4dZ1Utc1dpEr+ortvX6UEHi9S2xshxIIsi3VSvS0nJ4cnn3ySoqKizm379+/n3XffPWPowqOPPsrSpUsZM2YMS5YsYeXKlcyfP9/LGQu97UhZI06XRmr8wO2VcqJALyhrZFy6by5/NxCdtyW1traW559/nquvvprRo0czatQoZsyYwe9//3vq6uq8kaPgYw4fq0cJbiA9YjBqXSlaeyOGxJF6p+URksGMMmgYztIcYgOjMct+yEH1HC4VCz/3VXa7nRUrVrBgwQKmTJnCtGnT+OEPf8g///lP7HZxFdWXudRTxqSeKFJFS2qfpRxvST1xwUGRJVwuUaR608qVK3n66ac7C9L29nbKy8tZsmQJs2fP5tVXX0VVVcrKyujo6GDMmDGA+0LdunXr9Exd6CW5RfUApA7gltTk2CAMiiS6/PqYczZ9ffjhh/z1r39l5syZLF++nISEBIxGI6WlpXzzzTf88Ic/5N577+XWW2/1Vr6CD8i3lkKKk9TQwThL9wOgJIzQOSvPMSSNwrb5XWisZmhYCvvbSsk/1sCETDFBTl+zbds2nn32WcaPH88999xDQkICBoOBY8eO8c0333DbbbexZMkSsrOz9U5V6IaqapgM7murJ7r7Sv4Db6KP/kIJDAdOeS0l9wzZwsWx2+2dk7nFxcVhNBrPe5/nnnuuy+81NTVMnDiRp59+muDgYBYuXMgHH3xAWlpal+W2LBaLWG6rn8TNLcolOiKAtMFRXo3ra89xWmI4xVUtHsvL1463L8Q9JzbARgAAIABJREFUZ5Ha2NjIBx98gCx3bXBNT08nPT2de++9lxUrVlxyEkLf0dhio5EqTEBq2GBcO79AjkhAPn6y0R8ZkkZj2/wuztIc0sKHcKAul8Pl1UC63qkJPfTVV1/xj3/8g6CgridKaWlpTJ8+nZaWFpYvXy6KVB+laiCd0pIq+QX3y2EGA4USGAJIJ1vF9U2nz8rNzWX58uVs3LgRs9mMoijY7XamT5/OwoULSU+/8O+qxMREXnvttc7fFyxYwIcffkhqaqpYbqufxs0trmNofKhXY/vic5wcHcQXO0spr2jEaOjdKXt88Xh9Je65lts656vwgx/84IwC9YQNGzagKAr33nvvBSUh9A8FZU3IQfUEGoKIUPxxVeb361ZUADnYghQag/PYAVLDUgAoayvF4XTpm5jQYz/+8Y/PKFBPFRQUxOLFi72YkXCxtPZGMbNvHyfJCpJfUGdLKpKEaEjtmddff52XXnqJWbNm8c0337B9+3a+++47Nm7cyHXXXcdzzz3H8uXLL/jx8vLy+Oyzzzp/1zQNg8FAbGwsVqu1c3tNTY1YbqsfqGvqoLaxg9RB4rM0NT4Up0ujuMr7RZ3QvR5dgu7o6GD16tW888471NbWsn37dk/lJfiogrIGlOB60sLSUCvyQHVhSPDseFRN07BXVmArK8NRXYXa3g6AEhaGKToav5QhKOcoPHqDIX4EjvxNJAbEomDAGVRHcVXLgJ4Nry+65ppruOaaa/j/2bvz8LbKM///73OOFluSd8u7EzsbWQjZICElJFAgCQmmEBgKhdJlCqGFMHQ63ULypS3TTn4daAZKZxgohZYylLBDaNIWAmEJEAghIfvqeJfl3bJsref3hxcIZJEX+Ujy/bqu5IplSecjy5F0n+d57ueGG27oW1sl4smnFYze5UFJkqm+8U5JcqB3ebr/zWefYRGJCRMm8L3vfe8LlzscDhYvXszixYt59dVXI74/Xdf51a9+xbnnnovNZuOpp57iyiuvpLCwEKvVyrZt25g1axYvvvgi8+fPH8qHIgzQuwZzXJF8lun9GRyqapXPdjEioiLV5XLx5z//mXXr1tHR0cHNN98sI6gj1L66GpS8LsZllBKs+ARMlqhsPaOHQnTs3kX71vc4un8vgebPNCrqHd0Ph/sushQU4Jg+k5RzZmMtHjXkebSiKQT2vIbiLmdUShGHPU0crpYXsnjzj3/8g+eee44f/vCHpKSkcP3111NWVobFIp2a44XSMylU93lQ02S/4rhntaP7OoCeNamyBU2/WK1WAoHAKdefXnzxxRHf38SJE7n55pu57rrrCAaDLFy4kMsuuwyAe+65h1WrVuHxeJgyZQo33njjoPMLYx2qbsVi1ihyRvdEfzxIs1twpidxpEaaJ8WKUxapO3fu5LHHHuO1115j7ty53HXXXdxzzz3cfvvtw5VPxBB/IESNtwoTMDa9hOA7L6PlT0QxDd0H/LDPR8sbm2j++0ZCra2odjuZM6ejlo4nadRozLl5aMnJ6OEwofZ2/LU1dB4+hHfvHpo2vELTX9eTPH4CGYsuxT5t+oDWzJyIqWAiKCqhql2ckTWGo23HOFDTyCKGviAW0ZOdnc3NN9/MzTffzDvvvMO6detYu3Ytl19+Oddddx3FxcVGRxQR0n1elCS70THEIClWB3pHY9/XUqL2z5o1a6ipqeHcc8/lggsuYMGCBeTl5fX7fjZt2tT37+uvv57rr7/+C9eZOHEizzzzzKDyithyuLqNCaPSMWlDuwYzXpXmp3JYOvzGjFMWqddccw2XX345r776al9Xt3vvvXdYgonYc6iqBezNmBUz+WETXW0uTGdGfob2VHRdx/PhB9T/5QlCra3YJk0h/YYbsU+dRk5+xhcWYCuqiiktDVNaGraJk8haWkawvY32996l+dW/U/PAfSRPnETOdddjLSwadD7FYkPLGUuwejdjx14LyiaOtJQDMwZ938IY5513Hueddx5NTU08+OCDXHrppezatcvoWOIUetcr6rqO7vOgWOXsf7xTkuyEGyu6/60o6FKm9ssrr7xCQ0MD7777Lu+++y4PPfQQDoejr2CdOXOm0RFFjAoEQ1S42rnygnFGR4kZpfmpbN1bT6vHR5rDanScEe+UReqdd97JU089xbJly7j88su54oorhiuXiEH7yptQHc2MThmFXr0HYEjWo4a8XlyPPoJn+zaso0so+O5tJI/r/xRiU0oqGZcsIv3LF9P65mYaXniWirt/RvY/fZX0L1886FFVrWgK/m0vUmLNBhQ6tHqa231kpMgLWTzq7Oxkw4YNPPPMM7jdbr7//e8bHUlEQFGAkB9CQbDKSGq8U6wOdJ/n0wukRu237OxsysrKKCsrIxwO8/e//50HH3yQhx56iL179xodT8SoCpeHUFhnwqjE3Z2hv0rzuxtIHa1tZ/p4+WxntFMWqV//+tf5+te/zvvvv8+TTz7JlVdeiaqqvPDCC1x22WWYTNL6fyTZU+FCtbUzIetcQgd3oziyUNJyB3Wfvpoaan53P4EGN9lXX0PGJYtQNG1Q96loGukXfhnH2WfjevQR3E8+Qdehg+R++ybUCPaNOxlT4RT8217AXH8Yp9VJnaOFw9Wtsl9qnNm+fTvPPPMMf//735k1axbLly9n/vz5QzY1XESf3tWzhlGK1LinWO0Q9KMH/d1rUqVK7bempiZef/11Nm3axIcffsiECRMoKyuTmW/ilI7WtgEwYVQ6YX/Q4DSxYXRuCqqicLS2jenjh3ffWPFFEVWZc+bMYc6cOTQ0NPDUU09x33338V//9V+88cYbUY4nYsn+hqNQBGNTRxOsfQFzycxBfbDvOlZO1dp7UBSVoh/8CNuEM4YwbffIasGKO2je8AoNzz1DsK2NgltvR7PZBnR/as4YMCcTqtrFeGcp9R3bOFwjRWo8ufTSS2lpaeGqq67i+eefp6ho8FPBxfDpLV90vxSpiUJJ6p6yrfs6ultiSY3aL9dddx0VFRXMmzePpUuXsmbNGlJSpOu1OL3yunbS7BYyU5NoaPCc/gYjgNWiUei09xXwwlj9WimdnZ3Nrbfeymuvvcbq1aujlUnEoBaPD4/iAhRGBRXwdaAVTBrw/XUeOULVPf8fqtVK8U9XDXmB2ktRFDKXXEbed26m89BBqu9fS9jnG9h9qRqmwkkEq3YzJm0UiinIvvrKIU4somn58uVs3ryZf/u3f5MCNY7JSGri+GyRiqJIjdpPVVVVFBcXM3bsWMaNGycFqojY0do2SvNTZRbR55Tmp3K0tg1dNm023CmL1O9+97vs3r37izdSVS666CJ27tzJLbfcErVwInYcrW1DdbSQbXVich0CGHCR6ne5qLl/LZrDQfGPV2IZhg3BU8/9Evk3Lafr8CFq/vu36MGBTW3Ris5E9zRSonV/OK7trCYYCp/mViJWvP/++7S2nrxzX319PT/96U+HMZEYiL4tS6RIjXu9za96R1Llc2H/vPXWW6xevRq/389PfvITLrroIn7xi1/w5ptv4vf7jY4nYlSnL0hdo5eSPDmp8Xml+Sl0dAWpb+k0OsqId8rpvj/72c9YvXo1TU1NXHDBBYwePZpwOExlZSVvvfUWKSkp/PznPx+urMJAR2paUe2tjM+YSfDYXtS0PFR7/xfbh9rbqf6ve9HRKbzjB5gzs6KQ9sRSzp5NuKsL12N/oP7JJ8j9+jf6fR+mgsn4gIxGFxYlCW9yM5X1nr7F9iK2feMb32D58uUUFxdz4YUXMmrUqL7XtDfffJPy8nLuvvtuo2OKk+nt7tvTaKd3FE7Er94TDXqXBxQNme/bf1OmTGHKlCncdtttuFwu3njjDe69914qKirYvn270fFEDKpwtaMDJfLZ5Qs+bZ7URm7GwJaHiaFxyiI1NzeXhx56iJ07d7JhwwZeeeUVAEpLS1m5ciXTpk0blpDCeAfqq1GygoxJKyZU9yrm8V/q933o4TC1v/9fgs1NFP3wJ1hy+7+X22ClzZuPv66O5o1/xVpcTPoFX+7X7ZW0XBRbOnrtfkanFbG/o47D1a1SpMaJiRMn8uyzz7JhwwY2btzI0aNHge7XtMWLF7N48WJUVfaLi2UKgM/b/W8ZSY17iqXnQ6Dfi6qkEpYadUD27dvH1q1b2bp1Kx9//DElJSV897vfNTqWiFFHa7u39SvJl5HUzyt02rGYVI7WtHPu5OH/nCo+FVHjpLPOOouzzjor2llEjArrOlUdVZAFo4IqBLoGNNW36ZWX8e7eRe6N3yJ5rHH7cmUvuxpfVRX1Tz5BUkkpSSWlEd9WURS0/ImEavcxrnQJB1sPcbCmgYspjmJiMZQURWHJkiUsWbLE6ChigLrXL2pgki0C4p1iSQZAD3QBqTKQ2k+33XYbH3zwAUlJScybN4+ysjLWrFmDwyGzDMTJlde1kZWaRKrNYnSUmKOpKqPzUqR5UgyI+pDBfffdx5IlS1i6dCmPPvpotA8noqC+uZOgtQmzYiWrsRYArWBiv+7Du38fjS+9QMrcL5F6/vxoxIyYoqrk37QcU2oatQ//b78bKWkFE9G9LZSaUkGBo63SPEmI4dC7PYnu96JYkqXhRyIwJwGg+zu716RKldovZ511Fn/84x/ZvHkzv/zlL1m0aJEUqOK0upsmySjqyZTmp3LM1S49RwwW1SJ169atvPfee7z00ks8++yzPP744xw5ciSahxRRcLSmDdXRSklaMXrtftTMYtSkyF/cwl1duB59BLMzh9wbvhETHyw1u528b3+HQL0L97on+3VbU353gV7U3j1dpiXswtsle4wJMRwURekedbMkGR1FDAFFM4Fm7i5SuzdKFf3Q0dHBmDFjTvp9n8/H2rVrhzGRiHWezgDuli5ZpnQKpfmpBIJhaho6jI4yokW1SJ09ezZ/+tOfMJlMNDY2EgqFsA1wj0phnIO1TSi2dqbkjiFUd6DfU30bnnuGQGMDud/8Nqo1dqbn2SZNJmPhIlo3v0HHni92sT6Z3nWplrpDZJizUFNaOOZqj2JSIQTwaQET6EIxS5GaKBRLMgS6O2lKjdo/s2bN4qqrruLXv/41H3zwAS6Xi7q6OrZu3co999zDVVddJf1DxHHK67qnsUpn35Pr/dkcq5PPdkaKaE3qd77zHX7/+98fd9k111zDunXrTntbs9nM/fffzx/+8AcWL15Mbm5uxOGysvo3ZcXpNOY/XKIf92hLJUqWTqlihlCAzEkzsUd47Nbdu2nZ9Cr5ly1h9HlnDzhDtB5r5j/fyMc7P6bxL39m1H2/QbUcvz7jZMetL51KZ/knTD7nfN72foS7rYv5Q5gx0X+nYuG4O3fuZM+ePSxbtozdu3czY8aMYc8gBkYPdPVNExUJwJyM7u9CUWQLmv6aP38+s2bN4oknnmDNmjUcOXIETdMoKSlh0aJF/OUvf5Hpv+I4vU2TRufJSOrJODOSSbJoHHO1c77RYUawUxapt99+O0ePHqWyspKysrK+y4PBIBZL5Iutb7/9dm666SZuueUW1q1bx1e/+tWIbtfY6CEcYas/pzMFt3v4z3gk+nGDoTC1nVVoQEFTMyFFocNWjDeCY+uhEMce+F9M2dnYL/3KgPNG+7FmXfd1qn/zn+z/01/I/sqVER03kDmW0O63KFZTUMwBth05yvyp+UOSJ9F/pwZzXFVV+n3y6kSee+45HnnkEXw+H5dccgnf+973+P73v88111wz6PsW0af7u1CsMisnUSiWJPRA756EUqX2l91u5+abb+bmm282OoqIA+W1beRm2rAlRTRONSKpisKoHIfMkjPYKX9Df/SjH1FdXc3q1atZvXp13+WapjFu3Om7sx4+fBi/38+kSZNITk5m4cKF7N+/f/CpxbCprPeArQWHloa5+hB61uiIt31oeWMT/ppq8r+3Iqam+X6effIUUubMpemv60mdMxdL3ulbjpsKJuIDiju6AKjwVAD935ZHGOPxxx/nqaee4oYbbiArK4vnnnuO73znO1Kkxri+8iXQheLINDKKGEKKORl616QKIaKqvK6dM4rTjY4R80blpfDmjhrCYR1VldcmI5xyTWpRURFz5sxh48aNzJ49u+/PrFmzSEtLO+2dV1VVsWrVKvx+P36/n9dee41Zs2YNWXgRfUdr21DsrZSmFOOrPoCWNyGi2wXb22h88Xlsk6bgmDEzyikHz3nNtahmM+5nTz+FHUBJ7V6X6myoQsOMV23A0xmIckoxVFRVPW4KXH5+PpqmGZhIREpReqf7JhsdRQwRxZLcswWNECKa2r1+mtt9jMqV9ainMzo3BX8gTF2T1+goI1ZEY/2bNm3iV7/6Fa2trei6jq7rKIrCRx99dMrbLViwgJ07d3LFFVegaRoLFy5k6dKlQxJcDI/9tbWoyV2Ms6agB/1oeeMjul3j888R7urCed3X4uLsuCktjYxLl9L4/LN49+/Ddsapt9hRFAWtYCKh6r3kjh1Hlb2V8to2zhyTNUyJxWCkp6ezd+/evt/Nl156KaITbyI26IEuFHPszs4Q/WROQvd3glUm+woRTRX1HgBG58o65dMZ3VPIV7jaKciObAahGFoRFan/+Z//yU9+8hMmT57c74JjxYoVrFixYkDhhPHK2yohGUZ1dp/ljmQk1V9XS+tbm0m/8CKsBYXRjjhkMi5ZROsbr+N++ilGrVx92utr+RMJHnqPcfZsqr3VHK5tkSI1TqxcuZJ/+Zd/oaKignnz5mG1Wvnv//7viG5733338be//Q1FUbj66qv51re+xZYtW/iP//gPfD4fl156Kd///vej/AhGJl3v+Uu6+yaU7u6+XShy3mHAvvGNb/DHP/7R6BgixlX0rLEslpHU08rLsmHSVI652jl3yumXgYmhF1GRmpqaysKFC6OdRcQYXyBES9iFGZX8RhfmzAJU2+lHmxpeeB7FYiHzssuHIeXQUS0WspddRd0jD9P+wfvkXHbq3/negr0kDG+qYQ64K4Gxw5BUDNbYsWN58cUXKS8vJxQKUVpaitlsPu3tPrv3czAYZMmSJcydO5eVK1fy+OOPk5+fz/Lly9m8eTMLFiwYhkcy8mgEQQ/LPqkJROkdSQUZSh2g9vZ2vF6vbPMnTqnS5SEr1Yoj+fTvdyOdSVMpzrFT4fIYHWXEiqhInTZtmnzoGoGq6j0o9layzE6oPEjSxDmnvU1XxTE8H24lc2kZptT4a2+eMmcuzX/fSONLLzLm0otOeV01PR/F6qCwtQWAqo7q4YgohsADDzxw3NeKopCcnMz48eM5//yTN5z/7N7PLpeLUChEW1sbo0ePpri4GICysjI2btwor5dRYta7137LSGoCsSRDOIhK0OgkcSs5OZkLL7yQM84447hC9cEHHzQwlYg1x1ztFOfIKGqkRuWm8MHe+r5ljmJ4RVSkbt68mT//+c+YzWbMZnPEa1JFfCuva0O1tVGaPAF8n5BUPInTtbZofOE5VJuNjEWLhyXjUFNUlcyyK6j979/ifuttlCknb/qkKApq7jjSXOWYnVY6tUZaPD7SHTJnLdYdOHCA7du3s2jRIjRN4x//+AeFhYVs2LCBnTt3cuutt570tp/f+7m+vh6n09n3/ZycHFwuV7/yyJ7QkR3XZFKxm7uL1NTMDFKimMfoxzqSjtuakU4j4DCHUTV1WLIk2s/56quvjsr9isThC4Soa/JyzsQco6PEjdG5KWz+uIaG1i6c6dKsb7hFVKQ+9thjUY4hYtGB+hoUa5AxdJ89SiqeRFfo5NfvPHyIjp07yF52NZotfheZO6bPwFpcTOVTT1N81zSUU3R91fImEKr4mPziWZTbWymva2f6OClSY11jYyPPPfdcX3F5yy238C//8i888cQTXHXVVacsUuH4vZ/Ly8uPO8M6kDOusid0ZMcNBkPo/u5TZe1d0BWlPLHwWEfScQNd3b/7YV8XoZAp6lmMfryR6O+e0FdeeSV1dXXs37+fefPm4XK5KCgoGGhUkYCq3B50Hens2w+jPtM8SYrU4XfKLWh6FRYW8sknn7Bu3ToyMzPZvn07hYXx0xBHDMyxtioACtpaUZLTMGWceuF404ZXUO120r988XDEi5re0dSumlrat753yuv2djseZ7ajJLdzuKZpOCKKQWppaTlu9DMjI4OWlhYsFgsm08nP3R0+fJi9e/cC9O39/P777+N2u/uu43a7ycmRM9XRYtb9gEz3TSg9nZo1XbbxGqjNmzdz7bXX8vOf/5zGxkaWLl3Kq6++anQsEUMqe9ZWjsqRzr6RKnLaURWFY67hP6klIixSH3roIZ588kk2btxIV1cXDzzwAL/73e+inU0YKBAM0xKqR0Uju+4YWv6EU44O+aqr6Ph4O+lfvhg1Kf4/PDqmz8BeWkLj+pfQw+GTXk9zloBmotjnQ1F1DjZWDltGMXDFxcXce++9VFZWUllZydq1axk1ahQ7duxAVU/+sniivZ+vvfZajh49yrFjxwiFQqxfv5758+cP46MZOXQ+syZVGiclDMVkAcCkB9F16Zw0EA888ADr1q0jNTWVnJwc/u///o/777/f6FgihlS42rFZTWSlyWtnpCxmjfxsmzRPMkhEReorr7zCww8/THJyMhkZGaxbt47169dHO5swUE1DB9haydIy0DyNp916pmnDKyhWKxkXXTJMCaNLUVWKrl5GwOXC8/H2k19PM6M5x1DYWA9ArbdmuCKKQfjVr35FdXU1V155JVdffTUul4t///d/Z/fu3fz4xz8+6e0WLFjABRdcwBVXXMFVV13FjBkzWLp0KWvWrGHFihUsWbKEMWPGsHhxfK7Jjgem3tG2nsJGJABT90iqSRonDVgoFDpuBsekSZOk0Ys4TkW9h1G5Dvm96KfRuSkcq5ORVCNEtCbVZDJhsXz6gSA1NfWUU+JE/Dta24pqa6PE1L2m5VRFaqDBTfvW90m/6BI0R+JMI8maey7mbCfNf9tAysxZJ72eljuOlE/+hjWliA5TI20dflLt8gE6lmVmZvKb3/zmC5d/7WtfO+1tT7T389y5c3nppZeGLJ84OU3vLmQUTf6PJYrekVSZ7jtwycnJ1NTU9BUgH374IVar9EcQ3cJhnap6Dwumy1K9/hqVm8KWXXW0enykSWPMYRVRpZmfn88bb7yBoij4/X4eeeQRWZOa4A7U16CYg5QEg2BOQs0sPul1m/62ERSFjEsWDWPC6FM0jfRLFuJ+8gk6Dx0kedz4E15Py5uAsuOvFJrTOWRvo8LVzpljsoY5reiP7du389BDD+H1etF1nXA4TFVVFW+88YbR0cSp6J8ZbZOR1MTR81yaZSR1wH7wgx/w7W9/G7fbzVe/+lXKy8v57W9/a3QsESPqmrz4g2FG5SbOQMJwKXZ2NwKtcndIkTrMIpruu3r1ah599FH279/P9OnTefPNN/l//+//RTubMFB5a3fTpMJmN1rOWJSTrNMLdXTQ9s5bpM6ZizkzczgjDou0efNRbXaa/7bxpNfRcscBMEbRUJI9HK6T5kmxbtWqVcyYMQOPx0NZWRkOh4OFCxcaHUtE4NORVNmMPlHISOrgzZw5k3Xr1vGb3/yGW265hQ0bNjB79myjY4kYUVHfPV1VOvv2X2FPo6nKelmXOtwiGkn95JNP+OMf/0hnZyehUAhHAk3pFF8UDIVpCrow6SpOdw3ajLNPet3Wt99E9/tJvzgx1qJ+nmq1kn7hl2n663r8rjosuV/scKwkOVAzCiju8KCY4VBTBXDiUVcRGxRF4eabb6a5uZkxY8ZQVlbGVVddZXQscRo6oPWNpEqRmjB616TqAaRv0sCcf/75XHLJJSxcuJA5c+bIukNxnAqXB5OmkJ9lMzpK3Em1WUhzWKhyS5E63CIaSV27di3QveZBCtTEV9foBVsrTjUVTdfRcsee8Hp6OEzr65tIHj+BpFGjhznl8En/8kWgqrS8/tpJr6PljqfA1T36XN0hzZNind3ePX1n1KhRHDx4kKSkpFN29RWxw9QzkoqMpCaMz3b3FQPz9NNPM27cOB5++GEuuOACVq9ezdtvv210LBEjKl3tFGY7MGnyPjcQxU4HVTKSOuwi+m2dMGEC//M//8MHH3zA7t27+/6IxFRe14Zqa2O00rN3nXPMCa/XsXMHgQY36RfF976op2NKSyfl7HNoe+dtwj7fCa+j5Y0npctLsp6MV22gyy8ftmLZ1KlTueOOOzj33HP5wx/+wJo1a6QZXJzQ9CBoJhRFPmwljN4ilQAykDoweXl5fO1rX+O+++7j+9//Pm+//TY33XST0bFEjKio91As+6MOWFGOg5rGDoKhk29JKIZeRJ/KduzYwY4dO3j66af7LlMUhddeO/nIkohf+1zVKKYgJf4u1LQ8lKQTv7C1vPYqpowMHNNnDnPC4Zd+wUW0v/8ebe+/S/r8C77wfS2ne7S5QLVx0NZGZb2H8UXpw5xSROrOO+9kx44dlJaWsnLlSrZs2XLCbr8itui63t04STr7JhbVBIoiI6mD8MADD/DOO+9QVVXF7Nmzue2225g3b57RsUQMaO3w0+4NUCRF6oAVOx0EQzquJi+FTvk5DpeITkWvXLmSTZs2HfdHCtTEVd5WCUBBYz3qSab6+mpq8O7dTdoFX0YZASNQSePGYSkqpvX1TSfcbF5JywWLjdFhHSWpgyN1zQakFJG68847mT59OgAXXHABK1eu7FvWIGKbpgf7poeKxKAoCpis0jhpENavX09lZSVf/epXufHGG1m2bBm5ubkR3dbj8XDZZZdRVdW9ZGXLli2UlZWxcOHC414X9+7dy7Jly1i0aBF33nknwaCcVIgH1T1rKQt7utSK/ust8CtlXeqwiqi6WLt2LRdfnNhTOkW3cFinye9C01Vy2lvRpo074fVaN7+OYjKRNn/BMCc0hqIopF/4Zeof/yNdhw99YTsaRVHRcsZQ7GlCSYH97gr60+zJAAAgAElEQVQWUWpQWnEyd911Fy6Xi23bttHU9GkX5mAwSGVlpYHJRKS6p/vKetREo5gs3SOp0jlpQDZu3Eh1dTVvvvkmv//979m7dy+TJ0/m/vvvP+XtduzYwapVqygvLwegq6uLlStX8vjjj5Ofn8/y5cvZvHkzCxYs4Ic//CH//u//zvTp01m5ciXr1q2LaG9pYawqdwcARTICOGD5WTY0VaG652cphkdERWrvmtSzzz4bm+3TzmBTpkyJWjBhDFezl3ByC7mKHQ1O2DQpHPDT9u4WHDNnYUpJHf6QBkmdM5eGZ9bR8vqmE+6ZquWMJf+TvZCSRbVHmifFoquvvpqDBw+yf/9+Fi36dF9fTdP6RlZFbNOQkdSEZLJgCshI6mCkpaWRkZGBw+EgFArh9XpPe5t169Zx11138aMf/QiAnTt3Mnr0aIqLu/dGLysrY+PGjYwbN46urq6+18lly5Zx//33S5EaB6rcHlJsZtLs8ro5UCZNJT/LJtvQDDNZkyqOU1nvQbW3MTqcCiYrakbhF67j+egjwt4O0s4fGaOovdSkJFLnfonWNzcTuu56tM91utZyxpIWCGHRzbSG3QRDYemkF2OmTp3K1KlTOe+88yKeCidii0kP9jXaEYlD0Sxo/qA0Thqg66+/ngMHDjB37lwuvvhi7rzzzoh2Y/jlL3953Nf19fU4nc6+r3NycnC5XF+43Ol04nK5+p0zK6t/o3lOpzH7eibScV3NnZQWpJ3yvo14vPH2Mx5XnMGuI40Dvn28Pd5YOG5EReqmTZsGfSARHw7UV6NoIUZ5O9ByxqCo2heu0/rWZszZTpLPmGhAQmOlzptPy6bXaNv6HhlfPn4KvJYzBgXI1ZM4ZmujpqFDNs6OMWVlZaf8/ssvvzxMScRAaXoQRUs2OoYYapoJlZDRKeLWt771Lc4//3w0TUPXdczmgU2JD4fDx+2xqus6iqKc9PL+amz0EA5HdirC6UzB7W7v9zEGK5GOG9Z1jtW1MX9awUnv24jHG48/Y2eqlYaWTsorm7An9e//Vzw+3uE6rqoqJz15FVGR+uijj57w8m9961sRBRDxo7ylGlIgv6kebeIXpz/63fV07ttL1hXLUEbgvpJJo0ZjLR5F29tvfaFIVZIcKGm5jA6FqUj2Ul7XKkVqjFm9erXREcQg6HrPmlQZSU08mglNlyJ1oKZPn85tt93Gu+++SygU4uyzz+aee+7p94yRvLw83G5339dut5ucnJwvXN7Q0EBOTs6Q5RfR0dDSiT8QlvWoQ6C3eVJVvYczRmUYnGZkiKjKOHDgQN+fXbt28eijj7Jv375oZxMGcPtcKLpCrs/ft63KZ7W9/RYoCqlfGrmt7VPPOx9fxTF8J2i0oznHUNTegqLq7K+XRjyxZvbs2X1/rFYrW7du5Z133un7noh9JoIo0jgp4SiauXskVeb7Dsjdd9/NtGnT2LJlC1u2bOGcc87hZz/7Wb/vZ9q0aRw9epRjx44RCoVYv3498+fPp7CwEKvVyrZt2wB48cUXmT9//hA/CjHUepsmSWffwest9KukedKwiWgk9T/+4z+O+9rlcnHnnXdGJZAwTkdXAJ/WTHbYilnnC9vP6KEQre+8hX3qWZgzMw1KabzUOefifvovtL7zFjnXHt80QssdS8GxrZCZRUVbtUEJxem88MILrF27loULF6LrOj/4wQ9YsWIF11xzjdHRxGnISGqCUk3dz60YkPLycu67776+r2+//XaWLl3a7/uxWq2sWbOGFStW4PP5WLBgAYsXLwbgnnvuYdWqVXg8HqZMmcKNN944ZPlFdFT1bj+TLUXqYKU7LDiSzdI8aRgNaIPL3NxcqqvlA3iiqar3oNjaKQyBkuJETT6+c2/Ljp2EWlpIve4GgxLGBi0lBcf0GbS/9y7Oq685bp9YLWcs2YEQmq7SGKwnrOuoA1i3I6Lrscce4+mnn+6brnbTTTfxz//8z1Kkxjid3i1oEn9v5hFHM6HqIXQZSh2QYDCIz+fDarUC0NnZ2a81o5/tPTJ37lxeeumlL1xn4sSJPPPMM4MPK4ZNlbsDZ3oSSRZ5zRwsRVEoctr7Cn8Rff1ek6rrOrt27SIrKytqoYQxDtW5Ua1dFLeG0HK+uMWKe/NbqDYb9rOmGZAutqSeNw/Ptg/x7NxBysxZfZermcWomomcsIUqayuNrV0406XJS6wJh8PHrafKzc1FHYFrrOORShhFlQ9ciUbRzGjSOGnAlixZwje/+U2WLVuGoig8++yzx22zJUamareHwmxZjzpUinIcvLmjRgYghklE7/QHDhw47uv8/Py+PbVE4jjUVAkWKPC0oY0bc9z3wj4fje+9j+Oc2agD7BqYSOxTpqKlpdP27jvHFamKZkLNLqE44KXG3kalq12K1BiUnp7Oq6++ysUXdze/evXVV0lLSzM4lYiEqodAitTE0zOSKgbm1ltvJS8vj7feeotwOMyyZcu4+uqrjY4lDBQIhnE1dTLrDOfprywiUux04A+Ecbd0kpthMzpOwuv3mlS/34/FIuuBElFtRx1YIN8fRHWWHvc9z47thLu6SJ0z16B0sUXRNFLOmU3rG5sIeTvQbJ+u99ByxlJU8TZbnXb219cw8wzpgBhrVq9ezfe+9z3uvvtuFEXBZDLxu9/9zuhY4nR0HVUJy3TfRKR2d/fVZbZvvx04cIDy8nLmzZvHVVddZXQcESNqGzsI67p09h1CBT0NqGrcHVKkDoNTzm/z+/38+Mc/5h//+EffZStWrOCnP/0pwWBkDQ4eeOABli5dytKlS/n1r389uLQiasJhndZwA7aQhiMMWtao477f/t67WLKySJ5whkEJY0/K7DnowSCejz467nItZywFXT4AyluqjIgmTuLWW2/l3XffZfz48WzcuJE//OEPPPTQQ2zcuJEzzpDf7Xig6qET7t8s4psi+6QOyLPPPssNN9zAww8/zOWXX87bb79tdCQRI/qaJkmROmQKsrqL1OoG6fA7HE5ZpN5///14PB5mzpzZd9kvfvELWltb+e1vf3vaO9+yZQtvv/02zz//PC+88AK7d+8+ruAVscPV7IXkNvJDCmpGIYrZ2ve9UHs7Hbt34Zw/b0TujXoySaVjMDudtH/w/nGXazml5PmCKDrU++oMSidOZNasWfziF7/g0ksv5cknnyQ3N5cJEyZgMsnIXLxQCIMUqYlHM8t03wF4/PHHefnll3n66ad58MEHeeihh4yOJGJElbsDk6aQmyFLjoZKstVEVmoSNVKkDotTVhxvvPEG995773FNknJzc/n1r3/Nq6++eto7dzqd/OQnP8FisWA2mxk7diw1NTWDTy2GXLmrBSXJQ1FnJ2r28VN92z/8AEIhnAtkT7TPUhSFlHPm4N27h2Bb26eXO7IxWx1khUx0qk34/PLBK1Z8+9vfZsOGDfz85z/n448/5pJLLuFnP/sZBw8eNDqaiEgYFV3WpCYiVdakDlRubi4AM2bMoLm52eA0IlZUuzvIy7Rj0mRwYSgVOu2yV+owOeU7vdlsJikp6QuXOxyOiNaljh//aYfY8vJyNmzYwJNPPhlxuKys/k1RcDpT+nX9oZIIxz3W5kJRdQo7vaTPmkjqZ+679qOt2EYVYysZjd2gbmax+jO2Lb6Ipr+uh307cS69tO/y2sJxFPtqcdva6AiGKSpMH9LjRstIOe7s2bOZPXs2LS0tvPjii/z4xz/G4XDwpz/9aVhziP7RCPf8Q0ZSE42imdAIgmxB0y+f32ZGk/8bokeV28MZo/r32UOcXkG2nT3lTYTCYTSZXRhVpyxSVVXF4/HgcBxfLHo8nojXpAIcPHiQ5cuX86Mf/YiSkpKIb9fY6CEcjuwNy+lMwe1uj/i+h0qiHPdAfTk4IN8XxJuUj6/nvgPNzbTv3UfWFd1t7RPhsQ7pcW0ZWAqLqH39TUyz5/VdHEorpvDoAbZnO9i67yiZtsg7Isf04zX4uKqq9Pvk1alYLBZsNht2u11GIOKAqodBQbagSUSaGQVQpHPSoPRnb1SRuDq6AjS3+6RpUhQUZtsJhnTqmzvJz7Kf/gZiwE55CuCyyy5j1apVeL3evsu8Xi+rVq1i4cKFER1g27ZtfPOb3+QHP/gBV1555eDSiqhp8NdjCitkhUDNKu673LN9GwCOmWcbFS3mpZwzm86DBwg0NvZdpjpLKOgKAHCosdKoaOIktm3bxk9/+lMuuOAC3nnnHVasWMHLL78c0W1P1Axuy5YtlJWVsXDhQtauXRvN6CNa3z6asiY14Sg9HZtlr9T+2b9/PzNnzuz70/v1jBkzjusnIkaW6p7pqEVOKaKGWmHPz7RapvxG3SlPR3/jG9/grrvu4rzzzmP8+PGEw2EOHz5MWVkZt95662nvvLa2lltvvZW1a9cyd65sXRKrPJ0B/KZmioMKpsxiFO3TUT/Ptg+xFBRgLSgwMGFsSzlnDo0vPIfnow/JuKR783Qtu5QCf/dsg5oOWYcdKx5++GGeffZZOjs7+ad/+ifWr19PTk7kWwR9thmcoih85zvfYf369dxzzz08/vjj5Ofns3z5cjZv3syCBQui+EhGpr7pvjKSmnh63ndMRD5LSyDNKMUJ9XX2zZaR1KGWn2VHAWmeNAxOO9337rvv5pZbbmH37t2oqspZZ50V8Ye6Rx55BJ/Px5o1a/ouu/baa7nuuusGl1oMqar6dlRbO0XeLjTnxL7Lg21tdB7YT+bSMgPTxT5Lbi6WwiI82z/qK1IVewbJ1lRSgyqt4QZ0XZdpWDHgrbfe4o477uCSSy4Z0NqtzzaDAxg7dizl5eWMHj2a4uLuGQhlZWVs3LhRitQo6N2iRLagSUA9z6naeyJCRKSwsNDoCCIGVbs7SLZqZKZaT39l0S9Ws0Z2epJsQzMMIjodXVhYOKAXwlWrVrFq1ap+304Mr32uWhRTkMKuLlTnp519Pds/Al0nZZZM9T0dx8xZNK1/iWBrK6a0NBRFQXWWUOivpSWplaY2H1lpX2xCJobXYBsjnagZ3A033IDT6ey7PCcnB5fLNajjiBPrK2A0GUlNOEr36iNVGicJMWjVDR0UZNvl5HiUFGY7pEgdBvJOLzjSVAmW7qZJ2meL1I8+xOzMwVJUfIpbC4CUmWfT9PKLeHZsJ33+BQBozlKKjhxibxYcdjWSlSZnvBPFZ5vBaZpGeXl53/cGMmouncwjO65Z7S5gUtMdOKKcxejHOtKO215jxw1o6vBkMfrxChEtuq5T09DBzAnZRkdJWIVOO58caSQYCssWP1EkRaqgzlsHZsgLKagZ3WtPQx4P3n17ybhkkZyJi4ClqAiz04nno48+U6SWULC3u3nSvvoKZk+QIjURbNu2jdtvv52VK1eydOlStm7ditvt7vu+2+3u1zpXkE7mER83FAQN2jwBOqOYJSYe6wg7bsDj774wHIp6llh4vKcz1J3MxcjR5g3g6QxQIOtRo6Yg204orONq8lIoHZSjRsr/ES4UDtNOI5lBhaSs0X1bO3h2bIdQSKb6RkhRFBwzZ+Hdu5tQTzdsNbuEAl93E5CK1moj44kh0tsM7p577mHp0qUATJs2jaNHj3Ls2DFCoRDr169n/vz5BidNTL3TfRXZCzLx9K5J1WVNqhCDUdPXNEk6+0ZL789WpvxGl4ykjnD1zZ2Q3Eqhz4eWPbXvcs9H2zBlZmEtKT3FrcVnOWbMovlvG+n4ZCepc85FtaWTlpROUkihMSBrFBPByZrBrVmzhhUrVuDz+ViwYAGLFy82MGXiku6+CUztXZMqRaoQg9FbOBVIkRo1+Vk2FKVnG5pJRqdJXPJOP8IdrmtAtXZR2O7vW48a9vvx7t1D2rzzZapvPySNGYuWlobnow9JnXMuACZnKfn+Cg5rzfgDISxmGQGKZ6dqBvfSSy8Nc5qR59MiVf4fJZy+7r7SOEmIwahp6MBmNZHusBgdJWGZTRo5GTbZhibKZLrvCLfPXQFAvj/Y19nXu28Put+P/azpRkaLO4qq4pgxi45PdhIOdK+vUp0lFHd5UZI9VLjbDE4oRHzrLVIVGUlNOIrSU6QqMpIqxGBUN3RQ4JTOvtFWmG2nSorUqJIidYSraq8BID+soablAdCxYweK1UryGRNPdVNxAo5p09H9fjr37wO6O/wW+IIoapi9tZUGpxMivvVNBVXlrSvhyHRfIQatt7OvrEeNvsJsO/XNXgLBkNFREpa8049wTQE3thCkZxSjqCq6rtOxcwf2yWeims1Gx4s7yWdMRLFY6Ni5AwAtu4T8nuZJh5ulSBViMJTeqaCKvHUlnJ6RVEUaJwkxYK0dfjq6glKkDoNCpx1dh9pGr9FREpa8049gns4AAXMzhb4AmnMMAL7KCoLNTdinyVTfgVAtFmwTJ9Gxc2f3fplJDpxJmWhhqOusMzqeEHFOitSEJSOpQgxatbt7+qkUqdFXIB1+o07e6UewY65W1GQPBb5PmyZ17NwBioJ96lkGp4tf9rOmEWhw46+tBcDiLCHXH6Zdb0DXpSmIEAP16UiqrLVKOD3rjKVIFWLg+jr7yt6dUZeXaUNTFWmeFEVSpI5ge12VoOrk+4Jo2SUAdOz4mKTSUkxpacaGi2P2s6YB0LHzY6B7XWqRzwdJrTS3+4yMJkRckyI1cSl9I6lyIk+Igapp8OBINpNqk+Va0WbSVHIzbX2j12LoSZE6gh1trgIgP2xCSc0h2NpK19Ej0tV3kMyZWViKivvWpao9zZMwBdnbM7oqhOi/viJV3roST293XxlJFWLAqhs6KMiWzr7DpSDbTnWDx+gYCUve6Uew+i4XWhhy04tRFIWOT7qLKoesRx00x1nT6Dx0kJC3Ay17NAW+AAD73eXGBhMijslIagKTkVQhBkU6+w6/wmw7DS1d+ALS4TcapEgdoULhMB00kOcPYs7+dD2qKSMTS1Gxwenin33qNAiH8e7ahWKxkZ+UBTpU9mz5I4Tov94iVUYJEpCMpAoxKM3tPjp9ob6GPiL6CrPt6EBto0z5jQYpUkcoV5MX1dZGgS+A5ixFD4Xw7t2D7cwz5QPgEEgaOxbVbsfTMzqd7CwlKxCmOVBvcDIh4peMpCYuRZUiVYjB6G3gIyOpw6fQ2dPhV9alRoUUqSPU/ro6dFOQAn8QzVlCV/lRwp2d2KecaXS0hKCoKvYzp+L95BP0cBgtu5Qin5+AuQm/TAsRYkAUXbagSVgy3VeIQfm0s68UqcMlJyMZk6ZIkRol8k4/Qh1oqAAgP6yhpDjx7t4FioJt4mSDkyUO+5lTCXna8VVWoDpLyPcFwerjsKvB6GhCxKW+8VMZSU08MpIqxKBUN3SQYjOTarMYHWXE0FSV/Cw7VdI8KSqkSB2hqj3dXWYLUwq7mybt2Y11dAmaQ/bWGiq2yVMA8O7ehZY9mnx/EIBddeUGphIifn063VfeuhKO0juSKkWqEAMhTZOMUei0y0hqlMg7/QjVEqwnMxDC7hxLyOul68hhmeo7xExp6ViLi+nYvQvFnEShNQuA8pYqg5MJEZ8+3YJGRlITTk+Rqsh0XyH6rbezrzRNGn5FTgfN7T68XQGjoyQcKVJHoI6uALqliXxfADW7hM79eyEcxiZF6pCzTT6TzkMHCXd1kZ49BkcwTH2Xy+hYQsQlRZHGSQmr5zmVIlWI/mtq89HlD8lIqgF6f+a9a4LF0JEidQQ6UtdE2OqjwNfdNKlj924UaxLJY8YaHS3h2KacCaEQ3gP70JwlFPoCdCludF0+iAnRX9LdN3EpMpIac77+9a+zdOlSvvKVr/CVr3yFHTt2sGXLFsrKyli4cCFr1641OqLoUd2zJrLQKUu2hpt0+I0ek9EBxPDbU3cMFMgLfdo0yTZxIopJfh2GWvL48SgWC95du0i+6FwK9gXZn9FBXUs7+RmpRscTIq5Id98EJiOpMUXXdcrLy3n99dcx9Xw26OrqYvHixTz++OPk5+ezfPlyNm/ezIIFCwxOK/o6+8pI6rDLSk3CatGkSI0CeacfgcpbqwEoTikg4HYTcNfLVN8oUc0WkiecQceeXahZxeT7Q6DArpoKo6MJEXd6CxhFitTE0zs6LjVqTDhy5AgA3/72t7n88sv585//zM6dOxk9ejTFxcWYTCbKysrYuHGjwUkFQI27gzS7BUey2egoI46iKBRl2/tGs8XQkXf6Eaihq5akUJisrDF49+wCwD5ZitRosU8+k0BdHcHWdgp6micdbJQiVYj+kum+iaxnJFWRKjUWtLW1MXfuXH73u9/x2GOP8Ze//IWamhqcTmffdXJycnC5pMdCLKiWpkmGKnTaqXJ3yFKuISbzO0eYcFgnoLop9gXRxpTi3fg+pqwszLm5RkdLWL2j1N7du8nNKsUS3E9NR63BqYSIR1KkJixZkxpTZsyYwYwZM/q+vvrqq7n//vuZNWtW32W6rqP08/9iVlb/1kw6nSn9uv5QiafjhsM6tU1eFs4ZPeDcRjzeePoZn84ZJVm8uaMWc7KFjJSkYTtuJOL5uFKkjjC1TR6CyV7y24KomcV49z1Kyjmz+/1GIyJnKSjAlJFBx+5PyF4wmfyju6hFzj4L0V+qbEGTuGRNakz58MMPCQQCzJ07F+guSAsLC3G73X3Xcbvd5OTk9Ot+Gxs9hMORPcdOZwpud3u/7n8oxNtx3S2d+PwhMuzmAd3eiMcbbz/j00lL7i6ndu5zMbkkc9iOezrxcFxVVU568irq0309Hg+XXXYZVVWyN2Qs2FtXja7q5AVVfI0ewp2d2CZPMTpWQlMUBdvkM/Hu3YOaOYoCX5CApQ2vz290NCHiyqfTfWWlSsLpK1JFLGhvb+fXv/41Pp8Pj8fD888/z7/+679y9OhRjh07RigUYv369cyfP9/oqCNeb9Mk2X7GOL1dlaukedKQiupI6o4dO1i1ahXl5eXRPIzoh4MNxwAotufSuWc3KAq2iZMNTpX4bFOm0PbOWwQ8IfL9YXQtzJ6aas4uLTU6mhBxo6+AkZkfiae3SNXDBgcRABdeeCE7duzgiiuuIBwO87WvfY0ZM2awZs0aVqxYgc/nY8GCBSxevNjoqCNetbtn+xkpUg2TZreQYjP3PRdiaES1SF23bh133XUXP/rRj6J5GNEPtR01qEk6BVljaXx9F0klpWgO2Vcr2uyTpoCi4N27j3xLBhBgb/0xKVKF6AcZSU1kMpIaa+644w7uuOOO4y6bO3cuL730kkGJxIlUuTvISrViS5LOvkYqzLb3jWqLoRHVd/pf/vKXnH322dE8hOinzlAtOf4gWmohXUePYJsiU32Hg5aSgnXUaLx7dlOUNQZV16lokynw8ejzSxhkc/vhI919E5isSRViQKrcnr7ppsI4hU4H1Q0dhKXD75CJ6cZJ0gVuaI/r8frxW9sp6AxiCagQDlPwpdmk9eN+4uWxxuJxvefMpOq5Fyi9ah45B3fTrtee9P4T4fHGw3H76/NLGLq6uli5cqVsbj9MpEhNZLIFjRD9FQiGqWv0Mn1cttFRRrxCpx2fP0RTaxfZ6clGx0kIMV2kShe4oT3utkOVBM0hctsV3DsPoViT8GXmR3w/8fRYY/K4pRMgHKap2ku+L8Anyc246ttQP/eBO2EebxSOe6oucMPh80sYPru5PdC3ub0UqdGhSHffhKUo3c+uPLNCRK62sYNQWKdIRlINV5Td0zypoUOK1CES00WqGFq7XEcBKE7OxbttF7ZJk1BM8iswXJLHjkOxWumsqCPfGmZ7apDyejdjcvvXwl8Y55e//OVxX9fX1w/J5vYyaySy46pK906pOTmpw3bM4TaSj9uKgoI+LFli4fEKMVhVPY16inKkSDVaQU/jqmq3R0a2h4hUKCNIZesxFKtOkbWARvdBMi5ZZHSkEUUxmbCdMRHvnj3kzs4A/HxSWy5FahwLh8PH7TE8kM3tQWaNRHxcPYyOGvUcMfFYR+RxFdB1eX4xftaIiA9V9R2YNIW8TBm5M5otyURmqlWaJw2hYWmRuGnTJoqKiobjUOIUPMEqsgMhlNbup9025UyDE408tilnEnDXU2TOA+BIc6XBicRg5OXlDXpzexE5BR1dJoQmLF1RpHGSEP1Q6fZQkG1HU6XjeSwozHZQLXulDhn5rR4hOn1BfJY2Cn1BOqsbMWVlYc7JNTrWiGPvOTFg7rCQHgjR1FlhcCIxGNOmTZPN7YeVLk2TEpoipyCE6Icqt0fWo8aQQqed2sYOgiHZ73koSJE6QuyrqcNvCZEfMNF58CD2KVMHNC1RDI45Nw9TZhZdtc0U+IJ4lUZ0aVcet6xWa9/m9kuWLGHMmDGyuX0UqTKSmtB0FOnuK0SE2rx+Wj1+KVJjSLHTQTCkU9fkNTpKQpA1qSPErrojAIzypRHubJL9UQ2iKAq2KVPwfPABeQUae+x+XC3t5GVEvxGMGDqbNm3q+7dsbj98ZLpvYtOR6b5CRKq6vrtpUrE0TYoZo/K6G6Mdq2uXkwdDQEZSR4jqliMouk6WJwkUBdvEyUZHGrHsU84k3NVJoccGCmyvOmJ0JCHiiBSpCUvWpAoRscqetY/S2Td25GfasJhUKlweo6MkBClSR4j2YDXZgRDB2laSxoxFs9uNjjRi2SZOBkUhtyMJgIMNxwxOJER8UNDRZZlCwtJRUGT5gxARqXS1k2ozk2a3GB1F9FBVheIcB8dcw989PBFJkToC+AMhOi3tjG4P4KuuxTZZpvoaSXM4SCotRW3wkRwK0+Q5anQkIeKCrElNdDKSKkSkyl3tjM6TpUKxZlRuCpX17YTlhNugSZE6AuyprsVnDlPi1kDX+zrMCuPYJp+Jr6ae4nY/nUqDNE8SIgLdBYwUqYlKR5GnV4gI+AIhaho6GN2zBlLEjtF5KXT6QrhbOo2OEvekSB0BtlfvByCv1YSanExS6RiDEwn7lDNB1xnvCuNN8lPT1GZ0JCFinjROSmy6orwZ/HAAACAASURBVKDKSKoQp1VZ70HXoUSK1JgzKrd7jbCsSx08KVJHgNqWfWjhMBZ3F7ZJk1E0zehII15S6RjUpCQKm0yEVfio4pDRkYSIeYrsk5rgZLqvEJE4Vte95lGK1NhTmO1AU5W+50gMnBSpI0C77uKMBj+hNg82meobExSTieSJk7A3+EHXOezea3QkIWKejKQmNmmcJERkyuvaSLWZyUixGh1FfI7ZpFKYbadCmicNmhSpCc7d2oEnqYsJNUEA7JOlSI0V9ilnEm73UtLkp9lfbnQcIWKeAlKkJjJFkYFyISJwrK67aZIi/2Fi0qjcFMrr2qXfyCBJkZrgPjx2kLAKeQ0KlvwCzE6n0ZFED1vPCYPJ1X7aLO34/EGDEwkR22QLmsSmo6AQNjqGEDHNHwhR0+CVpkkxrLQgFU9nAHdrl9FR4poUqQnukGsXlkAYa0Mn9rOmGR1HfIY5JwdztpMCN/hNOh9XVhgdSYiYJt19E50iz64Qp1Fe1729SakUqTFrbEH31kCHq1sNThLfpEhNcE1d5Uyq7IJwGPu06UbHEZ+hKAr26dOxN/gwB8LsrPjE6EhCxDTZJzWx6Yo0ThLidA71FD5ji9IMTiJOpsjpwGrR+p4rMTBSpCYwr89Pi7WNiVV+VLud5LHjjI4kPscxfSaEwoyr9uH27Dc6jhAxTrr7JjYpUoU4nUNVreRm2ki1WYyOIk5CVRXGFqRyuEqK1MGQIjWBfXDkIAFVx1kfwj71LNl6JgYlj5+AandwZoWPFnMT4bB8QBPiZKS7b2LTpUgV4pR0XedQdSvjC2UUNdaNK0yj0u2h0yf9RgZKitQEtrtyG/kNATR/CMe0GUbHESegaBqOadPJdQXpNIXYWXnM6EhCxCzlM3+LBCTTfYU4pbomL57OAONkqm/MG1uYhq7D0do2o6PELSlSE5jbf4SzjnaimM3Yp041Oo44CceMmWiBMIX1AT48stXoOELELBlJTWw6CqoUqUKc1KGe6aPjpUiNeWMLUlGAA5UtRkeJW1KkJqh2bxct5g5Kq/zYz5qGmpRsdCRxErbJU1DMZiaXd1Ir61KFOCnZgiax6YoqI6lCnMLeY82k2i3kZdqMjiJOw5ZkpiQ/hT3lzUZHiVtSpCaoTXs+IKcxgMWnk3LOHKPjiFNQrVYcM2YxttJPi7mN1g7ZV0uIE1FlC5qEJiOpQpxcWNfZdbSJKSWZKHKyLi5MKc3kSE0bns6A0VHikhSpCepQ3ftMLO9CsViwTz3L6DjiNFK/9CXMAZ1Cl5+N294xOo4QMUmm+yY2HRlJFeJkKl0ePJ0BzizNNDqKiNCUkkzCus4nh9xGR4lLUqQmoGAoRBN1nHGsC8fZ56BarUZHEqdhmzQF1WFn8pFOPi5/0+g4QsQkme6b4BQFlbDRKYSISbuONgIwuSTD4CQiUmML07BaND7aL0XqQEiRmoA27/6IomofphCkL7jQ6DgiAoqmkfqleZTU+Gnx1dLpl6khQnyeItN9E5qOiqrISKoQJ/LhPjel+amkOWTgIV6YNJUzSzN5f1etbDE4AFKkJqDtx/7BtINeTLk5JI0Za3QcEaH0Cy9CASYe6eQf298wOo4QMUehu5ARCUq2oBHihFzNXo652pk9KcfoKKKf5kzKpbndx74KaaDUX/Jun2Aa2z1oTXVkt4TIurRMFtfHEYszB9vUqUw92MneGpnyK8TnyXTfxKYjRaoQJ/LebhcAZ58hRWq8OWtsFslWre85FJGTIjXBvPDOE5y920vYkUzquXONjiP6yVl2JdaATmF5I9sP7TE6jhAxRVFkum8i0xVVuvsK8TnBUJg3tlczdUwWWWlJRscR/WQxa8yfUcT7e120dfiNjhNXol6kvvzyyyxZsoSFCxfyxBNPRPtwI5qrpRHlyCfkNgXJ/+oNKCaT0ZFEPyWVjsE2cyoz93p5+8M/o+vygS1eyGtd9Mma1MQmW9DEB3mtG15vf1JLa4efi2YVGR1FDNBX5o8lEAzzjw8rjY4SV6JapLpcLtauXcv//d//8cILL/DUU09x6NChaB5yxAqHw7z88r2cu8NDqCiX1HO/ZHQkMUCTb1sBmsqsD108/+qfjY4jIiCvdcNDpvsmNl2RLWhinbzWDa9Wj48X3jzCuKI0po6RrWfiVXFuCnMm5/K3rRVUN3QYHSduRLVI3bJlC+eeey7p6enYbDYWLVrExo0bo3nIEanD287zD/6EOe/UErKaGP+vd8pa1Dhmzcqi4KZbyGwNkb/xDf76zAOEw7ItQyyT17rhIfukJjoZSY118lo3fBpbu/ivZ3bS5Q9x48Iz5HNdnLv2ovEkWUzc9/QOKlztRseJC1GdD1pfX4/T6ez7Oicn5/9n777Doyi7Bg7/tqb3Qu8BQieAQighgCAWBBF8EcWCvKJSBAsgRQQVQVFEQQVfK6J+gICKgoLSiXQpQuhNCCSk983uzvfHwkJopmzNnvu6uJJnd7LnTCZ72DMzzwx79+61eZw100cRnJQFXDkR7LqTwm7x/94Nl1MV/5mbloZiy9wkSKlfp3TLqBSFZkbICvGi2ZipaAMDb/YKwk0Et7qdvMdzMXzzFWGrdrB7wxCUCjiD3KhRU+OpoVRreJuzUykXR9W6vT8tJChpGzjhNPBTKpXT41ZT55BOgMNzEI6hqNRU1mRwat5Iu8Zxxt+yWaUh4+5hBFePcmhcW3NUrdu8L4lftm7FZDSjXPXh52abrfjjyg2+u9XPFl9eo1ZhMivFfli5snCZX/tm+V7+Vq0C81VPFBrMaLUqnunTlOqR/jcOINxGkJ+e0Q+24P0le3n18+2EB3mjVtt3x4NGo8ZkcuxBDpVKxbMPtKBGmE+5X8uuTarZbC6250dRlFLtCQoLK9mbUhsRSXbhVZORr240r3OT+Fc9fHWDW2yvvap4E3zDH77l6qlusszNHr/RS9x4oYA69blr2BhUavt2MhERzvmA6IlxI/rcR15cB36e/RpKauotd7S4K0WrISgs0mm/Z1txVK0LqV6brMxzpc6voshVQdXbuzjk78UTa46z42a3v4czm391xr4Q+9NoqR4cIrWuhLWuXq1CGiZdc7TpBh+VbhZbVexjmeqGjxdfvpTLlCKvGy1bkmV8vLT0aFuLyBDfGydkQ874u3SFmuPouBERAXxYL4Jf/zzJqWv/visIlRpCAr1s8nu2a5NauXJlduzYYR2npKQQGVnyy2enpuaU6Oa38U+OJyIigJQUx29wV4p7MdW+57m70rp6Tlw98cNfc0JcxylNXLVaVeIPOY7kqFpXI6YDET16uvx2sndce+fhSuvqSXEDajence3mDo/rKFLrSl7rKgd68cLDrV1+O9k9rtFUIeudS/2OnRA3vnkVaF7F4XEdxVa1zq6H3dq3b09CQgJpaWnk5+fz22+/ERcXZ8+QQgjhcFLrhBCeQGqdEMJR7HoktVKlSowePZpHH32UoqIi+vXrR/Pm9t9LKoQQjiS1TgjhCaTWCSEcxe430uzVqxe9evWydxghhHAqqXVCCE8gtU4I4QgV8HqhQgghhBBCCCHclTSpQgghhBBCCCFchjSpQgghhBBCCCFchjSpQgghhBBCCCFcht0vnFQeanXJbxBdluVtxZPietK6SlzXi+us/OxNap3rxfWkdZW4rhdXal3ZlrcViVsxY0pc14t7q+VUiqL8+12VhRBCCCGEEEIIB5DTfYUQQgghhBBCuAxpUoUQQgghhBBCuAxpUoUQQgghhBBCuAxpUoUQQgghhBBCuAxpUoUQQgghhBBCuAxpUoUQQgghhBBCuAxpUoUQQgghhBBCuAxpUoUQQgghhBBCuAy3a1IVRZG4FTiuo+Xk5Dg7BY/hKX9TtuJp731Pi+sMUu8cw5P+pmzB0977nhbXGaTWOYa9/6Y0r7766qt2jWADubm5LF++nNDQUHQ6HVqtFkVRUKlUdo/7/fffExQUhF6vR6fTOSzul19+iU6nQ6/X4+Pj47C4ixYtwsfHB61Wi7e3N2az2SFxFy5ciF6vR6/X4+3tbdd4l2O+/fbbbNu2jdatW6PT6ewe83LcBQsWoNfr8fLywtvb2yHb1mg0snnzZipXroxWq7VrrKs5673rrqTWSa2zV1xH1zupdVLrbkVqndQ6e8WVWmdfjnzvunyTumHDBoYPH05+fj579uzhzz//pHPnznbf+KtWreL555+noKCAPXv2cOHCBVq2bGn3uFu3buXFF1/EYDBw4MABsrOzad68ud3jrlmzhueffx6NRsPhw4f55ptv6NOnj93j/vbbb4wZMwZFUTh48CArV67k7rvvtmvMRYsWMXbsWGJjYxk6dCg+Pj52jXfZ+vXreeGFF6zrun37duLj4x3yIWbdunV88skn1KpVi+rVq9s9HjjvveuupNZJrbMHZ9Q7qXVS625Fap3UOnuQWmd/jn7vunyTun79etq2bcsLL7xAkyZN+Oijj1Cr1TRt2hSTyYRabfszlk0mE19//TXDhw/niSeeYN++ffj6+tKyZUsAu+4hWbduHVFRUYwbN47u3btTp04dvLy87BrXbDazZMkSHnjgAf773/8SFxfHjBkzAGjVqpXd4iqKwrfffsuQIUN4/PHHadKkCT/++CONGjUiIiLC5vEA0tLS+OGHH+jduzdt2rThiy++IDMzE5VKRWhoqF33MG7cuJEmTZrw0ksvYTKZyMrKIjY2FrDftjUajajVaubPn8/hw4fx9vYmKioKPz8/m8e6ljPeu+5Map3UOltzVr2TWie17lak1kmtszWpdRWz1rlc5fznn39Ys2YNBoMBgB07dlBYWAhApUqVeOmll3jnnXcA0Gg0domr0WhISUkhPDyc7OxslixZwtatW/nkk08AbPpHd+36bt68GT8/P0wmE8899xzTp09n3rx5do2rVqvZtGlTsXP4O3TowDfffENWVpZN46anp3PgwAHAsj779u2z/lEXFBRgNBqpXLmyzeJdjvn3338DEBoaSkhICGvWrOGtt94iLCyMhIQERo8eDWDTN9jV6wpw+PBhjh07xvr165k3bx579uxh9uzZGI1Gm/6Oz5w5w+LFi0lOTkalUmEwGAgLC+PJJ5/EYDCwefNmm8W6mrPeu+5Kap3UOlvXustxHV3vpNZJrbsVqXVS66TWlY+n1jqXOpI6f/583njjDS5evEhCQgI+Pj60bNmSt99+m8ceewyA2rVrs23bNk6fPs3tt99ukz0V18ZVFIWRI0cSFBTEsWPHCA8Pp2fPnixYsIAjR47QqVMnm+yVuRw3NTWVhIQE9Ho9TZo0Yf78+Zw6dYrGjRvTqVMnFi5cSGJiInFxcXaJq9Vqad++Pa+++iqNGzdm0aJF1K5dm+TkZM6cOUPHjh1ttkdoxowZ7Nmzh0aNGhEQEEDbtm0JDQ3Fz8+P/fv3k5CQQJ8+fdDr9TZ7g8+YMYN9+/bRpEkT/P398fb2ZvHixUyZMoUePXrQtWtX/vjjD44cOUL79u1tuq579+61xq1atSqKovDaa69x33338eSTT/Ltt9+yZ88eunTpYpNtO2fOHN5//33y8/PZvHkzaWlpNGvWjKCgILp160ZiYiLHjx+nWrVqhIaGlnsdL3PWe9ddSa2TWmePWnc5rqPrndQ6qXU3I7VOap3UOql1ZeUyR1KLioo4ffo0CxcuZM6cOXTt2pW33nqL8PBwmjdvzty5c63L9uvXj7Nnz1JUVFTuX8a1cbt168bcuXM5evQoAPXr12fIkCHcdtttjB8/nv3791NQUFDuvTJXx/3ggw/o2rUr7777Lmq1mqioKA4cOMDDDz9M69ateeWVV9i1axd5eXk2j9utWzdmzZpFs2bNGD9+POvXryc1NZWBAwcyePBgkpOTbfJ7NplMZGZmkpCQQGJiIrt378ZsNlOzZk0iIyMB2LRpEzExMQQGBlr3FNkq5sGDB9m5cycmk4mYmBhefvlloqKirFcmGzBgAElJSTZf16vjRkdHExMTQ+fOnRk+fDj16tXjjTfe4I8//iA3N7fc2zYlJYWDBw+yfPly3nnnHbp27cq+ffswGAw0a9YMgI4dOwLYdK+bs9677kpqndQ6W9e6a+M6qt5JrZNadytS66TWSa2TWlceLtOkGgwGNmzYQF5eHgBdu3alQ4cOzJkzhxEjRvD5559z4sQJAE6fPk2dOnVsctWum8WdNWsWAMeOHbOeLnHw4EHat29vk6uU3ShuXFwcCxcu5L777mP//v1cvHgRgL///pu2bdvi6+tr87hdunQhNjaWKVOmcN999zF06FCmTZuGXq9n7969NGvWzCa/Z41Gw+nTp7n33nuJj49nz549HDt2rNgyR44coX///iQmJjJo0CB++OEHm8c8cuQIYDntZceOHWRmZgJw6NAhGjVqZPd1ValUbNy4kbS0NMByqsidd95pk7kEJpOJ06dPW7dtdnY2eXl5+Pj4YDabAYiOjqZRo0YcPHiQhISEcscE57133ZXUOql1tq51N4tr73ontU5q3a1IrZNaJ7WufDy91jnldN9rD3+bTCa8vLxISkpi+/btdO3aFZVKRVRUFIsXL+auu+4iODiYn376iSVLlrBv3z769u1b6qtZlTRuvXr1WL58OVFRUWzfvp333nuPDRs2sGvXLu6//35q1Khhl7h16tThp59+olu3bnh7e/Pdd9/x66+/8ueff9KvXz9q165tl7j169dn6dKl1K9fn7179/L222/zyy+/cPDgQfr370+VKlXKFfeyCxcuEBMTQ0xMDKtXr0atVlOvXj10Oh2HDh3i//7v/9i/fz8rV65k0KBB9OnTx+YxNRoN9erVw8vLiwULFvD555+zdu1a9u7dS79+/ahWrZrd1rV27dpUrlyZxMREvv/+e1avXs369evp168fderUKVdcRVEICAigTZs2BAYGotfr+fnnn/H29iYuLg6VSmX9meDgYJKSkmjWrBlhYWGliltQUFDsUudGoxFvb2+7v3fdldQ6qXW2rnWliWvLeie1TmrdrUitk1ontU5qna05rEm9fJ7y6tWr2b17N/Xr17dOsr18ODw4OJhVq1ZRs2ZN6xvo2LFjqNVqBgwYwO23305YWBgvv/xyiX8Z5Ynr7+/PAw88QLNmzQgICGDixIklLmRliasoijXuE088Qdu2bQkJCWH8+PElLmTlWV8/Pz/uuecemjZtSlBQEJMnTy5xIbtV3MsqVapEUFAQvr6+ZGdns3v3biIiIqhatSr5+fl8+umn9O7dmxkzZlC/fn27x2zfvn2xdS1pEStr3MjISKpWrUqPHj1o1qwZwcHBTJo0qcSF7FZxLxe2sLAw9Ho9APPmzeOBBx6gVq1axZYJCAjgtttuK3UhmzNnDl9++SVZWVno9XrCw8Otr2uP9667klontc7Wtc4WcctS76TWSa27Fal1Uuuk1kmts2etc/jpvn/88QdfffUVp0+fvu65evXq0bFjR959910A/P39SUlJsf7SQ0NDueOOOxwSNzk5mZCQEDQaDdHR0aXe+1OWuAEBASQnJ1snPleuXJkePXrYPe7V63t5j2Pv3r1tHhewnp7Qq1cvdDodmzZtIjU1lRo1arBhwwaeeuopu8fcvHkzKSkpaDQaGjVqZJdte6u4AFFRUfTq1csuccFyio1Go6Fjx46sXLmSoUOHWq+CV1qFhYVMmjSJpKQkHn/8cU6cOMGSJUuKzeGx53vXXUmtu3lcqXVlq3VliWuLeie1TmrdrUitu3lcqXVS62wRFzyz1tm9STWZTIClK09LSyMlJQUfHx9+//33YpfGBvD19WXIkCGo1WpefvllHn74YfLz8617DBwdt7SnYcj63jouWPb6mc1m9Ho9cXFxKIpiPY/d39/fITHNZrP1HmWOXFdHxQXLzcNTU1MZMWIE3333HUOHDqVJkyZlipuRkcFff/3F5MmTiY2NpVWrVly4cAGtVmu9OIEt/5bdlbz3ZX2vZotaZ4u4Zak7Uuuk1t2KvPdlfa8mtU5qnb3Y7XTf9PR03nrrLf7++28CAwMJDw/nyJEjeHt707dvXxYtWkRUVBRVqlSxHq6+fG519+7dqV+/PjVr1mT06NEEBARI3AoQ97LL47p169KuXbsSv8GdEdPd4l7etgcOHGDNmjUMGTKEMWPGlGr+ybVxq1WrhkqlIjAwkNDQUNLT0/nzzz/p1auX9bQUW/xNuSt3eg9KXPeodc6K607rKrXO8dzpPShxpda5WsyyxvXkWmeXJjUrK4sxY8ZQtWpV/P39Wbp0KQaDgfj4eJo3b07VqlU5cuQIBw4coHnz5tarm13eIHq9nrCwMKKioiRuBYpbHs6I6Y5xL2/biIgIRo4cScOGDcsc18/Pj+XLl5Obm0ufPn2oVKkSYLl3VtWqVenUqZP158r7N+Wu3O09KHFdv9Y5K667ravUOsdyt/egxJVa50oxyxPXk2udXZrUEydO8PPPP/Pee+/RqlUrNBoNCQkJ6HQ666kH0dHRLFq0iLCwMGrXrl3uewlJ3Iod15PWtTxxL0/C9/f3L1MeV8dt3bo1Go2Gbdu2ERAQQM2aNcnIyGDWrFmMGjWK8PBwduzYQWFhISEhIeVeZ3fkbn8fElfiulLM8sSVWudY7vb3IXElrivFLE9cT6515f6tXz53+WpVqlQhLCyM7du3A9CmTRvq1KnDpk2bKCwsBCA8PJz4+Hi+/fZb632jJK7EdVbMihL32tNSbBV33bp15Ofnk52dbb2B9MiRI5k/f37pVtaNVYS/D4krcZ0V09ZxpdbZT0X4+5C4EtdZMW0d15NrXbmOpBoMBuu9dS53+mC52ey5c+dISUmhRYsWBAQEUFhYyNGjR6lbt661O2/ZsiXBwcE0bdpU4kpcj1tXd4p7+PBhYmJiOHjwIO+99x779+/njjvuYMKECS6xt83e3GU7SVyJ64ox3Smu1Dr32E4SV+K6Ykx3iusOta7MR1LT09MZMWIEixcvBq5072azmYiICKKjo0lKSmLjxo0AtGjRgt27d1sPVV++jHN8fLzElbget67uFnfPnj3k5eWh0+kYPnw4X331FQ8//HCp4rord9pOElfiulpMd4srtc49tpPElbiuFtPd4rpDrdOW9QdzcnLYtWsXRqORHj16EBQUhNFotHbxNWrUIDU1lW+++YZatWqRm5tLeHj4dTcglrgS1xPX1d3ihoWF4e3tTceOHYtNrPcE7rSdJK7EdbWY7hZXap17bCeJK3FdLaa7xXWHWlfi031NJlOxTj8tLY3s7GwiIyPZvXs3HTp0QK1Wc/bsWSZOnMg///zDgAEDyMrKYuXKlSxevJghQ4bQsmXLUiUocStuXE9a14oQt1mzZqWaG+Gu3H07SVyJ64nrasu4UuvcYztJXInrietqy7iuXuv+9Uiq0WjknXfeQa/X0759e9q2bYtarebChQuYTCa6d+/OvHnzOHDgAIqi8Pvvv9OgQQOGDx8OwFNPPUV2dnap76sjcStuXE9aV0+M6648bTtJ3Iob15PW1Zlx3ZWnbSeJW3HjetK6OjOus9zySKrBYGDy5MkUFBTQuHFjvv76azIzM2nevDnbtm2jUaNGxMXFsWLFCj799FNq1qzJ448/TmxsLHCl0y/NjW4lbsWO60nr6olx3ZWnbSeJW3HjetK6OjOuu/K07SRxK25cT1pXZ8Z1plseSc3KyiIxMZGlS5cCEBYWxurVq/ntt9+IjIzk66+/5vvvvyc/P59atWpRp04ddDodRqMRjUZjPce6tCRuxY3rSevqiXHdladtJ4lbceN60ro6M6678rTtJHErblxPWldnxnWmWx5J9fHxISEhAUVRqF+/PuHh4aSnp/PXX39x4cIF0tPTuf/++xkzZgyFhYWsXbuWO+64A41GU65znCVuxY3rSevqiXHdladtJ4lbceN60ro6M6678rTtJHErblxPWldnxnWmWzapiqJw5swZzp07R6NGjQgKCsJkMnHu3Dlat27NyJEjiYqKAixXjurdu7dNfhESt+LG9aR19cS47srTtpPErbhxPWldnRnXXXnadpK4FTeuJ62rM+M60y2vdaxWq+nWrRvZ2dmsX78esNxkdseOHfj4+ABQVFQEYNMbv0rcihvXk9bVE+O6K0/bThK34sb1pHV1Zlx35WnbSeJW3LietK7OjOtM/3p133r16tGiRQtWrVpFaGgoDRo0wMfHx3plKJ1OZ5fEJG7FjetJ6+qJcd2Vp20niVtx43rSujozrrvytO0kcStuXE9aV2fGdZZ/bVJVKpX1kPHSpUs5duwYAwYMoGnTpnZNTOJW3LietK6eGNddedp2krgVN64nrasz47orT9tOErfixvWkdXVmXGdRKYqilHThnJwcvL290Wr/tbe1KYlbceN60rp6Ylx35WnbSeJW3LietK7OjOuuPG07SdyKG9eT1tWZcR2pVE2qEEIIIYQQQghhT7e8cJIQQgghhBBCCOFI0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZ0qQKIYQQQgghhHAZWmcncCvp6bmYzUqJlg0L8yc1NcfOGdmO5Gt/7paz5Pvv1GoVISF+Do3pCFLrXIe75Qvul7Pk+++k1snfiSO4ugL4IQAAIABJREFUW86Sr325Wq1z6SbVbFZKXMwuL+9OJF/7c7ecJV/PJLXOtbhbvuB+OUu+nklqnetxt5wlX/typXzldF8hhBBCCCGEEC5DmlQhhCiFP/74g759+3LXXXfx+uuvA7BlyxZ69epFjx49mDVrlpMzFEIIIYRwb9KkCiFECZ05c4bJkyfz4Ycf8uOPP3LgwAHWr1/P+PHj+fDDD/nll1/Yv38/69evd3aqQgghhBBuy6XnpF5LURRycjLJz8/BbDYVey45WY3ZbHZSZqVX2ny1Wj0hIRFoNG61yYSoUFavXs3dd99N5cqVAZg1axanTp2iVq1a1KhRA4BevXqxatUqOnfu7MxUhRDCLZhMRtLTUzAaDcUer+if664ln/OEKM6t3gnp6SmoVCpCQyuh0WhRqVTW57RaNUaj+xSz0uSrKAq5uVmkp6cQHl7FzpkJIW7m1KlT6HQ6nn76aZKSkoiPj6d+/fpERERYl4mMjOTChQtOzFIIIdxHenoK3t6++PlV9pjPddeSz3lCXM+tmlSDoYBKlaqjUnnWWcoqlQo/v0BycjKcnYoQHs1kMrFjxw4WLFiAr68vzzzzDN7e3sU+WCmKUmxcEmFh/qVaPiIioFTLO5vka3/ulrPkKy4zGg3XNaieRj7nCXE9t2pSQfG4BvUyTy7eomI6fSGbnxNOMejOhvj76JydTomEh4cTGxtLaGgoAHfccQerVq1Co9FYl0lJSSEyMrJUr5uamlPiy75HRASQkpJdqtd3Jsm35BRFwWhSKCwyUWAwUmgwUVBkotBgKvZ9gcFEYdGlfwYTqFVkZhdiMJooKjJjNJsxmhRMJstXo8mMyXzV2GzGZFIwudCtBmxBo1ahVqtQqyxfNWoVGo0KnUaNRqNGq1Gh16rRazXodRr0usvfX/VVp8FLqy72fES4P/m5hdbHvHQavHQadFo1Oq0ajVpl8/+j1WpVqXdeuTP5jCO/A+H+snINfPbLQfrG1aVmpfLv2HOzJlUIURGs++ssX606BEDfznXdpknt0qULY8eOJSsrCz8/PzZu3EjPnj2ZP38+p06donr16qxYsYIHHnjA2akKOygwGMnIMZCeXUhGdiHpOVe+ZuYYyM4vIje/iJz8Imen6pFMZtduvN/4b1uqhN34pvVCCOHONu45x+crEwG4LTpSmlQhhPt5f8le/jp6EYDBdzeiUoivkzMquRYtWjBkyBAGDhxIUVERHTp04KGHHqJu3bqMGDGCwsJCOnfuTM+ePZ2dqriB/EIjyen5JGfkk5yeZ/n+0jg9u9DZ6QGg1ajw0mnw1luO9nnrNZfGWrys31/1Va8hIsyPwvwi9Do1Oq0GrUaFVmM5wqe9dARRe9XRRK1ajUajsssRwJKw9dFqRVFQsNyE3nypUb18VNpkthxJNl46ilxkNGMoMmEwmjAUmSksMmGwPnbpa5H50vOW7xW1ipxcA0WXfqbAYDnSXWAwlaopNppct4EWQoiyMJsVXvpoi/X/0F7ta9OhmW3mVUuTWg6JiQdYvvx7xo2b5OxUhHB5RpOZp95eZx2/9uTtVItwv9PZ+vXrR79+/Yo9Fhsby48//uikjDxXkdHEuYt5nE7O5p/kXP5JyeGflByy8+xzJFOvVRPs70VwgBchAV4E++sJuTQO8tMT4KvH30eHr7cWrcZxU1Pc7ZRqW1OpVKgAtUYFmn9dvNQ8/fcrhBA3cvpCNq9+vt06nvZUOyqH2u7Ag1s3qZv3JbFpbxIAKhUoNtxJ2bF5lX/dExAd3Zhx4xrbLqgQFVRaVgEvfrjFOv7o+c7odCpOZJ6idmBNmYsjrpNbUMSxs1kcO5vJ0bOZHDuXiaGofFf69NJpiAzxITLYh4gQHyJDfKh06fvQAG/UapU0JEI4kbM/1wHs2rWDL7/8FI1GS1LSWRo3bsLYsZPQ6/U3XP6+++6kU6fOHDz4NyEhYdxzz30sWfIdKSnJjB8/mZiY1gwf/hT16zdkz55dGAwGRo58gdtvb2e7lRPCwRb8doi1u84CUDPSn8lP3Gbzz3Ju3aQ6265dO/jss/nMmTP/hs//9tsqvvnmK9RqNVWrVmXSpNfQ6/V89NEHbNy4Do1Gw3339eXBBx9ycOZCOM6eoxeZvWQvANUj/Jgy+HZyinJ5fu1UAMa2GUnNwOrOTFE4gVlROHMhh/0nUtl/PI1DZ0p/VUsVUD3Sn+oRflSP9KdGhD/VI/0J8tPLjg8hRJnt27eXL75YSI0atZg0aRxLly5iwIBHbrhsWloq7dq15+WXJ/LMM/9lw4a1fPjh/1i5cgWLFn1LTExrAHJzc/jss4UcOXKIF18cyZIlK9Dp3ON6DEJclldQxPD3NlrHz/ZpSpvo0l0ssqTcuknt0OzKXjFXvJ/WJ598xPz5nxMSEsrcubM5ffokZ86cYd++PSxcuIiCAgPPPjuEbt26ExYW7ux0hbC5734/wm/bzwDQp2Md7utYh8S0I3zw1ycA+Gl9qR5Q1ZkpCjszFJnYdTiF7YnJbDt4ocRHRnRaNVHVgqhXLYioakHUrRroNhfYEkKUjat8rmvZMoaaNWsD0LPn3fz447KbNqkA7dp1AKBy5So0b94SgEqVKpOdnWVd5r777gegfv2GhIWFc+zYEaKj5Ww84T62Jybz0fL91vGcUZ3w9bbf/8tu3aS6ug4dOvHMM08SFxdP585dqV+/IT/9tJyuXbuj1+tRq7V88cU3zk5TCJtTFIXn524mM8cAwJiHYoiuFcLyo7+w+vQ6ALrW6MQD9Xs5MUtha+nZhWzcc461f521bvtbqRLmS9M6YTSrG0qDGsHodXaYUCiEEKV09W3FzGal2PhGrj4ierNlS/uaQrgKs1lhyhfbOZOcA0CXVtUY1KOh3eNKk2pHo0a9yNGjvUlI2MRrr01i8OCn0Gq1XH0WWlLSOYKDQ/Dx8XFeokLY0LWngswa0ZFAXx3jNk0l22ApcMNbDKFRWANnpShswGgyk/D3eVZtPU1Sat4tl21UK4TbG0XSumGkHA0VQri8vXv/IiUlmbCwcFat+pm2bduX+zXXrPmNRo2akJh4gOzsLOrWjbJBpkLY14W0PF6e/6d1PPnx26hVufy3lykJaVLtxGg08sgj/ZkzZz6DBj2B0Wjk8OFDtGjRisWLv6Vfv/4UFBTxwgsjmD79XWrWrOXslIUotxNJWbz25Q4ANGoV816MJ8+Yx/C1E63LTOswiSAvxxQ4YTtGk5lN+5L4cdMJMm5ylFStUtElphrxMVWtV26WCxEJIdxNeHgEr78+mZSUZG67rS29evUp92ueO3eWwYMfBmDKlDflSKpweT8nnOT79ccBCPbX89Yz7R165XppUu1Eq9Xy5JNDGTVqGF5eXoSEhDBhwquEhISSmHiAxx57GJPJTP/+D0mDKiqENTvO8M2aIwC0b1qZIfc25nD6MWbvngeAt8aLt+OmoFY5rsCJ8knNLOD//jjCjkMpN3y+Wd0w7omtRf3qQXKhIiFEhRESEsrs2R+VaNlNm3ZYv58w4VXr961ataFVqzbWcf/+A4qNhXBVRpOZZ95Zb70P9KAeDejSyvEXuJQmtRyuLUDX6t69J92797zu8aFDhzFs2AiXu9CTEGX19re7OXgqHYCn7mtMu8aV+fHYKn499QcAnau358EG5d8TLezvYkY+8376m2Nns657rlndMO6Pq0PtyoFOyEwIIRyvsLCAoUMH3/C5IUOG0rFjZwdnJIT9HD+XxetfXdnxMvPZ9oQGejslF2lSy2nu3Nls3771usejoxsxbtwkJ2QkhOMUGc0MnbnOOn7jv22pHOrLhM1vkFGYCcCzLQbTJCzaSRmKkjCazHz92yE27Em67rn+8fXoflsNh57iI4QQznLtAQgvL+9yX+TyZrcqFMKVzF2yh1UJJwGIrhnMSw/FOPUsKWlSy2nYsOecnYIQTnE+NbdYg/rxC50xUMDwtWOtj73RYQLBXkFOyE6URFJqLq99uYMCg6nY44N6NCA+ppqcwiuEEEJUcPmFRobN2mAdj+jbjJgGEU7MyEKaVCFEqe08lMzcZZZ7ZdWrGsiER9twJP047+3+GAC9Wsc7nV+T+acu6vSFbF79fHuxx2KbVOaxng3lNjBCCIdTFMXjd4opJb2JtBA2tPfYRd5bvNc6njMqDl9v12gP7Z7FoEGDSEtLQ6u1hJo6dSotWrSwd1ghhJ189esh1u0+C1hOBb2rXS1+OraKVZfmn8ZVa89/Gsr8U1eUmlnASx9tKfbYM32aclt0pJMyEkJ4Oq1WT25uFn5+gR7bqCqKQm5uFlqt3tmpCA/yzv/9xd8n0gDo2LwKYx+73aWuxm/XJlVRFE6ePMnatWutTaoQwj2ZFYUR720gv9ByauiM4R0J99MVm3/6TPMnaBreyJlpihswKwrvfPeX9eJWAKMfbEGzumFOzEoIISAkJIL09BRycjKKPa5WqzGb3ecCk+XNV6vVExLi/FMsRcWXmVPI6DmbrePxg1oTVc31pmbZtXM8ftxyb53BgweTkZHBgw8+yCOPPGLPkA6VmHiA5cu/lwskiQovJ7+IkbM3WsezR3YkorIXTy5/yfqYzD91TafOZzPliyun9j7asyHxLas5MSMhhLhCo9ESHl7lusfd7R7L7pav8Eyb9yXx6c8HreN5L8aj07rm1Cy7NqlZWVnExsYyadIkioqKePTRR6lTpw4dOnSwZ1iHiY5uzLhxjZ2dhhB2dfSfTKZ9vRMAHy8tH4zqxLGM44xbbrn/qU6t412Zf+qSFv1xlFXbTgNQJcyX155si1rtmafTCSGEEJ5KURSmfrGDUxcsO1L6dKzDfR3rODmrW7NrkxoTE0NMTIx13K9fP9avX1/iJjUszL/YODlZjfYW3f6tnrOHnTt38L//zeOjjz654fNTp07Gx8ebQ4cSyc7O5plnhrNy5c8cPXqEuLh4nnvueVas+JHNmzeSnp7GxYsX6dgxjueee/6G8zLUajUREQH2Xq2bcmbssnK3nF0t3+//OMIXPx8AoGdsbYb1a8F3+35g6YFVAPSIimNI64ecmaK4ifHz/+R8Wh7gOlfqE0IIIYRjXXt672tP3k61CP9b/IRrsGuTumPHDoqKioiNjQUsXXxp5qampuZgNl+52pnZbMZovHK+f9HhzRQdslwyWaVS2fTKaLqGcega3LqZNpnMKIpSLKerKYpCcnIKH3/8OStXruD111/l22+X4uXlRZ8+d/PYY0MwmxX27PmLL774hoCAQEaMGMoff/xO585dr3s9s9nstFNJ3PE0FnfL2ZXyVRSFaQt2cuxcFgDP9mlK64YRDF3+MumFlnlD4zo9Sw1dbYfmrFarrtt5JYpTFIUnZ6y1jmcN70CQv5cTMxJCCCGEM2w9cIF5P/4NgF6rZu7zcWjU7nHmm12zzM7O5q233qKwsJCcnByWLVtG9+7d7RnS5bRr1x6ASpUqU6dOPUJCQvH19SMwMJDsbEsD0LFjHKGhYeh0Orp168HOndtv9ZJC2JWhyMSTM9ZaG9TpT8cSXc+P4WvHWhvUNzpMoFXVZuWKYzx7gLyf38Kcn1XunMUVVzeo81+KlwZVCCGE8EAzFu6yNqj3dajNxy/Gu02DCnY+ktqlSxf27NlDnz59MJvNDBw4sNjpv+Wla9DBerRTq1Xf9IimM+l0Ouv3Gs2N7z+o0VzZDIpiLjYWwpGSUnOZ8MlW63jei/GczD7BlI22nX+at/JdTGcu3ZerqBB8yvVy4pKpV10g6X9jusj8UyGEEMLDZOcZeO79Tdbxq0/cRs1KrjWdrCTs3g2NGjWKUaNG2TuMW9u6dQs5OTnodDpWr/6VIUOednZKwgP9eeA883+0zD+NrhnMmIGtrrn/aSz/aXh/uWKYc9PJXTjaOva5dxzqQJkraQurtp7m5HnLqdfzXoyXBlUIIYTwMLsOpzBn6T7reP5L8Wg17nP09GpyyM4FBAeH8NJLI8nIyODOO++mbdtYZ6ckPMz/Vhxgy/7zADzUrT53tKnOxM3TrKf32uL+p4Z9v1GY8M2lkQr/J+ej0uhu+TOiZNKzC1m09igAbz0T67KXkxdCCCGEfby3eA97j6UCcOftNfhP1/pOzqh8pEkth1at2tCqVZubPj9hwqs3XXb58p8xGs3s3r2TWrVqF1tWCEcxmxWGzlyH6dIFyiY91oaIcA3D1461LjOtw0SCvALLHEMxGcn54hkwFQGgv/1BvFreXb7ERTEvzLVcta9/fD3Cg+TcaSGEEMJT5BUUMfy9K/eyn/hoG+pWLfvnNlchTWo5zZ07m+3bt173eHR0I8aNm+SEjIQomcxcA6M/uDJn4YNRnTiXf5qxNpx/ajx/hPwf37CO/R6aiTogvOxJi+tsT0y2fn9Xu1pOzEQI4Y7mzJnDypUrAejcuTNjxoxhy5YtvPnmmxQWFnLXXXcxerRlmsbBgweZMGECubm5tGnThilTppTqrg1CCNvafzyVdxftsY4/fqEzet2Nr4HjbqSylNOwYc+V6+fvvrsXd9/dy0bZCFEyB0+l8/a3uwEI8tPzzvAO/Hz8V5vOP81f8yHG49sA0FRrgs/dL97w/r+ifD5avh+AN/7b1smZCCHczZYtW9i0aRPLli1DpVIxZMgQVqxYwcyZM1mwYAFVqlRh6NChrF+/ns6dO/PSSy/x+uuv07JlS8aPH8+iRYsYOHCgs1dDCI/08Q/72XbQsqM6PqYaj97Z0MkZ2ZY0qUJ4mOUbj/Pj5pMAdG9TgwHdopi05U2bzT8152WS+/WVnTc+d7+ItnrTcuXsSgYNGkRaWpr16MHUqVPJzc294VEHe9tx6SiqCqgS5ueQmEKIiiMiIoJx48ah1+sBqFevHidPnqRWrVrUqFEDgF69erFq1SqioqIoKCigZcuWAPTt25f3339fmlQhHKzAYOTZdzdYx+MebkWDGsFOzMg+pEkVwkMoisKkT7dx7mIuAM/1a069Wj7F5p++0WECwV5BZY5hOLiOwo1fWMf+g+eh0lac+3QqisLJkydZu3attUktKCigZ8+eNzzqYG8fXjqK+rocRRVClEH9+lcurHLy5ElWrlzJI488QkTElauuR0ZGcuHCBZKTk4s9HhERwYULFxyarxCe7vCZDKYv3GUdf/R8Z7z0FeP03mtJkyqEB8gvNDJs1pW9bjOfbU+q6SxjN74FgF6t451yzD9VzCZyF45Gyc+yvF6r3ni1Kd/pwq7o+PHjAAwePJiMjAwefPBBGjRocMOjDvZuUnPyi6zfy1FUIUR5HDlyhKFDhzJmzBg0Gg0nT560PqcoCiqVCrPZXGzKxuXHSyMszL9Uy0dEuNe9Hd0tX3C/nD0533lL97Ji8wkA4ltV54WHW9vstS9zpd+vNKlCVHBnknOY/Nk263j+S/GsPPmbzeafmlJOkLdsinXs958ZqIMqlT1hF5aVlUVsbCyTJk2iqKiIRx99lCFDhtzwqIO9fbkqEYBe7WvbPZYQouLauXMnI0eOZPz48dxzzz1s27aNlJQU6/MpKSlERkZSuXLlYo9fvHiRyMjIUsVKTc3BfOlq8v8mIiKAlJTsUr2+M7lbvuB+OXtqvkaTmafeXmcdj36wBc3qhtn8d+GM369arbrpzitpUoWowNb/dZYvVx0CoFWDCIbd35SJW6aRUZgJlH/+acH6zyg6ZDlCq46si2/vSRX64kgxMTHExMRYx/369eP999+ndesrezMddXRh5yHLh8XBfZq5/I26nbVn1mwowJh1EWN2KqbsdEz52ZgLci/9y8FckIvp0ldzvuVrtqno31/YWTRa1Fo9qsv/dHrUeh/O6b1R67xRe/ui9rrqn7ffjb/38kWl83Lqe9WV9taXhLvlW1JJSUkMGzaMWbNmERtruUd7ixYtOHHiBKdOnaJ69eqsWLGCBx54gGrVquHl5cXOnTtp3bo1P/zwA3FxcU5eAyEqtrMXc5n0vyt3EXn/uU74+3jGPealSRWignp/yV7+OnoRgCfuiiamcZDN5p8qBTkcf+Nx69i7x0h0tVuVK193sGPHDoqKiqwf5hRFoVq1ajc86lAapT26kHQ+0zpOT8stVSxHK++eWUVRUPIzMaefw5x+1vI14xzm9HMoBe6zR90mTEbMJiMU5jkvB7UGlXcAKm//S18v/fO50feXllEXny/lqUdDSuNWRxds6dNPP6WwsJDp06dbHxswYADTp09nxIgRFBYW0rlzZ3r27AnAzJkzmThxIjk5OTRp0oRHH33U7jkK4al+236G734/AkBU9SBefrhVhT4QcC1pUsshMfEAy5d/L/dDFS7l2tNCpj55O/naC4zd+B5Q/vmnRUe2ULB2vnXs//hHqPQ+5crZXWRnZ/P+++/z3XffUVRUxLJly5gyZQqjRo267qiDPa3/6xwAMfXd/56zSkEOxn/2Yzp/GNOFo5hTT9vuxTV6VP4hqP1CUfkGW5omLz/LP70vKi8/8PJD5eVrfSyicigXL+bYLgcbURQFzEYwGlBMRWAsQjEWgrGQQF8VGSnpUFSAYshDMeSjGPLg8veFlq9c/VxZjxibTSh5GSh5GWVel5u2eyqVZTv5BqPyCULtG4zKNwiVb3Cx71W+gajU8vHFFiZOnMjEiRNv+NyPP/543WPR0dEsWbLE3mkJ4dEURWHCJ1s5n2bZIfnEXdF0alHVyVk5nltX+a1JO0lI2g6ASgVKyQ5ElEhsldtoW+XWE5Kjoxszblxj2wUVopwuZuYz5qME6/jD5+NYfWbNVfNP2/Ofhn3K9NqKYib3/8ahZFluexLU7j7MzfuWP2k30qVLF/bs2UOfPn0wm80MHDiQmJiYmx51sJefE04C0LtjHbvGsRVFUTCdP4zxSALGU7tR8jP//YeuovIOQB1SDXVIVcu/YMtXlU+Qzfcqu+peapVKBRodaHRcm6FvRAC5/o450qcYDSgFOSgF2Vf9y0HJz7r+8fzs0h3tVhSU3HSU3HQATOVNVqVB5ReMyu/Sjgr/MNT+xb+qvPxddpsLITxPZq6B0R9sso5nPB1LRLBnHAi4lls3qc62a9cOPvtsPnPmzL/uOZPJxNNPP0Hv3n25994+zJjxBgEB/jz77HM3eCUhyu+vIxd5//u9AFSP8OfVJ9owKeFNm8w/NaWdIW/JlTMGfPu/QViDaLc6Zc9WRo0axahRo4o9Fhsbe8OjDvaSkWMAoGYl15snp5hNGI9vp+jgWkxJh25+1OwyjRZtjeZoqkSjqRSFOqwmKo381+SqVFo9Kv9Q8A8t82vc7PRZxVRkaXbzMjFfOlp7+Z85L/PS95klP4qrmFByUlFyUjGXOVvI9fYH/zDUARGoAyNRBVVCHVgJdVAly5FdaXKFEDaw63AKc5buA8Bbr2HOqDjUas+tL279SaBtldbWo51arRqjsTz/DdmWRqNhwoQpjBr1LF5e3hw8+DeffPKls9MSFdQ3qw+zZuc/APTpVIeut0cyYt046/PlmX9asGUhRftXA6AOropv/9dRlfFUYVHxKIZ8DPtXY9jzCxQV3HQ5dVgNdPXbo63dGnVg6ebsCs+g0uhQ+YeBfxi2uOufYjRYGt7cNJTcNMw5aZaGNScNJdfylcJ/n9NtLsiBghzMF0+VLgGdD+rgyqiDKqGpFIWucTdpaIUQN/Thsn3suHRBxHvb16JvXD0nZ+R8bt2kurratevQr99/eP31yXz22UJ0Os+4GpdwHLOiMOr9TdZ7Zo4dGIM6II2xGy23hCnP/FPFkE/OF89Yx95dn0YX1c42iYsyS8+yNIJajfM+7BqTDlG45WvMqWdu+LymaiP0TXugqdmMyEohHnnEXTifSqtHFRiBOjDi3xe+CUVRCPNTSDl5EnP2RcxZFzBnXkDJSsaced56b+gbKsrHnHICc8oJjEf/ROUbgq6O7e9rKIRwX4VFJp55Z711PPHRNtStGujEjFyHNKl2dvr0KQIDgzh8OJF69aKcnY6oQHLyixg5e6N1/N6Ijqw//werdpd//mnR8e0UrJlrHfs/NtdykRnhdDsTLXOCY+qX/YN3WRiTDpH/2/s3PPKka9gJfct7UAdVdmhOQtibSqVC4xeIJrIumsi6pfpZpSAHc+Z5zJkXwGxCWyvm339ICOExTiRl8dqXO6zjj57vjJfeFueRVAzSpNrRli2bOHr0MB9//BnDhz9Fmza3ExEhp7mJ8jt6NpNpC3YC4KXTMGd0JyYnTCe90DJXq6zzTxVFIW/pK9YjZLrGXfHuKLcYcCW7D1ua1KZ1yj4nsKSUwlzyV8/BdO5gscdVvsF4dRyEtpZnXQ5fiNJQefuj8Y5CU0l2UAshilu24Tg/bTkJQOsGEQzr28y5CbkgaVLtJDs7m5kz32TatJlUq1ad/v0f4q233uDtt2c7OzXh5lZuPcXitccAiGtRhX531GSkDeafmjOSyF30snXs23cKmvBa5U9Y2NTuQ5YmtYkdm1TThaPk/fB68Qd1Pvj0GIG2mlzRXAghhCgLs1lhxOyN5BcaARh2fzNaN3TsmVHuQprUcmjVqg2tWrW54XMBAQEsXfqzdTxw4CAGDhzkqNREBaQoCtMW7OTYOcscqGf7NCWoUrZN5p8WbluC4a8VAKj8QvF7aCYqtVwcyRVl51nmH4cGetv8tW/UnOpjeqFvc79cLEsIIYQoh2tvEzhreAeC/L2cmJFrkya1nObOnc327Vuvezw6uhHjxk26wU8IUXqGIhNPXzWxfvrQdmxN28Dn5Zx/qhQVkvP5UOvYu/OT6Bp2Kn/Cwq2Y8zLI/br4bXV87h2Htmq0kzISQgghKo6Ev8/zyU8HAKgU4sO0p9rJdJl/IU1qOQ0bJvc9FfaVlJrLhE+u7Aj5+IXOTN02o9zzT42n95C/apZ17DfofdQ+ckU5T6IoCgW/f4jx+HbrY9KcCiGEELbz7qK/2H88DYAHu0TRs21NJ2fkHqRJFcKFNoNYAAAgAElEQVSFXb3nrVGtEJ7p14DRG6/MGy3L/FNFUcj/6U1M5w8DoI2Kxafr0H/5KVHRmLNSyP3uJevYq90A9M17OjEjIYQQouIoKDQyePof1vGUwbdTI9LfiRm5F2lShXBR83/6mz//vgDAw90bULNuoXX+qU6t490yzD+9tjHx7TMJTaTcMNpdKIpik9cx/L2Gws1fWwY6b/wf/QCVRu7jLIQQQtjCqfPZTLmqQZ33Ymd0Wrm9TGlIkyqEizGbFYa8tdY6fuXxNuzL3cJ75Zx/Wrh7BYbtSywDnQ/+j32ASi0lwJ1cvhpgee6jlv/bBxhPXrp9UYdB6Jt0s0luQgghhICVf55i8TrLXRjk9jJlJ59QhXAhGTmFPD9ns3X8wXOdeHPX2+Waf6oYDeR89pR17NX+EfRN77BNwsKhkjPyAYgM9inTz+d88wJKTioAvv2noQmparPchBBCCE+mKArjP9nKhbQ8AMY80obo6nKtj7KSJrUcEhMPsHz593IVX2ETuw8l88p8y6XJw4O8mfRkc8ZsmmB9flqHiQR5la7YGc8dJH/FDOvY7+FZqP1CbJOwcLi0rEIAwspw+5mchc+j5Fou3OD/+Eeo9GVrdIUQQghRXE5+ESNnb7SO336mPdFREaSkZDsxK/fmkCZ1xowZpKenM336dEeEc5jo6MaMGyc3thfl9/36Y/yccAqAu9rVpEULFeM2TQXKNv9UURQKfnsf46ndAGhqtsDnzlFyuXM3l5ljaVKD/PWl+rncZVOvNKiD56PSlu7nhRBCCHFjB06mMfO7vwDQalR8/EI8arV83iovuzepCQkJLFu2jPj4eJu/dtaWzWRu2gCASqWy2UVFAII6xhHYvsMtl9m1aweffTafOXPmX/ecyWTi6aefoHfvvtx7bx9mzHiDgAB/mjdvyZw5s1m48P9ISjrPiBFDmT//CyIiIm2Wu3AfiqLw8rw/radxPv+fFhwzb2P2bsuc1LLMPzXnppO7cLR17HPvWLRVS3+LGuF6MnMNAAT5lbzJLNz+PeaU44A0qEIIIYQtfbPmMGt2/ANAt9bVebh7AydnVHHYtUnNyMhg1qxZPP300yQmJtozlMvRaDRMmDCFUaOexcvLm4MH/+aTT75Ep9Oxbt0ffPnlZ+zYsZ1hw56TBtVD5RcaGTZrg3X8+aTujF07mWxDDgDPthhMk7DS3a/S8PfvFG5eYB1LU1KxZORYmtRgf68SLW9MOoRh908A+A18R/4WhBBCCBswmxWeeXc9RUYzAC8MaEmT2qFOzqpisWuT+sorrzB69GiSkpLs8vqB7TtYj3ZqtWqMl/5QXEXt2nXo1+8/vP76ZD77bCE6neUWD8899yKDBvWnadMW3HHHnU7OUjjDqfPZTPliu3X87qg2PPvrC9bxtA6TCPIKKPHrKWYjOV+NBINlsr7+tgfwiullu4SFS8i6dCQ1sARHUhWzkfyf3gTA564XUPuH2TU3IYQQwhOkZhbw0kdbrOPZIzsS4Cs7gW3Nbk3q4sWLqVKlCrGxsSxdurRMrxEWVvyGt8nJarTam8/Lu9Vz9qDRqFGpVLeMe+bMKQIDgzh27DANG1pOAcjKSket1nD69ElMpiK8vEp2VEStVhMRUfLGxdacGbusXDHnnzef4OOlewGIa1mNO7v7MWH96wD46Xz49P6ZpZp/WnD2COe+GGcd1xj2IbrgSrZN+iZc8fdbkeUUFAHg7/Pv9zTNXWjZ6aGpEo22hlz+XgghhCiv7YnJfLR8PwCVQnyY9lQ7ud6HnditSf3ll19ISUmhd+/eZGZmkpeXx7Rp0xg/fnyJXyM1NQez+co8U7PZfNOjpc44kmoymVEU5aZxt2zZxJEjh/n4488YPvwpYmLaEBoaxtSpkxk9+kW2b9/GvHkf8uyzz5UontlsdtpVwiIiAtzuCmWumPO7i/5i/3HLBWyG3NuI8147eX295ZTfexp04+7qd5J6MbfEr5e/7n8YD28CQFOpPj73jSejSAUOWG9n/H7VatV1O688SW6+pUn19b516TaeP4KSnwlY5iQLIYQQonw+XLaPHYdSAHigc13uia3t3IQqOLs1qZ9//rn1+6VLl7Jt27ZSNajuLjs7m5kz32TatJlUq1ad/v0f4q233qBly1aEhobSpUs3WrW6jUGD/kNcXFeaNpUjHRWZ0WTmqbfXWcevPXk77x18mzyj5YJJI1r+l04NW5W46VMKcsj5arh17HPnKLS1Wto0Z+F6cguMAPh53/pIav6PbwDg0+tl2cMrhBBClEOR0cTQmeut40mPtaFOFbn/qb3JfVLLoVWrNrRq1eaGzwUEBLB06c/W8cCBgxg4cFCxZfz8/IstIyqmlIx8xn6cYB3PGNGKV7dOtY6nd3yFAH3Jjw4WHd5MwbpPrGP/Jz5GpSv9fTOF+8m7dLqv3y2OpBoOrLV+r63S0O45CSGEEBVVUmouEz7Zah1/+Hwc3nppnxzBIb/lvn370rdvX0eEcri5c2ezffvW6x6Pjm7EuHGTnJCRcCU7D6Uwd9k+AOpUCeT+e/x4des0AAL0/kzrMLHE808VxUzud2NRsi2nmuhb3I1X2wftk7hwSUaTZfqD7hbz4As3fQmA38OzHJKTEEIIURFt2HOOL1Za7k4SXTOYMQNbOTkjzyK7Aspp2LCSzScVnuerXw+xbvdZAPrF1yMrZBcf7bUcUe1Rqwu9691V4tcypZ0hb8mVnR6+/aehCalq24SF27jZKbxFhzdbvtHoUfuFODAjIYQQouJ457vd/H0yHYBH72xIfEw1J2fkedysSVWhKGZUpbjyaUWhKMq/LyRcgllRGDZrA4UGEwDjHo7hg6MzMOdZLrA1KmYo9UPqlfj1CrYspGj/agDUIVXx7fe6R74HxL+7fBq4X/83nJyJEEII4X4MRSaefufK/NPXhrSlWrifEzPyXG7VpOr13mRkXCQgIASNRusxFwRRFIXc3Cy0WrkHk6vLzjPw3PubrOOpTzfjzV1vWsdvdXoVP51viV5LMeST88Uz1rF316fRRbWzXbKizGbMmEF6ejrTp09ny5YtvPnmmxQWFnLXXXcxevRop+Rkzkqxfq8OjHBKDkIIIYS7Oncxl4n/uzKFb96LndFpNU7MyLO5VZMaEhJBTk4maWkXMJtNxZ5Tq9WYzY69BU15lDZfrVZPSIh88HRlh89kMH3hLsByYZsnBobw5q63AYj0CeeVdi+VeMdK0YmdFKz+wDr2f2wuKi/Zk+cKEhISWLZsGfHx8RQUFDB+/HgWLFhAlSpVGDp0KOvXr6dz584Ozyv/1/cA8I4b7PDYQgghhDvbuOccn1+af9qkdggvDIhxckbCrZpUlUpFQEAwAQHB1z3nivfEvBV3y1fc2s8JJ/l+/XEAuraqhqn6bj7dvwKAe+vcyV11upXodRRFIW/ZFMwXTwKgaxSPd6fH7ZCxKIuMjAxmzZrF008/TWJiInv37qVWrVrUqFEDgF69erFq1SqnNKnmdMv8Z23DTg6PLYQQQrir9xbvYe+xVEDmn7oSt2pShXBFUz7fzqkLlh0Ow+5vzGdn34XzludebD2MOkG1SvQ6RWlJ5Hxy5d6nvn1fRRNe29bpinJ45ZVXGD16NElJSQAkJycTEXHlDIfIyEguXLhQ6tcNCyv5LYjAspPragVnEskGVDovIiNd795t1+br6twtX3C/nCVfIYSzFRnNDJ25zjqe+uTtVI8o3f/Hwn6kSRWijAoNJp5598rk+nGDGzJ7/7vW8cy4qfhoS3b/0sIdyziz6wcAVL7B+A18B5Va5kG4ksWLF1OlShViY2NZunQpAGazudgp3IqilGmufGpqDmZzyS+Odu1ZGDnLZwPgfccwlztDw93OGnG3fMH9cpZ8/51arSr1zishRMldSMvj5fl/WscfvdAZL5187nIl0qQKUQZnL+Yy6arJ9U89Gszs/ZZGoUZANca2GVmiZkUxFpLz2VDr2CvuCfTRjj9VVPy7X375hZSUFHr37k1mZiZ5eXmcPXsWjebKf2opKSlERkY6PDclKxkAbY3mDo8thBBCuJOE/ef5ZMUBAOpXD+LlR1o7OSNxI9KkClFKm/Ym8dkvBwFoXi8M3+g9LEhcBUDfqHvpVjOuRK9j/Gc/+b/MtI5rjfqMtDy5tYyr+vzzz63fL126lG3btjFlyhR69OjBqVOnqF69OitWrOCBBx5waF5KYa5D4wkhKpacnBwGDBjAxx9/TPXq1Xn55ZfZuXMnPj4+AAwfPpzu3btz8OBBJkz4f/buO6Cq+v/j+PMOxgXcsgTEkaZpLtQkB1oONOnrylyZmiNnjjRDzD1ya66fZVm2RC0zS8u9y5FillsRcSCiqJfNvff3x9WjpCIgl3svvB9/9flwzr0vkC73fc/5vD9jSEhIoHbt2kyYMAGtVt5GCvuy+Me/OXTK3A2/S9MKNK3tZ+VE4knk1UWIbHj4xa1r8/L8EL8I7u38MbrOe/gVevpie5PJRNKvszBc/gcAbbm66JoOQONaCBLt5xY4AU5OTkyfPp3BgweTkpJCUFAQwcHBeZoh5Yi5QZdDlaw15xJCiPsiIiIICwsjMjJSmTt+/Dhff/31I3eFjBw5ksmTJ1OjRg1CQ0MJDw+nS5cueZxYiJxJNxjpO3OHMh7fsw6lPWWtuS3LVpGampqKWq2WT85EgWMwGukzY4cyHtylLJ+dXaSM5wRNxknz9H1sjfo4Er4doYx1r49B61UhV7MKy2vXrh3t2rUDIDAwkPXr11stS9qxjQA41gyxWgYhhH0KDw9n3LhxjBo1CoCkpCSuXLlCaGgoMTExNGvWjEGDBnH16lWSk5OpUaMGYH4NXLBggRSpwi5cj09i9NL9ynjx8EY4O0otY+ue+i8UFxfHsmXL2Lx5M1evXkWlUuHr60twcDA9evSgePHieZFTCKu5dTeFEYv2KuPunXV8dnYJAM8VLcuwWv2z9DipxzaR8sf35oFGi1uPpag08iKZ11JTU1m1ahW///47Fy5cQKPRUK5cOYKDg2nbti2Ojk//sMEWqV0e3ZpLCCEyM2XKlAzjGzduUK9ePcaNG0ehQoXo168fa9asoUKFChk6mbu7u+eok7kQee3AiRiW/mS+c83fqxDjetSxciKRVZm+Q163bh1fffUVwcHBLFy4EF9fXxwcHLh06RK7d++mZ8+e9OjRg7Zt2+ZVXiHy1LFzccxbHQGAV3EXvOv8zepzZwDo9HxbGvoEPvUxTIZ09F+8C8Z0AJzqdcKxWt7eEirMDhw4wKRJkwgICKB79+74+vqi1WqJjo5m9+7dtG/fntDQUAIDn/7vagtM6anWjiCEsBGpqalKMzdvb28cHByy/Rh+fn4sWvTgLqG33nqLdevWUb58+VzpZP6s223ZOnvLC/aXOTt5Z397mB2HowHo2boK7Zo8Z6lYT5Sff76WlmmRevv2bdasWYNanbGZS8WKFalYsSI9evRg5cqVFg0ohLWEbzvLpgNRALQK9GG7YTm3b5m/NqbucEq5eT31MdKvnSFp/YNPql27zEbtVsIiecXTbd++ne+++w43t4xvlCpUqECTJk3Q6/UsXLjQborU9PMHAdCUrm7lJEIIazl58iQLFy5k165dODk5odFoSE1NpUmTJvTr14+KFStm+bFOnTpFZGQkLVq0AMzFqFarxcvLi9jYWOW4Gzdu5KiTeXa225KtiizP3jJnNa/RaKL3jO3KeOzbtSnrXTjPv9f8+vPNTZltt5Vpkfr2228/8Ws7d+4kKCiIHj16PFM4IWyNyWTi/cX7uHU3BYCebUvx/eXlytfnBU3BQfP0T6iTtiwm/fwBADQ+VdC1ej9HnzyL3NOnT59HCtSHubm5MXr06DxM9GzSTpr36XWs3MTKSYQQ1rB48WIOHTpEhw4dmDJlCkWKFAHMHXv37NnDlClTqFOnDoMGDcrS45lMJqZOnUq9evVwcXFh1apVtG3bFh8fH5ycnDh8+DABAQH89NNPNGqUtU72QuSl/y7RWji0ES7OsrTKHmXrXy05OZkff/yRL7/8kri4OA4ePGipXEJYRWJyGoPm7VbGb3TQ8H3U5wBULVGZ/tV7PvUxjIm3Sfj6PWWsa/U+Wt+quR/WjqXH3yJ61gxSr12l7MezcChRMk+e99VXX+XVV1+lW7duSgMQe2a4dhoAjeyPKkSBVLFiRQYMGPDIvJubG8HBwQQHB7Nly5YsP16lSpXo27cvnTt3Jj09nebNm9O6dWsAZs2aRVhYGHq9nipVqtC9e/dc+z6EyA3Hz8cxJ9y8RMu9qDPT+wXKxQE7lqUiNSYmhq+//prw8HASEhLo27evXEEV+c6Fq3eY9OUhADRqFRVf+YcNUebbfd+q3JF63rWf+hipJ3eSsuvBfppuvf4PldbJMoHtkP7YUa4smJdhTpWHjYo2b97MDz/8wMiRIylUqBBdu3YlJCTEbpsl3adSy/66QhRETk5OpKWlZbr+tGnTpk99nG3btin/3bVrV7p27frIMZUqVWLNmjU5CyqEha3efpaNf5rfs70W6E/7oPJWTiSeVaZF6rFjx1ixYgVbt24lMDCQcePGMWvWLIYMGZJX+YTIE5sPXuK7reaGSC9VLcExl2+IvGP+2rh6I/Fwcc/kbDAZjSR8MwxT0m0AHGv9D6fa0lAMwGQwELvqW+K3bc0w796lG8Veefqbp9xUsmRJ+vbtS9++fdm7dy/h4eHMnTuX119/nc6dO+PnZz+beptMWVvXJYTIv6ZPn86VK1eoV68ejRs3JigoCC+vp/dLECK/MJlMfLB0PzduJwMwolMNqpSRnUfyg0yL1I4dO/L666+zZcsWpfX47Nmz8ySYEHllxrd/cTIqHoD2LUvwa9w3ytfmN56KVp35DQeGG5Ek/jBeGbu++THqIp4WyWpP0m7dInrmdNKuP7RNgVqN/9jxOPmVtl6we+rXr0/9+vW5efMmS5cupWXLlhw/ftzasbLMdNv8c1W5FrNyEiGEtfzyyy/cuHGD/fv3s3//fpYtW4abm5tSsNaqVcvaEYWwmKSUdAbO3aWM5wyqT1E3uXstv8j03feYMWNYtWoV7dq14/XXX6dNmzZ5lUsIi0tLN9Jv1g5l3Pp/6fx61VygBnhUp1fVR293+q/k3V+SdsLcQU7tXhaXNh8V+PUPCcePcXnenAxzrtWq491vAGon2/njkZSUxMaNG1mzZg2xsbEMGzbM2pGyJT3qCADa0va/tlYIkXMlS5YkJCSEkJAQjEYjv//+O0uXLmXZsmWcOHHC2vGEsIiomLuM/+JBb5zPRjVBrS7Y77/ym0yL1Lfeeou33nqLP//8k++++462bduiVqtZt24drVu3RquVblnCPsXcSuTD//vj3shE2cZH2Hr1OgC9qnQlwDPzLT1MKQnovxyojJ2bDcahbICl4to8k9HIjbXh3PptU4Z59y7dKNrkVZsq3I8cOcKaNWv4/fffCQgIoF+/fjRq1MimMmZF+sWjAGj9pUgVoiC7efMm27dvZ9u2bRw6dIiKFSsSEhIid76JfGtXxBVWbDwJQO1KHgxoI80p86MsVZkvvfQSL730Ejdu3GDVqlXMnz+fefPmsWPHDgvHEyL3HTx5nSXrzLd1Puen47L3j1xLNH9tYuCHlNBlfvtk2rk/Sd66RBm79ViCylFnsby2LP3OHaJnzyD1cnSG+dIfTcC5tL+VUj1Zy5YtiY+Pp3379vz444/4+vpaO1KOGa6eAkBTqrKVkwghrKVz585ERUXRoEEDXnvtNaZPn06hQoWsHUsIi/lk7TGOnLkBQM9WlWhYrZSVEwlLydal0JIlSzJw4ED69+/P9u3bn36CEDZm+S//svfvawA0C3JlT9Ja5WsLGk9Do9Y88VyTyUjimjCMt64A4FC1Oc4vd7FsYBuVePIEe3t/nGHO5YUqePcfhEZnuwV7v379aNWqld13832YSpt/vhchRPZER0fj5+dH+fLlee6556RAFfmWwWgkZMRPynjiO3XxdX/yvufC/mVapPbv359BgwZRpUqVDPNqtZpXX32VY8eOsXjxYpYuXWrRkEI8K6PRRN+ZOzDe64japGUCe+LMt6a+7F2HrpXfyPR8w60rJK4OVcYuHSajKW6/V+FywmQyEffTj9zcsD7DfMk33qRY82C7uF32zz//pH79+kojuP+6fv06c+fOZdq0aXmcTAghsm/37t38888/bN++ndGjR3P79m2CgoJo3Lgx9erVy1cfyImC69bdFEYs2quMFw9vhLOjLDnM7zL9Fx4/fjxjx47l5s2bNG7cGH9/f4xGI5cuXWL37t0UKlSICRMm5FVWIXIkXp/C8IX3X9xMeDf4gz/izFvF9Hvxbaq5V3nyyUDKn+GkRvwKgKqwB65vTkelKjj7Uhr0ei7Pn0PyhfMZ5qvNmEZycW8rpcqZt99+m379+uHn50eTJk0oXbq08pq2a9cuIiMjmTRpkrVjCiFEllWpUoUqVaowaNAgYmJi2LFjB7NnzyYqKoojR45YO54Qz+T4+TjmhEcA4OvhxoSedeziQ3Hx7DItUj09PVm2bBnHjh1j48aN/PLLLwCULVuW0NBQqlfPvLmMENZ2/EIcc1aZX9yKF1ORVGET8anmr02pP4aiTkWeeK4pLRn9F+8qY+fGfXCoWN+ieW1J0pkzXPp4SoY5XYWKlBr0HhpXVwq5FyI59q6V0uVMpUqVWLt2LRs3bmTTpk1cuHABML+mBQcHExwcjFpt+x9AmAzp1o4ghLAhJ0+e5MCBAxw4cICjR49SpkwZ+vfvb+1YQjyTNTvO8esfFwFo/bI//drXINbO3neInMvStfJq1apRrVo1S2cRIlet2PAPa7efBSDwJS1HTRsAcNI4MqvRRNSZXA1NjzpK0qZ5ytit+0JUzgVj7cOt338jNvy7DHMl2rSj+Gsh+eLTS5VKRatWrWjVqpW1o+SYMS4KAHVxPysnEUJY06BBgzh48CDOzs40aNCAkJAQpk+fjptbwfh7JfInk8nEh8v+4PqtJABGvFmDKmWLWzmVyGsWv6F7/vz5/Pbbb6hUKjp06EDPnj0t/ZSigDOZTLy/eB+37qYAUK/ZTY7ePgBAE98GdKj4eqbnJv08DcO10wBoKzZA17i35UNbmTEtjWvLl6E/dDDDvO+oD3Gp+LyVUoknMVw/B4DGs7yVkwghrKlatWoMGjSISpUqWTuKELkiKSWdgXN3KePZA+tTrJDt7LEu8o5Fi9QDBw7wxx9/sH79etLT02nVqhVBQUGUK1fOkk8rCrCE5DQGz9t9b2SiWOBOIm4nAzCoem8ql6j4xHONd2JJ+H6kMnZp8xEaj/z9u5p28yaXpk8m/eZNZc7RyxvfkaPRFnnyrdDCugyxkQCo3ctaN4gQwqoSEhIyfU+VkpLC4sWLGTZsWB6mEiJnomP1fLT8gDL+dFRjNHawBEdYhkWL1Lp16/LVV1+h1WqJiYnBYDDg4uJiyacUBdi5y7eZsvIwAFqnVByqbyPZYP7a9AYfUcjxybc/pRzZQOrBNeaBkytuby1Alcl2NPYu8eQJomdl3EKm8MsN8OzeA5VWOubZuvu3+2pK2N5etEKIvBMQEED79u1p2LCh0gzOZDIRFRXFrl272LFjB8OHD7d2TCGeat/xq3y24QQAtSq6M6jdi1ZOJKwtS+9Ge/fuzWeffZZhrmPHjoSHhz/1XAcHBxYsWMDnn39OcHAwnp6eWQ5XokT21lS4u9vX/mCSN/es3XaGFb/8C0DtuvAP2wAo5lyEpa9Pe+JaSmN6KpEfd1bGJVr0oUjtYMsHfgJL/4yvrN/AheVfZJgr378fXsHNc/R4tvw78TTHjh3j33//pV27dvzzzz/UrFnT2pGyzHgrGgB1MdnEXIiCrFGjRgQEBPDNN98wffp0zp8/j0ajoUyZMrRo0YLvv/9e1qcKm/fZhn/Zd9y8h333Fs/TuKaPlRMJW5BpkTpkyBAuXLjApUuXCAkJUebT09OztffWkCFD6NOnD++++y7h4eG8+eabWTovLk6P0WjK0rHu7oXsquOX5M09E1ccJPKaOVuNxlf5J9Hczbdt5WCaer/CjRv6x56XfuUESRseXE107TaPVJeiVvs+LfUzNq83/RT9oQMZ5v0+DENX/jmAHD2vNX4n1GpVtj+8epwffviB5cuXk5KSQrNmzRgwYADDhg2jY8eOuZAyD9zb71ellT0QhSjoXF1d6du3L3379rV2FCGyxWgy0X/2TtLSjQCM61EHfy/7/fBb5K5Mi9RRo0Zx+fJlxo4dy9ixY5V5jUbDc88999QHP3fuHKmpqVSuXBmdTkfz5s05derUs6cWAkhJNdB/zs57IxMudX/nVKL5zfvQmu/ycsXqTyyiEjfNwxB1FACtf010Ld7Li8h56nHrTR28vPAbORptkaJWTGZ9K1euZNWqVXTr1o0SJUrwww8/0Lt3b/spUoUQQgg7lrGHCCwc2hAXZwcrJhK2JtMi1dfXF19fXzZt2pSjvQOjo6NZsGAB331n3s5i69attG/fPmdJhXjIw4vrVY5JONfYyf1r7jMajsfV4fFrn40Jt0j45kEDCV3rD9CWqmzpuHkq8fQpomdMyzAn600zUqvVGW6B8/b2RqPJv2uQhRBCCFtx8dpdJqww7yagc9KwcGijfLHFnchdWXrHum3bNqZOncrt27cxmUyYTCZUKhV//fVXpucFBQVx7Ngx2rRpg0ajoXnz5rz22mu5ElwUXDuPXubLTeYr8uUrJ3KlkLlVuYdLST56aeQTX+hS/9lCyt6vlbFbr2X56nbJW1s2E/v9NxnmPLp1p2jjV6yUyHYVLVqUEydOKL8r69evp0gWuxk/blutffv2MW3aNFJSUmjZsqV00hRCCCEeY1fEFVZsPAlA/apevNP6BSsnErYqS0XqzJkzGT16NC+88EK2P+kYPHgwgwcPzvLZdEoAACAASURBVFE4If5r3uoIjp2LA6BSg0gupppf6ELKtSC4zKuPPcdkTEf/5WBIM28K7Vi3A041WudNYAszGQzEfP0ld3bvyjD/8HpT8ajQ0FDee+89oqKiaNCgAU5OTixevPip5z1uW63AwEBCQ0NZuXIl3t7e9OvXj507dxIUFJQH34kQQsDbb7/Nl19+ae0YQmRq2fp/+OPfGADeea0y9V/0tnIiYcuyVKQWLlyY5s1z1v1TiNyQbjDSd+YO80BlRFfndy6mmofvBwyibJHSjz3PcP08iesmKmPXzjNRF3K3cFrLMyQlcXnuLJLPn1PmHEq64/fhmAK/3jQrypcvz08//URkZCQGg4GyZcvi4PD0tTCP21brzp07+Pv74+fnB0BISAibNm2SIlUIkWfu3r1LYmKibPMnbNJ/GySN71mH0p7SIElkLktFavXq1eXKgLCa6/FJjF66HwCVUyLO1R9cNZzVaCI6rfNjz4vdsJjEiK0AaLwqogv50O7XPKTGXidqwkcYk5OVOdfqNfDuNwB1NjpuF3QLFy7MMFapVOh0OipUqEDDhg0zPfe/22pdv34dd/cHH3x4eHgQExNjkdwAjqSZ/0Mj64uFEGY6nY4mTZrw/PPPZyhUly5dasVUQkiDJJFzWXqXs3PnTr7++mscHBxwcHDI8ppUIZ7VwZPXWbLuOABe5W9yu4S5WVLpQj6Mqj3ksUWnKSUB/ZcDlbGuxVC0/jXyJrCFJJ05zaWPp2aYK96qNSXatrf7wtsaTp8+zZEjR2jRogUajYbNmzfj4+PDxo0bOXbsGAMHDsz0/Ie31YqMjMzwb3D/9TE7srOtTjF1AgAORTzsZp9ae8l5n73lBfvLLHlzV4cOHawdQYhHPNwgydlRw6Jh0iBJZF2WitQVK1ZYOIYQj/r8lxPs+fsqAGUCTxJjiASgQ4XXaeLX4LHnpJ07QPLWB2sL3XosQeWos3hWS7m9dzcxXyzPMOf1Th8KB9a3UqL8IS4ujh9++EG5Avruu+/y3nvv8c0339C+ffsnFqmP21Zr06ZNGToDx8bG4uHhkc08Wd8Tuog6EQCjcxGb3bv4Yba8x/Lj2FtesL/MkvfpsrsndNu2bbl27RqnTp2iQYMGxMTEUKpUKQsmFCJzuyOu8MW9BkkvV/WitzRIEtmUpX1lfHx8+PvvvwkPD6d48eIcOXIEHx8fS2cTBZTRaKL3x9vNBarKgK7uJqVADa077LEFqslkImHNWKVAdXixBeXGrLXLAtVkMhG7ehWne/fIUKD6jR5Dxc9WSIGaC+Lj4zPcolusWDHi4+NxdHREm8k2PdHR0YSFhZGamkpqaipbt26lU6dOXLhwgYsXL2IwGNiwYQONGjWyWPYianMDMJVrMYs9hxDCvuzcuZNOnToxYcIE4uLieO2119iyZYu1Y4kCatnP/ygFaq9WlaVAFTmSpSupy5YtY+/evVy7do0ePXqwcOFCLl68+NRb4oTIrnh9CsMX7gVApbuL84t7la/NDZqMo+bRdZfG29dIWDVaGbt0mISmuJ/lw+YyQ0oK0fPmkHj8mDKndnXFf+x4HEraf7MnW+Ln58fs2bPp2LEjAGvWrKF06dJERERkuif0k7bVKl68OIMHDyYlJYWgoCCCg4Mtlr3ovdt91a7FLfYcQgj7snDhQsLDw+nbty8eHh58++23fPDBBzRt2tTa0UQBYjSZGDB7J6nSIEnkgiwVqb/88gurV6+mY8eOFCtWjPDwcN58800pUkWuOn4hjjmrIgAoXPoKaV7mYq1y8YoMqtH7seekHF5H6uF1AKhci+PaeRaqTIoMW5QeH0/U1EmcvhmnzOkqPo/PkKGone3vSrA9mDp1KpMnT6Zt27ZoNBqaNGnC5MmT+fXXX/nggw8yPfdx22oFBgayfv16S0ZWFL13u6/KVbo4CyHMDAZDhmUGlStXlrV/Ik9JgySR27JUpGq1Whwf6hxauHDhTG+JEyK7Vm8/y8Y/owDwrHuEO5i7o3ar9AaBpeo8crwpPRX9532VsVOjnjhWsq/u0ymXLnFxwtgMc0Uav4JHl252V2jbm+LFizNnzpxH5rt06WKFNNlTRClS5XZfIYSZTqfjypUrSmF66NAhnJycrJxKFBRRMXcZ/4U0SBK5K0uVpre3Nzt27EClUpGamsry5ctlTarIFSaTifcX7+PW3RRQp6OrvYU79772Ub2ReLo8eptr+pUTJG34WBm7dpuP2qVIHiV+dokn/iV69owMc+5dulHxzbZ21UzEnh05coRly5aRmJiIyWTCaDQSHR3Njh07rB3tqe6vSVW7SJEqhDAbMWIEvXr1IjY2ljfffJPIyEg++eQTa8cSBcCeY1f5/NcTAARW8aJPiKw/FbkjS0Xq2LFjGTVqFKdOnaJGjRpUr16d2bNnWzqbyOcevjVE5RqPc5U/lK/NbzwVrfrRX8+k3xeQHmne+khbJgBd88GPHGOr7vy5n2uf/l+GuVJDhuFWrbqVEhVcYWFh/O9//+O3336jU6dObN26lebNm1s7VpbIlVQhxH/VqlWL8PBwjhw5gtFopHr16hQvLuvWhWU9vAtDr1aVaVDN28qJRH6SpSL177//5ssvvyQpKQmDwYCbW9bbogvxOOcu32bKysMAOPqcQ+NzBoA6njXpUaXzI8cbE+NJ+HqoMta1/gBtqcp5E/YZ3dz4CzfWrs4wVzpsHM5lylopkVCpVPTt25dbt25Rrlw5QkJCaN++vbVjZUkhVTIAKmdpRiGEMGvYsCHNmjWjefPmvPTSS3KrpbAok8nEewv2oE9KA2Bcjzr4e8nfJJG7slSkzp07l6ZNm6LTSRMX8ew2/nGR1TvOASaK1NlLqkoPQJ8Xu1PDveojx6ee3EnKri+UsVuvZai0j3b5tSUmo5Hr333N7e3blDmVVov/pKk4umdvD02R+1xdXQEoXbo0Z86cISAgINOuvrZErTLvp6rSSF8AIYTZ6tWr2bZtG59++ikffPABjRo1okWLFjRo8Pg9xYXIqeTUdAbM2aWMF7zXEDedNEgSuS9L73IqVqzIkiVLqF27Ni4uLsp8lSpVLBZM5E8TVxwk8tpd0Kaiq7WN1HvzU+qPoahTxnWlJqORhG+HY0qMB8Cxdlucav0vjxNnjzEtjatLFpJwLEKZc/D0ovToMWgKyaeMtuLFF19k6NChvPfee/Tr14/IyEhpBieEsFteXl506dKF119/nS1btjB//nzWrFnDiRMnrB1N5CPXbiYSuuzB0qzPRjVBrZar9sIysvSuLCIigoiICFavfnDLokqlYuvWrRYLJvKXlFQD/efsBEBd+AZOlQ4B4KRxZFajiahVGa9iGeIukbj2Qedb1zc/Rl3EM+8CZ5MhMYFLM6aTGn1JmXOpXIVSg4aglg6LNmfMmDFERERQtmxZQkND2bdv32O7/QohhD1YuHAhe/fuJTo6mrp16zJo0CC5iipy1ZEzsXyy9m8AqpcvwXtvSD8NYVlZKlJDQ0NlQ2iRY9Gxej5afgAAB/9/0Xqat5p5xa8h7SuEPHJ88r5vSDu+GQB1CX9c2o232fU1aXFxXBwfhjEpSZkr3KARnt17yDYyNmzMmDFMnToVgMaNG9O4cWOGDBnCggULrJxMCCGyb8OGDej1ejp16kTDhg2pVq1alv9u3j9v6dKl+Pr6sm/fPqZNm0ZKSgotW7Zk2LBhAJw4cYIxY8aQkJBA7dq1mTBhgtyBUkD8sOscG/ZdBODNV56jRd3SVk4kCoJsrUkVIrt2Hr3Ml5tOASZ0dTaDygjAkBp9eb74cxmONaUmoV/RXxk7Nx2AQ7m6eRk3y1IuRXFxwkcZ5kr8ry3FW79uswW1gHHjxhETE8Phw4e5efOmMp+ens6lS5cyOVMIIWzXpk2buHz5Mrt27eKzzz7jxIkTvPDCC0/94C0iIoKwsDAiIyMBSE5OJjQ0lJUrV+Lt7U2/fv3YuXMnQUFBjBw5ksmTJ1OjRg1CQ0MJDw+3i72lxbOZ8tUhzl0xbw44snNNKvtLZ3mRN2RNqrCYeasjOHYuDpVjEs41dirzHzcch5uDa4Zj0y8eIem3+crY7e1FqJwyHmMLEk+dJHrm9Axznj16UaRBIyslEtnRoUMHzpw5w6lTp2jRooUyr9FoqFGjhhWTCSHEsylSpAjFihXDzc0Ng8FAYmLiU88JDw9n3LhxjBo1CoBjx47h7++Pn58fACEhIWzatInnnnuO5ORk5XWyXbt2LFiwQIrUfMxgNNJnxg5lPGvAyxQv7Gy9QKLAkTWpItelG4z0nbkDAHWxazhVOAqAh0tJPnppZIYrjSaTiaT1UzHEmLegcajUCOdGvfI889PoI45y5ZN5GeZ83huO64vVrJRI5MSLL77Iiy++SP369fH0tN01zkIIkR1du3bl9OnTBAYG0rRpU8aMGZOl7QKnTJmSYXz9+nXc3d2VsYeHBzExMY/Mu7u7ExMTk+2cJUpkbwtDd3f7ajhob3nh8Znj76bQa/wmZbx2emscHTR5GeuJ7O1nLHlzLktF6rZt255+kBDA9fgkRi/dD4BD+aNoS1wD4PVywbQo80qGY413b5Dw3fvK2KXNR2g8yuVd2Cy488c+rn22LMOcX+hH6MrZVk6RNSEhj66BftjPP/+cR0mEECL39OzZk4YNG6LRaDCZTDg45GxLEKPR+MgHySqV6onz2RUXp8doNGXpWHf3QsTG3s32c1iLveWFx2e+cPUOk740N7f0KKZjWt963I5/+lX5vGBvP2PJ+3RqteqJH15lqUj94osvHjvfs2fPnKcS+c7Bk9dZsu44qIzo6vyuzI+qPRj/wn4Zjk2N2EjKn6vMA0cdbt0/QaW2nQYM8du3cf2brzLM+U+YjJOPr5USidwwduzYpx8khBB2pkaNGgwaNIj9+/djMBioXbs2s2bNyvYdI15eXsTGxirj2NhYPDw8Hpm/ceMGHh6y53d+syviCis2ngTglVo+dGv+vJUTiYIsS1XB6dOnlf9OTU3l4MGDBAYGWiyUsD+f/3KCPX9fReWsx7naHmV+dqNJOGsfbMFiMqSj/+JdMKYD4PRyVxyrNsvzvE8S98vPxP249sGEWk2ZKdNxdJc/xvlB3boPGnFFRESwe/du0tLSqF+/foavCSGEPZk0aRLVq1dn9uzZGAwGVq5cyfjx41myZEm2Hqd69epcuHCBixcv4uvry4YNG2jfvj0+Pj44OTlx+PBhAgIC+Omnn2jUSHox5Cf338cB9Gn9AoFVvaycSBR0WSpSp02blmEcExPDmDFjLBJI2Bej0USfmdsxmUDjHoVj2X8BqFC0HENrvZvhWEPMWRJ/mqyMXbvMQe1WPE/zPo7JZOLGmlXc+u3B+guNWyH8x09EW1S62OVH69atY+7cuTRv3hyTycSIESMYPHgwHTt2tHY0IYTItsjISObPf9B8cMiQIbz22mvZfhwnJyemT5/O4MGDSUlJISgoiODgYABmzZpFWFgYer2eKlWq0L1791zLL6zHZDIxbOFe7iSkAjC+Zx1Ke9rOukRRcOXo/kpPT08uX76c21mEnYnXpzB84V4AHCv9iabwLQA6P9+OBj71MhybtH0Z6Wf2AaDxqYKu1ftW36rFZDQS89UK7uzZpcw5eHpS+sOxaLLQcELYrxUrVrB69WrldrU+ffrwzjvvSJEqhLBL6enppKSk4ORkvnMpKSkpW39jH+49EhgYyPr16x85plKlSqxZs+bZwwqbkZyazjsfb1fGC95riJsuZ+uZhcht2V6TajKZOH78OCVKlLBYKGH7jl+IY86qCFCno6u9RZkf+9L7eLk+uDXWlKxH/9UgZaxrORytn3U74prS07m6bAn6vw4rc85ly+E7YiRqZ50Vk4m8YjQaM6yn8vT0RK1WWzGREELkXKtWrejRowft2rVDpVKxdu3aDNtsCfFf1+OT6DX9wYcTn41qglot+7wL25HtNakA3t7eyp5aouBZvf0sG/+MQuV6G+cq+5X5eY2n4vBQ86O0M/tI3v6gM65bz/9D5eCEtRhTU7m8YC5JJ08ocy5VqlJq0BDUDo5WyyXyXtGiRdmyZQtNmzYFYMuWLRQpUsTKqYQQImcGDhyIl5cXu3fvxmg00q5dOzp06GDtWMJGHT8fx5zwCAAq+xdjZOeaVk4kxKOyvSY1NTUVR0d5Q18QmUwm3l+8j1t3U9B6n8PBz7y3aYBHdXpV7frQcUYSV4/BGG9egO9YvRVOL1nvNkpDUhLRM6eTEnVRmStU9yW83umLSmMb+36JvDV27FgGDBjApEmTUKlUaLVaFi1aZO1YWZC1rRuEEAXH6dOniYyMpEGDBrRv397acYSN+3lfJD/uOg9At5aVeKV6KSsnEuLxMi1SU1NTGTt2LE2bNqVZM3MH1sGDB1O8eHEmTZqEVvv0GnfhwoVs3LgRgKCgILkCa6f0ian31i2YcKq2G7Wzec+sd6p2o5bHg9t3DfFXSAwPVcYuHaagKe6T13EBSE9IIHJsKKlXryhzRRq/gkeXbqjk1s4CaeDAgXTr1o3AwEA2bdpEZGQkBoOBcuXKZen1zNrU94tUK6/nFkLYhrVr1/Lxxx/j7+9PVFQUs2fPpkGDBtaOJWzU7O+P8E+kuX/IsI7VeeWlMna1j6coWDJ9V7ZgwQL0ej21atVS5iZOnMiECRP45JNPGDZsWKYPvm/fPvbs2cOPP/6ISqWid+/ebN68WSl4hX04d/k2U1YeBm0quloP1i9MfjmUYs5FlXHKwbWkHvkZAFUhd1w7fYxKlffFoCEhgaipEzkdE6PMFQtuRcn2b1i9WZOwroCAACZOnAhA165dadOmDW521CTLAfPWTWitd9u8EMJ2rFy5kp9//hlPT0+OHDnC3LlzpUgVjzCaTPR+qEHS9HcD8SgqPTiEbcu0SN2xYwdr1qzB2dlZmfP09GTGjBm8+eabTy1S3d3dGT16tHJ7cPny5bly5Uqm5wjbsvGPi6zecQ51oTicKh8EwEGtZU7QZNT3ClBTegr6z/sp5zg37o1Dxbz/I2nQ64maPIG0Gw82HC/e+nVK/K+tFKcCgF69etGrVy8OHDhAeHg4ixYtokWLFnTt2pUKFSpYO95TOaoMAKi0suRCCGHm6ekJQM2aNbl165aV0whbk5iczqB5D3YxWDI8CCdHWeokbF+mRaqDg0OGAvU+Nze3LK1LffhNX2RkJBs3buS7777LcrgSJbJ3hcPd3b72dbL1vMPm7uBs9G0cSp9A62Vez9myQhN61nqwvjTxfATXvpuojP2Hfo7GNW8b0KTducvRYe+TeuOGMufX+U1Kd7K/7URs/Xfiv+wt731169albt26xMfH89NPP/HBBx/g5ubGV199Ze1omXJQ3b+SKkWqEIJHPoDVSJ8F8ZArNxII++xPAHROGhYObSQf2gu7kWmRqlar0ev1j9wOp9frSU9Pz/KTnDlzhn79+jFq1CjKlCmT5fPi4vQYjVlrFOLuXsiu7qu35bwpqQb6z9kJmHAO2IJKY756M7hGHyoVr6DkTtw4B8OlYwBoy9VF13QANxOBxLz5vtLv3uHi+I8w3I5X5kq0aUeJ1q8rY1v9GT+OLf9OPI418qrVqmx/eJUZR0dHXFxccHV1tYsrEE73ilS5kiqEeBwpQMR9R07H8skPfwNQu5IHA9pUtXIiIbIn0yK1devWhIWFMXXqVFxcXABITEwkLCyM5s2bZ+kJDh8+zJAhQwgNDeW111579sTCoqJj9Xy0/AA4JKOruUOZ/6zNTFLumD8wMCbcIuGbB7d660I+ROv9fJ5lTL99m4vjwzDcfVAglWzXgeKtWudZBmHfDh8+zJo1a9i6dSsvv/wygwcPpm7dulk693HN4Pbt28e0adNISUmhZcuWT10KkVMOmD8wkjWpQgiAU6dOZegbkpycTK1atTCZTKhUKv766y8rphPW8uOu8/y8LxKAzq9WoFkdP+sGEiIHMi1S3377bcaNG0f9+vWpUKECRqORc+fOERISwsCBA5/64FevXmXgwIHMnTuXwMDAXAstLGPn0ct8uekU6mLXcKpwFICSuhKMrzeKwk5uxHKX1H+3kbLn/i2RKtzeWYZK45An+dJvxxM5dgzGxARlrmSHjhQPbpUnzy/s36effsratWtJSkrijTfeYMOGDXh4eGT5/Mc1g9uwYQOzZs1i5cqVeHt7069fP3bu3ElQUFCu53eUK6lCiIds3rzZ2hGEjZnx7V+cjDLfYTaqc00q+RezciIhcuapt/tOmjSJd999l3/++Qe1Wk21atWy/KZu+fLlpKSkMH36dGWuU6dOdO7c+dlSi1w3b3UEx87F4VAuAm1J8/6mrcu2oGXZVwEwGQ3ovxqMKdl89dKxbgecauTNlcv0+FtEhn2IMTlZmXPv2JlizVvkyfOL/GP37t0MHTqUZs2a5Wjt1uOawUVGRuLv74+fn/mT6pCQEDZt2mTRIlXWpAohAHx8rLPFm7A9/+3gO6N/ICWLSAdfYb+ytDGgj49Pjl4Iw8LCCAsLy/Z5Iu+kG4z0nbkDVEZ0dX9X5kfWHkSZwqUBMNyI5MKy8crXXDvNQF0461efcirt5k0iw0ZjSk1V5tw7d6XYq7KFkciZZ22M9LhmcN26dcPd3V2Z9/DwIOah7Y+yIqvrbO/f7uvk4mJXTavsKSvYX16wv8ySV4jck5SSzsC50sFX5C+2v3u9sJjr8UmMXroflXMCztV2K/OzG03EWWvu6py85yvS/jXvjap2L4dLm7EWb8yQHn+LC6EfZChOPbq+RdEmr1r0eYXIqoebwWk0GiIjI5Wv3V8Llh1ZbRJ3v7tvqkFtN022pCGY5dlbZsn7dLndJE7kX9duJhK67A8AnB01LBomHXxF/iBFagF18OR1lqw7jqZkNI7ljgNQrkgZRgQMAMCUmoh+xQDleM/2o0gs8YJFM6XfuWO+rfehNaceb/WgaFBjiz6vENnx32ZwBw4cIDb2wd68sbGx2Vrnmh0PuvtK4yQhhCjojp2LY97qCABqVijJ4PbVrJxIiNwjRWoB9PkvJ9jz91Ucnz+ApshNADo935aGPubmVmkXDpG8eaFyvFuPxbj6eJJooU+SDXo9FyeMJf2hLUA8unanaJNXLPJ8QuTU45rBVa9enQsXLnDx4kV8fX3ZsGED7du3t8jzO6jud/eVNalCCFGQ/bI/krU7zwPwRpPytHzJ37qBhMhlUqQWIEajiT4zt2NSpaOru0WZD3tpBN6unphMJhLXTcQYewEAhxdewblBd4vlMSQmEjVlAmkPrd9z79iJYs2DLfacQjyLJzWDmz59OoMHDyYlJYWgoCCCgy3zO+yIdPcVQoiCbsGaYxw9ewOA4R2rU7VcCSsnEiL3SZFaQMTrUxi+cC8ql9voqu5X5ucFTcFB44DxznUSvh+lzLu0G4+mZBmLZDEmJ3Pp4ymkXLqkzJVo044SrV+3yPMJkVsyawa3fv16iz+/dPcVQoiCy2Qy8e7snaSlGwGY1rcensVdrJxKCMuQIrUAOH4hjjmrItB6nceh9GkAari/SJ8X3wIg5egGUg+sAUDlXAjXbvNQqXO/K5wxNZXoWdNJPn9emSv+Wggl2rSTRf5CZMH9233lSqoQQhQsKakG+s/ZqYwXDWuEzknexov8S36787nw7WfZ9OdFnF7cg1pnbkjUq0oXAjxrYDKkoV/eRznWqUF3HF/I/XWgxrQ0Ls+fQ9LJE8pcsWYtKNmxkxSnQmSD9t4WNGgcrBtECCFEnrkRn8SopQ/ugvvsgyao5f2TyOekSM2nTCYTIxbtJT5Jj67uNmV+YuCHlNAVI/3qKZJ+nqbMu3adi9q1WO5mSE/nyuJPSDgWocwVafwKHl3fkuJUiBxQY7z3H7L/nRBCFAQnLt5i5ndHAKjsX4yRnWtaOZEQeUOK1HxIn5TGkPm7UReKQxdwEAC1Ss38xlNRq9QkbVlM+vkDAGj8quHScniuPr/JYODqsiXoDx9S5gq/XB/PHu+gUqtz9bmEKEg0KvNeqiqV/H8khBD53ZZDl/h2yxkAXq9fhjYNy1k5kRB5R4rUfOZs9G2mfn0Yrd9JHLwjAWjk8zJvPt8GY9Id7q4cohyra/U+Wt+qufbcJqORmC+Wc2f/XmXOrXZdvPu+K8WpELlAI1dShRCiQFi2/h/++Ne8+8Ggdi9Sq6K7lRMJkbekSM1HNuyL5Idd53CutRWV1twFdFD13lQuUZG003tI3vGZcqxbr/9DpXXKlec1mUzErvqW+C2blTnXatUpNWAwKq38igmRW9SY7v2HFKlCCJEfmUwmhi3cy52EVAAmvVMXH3c3K6cSIu9JBZEPmEwmPvr8AJfj49DV3aHMT2/wEW4OLui/G4npbiwAjjVDcKrTPteeO+6Xn4n7ca0y1lWqjM97w1E7SGMXIXKbRiVXUoUQIr9KSzfQb9aDDr6fDG2Iq7O8nxIFkxSpdi4pJZ2Bc3ehLhqDrqZ5YX0xp6JMevlDjLeuoF8zSDnWpeNUNEVL5crzxu/cwfWVK5Sxo48vpT8MQ+3snCuPL4R4lDROEkKI/OnW3RRGLHqwXOrTUY3RyFIpUYBJkWrHIq/dYeKKQziUO4a25BUAWpVtxmtlm5HyZzipEb8CoC7qjcsbU3Kl2crdwwe5umSRMtYUKkyZSVPRuMmtKEJY2v3bfWWNtxBC5B9nL99m6srDAJT1LsTYt+tYOZEQ1idFqp3afPAS3207ha7u78rc+wGDKOPiyd1lPZQ55yZ9cajw8jM/X/yxvzk9dnyGubIz5uBQvPgzP7YQImse3O4rL91CCJEf7I64whcbTwLQoq4fb75SwcqJhLAN8k7HDk39+jDnblxGV2ePMje70US0186iX/WRMufWfSEq52e7wpkcGUnU5PEZ5spMmoqjd+7cNiyEyDqlu69sQSOEEHZv5W+n2H7kMgB9Q16gXhUvU+i1jgAAIABJREFUKycSwnZIkWpHUtIM9J+9E437JZyr/QNA+SJlGB4wgMRNc0mKigBA+1w9dK+8+0zPlXrtGpFhozPMlR7zEc5lZY8uIaxFuvsKIYT9M5lMhH32J1fjEgH4qEdtyngVtnIqIWyLFKl2IjpWz0fLD+BY6U80hW8B0Pn5drxcrFKG23t1r4ei9aqY4+dJu3WLC6OGg8mkzPkMH0mZoHrExt7N8eMKIZ6d+t7tviopUoUQwi6lG4z0nblDGc8d3IAiro7WCySEjZIi1Q7sPHqZL3//B13dLcrc2Jfep/ilEyT8MlSZc+u1DJU2Zy90Br2eyHFjMNy+rcx59xtAoTp1cx5cCJGrNPevpMrtvkIIYXfuJKYydMGDpVrLRjZGq5HXcyEeR4pUGzc3PILjMefQ1f7jwVzQZFJXfUiKPg4Ax4C2OAX8L0ePb0xJIWraZFKjLylzHl27U7TJK88WXAiR62QLGiGEsE9RMXcZ/8VBADyK6pjWrx4qlcrKqYSwXVKk2qi0dCP9Zu1AW+oszlXOAlDbswbdvYNIXN5XOc6143TURbO/0N5kMHBl8SckRBxV5kr8ry0lQnJW7AohLE9pnCTdfYUQFvbWW29x8+ZNtFrz683EiRNJSEhg2rRppKSk0LJlS4YNG2bllPbhwIkYlv5k7iXSsJo3PVtVtnIiIWyfvNOxQTE3E/lw2X6cqu9E7ZQMQJ+qb1E58iSJa8YAoC5WCpcOU7L9KZzJZCJ21XfEb3mwdU2RJq/g0eUt+URPCBunVt3fJ1WupAohLMdkMhEZGcn27duVIjU5OZng4GBWrlyJt7c3/fr1Y+fOnQQFBVk5rW1bs+Mcv/5xEYDuwc/TuIaPlRMJYR+kSLUx+/+5xqcbj6Cru12Zm/zSSLTfjCT13jine5/e2raF2G+/VsYuVavhM/g9VBp5wyuEPXhwJVXWMAkhLOf8+fMA9OrVi/j4eDp27EjFihXx9/fHz88PgJCQEDZt2iRFaiamfX2YM9HmXh+ju9aiol9RKycSwn5IkWpDlqw7zuGrx9HV+gsAVwcXJpd9g5RvRirHuHb/BLVzoWw9rv7IX1xZtEAZO3h64j92PGpnXe4EF0LkCY2sSRVC5IE7d+4QGBjI2LFjSUtLo3v37vTu3Rt3d3flGA8PD2JiYrL1uCVKZG/vdnf37L3fsbb7eQ1GE21GrlfmPw9rjnsx23zPZa8/Y3sheXNOilQbcL8duUPZv3F63rypc3P/JjQ/e5qUX2cCoC1XF13TAdl63KTz57k0deKDCZWKcjPnoi0qn+QJYY/u3+4rRaoQwpJq1qxJzZo1lXGHDh1YsGABAQEBypzJZMr2MqG4OD1Go+npB2J+s2xPW9/dz5uYnMagebuV+SUjgiA93Sa/F3v9GdsLyft0arXqiR9eSZFqZTduJzFq6V50dR+sER36Qne81s8i/d5YF/IhWu/ns/yYqbHXifxwVIY5/wlTcPKRdRBC2DPlSqpsQSOEsKBDhw6RlpZGYGAgYC5IfXx8iI2NVY6JjY3Fw8PDWhFt0tW4BMZ8+icArs5aFrzXUPp9CJFDFn+no9frad26NdHR0ZZ+Krtz+NR1PvhiC7o6DwrUad7BeK2fpYzdei3LcoFq0Os5O3RQhgLV9/0PqPjZCilQhcgH1EjjJCGE5d29e5cZM2aQkpKCXq/nxx9/ZPjw4Vy4cIGLFy9iMBjYsGEDjRo1snZUm3HoRIxSoAY8784nQxtJgSrEM7DoldSIiAjCwsKIjIy05NPYpQWrjrDt/D6cqx0HoExhP949EwVnvwLAsdb/cKrdNkuPZUxLJXrmdJLvNToA8HqnL4UDs99cSQhhu5TbfYUQwoKaNGlCREQEbdq0wWg00qVLF2rWrMn06dMZPHgwKSkpBAUFERwcbO2oNuGX/ZGs3Wl+D9axyXMEv1TauoGEyAcsWqSGh4czbtw4Ro0a9fSDCwij0UTfmTvQPv8njuVuAvCGbxMCdqxSjnHtOA11Ue+nPpbJaOTa8k+5++d+Za5Em3aUaP167gcXQlid6t6VVLndVwhhaUOHDmXo0KEZ5gIDA1m/fv0TziiYFqw5xtGzNwAY3rE6VcuVsHIiIfIHixapU6ZMeabz81sXuLjbSfSa/Cu6OluUuXHFa6G7V6A6FC+F77vzUWXhDWjUd6u49H24MvZ49RWeGzzAoreW2PrP93HsLbPktX16vZ5OnTqxdOlSfH192bdvX55tbv9gTarcQiaEENZkNJkYMGcnqWnm1+X/G/0qDsjdLkLkFptunJSfusAdOxfH/F93oqv9hzI3+ex1tGwCwLlxHxwq1ufGjYRMH+fO/r1cW/6pMtZVqIjP8JGoHRy4cUNvmfDY/s/3cewts+R9usy6wOWF/y5hSE5OJjQ0NM82t1crV1KlSBVCCGtJSTXQf85OZbxoWCNKubvZ1d9wIWydTRep+cW3W06z48oOnKucBSCgcDne+OtBser61gLUusKZPkbS2TNcmv7gyrSmSBHKTJqKxsXVIpmFEI/67xKGY8eO5enm9g/WpEqRKoQQ1nAjPolRSx8ss/psVBPUanlNFiK3SZFqQUaTiSHzd2GstAUH3xQA3jaUoPK9AlVbtja6ZoMyfYy0uDgufDAiw1zZaTNxeGhDbSFE3vjvEobr168/8+b2kPWlDfc/o3d3L4xK65Dt57EWe7st3N7ygv1llrzCHp2KusXH3x4BoFLpoozqUsvKiYTIv6RItZA7iakMXbIVXc3tyjWP0As3KGy4DoB31/HoXcs88XxjcjIXx48l7caDPcn8PghFV6GiBVMLIbLDaDRmWAeek83tIXtLGwBi4/So1Pbx8i23sVuevWWWvE9n7aUN4lHb/orm699PA9D6ZX/aNSpv5URC5G958i5n27ZtefE0NuPExVvM3vgbupp/AeCmdiT0dLSyKa1br2XovEugf8wfPZPRyNX/W4z+8CFlzrPHOxRp0DAvogshssHLy8tKm9tLd18hhMgryzf8y97j1wAY0KYqtSvlxeu8EAWbfXwUb0d+2HWO365uwKniZQBeSYDmV6MBcKwZglOd9k88N27DeuLW/aCMizZrgXvHTrIZtBA2qnr16srm9r6+vmzYsIH27Z/8/3iukdcEkQ8YDOncuhVLenqqtaNk6vp1NUaj0SKPrdU6UqyYOxqNvB2zRSaTiVFL9hF3x7xka3zPOpT2lFu/hcgL8qqYS0wmE6OW7iXx+fVo7y1Rezf6FmWS0wBw6TgVTdFSjz337uFDXF2yUBnrnq+E77D3UWnln0cIW+bk5GSVze3lgyuRH9y6FYuzswuurl42/Tut1apJT8/9ItVkMpGQcIdbt2IpWfLpe6OLvJWWbqDfrAcdfOcPaUAhF0crJhKiYJEqKBckJKcxZOkmnKvtVubGn4/F2WhCVdgD1zenP3bv0+Soi0RNHKeM1TodZafNROMm61CEsGUPL2GQze2FyJn09FSbL1AtSaVS4epaGL0+3tpRxH/E61MYvnCvMl42sjFajSyzECIvSZH6jM5evs3Hm9bhXO0fAEonpTHg8i0AnIPeweH5R9eSpt+OZ2/vHhnm/CdOxanU46+0CiGEEPlRQS1Q7yvo378tunD1DpO+NPcF8XF3ZWKvuvLvJIQVSJH6DH7ZH8nPMd/hWNZclLa5fod6d5KBx+99akxL5dK0KaREXVTmfIaOwLXqi3mWWQghhBBCPGr/8Wt8uuFfAJrU8uGt5s9bOZEQBZcUqTlgMpn4aMU+bvr/hOZeHTr8YhweaQa0/jXRtXjvkeNjvvycO3se3A5ctndPHOoF5WVsIYQQQgjxGN9tOcPmQ5cA6NmqEg2ryd1tQliTFKnZlJSSzuBPf8LphT+Vuclnr6MFdK+NQuvzQobj47dv4/o3Xynjwg0a4vl2Lzw8CtvVPnFCCCGEEPmNyWRi4peHuHjN/J4s9K0AnvMpYuVUQggpUrPh4rW7TNn8LU4vnAOg5p0k3rxuflFz6/V/qLROyrFJZ89wafoUZezo60fp0LGoHaUznBBCCPGwvX9fZc+xqxZ57AbVvKn/Yubdc0NDR9K8eTCNG78KQK9e3Rg9OoyKFSs9cuzNm3FMnz6JmJhraDQa+vYdSL16L3Pnzm2mTZtEVFQkDg6ODB48jICAOhb5nkTuSDcY6TtzhzKePbA+xQo5PfkEIUSekSI1i34/GMW6uE9x8DHvlfXW1XiqJKTiWOM1nOq+oRyXHh/P+feHZji37My5OBQrlqd5hRBCCJE1LVq0YvPmjTRu/CqXLkWRmpr62AIVYO7cmdSqVZtOnbpx+XI0Awb05osvvuGLLz7D19ePadNmce7cWWbMmML//d8XefydiKzSJ6UxZP6DZVhLRwTh6KCxYiIhxMOkSM2CKd/u4YrXelT3LoKGXrhBYYMRlzemoCnmA4ApPZ1LM6aSfP68cp7vqA9xqSiL7oUQQojM1H/x6Vc7Lenllxswd+4MEhMT2LLlN1q0aPnEY//66yAffBAGgI+PLy+8UJV//z3O0aOHGTfOfAdV+fLPSYFqw6Jj9Xy0/AAARVwdmT2oPmrp4CuETZEiNRMpaQYGLl+NU8W/AHBLNxAaGYemUElcO81Q9j6NXRPOrU2/Kue5d+5KsVebWSWzEEIIIbLHwcGB+vUbsmfPLrZt28zMmfOfeKzRaPrPjAmDwYBWq82wVcnFi5H4+ZVGrZb9NW3J4VPXWfTjcQDqVvbg3f9VtXIiIcTjyCvnE1yO1TPkx0+UAvWVmwmERcaha9QTt86zUKnU3D18kNO9eygFaqE6damw7HMpUIUQQgg706JFK77//muKFCmKl9eTr+oGBNRmw4Z1AFy+HM3ff0dQpUo1qlevxZYtvwHmAnXEiMGyv6aNWbvznFKgdn61ghSoQtgwuZL6GNuPXmLNzU/QljSP+0ffxD85Hddu81C7FCXlymUufjRGOV5TuDBlpnyMRqezUmIhhBBCPItq1Wqg1+tp06ZDpscNHTqSGTOm8OuvP6NSqfjggzBKlizJO+/04+OPJ/P2253RaDSMHTtRilQbYTKZmPr1Yc5dvgPAqM41qeQvvUKEsGVSpP7HjLW7uFhsgzIefy4WV79quAQPw5CYyNmhgzDq9crXy0yaiqO37KUlhBBC2Lvw8J+eekzJku7MmDHvkflChQoxefLHloglnoHBaKTPjB3KeGb/lylRxNl6gYQQWSJF6j1p6UYGfPkVjmX/BcA/KZX+l+PRtXofTakXuLL4E/R/HVaO9x4wmEK1AqwVVwghhBAWsmjRfA4eNO+HrlKB6d4y1EqVKjN69FgrJhPZ8d8OvktGBOEkHXyFsAtSpAIxtxIZt2sejmXjAWh7/Q4v3UnGrdf/Eb9jJ7HjZynHFmv5Gu7t33jSQwkhhBDCzg0c+J7y31qtmvR0oxXTiJy4dF3PuM/vdfB1c2TOwPpy+7UQdqTAF6m7/r7IqthFaAqZxyMuxlGqcnOMxapz5t1+ynHO5Z/Db+RoVNoC/yMTQgghhLBZB07EsPSnfwB4uaoXvVu/YOVEQojsKtAV1+yft3HedZMynnz2+v+3d+9RUdb5H8DfwAwKi4Yogj/1uHlBN81MZZWLgmIgNy1C84qux1zNFOnnhdTE9oghkmh5q/RUe3I3yzTDVdRVWS+QKccALW8ZYkrcBJGLMMx8fn/4czbzijAzzzO8X+d45Dvz8DzvBx7eZ77zPDMDx8AFuLxsBYA9xts7v7samqecLZCQiIiIiB7XFwcvIvW7PABAVFB3+D/f3sKJiOhJNMlJap3egNf+8SG07S8BAPqWV2P0TQ3Kyrqj6DdvetDxzcVw6NLVUjGJiIiI6DG9/fEJXC64CQB4c0JfdOvAEwxEatXkJqmFZZVYenw5tO11AICoa2XorH8W+UcyAZQCAFzHjudnnRIRERGpQK1Oj+nv/sc4fnemD1q1aGbBRETUUE1qknrkx5/xef4G2GhvjxdkFeHWGUEpbr9rr2Ov3mg/ew5sbG0tmJKIiIiIHkd+SSUWfXTcOP5grj+0Gj6OI1K7JjNJTd67Fxe1BwAArhU6jPumFLd+c3/nVe9B07KlZcIRERERUb1knPkVH6Xc/ujAZ/7YCnPHPG/hRETUWKx+kmowCGZ/tQrSugAQwZR/X0eLIr3x/o4LFsKhm4cFExIREZElLVw4D4GBw+HvHwAAmDJlAmJjF8PDo8c9y8bHL0Xz5g44f/4sKipuYtq0mdi7dzcuXjyPQYP8MWtWDHbvTkF6+hGUlpaipKQYPj6D8PrrMfwIlEb0YcoZfHumAAAw/gUPBPTrYOFERNSYrHqSWlxeibiTbwOtgd7nqjAks8J4X5uXR8ElONSC6YiIiAgAdOePQXfusEnWre0+GFoPn4cuExQUgv3798DfPwBXruShtrb2vhPUO4qLi/DBBx9jz55deOedt/HPf25Hs2bN8OKLIfjLX14FAGRnZ+GTT/6BFi1aYtasv+Lw4UPw8xvaqPvWFBkMgqmJh4zjJZP744/uvBKOyNpY7ST1yNlz+PzaZrQt0WHs3lLj7Q4e3dHhf+fDxs7OgumIiIhIKby9fZGcnIiqqkr8+997ERQU/NDlBw70BgC4ubnj6ae7oFUrFwBAy5YtcfNmOQDA13cwXFxaAwACAgKRmXmCk9QGKr5RjfkbMozjtXMGw7G51T6UJWrSrPIve+2+f+KSIROv7SiG9r9X9qJzUjI0zq0sF4yIiIjuofXweeTZTpNuX6uFj88gHD16GAcP7sfKlWseufwddg940tvO7r8PsUQMd42p/g5nXcMne84CANo6O+Cdvw7k5dNEVszkb3+WkpKCkJAQBAYGYsuWLSbdlkEEsbsW4emMNEzf9t8Javs35sFj0yecoBKRyZiz64io8QUFheDzzz/DU085w929XYPXd/x4OioqKlBTU4P9+/caz76qnbm7TkSw9OPvjBPU0UO6ImG6FyeoRFbOpE/rFRQUIDk5Gdu3b4e9vT3GjBmDAQMGoGvXro2+rWvFxfho01xMOX7TeJtL+Ei0GflSo2+LiOi3zNl1RGQavXv3QUVFBV58MbJR1ufs3Arz5s1GWVkZgoJCMGCAV6Os15LM3XW//3iZZVMH4H/a/MEk2yIiZTHpJDU9PR0DBw6Es7MzACAoKAipqal4/fXXG3c7e7eizZd7MOz/x/YdOqDT4qWw0fDSGiIyPXN1HRGZ1hdf7HzkMosWLTV+3bdvf/Tt29843rYtBQBw6lQmOnX6413LWgNzdV2NTo+F648h56diAICTgxbJs3xgx8+xJ2oyTDqLKywshKurq3Hctm1bZGdnN/p22ny5x/j10yuSoG3dptG3QUT0IObqOiIyj3Xr1uDEidtn8GxsAJHbt/fo8SfExr5lwWSWZa6um/Huf4xfvxr+DLx6ujf6NohI2Uw6STUYDHe9ZkBE6vUagtatnR5ruaMBffGUiyuGTphW74yW5OrawtIR6kVteQH1ZWZedTJX1xUMngM7Gz06q+znrrbjRG15AfVldnVtgcJCW2g0yjwzFh0d06DvHzFiJEaMGPlYy9ra2qrm92eurkue44eM0/kYF9QDdrbqee2pWn6Pv6W2zMxrWkrKa9JJqru7O06ePGkcFxUVoW3bto/9/SUlFTAY5JHL+Y6dDVfXFigquvnIZZWCeU1PbZmZ99FsbW0e+0GOOZmr69x69OFxYmJqywuoL/OdvAaDAXV1BkvHeSSNxtakOQ0Gwz2/v6bedU81t8PE4D+p8rhWE7VlZl7TUtrjOpM+hent7Y2MjAxcv34d1dXV2LdvHwYPHmzKTRIRmR27jujJiDx6wmLN1Lb/7DoiMheTnkl1c3NDTEwMoqKioNPpEBkZid69e5tyk0REZseuI6o/jcYelZXl+MMfWjbJjxMREVRWlkOjsbd0lMfGriMiczH529+Gh4cjPDzc1JshIrIodh1R/bRq5YrS0iJUVJRZOspD2drawmAwzeW+Go09WrVyffSCCsKuIyJz4Ge0EBERkdnZ2WnQpk07S8d4JLW9royIyBoo8231iIiIiIiIqEniJJWIiIiIiIgUQ9GX+9rW87Ox6ru8pTGv6aktM/Mqa3vmwq5TFrXlBdSXmXmVtT1zYdcpj9oyM69pKanrbERt739OREREREREVouX+xIREREREZFicJJKREREREREisFJKhERERERESkGJ6lERERERESkGJykEhERERERkWJwkkpERERERESKwUkqERERERERKQYnqURERERERKQYnKQSERERERGRYqh+kpqSkoKQkBAEBgZiy5Ytlo5jtHbtWoSGhiI0NBSJiYkAgPT0dISHhyMwMBDJycnGZX/88UdEREQgKCgIixYtQl1dnaViY8WKFYiNjQWg/LwHDx5EREQEgoODsWzZMsVn3rlzp/GYWLFihWLzVlRUICwsDL/88ssTZbx27RrGjx+P4cOHY8aMGaisrDRbdmvGrmtc7DrTYddRQymx79TadYB6+o5dZxqq7TpRsV9//VWGDBkipaWlUllZKeHh4XLhwgVLx5Jjx47JK6+8IjU1NVJbWytRUVGSkpIifn5+kpeXJzqdTqZMmSJpaWkiIhIaGiqnTp0SEZE333xTtmzZYpHc6enpMmDAAFmwYIFUV1crOm9eXp74+vpKfn6+1NbWytixYyUtLU2xmauqqsTT01NKSkpEp9NJZGSkHDhwQHF5v//+ewkLC5OePXvKlStXnug4mDZtmuzatUtERNauXSuJiYlmyW7N2HWNi11nOuw6aigl9p1au05EPX3HrjMNNXedqs+kpqenY+DAgXB2doajoyOCgoKQmppq6VhwdXVFbGws7O3todVq0aVLF+Tm5qJTp07o2LEjNBoNwsPDkZqaiqtXr+LWrVvo06cPACAiIsIi+1BWVobk5GRMnz4dAJCdna3ovPv370dISAjc3d2h1WqRnJwMBwcHxWbW6/UwGAyorq5GXV0d6urq4OTkpLi8X3zxBeLi4tC2bVsA9T8OdDodTpw4gaCgILNnt2bsusbDrjMtdh01lBL7To1dB6ir79h1pqHmrtOYZSsmUlhYCFdXV+O4bdu2yM7OtmCi27p162b8Ojc3F3v27MGECRPuyVpQUHDPPri6uqKgoMCseQFgyZIliImJQX5+PoD7/2yVlPfy5cvQarWYPn068vPz4e/vj27duik2s5OTE6KjoxEcHAwHBwd4enoq8mccHx9/17i+GUtLS+Hk5ASNRmP27NaMXdd42HWmxa6jhlJi36mx6wB19R27zjTU3HWqPpNqMBhgY2NjHIvIXWNLu3DhAqZMmYL58+ejY8eO982qhH348ssv0a5dO3h5eRlve1AuJeQFbj+DlZGRgeXLl2Pr1q3Izs7GlStXFJv57Nmz+Oqrr3Do0CEcOXIEtra2yM3NVWzeO+p7HNwvq5L+JtVKScfE/bDrTIddZx7sOuVQ0nHxe2rpOkB9fceuMw81dZ2qz6S6u7vj5MmTxnFRUZHxdLalZWZmYvbs2Vi4cCFCQ0Px3XffoaioyHj/nazu7u533V5cXGz2fdi9ezeKioowcuRI3LhxA1VVVbh69Srs7OwUmRcA2rRpAy8vL7i4uAAAhg0bhtTUVMVmPnr0KLy8vNC6dWsAty+X2Lx5s2Lz3vH7LI/K6OLigps3b0Kv18POzk5Rf5Nqxq5rHOw602PXUUMpte/U1HWA+vqOXWceauo6VZ9J9fb2RkZGBq5fv47q6mrs27cPgwcPtnQs5OfnY+bMmUhKSkJoaCgA4LnnnsPPP/+My5cvQ6/XY9euXRg8eDDat2+PZs2aITMzE8Dtdwoz9z58/PHH2LVrF3bu3InZs2dj6NCh2LRpk2LzAsCQIUNw9OhRlJeXQ6/X48iRIxg+fLhiM/fo0QPp6emoqqqCiODgwYOKPibuqG9GrVaL/v37Y/fu3QCAr7/+WhF/k2rHrmsc7DrTY9dRQymx79TWdYD6+o5dZx5q6jpVn0l1c3NDTEwMoqKioNPpEBkZid69e1s6FjZv3oyamhokJCQYbxszZgwSEhIwa9Ys1NTUwM/PD8OHDwcAJCUlYfHixaioqEDPnj0RFRVlqehGzZo1U3Te5557DlOnTsW4ceOg0+ng4+ODsWPHonPnzorM7Ovrix9++AERERHQarV49tlnMWvWLPj4+Cgy7x1PchzExcUhNjYWGzZsQLt27bBq1SqLZLcm7DrTYdc1LnYdNZQS+84aug5Qdt+x68xDTV1nIyJili0RERERERERPYKqL/clIiIiIiIi68JJKhERERERESkGJ6lERERERESkGJykEhERERERkWJwkkpERERERESKoeqPoKGH6969Ozw8PGBre/dzEevWrUOHDh0QFxeHI0eOIDw8HM2bN8fWrVvh5eWFd955p97bWrt2LXr06IFhw4ZhzZo16NSpE1588cUG78P777+P0tJSLFmypMHruuP69evw8vLCuXPncODAAWRkZGDx4sWNtn4iMi923f2x64isC7vu/th11omTVCv36aefwsXF5b73bd26FWlpaXB3d0dAQACSkpLQv3//J9rO8ePH0bVrVwBAdHT0E+c1t4CAAAQEBFg6BhE1ELvu4dh1RNaBXfdw7DrrwUlqEzVu3DiICF599VW4uLigoKAAixYtQnR0NAYNGoT4+HicP38eOp0OXl5emD9/PjQaDbKysrBs2TJUV1dDq9Vi/vz5uHTpEk6fPo3ExETY2dnhwIED6NatG5ycnHDo0CFs3LgRAPDTTz9h8uTJSEtLQ25uLuLj41FWVga9Xo+JEyciMjLyoZljY2NRVlaGK1euwN/fHyUlJXeNIyMj8be//Q2VlZUoKipCjx49sHr1ajRr1gz79u1DcnIyHBwc0KtXL+M6t2/fjr179+KDDz7A999/j5UrV6K2thZFRUXw9vbG8uXL8cvqJOVaAAAFdUlEQVQvv2Dy5Mnw8/NDVlYWysvLMW/ePLzwwguoq6vDypUrkZaWBjs7Ozz//POIi4uDvb09NmzYgH379sFgMKB9+/aIi4uDm5ubSX+vRHQ3dt1t7Doi68auu41dZ0WErJaHh4eEhYXJiBEjjP9ee+21u+4vKSkREZEhQ4ZIdna2iIjExsbK3//+dxERqaurk7lz58qHH34otbW14uPjI4cOHRIRkZycHAkLCxO9Xi8TJkyQPXv2iIjIggULZNOmTXLz5k3p37+/FBYWiohIYmKirFq1SnQ6nYSEhMjp06dFRKS8vFyCg4Pl1KlT9+zDe++9J2+//bZxvZMmTTLe9/txQkKCfP311yIiUltbK2FhYZKamipFRUXSr18/uXDhgoiIbNy4UTw8PERE5KuvvpJp06aJiEhMTIx8++23IiJSUVEhAwYMkJycHLly5Yp4eHjIwYMHRUQkNTVV/P39RUTk008/lfHjx0t1dbXo9XqJjo6WHTt2yI4dO2TOnDmi0+lEROTzzz+XqVOn1uO3R0SPi13HriNqCth17LqmhGdSrdzDLgt5kLS0NOTk5GDbtm0AgFu3bgEAzp8/D1tbW/j7+wMAevXqhZSUlAeux8nJCS+88AK++eYbTJ48GSkpKdiyZQtyc3ORl5eHhQsXGpe9desWfvjhB/Tp0+eh2fr16/fA8bx583Ds2DF89NFHyM3NRWFhIaqqqpCZmQkPDw/jZSuvvPIKVq1adc+6ExIScPjwYWzcuBGXLl1CTU0Nqqqq4OzsDK1WCz8/PwDAM888g7KyMgBAeno6Ro4ciebNmwMAVq9eDeD2pTE5OTl4+eWXAQAGgwHV1dUP3TcienLsOnYdUVPArmPXNRWcpNI9DAYD1qxZgy5dugAAysvLYWNjg6tXr8LGxuauZc+fP4/OnTs/cF2jR4/GW2+9hS5duqBLly7o2LEjzp07hxYtWmDnzp3G5YqLi9GiRYtHZnN0dHzg+I033oBer0dwcDD8/f2Rn58PEQEA4/8AoNHc/7CfMGECunfvjkGDBiE4OBhZWVnG79NqtcY3Kvjtz+D36youLobBYIDBYMDUqVMxbtw4AEBtbS1u3LjxyP0jIvNh17HriJoCdh27To34ETR0D19fX3zyyScQEdTW1mLGjBn47LPP0LlzZ9jY2ODYsWMAgDNnzmDSpEkwGAyws7NDXV3dPeu68wzaunXrMGrUKADA008/jebNmxvLLD8/H2FhYTh9+nSDch89ehQzZ85ESEgIACArKwt6vR6enp64ePEizp49C+D26xV+r7y8HDk5OZg7dy4CAwPx66+/Ii8vDwaD4aHb9PLywq5du1BbWwuDwYClS5fiX//6F3x9fbFt2zZUVFQAANasWYP58+c3aP+IqHGx69h1RE0Bu45dp0Y8k2rlJk2adM9blb/xxhvGSxzuZ9GiRYiPj0d4eDh0Oh28vb0xdepUaLVavP/++1i+fDkSExONY3t7ewwdOhSrVq2CTqe7Z32jRo3C+vXrMWzYMACAvb091q9fj/j4eGzatAl1dXWIjo6+55KP+oqJicHMmTPh6OgIJycneHp6Ii8vDy4uLkhKSsLcuXOh1Wrh6el5z/e2bNkS06ZNw0svvQRHR0e4ubmhb9++uHz5Mjp27PjAbY4ZMwZXr15FREQERAR//vOfMXHiRNja2qKgoACjR4+GjY0N2rVrh4SEhAbtHxE9GLuOXUfUFLDr2HVNhY389nw5ERERERERkQXxcl8iIiIiIiJSDE5SiYiIiIiISDE4SSUiIiIiIiLF4CSViIiIiIiIFIOTVCIiIiIiIlIMTlKJiIiIiIhIMThJJSIiIiIiIsXgJJWIiIiIiIgU4/8AkcQJtjUwJiwAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -4408,33 +4380,23 @@ } ], "source": [ - "temps = pvsystem.sapm_celltemp(total_irrad['poa_global'], 10, 5)\n", + "temps = pvlib.temperature.sapm_cell(total_irrad['poa_global'], 5, 10, **thermal_params)\n", "\n", - "sapm_2 = pvlib.pvsystem.sapm(effective_irradiance, temps['temp_cell'], module)\n", + "sapm_2 = pvlib.pvsystem.sapm(effective_irradiance, temps, module)\n", "\n", "plot_sapm(sapm_2, effective_irradiance)" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "Text(0.5,1,'Comparison of a hot, calm day and a cold, windy day')" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -4446,7 +4408,7 @@ "sapm_2['p_mp'].plot(label=' 5 C, 10 m/s')\n", "plt.legend()\n", "plt.ylabel('Pmp')\n", - "plt.title('Comparison of a hot, calm day and a cold, windy day')" + "plt.title('Comparison of a hot, calm day and a cold, windy day');" ] }, { @@ -4465,7 +4427,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -4475,7 +4437,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -4502,24 +4464,14 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -4545,7 +4497,7 @@ "ax.set_ylabel('Current (A)')\n", "ax.set_ylim(0, None)\n", "ax.set_title('IV curves at multiple times')\n", - "ax.legend()" + "ax.legend();" ] }, { @@ -4564,25 +4516,13 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "calcparams_desoto() got an unexpected keyword argument 'alpha_sc'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mI_o_ref\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcecmodule\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'I_o_ref'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mR_sh_ref\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcecmodule\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'R_sh_ref'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m R_s=cecmodule['R_s']) )\n\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m: calcparams_desoto() got an unexpected keyword argument 'alpha_sc'" - ] - } - ], + "outputs": [], "source": [ "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n", " pvsystem.calcparams_desoto(total_irrad['poa_global'],\n", - " temp_cell=temps['temp_cell'],\n", + " temp_cell=temps,\n", " alpha_sc=cecmodule['alpha_sc'],\n", " a_ref=cecmodule['a_ref'],\n", " I_L_ref=cecmodule['I_L_ref'],\n", @@ -4593,46 +4533,44 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 31, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'photocurrent' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mphotocurrent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Light current I_L (A)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'photocurrent' is not defined" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "photocurrent.plot()\n", - "plt.ylabel('Light current I_L (A)')" + "plt.ylabel('Light current I_L (A)');" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 32, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'saturation_current' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msaturation_current\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Saturation current I_0 (A)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'saturation_current' is not defined" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "saturation_current.plot()\n", - "plt.ylabel('Saturation current I_0 (A)')" + "plt.ylabel('Saturation current I_0 (A)');" ] }, { @@ -4643,7 +4581,7 @@ { "data": { "text/plain": [ - "0.094" + "1.066023" ] }, "execution_count": 33, @@ -4662,19 +4600,9 @@ "outputs": [ { "data": { + "image/png": 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\n", 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Xbp0jPWbMGOTn56O8vByiKGLlypUIDQ31djYi8gN5GZEQBOCb0424eWy61HGI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\n", - "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -4684,7 +4612,7 @@ "source": [ "resistance_shunt.plot()\n", "plt.ylabel('Shunt resistance (ohms)')\n", - "plt.ylim(0,100)" + "plt.ylim(0, 5000);" ] }, { @@ -4694,19 +4622,9 @@ "outputs": [ { "data": { + "image/png": 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ezW233QZAQEAADz30EBs3biQ+Pp5FixY5K76IiNOl7c/jTEE1D9wWQYCflpu4ishBQUyLCeeT3ec4U1BtdBwR6WJMdrvd7swXyM7OZt68eSxcuJDZs2e33v7xxx/z/PPP89577xEdHc2qVasoKipi+fLlADQ2NpKUlERVVRW/+93v8PT0vOK54+Li+OKLLwgICHDmWxARaXcllRf4+atpjBwYzL89OUGbLF1MXX0TC15No3s3L/7jF/F4eGg+gYi0D4szn3zfvn0kJiaydOlSEhISLjtmtVoZMGAA0dHRAMyYMYPExEQA6urqmD9/PoGBgbz55pt4enpis9lYu3YtTz31FB4eHq3P881//5Dy8lpsNqf+rvGdrNYASktrOvx1OyvVyzGql2NcoV52u53//PAwLTY7c24eQllZraF5rsYV6mWUObcM5Y3kLN7/5Bg/Gt+/TY9x53pdC9XLMaqXY4yql9lsIjjY//uPO+uFCwsLWbBgAStXrryi8QYYM2YMFRUVHD9+HIC0tDQiIyOBSxsuBwwYwKpVq/DyuvSnWLPZzObNm/n0008BSElJISYmBj8/P2e9BRERp9h9rITDp8u5Z+pgXUzHhY0dZmX0kGCSv/yaiuqLRscRkS7CaWe+3333XRoaGlqXkQDMmTOHtLQ0EhMTiY6O5o033uC5556jvr6esLAwVqxYwdGjR/n8888ZOnRo6zKVkJAQ3n77bV555RWef/553njjDYKCgr5zfKGIiCurb2jm/c+zGRgWwG1x/YyOI1dhMpmYO30Yz7/zFX/aks2Ce6KNjiQiXYDT13y7Ei076RxUL8eoXo4xul7vf57N5j25PPdwHIPCuxuWo62Mrpcr+MvOHNZvO0PifaOJHdrrqvdVvRyjejlG9XKM2y07ERGRy+WV1rJlbx7TYnt3isZbLrl9fH969+rGus9O0tCo2d8icn3UfIuIdAC73c66z07i6+3BvfFDjI4jDrB4mHnoR8Mor77I/+3MMTqOiHRyar5FRDrAV8eKOZF7nnvjh+Dve+XoVHFtw/v3ZGJkGJ/uPkfJ+Xqj44hIJ6bmW0TEyeobmvkg7RQDwgKYFtPb6Dhyje67aQgeZjN//jzb6Cgi0omp+RYRcbKNO3I4X9vIP/xoGGazLqbTWfUM8GbGpAEcyC7jSE6F0XFEpJNS8y0i4kTFFRfYvDeXqaPDGdK7h9Fx5Dr96IZ+WAN9eH9LNi02m9FxRKQTUvMtIuJE/7v1NBaLmXu0ybJL8LR48NNbIsgvq2PrgQKj44hIJ6TmW0TESU6cq2T/yVISJgygRzcvo+NIOxkT0YuRA3qS8uUZauubjI4jIp2Mmm8RESew2e28//kpgrp786MbdCXLrsRkMvHgbRHUN7Sw4cuvjY4jIp2Mmm8RESfYmVXE2eIa7o0fgpenh9FxpJ31sfozLbY3Ww/mU1xxweg4ItKJqPkWEWlnDU0tfLT9DAPDArhxVKjRccRJZk0eiMXDzPptp42OIiKdiJpvEZF29unuc1TWNDDn1gjMJo0W7Kp6+Htzx4392XuilNP5VUbHEZFOQs23iEg7qqptIHXXOcYNtzKsX6DRccTJbh/fjx7dvPjgi1PY7Xaj44hIJ6DmW0SkHX2ckUNzi437NFrQLfh4WZg1dRDZeVUcyC4zOo6IdAJqvkVE2knJ+Xq2HyxgakxvQoP8jI4jHWTq6HDCg/34362naW7RhXdE5OrUfIuItJOUL8/gYTYxc9JAo6NIB/Iwm7nvpiEUV1zgs6/OGh1HRFycmm8RkXaQV1LLV0eKuTWuLz0DvI2OIx0sdmgvhvXtwfufnaChqcXoOCLiwtR8i4i0g4+2n8HX28JdEwYYHUUMYDKZuCd+CJU1DXyxP9/oOCLiwtR8i4hcp+y88xw8VcadE/rTzcfT6DhikGH9Ahk7PIRNu85S39BsdBwRcVFqvkVEroPdbmf91tP06ObFbeN0GXl3N/eOEdTWN7F5b67RUUTERan5FhG5DplnKjiZV8XMyQPx9tJl5N3dsP49GRPRi093n6O2vsnoOCLigtR8i4hcI7vdTvKXZ+jVw4dpMb2NjiMuYvbUwVxsaOHT3eeMjiIiLkjNt4jINTp0upyzRTXMnDwQi4d+nMolfUP8uWFkCJv35lJd12h0HBFxMfq0EBG5Bna7nQ3pX2MN9GFiZJjRccTF/HjqYJqabWzapbnfInI5Nd8iItfgb2e9Z0zSWW+5UliQH5Ojwknbn09lTYPRcUTEhTj1E2P16tUkJCSQkJDAihUrrjh+5swZHnroIe6++24ef/xxqqqqACgoKGDu3LnccccdzJ8/n7q6OgCqq6t56qmnuPPOO5k7dy6lpaXOjC8i8p3+dtY7JNCXSVE66y3fbebkgdjtdlJ19ltEvsFpzXdGRgbp6ekkJyeTkpLCkSNH2Lx5c+txu93O/PnzefLJJ/n4448ZOXIkb731FgC/+tWvePDBB/nkk0+IiopizZo1AKxatYq4uDhSU1O5//77eemll5wVX0Tkex069fez3h5mnfWW72YN9GViZBjbDhVQVauz3yJyidM+NaxWK0lJSXh5eeHp6cmQIUMoKChoPX7kyBH8/PyYNm0aAE8//TRz586lqamJPXv2cPvttwNwzz338MknnwCwdetWZs6cCcCMGTPYvn07TU0a5SQiHeebZ70nRoUaHUdcXMKkATS32PhEk09E5K+c1nxHREQQGxsLQE5ODqmpqcTHx7ceP3fuHL169WLp0qXMnj2bF154AT8/PyorK/H398disQCXmvji4mIASkpKsFqtAFgsFvz9/amoqHDWWxARucKhU+WcLdZZb2mb0J5+TBgVxhcH8qm+oMknIgIWZ79AdnY28+bNY8mSJQwcOLD19ubmZnbv3s17771HdHQ0q1atYvny5SxatAiTyXTZc3z767+x2+2YHfjwCw72v6b30B6s1gDDXrszUr0co3o55lrrZbfb+ct7+wgP7sbdNw3Fw002Wur7yzHfrtdDCaPYdbSI9KxiHk4YZVAq16XvL8eoXo5xxXo5tfnet28fiYmJLF26lISEhMuOWa1WBgwYQHR0NHBpGUliYiJBQUHU1NTQ0tKCh4cHpaWlhISEABASEkJZWRlhYWE0NzdTV1dHYGBgm/OUl9dis9nb7w22kdUaQGlpTYe/bmelejlG9XLM9dTr4KkyTudV8dhdI6moqGvnZK5J31+O+a56+ZjhhhEhbEw/w7ToMPx9PQ1K53r0/eUY1csxRtXLbDZd9YSv007bFBYWsmDBAlauXHlF4w0wZswYKioqOH78OABpaWlERkbi6elJXFwcmzZtAiAlJaV1XXh8fDwpKSkAbNq0ibi4ODw99UNMRJzPbrfzl505BHf3YUKk1nqLY2ZMGkhDYwub9+QaHUVEDOa0M9/vvvsuDQ0NLF++vPW2OXPmkJaWRmJiItHR0bzxxhs899xz1NfXExYW1jqO8IUXXiApKYk333yT8PBwXn/9dQCeeeYZkpKSSEhIICAggJUrVzorvojIZU7mnud0fjX/8KNhmustDutr9WfccCtb9uVy+/h++PnoxJGIuzLZ7faOX4dhEC076RxUL8eoXo651nq99ueD5JbUsuLpiXh5ejghmWvS95djrlavc8U1/Nvv9/DjKYO4e8qgDk7mmvT95RjVyzFut+xERKSryCmq5sjXFfzohn5u1XhL++ofGkDs0F5s3pvLxcZmo+OIiEHUfIuI/IC/7DyLr7eFm8f0MTqKdHIJEwdQd7GZ7YcKjY4iIgZR8y0ichUFZXXsP1HKreP64uvt9Oms0sUN6dODYf0C+WzPOZpbbEbHEREDqPkWEbmK1F1n8bSYuS2ur9FRpIu4a8IAKqob+OposdFRRMQAar5FRL5HWVU9u44WMy22N939vIyOI11E9OAg+lr9Sf3qHDb3mXkgIn+l5ltE5Ht8+tWlmcx3jO9vcBLpSkwmE3dN6E9BWR2HTpUZHUdEOpiabxGR71Bd18j2wwVMjAojqLuP0XGki7lhZAi9eviwaddZ3Gjir4ig5ltE5Dul7c+jqdnGnTfqrLe0Pw+zmdvH9+d0fjXZeVVGxxGRDqTmW0TkWxqaWkjbn0/s0F6EB3czOo50UVNGh+Pv68mmXWeNjiIiHUjNt4jIt2RkFVFb38Tt4/sZHUW6MG9PD6bH9eXw6XLySmqNjiMiHUTNt4jIN9hsdj7bfY5B4QEM6xdodBzp4m4e2xdvTw9Sv9LZbxF3oeZbROQbDp4qo7iyntvH98dkMhkdR7o4f19PpsX0ZvexEiprGoyOIyIdQM23iMg3fLL7HL16+DBuuNXoKOImbovri81u5/N9eUZHEZEOoOZbROSvTudXcSqviulx/fAw68ejdAxroC/jhlnZeiCfi43NRscRESfTp4uIyF99uvscft4WpowONzqKuJkfje/PhYZmdmQWGR1FRJxMzbeICFBSeYF9J0u5aUwffL0tRscRNzO0Tw+G9O7O5r252Gy66I5IV6bmW0QE2LwnD7PJxK3j+hodRdzUj8b3p6SyXpecF+ni1HyLiNurrW/iy8wCJkSG0jPA2+g44qbGDutFcHcfPt2Ta3QUEXEiNd8i4va2HcynscnG7TfoUvJiHA+zmelxfTmZe56vC6uNjiMiTqLmW0TcWnOLjbT9+Ywc0JO+If5GxxE3NzWmNz5eHmzW2W+RLkvNt4i4tf0nS6msaWB6nC4lL8bz9bYwLaY3e46XUFF90eg4IuIEar5FxK1t2ZeHNdCH0UOCjY4iAvz9ojtbdNEdkS5JzbeIuK2compO5VVx67h+mM26lLy4hl49fBk3PITtBwtoaGwxOo6ItDM13yLitrbszcPby4Mp0bqojriW28b15UJDMzuP6qI7Il2Nmm8RcUtVdY3sPlbMlKhw/Hx0UR1xLRF9e9AvxJ/P9+Vht+uiOyJdiVM/cVavXk1qaioA8fHxLFmy5Irj69evp3v37gD85Cc/4Y477uCxxx5rvU9NTQ2VlZUcOHCA3bt3s3DhQsLCwgAYNWoUL7/8sjPfgoh0UdsO5NPcYueWcX2MjiJyBZPJxG3j+vL71OOcOHeeEQN6Gh1JRNqJ05rvjIwM0tPTSU5OxmQy8cQTT7B582amT5/eep+srCxef/11xowZc9ljN2zYAIDNZuPhhx9m0aJFrfd/7LHHmDdvnrNii4gbaG6x8cWBfKIHBxMe3M3oOCLf6cZRofzv1tN8vi9PzbdIF+K0ZSdWq5WkpCS8vLzw9PRkyJAhFBQUXHafrKws1q5dy8yZM1m2bBkNDQ2XHV+/fj2+vr7MnDkTgMzMTNLT05k5cyZPP/00hYWFzoovIl3YnuMlVNU1clucLiUvrsvL04OpMeHszy6lvEpjB0W6Cqc13xEREcTGxgKQk5NDamoq8fHxrcfr6uoYOXIkixcvJjk5merqatasWdN6vKWlhd/97nc8++yzrbcFBATw0EMPsXHjRuLj41vPiIuItJXdbmfL3lzCgvyIHBRkdByRq7p5zKVlUV8cyDc4iYi0F5PdyTs5srOzmTdvHgsXLmT27Nnfe7+jR4+ydOlSUlJSANi6dSv/8z//w7vvvvu9j4mLi+OLL74gICCg3XOLSNd0/GwFi3/zJU/PjiZhymCj44j8oF//926yTpfz+3/9Ed6eHkbHEZHr5NQNl/v27SMxMZGlS5eSkJBw2bGCggIyMjK47777gEtnoyyWv8fZsmULd911V+vXNpuNtWvX8tRTT+Hh8fcfPt/89w8pL6/FZuv4XeNWawClpTUd/rqdlerlGNXLMRu3n8HX28LoQT1VtzbQ95djnFGvKVFh7Mws5C/bTjE1pne7PrfR9P3lGNXLMUbVy2w2ERzs//3HnfXChYWFLFiwgJUrV17ReAP4+Pjw6quvkpubi91uZ926dZdtxjx48CBxcXF/D2o2s3nzZj799FMAUlJSiImJwc/Pz1lvQUS6mKraBnYcLmDq6HB8vDReUDqHEf0D6WPtprGDIl2E0z593n33XRoaGli+fHnrbXPmzCEtLY3ExESio6NZtmwZ8+fPp6mpibFjx/Loo4+23jc3N7d1pODfvPLKKzz//PO88cYbBAUFsWLFChIN2QcAACAASURBVGfFF5EuaPuhAlps9tZ1tCKdgclk4tZxffnDJyfIzqtiWL9AoyOJyHVw+ppvV6JlJ52D6uUY1attWmw2lry5kwHh3Um8J9roOJ2Gvr8c46x6NTS28OwbO4gcFMT8H0e1+/MbRd9fjlG9HON2y05ERFzJoVPlVNY0cNekQUZHEXGYt9elsYP7TpRSWdPwww8QEZel5ltE3MIX+/PoGeDN+FGhRkcRuSY3j+2L3W5n20GNHRTpzNq05vvixYt89tlnVFRUXLbZ45trtEVEXFVRxQWO5FQye+ogPDx0zkE6p5BAX6IGB7P9UAEzJg3Eou9lkU6pTc33s88+S2FhIcOGDcNkMjk7k4hIu9p6IB8Ps4lpXWxMm7ifm8b05rfrMzl0qoxxw0OMjiMi16BNzffJkyf59NNPMZv1W7aIdC4NTS2kHy5k3HArPfy9jY4jcl1ihvQiqLs3Ww/kq/kW6aTa1E0HBwfT3Nzs7CwiIu1u97FiLjQ0a7ygdAlms4n4mN4cyamkuOKC0XFE5Bpc9cz373//ewCsVisPPfQQt956K56enq3HteZbRFzdF/vz6dOrm2YjS5cxNaY3H+/IYevBfH56S4TRcUTEQVdtvk+ePAmAv78//v7+fP311x0SSkSkPXxdWE1OUQ3/8CPtV5GuI9DfmzERvUg/XMjsqYPx8vQwOpKIOOCqzffLL78MwJYtW7jtttsuO5aSkuK8VCIi7SBtfx7enh5MjAz74TuLdCI3j+nD3hOl7DlewuTocKPjiIgDrtp8p6Wl0dzczIoVK7Db7a1jBpubm/ntb3/Lj3/84w4JKSLiqNr6JnYfu9SY+Hq3aW+5SKcxYkBPwoL82HowX823SCdz1U+kY8eOsWvXLsrLy/nDH/7w9wdZLDzyyCPOziYics3SDxfS1GzTRkvpkkwmEzeN6cP7n2dzrriG/qEBRkcSkTa6avP91FNPsWDBAtatW8fcuXM7KpOIyHWx2+1sPZjP0L496Bfib3QcEaeYHB3G+m2n2Xogn3+8Y4TRcUSkja46ajA+Pp5Vq1Zx6623dlQeEZHrdvzceUoq67k5Vme9pevq5uPJ+JEh7DxSTH2DxgGLdBZXbb7ffvttKioquPvuu1m4cCG7du3qqFwiItds28F8uvlYGDfcanQUEae6eUxfGppa2HWkyOgoItJGV22+IyMjWbZsGVu3bmXatGmsXLmShIQE1q1bR11dXUdlFBFps+oLjew/WcrEyDCNYJMub1B4AANCA/jiQH7rUAQRcW1tusKln58f999/Px9++CGvvfYaJ06cID4+3tnZREQclpFZRHOLnWmxvY2OIuJ0JpOJm8f2Ia+0jtP51UbHEZE2aFPz/TdfffUV77zzDmlpadx9993OyiQick3sdjvbDxUwtE8P+lq10VLcw/iRIXh7ebDtUL7RUUSkDX5w+G1xcTEfffQR69evx9fXlzlz5vCrX/2Kbt26dUQ+EZE2O5l7nqKKCzyeMNLoKCIdxsfLwoRRoezMKuKBW4fh56O59iKu7Kr/hz7xxBPs2bOHW265hV//+teMHz++o3KJiDhs26ECfL0txI0IMTqKSIeaFtObbQcL+OpoETeP7Wt0HBG5iqs237Gxsbz88stYrZoYICKurba+ib3HS5kWE463NlqKmxkYFkD/EH+2HSpQ8y3i4q665vvnP/85VquVsrIyPv/8cwBeffVVHn74YY4fP94hAUVE2iIjq4jmFhvTYrTRUtyPyWRiWmxvzhXXklOkjZcirqxNGy6TkpLIzc1l586dfPnll8yaNYsXX3zR2dlERNrkbxstB/furstsi9uaMCoML4uZ7QcLjI4iIlfRpub7/PnzPPLII2zfvp0ZM2Zwzz33UF9f7+xsIiJtciq/ioKyOuJ11lvcmJ+PhRtGhLDraDEXG3XFSxFX1abmu6mpiaamJr788ksmTZpEfX09Fy5ccHY2EZE22XawAB8vD8aPDDU6ioihpsX25mJjC3uOlRgdRUS+R5ua71tvvZWJEyfSs2dPoqKiuP/++5kxY4azs4mI/KC6i03sOV7ChMgwvL200VLc29A+PQgP9mP7IS09EXFVbRoGmpiYyE9+8hNCQy+dVVq5ciUjRoz4wcetXr2a1NRUAOLj41myZMkVx9evX0/37t0B+MlPfsLcuXNJTk7mtddeIzg4GICbbrqJRYsWUV1dzS9/+Utyc3MJCgpi1apVmsQi4uZ2HSmmqdmmJSci/HXjZUxv/px2irzSWl1sSsQFXbX53rNnz2Vf5+bmXnbshhtu+N7HZmRkkJ6eTnJyMiaTiSeeeILNmzczffr01vtkZWXx+uuvM2bMmMsem5WVRVJS0hVn11etWkVcXBxvvfUWKSkpvPTSS6xateqH36WIdEl2u51tB/MZGBbAgDBttBQBmBQVxvptp9l+sIAHpw8zOo6IfMtVm+9ly5Z95+3nzp2jqamJo0ePfu9jrVYrSUlJeHl5ATBkyBAKCi7/M1hWVhZr164lPz+fG264gX/6p3/C29ubzMxMcnJyWLt2LcOHD+f555+nR48ebN26lXXr1gEwY8YMli1bRlNTE56eng69aRHpGs4UVJNXWsc/3jHc6CgiLiPAz4uxw6zsPFLE/TcPwdOi5VgiruSqa743btx42X8ffPABMTExBAQE8Pbbb1/1iSMiIoiNjQUgJyeH1NRU4uPjW4/X1dUxcuRIFi9eTHJyMtXV1axZswa41Lj/7Gc/4+OPPyY8PLz1l4CSkpLWZSYWiwV/f38qKiqu/d2LSKe2/VAB3p4e3KiNliKXmRbTm7qLzew9UWp0FBH5FpPdbre35Y7Hjh3j2WefpX///vz6178mKCioTS+QnZ3NvHnzWLhwIbNnz/7e+x09epSlS5eSkpJy2e1VVVVMnz6d3bt3ExUVxcGDB7FYLp2wnzp1Kh999JHWfYu4oYsNzfzjrz5h8ug+PDNnzA8/QMSN2Gx25i3fQq9AX17+2RSj44jIN7Rpw+V//dd/sWbNGn7xi1/wD//wD21+8n379pGYmMjSpUtJSEi47FhBQQEZGRncd999wKW1mxaLhZqaGtavX88jjzzSeruHx6U/mYWEhFBWVkZYWBjNzc3U1dURGBjY5jzl5bXYbG36XaNdWa0BlJbWdPjrdlaql2PctV4ZWYXUN7QwLiLYoffvrvW6VqqXY1ypXpOjwli/7QyZJ4oJC/IzOs53cqV6dQaql2OMqpfZbCI4+Ps3O1912Ul5eTmPP/44ycnJ/OlPf3Ko8S4sLGTBggWsXLnyisYbwMfHh1dffZXc3Fzsdjvr1q1j+vTp+Pn58c4773Do0CEA3nvvvdZNmvHx8a1nxjdt2kRcXJzWe4u4qR2ZRVgDfRjWr+2/gIu4k8nR4ZhNJo0dFHExVz3zPXPmTOrq6rj77rv585//fMXx55577nsf++6779LQ0MDy5ctbb5szZw5paWkkJiYSHR3NsmXLmD9/Pk1NTYwdO5ZHH30UDw8PVq1axb/9279x8eJFBg4cyIoVKwB45plnSEpKIiEhgYCAAFauXHmt71tEOrGy8/UcO1vJj6cOwmQyGR1HxCUF+nsTMzSYjMxC7pk2GItHmy7tISJOdtU137/97W+v+sH285//3CmhnEXLTjoH1csx7livj9O/ZkP616yYP4ngHj4OPdYd63U9VC/HuFq9DmaX8Zv1h1l4bzRjIlxvf5Sr1cvVqV6OcdVlJ1c9871w4UIA9u/fz3/8x39w/vz5y453tuZbRDo/m91OemYhIwb0dLjxFnE30UOC6NHNi/TDhS7ZfIu4ozZtuHzhhRe45557GDVqlP7EKyKGys49T1nVRWZPHWx0FBGX52E2MykqjE9351JV20APf2+jI4m4vTY13xaLhUcffdTZWUREflD64UJ8vDwYO1xn8UTaYsrocFK/OsfOI8XccWN/o+OIuL027b6IiIjgxIkTzs4iInJVFxsvXTRk/MgQvD111T6RtggP7sbQPj348nABbby0h4g4UZvOfOfm5nLvvffSu3dvvL3//ierjRs3Oi2YiMi37T1eSkNTC1OiexsdRaRTmTI6nP9OPc6ZgmqG9OlhdBwRt9am5nvRokXOziEi8oPSMwsJDfJjSJ/uRkcR6VRuGBHCH7ec5MvDhWq+RQzWpuZ7/Pjxzs4hInJVJZUXOJl7nnvjB2vjt4iDfL0t3DA8hN3Hinngtggt2xIxkCbui0insCOzCBMwMTLM6CgindKU0eFcbGxh34kSo6OIuDU13yLi8mx2OxlZhYwaFERQd832FrkWw/oFEtLTl/TDhUZHEXFrar5FxOUdP1tJeXUDU6LDjY4i0mmZTCamRIdz/Nx5SiovGB1HxG2p+RYRl7cjsxBfbwtjInoZHUWkU5sUFYbJBOmZRUZHEXFbar5FxKXVNzSz70QpN44KxUubxESuS1B3HyIHBbEjsxCbTTO/RYyg5ltEXNqe4yU0NtuYHK2NliLtYero3lTWNHA0p8LoKCJuSc23iLi09MxCwoP9GByu2d4i7SF2aC+6+VhIz9TGSxEjqPkWEZdVVHGBU3lVTIkO12xvkXbiaTEzMTKM/SdLqa1vMjqOiNtR8y0iLmtHZiEmE0zQbG+RdjVldDjNLXa+OlpsdBQRt6PmW0Rcks1mJyOriOjBwfQM8DY6jkiX0j80gAGhAXx5uMDoKCJuR823iLiko2crqKxpYLJme4s4xZTR4ZwrruVsUY3RUUTcippvEXFJOzKL6OZjIXaoZnuLOMONo0KxeJjYkaWNlyIdSc23iLicCxeb2H/y0mxvT4t+TIk4g7+vJ7ERVnYdKaa5xWZ0HBG3oU81EXE5u4+V0NRsY8poLTkRcabJUWHU1jeRebrc6CgibkPNt4i4nPTMQvpYuzEgNMDoKCJdWtTgILp389LMb5EOpOZbRFxKQVkdZwqqmRyl2d4izuZhNjMxMpTDp8upvtBodBwRt6DmW0Rcyo7MQswmExOjNNtbpCNMjgqnxaaZ3yIdRc23iLiMFpuNjCNFjB4STI9uXkbHEXELfUP8GRAawA4tPRHpEBZnPvnq1atJTU0FID4+niVLllxxfP369XTv3h2An/zkJ8ydO5d9+/bx8ssv09TURGBgIL/+9a/p06cPu3fvZuHChYSFXTojNmrUKF5++WVnvgUR6UBHvq6kqrZRs71FOtjk6DD+uCWb3JJa+oX4Gx1HpEtzWvOdkZFBeno6ycnJmEwmnnjiCTZv3sz06dNb75OVlcXrr7/OmDFjLnvs4sWLWbNmDSNGjODDDz/kxRdf5M033yQrK4vHHnuMefPmOSu2iBgoPbMQf19PYoYGGx1FxK3cOCqUP6edYkdmIXNujTA6jkiX5rRlJ1arlaSkJLy8vPD09GTIkCEUFFx+GdusrCzWrl3LzJkzWbZsGQ0NDTQ2NvLMM88wYsQIAIYPH05h4aU/hWVmZpKens7MmTN5+umnW28Xkc6vtr6Jg9mlTIgMxeKhFXEiHSnAz4uYob3YdVQzv0WczWmfcBEREcTGxgKQk5NDamoq8fHxrcfr6uoYOXIkixcvJjk5merqatasWYOXlxezZs0CwGazsXr1am677TYAAgICeOihh9i4cSPx8fEsWrTIWfFFpIN9dbSY5hY7U7TkRMQQk6PDqK5rJOvrCqOjiHRpJrvdbnfmC2RnZzNv3jwWLlzI7Nmzv/d+R48eZenSpaSkpADQ2NhIUlISVVVV/O53v8PT0/OKx8TFxfHFF18QEKBZwCKd3aJV22hpsfGbZ282OoqIW2pusfHIsk+JGtyLpIdvMDqOSJfl1A2X+/btIzExkaVLl5KQkHDZsYKCAjIyMrjvvvsAsNvtWCyX4tTV1TF//nwCAwN588038fT0xGazsXbtWp566ik8PDxan+eb//4h5eW12GxO/V3jO1mtAZSW1nT463ZWqpdjukK98kprOZV7ngdujXD6e+kK9epIqpdjOnu9xo8I5YsDeXx9rgJ/3ytPerW3zl6vjqZ6OcaoepnNJoKDv3/jstOWnRQWFrJgwQJWrlx5ReMN4OPjw6uvvkpubi52u51169a1bsZcvHgxAwYMYNWqVXh5XRo3Zjab2bx5M59++ikAKSkpxMTE4Ofn56y3ICIdZEdmIR5mEzdGhhodRcStTY4Oo7nFzu5jmvkt4ixOO/P97rvv0tDQwPLly1tvmzNnDmlpaSQmJhIdHc2yZcuYP38+TU1NjB07lkcffZSjR4/y+eefM3To0NZlKiEhIbz99tu88sorPP/887zxxhsEBQWxYsUKZ8UXkQ7S3GJj55FiYob2orufZnuLGKl/aAD9QvzZkVnILWP7Gh1HpEty+ppvV6JlJ52D6uWYzl6vg9ll/Gb9YRbeG82YCKvTX6+z16ujqV6O6Qr1+mxPLu9/ns2/P3EjfXp1c+prdYV6dSTVyzFut+xERKQtdmQW0t3Pk+jBmu0t4gomjArFw2wiQ1e8FHEKNd8iYpiaC40cPFXGhMgwzfYWcRHdu3kRPTiYjCNFtNg081ukvenTTkQMs+toMS02zfYWcTWTo8Ooqm3kaE6l0VFEuhw13yJimB2ZhQwIC6BvyPevjRORjhcztBf+vp7s0NITkXan5ltEDHGuuIZzxbU66y3igiweZm4cGcr+k2VcuNhkdByRLkXNt4gYYkdmERYPEzeO0mxvEVc0eXQYzS02dh8rMTqKSJei5ltEOtyl2d5FxP71T9si4noGhAbQx9pNS09E2pmabxHpcIdPl1Nb38RkLTkRcVkmk4nJUeGcLqimsLzO6DgiXYaabxHpcOmHC+nRzYuowUFGRxGRq5gQGYrZZCIjq8joKCJdhppvEelQVXWNHD5dzsSoMDzM+hEk4soC/b2JGhxERlaRIVeIFumK9MknIh3qqyNF2Ox2LTkR6SQmR4dTWdPAsbOa+S3SHtR8i0iHsdvtpGcWMii8O316dTM6joi0QezQYPy8LezI0sZLkfag5ltEOsy54lrySuuYMlpnvUU6C0+LBzeOCmX/iVLqG5qNjiPS6an5FpEOk364EIuHmfEjQ4yOIiIOmBwdTmOzjT3HNfNb5Hqp+RaRDtHUbGPX0SLGDutFNx/N9hbpTAaFBxAe7KeZ3yLtQM23iHSIQ6fKqLvYrMvJi3RCJpOJydHhZOdVUVx5weg4Ip2amm8R6RDpmYX0DPBm1EDN9hbpjCZGhmEywY5MzfwWuR5qvkXE6c7XNpB1poJJUWGYzSaj44jINegZ4E3koCAysgo181vkOqj5FhGn26nZ3iJdwpTocCqqGzh2TjO/Ra6Vmm8RcSq73c6OzCKG9ulBWJCf0XFE5DqMieh1aeb3YW28FLlWar5FxKm+LqyhoKyOydFhRkcRkevkafHgxshQ9p0s5cLFJqPjiHRKar5FxKl2ZBbiZTFzw4hQo6OISDuYEh1OU7ON3Zr5LXJN1HyLiNM0Nbfw1dFixg634udjMTqOiLSDgWEB9OnVTUtPRK6Rmm8RcZoD2WVcaGjWRkuRLuRvM79PF1RTWF5ndByRTkfNt4g4TXpmIUHdvRk5oKfRUUSkHU2MDMVsMpGuK16KOMypzffq1atJSEggISGBFStWfOfxm2++mVmzZjFr1izWrVsHQEFBAXPnzuWOO+5g/vz51NVd+s26urqap556ijvvvJO5c+dSWlrqzPgich0qaxo48nUFk6LCMZs021ukK+nh783oIcHszCrSzG8RBzmt+c7IyCA9PZ3k5GRSUlI4cuQImzdvvuw+WVlZvP7662zYsIENGzYwd+5cAH71q1/x4IMP8sknnxAVFcWaNWsAWLVqFXFxcaSmpnL//ffz0ksvOSu+iFynjKxC7HY05USki5ocHcb52kayvq4wOopIp+K05ttqtZKUlISXlxeenp4MGTKEgoKCy+6TlZXF2rVrmTlzJsuWLaOhoYGmpib27NnD7bffDsA999zDJ598AsDWrVuZOXMmADNmzGD79u00NWnUkYirsdvtpB8uZFi/QEJ7ara3SFcUM7QX/r6eWnoi4iCnNd8RERHExsYCkJOTQ2pqKvHx8a3H6+rqGDlyJIsXLyY5OZnq6mrWrFlDZWUl/v7+WCyXJiNYrVaKi4sBKCkpwWq1AmCxWPD396eiQr9xi7ia7LwqiivrmaKNliJdlsXDzITIUA5ml1JbrxNhIm3l9Nlf2dnZzJs3jyVLljBw4MDW27t168bbb7/d+vVjjz3G0qVLefDBBzF9a33ot7/+G7vdjtnc9t8fgoP9HQvfjqzWAMNeuzNSvRzjavX6U9opfL09uGPKYHy9XW/EoKvVy9WpXo5xp3rNnDaULXvzOHruPAlTBl/Tc7hTvdqD6uUYV6yXUz8V9+3bR2JiIkuXLiUhIeGyYwUFBWRkZHDfffcBlxppi8VCUFAQNTU1tLS04OHhQWlpKSEhIQCEhIRQVlZGWFgYzc3N1NXVERgY2OY85eW1hmwMsVoDKC2t6fDX7axUL8e4Wr0uNjaz/WA+N4wIoba6nlqjA32Lq9XL1alejnG3egV4mekf4s8nO3MYP9zq8OPdrV7XS/VyjFH1MptNVz3h67RlJ4WFhSxYsICVK1de0XgD+Pj48Oqrr5Kbm4vdbmfdunVMnz4dT09P4uLi2LRpEwApKSlMmzYNgPj4eFJSUgDYtGkTcXFxeHp6OustiMg12Hu8lIbGFi05EXETk6PDySmqIa/U1X7VFnFNTmu+3333XRoaGli+fHnrKME//elPPPnkk2RmZhIUFMSyZcuYP38+d9xxB3a7nUcffRSAF154gQ8++IC77rqLvXv38otf/AKAZ555hoMHD5KQkMAf//hH/vVf/9VZ8UXkGqVnFhLa05eIvj2MjiIiHWBCZCgeZhM7tPFSpE1MdrvdbQZ0atlJ56B6OcaV6lVceYF/XruLe+MHkzBxoNFxvpMr1aszUL0c4671Wv1RJqfyzrNywWQsHm0/r+eu9bpWqpdj3G7ZiYi4nx2ZhZhMMClKS05E3MmU6HCqLzSReabc6CgiLk/Nt4i0C5vNzo7MIqIGBdMzwNvoOCLSgaIGB9Hdz5MdmUVGRxFxeWq+RaRdHD1bQWVNA1NG66y3iLuxeJiZGBXGoVNlVF9oNDqOiEtT8y0i7SL9cCHdfCzEDu1ldBQRMcDk6HBabHa+OlJsdBQRl6bmW0SuW219E/tPljEhMgxPi36siLijvlZ/BoYF6HLzIj9An5Iict2+OlpMc4tNs71F3NyU0eHkltRytkgTOUS+j5pvEblu6ZmF9AvxZ0CY613GV0Q6zo2jQvG0mNl+uMDoKCIuS823iFyXvL+e5dJGSxHp5uNJ3HAru44U09DUYnQcEZek5ltErsv2QwVYPExMGBVqdBQRcQHTYnpT39DM3uMlRkcRcUlqvkXkmjU2tbDzSBFjh1kJ8PMyOo6IuIBh/QIJC/Jj2yEtPRH5Lmq+ReSa7TtRSt3FZuJjehsdRURchMlkYlpMb07lVZFfWmt0HBGXo+ZbRK7ZtkMFhPT0ZfiAnkZHEREXMik6DA+zie2HNHZQ5NvUfIvINSksr+Nk7nniY3pjNpmMjiMiLqS7nxdjh1nJyCqkqVkbL0W+Sc23iFyTbQcL8DCbmKTZ3iLyHabF9qbuYjP7TpYaHUXEpaj5FhGHNTXbyMgqYkxEL3p000ZLEbnSyAE96dXDh+0HtfFS5JvUfIuIw/afLKW2von42D5GRxERF2X+68bL4+fOU1x5weg4Ii5DzbeIOGz7oQJ69fBh5EBttBSR7zdldDhmk4ntGjso0krNt4g4pLjiAsfOVjJNGy1F5AcE+nsTMzSYHZlFNLfYjI4j4hLUfIuIQ7YfKsBsMuly8iLSJtNielNd18jB7DKjo4i4BDXfItJmTc020jMLiRkaTKC/t9FxRKQTiB4cTHB3H9L25xkdRcQlqPkWkTbbe7yEmgtN3DKur9FRRKSTMJtN3DK2D8fPndcVL0VQ8y0iDvh8fx5hQX6M0hUtRcQBU2N642kxk7Y/3+goIoZT8y0ibfJ1YTVnCqq5ZWwfTNpoKSIO8Pf15MaRoWRkFXHhYrPRcUQMpeZbRNokbX8e3p4eTIrSRksRcdwt4/rQ0NRCRlah0VFEDKXmW0R+UM2FRr46WsKkqDD8fCxGxxGRTmhgWHeG9O7O5/vzsdntRscRMYxTP0VXr15NamoqAPHx8SxZsuQ777d161aWLVtGWloa5eXlPPbYY63HampqqKys5MCBA+zevZuFCxcSFhYGwKhRo3j55Zed+RZEBPjycCHNLTZuGasrWorItbtlXF/e3niUYzmVRA4KMjqOiCGc1nxnZGSQnp5OcnIyJpOJJ554gs2bNzN9+vTL7ldWVsYrr7zS+nVwcDAbNmwAwGaz8fDDD7No0SIAsrKyeOyxx5g3b56zYovIt9hsdr7Yn8+I/oH0sfobHUdEOrG44SH8+fNsPt+Xp+Zb3JbTlp1YrVaSkpLw8vLC09OTIUOGUFBw5eVln3vuOX7+859/53OsX78eX19fZs6cCUBmZibp6enMnDmTp59+msJCrRsTcbYD2WWUV1/klrEaLygi18fTYmZabG8OnSqj9Hy90XFEDOG05jsiIoLY2FgAcnJySE1NJT4+/rL7/OEPf2DUqFHExMRc8fiWlhZ+97vf8eyzz7beFhAQwEMPPcTGjRuJj49vPSMuIs7z6e5z9Orhw5hhvYyOIiJdwM1j+mI2m/hsT67RUUQM4fSdU9nZ2cybN48lS5YwcODA1ttPnjzJZ599xn//939TVFR0xeO+/PJLBg4cyPDhw1tvW7ZsWeu/H3jgAV577TVqamoICAhoU5bgYOP+ZG61ti2jXKJ6OcZZ9TqeU8Gp/Cqe+nE0YaE9nPIaRtD3l2NUL8eoXldntQZw07i+pB8q4LG6RtXLQaqXY1yxXk5tvvft20diKgeAmQAAGw1JREFUYiJLly4lISHhsmOffPIJpaWl3HvvvTQ1NVFSUsKDDz7IH//4RwC2bNnCXXfd1Xp/m83G2rVreeqpp/Dw8Gi9/Zv//iHl5bXYbB2/w9pqDaC0tKbDX7ezUr0c48x6vf/Z/9/evYdVVed9H3/vvWELCIKcVExFARMNlTQdzVOYdvCApV6Pd95eYxOj11NG02GcamqsmWlKrbQZu+5Hy6sytcZT2MkDZmkipqYhKCSZhiUDKCgIctrs5w9v90im40LZC9if11/K2hu/67PXXn7XWr/1Wzm09vGib7e2LeYz0fZljPIyRnldnRG9O/DZnuNs2HmUhL4RZpfTbGj7MsasvKxWyxVP+DbasJP8/HweeughXn755Usab4Dk5GQ2bdrE+vXrWbJkCeHh4a7GG+Cbb76hf//+/y7UaiU1NZVNmzYBkJKSQp8+ffDz82usVRDxaIUlFez7togR8R3xsWt6QRG5fjqG+dM7KoSPdxylptZhdjkibtVozffSpUupqqripZdeIjExkcTERN577z1++9vfkpmZ+R/ff/z4cdeUghfMnTuXZcuWMWbMGNauXctf//rXxipfxONt3nMcm83CyH660VJErr87B3Tm9Nkq0rIuHXoq0pJZnE7Pmelew06aB+VlTGPkVVpezez/2cmA2Hb8Zkzsdf3dZtP2ZYzyMkZ5XT2n08mLK/dTVl7NC0kDsVotZpfU5Gn7Msbjhp2ISPO18as8ahx13D2oi9mliEgLZbFYmHhbNAXFFezJKTS7HBG3UfMtIvWUllezdf+PDOzZjvbBuqdCRBrP4LgIOoa25sO0o6ZcmRYxg5pvEaln0+48amrqGDc40uxSRKSFs1otjB/SlfxTFezOLjC7HBG3UPMtIi5lFdVs3fcTA3q2o0NIa7PLEREP0O/GMG4Ia82Hacd09ls8gppvEXH5aOcxqmsdOustIm5jtVgYf2tX/lVcQfpBzXwiLZ+abxEBzs/r/fm+nxjaO4KIUJ31FhH3ufnGMCLbB7Bu+/dUVWveb2nZ1HyLCABrtn2Pl83KhKFdzS5FRDyM1WJhysgYSsqq2Lg7z+xyRBqVmm8R4fDx0+zNKeTOgZ0J8m9ldjki4oG6dwrilh7hbNj1A8WllWaXI9Jo1HyLeLia2jre2ZhDaKAPdw7obHY5IuLBJo+Ios4J73+Wa3YpIo1GzbeIh9uw6wfyT1Uw7Y4baWW3mV2OiHiw0CBfEodEsvfbIvbqwTvSQqn5FvFgR/NL+WjnMQbEhhPXLcTsckREuGNAZ7q0C2D55m8prag2uxyR607Nt4iHOldVy/9bn0Wgv53/Hn2j2eWIiADgZbPywJhYKqocLF5/UHN/S4uj5lvEA9U66viflCxOnalixrhe+Pt6m12SiIjLDeH+TLujO9k/lLDq8+9wOtWAS8vhZXYBIuJetY46ln6STdbRYqbf1YPunYLMLklE5BJDe0eQ96+zbN5zHB+7jQlDu5ldksh1oeZbxIOUlFWx9JNDHDpWwqQRUQzrE2F2SSIil/Vfo2KoqnHwYdoxisuqmDqqO628dWO4NG9qvhvZmbNVnKqo4XRJxSXLrngR7TILnVd4V0OuyjX0Ut7l3nbldbpC7Rf9OaikktNnKq7i911pkfECr/RvXb70hn0eDfh1l12nwIKznDlz7heX1TmhtLyKk2cqOXGynJzjp3HWObn/7h4M7a3GW0SaNqvFwvS7ehAU0IqPdx7jwHcnieoYSLu2foQH+9LGz46P3Xa+IbeYXW3jK66ooeT0pf2E/LJqLNjNLuIXqPluZC8u30fh6V9ujETcxctmISzIl4Gx7bjrV51p19bP7JJERK6K1Wrh3mHdiOsWzJa9P3LiZDmZ3xdT66gzuzRpBub/38GEBPqYXUY9ar4b2aP/pw9VdVz2zOQVD9Qvs9BypXc1YNGVa7j80sv+vgaefbD87xuDgvw4fZVH9lf6ty6bU8Pia9Dn0ZAsjK5TUFu/X7yyckGb1nYC/e1YG/rBiIg0ATE3BBFzw/l7VOrqnBSXVVJ+rpbK6lqqajyjEQ8M9L1sPyGX6hQRSFvfptfqNr2KWph2bf0ICwugqKjM7FKajfN5NcULRU1TWFgARa00BlJEPIfVaiE00JfQQLMrcS/1E8Y01bw01aCIiIiIiJuo+RYRERERcRM13yIiIiIibqLmW0RERETETdR8i4iIiIi4iZpvERERERE3adTme9GiRYwZM4YxY8Ywb968y77uiy++ICEhwfX3Dz74gCFDhpCYmEhiYiILFiwAoLS0lBkzZnDXXXcxdepUioqKGrN8EREREZHrqtHm+d65cyc7duzggw8+wGKxkJSURGpqKqNGjar3upMnTzJ37tx6P8vKyuLJJ59k7Nix9X6+cOFC+vfvz5IlS0hJSeGFF15g4cKFjbUKIiIiIiLXVaOd+Q4LC+PJJ5/Ebrfj7e1NVFQUJ06cuOR1zzzzDLNmzar3s8zMTD744APGjRvHE088wZkzZ4DzZ8jHjRsHwNixY9m+fTs1NTWNtQoiIiIiItdVozXfMTEx9O3bF4Bjx46xYcMGhg8fXu81y5Yto2fPnvTp06fez8PCwnjwwQf58MMP6dChA3/+858BKCwsJCwsDAAvLy/8/f0pLi5urFUQEREREbmuGv3x8rm5ucycOZPZs2cTGRnp+vnhw4fZvHkzb7/9Nv/617/qvef11193/TkpKemSoSoXOJ1OrNarP34ICfE3Vvx1FBYWYNq/3RwpL2OUlzHKyxjlZYzyMkZ5GaO8jGmKeTXqDZdff/0106dP5/HHH+eee+6pt2zjxo0UFRUxceJEZsyYQWFhIffddx9lZWW8/fbbrtc5nU5sNhsA4eHhnDx5EoDa2lrKy8sJCgpqzFUQEREREbluGq35zs/P56GHHuLll19mzJgxlyxPTk5m06ZNrF+/niVLlhAeHs7KlSvx8/PjzTffJCMjA4Dly5e7znwPHz6clJQUAD799FP69++Pt7d3Y62CiIiIiMh11WjDTpYuXUpVVRUvvfSS62dTpkxh69atJCcnExcX94vvs9lsLFy4kOeee47KykoiIyNd0xQ+8sgjPPnkk4wZM4aAgABefvnlxipfREREROS6szidTqfZRYiIiIiIeAI94VJERERExE3UfIuIiIiIuImabxERERERN1HzLSIiIiLiJmq+RURERETcRM33daSJY4xRXsYoL2OUlzSms2fPml2CiFykOe3zbc8999xzZhfRnJWXl5OSkkJwcDDe3t54eXnhdDqxWCxml9YklZeXs3btWgIDA7Hb7Xh7eyuvKygvL+edd97B29sbu92Or6+v8rqC8vJyVq1aha+vL15eXvj4+FBXV6e8LqO8vJwVK1Zgt9ux2+34+PiYXVKTV15ezvz589m9ezf9+vXTg97+g/Lyct59913sdjutWrXCx8dH+7ArqK2tJS0tjfbt2+Pl1WiPYmkxmmsPpub7Gmzfvp1Zs2Zx7tw5MjIy2LVrF8OHD2/yH7pZNm7cyGOPPUZlZSUZGRkUFBTQt29f5XUZX331FU888QTV1dUcOnSIsrIyevfurbwuY8uWLTz22GPYbDYOHz7MypUrmTBhgvK6jM2bNzN79mycTifZ2dls2LCBu+++2+yymrRVq1bxhz/8gUGDBjFz5kx8fX3NLqlJ27ZtG48//rhrG9uzZw8jRozQd/IKvvjiC9544w26dOnCDTfcYHY5TVpz7sF0WHUNjh07RlJSEpMnT6agoIAHHniA999/nylTpuBwOLDZbGaX2GQ4HA527tzJiy++SHx8PAsWLKj3BWkOR6rulpuby9ixY7n//vsBKCsrcy1TXvXV1dXx9ddf89hjj3H77bcDMGjQIN58802SkpKU1884nU6++uor5syZQ//+/SkoKOCJJ54gOzub2NhYs8trkoqLi8nMzOTBBx+kV69evPbaa9x00010796d6Oho6urqsFo1kvNieXl5TJ48mWnTprF582YOHjzoWqbvZH21tbV4eXmRmppKQUEBaWlpdOvWjbCwMLNLa7Kacw+mPYUBP/74I1u2bKG6uhqAvXv3UlVVBUC7du34/e9/zyuvvALQpD90d7k4L5vNRlFREaGhoZSVlbFmzRq++uor3njjDQDthLl0+0pLS6N169Y4HA4eeeQRXnrpJRYvXgwoL6ifl9VqZceOHfXG4d56662sXLmS0tJS5QWUlJRw6NAh4Pz2k5mZ6WoWKysrqa2tpX379maW2OSUlJS4Gsbg4GDatm3Lli1bmDdvHiEhIaSnp/Poo48CqPGm/jYGcPjwYY4cOcK2bdtYvHgxGRkZvPbaa9TW1uo7CRw/fpzVq1dTWFiIxWKhurqakJAQHnjgAaqrq0lLSzO7xCalJfVgGnZylZYsWcILL7zAyZMnSU9Px9fXl759+zJ//nx+/etfAxAZGcnu3bvJy8tjwIABHn1k//O8nE4nycnJBAYGcuTIEUJDQ7nzzjt59913yc3NZejQoR49NvdCXqdOnSI9PR273U6vXr1YsmQJP/zwAz179mTo0KGsWLGCnJwchg0bprwuysvLy4vBgwfz3HPP0bNnT1atWkVkZCSFhYUcP36cIUOGePT3EWDu3LlkZGQQGxtLQEAAAwcOJDg4mNatW5OVlUV6ejoTJkzAbrd7dE4Xmzt3LpmZmfTq1Qt/f398fHxYvXo1zz//PKNHjyYhIYGtW7eSm5vL4MGDtY3NncuBAwdceUVEROB0OvnLX/7C+PHjeeCBB3jvvffIyMjgtttu8+h92KJFi/j73//OuXPnSEtLo7i4mLi4OAIDAxk5ciQ5OTl8//33dOzYkeDgYLPLNV1L68F0qH4VampqyMvLY8WKFSxatIiEhATmzZtHaGgovXv35vXXX3e9dtKkSfz000/U1NQ02Q+9sf08r5EjR/L666/z3XffARATE0NSUhK33HILTz/9NFlZWVRWVnrsmaOL8/rHP/5BQkICr776KlarlejoaA4dOsTUqVPp168ff/rTn9i3bx8VFRXK63/zGjlyJAsWLCAuLo6nn36abdu2cerUKe677z5+85vfUFhY6NHfR4fDwZkzZ0hPTycnJ4f9+/dTV1dH586dCQ8PB2DHjh3Ex8fTpk0b1xk4T3ZxZtnZ2Xz99dc4HA7i4+N56qmniI6Ods2sMGXKFPLz87WN/UJePXr0ID4+nuHDhzNr1iyioqJ44YUX2Lp1K+Xl5R67DysqKiI7O5uUlBReeeUVEhISyMzMpLq6mri4OACGDBkCoLPftMwezDO3fIOqq6vZvn07FRUVACQkJHDrrbeyaNEiHn74Yd566y2OHj0KnB/j1rVrV4++A/5yeS1YsACAI0eOuIYHZGdnM3jwYI+eZeGX8ho2bBgrVqxg/PjxZGVlcfLkSQAOHjzIwIED8fPzM7NkU/08r9tuu41Bgwbx/PPPM378eGbOnMnf/vY37HY7Bw4cIC4uzqO/jzabjby8PMaOHcuIESPIyMjgyJEj9V6Tm5vL5MmTycnJYdq0aaxfv96kapuGX8osNzcXOD+cae/evZw5cwaAb7/9ltjYWG1jl9nGLBYLX375JcXFxcD5oSh33HEHrVu3NrNkUzkcDvLy8lz7sLKyMioqKvD19aWurg6AHj16EBsbS3Z2Nunp6WaWa7qW2INp2MnP/PwymMPhoFWrVuTn57Nnzx4SEhKwWCxER0ezevVq7rrrLoKCgvjoo49Ys2YNmZmZ3HvvvR5zl/LV5hUVFUVKSgrR0dHs2bOHhQsXsn37dvbt28c999xDp06dTFwL97navLp27cpHH33EyJEj8fHx4f3332fTpk3s2rWLSZMmERkZad5KuNHV5hUTE8O6deuIiYnhwIEDzJ8/n08//ZTs7GwmT55Mhw4dTFwL97ncZfyCggLi4+OJj48nNTUVq9VKVFQU3t7efPvtt/zzn/8kKyuLDRs2MG3aNCZMmGBC9ea42sxsNhtRUVG0atWKd999l7feeovPP/+cAwcOMGnSJDp27GhC9e5nZBuLjIykffv25OTksHbtWlJTU9m2bRuTJk2ia9euJlTvfj/Py+l0EhAQQP/+/WnTpg12u51PPvkEHx8fhg0bhsVicb0nKCiI/Px84uLiCAkJMXEt3KeysrLeFIu1tbX4+Pi0uB5MzTf/vus6NTWV/fv3ExMT4xqsf+GyWFBQEBs3bqRz586u/8iPHDmC1WplypQpDBgwgJCQEJ566qkm/6Ffq2vJy9/fn4kTJxIXF0dAQADPPPNMi2+8G5KX0+l05XX//fczcOBA2rZty9NPP93iG+9r2b5at27NmDFjuOmmmwgMDGTOnDktvvG+Ul4XtGvXjsDAQPz8/CgrK2P//v2EhYURERHBuXPnWLp0KYmJicydO5eYmBiT1sR9rjWzwYMH19vGWnrj3dC8wsPDiYiIYPTo0cTFxREUFMSzzz7b4hvvK+V1oREPCQnBbrcDsHjxYiZOnEiXLl3qvSYgIIBbbrnFYxrvRYsW8c4771BaWordbic0NBTAdSDSknowDTu5yNatW1m2bBl5eXmXLIuKimLIkCG8+uqrAPj7+1NUVOT6UgQHB7umOPMURvMqLCykbdu22Gw2evTo4VFn18BYXgEBARQWFrputGnfvj2jR492a71ma+j2deFKS2JiortLNtWV8gJcl7PHjRuHt7c3O3bs4NSpU3Tq1Int27czY8YMd5bbJBjNLC0tjaKiImw2G7GxsdqH/czl8gKIjo5m3Lhxbqu1KfhPecH5IV82m40hQ4awYcMGZs6cWW9KRk9QVVXFs88+S35+PtOnT+fo0aOsWbOm3r1gLa0H8+jm2+FwAOePqoqLiykqKsLX15fPPvvskkcH+/n5kZSUhNVq5amnnmLq1KmcO3fOdaTqCa5HXi39rO3FtH0Zo+3LGCN5wfmrBnV1ddjtdoYNG4bT6XSNi/T393dr7Wa51szq6upo1aqVu8s2jfIyxmhecP5haqdOneLhhx/m/fffZ+bMmfTq1cudZZvmQl6nT5/mm2++Yc6cOQwaNIibb76ZgoIC19MqoeX9H+mRw05KSkqYN28eBw8epE2bNoSGhpKbm4uPjw/33nsvq1atIjo6mg4dOrgu/1wYgzVq1ChiYmLo3Lkzjz76KAEBASavTeNTXsYoL2OUlzENyeuCC3/v1q0bv/rVrzymMVJmxigvY65lH3bo0CG2bNlCUlISs2fPbvHD5ODSvDp27IjFYqFNmzYEBwdTUlLCrl27GDdunGu4Tkvb53tc811aWsrs2bOJiIjA39+fdevWUV1dzYgRI+jduzcRERHk5uZy6NAhevfu7ZpV4sIXxm63ExISQnR0tJmr4TbKyxjlZYzyMqaheXkyZWaM8jLmWvdhYWFhJCcnc+ONN5q5Gm5zcV6tW7cmJSWF8vJyJkyYQLt27YDzc3pHREQwdOhQ1/ta2j7f45rvo0eP8sknn7Bw4UJuvvlmbDYb6enpeHt7uy5Z9+jRg1WrVhESEkJkZKTHzkUKysso5WWM8jJGeRmnzIxRXsY0NK8LN2X6+/t7VH4X59WvXz9sNhu7d+8mICCAzp07c/r0aRYsWMDvfvc7QkNDXU+xbNu2rdmlX1ct+hO/MFboYh06dCAkJIQ9e/YA0L9/f7p27cqOHTtcjykNDQ1lxIgRvPfee675lT2B8jJGeRmjvIxRXsYpM2OUlzHXM6+m/ACY68VIXl988QXnzp2jrKzM9aCh5ORklixZ4taa3aXFnvmurq52zRV58SNGy8rKOHHiBEVFRfTp04eAgACqqqr47rvv6Natm+voqm/fvgQFBXHTTTeZtg7upLyMUV7GKC9jlJdxyswY5WWM8jLGaF6HDx8mPj6e7OxsFi5cSFZWFrfffjt//OMfW9xZb2ihZ75LSkp4+OGHWb16NfDvo6+6ujrCwsLo0aMH+fn5fPnllwD06dOH/fv3uy79XJguacSIEe4v3gTKyxjlZYzyMkZ5GafMjFFexigvYxqSV0ZGBhUVFXh7ezNr1iyWLVvG1KlTTVuHxub1n1/S/Jw9e5Z9+/ZRW1vL6NGjCQwMpLa21nUU1qlTJ06dOsXKlSvp0qUL5eXlhIaGXvIgD0+hvIxRXsYoL2OUl3HKzBjlZYzyMqYheYWEhODj48OQIUPq3WjZUrWIYScOh6PeEWZxcTFlZWWEh4ezf/9+br31VqxWKz/99BPPPPMMP/74I1OmTKG0tJQNGzawevVqkpKS6Nu3r8lr4h7KyxjlZYzyMkZ5GafMjFFexigvY65XXnFxcR4xFh6a+Znv2tpaXnnlFex2O4MHD2bgwIFYrVYKCgpwOByMGjWKxYsXc+jQIZxOJ5999hndu3dn1qxZAMyYMYOysrJmO0+kUcrLGOVljPIyRnkZp8yMUV7GKC9jlFfDNdsz39XV1cyZM4fKykp69uzJ8uXLOXPmDL1792b37t3ExsYybNgwPv74Y5YuXUrnzp2ZPn06gwYNAv59pOYJDwAA5WWU8jJGeRmjvIxTZsYoL2OUlzHK69o02zPfpaWl5OTksG7dOgBCQkJITU1l8+bNhIeHs3z5ctauXet6/GjXrl3x9vamtrYWm83mGovlKZSXMcrLGOVljPIyTpkZo7yMUV7GKK9r02zPfPv6+pKeno7T6SQmJobQ0FBKSkr45ptvKCgooKSkhHvuuYfZs2dTVVXF559/zu23347NZvOYMUUXU17GKC9jlJcxyss4ZWaM8jJGeRmjvK5Ns22+nU4nx48f58SJE8TGxhIYGIjD4eDEiRP069eP5ORk1+NHO3XqRGJiokd/4MrLGOVljPIyRnkZp8yMUV7GKC9jlNe1abbz31itVkaOHElZWRnbtm0Dzk9iv3fvXnx9fQGoqakBaJETtBulvIxRXsYoL2OUl3HKzBjlZYzyMkZ5XZtmO+YbICoqij59+rBx40aCg4Pp3r07vr6+rjtnvb29Ta6waVFexigvY5SXMcrLOGVmjPIyRnkZo7warlk33xaLxXUpY926dRw5coQpU6Z4zONbjVJexigvY5SXMcrLOGVmjPIyRnkZo7wazuK88NzPZu7s2bP4+Pi4nqAkV6a8jFFexigvY5SXccrMGOVljPIyRnkZ02KabxERERGRpq7Z3nApIiIiItLcqPkWEREREXETNd8iIiIiIm6i5ltERERExE3UfIuIiIiIuImabxERERERN1HzLSIiIiLiJmq+RURERETc5P8DjWNtNSWdXboAAAAASUVORK5CYII=\n", "text/plain": [ - "" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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4MBi7zTh8rkx0HCK6DxZtIrI5NQ3tOJNXjWFBnogM9xUdh0iIhKhgeLhpcTSr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\n2YzVq1dj27Ztd328qKgIsbGx6OrqAgA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- "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -4715,7 +4633,7 @@ ], "source": [ "nNsVth.plot()\n", - "plt.ylabel('nNsVth')" + "plt.ylabel('nNsVth');" ] }, { @@ -4729,16 +4647,7 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/pvsystem.py:1943: RuntimeWarning: invalid value encountered in true_divide\n", - " I = -V/(Rs + Rsh) - (nNsVth/Rs)*lambertwterm + Rsh*(IL + I0)/(Rs + Rsh)\n" - ] - } - ], + "outputs": [], "source": [ "single_diode_out = pvsystem.singlediode(photocurrent, saturation_current,\n", " resistance_series, resistance_shunt, nNsVth)" @@ -4751,19 +4660,9 @@ "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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ffFIpKSmX/X0NDTxQ4Q8pKTHM0o+Y5/vtPdmomsZOXTcxQ33dfWrovvKvnZmn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\n6dHy5cvldru1atUqzZ49W+Hh4fL5fPr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- "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -4771,7 +4670,7 @@ } ], "source": [ - "single_diode_out['i_sc'].plot()" + "single_diode_out['i_sc'].plot();" ] }, { @@ -4781,19 +4680,9 @@ "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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tJkgDGNp8I9JVzJNGCCBIAyHgMCPSAIaJbHf/yh3ccIhQQJAGQkBVff+KHenJ\nMXaXAgABFRcdroTYCEakERII0kCQMwxDVbXtShvBih0AhoeslBjVNXepq6fP7lKA0+JdGQhyze09\n6uju89+AAwBDXXZq//SO6voOmysBTo8gDQQ53zzBTII0gGEiy80NhwgNBGkgyPlX7CBIAxgmslm5\nAyEiYEG6tLRUN9xwgySpoqJC1113nZYtW6Z7771XXq/3hOd2dXXpO9/5jpYtW6avf/3ramhoCFRZ\nQMg5MnBpMzOFGw0BDA8ZAzdWH2lgageCW0CC9OOPP6677rpL3d3dkqQHH3xQt9xyi55//nkZhqE1\na9ac8PwXXnhB48aN0/PPP68rrrhC//M//xOIsoCQ5HsjSR9BkAYwPMTHhCs6Mkw1jZ12lwKcVkCC\ndG5urlauXOn//fbt2zV79mxJ0sKFC7V+/foTnr9582adf/75/sc3bNgQiLKAkHS0sUMj4iMVGeGy\nuxQAsITD4VBGcrSONnbI6zXsLgf4VGGB+KJLlizRoUOH/L83DEMOh0OSFBsbq9bW1hOe39bWpvj4\n+E99/NO43fEmVQx6aS6z+tnd61F9S7cmF6QO6/+j4fxvDwT6aR56aa7j+5mXmaj91a0ywlxysxnV\noHB8Bl5AgvTJnM5jA9/t7e1KSEg44fG4uDi1t7d/6uOfprb27AI3Ts/tjqeXJjKzn4dq2yRJyfER\nw/b/iOPTXPTTPPTSXCf3MykmXJK0Y2+tXCfdW4Uz4/g0z+k+kFiyakdhYaE2btwoSVq3bp1mzZp1\nwuMzZszQW2+95X985syZVpQFBL0a5kcDGKbSueEQIcCSIH3HHXdo5cqVuuaaa9Tb26slS5ZIkpYv\nX66enh5dd9112rNnj6677jq99NJLuvnmm60oCwh6vhtt0kdE21wJAFjLt3IHNxwimAVsasfIkSNV\nUlIiScrPz9ezzz77iec89dRT/l8/+uijgSoFCFn+EelkRqQBDC9pAwMINYxII4ixIQsQxGoaOuRw\nSO4kRqQBDC/RkWFKjItgageCGkEaCGI1jZ1KSYhSeBgvVQDDT8aIGNU3d6m3j5sNEZx4dwaCVGd3\nn5rbe5jWAWDYSk+OkSHpaBPzpBGcCNJAkDo6cINNBit2ABim/FuF1zO9A8GJIA0EKd+8wLRk5kcD\nGJ58NxzWMiKNIEWQBoJUTWN/kM5gageAYcp3ozVBGsGKIA0EqZqG/jeONNaQBjBMuZOiJBGkEbwI\n0kCQqmsaNtilAAAgAElEQVTulMMhpSRE2V0KANgiKiJMCTHhBGkELYI0EKTqmruUHB+pMBcvUwDD\nlzspWnXNXfJ6DbtLAT6Bd2ggCPX2edXU2q3URKZ1ABje3EnR8ngNNbR22V0K8AkEaSAI1bd0yRA7\nGgJAqv+GQ4I0gg9BGghCdQPzAVOTmB8NYHjjhkMEM4I0EIR8bxhupnYAGObSWAIPQYwgDQSh2ub+\nS5iMSAMY7lhLGsGMIA0EIf/UDkakAQxzSfGRCnM5CNIISgRpIAjVNncpzOVUYlyE3aUAgK2cDodS\nE6O52RBBiSANBKG6pk65k6LkdDjsLgUAbOdOilZbZ686uvrsLgU4AUEaCDKd3X1q7+pjWgcADPCt\n3FHXzPQOBBeCNBBkaln6DgBOwA2HCFYEaSDI+OYBsvQdAPTzBemjBGkEGYI0EGR8ly5TExmRBgDp\nWJCu44ZDBBmCNBBkfG8UbA8OAP18AwtM7UCwIUgDQaa2mTnSAHC86MgwxUWH+zerAoIFQRoIMnXN\nXYqJDFNsVLjdpQBA0HAnRam+uVNew7C7FMCPIA0EEcMwVNfcyWg0AJwkNTFafR5DTa3ddpcC+FkS\npHt6enTbbbepuLhYy5cv14EDB054/KmnntKVV16ppUuX6rXXXrOiJCAotXT0qqfXy4odAHAS/w2H\nTO9AEAmz4puUlJQoJiZGJSUl2rdvnx544AE9+eSTkqSWlhY988wzevXVV9XZ2akrrrhCF198sRVl\nAUGHNaQB4NR858Xapk6Ny0myuRqgnyVBeu/evVq4cKEkafTo0SovL/c/Fh0draysLHV2dqqzs1OO\nc9gS2e2ON73W4Ypemmuw/dx+sFmSlJ+dxP/JceiFueineeiluU7Xz7F5yZKkjl4vfT9L9CnwLAnS\nEydO1Nq1a7V48WKVlpaqpqZGHo9HLpdLkpSZmanLL79cHo9H//Iv/3LWX7e2tjVQJQ8rbnc8vTTR\nZ+nnvoONkqSoMAf/JwM4Ps1FP81DL811pn6Gq/8mw4qqZvp+Fjg+zXO6DySWzJFeunSp4uLitGzZ\nMr322msqKiryh+h169bp6NGjWrNmjd588029/vrr2rZtmxVlAUGnbmBqB2tIA8CJkhOi5HCwljSC\niyUj0mVlZZo3b57uvPNOlZWVqaqqyv9YYmKioqKiFBERIYfDofj4eLW0tFhRFhB0fDfRsKshAJwo\nzOVUcnwUNxsiqFgSpPPy8vTII49o1apVio+P14oVK/T0008rNzdXF110kdavX6/i4mI5nU7NmDFD\nCxYssKIsIOjUNnUqMS5C4WEuu0sBgKDjTorSrsom9fZ5OE8iKFgSpJOTk7V69eoT/uzGG2/0//q7\n3/2uvvvd71pRChC0PF6vGlq6NTorwe5SACAopSZGa6eaVNfcpcyUWLvLAdiQBQgWjS3d8hoGS98B\nwKdwD5wfmd6BYEGQBoKE7wYaNmMBgFNL9W3Kwg2HCBIEaSBI1PpuNGREGgBOybeiUW0TI9IIDgRp\nIEj4RqTTWPoOAE7JPbCiUW0zI9IIDgRpIEj4twdnagcAnFJCbIQiwpyqY0QaQYIgDQSJuuYuuZwO\njYiPtLsUAAhKDodDqUnRbMqCoEGQBoJEbVOnUhKj5HQ67C4FAIJWamKUOrr71N7Va3cpAEEaCAZd\nPX1q7ehla3AAOAO3f+UOpnfAfgRpIAj43hDcbA0OAKflv+GQ6R0IAgRpIAj47kBnRBoATs+/ljSb\nsiAIEKSBIOBbEzWVIA0Ap3VsLWlGpGE/gjQQBHy7dLnZjAUATiuVtaQRRAjSQBBgDWkAODvRkWGK\niw7nZkMEBYI0EARqm7sUHRmm2Kgwu0sBgKDnTopSXXOnvIZhdykY5gjSgM28hqG6pk65E6PkcLCG\nNACcSWpitPo8hprbeuwuBcMcQRqwWWNLt3r6vEpPjrG7FAAICdxwiGBBkAZsdqShQ5KUQZAGgLOS\nmsRa0ggOBGnAZv4gnUKQBoCz4U5kLWkEB4I0YDNGpAHg3PiWCj3ayIg07EWQBmxGkAaAc5OcECWX\n06GjjR12l4JhjiAN2OxIfYcS4yIUHcnSdwBwNsJcTqWNiFZ1fYcMlsCDjQjSgI16ej1qaOlSJqPR\nAHBOMlNi1dHdp8bWbrtLwTBGkAZs9HFFowxJOWnxdpcCACFlfG6SJGnzrlqbK8FwRpAGbPTOtmpJ\n0vxJGTZXAgChZfbEdDkdDq3/6AjTO2AbS4J0T0+PbrvtNhUXF2v58uU6cODACY+/9dZbKi4u1tVX\nX6377ruPFwSGhcbWbpXurVNOWpzyMhiRBoBzkRgboaljUlRR06rywy12l4NhypIgXVJSopiYGJWU\nlOiuu+7SAw884H+sra1NP/vZz7Rq1Sr97ne/U3Z2thobG60oC7DVP96vlMdraPHMkXaXAgAhafGs\nHEnSax8ctLkSDFeWBOm9e/dq4cKFkqTRo0ervLzc/9iWLVs0btw4PfTQQ1q2bJlSU1OVnJxsRVmA\nbQ7XtunNLYeVFBehuUVM6wCAwZiQm6SctDh9sOuoKo602l0OhiFL1tuaOHGi1q5dq8WLF6u0tFQ1\nNTXyeDxyuVxqbGzUxo0b9cc//lExMTG6/vrrNW3aNOXn55/x67rdXA43C7001+n62dHVq1VPvq+e\nPq9uWzpVWZmJFlYWmjg+zUU/zUMvzTWYft50xWTd+78b9MIbe/TQzecrzMXtXz4cn4FnSZBeunSp\nysvLtWzZMs2YMUNFRUVyuVySpKSkJE2ePFlut1uSNGvWLO3YseOsgnRtLZ8+zeB2x9NLE52pn4+/\nsl2Ha9t0yXk5GptJ78+E49Nc9NM89NJcg+1nTnK05ham672Pa/T4/23TVRcUBKC60MPxaZ7TfSCx\n5GNbWVmZ5s2bpxdeeEGXXnqpcnJy/I8VFRVp9+7damhoUF9fn0pLSzVmzBgrygIsV1XXrg3ba5SX\nHs/JHgBMcsOS8UpLitZf36vQ9gMNdpeDYcSSEem8vDw98sgjWrVqleLj47VixQo9/fTTys3N1UUX\nXaTbbrtNN910kyTp0ksv1bhx46woC7Cc7wS/eNZILj8CgEmiI8P09S8WasVvN+vNLYdVNIp7rWAN\nS4J0cnKyVq9efcKf3Xjjjf5fX3755br88sutKAWwle9mmNFZCTZXAgBDy+isBCXGRuhANUvhwToM\niQEWqq5vV5jLqXS2BAcAUzkcDmWlxqq+pVs9vR67y8EwQZAGLNTa0av4mHA5HQ67SwGAISc5IVKS\n1NTWbXMlGC4I0oCF2rt6FRsVbncZADAkJcX1B+nGVoI0rEGQBizS5/Gqs9ujuGhLbk0AgGHHN1DR\n0dVncyUYLgjSgEXaO3slSXHRjEgDQCDERvUPVHR0E6RhDYI0YJE2gjQABFTMwIh0OyPSsAhBGrCI\n78QeS5AGgICIjuzfNbmLEWlYhCANWKTX45UkhYfxsgOAQIgI7w/SPX1emyvBcME7OmARz0CQZkdD\nAAiMiIGBCtaRhlV4Rwcs0ttnSCJIA0CgHBuRJkjDGryjAxbxeH0j0mzGAgCBcGxEmqkdsAZBGrBI\nbx9TOwAgkJgjDavxjg5YxOP1Te1gRBoAAsF3MzdTO2AVgjRgEUakASCwfAMVHo9hcyUYLnhHByzC\nqh0AEFhOhy9IM7UD1uAdHbBIL0EaAALK4XAozOVQn5cRaViDd3TAIr5LjeHMkQaAgHG5nEztgGUI\n0oBFfCPSLkakASBgwpwO9XmZ2gFr8I4OWKSPLcIBIOBcLqf6GJGGRXhHByziO7G7nEztAIBACXM5\nuNkQliFIAxZhRBoAAs/ldPjX7QcCjXd0wCJ9zJEGgIALczkZkYZleEcHLNLnX7WDlx0ABIrL6WCO\nNCzDOzpgkWMj0syRBoBAcTod8hgEaViDIA1YxLeuaZiTlx0ABIrT4ZDBHGlYxJJ39J6eHt12220q\nLi7W8uXLdeDAgU88x+v16qabbtILL7xgRUmA5Xw3v7BqBwAEjtPpkJcRaVjEkiBdUlKimJgYlZSU\n6K677tIDDzzwief84he/UEtLixXlALbwndgZkAaAwHE6HCJHwyqWvKXv3btXCxculCSNHj1a5eXl\nJzz+97//XQ6HQ+eff74V5QC2MAbO7A4HI9IAECgOh+RlagcsEmbFN5k4caLWrl2rxYsXq7S0VDU1\nNfJ4PHK5XNq9e7f+/Oc/69FHH9WvfvWrc/q6bnd8gCoefuiluU7Vz7AwlyQpLS2B6R3niOPTXPTT\nPPTSXGb0MzIyTIak1NS4YT9wwfEZeJYE6aVLl6q8vFzLli3TjBkzVFRUJJerP1T88Y9/VE1Njb76\n1a/q8OHDCg8PV3Z2tn8E+3Rqa1sDXfqw4HbH00sTfVo/u7v7JEn1da3D/uR+Ljg+zUU/zUMvzWVW\nPz19/Ssk1RxtkWsYz6Xj+DTP6T6QWBKky8rKNG/ePN15550qKytTVVWV/7Hbb7/d/+uVK1cqNTX1\nrEI0EGq8hiGHmNoBAIHku+Dn9Uos249AsyRI5+Xl6ZFHHtGqVasUHx+vFStW6Omnn1Zubq4uuugi\nK0oAbGcY/XeTAwACxzFwnmXlDljBkiCdnJys1atXn/BnN9544yee953vfMeKcgBbeA1DDEYDQGA5\nB0603HAIK3DRA7CI12v4T/AAgMDwnWcZkIYVCNKARQzj2CVHAEBg+MYrmNoBKxCkAYt4DUPkaAAI\nLCdzpGEhgjRgEcNgagcABJp/agdzpGEBgjRgEa/B0ncAEGjHRqRtLgTDAkEasEj/zYZ2VwEAQ9ux\ndaRJ0gg8gjRgEcMwuNkQAALs2KodBGkEHkEasIiXOdIAEHC+KXTcbAgrEKQBixiGmNoBAAHmHEg2\nzOyAFQjSgEX6dzYkSQNAILGzIaxEkAYsws6GABB4DtaRhoUI0oBF2NkQAALPf5YlR8MCBGnAIuxs\nCACB5xiI0uRoWIEgDVik/2ZDkjQABNTAaZbl72AFgjRgEa/XEDkaAAKL8yysRJAGLGKIVTsAIND8\nUzsYkIYFCNKARQzjuJtgAAAB4RuvMJglDQsQpAErkaQBwBKMSMMKBGnAIpzTASDwmEEHKxGkAasY\nx+buAQACgznSsBJBGrCIISZJA0CgMUcaViJIA1YhRwNA4PnXkba3DAwPBGnAIoaYuwcAgeafQkeQ\nhgUI0oBF+kdHSNIAEEhM7YCVCNKAZdjZEACswtQOWCHMim/S09OjH/3oRzp48KDi4uJ0zz33aNSo\nUf7HV69erb/85S+SpEWLFunmm2+2oizAUmzIAgCBx4AFrGTJiHRJSYliYmJUUlKiu+66Sw888ID/\nsYMHD+rll1/Wiy++qJKSEr3zzjvauXOnFWUB1uMEDwAB5lv+jiFpBJ4lI9J79+7VwoULJUmjR49W\neXm5/7GMjAw98cQTcrlckqS+vj5FRkZaURZgKYN1pAEg4JycZmEhS4L0xIkTtXbtWi1evFilpaWq\nqamRx+ORy+VSeHi4kpOTZRiGfvrTn6qwsFD5+fln9XXd7vgAVz580EtznbqfhsLDXfR6EOiZuein\neeiluczoZ2xs/2BcQmL0sP//Ge7/fitYEqSXLl2q8vJyLVu2TDNmzFBRUZF/BFqSuru7deeddyo2\nNlb33nvvWX/d2trWQJQ77Ljd8fTSRJ/WT8OQ+vo89PoccXyai36ah16ay6x+dnT0SJKaGjuG9f8P\nx6d5TveBxJIgXVZWpnnz5unOO+9UWVmZqqqq/I8ZhqFvf/vbmjNnjr7xjW9YUQ5gC0NMkQaAQPOd\nZ5khDStYEqTz8vL0yCOPaNWqVYqPj9eKFSv09NNPKzc3V16vV++//756enr09ttvS5JuvfVWTZ8+\n3YrSAGtxOzkABBb7scBClgTp5ORkrV69+oQ/u/HGG/2/Lisrs6IMwDa+u8eJ0QAQWP7zLEkaFmBD\nFgAAMHQMXPljZ0NYgSANWMB3OmdmBwAElpNJ0rAQQRqwAid0ALCUl/MuLECQBizgu8ToYEgaAALq\n2HmWJI3AI0gDFmCnWgCwhj9Gc96FBQjSgIUYkAaAAGP5O1iIIA1YwDcyQo4GgMBykKRhIYI0YAlf\nkiZKA0AgOfw5miSNwCNIAxZgRBoArMEcaViJIA1YwH8+J0kDQGD5NmQhSMMCBGnACv4RaZI0AATS\nsbMsSRqBR5AGLHBsHWmbCwGAoc43R5ocDQsQpAELcEIHAGswXgErEaQBC3GCB4DA8u1syPgFrECQ\nBizgX7WDuR0AEFD+5e+4FAgLEKQBAMCQwfJ3sBJBGrAEZ3QAsIR/agfnXQQeQRqwgO90zswOAAgs\n/2mWHA0LEKQBC3CJEQAs4t8iHAg8gjRgIW42BIDAYkQaViJIAxbw3T1OjAaAwHIwRxoWIkgDFvCf\nzknSABBQrNoBKxGkASv41pG2twoAGPrYIhwWIkgDFjg2Ik2UBoBAcoipHbAOQRqwAnOkAcAS/vEK\ncjQsYEmQ7unp0W233abi4mItX75cBw4cOOHxkpISXXnllSouLtbatWutKAmwFOtIA4C1yNGwQpgV\n36SkpEQxMTEqKSnRvn379MADD+jJJ5+UJNXW1uq3v/2t/vCHP6i7u1vLli3TggULFBERYUVpgCWY\nqwcA1mDAAlayZER67969WrhwoSRp9OjRKi8v9z+2bds2TZ8+XREREYqPj1dubq527txpRVmA5VhH\nGgACy7/8HSMYsIAlI9ITJ07U2rVrtXjxYpWWlqqmpkYej0cul0ttbW2Kj4/3Pzc2NlZtbW1n9XXd\n7vgzPwlnhV6a6+R+OsL7X2pRkeH0ehDombnop3nopbnM6GdCQrMkKTYuatj//wz3f78VLAnSS5cu\nVXl5uZYtW6YZM2aoqKhILpdLkhQXF6f29nb/c9vb208I1qdTW9sakHqHG7c7nl6a6FT9bGjpkiR1\n9/TS63PE8Wku+mkeemkus/rZ2d7t/3k4//9wfJrndB9ILJnaUVZWpnnz5umFF17QpZdeqpycHP9j\nU6ZM0ebNm9Xd3a3W1laVl5dr3LhxVpQFWMZgHWkAsMSk0cm69vNjNGO82+5SMAxYMiKdl5enRx55\nRKtWrVJ8fLxWrFihp59+Wrm5ubrooot0ww03aNmyZTIMQ9///vcVGRlpRVmADYjSABBIURFhumR2\nrt1lYJiwJEgnJydr9erVJ/zZjTfe6P91cXGxiouLrSgFsAUbAwAAMPSwIQtgBd/UDgakAQAYMgjS\ngAX8G7LYWgUAADATQRqwgH9iB0kaAIAhgyANWGFg2Q4HSRoAgCGDIA1YgBFpAACGHoI0YAXWkQYA\nYMghSAMW8N9sSJIGAGDIIEgDFjAM1u0AAGCoIUgDFmJEGgCAoYMgDVjAYI40AABDDkEasMCxVTuI\n0gAADBUEacACvvhMjgYAYOggSAMWyEiO0YXTszW/KMPuUgAAgEnC7C4AGA6cToduWDLe7jIAAICJ\nGJEGAAAABoEgDQAAAAwCQRoAAAAYBII0AAAAMAgEaQAAAGAQCNIAAADAIBCkAQAAgEEgSAMAAACD\nQJAGAAAABoEgDQAAAAwCQRoAAAAYBIdhGIbdRQAAAAChhhFpAAAAYBAI0gAAAMAgEKQBAACAQSBI\nAwAAAINAkAYAAAAGgSANAAAADAJBGgAAABgEgjQwSD09PXaXAJwS2wOY68CBA3aXACBIue677777\n7C7iVA4dOqTHHntMERERCgsLU1xcnN0lhaxDhw7p0UcflSSFh4crPj5ehmHI4XDYXFloqqys1I9/\n/GMdPXpUSUlJSkpKsrukkHbw4EH9+te/VlhYmBwOhxISEuwuKWQdPHhQP/nJT7R79245nU5lZWXJ\n6/XyWh+kgwcP6qGHHtKGDRs0d+5cRUZG2l1SSDt48KB+/vOfq6urS06nU8nJyRyfg+D7oPyLX/xC\nmZmZvAeZ4LNkzqAckX7vvff0gx/8QAkJCfrwww91//33211SyNqwYYN+8IMfKCUlRVu3btVvf/tb\nSeLENUg7duzQ/fffr0svvVSTJk1iVPozevvtt/X9739fqamp2rNnj+655x67SwpZW7du1Z133qm5\nc+dq1KhR+s53viNJcjqD8jQf9F5//XV94xvf0JVXXqmf/vSnfMD7jDZv3qzbb79deXl5qq6u1s9+\n9jNJHJ+D4XA41NLSojfeeEMvvvii3eWEvM+aOYPqCO7q6vL/PG/ePH3rW9/SN7/5TXk8Hv3qV7+y\nubrQ4utlXV2d5s6dq29961saM2bMCZ+yvF6vXeWFHF8/29vblZeXp+TkZD322GNat26d/vznP0ui\nn+fC18/GxkZdcMEFWr58ub785S+rp6dHTz75pM3VhRbf6FRjY6PGjh2rpUuX6gtf+IJmzJihyspK\nm6sLPb5+5ufnKzo6Wl1dXbrpppt099136ze/+Y3N1YUeXz97enqUlZWlm266SZdccolGjRrlH4jg\n3Hl26uvrJUkej0clJSWaMmWKduzYobf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- "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -4801,7 +4690,7 @@ } ], "source": [ - "single_diode_out['v_oc'].plot()" + "single_diode_out['v_oc'].plot();" ] }, { @@ -4811,19 +4700,9 @@ "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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FLMvYdqAekgRclRkpOg6Ry1k8IwIqpQLbD9bByq3wiOyCRZqI7KK8vgc1LX3I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\n1+fhw4ehUCiQmJgIjUaDmpoa7NixAyt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- "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -4831,15 +4710,13 @@ } ], "source": [ - "single_diode_out['p_mp'].plot()" + "single_diode_out['p_mp'].plot();" ] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -4860,9 +4737,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/docs/tutorials/solarposition.ipynb b/docs/tutorials/solarposition.ipynb index c09ecc8d82..e6708686c2 100644 --- a/docs/tutorials/solarposition.ipynb +++ b/docs/tutorials/solarposition.ipynb @@ -199,12 +199,14 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -231,52 +233,50 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'azimuth')" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -307,7 +307,7 @@ "spaout['azimuth'].plot(label='spa')\n", "(pyephemout['apparent_azimuth'] - spaout['azimuth']).plot(label='diff')\n", "plt.legend(ncol=3)\n", - "plt.title('azimuth')" + "plt.title('azimuth');" ] }, { @@ -351,12 +351,14 @@ }, { "data": { - "image/png": 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yEy0SKt0aOuNh9kRAh+iWROcsYDtOuvRigzGEA+/+1A9PYoLtOMoPtEiodGnNpu9ZlPQbVWOj6HrfQNtx0q3ShcvSJOo2fo3yMGaOHjuRHlktEiLiFpH1IrLAd7+oiPwkIttFZIaIRNjMp4KTJymJt5b3wo3h+brv6jERfvZiq3cpFu/mkzPfsU+PnUh3bLckngE2J7s/DBhpjCkO/AN0s5JKBbUP5vXjt6g4modVpszNNW3HSfciwsN5otJrnHQJwxd2tx1HpTFrRUJECgCNgfG++wLcDcz2TTIFaG4nnQpWew/uYubx+dwcB8+1HWc7TsioX7Upt3uK8k3UKWK+1mMn0hObLYm3gRcBj+9+TuC4MeZ8z2H7gPwpPVBEHhGRNSKy5vDhw/5PqoLGGzFdOOkSHi/bh4iIKNtxQsrLrSaRK9EwbtdEzp45ZjuOSiNWioSINAEOGWPWJh+cwqQmpccbY8YaY6oaY6pGR0f7JaMKPp9/N47lEUeom5iPerd2sB0n5ERnzUX7fJ3ZFeFixIxOtuOoNGKrJVEbaCoiu4BP8a5mehvILiJhvmkKAAfsxFPB5szZ04zf9g65Ez30aaHnibDlkYbPUyEuKzHyJ+vWz7cdR6UBK0XCGNPXGFPAGFMEaAd8Y4zpAHwLtPJN1gmYZyOfCj5DZ3VjTwQ8mLsV0TfoMRE29W4wGkEYtVqPnUgPbO/ddKneQC8R2YF3G4WeoV5d1upNy/jCs5FqsRnorMdEWFeucHkaRt3GuijDxDlP246jrpP1ImGMWWaMaeK7/acxprox5mZjTGtjTJztfMrZPElJvL38OdwYnqv7nu04yqdfq3cpHB/G1NPfsX/f77bjqOtgvUgodT1Gz+vLb1HxNA+rQpmbq9uOo3wiwsPpUWkA/7hdjNBjJ4KaFgkVtPYd2sWMfxZyU7zoMREO1LhqM2p7irEk8hQLFr9pO466RlokVNAaOq8LJ9xCjzK9iYiItB1HpeDVlhPJkSSM2z2Js6eP2I6jroEWCRWU5n03nu8ijnB3Yj4a6DERjpUnWy7a5evMnxEu3tbzTgQlLRIq6JyNPcO4baOITvTwUsvJtuOoy+jR8DnKx2fjc9nJL7/E2I6jrpIWCRV0/m9GV3ZHwAPRrYjOkc92HHUFXqznPXZi5E/98STG246jroIWCRVU1m1axgLPRirHZuDhpnpMRLCoUKQc90bdwboow4TZT9mOo66CFgkVNDxJSYz0nSfiubrv2o6jrlL/Vm97j504s5x9e361HUddIS0SKmiMm9uHX6ISaBxelfI317AdR12liPBwnqgyiONuF28tegRMiv13KofRIqGCwoFDfzL9+CKKxQsvtv7Qdhx1jRpWbkIdz818neEsC78aZjuOugJaJFRQGDa3K8fdQo+yLxEVmcF2HHUdXm01kVyJ8OHejzhz8pDtOOoytEgox1vw3Vi+jTjCHYn5ubdWO9tx1HWKznoD7Qp0Y1eEm5Gz9LwTTqdFQjna2XOnGLvtHXImwUv363ki0otHG/SkQnwO5rr2sHbt7Ms/QFmjRUI52oiZXdkZIbTL3Ya8OVM8m60KUn3vHYMbYdSagXgStMNnp9IioRzr101LifFsokJcRro37m87jkpjZQreQsOMd7M+CsbNetx2HJUKLRLKkTxJSby1/AUE4YW67+Fy6aKaHr3U8i2KxIczLXYV+3avvfwDVMDpN0850sS5L7AuKoFG4dWocFM123GUn0SEhfFU1Tc46XLx5hc99NgJB9IioRzn4MEdTDv+FUXiXfRpM9p2HOVn9Ss1oI4pydIM54j54nXbcdQltEgoxxk2rytH3cIjZfsSFRFlO44KgAGtJxCdCGP3T+fU8b9sx1HJaJFQjjL/m/dZEnGMOokFuE+PiQgZOTNnp0Ohx9gd4Wbk7M6246hktEgoxzhz+jhj/viAXEnwip4nIuR0q/cEFeNvYJ57Pz+v/tR2HOWjRUI5xrCZndgd4aLjjR3JkyOv7TjKgpcajSPcwKj1r+NJiLUdR6FFQjnED+sXsMD1B1XjstC1UR/bcZQlt+QvQeMs9fk1CsbMfNR2HIUWCeUAiYkJvP1zPyI9hj73jrEdR1nWt8VwisZHMD3uZ/bsXG07TsjTIqGsGzWzB5sjPbTMdBclC5WzHUdZFuZ280yNoZxyuRjx1eN67IRlWiSUVVv/WM3s2FXcEhdOr1ajbMdRDlG3fD3uoDTfZIhj9oJXbccJadaKhIgUFJFvRWSziGwUkWd8w28Qka9FZLvvOoetjMrPjGH4kieIF6FX7RG43G7biZSDDGwzgbwJwriDs/nnyB7bcUKWzZZEIvCcMeYWoCbwhIiUBvoAS40xxYGlvvsqHZo8rx8/RcVyr7scNcvcZTuOcpjsGbPQrcSzHAh3M/RzPe+ELdaKhDHmL2PMOt/tU8BmID/QDJjim2wK0NxOQuVPBw/+wUdH51EoXujXdoLtOMqh2t3ehdoJefky/DBffDfWdpyQ5IhtEiJSBKgE/ATkMcb8Bd5CAuS2l0z5y9B5XTjiFh4t04eMkRltx1EO9kqLyeRIgtHb3uHsuVO244Qc60VCRDIDc4CexpiTV/iYR0RkjYisOXz4sH8DqjS3YMkolkYc446kgjS99QHbcZTD5bshPx3ytGNnhDDsU13tFGhWi4SIhOMtENOMMZ/5Bh8UkRt9428E/udM6caYscaYqsaYqtHR0YELrK7bmdNHGbNzLDmToH/LKZd/gFJA9yb9qRqXmQVsY9X6GNtxQorNvZsEmABsNsa8lWxUDHD+70InYF6gsyn/GT7jQXZFuOhYoCt5suuaRHXl+t47nkhjGPlzfxL1dKcBY7MlURt4ELhbRH7xXRoBQ4F6IrIdqOe7r9KBlas/Jca9h8pxOejWoJftOCrIlChUhpZZ6rM50jByxsO244SMMFszNsasACSV0XUDmUX5X3zcWd7+5XWiwqBfE92bSV2bZ1u8yeoJNZgTvo5GW7+jTMk7bEdK96xvuFahYcSnndkSCW1yNKVEvuK246gg5XK7ef6Od0lCGL6sJ56kRNuR0j0tEsrv1vz2JXM8Gykfl5Gnmw22HUcFuWola9EwogZroxIZN/tp23HSPS0Syq8SE+IY8UNvwhBeqjcGl0sXOXX9+rf5kKLxYUw78x17dq2zHSdd02+s8qu3P32Y36M83J+pLmWKVrQdR6UTEeHhPFV1CCddwrAvH9GeYv1Ii4Tymw2bljIrcR23xEXyQsu3Lv8Apa5CvUoNuVvK8H2GOKbP1S7e/EWLhPILT2ICby7vhUHofdf72sOr8ouBbSeSP97F+GPz2b9/k+046ZIWCeUXH8x8jPVRHppE3U6V4jVsx1HpVJaoTDxR/hWOuV0MXdBVVzv5gRYJlea2bf2e6bE/Ujwugpdav2M7jkrn7qvRkrtNSZZFnWHq/Fdsx0l3tEioNOVJTGDYt08TJ8Lzt71NWJi14zVVCBnYbgoF4oWJhz9j/19bbcdJV7RIqDQ1YfaTrM6QxL0RNbm1dB3bcVSIyJIhM0+U7ccxt/BGTCdd7ZSGtEioNPPHjlV8dHYFReLDebn1+7bjqBDTpFZb7jYl+S7qDNNi+tmOk25okVBpwpOYwBtLHueMS+hV802iIiJtR1IhaGC7KeSPdzHhyFz279toO066oEVCpYkxs3rwU4ZEGobX4K5yd9uOo0JUlgyZeaLCqxxzuxi2oLOudkoDWiTUddu86Rs+OreKm+PDebXNh7bjqBB3X/UW3Elpvs0QyydzX7AdJ+hpkVDXxZMQy7DlPUkUoXed94kID7cdSSkGtZtMvng3444tYv+eX2zHCWpaJNR1efeTTqyNMjTOeDc1S9WyHUcpALJEZeSJiq9xzO1i+KJu4PHYjhS0tEioa/bLus+YnvQ7JeIy0r/VSNtxlLpI02pNqSPlWZohnmnapfg10yKhrkniuZMM//kVDEK/euMI076ZlAMNaTueAvFhjD39DTu3r7QdJyhpkVDX5J1PHmBDlNAsezMqFy1vO45SKcoSlZHnar7JKZeLN5b2wBN/znakoKNFQl211SsnMF12Uio+G32bDbIdR6n/dE+5ujSIvJ1VGQxjP+lkO07Q0SKhrkrs8b8YsXEE4UYY0HiynmlOBYWBrd/hpvhMTPZsZMPq6bbjBBX9hqsrZwxvfdqKTZFuWubpRJl8N9tOpNQViQgL45X64/EgDFs/mPhTB21HChpaJNQV+3p+H2ZGnaBcYkGeb6wHKangUrlwWZrneoANUW7em95aj8a+Qlok1BU5/MdK3joUQ7YkN2+2+th2HKWuSZ/GfSiZkIepkcdY+aVuT7sSWiTU5cWdZvhXj3IgzM1j5QaRL1tO24mUuiYul4thzT8ig8fFiL3TOb1/ve1IjqdFQv03Y5gx/QG+yCTUDK9N++pNbSdS6rrclCsfHW96nu2R4Yya+xDEnrQdydG0SKj/tOPbEbxrdpA3ITMj2+ipSFX60OOOhyhLBWZkMnw1vb1un/gPjiwSInKviGwVkR0i0sd2nlCVuGsVw7aN4Zy4efnusWQM13NEqPTjg9Yfkj0xE0PNTvYtfcN2HMdyXJEQETfwPtAQKA20F5HSdlOFoFN/MyWmMz9miKJe7m7cXqyc7URKpakcGTPT57b3Oe5yM2T7RDx/fGs7kiM5rkgA1YEdxpg/jTHxwKdAM8uZQkvcKX79qBkfZAnnxqQSDGmonaOp9KlRqarcmasTyzNm4OP53eDgJtuRHMeJRSI/sDfZ/X2+YReIyCMiskZE1hw+fDig4dK9xHhOftqBfhEnEE9GRjd7X4+qVunaiMa9iPaUYlT2jGyc3gJO7LMdyVGc+O2XFIZdtFXJGDPWGFPVGFM1Ojo6QLFCQEIsZkYHhp76nd3h4TxV6Q1uypnXdiql/MrlcjG+2XsYT2Z6ZxZOT24Cx/de/oEhwolFYh9QMNn9AsABS1lCR/wZ+KQtMX+tZH6WTFTK2pZOlevaTqVUQBS7IQ9Plh/I7vAwhrrPwKSGcPQP27EcwYlF4meguIgUFZEIoB0QYzlT+hZ7Aj5uwR/7fuDVnLnJ6CnB+Ka6U5kKLd2qNqBMpubMyxLFQhMLkxrB4W22Y1nnuCJhjEkEngS+AjYDM40xG+2mSseSEmBaG84dWEun3CVJMlFMbPQ2EWFhtpMpFXATm/cnMqkoL+XIxk7xwORG8M9u27GsclyRADDGLDLGlDDG3GSMed12nnRt/cew90ceK3AXJ8JP8FjpfpTJU/Dyj1MqHcoYHsmYBiPxGDftshfiXGIsfP2y7VhWObJIqADa+DnzchZhnWsLt2RoyhM177OdSCmrquS/iUdu6cfZsEM8m6skbFkE5/6xHcsaLRKh7MxR/tz/EwMzQ2RSUSbf/4rtREo5wlO1mlE24/2sjDjEvIwR8Ocy25Gs0SIRwo7/NI5no2/AYyKZ2Ogd7XZDqWQmNe9PxqTiDMp5A7/+OMZ2HGu0SIQoz6lDDNwykZ3h4TxdfjDl8xaxHUkpR4kKj2DKfe/g9kTQ37OLI5u/tB3JCi0SIWrUjAdZkimSOzI1pmvV+rbjKOVIpaIL8Hi5wewJD2PgsufxxJ2xHSngtEiEoIVfvM5HYfspHZ+TUS2H2I6jlKN1qt6IupF3siyj8Oa0drbjBJwWiRCzbccq3jwwjZyJLka2maX9Mil1Bf6vzSjKx2dnmmsnMxaF1l75+gsRQs6cOUn/bx7jlMtF7yrDyJdN+71S6kqEud281eYz8ie4eOfv6azZ+J3tSAGjRSJEeJKSeGFaEzZHeuiSrQn1KjW0HUmpoJInWzQDbh2FAQb88CSHj/9tO1JAaJEIEUOmd2Z55D80TCrKEy2G2o6jVFCqXuYunszbgb3hhhdnNseTlGQ7kt9pkQgB074Yxqyk9VSOzcCQh+bYjqNUUHug0Uu0dJVlTeQZXv24re04fqdFIp1bteFL3v/rIwomCG+2mUtYWLjtSEoFvf4dplEzLgvz2MLYef1tx/ErLRLp2L5Du3ht9fO4gNfqfEB0jny2IymVLrjcboa3j6F4vIuxx+ayYOXHtiP5jRhjLj+Vg1WtWtWsWbPGdgzH+efEEZauX0j2TPnJEZaVjFFZbEfTU+kaAAAcQklEQVRSyoqoqCgKFChAeHjat6J37N5Aj6/bE+eCt2/9kMql6qT5PPxFRNYaY6pedjotEumPJymJmOXTKVSoDPmy5SJvzkK2IyllhTGGo0ePcurUKYoWLeqXeaxYH8OL6/uSPUkY22wBBXIX8ct80tqVFgld3ZQO9ZnclMyZbiR3lqxaIFRIExFy5sxJbGys3+ZxW6WmPFOwO3+Fwwtz7+ds7Gm/zcsGLRLpzP9N784XYXvIYNzkz3WT7ThKWScifp9H23o9eSjj3fwemchzH92brnaN1SKRjkxaMIhp8auoEBtJjsy5A/LlsKVz587Mnj3bdgylLni2zTs08dzMisgTPD/5Pjwej+1IaUKLRDox8+t3eP/wDIomuBjZJgYR/WiVCrTXH5pN3fhovg7by4CP00dngPpLkg4sXDGZEfvGkDsRRjWe7YhdXXft2kWpUqXo1KkT5cuXp1WrVixcuJD777//wjRff/01LVq0AGDx4sXUqlWLypUr07p1a06f9q7XLVKkCL1796Z69epUr16dHTt2XHj8999/z6233kqxYsUualUMHz6catWqUb58eV599dWL8jz88MOULVuWDh06sGTJEmrXrk3x4sVZvXp1IN4WdQXOnDlD48aNqVChAmXLlmXGjBmpLgfz58+nRo0aVKpUiXvuuYeDBw9aze5yu3mz85fUjM3M52xm+CePWM2TFsJsB1DXZ9mazxmybTjZPMKIulMonK/E/0wzcP5GNh04mabzLZ0vK6/eV+Y/p9m6dSsTJkygdu3adO3alU2bNrF582YOHz5MdHQ0kyZNokuXLhw5coTBgwezZMkSMmXKxLBhw3jrrbd45RXv6VSzZs3K6tWr+eijj+jZsycLFiwA4K+//mLFihVs2bKFpk2b0qpVKxYvXsz27dtZvXo1xhiaNm3K999/T6FChdixYwezZs1i7NixVKtWjenTp7NixQpiYmIYMmQIc+fOTdP3KD0YtnoYW45tSdPnLHVDKXpX753q+C+//JJ8+fKxcOFCAE6cOEHv3r1TXA5uu+02fvzxR0SE8ePH83//93+MGDEiTfNerbDwCEZ1WkL3j+7gY/MDWT7rzWMthlnNdD20JRHEft64lAG/9ifcwNBb3+eWYlVsR7pIwYIFqV27NgAdO3Zk5cqVPPjgg0ydOpXjx4+zatUqGjZsyI8//simTZuoXbs2FStWZMqUKezevfvC87Rv3/7C9apVqy4Mb968OS6Xi9KlS1/4B7l48WIWL15MpUqVqFy5Mlu2bGH79u0AFC1alHLlyuFyuShTpgx169ZFRChXrhy7du0K0LuiLqdcuXIsWbKE3r17s3z5crJlywakvBzs27ePBg0aUK5cOYYPH87GjRut5U4uY1Qm3mv7JSXiwxhzciHjYwbajnTNtCURpH78bTF9Vz9LosAbFd+gcuk7Up32cv/4/eXSDeciQpcuXbjvvvuIioqidevWhIWFYYyhXr16fPLJJ5d9nuS3IyP/PSf3+eN9jDH07duXRx999KLn2LVr10XTu1yuC/ddLheJiYnX+CrTt//6x+8vJUqUYO3atSxatIi+fftSv773zIkpLQdPPfUUvXr1omnTpixbtowBAwYEPG9qcmTLxTstYnjysya8f2wWxBgebjrAdqyrpi2JILTil0X08RWIQeVeo07lprYjpWjPnj0X/vF98skn3HbbbeTLl498+fIxePBgOnfuDEDNmjVZuXLlhfXMZ8+eZdu2bReeZ8aMGReua9Wq9Z/zbNCgARMnTrywTWP//v0cOnQorV+a8qMDBw6QMWNGOnbsyPPPP8+6deuAlJeDEydOkD9/fgCmTJliJ/B/yJerEO/dH0PReBfvH5vN+JhXbUe6atqSCDLL18XQb31fAIZUfMOxBQLglltuYcqUKTz66KMUL16cHj16ANChQwcOHz5M6dKlAYiOjmby5Mm0b9+euLg4AAYPHkyJEt7tK3FxcdSoUQOPx5Nqa+O8+vXrs3nz5gs/IpkzZ2bq1Km43W5/vUyVxn777TdeeOEFXC4X4eHhjB49mlatWqW4HAwYMIDWrVuTP39+atasyc6dOy2n/1/5oovw7v3zefLzprx/bA4yz0O3ZoNsx7pi2i1HEPn6xxm8tuk13AYGVxnObRUbpTrt5s2bueWWWwKY7mK7du2iSZMm/P777/8z7sknn6RSpUp069btss9TpEgR1qxZQ65cufwRUwWJ610ObH8fAPYf3sNTn9/HnxFJPJTpHnq1fttqHkd3yyEiw0Vki4hsEJHPRSR7snF9RWSHiGwVkQY28jnRp4tH0n/za4QbeKPaiP8sEE5WpUoVNmzYQMeOHW1HUSqg8kcXYnTLRdwSH86ks0t57aMOtiNdESstCRGpD3xjjEkUkWEAxpjeIlIa+ASoDuQDlgAljDGpHuMeCi2JDz57kXEnF5E/QRh613jK3lzjso9xwj8npZzCSd+HU2eO88y0BvwceZZ7EwswrPN8XO7Ar/l3dEvCGLPYGHN+d5IfgQK+282AT40xccaYncAOvAUjJHmSkhj0cUdGn/qCm+PDGH3fvCsqEEop58qSKTsfdv6eO+Kj+TJsH49OuJ0Tp4/ZjpUqJ+zd1BX4wnc7P7A32bh9vmEh59SZ4zwx4U5men6lamxGxrVfQsG8xWzHUkqlgYiISN7p+jXNTUl+jDxFl+l3sW3XL7ZjpchvRUJElojI7ylcmiWbph+QCEw7PyiFp/qf9WEi8oiIrBGRNYcPH/bPC7Bo6871dJ52Bysij9M4qSjjuq0gexbdcKtUeuJyuxnUeTZPZ2vG3vAkeiztwOIfpl3+gQHmtxVhxph7/mu8iHQCmgB1zb8bRvYBBZNNVgA4kMJzjwXGgnebRJoEdoi5345h1J/vcDpceDzrffS4/w3bkZRSftS9+WAK/1iONza+xktb3+CX3St4vs17uByy27atvZvuBXoDTY0xZ5ONigHaiUikiBQFigMh0fNafHwc/Sbdz6u73yXcCENueVkLxGVod+H/GjJkiO0I6jrUr9mWcfVnUjI+go/jV/Do+Ns4eGSf7ViAvW0S7wFZgK9F5BcR+RDAGLMRmAlsAr4EnvivPZvSiw3bfqDj5BrEuHZQPT4rHzX/gno129qOpSy41u5BtEgEv5sLlmFK1x9pTilWR57iwbn3MufbMbZjWdu76WZjTEFjTEXf5bFk4143xtxkjClpjPniv54n2MXHx/H61M48vLI7u8IT6JbhLsZ0W07eXAUv/2CHS6mr8LNnz7J06dKg6i58165d1KlTh8qVK1O5cmV++OEHAJYtW8btt9/O/fffT+nSpXnssccunGQmc+bMPPfcc1SuXJm6detyfrvZuHHjqFatGhUqVKBly5acPettRHfu3JlevXpx11130bt3b86cOUPXrl2pVq0alSpVYt68eQBMnjyZFi1acO+991K8eHFefPFFAPr06cO5c+eoWLEiHToEx773KmVh4REM6jSLVwo/hcEwcPe7PDPuHo7+8z9r3QPHGBPUlypVqphgtHjVp6bFmPKm7OSy5oEPK5u1m79P0+fftGnTv3cW9TZmYqO0vSzq/Z/z37lzpwHMihUrjDHGdOnSxQwfPtx4PB5TsmRJc+jQIWOMMe3btzcxMTHm8OHDpk6dOub06dPGGGOGDh1qBg4caIwxpnDhwmbw4MHGGGOmTJliGjdubIwxplOnTqZVq1YmKSnJbNy40dx0003GGGO++uor0717d+PxeExSUpJp3Lix+e6778zOnTuN2+02GzZsMElJSaZy5cqmS5cuxuPxmLlz55pmzZr9z+s4c+aMOXfunDHGmG3btpnzy9u3335rIiMjzR9//GESExPNPffcY2bNmmWMMQYwU6dONcYYM3DgQPPEE08YY4w5cuTIheft16+feeeddy68jsaNG5vExERjjDF9+/Y1H3/8sTHGmH/++ccUL17cnD592kyaNMkULVrUHD9+3Jw7d84UKlTI7NmzxxhjTKZMmf7z8wh1F30fgsSho/vM02PrmrKTy5p7xpU2Y+a9bJJ8y0haANaYK/iNdcIusCFlw/YfeXTsbTy3ZRAHwxLpnrEuHz+8msql6tiOluYu7Sp8xYoViEhQdReekJBA9+7dKVeuHK1bt2bTpk0XxlWvXp1ixYrhdrtp3749K1asALy9yrZt2/ai1w3w+++/U6dOHcqVK8e0adMu6ta6devWF/qXWrx4MUOHDqVixYrceeedxMbGsmfPHgDq1q1LtmzZiIqKonTp0he9Ryp9ib4hP6O6L+HVgo8TYYR3//mcByZUZemPnwY0R0h38Bcbd5aoyIwBmdcvW1cw+fsBrAj7GxMO9ZMK0vO+0RTIXcT/M2841P/zSEFKXYUDQdVd+MiRI8mTJw+//vorHo+HqKioy76+1LJ37tyZuXPnUqFCBSZPnsyyZcsuTJMpU6aLXsecOXMoWbLkRc/z008/XZTf7XZrF+choNXdPWhy60O8PecpFiT9RM+tr1Pl15E8UKEX9QOw7TJkWxL7Du3i3qnVeHrc3Xyz2j97yHiSkpjzzQc8MrY2XVY9xnfhf1M1ITvjao3mzW5fBKZAWJRSV+FAUHUXfuLECW688UZcLhcff/wxSUn/7kexevVqdu7cicfjYcaMGRden8fjubB9ZPr06ReGnzp1ihtvvJGEhASmTUt9f/gGDRrw7rvvXih669evv2zO8PBwEhISruk1KueLispEnw4T+aTxQpokFWFr+Gme2zqYh8fWurAtzF9CtiVx/ORBSiRlZ2X4Ib7dPJCbf3mNCpGlqV+xE7dWaHjNz5uYmMCS1TP5futs1iZt50C4kDHcw52J+ely+wDKl7g1DV+Fs6XWVTgET3fhjz/+OC1btmTWrFncddddF/3jr1WrFn369OG33367sBEbvK2CjRs3UqVKFbJly3ahwA0aNIgaNWpQuHBhypUrx6lTp1Kc58svv0zPnj0pX748xhiKFCly4ZStqXnkkUcoX748lStX/s8CpIJbwTxFeKPrfPYd2sWHi55DIly4XP79rx/yXYXv/Ws7U5YM4ufY9fwZ4R12Y4KhiCcbRTOVoGh0eUoVrkbpotWIiIi86LGnzhxn859r2HFgPdsPrmV37E7+cJ/mWJgLMYZS8WHcmv12Hqz/Ejmz572el3nVbHdo9l9dhUPwdxe+bNky3nzzzRR/vDNnznyhFaOcwfb3wYmutIO/kG1JnFfwxuL0f/AjwLtReeHqMWyN3cjWsOOsSlwDf62BvybCj5DB4yHKAx6BOBFiXRevg87rMhRPzErZLNVoWutRihW0c9pQp6tSpQqZMmWyfsJ6pdTlhXxLIjWepCR+//NnNu38gT1Ht/BP7CHiks4R54nDLS7CJZwod0aiMxUgX47iVCtdn6L5S6V5jmul/5yU+pd+H/6XtiSuk8vtpnzxmpQvXtN2FKWUsiZk924KBcHeSlQqLej34PpokUinoqKiOHr0qH5BVEgzxnD06NGLjm9RV0dXN6VTBQoUYN++faTH820odTWioqIoUKDA5SdUKdIikU6Fh4dTtGhR2zGUUkFOVzcppZRKlRYJpZRSqdIioZRSKlVBfzCdiBwGzveXnAs4YjFOajTX1dFcV0dzXR3N5VXYGBN9uYmCvkgkJyJrruQIwkDTXFdHc10dzXV1NNfV0dVNSimlUqVFQimlVKrSW5EYaztAKjTX1dFcV0dzXR3NdRXS1TYJpZRSaSu9tSSUUkqloaAqEiKS23aGlIhIpstPFXgiUlhEstvOkRIRueyud+pfIlLYdoZLiUgZEeljO0dKRCSH7QwpEZGctjNcraAoEiKSWURGAItE5C0RaegbLpd5aCByjQSmikhHp3yRfbneAhYC+WznSS7ZZ/mliLwuIrUdkukDEWlgO0tKROQ2YKeI3Gs7C1z0GS4A2orITbYznSciGUXkfbzL11MiUsk33OpvXbL3LEZE+opI0JyoxvFFQkRKADPxdkZ4P7ALeATAWNyg4vviLgfOAROBOkB7W3nOE5FqwErgBqCSMWaT5UgXiEgY8D7ez/IhwAB1LWfKB4wD2gAPOLSFkxU4BvRwwB+j+sB3QBzQEdgCnLSZ6RK9gJxAJyAKGANgjPHYCiQiVYD5vrs98H6ebWzluVqOLRIiEuG7eRToaYx5xhizF+8b/K2IRPqmC+hrEJFw381/gA+MMS8ZY+YDv+BdOK20cJLligP+AEYaYxJEpKKIFPH9QFuRbN55gKK+z3IjkBHYbCuXz1ngbaAgkAO4V0TcdiN5l+tky5HB+4OcFejpG2+rWOwA2vmW+5VAWXyF3lam878BvuUsHJhujNlijBkOHPS1qm38Vpxfjv4GnjDGPGeM2QBEAOsCmeV6OK5IiEhxEZkIjBCRGsApY8w2X3NtAPAYUBqYKyL5jTGeQCycIlJKRCYBA0WksO9HbnKyH8D9QGEIbAsnhVwbgG+BZ0VkGfAuMBL4v0CvD02W7TVftv1ArIhMEZGfgCZAUxGZKyI3BihTcRF58fx9Y8xxYIMx5hwwBWiL73MMtOTZLvnnWwkoCjwOPCwi1X33A5rJZ6cxZnuyP3FTgTK+zAFt2fuyjQH6i0gxY0wi3j9qNZJN1gN4SEQKBKo1kSxXP1+u/caYTSKSTURG4W1F1Pet4swTiEzXw1FFQkR6APOAtcBB4Amglm/0GWC+MaaAMeYxYCvwIfh/4fT9uE4CfgfceH/02hhjEnwLJkBFYKM/c1xBrtdFpDEwARBgrjGmDjDQN76bxWxDfKsqGgCTgS3GmBLAw3j73nolAJkeAL4BXhCRR3zD3L4CgTFmDnAcaJesZRYQKWXj3/O9bAd+NcZsxvte/oj3H7yNTC4AY0y87374+WGB/KcuIs/i/a3YBOQGhop3J41ReFfL5fTl3Ie3kHW3lOt1ETlf0E/i/U4WBB4FEvB+Nx3NaScdOgg8Y4z52tdUm4Z33fr5QrA22bRzgPYiEpbsh9pfSgFnjTEjfF+EB4C6IrLF988d4EbgMwARqQv8bow5aCHX/XgL6MPGmAQAY8wvInIK76q7QEkpWyu8BSELEO/LFiciKwjAjx6wD++66nPA+yIy1Rhz1tcSFd8/zbfxfnHn+P6xrzbGbLWVzTeuBDBARBKAX4FILv4uBDST7/M0vu/kcrx/SvoFeL3/MaCLMeYnX0FfClQ2xnwjInOA0fy73n8b3h9kRET8/KcypVwF8bbADN5WPsaYcyKyDijkxyxpwlEtCbwbd5aJSIQxJgk4hLcaX0REqgJDgN8CUCDAu/4wUkSq+L4IK/F+gZr78gjevYhKisgivBtlA/GFSSnXbqD9+QLhy1ceuAv4KwCZ/ivbfrzv2Q9AIxFp4Psse/nG+ZUx5ntguTFmFfAbMMA3ynX+B84YswbvZ7cG77/PhBSeKpDZwLsX0W9AD2NMW2AG8LTFTMl/aH8DfpfA760zD1gtIpG+ZX0H3j8f4F0tl1dEXhGRNng/x1gIyCqxlHJlvXQiEamIdwecP/yc5/oZYwJ+AbIDYcnuSyrTLQXuSHY/F9517GuBNn7IdQOQ8dJceD/kl4DBycY1A4YD2fD+0/MAy/Bu1HNCrhx418/OAlb7I9c1ZGsOjPDd7oq3pbgeaBuITJdMUxbvD1y5ZMPcQDtgL95CG7D367+y4S1iyce7bGdKNrwY3j2ICth6v3zD1wEVkt2/BW8raDHQwUG5cvuW+5/Tern31yXwM4SXgQ14tyc86RvmvmQaF97VNwt9X1wBavjG3eqnXP3xrkecCPS5NBdwD95mdWPf/RK+DzrSd/9Zh+WK8t1P82J6ndnWJMuWMdCZLpn2NWCC73YN33KW39b7dZlsyd/XFH+QLGQK99d7daXZfJ9ZaWCR774L76rONC2kaZBLgJK+2438+b6l+esN2Iy8/2zH4q2ixfAeV/AXkDeV6Uvh3e7wAN5q/BLJWh9pnGs08AlQAKiAd9VHlvMLne86G97VSOvwrmNsBXwO5PHj+3U9uXL7+bO8nmy5Ap0plceE4z3Jy2m82yHSfPlKo2yvpvUPchpkGuC7n2YF62qz8W+rtRb/boPYgHeHlxQLneVcT/vj/fL3xf8zgMy+6wzAfZeMmwg0SOVxj+FdhTMDuN2PuSKAYsmGN8Pbysmb/ANPNv5l4GO8Te9aoZLLqdmuNNMljxEgGojB2+q6zeb7FchsTsx0Pdl8419zwm9FoHMF6uK/J/auD38f315IXPLvEe9Gpp/xHlyV0uNLAI8EINeNvuHhePeR3423+q8AGvrGuZP/8OGf1SSOzOXUbNeYyZXs8RHAvQ56v/yazYmZrjcb//5jrwd0C5Vcgb7450m9b84GvPu+t8C7munZZOMF74afL/Hzes2rzJX8X8KDwOZQzuXUbNebCT82+Z2YzYmZnLx8OTmXjYu/jpM4gncvlilwoQfLG3y33caYJBEphvdo6gQRaeW7/ZWf8lxJLjHG/Jls2hlARxHJbYw5FKK5nJrtujIZ3zc7hLI5MVOaZAvBXAHnl+MkjDHrgdnJjsA8jHfDJcZ7/AN4+3uJFG8XHM/jPWDHry6Ty/iOd0BEiuPtVHB7ID50p+ZyajYnZnJyNidmcno2p+ay4bqKhHi75a0n//bjcoEx5oz59wjM8ng3WiZXCG+fND8ZY2oa74E7aeI6cmUQkWfwroP82hjzZFplcnIup2ZzYiYnZ3NiJqdnc2ouJ7nmIiEiD+PtJrgmkDnZcFey225fxc2N94hbRKS+7wOZhne/4THXmiGtc+HtbXMRUNMY834o5HJqNidmcnI2J2Zyejan5nKaa9omISIF8R49W98YsyXZ8PP93yAiJY0xW30FIRqoKCKDgD14+8P54frjp2mu3b5c20Mll1OzOTGTk7M5MZPTszk1lyOZK9/an7wbjfLARN/t4ngPFinqu58f+BRvMywn3t5RPXgPj7//SuenufyTy6nZnJjJydmcmMnp2Zyay+mXK3pjgTfxdsFbzzesNvAV3qOmf8Z7QMlyvPsSVwf6X/Icz/jjA9dcwZ/NiZmcnM2JmZyezam5guVyuTdXgA/w9sfeAViCtydK8K6f+5Z/OyG7B2/PqBcdgOOnhVFzpYNsTszk5GxOzOT0bE7NFUyXy73BWfF263y+T54Gvje8HlAZbx8uJZNN/ylQ+PyH48cFUnOlg2xOzOTkbE7M5PRsTs0VTJf/3LvJGHMS2AV09g1aibdp1sIYsw74COgmIo1FZDLeZt1+32PNfz339dBc6SObEzM5OZsTMzk9m1NzBZMr2QX2c7xb9W80xpzGe2asBBG5GeiD9/SG7YE/jDGtTGBOAqS50k82J2ZycjYnZnJ6NqfmCg6Xa2rgPa/D/wF9kw1bQbKeIAlg/0uaK31lc2ImJ2dzYianZ3NqrmC5XLYlYYz5C5gLNBSR1iJSBO+pAOOTTROQUzxqrvSXzYmZnJzNiZmcns2puYLGVVTjhnjP/7AF3xnlnHDRXOkjmxMzOTmbEzM5PZtTczn9cr7f8ysiIuHeuuKsdXaa6+o5MZsTM53nxGxOzHSeU7M5NZeTXVWRUEopFVr80lW4Ukqp9EGLhFJKqVRpkVBKKZUqLRJKKaVSpUVCKaVUqrRIKKWUSpUWCaWUUqnSIqGUUipV/w9SX0nS5CQWpwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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u5KRIiEhJEflMRNaIyCoR+XdoemERWSAiG0LX57nIZ7whLfkwI34YRHwAnmhiQ2260qBaQ27mMpbGH2HyvAGu45gwc7UlkQY8oqqXERzX+gERqQT0ARapanlgUei2yaVendaVVXHQomATyhev4DpOrvZk29EUT4UxO2ewd++vruOYMHJSJFR1h6p+F/r7AMGxrYsDLYCj/T2PA25zkc+4t3rNYqb7f6Jich56tXzWdZxcr0De/HS75GH+F+Pj+fdsJLvcxHmbhIiUAa4AvgYuUNUdECwkwPmZ3Ke7iKwQkRW7d+8OV1QTJur3M2zJw6QhPFb/VXw+56upAdo06Eq91Av4NGYXC5e86zqOCROnnz4RyQfMAh5S1b9O936q+raq1lLVWomJidkX0Dgxes6jLI9P49aY2tSpeJXrOCadJ1uMpaAfXl87nKQjp/2RNRHMWZEQkRiCBWKSqr4XmrxTRIqF5hcDdrnKZ9zYvmMdE/bNp0yKj75t33Qdx5ygRGIJ7khsw8Y44aVpXVzHMWHg6ugmAUYBa1T1pXSz5gJHd3h2At4Pdzbj1vMfdGNflPBAtX420pxH3de0H1WTE5ita/l+5Seu45hs5mpLoh7QEbhBRH4IXRoDzwE3i8gG4ObQbZNLzF00gsVx+7neX4Zb6rR2Hcdkwufz8djNIxGEl7/sTSAt1XUkk41cHd20VFVFVauqavXQ5SNV3auqN6pq+dD1Hy7ymfBLOryfUZveJDFNeaK1nRPhddXKXkGTuGv4Pj7AW7P+5TqOyUZ22IjxhJend2FTrI+2F7QnsWCGB7UZj3m8zQjKpUQx9eASduywcbFzKisSxrk1qxcxR9dROTmB7o0fdx3HnKbYmBi6V+vHn1HCix90dx3HZBMrEsatQIDhSx4lDaHn9XZORKRpUud2rkkrycLYP1j4+duu45hsYJ9I49S0uX35b540boquQe3ydVzHMWfhiRbvUiAAb657lbTkw67jmCxmRcI4s//P3xmz530uShWebDPSdRxzlkokFqfleS1YFyeMmGG7nXIaKxLGmWHvdeG3mCj+Ue6f5I9PcB3HnIOHWgyiQnIcM1O+Z/Omb1zHMVnIioRx4pvv5jAv6jdqJRemww33uI5jzpHP5+OfdZ/jkE94acGDNu5EDmJFwoRdwJ/Gq9/0J1ahz63W9UZO0aDKTTTQ8iyOP8zcBS+6jmOyiBUJE3bvzn6UH+IDNI6rR8WSl7mOY7LQk7ePomgavLt1LEcO2bmwOYEVCRNWO3dvZcr+BZRN8dG79QjXcUwWK1qgMG2LdWRzrI9XpndzHcdkASsSJqyGzenG3ijhnssfIy421nUckw163PIolyfnYzbrWbN6kes45hxZkTBh8+WKWSyI+R91U8+n2dUdXMcx2cTn89Hz+uGkIbz8RS9rxI5wViRMWAT8abzx7UDiAvBoY2uszunqlL+SG6Kq8WV8KrPm9Xcdx5wDKxImLMbPeYwf4gPcEl+P8sUruI5jwuDJNm9xfqow5n8zOXzAhhmOVC5HphstIrtE5Od00wqLyAIR2RC6Ps9VPpN19v2xncl/fkKJFB+9W7/qOo4Jk4J58tG6ZDe2xkbx2oyuruOYs+RyS2IscMsJ0/oAi1S1PLAodNtEuFfe68qOmCj+UeHf5LHR5nKVHjf/k8uS8/OebGLj6oWu45iz4KxIqOoS4MQDqVsA40J/jwNuC2sok+VW/jCXD6J+o3pKYdrXt1+TuY3P5+PfDV4mWYQRS3pBIOA6kjlDXmuTuEBVdwCErm30mUgW8PP6V/0QhEduft11GuNIvQpXUk+q8p88aXz88dOu45gz5LUicVpEpLuIrBCRFbt3W4OYV7039wn+mydAg5jaVC9T2XUc41D/ViM5L01497cZpBzY5TqOOQNeKxI7RaQYQOg6w7VJVd9W1VqqWisxMTGsAc3pObzvd8bs/oDEVOHJ219zHcc4lpi/IM0v/Afr46J5xxqxI4rXisRcoFPo707A+w6zmHPwxqyubImNok3peymYx7oBN9Dz1p6UTcnHFDaxfc0C13HMaXJ5COwU4EugoohsF5FuwHPAzSKyAbg5dNtEmF9++phZvl+pmFKQHjfe6zqO8Qifz8cDVw/lgM/H64t7QcDvOpI5DS6PbmqvqsVUNUZVS6jqKFXdq6o3qmr50LV1IxlpAn5eX9qHJBEeqj/cxqw2x2l0+TXU5HI+zJPGF58McB3HnAb7BJssNf/Dp1iQN0BdX3WuqVDLdRzjQQNbvEG+gI+Rv04n8Nf/XMcxp2BFwmSZ1L928M6O9yiUJjzd0g55NRkrcV4RGhZtz0/xMYyfebfrOOYUrEiYLDNqxt2sjYumabHOnJ+/oOs4xsOebPIYF6UkMFY3sWvtfNdxzElYkTBZ4vc185ksmymdkp9etzzkOo7xuOioKHrUHsIfUT7e/E8v8Ke5jmQyYUXCnDt/Gm981ov9Ph8PXP28NVab09Kq+g1U1kuZndfPik8Huo5jMmGfZnPOvvx0IB/k9VOdy7n18mtdxzERZGCzEcQEfIzcNo3A/t9cxzEZsCJhzkngr/8x8tfp5An4GNjcxqw2Z+aSosWof15rlueJZeas7q7jmAxYkTDnZPLMe/g+PoYbi9xB6cLWH6M5c4Oa9iExNS/v6ib2r/nEdRxzAisS5qz9sW4BY3QjF6Ym0L9Jb9dxTISKj4mlc7Wn2REdzTv/6QVpKa4jmXSsSJiz40/jrUWPsis6mruvGEhsdLTrRCaC/aP2rVziv4QpeZXV860R20usSJizsnLBEGbk9XNZoDx31GzoOo7JAQY2Hg74eGPrdNj3q+s4JsSKhDlz+3/jjc2TiFJhQONXXKcxOUSVC0tzVf4WfJ43jg+tEdszrEiYM/bBjK4syxvL1QVu47ILSrqOY3KQ55o9QaHUPIzUzRxa/aHrOAYrEuYMHVo5kzfZSqHUvAxp+qTrOCaHyR+Xh/aVHmdrTAxj//MYpCa5jpTrWZEwp+/IPsYt7su2mBg6VH6ShLg414lMDnT/1S0p6S/DuATYNN+6E3fNk0VCRG4RkXUislFE+rjOY4I2zevFmPzRFA9U4N6rmrmOY3Kw/jcNIxUfI7dMh52rXMfJ1TxXJEQkCngduBWoBLQXkUpuUxk2fc7IXYtIJYrBNz/vOo3J4a4sVYFqCU35JF9els7sAv5U15FyLc8VCaAOsFFVN6lqCjAVaOE4U+525E+WvX8vn+RLoFr+ltQqcYnrRCYXeLlpX/Kk5eXlmP2kfP6C6zi5lheLRHEg/UHS20PTjCMpHzzMi/mU2LT8DG/8mOs4Jpc4L28+bi//COvjYpnxw5uw9b+uI+VKXiwSksE0PW4Bke4iskJEVuzevTtMsXKpb8cxY/sCNsbG0K7Cw5yXN8F1IpOL9LqmNQX8FRhRqCB7ZnaBg/Z5DzcvFontQPqD70sAv6dfQFXfVtVaqlorMTExrOFylV+Xs+eTx3ilUBHyBy7jkXq3u05kchmfz8fA+v055Ivi1bg0eO9uCPhdx8pVvFgkvgHKi0hZEYkF2gFzHWfKff7aAdM6MvS8ohzxCUPq97PBhIwTN15clQp5bmV2vrz8vP2/sOAp15FyFc996lU1DXgQ+BRYA0xXVTsGLpxSj8DUO/khcJiPEnxUzNOYBuWquE5lcrHXGveGQH56JZYj8OVr8N0E15FyDc8VCQBV/UhVK6jqxar6jOs8uYoqvP8A/t+/599FLgF/fl6zxmrjWLH853Fbqe5sjz3MhAurwryHYdtXrmPlCp4sEsah78bDz7N4vXwL/ojeQ8tSPbgw/3muUxlD/+s7Eu8vx7DYVP4sVAKmdoDDf7iOleNZkTDH+3YMf55fmXeS1xPvL0f/6zu6TmQMANFRUfS7qi8B32H+VbgWHN4Dq993HSvHsyJh/rZrLfz+PU/EJ6K+QzxVty9RUbaKGO9oXqkOZWJv4Pu0b1hduIwViTCwbwDzt59msD42jqW+TZSJvYFml9VxnciY/2fELU8ggXj65MlHYPMS2+WUzaxImGMC6z6kX9HiEMjDa7c84TqOMRkqW/h8bi7Wmc2xfzE/bxysnec6Uo5mRcIE/bGZ+Ye2sjoujZuLdaJM4fNdJzImU8/dfA8xaSV5vnARDv70nus4OZoVCQPA/p/n8GLhQuRNu4DnbrahI423xUZH82it3uyJFt7d9wMc+dN1pBzLioSBgJ+RP41mZ3Q0/67Vj9joaNeJjDmlO6vV52KtwviC+Vj52TDXcXIsKxKGbz5/jWkJymX+S7izWn3XcYw5bc82foEo9fHqtpkEDtvWRHawIpHLBVKTeHX928QGYFDTEa7jGHNGLju/BDcWaMrXeWKYMOch13FyJCsSudw7sx7ih3gfjfM1pOL5JVzHMeaMPd38aUqmxDDuyDfs3PWL6zg5jhWJXGzHrk1MOfQFZVKieLylDUlqIlN8TCw9KvdmT5SPoe/bQRdZzYpELvb83B78ESX0qNyb2JgY13GMOWst6t7BtakXsDBmJ//5aqrrODmKFYlcasHyGXwWvYP6KUVpWre96zjGnLM+zd4hf0B5Y+WzpKWluo6TY1iRyIXS0lIZ+cNgCgSU3s3edR3HmCxR8sJy3J7vRtbFBRg+81+u4+QYYS8SItJGRFaJSEBEap0w73ER2Sgi60SkUbiz5RavzHyIDXEBbk+4gRLFLnEdx5gs86/bX+ayZB+zDy9h844NruPkCC62JH4GWgFL0k8UkUoEhyq9HLgFeENEosIfL2fb8vt63ju8mMuSffyr9cuu4xiTpXxRUTxwRX8O+4Tn5t3jOk6OEPYioaprVHVdBrNaAFNVNVlVNwMbAeuGNIu98OE9HPIJ99fojy/Kzqw2OU/92q24Oa04/43dy+zFb7uOE/G81CZRHPg13e3toWn/j4h0F5EVIrJi9+7dYQmXE7y/5F2+iP2DG9OK06BWK9dxjMk2j7UaQ2JagFEbRnAk6ZDrOBEtW4qEiCwUkZ8zuLQ42d0ymKYZLaiqb6tqLVWtlZiYmDWhc7ik5MOMWvcKRdMC9G412nUcY7JV0cIX0S6xNVtjYej0bq7jRLRsKRKqepOqVs7gcrJhpLYDJdPdLgH8nh35cqPnp93N5lhoV7g55xfOcAPNmBzl7qb9qZ6chw/8P/Hd6sWu40QsL+1umgu0E5E4ESkLlAeWO86UI3y3+nM+8K/kiqR47mk+2HUcY8LC5/Px6A0j8AHDlvYk4Pe7jhSRXBwC21JEtgN1gQ9F5FMAVV0FTAdWA58AD6iq/VfPUcDvZ9gXPYlCgx+YKDtgzOQe1S65kuaxtVkZl8rrsx91HSciuTi6abaqllDVOFW9QFUbpZv3jKperKoVVfXjcGfLiV6f8xgr41NoHlObquWvch3HmLDr1eYtKiQL0/6az+bfMjqw0pyMl3Y3mSy2bcd6pu//hPLJQq+2b7mOY4wTsbFx/LPG0xzyCUM+tEbsM2VFIgcb8kE3DvqEB6s/RWxsnOs4xjjToFYrbvWX5qu4/Uyc/5LrOBHFikQONXXBcJbF7eNmf2luqNPadRxjnOvddhwlUgOM3TaavX/Z+VWny4pEDrTvwB7GbH2XYqnKE23HuY5jjCcUzF+Ue0rfw84Y4ZkZ/3AdJ2JYkciBhszowu8xQpeSXSmUv6jrOMZ4RqubH6JBcmEWRf3Kp/+d4DpORLAikcN89s0sFvg2Uy+5IO0b9XQdxxjP6XPbOM7zK2+seoHDSQddx/E8KxI5yOGkQwz/YQD5AkrvJjZOhDEZKX5+Ge5MbMOmWBgypaPrOJ5nRSIHeXZqZzbFKncVbkHZ4pe6jmOMZ3Vv/jRXJufnQ9nAwuXTXcfxNCsSOcTiFbOZxxrqJCXQ47YhruMY43n9mo4lv1955cdBHD5iu50yY0UiB0hKPszw7/uTL6D0bTzKdRxjIkLpiyrQqWgrtsTCwGl2tFNmrEjkAEOmduKXWKXDec0pV/Jy13GMiRjdWgyiXlI+PmE9ny6f4TqOJ1mRiHCff/s+83QNtZPycm/LZ13HMSbi9G02hkJ+ZcSPAzl0+IDrOJ5jRSKCJSUf5uXv+pE3oDxxq+1mMuZslLzoUjqf35atsTB46p2u43iOFYkGvYAGAAAfsUlEQVQIdmw3U6GmXFKqsus4xkSszs36Uze5EB/7NvPxF/aDKz0X40kMFZG1IrJSRGaLSKF08x4XkY0isk5EGp3scXK7T7+cwgdHdzPdZruZjDlXT902kcJ+eGXdy+z90wbFPMrFlsQCoLKqVgXWA48DiEgloB1wOXAL8IaI2Ag5Gdh3YA+v/PwMBf3K080mID7bIDTmXJU4vzQ9ytzH79Hw1Mz2ruN4hotBh+aralro5lcEx7IGaAFMVdVkVd0MbATqhDtfJOg/tR2/xgrdi3em1EUVXMcxJse448YHaOQvxZLYP3h37tOu43iC65+gXYGjI9AVB35NN297aJpJZ+InL/Cf2J3cmHIhd97Sy3UcY3Kc/u2mUC4Fxu6ZwdqtP7qO41y2FAkRWSgiP2dwaZFumb5AGjDp6KQMHkozefzuIrJCRFbs3p17+oXf+vt63v1tHCVTlKfbTXEdx5gcKV9CQR6r+QxJIgz8pCt+f6rrSE5lS5FQ1ZtUtXIGl/cBRKQT0BTooKpHC8F2oGS6hykBZNh6pKpvq2otVa2VmJiYHS/BcwJ+P09/0JH9UcLDlZ+0LsCNyUb1ajSndWwdfopP4bnJnV3HccrF0U23AL2B5qp6ON2suUA7EYkTkbJAeWB5uPN51QvTurMi/jC3SWVurtvOdRxjcrzH2r1DjaQ8zPT/yEdLx7qO44yLNonXgPzAAhH5QUTeBFDVVcB0YDXwCfCAqvod5POcBV9NY3rK11RPiqVvBxsoxZhw8EVFMbjFZIqkKS+tHcqvOze7juSEi6ObLlHVkqpaPXS5N928Z1T1YlWtqKofn+xxcoude3/jxZ8HUcCvDGgygejoGNeRjMk1Sl54Cf+u0JO90ULf9+8g4M99v1tdH91kTiLg9/PkrDb8LxoeLHMf5UpUch3JmFyn2XXduN1Xhe/jjjB4SjfXccIu2nUAk7mXZ/6Lr+IO0CJQkdY3PnhsempqKtu3bycpKclhOmNyhvj4eEqUKEFMTOZb6U90mMDGd69idtwKan4xlibXdg5fQMesSHjUwq9nMOXw51ROjeGpzpOPm7d9+3by589PmTJlEMnoyGFjzOlQVfbu3cv27dspW7Zspsv5oqIZ1HwqXT68jZfWD6Vi6ZpcUqpKGJO6Y7ubPGjbjvU8/9MA8geUAY3GEBsbd9z8pKQkihQpYgXCmHMkIhQpUuS0tspLFruERy9/kv0+4YlPOnI46VAYErpnRcJjUlKS6f1BO/ZGQ8/yPalQunqGy1mBMCZrnMln6Za67eiUvyFr4vz0ntA8G1N5hxUJj+k7oSU/x6XSIf5aml2X+xrJjurcuTMzZ850HcM41qBBA1asWOE6xnH+2folGqUUY3HsLoZOe/DUd4hwViQ8ZOR7ffgk+lfqpxTlkXYjXccxxmTimY5zqJYUzeQji3l/yTuu42QrKxIe8Z/lMxmz/wMqJvt47s45ruOc0pYtW7j00kvp1KkTVatWpXXr1nz44Ye0bNny2DILFiygVatWAMyfP5+6detSo0YN2rRpw8GDBwEoU6YMvXv3pk6dOtSpU4eNGzceu/+SJUu4+uqrKVeu3HFbFUOHDqV27dpUrVqV/v37H5fn7rvvpnLlynTo0IGFCxdSr149ypcvz/LldvK+V0ycOJE6depQvXp1evTogd/vJ1++fDzyyCPUqFGDG2+8kfR9ss2YMYM6depQoUIFvvjiCwD8fj+9evU6th689dZbACxevJj69evTtm1bKlSoQJ8+fZg0aRJ16tShSpUq/PLLL1nyGuLi8/Jss6kUTYOXNgznx3VfZMnjepEd3eQBazZ9y+Cf+pMADLppNPkSCp72fQd8sIrVv/+VpXkqXVSA/s0uP+Vy69atY9SoUdSrV4+uXbuyevVq1qxZw+7du0lMTGTMmDF06dKFPXv2MHjwYBYuXEhCQgLPP/88L730Ek899RQABQoUYPny5YwfP56HHnqIefPmAbBjxw6WLl3K2rVrad68Oa1bt2b+/Pls2LCB5cuXo6o0b96cJUuWUKpUKTZu3MiMGTN4++23qV27NpMnT2bp0qXMnTuXIUOGMGeO94tvOD2//HnW/rE2Sx/z0sKX0rtO70znr1mzhmnTprFs2TJiYmK4//77mTRpEocOHaJGjRoMGzaMgQMHMmDAAF577TUA0tLSWL58OR999BEDBgxg4cKFjBo1ioIFC/LNN9+QnJxMvXr1aNiwIQA//vgja9asoXDhwpQrV467776b5cuX88orrzBixAiGDx+eJa+15EUVebLmC/T5vhdPLLmPtwvNpfgF5bLksb3EtiQc2/3n7/RZ1JlDPuh7+VNcVq6m60inrWTJktSrVw+Au+66i2XLltGxY0cmTpzIvn37+PLLL7n11lv56quvWL16NfXq1aN69eqMGzeOrVu3Hnuc9u3bH7v+8ssvj02/7bbb8Pl8VKpUiZ07dwLBLZL58+dzxRVXUKNGDdauXcuGDRsAKFu2LFWqVMHn83H55Zdz4403IiJUqVKFLVu2hOldMSezaNEivv32W2rXrk316tVZtGgRmzZtwufzcccddwDBdWnp0qXH7nN0a7RmzZrH/o/z589n/PjxVK9enSuvvJK9e/ceWw9q165NsWLFiIuL4+KLLz5WPLJjPah/RWP+Xeo+fo+Bnu/fzsFD+7P08b3AtiQcSklJpueMFmyJVXom3slNV91xxo9xOr/4s8uJR4WICF26dKFZs2bEx8fTpk0boqOjUVVuvvlmpkzJuHvz9I+T/u+4uL8P/T3aWbCq8vjjj9OjR4/jHmPLli3HLe/z+Y7d9vl8pKWlYY53sl/82UVV6dSpE88+e/yQu4MGDTrudkbrQVRU1LH/o6oyYsQIGjU6fpTjxYsXh309aHfTg/xvxiZGyQIennQrb3ZbQlRUzvlqtS0JRwJ+Pz3H3cIPcUm0j7mSTk36uo50xrZt23bsl/+UKVO45ppruOiii7jooosYPHgwnTt3BuCqq65i2bJlx9obDh8+zPr16489zrRp045d161b96TP2ahRI0aPHn2sTeO3335j165dWf3STDa58cYbmTlz5rH/2R9//MHWrVsJBALH2p0mT57MNddcc9LHadSoESNHjiQ1NTjWw/r16zl0yN15Cw+1eYkWgQp8FXeAR8Y0zlF9POWcchdh+oy7jc9j93BLWin6dBrlOs5Zueyyyxg3bhw9evSgfPny3HfffQB06NCB3bt3U6lSsK+pxMRExo4dS/v27UlOTgZg8ODBVKgQHHo1OTmZK6+8kkAgkOnWxlENGzZkzZo1x4pJvnz5mDhxIlFRNhx6JKhUqRKDBw+mYcOGBAIBYmJieP3110lISGDVqlXUrFmTggULHvvhkJm7776bLVu2UKNGDVSVxMRE521OA/8xnYOjb2FR7A76jr+dZ7vkjDYw+XvMn8hUq1Yt9dpx1KcycPydzNCfqJ9cmFe7/QffGX7BrVmzhssuuyyb0p2eLVu20LRpU37++ef/N+/BBx/kiiuuoFu3U5/nUaZMGVasWEHRojaIUm6WL1++Y1uHLmTVZyotLZV/jr6BpXH7aO2rQv+Ok099J0dE5FtVrXWq5Wx3U5i9OPVeZuhP1ElK4KXO88+4QHhdzZo1WblyJXfddZfrKMaEXXR0DMM7LaB2Ul5mBn7imYmdXUc6Z06KhIgMEpGVoUGH5ovIRaHpIiKvisjG0PwaLvJllxemdGdc8jKqJsXyyl2f/r8+mSJJmTJlMtyK+Pbbb1myZMlxjYcns2XLFtuKME63IrJaXFw8IzoupGZSPFP939J/fGSPJOlqS2KoqlZV1erAPOCp0PRbCQ5bWh7oDuSY046fndSVCSlfUj0pjjc6LDijcyGMMZElIW9+3ui0mKuS8vGeruLxMbdFbGO2kyKhqunP/koAjjaMtADGa9BXQCERKRb2gFls8ISOTE77hhpJ8bxx10IK5ivsOpIxJpvljU/g9S6LuSa5EPN8v/DwmFtISUl2HeuMOWuTEJFnRORXoAN/b0kUB35Nt9j20LSIlJaWyiOjbmVa4AdqJeXhjY7/IX9CIdexjDFhEhsbx4iu/+Gm1Av5T8z/uHvsNezZt8N1rDOSbUVCRBaKyM8ZXFoAqGpfVS0JTAKOdqWYUZ+9/+/wKxHpLiIrRGRF+j5evOTAoX3cO/o65kdv5/qUorzV5QsS8uZ3HcsYE2bR0TG8fPcC7oyqyY+xR+g2oxFrN33nOtZpy7Yioao3qWrlDC7vn7DoZOD20N/bgZLp5pUAfs/gsd9W1VqqWisxMTF7XsA52LDtJ7pNasDXcQdpxeUM77owohupXbCuwv82ZMgQ1xFMFnj8rrE8XPQOdkT76f5ZR6YteMV1pNPi6uim8uluNgeO9jI2F/hH6Cinq4D9qhpR22azF7/FPQvasSkmjR4JDRnQaWqOO8zVnJ2z7RLCikTO0blpP16oMogEFYb89g59x7TyfDuFqzaJ50K7nlYCDYF/h6Z/BGwCNgLvAPc7ynfG/P40Bk3oyIAtI4hT4flKT/Fg62GuY2WLjLoJP3z4MIsWLYqorsK3bNnCtddeS40aNahRowb//e9/gWD/P9dddx0tW7akUqVK3HvvvQQCAYBMu7R+5513qF27NtWqVeP222/n8OHDQHCLqGfPnlx//fX07t2bQ4cO0bVrV2rXrs0VV1zB++8HN6zHjh1Lq1atuOWWWyhfvjyPPfYYAH369OHIkSNUr16dDh06ZMF/z7jWoFYrxrX6lCtTCjDXt4GOY6/im1WLXMfKnKpG9KVmzZrq2opVi7XtW9W18tjK2unNWrp95+Zsfb7Vq1f/feOj3qqjG2ft5aPeJ33+zZs3K6BLly5VVdUuXbro0KFDNRAIaMWKFXXXrl2qqtq+fXudO3eu7t69W6+99lo9ePCgqqo+99xzOmDAAFVVLV26tA4ePFhVVceNG6dNmjRRVdVOnTpp69at1e/366pVq/Tiiy9WVdVPP/1U77nnHg0EAur3+7VJkyb6+eef6+bNmzUqKkpXrlypfr9fa9SooV26dNFAIKBz5szRFi1a/L/XcejQIT1y5Iiqqq5fv16PrkufffaZxsXF6S+//KJpaWl600036YwZM1RVFdCJEyeqquqAAQP0gQceUFXVPXv2HHvcvn376quvvnrsdTRp0kTT0tJUVfXxxx/XCRMmqKrqn3/+qeXLl9eDBw/qmDFjtGzZsrpv3z49cuSIlipVSrdt26aqqgkJCSf9f5hzd9xnKkz8aWk6bMp9euXoSlpz9OXab2xbPXTkYNieH1ihp/Eda2dcn4OUlGSemdiJe79+gC0xKfwjti6jun1J8fPLuI6W7U7sJnzp0qWISER1FZ6amso999xDlSpVaNOmDatXrz42r06dOpQrV46oqCjat29/rOvqzLq0/vnnn7n22mupUqUKkyZNYtWqVcceq02bNsf6lpo/fz7PPfcc1atXp0GDBiQlJbFt2zYg2PldwYIFiY+Pp1KlSse9Rybn8UVF0bPdG4yuP44qKXmZzWraTriK8R8966lzKqyDv7M0+dNhTNk2li2xUC0ljseuf42qFU7eg2m2uPW58D8nGXcTDkRUV+Evv/wyF1xwAT/++COBQID4+PhTvr7Msnfu3Jk5c+ZQrVo1xo4dy+LFi48tk5CQcNzrmDVrFhUrVjzucb7++uvj8qfvFtvkbJXK1WJMj+W8+/6TTN89h6G7JzNv1DSalmzHXQ17OW/TtC2JMxDw+5n48fO0fbs6z/5vLEkS4P78tzL+7uVuCoRDGXUTDkRUV+H79++nWLFi+Hw+JkyYgD/dr7fly5ezefNmAoEA06ZNO/b6MuvS+sCBAxQrVozU1FQmTZp00vwjRow4VvS+//77U+aMiYk51iW2ybnubjGY2Xd+yZ3RtdgVlcrQXZNoOro6AyfcxfqtPzrLZVsSp2Htpu+YtvRFvkpZyfYYITEqQDtfDf7Z7lUK5DvPdTwnMusmHCKnq/D777+f22+/nRkzZnD99dcf94u/bt269OnTh59++ulYIzaQaZfWgwYN4sorr6R06dJUqVKFAwcOZPic/fr146GHHqJq1aqoKmXKlDk2XGtmunfvTtWqValRo8ZJC5CJfAl58/N4hzH86/AB3p3Xl8XJi5kR+JFZn3XgkpQoKsZcTOWL6lH38saULRGenqCtq/ATJKcksWbzt3y7bgHr9qxgvX8bv8QG36OKyT7qFbyWe5o+47TvJdddhZ+sm3CI/K7CFy9ezIsvvpjhl7frLq1N9nD9mTqZpd/P48Pv32Ft2mZ+iQ2goV2cBfwB6gSK8/Ld88/qcU+3q/BcuyXx0dLxPLXhBRICSh4V/ECqKPuiBH/onxDtU8qlRdFSK9CwaieuqdHMbegIULNmTRISEhg2LGce/mtMuF1zRVOuuaIpAL/u2MiylXNZv3MFe/w7uDChVLY/f67dkvh29edM/u8QjgSOkKIpCD5iJJr80QUomqc4FYrV5LoarTivgHd+4R7l5V89xkSi3PiZsi2JU6hZqT41K9V3HcMYYzzNjm6KUJG+BWiMV9hn6eSsSESg+Ph49u7dayu3MedIVdm7d+9x58iY4+Xa3U2RrESJEmzfvh2vdpNuTCSJj4+nRIkSrmN4lhWJCBQTE0PZsmVdxzDG5AK2u8kYY0ymrEgYY4zJlBUJY4wxmYr4k+lEZDdwtE/losAeh3EyY7nOjOU6M5brzFiuoNKqesrxnyO+SKQnIitO5wzCcLNcZ8ZynRnLdWYs15mx3U3GGGMyZUXCGGNMpnJakXjbdYBMWK4zY7nOjOU6M5brDOSoNgljjDFZK6dtSRhjjMlCEVUkRKSI6wwZEZG4Uy8VfiLi2Q5pRKSw6wwZEQmNOOUxInJR6Nozn1kRuVRETj38oAMikt91hoyIiLshLc+SZ1a4kxGRfCIyDJgrIo+LyFWuM8GxXC8Dr4tIYxEp4DoTHMv1EjBfRLJ/6KozkC7bXBF5SEQqeSBTfhEZISIV1YP7X0WkNbBdROqoasB1oRCRhND/cDHQyks/3kLZXgNmicidIuKJTs7SrfczROQeEanoOtPp8nyREJGawAehm/cBBYC27hIFiUhD4EsgCVgK3A3c6jQUICLXAysIdt5YS1W3OY50jIjkA8YBfuAJoApQw3GmS4CpwD3AQJdZTsIH/A8YBqCqAVdBRKQVwfXrAMH3LEpV97rKk4GBBL8jBgNXAM+5jQMiUh9YSHC9fwa4BrjJaagz4NkiISJRoT//Bzygqo+o6kogFvjOYa6juyMOAC+q6uOqOhZYB1Q8YZlw5jr6v0wB9gF9VPWwiFwuIueHO0966d6PC4FyqtpLVZcAQvD/69IBYCiQD7hcRG4B97udRMSXLkN+oDGQT0TuD8131YPzGuB2Ve2vqh8ApT30nuUj+F49G1q/ngF8IvKky1zAdqBHaL3/HEgGtriNdPo8VyREpLyIvAX0FZFyqvqbqq4WkYIi8grBrYiGIvKGiFwQxlyXisibwL9EpICqfglMEZGY0CJrgSIA4dxlcUKugqq6DFhGcBfYXOB1YIyIPBju/bQZvGcbg5NltIh8BVwN9BCRl8K1y0JELhaRLkdvq+pO4BtVTQNeAZ4KTQ/7bqf02UJbC0e/dMsDFwP3Av1EpDyQEO5MIWtDn8doEckLzAPOD2UO63sW+q54RUTuFZHzVPUgcAHQLpRnH/A80FpELnSY6xdV/VFEzhORiUAjoKOIPOrVtrn0PFUkRORh4H1gNcEV75l0+xT/AuaoakmgB5AKDAhTrrLAROAXoBrwmohcqaopqpoaWuwaYH048mSSqyowUkQuA54FygL/UdUGBI+/Lk/w16iLbNWAt0TkUqAeMB/4SVUvBfoBUUD3MGS6H/gWeFhEbg9N86nqIQBVfQcIiMi/szvL6WTj78/nHuA7Vf2a4O7NdUD1dFvb4cwkAKqapqqHgfOA4qHlszXPCdn6ALOB34AGwKjQrKeBdiJSNHR7JcG2kyaOcr2V7n3ZD0xX1dIEv7tKEiz8nuapIgH8AXRR1VeAhwmufCUh+CtFVT8L/X2E4C6n38KU61Jgj6oOJVigNgJNRKQMQGhr4jzgs9DtK0WkkINca4GOgAJNVXU4gKq+DxQGDochU2bZ1gB3AXmAvMDBULa1wO8Ed5Flt18Ith31A+4UkfhQQ7Ck+yA/CXQTkRgRaSYipcOQK7NsaaF5BYGpIvIj8A3BXWRfqqrfQaaj79fR7465QGuAMOQBgo3TBNefO1T1BaAzcKmIVFfV7wl+Do+236QQbAvI9mEcM8lVOXRBVQOqOjf09xqC67wXOxo8jvMiccKvj/eB5SISF/qFvpFgI9SJ96lO8JfnL+FJyc9AkohcGsr1EcEvumtD84/uH64pIvOBLhk8RrhyxQG3hja9ARCRakApwrtCZvae3UiwwF8tIrUleHTTbQR/IGQrVf0UeA/4IfR894VmydEvOFVdDBwhuOX6AJD2/x8pfNlC+/m/IbgP+15VbUuwoT3bG2RP8X4dbTzfCqyS8B5FdxiYpaqrQt8VScD3BLdIAXoC14pIDxFpBFwHhKOxP6Nc36XLdYyIVCXYeB2uH7pnT1XDfgEuAl45jeW+A6qlu30+MIngh+aObMhVBCiS7rYvdH0JwV04d6eb9xDQL/T3NQRXwkVAOw/lKkaw8H6VHbnOItvDwBOhvx8leNTayqz+X2aQSU6YH03wSLQPgfJHlwFigPsJfvGF6/06WbYKoWkJJyzj88L7FbquFlrHCodz/TphmSiCu6jLpptWj2Cx+Aro4KFcxULr/dfZtY5l+WsN+xMGN+d/AP4EWmSyjACVgI/S3a4Y+rtxNuV6gmCbwox0X7JR6ebfQ3AT9qrQ7asI7leHYCPiIx7KtTLd/M7Z+L886/csdDsxTJky+gBfSLCIPRm6ffQL+fIwv1+nlS30GTj6xSweyFQx/f/a8ft1DTDv6HsDXOi1XEffw9B1RBSHY7nD9kTBlepjgg1MlwODCO43P26lT/dBqAuMJHg000rgX1n54Tgh270Ej9IoTPDY/dWEfr0d/SAQ3F3Ti+Buk3wEj6AYxQm/8jyUK182/z89956dLNNJ1skNwCGCWzbZsn6dY7aDBH8RZ+nWQxa8X9mS6UyypfuuaEqw3eT20HKdXHxXnEaurtn1fmXnJduPtQ41diUBOwn+2l4dml6G4DHN8whWf4XjDqO7lWCDZ2HgQQ0e95yVueJUNTnUJnIBwYr/hwTP5l4IFCL4YQiEcm0TkRcJ7vKaSHB3SlcNHRnjwVwHM34GT2TLsvfsdDOJiBxdt0KNrkWB8cDeUKYvsiqTl7N5MdPZZkv3XdEC6AbMIng+QpZm82qusMmu6kNwn91rBA+/bAjkD02PDV1fDyzghF+8/F2Fbwa6ZXeu0LR/EPwALAK2heZvBJqH5qffhSJkz24ST+byarazzORLd/94oI2H3q9szebFTFmRLbRudSMbdqt6NVe4L9nzoMEKugroT3BrYAZw2wnL3AyMJpsavE4z13uE2jgIHmY4gb/bPjoCP+fmXF7Ndq6ZyN7dSp7L5sVMXl6/vJzLxSW7DoH9ExikqgNU9S2Cx8FfDMcd8voDwZNNCoSmh+OU/hNz/QpcFppXiGCXFjsAVHUCsFNCvW/m0lxezXZOmTT0yc5F2byYKUuy5cJcYXfObRLp912msxSIFZFoDZ4Q9AvBQ79QVX/oLNfdEuyaoSXwclaviGeRa6sEuzt4TES+JHgS0VaCbSk5PpdXs3kxk5ezeTGT17N5NZdXnNOWhIjEpH9zj24NaPDMwiT9+4zRqwieDczR+SIST7DFf9m5ZMjKXARPFvqL4JEuC1S1q2bhWaRezeXVbF7M5OVsXszk9WxezeUpevb77B4APgceB65PNz19Y1c0wQav94FSoWlXAQVOXDarLueQqy6Q9+j83JLLq9m8mMnL2byYyevZvJrLa5cz2pKQoGIiMptgw/OTBBtxWkpwsA+fhk7XF5EyGqzCcQT7TrlWRBYTPFZeIev6xc+iXHcQOn1e//71kCNzeTWbFzN5OZsXM3k9m1dzedoZVN3o0HUMcEO66fcBT6e7XRqYSfBEuHiCh78GCJ5I1zIbfg1YrhyQzYuZvJzNi5m8ns2rubx+Oa03FniRYF/7DU+Y3pPgoDHzCfbDXwVoBgxJt1xh4KHs+IdbrsjP5sVMXs7mxUxez+bVXJFyOdWbK8AbBM+W7UDw5LcHgPjQ/MYER4orRLAaTz7h/tnSt4vlyhnZvJjJy9m8mMnr2byaK5IupzoENj9QHWikqgdEZE/oTW0LjFfVj0LLpYjIr8AeEYkluP8uoNnX2m+5ckY2L2bycjYvZvJ6Nq/mihgnbbhW1b8I9mPfOTRpGcF+26+UdMMBikgegmcdHtDgaG1+DZXh7GC5ckY2L2bycjYvZvJ6Nq/miiSnc3TTbIJDJRbTYKdxKwkO5F1MguPcvkBwfIe1qto3G7NarpyZzYuZvJzNi5m8ns2ruSLC6RSJpQR7fuwMoKrfAXUIdo+bBiwhOBJa/+wKablydDYvZvJyNi9m8no2r+aKCKfslkNVd4jIHOA5EdlIsOImERrWUVXnZW9Ey5WTs3kxk5ezeTGT17N5NVfE0NM/SuBWgr22riU4voPzVnfLlXOyeTGTl7N5MZPXs3k1l9cvR8duOC0iEhOsK946y9BynTkvZvNipqO8mM2LmY7yajav5vKyMyoSxhhjcpfsGk/CGGNMDmBFwhhjTKasSBhjjMmUFQljjDGZsiJhjDEmU1YkjDHGZMqKhDHGmExZkTDGGJOp/wMoJlTotfRy1QAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "loc = berlin\n", - "times = pd.DatetimeIndex(start=datetime.date(2015,3,28), end=datetime.date(2015,3,29), freq='5min')\n", + "times = pd.date_range(start=datetime.date(2015,3,28), end=datetime.date(2015,3,29), freq='5min')\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\n", "ephemout = pvlib.solarposition.ephemeris(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\n", @@ -637,28 +647,32 @@ }, { "data": { - "image/png": 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5PS6Nj2D8oe/YuOkX13HMBbIiYTKVNet/YHLCYi6Pj2ZARxul1IXoqCj61nmOIz7h+Vl32thOYc5JkRCRYiIyT0RWi8hKEbk/uDy/iHwtIuuDP/O5yGfClCrDv7mHRISHGrxiJ8051LBqcxpzGQtijzBp5hDXccwFcNWSSAIeVNXLCUxZ2kdEKgADgbmqWhaYG7xtzFn5cNpAfoxNpGnkFdS+vIHrOFne451GUSQRRm3/iL17bBbicOWkSKjqdlVdFrx+kMC0pZcArYHj4zePAWzSYXNWdu7cxAd7PqdogvB4x3ddxzFAnuy56VnmHv6O8jFsag/Xccx5cr5PQkRKAlcAPwGFVHU7BAoJcJG7ZCacPP9pT3ZE+rj98v7kiM3mOo4J6nLtHdRLiOOrqO3MW2jzd4Qjp0VCRHICU4G+qnrWM6uLSG8RWSIiS3bu3JlxAU1YmP3de8yO3kX9xMK0u6qb6zjmFI+1GkVOP7yx8gUSjh12HcecI2dFQkSiCBSI8ar6SXDxvyJSOHh/YWBHao9V1XdVtaaq1oyLiwtNYONJx44eYMTaV8mTDI+3Ge06jklFiUIl6ZivNetihJc/vs11HHOOXB3dJMBIYLWqvpTirhnA8c7LHsD0UGcz4eWlj29jQ4zQKa4jRQte4jqOScO9rZ+mYnw2Pkn+jd9Xf+s6jjkHrloS9YHuwHUi8mvwcgMwFGgiIuuBJsHbxqRqxapvmOZfRaX47Nzd8gnXccxp+Hw+HrrmdZIRXpr/AJqc7DqSOUuujm5aoKqiqlVUtVrwMlNVd6tqI1UtG/y5x0U+433+5GRe+v5BFOGha9+woTfCQM1ydWgeVYufY5P4YPoA13HMWbJvlglLY6YPYGlsEs2jalGjbC3XccxZerTTCIolCOP3fsnu3VtcxzFnwYqECTv79vzFxD0zKZbg45FOI1zHMecgW3Qst5R/kH8jfbz4ya2u45izYEXChJ1Xpt7K9qgIupXrS7boWNdxzDnqeHUP6iTE8VXUPyxcPMl1HHMGViRMWPl12ad8Hvk31RIKcHPDW1zHMedpYIv3yOaHN395Bn9Sgus45jSsSJjw4U/mzcWDEIT+zd5yncZcgEuLlOGGHNfyW6zy3tT7Xccxp2FFwoSNSdMH8GM2P9dF16Vy8Qqu45gL1L/dS5RKiGTiofn8s32N6zgmDVYkTFg4vHcbY3bNpFCij8fb2zwRmUF0VBS9qzzOnghh+Ge9XccxabAiYcLC61Nv5a/oCG4q3YdcsdldxzHppGWd9lyZVJTZ0Xv45vuRruOYVFiRMJ63ZsXnfBKxlQoJ+eh1nW1xZjaPtX6PXH54e/XLJCUcdR3HnMKKhPE2fzJvLHyMJIQHr7NupsyoWFwxWuVtyeoY4a3Jd7iOY05hRcJ42mefPcZ32f00iKxB7TLVXMcxGeTB1s9SNj6Gj+OX8tfmZa7jmBSsSBjPOrZvOyN3TKdAkjCo3Ruu45gMFBHh4+7az3DIJwz/qo/rOCYFKxLGs96eeht/REfSrtjt5MuRy3Uck8EaV2vGVf7SfBNzkDnzbKPAK6xIGE/auPJLPpbNXJqQm3sa25ZlVvFI2/fIkwzvrR9Bcvwh13EMViSMF/mTeWP+IxzxCX2vfsmGAc9CLslXiBb5WrMqxse7k+9yHcfgdvrSUSKyQ0R+T7Esv4h8LSLrgz/zucpn3JkzcxCzsydTV6rSsHwd13FMiD3U+ilKJcQwKX4p//z1q+s4WZ7LTbQPgOtPWTYQmKuqZYG5wdsmC0k68C/v/j2FPEnCoLbWL50VRUZE0OuKweyJ8PHaF3eBqutIWZqzIqGq84FTZ55rDYwJXh8DtAlpKOPc+1NuY3VMJDcW/g8X57aGZFbVqmYLaiaX4MvYgyz6/m3XcbI0r3X2FlLV7QDBnxc5zmNC6O81c5jAn5RIyMnD1/dzHcc49uiNbxPjh7dXv4HfdmI747UicVZEpLeILBGRJTt37nQdx6QHfzJvfvMQ+30++tR73nZWGy69qBiNczVnWayP8VPsCDdXvPZN/FdECgMEf+5IbSVVfVdVa6pqzbi4uJAGNBljwawhfJ49iepUpHmlBq7jGI94vM0zFEmIZuyxxezb9pvrOFmS14rEDKBH8HoPYLrDLCZE/Ad38PaWiWT3+xjc+nXXcYyHxEZF06PSo/wTGcmbn/W2ndgOuDwEdiKwCCgvIltF5DZgKNBERNYDTYK3TSY3dkovlsdG0bTgTRTPZ7uhzMlurteeSomX8EnMQVb88L7rOFmOy6ObuqhqYVWNUtWiqjpSVXeraiNVLRv8eerRTyaT2bluHmP96ymSkIPHWwxwHcd41KM3vIUPYcSKlyHhsOs4WYrXuptMVuJPZsScfuyMjKR3rSFERUS4TmQ8qnKR0lyVrRELskfwydR7XcfJUqxIGGeWfP0sn2ZPpIq/LO2rNXYdx3jcU22fo2BiFKMOLeLw9t/P/ACTLqxIGCf8B/9lxMbxRPmFQS3tzGpzZrlistG5XD82R0fyznTbiR0qViSME5On3sHibFFck689ZeOKuI5jwsSdV3fj0sRCTIrZz4YfR7mOkyVYkTAht3/9t4xKWstFidl4quWjruOYMNO/0Wsk4uOtX14EOxM7w1mRMKGVnMQ7X/fl76hIelYdRGxUtOtEJszUK1WBWjEN+DpHJLOn9XUdJ9OzImFC6ve5w5iULYlyyaXpXusG13FMmHquzTDyJEXyzv7vSfhnpes4mZoVCRM6h3Yw4o+xCMKg5q+6TmPCWP7suWhdsg/rYqIZPe1224mdgaxImJCZMeUO5meP5spcrahcuKTrOCbMPXjtrRRLLMiY6P389dNo13EyLSsSJiQObZjHu0mryZ8Yy7M3PuE6jskEfD4f/a5+iSM+H28vfR7iD7qOlClZkTAZLzmJUbMeYHNUFDdXfJScMbGuE5lMonG5K6gSWYfPckSyYPqDruNkSlYkTIbbMPc5xmVPpFRSCe6o19Z1HJPJDG31PDn8kby191uStttw4unNioTJWHs28vb6sSTh44mmL7tOYzKhIrnz06zI7fwWG8OEaXfYTux0ZkXCZBxV5k3txaycsVyR4wZqFSvrOpHJpB5vcieFEvMzMmYfO34a6TpOpmJFwmSY+F/G8xpbyZmUjeE3/td1HJOJRUZEcN+Vw9jri+C9n4fBge2uI2UaniwSInK9iKwVkQ0iMtB1HnMeDu9i4veD2RAdTfty/cmbLYfrRCaTa1WhLuUi6jA5Vwy/TrVzJ9KL54qEiEQAbwLNgQpAFxGp4DaVOSeq/D3tHt7JHU1ccmn61W/nOpHJIl5o8SwR/ihejV+L/9cJruNkCp4rEkBtYIOq/qmqCcBHQGvHmcy5WD6REXt/4ohEMOjaZ/H5vPgxM5lRqfwX0bDw7SzJFsvMeY/Dgb9dRwp7Xvz2XgL8leL21uAyEw72bOSX2QOZlisnl2VvydWlKrpOZLKYoU16kz3pYl7Ok42Dn9wO/mTXkcKaF4uEpLLspM5FEektIktEZMnOnTtDFMucUeJRkqb05Nm82YlIyslrN9ic1Sb0oiMj6VvzCXZERjBy/28w7xnXkcKaF4vEVqBYittFgZPajKr6rqrWVNWacXFxIQ1n0qAKn93PtIPrWRMTRbvSfSiUM4/rVCaL6lL1agr7rmJ0njxsWvQqrJnpOlLY8mKR+BkoKyKlRCQauAmY4TiTOZNFb7L/98kMy1eI7Mllebzhza4TmSzutWaP4dcYnoy7BP3kdvjHzsY+H54rEqqaBNwDzAJWAx+rqg0Y72Xrv4avn2BQocs56vPzVIMnbGe1ce6yi4rSoGBXlsUqs7PngvGdYP8217HCjie/yao6U1XLqWoZVbUORS/buRam3MqyguX4OuYgZWOb0azsFa5TGQPAi9ffTUTSxTyaqyDH4g/AR10gKcF1rLDiySJhwsjUXiRHxnJ3bH7En4s3b7BzH413ZI+K4Z4qD5EQuZ9HStwA25fDd0NdxworViTM+duxBv5ZwWtFr+Fw5FbaFO9Nkdz5Xacy5iS9ajWjoNTi64QlbCjXAha9CYnHXMcKG1YkzPlbNY19vgg+OLqCbMmXMvi6/7hOZEyqhjd6HBD6HTsEScdgyyLXkcKGFQlz/lZO47m40iT7jjKo/uO2s9p4VvVLSlMrb0c2RmxkYbYc8Oe3riOFDftWm/Ozcy2r929gZrZ4Lo1pyg3la7hOZMxpvdL8fnxJBXmqQEES/vjGdZywYUXCnJek3z/lmQL58flz8MYNj7qOY8wZ5YnNzq2X9+XvKGXCkY2w+w/XkcKCFQlz7lSZvHISy2NjaFmsN0Xz2M5qEx7uq9eKAv7LGJEvDxsXvO46TliwImHO2T+/fcbb2eMplJifwdf1cB3HmLMmIjx33RAS8PHKti8h/pDrSJ5nRcKcG1VeWziYfT4ffes9S2REhOtExpyTeiXKUz/2Or7JEc3Uaf1cx/E8KxLmnHz33Zt8kS2eWv5LaVmxvus4xpyX59oNpVBiJO8dXMC+XZtcx/E0KxLmrPkTjzFi7dvk9MOTrUe4jmPMecsVk40eZfuyLSqC4dPucB3H06xImLP2xpR7WRkrtMzdnGIFCruOY8wF6d6wB7Xi8/FF5DZ+XP6l6zieZUXCnJXN29by8dEfKBcfycNtnnMdx5h0MeD614nxK6/+9Cj+ZJvBLjVWJMxZGfbF7Rz2CX2qP0FkZKTrOMaki/LFq9Iqpg6/xyQxYrrNpJiakBcJEekoIitFxC8iNU+57xER2SAia0WkWaizmdR9Mu8tvo/ZS6Pk4lxXs53rOMakqwc7jqBMvPDx3i/ZvmuL6zie46Il8TvQDpifcqGIVCAwC11F4HrgLRGx4ysdO3L0ICM3jKBQop9H2o9yHceYdBcdHcOdFR9mX4Tw3LTbXMfxnJAXCVVdraprU7mrNfCRqsar6kZgA1A7tOnMqYZ93Ist0dC10E0UyHux6zjGZIjr63fnmsQ4vovczqwfP3Idx1O8tE/iEuCvFLe3BpcZR5at+Z4v/CupcSwbt9z4hOs4xmSoAa1GkjdZGfHbsyQkxLuO4xkZUiREZI6I/J7KpfXpHpbKMk3j+XuLyBIRWbJz5870CW1O4k9O5uXvHsCH0u+611zHMSbDFSlUmg55mvNHtDJ8cm/XcTwjQ4qEqjZW1UqpXKaf5mFbgWIpbhcF/k7j+d9V1ZqqWjMuLi49o5ug9z8fxK+x8bSMqEaVsnVdxzEmJPq0HUblY9FMS1jCb+t+cB3HE7zU3TQDuElEYkSkFFAWWOw4U5b07+5tTNz1CSUT4OHO77mOY0zI+CIieKjhK/gRXph3n507gZtDYNuKyFagHvCFiMwCUNWVwMfAKuAroI+q2l/Igec+7cnuCOH2cveTLSa76zjGhFT1yxrQKrIav8TG8/b0R1zHcc7F0U2fqmpRVY1R1UKq2izFfc+oahlVLa+qdp68A5/NH8U3kdu5JvEiWjXs5TqOMU707/Q+l8YLE/d9wZbt61zHccpL3U3GscNHDvL22pcpmKw82nas6zjGOBMTE0ufKo9zyCc881nW3liyImFOeHZSD7ZEw38K3cTFBYu6jmOMU43rdqJpcgl+iNnLhNmvuI7jjBUJA8D3yz5jpqyj7rGc9Gxp50QYA/BopzFckqiM3vI+e/fvch3HCSsShqSkRF5d8jjZ/cqA5nY0kzHH5clVkF4levFPlPD0lP+4juOEFQnDC5PuYG2Mn045G3Np8Uqu4xjjKR2a9KVhfD7mRmxh1g/jXMcJOSsSWdyK9T8yLeEnKsdHcW/7l1zHMcaTBrYZS75k5Y2Vwzh8+IDrOCFlRSIL8ycn8/y8PvgRHrr6VXwRNuiuMakpelFJ/lPoJjZFw5BJXV3HCSkrElnYK1PuZXlMAm2ialD9sgau4xjjabe2fIIr4/PwpW8jXy780HWckLEikUWtWPcDk458R4X4SAbc9L7rOMaEhSdajyNfsvL6quc5cHiv6zghYUUiC/InJ/Pct/cAMOCqV4iMjHKcyJjwULRQSW4r3I2/omHwR91cxwkJKxJZ0AuT7uD3mETax1xJ9QoNXccxJqx0u+ERGsbnY07EZqZ/P9p1nAxnRSKLWbr2HQUqAAAgAElEQVTqO6bGL6LysSge6vy26zjGhKXH244jLkl5a+1w9h3I3CfZWZHIQpKSEhm24H58wMBr37SjmYw5TxfHFad3sVv5O0oY/HEX13EylBWJLGTYR71YHZNMp+wNqVKunus4xoS1Ts0e5NqEQsyJ+odJs15wHSfDWJHIIhb8+gWfJi6l6rFo+nZ43XUcYzKFQZ0mUiwB3t76AZu3rXEdJ0O4mHToBRFZIyIrRORTEcmb4r5HRGSDiKwVkWanex5z9g4e3sfzPw8kVpUnmr5v3UzGpJP8eeLoW/kJ9kUIgz7vnilnsnPRkvgaqKSqVYB1wCMAIlIBuAmoCFwPvCUi9t8sHQyaeBMbo+GWgh0oX+oK13GMyVSa1u1EG19VlsQe4+XJfVzHSXcuZqabrapJwZs/AscnLmgNfKSq8aq6EdgA1A51vsxm4qzhzI7aRsOEgtzWarDrOMZkSo/d/AGV4qP46OgCflzxles46cr1PolbgePTlF4C/JXivq3BZeY8bf57He9sHUXRROXpTh+7jmNMphUZGcUTjd8jWpWhP/XnyNGDriOlmwwpEiIyR0R+T+XSOsU6jwFJwPjji1J5Kk3j+XuLyBIRWbJz5870/wUyAX9yMk9+3o39EcIDFR8jX54415GMydQqlK7BLQXa8ke08tj4Dq7jpJsMKRKq2lhVK6VymQ4gIj2AlkBXVT1eCLYCxVI8TVHg7zSe/11VramqNePi7J9fap6f1JulMUdp46tM03qZ+zhuY7yiV+shNEq4iDlRf/P+jMwxw6OLo5uuBwYArVT1SIq7ZgA3iUiMiJQCygKLQ50vM/jyh3F8nPATVY9F89jNY13HMSZLGXLzJ1waL4zc9Qk/r5znOs4Fc7FP4g0gF/C1iPwqIm8DqOpK4GNgFfAV0EdVM9/xZBnsr383MnzVUPImK0NaTrDB+4wJsZw58vBEgzcQYMgP94f9aLHyv96e8FSzZk1dsmSJ6xghlZiYyNatWzl27NhJy1WV3Yf+IVGUPJG5yB6by1FCY8JHbGwsRYsWJSoqfTeoRs54klf2fsK1CXG8dvs36frc6UFElqpqzTOtFxmKMCZ9bd26lVy5clGyZElE/re//+/df6IXFSKfZKNIgdIOExoTHlSV3bt3s3XrVkqVKpWuz31bq8Gsfv8nZkVv4/WpD3Jv++Hp+vyh4voQWHMejh07RoECBU4qEPsO7mSfHiW7CoXzp++H3ZjMSkQoUKDA/2uVp5enuk3l8vgIxhyYxaxF48/8AA+yIhGmUhaIo8cO88+xf4lUuCRvmZPuM8acXkZ+X7LH5uDZ68eRx68MW/Us6zYvz7DXyihWJMJcUnIi2w5uQgUKZ7+E6KgY15HSRc+ePZkyZYrrGMaxa665hnDf53hp8UoMrPAEB33w6Kz/cOjIAdeRzokViTCmqmzds4F4gYKR+ciVI++ZH2SMCbkm9W7i1jwtWRvjp//4G8NqIEArEmFs++4/OSx+8hJDXN7QjmCyadMmLrvsMnr06EGVKlXo0KEDX3zxBW3btj2xztdff027du0AmD17NvXq1aN69ep07NiRQ4cOAVCyZEkGDBhA7dq1qV27Nhs2bDjx+Pnz53PllVdSunTpk1oVL7zwArVq1aJKlSo8+eSTJ+Xp1asXlSpVomvXrsyZM4f69etTtmxZFi+2U268Yty4cdSuXZtq1apxxx13kJycTM6cOXnwwQepXr06jRo1IuVICpMnT6Z27dqUK1eO77//HoDk5GQefvjhE5+Dd955B4Bvv/2Whg0b0qlTJ8qVK8fAgQMZP348tWvXpnLlyvzxxx9OfmeAu9oN44bkEnwfvYehH93mLMe5sqObwtSufdvZyzFGfbOHrXsjgfQbnqRCkdw8eWPFM663du1aRo4cSf369bn11ltZtWoVq1evZufOncTFxTF69GhuueUWdu3axZAhQ5gzZw45cuRg2LBhvPTSS/z3v/8FIHfu3CxevJixY8fSt29fPv/8cwC2b9/OggULWLNmDa1ataJDhw7Mnj2b9evXs3jxYlSVVq1aMX/+fIoXL86GDRuYPHky7777LrVq1WLChAksWLCAGTNm8OyzzzJt2rR0e48yg2GLh7FmT/rOgXBZ/ssYUHtAmvevXr2aSZMmsXDhQqKiorj77rsZP348hw8fpnr16gwfPpynnnqKwYMH88YbbwCQlJTE4sWLmTlzJoMHD2bOnDmMHDmSPHny8PPPPxMfH0/9+vVp2rQpAMuXL2f16tXkz5+f0qVL06tXLxYvXsyrr77K66+/ziuvvJKuv/O5eOY/n/LvyCuZFLOEQjMGcVurQc6ynC1rSYSho/GH2Zm0mxiFXDHuupiKFStG/fr1AejWrRsLFy6ke/fujBs3jn379rFo0SKaN2/Ojz/+yKpVq6hfvz7VqlVjzJgxbN68+cTzdOnS5cTPRYsWnVjepk0bfD4fFSpU4N9//wUCLZLZs2dzxRVXUL16ddasWcP69esBKFWqFJUrV8bn81GxYkUaNWqEiFC5cmU2bdoUonfFnM7cuXNZunQptWrVolq1asydO5c///wTn89H586dgcBnacGCBScec7w1WqNGjRN/x9mzZzN27FiqVatGnTp12L1794nPQa1atShcuDAxMTGUKVPmRPHwwucgMjKKlzp/TpkEHyN2T+Gz+aOc5jkb1pIIM8vWfM/+xARyaCyX5C7JoNY5nGU59agQEeGWW27hxhtvJDY2lo4dOxIZGYmq0qRJEyZOnHjG50l5PSbmfzvhj5/0qao88sgj3HHHHSc9x6ZNm05a3+fznbjt8/lISkrCnOx0W/wZRVXp0aMHzz333EnLn3766ZNup/Y5iIiIOPF3VFVef/11mjU7eW6yb7/91vOfg/x5C/FC8wncNesmhm0YzkX5ilGnchPXsdJkLYkw8tf29Ty24C4AimQvSrYYdwUCYMuWLSe2/CdOnMhVV11FkSJFKFKkCEOGDKFnz54A1K1bl4ULF57Y33DkyBHWrVt34nkmTZp04me9eqefe7tZs2aMGjXqxD6Nbdu2sWPHjvT+1UwGadSoEVOmTDnxN9uzZw+bN2/G7/ef2O80YcIErrrqqtM+T7NmzRgxYgSJiYkArFu3jsOHD2ds+HRUplglnq7zMgCP//QAq/5c6jhR2qwlESZ27dvOA591YEcU5I7M5YkjmS6//HLGjBnDHXfcQdmyZbnrrkAB69q1Kzt37qRChQoAxMXF8cEHH9ClSxfi4+MBGDJkCOXKlQMgPj6eOnXq4Pf702xtHNe0aVNWr159opjkzJmTcePGEWFTsoaFChUqMGTIEJo2bYrf7ycqKoo333yTHDlysHLlSmrUqEGePHlObDikpVevXmzatInq1aujqsTFxYXdPqc6lZvw6P7+DF7/PA9+04M3oiZRptiZ9wWGmo3dFAb2HdzNnRMbszo6kT55W9OgfDcuv/xyp5k2bdpEy5Yt+f333//ffffccw9XXHEFt9125iM4SpYsyZIlSyhYsGBGxDRhImfOnCdahy6sXr3a2Xdqytw3GbplBIWThLdunEaxi8uE5HXPduwm627yuENHDnDPxGasik7kthyN6d3mGdeRTqtGjRqsWLGCbt26uY5iTFjo0KgPD1z8H7ZFKffNaMtf/250HekkViQ87MjRQ9zzYROWx8TTLeZK7uvo7tC9U5UsWTLVVsTSpUuZP3/+STsPT2fTpk3WijBOWxFe0LV5f+4p0JHN0X7untGKP/5a6TrSCVYkPGrfwV30HnsNS2OP0NlXjf5d3nUdyRiTgW698Un6XdSd7ZHKPbM6s/IPb3SjOykSIvK0iKwITjo0W0SKBJeLiLwmIhuC91d3kc+1HXv+5o6JTVgRc4zuUXV5vPuHriMZY0Kg2w0DGFj8LvZEKH3n9WTRilmuIzlrSbygqlVUtRrwOfDf4PLmBKYtLQv0BkY4yufMxq2ruWNKc9ZGJ3J7jib0v/k915GMMSHUoVEfnizbn2M+5cEl/fh4zutO8zgpEqqachjEHMDxQ6xaA2M14Ecgr4gUDnlAR75f9hm9v+rIX1HJ3JO/Hfd2fNl1JGOMAzdc1YNX6r5FvmTh2a3vMHxSH2dZnO2TEJFnROQvoCv/a0lcAvyVYrWtwWWZ3rivnufh5QOJF+XJMg/Qq9VTriM5ZUOF/8+zzz7rOoJxoEaFhrzb+nMqxEfzwbH53PdeI/Yf2hPyHBlWJERkjoj8nsqlNYCqPqaqxYDxwD3HH5bKU/2/EzlEpLeILBGRJSlHiwxHSUmJPDmmMy/+M5a4JB+vX/UON14dPiNEmrN3vkNCWJHIui65qCQje3xP08QizIveQbeJDVn02+yQZsiwIqGqjVW1UiqX6aesOgFoH7y+FSiW4r6iwN+pPPe7qlpTVWvGxcVlzC8QAus2L6f7qDp8wiqqx+fg/XZfUbX86Ycj8ILUhgk/cuQIc+fODauhwjdt2kSDBg2oXr061atX54cffgAC4/9cffXVtG3blgoVKnDnnXfi9/sB0hzS+r333qNWrVpUrVqV9u3bc+TIESDQIurXrx/XXnstAwYM4PDhw9x6663UqlWLK664gunTA1+HDz74gHbt2nH99ddTtmxZ+vfvD8DAgQM5evQo1apVo2vXrunw1zPhJltsDob3msWDBTqxN8LP/UseYPhHd4VuTgpVDfkFKJvi+r3AlOD1FsCXBFoUdYHFZ3quGjVqaDga+dlgbTCygtYYVVGHTbhdk5OSzvqxq1at+t+NmQNUR92QvpeZA077+hs3blRAFyxYoKqqt9xyi77wwgvq9/u1fPnyumPHDlVV7dKli86YMUN37typDRo00EOHDqmq6tChQ3Xw4MGqqlqiRAkdMmSIqqqOGTNGW7RooaqqPXr00A4dOmhycrKuXLlSy5Qpo6qqs2bN0ttvv139fr8mJydrixYt9LvvvtONGzdqRESErlixQpOTk7V69ep6yy23qN/v12nTpmnr1q3/3+9x+PBhPXr0qKqqrlu3To9/lubNm6cxMTH6xx9/aFJSkjZu3FgnT56sqqqAjhs3TlVVBw8erH369FFV1V27dp143scee0xfe+21E79HixYtNCn4933kkUf0ww8/VFXVvXv3atmyZfXQoUM6evRoLVWqlO7bt0+PHj2qxYsX1y1btqiqao4cOU779zAX7qTvlIetWLdIO79TVSt9UEk7vVNNF//+zXk/F7BEz+L/tat9EkODXU8rgKbA/cHlM4E/gQ3Ae8DdGRVg38Hd9Hv/elaHeGCtFesX0ePd2ry8ezJ5kn28WPkp+nd5F1+YjT106jDhCxYsQETCaqjwxMREbr/9dipXrkzHjh1ZtWrViftq165N6dKliYiIoEuXLieGrk5rSOvff/+dBg0aULlyZcaPH8/Klf87Gapjx44nxpaaPXs2Q4cOpVq1alxzzTUcO3aMLVu2AIHB7/LkyUNsbCwVKlQ46T0yBqBy2bqMu/VnukfVYXNUAm8s6J/hr+lkgD9VbZ/GcgVCshv/q0VjmRe5lfnf9aDxd2Xo13oEF+UvkmGvt2vfdl6dfh+z/KvwRwntqED/bqPIkS3nhT1x86HpE/AcpTZMOBBWQ4W//PLLFCpUiOXLl+P3+4mNjT3j75dW9p49ezJt2jSqVq3KBx98wLfffntinRw5/jdar6oydepUypcvf9Lz/PTTTyflTzkstjEpRUZG0f/m92mxYTF+9Wf462XZM65vavoA79V6jWoJOfnC9yftpzVh0Ngu6T5uyl//bmTw2C60/aQx01jD5QnZebfuWwzu8fGFFwiHUhsmHAirocL3799P4cKF8fl8fPjhhySn6ONdvHgxGzduxO/3M2nSpBO/X1pDWh88eJDChQuTmJjI+PHjT5v/9ddfP1H0fvnllzPmjIqKOjEktjHHVby0NpXL1s3w18nSQ4XXrHgd71f8kc/nj2b8mteYGvE7M2e2pGZSQa4r05k2V99OZGTUOT9vUlIi0757h3l/TmFx5C6O+YRKSdE8VPpuWl9zewb8JqGX1jDhED5Dhd999920b9+eyZMnc+211560xV+vXj0GDhzIb7/9dmInNpDmkNZPP/00derUoUSJElSuXJmDBw+m+ppPPPEEffv2pUqVKqgqJUuWPDFda1p69+5NlSpVqF69+mkLkDEZwYYKT+HrRROZ+tubLIvay1Gfj3xJfi5Lzkv53FW4vPiV1K3YjPx5Lvp/j9uzfwc/rpzF6i2LWHNgOesi9rEn0kes30+NxHy0q9yHpvW6pEtGcDusMZx+mHAI/6HCv/32W1588cVU/3m7HtLaZAzX3ykXznao8CzdkjhVk3pdaFKvC7v2bmfi3OdZsftHVkftY1H8Ali/ANY/T3a/n9zJgg/wAwcilCO+//Xa5Yv0Uy4xF1fkqU/nRg9RMF+WOWEcCAwVniNHDoYPH+46ijEmHVhL4gySkhJZtvo7ft3wDdv2r2d/4h6O6NFAn7IIOSQ7uaLyUixveSqXakDtio2JiMzY2psVt3qMyUhZ8TtlLYl0EhkZRe3KjaldubHrKMYYE3JZ9uimcBfuLUBjvMK+S6dnRSIMxcbGsnv3bvtwG3OBVJXdu3efdI6MOZl1N4WhokWLsnXrVsJ9cENjvCA2NpaiRYu6juFZViTCUFRUFKVKlXIdwxiTBVh3kzHGmDRZkTDGGJMmKxLGGGPSFPYn04nITuD4mMoFgV0O46TFcp0by3VuLNe5sVwBJVT1jLO2hX2RSElElpzNGYShZrnOjeU6N5br3Fiuc2PdTcYYY9JkRcIYY0yaMluReNd1gDRYrnNjuc6N5To3luscZKp9EsYYY9JXZmtJGGOMSUdhVSREpIDrDKkRkXOfOzNERKRI8Ke4zpKSiORynSE1IuLJ74SIxAV/eu3vWFZEWrvOcSoRyeY6Q2pEJMeZ1/IWT34hTiUiOUVkODBDRB4RkYyf/fsspMj1lIhc6TpPSiKSQ0ReAmaJSAH1SL+iiOQSkZeBj0Wku4g4n7ovmGmYiORXVb/XCoWI3AmsEJHKqqpeyJfi87UUaCkiEV4oYMHv5BvA+yJyvYjkcZ0JTuR6BRglIu1F5P/Pg+xRzj9sZyIiNYDPgjfvAnIDndwlChCRG4GfCMxiugt4TkRquU0VEMy2EjgC1FfV3Y4jASAiFwMfAwnAO0AXoKTjTFWAr4AHgPddZjlVin+6scBe4DEAVfU7CwWIyM3AL8Bu4F7gUlVN9siGyCtADPAJgc/XQLdxQERaAguBRGAicAdQw2moc+DZIpGiC+cfoI+qPqiqK4BoYJm7ZCf4gSdU9WFVfRnYAtQHT3QJJAIRqvq4qh4QkUs90r1TCMinqgNUdRpwAEh2nGkf8IyqRgNXiUj9YGvCaReiiEiw1RAB5COwgZQv+A/adRfnBqCdqj6jqmOAnF5o3YtIQaAI8ICqTgVeAgqLyO1uk/EncFvwf8U0AhuVBxxnOmueKxLBPs53gMdEpLSqblPVVSKSR0ReJdCKaCoib4lIoRDmukxEXhWRziISCcwGPhORqOAqywgUMEK9RZUi200iEq2qXwGLRWS0iIwD3gImi8gNIhKy2VVOyRWlqsuB7CLyhoj8BFQGBorIPSKSO0SZSgVbWgCo6hZgfvDmc8CI4PKQF6+U2Y53KwVzZCfQgn4LuFNESgIh63NP5T1brKq/S0BR4Dcc/C8JbvwMDXbfxKrqLgLTH/QKrrIG+BRoISL5HeWKUdVVqrpERAqKyJdAXeA+EekkIjlDlet8eapIiMgDwHRgFXAR8IyIHJ844QAwTVWLEWiuJQKDQ5SrBvARsBNoR6BbooCqJqpqYnC16wi0JkLqlGxtgdEiEkOg++RqYKmqNgW+AJoBVzjKNVJE8gYzbAzmqgi8B5QFWoUgU19gNXCviDQMLvOp6iGAYIswOrgPIKRSyxZYLD4C3SffqOp0AlvKvwIVQrFvIo33TCBQyFR1K1CU4OcqFC2cYHH6L4EupWNAT2B88O5XgOtFJK+qxgMrgE1AdUe5Pkyxyl5gvKqWBkYR6Hlok9G5LpSnigSwB7hFVV8l8E/uEqAYnPhAzgteP0pgy31biHKVBdaq6hACf3gf0P741kmwKycbMCt4u2IIt9hPzZYM3EngvakZ/McH8AZQNUSZUssF0B3YEcz4N4CqfkmgBXYkBJm2ALcCk4Ebg60bP0CwdQhwP/B4cNnVIWytppYtOZjvMDBVRH4jsHW8lUCRDcW+idRyafAf4vGCMBFoBCFrgV1MYL9WK1UdBNwE1BSRMgRahX8AA4J5NhLY73XYUa46InJpMEuyqo4LXp8F5AEOhiDXBfFakZhOoJskJriFvoFAM/skIlIN6E3gwxAKW4C9IlIsWKDGA9WAy4P3xwLbgYYi8i1wG6F7b1PLVhmoo6p7U6xXjcAHeJ/DXNWA2gT+btWCXYtlCRSvUHyJP1PVCcBaAkW9HZzo/0+CE1/eAyKSAPQlsO8pFNLKFkXgs3WIQL92S2AB8LDLXHBSQdgD/CMi0SHKtAP4SFU3BV8zGfiBwIbGYQKtiQ4i0i64ryQOCMV+wtRyLQSOnrqiBA6YKIU3R6M9iZMiIacclpai+bov2GKID95VDfgrxXoXich4Al0UrwU/vOmZK9cpt1N+sJKA8sGcswg0J48fzdQA6Ar0Ad5W1X6qmq5bxueY7ejxbCJSXEQ+IdDXPkpVVzvOVRWYQ2CL+G0CTfPXgvdnSKbjUnQNLiPQDXFNsIipBA7hjBWRxwj8M+yuqu1UNV0nEj/HbCWCy8eragdVXRxc5yFVHeow14n3LHjfLgLdTen+jzi1z1dwi3xTMF8CgY20qoA/+P9jPdAPqEPgf8UIVf3BUa5qBLrGEZHI4PdxWopcC9MzV4ZQ1ZBeCDTlfyVwOF/n4LKIU9YRoAIwM8Xt8sHrN2RQrqcIfBH6A9cGl0WmuP+ZYPZywdvXA8uC1ysCD2fge3Y+2ZYGrxcEenskV3NgSYr7y4QoU0Qq61UHXgRuDt6OC/6sH+K/4+mydT0l2/9b1wvvmQferzbA1OB1AWK9lit4O1vw0jMj86X3JaQtCRHpTaC6twRmAm+IyKWaoh8zWJGVQH/dZhHpBCwHmgXvm5kBuboDVxJoDewFXhGRS1Q1KUUT+qNgpgeCW8tFgLkAqrpSVV9I71wXmi24U3aXqqb7wGHnmasw8M3x/n9VTdfuwtNkSj51J6+qLgO+AfqKyBECO9fRDNqyO89s9weztQouT/f+/gt8zzLsTOuzyZWi1ZoXmCkibQm0UFt4LZeIrCOwgXtUVT/IqHwZIqOrEBAT/BkJPA+0TXHfHOCL01RrPzAJuDoDcuVIcf0e4O4Ut18m0BcL4EuxvCiBHcBfEzjsr0YGvWeezObFXOeQSVIsjyBwzsZmAv37DR3/HUOaLTPlCt6eQWB/26dAg6ySK1SXjHtiKBD85/Au0DS47DFgAoGjAHIR2MG0DWgUvN93/I0GmhDYUZfeufITON58AoHmoA+4D5h4ynrbgGuC11N2oQhQKoPeM09m82Ku88yUsnhly4jPl5ezZcZcBA4PHgx0yyq5Qn3JmCcNNENXAk8SOKfhEwLHx0cCo4GxBM6F6ExgZ+/4kPyygRPxVgBPAx0JbN3WDf5BdwC1U6x7PzA6ZH8Ij2bzYq4LzcQpW3xZIVtmzeXVv2Nmuhw/Njy97QWeVtWPAESkAlBVVWdJ4ESlQsEP3WYRuQlYElzv+P6IjLKGwFEry4Ov1wFAVeNF5BkCWw3H55jdSKC1E4pcXs7mxVwXlMnL71cWfM+8+Pnycq6Qu+AikcabsoDAmauRGjj+/A8COy2Pv8l/qapK4OSX24DjJ5ik25ubWi4NjP2EBEYenUDgZL37RaSwqr4qIg0lMKrrDwT6Hr9J71xezubFXF7M5PVslitz5PKMC2mGAFGn3E61SUrgTe6R8nEEjiZZAzx4IRnOJxeB45ePH8bXksCIpNcSOFy0A4Ejr/qmdy4vZ/NiLi9m8no2y5U5cnnpciFvbh/gO+ARgscKB5en3NEVGXyTpwPFg8uO9+vFkQHHM59NrlQeM4HgzvXg7Yw6Ht2T2byYy4uZvJ7NcmWOXF67nNN5EhJQWEQ+JXD00eMEjoNvK4FJSHz6v7FwSmqgqymGwOnpDSQwZEUXAtV7p6oeO5fXT6dcxU95bG0Ch2memHNB0/F4dK9m82IuL2byejbLlTlyedo5VN3I4M8o4LoUy+8CBqW4XQKYQmAYiFigKYHzHb4kxTkS6bg1cK653iLQirmUQFPxB6BNRlRgr2bzYi4vZvJ6NsuVOXJ5/XJWbyyBU/Ff5eRmViSB8VH+ITC3wn8JDCx3I/BsivXykzF9iReaKw/wnwx5Uz2azYu5vJjJ69ksV+bIFS6XM725QqCajiNwGvrXBPrxYoP330BgmOe8BKrxhFMen1F9wp7M5eVsXszlxUxez2a5MkeucLqc6RDYXARGMWymqgdFZFfwTe0EjNX/jaOUICJ/Abvkf0Pk+jXj+uu8msvL2byYy4uZvJ7NcmWOXGHjtDuuVfUAgVmdegYXLSQwAXodCUxqD4CIZCMwocxBVU3QDJ4U3au5vJzNi7m8mMnr2SxX5sgVTs7m6KZPCUwQU1gD0zyuAOIJTDAeKSLPAz8Da1T1sQzMGi65vJzNi7m8mMnr2SxX5sgVFs6mSCwgcMhXTzgxXHBtAiMjJhGYLrC5qj6ZUSHDLJeXs3kxlxczeT2b5cocucLCGYflUNXtEphJaaiIbCBQcY8RmHUMVf08YyOGVy4vZ/NiLi9m8no2y5U5coUNPfujBJoDowgMpXHP2T4uoy9ezeXlbF7M5cVMXs9muTJHLq9fjs/dcFYkMCm7anDSeK/wai7wbjYv5vJipuO8ms1ynRuv5vKycyoSxhhjspaQznFtjDEmvFiRMMYYkyod4VgAAAAvSURBVCYrEsYYY9JkRcIYY0yarEgYY4xJkxUJY4wxabIiYYwxJk1WJIwxxqTp/wAVhEfa5NzvfQAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "loc = berlin\n", - "times = pd.DatetimeIndex(start=datetime.date(2015,3,30), end=datetime.date(2015,3,31), freq='5min')\n", + "times = pd.date_range(start=datetime.date(2015,3,30), end=datetime.date(2015,3,31), freq='5min')\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\n", "ephemout = pvlib.solarposition.ephemeris(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\n", @@ -722,28 +736,32 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "loc = berlin\n", - "times = pd.DatetimeIndex(start=datetime.date(2015,6,28), end=datetime.date(2015,6,29), freq='5min')\n", + "times = pd.date_range(start=datetime.date(2015,6,28), end=datetime.date(2015,6,29), freq='5min')\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\n", "ephemout = pvlib.solarposition.ephemeris(times.tz_localize(loc.tz), loc.latitude, loc.longitude)\n", @@ -773,22 +791,14 @@ "outputs": [ { "data": { - "text/plain": [ - "(-10, 10)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -800,7 +810,7 @@ "plt.legend(ncol=2)\n", "plt.title('elevation')\n", "plt.xlim(pd.Timestamp('2015-06-28 02:00:00+02:00'), pd.Timestamp('2015-06-28 06:00:00+02:00'))\n", - "plt.ylim(-10,10)" + "plt.ylim(-10,10);" ] }, { @@ -828,12 +838,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "13.3 ms ± 377 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "9.47 ms ± 106 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", + "# NBVAL_SKIP\n", "\n", "pyephemout = pvlib.solarposition.pyephem(times_loc, loc.latitude, loc.longitude)\n", "#ephemout = pvlib.solarposition.ephemeris(times, loc)" @@ -848,12 +859,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "15.4 ms ± 923 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "8.04 ms ± 231 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", + "# NBVAL_SKIP\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.ephemeris(times_loc, loc.latitude, loc.longitude)" @@ -868,12 +880,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "11.2 ms ± 696 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "7.74 ms ± 92.5 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", + "# NBVAL_SKIP\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.get_solarposition(times_loc, loc.latitude, loc.longitude,\n", @@ -892,16 +905,25 @@ "execution_count": 19, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\solarposition.py:265: UserWarning: Reloading spa to use numba\n", + " warnings.warn('Reloading spa to use numba')\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "1.6 ms ± 150 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "2.82 ms ± 108 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%%timeit\n", + "# NBVAL_SKIP\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.get_solarposition(times_loc, loc.latitude, loc.longitude,\n", @@ -924,12 +946,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "2.52 ms ± 424 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n" + "3.86 ms ± 165 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", + "# NBVAL_SKIP\n", "\n", "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", "ephemout = pvlib.solarposition.get_solarposition(times_loc, loc.latitude, loc.longitude,\n", @@ -945,12 +968,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "2.58 ms ± 389 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "3.57 ms ± 112 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", + "# NBVAL_SKIP\n", "\n", "ephemout = pvlib.solarposition.spa_python(times_loc, loc.latitude, loc.longitude,\n", " how='numba', numthreads=16)" @@ -980,9 +1004,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/docs/tutorials/tmy.ipynb b/docs/tutorials/tmy.ipynb index d621eb5644..7b371919c0 100644 --- a/docs/tutorials/tmy.ipynb +++ b/docs/tutorials/tmy.ipynb @@ -72,7 +72,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Import the TMY data using the functions in the ``pvlib.tmy`` module." + "Import the TMY data using the functions in the ``pvlib.iotools`` module." ] }, { @@ -81,8 +81,8 @@ "metadata": {}, "outputs": [], "source": [ - "tmy3_data, tmy3_metadata = pvlib.tmy.readtmy3(os.path.join(pvlib_abspath, 'data', '703165TY.csv'))\n", - "tmy2_data, tmy2_metadata = pvlib.tmy.readtmy2(os.path.join(pvlib_abspath, 'data', '12839.tm2'))" + "tmy3_data, tmy3_metadata = pvlib.iotools.read_tmy3(os.path.join(pvlib_abspath, 'data', '703165TY.csv'))\n", + "tmy2_data, tmy2_metadata = pvlib.iotools.read_tmy2(os.path.join(pvlib_abspath, 'data', '12839.tm2'))" ] }, { @@ -125,6 +125,8 @@ " \n", " \n", " \n", + " Date (MM/DD/YYYY)\n", + " Time (HH:MM)\n", " ETR\n", " ETRN\n", " GHI\n", @@ -133,8 +135,6 @@ " DNI\n", " DNISource\n", " DNIUncertainty\n", - " DHI\n", - " DHISource\n", " ...\n", " AOD\n", " AODSource\n", @@ -147,34 +147,12 @@ " LprecipSource\n", " LprecipUncertainty\n", " \n", - " \n", - " datetime\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " 1997-01-01 01:00:00-09:00\n", + " 01/01/1997\n", + " 01:00\n", " 0\n", " 0\n", " 0\n", @@ -183,8 +161,6 @@ " 0\n", " 1\n", " 0\n", - " 0\n", - " 1\n", " ...\n", " 0.051\n", " F\n", @@ -199,6 +175,8 @@ " \n", " \n", " 1997-01-01 02:00:00-09:00\n", + " 01/01/1997\n", + " 02:00\n", " 0\n", " 0\n", " 0\n", @@ -207,8 +185,6 @@ " 0\n", " 1\n", " 0\n", - " 0\n", - " 1\n", " ...\n", " 0.051\n", " F\n", @@ -223,6 +199,8 @@ " \n", " \n", " 1997-01-01 03:00:00-09:00\n", + " 01/01/1997\n", + " 03:00\n", " 0\n", " 0\n", " 0\n", @@ -231,8 +209,6 @@ " 0\n", " 1\n", " 0\n", - " 0\n", - " 1\n", " ...\n", " 0.051\n", " F\n", @@ -247,6 +223,8 @@ " \n", " \n", " 1997-01-01 04:00:00-09:00\n", + " 01/01/1997\n", + " 04:00\n", " 0\n", " 0\n", " 0\n", @@ -255,8 +233,6 @@ " 0\n", " 1\n", " 0\n", - " 0\n", - " 1\n", " ...\n", " 0.051\n", " F\n", @@ -271,6 +247,8 @@ " \n", " \n", " 1997-01-01 05:00:00-09:00\n", + " 01/01/1997\n", + " 05:00\n", " 0\n", " 0\n", " 0\n", @@ -279,8 +257,6 @@ " 0\n", " 1\n", " 0\n", - " 0\n", - " 1\n", " ...\n", " 0.051\n", " F\n", @@ -295,36 +271,32 @@ " \n", " \n", "\n", - "

5 rows × 66 columns

\n", + "

5 rows × 68 columns

\n", "" ], "text/plain": [ - " ETR ETRN GHI GHISource GHIUncertainty DNI \\\n", - "datetime \n", - "1997-01-01 01:00:00-09:00 0 0 0 1 0 0 \n", - "1997-01-01 02:00:00-09:00 0 0 0 1 0 0 \n", - "1997-01-01 03:00:00-09:00 0 0 0 1 0 0 \n", - "1997-01-01 04:00:00-09:00 0 0 0 1 0 0 \n", - "1997-01-01 05:00:00-09:00 0 0 0 1 0 0 \n", + " Date (MM/DD/YYYY) Time (HH:MM) ETR ETRN GHI \\\n", + "1997-01-01 01:00:00-09:00 01/01/1997 01:00 0 0 0 \n", + "1997-01-01 02:00:00-09:00 01/01/1997 02:00 0 0 0 \n", + "1997-01-01 03:00:00-09:00 01/01/1997 03:00 0 0 0 \n", + "1997-01-01 04:00:00-09:00 01/01/1997 04:00 0 0 0 \n", + "1997-01-01 05:00:00-09:00 01/01/1997 05:00 0 0 0 \n", "\n", - " DNISource DNIUncertainty DHI DHISource \\\n", - "datetime \n", + " GHISource GHIUncertainty DNI DNISource \\\n", "1997-01-01 01:00:00-09:00 1 0 0 1 \n", "1997-01-01 02:00:00-09:00 1 0 0 1 \n", "1997-01-01 03:00:00-09:00 1 0 0 1 \n", "1997-01-01 04:00:00-09:00 1 0 0 1 \n", "1997-01-01 05:00:00-09:00 1 0 0 1 \n", "\n", - " ... AOD AODSource \\\n", - "datetime ... \n", - "1997-01-01 01:00:00-09:00 ... 0.051 F \n", - "1997-01-01 02:00:00-09:00 ... 0.051 F \n", - "1997-01-01 03:00:00-09:00 ... 0.051 F \n", - "1997-01-01 04:00:00-09:00 ... 0.051 F \n", - "1997-01-01 05:00:00-09:00 ... 0.051 F \n", + " DNIUncertainty ... AOD AODSource \\\n", + "1997-01-01 01:00:00-09:00 0 ... 0.051 F \n", + "1997-01-01 02:00:00-09:00 0 ... 0.051 F \n", + "1997-01-01 03:00:00-09:00 0 ... 0.051 F \n", + "1997-01-01 04:00:00-09:00 0 ... 0.051 F \n", + "1997-01-01 05:00:00-09:00 0 ... 0.051 F \n", "\n", " AODUncertainty Alb AlbSource AlbUncertainty \\\n", - "datetime \n", "1997-01-01 01:00:00-09:00 8 0.24 F 8 \n", "1997-01-01 02:00:00-09:00 8 0.24 F 8 \n", "1997-01-01 03:00:00-09:00 8 0.24 F 8 \n", @@ -332,7 +304,6 @@ "1997-01-01 05:00:00-09:00 8 0.24 F 8 \n", "\n", " Lprecipdepth Lprecipquantity LprecipSource \\\n", - "datetime \n", "1997-01-01 01:00:00-09:00 -9900 -9900 ? \n", "1997-01-01 02:00:00-09:00 -9900 -9900 ? \n", "1997-01-01 03:00:00-09:00 -9900 -9900 ? \n", @@ -340,14 +311,13 @@ "1997-01-01 05:00:00-09:00 -9900 -9900 ? \n", "\n", " LprecipUncertainty \n", - "datetime \n", "1997-01-01 01:00:00-09:00 0 \n", "1997-01-01 02:00:00-09:00 0 \n", "1997-01-01 03:00:00-09:00 0 \n", "1997-01-01 04:00:00-09:00 0 \n", "1997-01-01 05:00:00-09:00 0 \n", "\n", - "[5 rows x 66 columns]" + "[5 rows x 68 columns]" ] }, "execution_count": 4, @@ -367,27 +337,19 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "tmy3_data['GHI'].plot()" + "tmy3_data['GHI'].plot();" ] }, { @@ -403,7 +365,7 @@ "metadata": {}, "outputs": [], "source": [ - "tmy3_data, tmy3_metadata = pvlib.tmy.readtmy3(os.path.join(pvlib_abspath, 'data', '703165TY.csv'), coerce_year=1987)" + "tmy3_data, tmy3_metadata = pvlib.iotools.read_tmy3(os.path.join(pvlib_abspath, 'data', '703165TY.csv'), coerce_year=1987)" ] }, { @@ -413,27 +375,19 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "tmy3_data['GHI'].plot()" + "tmy3_data['GHI'].plot();" ] }, { @@ -460,40 +414,33 @@ "1962-01-01 03:00:00-05:00 62.0 1.0 1.0 4.0 0.0 0.0 0.0 ? \n", "1962-01-01 04:00:00-05:00 62.0 1.0 1.0 5.0 0.0 0.0 0.0 ? \n", "\n", - " GHIUncertainty DNI ... \\\n", - "1962-01-01 00:00:00-05:00 0.0 0.0 ... \n", - "1962-01-01 01:00:00-05:00 0.0 0.0 ... \n", - "1962-01-01 02:00:00-05:00 0.0 0.0 ... \n", - "1962-01-01 03:00:00-05:00 0.0 0.0 ... \n", - "1962-01-01 04:00:00-05:00 0.0 0.0 ... \n", - "\n", - " PwatUncertainty AOD AODSource AODUncertainty \\\n", - "1962-01-01 00:00:00-05:00 8.0 62.0 F 8.0 \n", - "1962-01-01 01:00:00-05:00 8.0 62.0 F 8.0 \n", - "1962-01-01 02:00:00-05:00 8.0 62.0 F 8.0 \n", - "1962-01-01 03:00:00-05:00 8.0 62.0 F 8.0 \n", - "1962-01-01 04:00:00-05:00 8.0 62.0 F 8.0 \n", + " GHIUncertainty DNI ... PwatUncertainty AOD \\\n", + "1962-01-01 00:00:00-05:00 0.0 0.0 ... 8.0 62.0 \n", + "1962-01-01 01:00:00-05:00 0.0 0.0 ... 8.0 62.0 \n", + "1962-01-01 02:00:00-05:00 0.0 0.0 ... 8.0 62.0 \n", + "1962-01-01 03:00:00-05:00 0.0 0.0 ... 8.0 62.0 \n", + "1962-01-01 04:00:00-05:00 0.0 0.0 ... 8.0 62.0 \n", "\n", - " SnowDepth SnowDepthSource SnowDepthUncertainty \\\n", - "1962-01-01 00:00:00-05:00 0.0 A 7.0 \n", - "1962-01-01 01:00:00-05:00 0.0 A 7.0 \n", - "1962-01-01 02:00:00-05:00 0.0 A 7.0 \n", - "1962-01-01 03:00:00-05:00 0.0 A 7.0 \n", - "1962-01-01 04:00:00-05:00 0.0 A 7.0 \n", + " AODSource AODUncertainty SnowDepth \\\n", + "1962-01-01 00:00:00-05:00 F 8.0 0.0 \n", + "1962-01-01 01:00:00-05:00 F 8.0 0.0 \n", + "1962-01-01 02:00:00-05:00 F 8.0 0.0 \n", + "1962-01-01 03:00:00-05:00 F 8.0 0.0 \n", + "1962-01-01 04:00:00-05:00 F 8.0 0.0 \n", "\n", - " LastSnowfall LastSnowfallSource \\\n", - "1962-01-01 00:00:00-05:00 88.0 E \n", - "1962-01-01 01:00:00-05:00 88.0 E \n", - "1962-01-01 02:00:00-05:00 88.0 E \n", - "1962-01-01 03:00:00-05:00 88.0 E \n", - "1962-01-01 04:00:00-05:00 88.0 E \n", + " SnowDepthSource SnowDepthUncertainty LastSnowfall \\\n", + "1962-01-01 00:00:00-05:00 A 7.0 88.0 \n", + "1962-01-01 01:00:00-05:00 A 7.0 88.0 \n", + "1962-01-01 02:00:00-05:00 A 7.0 88.0 \n", + "1962-01-01 03:00:00-05:00 A 7.0 88.0 \n", + "1962-01-01 04:00:00-05:00 A 7.0 88.0 \n", "\n", - " LastSnowfallUncertaint \n", - "1962-01-01 00:00:00-05:00 7.0 \n", - "1962-01-01 01:00:00-05:00 7.0 \n", - "1962-01-01 02:00:00-05:00 7.0 \n", - "1962-01-01 03:00:00-05:00 7.0 \n", - "1962-01-01 04:00:00-05:00 7.0 \n", + " LastSnowfallSource LastSnowfallUncertaint \n", + "1962-01-01 00:00:00-05:00 E 7.0 \n", + "1962-01-01 01:00:00-05:00 E 7.0 \n", + "1962-01-01 02:00:00-05:00 E 7.0 \n", + "1962-01-01 03:00:00-05:00 E 7.0 \n", + "1962-01-01 04:00:00-05:00 E 7.0 \n", "\n", "[5 rows x 70 columns]\n" ] @@ -504,53 +451,6 @@ "print(tmy2_data.head())" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, the TMY readers can access TMY files directly from the NREL website." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "tmy3_data, tmy3_metadata = pvlib.tmy.readtmy3('http://rredc.nrel.gov/solar/old_data/nsrdb/1991-2005/data/tmy3/722740TYA.CSV', coerce_year=2015)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5,1,'Tucson TMY GHI')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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LLPdQ6QTTpxc5PJVQVTy6dD/zpYl8wkpTdbMArAZwvojUish3ANwF4DIRqQRwmfE3AMwHcABAFYAnAPwAAFS1BcDvAaw3/rvNGEZU1DJ9aW2oeCKZtpFdcSzNm4/UBreyJ/LRvnQ+9d+WF/9xSXbLyeAm6WBTFx7KoefAmavjteIRF4Pn/sel2V5xpLUHNS1D3wgC8fStuxfuwf8aXb0TUXEbMm1DVb86yKhLTKZVAD8cZDlPAngyo9IRFbBdde3ozDR/coggRpItYWQfeGyrbcOoYYO/aJcsShbLzvWR99oDzfjwORMcaU7PD82SVVsM9gbn/M1FIAAgirSt1Dhfhn4vk6Z8PtLag2dWHcJvjDavB3sZOFWiJ8+uUBTRmPbpip6Iig+75yZyyJXTV2DulqGD1FRWa56Hcri5C5+8d6npuFnrqtM28SYpTdVlHN5YnWGQ7/Hlx9fglS1HMl2rZcX2wuDOuja8sjm33+vvm2ux00LzeX3kEPeWBuKXnUjMvbSa/rtB6n1VTUtPMnC2KnHTuO5gC95903wca2eHMETFjN1zE3nIkB1/pPTMl86TFQcz6mEvVS4Bph11iYebux2plZy7pc6TLT/kYt+xTvz4xS05LeMnL55INcjHzUViH45EXcx57v9FcyxK/8OxuqUbp40dnttCicizWPNM5CFD1zxb68DEDqqa8Xqspkakyz1+8O1KvPum+Zmt2IKf/W0rXsnwSQANYoggO10QnkiZcDOJZmDsnM1jlpT5+80rAHpCUVz+4PK0PUQSUWFi8EyUoRfWVVtqv9nM3C1H0tZ+7qlvT9t7YOKa72K6aFo+SCsmwJbI180c9HRpG9no/yRIJJ5Ss6e+A7fP2w0AuO21Xbj/zezb4iYi72DaBlGGps3ZjuFlAez5/RWm42dvqMFbu46Zjrvxhfgj9sFeQpq9oRazN5wIntcfcrdRGrZ5W7x6QlFUNfS9CUzenMUUItk1KfirOduw62jHoOO9eIN1oKkTTV2hrOcfmEYlSNxhJG4SnjS6Af/pp8/Pej1E5A0MnomykOgm28wvXtpm23qufWy1bcuyynInKSZBkOX3BR3Kre3oDaOmJX1b2RT3kxe3DNoByrtumo8PnDUOr/zwYxkvd9Y6a92KW91XbnllO84YNwI/+MS5GZfFzOI9x1B5rO9Nw388mttxNiB0Fm/eJBCRPRg8Ew2hMxjBM6sO4Xv/9m5fNUGVVVN1LgcM33pqPTYcZo6pFZtrBv5OXaEIdh+Nt7yxpSZ91/P5kug90a7g+dtPb7BlOX2Y5DwTUfFizjPREO5esAf3vLEX87cfdbsoSUPV3GbbTnL8cX1KU3UOBcNOBBexmDJwHkRFZRO+8MhKRKLpm4dbWdWMK/60Ii9lyveN1pK9Dbj2sVV5WVdApOiaRSSiE1jzTJQiGlNsqTmOD75zQnJYVyje0UlvOFr0HW28K8dWLtzMkc617MXsJ7O3oLEjiJauEKKq+MaMdTjWXhxdSSdahenf8Ul/N/x1Mzoy7bTIqv49FjJwJipqrHkmSvHn5fvxH4+uxur9zclhgTzUxHqRU2kbC3fUY1ttcbW37HWp2+WFdTUDXhTM1Ju76vGNGWszni+W0kyMXTdaT608hHfdNB/Hh3jhL5+HbrF1A09EfTF4JjJ8Y8ZaPLy4CkC8i97EsETLGTFl2xN2+N5zG1FR1eR2MfxJgEPN2XWekyocVayojG/D3nAUn32oAhsPD90yzLtumo+2nnDW6+0KRrDL6A2xMxjBFX9agdte3wUAONqWvle/XJ4adYciGXWwk1rzbHWtq/Y34fOPrER4iNQaInIfg2ciw4rKJnSFogCAqNF18IrKpuTFPqZD9+xXTIo9RcWvWnJoks3MvmMd2H6kDb+em1mX1m/varAUcCdsPNyC/565EVdOX4FQJIa1B5qTLzcCQ9dk57I33zBrC65+qAIdvdkH/kP5+d+2YXN1K+qHuAkgIvcxeCbf21R9HG/2a7LLrPInlkWPe4O5/MHlQz5mTidfcS3j52Lh3Iacvz1+7Oysa8d1T6yxPN9Nf9+eURNx//Ho6uQTi2yOxVz25USQH4pYqxVOrXk+1NSF2eutNd8HxG/YV+0/Uatvpcb7WHsvnjbakSYi5zF4Jt/7wiOrMHXmxj7DEjXPqVTVtjzNPfUdeGOQNnaJnOJELm51y4k0kFUp7woUk8RRP1grNv2Hpv7Ox7vD+MXLfdt+f2PnwJzxgHE1vunv23HdE/FxP39pG65+qAJNnQNf7lxR2YhVxs3E1Jkb8dvXdqG6udviNyKiXDB4JsqAnTWxMc0sNWJXXTu6jbSSeFmcrRZWZQ+DlJ6bqT2ZrtmOfdksdF62rxHrDvZNPxmqtY3/nrkxmTOeEDCZaXN1vOnFnpTjPuEbM9bhur/Eg+y27vhTrEgshuNdIUyeNg9PVrAmmsgpDJ6JzOShralM86evnL4CM9ccBgDcvXAPzvmV95pmYxNd3uRkjOtGyxKNHUEctuHFR6vS/X7XP7kOjyzd32fY0bYeS00Bpt585PIrptaIJ16cnL3BeqoIEWWG7TwTZcDOIERtzKF2gsLb5aPMOXJz48IN08f/uCTjeezYl63+flZ7MTznV/Mx5Z3j8dL3/zVtx0ZWy644UcZgJIYdR9rwT5NOsjYzEVnGmmeiQZg9kraztY0YA1PKM1WgrMTm075H9mMnb/QS54I75u/Gw0uqbF12olfMnGqeTYYdbOrC1Q9VoKHdWusdq6qasJJNSBJZwppn8pXGjiB6QlGcffLIrOa38/pcjO1Gs3MIb/vQ7W/bujxVuFLznI1cjrXEvLM31AIAfvjJc3MuT3/ZPhX47EMVONAUT2Exu4HoCEZwqoXlJPKnX//RRTj31NEYXlaSXYGIfIA1z+QrH7r9bVx8zxL851Prkp2fDMbsQmTnC1K/e20X3u3hLqXjLwxSMXByO3oldr574R7MXH3I7WJYYtaTuFnahpWAensGnbdYcfVDFbj57ztsXSZRsWHwTL60dG8j/uvZ9HmJDByJCseKyibcmqajlpyCfJtPBiUm0bNZQJ0NO/LaN9ccz30hREWMaRtEZErBXgaLhd29ClJu4ulN9h9bv3ttJ04/aXifYZfctwyTxo3Aymmfsn19RH7F4JnIhMA8cGQoSXRCvHUHryRuOOPqh1agIxixbXnXPrYKIbMuTG3Qv+3ohCOtPYPO82TFQdz2+q6+A3miI0qLaRtEZCrTSueZaw6jocPam/1ECc+uPoTGjqHbRHbLjiPtti5v/SFrKRGTp81DTcvAoPfO+bsxedo828oza121bcsi8gsGz1RUZm+oQU2LPV3U9o8dKxs6k93h+kGmnZHf+soOvL7tqGPlIW/Ktd7513N34od/3WRLWdIp5Ary1CPxLzb3HFjIvwuRW5i2QUVDVfGLl7bh5FHl2HjrZX3GHW3rwfdmbsxweX3/fnb1YTy7+nCuxSwYbHaOrLAj+GrrDue+kEF0hyL42l/WojfsTKpEvpWVCKJsJJ7IVax5pqLTbPJy1FMrD2Frrb1NOhU79jBIxWD9oePYXN3qdjFsUxZw/rLNw54oPQbPVDTSBXrBcDSjZYkgw6QFIv/xYmssz605bLlXvYLkwQdCDy2qxP1v7nW7GER5w+CZfCHCx5wZa+4Mofa4PfnjVLzsiOW6wxHsO9Zhw5KAW17ZgakpKVoejDWzEosprn9yHTp6s2v54wuPrESlyW9slp6V6U3RfW/tw/TF9nZbTuRlDJ6pYFUe60B36MSFxO7wONNKtdbuEJ5aae/LPNmyo0ZwRsVBXDW9wobSEKVX09KDTz+wHBGbmnArtnatF+9pwMr9TVi2rzHrZWyqbsXdC63VDveEo6aBNhHF8YVBKkixmOKyB5bjX999Mv76Xxe6XRwAwP/+bRve3p2+y2+iYmNnO8923QDnI+VqzYFmPLJ0v+PrAYDfvbZr6IksiMYG3pyYbb5j7UFc9sBy7PvDFSgvDfQb1wtV4B0nDUdzZxDzt7OFHfIfBs9U0Fbtb05+djv/sq3HO7Vdxd5xBXmDV5Oh8nEq+J+/bkZTp3fbpzYTzfB3iZn8kB+5YxEA4NBdV+HGF7agIqX5zj317Zh88igMLyvJqZxEXse0DSpITl8bBZLxBZhNuxHlxq4jKPXYdeo+sqQAr54xG9/9mDxtXp/AGQAuf3AFbpqz3bZ1EHkVa56p4GypaUWzSY2PV2vBiIqZl28Z71qwB3vq7e0hMKGkAJ/uREzSNuy24fDgPShedv8ydPRGsOamSxwvB5GTGDxTwfncwyvzsp6M8yY9dC11O4WFfMTm/b6isglfn7EWC278ON57+tislpHY/x9b5lxOciDgoQPeojzEzkkN7b2IKdDWE8ak8SNQ09KNyobO/BWAyEEMnskzmjqDCEZimDRuRFbz2x0vMv4kyi8F8MbOegDAuoMt2QfPNpZpMAHWPKf1YSM3mqgYFWDWFhWrKX94Gx+7azEAIBpT7DjCHgGJvGzT4eOoqGwaesIMJCp0c3l6ko8b3wKMnU279bb75eLjXSHMXH3I1mUSeQ2DZ/Kkh5dU4eqHKrCt1nq3unY2TxXvYZCI0vny42vQ0GFfixNHW3vR0h0GkNvxl4+m6uwO0PPxwnE40+Y2stARjODWuTstT7/hUAtW7bf3BozIaUzbIM+ZPG1e8nNdaw/++cxxLpbGOi9VRLGpOipEF9+zJPk5l+DU6Q5FU89RhcTsZ3H7TPHFx1YDiDd9R1QoWPNMrmjqDKKutQcAMG/b0UEvRplcBO3Peba+QK+9oOe18hBlyqyNYcqN24EyUbFgzTPlVTSm2FPfbrnbZzcvoJmsWbUwcyCJihEPRXvwnEZkLqeaZxH5iYjsFJEdIjJLRIaLyDkislZEKkXkRREpN6YdZvxdZYyfbMcXoMIyfVGl5cAZcP7xKxF5Eyue3efkNnh4SVXBpr8QZV3zLCKTANwA4H2q2iMiswF8BcCVAB5Q1RdE5DEA3wHwqPHvcVU9V0S+AuBuAF/O+RtQQYhEYzj35gUZz+dW+oEgswsHr/NE9srHS3/kTu3yd55ej0V7GvK/YiKb5JrzXApghIiUAhgJ4CiATwF4yRj/DIDPGZ+vMf6GMf4S4VtNvhHJsgo5k7SNdJPmY0/zUvfcPLSo0Pmp5vnJioPoDkfcLkbeMHCmQpd18KyqRwDcC6Aa8aC5DcBGAK2qmjgL1AKYZHyeBKDGmDdiTH9ytuunwpJtLJfPHrEGyOhlRR9d6YnywE9H1G2v70JNS4/j6zFtbWOIc3Ndaw8mT5uH17fVOVImokKUdfAsIuMRr00+B8AZAEYBuMJk0sTxanaIDjiWRWSqiGwQkQ2NjY3ZFo98yO7HvJksz08XeqJ84P2oN+ypbwcAvLSx1uWSEHlHLmkblwI4qKqNqhoGMAfAvwIYZ6RxAMCZABK3q7UAzgIAY/xJAFr6L1RVH1fVKao6ZeLEiTkUj7yEF8L8Yk04FTrmPNvPrAbLS+lmRIUil+C5GsCFIjLSyF2+BMAuAEsAfNGY5noAc43Prxp/wxi/WHmFpyFY3UF+NGsz3vfrN+xdd4ZtTLuRZsxDiIpVLrs2U/6JyElZt7ahqmtF5CUAmwBEAGwG8DiAeQBeEJE/GMNmGLPMADBTRKoQr3H+Si4FJ0r12lZ78/Gyufi6EzwzUCAiZ0z5w9voDPrnRUYiq3LqJEVVfwPgN/0GHwDwYZNpewFcm8v6iPIpo05SXHrEnLrWT923FOUlASz88cWulIXITnyq4r7UwNkLmyMWU3z/+Y34r4+/C1MmT3C7OORj7J6bfCGbE39m3XO7kzuYWsYDjV3YU98BgE3VUeFjB0n5UUiniqbOIN7YeQzff36T20Uhn2PwTHnhhVoLP2GtHRH15+WzwvdmbsSsddX49tPrEYxE3S4OUVoMnskxqordR9tdWfd3nl6PcDS3RqK9fKFJUAALdxxlN7dUdHj/lx9eqXheuLMev5qzHYv3NGDHEXeuG0RWMXimjBxo7ERv2FqtwIvra3DFn1Zg6d6GvOcEL9rTgL1GCkM2Cqn5pjmbjrhdBCLbZdK7KDnPi1ujuTOIY+29bheDfCinFwbJP5o7QY4tAAAgAElEQVQ7g+gMRvCp+5bh8n98Bx77xgeHnGeXUet8qKkLHz7H3Zc7ssnrK4Sm6gBgWFmJOysmclAuwVoh3fy6zpNJz+m3fmNHsM/TtkN3XeV0gYj6YPBMab26tQ43zNrcZ1hFVVNGyxCRrB/B7jjShneMHY6LzjsluwXkILMeBl1qbUO989iVyFasebYdzxVE9mDaBiVFY4rKY31THV5cXz1gOquPUxOT5VKx8fSqQ/j6jLXZL4CIChJDZyLyKgbPlHT/W3tx2QPLUdVwIoAOmES+UYttSCVqYwXuXAhzrrjKMG2DiOzDY8pblu9r9PSLyU9WHMTkafPQE2JLHeQ8Bs+UtLm6FQBQ3xZMDjMLnnlR8w630kWInMYXBu1n9ot6MZUj003/9821uH3+bgDA8e6QAyUi6ovBMyWVBOKn0WjKmSsxLFU0zZntf/66Ce+5eQGAvifAQmx3OLMeBv3ZMYmXa6LIv3x4KFoSicawv7HT7WLY7icvbk0+EeVNF+UDg2dKStQyx1LSMkxi57RpG69vO4pQv/aV23sjONpWYM0JSaatbbj3wiARkRWVDZ245L5laOg4cT724o2GWZlmrj6ER5ftH3JenhMpH9jaBiUlaplT79zN0jasnGxTayTveWMv7nljb+4FpAH+4daFbheBiApMR28Ep44B9h3r8GSwaVamW+futDTvYDXPsZjiJ7O34JsfnYwPvnN8LsUjYs1zsTvY1GW5q9NELXNqzbIXayWsSuQDVzd3oyeUeW+DmTVVR0RUGEpEsLOuDZ9+YDm21LS6XRxbDfZg9Hh3CHO31OG7z6zPb4GoKLHmuYh19IbxyXuX4nMfOAMPfuVfhpw+kbNrsTENzxgq7/bie5bkqSRERN4XECnanvkGS6FLXNfM3uMhyhRrnotYosmeiqpml0tSmDLuYdC5ohD5Tm49DFI6gQBQEijOy/9glT+JoNqPL3aT/Yrz6KE4niOyfpHPrbapiYicFhBBmYdrYL/42Gp8/7mNWc27+2g7lu9rHDA8EVSbfe2Zaw5j8rR56ApGLK8nEo1h8rR5eMzCS4xUfBg8+4I/w8C8vgjjz5+YiAqQiPdrYBfsqM9qvh/N2oxvPrluwPDEi4RmL8E/VXEQAFBvMZVl9voa3PvmPgDAo0sZPPsRc56pqOUSQGdSa83OSoioUAREiv6cNXnaPFx07ik4eXQ57v/SB5LB89G2Xvx09hbc/R//jLKSeP1heWn832DY2ovlv3h5W/JzYl7yF251IiIiKjoVVU2Yu6UOR9t6+lSkzNl0BHvrO5J/mzXTaqYzGMGsddUDhlc1FF/HM5Qeg+ciJg4nPbd2h/o0tu9FudStZPrCIBHZh8eUw3z0+8ZMKpSz2b9ufWUHfjVne59hjR1BXHr/sj7BOBU/Bs8+kDhJbKttxbqDLbYt9wO3vYUP377ItuV5STb5gB5PISTyDa/n81J+RU0i5adWHsTMNYf7DBsqoK5r7Rl0XGNHMKuyUWFi8Fxgtta0YsMhawFw/+vHv//fSnzpz6sHnz6XgnmQIn/dZvuoEocoL9p6QpizqdbtYhQtP52zojEdcD2cs/kIbn1lBwDrFR/h6OA50cx99he+MFhgrnl4JQDg0F1XWZ7HTydJO2WWtsFfmchOs9bVYNa6GreLUZT8drqKWuz5K5eXKNt7wmjo6MWpY4ZnvQwqHLxVKmLFVpOcDZ9dI4hs9bcNDF6LlZ8CaLtaFkmXDvTdZzcMmsY4b9tR1Ld5+/0gygyD5wIwd8sRNHUOzKeKxhQHGvmW72ByqQ3ed6wDK/c3WV9X1msi8q6fv7Rt6Imo4BR7M3VOyaZCqjccxQ//uglfn7E2OUxV8as527HxsH3vIFF+MXj2uIb2Xtz4whZMfXbDgHH3vLEXn7pvGaqbu10oWWHINn5+fPmBAW9VExFRYUp3LbDaMlU276Em2o4+ltIBSzASw6x11bjuibWDzUYex+DZg17ZfASTp81Da3cI4diJht37W3uwGQDQ2Jn+cVD/GthfvLQV22pb082RWYEJqkyTISLyIquVKHansszZVItHllUBADp6I5g8bR46esPJFw8TnbRQ4eGW86CnVsa7Cj3Y1DVoQFbd3J18CWKwA36w/KzZG2rxn0+tt1QWp9uKdpLC2ceTk6fNS1mX4kiaZoyIiLxClakbqcwulaFIDIebu3Ja7k9nb8Wflx3oM+xoWy/C0fhvXxIQ7GfqZUFi8OyySDSGQ019D9BE0LunvgNrDsRrl/sHyBffswTbatvi44ZYh9n4oXpSosyxnU8iIu9RTV+rbDbu96/vwr/ds7TP+0Z2VSYlnga39YRxyX3LsKuu3ZblUv4weHbZH9/Yi0/cu7RPraXRUyh+NWc7fjp7K4D0tQQvrq9J1lanSvfCnNWmewpd3u4RlMkuRFQY4m3gu10Kb0t0KNbnZX0LsfPkafOGbKWm/09f3x6//tce70ZvOJpJMcklDJ5dlqhZbkqptQyYPENKd6J7aWMtfvfarkHHm80bK9Dgma2LEBFRJtT432DM0jYSnZ4kXvgDrL/X8sSKA4OOM7sez99ej0eX7sdFdy/BjS9sBhBvZeuJ5Qfw67k7sPHwcQDA1Gc34KK7F1ssBTmJnaS4LHEwpqZRmAbPWSw73Txm3ZVaXq5iQKpJPqze34yvPrEm7+u1gjU55FWpuflEADt1GozZryISb27uH25daH05Q/y8/ce/tPFET5pL9jYCAG58YUty2Kx11ai8/Uq8ueuY5TKQsxg8uyyR36x9hg2czu5zXcy4mW7pCiEgwLiR5RnN/4l7l9pbIAuqMqx1zuf1IZ5TxwsSkRdk06QYFa+rH6rAO8YO3vPfULuLWT8L6eTyTlFZYGBp2CqH93CLuCxxktchap6zqXu2cvxe8Pu38IHb3upTFq/Kpnj5fImPoTMRFQItkHc0Xttah+YMA1czqubNvVqdN59KTILn7lAUP5q1Ob8FobQYPDtsa00rNlfH85Ui0diADk0SgXLqAWp3EFssNaLZ/C478/QWs/KNQSIiW/1o1mZ855mBHYR53dAtYKXLvza/0L22tc50+N6UVrkS2nvDbP3JYQyeM9TaHcLcLUcsT3/Nwyvx+UdWAQDuXrgHF9+zBEfbTrSscSLnOf1yrDfyrjho5COnbcfT47XM9tC81qYzdiYislfq9dJpaw80Y299B4AcK7HSXAy+99xGfOKepTksvK/PPLgcX3m877tAH7tzMT50+9u2rYMGYvCcoRte2IIbX9iS8Qtz017ehqdWHgIANHeGksPN0jbMWA3MnltbjU/euxQbD7ekn7cAIz0vd9hSJJX7RESekpdzq3EhvnPBHnzmweU5Ly5dkQ82daE7NHhzdHY8Ke4IRgYd9+bOehxq6sLs9TVF81TaDXxhMEPHjLyp3sjgO/+rW+vw8XNPwfhRJ17Ce2G9ebuPZi8MmrG6kydSRA42deOs8SMtzUO5i7e2wRMRkRd4/f0Nt6n65OGjS7zcCdnUmRuTnyeMKsel7zvN9nW8vesY3nvGWEwaN8L2ZXsFa54zlDgpx2Lm44+09uCGWZvxg+c3DbqMPvnNxr9DHWzePRTzJ5sLYj4vEAXadDYREaWRaSzs4di5j67Q4DXUufjusxtw1fQVjizbKxg8Z2mwfOKo0Wf96gPNGbWvOlRKguWDUU0/FgUv15Sw1pmICkXa92E8pnBKeoLTv+/kafPwyNKqnJfTFYyiqTOIo209tvds2NodtnV5XsPgOUNmrWOkKikZOsTLpgY10+CszyoK8exjg3zHs4V0QSIiorh0l+TdR9uxyUiHtL687Kt6rF5F/rhwb9brSLjp79sx5Q9v46N3Lsb3nts49Awm7py/O9mVeX+Hm/PfmVq+5BQ8i8g4EXlJRPaIyG4R+aiITBCRt0Sk0vh3vDGtiMh0EakSkW0icoE9XyF/Xt1ah/be+N3UYIFZqUkbjf1lE9Rl1cNgkcVyWaVt5Cn5sdh+ayIqXoV0vnK7rNPmbO/T21+xWmr0bFh5bGDTd+n8efkBfOnPq03H/ds9S7E2g2UVklxrnv8EYKGq/gOA9wPYDWAagEWqeh6ARcbfAHAFgPOM/6YCeDTHdedVdXM3bpi1GbXH483mDFbLaN7BiQ0yzbnKflbP8nJrG4D3y0fkFzwWi4nzVzC/vGBq5Qn2ZQ8MbPouF48t24/Hlu23bXlekXXwLCJjAVwMYAYAqGpIVVsBXAPgGWOyZwB8zvh8DYBnNW4NgHEicnrWJXdQR28Yk6fNw5xNJ/qbD/ZrXSNmdMf8+9d3Yfm+RrxqNGBuoeI5q8f7WdU8F03Y7JyfvGhfjQJ/byJv6A1Hcaw9ux7l/ODpVYcwb9tRt4vhCb99dSd2HslPZ1pOsjtvefK0eXhoUeWA4Y0dQfzkxS14dWsdHl8+dFC8ZG8j7lqwx7ZyeUUuTdW9C0AjgKdE5P0ANgK4EcBpqnoUAFT1qIicakw/CUBqe221xjDPHcF1rfGT7qNL9+MLF5xpOs3x7hAaO4KYUXEQMyoOAgDed/oYjB9Zbjp9rnLJeS6al9kyrB1QC7P8fbP1Dm/SrqtIfmKiYtDQEcRH7ljkdjE86+lVh9wugmc48Vs41cFKOh+9czFGlpcM0YZ0Zsu87619eMdJw/HFD54JEUF9Wy9un78br22ty/jaOXnaPNxwyXn46WXvyawQHpVL8FwK4AIAP1LVtSLyJ5xI0TBjtjsN2JQiMhXxtA6cffbZORQve4na49Tm4/ofDN96av2A+a78UwXOnDB0u4ZmO/Bzaw6jsTOIf3//GebzDLlUa+vJdD6/PM4iIiLv8VvFRC5fN13gnO2yf/7SNowZXobL/+kduPDO3G5Ipy+qLJrgOZec51oAtaq61vj7JcSD6WOJdAzj34aU6c9Kmf9MAAM6a1fVx1V1iqpOmThxYg7Fy555xyVDR5GhaAwHGrN7u3Te9qO4YdbmQcdb7p47q7UXBi/H8UzZICKifEqkizqtvae4m53LRtbBs6rWA6gRkfONQZcA2AXgVQDXG8OuBzDX+PwqgG8arW5cCKAtkd7hNYma50KugRVJH0gXYrCXacsZfquxICIi/0hX4WZmqBTOv20w7wm5vTeM5s5gRuvK1JoDzXjgrX2OrsNOuXbP/SMAz4tIOYADAL6FeEA+W0S+A6AawLXGtPMBXAmgCkC3Ma0nJYK0PmkbbhXGkGmwm3qMMIZ0ntcCdY8Vh4goKzyX5c/PX9pmOvwP83bjD/N2O7bempbuZAsfPymQtI6cgmdV3QJgismoS0ymVQA/zGV9+WKe85y/8NlsVVaDs6J8UdCQzRY4bexw28thRuG9AJqIiPIvp/cFHbyQePEStaKyEd+Ysc7tYmQs15rnopRoqzkWc2b52TU7l/101gNvt+vX7Te8LH+daHrpxFR8W5KIKH/cOod2haK45ZXtLq09vx5bth8rq5rcLkZW2D23RYUWjIiwJjSfVLXg9hEiIq8rtieoVjy3ptqR5Tr5U06eNg/1bZm1rX7Xgj1YUcnguWiYpU3YmbXhx5OBG/g7ExERxTndUMCWmuO+ue4yeDZhtu0LJaXBLzuuVfn6NTSP67LCS2UhIqLiF+952e1S5AeDZ4tsrXkearzNO18hNktXaPxywiAiyieeWu3j9HUqGvPP1mLwbCIRKB9p7cGv5+5ArIB2iNRWQfwe0Pn86xMREeVNTP1TVcfgeQjPrj6M/Y2deV2naS13DnukWRDtl8A6f9/TJz8ouWLytHluF4GIKC2/xBUAg2fLCqWHwdSc52zvAX20/xetAtldiYjS8lNAVuhiqr5574rBs4n+274Qd4XUYN+s/IVyM1AovHS+CEdjBbnPEhGRc5jzbB8GzxbZudPlK9BKtx4vBXtOylcGlib/z31+OoEREXmNV8/A+bge5rqGxo4gesNRW8riJAbPHrNkTwMa2oNuF6Mo+OUGgYioWPklDaBY5Lq5PnT72/j20+vtKYyD2D23BfYfu4Mv8Fs27jR2FNsr6R0zKg5ia02r28UY1Otb6xCKOtSfOxERUY4K5T5k1f5mt4swJAbPJoqudQqLZfdKoGzm96/vymq+fG236Yur8rMiizy8KYmIqEj5pbE6pm24IH85z/7YiQfjl4PYjH+/OREVE57L7MPf0j4Mnk30D7rU+F8hMCtloZTdCX68f/DjdyYiIvf55frDtA0TA5qqK8CdQSBpQ2a7v1IoEkNbT9jmpRIREZEd/P402k4Mni3iPpfej1/cjPnb690uRl/cZkREhY3ncdvwp7QPg2cT/Xcw1cLc6dIF/Ha/UOa5wNngx5QVP35nIiJbefkNeg+zUtG4cMfRgn9SzeDZBfkObfxaa+7Tr01ERC463NyNydPmuV2MAZyOBawu/nvPbXK0HPnAFwZN9M8LUrjfX3t2tYnZlblYgu1i+R6ZUmVTdURUHHx6Gi9YfnnyyZpnE/03/VXTK/DJ8yfat3wH9y3TNqrNpnOuCJ7ixwBa4Z/tS0REFvHCYBvWPFu0ZG+j20XIiIg/A8dUfrkDJiIqVm4/9S10R1p7MHnaPKw/1JKX9fllczF4NlFsG9+vJx+ffm3fbm8iKj48m+VmtdHV9ax11axQshGD5wJS39ZredpcWgjJ5gDji8newdMjERH1l496Fb9cfxg8m/Le5g9HFRfeucjRdSQC4GKpuCySr0FERJSVfD+J9MuTTwbPJhxvziUPO1dqznM+dmUvVjz75SDuz6dfm4iKEM9nuWntPtGeMn9K+zB4pgGK6QDz5YnXj9+ZiMhGXqwQysbt83cDADp6I3lZn18uPwyeTTi98Z1cvvb57Jfd2Jy/vz0REVFcJBrz7dNYJzB4pgGyOcCEbwx6ht9vmoioePB8Vlj8Ep+zkxQTzuc8O7t8K+vxxR2o+vPE64dNS0RE1omI41fD3766Ew++tc/htXgDa55NOB1wObn8nXVtAOJtOibXp8BDiyodWyfgzfwwPwbORERE/amq4xUr3aEo6jJoUreQMXh2g4M78IHGLgDAmgMtfQ6U+/rdDaZLs2DNZWHj5iOiYuHG9ejWV3aguSuY/xVTwWDahgk/BI9+SNtQ9ce2JCIi+8xcc9jtIjiCT2Ptw5pnF+Rr9832QCmWA8yvgbMfboyIiMg6XhXsxeDZRLG8MJhPXm1sowh/6iH58TsTUXHi+cweAvDHtBGDZxfkq2Y3kyD9yYqDWHugJeP5EsSDrwzyPEFEVOB4IrdFJKY4ntLbIOWGOc8mHG9tw4Mng9te35X87MXyZcOv6Qs+/dpEVIy8Vy9TkFZUNuEzDy53uxhFgzXPJhxP23B28e7w6AnOjwF0seSsExEReRGDZxd4PaDLpnRejJ29/SsTERFRIWLw7IK8tbaRx+gx4ME3Bj1+j+Icv35vIiKiPGDwTANkUzMe8F7sDMCfcWRHMIKeUNTtYhARERWlnF8YFJESABsAHFHVq0XkHAAvAJgAYBOAb6hqSESGAXgWwAcBNAP4sqoeynX9TnC8xjJPEZ0dua9Wfwsv1jz7M3QGLrlvmdtFICIiKlp21DzfCGB3yt93A3hAVc8DcBzAd4zh3wFwXFXPBfCAMZ0nOd7ahseDumxK1xGM2F6OXPk2bYOIiIgck1PwLCJnArgKwF+MvwXApwC8ZEzyDIDPGZ+vMf6GMf4SY3rfyVdQl249aYtgjGzrDiMcLewIlAE0ERER2SnXtI0HAfwCwBjj75MBtKpqohqyFsAk4/MkADUAoKoREWkzpm/KsQy2K9QeBlUVIvYt//23vWnPglzCuJmIqLBFojEs3HHU7WIQ9ZF1zbOIXA2gQVU3pg42mVQtjEtd7lQR2SAiGxobG7MtnqflrbWNrOcrjrCTtc5ERIUtpsD3ntvkdjGI+sglbeNjAP5dRA4h/oLgpxCviR4nIoka7TMB1BmfawGcBQDG+JMAtPRfqKo+rqpTVHXKxIkTcyhe9hx/X5BRXR7xtyYiIiL7ZB08q+qvVPVMVZ0M4CsAFqvq1wAsAfBFY7LrAcw1Pr9q/A1j/GL1aBTp0WINqX+xs/0eBfr1ByiWGnQiIiLyDifaef4lgJ+KSBXiOc0zjOEzAJxsDP8pgGkOrLsgOBnS2fEGZrGEnMVyE0BERETekXM7zwCgqksBLDU+HwDwYZNpegFca8f6nOZ82obDK0isJz+r8TQG0ERERGQn9jBYROyKE4sl4CySr0FEREQewuDZhPPBY37CumIJgrOlyqxnIiIisheDZ1MO9zDogYgufQcqWrAvTRIRERE5icGzC5wKS+OdpKS+Mpj9mo61B3MvEBEREVGRYfBswu+VrqrAqv2e6/gxY6rclkRERF5xvCvkdhFsYUtrG5QZJwO6PvXOWa5n8Z4Gpm0QERGRrf7l92+5XQRbMHg24XhTdQ6twa6lLt7TYNOS3MXXBYmIiMhuTNtwAdt5zh/WoBMREZGdGDybKOR4y42iezU/upC3IxEREXkTg2cTTtdWOtfahj05z5m67om1+VlRhhg8ExERkd0YPLvAyeC8T0t1xNQVIiIishWDZxPFEnD5Pd/X39+eiIiInMDg2UVf/vNqrD3YYtvy2LpEX36/eSAiIv/iNdA5DJ5NOL2/JZZvZ+Bsuh5Hl14YeO4gIiIiOzF4NuF0Da6Tyxcw6TmBcTMREfkVK4+cw+C5iKj2Dcx9f+D4/fsTERGR7Rg8m8lT2gY5j3ngREREZCcGzy5wMnhm2sYJDJyJiMiveAV0DoNnEwW9w6XEzn4PHlnDT0RERHZj8GzC8dY2nF180pr9zXlak4cxgCYiIiIbMXh2gaNtL6YsevriKufWUwAYNxMRkV+xnWfnMHg24XxTdQ5iynNSvPURIiIiIvsweC4iqoydiYiIiJzE4NmE4086WB2aF35/YZKIiPyLV0DnMHg24XzszF06H1TZ4gYRERHZi8GzC5wK6BiUExEREcDKIycxeDZRyG+oCpOekwp3KxIREZFXMXh2gZNBXQHH/fZTZW08ERER2YrBswnHc56dSttQ1jwTERERUzmdxOC5yAgbq0viaYOIiIjsxuDZjOPdc3sjrLv0/mVuF8FRbG2DiIj87Kr/d7rbRShKDJ5NON7DoGOtbWSmqqHTkXIQERGRu1SBkeUlbhejKDF4dgErQ/OjkFtNISIiIm8qdbsAXuR0zLVkTwNOGzPM2ZUQFLxRISIiInsxeHbB4j0NWLynwfblsqaViIiIyFlM2zBRyDEom6o7oZC3IxERUa4YEziDwbMJxlzFQcHaeCIi8ide/pzD4LmI8DghIiIichaDZxOsrSwOql5pUZuIiIiKBYNnIiIioiLD6iPnMHg2Uai7myrYOTcRERGRgxg8myjkrA3hq7VJyoaeiYiIyGZZB88icpaILBGR3SKyU0RuNIZPEJG3RKTS+He8MVxEZLqIVInINhG5wK4vQWSGj6yIiMiv4k+jWaHmhFxqniMAfqaq7wVwIYAfisj7AEwDsEhVzwOwyPgbAK4AcJ7x31QAj+awbocVaNClfNkx1dK9jXh79zG3i0FERERFJOvgWVWPquom43MHgN0AJgG4BsAzxmTPAPic8fkaAM9q3BoA40Tk9KxLTjSEVfub8fzaareLQUREREXElpxnEZkM4F8ArAVwmqoeBeIBNoBTjckmAahJma3WGNZ/WVNFZIOIbGhsbLSjeBkr5Mpb5jwTERFRAYcynpdz8CwiowG8DODHqtqeblKTYQO2rao+rqpTVHXKxIkTcy1eVgp1h1MoJp8y0u1iEBERERWtnIJnESlDPHB+XlXnGIOPJdIxjH8bjOG1AM5Kmf1MAHW5rJ8G+uw/n+F2EYiIiMhlfAfKObm0tiEAZgDYrar3p4x6FcD1xufrAcxNGf5No9WNCwG0JdI7vKaQ97f23rDbRSAiIiIqWqU5zPsxAN8AsF1EthjDbgJwF4DZIvIdANUArjXGzQdwJYAqAN0AvpXDusmEKvDwkv1uF4OIiIioaGUdPKtqBQbv0O4Sk+kVwA+zXV8+sX1gIiIiKmSMZJzDHgaJiIiIiCxi8GyiUHOeqxo73S4CERERecDbu46hoqrJ7WIUpVxynotWgcbOuPax1W4XgYiIiDzgp7O3ul2EosWaZyIiIiIiixg8m2DbiERERERkhsEzEREREZFFDJ6JiIiIiCxi8GyCWRtEREREZIbBMxERERGRRQyeTbCHQSIiIiIyw+CZiIiIiMgiBs8mmPNMRERERGYYPJtg8ExEREREZhg8ExERERFZxODZBCueiYiIiMgMg2ciIiIiIosYPJtQJj0TERERkQkGzyYYOhMRERGRGQbPREREREQWMXg2w6pnIiIiIjLB4JmIiIiIyCIGzyaUVc9EREREZILBMxERERGRRQyeTbClOiIiIiIyw+DZBGNnIiIiIjLD4JmIiIiIyCIGzyaYtkFEREREZhg8ExERERFZxODZBJuqIyIiIiIzDJ5NMG2DiIiIiMwweCYiIiIisojBswlWPBMRERGRGQbPREREREQWMXg2w6RnIiIiIjLB4NkEQ2ciIiIiMsPgmYiIiIjIIgbPJpi1QURERERmGDwTEREREVnE4NmEsuqZiIiIiEwweDbB0JmIiIiIzDB4JiIiIiKyKO/Bs4hcLiJ7RaRKRKble/1WMGuDiIiIiMzkNXgWkRIADwO4AsD7AHxVRN6XzzIQEREREWUr3zXPHwZQpaoHVDUE4AUA1+S5DEO67fVdbheBiIiIyJe21ba6XYS0SvO8vkkAalL+rgXwkdQJRGQqgKkAcPbZZ+evZCmu/ufTUdPSjTMnjERtSzfGjigDAISjMZwyehh6w1GICEKRGFq6Qjj75JGoPd6DiaPLEYzE0N4bwZnjR+B4VwilJQGo6oBh0VgMzZ0hvHviaOxv7MTZE0aiNxJDW3cIZ04YidbuEEoDAURjimhMcfqonVsAABMpSURBVPLoclS3dOP0k4ajNxxDW08Yk8aPwJHjPTht7DD0hGNo7Q7hrAkjcbwrhGGlAYSjipgqJowqx/HuEMpLTgw7efQwtHQFMWZYGbrDUYQjMZwyZhiOd4VQViIIRWOIxYBTxgxD7fFuTBo3At2hKHrDUZw8ehh6QhEMKytBdzCC3nB83q5gBMNKA+gMRowyx5c3ZngpOoMRRKKKU8bEf7+yEkFHb9/pxo4oRUdvBGUlAYweVoruUBTDSgPoCUdRXhLAsLIAukNRjCovQW84hvbeME4ePQwCIKqKnlAUMVWMHV6GqCqgQFtPGCUBwUkjytAdimBEeSl6QhHEFBg9LL77K4DuYASK+LCecHy9XcEIAiIYZQwbPawUwUgUAkFZiaAzGMXY4aUQEfSEIygvCaCxM4iTR8V/CwDJeUeUlQw6bHhZCcqN363/dL3hKEYNK0UoEkNvOIrRw0vREzoxDADKS+P7mIgky1deGsDwshL0hqMIRqIYUVYKVcWwshIEI1EAQDASQ2lAMLK8NDlMIFBVDC8vQU8oPu/I8lLEYvFhveG+08VS1ptYR3x/C2N4WQC94VhyWEt3CGOGlaIzGIVCMWFkfNiIshIAQCgSw6hhpWjvDWNUeXz7KzT+PULxY06N13kT8wpODEtMN2pYKaKqiERjKC0JoDcURSAgKCsJJIcFwyeGRWN9p4upQiAYP7IsWeaOYOTEMGOfDkU1OW9PKIpQJIaJY4YhGIlhZHlJct83m25YaQAigmgsBhFBSUAQi8V/y/JSQW84vm2iyWEB9IajOGlEGYKRKGIxIBAQ9IajOP2k4ahv64WIYNzIMuMck1jmielKA4LSkviwUcNK4+eYEkEkqsnfIrGO9p4wAgHB2OFlaO0OYWzKsJNGlBnHa3xY6nrHjihDbzgK1fh6e0IRlJcGUtYh6AlF+w0LJKcLRxUB4zcYOF182JjhZQhHY1AFRg4rQVt3GGUlAYSjseTvFwzH+hwjI8pL0N4bxmhjWLx8QE8oinEjy9HWE4YAGDuiDG09YeP4jh/TY0eUoaM3fi5InLsS8ySOm9JAACPKStATjkIkvtyykgBC0RiGl5VAAAQjUZQGTgwLCNAbjqIkICgJBCAp16CYxn+HhFAkBhEgEosfD/FzQAmisRPTdYfi21gECEcVI4xjODGstCS+jp5wFCUycLqyEoFqfB0jjGN9RFl8HQpFaSB+/o2poiQg6A5FMH5kOXrDMXSHIsZ3Eowoj3+3UCSGmMavXyPKS9HcGUx+7/i2i5+LSwOB5PE6algpjrT24LQxw9ETjiIcjWHCqPI+w9p7wzhj3AjU9Zvu5NHxa9W4EWUIRxWdwQgmjY9PN3H0MPSEo+joPTFs/MhyBCPxfXXCqHKUBuLn9PjxHy9fc2cQp40djmAkitbucPJaOqKsFDFVBCNRjB8ZHzayvBQRYx8cNawUnb1hlAQCiMRiCEViyXlHlpciHI1fwxPf4+RR5egKRtETjmLS+BHGPqp9hsWnG4bOYBi94Vhy2BknjUBbTxiNHUGce+potPaEEI4oIrEYuoJRnHvqaNS19cSvbaEoOoMRvHtifNgZ40agrTuMrlAk+fmkkfFjXhXJOGFkeSnaesIIR2PJMk8cPQytPWGUiODk0eWoPd6DU8cMw/HuEMpKApgwKj5s0vgRyeUlhp06ZhiaOoOIKTBp3AjUHu/GO04ajpauECIxxRknjcDI8pLcAjmH5Tt4FpNhfTKMVfVxAI8DwJQpU1zJPv6/6y5wY7VERERE5HH5TtuoBXBWyt9nAqjLcxmIiIiIiLKS7+B5PYDzROQcESkH8BUAr+a5DEREREREWclr2oaqRkTkfwC8AaAEwJOqujOfZSAiIiIiyla+c56hqvMBzM/3eomIiIiIcsUeBomIiIiILGLwTERERERkEYNnIiIiIiKLGDwTEREREVnE4JmIiIiIyCIGz0REREREFjF4JiIiIiKySFTV7TIMSkQaARx2afWnAGhyad10AreDN3G7eBO3i3dx23gTt4s3ubVd3qmqE4eayNPBs5tEZIOqTnG7HH7H7eBN3C7exO3iXdw23sTt4k1e3y5M2yAiIiIisojBMxERERGRRQyeB/e42wUgANwOXsXt4k3cLt7FbeNN3C7e5OntwpxnIiIiIiKLWPNMRERERGQRg2ciIiIiIosYPJPrRETcLgMRUa54LiPyBwbP5AWliQ+8+HiHiJwvIjxHeIiIXCci7zc+81jxHh4vRD7guwNdRD4nIr93uxwEiMjlIvIGgHtF5PMAoHyD1XUicpmIrAXwXfjwHOFFInKpiKwA8CCAfwF4rHiJiFwlIq8D+L2IfMzt8lDyWv+QiExwuyx0QrHEYKVDT1L4jBqaAIBvAZgG4J0i8qaqrnC3ZP5jbIsyAHcA+CiAuwGcCeBaEdmhqpVuls+vjO1SCuBWAF8F8EtVnZM6nsFafhnbZDiAZwCcCuAPAK4BMNIYX6KqUfdKSAAgIh8E8BsAvwUwFsD1InKeqj4tIgFVjblaQJ8xjpvPA7gdwBgAS0Xk79wO7inGGMwXtUoaFwVQhXitzQ8AFPydTyEytkUIwEIA/6aqrwJYBSAM4KCrhfMxY7uEAcQAvJQInEXk4yJS5m7p/MnYJj0AnlfVT6jqG4gfK98wxjNw9oZLAaxQ1fkA5gKoB/AjETlJVWNMr8kv4yb/AICLANwI4OuIV9CQS4oxBivq4FlEbhCRJ0Tku8agZaraoapPABglIt8xpivq38EL+m8LVX1bVSMiciWAOQDeA+AOEfmyMT0vOHmQsl2mGoMeA3C6iDwlItsB/ALADADfNqbndnFYyjb5LwBQ1bnG8BLEbzB3ishZbpbRz/pvHwBLAFwtIuONm50wgHbEjx2m1+SBiFwvIpelDNqhqs2q+jLi2+MLIlLuUvF8q5hjsIIrsFUi8p8ArgPwMoBviMivALwrZZJfA/ipccLj4xwHmWyLm0TkXGN0E4DLVfWjAJYC+LaITOYFx3n9tsvXROQWAEEArwAoB3AtgH83xn9BRM7mdnFWv23ydeNYeReQrGluB/B+AK2uFdLHTLbPzQAOAXgTwEwjL/1dAO4CMEFERrlUVF8QkfEi8hLiv/d9xg0mAKTW+P8JwGcB/FO/eVkR4KBij8GKNngGcAmAu1V1IYCfIZ47+LXESFVdAGA3gKkiMkZErnWnmL7Qf1uUw9gWqrpOVfcZ0+0C0Agg4kop/af/dhkG4L9V9RUAU1V1jxEsb0M8WAu7V1TfMDtWvp4YqarbAfQA+Io7xfM9s+vKN1X1R4g/ir5NVb8FoBfAcFXtcq+oxU9VjyN+4/JeABsRD8gS49T4dyWALQCuEJF/SDxlY0WA44o6Biu64Dml+n8zgKsBQFU3AFgN4Ix+b0L/EsCdACoBvCOf5fSDNNtiDeKpAf3fSv9PxF+Gas5XGf0ozXZZCeAcEflYv4v+9QBGADie14L6yBDHSvK8ZdSWvQlgOGvO8meIY+Y8EblIVatV9S1juqsA7M9/Sf0jZf9/VlVbATyC+BOydxq55iUp2+1BAL8CsAzxl29Z8+wQv8RgBR88i8g7jH8DAJBS/b8SQEBELjb+3gHgKIAzjOnPRfxgewXABar6UD7LXYxy2BbfFJEdAM4B8H0jb5BskuF2qcOJ7fIfIrIV8Udt31fV3rwWvIhle6wYtWWnAuhizZlzsjhmTjemv1hElgE4D/H3B8gmJtskUbPca/y7HsACxFvZgKpGjSD6NAD/B2AxgA+o6h9S56fciMg/isjwxN9+icEKNngWkX8RkUUw3thMbLCUu55KADsBfFniTTrVIn5nM9kY3wbgf1T1C6r6/9u79xg5qzqM49+nLcHKthZFDULQphrQAIo1UEuUi0D/MGCrYECiqEDSaPoHCf1HpYGmURMbMN7wCgUjKoKNDRorNcYWqYbeG4yXGhoIkoYGDds0VUMf/zjvtmvd1nF3Ou/ZmeeTbLIz77s7Z/fJO/nNzDm/89eeDr7PTCCL2c3xHZRpAjfY3tPb0fevLuTyJ2Cx7Y8kl+7owvMWwK227+ndqAdHF66Z3cAnbC+yvbeng+9Tx8hEYyw0+wrwxqage7Wk2ZR1NUtsX2X7uZ4Ovo9JOlfSY5QWmq8adf9A1GCTrnhuLpi7gPuB+2zfPOrY6J6aw8AGypzBlSrttk6mmRJg+3mnp/CEdCGLvQC2t9l+vLej719dzGWn7Y29HX1/6tbzFoBLq8fooi5eM0/bfrK3o+9PHWTi5p3l6ZKGoPz/gdXATkpOJzfvQD/dxt/Q5z5DaWu6yPazcKj3/EDUYJOueG4+apkBbLV9P4CkOaOf4FR2r3mA8spmGSWwDc3t+1oZeB9KFnVKLvVJJnVLPvXpMJM7gO/RdHGQdB1l4eZK4BzbW1oZfB+TNEXSHGCf7S82910uaRag5vYK+vxa0WSY9iNpHvCCm64MkmYCT1AumgXAHmAfZVHAPspOT8ts72rOnwKcZHu496PvL8miTsmlPsmkbsmnPl3IZB6wx3Y23OqiMXKZAWwBbgFuoiwo30PpnvF9yg7CfX2tVP3Os6RZkn4KPAp8UE3PTNsvAl8F3k9ZQXsdZSL6NcDfbH/I9i6NWuzRT6G1IVnUKbnUJ5nULfnUpwuZTG3O/20K5+45Ri7DwL3AcuAe2wuAbwPzgFMH4VqpungGTgLWAkua70dWbWL7S8AlttfbHtnY4R3AfviveWoxccmiTsmlPsmkbsmnPhPNJFvVHx9HzQV4hLL475XN7U2UrekPQP9fK9UVzyptyy6SNLOZhP5N4EFKIBdIet3IuS4N0kfMBZ4BXmqO9W1ovZIs6pRc6pNM6pZ86pNM6tRBLqcB2N4BLAU+KekUymZO53B4QWBf51JF8dysqj1V0q8oGzJcD9wt6RTbB2zvB9ZRJp1fOurnTpR0saRNlPlQn3d60U5IsqhTcqlPMqlb8qlPMqnTeHOx/R3KHOfbgQ8AN3lAOpu0XjyrtDYZWVX7rO33UFbLvkB5xQMc2mJzN3CWpFdImt58hPNPYIXtK314m+cYh2RRp+RSn2RSt+RTn2RSp3HkcmaTy4zm/juBW2wvsP37nv8BLWmt24akaZTJ5lOBnwEzgatt39AcF2Xnpmtt/7q5b4jSkPtC4AzgPE/C5tq1SRZ1Si71SSZ1Sz71SSZ1mmAu84HXM8C5tPLOs6SLgM2UjwB2UXYO+hdwiaTz4VCPx+WUjwNGvJfyimgbpYfjQIbWTcmiTsmlPsmkbsmnPsmkTl3IZTsDnsu0lh73ILDS9nehbL8JzKY0074bmKvS4mQ1Jcw32N5NmbB+me317Qy7LyWLOiWX+iSTuiWf+iSTOiWXCWprzvNm4EE1vRmB3wBn2F4FTJW0xGWl5unAS01o2P5JQuu6ZFGn5FKfZFK35FOfZFKn5DJBrRTPtvfb/ocP92a8HHi++f5jwJslPUJZxbkFDs2/iS5LFnVKLvVJJnVLPvVJJnVKLhPX1rQNoKzyBAy8FljT3D0MfAo4G3jKpc/gyPybOE6SRZ2SS32SSd2ST32SSZ2Sy/i13aruIHACsBc4t3mlcxtw0PZjI6FFTySLOiWX+iSTuiWf+iSTOiWXcWqtVd2hAUjzgMebr3tdmm5HC5JFnZJLfZJJ3ZJPfZJJnZLL+NRQPJ8OfBi406URerQkWdQpudQnmdQt+dQnmdQpuYxP68VzRERERMRk0fac54iIiIiISSPFc0REREREh1I8R0RERER0KMVzRERERESHUjxHRFRC0u2Sbj3G8YWS3tLB7/mP8yQtl3RZt8YZETHIUjxHREweC4H/WTwfeZ7tZbbXHbdRRUQMkBTPEREtkvRpSX+UtA44s7nvZklPSNou6WFJL5c0H7gK+IKkbZLmNF8/l7RZ0gZJZx3lvFWSrm5+925Jn5W0UdImSW+XtFbSXyQtHjWupc0Ydki6o4V/TURElaa1PYCIiEElaS5wLXAe5fl4C7AZ+LHtbzXnrAButP1lSWuAR2w/1Bz7JbDY9p8lXQB8zfalY5x35EM/Y/udku4CVgEXAi8DngS+LukK4E3A+YCANZLebXv9cftnRERMEimeIyLa8y5gte39AE3RC3B2UzTPAoaAtUf+oKQhYD7wo1HF8YkdPu7I4+wEhmwPA8OSDkiaBVzRfG1tzhuiFNMpniNi4KV4joho11jbvK4CFtreLumjwMVjnDMF+Lvtt43jMUe24T046vuR29Mo7zZ/zvY3xvG7IyL6WuY8R0S0Zz2wSNJ0STOAK5v7ZwDPSToBuH7U+cPNMWy/CDwl6RoAFW898rxxWgt8vHl3G0mnSXrNBH5fRETfSPEcEdES21uAHwLbgIeBDc2h24DfAY8Cfxj1Iz8AlkraKmkOpbC+UdJ2ynzl9x3lvP93XL8AHgA2StoJPMTEivGIiL4he6xPDCMiIiIi4kh55zkiIiIiokMpniMiIiIiOpTiOSIiIiKiQymeIyIiIiI6lOI5IiIiIqJDKZ4jIiIiIjqU4jkiIiIiokMpniMiIiIiOvRvg69DZ5WgerIAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "tmy3_data['GHI'].plot(figsize=(12,6))\n", - "plt.title('Tucson TMY GHI')" - ] - }, { "cell_type": "code", "execution_count": null, @@ -575,9 +475,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/docs/tutorials/tmy_and_diffuse_irrad_models.ipynb b/docs/tutorials/tmy_and_diffuse_irrad_models.ipynb index 17af499017..28b4630b01 100644 --- a/docs/tutorials/tmy_and_diffuse_irrad_models.ipynb +++ b/docs/tutorials/tmy_and_diffuse_irrad_models.ipynb @@ -65,7 +65,7 @@ "datapath = os.path.join(pvlib_abspath, 'data', '703165TY.csv')\n", "\n", "# read tmy data with year values coerced to a single year\n", - "tmy_data, meta = pvlib.tmy.readtmy3(datapath, coerce_year=2015)\n", + "tmy_data, meta = pvlib.iotools.read_tmy3(datapath, coerce_year=2015)\n", "tmy_data.index.name = 'Time'\n", "\n", "# TMY data seems to be given as hourly data with time stamp at the end\n", @@ -80,28 +80,20 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Irradiance (W/m**2)')" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "tmy_data.GHI.plot()\n", - "plt.ylabel('Irradiance (W/m**2)')" + "plt.ylabel('Irradiance (W/m**2)');" ] }, { @@ -111,28 +103,20 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Irradiance (W/m**2)')" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "tmy_data.DHI.plot()\n", - "plt.ylabel('Irradiance (W/m**2)')" + "plt.ylabel('Irradiance (W/m**2)');" ] }, { @@ -171,29 +155,21 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point.latitude, sand_point.longitude)\n", "\n", - "solpos.plot()" + "solpos.plot();" ] }, { @@ -203,22 +179,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Extra terrestrial radiation (W/m**2)')" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -230,7 +198,7 @@ "dni_extra = pd.Series(dni_extra, index=tmy_data.index)\n", "\n", "dni_extra.plot()\n", - "plt.ylabel('Extra terrestrial radiation (W/m**2)')" + "plt.ylabel('Extra terrestrial radiation (W/m**2)');" ] }, { @@ -240,22 +208,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Airmass')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -263,7 +223,7 @@ "airmass = pvlib.atmosphere.get_relative_airmass(solpos['apparent_zenith'])\n", "\n", "airmass.plot()\n", - "plt.ylabel('Airmass')" + "plt.ylabel('Airmass');" ] }, { @@ -433,27 +393,11 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: how in .resample() is deprecated\n", - "the new syntax is .resample(...).sum()\n", - " \"\"\"Entry point for launching an IPython kernel.\n", - "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n", - "the new syntax is .resample(...).sum()\n", - " \n", - "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:3: FutureWarning: how in .resample() is deprecated\n", - "the new syntax is .resample(...).sum()\n", - " This is separate from the ipykernel package so we can avoid doing imports until\n" - ] - } - ], + "outputs": [], "source": [ - "yearly = diffuse_irrad.resample('A', how='sum').dropna().squeeze() / 1000.0 # kWh\n", - "monthly = diffuse_irrad.resample('M', how='sum', kind='period') / 1000.0\n", - "daily = diffuse_irrad.resample('D', how='sum') / 1000.0" + "yearly = diffuse_irrad.resample('A').sum().dropna().squeeze() / 1000.0 # kWh\n", + "monthly = diffuse_irrad.resample('M', kind='period').sum() / 1000.0\n", + "daily = diffuse_irrad.resample('D').sum() / 1000.0" ] }, { @@ -470,22 +414,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -493,7 +429,7 @@ "ax = diffuse_irrad.plot(title='In-plane diffuse irradiance', alpha=.75, lw=1)\n", "ax.set_ylim(0, 800)\n", "ylabel = ax.set_ylabel('Diffuse Irradiance [W]')\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -533,30 +469,30 @@ " \n", " \n", " count\n", - " 8759.000000\n", - " 8759.000000\n", - " 8759.000000\n", - " 8759.000000\n", - " 8759.000000\n", + " 8760.000000\n", + " 8760.000000\n", + " 8760.000000\n", + " 8760.000000\n", + " 8760.000000\n", " 4578.000000\n", " \n", " \n", " mean\n", - " 55.404468\n", - " 52.432929\n", - " 49.100286\n", - " 53.073101\n", - " 53.620056\n", - " 100.715271\n", + " 55.398143\n", + " 52.457636\n", + " 49.094681\n", + " 53.067042\n", + " 53.610788\n", + " 100.774025\n", " \n", " \n", " std\n", - " 80.441611\n", - " 75.458356\n", - " 72.136293\n", - " 76.342443\n", - " 78.797163\n", - " 78.428181\n", + " 80.439197\n", + " 75.436304\n", + " 72.134083\n", + " 76.340191\n", + " 78.795999\n", + " 78.355679\n", " \n", " \n", " min\n", @@ -574,24 +510,24 @@ " 0.000000\n", " 0.000000\n", " 0.000000\n", - " 39.033711\n", + " 39.151044\n", " \n", " \n", " 50%\n", " 3.732051\n", + " 4.114161\n", " 3.732051\n", + " 4.009573\n", " 3.732051\n", - " 4.009665\n", - " 3.732051\n", - " 87.265688\n", + " 87.163898\n", " \n", " \n", " 75%\n", - " 95.390948\n", - " 91.321869\n", + " 95.389001\n", + " 91.217201\n", " 81.172105\n", - " 91.777292\n", - " 90.936414\n", + " 91.749845\n", + " 90.879727\n", " 145.523600\n", " \n", " \n", @@ -609,22 +545,22 @@ ], "text/plain": [ " Perez Hay-Davies Isotropic King Klucher \\\n", - "count 8759.000000 8759.000000 8759.000000 8759.000000 8759.000000 \n", - "mean 55.404468 52.432929 49.100286 53.073101 53.620056 \n", - "std 80.441611 75.458356 72.136293 76.342443 78.797163 \n", + "count 8760.000000 8760.000000 8760.000000 8760.000000 8760.000000 \n", + "mean 55.398143 52.457636 49.094681 53.067042 53.610788 \n", + "std 80.439197 75.436304 72.134083 76.340191 78.795999 \n", "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "50% 3.732051 3.732051 3.732051 4.009665 3.732051 \n", - "75% 95.390948 91.321869 81.172105 91.777292 90.936414 \n", + "50% 3.732051 4.114161 3.732051 4.009573 3.732051 \n", + "75% 95.389001 91.217201 81.172105 91.749845 90.879727 \n", "max 580.694617 533.102519 523.420126 538.809780 544.508380 \n", "\n", " Reindl \n", "count 4578.000000 \n", - "mean 100.715271 \n", - "std 78.428181 \n", + "mean 100.774025 \n", + "std 78.355679 \n", "min 0.000000 \n", - "25% 39.033711 \n", - "50% 87.265688 \n", + "25% 39.151044 \n", + "50% 87.163898 \n", "75% 145.523600 \n", "max 535.970735 " ] @@ -645,27 +581,19 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "diffuse_irrad.dropna().plot(kind='density')" + "diffuse_irrad.dropna().plot(kind='density');" ] }, { @@ -682,12 +610,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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GkCSpCQNIktSEASRJasIAkiQ1MbJ3wSXZD+ygV+O9wCVV9WjbqiRJwzLKM6B9VbWqqs4AvgdcOp2VkoxsqEqSHjPKAdTvDuA/JDk+yTVJ7kxyd5KLAJK8Isl1ST4K3DxFv3cl2dq9/jnJm1selCSNs5GfLXQzmucDHwcuA26rqlclOQnYlOTWrusvAGdW1cNJ/tegflX12902TwNuAt4zYH9rgbUAi048eY6PTpLG1ygH0LFJtnbLdwDvBj4NvCjJuq79GODUbvmWqnq4Wz7/IP3uTXIMcB3wuqp6YPJOq2oDsAFg8bIVNeRjkiR1RjmA9lXVqv6GJAEurqr7JrU/E/h2f9Ogfp2rgeur6tYB30mS5slCuQZ0wE3A67sgIslZM+mX5HeBJ1TVFfNRrCTp4BZaAL0FOArYnmRn93km/dYBK/tuRJjWnXWSpOEb2VNwVXXCgLZ9wO8MaH8PfTcUTNHv9KEWKUmatYU2A5IkHSEMIElSEwaQJKmJkb0GNApWLl/C5nl6MqAkjRtnQJKkJgwgSVITBpAkqQkDSJLUhAEkSWrCAJIkNWEASZKaMIAkSU2kymeuHUySbwGDnik0bpYCe1oXMQIcB8fgAMeh52DjcFpVHfKR0v4SwtTuq6rVrYtoLclmx8FxAMfgAMeh53DHwVNwkqQmDCBJUhMG0NQ2tC5gRDgOPY6DY3CA49BzWOPgTQiSpCacAUmSmjCAJElNGEAHkeSCJPcl+UKS9a3rmStJrkmyO8nOvrYnJrklyf3d+4/1fffGbkzuS/LLbaoeviRPTvLJJPcmuSfJf+/ax2YskhyTZFOSbd0Y/FHXPjZj0C/JoiR3J/lY93nsxiHJriQ7kmxNsrlrG944VJWvSS9gEfBF4CnA0cA24Gmt65qjY30OcDaws6/tfwPru+X1wJXd8tO6sVgMnN6N0aLWxzCkcVgGnN0tPwH4fHe8YzMWQIATuuWjgM8CPz9OYzBpPH4f+ADwse7z2I0DsAtYOqltaOPgDGiwc4AvVNWXqup7wLXARY1rmhNVdTvw8KTmi4D3dsvvBX61r/3aqvpuVX0Z+AK9sVrwquqhqrqrW/4WcC+wnDEai+p5pPt4VPcqxmgMDkhyCvAC4F19zWM3DgcxtHEwgAZbDny17/PXurZx8RNV9RD0/mEGntS1j8W4JJkAzqI3AxirsehOO20FdgO3VNXYjUHnKuANwA/72sZxHAq4OcmWJGu7tqGNgz/FM1gGtHm/+hiMS5ITgP8L/I+q+tdk0CH3ug5oW/BjUVX7gVVJTgI+nOSMKbofkWOQ5IXA7qrakmTNdFYZ0Lbgx6HzrKr6epInAbck+dwUfWc8Ds6ABvsa8OS+z6cAX29USwvfSLIMoHvf3bUf0eOS5Ch64fP+qrq+ax7LsaiqbwIbgQsYvzF4FvCiJLvonX5/bpK/ZvzGgar6eve+G/gwvVNqQxsHA2iwO4EVSU5PcjTwUuAjjWuaTx8BLumWLwFu6Gt/aZLFSU4HVgCbGtQ3dOlNdd4N3FtVf9b31diMRZKTu5kPSY4FzgM+xxiNAUBVvbGqTqmqCXr/7d9WVb/JmI1DkuOTPOHAMnA+sJNhjkPruyxG9QVcSO9OqC8Cl7WuZw6P84PAQ8D36f0fzKuBHwc+AdzfvT+xr/9l3ZjcBzy/df1DHIdn0ztdsB3Y2r0uHKexAM4E7u7GYCfwh1372IzBgDFZw2N3wY3VONC7C3hb97rnwL+DwxwHf4pHktSEp+AkSU0YQJKkJgwgSVITBpAkqQkDSJLUhAEkSWrCAJIkNfH/Af/pnTaRG4OXAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "yearly.plot(kind='barh')" + "yearly.plot(kind='barh');" ] }, { @@ -775,29 +699,21 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "mean_yearly = yearly.mean()\n", "yearly_mean_deviation = (yearly - mean_yearly) / yearly * 100.0\n", - "yearly_mean_deviation.plot(kind='bar')" + "yearly_mean_deviation.plot(kind='bar');" ] }, { @@ -824,9 +740,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/docs/tutorials/tmy_to_power.ipynb b/docs/tutorials/tmy_to_power.ipynb index b4cbfcdb20..ae8fa43eb0 100644 --- a/docs/tutorials/tmy_to_power.ipynb +++ b/docs/tutorials/tmy_to_power.ipynb @@ -89,7 +89,7 @@ "datapath = os.path.join(pvlib_abspath, 'data', '703165TY.csv')\n", "\n", "# read tmy data with year values coerced to a single year\n", - "tmy_data, meta = pvlib.tmy.readtmy3(datapath, coerce_year=2015)\n", + "tmy_data, meta = pvlib.iotools.read_tmy3(datapath, coerce_year=2015)\n", "tmy_data.index.name = 'Time'\n", "\n", "# TMY data seems to be given as hourly data with time stamp at the end\n", @@ -101,7 +101,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The file handling above looks complicated because we're trying to account for the many different ways that people will run this notebook on their systems. You can just put a simple string path into the ``readtmy3`` function if you know where the file is." + "The file handling above looks complicated because we're trying to account for the many different ways that people will run this notebook on their systems. You can just put a simple string path into the ``read_tmy3`` function if you know where the file is." ] }, { @@ -137,6 +137,8 @@ " \n", " \n", " \n", + " Date (MM/DD/YYYY)\n", + " Time (HH:MM)\n", " ETR\n", " ETRN\n", " GHI\n", @@ -145,8 +147,6 @@ " DNI\n", " DNISource\n", " DNIUncertainty\n", - " DHI\n", - " DHISource\n", " ...\n", " AOD\n", " AODSource\n", @@ -187,6 +187,8 @@ " \n", " \n", " 2015-01-01 00:30:00-09:00\n", + " 01/01/1997\n", + " 01:00\n", " 0\n", " 0\n", " 0\n", @@ -195,8 +197,6 @@ " 0\n", " 1\n", " 0\n", - " 0\n", - " 1\n", " ...\n", " 0.051\n", " F\n", @@ -211,6 +211,8 @@ " \n", " \n", " 2015-01-01 01:30:00-09:00\n", + " 01/01/1997\n", + " 02:00\n", " 0\n", " 0\n", " 0\n", @@ -219,8 +221,6 @@ " 0\n", " 1\n", " 0\n", - " 0\n", - " 1\n", " ...\n", " 0.051\n", " F\n", @@ -235,6 +235,8 @@ " \n", " \n", " 2015-01-01 02:30:00-09:00\n", + " 01/01/1997\n", + " 03:00\n", " 0\n", " 0\n", " 0\n", @@ -243,8 +245,6 @@ " 0\n", " 1\n", " 0\n", - " 0\n", - " 1\n", " ...\n", " 0.051\n", " F\n", @@ -259,6 +259,8 @@ " \n", " \n", " 2015-01-01 03:30:00-09:00\n", + " 01/01/1997\n", + " 04:00\n", " 0\n", " 0\n", " 0\n", @@ -267,8 +269,6 @@ " 0\n", " 1\n", " 0\n", - " 0\n", - " 1\n", " ...\n", " 0.051\n", " F\n", @@ -283,6 +283,8 @@ " \n", " \n", " 2015-01-01 04:30:00-09:00\n", + " 01/01/1997\n", + " 05:00\n", " 0\n", " 0\n", " 0\n", @@ -291,8 +293,6 @@ " 0\n", " 1\n", " 0\n", - " 0\n", - " 1\n", " ...\n", " 0.051\n", " F\n", @@ -307,19 +307,19 @@ " \n", " \n", "\n", - "

5 rows × 66 columns

\n", + "

5 rows × 68 columns

\n", "" ], "text/plain": [ - " ETR ETRN GHI GHISource GHIUncertainty DNI \\\n", - "Time \n", - "2015-01-01 00:30:00-09:00 0 0 0 1 0 0 \n", - "2015-01-01 01:30:00-09:00 0 0 0 1 0 0 \n", - "2015-01-01 02:30:00-09:00 0 0 0 1 0 0 \n", - "2015-01-01 03:30:00-09:00 0 0 0 1 0 0 \n", - "2015-01-01 04:30:00-09:00 0 0 0 1 0 0 \n", + " Date (MM/DD/YYYY) Time (HH:MM) ETR ETRN GHI \\\n", + "Time \n", + "2015-01-01 00:30:00-09:00 01/01/1997 01:00 0 0 0 \n", + "2015-01-01 01:30:00-09:00 01/01/1997 02:00 0 0 0 \n", + "2015-01-01 02:30:00-09:00 01/01/1997 03:00 0 0 0 \n", + "2015-01-01 03:30:00-09:00 01/01/1997 04:00 0 0 0 \n", + "2015-01-01 04:30:00-09:00 01/01/1997 05:00 0 0 0 \n", "\n", - " DNISource DNIUncertainty DHI DHISource \\\n", + " GHISource GHIUncertainty DNI DNISource \\\n", "Time \n", "2015-01-01 00:30:00-09:00 1 0 0 1 \n", "2015-01-01 01:30:00-09:00 1 0 0 1 \n", @@ -327,13 +327,13 @@ "2015-01-01 03:30:00-09:00 1 0 0 1 \n", "2015-01-01 04:30:00-09:00 1 0 0 1 \n", "\n", - " ... AOD AODSource \\\n", - "Time ... \n", - "2015-01-01 00:30:00-09:00 ... 0.051 F \n", - "2015-01-01 01:30:00-09:00 ... 0.051 F \n", - "2015-01-01 02:30:00-09:00 ... 0.051 F \n", - "2015-01-01 03:30:00-09:00 ... 0.051 F \n", - "2015-01-01 04:30:00-09:00 ... 0.051 F \n", + " DNIUncertainty ... AOD AODSource \\\n", + "Time ... \n", + "2015-01-01 00:30:00-09:00 0 ... 0.051 F \n", + "2015-01-01 01:30:00-09:00 0 ... 0.051 F \n", + "2015-01-01 02:30:00-09:00 0 ... 0.051 F \n", + "2015-01-01 03:30:00-09:00 0 ... 0.051 F \n", + "2015-01-01 04:30:00-09:00 0 ... 0.051 F \n", "\n", " AODUncertainty Alb AlbSource AlbUncertainty \\\n", "Time \n", @@ -359,7 +359,7 @@ "2015-01-01 03:30:00-09:00 0 \n", "2015-01-01 04:30:00-09:00 0 \n", "\n", - "[5 rows x 66 columns]" + "[5 rows x 68 columns]" ] }, "execution_count": 3, @@ -392,28 +392,20 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Irradiance (W/m**2)')" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "tmy_data['GHI'].plot()\n", - "plt.ylabel('Irradiance (W/m**2)')" + "plt.ylabel('Irradiance (W/m**2)');" ] }, { @@ -495,29 +487,21 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point.latitude, sand_point.longitude)\n", "\n", - "solpos.plot()" + "solpos.plot();" ] }, { @@ -543,22 +527,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Extra terrestrial radiation (W/m**2)')" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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HmLDx8s/OlfQeTROoV7Wsx9GELysWxciIi5yzi3s+W8iuA0c8jsYY76UdzmDMjPUAPNM/386fxV5AnYhFpCTQH0j0PUZVHw9OWCYYmtesSM9TqvPz8lQ+nr2JW3o08jokYzw14O1ZADzbvxXVK1ijdn4CPbOYAFwEZAIHfTYTYV6/yllV77nJK9i0O93jaIzxzsw1u1i8eT/lS5bgH61qeB1O2At0eGJtVT0vqJGYkCgVF8t9553CM98vZ/jH8/h8WOdiPUe/KZ5UlYcnOF1ln7u0NeVK2khtfwI9s5ghIi2DGokJmYEd6wIwd+NeVqfa7C2m+Hlz6lpWpx6gd6sanNfiZK/DiQiBFosuwBwRWSEiC0VkkYgsDGZgJnjKl4rjzYHONObXv5/scTTGhFbKnnSe+X45APf/41SPo4kcgZ57nR/UKEzIndPsJJLqVSZ5wx4+mb2Ry0+v63VIxoTE6F+dafuv6lCXWpVKexxN5AjozEJVNwCVgAvdrZK7z0SomBjhgQucb1UPT1hC2uEMjyMyJvhWbU871lX28YtaeBtMhAmoWIjIcOBDoLq7fSAi/wxmYCb42tatTL+2tTiamX3s25Yx0UpVGeauqf3sJa2IjbGOHQURaJvFdUAHVX1EVR8BOgI3BC8sEyr/vtjpt/Dyz6tYsS3N42iMCZ6FKftYnXqA+NgYLmxV0+twIk6gxUKALJ/7We6+vA9wpjVPFZHFPvuecBvI54vIDyJS090fJyJj3YbzZSJyv88x7dz9q0XkFbF+nkWqVFwsd5zdBIBnv1+OqnockTHBcYPbmeOtQe0oHR/rcTSRJ9Bi8R7wu4g8JiKPAbOAd/wcMwbIPTbjOVVtpaqnAZOAR9z9lwIlVbUl0A64UUQS3cfeAIYCjd3NxnsUsVt6NATg5+WprNhuZxcm+nz0x0ZS047QpVE1ujVJ8DqciBRoA/eLwBBgN7AHGKKq/+fnmGnu83337fe5WxbI+RqrQFkRKQGUBo4C+0WkBlBBVWeq85X3faBvIDGbwJWIjWHMkNMBGPTOH3Z2YaLKwSOZPDpxCQB3n9uUGGurKJR8u86KSAVV3S8iVYD17pbzWBVV3Z3Xsfn8zieBwcA+oIe7+zOc6US2AmWAO1R1t4gkASk+h6cAtfL53UNxzkKoW9e6ghZE54bVqFo2nh1pR5i5ZhedG9mSkiY6/Od/qzmamc1lSbU5rU4lr8OJWP7OLMa5P+cAyT5bzv0CU9UHVbUOTu+qW93d7XHaQWoC9YG7RKQBx28XyfNrr6qOUtUkVU1KSLBTzYKILxHDi5efBjiz0hoTDVZuT+P1KWsAeMxd08UUjr9lVXu7P+uragOfrb6qNjjB1x6HM5MtwJXA96qaoaqpwHQg56yits8xtYEtJ/i6Jg/dmiTQp3VNNu89xDu/WVdaE9lUlVfctSpuP7sxZeJt/qcTEeg4i58D2RfA7/FdBb0PsNy9vRE4SxxlcbrmLlfVrUCaiHR0e0ENxpkB1wTJsO5OY/cTk5ayL90G6pnItXTrfiYt3ArAbWc19vNs40++xUJESrntFdVEpLKIVHG3RJxLRvkd+xEwE2gqIikich3wtIgsdueVOgcY7j79daAcsBiYDbynqjnXQoYBo4HVwBrgu0LkaQJ0ao0KXJbknMyN/m2tx9EYUzjZ2cqwD5wBeKMGtbNG7SLg77zsRuB2nMIwhz/bEPbjfMDnSVUHHGf3cbvbquoBnO6zx3ssGbBx+SH05MUt+WxOCq/+sprerWrS9OTyXodkTIEsSNnLxt3plI2Ppat1lS0S/tosXlbV+sDdPm0V9VW1taq+FqIYTYjFxcZwW0/ntP2VX1Z5HI0xBTf0v3MAZ7GvUnE2AK8oBDrO4lURaSEil4nI4Jwt2MEZ7+QsufrNwq2stIF6JoKMT97EjrQjnNm4Gl0b21lFUQm0gftR4FV36wE8i9NAbaJUXGwMbw1y1ry48b9zbKCeiQhHMrMY+c0yAG4/u4m1VRShQKf7uAToCWxT1SFAa6Bk0KIyYaFbkwRKxcWwbudBlm7d7/8AYzz2+pQ17DuUQf+2tWlXr7LX4USVQIvFIVXNBjJFpAKQCpzoOAsT5krFxfLqgLaAc3ZhTDjbuCv92LiKh3vbCnhFLdBikSwilYC3cXpFzQX+CFpUJmz0PKU6HepXIWXPISbM3+x1OMbk6cPfnfXYhpyRSKUy8R5HE30CbeC+WVX3quqbQC/gavdylIlyMTHCHb2cKcyf+nY5GVnZHkdkzN+tTk3jrWnOuKCHL2jmcTTRyd+gvFPcn21zNqAKUMK9bYqBjg2q0rtVDbbtP8yoaTZQz4QXVeW+zxcBMLJvC2vUDhJ/g/LuwlkR74XjPKbAWUUekQlLI/o0Z9LCrTw3eQX92taiRkVb6N6Ehy37DjNnwx4A+rbJc1Jqc4L8Dcq7wf3Z4zibFYpipGq5kvRv60wD8sVca7sw4eOyN2cC8ObAdpQraZMFBou/9Sz65fe4qn5RtOGYcPbvfi34fG4Kz01eQZ/WNalTpYzXIZlibsbqnWzee4h6VcvQ4xQbgBdM/hq4L3S363DmdbrK3UYDA4Mbmgk3JUvEcvc5TmP3iK+XeByNMfD8DysAeOiCZpQsYdN6BJO/y1BD3F5PCjRT1f6q2h+wVUSKqYEd6wHw07JUm8LceGrM9HXM3biXC1rVoFezk7wOJ+oFOs4i0V1bIsd2oEkQ4jFhrlKZeF6+wllR74q3Z3kcjSmu9qYfZcSkpQDccbatVREKgbYG/U9EJgMf4ZxlXAFMCVpUJqz1anYSlcrEsWzrfhZs2ktrW9fYhNikhVtRhe5NE2hU3abQD4VAB+XdCryFMyfUacAoVf1nMAMz4atMfAkevdAZ+PTSTys9jsYUN1v2HuKhrxYDMHpwksfRFB8B9zNzez5Z7ycDwMVtajNpwVZ+Xp7K53NS6N+utv+DjCkCr01ZDcBVHepSIjbQK+nmRAU6RXlHEZktIgdE5KiIZImITUNazOUskPTEN0tJP5rpcTSmONiXnsG43zcCcGcvazYNpUDL8mvAAGAVUBq4HmdtC1OMta5TiVa1K7I3PYPvFm3zOhxTDNz0gTP78bP9W1G1nK2SEEoBn8Op6mogVlWzVPU9nEWQTDH34fUdALhr/AJ2HzzqcTQmmm3anc7MtbsAOKe5dZUNtUCLRbqIxAPzReRZEbkDKBvEuEyEKF8qjnPcPu4fzNrgcTQmmuU0ao/s28KmIPdAoMVikPvcW4GDQB2gf7CCMpHlsT7OGM0Xf1zJoaNZHkdjotHkJduYunIHLWtV5KoOdb0Op1jyWyxEJBZ4UlUPq+p+VR2hqne6l6WMoWal0tx33ikA/OuLhR5HY6LN0cxsnvrWWVf77nObImJTkHvBb7FQ1Swgwb0MZcxxXexODT1h/hZ2HjjicTQmmny9YAvrd6XTslZFujWxyQK9EuhlqPXAdBF5WETuzNmCGJeJMCdXLMX95ztnFw+715aNOVF7049y1/gFALw35HSPoyneAi0WW4BJ7vPL+2zGHHNtl/rUqlSa7xZvY8bqnV6HY6LAl/OctVM6N6xKNesq66mARnCr6ohgB2IiX1xsDPf/4xRuHTePF35cSccGVW2JS1NoB45kMuJrZ7LA5y9t7XE0xsbKmyLVu1VNGiSUZc6GPUxeYgP1TOGNmOismXJjtwbUrGTL+HrNioUpcqMGtQPgnx/N4+ARmwbEFFza4QzGz0kBYJC7horxVtCKhYi8KyKpIrLYZ98TIrJQROaLyA8iUtPnsVYiMlNElojIIhEp5e5v595fLSKviPWbC3sNE8pxysnlycxWflq23etwTAS661OnUfvBf5xK7cq2fG84EFXN+0GRV3HWrzguVb0tn2O7AgeA91W1hbuvgqrud2/fhrP63k0iUgKYCwxS1QUiUhXYq6pZIvIHMByYBXwLvKKq3/lLLCkpSZOTk/09zQTJup0H6fH8/wBYMfI8W/LSBOz3tbu4fNQsqpWL57f7zqJUnP3fCSURmaOqf5v73d+ZRTIwJ58tT6o6Ddida5/vTLVl+bMQnQMsVNUF7vN2uYWiBlBBVWeqU9XeB/r6idmEgfrVynKJO235Cz/YmhcmMNnZynOT/1xX2wpF+Mi3N5Sqji3qFxSRJ4HBwD7+nIywCaDuanwJwMeq+ixQC0jxOTzF3ZfX7x4KDAWoW9emBPDazd0b8tmcFEZNW8udvZrYG9/4NWnRVpI37OHUGhXo2ybPt7rxQKDrWSSIyPMi8q2I/JKzFeYFVfVBVa0DfIgz1xQ4RasLcJX782IR6Qkcr30iv8tio1Q1SVWTEhJspKfXGiSU4y53zYH7PrdpQEz+0g5nMPzjeQC8dmUbj6MxuQXawP0hsAyoD4zAGdE9+wRfexx/TkaYAkxV1Z2qmo7TNtHW3e+7BFttnAGCJkIM6VKf0nGxTJi/hXkb93gdjglj3y5y1tVuVbsiDRPKeR2OySXQYlFVVd8BMlR1qqpeC3Qs6IuJSGOfu32A5e7tyUArESnjNnZ3A5aq6lYgzV2pT3AuX00o6Osa75QrWYJHjq3XvYr8OlSY4uvgkUzu+3wRAG8MbOdxNOZ4Ai0WGe7PrSJygYi04a/f+P9GRD4CZgJNRSRFRK4DnhaRxSKyEKdReziAqu4BXsQ5W5kPzFXVb9xfNQwYDawG1gB+e0KZ8DKgfV0aVCvLtJU7+GGpdaU1f/fEJGek9uBO9ahlA/DCUr5dZ489SaQ38CvOOhavAhWAEao6MbjhFZ51nQ0vizfvo/erv1GyRAzzHulFmfiAZpoxxcC+Qxm0HvEDAL/e24M6VWxchZcK23UWAFWdpKr7VHWxqvZQ1XbhXChM+GleswKNq5fjSGa2TQNi/iJnAN5DF5xqhSKM5VssRORe9+er7ujpv2yhCdFEAxHh7cHOl5U7PlnA4QxbUc/AtJU7+GnZdqqXL8lAm9YjrPk7s1jm/sxrcJ4xAUusVpYB7esAMPKbpR5HY7yWkZXNiK+dyQJH9Glu43DCXL7FQlW/dpdVbaGqY3NvIYrRRJGbuzcC4INZG9l98KjH0RgvTZi/hTU7DtKqdkXOb1nD63CMH4Euq2p92UyRqFOlzLEV9R74YpHH0Riv7DpwhLvdFfBGX/23tlQThgLtOjtPRCaKyCAR6ZezBTUyE7WGnFGfkyuU4vsl25iyItXrcIwH3py6BoCzTz2J6uVLeRyNCUSgxaIKsAs4C7jQ3XoHKygT3eJLxPBE3xYAPPTlYmvsLmb2ph/l7V/XAfB0/5YeR2MCFWhn99GqOt13h4icEYR4TDHRq9lJNK9ZgSVb9vPtoq30a5vvGE8TRYaMcWYKGtm3ha2rHUECPbN4NcB9xgTsw+s7AHDnpwvYkXbE42hMKMzbuId5G/cSHxtDn9Nq+j/AhI18zyxEpBPQGUgQkTt9HqoAWD83c0IqlYmnT+uaTFywhWe/X85zl7b2OiQTZA995Syc+eLlralQKs7jaExB+DuziAfK4RSV8j7bfuCS4IZmioNH3UkGx89JYY91pY1qo6atYcmW/VzYuia9W9lZRaTxN85iqqqOADqq6gj39hM4bRirQhKhiWpVy5XklQHO2gWXvTXT42hMsGzanc6/v3Ummc5Z48RElkDbLJ4SkQoiUhZYCqwQkXuCGJcpRnqdehIJ5UuyKvUAP9mstFFHVXnpJ2dp3Ws6J5JYrazHEZnCCLRYNHPXz+6LszBRXWBQ0KIyxUrp+Fied9sr7hpv80ZFmyVb9vPF3M3An5cdTeQJtFjEiUgcTrGYoKoZ5LO8qTEF1a1JAv3b1mbfoQz+8781XodjikhGVjYD3p4FwJsD2+GsYWYiUaDF4i2cpVTLAtNEpB5OI7cxRSZnRb1Xfl7F4s37PI7GFIVPkzeRdjiTWpVKc/ap1b0Ox5yAQNezeEVVa6nqP9SxAegR5NhMMVOxdBwPXXAqAHePX0BWtp28RrKsbOXBL52usm8ObEeJ2EC/m5pwFNBfT0ROEpF3ROQ7934z4OqgRmaKpeu61Cc2Rli+LY0Za3Z6HY45AXd8Mt/5eXYTWtau6HE05kQFWurHAJOBnM7RK4HbgxGQKd5EhO+HnwnAoHf+sGTHTY4AABknSURBVMbuCDV99U4mLthCiRjh6s62qFE0CLRYVFPVT4FsAFXNBOxdbIKiUfVy9Gp2EgCPTVzicTSmoNKPZnLbR/MA+L8rTqNSmXiPIzJFIdBicVBEquL2gBKRjoC1QJqgEJFjXSw/nr2JNTsOeByRKYhPZ29i18GjdKhfxUZqR5FAi8WdwESgoYhMB94H/hm0qEyxV7tyGf59sTN99T3uIjkm/K3dcYDHvnaWzB17bXuPozFFyW+xcJdV7eZunYEbgeaqujDIsZli7soOdencsCpzN+5l9K9rvQ7H+JGdrVw/NhlwpvSwNbWjS6DLql6kqpmqukRVF7uD8owJupyzi5HfLGN1ql2OCmcTF2xh7c6DlI6L5YauDbwOxxSxQC9DTReR10TkTBFpm7MFNTJjgMRqZfnnWY0Apyumjb0IT5lZ2dzudpUdd0MHO6uIQoEWi85Ac+Bx4AV3ez5YQRnj685eTYgRWLR5Hz8vs4kGw9Hwj51CMax7Q9rUrexxNCYYAm2zmKiqPXJtZ4UgPmMQEX64oysAQ/87h0NHrdd2OPl+8Va+WbSVUnEx3NStodfhmCAJtM2iTwhiMSZPjaqXp7+7TvdNH8zxOBqTI3X/YW76YC4AowYlUbG0rX4XrQK9DDXD2iyM1x50542aunIHU5anehyNUdVjy6T2a1uLrk0SPI7IBFPQ2ixE5F0RSRWRxT77nhCRhSIyX0R+EJGauY6pKyIHRORun33tRGSRiKwWkVfE5jgutqqUjee9IacDMGTMbHYdOOJxRMXb7+t288PS7cQIvGDrp0e9QGedzd1eEUibxRjgvFz7nlPVVqp6GjAJeCTX4y8B3+Xa9wYwFGjsbrl/pylGejStzuBOzlxDj9hUIJ5JP5rJFaOcdSo+ubGTrVNRDBR61lkRuS6/Y1R1GrA71z7fNTDK4rOAkoj0BdYCS3z21QAqqOpMVVWckeN9A4nZRK9HL2xOxdJxfLNwK98v3uZ1OMXSMLed4pxmJ3F6YhWPozGhEPJZZ0XkSRHZBFyFe2bhru19HzAi19NrASk+91PcfXn97qEikiwiyTt27ChMeCYCxMYIH17fAXAau7fvP+xxRMXL5CXbmLrSeX893b+Vx9GYUAn5rLOq+qCq1gE+BG51d48AXlLV3EN0j3dum+eoLFUdpapJqpqUkGCNbdGsRa2KXJbk9I66+t0/yLbBeiGxZe8hbvyv0xvtg+s6UKWszShbXHg56+w4oL97uwPwrIisxzljeUBEbsU5k6jtc0xtYMsJvq6JEiP6tKBkiRiWb0tj7Mz1XocT9TKzso91W765e0O6NK7mcUQmlE5k1tnbCvpiItLY524fYDmAqp6pqomqmgj8H/BvVX1NVbcCaSLS0e0FNRiYUNDXNdGpdHwsX9zcGYARXy9l4650jyOKbv+dtYGFKftoVL0c95zb1OtwTIgFWiyWkGvWWdwP+ryIyEfATKCpiKS4DeJPi8hiEVkInAMMD+C1hwGjgdXAGv7eW8oUY81rVuSJi5oDMODtWRzJtNHdwbByexoj3KnHx13fwXo/FUPidDLy8ySRuara1t++cJKUlKTJycleh2FCQFUZ+M7vTF+9i2s6J/JYn+ZehxRVDmdkccrD3wPw+EXNGdwp0duATFCJyBxVTcq9P98zCxE5WUTaAaVFpI3P6O3uQJkgxWpMgYgIr1/pfG8ZM2M9vyy3yQaL0i0fOt1k29StxKCOtp52ceXvMtS5OCO1a/PnyO0XgDuAB4IbmjGBq1QmnvE3dQLg2jHJbN57yOOIosNnc1L42Z1a5e3BSXb5qRjLt1io6lhV7QFco6pn+YzevkhVvwhRjMYE5PTEKlzTORGA3q/8SmZWtrcBRbiFKXu5213S9vNhnahWrqTHERkvBTrdx+fBDsSYovDgBadSt0oZ9qRncO9ntvJvYe1IO0Kf16YDMLJvC9rVs1HaxV2gvaGMiQhxsTF8cmNHAL6Yt5kv56X4OcLklpGVzcDRvwNwcZtaDLR2CoMVCxOFalQszac3Ou0Xd3yygLkb93gcUWR5bOISVmxPo1KZOF66/DSvwzFhIuBiISItROQyERmcswUzMGNORPv6VXimf0sA+v1nhjV4B2jSwi18+PtGAH65q7u3wZiwEuiss48Cr7pbD+BZbPU8E+YuP70uAzvWBaDPq7/Zcqx+rNqexq3j5gHwydCONu+T+YtAzywuAXoC21R1CNAasK4RJuyN7NuShgll2XXwKNeOmU0gg1CLo637DtHrpWkAPHphMzo0qOpxRCbcBFosDqlqNpApIhWAVKBB8MIypuhMuLULADPX7uLp7/OdpaZY2peewfkv/wrA5Ul1GHJGfY8jMuEo0GKRLCKVgLeBOcBc4I+gRWVMESpXsgRT7u4OwFtT11oPKR9HMrPo/+YM9qZn0L5+FZ5223mMyc1vsXBne31KVfeq6ptAL+Bq93KUMRGhfrWyf+khNWVFqscReU9VuX5sMqtTD1ChVAk+vqGjjdA2efJbLNzlTL/yub9eVW20k4k47etX4c2B7QAY8t5s5m/a63FE3nps4hJ+XbUTgJn39yQmxgqFyVugl6FmicjpQY3EmBA4r8XJPN3PudTS9/XprNqe5nFE3hj961rGztwAwK/39qBsyRIeR2TCXaDFogcwU0TWiMhCEVnkrklhTMS5on1dbu7eEIBeL01jzY7cq/lGt3d+W8fIb5YB8M1tXahTxSaQNv4F+nXi/KBGYUyI3XNuU/akH+WjPzbR84Wp/HhHVxqfVN7rsIJKVXn+hxW8PmUNAF/dcgbNa1b0OCoTKQI9sxipqht8N2BkMAMzJphEhCf7tmRA+zqAc4axePOJLisf3p6YtOxYoZh46xmcVqeSxxGZSBJosfjL0mMiEgu0K/pwjAmdmBjhqX6tGN7TWRq+96u/RW2j95PfLOXd6esAp1C0qm2FwhSMv5Xy7heRNKCViOx3tzScQXkTQxKhMUF2R68mPHZhM8Bp9J64YIvHERWdrGzljk/m8/avTqH46c5uVihMoeTbZqGqTwFPichTqnp/iGIyJuSuOaM+IsKjE5dw20fz2Jl2hGu7RPZI5n2HMrj49ems3XkQgKn3dKde1bIeR2UiVaCXoVb73hGRWHdyQWOixtWdE3lrkHN19fFJS7l7/AIyInS1ve37D5M08kfW7jxItXLx/PFgTysU5oQEWix6isi3IlJDRFoCs4Do7jpiiqVzm5/Mj3d0BZz1p7s+O4WdB454HFXB/LxsOx3+/TMZWUrXJgn8/sDZVC9fyuuwTIQLdFnVK4GxwCLgG+B2Vb07mIEZ45XGJ5VnzkNn06BaWbbuO0zSyJ+Ysjz8pwfJzMpm5KSlXDc2GYDru9Tn/WvbE2sjs00RCHQ9i8bAcOBzYD0wSERsJI+JWlXLleSXu7sztKszufKQMbN56KtFZIbpZaktew/R8amfGf2b05D94fUdeKh3M4+jMtEk0MtQXwMPq+qNQDdgFTA7aFEZEyYe+MepvHN1EgAfzNpIi8cmsyglfMZjqCov/LCCzk//ws4DR2lZqyKzHzybMxpV8zo0E2UkkMVgRKSCqu7Pta+xqq4KWmQnKCkpSZOTk70Ow0SJfekZ3DxuDtNX7wLgzMbVeGNgO8p5OKfSwpS9XPLGTI66ZzvP9G/J5afX9SweEx1EZI6qJuXe72+cxb0AqrpfRC7N9bBNUW6KjYpl4vjw+o7Hpjn/ddVOWjw6mae+W0b60cyQxrI69QB9XvuNPq9N52hWNu3qVWbBo+dYoTBBle+ZhYjMVdW2uW8f7364sTMLEyyqyks/reKVn/88sb6mcyJ3n9s0qGcaizfv48EvF7HAvQxWo2IpXruyLe3qVQ7aa5riJ68zC3/FYp6qtsl9+3j3w40VCxNsB49k8tzkFYyZsf7Yvs4Nq3JLj0Z0alC1SNaHSD+ayX9nbmDcHxvZsCsdgKpl43n+stb0aFr9hH+/MbnlVSz8fQ3SPG4f737uF3wX6A2kqmoLd98TwEVANs6UIdeo6hYR6QU8DcQDR4F7VPUX95h2wBigNPAtMFwDaWgxJsjKlizBY32a86/zT+GDWRt4c+oaZqzZxYw1uyhZIoberWrSpXFVujepTuWy8QH9TlVl5fYDTF2Zyo9LtzN7/Z5jj3VsUIVbejTizMYJwUrJmDz5O7PIAg4CgvNhnZ7zEFBKVePyObYrcAB436dYHGsoF5HbgGaqepOItAG2u4WjBTBZVWu5z/sDp9vuLJxi8YqqfucvMTuzMF5YvHkfnyZvYuaaXaxK/XOdjGrl4jm1RgVqVCxFpTLxZGcr2QrZqmRlK3vSj7J2x0FWbk8jM/vP92TbupW4oFVNLmlXm4ql83y7GVNkCnVmoaqxhX1BVZ0mIom59vn2qCqLe3aiqvN89i8BSolISaAKUEFVZwKIyPtAX8BvsTDGCy1qVaRFLWeNiP2HM/h15U4Wbd7H6tQ0UvYcYumW/Rw4kklsjBArggjExgjxJWKoUbE0F7auySknlycpsTJt61a2NbFN2Ah5vz8ReRIYDOzDWYEvt/7APFU9IiK1gBSfx1KAWvn87qHAUIC6da1niPFWhVJxXNCqBhe0quF1KMacsEAH5RUZVX1QVesAHwK3+j4mIs2BZ4Abc3Yd71fk87tHqWqSqiYlJNh1XWOMKSohLxY+xuGcRQAgIrWBL4HBqrrG3Z0C1PY5pjYQPYsNGGNMhAhpsXDnmMrRB1ju7q+EM0Hh/ao6PecJqroVSBORjuJcvB0MTAhhyMYYYwhim4WIfAR0B6qJSArwKPAPEWmK03V2A3CT+/RbgUbAwyLysLvvHFVNBYbxZ9fZ77DGbWOMCbmA5oaKRNZ11hhjCq5Qc0MZY4wxYMXCGGNMAKL2MpSI7MBpFymMasDOIgzHC9GQQw7LJXxFSz7RkgeceC71VPVvYw+itlicCBFJPt41u0gSDTnksFzCV7TkEy15QPBysctQxhhj/LJiYYwxxi8rFsc3yusAikA05JDDcglf0ZJPtOQBQcrF2iyMMcb4ZWcWxhhj/LJiYYwxxi8rFsaYPImtvmRcxbJYRMsbQESq+NyO2JxEpLuIRMUCJCJyl4ic496O2L+Jj/I5NyI9n0iP35cXuRSrYiEiF4nIWKC117GcCBE5T0SmAf8nIi8AaAT2VPDJ4yrgiNfxnAgROUdEJgP34UylH5F/kxwi0ktEfgOeF5F7IXLziZb3PXibS8iXVQ01ERFVVRHpATwBZACdRGSDqu7xOLyAud8kYoDrgGuBp4B5wPsicr6qRsTU7W4eAlwOvAVcp6rjvY2qcNxc4oBHgG44f5N44HQRiQMyI/ED1l2I7DHgaeB/wMciUlVV78t5P3kZX0FE+vsewuczLKrPLHL9x14HnAvcA3QAWnkWWAHl5KGqWcBvQBdVnQAcBlKBJSISk/NcD0PNl08e2TgrHr4PrHYfu1REarsfsmGdB/wll6PABFU9U1W/BfYAV6hqRoR9qPr+e58CLFLVr1U1DXgduENEGrsfWmH9t8llHXAOEfi+h/D6DIvaYiEitwJfiMgdInKyqq5X1a2q+guwHegmIrU8DtOvXHnUUNWlqpopIm2Br4BEnEsfL+Yc4lGo+fLJ404RqYZT9BYCb4jIcuAy4FXgPzmHeBOpf8f5m8x298ep6lRgrYic722UgcuVTwVgJdBFRDq5T6kOLAEe8irGQInIzSLS370twCZV3RZp73sIv8+wqCwWInIxcDXwCk71fUhETvN5yodAE5zq7HtcWH1AHSePB33yyPkG2x64F7hGRJLcb+1hJVceLYEROCsjTgKmAANU9VKcS2x9RaRdOOYBef5Ncq4fZ7qdDjYAWR6FWCDHyecZnPajl4AbRWQ6zjfzfsBpIpIYjmdMIlJeRN7EuSQ4VkRKuHH6nglFxPsewvMzLCqLBc4/4BuqOgXn2us64LacB1V1ITAbaCEiZ4nIfe7+cHsTHC+P4QCquk5VN7q3DwKfAhU8itOf3HmsB+5R1S3ACFWdB6Cqu3HOlsp5FGcg8vubqJtDaaAHQM7lwTB2vHxGqOo7wA3AHap6JbAR+APY71Wg+XEvl01V1ZNxvoS87j507DJOBL3vIQw/w8L9P3KB+FTVtcCVAKq6AfgGKCsifXye/hFwPfAJzvzvYfMNw08eZXLlgYg8BDQHloYyTn/yyeNroLyI9FHVwz7Pfxgnj+WhjtWfAv7f+gBoLyKlwvgMKa98JgKVReRit93lD/d5TwBlgbSQB+uHTy4T3Z+3AwPcNpYsESnh85ywfd9DeH+GRXSxEJFE3/s+VfUzIF1ELnLvb8Xp1dFMHOWAl4FFQCtVvSfX8SFVmDzc484Xp3tjE+ASVd0WinjzcgJ5nCkiU3Dy6K+q20MRb34K+3/L3Vca+JgwuhRViHyausc1FpEJQAucs4yMUMSbn7xyUdWDIhLjvg/+A4x292e6DfNlcS7rhMX7HkBEkkSkes79cP4Mi8hiISJtReQn4HERifXZn/Nm3QN8CQwTEVHVfTiXNkq5/5iHgeGqeoGqbg11/DlOII/S7uPLgJtUdXCE57EeuEVVB3mZB5xQLiV93qgTVPXtMPlgLfR7xX18G87fpo/XRTy/XHJf7lPVfwH1RaSTiJwkIqe7l2tv8/p9DyAizUVkBvAoUMlnf9h+hkVUsXD/UzyIc/r1sfshmeU+FuPzZi0NTMapxqNEpCbQBqd/cs43jdTQZ+AogjyOAri9IxaHPgNHEeaxSVU9vYRWBLlk5vyunOO8VITvlTRVTQl9Bn8KJBdVzXa/bVf0OfQZYDrwK1AGwMv3fS7DgS9V9UJVXQnh/xkWUcXC/YeMB35T1dEAItJGREoA6t5/AqcinwTchdPFbBywF2eQkecsj/DKA6IrF4iufALM5XGcSzct3PvnA//E6VLeXJ0uzZ4TkVhxeswp8Jq772JxBkKWce+PJAz/LmG/noWIdAMOq+rv7v2ywOc4/b674vxD7gPGAz/hLPzxiKqu9vkdZVQ1PdSx+7I8wisPN46oyQWiK58TzUVEmgFpqrrJg/D/4ji5lMKZfeFuYABO4/RWnEtLtwFjCce/i6qG5YYzgdkXwG7gXaCyz2NX4fwH6erevxF4D6jn85wYr3OwPMIvj2jLJdryKYJcYr3OIcBc7sVpqxvk3q8F/A70DMe/i6qG9WWoo8AvwECcqSEuzXlAVT8ELlPVae6un4AquNfz3Gt/4dJl0fIIrzwgunKB6MrnRHPxvL3IR5654PTWKo0zOh5V3QxMxZlrLBz/LuFVLERksIh0E5FKqnoEp+vbTzjTDySJSBP3eaLO4KccvXCuAR4A8Pof2fIIrzwgunKB6MqnOOaiqgdw2lQGi8hpIjIMOBtn8F1Y5JKb520WIiLAyTgNONnAGpzBP8NVdaf7nMY4Q98Pq+pId18M0AWnr/FG4D5V9Wwwl+URXnm4MUVNLhBd+Vgux469HGe68ebAA6q6JMThB87La2C41xdxBmN94N4ugTOh3Oe5nnsxzqlbI5w+4AI0BPp4mYPlEX55RFsu0ZaP5UIjnGIS5+4Xr/MIZPNkPQu3y9vjQKyIfIszp1EWOP2HReQ2YIuIdFO3y5uqfikipwLf4wxOOUudvvlrvMgBLI9wywOiKxeIrnwsl7/l0gNYpm7FCHchb7Nwu5HNASrjrGWQs5hHDxFpD8f6VT+OM4FWznGXAg/izFLaSr0fxGV5hFEeEF25QHTlY7kcN5dloY38BIX6VAY4E7e7mHv/P8Aw4BpgjrsvBuca4KdAfZ/jzvT6VMzyCM88oi2XaMvHcgnPXAqyedEbag7wqfw5t8t0oK6qjsE5pfunOj0BagNZqprTO+BXVf3Vg3jzYnmEVx4QXblAdOVjuYRnLgELebFQ1XRVPaJ/9ofuBexwbw8BThWRSTjzwMwNdXyBsjzCTzTlAtGVj+US+Txp4AZnjhScPtIn8ec89GnAAzjzu6xTZ6BKWLM8wk805QLRlY/lErm8HJSXjTNacSfQyq3EDwPZqvpbBP0jWx7hJ5pygejKx3KJVF42mAAdcf7BfwOu8zIWyyN68oi2XKItH8slMjdPR3CLMy3vIOBFdYbGRyTLI/xEUy4QXflYLpHJ8+k+jDHGhL+wmkjQGGNMeLJiYYwxxi8rFsYYY/yyYmGMMcYvKxbGGGP8smJhzAkSkaoiMt/dtonIZvf2ARH5j9fxGVMUrOusMUVIRB4DDqjq817HYkxRsjMLY4JERLq7U0AgIo+JyFgR+UFE1otIPxF5VkQWicj3IhLnPq+diEwVkTkiMllEanibhTEOKxbGhE5D4ALgIuADYIqqtgQOARe4BeNV4BJVbQe8CzzpVbDG+PJs1lljiqHvVDVDRBYBsTjLawIsAhKBpjizlf4oIrjP2epBnMb8jRULY0LnCICqZotIhv7ZYJiN814UYImqdvIqQGPyYpehjAkfK4AEEekEICJxItLc45iMAaxYGBM2VPUocAnwjIgsAOYDnb2NyhiHdZ01xhjjl51ZGGOM8cuKhTHGGL+sWBhjjPHLioUxxhi/rFgYY4zxy4qFMcYYv6xYGGOM8ev/AVIPvziBi4vpAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -570,7 +546,7 @@ "dni_extra = pd.Series(dni_extra, index=tmy_data.index)\n", "\n", "dni_extra.plot()\n", - "plt.ylabel('Extra terrestrial radiation (W/m**2)')" + "plt.ylabel('Extra terrestrial radiation (W/m**2)');" ] }, { @@ -589,22 +565,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Airmass')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -612,7 +580,7 @@ "airmass = pvlib.atmosphere.get_relative_airmass(solpos['apparent_zenith'])\n", "\n", "airmass.plot()\n", - "plt.ylabel('Airmass')" + "plt.ylabel('Airmass');" ] }, { @@ -643,22 +611,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Irradiance (W/m**2)')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -668,7 +628,7 @@ " solpos['apparent_zenith'], solpos['azimuth'])\n", "\n", "poa_sky_diffuse.plot()\n", - "plt.ylabel('Irradiance (W/m**2)')" + "plt.ylabel('Irradiance (W/m**2)');" ] }, { @@ -687,22 +647,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Irradiance (W/m**2)')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -710,7 +662,7 @@ "poa_ground_diffuse = pvlib.irradiance.get_ground_diffuse(surface_tilt, tmy_data['GHI'], albedo=albedo)\n", "\n", "poa_ground_diffuse.plot()\n", - "plt.ylabel('Irradiance (W/m**2)')" + "plt.ylabel('Irradiance (W/m**2)');" ] }, { @@ -729,22 +681,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Angle of incidence (deg)')" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -752,7 +696,7 @@ "aoi = pvlib.irradiance.aoi(surface_tilt, surface_azimuth, solpos['apparent_zenith'], solpos['azimuth'])\n", "\n", "aoi.plot()\n", - "plt.ylabel('Angle of incidence (deg)')" + "plt.ylabel('Angle of incidence (deg)');" ] }, { @@ -778,22 +722,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'POA Irradiance')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -802,16 +738,16 @@ "\n", "poa_irrad.plot()\n", "plt.ylabel('Irradiance (W/m**2)')\n", - "plt.title('POA Irradiance')" + "plt.title('POA Irradiance');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Cell and module temperature\n", + "### Cell temperature\n", "\n", - "Calculate pv cell and module temperature" + "Calculate pv cell temperature" ] }, { @@ -821,30 +757,23 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'Temperature (C)')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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E9oPMNqRAJofs9op07oHcPUHD0ciBiA4jotPV3zWJqK6/xRIyCaPG6NEvnTtNVYbPSL9pksYtvXvAnN78gNz/7MFWOBDR/wH4FMBr6qpWAL7ws1BCdqGXHeUVjFGz43Mku9UjG+0fEzAptk7ZNOBIJ06RFzGbjJ6PV34f4tsQHE5GDjcCOBFAMQAw8zIATfwslBBdKio4LbXFnLXxMYG8VgOF7XwWBdK5pcwBC0pp7COLE+FwgJljhs9ElAcZPWYVd3wyB38ZOd3Rvm3v/wbnvfRbyteyjKjKwIL1uxwnkjE+SfKqV35ZHnPYKiktx/qd4pBlRrofttHxls9TWpLI4mRCejwR3Q+gJhGdASWP9Jf+FksIks9nrbffScf8dBpvA/SqgnNfnAgg9YlwPS//vBzPjF0SWy4cPhC3fDgb3/+ePFmeTSOO9EYO6aqVkted++JE3HZ6B8fXX7djP1o3rGV7XsFfnIwc7gVQBGA+gL8C+AbAg34WSgiPfQfLHEXO1Kf0tPtu2eQ3EP/Re9EA6E+hFwwaZv4H2dT4pD9v4FFBdJiaziaolV6bsBJ9//Ezlm5ODhEuBIulcCCiHADzmfl1Zh7MzBerv7PoU4oWT327CJ/NdB9N0yue+36paeRMPde/5z53tBlu1c76kUbiqyhvZpojB6QnXMyOnbvWWWCFqSu3AXCeFVCjtLwCt340G8u32AuVHxdtxtfzNqIiMS65EIelcGDmCgBzE4PvCf7x2viVhuEOgmLPgbK45e8XbsKufaVJ+7nxAHbal0ilUUo8tdU5Fm0sTspTkI2kVcWAneDsOOnpn+KSRBEBs9ckC5oF63dh9JwNuPN/8yzPt7JoD64dOQM3fjAL709dbblvVceJWqk5gIVE9CMRjdH+/C6Y4I53p6zGPw3UKGZML9yOA2X2oZmve3cmbvpQGSUkCo5EZq1xn52MUTkSGLvQfcgJKzVVIl/ONc+xoD9szbZ96DZsrOuyRIX0nOA4UqOvdTv24+WfV8QJ/Rs/SB61alvnrt0Zp/JMRB+OfJ0YJljiRDg8CiXz22MAntX9pQURtSain4loEREtJKJb1fUNiegHIlqm/j8k3WtVBR76YgFe+nm5o31XFO3B4FcnY9gYZ45qq7cpQ/yjHjFuMLXGZJTLiW0v0BpCTdOUarumbxA/nbkWxSXWgtCsHFEgndFR0NXww5LVcbY5H+p6xnPj0TWDOxZ6bIUDM483+vPg2mUA7mTmIwH0BnAjEXUGMBTAj8zcAcCP6rKQImMXbkKboV/jW12WreL9ipro943Fjs7hpyWPV41qumfZtb8UO/cdTPlcEZINad0M5uCsS/89bhlWFO315Fz6+7+52DyUd9x8lSdXjmfZlj3Y7bJjEVWceEjvJqJi9a+EiMqJyFmrYgEzb2TmWerv3QAWAWgJYBCAkepuIwGcn+61qjJ/fVdJ//3GxFWxdVqIbMdzAb63Fm49pCtJViulVthXx69A98d+AFA5UnJDVGTDngNl2Lb3QGz5vSnu9OqM9AR24Tbnjf2/xnmZbdhZmSWqq3Ns/RyYOS6OEhGdD6CXl4UgojYAjgEwFUBTZt6oXnsjEYk3tsdo4fqdhllw2laYhTbws+FMmpBmxYv78jempnS+mau3Y4zF3ETUOeWZX7B1T6VwePCLBa6OT3ckd9bzv+Jv/dqldQ4j3BTLKsSGhN9wjuuQ3cz8BYBTvSoAEdUB8BmA25jZ8YiEiK4johlENKOoyD5dYVVH/9HnqF9IhcMEYV7q05Oti9IN9BY/5wAAew6WYbJqEumWFVtSU3NEZc5BLxhSgZG+MPezAU73NotwcI7tyIGILtQt5gDoCY86g2qGuc8AvM/Mn6urNxNRc3XU0ByAYWB8Zh4BYAQA9OzZMxpfZoZQGQXVG7QG2iq7mF8YjRzSs/NP7eBseQG9iK30vxlrPSmHH/uLWsk5TsJn/EH3uwxAIZR5gbQgRfH9JoBFzPycbtMYAFcBGK7+H53utYR4tA8kKr1dLz/XbAqDEQ7p37+te1LPQT1t1XbL7WavrFMLLf3IobwqOL2kgRPh8AYzx0VaI6ITYdKjd8GJAK4AMJ+I5qjr7ociFD4homsBrAEwOM3rCIj/5HNUZWI6oZ2NSGXInkoR9DmnjUYO6ZCpIb+37z2I3k/9mPZ5lHqEV5m9qh9C4rtkG6JF9wCsRgf6LWUW/hCCM+HwIoBjHaxzBTNPhHmn8bR0zi1YUzlycLZ/GE3FjMLt6Nmmoe1+sTkHzQLLcl97UvaTCHnEMvCFX3GwLP3GLip96Z37SjFpeXKea7P7nMrIISp1jSqmwoGI+gA4AUABEd2h21QPQK7fBctWVhbtQduCOmEXw1PshIzdR0gGQ46LX53sKDJr8sghnE8+7JHDxl3mtv1uCDyfgwl3fBIfQsZuUOpcOMucg1OsrJXyAdSBIkDq6v6KAVzsf9Gyj9Fz1uPUZ8fj58XhJZ8HomWx4XWPO12tSBQaxrCJ8i1I1+jBi3d/064SvD5hZWTm7PzCdOSgekGPJ6K3mVkiVHnAwg2Kpe6SzbvR/4jw3TeCerX1H5HRB+Xmex09Z33MwxtwF1tpwlJ7k2crYfXgF/Ntj890pqzchg5Nozuy1cdG0uN0/syLfpE2t3Nk83o4qUNjD84YTZz4OewjomeI6Bsi+kn7871kWUgs/k/IHY7KckTFQ9oZ89ftwq0fzcG2vZXWMImxldTQcYbHa8I5Vd6bssZ0W1TuUbq8O2W1J3MXXqNZFl3y2mTD7X4aHv2yZAtu/3hO0nqvk15FDSfC4X0AiwEcDiUIXyEAZzklhXhcdFvuHzUf2/famwTOXL09rpE3C0Osb7ycxlRyw9fzNmJDClEume2H+uOXFuHdKaux72ByzBqjkUO6OZSdsmtfKZ76ZpFlFNBMRMvGFyVWbrV2TrQaOehNVnNS0Ctd/d/pGDU7+KCSYeNEODRi5jcBlKpB966BEihPSBEnevYPpq6xzev8/cJNuOg/k/H+1Moe7QOj7MMl3PpRci8oXW78YBbGLfJnLuWqt6bhoS8WGN41I4/rdDqRTo9lZgz/bhFem7ASX8/bGLq1UlUnzpRV1/7/vqEY7e7/Bj+q+Ue8nG/L9mfuRDhoCt6NRDSQiI4B0MrHMmUtbk1IZ63ZiSWbzDNbrd2h9NRXFO2xPVeUX+O0PlhDD+lghg4HVPVLaXlF1qiVMhWzwdvstUqOEa3joveBkGdmjRM/hyeIqD6AO6H4N9QDcLuvpcpSUmkENxWXoFOzuobb0p3DcNxL9lm0OA1pYLRXpZ9D5XIQ37w0LNHCa4dOJ2T7O2CXQzoXQAdm3sXMC5i5PzP3YGbJBJcCEbIgjTFqdvr5qoeMmOJBSexxpFbi9BqKh0YvTKksWd5ORB6no0WjuYOuw8bivs+z3xLNLXY5pMsBnBdQWaoMXttHO2oMTfa5/eP081XbJY/XX9rQ9DStqKwG5wuopdZGPGPmbsAbv64M5qKCIXprJe11GjN3Q1K+aaMcErtLyvDhNHNLtKqKE7XSJCJ6CcDHAGImA1qiHsE5MdWHR42Xdr53JnvjhtJm6NdoUKuaJ+cyw02vfszcDbjlw9mxZUO1UsL5glIr3ftZZSL7X5dtxa/LkkM9CMFh9Frp350Pp61B15b147b76Qw6bMxCDDuvi38XCAAnwuEE9f9junUMD3M6VBW8CBd8oKwc2/YcRIsGNV2djQE8M3Yx/jdjXfzKBHbuK01at7n4AJZvMZ8Yd4XBNc3q8eKPy1ycuHKyPwhd8Kcz16FDk+g6i1U1nHQ67h8Vrzry8z15e1Jh9gsHZu4fREEyjS3FJVi5dS96t23k+lg372Riw3n7x3PwzfxNWP7k2e6uycDLPztMvG7Acz94mdKxEqt+fqqB8oIyMVy2xd5KTAiGROFgF/rbC5z4IWUyTnJINyWiN4noW3W5sxpOu0ry+4Zi7D9YjoEvTsSlLidiU1ErJe467nfFJK+c2TBgnfl5ki8aWPgM3ZXceLI6mZsxmpAe+EL0nLgEf2lYOz/2e+Tk1aae1HpWbk1PuL+py8uejTjxc3gbwFgALdTlpQBu86tAUWZ3SSnOeeFX3PrRbBTtdp+OMbEpf3fKakwvdNfD0Te0UQqg5xSj4X96TmvJcw7Z3qMTkqld3YmGPJ7flm/DtjTTqvrJ8+OWovff08/RkSpOhENjZv4EQAUAMHMZAOPoVxnKCz8uw8zVO2z321+qVHvWGvt9rdAatIe+WIDBr1r3cKzaf1dzDmkOE7zSz7oJlOfokupOXk/2C5lFqs99d0lySBbzazBKSoNr+p4ftwybir0JxZ4KToTDXiJqBPUzJKLeALIq4tRzPyzFRf+ZZL9j7AVMbpbXbt+Hez6dax1nh9x5SBueIsVJ7ag0mhVGeqV0HJq9O5WQ0QTz5D+qQiavToTDHVDyOrcjot8AvAPgZl9LFRJthn6NqSu32e5npM65+9O5+GTGOks1UcyjOcXyKcd69xG48bfwSoVllLfXcbhlg0IkHhqGp6wQPqlGZXVzGHPV6nw4sVaaRUT9AHSC0r4tYeZke8cs4aPpa1G7eh6OSrCJtiOnMn6DKZ7PEbiakA4PfXud2HgzLD5sJ759CTtJ0viqySqbqK1muHVIdfMJr92+D60b1nJXoAjhxFqpBoBbADwOJWT3jeq6rGTU7PWmIYutXiNNODhqmzzq3QY5H+1Vh9yoZ2/W23dzK7V7cfnrU1MrmJDR3PPpPPudDHA1cgCQk+P8qzPKAaHx46LNKXllF+0+gF+WBJNJ0ola6R0AXaAE3XsJQGcA7/pZqKhj9HponXgrtUYsKmuK1917oAyl5Rw7l5uRSJgpDfWXNpqS8bJsB7Mst4LfNKlbPewiZBTuzMfNuXbkjJTiOf3x9Sm4+r/TAxkhOxEOnZj5Wmb+Wf27DkBHvwsWRazaMO2lufKtafhq3gaTfezPY8XwbxdXlsUDRZErZzyPhimJwrOCOa0sXqJESo87B1TJTzmGK58jZpgNHErLKzDFwXxlujgJz+8VToTDbNVCCQBARMcD+M2/IkUffUP5xez1aH//N3H5iW/6YLbBUfoJ6dSatOKS+KkeL8JxOMUvtdKMwu0YMcE4aJ0zJ7jMEA9HmIRdD4rrT2lnuP6Snq0DLklmY5ZJ7rkflrp2inUDM2PC0qJYyxHEe+9EOBwPJfheIREVApgMoB8RzSei1BR9KkT0FhFtIaIFunUNiegHIlqm/j8knWt4iVGjftvHc1DmsOubyshB/y4mHuemN7/YIGlQGO1q4nD4mrdnYI5JVNdknwgDB7oEP4eo8uDAzoFf8/zuLfDnE9vg8UFdDIXDyGt6uVKTZCfOPwIGTEcOyzYn9+i9vLNfztuIK9+aFnvfg/h0nbgVnuXj9d+GMo/xjm7dUAA/MvNwIhqqLt/rYxlck2qPPd0PUf9CZEiHGUC8UE1HV2p0ZHkF495P52FzcXQ9XQGgIGDdfqemdfH8pcfErevXsQDjdSPcfh0LAi1TFHH7HQU5WtezJQRnONuRAzOvBlAMoD6ARtofM69Wt6UMM08AkOgYMAjASPX3SADnp3ONVEnspQ4bs9DS+sDVuR1e0450X9OyECZv0/FDMDp0wYZd+HjG2jRKFAzV83JQOHxgbPnxQalF7Hzv2uNjvzs1NVZV9e3QGG9c1TNp/dMXdcMtp3WwvYaTfbIFt34O3pzJPbkJQ5YgOodOTFkfBzAPwAsAnlX//uljmZoy80YAUP838fFapiTe/LcnFWLKyvQiPdpZNNk98EThka5GYMMu570Rr15GN/IoKaiewQe4qig1+/ag0Z55ezXMd6dm9TCwa3NX5/jyppNwUofGseXXr6wUAIXDB6JF/Rpo36QO3r32eEP7+mb1a+COM5InoE8/Mv4TM9pHcD9X6KXGLi83vqkOIvKwE7XSJQDaMXOkopkR0XUArgOAQw891PPzVzAjx6RvnupDjw1JTZ7rFoNgfqk0ype8Nhkf/l/vpN5GWOjr8MbE1DOmGd2LZ30KJe4lj57XBYc3rg2gMkBcXi7h5cuPxZZXJ6FLi/qYuHwrltuEAO/aSnHMnPvwADAYdWtUQ/smdXDXgE4AgOrn4OIAACAASURBVC9uOtF0wlTPuDtOjgtU99yQ7ug27HvH9Rn2h84Y9uXvjvePMm6+r04PfudfQWzIC2Hk4EQ4LADQAEAwnhfAZiJqzswbiai52XWZeQSAEQDQs2dPz2+V1QndNrkTlhZh74EyWDlRv/HrSjzx9aKk9VYfu5n+c9qq7Xh/6mpc2aeNy5L6z0oXPf2kiKsZNM+icelxrXHVCW1iy4lP7H9/OyH2u83Qrx2ds74uW9+4O/rFfjep68w3tX2TeHVUvRqV5zv20Aa2xzeqI74RQZMbguGAE2ulp6CYs44lojHan49lGgPgKvX3VQBG+3gtU7xsiK58axquf39WrGEYMWEl9h6IjwZpJBiABGulpI3m19yx19sIJ0El0Im7pgO1UtQxc8qLqqD76Lo+SevmPjIAV+sFXDQGpJ7w/cJNnpzH9+cZwj13MnIYCeBpAPOhhu32CiL6EMApABoT0ToAjwAYDuATNaHQGgCDvbymU6waolStjvSHOQ37bXaloBuXdK431aOsXJkYNknzaNcYclxrzFm7E4dGLOZO3w6NUcGM/Lzk/mL9mtVw3zlHoFHtfAzo0sxW/ZVJmKklyysYRz70XdqpPvcdLMOmXSVoWq8G8vNyUC3Xuj9++H1f47QjmhoaFOiJilppKzO/4MfFmfkyk02n+XE9N/hx8/VqIH1Dt2hjsdVBqWzKSjLF4U3PgwOPjFu+rNehuKyX9RzZUS3rYf/BcqwIcLL9v1cfZ7m9el4ublatmJZu9iifeIQ5UFaOg+UVeOyrhWmd55q3p8cMWXq3bWg4MtPDDIxbtDlhnYF/TwCjaCdqpZlE9BQR9SGiY7U/30sWMn63Q/q8Bn96wzxYXNy8QpITnMV8RBZIjmS1UmbRqHY+mtZzH6Pyy5tOQvfWwfp+5uXmJFnEmLF6W2pC66wuzVI6LlPZVFwSZ+GYqrUjc3JHMCojB82TprduHQM41fviRAc/JLO+wdZb7aTSyDPYduQwclKh88LZEImGORKFcI5Tz3kjyisqNbifXd/HlQmw35zeuSleG78Suw84z6IGAIN7tsJ3Hun4/WDKym3o3bYRgMpOWUmpsxtv9KTXbt/vSbmMzh1E3hInTnD9Df6yRjCYqSqsvmsveuW/La8M0lUt18oiKXUeGZPekDhqRDWRz4XHtMQ5XZN7xYZZ7xzy6KCjAAAntW+MHoc1RK/DG6Z8Lq85olk9zH/0TNfHRcW02oyhn7mPBhSEqtPrvOtOceIE15SI3iSib9XlzupkcVbwtknvOkj9dp6VcDCRRIs2FmOrRXJ0s2B2mUzYssHMc/i5Id3xyuU9khq/VEcORIT6NauhcPhAvPeX4+0P8JEGOrNZK54f0t12HzfCIYwJ+4NllaOEKKlljd77SHhIQ4l/NBZAC3V5KYDb/CpQ0Dxq4sxjde/X7XA2XBy/tMiR7Xoqw8+L/jMZT+lCeCeyx+WQ346wG2YAeGdKWtFaTJk09FT8ek9/XHhsS8v9BnVvYbm9RoKlz/4Ak9H7xeShzmxD9E51ZjgVDmd1aYYnzj/K0b5ekooVol+WW6+NXxH7baTiDjUqKxFpT7sxM38C1YyVmcsAZP5bD+sbzB7oeF/5eXna54j7nkLtzQQvHXbsi3fK14dF95I6NfLQumEt23AW1XKSP5fa+bmx3zWq5SZtz1Q0QVkz37xOI67oEftd3cAENpE8g/tnxKtX9MDJIQQFTGW0cMa/JmBzcQl+Wpyej/DiTcV4Wdde6Dt+YY0crMT9NADHAthLRI2gtg5qbodd/hfNf6yG/Zq0PlBWjvUORwpJ50g4vZmjmxWZaNvvFfsOBtMH0dqE045sarlfTg6w4u/noIIZ63fsR4sGNePCGmSTcHh28NF45uKjLfcZoLM+MhIizerVwCZdNFEnI4creh/mopTe4iT0iBHvT3Wf7jOR8178zdRhctbqZJ+osOcctDt1BxSv5XZE9BuU8No3+12wICi1MAHRGvb7P1+AU58dn9L5vbB4siqjkB5PXnAUbj61Peo4UIkASuORm0OolpuDNo1rIz8vJy6ncOLc0agbTkg8hSX5Dk1Jg4DUujqlUe38pHU/33VK3LKT0YWdas9P1mzfF0ik4jFzkzNFWqW3/eMbU5NUXmFbKxUQ0R1QPJhHAfgHgG8BvA7gdN9LFgCJ3qt6NJO7ySu2pnx+L/K8RkHXDwTXiw+Sjk3r4s4BnRzrmu16li8k5E845lB3vgpf3nwS7jv7CFfHRIW2BXVw++nW0Vz1MZyMKBw+MO6eFQ4fiIt7tIrbp6GBEPKS58ctc3+Qy4/0lg+NM0X6eMmUsBIOuQDqAKgLoDYUFVQugFrquozHqleuJf/OtbAksqKsvAKz1hhnOEuFL2avx2YXIba9ZtIK//PjJhJ2as1E7DrSR7dugL/2a5vy+Ts1q4u/9jNO5xlV2qrRZgHgxv7t4mIwMRiP6yaW69V0NkLTkxhuwu9pt5VblQlmvxrfSSl2NhPnR8MO2b2RmR/zvQQhUmYxclC2V6TsyPLD75vtd3LAvZ/Nww93nIzbPEo0lEkcUsvfXqJbu3snI4z7zj4Sr41fiVoWE7nZxJibT8I+1TIuLzcHw87rgk9mrMW+g+VgBmrq5mFq5bsXDr3bNsSH0yp1+kaP4Mjm9axD0ESIB0ctsN/JAWGPHCJk6esPdvp8K1NRO6x0iGYc0axu3McEAOt37s+YF99rHBq3pMwxre3DU+txKkvmDRuA6Q9khebVljrV89AkIUSIdpsY8cLBytnTjEHd7ecghvRsZbuPU75f6E2nzgyzNt2u33H3p/EOeszA4Fcn4et5G70pmAFWn1/owe/8xs4O/c2Jq1I+dyoTRnm5ZOj8c9F/Jqdcjkxh/rABSev8ztdrNBK44BjzxsipwK9Xo5oju/9spV5NZW6BmVEzv7KJSTeHunqWpDVOY0I5oayCsW7HPndqmxA85hiM6YU7cOMHs3y7huldZWZv4ixHmNXb9vl27lSGfXbhfLOVuwZ0RN0a1ZIcn/z85g5rZOyB+8/B5uabdhOqgsJH1/XGQ+d2Rt0a1XBi+8b2B0Axe3XCcW2SJ/lXFHnriLZkk7uos79vcG7Zn/hKF+0+gJOe/sl1exGEiXvVbI1UurdugBv7+zMBmIpwuOw479OdZgKnd1b8C3q3jY8flKrduRl/PL7y/o664UTDfXJzKCmnskZVHg244bBGtXHtSYcDUEJ9T7i7P/73NyVU9eXHx7/jt57WAc8P6Y4xNxs/j0QeP/8ojL/7lNjyj3f2Q6em3hou5BC5+n7HLXLuAJd42u8WbnIccUHPQ194M3dhRZUWDgV1q+PuM/0xHXSrVhp3Rz9cclxrX8oSdY5oVg9AsjAoq3A/b9Oodj4OMYkHdHKHSq9bK5PI//yp0vO3Q5M6KBw+EIXDB7oui6BwaKNaOK6NIvi7qXmwNQ5vXBvnH9PSMsXpT3dWpkJtXKc6DmtUaSHVrqAOGqRpuHBUy3qoG5DgX7XVPtz5Lae2t90nXY9sJ1Rp4eAnbgcOmgOU085y7fxctDqkJl647Bj7nSOMvieZGF5BH7nWKUQwVWXk5yk3186SSJ+v99lLrL2EBXckPmOjzHOJtC2oY7ld885u3bBmSmVKtFrcVFyCzcXhmY2v2+lNqO90EeEA4O4zO3l+TreBsdzaLZdVMCbeeyrOO9o6GJyeqPkNAIhLw+iFdRIR4Z+Dj8Z3t/XFa1f0iPO4PblDAR4b1AXvXtvL8hx6r+durdxZNAnWdGiqNPR3n9kJdw3oiDNTTAA08ppeeO9aJWJt3/aNcfeZnfDVTX0dH9+xaaXASQyjc9/n81OOiuAFO/eV4h8Xd4st631JjNi1z9t88RoiHADc2N96GFc4fCBuOMV8buLI5vWS1rmZMDrv6BYxKyWntvcHysxVLnoVyMBulcHknr6oW9x+/7ioG366sx/uOMPaszUVCupWd7SffhLerd9B3w6VI4TvblMahqLdB1CjWi6OaFYPZ3ZpFlNnDOnZGnm5ObiyTxv0OCw6uRGqGt1aNcCv9/THDae0w02ndkg5x0O/jgU4SX3+OTmEG/u3R32H4cUB4N6zKtXJXkQySBWj2h/asBYu6VmpYv7prlOw+PGzTM/xyBh/5h9EODjEanL0jM7JAduMBg5GQgRQhJNm5ufULK9lA2dDaH28noPlFXj43M6x5e37DqJtQZ3AJ1rNbqXbhqJ6Xg6evqgrTj+yKXaXGIco12LlVMvLeredjKF1w1oembWmjv57Lkwx7akXPGgwsWx0a6zmMPf6FNpGhINDrB5OvRp5SQHDjNREj/yhc9I6IN45KN+ho9DEe/tbbh/SszX+++fj4s59oLQCnXSqpSFq7yQV5yQ7rAKY/XavcSLBXBcNRr+OBXhgYGcMOe5QvHFVT3RtWR8ntm+EH24/OW6/87q3RN8OjW1Hh0K0+fel3fEX1QLKC4iA4Rd2BaB05N7683GenTtd/mYQQiXROVaPX97SIhxsuKqPEkLYqlebn5eD5y6Jz4Rl9MCq5RLO7JI8ytCrVpzGvLfreT19cTf079Qk7tytDqmJE9s3xqyHzkDh8IE4RLXY8SN9Y0lpheFk4+AerdDCZNTjtO6AonM+XKeLrVEtF+//pTc6JJg11q9ZDe9eezya13c/WZkY9E0Ij0HdW+LBc407V6mQQxT3fDX1Y9ic2605mhr4fFh/7/5IBzHctuFoNcRCs/rmpnZGZpFGjyuHCK9d0RMA8M+xS/CSmtxD34hWc2C94QZNONx6Wge0URvTxPLm+SAcyisYtarnxqVetMMqXWrQiOlqdpND5KlntVdEKc929O6OChGdRURLiGg5EQ0Nqxzaw6qRZz6s00wjNUcfAIZDB/2D178D+nkBJ2qlxE7EmV2aorM6n6GNdDQuPLYlGtfJx7ndzLOc5foQxOjes4+IDdv1WHWAnHiI18rPtayLULUxc2BMRPv+aufn4iYHKseg2my9avXMLk3jHDfNcl34pVaK5MiBiHIBvAzgDADrAEwnojHMbJzw2Ue0Br12dXPhoDVqevt5s5GDhn6YqB8tOOk5JPb0tdGIEd1aNcD0B063HJb6MXK41kQ/bBUvyW7u4+oT2sSZvgpCIm9cdRy6DhtraqAQQ33VFj5mbgWkMe3+07BzfykG/GuCozIUDh8Ylzu+cPhAPPHV73jDQaw2/Xf66p96xC0/d0l3nHZEU1/jKemJ6sihF4DlzLySmQ8C+AjAoDAKojWcWrjh045I7plounJ9RrEtxQeS9osXDpXr3U4Iex1qOipDWbtyBpH9Ssh8nHR23IRmyc0hS81B4r6G13P4jekHz0bfg9Fp/PoqoiocWgJYq1tep66LQUTXEdEMIppRVORP4nmgUuXSt0NjPHpeF/zdQFWi6cr1JqEv6ZKFV56r8snqh4/6xPUtGxgHhNNjlOg+HfywVtKwinvT6hB3k8Rh2qMLmYMTxzo3wiE/LwcNajvzoTATTE4vZ9dRMzqPW4dbp0RVOBjdobg7wMwjmLknM/csKCgw2N0dZk4mmiQnIlx1QhsU1El27tIeqF0uYv1z1yej1/cqnNjjez1x68ecg8bom07EN7dUeq5qL/fCR8/EuDv6Je0/95EBOLmj8fMU4SA44SpdNjoz3AyWa+fnOY7Ia5YH3Kkwst8veXtVGzmsA6CPQtcKQHJWbg+pYWJHnNhwGg0PtVGAXQJ1/bHrTeKnOBkVeG1l4cecg0aNarlx3tLau1+7ep7hPa9fs5ppeUQ4CE7Q5v6svPTdOOE5VQkB5h03pz48dsLBeOTg6NSuiapwmA6gAxEdTkT5AC4FMCaMgjhpOLWRg61uX7e9eL9xPBQnFjteN+Z+m5DqR1TtbIKoAeYZ+lLJridUPbRefi8L34UDZclexRdaJHpyitko3Cx/SPLx1t+i12HsLa8V2JVcwMxlAG4CMBbAIgCfMPPCMMriJEWn0wld/YM1E/ZGoThSvZ5T9Ocb0rM1rjlRsTTq2rK+2SFxaHGNzKiZn4t3r+2Fpy/qij/1PsxyX8A8t/eQKhrSXHDHIbXzMfKaXnhclzzq6gRVk5E10wUmpqIadw2wj0FWacCijF4+Vc3bnTpU2o4cHJ3FGyIpHACAmb9h5o7M3I6Znwzy2nonMaOGePoDp+Pso5oZ7jOou3mUVH2nwsw0tnML4/hLejwfOegKdk635ujTrhEAZQg79+Hk9J2JaPkYrOjboQBDjjvUVH2nx2jk0LhOdZzQzllWMUHo17EADWvno7nqvHrdyW3jths5Z9qlpdUsFq3Q2gLtG9VGyk7VWHaftqFaydGZ3RNZ4RAm+oQkdQ0mogrqVsftukimemlv5PquoRciDw40DwXwzMXdTLclnscL9OcjVPZOFm4odhzp0mwiLhXq10y+Zshx2oQMpVEd4xAxRj10u3fMytdJQ5tLtIqoYIVYK0WUv/ZriyE9W8e9OGbPyszb2UwlouxXuaNVD3pwz9aWgfW8Fg6Jpqza6MXNBPB//3wc2jepg4HdmuOLG52lfDTjHwbCUWSDkApvXnUc/n5BVzStVwP3nNUJ/ToW4IhmdXHWUcnmrkbv2Fk6s9gLj3Uea2vkNb3w1IVdY/HLnGI3+V3bwejFKyLpIR0W9519JADg2renx9aZNcR6q6JGtSutIsotUlsm9la+uaUvtu89aLivUyHjBXEjBwKaOMzFoOfE9o0NTVNToVGd6iCKt8KQkYOQCk3r1YiFoLjhlPa44RR3x59/TKWa2ImxiEbz+jVxWa/4fNltGtVC4bZ9lsfZ9fuaWGgmvEaEgwH6hshMV6j3R9CrXnaaWCEByYLGan7hEIu8uF6PHPRzDoRoBCSrnpeDktJKQav/LQi+4HMHpE3j2rbCwc7k1SjFbVUzZQ0VTSDk5+bgjCONrYc0HXuirn30HHN3DDdtev1a1fDyH4813OanKav2bv6tXzvbdJp+og2fbz+9I+rXrIY3rjKPHyUIXmA0Ib1ld3wYHDtrQqtvRtNMWGGnVmps4ITrNsWwU0Q4GKA9nhcu6x5LXp6IFma7LEGNdMup5hEe3TjTAEDNfOPHc0WfNq7OY4eRsBl69hHo2yHZU7lvh8axlKZ+8sH/9cb/9T0ct5zWHnMfGRCZePtC9qLvtGuBIw8kjFhfv9K8k/Lp3/oYfjManRzkcLdTGQcZB02EgwGafb+V5ZEmHBLnbM1SgQLuMp0B5iotr5PQ6Bt7W+d9IqzZbj009oJOzerigYGdQ08nKVRNtGgHQTteptL4i1opQG7o3x5f3nQSjjn0ENN9NHVSvRrx0zZWw063E8lBeUMSUWwS2m50E5EAroLgOfpX+/xjWqJlg5oYYPA9n2US2C8xC6ERViE9gNQML0Q4BEhuDqFrK2vvYCLC8Au7JpltWk3muo1v53akkQ6a41v7JtbhLXKJbGNICUImoh+ldmxaF78NPdWwwX/1ih6GmQKN/HMSGXFFD8vtTr75xBzTfs05iLVSGlyaYKqmUbdGnqF7vvuRQ0rFSonnLumOuwZ0Mpzw0kNEqJabgwMu0n8KQiYQRF/MTk3qpI0Iql2QLqAPmD07tyOBsgCjkObmEFo7mGjOzyNRLQlZyfIte1ztf1TLyvnFxNhNqV5jwjL73DSJzYiolTIII71924Larq2VNNf/KNGkbg3fYrkIQpis2+HO0OJEXawvp+lrL7IJ7rd+h3Eofz2JJrcSWymD2Lkv2RGupoOAc4lEUbffuE6+f2+jIITI/oPuVKWpWNLZqpUcdCAT5xi27klOSewF0Wt9spRUhn5u3PWDomPTuthfmhwLXxAynXZNarvav22Bu/016tYwn+rt3dben2dl0V7LZa+QCemASKWzHUXhMKBLM+TmUGw+ZNLQU0MukSB4w+XHH4aVRXtx+fHGhiaJDO7RCnWr5zlybtNz0bGt8PakQsNtjw86ynC9nqAyIkav9ckibjil0uSsLAVnmvwIqpWAeBf+Fg1qhlgSQfCWh87tjLYOshUCioro7K7NHe9feZzx+hFX9HCkqgpq5B7N1ifDubKPku2sRrVc9DxMcaQzS31pRRRHDgDQokFwkSEFIdswC7s9wMS5LhEn2Sm9IJqtT4ZzzKENACgRFO9QkwKVWoTgNiMqE9KJ+W9fvvxYnNO1GcbednJIJRKEzOVCA4ulBwfaB+XTGHlNr7iw+m6OdUM0Wp8s49xuLfD3C5R8yZpqKJNHDv++9Ji45SZ1a+CVy3u41rUKgmA8/zi4h/P86F1a1Me0B06PLaeadc4OmZD2gWq5ObEEI1oDnxj61wlBRmC0IjF+lCAIqWM0oZxOgL/EyLFeEY2uaRYT1UllN0RlBCMI2UD7gjq4ss9heOtqJfx328a1Ff8hlzRXRwzVq/nzfUqX0GcqVAeHIzJYBROVuQ9ByAZycgiPqSarRgH8nPLL3afgs5nrcc5Rzb0qWhwiHHxGG0IGmfvVa2TkIAjRo3pebkx97QehfPVENJiIFhJRBRH1TNh2HxEtJ6IlRHRmGOXzkq4t6+PuMzvhuUuO9uR8I68JPnVn3Rp56NS0Lh4/395BRxCE7CCskcMCABcCeE2/kog6A7gUQBcALQCMI6KOzJyx8RqICDf2N08d6ha7fAt+kJebg7G3i9mqIFQlQhk5MPMiZl5isGkQgI+Y+QAzrwKwHEB4We4jwK/39MeJ7RvFvCqjYb8kCEK2EzVlcksAa3XL69R1SRDRdUQ0g4hmFBXZx0DPVFo3rIX3/9I7FrhPkuwIghAEvgkHIhpHRAsM/gZZHWawztC1mJlHMHNPZu5ZUFDgTaEjTCc1XWGJREQVBCEAfJtzYObT7fdKYh0AvatgKwAbvClRZvOXvofj7k/nxWybBUEQ/CRqaqUxAC4loupEdDiADgCmhVymSDC4Z2sUDh+IBrWilx1OEITsIyxT1guIaB2APgC+JqKxAMDMCwF8AuB3AN8BuDGTLZUEQRAylVBMWZl5FIBRJtueBPBksCUSBEEQ9ERNrSQIgiBEABEOgiAIQhIiHARBEIQkRDgIgiAISYhwEARBEJIgZve5jaMGERUBWJ3GKRoD2OpRccIiG+qgkS11yZZ6aGRTfaQuCocxs2GIiawQDulCRDOYuaf9ntElG+qgkS11yZZ6aGRTfaQu9ohaSRAEQUhChIMgCIKQhAgHhRFhF8ADsqEOGtlSl2yph0Y21UfqYoPMOQiCIAhJyMhBEARBSEKEgyAIgpCECAdBEGIQkaQpFwBUEeGQDS88ETXU/c7o+hDRKUSUFbldiehOIhqg/s7o56JSV/uR6fXJ9PJrhFWPrBYORDSIiEYCODrssqQKEZ1FRBMAPE9EzwIAZ6gVga4ulwM4EHZ50oGIBqhJqu4FcCWQuc8FAIjoDCKaCOCfRHQPkLn1yYbvHgi/HqEk+/ETIiJmZiLqD+BxAKUA+hDRambeEXLxHKH2FHIAXAvgGgBPAZgN4B0iOpuZvw2zfG5Q60IAhgB4DcC1zPy/cEuVGmpdqgF4GEA/KM8lH8BxRFQNQFkmNqhE1ArAMADDAfwC4CMiasTM92rfU5jlc0Mmf/dAtNqvrBo5JLzIqwCcCeBuAMcD6BZawVyg1UFNjzoRwEnMPBpACYAtABYSUY62b4hFtUVXlwoAGwC8A2C5um0wEbVSG9VMqstBAKOZuS8zfwNgB4BLmbk0wxpR/f0+AsB8Zv6SmXcDeBnA7UTUQW2oIv1sElgFYAAy7LsHotd+ZY1wIKKbAHxORLcTUTNmLmTmjcz8E4DNAPoRUcuQi2lJQh2aM/PvzFxGRMcC+AJAGyhqjOe0Q0Iqqi26utxBRI2hCLp5AP5DRIsBXALgRQCvaIeEU1J7DJ7LdHV9NWYeD2AlEZ0dbimdk1CfegCWAjiJiPqouzQBsBDAg2GV0SlEdAMRXaT+JgBrmXlTJn33QDTbr6wQDkR0AYCrALwARcI+SETddbu8D6AjFAmsPy4yDZJBHR7Q1UHrnfYCcA+Aq4mop9ojjxwJdekK4FEA7QF8BeBnAJcx82AoarPziahHhtRFey6aDrhMNRRYDaA8pCK6wqA+T0OZ//kXgL8S0W9Qet4XAuhORG2iOCIiorpE9CoUFd9IIspTy6kf6UT+uwei235lhXCActP+w8w/Q9GdrgJwi7aRmecBmA7gKCI6lYjuVddH6aU3qsOtAMDMq5h5jfp7L4BPANQLqZxOSKxLIYC7mXkDgEeZeTYAMPN2KCOiOiGV0wlWz4XVOtQE0B8ANJVfhDGqz6PM/CaA/wNwOzP/EcAaANMAFIdVUCtU9dd4Zm4GpdPxsroppprJkO8eiGj7FfUX2RKd5FwJ4I8AwMyrAXwNoDYRnafb/UMAfwHwMZT455HoQdjUoVZCHUBEDwLoAuD3IMvpBIu6fAmgLhGdx8wluv0fglKXxUGX1Q6X79Z7AHoRUY0Ij4DM6jMGwCFEdIE6bzJN3e9xALUB7A68sDbo6jJG/X8bgMvUOZJyIsrT7RPJ7x6IfvuVUcKBiNrol3WS81MA+4hokLq8EYrVRWdSqAPg3wDmA+jGzHcnHB8YqdRBPe5sUkwNOwK4mJk3BVFeK9KoS18i+hlKXS5i5s1BlNeKVN8tdV1NAB8hQqqlFOrTST2uAxGNBnAUlFFEaRDltcKsLsy8l4hy1G/hFQBvqOvL1In02lBUNaF/9wBARD2JqIm2HPX2KyOEAxEdS0TjADxGRLm69drHuQPAKADXExEx8y4oqooa6g0sAXArMw9k5o1Bl18ta6p1qKluXwTgb8x8ZVh10PCgLoUAbmTmKzK4LtV1H+doZn49Ig1pyt+Kun0TlGdzXthC26ouieo7Zh4K4HAi6kNETYnoOFUFe0uY3z0AEFEXIpoE4BEADXTrI91+RVo4qC/BA1CGVB+pDWO5ui1H93HWBDAWisQdQUQtABwDAVXCYAAABclJREFUxUZY60lsCb4GntThIACo1gsLgq9BJR7WZS0zh6oW86AuZdq5tOPCxMNvZTczrwu+BpU4qQszV6g96vq6Q58G8BuAXwHUAoCwvvsEbgUwipn/wMxLgcxovyItHNSblw9gIjO/AQBEdAwR5QFgdflxKFK3KYA7oZh9fQBgJxSnnlDJhjpoSF2iWRcgu+rjsC6PQVHHHKUunw3gZihm3l1YMTEOFSLKJcWajQG8pK67gBSnw1rq8hOI6DOJXD4HIuoHoISZp6rLtQF8BsXu+mQoN28XgP8BGAcl0cXDzLxcd45azLwv6LLrrp/xddCVQ+oSwboA2VWfdOtCRJ0B7GbmtSEUP4ZBPWpAiW5wF4DLoEwmb4SiKroFwEhE9JmAmSPxByXg1+cAtgN4C8Ahum2XQ3khTlaX/wrgvwAO0+2TI3WQumR7XbKtPh7UJTfsOjioxz1Q5tmuUJdbApgK4LQoPhPtL0pqpYMAfgLwJyihFgZrG5j5fQCXMPMEddU4AA2h6uRU/V0UTAizoQ4aUhdEsi5AdtUn3bqEPt+jYloPKJZUNaF4noOZ1wMYDyVOVxSfCYCQ5xyI6Eoi6kdEDZj5ABRTtHFQ3Pl7ElFHdT9ixdlI4wwoerw9ABDmjc2GOmhIXQBEsC5AdtUnW+ritB7MvAfKfMiVRNSdiK4HcDoUZ7fQ62FG4HMOREQAmkGZdKkAsAKKs82tzLxV3acDFHfyEmZ+Ql2XA+AkKPa+awDcy8yhOE9lQx00pC7RrAuQXfXJlrqkWg91/RAo4be7ALifmRcGXHx3BKnDgqofhOL89J76Ow9KALbPEva9AMpwrD0UG2wC0A7AeWHq4bKhDlKXaNcl2+qTLXVJox61AVRT11PY9XD6F0g+B9UE7TEAuUT0DZS4QOWAYsNLRLcA2EBE/Vg1QWPmUUR0JIDvoDiEnMqKbfyKIMqcjXXQkLpEsy5AdtUnW+riUT36A1jEqoTIBHyfc1BNu2YCOARKLH8tgUV/IuoFxOyaH4MSdEo7bjCAB6BE8ezGITpNZUMdNKQu0awLkF31yZa6eFiPRcGW3AP8HpoA6AvVhEtdfgXA9QCuBjBTXZcDRY/3CYDDdcf1DXtolS11kLpEuy7ZVp9sqUu21COVvyCslWYC+IQqY6P8BuBQZn4byjDtZlZm61sBKGdmbQb/V2b+NYDyOSEb6qAhdYlmXYDsqk+21CVb6uEa34UDM+9j5gNcaY98BoAi9fefARxJRF9BiaMyy+/ypEI21EFD6hJdsqk+2VKXbKlHKgQyIQ0ocUag2Cg3RWUc9t0A7ocSH2UVK84hkSUb6qAhdYku2VSfbKlLttTDDUE6wVVA8QjcCqCbKm0fAlDBzBMz5MZmQx00pC7RJZvqky11yZZ6OCfICQ4AvaHc5IkArg3y2lIHqUsm/WVTfbKlLtlSD6d/gXpIkxKq9goAz7Hibp5xZEMdNKQu0SWb6pMtdcmWejglciG7BUEQhPCJUlRWQRAEISKIcBAEQRCSEOEgCIIgJCHCQRAEQUhChIMgCIKQhAgHQXABETUiojnq3yYiWq/+3kNEr4RdPkHwCjFlFYQUIaJhAPYw8z/DLosgeI2MHATBA4joFDWkAohoGBGNJKLviaiQiC4kon8Q0Xwi+o6ItMTyPYhoPBHNJKKxRNQ83FoIQiUiHATBH9oBGAhgEID3APzMzF0B7AcwUBUQLwK4mJl7AHgLwJNhFVYQEgksKqsgVDG+ZeZSIpoPIBdKukgAmA+gDYBOUKJ5/kBEUPfZGEI5BcEQEQ6C4A8HAICZK4iolCsn9yqgfHcEYCEz9wmrgIJghaiVBCEclgAoIKI+AEBE1YioS8hlEoQYIhwEIQSY+SCAiwE8TURzAcwBcEK4pRKESsSUVRAEQUhCRg6CIAhCEiIcBEEQhCREOAiCIAhJiHAQBEEQkhDhIAiCICQhwkEQBEFIQoSDIAiCkMT/A0NZ49yAO90fAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "pvtemps = pvlib.pvsystem.sapm_celltemp(poa_irrad['poa_global'], tmy_data['Wspd'], tmy_data['DryBulb'])\n", + "thermal_params = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']\n", + "pvtemps = pvlib.temperature.sapm_cell(poa_irrad['poa_global'], tmy_data['DryBulb'], tmy_data['Wspd'], **thermal_params)\n", "\n", "pvtemps.plot()\n", - "plt.ylabel('Temperature (C)')" + "plt.ylabel('Temperature (C)');" ] }, { @@ -983,31 +912,23 @@ }, { "data": { - "text/plain": [ - "Text(0,0.5,'DC Power (W)')" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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U5ZfPzWXRu9t5+opPuddJfKfHJRgzEAYQTSjtMCr+uzKmoAaBb4PUQb2AEK1rmPXzY1khWeLciEgy5mIyAqPYmTlBzeABGPLakrwV18tz1jB92cac5/0caI2WwtvDxrmSLdRTszGIYDADYYRGFB9xoVbtkDFL+Mb9hQMM5sIvlYJ6NumKdcOOPTQMHlbyepBKTbeqlhWY0A9enfdu7Aff444ZiBjRkVIWrN7W+f/GHa00DB7G+MWVbU4fd4Kc6qkEa5j8Ch+SWY/lStGP57TE3fIzu9pUNJBQKA9PaeKcOyrfRa5QL9PLDlz+6CxenZeMMDRxxQxEjLj7tUbOGzKRea5bY477+2+T/N8HwQ/8apsF6WJS1aoZuyznOZUWLdb/BzVuUbSNmw1uiJA97Sl+8dxc1gW0G1+1YgYiRqT93au2ZO3qFoUwIVB05RVjB3N8JSuNuBvRSscgXnt7Lf+Y/g7XvWArrUvBDESMqHffRsqdG18tlU+aSMYgAs43TJ1WbsoTUbZI8i+cq7YS15N8q7CNnpiBiBH1dc4H2pGQQlyoOomDGqrxkMMIlsLvOHckWCM3tg4iptw1ZgnLN+yMWgwjRvTdO/zPtVLjmu0ujYp8YTqM3JiBiCHjF63nn7O6oquGMlWvij+cJHhOus1iyiVwGXpErXqjj6FZ8lHoHXedruKCHgDmYoohmcYhzvg2iyngb7bY9MuRwy/Z32rewp/HNhbIzJ+8PJOOUb2ZSinHXfsKj05b4du769xsKEZ6JgEzEDEirNDPOTIPIYto27NR55+PNVtbuHXEohByKq2ijKI+bUulaG1P8ZuXFviW5g8eqXxP7FrEDESMCHI9QBGZR0ZYLqBCzzcJrqigULTynft8kaQ7fr8T60CURmAGQkT+JiLrRGRexrHrRWSViMx2f87LOHeNiDSKyCIR+UJQchnhUezHGJduf1kuJv/FiBVR2Mwgy4OF3iiNIHsQDwPnehy/Q1VPcX+GA4jIh4FvAh9x77lHROoDlM2IAWHPu4+ziylqctWbpVSnvj9dHyJ42xuvjMAMhKpOADYVefkFwBOq2qqqy4FG4NSgZKsF5jRvYfPOPYUvrIBSP96oXTiRuvBKINdzKkf6XPcE8S6S8XSNUijJQIjIfj607H8kInNcF9SB7rHDgJUZ1zS7x4wyOf/uyXz1vimRyuBXb77ifZ8DNExJc1nkWg8QVy3S8qaDDGazbnsLDYOH0Z5jZ7646pUU8hoIEakTkW+JyDARWQe8DawRkfkicquIHFNifvcCRwOnAGuAP6az8rjW892KyCARmSkiM9evr+4op5WybL0ttIP4jHFEQSm6exnSqA1gOvuLH5zheX7Ru4VDiefSYeWmXeze01G2bLVAoR7EWJwK/RrgfaraX1UPAc4ApgE3i8i3i81MVdeqaoeqpoAH6HIjNQP9My49HFidI437VXWAqg7o169fsVkngqT5yH3bTc2fZKqeICvrqA1BFJzxh7EM+rtNf81HIQNxtqreqKpz3EodAFXdpKrPqOpXgSeLzUxE3p/x74VAeobTi8A3RWRvETkSOAbwbjJUMbl85JV8u3EJdeCFn+YwXwUX9diHER+yS8nEJRuKui+VUmY2FTukWj0UMhC3isjXRSTneICqem5RJSKPA1OB40SkWUS+D/xBROaKyBzgLOBnbhrzgaeABcCrwJWqan0/H3h02orOv+8as4T/fWo2bR2pPHcEQ0dKWbFxV7djYbVZA502GVzSvpCz0RGyHOWQy66PmL8245r81r+9I0VLW+Xl/S8TlvG1+6YyubE4g1ItFIrF1IjT0r/VnZI4BZjs/n4rs1eRjape5HH4wTzX/w74XSGBjdLIrBz/OGoxAEf3258rz/qgr2kX4snXVxa+KGCS4sLLJaUflXqQaUfB5l35Z+rd8NICbshYkV1sjyGb9CD5qAVraWnr4PPHH1pWOkkjbw9CVe9W1W+pagNwOvAszpjEP4EtwYtXWwRRgXm1ILfuLm1fYj/y9sozU9v0LnpeFOMiKsZYJWWaq6/kUDnOprKUhsewOWtKSrsjpUypoBfw8JQmvj+0dsYtCkZzFafrcCLwKWAg8GGcnsXfgxWt9girAkt5TAkMOudCuv37XZNy3xvjej3OspWCajLHasqRef2O1tLzibVJDY5C01xH4cxWuhJoBW5S1Y+r6rmqekMYAhoOKzftYtYKfwbJckwZjww/KtmYqRR77HlVxuV/nxW1CKFQaJB6GU5ZOsb9+aCIHBy4VDVKrlaKopzxh7F89d6ppSfqURMkbdtF31q2BdSuRhdUtkY5w5vEUHW/XIt+3JPNq/PfrTyRBJDXxaSq/w0gIgcAn8RxM10pIv2Aeap6SfAi1gb/++RsJiz2f+FfkN99obnzxX6ISXRtpAnTqCTMrseWct6ZVxldu62F024aA0Dj775Ir/rqC45drEatwC5gt/v34cDHghKqWvjyXZO44aX5RV377Jur2N7a7nlucuNGP8WKXQ/CFxdTEYksLLDqtlb9zOCPofNrsV1SenLXPt8ZqJrdbdU5K7/QGMQdIjIdJyzGb4C+wF+A41T1xBDkSzRzV23loclNkcrg9dFmG4gNO1qjWUkbcn1848u5N6DZtaedSVU4xz1mbYGc/HNmz2nQcTLYnrGAMp5tQh5zyRSaxbQceAx40xauVQ/Zg9QDfjs6GkF8/KoqTer2kYujydiLHD63IFvWOcN9lxTLqfwK/YGJy/j6gP6FL/SBpBjNXKzaspv3H9CHurrgDWghF9OLqjozl3EQh8MDkMvwCa+Pwbcoq0kePMhiZ5UGbVu/vfuUziDfWCW90HJn1sWlCIZldFZu2sXAm1/jztFlNmhKpJhQG8+IyHdE5CMicoiIHCEinxORG3FWVR8fgpxGNRKTj7ua+fLdudeXZKJE69IJc1xMNb8xa1y3nfaiwtFU5mNqbe/g8Rnv8MjUpqLvWbe9BSA0d2ihldRfB34FHAf8GZgIvABcBiwCPqeqo4IW0iifICPxxGlQsnJR4u93aGlLsTPHRIagCMKtddQ1w3rm45FNFAO/yzfs5OzbJ3DryEVdcuzp4J+zmgve2zB4WNGTUgB+/vQcrnl2Lte9UPw96V57WGuZCs5iUtUFqvpLVf2sqh6nqh91w288qqotYQhp1DZxGqzMJmyzcu+4pb6kE2V4b6/KLbMHEbRo2cmv3rKbP49tRFU7XXJvrNjceX7qssKt9bQhLTQp5YXZqxiz0Ak2OL6Mae11roEI6/0VDLVhOGxraeOAPr3ZuruN1vYODunbJ2qREkXwH32lGcTDCN0+chHD5uaOLxRUJN5cFU5YxjlcF1P3vP7777OYu2or557wvhJT6no2xbbof/rEbACabv5SWWN46TvCelrVt7IjAGav3MJJ149k+Nw1nHbTaE793ZioRTJ8Jx4upiGvNbI0z06AFZvBEuuk8OKDlXdfuXYl87602670tCp7NpVMQgrLnhY0EO5MpXDmn8WUuW6k0cmNG4qOLb9ma9dGPe9ubeGPIxfV5K5d+Yiz66hYwn6lQZUhJUYzgkJOP/1/pv5+P+bNO/cwbVn2gtcyehDpPcVDMtwFXUyqqiLyPPDxEOSpGk7//Wudf//0iTeZvnwTZx9/KCf3f0+ociRhsxw/Bl7N9iab1vYUq7bs5rD37FPSfX4YtbTRFZ/S8+Jbf53OwjXbKk4n3aiKTQ/CZZqIfCJQSRLO1+6dwjXPzvU819Lu9DriFuIiaIpt7f55rD8Dr7VAUEXIj4VylbBhRysDb36N7S2l7VXii4HoTMs7sWJ6uumB51y8/W5347Bg9bZEeBSKNRBn4RiJpSIyJ2Pb0Joi3+ucuWIzj894p6z7k1BQDG/CjhtU7SVl956O4L8H7f4c09lVYmuufjp/dVifZXzOGzKRjTvz74YXB4qdxfTFQKWIOZU2UsJ27foVZdWIH5W+u3wh5T2vj8m4RJCkdQ9S17o6qWjxwvrtrazd1tI1BhEnF5OqrgD64yyMW4ET2dVmQPlEWNFM/abQ9xQXQ1SMGHGRNW4U+1wemrzcvzx9SylX+t1z6OpBSMY1/pLdgyiVc+4Yn3fXxaAoqpIXkV8DPweucQ/1Bh4NSqhqJchK6MePvxlKPn7iZ4stKp1Dn8UUVPVZYbI3vJQ7Um6Q+LFhUKeByFUefSin9RUG1tuyK5x95LMpthdwIXA+sBNAVVfjhP6uKcqtDMLopr9c4ubtflBpVRVW5VpNXpKkGP84I1K4x92tzPjwzP0ug2EVg2LHIPa4010VQET2C1CmqqPQRx3ky07K5iv5KGrryTx6Jv8J+MfohWtZuy3eEXJKCzHuR35OhqWGzy7JWPtkIdL6LlzjzIIKOqJysT2Ip0TkL8B7ROQHwGjggeDEiidJGbCLS4VYSI6kPM+koKrcMWoxq7fsznnNn8Ys4bJHZvaYQZPrXcX9Hfmx2LJzmqvHMb8I4jG+MHt1AKl2p9hB6tuAp4FncCK7XqeqdwUpWNhc/+J8Ln5weiBpF/rIkjrNddeecCOL5iPfIwx0D4QA0/bML4+ii9fu4E9jlvDDx94omI5fQf+qgcxH6llWchSgKIxnpkEMY5psUS4mEfkeMFFVrw5Ynsh4eEpTwWv8qMc7UsrRvxjOL877EIPOPLryBCNk955gAsf5TTXNYsonZoc7jbKljDDZqjHaACpg141mr4MIYZprUinWxdQA/MVdKPeUiPxYRE4JUK5Y4V/BUVrbnY/3jlFL/Eq0Zy4hrYMIemX4f943lW/8ZWqgeSSNQEOnJMVK+ozXNNdS7qtminUxXaeqnwNOACYBVwOzghSsmii4XiDAvIMsxFt3Fz/1rpzKZ0bTJqYv31Rc+nnOFfPZl9sICLtSzTcYX0lDJjaTGUJoxed6Tt2D9fn7PPzqnQUpoxfFupiuBQYC+wNvAlfh7C5XY5T3QryW9QdJWJ/6tc/Pq+j+Yj+ZSj+tanIxBUksXEwabfiSODyC1vYOOlLKvnv1rJ7Dlq/Yaa7/AbQDw4DxwLRa2k0u6LDU1Vo5+TW9t7gKvkofYhaPTssf76tccj2+agjJXgpez8GPJ1BKxX7unRNZvmEnTTd/yYecK6NYF9PHgM8DM4BzgLkiEv6674iotEVTW59YbRFHu+SnTLFxPflMoZlLUfamlm/IvWFU2BQbauME4NvAJcA3gGbgtQL3/E1E1onIvIxj7xWRUSKyxP19oHtcRGSIiDS60WI/VrZGgeJfoQmy/HlVEHFsYfvpYoqfduFT2RhEfChpoZwf+XnKoHnPA+yMYJp3t3hRIby0Ymcx3QIcAAwBjlfVs1T1ugL3PAycm3VsMDBGVY8Bxrj/gxMt9hj3ZxBwb5FyhUxlbyRnzP3Qfa5xqg4Mv/Hz/d41ptG3tIqixBrfz5Z+qRsGTVtW3ASKdNpJpFgX05eAO4BtwHEi0ruIeyYA2U/wAmCo+/dQ4CsZxx9Rh2k4K7bfX4xslTJu0ToaBg/Le02lfthYDP4ZRh5y9TC3+7DbX5D40oPIYU+Hz13DLa++ndjK3Q+KncX0GeARoAnnnfQXkUtcI1AKh6rqGgBVXSMih7jHDwNWZlzX7B4LPAJdUIN+peB3V9GrBRlDD5OvVKqf9api0srVcNxdnu876wGkV6SfduR7K84vkGmuITypYmcx3Q78m6ouAhCRY4HH8W+faq+n56m9iAzCcUNxxBFH+JR9cTw+Y2XhiwpQS9WQVbrhUmszjnwnAcU17Ddc7BhE77RxAFDVxTh7QpTK2rTryP29zj3ejLMhUZrDAc9IVKp6v6oOUNUB/fr1K0OEHin6kEbpVPKiX523hobBw1i5aZfn+WrvLXhSoc5PzWz2R44Y4MceCVFSyoSKoLy3MXocOYnTIPVMEXlQRD7r/jxAeSupX8SZCYX7+4WM499xZzN9EtiadkXFgSAKYSXv9tk3VgEwf/W2Ald2fWxxLPDVMDQTp4o16uc5ccmGyhMpUQf/n38wDzGpRb1YA3EFMB/4CfBTYAFweb4bRORxYCrOoHaziHwfuBk4R0SW4KynuNm9fDiwDGjECSP+wxL1CJ3n31xV8j3+1yUxqp0K4D311sf0E/QsjOjpXvYKbB4E5zu3AAAaKElEQVQUteXNoPsYRPAUHIMQkY8CRwOvqOrtxSasqhflOPV5j2sVuLLYtMPGqyL7nydn85WPHlbU/Z4LcQqknze9+JTXvPhlAIrVt70jxfUvzfcn0xokLuWqpGCuvssc94ZGuC8pbw9CRK4DngS+CgxzNwuqKiqtxJo37+KF2cX1JlSjW7DWbeFPTL4Bvz/uyUs3hj4rLY49l7RE331oRvH3xEWNuMhRAZtC2KchLAq5mL4BnOL2Bj6BO3uo1shXkX3t3qn89InZZd9v+EOUxjcuZBezsYvWRyJHmPj5aWmOFC/5W/GGFuCOUYt9kacQYRT3Qi6mFlXd5QijG0Wk2DGLxFBp5f1uEfv7dov74pFhua3QnCuzM45r1u9qJmwdz7l9PLv2lL45T9CUYyhj0xOSEkNtJKT15ZeYcYvmerSIvOj+LVn/o6rnByZZSFRqhaXEAu1HK9fmu/ckiuptybodEeQaHLVarmq845mXQgbigqz/bwtKkGqm8J7U/uYXm9ZgBqFIFD+1E4NVkt1JwvOIfCW1qo4PXIIEkK9+F5JRL3m5nQLPs8B5P1us+Xpm6b2aq51K3Q+x8NYoqNT2hkFxourGFOJMZiXmh+80SdVelN/drBWbI8w9GtZvby3p+iSVJT8Icl2O96ft/xcQp5XUVUsYH0ahlnKpMpTissq1Q9ZlQ18vMdfKiCwAWw2ydP1OPvG70VGLUR6lhvsOP8uaotA6iD4i0iPgkYgcIiJ9ghMruWzeuYer/vlWzvNRVWGZlacCoxeuy32xb5mGp62Gm11VEpuKsqSVcv5m50cZ8myU+fRwwy7jhXoQQ4AzPI6fg7M/ROKp9L1lu4puH7WYp2eVFvit3JlNNw1fWNZ91UoYH09bRyr4TCKg1taQvDIv3FBvfj3eqUt9iHdVAoUMxKdV9dnsg6r6GHBmMCKFS9ifhZ/fYfPm3d55ZPy9ZutuXp7jGRg3MRQzXhNW/XbFo+XEqAyL2PQBYs//PtXVy+8+Nlh52kEOdP/qhXBDyRQyEPlUrfnxC+j5gIr1g3eLxVRqniUUwNEL1/Gjf7wZS/eL3x9SGCqG4pqLgDgVj9I8TMHUxn49j/aOFDcNX8jW3ckMv1FoHcQ6ETlVVbutNReRTwCJXse/a087H/n1iKIqTt/8hzn+9pukuAssmqu/VMU01xDIZVQU7TrjU+EcuWAt909Y5kta2YTxnRcyEFcDT4nIw3Tt/zAA+A7wzQDlCpzmzbt9KQNFfVSVdBd8otDMpjDzN+KH835qw0Lka0z4Hboj6Wtw8rqJ3J7DaTgl51L3R4DTVHV60MJVM5WE+y6HKFrYBRfK+e1iqnErVC3qx0GPSkSoJjNbcD8IVV0L/Do93VVVE+1aihJVfyrqXF3khsHDmHrN59hv756vNQ4fXaCEqN+67S2MmL82vAxDIZkFpJxGRvb3020ldWXi9Eiv6HtUYxl4sNA6CBGR60VkPfA2sEhE1rv7RBh+4eO3uWz9Tv8SSxhhVXFXPPoGv3p+Xki5FcfCNdtY9O72qMWomAmLNwTe2y0mfb8aVMGONQaYuEuhmUj/AwwETlXVg1T1vTgup4Ei8rPApUsAPVojeV5aGA2EnCHAg886UsJcKBfHDWG++KeJXPmPN8q+XzUeg9T5FpmGQVTPIK49/EIG4jvARaq6PH1AVZcB33bPJZYoyoGzqU04+WSzvaUt+IxDxHu8IZyvrNbHOuKErxsG+RWLqZy8/cnadwoZiN6q2mPpnjsO0TsYkRJGVml4bHrPLS8Lxe4quUudpwTmSmtmU/wC1sXx4y4qr/CyCg0lPoOr/+/pOVGL4BtxeablUshA5OtLx6+fHRB+LcbRzOo7UOdkUYcCJ8hKO8pGvHUggmXikmDDSRTjFvZrHKTYVMrbBTB4Cs1iOllEtnkcF6Dmg/U1DB5W1HVhbhiUcxFQRiZRTHltbQ9+a86wKu6NO0oLpW3Ei7zrICJq88e1zVFow6D6sAQJm6gGo2Ys3wgEVyDiuqL4nnFLfU0vW8v2VIrfhRS8cGcM96GuFGeQOnkOkcC+o5h8Rjta2xk6pSmy/AuugzD85fJHy59pkqbQZ+xlJOJS4INiSuPGnMELK6XYnmIUzFqxia/eOzVqMRLFz5+Z2+1/v4P1lUOu7/Om4Qv5h8e4ZlhYwL0Y4GfdnXuaaxQrqYPL02YSOYxf5M+61bj2PMPE730h/GBna3uk+ZuBiIiwK7i4FHi/yFanvi557hEjvoS+DUBMDbS5mMIkV+u+xNq7kK/YK7nM+PfVSK96MxCVoJrMKZl+NnyWrd9Be0TB9XL2/POIE0ajzwxEAVIprdi6e82MiGd7IZ542cPsj6PaekhRkMAxal+5+MGuXQ0q6eEncbA/F2YgCnDUL4b7llYYdZiGlI8vVNGHlHRq2cD6rfrDU5p4eEoTTTd/qeK0ov5EangMIrwnn37JsYmTVAWVQVx9tka4xL0cFNsTKcfFFAY1bCDCoxgXSUnplX9rqFTrSuo44ddjiHtFm1TerjDCbkeegh7GOzMDEQP8ruziMgXU78Vx+bAKrjY5pf97ohYhJ38e28i9RX4DucrvsDlr/BSpZCIZgxCRJmA70AG0q+oAEXkv8CTQADQB/6mq8YswVwGZhSCoCi0uxsFIFkktNv0P3DeQdHf4sP7g1hGLfJAkWqLsQZylqqeo6gD3/8HAGFU9Bhjj/h8YYQ7+pGcx+RZOOCk+phCJKoZO1CS1YvcLXxpaHkkEtSo/pwhlqBGHDYPC5AJgqPv3UOArEcriKwWD9fncm6iFOqPHNNea0DpYat3YRElcH31UBkKBkSIyS0QGuccOVdU1AO7vQyKSLTD8WspfaVs5roXRMIx4EdU6iIGqulpEDgFGicjbxd7oGpRBAEcccURQ8gVCzvEB3wep/U0vKIo1dH94tacvN7vH8LMnq3uleC5qveeUlLJeiJ2t7fTpVUev+jg5dSLqQajqavf3OuA54FRgrYi8H8D9vS7Hvfer6gBVHdCvX7+wRI4V+VZqFvO9VIO3XhWaN++KWoyqIakV7VvNW6MWwRdOu2lMyXuKh/HKQjcQIrKfiPRN/w38GzAPeBG4xL3sEuCFsGVLCuZigpfnrObTt4yNWozI8XNwPonlYsiYJRWnERe9R8xfG7UIPYjCxXQo8JzbCu4F/ENVXxWR14GnROT7wDvA1yOQLRC8Wvya428/qAW3w9xV1dFyrBT/tsas/jJjlE7oBkJVlwEnexzfCHw+LDmicLNozn9qj5OuH8G2lvLnmifVJeI3rzdV1VKhSLC1Q7mJ14hIjVJy+cxn3RJS1isxDpAYNQNnxvJNvqTzxgozNEZPzEAkkIJ+Z6s9jRK5/qUFUYsQGdUUnttvzECEQGfxC6Hi3rWng117OvJeUw1d6n/OXBm1CFVHNZSLckis3iHIXbP7QUTdaggqLlOpU+WSSltHQj9qw0gQNWsgokYVNu/cw8adrey3d2mvwXrERhBM92k8I2lYUyM35mIKgVwV+hf/NJGzb59Qck/R7IMRBA9OWh61CEbMMAMRItmupHe3tZSVjvUgDMOoypXURvTMXrklahEMw0gANWsgom6EB7mSuhBNGy2GkWEYhalZAxEmXsaokql1tbo5jmEEQVJnuYaBGYgYUKqxsDEIwzBqbUe5WHDLq0VvTVERqYyXm0qFkqVhGB5YoMLc1KyByNUKv3fc0sDyzGXxU9aDMAwjhtSugYiRH7/DnKCGERlxqgvuGdcYtQjdqF0DEZ8yUcaAdYyEN4yEEycX020jem6vGyU1ayDCpFDcp44SxiD2tKew4ACGUZ1EHSMum5qNxRSFV8ePMYhjr33FJ2kMw4B4TXMtxTyE0fOxHkQIpF/6oL/P9Dxf6iC1YRhGGJiBCJFUDjtg9sEwoqO13eaZ58IMRAywHoRhGFDa5BlbKBcgcZq5MHXpxqhFMAwjBsRpyi3UsIGIE79/JZzV24ZhxJx42QczEGEQs5lrhmEYRWEGIgQmN5oLyTAMfwnDSW7rIDw46foRXHPe8by7tbwd37LZ3dbhSzqGYVQ3cXM21KyBeGH26pzntrW0c82zc0OUxjAMo/uU20079/CDM47kgYnR7RVeswbijtGLoxbBMAwjJx+7cVTUItgYhGEYRhKxdRCGYRhGZJiBMAzDMDwxA2EYhmF4YgbCMAzD8CR2BkJEzhWRRSLSKCKDo5bHMAyjVomVgRCReuDPwBeBDwMXiciHo5XKMAwjftTihkGnAo2qukxV9wBPABf4ncnKTbv8TtIwDCNU5qzcGngecTMQhwErM/5vdo91IiKDRGSmiMxcv359WZnMaQ7+wRqGYQTJQfvvFXgecVtJ7RWKpFs/SlXvB+4HGDBgQFl9rM996BCmXvO5zoUmveqElDpdtnQ89nQEVsHZCU7EWZgi4v4gdLhbxIk4aQC0u8dUod49llIlpUp9nSAIKdVORVPudYrSkVLqxZGlV710biQkOOfrXKHEzUeAujohldJum533rhf2dKQ674Xusqh2yZvOQ+l6+CKCqtOBzb62TgQF6p2HQFtHqlPXeleWdFopVXrV1XXlC9RJV/pp+TpU6VXvSNqRcp5Dr7o63FsREdraU9TVCSJQJ0K7m6+6uqlqZ1oC1NeLcz5jNVFdWo+Udr6HdJop9705OjgKqLrPVemUpb2jK71e9YKIUw4673f1UPfaehGkzl3UpF3Pob5OcMWhvcN9t+I8HwU6OtTR1b1I1ZU7XS7FkbvNDc3Qq76u8yWqdj1DXN3SUqeffyqldKgjX7oMqyufSNeuBE4ZUPde6SyD7akUIkK9CPX1wp72VGeZEfdagLZUqvPvNOlXIoJb3h150zp1z5vOd56+TjO/D+0qTyn3PaVSdEsn/bzS5TCdXkeq6ztM/5FKpfN23knmd5qWOf0NdZYDt/5IP8PMb7Xz3bnfTuZzhq7vUjPuz8w/lfHs02nXi1PO990r+Oo7bgaiGeif8f/hQO6gSWWyz1717LPXPn4nawTJ3lELYOTF3k9VEjcX0+vAMSJypIjsBXwTeDFimQzDMGqSWPUgVLVdRH4EjADqgb+p6vyIxTIMw6hJYmUgAFR1ODA8ajkMwzBqnbi5mAzDMIyYYAbCMAzD8MQMhGEYhuGJZM4TTxoish5YUebtBwMbfBQnKkyP+FFNukB16WO6OPyrqvYrdFGiDUQliMhMVR0QtRyVYnrEj2rSBapLH9OlNMzFZBiGYXhiBsIwDMPwpJYNxP1RC+ATpkf8qCZdoLr0MV1KoGbHIAzDMIz81HIPwjAMw8iDGYiYI5IVK9kwAsDKmeGFGYj40xkvK+kfsYgcJyJVUeZE5FsicrL7d6Lfi0tVvBfDX6qyUIjIV0TkxqjlqAQROVdERgC3iciFAJrQASMROUdEpgOXkfAyJyJni8hE4E7go5Dc9wIgIl8SkZeBG0VkYNTyVIL73d8lIu+NWpZKiUsdFrtoruXituLqgO8Cg4F/FZGRqjoxWsmKx9WhN3ATcDpwC86mSV8XkXmquiRK+UrB1aUX8CvgIuDnqvps5vmkVKyuLn2AocAhwG9x9krf1z1fr6od0UlYHiLyceDXwPXAAcAlInKMqj4sInWqmopUwCJx38+FwO+AvsA4EXkuKfKniWMdlujWXCbq0AE04rTsfghEboFLwdVhD/Aq8BlVfRGYArQByyMVrkRcXdqAFPB02jiIyBki0jta6UrD1WU38JiqflZVR+C8l4vd84kzDi5nAxPdEPsvAO8CPxaRf1HVVFJcZ25DYxnwaeCnwLdxGlaJIo51WOINhIj8REQeEJHL3EPjVXW7qj4A7Cci33evi62u2Tqo6mh386TzgGeBY4GbROQb7vWx/XAzdBnkHroPeL+IPCQic4H/BzwIfM+9Pgm6/ABAVV9wj9fjGOz5ItI/XxpxIlsfYCzw7yJyoGsA24BtOO8o1q4zEblERM7JODRPVTeq6jM4evyHuytl7Il1Haaqif0BLgWmAecC44FrgKMzzn8RmA8cGLWsJejwC+CD7rlTgWPdv8/D2WmvIWqZS9DlWuBA4CvAY8CHcLaHvwAYBhwRtcwlvpejMs6fiLNFbt+oZS1Tn1/iuMvuAl4GJgIPAV8A7gX2i1rmHHocCDwNrAHmAPXu8Tq61nUNBMYAH8u6V6KWv4j3Eqs6LLat6iL5PHCLqr4K/B+On/i/0idV9RVgITBIRPqKyNejETMv2TrshauDqs5Q1cXudQuA9UB7JFIWR7YuewP/rarPA4NU9W11Sv0cYAtOSy+ueL2Xb6dPqupcYDfOvulJwOtb+Y6q/hjHlfEbVf0u0AL0UdWd0YmaG1XdDIwEjgdmAddlnFP392RgNvBFEflQujebPh8zYl2HJdJAZHS13gT+HUBVZwJTgQ9kzcb4OfB7YAnwvjDlzEceHabhuGSyZ5RcijMoujEsGYsljy6TgSNFZGBWhXMJsA+wOVRBi6DAe+ksW65rbCTQJ+Zusnzv5hgR+bSqvqOqo9zrvgQsDV/SwmQ850dUdQtwD44r6V/VGTOpz9D3TpzW+HicnlKs3JlJqcMSYSBE5H3u7zoA7ZqdMBmoE5Ez3f/n4XQ9P+Be/0GcQvQ8TnfzrjDlzqQCHb4jIvOAI4Er1PEVR0qJuqymS5evishbwFE4urSEKrgH5b4XtzV6CLAzTi3TMt7N+93rzxSR8cAxOONGkeOhS7qH0OL+fh14BWf2Eqra4RqKQ4G7gdeAU1T1t5n3R4GIfERE+qT/T0odFmsDISIfFZExuCP56YeaYX2X4PjnvuFONWzGsbAN7vmtwI9U9T9UdXWowrtUoMOR7vk5OO6ZS1R1bbjSd8cHXRYDl6vqdxKsS0NGMlep6t/Ckzo3PrybJuCHqnqhqka6oU4eXcRjoPZu4INuBdxPRI7E2UTnx6p6vqquCVX4LETkJBGZhDM1+qCM44mow2JpINyCcAfwCDBUVX+QcS5zfvZ2nMG1vXAWlPXGGcTaCKCq6zWitQM+6LABQFVnq+qUcKXvjo+6zFXVqeFK3x2/yhaAOlOSI8XHd/OOqs4PV/ruFKGLuj2EfURkf3DkBp4D5uLod6Dbk3gnCh08uBZnmveFqroKOtfNxL4Og5gaCLcr2Bd4U1UfARCRozMLvDirDP+BY2Gvw3moE93/h0YieAbVoEMa0yWeukB16VOkLjfgzIg7yv3/IpxB9tuAE1X1jUiEz0JE6kTkaGCHqt7pHjtHRN6DM5MPEfktMX8vsQn3LSKfBDapO2tHRA7AmUb4GM7Uu7XADpzBpx04qz+vU9VG9/o6nKl528OX3qEadEhjusRTF6gufXzQ5ZPAWlWNfCGphy59gTeAn+GEmdkHR5+FwOM4ERNi+V460ejnAb8HZ078dpzu2H4Z536CM13tTJwpk7fgjOb3y7imznQwXapdl2rTxwdd6qPWoUhdfoFjJM53/z8TZ9X66XF8L9k/cXAx7YezAOzH7t/p0XxUdQhwlqpOUNVWnJH8AcAu6OFjjZJq0CGN6UIsdYHq0qdSXeIU3iSnLjiLEBuAdADBmTghTVoglu+lG5EYCHGmbn5GRA5QZ+DmfuApnId2moh8IH2tOgtj0nwcWAl0uOcie7DVoEMa0wWIoS5QXfrUmC6HAajqHOBq4EoRORhnseWJdA1CR65LPkIzEO4MhfeLyFichVL/BdwrIgeraouq7gJG4wzUfC7jvr1F5LMiMhPHJ3mzRjR/vhp0yJDJdImhLq5cVaOP6QKq+iDOmMP1wFeByzQ+s6zyEoqBEGdaV3qGwipV/TzOzINNZGy8rc4S+SbgQyLyLyKyj9vF3AP8VlW/rF2hJ0KlGnRIY7rEUxeoLn1qXJfjXF36usdvB36mql9Q1QWhK1Amgc5iEpFewG+AemA4Tsz5r6nqJe55wVnN+U1VHe8e2x9nUclA4AjgoxrRIjdXnsTrkMZ0iacuUF36mC6dunwK+Fdioks5BNaDEJHP4ATTOhAnvvmNOMHZzhKRU6Fz3vNvcLpeab6EY5ln48xrjtI4JF6HNKYLEENdoLr0MV2ALl3eIia6lI0GN/XrDODijP/vAa7ACTo3yz1Wh7Os/CncMNY4oaDPDEquWtPBdIm3LtWmj+kST13K/QlyDGIW8JQ4m6uAE5TqCFV9GKgXkR+rM4J/ONChqk3gbMqiqhMClKsUqkGHNKZLPHWB6tLHdImnLmURmIFQ1V2q2qpd85XPwdnPAJw9V48XZ7P0x3EWkqT9ebGhGnRIY7rEUxeoLn1Ml3jqUi69gs7Atb4KHAq86B7ejrPC8ARgubpBrNTtn8WNatAhjekSX6pJH9OlOghjmmsK6I0TNfIk1+L+Ckip6qT0g4051aBDGtMlvlSTPqZLNRDGQAfwSZyHPAn4fhh5mg6mSxJ/qkkf0yX5P6FEcxWRw4GLgdvVWQCTOKpBhzSmS3ypJn1Ml+QTm3DfhmEYRryIQzRXwzAMI4aYgTAMwzA8MQNhGIZheGIGwjAMw/DEDIRhGIbhSeArqQ2jGhCRg4Ax7r/vw9ndLB12YZeqfioSwQwjQGyaq2GUiIhcD+xQ1duilsUwgsRcTIZRISKyw/39WREZLyJPichiEblZRP5LRGaIyFwROdq9rp+IPCMir7s/A6PVwDC8MQNhGP5yMvBTnI3pLwaOVdVTgb8CP3av+RNwh6p+AmeP4r9GIahhFMLGIAzDX15X1TUAIrIUGOkenwuc5f59NvDhjMjQB4hIX1XdHqqkhlEAMxCG4S+ZcXpSGf+n6Pre6oDTVXV3mIIZRqmYi8kwwmck8KP0PyJySoSyGEZOzEAYRvj8BBggInNEZAFwedQCGYYXNs3VMAzD8MR6EIZhGIYnZiAMwzAMT8xAGIZhGJ6YgTAMwzA8MQNhGIZheGIGwjAMw/DEDIRhGIbhiRkIwzAMw5P/D9G3EpRz3XeRAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "sapm_out = pvlib.pvsystem.sapm(effective_irradiance, pvtemps.temp_cell, sandia_module)\n", + "sapm_out = pvlib.pvsystem.sapm(effective_irradiance, pvtemps, sandia_module)\n", "print(sapm_out.head())\n", "\n", "sapm_out[['p_mp']].plot()\n", - "plt.ylabel('DC Power (W)')" + "plt.ylabel('DC Power (W)');" ] }, { @@ -1024,7 +945,7 @@ "outputs": [], "source": [ "cec_modules = pvlib.pvsystem.retrieve_sam(name='CECMod')\n", - "cec_module = cec_modules.Canadian_Solar_CS5P_220M" + "cec_module = cec_modules.Canadian_Solar_Inc__CS5P_220M" ] }, { @@ -1044,10 +965,10 @@ "source": [ "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n", " pvlib.pvsystem.calcparams_desoto(poa_irrad.poa_global,\n", - " pvtemps['temp_cell'],\n", - " cec_module['alpha_sc'],\n", - " EgRef=1.121,\n", - " dEgdT=-0.0002677, **d))" + " pvtemps,\n", + " cec_module['alpha_sc'],\n", + " EgRef=1.121,\n", + " dEgdT=-0.0002677, **d))" ] }, { @@ -1067,28 +988,20 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'DC Power (W)')" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "single_diode_out[['p_mp']].plot()\n", - "plt.ylabel('DC Power (W)')" + "plt.ylabel('DC Power (W)');" ] }, { @@ -1129,21 +1042,23 @@ { "data": { "text/plain": [ - "Vac 208.000000\n", - "Paco 250.000000\n", - "Pdco 259.522050\n", - "Vdco 40.242603\n", - "Pso 1.771614\n", - "C0 -0.000025\n", - "C1 -0.000090\n", - "C2 0.000669\n", - "C3 -0.018900\n", - "Pnt 0.020000\n", - "Vdcmax 65.000000\n", - "Idcmax 10.000000\n", - "Mppt_low 20.000000\n", - "Mppt_high 50.000000\n", - "Name: ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_, dtype: float64" + "Vac 208\n", + "Pso 2.08961\n", + "Paco 250\n", + "Pdco 259.589\n", + "Vdco 40\n", + "C0 -4.1e-05\n", + "C1 -9.1e-05\n", + "C2 0.000494\n", + "C3 -0.013171\n", + "Pnt 0.075\n", + "Vdcmax 50\n", + "Idcmax 6.48972\n", + "Mppt_low 30\n", + "Mppt_high 50\n", + "CEC_Date NaN\n", + "CEC_Type Utility Interactive\n", + "Name: ABB__MICRO_0_25_I_OUTD_US_208__208V_, dtype: object" ] }, "execution_count": 24, @@ -1152,7 +1067,7 @@ } ], "source": [ - "sapm_inverter = sapm_inverters['ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_']\n", + "sapm_inverter = sapm_inverters['ABB__MICRO_0_25_I_OUTD_US_208__208V_']\n", "sapm_inverter" ] }, @@ -1163,22 +1078,14 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'AC Power (W)')" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1188,7 +1095,7 @@ "p_acs['sd'] = pvlib.inverter.sandia(single_diode_out.v_mp, single_diode_out.p_mp, sapm_inverter)\n", "\n", "p_acs.plot()\n", - "plt.ylabel('AC Power (W)')" + "plt.ylabel('AC Power (W)');" ] }, { @@ -1198,29 +1105,21 @@ "outputs": [ { "data": { - "text/plain": [ - "Text(0,0.5,'SAPM - SD Power (W)')" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "diff = p_acs['sapm'] - p_acs['sd']\n", "diff.plot()\n", - "plt.ylabel('SAPM - SD Power (W)')" + "plt.ylabel('SAPM - SD Power (W)');" ] }, { @@ -1237,27 +1136,19 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "p_acs.loc['2015-07-05':'2015-07-06'].plot()" + "p_acs.loc['2015-07-05':'2015-07-06'].plot();" ] }, { @@ -1300,43 +1191,43 @@ " \n", " \n", " count\n", - " 8759.000000\n", - " 8759.000000\n", + " 8760.000000\n", + " 8760.000000\n", " \n", " \n", " mean\n", - " 23.110874\n", - " 24.260833\n", + " 23.214159\n", + " 24.359824\n", " \n", " \n", " std\n", - " 42.331989\n", - " 42.959307\n", + " 42.869990\n", + " 43.498806\n", " \n", " \n", " min\n", - " -0.020000\n", - " -0.020000\n", + " -0.075000\n", + " -0.075000\n", " \n", " \n", " 25%\n", - " -0.020000\n", - " -0.020000\n", + " -0.075000\n", + " -0.075000\n", " \n", " \n", " 50%\n", - " -0.020000\n", - " -0.020000\n", + " -0.075000\n", + " -0.075000\n", " \n", " \n", " 75%\n", - " 27.948966\n", - " 30.884817\n", + " 27.849403\n", + " 30.768026\n", " \n", " \n", " max\n", - " 211.290155\n", - " 213.051148\n", + " 215.045605\n", + " 217.109196\n", " \n", " \n", "\n", @@ -1344,14 +1235,14 @@ ], "text/plain": [ " sapm sd\n", - "count 8759.000000 8759.000000\n", - "mean 23.110874 24.260833\n", - "std 42.331989 42.959307\n", - "min -0.020000 -0.020000\n", - "25% -0.020000 -0.020000\n", - "50% -0.020000 -0.020000\n", - "75% 27.948966 30.884817\n", - "max 211.290155 213.051148" + "count 8760.000000 8760.000000\n", + "mean 23.214159 24.359824\n", + "std 42.869990 43.498806\n", + "min -0.075000 -0.075000\n", + "25% -0.075000 -0.075000\n", + "50% -0.075000 -0.075000\n", + "75% 27.849403 30.768026\n", + "max 215.045605 217.109196" ] }, "execution_count": 28, @@ -1371,8 +1262,8 @@ { "data": { "text/plain": [ - "sapm 202428.142770\n", - "sd 212500.634811\n", + "sapm 203356.030218\n", + "sd 213392.055064\n", "dtype: float64" ] }, @@ -1392,22 +1283,14 @@ "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1424,7 +1307,7 @@ "ax.set_ylim(0, None)\n", "ax.set_xlabel('Single Diode model')\n", "ax.set_ylabel('Sandia model')\n", - "fig.colorbar(sc, label='POA Global (W/m**2)')" + "fig.colorbar(sc, label='POA Global (W/m**2)');" ] }, { @@ -1478,28 +1361,19 @@ "outputs": [ { "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "sapm_sd_scatter(tmy_data.DryBulb, label='Temperature (deg C)')" + "sapm_sd_scatter(tmy_data.DryBulb, label='Temperature (deg C)');" ] }, { @@ -1509,28 +1383,19 @@ "outputs": [ { "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "sapm_sd_scatter(tmy_data.DNI, label='DNI (W/m**2)')" + "sapm_sd_scatter(tmy_data.DNI, label='DNI (W/m**2)');" ] }, { @@ -1540,28 +1405,19 @@ "outputs": [ { "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "sapm_sd_scatter(tmy_data.AOD, label='AOD')" + "sapm_sd_scatter(tmy_data.AOD, label='AOD');" ] }, { @@ -1571,28 +1427,19 @@ "outputs": [ { "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "sapm_sd_scatter(tmy_data.Wspd, label='Wind speed', vmax=10)" + "sapm_sd_scatter(tmy_data.Wspd, label='Wind speed', vmax=10);" ] }, { @@ -1650,28 +1497,19 @@ "outputs": [ { "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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vjIxgjMG2LGyl+NgDD9AVv16ikPV9fv3oKyS9Av5U26medJLedCfv7Nq8PD+UO9D0gq5i14IstopSF9pJzF2/yiMTd4JlDbJKKZdiiP0LY8znpg4PTpcMKKXWAUNTx3uBzllP7wD65p7TGPOHwB8CHDx4UBrKCSHEHezfvXUbfYksXz87RMixKPia79zZys+9ZdtqDw3XtvjNx3fRk8zSPZGmszrKX3b38rW+kbLHKuBKMsvOutJNC54fuEZBl9fTJgp5hnLZirOyLwwNcXhkZOZ53tSuXb994gT/9eHr4feFwT5SvjcTYqG4Xe3X+3p447oO4m5o0a99rYm7HdKhQFS0bEFWFf+X+D+B08aY3571rS8AHwL+y9Sffzfr+E8rpT4LPAxMSH2sEEKsbWHH5n988ADXElkuj6bZ1Bijve7Oqm3srI7SWV0c05baGM8NjJGfE04NsKG6fNxehRALoFD483zvmf7+svMDJD2PnnR6Zlb2VGK04vkdS3E1lWRXfeMNX9ftMsZUnFEW4k6ynDOyjwM/CBxXSr0+dew/UAyw/0cp9WPAVeD7pr73JeAdQDeQAX5kGccmhBBiBa2vi7L+Dguwlbyzq5W/6L5W0i/WtRT31cTYUVvemeDBphaGejJ4pjRwupbFuqpYxWvMF3CVUiWzr3XhMIryGjttDDWh5ZmNLQSaPzxzmS9eHSQXaHbVV/OzezaztcJrXyrGaHLBOQq6B0OAreqpsndhW5W37BVituXsWvA8leteAZ6q8HgDfGS5xiOEEELcTG3I5dNv2Mt/PX6BV0cmcJXFWzua+cjujRVnJ7+jrYPXRoYYymUp6ABbKWyl+KGtu7Dmmc18vLWVnnS6rCTBtSw2zqqRfbKtk9dHh0tmZS2gMRxlfdXyBMtPvHaWl4fHKUx1ZTg5nuRnXjjOn75xP+uqIstyzYx/FM8MAcXXGZgxkv6L2Go/vakeUv4EVU41XfGtVLu1yzIGsXaptbxv8cGDB83hw4dXexhCCCHuQgu9tR5ozdGxYc4kxqkLh3mkZR0N4flDn6c1v3b0KFfSafJBgKMUllL83J497KmvL3nsq8OD/PWlsxhAa0N7LMaHt99PbSh8uy+vTH8mxw89+9pMiJ3mKMX3bmzjZ3Yv/QKzwGRIes8xHWKnZXy4NGmYvY+ahcWu+kPUh5uWfBxzKaVeNcYcXPYLidsmW9QKIYSoSBtD0vOIOQ7OPdgXdaH1obZlcaCplQNNrQt6vGtZ/D/79nFkdJQT4+PUh8M80dpKQ7g8nD7Y3Mq+xmb6smmqbIfGyPKVZ1xNZXEti4IubZfmG8P5ifSyXFObNMV55tIg25/WaAxRGxzL4GtFLgi4MHmCg81PLstYxNokQVYIIUSZr167xt9cvoynNZZSvKOjg/ds2DDv7XJxayyleLCpiQebbj67aFsWnbHlrxftikcrLy5Tim3LVCNrqRhzQyxAPjC0RAyWAktN1QUbGMmn0EZjqXvvg5WoTIKsEEKIEs8PDPDZixdLajj/oacHWym+d8OGeZ8XGMPfXOzj85cHyPoBj7bW8+EdXTRFlv42uFh666oiPNxSz8tDiZKuCiHb4vs2ty/LNW1VhaOa8M0IswNtTchgK5j+3GSp4qK3ulCxI4QQ0+QjjRBCiBKfu3KlbCFSQWv+oacHfYN1Fb965Dx/fOYqfZkc4wWPr/QO8eFvHiVZ8Jd7yGKJfHz/dt6zcR0xx8ZS8EBDDZ967H5ao8v3YSTm7CNkdQLF3d5sVUfUUcyd/FcKwvbaXdcjlofMyAohhCiRKBQqHs8HAb7WhOzy7WX7Mjn+qX+kZKFQYCDtBfz91QE+uEWa2a8FIdviJ3dt5Cd3bVyycxaCFBOFy3g6TZXTTE2oC0tdjx9K2VQ5u4ia4pazk94ISW8MY8C1DBGbWaFWZmNFKQmyQghxD/O15v9evsw3+vrIBQFbampoCofpy2bLHlsbCuHOs+jr/EQap8JCobzWHB2d5INblmX44g6X9ocYyBzGUPy9yAYjJAoX6Yx9B7ZV2gtXKUVf+jz9mQtTRQYKP4CChhq32EGiymmVTRpECSktEEKIe9jvnznD09eukQ0CDHB+cpLhfB53TlgIWRYfvO++eUNEWzRcsezAUdAZX5mNEIwxZPwUWT/NWm4tebcwxjCUfX0mxAIYNL7JMV44X/LYwHikCoP0ZbrRzP4wpAgMFLSFo6I0R/au0OjFWiEzskIIcY8azeV4bWQEb07o01qzr7GRpOdxLZOhORLhfRs3sr9x/i1Rt9XG6IpFuZjMlOxO5VgW7924btlew7SJwhhnEkfwtQcYwnaUXfUPUuXI7lA34mnNy8Oj9GWydMWqONjUiG3d3oxnIcgwkD1NyhvG4GMrShZugSHlDdAU2Y0xhrH8GSYKFykEClO2jxkUl3fV0hV/XGZjRRkJskIIcY/qz2ZxLAsvKC0HCICJQoFfPnBgwedSSvHJR3fzq0fOc3gkAUBLJMy/37eF9tjy7Ag1rRDkOTH+Mtpcfx3ZIM2x0W/zUMubsVR5Ta+AsXyeX3z5KCnfJx8EhG2L+lCI/3JoHzUhd1HnLIbYb1DlaGIO5DVMFsDXCnfWP8N0jWzS62GicAmDnip/VVSqg404NRJiRUUSZIUQ4h61LhrFr9A31AY2Vt/6TGZtyOXXH95FxvfJBZr6kLsi4WMo21uxlEATMJofojmy8BnhlwYTfP5CP7lA89auZt7a2VRxM4ikV+Dr165yMjFK3HV587ou7m9Y/h2nltKnz3Qzls/PNL3KBZqhXJ7/df4i/3r39kWdc6LwIlWOZnpSN2xBUwSGsgZjip0IFDZ1oU0AJAoXZkoPHDW9NYJhdpi1sGiJzN/2TdzbJMgKIcQ9qjES4UBTE0dGR0vabTmWxTs6Ft9loMpxqFqhd5cvHu/j2PB53rCrPJBrYygEuQWf678fu8xnz/eRC4rnem1ogi9eGuT3vmNPye32tOfx60dfIe17BMYwmIWe1Em+q2Mj37n+xoGrP5PkW4NXGM1n2BSv59HWLqrdle+zq43h8MhY2VYEgTG8MDiyqCAbmDSWSpe0zVIKMBBzIR/YWBiq3Q6q3c6p5xRKHlvtGpKeQgPWVDuurvhuYm7tLY9H3BskyAohxD3sJ3fs4G8uX+brs7oWfGjLFlqiK7NA63Z87fQg//Zvj7G7M+DgFoiWLoIvVlaGGhZ0roF0jr88d62kfVg20JwYS/J8/xhvXH+9PvjZ/h4yUyF2WkFr/rHnMk+0rifqVH5rPTsxwl9fPIavi3OO/Zkkh0f6+KldD1MXWt7yi5UQ6CTFmdTS2XGlIGRBjbuTuNuGa13/3YraTaT9vpm/2xbUhgwGl5bIg8RD9dj3aGnI2972BjMyMr6s13j11ZNfMca8bVkvsswkyAohxD3MsSw+sHkzH9i8ebWHcss++bVz5DzNkUvQPw7rGyA8VdppYVEfbiK+wJm8w8MT2Ko8hGV9zT9dGy0JsqcTYyUL2qbZluJaJsWWmrqy72lj+Lsrp0q2gA2MIRd4fL3vAu/buHtB41wqllIcaGzgtTmzsrZSPNqyuBIJW8WnSklKfzbGgCFKfXhT2XMaIzvIpoamOhWYqbHZtEYfIOaurVKNpTYyMs7hw59b1msotX3N/5Cl/ZYQQog16epYBgBtFL/yOfj8y9AzCleGoS2yjZ11C1+sFncdrAr1vLaCunDpwqf6cOVSgMAYatxQxe8lvTxZv3yHMwN0T4wueJxL6V/t2EJ9OERkaoOLqG3THAnzI9sW96HGtuI4qpHyxVqK5sjDFZ/jWjE6409S424gZFUTc9bRHnuMmNu2qDHcbcwy/+duIDOyQggh1qTNTTGO900CUPAV//Aa/MNrUFfl8tovbb6lhWaPttVTqeuUY1m8e1NrybE3tXdxKjFWMrtqoVhfFaclWlXx/GHbmTc4VDmL6xBwuxojYX7/8UO8NDTKtUyGrniMQ00NFRe3LVS1e4i0f5KC7gE0tqoj5j6AY9XM+xzHitIcvX/R1xT3NpmRFUIIsSb94nftIOKWvo1FXZuff8s2rFvshRq2LT71xj3Uh11ijk3MsYnYFh87uIWNNaXhdHN1Lf980zYitk3YtnGUxabqGv7ljvnDWMR22FbTNFW+cJ1rWTzW2nVLY11KrmXxRFsz79+8gUdbKndouBVKOcTdB6gPvZP60LuoDX0HjiULtRZPL/PX2iczskIIIdakJ7Y08ekfeJBf/fIZLo6kaKuJ8NE3b+V9BxbXcWFXQzVfetdDHB2ZpKA1+5pqiDqVFxo93LKOA02tDGUzVDkO9eGbL9Z676bd/GX3UXrSxXrcwBgONXdwoLF9UeO9ky1kNjzl9ZMoXCDQeaqcVurDW3Cstb/oTawsCbJCCCFWzdmxFL3JHNsbYnRU33qnhDdubeaNW5vn/X5gDGO5AtWuQ2SeUDqbYykebFnYDKJrWayPxRc81ojt8KPbH2Q0l2HSy9ESjRNzKtfU3q6sP8lw7gK5IE3Mqac5upmQded0ohjLnSNR6J7pITvpXSbtX6Mj9iSOtfLtyO5UstXyzUmQFUIIseIm8z4/8fRxzo2ncZSioA1v6Wrk175jB85tbpE67eneYX735EVyvkZj+M71zfzs/fcRtle3qq4xUkVjpHIt7VJIesNcSh6eCYnZYIKxQg/bap4gbC88eC+XwHgkCueLu3nNMATGZ6JwkcbIzlUbm1h7pEZWCCHEivv4t85xejRFztekvIBCoPnG1VH+14meJTn/qyMJfuNYNxMFn7zWeNrw9WvD/MbR7gU9XxtDfybNaC67JONZboHRfHtokE+dOs7pxKszIbbIoI1PX+bMEl3L8NzAMJ+/3MvFyeQtP78QTFI5fmiy/vBtj+/uYVbga+2TGVkhhBArKucHPNsziqcNjVFNbcQwnFYkC/DZM/18eO/tL37683O95IPSxSx5bXi2f4SPFjZTHZr/7e9MYozPdJ8iHwQYoCVSxYe376Excnu35nuSWf7bkUu8NDBBtWvzAzvW88Ed7RXbft2KwGg+efwYl5KTQMBjLeVtvgDS/u23+XppaJRfO3Z6ZjMIBWytifMrB/fOtPG6mWIdbOWFRo61fDPV4u4kQVYIIcSKygca1zZ835486+KawIBjQe+ExdWJgIHMOK3RultqnzXXQKZ0a9rN1T7v2pBhXVRzJvEMXfGttEQ3lF1jNJflj88eL9myty+T4ndPHuH/PfDookPnUCbPB7/8OqmCjwaSBZ/fe/0ylyYz/MeHty7qnNNeHRnhUnKSvNbYav55NlstrM2XNgGJQi9JbwBHhagPb6TKqWcom+N3Tp3g/ZtyPNhUwNOKfxoI8dVrhj85e5Gf2rWw1+FaMcJ2HblgnNmjVdjUhdbexhzL6W7p9bqcpLRACCHEiqoNu3zP9oD2ao1rQ8QpBtkNdZpHOwt8pfdVvtTzCr4Obn6yeexuqJ7pC9sV9/mx7Sk6YhrbAk2Bq6kzXMuUlxm8MNRXsvUsFKNWJvA5P7H47UL/4kwfWT8omYfMBZovXBhkJFtY9HkBXhsZJj8VvAOjOD/h4M+Z8FTYNFXYWWsubQIuJb/FYPYUaX+YCe8aV1LfZix3ma/39fOxB5I8uS5PfdjQEtW8uyvHR3am+Vr/4Mw5jPHx9QTazP+62qoOEbUbUVgobCxcmiN7iTgL21JYiGkyIyuEEKJEPtA8PzDKUDbPjrpq9jXW3Nbs6Fy+DthY782aazLYqniz2bEUng4Yzk1wfOwy+5vuW9Q1fmRbFy8MjJMNAt66PoczZ9pGE9CfvkB71WYsdf2W+Hg+XxZkp4bIhLe4wNmTzPJC/zieLj9vyLa4kEjTFF1894Iqx2H2xrDf6A8TcQydsQDHslEYGsIdNEU23vRciXwPBZ0uqbE1BAzmTlHjNlAT0iU/y7ANO+s82qIexhiy/lky/nkMFgpN2G4n7u5DqdKyA1uFaI89iq9zaOPhWjGUkrm1cndHr9flJEFWCCHEjN50lo88f5x8EJDXmpBlsaUmxm8/umfJVvsHJpgKXoaobYg5xRCmgFxgGMsrAqM5N9G76CDbGY/yB2/Yyx+ducL62ETFXbsAPJ0nbF+vy9xeW8+xseEWKr1tAAAgAElEQVSS0oLimA2b4vPvTlXJcDbPzz9/mouTGQJtcF0IAph9ak8b2uO31zv1jevaeWFocGbMvlF84WqUtojFLz6wi5hTPdPSSps8Gf80nu4HLMJWF1Fn20zQnPQH5iwUK1JYbK/LE6lQBmuAR1tc8kEP4/nz5LSBqXOEgj7Apjq0r+LYi/Wy0jtWLJ58/BFCCDHjE6+eJVHwyATF2tVsoDk7keKvunuX7BohyyXmRglbhioHlAJLFf8M21AbKs4t3m514MbqKn7l0E7WVdXP+xh3Ts/SA00t1IcjOLNmB0OWxYNNLTTPs/3sfD763CnOJVLkA41vDEopbLv4OovnVexvrqFzEf1zZ9sQr+b7Nm3GtSwitk3Etok7Lj++Yz+1oaaZEGtMwGThmxR0DwYPQ56cvkDS+/ZMv1Jnnjpag6EhVIdXYYLQGHhq3QbG86emQqya+SpoQ6LQgzGLLxO5VxmKfWSX8+tuIDOyQgghAEjkPS4mM2UBsqANX+oZ4oe3L81WqkopHm3Zw+Hhb5fNlFoKYg4kPcV9NeuW5HodsW2cTbyMnnWb1sKmNbqxpKwAwLVsfm7Pgzzb38Nro0OELZs3tK3nUHPbLV2zeyLN1WSWYM4PUymFYwMa3tLVdNsLvaY91d7BI82tnJucIGRZ7Kirw55zq76gr6EpUPoRQeObBIFJ4Kh66sMbSXpDZbOyjgpRG9pGUOiFWd/TBqJOlKZwB5eTr1MMsCWvmIIGbQrY6s7ZkEHcPSTICiGEAEDfYA70Rt9bjKituFGlQq0b5YHGpVnBXhNqZGvtg1xOnSQfZLCVw7qqzbRXbak8Nsfh7Z2beHvnzRdHzSeR97DnqSve0RDhPz/SQnO0nip3YS2rpo3l8/zPsxd4ZWQMWymeaG3mh7dtJuY4xFyX/Y1N8z7X0+NQoWwADL6ZAF1FqjCOo2J4JomFTbF+OURX/GFsK0pd6DGS3hECkwEMYauB6tABlFI3rOY0Rm4A3zojXQsWQIKsEEIIABrCITpjUS4mMyXHQ5biO9fPvw3sYpydOIY1s7dTaeBzLZe3bngM27q1kHcjdeEW9oVbMEYDakkXr1Wyoy6OX2Fxl2MZumom6U6OcT5paI4080DDPqwFLHTKBwH/7uXXSeQLaMDD8Gz/EN2TKT758P6btgazVZxiReHcyGnhaziXfAZjNAaNwsJW0BXfT7XbOvPzcq16GsJvRpscYGGpEMYYBjIXMOZ62cRsChvbWp6teIWQj0hCCCFmfPzANqpdm8jUdGnUtuiKR/nBrZ1Ldg1fe2T9NO7MO1Bp4NtTv3tJQ+xsSlnLHmIB4iGHR1rrSl6aAmKO4VBbnsAEaKMZzg1zJXV5Qef81uAIac8viaG+MQxks5wYT9z0+WG7E1X2tq+wCHEtfRVt/JmPFgaNb3zG8v0Vf16WimCpYjjtSZ1mODf/rmExp21FfuZ3J9nZ62ZkRlYIIcSMzTUx/s9TB/l63wiD2Tw76uI82tKAM9+y/0WYbrNkKQhb4Oti6YICquwQbVVLUxu7mp65Osozl8YooHEdVUyx2rC+xiM6651XG01PqodN1Tcvo7iYTM30i50tMIarqQx7G+Zf1AZgqRDV7hOk/SMEZhIARzVR5ezlcurZis+Z9AYrHp/m6TxDuSuE7flDUciuvuE5hLgdEmSFEEKUiLkO795wa4ubboWtbBrCzYzlh7GUITQ1+Wph0RnfuGzXXUmfPnqF3NQWuflZK75eH3R4784C4VkTzsECV/R3xasIW1ZZmLWVYn0siq8LWMouW8A2m2PVUBt6I8Z4FEssHPRMO7Ry1k1u3Gb9JJayKOiAaIXLKixizvL9Lt3tjPSRvSkpLRBCCLHittftpcqJYykbW9lYWDSEm+mM3x1blPan8xWPKyBTULP+rmiLLizovaG1hYhjl7xx20pxqElT5bzK+cmvcXbiK/Rnjk/VAs9PKRelinNZlrKpdluYW6ussGgI37ikJGRH0UajjSIXFFtxTX+Boja0qeKMrDEeXtBDITiJF3SjTWoBPwEhysmMrBBCiBXnWiEebHqCpDdBLsgQd2uocuKrPazblgs8LBR7m2t45upo2SynY0FduDj/aSmbsBXivprK3RPmijo2v3FoH39wupujY+MopXh7ZxWPtQwQzAquiUIP2gSsj1XehKCSrvgDnJ94gYKeXuiniDn1tFVtu+HzInaMuFtHyhsnG1gUtCFkGRSK9bF91IU7MMbDMIahgCIORPH0KYodFAyGNFoncNQmbKtxwWO+N9wddazLSYKsEEKIVaGUoiZURw11t/S8wXSePz3Ry2uDE2yoifKj93eys7EYgo0xDOdGGcmNEbHDrI+tI2yHGM3l+GJPD6cTCVqjUb67s5OttbVL9lqGspN89doJxgtpMLC7tY4X+yxy/vXGZVHb4mcf7GJrbZ60n6Y+3EB7VTuOdf2tOBcEPDcwwKlEgpZIhKfa22mJXu+/2hKN8PEDe9CmWFN8Nf0Sab909tWgmfT6aNO7sa3KGxzMpk2B8fxJfJNGqWJ0CltVdMUfuGGZwrQtNQe5lDzKRGEIbSx8E2Jj/H7qwi0Yk0ZzienFRYaJqdlaf+4o8M0VLNMgC8Nm3D2bFiwnCbJCCCHWjJ5kln/+hSNk/ABfG06PpvjG1VF++007eUNHPd8aeIXxwgSBCbCVxcnxs+ys28tvnLhA3vcJgN5MhuPj4/yr7dt5qKXltseU8fP8zeVX8PT1WteCGucD90e5MtrIseFJ2mJhfuKBDby5a/4Zx6Tn8R9ffZVJz6OgNbZSPN3Xx7/ds4dd9aULuaZbbRV0uuK5FArf5LC5cZDVJs9o/pv0Z/Mlc395neJC8kV21L7ppsHSsVy21h4k0B6BCXCtMEopjDForlLa7ksDBoVdYStcDeSRLWvFrZAgK4QQAoBEPstEIUtTJE7MvTP7fv7Oq5dJeT7TLVo1kAs0n3jhPH/4tlbGC4mZ2+zTf74+eoysH5rqi2DYUetzf73HSP4IicL91LrrbmsW8OT4NfScmTMDVIUL/MLDbXTGdy/oPH939SrjhQLB1LkCYwiM4XdPneLn9+xhS01N2Tijdh2ezpady2BwrZtvqZv0ztCfyaMr9ID1dZ6MP07MbVjQ+G3LnROcC5TPvBZn4i3sCovcDLA8bdfWLpmRvRkJskIIcZd6uXuEv3j+EomMxzv2tfO9hzoJV9hJqhAEfO7yUa6mxrGVhW80+xraeWvHjjvuNu9L/Qkq7DPAeN7jYvJaSa3oNENAtWuY9OB7unJsrfGnOiUE9GVeJ+UOsL5q/6Jfa6KQqXxdY5j0cgs+z+Hh4ZkQO1vK9/m1o0dpraril/bupSZ0/UNGc2Rb2ZaygYb+LPSlj/Gm9gfm3Wwh5aU4PHKNapeSLgqzeabyorWFuZWfp8KiBqVuXgohxGzStUAIIe5Cn/7aOX7kD17ki69d47kzQ/ynzx3n/b/zHHmvvNXTP/ae4kpqHN9o8tonMJpjY30cHulZhZHfWG2o8vyLMcy7Jex0a6l1UT0rxE7TJL1BcsGNNxTQxidZuMxI7jUm8ucI9PWA2hatxZ0nLDZHFt5DNWLPPxtZMIa+dJo/OFO68UDYrmZT9eNk/TC+hpwPV9MWg1mL3swQLw6dnfecpxLHCQzkAyp+ODBoYs6t1S/PplQICFf6DhCb+tOmWAgRx7HuW/S17lYGvaxfdwMJskIIcZcZS+X5r186Q7YQzNyYzBYCzg8k+eJr10oe6+uA04nBshlFz2heHr6yQiNeuB/e00HUKX3rClmKt2xoYnN1J3aFQOnaIQqBzaZqH7vCu54hIOWPYIzh+NgIv3/6KL974gjPD1zD05rA5OnPPEuicIqMf40J7zx9mW+Qnwq/O+rWEXFCWLNmIB1lsb6qnpZozU1fkzGG7skke+obCFnzvy0HwMlEgoxfers+ZFVzclxzdMzlZMJlLF8Mh5aC7snKH0aMMSQK4wBkA4U25WHW1zaOur16VYsNgEsxbqiprxpstYWQtR/X2kbIup+QvXOmHZgQt0J+a4QQYo0aymb5cm8vPek0m6qredv69TRGIhy+OErIsSjMWc2eLQR85Vgf73u4a+aYV2GnqGn5oLy+cbW9b1sblyey/OWZPlxL4WnDobZaPvH4VqKOxUB2iOHcGNpoLGWhUNxXs53HWxKk/AG0hrkTnwoLW7l87nI3Lw71UZj6mVxNT/LKyAA/tMUhMDmKLbPAmGIngtHcEdpjb8K1HD6w+RFeHDrPhckhbGWxp76DB5s23fT1XEml+dWjJ0j73tQRg61UxRKD4ljL/80K+kb/TvPXWCoUBgMoxvJQ5ZhiiYGBwBRrdJPeODWhhdXIVryGCmOZHUASg4cihpoJxw4K2fXrxqRG9mYkyAohxBp0MZnkV15/HV9rAuD85CTP9vfzy/v3UxN1qZSDLAUNsdJbvRHbodqNkCiULhhSwIb44gPMclFK8W8f2syHH+jkwniGdfEw7fHrs4aPtDzIeD7BSH6cQCv+sbeX18fOoyi+fsuqtIeVItD1fGvwdfxZM9MFrelLp0l6aSI2hGclYE8bckGGQOexrTBVToin2nfzVPvCFnYVz6H55SNHSXpzZ1gVW2viXEomy27+HmiEnvSLXEzmiTm1dMR2ELFryAWKqDNnwZmBjF+5XEEpRVu0nYFsHwaDQZH2FWlfYwMhW2Eri4K+nRrZ69eCmluqmBVioaS0QAgh1qA/PXeO/FSIheLsWTYI+Ex3N4fuayJWYfVOyLH5/sc3lhwrNtXfiauu3xi3UYRshze1b13W13A76sIuD7bVloRYKL6ehkg922o387W+AcYLeQo6IK8DsgF8ayAMxsbCKX4ph87YQS4mM1gVklZeF7dvDdsWSqmZL9dSRGxQ89TGLsTRsXH8CsWpgYGuWA21odBMqYGjFIeaPB5rTZMLUgTGY9Ib4UziRXJBktpQK8Gs8oDpUoENsU4yXobxfD8juctk/Ou1wDvrdlHt1qBQhCxNR1XAthrDlhrD+ipN2PKpdhdfIytujzFm2b/uBjIjK4QQa4w2hsupylt6npmYwLYUf/6Rx/nh//ECyZyPUuAHho+9Zw8PbKgve86m6kY+tO1hXhq+zGguQ0esjoeau6gJrd1+nsO5NOOFbNnc67UMvDTczD/fvAmMocppQCmLKmcEVWHO0EYRdiyUKp0bnQ6z6jbmg5KeV9a2C4ofSnJBwK8fOsQ3BwY4MzHBumiYLTXdZQt0NAF9mXO8d+N+PnNekyiMUOVAyoPOWBzFFU5PnC/ORqvieGNOPZuqH8KxXB5ufoyBzFmywXlsdb0Fl6OgKWIIzAQQLRtjcZwpCsFVtMnhWC2ErHWoBWygIMRSkiArhBBrjAIcy8LXAY4q1m1qA55RROzi/61vW1fD85/4Ll67PEYq5/Pgpgaqo/O3NmqJxnlX154VegWLVwjyjBXGcJRDQ7hx3tZS+cAvWXw1WzYIiDmlGxPsrGvAsSzyurSrg2UpwpYNFVZ4G9RU3efiwtuuutqK68YjtsWBpgaqHIe3dXTwto4OckGaU+PdFSsm0/4ErmXzo9v3k8jnGMlnwaQ4lThFfcSbFVANhoC0P8Zw7gKt0a0YNNngQkmInaaUYaJwhiqnreyanh4k7R9hescuLxgmH1yi2n1UFm0tISM1sjclpQVCCLHGKKU42NRIlW0IWeBaELIgZhsea2meeZxlKQ5ubuTJXa03DLFrxeXkRb458Awnxo5yZPQwX+/7CldSlyreIm2LVpcnM4rdBHbXle/m5VgWP71rH3WhMGHLJmLbhG2bH9yyE9cqn8UGmCzAZ8+PLPr1tEajfGd7G+FZnQpClkVXLMZDTU0lj3VVeN5QE7Kuz5jWhSNsqannSuoyhmCq/KH08QbNWP4qAIVgghv1e/V1puyYMZqMf5TpXbqKAjRp8sGd1+lC3N3kY5MQQqxBqUK2JKBM//fJQvkuT3eDRH6c7uR59Jw5zLMTp5nMT3B/476S445l8b1dO/jclVP4uthlwLUsakMRHmnprHiN9bE4v3zgUXrSSXyt6YrX4FoWgaliPD8CaByrOPtdCOBTx8K8PHiVd21so3qe/rY38yNb72NPfR1fvdZPPgh4orWFN7e3Yc8p2LUth8bwekbype20jKnceSIb5Gb651aKqdPhvzh7atAGfF2Mpq5iZobWseJlzw3M5DyhWuOZfiJIP9ilc3f0el1OEmSFEGKNKdbITlb83pmJGzf2X23diTR/dqaXi5MZdjdU80M71tMRj84KVpVnB3vTV9FlW5oWg9y1bD9dhY3UhkoXJu1paKM5Gufl4V4mCzm21jSyr6mdkDV/KYClFBvipb1fbRXn9441s6dxlF31Af0Zi8+eD3F81CHmKE6OJXmkrfKs7c0opXiouYmHmptu+tiY08RgtqdkUZpvwPdSJL1EycKs2lANI7kxfM2cDSCKbbdqw+uAYg9aTIjJ4PoGDzmKYTbmKOpCOyqM+UbRQWKFWFnyGyeEEGuMoriLlV/hlrp7g4b6S6U/M8rhkTMkCinClsuu+k3srtt40y1eXx2a4KPPnaSgNdrAhYk0/3h1iDd1NfDi0Dj5QLO7vpqfu/8+ttTGZp5njCHtV17cBlAIDP2ZvrIgC9AajfOurvIwdqu0ifHJI5myeUhtDDWLnI29VUl/HL9YklpCUez3OjvI7qnfwXMD32Yoa2iPFWf1igHYImRFaYtsm3lsRmvmztt6BsL2JqJOeRmGRQyLCJr0nO/YhO0Ni3+BoozUyN6c1MgKIcQao5TiUHMrzpzg6CjFY63lC3OW0nAuwTP9r5EoFINlXnscG7vAkdHzN33uf3m1m1ygZ1pEBQYCS/Ns/yi5oHj7/8R4kp9+4TiD2ev9S89PHiPnT1KxOe7UeZa7pOL77ltHeM62YApoiITYWV9++305hK1oxS4JllKErdIOE/XhWt7Q9gh1oWYG0hGyfpSo3UJX7AG21X4HtlWsmc4GExhT+fZ1yp+oeFwpRcw9iCJCcYtZm2JA7sRVy/v7J8RcMiMrhBBr0Ps3bWUom6EnncKa2glqS00t37th87Je9+hod9l2toEJODNxhb0N9+HMc9s+H2iuJudsuqDAssq3J/ACzecu9fOTuzaS9pIMZ/tQqhh0McXnTWfaggZQROzKLaKWyt6mGn7m/o387vHLOEqhjaEpGuK/PbH7pjPRS6Ul2kFP+nzJz7/a1bRENEodJpGvIursIGyvB4ph9vG2Q0ty7cBk8IIBDFkcVYtjNVHjvgnfjGJMAceqx1LL+29w76kw/S7KSJAVQog1KOI4/Lu9D3I1lWQom2FdVYz1seWfGZzwKt/iVygyfo6aUKzi9x2lcG2LfHA9hM2X/zxjOD+RnrreaHHBkirWbaZ8cKxikC0uTlJYWLTHln8m8J9taeftG1o4NZaiOuSwvS52WyHWGIPBR2EvaGMF1wqxu/5hzk4cwQtyxN2AdVVmpmZWkybtvw4wE2ZvJmrXYim7rP7YwqYhXFwUl/MvkNPnmQ5VecDVccL2JlyrY2EvVohlIkFWCCHuEJeTYzx97RzD2TRVrsvjrRs52NRZFpa0MVxKTuBpzebqWrriK7dffa0bJ+OXb1tqMFQ582+gYFuKd29q5QuXBmfCbHFWtTwIupZie10xELsqNDXjDK4NTgD54PrzbGXREmmiMby4xVa3KuY6HGq9/d2uMv4ww9lj+CaLQhF3O2iK7MG6yYYC1W4dDzY+SV5nyfrPY8jNeURA1j+94CCrlGJj/CAXky8BxQ0WLGzibhP1oQ4CnSSnu5k7M+iZFLbuw1K1WGrlfv/uNXfL7lvLSYKsEELcAXrTCf76wut4U7eNU16Bb/R1k/N93rDuernA1VSST585SkFrFMVQ+4HNOzjY3Loi43ygcQtD18ZLbm/bymJH7YZ5ywqmffSBTSTyHv90bZSQbVEINK2RMAmvQGGqcFZR7KX6vk3FVfUNkVaYvB52464hpCHnK2pD9Wys7qIjtm7Fbu8vRqANT/cN8PS1QQDe2VnNxvhZzNQGwwZD0utFmwJtVTcvBVBKEbaiZMpCbJGmvPfrjcTcBnbVvYVEoQ/feMSdRqqcOpRSFIJ+5msBFZgcgR7BsiXIitUjQVYIIVaJMYYLySGOj/XSl5kA5YNRTM82elrzwtAVHm3diGNZeFrzP069TibwS87zVxfP0BWvpiVatexjbo7U8aZ1B+Z0LdjI7rpNN31uyLb41Ud3MJItcC2dY0N1lCrH5o/OXOGLV4sztQ801vBv9mymKRIGwFY2exse4eT4KwTGh6mtYQ807aMhXL6i/k5jjOE/v36SY2MT5AKNpeCxlkE6YwGlrWI1aX8IX+dwrJtvDayUQhGpMCMLVoUtZZPeAAPZ03g6jaMiNEe2UR/uwhiDb8YITIraUDW2qp/zoeBmM4IyY7i8pI/szUiQFUKIVfJM/2lOJ/rwp2Y3wzY4liHrw/Vb7oaUn6cuFOV0YpSgQnAItObbQ328e8OWitfxtObZq2OcT6TZWBPlLRuaCNk3rslMez5f6B7kxEiKLXVVvGdrG3WR4kr3dVWNvKvr8cW+bJqiIZqioZm/f2T3Jj6ye/4gHHdreaj5KVL+BMYY4m5t2da0hSCgJ52m2nVpia7soiNtDH9zsY/PXuhjwvPYXhvnp3dvYld9NUfHErw4NEE+uL41QWPYnxNii3KBwdeZBQVZgKi9g0xwHJhd32oTsUvbjSW9QXrTr2GmQpFvcgxkT6KNh2P1EJjrbbQcVVOyzaxrtZHXl6kUqGwVxrYaFjRWsTjSfuvmJMgKIcQqGM+nOZXoK7lFr9RUMyNVbCkFgIG4Uwx9Wd+vWDOngZTnlx0HGM95fPCLRxjNemT8gKhj81uvXOSvvns/rbFwxecMpvO8/++PkPJ8sr4mYlt8+thV/uKd+7mvbvlnfStRSpX0SZ3tmf5+/nd3N9ZUb92uWIyf27OH2lAIYwxHxyZ5YWCMKtfmretbaI8tLCgu1KdPX+bzlwfITdX+nhhP8tEXT/AHT+zlD89cKQmxABeSDuuqCjhzPkvYyjCcc+hc4Jq9iNMFQDY4gyGHIkLU3kHEKd25bCh7ZibETjMEDOfO0BzRKHX9d8o3E2T8U8TcvQA4Vi1ha8NUmL3+OEfFsFUTitqFDVaIZSJ9ZIUQYhVcS49X3Dq0uC1oMTC4yuKhlq6Z2tOttfUzPVhnC1s2exoaK17nN16+QF86T9ovzuVm/ICRbIFPvDB/39fffOUiY7kCWb8YfnKBJlUI+Pjz527pNa6EM4kEn+nuJq812SDA05pLySS/dfw4xhj+05Fz/MJLp/jri338+blePvTsEb7aO7Rk18/4Pn976XqInZYPNH96todzExnmLmj7Sm8UT1Pyb5kP4FuDEZLerdX6Rpwu6sNvpT70LurDb50Jt7MV9NyNC4o0usKMn6age0uORJ0dxJ3HCKkNuKqVqLWFKmc/jrX5jq5NXuvMCvznbiBBVgghVkHYcecNAcZAxHZ4om0zT667vm99QzjCk+vWE5q1e1fIsuiKV7OnvvIWp09fGcGfk34DA89fGyOolIqBf+oZuz4jPD0m4NjIJIXgzqrZ+8feXgq6dEwauJbJ8KWeAb41MDaz2YJvDHmt+c2jF+adwb5V/Zk8ToU6AQOcm6zcqmw4Z/NrR2s4Me6S9WEkZ/G5y1E+fyXGfTXXZ7xzvs9gNoOny7fmnetGgdK1Ks+iX6/Gnjv28n9jx6qhyt1FzD1A2NmKpaolxIo7gpQWCCHEKsh4AYUgKOul6iiLH97xGLXhyuHj3Ru2sLW2gRcGr5EPNAebW3mwsQVr1omyOY8/+quj/N1XzjOZyqK21GHvbkCV3MsuPj7rF7CVRci+/nbg2goq5DwLyPpJ0n6BuFuLa4XKH7TCxgqFisdtpXi2b7RsphSKrcAODyd4sr1y+L8VLdEwvi6/hgI2V1ehMQznSsdoMAzkbP776TgGBRhcZfEz/z977x0mx3Xe6b7nVFXH6cl5BhMQZhCIQBCgQDGTChSllWTJVrItW7YVrtb2WvY63LV35bTXV/a1fXXtlVcrS5a1ysnK0RIlkmIASeQcJmByDp27qs65f/Sknu6JAAYgWO/zzEOi4umqma5ffef7ft+uzfgNA1crPn/5Ek8NDyIRaDSvaWzi0U3NeeJRa03SHcVWMSxZRNCozNumJrg9J0c2Oz6DEsuHEPnRWkve/EV0Lx1ujajp9cQTsh4eHh4bzFgqwTeunEMjiFizUiYrfl7VuHtJETvLjtJydpQWLrJxXcUv/vY3udAxTjozY+90fBTdG8N8NCuEDAGvaA3zvy89xZSdBA3NRRW8unEXQdPHG7fW8Lmz/XOWWAAVQc3vH0pzavJpBAKlFZvCW2iOtK37OpyamODr3d0MJ5O0RiK8qaWFpqK1NXXYV15OTyyGrRdHnTUlPmvu2i6mUBR1PUQsk0caq/l+7wjpBYLWJyXvbNvERNrmz46cJ6NmOpOhkUBrkU3CkZhSs7vMpjFs4Je9jCQD/GRglKeHB7EXHO+7vVco9vm4t7Z+wWfM0Bd/Ckcl0GgEAoEfLYpIOtNYMkBNcBslvlrqQ/sYTp3DVglM4acq0EbELCfqPIlGIdDMSoKQeds1uTYeHhuBJ2Q9PDw8NpgjY30onZUPk5lscVdWVkkmMlc35f3E4V4ud0/MiVgAXI0eT8NggvCmYqrCktbKCSYy80KpOzbGl7te4Je2HOK39rdwejTK6bHs1LhA8Jt3xCgNODl5nb3xDsJWMZWBtXfVemZ4mH8+f34uLWBybIzTExP88b59tERW70v6qoYGfjIwwLRt48yIWb+UvLmlhYZQhJ8NjRF3FAsn0bXWHKy6+qYGs/zO7i1EfCZf7Rwg5Soaw0E+sHszO0qzn+PvDt3Gp1ugtf4AACAASURBVC/10BdPUeYXuHqKoCFoDLu0RmykAEcrBpJjDPdPcGrcJKNyhXZGKb7XeyVHyI4mT2GrGLNS3dGQdJNAthWw46bpjh2lPrSTykAzJb56tNY5EdsSeT9a9yLF7KuUtaouYx4bg9Y3VyrPzYgnZD08PNZN3Hb4+qUhjg5N01oS4hfaa6kKFa6E95gn4diouTihmMtHVVrzucsXuDyd4G2bt64rB/H42SESyXwxLJXmkBXgrfe0EQxMcGwsd0pZoZlKJxlMTlEXKuWTr9nLqdEYFyZiNBYLHI7mZU4qXPrinWsWskprPnP5ck5uqwbSSvHFzk7+YM+eVR+ryLL47wcO8N3eXo6NjVHs8/FoYyOtRdNM2c/yP+/JMG0LvtoR4qnhIBr4y4M78BvLN29YC6YUvHdHC+/Z3oyrNabMFYK7yiL81cGdc/+eSKc4NTFKf+IyGWXnbOtqRXPEZjSdn7YxnZnfVmtNzBlgYbw5+16S65CgcRlMnqXMV4QiBVoiRRmGDAAaKQZnNp/dxwZ6gVayHhoeHjc3103ICiE+AbwOGNZa3zaz7AtA+8wmpcCk1nqfEKIFOAucn1n3jNb6fddrbB4eHlfPSCLDW755hGgma9Hkk5J/OdXLJ1+zh12VXqef5WgrqeTUxBCZRUU8Aki48MTQANtKSjhQufZcxbrqIoIBk2QqV8wG/SZv2NvIq1ur+OaV/oJ+tELAdCZFXShbPLS7KsLuqggxe4oT46LgHL2jCueoLkfccYjbdsF1HdPTaz5exLJ4S2srb2nNetFGM1eYzJxBk81BLvFp3tme5JWbathT3k6RdX0efUIIzFW8fJT5A9xb28inL50puD5oaBYLUoDmvLSL3BuiCrT8tYSkqagEW12e2V5jq8soN0DYbEOIQoVkGpgGNqbtr8dyeDmyK3E95w8+CTyycIHW+q1a631a633AV4CvLlh9eXadJ2I9PG5+PvxCJ2PJeYumjFIkHJc/uQktmm422kuqqAtFMBdM4SoNMUfgakFGKX7c38dQMslgMrmmfuuveXAL1iKDUiHA5zN49f1ZodcQKs059/wYNFXB/JeQkBmhUH27QFKxjrSCoGHkFKfNYgqN33D5vWd/yl8efYajY+uzyZq2z821f53FEIrmooHrJmLXg9+wCi43pYFvQbvf2ba9P98672AhhCBkVrHwvhSS0PWhYkwhEWKmG5iQSGGh9RRJp7CQzoqnwi8aHh43G9dNyGqtHwfGC60T2fmytwCfu17n9/DwuL481jOWZ9EE0DGVYDp9bayNblWkEPzKtv00F1WTciDpCMbTkml7/iv50vQ0/+fzz/Nfnn+e3zt8mK5odFXHjoR9fOYfXs+2ljL8PgOfZdC+uZzP/ePrCfizIm5XWT1+w8wRPqaQtEQqKfeHC4xXsrX4NuSCqWaJxCd9NIRXbk27GFNKHqyry7ERM4UmbGo0ClsphlNJPn3pLM8OD6zp2FprXJ0uuM7VyTWP9Xqyq7QVY9ELhSEku8s289u79rC9pJRyv5+95ZX80d79tESKc7atDOzGED7EzH3xy8XHEviNfJs3IQSmDJJSI0vkYArg2jaN8FgPno/sarhRr6b3AkNa64WO3K1CiKNk5zP+RGv9xI0ZmoeHx2rwL9Pi1DJurL+k0pqxdAKfNCjx3ZwP5JSr+MngOAIzz4ILIK30XNev4VSK/+v4cT586BBBc+Wv7e1bKvjOp97C4EgcIaCmMlec+g2Ld2w5xFNDl+iIjmBKgz3ljdxR2bzkMauDDQTNIvrjnaTdFGX+SupCzZiycFRxJd66eTO2UjwxNIQE/IaTdx1spfjGlQ7urKpddb5w1pUhWFC0muLGdCVbih2lzaRVhrOT3XNOENX+cjaFayj1h/nd3fuW3d+SIZqKHiJm95F2o/iNYjKuy2DqAkqrJX1is8z6Ocz+HS8UNSbgpQd5vDi4UUL27eRGYweAJq31mBDiDuBrQohdWuu8ZCkhxHuA9wA0NeV3MPHw8NgYfqG9jn8+0ZPj02kKuLu+jKB544pELk+P8+WuU6RdB62hKhjm7Zv3UOYP3rAxFeLo2BhSSDKuwprREkJkmyFoyIt2u1rz7MgID9TVrfoctVX50dVZiiw/d1e18+xhl68914tSZ3hk3yR/8PpdlIUL+8NGrBLaS5cXV6vFlJJfbWvjbVu2MJ3J8KETh3PspmaJ2xlspfCtoTir1LeD8fTxnPQCgaTEt+OajP1aIYRgR0kd1QEfPxnoIOVCV2ySztjTbCuu5f66XSsKeClMin25LyAVgWZslUYKQdo9goGRcxytFY5OIrEQIgz4gSmyv3kRoILlJLDHRnJrRE2vJxvusSGEMIE3AV+YXaa1Tmutx2b+/wXgMlDQnFBr/b+01ge01geqqqo2YsgeHh4F+PXdm3hZXSkBQxIysz8tJSH+8t71+4peLRPpJJ+5fIzYjPhxtGIwEeUTF15ArSHPdCNwtUbPWHBlVFa4OiproZStPs+3X5pcwvx/PWitecf/9ySfebKLiXiGqaTNVw5f4U1/+1MyzsZZ/gQMg+pgkDJfYbeLgGFiybU9qsJWAxWB2zFFGJCYIkxF4A7CVv2K+24UjkpzYeoJLkw/yVDyFDvLEtSFMjjawdWKS9NDXJxeW1rFLEJIfEYQgSbmTGcnkWei+1orNC62ShC2apkXrpuBLUA1nluBx4uJGxGRfQVwTms918xZCFEFjGutXSHEZmAb0HEDxubh4bFKfIbkI6+8jYsTcc6Nx6gvCrC/uviGtq18frQPtajtqiZrd9UZnWBLceEmAjeCPWVlc+JaI3Bmhm0JgZQiLzrpk5JtxcWLD7Nunr44SsdwNEe0Oq5mNJri+8f7+Q93NF6zc62G1zZt5tOXzuZ8bp+UvLIxv5vVagiZdYTM1UevNwpbKR7r70eIM1QEMhgCZrN0aoOKhCMYTRk42uXUeA+tkWw6hCRC3JkCIGKVrsrrVYoAWgsmM6MUmaUYAhydRghBxNyEJcuBtTWg8NhYPB/Zlbme9lufAx4AKoUQvcAHtdYfB95GfpHXfcCfCyEcwAXep7UuWCjm4eFxc7GtLMy2sqWnsDeSyUyqoK0UQNQuXAB0oyjz+3n75s18vrMTZ6brk09K7qqqYjCVoiManfNZ9UlJayTCztJrZ+J/pneqYOQ1nnY51TO5LiE7nUkRtVNU+MMEzLXlzt5eUU3GdfnGlQ7idoaAYfLKxmYeqtu05nHcrCit+esTJxhMTPGrbVkRuxBDQl1IMZrKRkRT7iTj6Z+RcGAwASARQiIQbC89QIlv+RczIQTFvtuYyhwn6kxgyQAhowQpTKSoByrxUgg8XuxcNyGrtX77Est/tcCyr5C14/Lw8PBYN1si5ZydHMFe5M+qtGZTuKTgPrZSvDAyRcp12V9ZQrFvfcVL6+FVjY3sKivjZ0NDZJTizqoqthUX42jND/v6eHxwEID7amt5ZUPDNY12N1eG8ZkGtrvIb9ZnsLl6bVG6jHL5RvcJumPjGELiasUdlZu4v3bbmsb8suo67qyqxVYKS8pV76t0hulMJyl3CCn8FFubCZg3X+rZqYkJuqJRQqZCLZHpYorsCommIexgK5eBhCTbyFjBTITuzORhDlY+vGKxXchswBABYvYlXJ3AVn6KrG0Y8uYqfPPIJ+v6e3OlRN2M3DyGeh4eHh5Xye7yGp4Y7GIik5qr+Lek5LbSGioC+Q/u0xNRfv/Z03OiwlGK/7izlZ9r3bgp6YZwmLds3pyzzBKCRxobeLCuloBhXpd0jQd31VAaskjZDrP1elJAwDJ43Rqjsd/vOUN3bBxXq7nrfnS0h3JfiD0VazuWEGJNhV1KZxhIPD5juZU9d9odo8S3nWLf5uV33mDOTk6SVopMJptKsrikTmkYT0tMIQiZii3FLnFn6Xs/mhqgNrRy0bPfqMBvVADMeBK7aK28VrQetwSekPXw8LhlsKTBe3fcyZODXZyaGMYnDe6samR/ZX6RT8ZV/P4zp4k5DiFTIwXYSvCRs13cVh5hW8mNyR3UWvPYQAfPjlzB1Qq/YfKK+m3cXnFtC5VMQ/KlD9zHH372KE9fGEEDt7eU8aF37CfsX/2jIaNcLkwPzwnYWWytODzavWYhu1aima4cEQvZtqxTmbMUWU1IcfM85sp8PiwpsZXih30BHt2UwgCkBK0FAklA1nFntaYi0IshwFWF69aVVjh6bU0LlJ7G1T3MNjsQuhxDNHqC9qZltsObx3LcPH/hHh4eHteAgGHyioatvKJh67LbPTcyiWUobivOzVXsiRl8p2eI/3SDhOxjA5d5ZuTKXNFTwrH5bs85gobJ9tK1t6xdjtrSIP/6/peTtl2U1gR9a38kZNylm18knevfHSrpDrFQxM4jyagpAjORyJuBOyor+F7vJRSKqbRkLCVpK3FQGgJGPTXBPZjSR0ZNMJHuR+MSNDWTGZEnZySSEt/qP5vWCVzdwUJhpBnH1Q6muLki1x4ea8ETsh4eHteES5NxPnrsCqfHYrSWBHnv3ib2VF27KvtrTdxx2FSUwhDkGPE3RVwm06kbMiZXK54d6clzLLC14icDHddcyM7it9ZvtxQ2fQQNi5iTW0wngKai6+8SYYilGl5oDFHYD3etKO0ymrrIZCZrtlPia6AysA1jDdHevvgkX+06QlORxhQur2tOYUkWvEQNkXK7KJJt+GQZPllNWg0SMDRBU5N0mMmTzV7bMn85EWv1xX+uHiI/uqfRTKO1jRAblxvusXpuMtfAmxJPyHp4eFw1p0ej/Mp3j5N2s0UsV6aTPNM/yYcf3sk9DTeP5dVCSnwznY8WpSAKoCLoFtrlupN2HdwlnlxT9saLa601I6l+euOXsFWaiFVGc2Q7YXO+65MQglc17uAb3SdwZtILJAJLGtxXu3xU/FoQ8W0mlRzJaX4AYMoiLHn13am01nTHniblTqNnIr/j6U5i9gibI/euKn/Z1YqvdR8jM1OEuKfcxhIsci1wiTkXCJmtSGFR6jvAlP0kGXeK+iAkXMlUJvv7We73URtcWxRVs5Rrh0CTQeAJ2ZsRz3xrZbzEGA8Pj6vmrw93kHTmK7E12Ras//3pSzd0XMthyMKtdIWA4quIUF4NQcNa0vy/KrDxFmd9ictcnj5J0o3haJuJzDAnxn9GwonmbLe1uIp3bDlIe0kN1YEI+yoaeVfbXZT5r39lfMCooNS3E4EBGGgtMUQx1YE7r8nx484YKTc6J2IBNIqMihNzhlZ1jL74JGpBDnFtUFGow7PWmvH05ZlCLEHQ2ETQDBOyglQG/Gwp9rO52E+p38CQa5vtECx1LzSCws0oPDxeDHgRWQ8Pj6vm1Gi04PLeWIqU4xK4gS1rl2JrpBSJQC2abvVJye7yyhsyprjjcm7UZFOJkyd0RpNTHB/rY29Fw4aMxdUuPfFLKBZbmbn0xC7SXro/Z3ltqJg3NO+5buPpnkryva5hHKV5qKmSHRULcphFPV/sHEbrKGklGUvBXdVX+PnW1dt/OSpB2p3AED78RuXcfil3MkfEzqJxSTiTRKzaFY+tFhXCxRxBqc4WGC4+6mCyg8nMOFsid+GTjdiqF02G+bQAiU82IdeYNmGIGhw9QW6MTyCoRNxEBXEeuXiZBSvj/fZ6eHhcNaV+i8FE/tSl35D4CoWebgJK/QEeqNvE44M9OY0H6kNF7Cm7MR6kX+8Y4uKEZCxlsr/WQYhsVqQpsvLjh33nqA4WURcq7Il7LUm7iSXXRe3J637+hXzuXD9/c7gDV2mU1nziZC9v31HPfz6YnV7/1wtn6IklUHOTjIpnRwZoDBdxV83ybg9aayYyp4nZ3YhssglSmFQH78KSRVgyiETmCXqBgW+VXqwN4bIcQXJ20qQ+lMkRsnqmNbGrFQlniu7YYRwVRaMRmAQMQYm/iIDRjCmq0Fqh9BQaF0OUrJjjKoQfk3Zc3YcmBphIqpHixry0ebw4EEJ8AngdMKy1vm1m2Z8C7wZGZjb7L1rr79yYEXqpBR4eHteAd+1uJGDmfp0EDMlbt9chb2DL2pV4XdMW3tW2m91llWwrLuPnWtr4zZ37MZaY3r8eaK1JuzZaa54ZmiDtKtKOwEDjl+CTzAkeVyuOjPZsyLh8MjDjOZpPwNg4M/2RRJq/OdxB2lU4OhsbTbmKz53t59RolJidoSM6mRdZzyjFTwZ7Cx90AUl3gLh9BVBoXDQOrk4xkjyMUorBRBBbibyiGyEkJb7VWaJZ0uDVDTsxhUSSbUH73IgfZ+a4WkNawVQme6M1LlF7BEencHUaW8WZSCe4ODWBo0IoYiTdZ0mrs2TUBZLuYWx3YMVxCBHAlFuw5F4suQtDVt3QltIeyzP7u3E9f1bBJ4FHCiz/e631vpmfGyZiwYvIenh4rICtFOfG4vgNybayUMEH3y/uqGckkeZ/n+nHlALbVbx2czW/c0frDRjx2thRWsGO0o23aNJac3Ssm8MjHdjKxWeYbIoU89yQxrdEJoYGYk5mQ8ZnSovKQD1jqX7UguloiaSx6PoXcc3yk57xgk1U067i+50j/OruuuzvZIGncspZ2hpslmimK69QDMDRKT52/gWOjScJW34ebdRUBVwMKQjICA3h29fkUdteWktNqJjTE/2kXYfNkUrCRoaB5HEc7cw5EhRCCDClJuVkuBw9yuaICeR+Nlt3YOgIUtwY2ziPWxOt9eNCiJYbPY7l8ISsh4fHkjzeM84fPn4OV2endCsCPv7HK3extTS38EgIwQcObOY9e5vojaaoDfsp8XtV0MtxYryHp4cvzVX6p1ybkH+CbWUmHZNGgfxJMIVkW/Ha0x6ODE7x3csjmFLyxrYa2itWVzi2tfg2pJAMJ7ORTVNatBbtpNS3cdPRhhB5zhKQFXdSCMr8AYKGia1yBb6BYFfZyuPUFBa7rtIMJrM5t+m04NOXgwQNTX0oxB/ve9m6PkupL8TdNfMvAUq79CVlQRFboA4RQ4Ah4mgdLnBNFI4axGds3EuGx/XnJs6R/U0hxDuB54Hf01pP3KiBeKkFHh4eBemNJvnAY2eYzjjEbZeko+iLpXjXd0/k+ZzOErZM2suLPBG7Cg6PdsyJ2FlcrbirXlPsM8kGZXMfYxHLz+7ytXX4+uDjF/nlb5zgE8f7+OdjPfzcl4/wsWOrS0+QwmBr8W4OVb+KA1UPcbDyYaqC17bD2Eo80FQ+54axEJ+UvHZzNVII3rFlOz4p5x5olpCELYtHGltWPH7IbKDQo9DRmp54rlpMuoIrsTQT6cJWVlprOqMTHB7poys6uWRqxixSGGyOHMIUfiQmEhMx479Q6EVGkbU200vIm6VEuYfHMlQKIZ5f8POeVezzT8AWYB8wAPztdR3hCngRWQ8Pj4J89cIgzqIHsSY7pfuzvgke2HTzdEx6saG1JrFEioCjbf7oQC1nJmPYCjIqK1tMAeV+E0uu3gHi6OA0Xz43SNLJCmZXg+sq/u7ZTl67pYr6yFLNBHLpjqYZTmZoL5WUbvBLSnnAx1/cvY3/+rOLCJgRcYL37W2irTwbWd5ZVsF/3n2Anw72MppK0lZSxt019YTMlcdaZDUTd3pxVHwmxSDbKvZH/eG8vFsABKgl0hg+duEIo6kEWmuEEFQFQvxG+34CxtKP2pBZws7SV5BwJlC4WMJPd+xnOekOWoOa+Um5zhJJCBJjQeGWoyaw1QhCmPhkA1J4FlsvPgRaX/cc5lGt9YG17KC1nvOdE0J8DPjWNR/VGvCErIeHR0GGExmcAqEwpTUTqevfehRgKpPi+70XuTA9iiUMDlQ1cH9tK+YGFmMVQmvNQHKajOvSEC5Zk7iEbCpGsRVk2k7mrSvxheiIDqLRmBIW1tCNpaKkXRu/sTox+f2OUVJOfvRcCMFj3eP84m31c5/n2HgvTw91EnfSlPlDPFTXTrm/hN954jSXpxKYUpBxFe9oa+D9u5s3tEjotVtquLOujB9dGcVRmgc2ldMYCeZsUxsK89bN7Ws+thQmtcF7iDv9JJ0hTBmkyGqmNjSCJa5gLxKtFX4/FYH8F4Bv9pxnKBmbb2ihYTAZ49s9F3lzy45lxyCEIGzNNw5pDB9kIHEMW2WbYLgaUm62GULEUsSdFGEzAMymXUgkxRiiAq01cecoGTUAuIAkwVmKzAP4jJo1Xx8Pj8UIIeq01rPVhT8HnLqR4/GErIeHR0HuaSzne10jc9G8WZSG/TXX3/4p6dj809lnSTh2NhKMy5OD3QwkovzS1n3X/fxLMZKK8YXLR0m69pwP7Wsad3Bbed2ajnNvTRvf7zuZk15gCsm9te083n96yf3EMkVBi/EZAimyQmghktxmEM+NXuHJwfl83fF0gq91H6d3qoTzE+lsZH4mQPj5i/1sLQ3z6qaNtSirCvl42/brk9YghEGRtYkia9Pcstc0Bjk+PsZgIklaufikxBCC923fmbe/1poT48N5XdlcrTk+PriikF1M2KpkS/HD2CrJWLqLiXQnEUsRMLK5wSk3jasUJf46pPBhikoMkfW+zbgDC0QszPrGxpwXKJOvRoibz9PZY2ludI6sEOJzwANkUxB6gQ8CDwgh9pEdXhfw3hs2QDwh6+HhsQQPN1fwL6dCXJpIkHKzD8OgKXndlmqai4Mr7H31vDDaT9p1c77IHa3omB5nOBmnOrjxna6U1nzu0gt5zgHf6TlDdbCI6uDqW6JuLanBkJKnhi4xZSdmCoG20VxUyWBpPSfHr+AuELkCqA2V4ltmmnoxr99WzceO9eK6+S8jr2ytnPtMTw/l5+s6WuGzpnB07pR0ylV85nzfhgvZjcZvGLy7bQffvHKF0XSS9pJSHt20acl0BTfn+s3+1oolWw6vhBACnxGiNrgd9DC2juE3TAKGDyEEjpIE5HakzL0/adUDBVwYABw9hiWq1zUej5cmWuu3F1j88Q0fyDJ4QtbDw6MglpT862v28qXzA3y7Y4SAKXlrex2PtG6MgOmJT+aJK8g+4IeS0RsiZLtj42RUvkhwteLoWB+vbty+puO1RqpojeRfz4NVm+mPjzORjuNqhSElPmnycP1tazr+1vIwf3Colb9+phMpsmJYafi7V2ynLJAVZCnXLnidASK+wsunM7d+UdG/9/XxmY4O1Ixjx+VonIzSvGPLlrxthRBsLS6nJzbGfXVp2opdhICeuKQ7unLnr+UQQlITupuY/QJSpOZSOgxDkFJHCIqDXmeuWxQNBQsdPXLxfvs9PDyWJGAa/PKuRn55V+OGn7s6UMR5MbYo0pX9ci/zX/+IcCGSTuHcYA3E7cKV7OvBkiZvbn0ZffFxRtNRIlaQlkgVhlh7bvC79jby6NYqHusex5KCh1sqKA3MRxUDhokpZN51BkjY+eczheDuurI1j2M5lHZIOoMoHAJGJZa8sV6oE+k0n+noyHHnyCjFv/f3c6i6ms2R/Mj7G5raGUz+mBKfmmsvvCmsaC4aQWkbuULnrVm0dnH1BKAxRNmMSHUxZAZy0ko0GgdbDeAz5lMi/LIJW41QKCprCq9A0+PWwxOyHh4eNyUHqxp4avhKTn6nMVMJ3hAq3vDxRO0U3fEhLMPBlNl2otn0YYElJNtKrm2kWghBmT/MaDrKaCpKyPRRGyxdV5FVTdjP23bO5/DG7DQT6QRl/hBFlp9D1S08NdSBvShf90BVK4/3DJJ2s/X7PimI+EzetWNeOGmtGE+PELUnCRghqgJ1GHL1j5aUO8ZI8jBZYZZ1VA1bzZT5dt2wrlPHxgs3YbCV4iudHTy6qZEdpeU5XesiVgJ7UYV5NgquSDq9hK2Vm4O4aoK0OrtgicYSWxFCks1sXixOFYpJYP5+WLIGn6wno/qZNezKju+Alx/7IsQLyK6MJ2Q9PDxuSop9AX69/Q7+resMw8k4QsD2kire0LxjwwVOwknz+Y6nSbt21t9TQEBARoBWkopAETtL1zeF7CrF0UtjZBzFHVsr8c+09eqKjvCD3uNodLZoaKyb5kglr2rYs+bPH7MdptIOlUGT7/ee5fzUMKaQOFqxo7SGRxp3YEqDp4c6SbgZSn1BHqxrY1tJNTtLq/nshT7642nurCnlF7bWzVlwOcrhxPhTJN0ESrtIDDqjZ9lbcRchc+V8Ya0VI8nncvxPs9HtKwSNKoLmjamyl8zHPv1S0xh2iJjZ9rhT6VE+eWGSkGnxO7ftp8yfdTBwdIxCskPj4uipFc+ptUNanQFyI+O2voQl2goeG0CQOzshhKDIuh1HtS6y3/KtOAYPjxcjnpD18PAg4ypspQlbN0fE5vDIIN++0sFEJk25P8Cjjdu5o6ruhtluHR+7gq1yC8+EAL8BB6s3c6CqCWMdYzvRMcZv/P0TpDLZnEqt4W/efScP76/nh30ncnJXHe3SHR2lIzrMluIa+hMDXJrqIK0yVPrL2RrZwr8/M8yXfnwJpTRvfnALj97Twt8c7eCHPSMYQrC9IsOWMmdGHGePfW5yiGIrwH11W7mjsmnOA3WW9rIi/uxlhW2trsQuknDi6BnxpXBR2uX85DFur7x3xc+fdsdZSvxdib9AqbWHmtDGp7XcXlHBJy9dwhSatmIbQ2TvtwGU+BVpN8NoSvOVzuM8WO8n7SYotoKYhdpxYWCKlV0+XD22xBqN1nEEQTTxResklmwouJcpSzFl6Yrn9bi5WWet4EsKT8h6eLyEidsuf/n0Rb7bOYLSmpaSEH/68m0bYq+1FIeHB/hC54WZ/ETNeDrFF7suYUqTO6puTISuNzFeMIfUJw0awsWYa/SRBUhlHN75Nz8lmsjNu/3djz7Lpz54qOA+jnY5P9mP0jEuTl/G1e7M+PrpnOzn7784zcBw9ninOyf4Xx19JEtNMkoDmk3Fdp5sdLTihbEe7qvLtjZdTbR3LD1KX7yX6czAnIhdSNyJYqsMllw+Clho37l12uXS9Ek0MSoDNRiib030vAAAIABJREFUZGaK/fpT7PPx7rY2vtZ9OpsesOCSyJkXmMawzY7SOKNZq1di9iS1IYXPyLZtmNseg6C5iZVY+lpoQBE09pByz6KYImvCZuGX7UhxY/LFPTxuFjwh6+HxEua3f3SaI0NT2DOlsZcnE7znByf5yuvvoLnkxjwgv9XTCThELI0Us92MFN/q6VhSyCqtOT4+wjNDA0zbaRpCRdxft4lNRau3w1qOUl+IoeRUnghUWlNkra471mIeOz6AKlCS7LqaJ08NEWpZet8L05dQi4S1acH7fivCt76T4LmnUyRdl4mwRMydQ+c0V1hIxl29C8GFqXP0xLtxtYtf6oKtVFeL3yinUERWaci4sDliY4gLTGU6EAiKrP0bZur/8poaeuO99MTH89ZprTlYZedcT41mMCGpDwWxjCQajV9WU2zdhhTmTDe3STQQNvNFuSHKKFxKKDFkOUL4CJp70dpG4yLw37AcYo+NwwvIrownZD08XqJ0TSU4Njw9E62bx3YVnzrTy3+9axtdUwmODE1TEbR4eUMZ1nWe2s8+7BMEjfkomBQQNDTTdqLgPkpr/vn8Sc5Njs+11O1LxHludIh7ahr4+dZtV/3A31fRwqXpoZypfomgOlhCmX99NmBT8QxuASFru4qxYUW4JX/MpjBojpRxJTaKWhTBEwLCAcErHikiFJI88UwGrfRMW9psEdV4SlARzD9nfWh1EfiEE+dKrGvu3K7O5pIuvrxFVsmK0VjIdtUq9+9jPH10TphrIOVqaoLMTemDgwai9vOUigcw5MZYrzWESuhPTOZF4wMGc84EC9HASEpze+VrcdQ4KfcSMedZ0m6AgcQ0Wmfb6woh2Vy8n4hVgdIpNBkkIUzRgKP7mM+TlRiiAsn8/RHCQrCxbYI9PG5mPCHr4fESpSeawpQirxDa0dnI7B8/cZ7vdo4gBUghCJqST75mL60loes2ps7oBMEC30pCQGiJb6vzU+NcmJqYE7GzaOCZ4X72V1azpfjqcgWrAhFe07iXHw+cIe3aaDRN4Upe2bA2X9eFHNpRXTD/LeQ3eXBPA22bAnz7ylEAlFZIIWgrqWNzpIau6Pm8/bTORjJ9PsHL7wvxsycTpG1mxFOWZ7tNXtU2n/MpAFMavLJhdf63Y6nRnH87OvuiIXX2eFIYGMKgvWT1ndfCVj1+o5QLU0/g6gwpV2AKKPfrPIEMipR7hbBcW6es9bK3YhNHxnpyhKyrYMqRLPVKZwoLWw0Td44CCldr+uKJ3MiahstTz7GtuAYhE2TvhMYUm/Abu3HU4My/q5CizIu8voTxcmRXxhOyHh4vUbaWhsio/Lw8SwpCpsH3u0ZIL+gIlbBdfutHp/nmzx24Lg9WpTVf6lyuZXfhb/RT42MFPweArTXPjw5dtZAFaIlU8a6i+4g5aXzSwG8UjoolHYcjYyPEbJv2klJaIoWtwlpqIrz9wc184acdJNPZt4mg32DflnLu21OLISW/0nYfl6eHyCiHTeEKKgLZVInKQAWjqbG8qGxKZe+L1pqStggxd0ZpzjCWkHz7rMV/urOMlEpRG4xwZ3Uz5auMKhvSzN77uVsh5iL6fVGTK9EI99dvJWiuLWJqyhDVwb2cnzyKQlHi09lz5P2aabROrenY6yVhp+mPj3F/7RbOTA7RG5/E1dCXMDg75WNrscuWiJOTXiAxqA1tJunMuw/EC+cLoFFM2uOU+ecj147uQeoQfqPtOn4yD49bC0/Ieni8RKkrCvBISxU/6Bqda0ErgYApGUmkSTr5jQgGYmm6p5O0XIeo7GgqQbpA16xZypdoghA0TXLLa3KRBR1B14cQgsgyObEd01P8v6dPoLXG0RpDCHaXVfDu7TtzPEdn+ZN33M7du2r5wk8uk8y4vOHlzbz+UPOcA4LfsNhZll+1f0flPo6NnWAgOYSe0XxJF9wZH1MpBXZ5iEIJrI5r0h5p4fZ1FPRVB2o4y+KXDYHtwpc7gkymFY8PXGIy4/LG1rqCx1iKykAtqmQPXdFzJJwkQhS6owaWce1arA4m4lyYniBsWuwuq8RnGLha8W9dR+iOTQDZv4mQKYna5Tw5PC+iv9gZ4p1b49SFXHzSQKCpDjZR4a9l2jk5t52rC/9uztqq5aJwVC+mrLxmn9HjxUu2zM9jJTwh6+HxEuYv7mlnc2mIz57tJ267bCsNYRmCkyOxgttLIeZE77XGkjJnGnwxr6zPbw0KcGdVLY/19+SY+c9iCsGBdTodnJ+a4vGBYRSKl1dXc1vZ8s0IlNZ85OxpUu68GHe15uTEGIdHhjhUne8zK4TgoX31PLSvPme5oxTPj17hxHg/aNhTUc+ByqY5+zFTmhyo2k9/fISfDh6dyd3Njk0gqTMr2b/V4OmBybxzarId29aDKU1urzjAsbEXZnJZXbTWfKMzwGQ6O7aUq/ifp7t5XXNtNnVlDVQHG6gONqC1Iu6cJO32Mp/7IjFEET65NoFcCK01n+84z/OjQ6A1Uki+IM7zH3fs4+jY5TkRC1khEXNcaoLjhMwwCSf7O5p0JR89H6ExpPnbO9so8ZdgSf/M77AxN+6gAZPki1kBhArcB03mqj+fxy2C9lILVoMnZD08XsKYUvDuPU28e08T/3i0i0+e6s2LxC4kYEq2lV6fQpsyf5CKQIjhZCzvoX+wsoHbygs3HKgOhnjblnY+e/lcToTLEIIH6zfRGll75PHzlzv5bm8fGZXtaPXU0Agvr6niPe1tS4rZK7EoaTc/opxRiicHBwoK2UJorfn85SP0J6bmisseH7jMxakRfmlrblpHfbiK+2pv57nRc0TtBJY02VHSzO7yLVi+MY6NTOfcTwGUB3xsL1//PSz3V/BA3cOMp8f54HNnOT0usFXuNcm4ismMTWVgfSb8QkjC5h4sWUnK6ULj4pcNBMyWa2LBdWJ8lBdGh+Zb0M7YmH3s/HHK/YVTFxwFByp8HB61SbkKUwgMIXh3+zYqg/MRVCEEftlMWnUBCr8BQROSzryYlRiETEnQyBeyUlzb9r8eHrc6npD18PBgLJnh4yd7yLiFX/8tKTCl4EP3bce4Gr+lFXjHlj18/PwLpNysab/WsKusmtc1LV+MdLCqlt3llZwcH6U7Nk2pz8+e8iqqg2tPgRhIJPl2b9+8yAHSSvHU0AgP1dWxraRwzqsmv3p/4brV0h2bYCA5vagZgmIwGaUrNk5rpCJn+4ZwFQ3hKpRWCMSc0H24qYKfb6vji+cHZoq7BAFD8pFXXn3rVykMKgNVJOxebLXYpB8QELGu7vEihMBvNOA3Chv+r4WuaJRvXrlCfyJBSyRC0kkUzKt2lbtEmorA1fD2zfU8uinIsyMTlFgWr2qsoiaYTTVROkPG7cDRI4DAFKU4ehIhBDVBTdqtZDqTTZitCDQSMS0cLjE/eSwAA0s2XfXn9bh18AKyK+MJWQ8PD44OT2NJSaZARLE25OON22p5c1st9UXr80xdLeX+EL+7+246pseJ2hk2FZVQFVhd9DBgmBysquVg1fpaxc5ybDzfNxSykdUXRseWFLLNRRFMIVlsA+GTkrtWGY0F6ItPYhfIFbaVS198Kk/IziIXRSqFEPzRy7bwzl0NPD84RVnA4q76sjVP94+n0nzqQicXpicp9hs8WFfHKxoaMITg13Y08afPnc9JNwkYkte31OIv5E91Azg9McHfnzqFPRNdH0gkCJuqoH2WQqALSlmNFIJNRRW0mX4OVuVGTbV2STjPoUmTLUjTxJ00riqmMrgDv4wghEHtovcqQwexVS9apzBEKZZsRHitZD081oQnZD08PCj1F/4qkALubSznt/a3bNhYDCHZVnLjil38srC1khQCf4Gp4IXr37tjF/9w+gQasJXCLyXbSkq5q2b1ebpFlh9LGnli1pIGEcu/6uPMUl8U4PVb1/cC8tnzvXz4RBfMRMf9pk1fvJMzU1N8YNcu7q2r4AN7t/CRU50kHRchBG9oreX9u1rXdb7rwb9evJgTfVVAWglCMj8iqxHsKW/gxHjvIikrOFjZTNAsfP1tPTiT26pJu5qzkzZppRGkOTf1NK2RrWwp3pa3nyGKMYydV/X5PG5ttPas11bCE7IeHh7srymh2GeSsN2cB7hPSt62o37J/W5FDlZV8smLl/OWG0Jwd03Vsvu2l5TyVwcP8dzIMNEZ+632kuWLxBazvbSGf++/kLdcItheunEtep8dmuQfT3aTddfKjj/laLrGwTLG6Y7FaC4q4nXNNbymqZqptE2RZeK7SSKxkI2iDyWTecv1TNxViGwxzezteefWHewqq6TYCnB4tIuM6xA2fdxf28b2sqWLzFw1xWyKwLkpm2ROio6mM9ZBsVVMVfDGtFj28LiV8YSsh4cHUgg+/uo9vO+HJxlJZjCEQGnNf71rG9vLi2708DaUiGXxO7t28OHTZ5FCoMm6D/xG2zaqgyu37Y1YPh6qz7fMWi1+w+SXth7gq53HidrpmWP6eVPLXvzG2r+yXaV5smeCgXiavdURdlSu7n5+9nzfXOvieQRpR5N24NL0NM1F2WMZQlC+zsKuxWit0KQR+BBife4Ks5hCZFNmcvJhNWFzvtnC7H8tKVFkUzLurG7lzurVR5WlCIIWJB2XlFOo5a5Ld7zLE7Iea0Lj5ciuBk/Ienh4ANBcEuQ7bz7I+Yk48YzLrsqidds0vdjZX1nBR+++i+Pj47has6e8jCJr49qC1gQjvG/H3UxmstHEUl9wXQVavdMp3vpvx5hKOyit0cB9m8r4H4/sWjFXdixV2AZKCFBaUO5fe5rDcmitSbudpNQlZh/fftlMwGhfd3GaFIIH6+p4bGBgTsyaokCfBbKpIIdHBthTvnzUPWaPMJK6iK0SBM1SqgPtWLKejOrG0W5WGBdQH7ZaojOCh4fHVeEJWQ+PW5xYxuHwwCSWIXlZXemyU79CiJdcBHYpAqbBy6qXFzWrYSqTpCc2jt8waY1UYsrVvRwIISjzr911wdUuE+khHGXz354YYjCeZmFg9fGeCT51oo9f29eI1prB5DSTmQSVgSKqZjqHAdxdV0bHdCIvKquBUr9kT3n5mse2HBnVOyNi53OD0+oKYBA08/NLV8tbN28mZtscHhnBlBKNiyGzMw6LWUkuT6Z7GUieRM+MMWoPErNHaI3cTcjcD/o0MJG3n0RSHfCisR5rJ29SxCMPT8h6eNzCfP3iEH/+9MW56JsQ8I8P7+JA7dW3bL0VsZXLcyPDnJ2coDIQ5J6aOioC6yuU0lrz+OAFjo/3IskKU4HgTS37MYTDtB2jyApRHai8Zi1/o/YEZycPz1iXaX7ldkVTqcm/HvMzn+eq+Ozpft6xu4Yvdx5hPBUHkR1vQ7iMNzbvxZQGb29r4Ftdw0yk7Rkxm80rba+w+NP9ezGucZvitHuZxY4P4JJWnQT01nVfI1NK3rtjB2/fsoXRdJoKv5+/Ov50TuMKyOaDv6xq6TxYrTVDqTNzInZuOS7DyXM0Fd1JxHcX20u6OTt5dq59sETiNwI0FbWsa/weHh7L4wlZD49blK6pBH/29EXSrsrRB+//99P85K2HCFlLRwa11vzgsQ4+8+VTJJI2j75iK+94820EArfuV0bCcfir4y8wmU6TVlnD+x/29fBbO3fTXrp2k/qu2Bgnx/twtcpe/pnIypc6D9MUzgpDKQQBM8B9tYfwG/k5pjE7xQujl7kSG8VvWOwtb6GtpK6gqNNac27yeVztzC3zmXB/i8PJIZMjA/P3Lu0qftR3lpFkFMV8D9Xe+ARPDXVwX902Sv0Wn33V7Xz+Yj9P9o9T7Dd589ZaHmq4+ih1IRTpJda4ZAupri7Npdjno9iXvcbvatvNx8+fyB5dZ+/D7RU17Cpb2i3D1WnUgmu7kKQ7H4VtCDcTsUrpjnWRclNUBapoDDdhylv3b8fj+uEFZFfG+8vy8LhF+fqlIdwCpu9aw097xnjN5qV71v/l3z7JV755lkQy++C+cGmcb3zvAl/8xJvxLSOAX8z8oPcKY6kUzsyUs6Oz/SE/fuEcHzp4aM0RwZPjvdg63w/W1ZqE6xIwstOGMTvO0dFTHKrZn7Nd0snw5c6nSbs2Gog7aZ4YPMt4OspdNe15x43aE+gCndkDFjzQas8JWZ8UvG5bFRemO7MiNmdsipMTfdxXl53KL/FbvPe2Zt57W/PcNlprOqJTDCcT1IbCtBQVX5OIsiGKcXV+S11BAAoaoq2f9pJyPrj/bo6PDZNyHdpKymkMR/K2i9mjjKV70CiKzSqC0sVnaFwNCVfgzlgjmSI3al/sK2F3+d5rOmYPD4/CeELWw+MWJZpxKFBAjaMU05nCkSWA3v5pvvC1M2Qy8yIslXboujLJ9350mdc/0rbmsThKIUTWI/Zm5fnRkTkRu5CEYzOcSlKzxi5hCztzLSbrDTl/rv7EEGOpBBWB+XOcHO/GVk6O1HS0y6mJHvZVtBI0cyO4hUTsLP6Zd4+QJakN+3nPvk38y6WOgtu6y4w74dj8w+ljjKSSc+NvCBXx/p3rc1RQ2iHjTiCERUC2E3efg5zPIQkaO5YVymcmxvh692WGUwlKfH4eaWzhUPXSKQKzhE2Ll9cs3TWsP3GWsVQXM/F0pjMD+CUUzdT8BQzNpA2OMqkMrD+H18NjObyI7Mp4QtbD4xblwaYKvnZpiKSTK0zSruZvn+zirroymkry7aReOD6AZcocIQuQSDr89GfdaxKyQ8kYX+s+Q198GiEEO0ureX3TdoLmxjkArBafLCyylV563XJsL6mlLz6JUyAq6zfyH08fPXeEP9x791zuaV9iAreAsDaEZCwdpdHM7fAVscrQBZurSiJWHW/dGeDO+lJeu7UKvyGpCRYzmJxetC20FBXuHAbwpY4LDCbjOePqiUf5RncHv7B5bS840UwXk5nTZKOtGil8VAT24KgeXB1FihABYxuWXHq6/8d9/fzD6UskHCiyBNXBFF/uvICtXO6tXZsF2kQ6zkBigqDpoyYQZDTVmfNyoIG0yv4EjOy1KjE1Um6jxPfS8lr28LiZuHnDIx4eHmsi7Sie7Brnya5x0o7i5fVl3FVfhjVT6KV1tgAok1IMxzK855unCx6nvLSwV6ppCqqrVtcuFiBmZ/jYuefojU+jAaU1ZyeH+ZcLR9AFBNqN5v66+jzBKoCGcIgy/9oLvtpLa6kLFc+0rQWtQGio8CkWOl8pDdO2YNJO8+s/fZ6pTNamqcQKFqyid7WiyMwfjxQG24r3IZGImT0lBsW+ct62fTf/94PtvKm9Zq517KsaduKTxlyU3BSSgGHxQF1hQaq05tj4SJ64drTmudHBNV2btDvBZOYMGoXGQePi6iRjqdOEzYOU+B4mYt21rIg9PDzBnx/pYDQlSDiSkaTk7IRJ1FZ8u6ezoCtBIbTWPNZ/ii93Ps1TQ+f4cf9JfjzwVMGXAg2k3Pm7YkhJuX/9nsEeHsuhyaaCXc+fWwEvIuvhcQvweOcY7//ayblHrwA+8sbdfPihnTz86cP0pVKgwc5oZou1L48n6JlKsmlRVPaug42EghaJpJ3zRWcaBm994+rbaT4/2psnelytGUsn6IlP0VS0Mc4JWmvG00l8xvItXu+trefS9BRHxkbnXAZCpsl7t+9a13kNIdnitvCJb/yMhmaDeFwx3OPw6+8M4iowJLg6K2S7YiZoKLKifPric7x6UxO7yhrpiA7lpChIBFWBYkr9hV8oyv217Ku4n5FkL7bOUOarocRX2BWhKhjh19ru5sR4H6OpGLWhYnaXNxAwlo6WLxaHWyIOh6ozRCxFT+wJKgM7CZpLR3RnidpdaBwsAYbIPrAdDUrbZNQEfmN5ay+tNX99/BLugq5jGoGrNQNxg5DpknIdQquI/F+aHuTy9NB8SoXWlPuX9nwVec1rvceoh8eNxPsL9PB4kTOWyPCefztB0s5NIXjPV0/ws//jboQSpBIFpqgleWkHAKYp+dQ/vYH3/u63GRlNYBgCIQQf+uDDtDStXnwOJ+NL5omOp5MbImQvTY/x9e7TpJWD0lAfivALrXsKClopBL/evpPXJhJ0RKcp9fvYXlKGXEchU9p2+eQPLvD3XzmJ7WrOn5tf98UfmNxzT4CQpUm6MJY2UFpgSc3tFQ4+0+a5kXP4pMl9tTt4evgitnJQaBpDFTzcsHvZc/uNEI1Fq5vmD1t+7qrZvKptpRBsKS7l8vQkGthekuHB+gzWTBA7rSbpTzxDfehlBM2lI6laaxwVJTgzPT97eQ2dtT9TeuXGARNpm/F0oYYNgukM+KRBYJU5u2cmenLSP8r8miJr6dzEsDkTzQI0JmPppwgYdYTMVqTwHqke15ZbJGh6XfH+6jw8XuR869xQwSkiPbPuP7RV8ZHnerI2XAsIWQZbywsXMG1pKeOHX/lFLnaMk0w67NxeibXGLl+N4RLOTY1gL3JO0Ghqgte/6cJYKs4XO4/nnL83PsWnLh7h/TsOcTka59TEJBHL4q7qCkJm9uuwNhSiNrT2RgSzaK151//zU45dHsN282/MmSMpNrUFCBSbGDIbkZVCUx9S+Ga+kR3t4rqKodQo79x2P1E7ic+wlo2WXitcbRO3B3C1Tciswm8Uz6172+Z2/u7UC9jK5Z5ae07EzqJRjKbOsqno3oLHVjrDUPJptJ7Kdtha8I4gBFhSYcqV01fijl0wfxjAkvCqhqYVmxvMsvhlqyqgMGfuy+LbFzYEljRwtDvj+JBB6QwxZ5qk20Ol//6rbqvr4eGxNjwh6+HxIieadrHd/Min7SqiaZd337GJb14YoT+aImErLCkwpeDDj+xYNtoohKBty8rTxEuxv7Kexwe7cFRmLqpgCklTuJS6UL7V0bXm8Ehvnv2YBqbtFB86cYLnR2O4WmNKwUfPXeYv7riN9pLiwgdby3nPj3Cyc5y0XTga7diakz/IcOjn6xhNTpNx4Z7aDIstejWa3vgIQgiKfesX1msh4YwykDg8d/7x9DkiViNVgT0IIagOhvhvtx/i8HAfAeNkwWNkVHTJ44+lTmKrKH6ZK2JnEUKidQxY+kVnMJHkz44eJWAoEo5gYT+ukKn5wG6X+vBpzk6dJGRUUBPcyWRmjPH0AIYwqQm2UOqrnku3aCuuYzwdm0stUHr25SJ75NnfXQODyuBOAlIyaR9bNCqFq5MknB7CVsuSY/fwWBPa6+y1GrxiLw+PFzn3tpQXbDvrMyT3tZRT5DP5zi/ewV88uI3/n703j4/rqu/+3+fcZXaNdsmyLEuWvC9x7NghCUtCAmELS0NblkJb2qalpTwU2l9XSilP+3vap5TSFtpS9rKWlAKFAmFJE0JI7Czed0u2rH0fzT733nOeP0aWNZqR5U22Y+779ZqXras7955zZzTzud/z/X6+r13XyAPbV/D9t+7gBSuvbIvR+QQNk7ev38mG6kZsaRA2LJ7XuII3d10df82pQraiIZWnNccSCfJK4WpNzlNkPY+/2HPogguEzseek+MUFhCxAEHb4Odf2MnvbN7EeDbKcCaAvUAQ70p1/LoQtFYMZXaj8Wa6Vyk0iqTTT8Ydmd0vbFq8aNlKjAWW0U0Z4tHBcX7t0T289nu7+JOnDnMqmUFrRdYbhJkyqoqrCBqEWDiPGeDLPd1kPY+akCZgFHNWzz7et73Aylh61m0g443TnfwR/ekjpN0ppp0xTk4/S1/6XK7H+ppW6gIxzJlI6kjWOJdrLoqCVs5Ej6usVhAmomJzBo+CGj7v2H18fK48fkTWx+c5zk3LqnjZ2ka+e2yUjFPM9QtbknvXNLJlWTHCGDQNfnbjMn524+L+mleSuB3kDZ1bruo5z7IqVktPcgJn3tKxqxRTFdIws57i5HSK1fHLixY314QI2AZurtyr1zQEL9jUzK+8bC2WKfni3dv4n4FxBrLHEKRLopRag1ICpRXyKvjvZr3xivl4Go9pp5eI1TS7TQhBjd3JZOFESctWgcGJRCN/ve8YuZlVgseGJnhqdIp/fv5mpJhpNqFgfqaK0lBQiqm8Q0Nl4wwADk0l0BTFZWNE4SjwFHRWKWoChYpuA4ZUKFW8uAqPoewpmkId2EYQUxq8tn0Hp5OjnEmPUxOYxhZjJY1oBQYrIjuQwkBiUzlzUSDFpbUz9vFZCD8guzi+kPXxuQH40Cs38NCaMR48MADA6ze18NLVCxfc/DSwta6Fn4z0knLzs/mUlpRkXRunwnqdgLJOV5fCS7e38ueff7ZkWRogaBl8/g/vZGvnudclYBjcu6KR3iT8z9CzJVFKpSGvPE6nRumINbH0LDz3SuKwJlBsAjBZOInGQwqLamst79g/NCtizx415yk+dayPt6+voaAmUQjyShOQc/eB49MmQeM4DaGFu87V2AYdsTQ1tmIka3B02kRJQX2w3K8XzkVVASyhCZsaKTTjuSM0hTchhYkUko6qJhpDmuHsKTQaQ59tzSAIG1VErOLrZslahLDROjvvTJKw2b7guH18LpaFVi58SvGFrI/PDYAQgnvXNHDvmoZrPZTrhoBh8sC6nTw2dIojiVEChsHOhjZGs4LDU93k5+XPmlLQFbv83N1QwORLf/Ri3vmRxzk9kgIEy+vCfPg3b2PDypqKz5lyMhQ84Gxe5qyIUgxnp66KkA0adVQSswKjuKQ+f7sQ1AbXUBNYjcJFYjKQyaH0YNm+Gjg4maQ2cBPD2cfQKDytSLoaCfSmDNJeUdUqnVlwjHkvxc+vmsBVHrYBBc/hBa7giycjNIfqgQrnnskzDBmKmHXWKUHj6H6GMpM0h18w6zYwNSPKi/NjJoFAk1cTOF4WywgV523fzmThSTydnfXsrbK2YMn4ea6wj4/PUuALWR+fGwytNT88PcE3jg9jCsH965q5bXn1Vc23vF4ImzYvbV3DS1vP2VF5SvPYyBiHp6bJecXiN4ng97esx5BX5hqtXh7n23/5cgbGM4Cmpe78lfhVu/ZqAAAgAElEQVRRM4ghDRxVGlUUCLJusZHFUr9+Uhg0h7YzlH1qRs4qBAZhs5GIuXBKihACg6KbQrVtLZhn3BQKYBsxWiIvJlU4zZn0cdKuJlGQqDkFWxFz4UKvM6m9SOHN5hTbBlhS8+bOAjsaNjGczZD1psra9boKaoJQ+vIqXJ0h5fRSZRctyDyVr3herWGqcIaGUPF9ZMoI9YG78HQKhYMl4r5bgc+S4AdkF8cXsj4+NxBaa37n+0f4fs8YmRmP2O90j/HGjcv4kzu6rvHorh6uUhyaGmE8l6ExFGFddcNsBytDCt5/8yb2TUyxdzJB3LJ40bIGqm37io+jpe7C3AZWRhsxhYEzJzNT62Jh2nfODPPMeIp3bLiZgLG0YiliNbHSuJuk04+asd8KGrUXLKIjlsndLQ38cGCsJOIdMCRvWb0CAEMEiAfWMFmwGcweQ82ZsxSSNfGiWNRakXJGyKsktowSMetJe1Nl5xQC4oECU4WTtEV3Mpw9TKLQj8YjYjYQkA0M6SNAec4yKKYL3ViyhqBRTcCooeCkKzoqTBWGZ4Vs8bwCUyy9+4aPj8/58YWsj88NxNND03yvZ6yk0UHWVXz+wCBv2tDCqpqrY+N0LZku5PiXI7vJeS4F5WFLg6hl88C6HUTMolgVQnBTXQ031VVe6r/aGFLy6pU7+cHAPkazxZa+BQV9aZOcUvSn03znTA+vaV/6mxFTBqkJdF7y89+9uRMp4Hv9ReswW0p+c0M7z2ssvdbtsXZMYXAieYK8l8dTUbKqhRPTkoiZoy/zOJ7Ko/AQGBhioSKrImO5bppCq1kW3syycGnTiLhdzUjucZgXqdUaCjpLb+oJYlYzMauVaacPdFEgnw0u5xWYcmEnCh+fpULrn76VtIvFF7I+PjcQD58eJ1ehW5dG80jvxE+FkP366cMknfys5Ckoj6l8ju+cOcb9HZuu6djOR9yO8MoVO/ijp35U7H415wvM1YpdY8NXRcheLrYh+f9uWs1vb1xF0nGpDdiYC6RstEZX0BpdwceOnOLBngEMMYwQI7ylM8nW+gJnhavGw9U5AtImryp19Cq+xz1dqOgcEDCqMUUIV6fLfufq4vGTzhBRs5mCspGigDHTvaugQGPQYC9Ha03WO0XWPY4ijyGiRM2N2MbCxWk+Pj5Li+8j6+NzAxGzzYqiwRSCyEJmpTcQSmuOT5fbSCk0B6dGcJXH0cQgu0e7OZ0aQ19nJcFFM35RImLPcqXG6mlFf3qa4WxqSecfMg0aQ4EFRexZnhiZ4KunBikoTdZTZFyPDTV5yqOvGo0zW1w1H4HEFJXTQ4QQNIRuxRBhQBZbzGpwVPF6F4/uMe300RbdjqtMcsogpwRgEjSi1Ac7yLonSLuHUOSKz9BJEs5uCmr8oq6Nj8+Fopb4cSPgR2R9fG4g7lvdyN/vPo0zTwQorQkNTPIX39nHssYqXvfKm6ipvjGjswJR2UsU+PTxR3GVwtEeljCoDoS5v30Hlrw+PgpDpklrJEZvarpkBoYQ3Fy3cNTPUw4JZwBPOUSsWkJGTcW81mOJMR7sOYDSGoUmZgV4c+dWGkOLt4VdKr5+utSuC2ABrQpAe+RWetJPUip0JY2hLsR5/HYtGaEl/GIShR7GckdwtVd+IgExq5618TuZyJ/BUVliVgNxuxmAjHccmG/z5ZF2DmMHnr/ITH18fJaC6+PT28fH54qwPBbk/969lt/74VHMGSGjXI+67+3jdz4+TjpTIBi0+Mu/e4h//8Tb2LZlxTUe8ZVFCsHqeB3HEmPzZI6gLiTIeeckvqM9JvJpdo92c3vTmkqHuyiyrsuXe3p4fHgYD9heV8ebOjsvuojsF7rW86EDT+MqRUEpAtIgbtu8sq2j4v5pd4LTySeLnpN4iJxB1KqnLXJLiZidzGf5Uvc+nDlFWBP5LJ889jS/t+X5s8VwF4qr9KLR1gsh45b7v+4dt7i5zsGcN6So1UTCtXl0KMDmmjxxW5P14FRSknUyRMwpImZ8weK0YrvflYxkjzE/HiUwiNvFvwfbCNEcLn1PeDpX5oZw7ncLt+X18blUfB/ZC8MXsj4+Nxiv7GrkRW21/KR/CkMI9n//AH/XM0YuV2xndfbfB979JXZ/73dvOFuuV7et52NHdpH1XBzlYUmDmGXhqWxZnNbTiiOJwcsWslpr/nLvXs6k07gz3zxPjoxwJJHgb3bswD6P24CjCoznhlEoagONNIXC/Nm223hmbISxXIYV0Sq21NRjyHKhqbWmN/VUSeW/xiPljDFV6KMmcO5G5emxAVSFRhCu8jiRGGdt9eIexFprPn9wkA/vOsVY1qEpYvN7z+vg/nXNiz53IV7cUs+RqVSJy8FXesKsiiWpD4piswUMpLBoDm3iM8cPMZARDGSCCDS3Njh0RD0UZzg6NUDQjLI2fiumtCqeTwqD5ZHt9KWfQqCQsmj+ZQgTW4TQ2gMcwCqx1JLYM9H+cgyxsGWYj4/P0uILWR+fG5CobfKSjmInog98c++seJ3L5FSak6fG6Oq4sZooVNkB3rXpDo4kRhnLZWgKRWiLxvn0sUeX7JyHEwkGstlZEQvFBei04/DE6CgvbK4s9MaygxxN7Jktke/mECujq1kR7eL2ppZFz5v1EjPCqxSNx2T+TImQTTo5vAoyTKFJuZULqAAGM2lOTE8Rsyz29hf4q5/0zLpiDKcLvPeR49hScN+aS2va8PLWJr7TN8KpZIaspzCAgmeS97bTEvbIqxQBGSVmNSOEZDCbmn3u2rhLY1DNRm4VHll3mlPJfXTFty94zojVQFNoDROFw3OuQ46Uu4+YiM3c3GmErscQyxFCIIQkZHSR8U5Qml5gEDHXXdLcfXwWww/ILo4vZH18bnAWMvnXmopRvhsBU0o21ZQKq/pgjJHcdMk2Q0jWxhc2+79Q+tLpio0A8krRk0xWFLKucjia2INClXxb9aaOUxNoIGpd2S5RXVV1HJgcoTCv6YLW0B4ttyFTWvP5k4fZMz4Kupi28V97NPl5dqxZV/HBXacuWcjahuQfbtvMI4PjPD4yQY1tcV9bMytjlXO4a+wgGbd4Y9YR9crSDzSaqcIwSnvIBZoUaK2YKhxn7oWPmlGiVhghNOfcEsZQ2sQQxdcvbK5BYJDxTqApIIkQtTZiGzfWzaCPz3OJG/NbzMfHZ5Y33X8LoWD5MqsXsrn/20d417cPcyYxv2/8jcdLl28maFhYM+LGkgY1doQdDasq7j9dyHAmNU7KyS167OZQCKNCikZASlrDlQXZRH6YSlVNCsVItn/RcwKEjModpQRGSTQWYENNI/XBMNacXFhLSm6qa6YuWD7Gp8eG2Ts+iqMUjlZkPY+8Wzk+NJCs3BHrQjGl5O7lDbz35rW8Y+Mq4gHJaLbyzcE9Latm52As8A1WzC1cOJZVKd+1yoohy/KENYqR2Z+EEIStLuqDL6M+cB91wbsJGJeeVuHjsxhnHTaW6nEj4EdkfXxucN7yczt5+LHjPL67G8dVIAUOAnXXFsayDl8/OswPT43z0Ft20BwNXOvhllD0U/UwhIG8zFzemkCEX1r9Ak5MDzPt5GgMVrEyWl92XEd5fK9vL/2ZCQwh8bRiVayJu1o2VhA6RTbV1FBt24xms7OLzoKiULytqXKkUmld3KnCl8mF2mIJIWiL3lJa7IVB1Kqj2l5esq8hJL+69hZ2jfaxb2IISxrsbGhlc00Tjw2P85XuARKOw22Ntbxh1XJ+PDxAYU7eqhQQtKBClgpt8dAFjXcxpvI5PndyP4OZFFIIbGnwc6s2sDZeN7vPuup6Xte+jv8+c5zJfJ7GoC7rxBUyYhjncaKQFZorLPTaglexRfCNllvu4/NcxReyPj43OJZl8NmPvoVn9p3h0V09fHjfIGZbA8IsRvI8DRnH4+PP9PEnL7z0jk5Xmu7kKI8MFpsbGEKypbaV25tWl1XXj+dSHJrqp+C5rKpqpD1av6DIsKRJnahjz7EhekSa6KYYDVWlBvqPDx2hPzOBpxWeLgq5nuQw1eMRttdXjt5KIXjv1q188tgx9kxMoLVmbTzOr6xdS9is/DFbG2jkeOIA43nBYEaitKAxpGgOCepDF57uEDFrWRO/m2lnEFcViFh1hBew37KkwR1NK7mjaeXsts8e7+WL3f2zFlgD6QG+3z/Ktrqyp7OuRbP/jKA15vHAthybGz3GspKQcfnpGUprPnb0GSbzORTFbgQF5fFvJ/bxro23Uj8nanxz3TIMMhxJnMTTDpKi0Fa6KNg7YlvOey4pTKJWKymnD6UVlrTIunnCVnkzBQj6otXnmnGjeL0uJb6Q9fH5KUAIwfab2nDrqvh4QZIslOZJFjzNE33lfeyvFQOZSb59Zi/ujJB0tce+iTMUlMvdLRtn99s/cYZHh47iaYUGjk4P0Rqp5b4VWyuKjy/8uIcP/Md+5Eze8Psf3MdfvGErP7OzDSiKqWPTg7MC9iyuVhyY6F1QyALEbZvf2bQJT2u01piL5B/bRoDRXB3HpqdmTfmTjmCqYHN7U/XiF2kOprSpDaxcfMd5DGdPsa76IB9+nmI0J/lKT4i9EwGmHQdHV2HJTIld14o6TXvM4503p7ENjSGhIeIBx0k7FhGrskXYhXA6NUXKKRRF7Bw8pXlipJ9Xta2e3aa04uBUD67WdCcNqm1FyCi2kjVEnMgF5BfXBzbjqTzj+XFSjstkfhxbmqyI1hIwzqbiCAzReslz8vHxWXr8HFkfn+uY6bzLj09PcGgkeUW6MLXEAhS88uNIAR3VV2Z5+Eqwa6R7VsSexdWKw1OD5L0ZGzHP4ZGho7j6nPRxlEdfaoLu5GjZMXvH0nzgq/vJu4pswSNb8Mi7ij/+8h6Gpoo5wlprlK4cA3GUW3H7fAwhFhWxABP5NCemk7MiFkAhmCooupOVO0Up7ZF2EuS9y89pTuRPMV04SG1AIQU0hRQPrE2zpbZAQWmGsx6tkSgBaRA0NPe3O/zpzXn+9Hl5qgJyXpGVR8o9jF7g2l0I04XKzgkKzWShdL5FP2A983vBRMGgP2swljeYLCye06y1xlU5RrKjOMrjbHlXXrn0JMdQ2kBQhSFWI0Xskufk43M5aH2229/SPW4EliwiK4T4JPAqYERrvWlm258Bvwac/Zb5I631f8/87g+BX6Hoa/JOrfV3l2psPj7PBT626zQf/FE3liHwlKYpGuDF6xpJuR63L6/m5V0NBBaqdpnHRCLH6f4EbS1V7FgeZ1f/VImgDRiSB7ZfP80RJgvpitulEKTdPAHD4kx6AkMI5utyR3scSwzRWVXaCevbeyr7qArgu3sH+MUXdWJISU0gykQ+VbZfS7j2kudTidOpyYrbHeVxcnqM1fHSSvjhbC+nU0W7KKUVMauaNfHtWPLiGi5AUciNF44iRKnwtA34mZUZ9k/YNIeC/K+NazgwOUq1vZ+o5XHWAENqgS1N8nPEfTEVI4spLq1L2IpoFV6FmzVLSlZXlV77oGEt2Ko2ZFRKDyg6FeS8Y+RVL+CRLJgVO8BprUk5AeqC10+ajY+Pz8IsZWrBp4F/BD47b/uHtNZ/M3eDEGID8AZgI9ACfF8IsUZXMkj08blByToe3zwxyu7BBEJpvrZvkJyryM1ohZ7JLJ988jQibPKtE6P88zO9/Mf924jYC5vtu57ifX/3GF/73gkCliRfULzszlXctaGOh09NIISgOmjy/9+zhs1N10/kqTFYRdLJlckMrTUxqxg5Ns/bjrT8mjieV7EKXmlw5qjhFzZv4Ju9T+PpYqROIjCkwW1Nay9pLgsRMqxiodm8IRkIwmapy0SiMM6p5KGSxgfTziRHE0+zqea2iz63RqF05QhoQ1BhS8nrO1qQQrCh2iI1r/uWEAKt9WwxHICrFKeTLp2X6BpWGwixrb6ZZ8eHZtMZTCGIWQG21ZXm4EohWRtvY/9kD3Pd5ZSGw4kc93ouAaP06y3j7sXRI5zNOnRUvqJHp0KT966fNBufn25ulKjpUrJkQlZr/agQov0Cd38N8CWtdR7oEUKcAHYCP1mi4fn4XFdMZB1e85VnmMgWyLgKCXi2KK5PzAmaaQUoTcbxOJXI8om9Z3jnjvYFj/vRzz3LN75/kkLBozCTF/vQo938UkOYv/2NO0g7Ho0R+7IdAa40tzZ2cio1jjvnXtYQkpgV4svdu7GkSY0drWgfYwrJxprlZdtfsrmFjz50DE/Na00q4J7N5yyUmsPVvH7V89g3fpqJfIqmUJzNtSuJViwEunS6qioXpWngqz1JPn7kGe5oruXnVy1nIHMST3vzqvM1ycIUOS9D0Khs8bUQAokUdkUxO5E3eM/mTtZXF29sPJ2ikrWCEAIxsznvwWMDNicmh3nfrZfuf/u6letYGY3z+HAfec9lc20jL2peWbEzWsELMZaT1AYUhoCCguGspKAkByZH2V5/TvwqnS0RsQBBU5J05mfkgkAQkFf2tfbx8Vk6rkWx1zuEEG8FngLeo7WeBJYDT8zZp29mm4/PTwV/t+sUw+k8jjqb9zdj7xMw0Nl5CxOz4kHzzeOjvHNHO0pr+pI5IpZBXejcUvNnv3qQ3DwH+1ze43NfO8R7fnUnscD1We9ZH4zx+o5b+NHQMYazCQxpkPdcxvNpQKA19KUnUQqCppht7KC0ZkfDKpaFy4ul1rZU8bY7u/jk/5ykMBNhtE2D33rpGtobSluMVtsRXrhsw5LO0ZQGb+rczle6n51tUuAozd4Jm/50BoD+kwM81DfKb62bJlTBGS3rKPJu7uKFrBDU2msYzx9Gl3Spkmyu3UrcPpeWYYgYFf1utabggavh0X6bf9ofoSueuahxzEcKwS31LdxSv3hXs6RbYCwvGcuXRuYlHimn1NfW02mKJSHnhGzIAEsWBfBZBBA0DKKW//Xjc+3RUJJD71OZq/0t9k/AByi+Ph8APgi8jUqfkgt0ZhNCPAA8ANDW1rY0o/Txucp8p3t0VsSWUGn1fM62gCn5Ud8Ef/LYUdKOh6c0Wxur+L93rqc+ZJNKV14+Tmedit6YV4qJfI7pQp7mcISgcWkfM02hOK/v2EHBc/mXI4/MLLEVxzvTQRQNZF3BPcu7CJombZG680ZOf/e+Dbx8awvferYfIQSv2rac9cuvbAeti2FZuIrf3vhCBjIJph2Hd/74GPk5wsrRmkTB4ekBuHUFWPMupRTQOw6bF9d9ZcTtdgSSicJRPJ3HFGHqAuuI2aUHM0QcQ8Tw9DRnhaCnig4L73ksykjGIOcJTAGbaq9eekp7tBpbGmWdykwpWRktvZExRIT5RkZCCJpCkukCZGYOETYFMSuKbVTwHvPxuQZUqM31mcdVFbJa6+Gz/xdC/CvwzZkf+4C5lSatwMACx/gY8DGAW265xX+JfW4I7AWq3Mv88m0xKz5DpuTeVfW864eHZj1AAZ4ZTvDrD+3nwVdvY9PaBvYeHmE+G7rqlkTEZlyHTx49QHdyGlMKPK15WWs7L1l+8dZQZxnOTlfMJRWiKOQyLhxPTPGqtvVErMULnzauqGbjiouzt1pKhBAsj1QzNDaFKQ3y84RZQWkeHQqwqTFPRIA1s8qec+BruwQP3HppH+NCCOKBlcQDK897UyOEIGruIOsdpaD6Ac3pZIj/vVtyZqYmTgC2YfAL665eJLOzqpbl4Rh96WmcmTzdKgs6Y2FWREoj7FKEsEQTjh5mrqA1pEldsJmIGkYgCRkriJidvm+sj89ziKsqZIUQy7TWgzM/vg44MPP/bwBfEEL8LcVir9XArqs5Nh+fa8nPb1jGR5/pJefO+ZIV0BoL0VBjErYN9k+mKFBc0tUa7l1Vz1g+X+LzCcWl3tPTWY5MpPnT376dX3j3NykUitFaKQUB2+B977xjSebx2eOH6E4mcLXmbH3Qd/tO0RgMc1PdpfWjDxpWxVxYrYtzzSvBwalxDk39mJ9pX89Ndc/NlqF1Abti1b4AGsNR/uzf07xki8dNHTCVhm89A0MTAT70msuPgi4m3IQwCZsbCVP08L2pTvPaVX188dggKcdla30V79raQUvk6uSWaq1xVB9v6szhKOhNGbg6T33AQYoCA5mHiNtrqLK7Zp8TNreQ845TUL1oPAxRTchYjynjVF2VUfv4XBzF1IJrPYrrn6W03/oicCdQL4ToA94H3CmE2Erx9TkF/DqA1vqgEOLfgUOAC/yW71jg89PEr29bwdNDCXYNJIBirmB9yOITr9xEVcCiPmzhaXjszAQj6QLbl8XprAnza9/dV3HpyRCCoXSeu9Y18J///Dr+5Qt7OHRinPWdtTzwxq2sbq+54nNIOgWOJSZx54mxglL8YKD3koVsfTBKzA4wmc+U5Rtl3aIAKwpAzVdPHaazqpboBURmrzfaY2HaoiFOTqdLXlPbkLxrWyf/MKz46pNjfOlxhW1KpBB87pe3zzZ3uJoYUvDWdSt467prY9mW947g6CFAYUroiIHGYLpQQFPMCU8UjmHKMGGzmCohhCRkriXElXWf8PHxubYspWvBGyts/sR59v8L4C+Wajw+PtcztiH59H1bODiaZP9oirht8MV9A7z0s7sRApZFA/zNveu5c2Vp7t7zWmp4Zni6JLUAiuJxY31xebWzrZq//oM7l3wOGdfBELLEaeAsSadyru6FIITgdSu38Z+nn2GqkMWbCVGkXXDnFUIIAYemRtjZ8NzoxuRpzTdPD/H108MUlOKOphpMITgxncGURafUd21axea6Kv7lzdvY05fgiZ5x6iI2r9i0jOh1Wqw3H6U9pgoDZN1pQmYV1XYLUixsG3f+Y+Vx9CBzc03O5kwHDJOcVxSyGo/pwolZIevj81zEb1G7OM+NT0Efn58SNjbE2FAf5ZWff4qjY+nZArDTiRy/+J97eeitO2mLn+vA9bNrlvG5Q/14OWd235ApeW1XM43hCmXuS0h9IFTRxksCa+OXFwGuskO8tet2RnMpJvNpnhzpZzxf7vWptS5bnk85WfKeQ7UdwajgL3st+fOnj/KTkcnZG5GhTI4V0RCfvnMrWdejPRbGmsmfFkJw84pqbr6O8nvnk/OmGc0eJeslsGWEhuBqLBnh+PRjKO2i8JB5g8HMEdbEn48lL76bnNIpwABK3TiEEJjSAG9uk4ZS9wIfH58bD1/I+vhcZ+wfSdE9mSlzMXA8zWf29PPeF53L+6sKmDz46m18bF8vD/dOELUN3rJhOa/tarraw8aQkvs7VvPl7qOzebuGEAQNk3tb2y/7+EIIGkMxGkMxolaY7tTTZfnBIFgXrwcg6+Z5eHAPE/lpJAIN7GxYx+r49RGtPTmd5vGRSfJzoukFpRlI5zg6leLu5ZeWinGtyLpTnEr9ZNbOy/Vy9KYnMUQMd46gVHgo7dGXPkhH7JaLPo8QQSrFqbTWqHnvh4DvPuDzXEb79lsXgi9kfXyuM/oS2YqRTUdpTk6U+3TWhWz+8NYu/vDWqzG687OzoZm6QJAfDPQykc+xNl7Li1tWELevbHR4eaSKnQ2t7Brtw50VzZK7WzqoCRSjfD8ceJbx/DR6jlPqk6OHqbIjNIWufI7wxXJwMllxe9ZT7BmfpD02xUCmH4CW8HLaY6swLnE5/mownJ3vSVtspVtQiYr7J51htNZMFvoZz/UCUBdso8ZePlt8prVmIt/LSK4bTxeImDUsC6/HEFV4OsF8K4vcnJa5ApNq28+H9fG50fGFrI/Pdcamphiu1tjB4pe562iUV+xEdNuKagqOx+RUltrqEJZ1/QmbzqpqOquWfvn7FStWs6W2iQMTI0gBN9U10xQq5gUnCmkmC0n0PKHjacWhyVOXJGSV1uwdmSbleNzUUEXVZean1gVsjAo3LLaEtdX99CTzqJnIY0/yJGO5UXY23HbdWkPlvMqCdWEEPcmnSDpjswI4m0owZQ3SEbsFIQRD2aOM5npmfz/tjJBKTLC66jaEOI2rx2aOFMAQLdhyGFdlCBp1VNmrMeXFNYrw8bme0Pg+sheCL2R9fK4zHjw+SCAqZj/A7AA4WU3UMEjsOsP2d30dz9MYpuTtv7SDt79t53Urbpaa1kgVrZFy86ScV0Ai8SosQafd3EWf5+RUhgce2k8y7yJEMTr+7ls6+IUNl+6bemtjNSFDknW9ErndEfMIGudELIBCkXKTjOfHqA9enykHhrRRan7eKggNuswRWRA0akg6o+iSeXqknDHS7iQhM8Zorrvk98V9XEZzp1gRvQmtvaLI1SZJd5SCimGKOqJWK+Yl5N/6+Pg896jswu7j43NNODqR4nOHBmZb1AohEFJiBeDugstnPvc06YxDLu+SThf4yCee5N++vOdaD/u6ozYQKxGCZzGEZHn44oSg0poHvruf4XSetOuRcjzynuJDT/WwZ2T6ksdoSsnf376ZjlgYW0qChqQhaPOWNZGKY/e0x3ThYqOeV4/6QBeC0hUCgaQ+uJKADCMxEEgEBnlPcDwxhdLl8yyK2XHyXhqxwFdU2p0sHl8YgMnJ5BOcTj7DWK6H4exxDk/9D9OF8kYgPj7PNZRe2seNgC9kfXyuIx7uHSfvVrZQ/q/9/WRzpRGvbM7lI5/0e4fMx5ImW2u7MMS5jziJwJYW62surrX1npFpko5b5mGb9xRfOlyxAeEFU3QouJl/u+tmPv7Cm3jwnltQenKBvQUB4+o0HLgUqu0V1AeLYvasaK22V7AstJG18TtZGd1OU3ANxxMmz4wZ5L3KX6QCA1PaWDJUFo09S8CIzP5/IneGrJtAzaQfaBQaj9OpZ9EVhLKPj8+NhZ9a4ONzHWEZsvjtbsxLFdDgOZW/lMcrFIAtFY8MDvIfp08zmc/TGArxxo4Obmm4tkvdk/k8T46Okvc8ttTW0hErdrraVNtBdSDKoclTZL0Cy8P1bKrtIGhcXLOEZMGlUuKGBqbyzuVPAFgWLgpURzkU1EKeu5qmULFrmdKaPRNTHJ5MUPQyMycAACAASURBVBsI8ILmBqLWtf04F0LQEFxNXWAVrsphyACGODemKruRkZxiKi8BzXhe0hGrdNOmqLaXYUqbKruJ6cJwiaAVSJpC55w7Jgt9syJ2LlprMm6CiHXtC/t8fC4Fv7PXheELWR+f64h72+v54BMnKgon98R4xe1dHbWXdC5HeQxmkgQMk8ZgZNE82x8MDPD5kycpzLgEDGezfPTIEd4hBNvq6y9pDJfL7tFRPnrkCMz4x369t5c7Ght525o1CCFojTTQGrk8ob21sarMCg2Kfr33tF/ZeUshEYiyIjUAW9qY0sRRivc+vZ+TyRQ5TxGQkk8d7+F/b9/Mmvjlt6tdDKU1feksQcOgMVTuRiGFgT0nYjqXtJPHm4mShkxNTUCRKJS+72oCAHnApi2ylX4OMFnoBzSmCLA8spmweU6cLpR+ALqYoOvj43ND4wtZH5/riNZYiM1TWfZXh9Az4kkIQeZ7B1nVaDM07JKbk14QDJr88btfdNHn2Ts+yH/1HgFAoYlbQd6yeiu1gTB5z2PvxChThTwrozHWVBVFw4OnTs2K2LMUlOLfe3quiZDNeR7/fORIiZdsQSkeHxlhZ0MDm2svTeDPJx6weNf2dj789CnynkJTFLEd8TD3rbqyfr2GMGgINjGaGymJQkohWRntAOCbZwY4MZ0iPzPvs//+1b7DfPz5O5a08O/psSn+cu8xMq6H0pqV0TB/vm0dzeELS3loCsWRQqK0R3NIYRnQGNKcXWywZLFALOcNEZUxpDBYEb2J5XoTSnsYwiqbX11wJZnUVElUtj5gEw/YwH4ybhBbrsaUV+b94ONzNfEjsovjC1kfn+uEnOthSsk//9qdvOKXP854LEg+72IOTBHVmk9+4TcYGsnwwY/8mO7Tk3R11PKe37yDndsvzuB/KJPk66cP48zJHxzPZ/jUsWd446qt/P2hZ/GUoqAUljRojUT51bWbSTuVl9GHcwu7AGitKSgPSxoVvXEvhwOTkxWPmVeKx4aHL1vIFjyHY4k+hrITrGsM848vWc1/HpskkXd4SXs9961qImCeiwZqrZkqjJF104TNKHG77pJE5caazTw7vptpJ1mMzmpFU7CZ9ugqAH4wMDwrXueScBz6M1laI0tjOTWUyfEnTx8uaYd8cjrNu544wBfu2n5Br29TKE5zOM5gZqoYc9YgJNglNWKiLMoqhbFgS9tqexnJwAiT+WK+ckPIJmaZs+PR5MirgwhxE4Yod7jw8fF5buMLWR+fa8z+kSR/+PAxDo+nMITgFV0N/Pfnfp3HHjvGwSODtLfV8ep7NxMO27S31fGVT73hss63a7QPd14RjAYyrsMnj+0j456L+BaUx5lUkh8P9RM2TVKuy3wag5WjcYcmx/lKzzEm83kMKbijsYXXrOzEkFemxvR8sulyJXPWzfNfvT+hoBw8rRjICAzRx+/s2MaycHm3KEcV2Dv+OAWVQ2mNEIKQEWFL7fMwpXVR57akxc6G20k602TdLDErRsg8J07lQrPTlz/v8/HNM8O488JDCkg6Ds+OJ9hef37v4ILncXx6nNZIC02hGvrS/SDK2wwDGLKagcwuMu4IAknUaqE+uBFDlF9LIQRt0a00BDtJOSOEzD7KNbXCUb0YxqaLmLGPz7VFa4Hnd/ZaFF/I+vhcQwZTed74tb2kneKyqNKab58YpW86x4P338x9926+4udMOvkKGZhFEoXy3vSOVjw5OsT97e18sbu7JL3AlpKf6+goe86pZIJPHDswu+yvlObHIwNkPZc3d62/IvPYWFOD0uUzCUjJ85ubL+vYe8ZPkPMKs7mqGo2rNT8ePsD97S8si7QeT+wn52XO7a8h4ybpSR5hdfzSXsOYVUXMKo8gvmR5E585fqosKlsbsGkJL5136lAmh1vhemtgPL9QgVqRk9MTfO7Evlk3WaU1r2xbTY3lMe3u55wE18TMDQxmnsabaWur8Ug6fRS8aVojL1gwyh0yY1hymrya71lbROn0Bc/Vx8fnuYNvv+Xjcw35t/39FLz5eaeaQ2MpDo+lluSca+L1WKL8T9/T6jx9vTX3tLTwls5Oqu1i1X9DMMhvrF3L9gr5sQ/1nS7JXQVwlOLpsZEFUxQulqBh8Fvr12NLiS0lBkVh/YLmZjZWn4sOekrzje4h3vaDvfzS9/fw4ImB2ba2C9GXHq1YcJXzCmTcUrFfbKM6XLa/RjOa67/0CS7Ay1uXsaG6iqBRnHPQkERMgz+8af2S5sdur68maJx735hCc1tjnl9ZM0179DRpd7zi8/Key+dO7KOgPPLKo6A8XK34Vu9xUm49DcF7qLI2UmVtpCF4D46SKD0/8q8pqBQ5b+K8YxRkqCRiASR+ly+f5x6+j+zi+BFZH59rhNaaQ+NJvApfvIYQnEpkWV8fveLn3Vq3jCdGzjCRz86mGFhScltjG7tGxxnOltp5WUKys6EZIQR3tbRwV0sLemb5fCGGc5UtwUwpmCrkiVgXt9y+ENvq6/nQrbeya3SUnOexKhbidKqfTxx7hLBps72unX89MMWTw1OzuZ0nExke7pvgH1+0ccE5mNIErzw6rbXGlOW5mpVE79n9rzSmlLx/2yYOTU1zeGqa2oDN7U31BI2lbVf84pZ6vtjdz3A2h6cV79qUpCXsETDA1cP0psZoCK6mPthV8rwjU2MlP9fYivaYh6tg30Qf9yxfS9hsn/19QU3PtqQtRVNQSYK6FkcVkEKWpW0IITEI4lGet23JS+/C5uPjc/3iC1kfn2vAkalp/vbAUSYDOdZ3CtIZ6BvSnO2F4CjNurrKFkaXiyUNXtDcyXf7TpB2c8SsAC9ZvoqtdcvYWN3Mhw8+i6eLxV4BadAcjvDiltImAotF/lZEYozlsmXyzlOaugVyai+VuG3zkuXLSRQyfKn7JziqeGuQ9Qp8f+AQCdck5537qMt5iv0T0+weSbCzqXJe5/rqNp4aOzprFQXFEqSmUC0BY754ElTb9UwVxuYfhtrAlXU1mHvOjTVxNtbEl+T4lQgYBh+9fQv/3t3PWL6X5WFVUqSl8RjNHaPabsOU57x6HaVmhf4LmvPcXFf05S3aJR+joGqwZePs/raMITAqiFlBzlUcTzxMQeUBTbVdz+r4VqzZ81VjyRxCG3g6i0YhMbFkHCl8P1mf5xbXg4+sEOKTwKuAEa31pplttcCXgXbgFPBzWi/YyWXJ8VMLfHyuMmO5PO99Zj+D2dxsK9pIGDpWFMVh0JC8qK2GjuqlWQr9fn8vnztxmP5MnqmCYCDj8B893aQdh5ZIlPdvv43721fz8tZ2fnnNRn5n0zbsi4z2vay1HWteUZctJXcuayVoLM39867R7lkRexaFYkN9AXOen2jWVTw7unC717XxFXREl2EIiSUMTGFQY0d5YfOWivt3VW3GEjZypkWrxMCWAVZVbai4/1Amw98fPMhvPv44f7B7N48NDy9J9PZKE7VM3rZ2JW9cFcQ2yscrkGTc0uX/rngtWkNrxGNrrYslwZxxKjCkJuXsRs9JJaiyW2daz85F4nomJ5KHyavsTPeuokvEwcknZ6+doAYhwlgyTNCoJWQ0EDBqMcSqJU278PFZKtQSPy6ATwMvm7ftD4AfaK1XAz+Y+fma4UdkfXyuMt/tH8KbJ1qEEFgmLKs2eH1XC++4ZeWSnDvnuXzzTA95T2EIkAI8rUm7Do8M9fGKFR0EDZPbmlou6zzN4Qj/a9M2vnbqBKdT00Qti7tb2nh+09It785aOs1Da4gFNJO5c0ImYEhqAgunNwghuKN5Ezc5nUzkp4mYQWoDVecpNApzS8NdjGb7SbtJolachlALRgXLqNFcjvc+8ww5ryi6px2HTx07xkg2y8+0t1/krK8NhlioO5ou6eYFUG0HuXNZO5Y8jFkxdCJw1Bi2USzQk8JiReQFjGb3kfHGEAgsWctofoJijOrca6DRZN00KTdBzKpGCAm6HUijSSMwgThC+F91Pj6Xgtb6USFE+7zNrwHunPn/Z4D/AX7/qg1qHv5ft4/PVWYgna3YKSpsSd5zVxcvblma5WhXKT588CBjeTgrBmwJEUPjojk0Oc4rVpQ7EFwqKyIxfnvjzVfseIsRt0MknPLcXCkg45QKUEPAS9sW7/gVtUJErQtzAjClybLI4jcg/9XbS94rjRznleKbZ87w8tZWQub1/7FcE1hJwhkoW/6XwiRsltuT3dXSwXB2GClGFjhiaWzIkmFaIs+bjbSeSj2OO0/EnkUAeS9LzCqmiRRvNqIIrnx+uY/P1UTD1bDfqhdCPDXn549prT+2yHOatNaDAFrrQSFE4yL7Lyl+aoGPz1VmU01VSfX3WZSG1VVL12L0S93dHJk6u5wuAEFBQW5Gi1QHytuNXgh5T5H3LnCRagm5pb4Dc54bgyEky8J1xO0AIVMSNiV1QYu/f+Emqs8TkV1KjiYSFZf0DCEYzGav+nguhZBZTVNoPQKJxERiYIoAbdFbF4xa19gdQKUUFY0lK99UCCEQQuCoLKYo7jsfhSZqXr1cYR+fG4wxrfUtcx6Lidjrjuv/1t/H5wbjrpYmvnKqD1cVZn05bSm5pb6GFdGlyYvVWvPw4CBOWR6mIKegSgruWrbioo45lMnxV3tPsGd8GoCb6qr4g5u6Lrhd6ZVmeaSWe1o28cjQEQqqmHO5uqqJu5Zt4Oc6JCcSGZTWrK6OXPEuYxdDUyhEf6Y8cuwqRe0iNxNaKxyVRgobU17ajceVojbQTtxeTsadxBAmIaPmvHmolmzElssoqEHA4+zNVMS4CVGh0cFcQmYNeW+QvHfWIeLceeoCzQRN31rL58bkWhd7LcCwEGLZTDR2GbDQUstVwReyPjc0o6k8T/ZMEA2Y3NFZh1UhEnq1CRoGH7r1Zr7YfZqfjIwTkJKXty7j1W1Llz+qoGJbUwCN4PXtq+msOn9nprnkPcXbH9vHZMGZ/aDdM57g7Y/t40t330LgGl3n1fFmuqqaSLt5AoaJJc99xK2uXhoXiIvlvhUrODA5WdJYwpKSLTU1sx69czk8leQLJ/qJ2+O8sm0KSwoEmpBRT1N4W8VuV1cLQ1jErAtbVRRCEDFvJqDbcbxhhDCwjVYMUVmEusqlJ3mI0Ww/plQIITCFxtNFMSsQ1Aea6IpvvZJT8vHxWZxvAL8I/J+Zf79+LQfjC1mfG5Z/fPgE//A/JzClQAiwDYN/++WdbGy59v3W47bFb6zr4jfWFT03zySzPHhskIhlcldbHRHrynqCGkKwIhLhTLq8u9HaqqqLLu760dA4GdcriRYoDRnX40dD49yzfPH806VCCEHUujZR4QthdTzO29et49PHj5PxPLTW7Kyv521r1pTt++jgGB945jht0Txv6ExizdwfaCDjjTGU2c3yyO1XdwKXgRACS9Riydrz7qe15sDEk6TcKWzJbMvZopgFKSSrq7ZSZS+7CqP28bk26OugaYEQ4osUC7vqhRB9wPsoCth/F0L8CtAL/Oy1G6EvZH1uUJ7oGecjj5wk7yrO2dp7/OJndvHk79+NIa8fK56/faqbzx0aQFAsTHr/44J/eslGbmm+8AjphfBLXV381f59uEqjKCbIW1Lylq6uxZ5aRn86N9tgYC45T9GfLjejXwqyroejFDHLfM5ZK+1oaGB7fT2JQoGQaVZsZqC05oP7u8krxb0rcrMids4e5LxJHJXBkkuztK60wlU5TBlAVnBgWCqSzhRpL8nCf6YCwbVNrfDx+WlAa/3GBX5191UdyHnwhazPDcnnn+wl55R3B8o5Hk+dnuTWjvNHhK4WTwxM8oXDA2XFUu/4wUEefcNt2POW6JMFl7/48Um+cWwEV2nubKvlfS/sYnls4QhkznP57zNH2T8xTGtYYcsAWc+mI1bNq9raaA5dWFX+XLqqIgQNSXbeuEOGQWfV4qIq47o8NjRB0nHZXl9Ne+zChVjKcfnggeM8MVL0324KBXj3pi621C5NwY/Wumisf4WFnBSCmvPkxI7mCmRm3sN1AVVR1AkknsovKGQ9lSfj9qNwCRqNBIwLuznSWjOSPclQ9njxZzQNwXZawkvbBvcsGTcFuhiJrXg6DXmVIcb18Xfs47NUXOuI7HMBX8j63JCk8u4CTUMFmcL8Pu5XD601g4kclilpiAb46vFhsm55ZFNr2DU0xfOX15Y8901f28ux8TSFmU+3H5wa59nhaR7+hZ1E7fI/Z601nzr2NMPZ1Kx3bUHliZiKN3euImReWn7l85pqaAoF6E/nZgvITCFoCNmsrw7zhZN7OZ4YRwrBltpm7m1dPdsIYf/ENL/35CG0LuY7Ck5zb2sD79nSeUEi6Y+fPsSxRGq2UK4/k+OPnz7EP9++leWRixflC+Fpj57kQUay/WgUYSNKZ9VmquyrI54mcmkKqlgUdXjKoiXilUVlNQrbqOx0kXWHGcs9PVMcpZjmBGFzGbWBrYte5/H8GYayx1Fz7LVGc6eRwmBZeO1lzmxxwmYERDGFQutyMavRRHynAh8fH3z7LZ8blFdtWUa4Qp6pqxQ72q9NFGfPmSnu+tAj3PWhR7jjrx/mtf/0Y6ZS+QX3d7xSKb57MEH3VGZWxEKxiCvteHz92DAwI5QzabqTCRzlcSadYCyXKWnAoAFXeTw7PnjJczGE4CPP38Ir25qIWSYxy+CVbU383W0b+PjR3RyZGsXVioLyeHZ8gE8dexqtNa7S/NGuw2Rcj6xXbIObV4qH+kd5bHhi0fP2JNOcnE7PitjZa6UUX++99PnMJ+d6PHTmMfpSZ9AzZlkZL8XByV1k3dQVO89CeFrx2ROHqLIVAs13zgTJuYK59zwCg5rAGmQFs3+l3RkR63HWo1XjkXEHyXmLFxgPzxOxZ58/ku1Ga03Kcci5578hdNUUKWc3U/kfMJX/CQWvvIVv3svTnTzJgYm9DGW6cVUPrjpK2MxQZcZmo1FzX26BpMquJ2QunVWdj8/1QNFHdmkfNwJ+RNbnhiJTcPGU5tVbWvjS7jMcHJwmU/CQAmxT8v5XbSQauPpv+7FUnjd/8knShXPiYF9/gvhkhmBrkNy8TxRXaXYuK10GPj6RoZLxQNZVHBxNM57L8i9H9jGRzyGFQGvY0VBfsfWpoxVDmSSuUnx/4ARPjQ3geB5t0TivbFtHc2hxM/mYZfLuLZ28e0vn7LZdI2fIq9JouKc1Y7kMp1NTJAqyggVYMbf2W73DvKC53Ex/LkPZfDG/ed518DT0pq6MB6vWmt9/fA+v60ox/15I4dGf6aGravMVOddCnJxO4GlFW9TjVFKQdATvf6aKV6zIsa3epSkUoybQRdSqXOyU98ap1DxA45FyzhAyz990w1GVb7AUHn++ZxdDmWIe9Lp4Nb+8Zj1V89wWXDVByt1NsuAxkNF4Ogc8SV2gnq74LRjCIOlMs3v0CZRW1AZsamyF1mImWpxjfU0Vvakog5l+pNCYQmAJm8bQSprDneWD8/Hx+anEF7I+NwQj0zl+9z/28Xj3OADrmmP8n9dtpmcszUOHhqkOW7xxRxsbll0bx4IHn+nDnZfspDQUHMWmsCRlOmQcmEwLpDT48ztWlzkXdNaEiyJuXupvyJSsqwvzkUN7GM/nSkTkEyMjRK1SQaN1sVFAUyjKV3r2cywxjquLyvBUaop/PbKb3954G9X2xVf+D2ZTOBXUttaakVwaQ0QryKsi869PJTpjkYrHt6VgU82VidA9OzbNdCGFoygTsgAZN3lFznM+3Jk5GhI64y4FDxwl2DthoWnm19dvuYyjL56+ETKryLhTZdtTjqA/nZk9xuGpSf5m/x7ev21HSbpC1itG3c+kdcn7cTw/hk7sYV31dg5M7sPVxaju2ng1hpy/QKhYGa1mVdVNaK2fcwV9Pj5XArX0nb2e8/hC1uc5j6c0P/uvT9A3leFs7dHBgWne9IknefQ9d3LflouzlloKeicy5OflwkoJW7cbxGM56mVR2CpPM/StXu55w/PKjnFrS5y2qiAnJjOzLW6lgKBpsG15mP0nnLK8YE9r0CaGVLhK0z0uOTxsUPDgh8f66WzIs6KmdFyeUvxkuJeXryi3g1qM5lAUS8oysSmEoCEYpiVcVTF3OWhI7m1d3I+0MRTgRc31/GhofNYXV1IsMruv7cpYMR2eSDGQlhVcAoqvUcy8sm4SleisiqPmRK5tA2xDY0vJ9vrFWxgHjHoqdcESGESt1kWfvzy8gRPTT5a0oFVa8PhwgLlCWAGT+TwnphOsjp+7Lp5OMpbTZSPQwER+hIybIuUUbwgC0sBcwJ5AU0zj8EWsj4/PQvg5sj7PeX58coyxVJ65BfQaKHiK/3i2/5qNay4722sJ26XhvVUdJvG4xLQlhimxLIllC6p3xvnS/2PvvMPkqK68/d4KnXty1CSlUc4JhACLYDAYnO0PY5ywMazt9e4aJ/Cu067XXttrr71OOIEDOOIFY8AYbJJIEkgohwnS5Jw6h6q63x89mpme7gkajSQk6n0ePXqmuutW6O6qX517zu/88aWMMYQQ/PpNq3n9wmJ0RaAIuLAyn/vethYUK2t1twRKPX7WFs6haUBlX4dKwkx1VOqPGexsVWgZSL8MmEjaI4EZHefqwnJ0RU2L+alCkO90MdeXj1NV+Le1i3CqCvqweHGrCmsLc7m0omha2/jEylreV1tNmdtJjq5xSXkx379gDbmO2WkMUO51EjM1dvbojMkEGc7XVJjjnTcr25kMp6px3fzF6IqCMnw2HYrKfH8ua4um9uhVhEqRaz0CFYFCyq5KwaNV4FKnfmDw6QXU5m7GrxejCSdeLZ+6oTIagtliH5LeeLrlmsCRdu7S900haY6mLhjSQkwYJbZjLTavbix5av+dC9hXCZuznub+CGaWX2QsadHQc+oLc6bDVSvK+M7j9bQOREgM58PWVKtoWvoNXFEUfGUe7vvVXt573XkZ4+S6dL712qV88/IlAOze18Y//9PdHGrq5tIvnocyLoyoKwor84u4uLySbzw7iCmTaa+bUnCgS02LyqoIyj0zm6Z3qRo3L9nIn5oO0RjsRxGC5XklXFO9ZCSqtqWsgLsvWcdfW7sZShicX5LPuqLcaUfdVCF427wK3jbv1HRCu6i8AI+m8rsjbnoiChdXJHBqkqaAzrVzN+FUZ88ZYTI2FJdR7cvh+e4OIkaSlQVFLM0rnFZ7XUtKNFHMHO9lRIwOLJnErZagKznTPs9eLY+FOaPfwfZwGw4lnNaRDFJR2Rpv+vfFqSzAre0nnsj8XUpp4dVzKHAW0RfvxZSSnliUIqdrXHqBgiLOXGMNGxubswNbyNqc9Syfk4uSZWrS41BZW51/BvYonf5YktufPEyXTyCTGnrEpNjrwO9UscZXLQFIcDgnjy4KIdhzoI23vO8nRGMpcXrgwaMsuWoumjMV+dWFQr7DxXkl5RiWZCCWzDpWdNxiVVG4oKT6xA90mAKnh/ctWoclJYLs08Ilbic31FbNeBunEl1V+Ollq/jc84d5ojXEk21u5ud4+OJ5iyhynVibW9MyCRlRXKoTp3riEeMSt4c31Ey/sClqmHz9xUYeaOwiYUoW53v5t/NrqfAPUR/YQVLG0ISTUvciCp3VJzRlf35pKQ+3NmEmkyMuGLqisCwvnzne9PPiVKup8IQIJI6lfcMVVOZ45qIpOivyV7Gj93niZoy6QBAtTyXf4Rj265UIihCc+d+vjc2ZQpJREmGTBVvI2pz1rKnMZVVFLrtaBkfyUHVFUOBxcO3KM9vCUkrJ+x/aQ/1gBEOAUuCEAohqCpvLS3mqvRl1TBRVWpJof4wbrlk35dhf+85jxOKjKvTgn48ycCzAkitqWLehmrVFJVxYVoFzuGtUscdBdySRMU6RR8OhWCQtkypvLtdULyHPefJRx+lEDk8X8aTJX3a0sLO+j5oSH2++cC75vombEczxuvjJZasJJgxMKckb92BxNBikORymzO1mUU72KOf+/kb2DDQCYCGp8ZayuXQFqjh1GV23PnmQ7V2DI1H/QwNhfrBnBzeviXHc6sGQcdojBwBJkWvutMd2qRqfXbOB+5qOsru/F11RuKiknLVFpQQSSXLGpHYIIchzLmdl/hzqg/uIGmEcqpMKzwJK3akHGKfqZEvJxfQn+ogZUdxqDrriBpKAC3EaO4nZ2NicvdhC1uasRwjBXe/dyP8+Xs/vd7aSNC2uXFbGJ69YhCtb2flpZE9PkOZANKMi37AkLX0Cn+YkmIyj6QpGwkQakrwGi2tuXTH12AfaGe9k1bmvj0BDgK//6TIq56QXJX18wzy+8ExdWmtZl6rw+c1L2FpVeM5Whg+FE7zli4/SPRgjEjdwOVS+fd9+fnP7JSydImI/lDD489EuBuJJNpfnc15JLt/cv4/GYKpQSQAlbje3r16NTx8VckeDHeweaMSUo/GU5nAXao/C5pKpP9uZ0ByIsqNraETEHueNtaMi9jgSk67okQmFrGlZPN/dzvbeThQh2Fwyhw1FZeQ4HLyndjGwmJ09g3x5Vx0De9qQwJrCXD63fhH5zpQV11BikJ19L2JJCxCEjTglrvQIvRCCQmcR6d1m0628bGxetZxDeaynElvI2pwTuHSVT16xmE9eceq7Dp0IrcFYVnGYsCQP1vfRHbLwe1XyPZJEUqNU9fH9Wy+flqCsqSqgpy8zB9iSUJCf2bL02gWlOBSFb+88RnsoRnWOm49vmMfWqpR369kmYocSMZpCA7hVnfk5BRNGOr/9f/to64uQHI7WxxImYHLrHS/w0JdfN+H4T7b18dnnD2NaEkNKHm7uZn6BglASaV64bZEIPztyhI8tXz6ybN84EQupJgdHgx1sLFqKpsz+A1ZzMIquCOLj5iIL3VnSVwBDJpDSQow7b5aU/PDQbppCQyP5sG3hIAcH+njvohXDf0f51AsH0h6KdvUO8s/P7uOurWuRWLzUu33EXus4hwMHvhqenwAAIABJREFUyHPm4dfPjA2ejY3NuYctZG3OOqSUxBImTl3Nmhv7SmJpoS+rP6quCFoDcQxLEhkSdA2ljqNTj/Js6yBbqqbODbz1w5dy48fuHsmRBXC7dG54+0Y87uxRrSvnFXPlvLO7gEZKyaNt9Tzf04IqUvXumqLw3tr1lGZp5PDQ9pYRETuWxs4g/cE4Bf7MFIOEafH5F44QHyPUooZFXCZRx32cppS81NeHKSXq8MNA1Ji4Y1vCMk6JkF2Q5xmxZRtLT0Rhji/z+DXhzBCxAEeG+mkKBdKKuhKWxb7BXlrCQaq8fv54tCNzlkFCezjGocEQRa4ImeZbYEmL1nALS/OWD/8dI242Y8kwqsjHqVYgxOy4T9jYnO1IbB/Z6WDbb9mcVdz/VCNbbv4ja97zWza8/3fccd++rJ2rThWmJdnXFeRwT2ha252f5+E1Vfm41NGfmipAQ6BmuT5FkhaPN/VNa1+2bqnlm//+ZkqK/ei6itut8/7rz+dzn5g4ynguUBfoY3tvC+ZwC9y4ZRI2ktxdvyvrZ6JrE1/mJvIv3defvenBRLcUKS36Y/0cHjxMfaCeAmd21wdd0XCrDiyZIJI8wlB8G8HEiyStqdvzTkW518WlVYVp3zUB3F/nYfylXqBQ7l6SdZy6oQESVmaJiSUlDYEBAFpC0Yw2wZCK6ndH4yStOFJOEAm2ksP/DxFIPkXcOkpSdhKzjhBIPo0lY1nXs7GxscmGHZG1OWt4dHsLn73jheGpYQhEknz3D3uREm5586nJOxzLM039/OOf9hEzLKSEQo/Oj9+yiqUlk1tVffPSpfxsTyu/PthBzDDZWl3I0nwfX3/+KHEzXTDoiiB3EseCYMIgkDAo9TjRFMGbrl7NG69aRSAYw+txoGnnfoHMjp6WrN29oqZBeyRAhTc3bfnbLprHHQ8eIp4cPdeqIli7oJAcb/bItVNRsjZuCCUgJ6PhmeTyOZKX+1/ClCYCgWkJVKFgSWtkHFUobChcjCTJUPwJLBKABRISiS682ipc2sk5OfzHlkX8eG8Lvz3cQcQw2Viayyc3zKfAHaAjcpC4FcGhuCh1L6bAmb0xgl93oAllpNvbcTSh4NNS52tdUR4v9Q6lRawh1ZGsNteDpuxGksqNHYsqVErcZQBEjD2k12SbSEyi5hG82sl0LrOxOXewc2SnxhayNmcN3/zNyyMi9jjRuMkd9+3npjcsQ1VP3QRDVyjOB+/dTSQ5euOODJlc9+udvPCRC3FNIiB1ReHmNdXcvGbU0iqcMPn680cz3qsqgjcvzuzcFDVMPv9sHX9r7kURAqeq8JlN87lmfilCCHJzTo+36ZmmL5qgI5w9Yicgq8C95ZqlbD/cw+7GPixLoqkKuR4H/31zZve04ywt8OHRVCJG+vctGNEo9TIcDbZwKApzPBal7jjmsPCTSBRFkqeDTy+lNx7Ar7tZmT+fMk8h4eRBLOKkd94yiRh7capzTqpaX1cUPry6hg+vrhn3iodcR9m0xlhfXMZDrUczGoMJASsLUmkp19SU8tuGNgas5Ehk1qUqXDKniELXAKFkjHK3RWdUGS4zEyhIcnQvJa5SLJnEIpx1+4bVPf0DtrE5h5GAaQvZKbGFrM1ZQ3tP9htfNG4SiRn4J4iuzQZ/3NeRtelC0pI8VtfLNUunbhs6Fq9D5c5rVnLTQ/tS4wqwLMk3LltCZWbIj9u3Hebptn4SlgQkMdPii8/VU+pxsrHs1LdMfSXww53NfGv7MZZUWKwoh/EZAxKo8GYWETl1lV99eisvN/Sx79gAFUVeLl5ZhjbJg48iBP9z0TI+/MQ+DCmxhv9dVVPGR1dWs627m4ZAgEqvlwpPP92xSMYYuiqozS3lYs+atOVJq5Ns7WNTN60gmjizn6dfd3DT4lX8vG4fSSsVUfZoGh9YtHLEys2na/z0NWu463AzT3X249FU3jqvnDfPKydq7ANMyj3g1016YwqmlOQ7ocJTnioqlJM9dNoZbzY2NtPHFrI2Zw3zK3LZ25CZP5rj1fG6T22BSHcoQTzLo7FpSXqzeLNOh41zctnx/s3s6BgiaUk2lefizmIX1h9L8FTrcRE7Ssy0+PHelleFkN3ePsh3djSRtCQdUYWauMDvlGhKaupNSih1laFPUEQlhGDtwiLWLpxeG1yAxfk+Hn7DJp7p6GcoYbC+OJcqfyryfUVFBVSkOovtG5i4nW+21qtiQnspE+SZvSRLKbEwWJiTx5fWX0hrOIgiBBUeX4arRYHLwcdXL+Tjq9PHUISXlBi18Ong049HyTU0JeWmIYSKJooxZA/pol7Bocy8GYeNzbmGnVowNbaQtTlr+NQNa7npK4+npRe4nSq3vnPNKXcv2DI3n9/saSeSzCyCOa9q5kJSVxUuqJzcoaAnmkRXlawFOO3hiavjz3bqhkI80tJN3JLsbgoRMyw0B5iW4Pk2B2U+i2KPScIUtARUAoWz3wPHoSpcUjm5+K3wVNAeaceSmdsvcmWu69YWEEwOktmzRzKUfAKnVY1XW5HVUeBUIaVkIH6EwUQjEhNV6BQ4l1HtO/GcXadaSdQ4NJwjO4pAQ1dGZy482kpCye1YHI9mSzRRhEudfzKHYmNj8yrDFrI2Zw2bV5Txo89s5b9+uZOGtgBlhR7+6R2ruPbCead825fML2JpiY8DXUGiw1ZOHl3h8oXFUxZ7nSzVfhdWlgpxVcC6knPTj/M39W389EgzSTPVxLevx0QCx+uPJIKOkEpHKBWBFUCh68wY6ec785nrm8uxYCrnWQiBRLKmYC2aknmJdahluK1aouYRUns+VtBaxM1mkCY+x9rTsv8A/fHDDA2LWABTJuiN7UUVOl49lVsbM4MMxNuwpEmuowyvVpDVe1gRDnIcWwgld2LKVDqQJnLx6evTxLkiHPj1LZhyEEtGURU/qji1vyUbm7MJaTdEmBa2kLU544RjSRKGldYy9LkjPXzpj3up6wiQ53XwoctquenShVywspz7v/b6076PqiL49XXruGd3G3/c14FDVbh+TQVvXj69ApoTpSMSoj8eo8LrJ8/h5MOra/jey8dQNQtNhVgCdKHxoZXn3jRsTzTOTw43paVSuNyCaExiGKmL+/guZE5V4W0Lz1w74kW5i6j0VtAT60UVKqXuUnRl4nQXj74IlzaPQOJZTDk07lWLuNWGR65AOQ2eqlJaaSJ2ZDkm/fHDePUyemPHaI8cGImy9sebyXWUUeVdk1XMakouec5Lhq20FBSR/SFDCIEm8oGpfZNtbGxssmELWZszRn8wzqd+/ALb9nUBUF3q42sf3ASq4AN3PE9seBq/P5Tg2w8fIhBJ8olrlxFLmrQNRinNceFznr6vsFNTeP/6Kt6//uQskiYjYiT50aHdtEVCqEJgWJINRaW8fv5cXhhsJpA0kRIUBc4vyqfCl2nmf7bzQs8gihCMzZ30eAWhEEhDMDRokZuroKgSp6qgCMEn1s5necGZjeZ5NC81Pu+0368IHSknyq8WWDI2K0JWSklDcIA9/V2oQrCusJwq36hFmSWTZCs+AzCsCIYVTxOxABYmQ4lO8p19+PWJUy8UkVm4aGNjM33shghTYwtZmzOClJJ3/9fj1LcHMIaLqBraA7z7v55g+fKSERF7nGjC5M4nGlBdGj965iiKAMOSvG1dBV+4Zjn6KbTeOp38uuEgLeEgppQc79f1Ul8Xz/cMEjaSCJGyQQLY1d/LM93dXFh6Yo4Jr3ScipJRIiWEoKxUZaUvDzMuyHOqXFhTQJnfyfIC36T2ZyfKYDzJkcEwxW4H83IyW/3OlIgRoDvagimT5DtKyXeWoSn5JKxo1ver4uS3LaXkD8cOsG+gm4RlIYCX+jq4uLSGyytSuaiKcCBRiJvWiNWPLlKuEA4th2CyB4HIkLoWJkPxdvx6EZY0CSTaCSQ7UIWTAmcNbu3cL0K0sbE589hC1uaM8HJDH83doRERexzDtNjfMph1HVNK7niqgdiYKed7d7Xh1jX+9eqlJ7U/g4EYz+9sx+3S2Ly+AkcW94BTTcw0ODCYanWavtxiMJHIEBJxy+KvbW3nnJC9oDQ/a3zQoap8fMM85udMP+p5Ikgp+f7eJu450oZDUTCkZEGuh/+5aDl5kzSpmA7dkSaaQgewRqbmO/FFm1mYs5SE1UV6nqyKW609KT/Z4zSFhkZELKTirknL4snOJtYXlZPvdGPKJFFDYI15fEhIiWUJKpxLiZsTd9oSQsGSJsdCzxA3wyPpCYFkO6XuZRQ4x/vZ2tjYTBdJZkmoTSbnRhjL5qyjtTeSNbcuYVi4J2gpmjQtYuM6CcWSFndvb8Yws7fDnA6/+uM+Lnzzr7jtK0/wz59/jM1v+AW79nfNeLyZkjStrC1QJ+uEGzPPvcucV9f49w1LcKkKHlXBrSqowHJ3Dl975hhffbaR1sDstzF9tKWX39S1k7AkIcMkZlocHghz+3OHTmpcw0pybIyIBbCkSSg5QCAZItdxIbooRqChCC9ebSVurfZkDweAA4M9IyJ2PIeHUlZ2/fGmDIcBEJhSoCpu/I6SrA8WAoV8ZyWD8ZY0EQup/Nqu6H5MaczKcdjY2NhMhB2RtTkjLK/Jw8ziy+p2qFyzuoLfvNiSll7g1lViihydVx9D0rSIJk38M0gvOFDXy399/3niCZP4GFuvD37iIZ69/z04HacvMuvTdfSYYOefGunYM4DDo7Hw8jlUrS9EUwTJceWruhBsLJq+L+psEUrGeLG3mdbwAHkONxuKaijz5E694glwXkk+912xkee6BuiLJvnvbU38tb2fqGGhK4Jf7G3jzmtXct6c2Zu+vvtIW8aDkiElu3sD9MUSM3ZFCCb7UYQy0vnrOBYmfbF2Cl0byHFunvF+T4auKCgIrHFSVBGMeO6Gkn1ZhCwIVGJGgBxHKXN96zkWeonRzGVJqbsWj5ZHd+xQRqFYan2FqDGATy8+oX3uiYXpioQodHko99guBjavbmzXgqmZ9M4vhNgshPieEGKPEKJHCNEshHhICPERIcTs3rlsXlXML89h6+pyXGOEoqYI/G6df3njMn78ofNZVO5HAHleB3n5LuQEorLY75xx0dcfHjxEIos3rGlJtu1omdGYM2UoGOORL+2i8fFOwt0xBo6F2PmLeg7f38KNtbU4lFRkEsChKBQ4nVxddeoKz7IxEAtz15Fn2dXbTFc0wOGhLn7b+CL1gdlvK+rRNC6rKGZvW5iBaHLE9ixpSaKGxScfO4wcDldb0sLM4uN6IgzFs0cPVSEIJmYeWVSEipygmEodtucKxg36o8ms7zkZ1hSWDxfOpSOBZXmphyCnmj1VQyLRlVSxVo6jhOV5l1PpXUmFZxlLci+h1J2KGqsTFqRJFDH936VhWfyybjff3b+dPx47yB2HXuSOgy8SM+2oro2NzcRMeJURQjwMtAP3A18GugEXsAi4BLhfCPFNKeWfTseO2px7/M8/bOanfznM3X+vJ5YwuXTNHG5920r8HgdbFhfzl9suQ0rJ715q5Qt/PkC2iXeXJvjC65dlTVOYDqFwkmwzrxIIR2ZfWEzGr377EsFgHGtMpNpMWNT9vYNln87hP9av52/t7fTGYqzIz+eisjJc6umJGNcH+ni49RD98Sgg0QU4lFSA3JAWj7UdZIG/eMafw2Q8erQ3IxoN0B1J0B6K0J+sozvagUSSo+eyNH8lfv3E/XW3lOfzx4ZOjHG5HA5VodLnnvH++/UCFBSscVFLBRVVlvOu+3fzUmeqO9i8PDffuHQJy4t9M97eWIpdHt5QvYg/NR9BEak+YxaSdy1YiVtLCdBC1zz6463joqoCl+rDrY3GK1RFJ99ZmbGNAudcQsnujKisInTc6vQj5o93HKU+0I8hLYzhj6AtEuCBpkO8ff6KaY9jY3MuYUdkp2ayx+V3Syl7xy0LATuH//23EOL0z2vanDPomsIt1yzllmsmLtQSQvDAnnaiWaKmqoBbX7uEK0/Cy/W1F83lkScbiUQNpCKQJR6sXCeRpMn82sIZjzsTnn7hKPEsUUGnQ2PvwU62blnAuxcuPK37BNAaHuK3jbsxRqbGBUkpkRa4hnV03DQIJuPkOGbfbskzQeGdlBbN4V1EzOBIxDOQHOLFnue4oPQ1ONUT25cbl1Xxt9ZeggmDhCURpPxpb1+/EO0kOscpQmFx3iYODW5P7aeUSCTlngW8675jdITiI24BR/ojXH//bh5/1yYKZqnt8sbiCpbll1A31IcqBItyC3Gqo5d+TXiA+RhWI6qwEAJ8WhEV3iXEjGOAwKGWoYiU1VvcHGIgXkfCCuJUcsl31lLsqqUndgSBQioSq1PjO++EHmx29LSN+Y6lMKVk70A3b5EW6mnsdGZjY3P2MJmQvUEIsQ14WcrsGftZhK6NzazjnSBtwKWrrKs+uRzJS7fUsHpZKTsPdxNaWggOFVQFC3jHXTu4630b2TS34KS2MV0q5+ShKM1YVqaTQ9kU3cMG4gkebO6mKRRhRb6fKypLcM+SJdWTnY0ZAgMEhpTI4bRlicR5gtHh7kCMQNxgXqEXdRKh+O4Vc/j680dHUgsANAFXLvQQtfozpu2llLSGm1mQs+iE9qfQ5eA3V67jd3XtbO8eYo7XyfWLKliSf/LRUZ+ex7qiyxlK9GBKgxy9kOfbIgzEuhmfKm5YknsPd3LTmtlLG/FqOmsKMx/4YkaSu+q2E0zGSVoqPk3DkgpvnOsnlHx6+F2CsLEXr7YGiYuOyPaR6GvSChE2OpnjvYA8RzVRsx9F6HjU7F2/JiM5QVGaJSWWlKi2nabNqwyJsH1kp8FkQrYS+A6wRAixB3gWeAZ4TkrZfzp2zsYG4F2bqnmqrjcjKut1aqytnLmQ7egJ8y9ffYI99b3EK/3g1FJVMKQsTyJJk3/5/W62fWLrKZkyH8+N12/kgUf2E4uNPjdqqsKCmkKW1JZMuF7dUIiPPbuPpGWRsCRPdvTxy7pWfnTxagqcJ9+2tTcWnvA1CWhCMM9fjFOdOoI4GI/QGQrzxfvr2dk0hKoInJrg395SjuHsJWYmyXf62Fi8hDJ36gHiPSsr2N0d5C8NvWiKQEpJhd/FRzeW0hYZyNiGhUUoGZzRseY5dT60ooYPzWjtyVGEQr5z1CqtNdiPmWXeMGZaNA3NvitDNrZ1HWUoER22fBOEDACLh1pauG6+hUBFV9wIoWLIBqKGlbUDWG9sH5XeC/ErM58dWZhTwMHBnoxs4jke/0hhmo2Njc14JhSyUspPAAghHMAG4ALgRuDHQohBKeWy07OLNq92Lq4t5gNb5vLjbUfRFIEQKU/Rn79vI8oMp3xN0+L6Tz5IR3cY05KYuc4RETuWvlCc1sEoVfmzZ4w/EcuXlPHt/3wjn/niQ8QTBqZpsWZlBT/4+lsnXe8/X64jbIyKi5hpkbQS/PhgE59ec/I2TmVuP4OJbMJKoAuo8OTzusrlk44RTsZ5oHkXffEQ0aTF+vWSkJDsa7BYvVrnyYFu8lxQ5ZX0x4M81vYSr6vcRJErF1UR/M9rl9K0Kcre7iBz/E7WluYQNkK0RjKjeAoKuY5Xvhn/imJ/NhMOPJrCurITz/GdCQcHOzN8iwFCSUHUUMhz+tIe4lyaArgJJNObOMTN7N7PJ8JVVbUcCw6QsCwMaaEKgSoU3liz5KTHtrE5W5m5seSrh+mUlLqBHCB3+F87sPdU7pSNzXg+8drF3LCphueP9pHr1rlwYdFJdfN6fncHA0Ox0YjYBFcLS6ZSGE4HjV1BPGX5PHjvLUSDUfw+55QpBcGkQVMwszOUKWFbZz+fnoX9ek3ZfBqCfWlTv7pQWJZfwiXlC8h1TF0I9afmXfTEAkhA1wAEr1mn4K1wEFVUGsMCNSLZN6BzSXkMn2axq6+O11ZsGBmjJtdNTe7otny6n3xHIQPxvjSPVlVRqfCeXjeHmbCqxM/6shxe7AiM2H7piqDI4+D1C07MsmqmTJR3KgGPltn+WBECt6YTSsbSLL1UcfKR/wKnm39esZkdPW20hAOUur2cV1JJ7inIu7axsTl3mMy14EfAciAIvEAqteCbUsrMuTybVz2WJfntAwe5+//2E40bXLV1Ph+6fg05/syb4Uwpy3XxpjUVszJWe084rRpU6YlgVfhgjDhWFcGKOTkU+2bvGLIRjhnc/MPn2NnYj64KEobF1esr+Np7Nky5rjZJysNste0t8/h5z8L1PNJ2hI5IEI+ms6Wkhk3FVdNKuRiIh+mPhzKmjDVVsKDAZM9A6jJkSoEpJS/2OrikPE5HJDDl2KsL19EYqKct0owlLQqcxSzKXYKunLywMiyLHb29HBkaotjl4qKyMvz67BRgHedHV6/gR7ta+N3BThKmxVULivjnjXPRVYOhxH5iZjsALnUOfn05yiwIxrGsLazg6XE50AIodkl0Vcv6+UpAVRQsyxx+v0quY/6s7I9Xd7B1zrxZGcvG5mxHStu1YDpMFpGtBpxAHdAGtAInP39kc07y6a88ziNPHiU6nN955+/28JcnG/nznW/HNUOP11PJqkVFIx6kkBKy0qcj81w4NAVdUyj0OfngZQu48S97aA3GWFPi5x/W1DAvd3bTDD7361282NBHwrCIDTt+PbyrndryI9xy5eJJ13VrKuuLcnmxdzCtaMipKFxTPXutayu9uXxg0cYZrRsxEikv03EXZCHAqY6/Sgv64wpJE4LTcD9ThMrC3MUszJ38PJ0oEcPgCzt30hePE7csHIrC/zU1cfvq1czzz55Jv1NV+McNNfzjhtFWrlJa9MYfx5QRjp+0qNlKwuqnyHkJYhar9zcV19AcGqA5NIAkFXF1qTpXV+ZiyR4EMkPMCgSmBQINsPDr1eQ5FszaPtnY2NicCJPlyL5OpK5gy0nlx94KrBBC9JMq+Pr8adpHm1c4R1sGefjxxrTOWImkRXdvhAceq+ftr3/l5bgtnlfAhesq2LazjVjcRADuliCFhuQjN22iushLvzT4t2fqRqZ9O8IxHm/u49fXrGVhfnYT+RMlYVg8uLONhDGu9W7C5BdPNEwpZAFuW1vLx57dR280jkVK+qwuyOGGhZmen2eCYpefpJWt6QT0xrKnbVjAwcGZe7eeLPc1NdEdi414yh5v8/qDQ4f42saZCfrpEre6sGSMdOUvsWSMuNWFSy2ftW2pisL/W7COjkiAjkiAHIeT+f5CFKGQMDtJWkfGraGgK8VU+87HkBE0xTtJQwQbG5uTRZ7jrgVCiHLg/wEXAXOAKLAPeBD4q5STNWlPMWmobHiAfUKIQWBo+N81wCbAFrI2AOw52I2axRsnGjN47qW2V6SQBfjOZy/l5/ft5zcPHSKesHjdRXP5yPVryPM7saTkNb95Pq1lqSUhalj8z0tH+e7ls2PQnjDMrJXrAKHYxB2NuqNxDg2GKHI5WJrn45db1/JyX4COSIzaXC+1ubNjqD8bRM1E1uUW0BoeL2Ql+Q6Lp9rdbCyZ2KnhVPNCT09GYwSAnmiUgXicfOepSzcxrGDWlq8SE8MKwLCQtWQUQw6i4EQV+SflrFHuyaHck15g5lDLUBUPCbMeixCgook5OJQahFBQmV6ag2FZ1AV6CCcTVHpzKfOcnkI2G5tzgXM5tUAI8WNgPinR+m3SG2+9Cfi8EOJTUsptk40zWY7sx0hFYrcASYatt4CfYRd72YyhpNCb9Saq6wqV5VNPw0op2bang4efbcLpUHnL1gWsXHDqmxHomsIH37aSD75tZcZrfdEk4SxNGCTwcvfMrJ2y4XPpzCvxUd+ZPqYiYMuSTCEnpeRbext5qKULTVGQUlLidvKtzStYW5TLWl55naNDyRi6opGw0oW5AFyqxDLheEDakoL2kAO/rvPu2pMr2DKliUCgzGAqXp1AFEpAU2Y+tR9Nmty5p43767rRFcF1y8q4btmctIYLqvAiUDPErEBFFT6klETNAySsVhjudqfgxKdvQhHZo9hSSoYSTQSSx7CkiU+fQ75z4ZTRVFXk4NbWIWUqxcC0TI4GW2gNd6ApKvP81ZS5SyYU0b2xML+oexHDsrBkqsnE/JxC3jpvVdbWuTY2Nq8qviul3J1l+cvA74QQLlJprpMyWUR2LvAH4F+klB0z2kWbVwVrV5TidGpEoknGBrE0VeH/XTtx1y5I3WBv/c4zPLqjlWjcQBGC3/+9gX9820pufvOZa0vpd0zsVFA0ruPS7q4Ad+1pozMc55KaQt65vBy/Y/p5wf95wzre+51tJAwL05I4NAWXrvKZt2Qe/19au3m4pYu4YREXFkIIWkJRPv/iIb534arpH+BppNDpx8xoqJDqzLY8L0Ff3IFX92FabuKGZH1xHtfWlOHXZ5ZbHU4GODK0h5ARQAAFzlJqc1eeUAHY1rIy/q+5Oc2pQQBzfb4ZF3wZluS6+3dT1x8hPhzp/+pzR9nWMsgPrxq1L3OpZQSTehYhq+NSy0ha7SSsNsZabVhECBs78etbsm67K7qLsNE5MuZgopFwsoMq38UoYurzLITAkhZPd75AIBnClCaKAFUESJgFVPkWoYjMdJs/NO4mYqQnOzcG+tjV28r64le+s4SNzZlEcs7bb7UJIRZLKQ+PXSiEWAL0SCn7gPH5TRlMdgX7nJQyNNnKQgjfVO+xObc51jbEOz/5EFFkKoxoShRFUFzg5hv/eikVZZNHZJ/f3zUiYiHVxSeWMPnO7/fwxovnU1Z46v1bs+HSVK5dUMIDDd0jogPArSnctHr0AfHeQ53821N1xI2UGdHuriB372/ngbevJ2eaRW4bFhTy589exp1/r6e+I8DaeYW895L5lORmRte+9Vwj9c1RLBMUFfJKNPz5GoeHQvTGEhS5Zl7VLqVk30CQ+kCYCo+L9cV5E0YmTwSXprOmoJrd/c0j1fFSpi7SMVPBrZkoBPnc+rUnbXyfMOPs7n8Oc7gZoQT6413s7Y+wtvB1U/v1AAAgAElEQVTCaU+/X11VxYGhIeqGhrBIRWg9qspHlqXbZxtWkJBRR9IaQldy8Gq16Er2qfO/HeujcTCa9n2KGhbbWgfY1xNkRXHqtyKESqHrIoYSu0lYPQA4lGJyHasRQiVuNUGW1ANThrBkNCMqmzBDhI0OZNot0cKQMULJdnIcUwY8AGgPd46IWL+usLHYjQAEQWLmLlRRjENZNHKO++ORrP7DSWmxs6/NFrI2NjbfAX4MHB63fB7wr8AN0xlksjvt/UKIl4H7gZeklGEAIcR84BLgHcM78IdsKwshfkYqn7ZbSrlieNnXgWuBBNAAvF9KOSiEmAscHHMwz0spb5nOAdicOQzT4l2feojegWEfU5cGlkRzKLznulWcv25qq6yHX2gi6RQIUyCNMS4CiuCpl9t5x2ULJ11/d9MA//7HPextHiTH7eDGrQu4+fLaGTdKGMtnz19I3LR45GgPuqpgSck/rK7h9fNTU/5xw+ILT9cTG1OoFTMtusNx7trTysc2zp32tuaV+PjSdWsmfc89L7dR1xTheJDQMmGgMyXYioscRI1McTNdYobJrc/vpz6QsiVThSDfpfPdC1ZSeBLi+DhbSmsR0sFzPUdQFEiYEDYULEY/p6hhoE8SCZ8OndGUDddYJJKoGSaYHCDHMb12w5qi8JlVq2gIBGgMBil0OlldWJgm7BPWAP3xZzkuKk0zSMzspMBxPg41MzVmR8cgkSzpKpaEnZ2BESELoAo3Bc7zkcPHMtapYIKO4YBIvTbmq29Jg5jRR9rC4+NgEjF6pi1kO6M9mDK1/+sKXehpvzGJKXsxZT6aKBnetkw1fMiS45etCYONjU0m53KOLLBaSvn4+IVSyoeH9eK0mMy14DIhxNXAzcAWIUQ+YJASmw8C75VSdk4y9l3Ad4FfjFn2KHCblNIQQvwXcBuMeLY3SCknv5PbvKL46H/8je7+cWb8iiBhSP7w1zo+9I7VE64rpeRnh1t4utig6PVzEALC9UECO/pJBXcFrilETV1HgOv/dxvRYbeEvlCc/33kEHua+/n0G1cwt/jkCp4cqsJXL17CbectoCeaoNLnwqWN7tPBvlDWzkxxU/LXo30nJGSnw7e2NTK+Hb2UMNRjUF3mpsKbbhw/lEjZXk1nKvwnh5rojA4xx5s6l6GkIGwk+I9dB/nm+atOukXvUNzgnx5uZ3mVxpw8mdFEzamq+PTJBXMwGWVHzxHawr3oisayvCpWFMxNy4GNGKFxkcdRomaEHKYnZI+zICeHBTnZI6zBxF4yI6MmgeReitStGe8v8zpxqoK4mX5n0hRBiWf02E0pGUok8WkajmEv4GPBCL+sb+FIIMQ752ucXyJQRPo4AgVFpL7zhhVmKLGL5LDtt0uFmCmRaYJWoCnTm/GQUtISjmBJyHUoaTm9o1gYVieakhKyhU4PblUnacXTj1corMyfeStbGxubc4bJgqnTzuGayrXgIeCh6Q42bt2nhiOtY5f9dcyfzwNvm8nYNmeepvYAT7/UNuHrhjn5Y+R9TZ38trENU4Cip27WngV+ZFIS3DWAlHDphsnto77/6BESyXG2VUmLR/Z08sSBblZV53PHTeeR5z3xiGL7YJTWwSgLir0Uep3kOjN/UzlODWOCx+UC9+xaEkkp6Q5nr/43Dbhtde1I8UxTKMw39h6mNRwBYGGOj1tXLKbMM3Eh0Mv9LZR5LY6bT/h0SdKCvsQgX9u7h1tXrJywyGkwnqRhKMIcr5Nyb/YuTL/e30E4YbK7RaE0xwQBx4fThMLVVYsmLf6JGgnub3qOuJnKt0xYBjv7GuiPh9g6ZzQ32K/n0RfrwhovMKXEq81utXxSDmVdbsjASHHUWN60qJRv72hibIgyVfCmcMncVAT30bYufnbk6IhbxmsrStlaVswnd+wnbqbSV354UDLPLyh1CxRhDY8i8GipBw4pDfriTyMZ/b4oAtwaRAyJlAJzOLUjYcVJWBEcUwjaXX097OyNsbogayfnMYw5NiF489yV3NOwCyklhrRwKCqFTg+bSqYXBbaxebVjndv2Ww1CiCullI+MXSiEuAI4Ot1BzqRT/Y3Ab8f8PU8IsQsIAP8qpXz6zOyWzXQ42NiPrikZQhJSN7o3XDK5Qfo99W1p1laQErS+JTmYB4J8/5OvwTeFGNzfMjThFGXcsHi5qZ9/uutFfv6RC6Y4mlFiSZN//O0unqrrxaEpJAyLd6yv5IvXLM9IV5if52FBnodDfaG0ZgRuTeHGVbPTgew4Qggqc1y0BjJzDitzXZxfmg9AOGnw6R27CY9JMzgyFORTO/bw04s2omcRo/WBQVyalSZQhABdAU1K6gMB/trWxtVV6TmNlpR8c1cj/9fYiUNVSJiSjaW5fGXzEtxaejT9xY4hYqZFLCp4ZJ/KigqLIr8kmhBcWj6XNYWTR+gODjZjjPOiNaXFsVAXwWQUv54S6aXuSlrC9SNdpyAVqcxxFODTZ1fICjQkmV0bBJkdsTpCMTrDcb535TJuf6KOwXiqMLIyx8X3r1yGU1XY0dPPDw42EB8Tdn+srYsnOvrSfithU3DrC17eUCO5YYEHRbhxqtWow9HYmNmeWSg2PMWvoBAb810dTLQRSHQy138BLnXi8/NERwtDSTg4pLEUY4LpTgVVpDttVPny+MiyC9jb30EgGafGl8+i3KIZOUnY2Nicc3wceEAI8STw0vCyDcDFpNJQp8UZEbJCiM+SSlO4e3hRB1AtpewTQqwH7hNCLJdSZvSoFEJ8CPgQQHW1/VR/pqgq802Yu5OX4+Smt2daWrX1R7hn21Hqu0L0lmXP81N0hSfveAv504iiLp7jp7E7OOF+JE3JCw299AbjFE2zVe7n/7yfp+p6U64Aw7mvf9jZytxCDx/YktmG80dXr+B9D+yhLRhDVQQJU/LhddVsrZl9+7Dbti7kEw8dIDomJ9elKXzu0kUjfz/V2ZMRJbaAmGmyvaefLaVFGePWDQ1MGGXTRKoZwJOdHRlC9g/1Hdx/tIuEJUkMC8cdXYN89aV6vnheeiOHhfkenm4ZIGlJAjHBsw0poevWFD62InOfxtMdHczqfKAIhYF4cETIaorO2sILORo8RH+8GwWFUk8VNb7aKbcxEb3RBIGEQbXfnTal7tXmEzLqSK8rVvBoqRarzaE+Hms7xO/3J2gLKDhUBUsK3rW0nDctLMOhKlTljEbJ72lsThOxAHHLYiiZKZbjluDeo4L3167BqaY/NBhWhGzFYEIILJzA2Kl+iYVBZ2Qfc/0TP/BFjNTvtSem0RtTGUoavHWuNvzAI0hJZD+aktlNzqc72Vw6d8KxbWxssnOuuxZIKQ8JIVYC7waO2/S8AHxUShmdeM10TruQFUK8l1QR2GXHOzZIKeMMX12llC8JIRpIGeK+OH59KeWPgB8BbNiw4dxOg34Fs2xBIQuqcjl8dIDkGGHl0BV+/pWreOlYP05NZf38AjRV4eVj/dzwvWdIGhZJU1LqykPPy4y4lntcE4pY07Jo7g7jd+sU5br48BWL+fv+rpEc2WxoiiAQSVDkdzIUS/LN7cd4sL4HRQjeuqSUj22owa2nhEDStLjv5fYRAXucaNLip88cyypky31O/nLdBg72hemLJFhV4ifXpWNYkp+83MIv97YTTppcXJXPpzbPpzIn+9T7dLhmaSmaKvjakw20DMWoyXPx6dcs5LW1xSPv6YxGM8QQQNKy2Nvfy77+RoJGggX+fC6Zs4A8hwuv7kATImsDgOOLrCyv3XOkPSOqnrAkj7b0cvuGWpzqaNTt3Ssr+NX+dpJjRLauCGoLPGlFThOR6/TSHulHjqscsqSFT09PmXCqbpbkrZ1yzKkYiCW57blD7O0LoCoCXVH4zLoFvLY6db692iJMGSNqtiBQkFi41Qp82mLawgM80LyLR+oU2gIqphREDQlIfn2og7m5Ht66KL1DV080nmUvUokD2S50DlXJGmHXlBwsQxlOOxiDFCSs7NuImAOTnotVBUU83tGCKVN5trv7oTFosqlY48qKOehKPspJNmWwsbF59SGljJEyDpgxkwpZkSqV3XPcdeBkEUK8jlRx12uklJExy4uBfimlOeyKUAs0zsY2bU4NQgju/PLruO1bT/PkjlYAqsr9XH3lIt76vWdQFQESnLrCT27ezKfv2UUkPio4+w+HKN6Ql5quH773ORWFf1oxL+v2Ht3Zxu0/20E0YWCakvW1RXz7w5u585bNfO73uznSkb1JgUNTqC7ykjAt3nLvLloCsRExdefuNl5oG+Tet65FCEF82Mc1G4FJumwJIVhWlF5Y9sm/HeKRxt6R6OmD9T1sax3g0es3UuieuQvA6xaV8LpFE3e8WpSbg0vtyBCYQkBDsAOXmvoMdvV1cGCwh48uO591RSU80NwAWcRqUoKuKGzO0mUrmJj4nMQMM03IVua4+OUbVvGpvx+meSiVHrG1poCvXbqYgXiYZ7rqaA3341R11hbWsLqgKk0ULc+r4chgG4Yc/Q4pCAqdORQ4pxbCM+Fftu3n8EA4JfAtSRSLL+2oo8LnYlmBHyEEuY7V+OVSTBlGFR4UkYr8P9tdR9SwODagY47LcYsaFncdaKYiT2OOx0O1L+W/uijXz/ae/gzR6lbBlEraA4pTUXhDdVlGXrElJd/e38tVVVDgTKWHpJYLHIoPQTRr1zCFyQsrL5tTzUu9XYSMJEkr5TURMxVqfItxaWeuA5uNzTmNPOddC2aFqYq9LCHEbiFEtZSy+UQGFkL8GtgKFAkhWkm1tL0NcAKPDt+kjttsXQx8SQhhkJoTu0VK2X/CR2NzWsnzO/nB5y4nEksST5j0R5Nc+7XHiY3Jmw3F4T3ff4ZIPF30JAMGPdsHKFzko6LST7XPzfsWVbGyIDNP72DzAP/8g+eIjYm87jjSw43//RT3f/EK/nLbZXQMRLn2648TihkkDAshwKmpfOkdq9FUhT/XddMVTqRFBOOmxeH+CC+0D3F+RR4+p0ZlvptjfZG07Qtg09zpV7u3BmI83NCb5hdqAZGkyd372mfdzWAs5xUXUOJy0RGJkhwWpg5F4FBMnMro+ZNAwjR5uvMY11Qv4UNLVvGzI/swLGtkvyOmwKmolLjdXF2VmcazviSXJ9r6MoRXsdtBTpaGEOvKcnns+k0MxpI4VQW3rhJMxvhV/QskLQMJxC2DZ7qOMJgIs7V8tJlGjsPD6yrXs61rP4FEBARU+0q4qHR5xnZmg6OBCA1DkYwoddy0uOdIO/9x/mjqhCIcKCL94aQ/HiaL0xYCqCoBpzvODw4dwZSShTl+PrNyBe9eWMPL/YMkhou6ICVY319bQ3fM4N5j7ahCYEiLy+cU84FFNTSHogzEE9TmePHoGs90dbN/MMDBIR9XV8VYX5hEArv6nLyx6gIMRx0DiaY0ZweBQr6zZtLz4dV1PrN6E892t3NosJ98h4vXlFdS4X3ltEK2sbF5dTKd1IJyYL8QYjsQPr5QSvmGyVaSUr4zy+KfTvDee4F7p7EvNq9APC4dj0vnjsfrs7oVWBM8UiZDJqIxwe/ft2FkmWFZPHW0n95wgg2Vecwv8HDXX+vS0hcg5YrQ0B7gcMsgi6vyKM9385fbLuOuJxp45nA3FYUePnjJQtYMC9C9PcGsLWeTpsX+nhDnV+QB8J9vXMGNv3yRhGFhydT0t1NXuf2qJdM+Hwf7QuiqID5uc3FT8mJHRtr3rKIpCl/ftJrfNDbzVGcqheK84jy6Im0kx30MFpKjwdSU8qLcfL68YQvNoSAxw6QlFKYvEWdhTi5rCwuzOhZ8dNVcdnQPEjMsDJmy1HIoCrevXzjpFHOeazSlZGfvMQzLTBPDhrTYN9DGecULcGujArHUk89b511I3EyiCgXtJJsnTEZvNJHKhx1vfgB0hDML7saT7/AQNYZwaRAek+JanA9eV6ogMmqmBq8bCnBnfT3/sGQx39i0ip/XNXFkKEihy8k751eN5DVfv6CSzmiMYpeTpCX5zAsvoogQMVPl0IDGexfX0BQZGI7cKtx7zMO9x1LbdasqS3PDzPdXEzUDxMyBkXQIn15CiSs9pzkbbk3jsjnVXDbHrk2wsTkdSOyI7HSYjpD94infC5uziqa2Ie596DCDgRivOb+aredXo6oKg+FkVjsqKWFusZfGrnCaYHFqgnddOHfk78b+CO+45yWiSRNLSkwJb1xaSltPMOuUv6oqdA1GWVyVEqFFfiefuHYZn7h2WcZ7a3LduDUlrVAKUnmGY/NWL1hQxH23XMAdTzfS0BNmTVUuH7pwAZX52a2rslGd4866v7oiWJh/6juVeTSNGxfN58ZFqZzeQCLOt/a1Zn1vrmP02FWhMM+fC8DS/NQDQFc0xM6+dny6g0U5RWmCttrv5jdXruPuw23s7g0wN8fNDYsrqc3LbFU6EQ3BbqwsGaCqUOiPh6nQMtMwnOrsWptlY1FeKh1lPA5FcF5p3pTrby5ZyJ+ad3Hh3CR/a9BJfe0EBb5R27HjJKVkW1c3tyxexHy/jy+uyx5ldmsq8/xeeqMR7j22jcsrDQSpaP9rKwV31x1lbm72CKlPs+iL7aYnGkMIgaZozPfPo9hVgUM9M93zbGxsbACGHavG3wiGSNVJfWWqGfophayU8kkhRA1QK6V8TAjhgSkSqmzOWf7yRAOf/PLjGIbEMC3u/2sdq5eV8tOvX8VlK8r4885WIuOKrwxL0j4Qy/iW+t0ObrosVU0upeSD9+6mN5xIe9+fDnZxWWUuzoZ+4uOsvpKGybKa/Gnt97W1JXz9uaPEjFHZpArwO1QurUlPG1hSlsO33j7z3hyLC70sK/KxpzuYlsqgKYL3zrIt13TIcTiZ58+nMdifZlemKwrrCyt5sqMTiWRtYSG5jpRwtKTk3mP7OTDQjSDVoEJTFG5ctIES96hQLfU4+fjazCK46XBkqJNQMnt005QWfn3mhXEnS65T592LK7n7yKhNnKYIchwa76idM+X6Vb5CrqpazVP6ITyOGPs6dRJJB5qazFq4ZVhyuKNa6u+kZdISDuFWNcrcnpEItyUld9ZtZ2W+wdh+IboiefO8MH9rd+NU0vNpBZIrKsKjaRISTBMODzWS76zg5Pu22djYnCrOcR/Z4zxKKvPqnuG/ryM1HxYi1Vxr0gyAKYWsEOImUnZXBcACoAL4IXDZTPfY5uwkFjf49FeeIDZmzjwSNXh5fxd/fqyBN1xRy5q5+bx8bGBEzLodKovLczjQmmkeH4wlae2L4PXp/OsTh2noj2S8J2ZYbBsIk+NxMBhKkBwWFW6HyrsuW0jRNF0A/A6NP7x1Lbc+doj9vSEA1pfl8N+XL0FXp/a0lFKypzuVnrCmNAePPvmz3M+uWcltjx/m0aN9AFTnuvjqJYupyZ1+ZHc2ecf8lfzx6H6OBHpRhYIiBLU5ZXxt3yGOH/2ddfW8b+FCLplTzst9HRwc7MY4bnklIW6afHP7c6iHvLz3qqUsqp46MjkZ23saJnytyltAjuPMnKvj3LyimoV5Xu450sZgPMmW8gLet7SSvCzNMbIx31/MfH9xWnOEr+zey8v9AxlitjbHnyqQBLZ3d/D7o3UIkRKu+U4XtyxZRaHLzf6BAWp8McY3vVME5DosdAyWFbr+P3vnHSbHVeXt91ZVx5menIM0mhnlZGVZkhOOGHDAJgcvBpbFpA92gSUvfB8sS1rYXcOaBWMMxovBmGAccc6SlXMajaTJeXo6VrrfH90TerpnpkfJklzv88wjdXVX1e3u6qpfnXvO79AeCRK3IGhqlHohV1PSiryktGkNH6Mxby4Rs4mw1YSUBm6llIBrAYrw0R45SFf0ODYWBe5SanLm41Ff2+/FwcHhvGOdlHLDmMdbhRDPSyk3CCF2TrVyNqkFHwNWk/D2Qkp5UAjhlKm+DtmyqyOtKQBANGby58cPcuM1c7jro+t4cEsrf97cgs+t8q71dfz0bwczT9OqCnvbBvnu/uN0BeMT+gyFDJObb5qHaAnzxNY2CnLcfODqOVx34eQFKuNpKPTzx7ctJxg3UQTkZihIysTh/gh/95cd9McS65m25OsXNfK2BZUTrpPn0bj9moXETAvdkuR5XsveI+BVNd7duJSIqRMxDQQqn9m4CWOcVdddhw6xsLCATd0tac8hQLhtHt12lD8928yPPn0Rl0/RfW0yQmYyGithbOdUAVxRdXqKuKaDEIIraku4onZqn9uptjPMB2Y38oXNW9EtC0NKNAF5Lkm+O8YPdr7MrEABz3d2pETyu6IRbt+zja8sW0tfPD4Stc1EQ36YmCkIuGzyXFAmDK6tqaFfb2Z8+rpEErOiBI0dRK0WhhOC43Y7erybwXgxQaNvpDCsL95OUO9lcdGlaMrpT+9wcHA4v31kxxAQQqyQUm4GEEIsB4Yrvye2x0mSzdU1LqXUh0/GQgiNzLaGDuc5bpeayaEJAG9SqGmqwg2rarlh1ah5/ov7u9l4qDdNzOqWzdF4nCHdRE4S4FQ8Cg+39PLSe9bxlfcsP+n3MR1RadmS9/xpO13jUh6++twhFpTmsnAKD1SvpuJ9bTVsCn7NjV9z81hr5vbCUkpe6e4ejcSmPQ8IiOkWX/jJS7z005tQs4hoj+fIUIgdfW764jYKUOazqMtN3CgMj/F8pMLv44drVvJ4azuHhoaQMkTYiNITS8xGdMXCyeYUgmF1L4Ehw6A5FKQ+L49N3Rq5Ln3EWmsYUwqilo0cs56Uko3dXTTmpf9wFaFS6Ckgau1m/OVSty2CRm+ab68lTbpjx6j0T965z8HBwWEafAT4lRDCReLEpwMfFELkAN+ZauVsrkDPCCG+CPiEEFcCvwP+chIDdjhHWbawfESwjsXn1XjHW+ZnWCPB+y+uxz3uquvRFNbPKaXTNImaNkIIvHnpalZRwe1XiJkTNz04nWxqHySkW2l3brplc8+uttdkTKcCw7aRGe5KbCkxbJulRZVoGdqImqZkoDtxgxyLWxzrDE17392xGF/fup2+eEIV2wg6oyoHBl24FIX15XPOa2P9fLebm2fN5O8a6wgbUYwxNw3DwenxEx9CQNg0qM3JwaWWM6grDKeiGzboFrSEPCMidiy9cZ1ibwWKGP19KSj4VB/FHj8iw2UgYfCRoXATm7AxcALv2sHBYboMuxaczr+zASnly1LKBcBaYK2UcoGU8iUpZVhKee9U62cjZP8Z6AZ2klDNDwFfPplBO5ybqKrCT799DXm5bnL8LnxeDY9b5Z3XzeeStbUTrldR4ON3/+di1jSWoCqCHI/Gu9bXcfutq2kszMGnJQ5DzaPgL9Zw+RU0r8CTp+Ir0lCF4MKq7Iq6TjWDcTODNEicAHoi6a1DzxWWFxdnFIuaorCipIQ1ZTWU+XJwJy2uLENi6jYv/Xk019m0bXJ9059ifvh4K+a4tAWJYMBQWV06j/kFo8VUHeE4n39+Hxvue5HL73+Z27c3j+RJn+scDaXnjUNCtKoi9Qpj2jYzcxMzbR9fsIg890J29gc4HPQQNUtZW3YJppy4DfPc/IXML1hEniufHC2XukADq0rX4VJyUzxlh9GUzFc4gYJXc7xjHRwcTh1CiFIhxB3AL6WUPUKIBUKIv8t2/WwmPS8F7pFSnlQLMYfzgyXzy3jhgffx9EvHCIbirF1ezYyq9CYG45lblce9n9yQtvy6hnJ+su3oiJuAogo8uaORI48q8Koqn1+T/VSmlJJNPQM80tKJJeHKqlLWlReldUHKhpWVeSn5isP4NYUr608ud/K1pNLv57raWv5y/PhILqxLUbiyuooZOTkcDQ2wtmwGccvglaZ2nn2lgwPbwkRDyQp+VXDB7BJKp2FLNsyRUChjO1wFeKrtID2xLlaVzqEzYvCFF3fTE7EJGYKQYXH33lb294f5j0snz6GVUhI0DDRFIUc7i3I7xhBwuRPHZAbNKMbcPrkVhcurZhBwJdItVCG4pqaWa2pSbx5XltTwdPvhlLQQBUFdoAiv5qJSq6bSP941Q8OtFKPbvYxNL3ApCScEPWkbNjIuISjzTi833cHB4cR5nbgW3AXcQ6LzK8BB4LfJ5VOSzRn+74D/FkL0As8l/56XUk7enNvhvEFKye+ePMydD+5lYCjO+iWVfPqdS6kpO/nITJ5H4zdvWsZXXzjAlq5BFCFYV1lAfYGf5mCURSUB3jGvkiJvdjmT2w/28M1N++jNY8TL6NWeftaUFvKVC+ZOe8q62OfmYytn8JPNx0Y8aH2awqwCP9dN0ip2LC3tQTq6wsyeVUR+3sRRszPNTbPqWFFSzItd3dhSsraslFKvm3/f9RJDhg4kUg0WlpWyLL+KvfGD5PpcWLZkZkUu//Hpi05ovw2BAAcGgylWYMP7cikGR0PdNA91cyjooqJAUFkAQ3HY06ESt2xe6Rjg8GCYhvzMfrWHgkH+e98+emIJy7d5+fl8dP58CtxnV97t3PzijDdXCoLqnAL69TglXh+XVdayoLB4yu2tLptBezTI/oFEIwwJFHl8XD9zctFf4F5F0NhOzGoHEu1nhYAyn01vTBBNpjC4FY3GvAtxq6+dLZqDw+sJeRZN/59myqSUvxFCfBZASmkIIbLOJ8zGR/b9AEKIKuBm4HagKpt1Hc4P/u1XW7jnsQNEk7Zbf3nhCE9vaeWhH7yZ8qKTN1Ofme/jl9cuxbBtFMSIDdF0uf/JQ3zjt1spenMFypgCpJhl80p3Pzv7gywpyp/2dj+xcibLyvP49a5WBmMm1zaW8rb5FXimKHIKhXU+8eXHeHV7Oy6XgmHY/N3bl/CZj6w+a3JA6wIB6gKjBWs/3fcqffFoSpBwz0A311w7m49cv4hdTb2UFflZUFd4wu/hmpoqnmhrH+lsBaAgKfZa+LTRPZf6TKLhROpCwAN1RTZNvSqaEBzqj2QUsn3xON/esYPYmG3vHRjgm9u28Z1Vq16zz92WJgDYOQcAACAASURBVKat41K8iGTusSUlChbjQ7ICyZGhATRFI25ZFHszR71NW2dAb8ewY+S6isnVirmxbjF98QgdkSEK3F4q/XlTvmdFaBS4VyClhSlD9MWfBywUAaU+iZSJki9NCHJc0//9ODg4OExBWAhRRPJkKIRYBQxlu3I2PrLvBS4CFgM9wH+RiMo6vA7oH4pz9yP70cc0I7BtiMRN7nxwL194/4pTti9Xhjao2RLXLb7xs00oDZmFdcyy2dg9kLWQ1Q2L4FAcxSd44NhhdvX34C+EtUWl3DCrFK82dU+QL3zrKTZta0c3LOLJypy7f7+T+pkF3PjGqVuCnmlChk5LOJg2023YNq90tbB2UQ2XrThxu61hSrxevrH8An5x8BD7BgdRkFT5TeoDoy4rQoB/jKhVFSgLSJp6E611qwOpUUHdMtnae4SHW9oY148DG+jXdfYPDjKv4OS8b6eLlDYd0V0M6C0kEgYEZd65FHlnsX+wGyEEboU0NxBNtYlbFrpt8cuDu/ncklUpz4eNfg4FX0EikVgo0Sb8WgENeWso8vgp8kz/BlMIFY30WRYhEskFqnA6gDk4nGnOj4qAKfknEiYC9UKIZ0j0K7g525Wziar+EDhMognCU1LK5hMYpMM5ysHjA3hcaoqQBTBMm417ul6jUaWzt7kPIQS2YWfMOXQpgtyk+DzQG2Z/X5i6fB+LSnNTIla2LfnBj1/grnu3YiPZ8OV5ePNdI2mC23u7ORYe4ksXrEbNUNU/TCis89SLR9M+t2jM5Of3bj8rhaxhWyhCpE35Q8KOaTKklBwIDtIXj1GXG6DSP3mb2trcHL66bCm6ZfKrQ09hZbD7MuzUSKIiEt21ZuX5WVg0KrgsafNA8ysEjSgDuoKdofGglJLuWIx5k47q1NMR3c2A3jJSUCWBztg+NMVLfIxzxNigqZSjWakS6IiEGTL0kRxZKSVHQpuxx9gr2liEzX56Ykcp88064fEKoeJTZxK1jkJKAwWVHNfZd8w6ODic+0gpXxVCXAbMJ3H62yOl1LNdP5vUghIhxELgYuCbQojZwH4p5ftOdNAO5w6VxTlpYgwSoqKucnIP1TNJfq4H07KJN0coWpf6nCokAc3m5e4W/nrkGHvbTOIxBUtK5hbl8Mvrlox4y/7ojpf4xW+2EI2ZVK0oRPUqKWb9FpIhXWdPfx+LiyYu9hoK6RmbRwD0D2ZuyzoVbZEgL3UeY0CP0ZhXzOrSGnzaqTOmL3B78WtuBvXU8alCsLBw4nzgAT3Ov+3YxmBcRya7US0tKuYj8+ZPKvYB3KpGY14lh4LtKWLWltAZHRWkUkIwKrisppivrG5MufloCnYSMmJYMtEEoC+uJDM9R5FAXe7pqbaX0saWBopwjaQNJN6DxYB+PM0VQGLRHTtIQ2DVhIbcpp36uY29t4hZISw73TFDYtMXP06+u5rWcDu6bVDmK6HQnT+tlIqAayEChah1BImNgodc10I8qtMHx8HhTHM+58gKISZqPTtDCIGU8s/ZbCeb1II8YAYwE6gD8nndRLtf34QiBg88fgAlqiN0C6kp4FJBCNwulQ9dtyDl9VJKfvnQPn72l0RR2OKGYr50ywoWNUxdqDJdDneHuPvloxzti7C+oZh3rKylvjqP/UcH6H6sg9IrykGApkBJQKIK6InHkRrMroUDxy36hmB3T4ivPnuQH145H8uyufOezURjiUhXboUHlzc9umfYFh3RMIuZWMiWl+aQm+MmFo+mLFcUwfoT6Ia1q6+DPzTvwZQJd4eWcJCN3S3ctmANOaeoeYAQgpvrFnD3oW3YUmJJiUtRyNXcXFpZN+F6d+zbS3c0mnJS2NHXyxOtrVxVM7Et2zAbKhYghODgYMKXVxUKx8KCuKUCNi6hoKkKX1q7jKqcdDHaHunHkInoYbnXpjUCui1HPVUl9EZs3vnIdq6eUco/LWuYssVwNkgpGTIOMagfQmIjUMhzNZDnno0QAktObM9myhiFHh/rymfwUucxdNum1Gczv8AgV5N0xxS29brpjauU+fzkZVmoZtoWj7Y8jURiS5sDg4ep8JWyqnRZ1mJWCEHAvYBcOQ+JhUA7a3K6HRwczivelvy3BFgHPEUidHQJ8AxwaoQs8PyYv/+SUrZMe6gO5xxx3eSmT/2J5tbgyB2h0G0wJaVVAb75D2tZOKsoZZ3v3rOVXz2yf6QobNPeLt71tcf5w79ew+za7HMTbSnZ2jPIsXCUWQE/S4tSC1aePdjNR+7ZjG7ZWDa8fKSXn7/QzJ2fWs9nvvccbd1hBv7QBsVuVl5bRlSMNjRIeHRCfRX07QfDljx0qJvvXT6PSMRAH5NgGeqIY8SsNDHrUlQqfJNPnSuK4P9+7hI+/bW/EddNpASXpuD3ufjkh1Zm/VlAYur8T8f2pRjnm9ImbOo813GUa2pmT2t7k1GfV8inFq5lY3crffEo9YFClhVX4lYzC7+QYXA4OJh2Z6vbNk+1t6UIWVvatEc6aY904FZdzMitpcCdj4KgyJ2HRg8xWyffk8N7Gho4FAzTEg5RmxNgXXkVXiXzGAIuH6pQsKSNqsAFRTpHQyp9ukrcEnSHBP2RRP/jR4910xqOccdlS076swoZzQzqB5HJKXiJTdA4hBAqee4GNOFBERpWhhkyn5r4PVxZ3cjT7d0UeYJsKDdIWirj02yqc2I81ZbDextTXQe8ai6q4sa2U2+SBCpdsRiWTMxClHgkHtUG2tnZF2ZewappOQ4IoWRsluDg4HBmkIjz2n5reGZfCPFnYIGUsjX5uBr4j2y3k01qwZLkhgM4rWlfNzz4zBGOtQ+lT2vYkrdfNIsNSyv52zNNtLYHWTy/jNmzS/jlw/tHipqGiesWt9+/ix/+n3QP2UwM6gafeGEnndF48oIMM3J9/GjdIvyahm1LPnv/DqJj0h1ihk2vFee+HW08/KO3sOdIP72DMZY0FvPZ7ZtSU/2SuFTQVDCtRPW4JSWBXDcF+V66exPtQju2DzD/hipUl4KStPJSEQTcbhYUFqVvdByXb6jjntuv42e/2c7x1kFWXVDFre9aSnnJ5CJ4PD2xCHaGvFVLSvYPdE8oZOOWxaPHu3m5q58Sr5sb6iqoz5t634UeH1fXNGY1NsOeeHImPiav1pY2L3dtYkAfxEpGT1vCrcwvmEdPzGRrz5ER/9OuWJAnWrdzY91qrqqeyd3PNXHp7Y/TF9apKPDy+bcs5PoxLZDnFlSxpadp5Gt2KTA7z8KW8Os9nqQXagLdluzpC3FoIExjwfS+h/EEjVERO4zEIqgfIs/dgBCCcu982qO7Ul4nUCnzJbJ1O6NR2iJxrqoxR0QsJFJ3FAFX15CWbyyEoD6wgkPBl5FSYmOhoOJSAoSNMGBR5pUoYjT3NmYF2TvwAouLLkOZIt3DwcHB4QxTPyxik7QBWSflZ5NasAj4FVCUeCi6gVuklLumO1KHc4fnN7dgWpnvW+7+0x7u/+02gkNxTNNGVRXqZxWhCYiPe60tJbuaerPe7w92HKYlHEsxzG8aivCTPUf5xyUNtA5EGYylT9katuTxvZ38y5sXsrA+ITK3tg3SHzbxetPvaCUw3CBqcWlgxErrC5++hC/9v8eJxkxsU/L8d/ez5J0zqFyayDNcWlTKTbNmT5n7OczieWX86BtXZv3+M+FVtYxCFpgwRzZiWnzkue10RuPELBsFeLiliy8ubeSy6tKTGs9YCtxuCj0eumPpebWLCws5OtRLocdP0OhPEbGQiDTv6d9HW1hNMfGHRMR5Y/chupry+d6De4gmb5A6BmJ86bfb8HokVy2uRQiBX/Pw5pkreKJ1J2EzcQQWeXJ5pc2Hbqc7uKhCcCwUPWkha8nxR3sCGx0pJUIICjy1qIqHntgBDDuKTy2g1DcXr5poIhIyDDyKJM+V+fuVRNKXScm23jhPtZdS5oswJ8/HkqI6TBsOB7fg15JOA2MOeyHAtA0G9E6KPJUn9b4dHBzOHK+TPM5nhRB/Be4lcXl+J/Bstitnk1rwU+AzUsqnAIQQlyaXrZtsJYdzm4rSiS/yQxGDUG8YeyRca3HwcA9GjgfyUz0vBdBQnZ3llS0lz3X0pXV9MmzJ463d/OOSBvwelYmCgLmeVFH32Yf2ElRsGuoUVHX0qm7Z0DUAbkWgKQrfumzOyHM3XDufQI6bH97xEi1tQeY1lvDZC1ezfGkVrxX5bi9V/gAt4dQpfJeisq58RsZ1/nCknfZIDD35HdlA3LL5zo7DbKgsPimrs7EIIfjw3Pl8f+d2LCkxpcStKKgCuqJt/PFoB6a0acwTKBn8rROvtzEyRM17YkP85yPtIyJWADdfovDG1QKXtpMtPfupzZ1Hma+Wcl8B72rYQMiMoaCQ4/LQFznGC+2hkc9g7D7r807eSkoTuZgylGF5TkoqTMBVRsCVWihl2jrdsWZi1jH+fl4sYxvkxLbSG2j8/MABXurqIm7b7B2El7qiVPqP8rULliKEQBOJaOx4bCziVnha79HBwcHhDPAxEnZbFycf3w38PtuVsxGyOcMiFkBK+bQQ4uRCGQ5nPe9+03x+fv+uNH9LAExrjIhNEI9b+DQT6VaJjUkv8LhVbnvroqz2KWHCyKOV3F9xjoflMwp49Wg/5pgx+FwKH7hwtHXmYMyguT+CYUs8bpuaKgUpQVGgf0DQ6C3mzctzec/CSspyUsXC5Zc0cPkl2bfEPRO8q2EJdx/cRk88jELCImtdWS0LC8qwpU3I0PFpLlzJPNKn23vSBBwkPuODg2EWFJ46x4nGvHy+uXI1T7e30xWLImScIaMPG5t48q5jyEg4CoyvGZJSErUkZJByeS4/wejAyOO3XarwxtUKXnfitabUOTq0C01xUeSpSBQpuUZvpG5qqODeA20YtjmSE+VRFVaW5VN3CoRsoWchPbFNKa4EApVCz+SdtExb58DgsxgyDkgm6qshpaDcn5o20hGJ8EJXV0pKh27bdEQibO7tY03pcrb2bsKjJCznIqY5MjpFqPjUqdtJOzg4nB0kromv9ShOPzLhQ/i75N+0yUbINgkhvkIivQDgvcCRE9mZw7lDbUWAT79/BT/45eaU5W6XijUUHeNgOUquV+O6q+fwm8cOEDdsasty+ZcPrWLp7Imr+8eiCsEFJfls7RlMScZWgAvLC0ce/+c7l/G+OzdyrD+CIgSGZXPjBdW8fcVo3qR7jDo41ippabfwekHXodTn4ZHbshPXZwu5Lg+3LVhDRzREyIhT6Q+Qo7nZ2tPCE20HMGwbiaTaX8g76peSq2X+adtSkpNFM4fpUuTx8ta6hH/pj3Y9hT1uQqw/Lgi40uWqBIZMlXwXKekFmlBYXdZAUW4PPUNxVAWuGSNiR94PNi3hAxR5KtLH5HXzyyuW8v1tTWzqHMCjqtxQX84/LJqZ9toTwaeVUepdw4C+D9MOoSk5FLjn4dUmT93ojh3GTIrYTEiZKLSq9DdS7EmNuO8PBjOWX8Vtm519fawpncmGiuJE2kMyvaEzGqU/buBR/OS7T11aiYODg8PJIIR4CrgP+JOUsm3Mco3ErP8twPNSyl9Mtp1shOytwNeBP5C4Dj0LfOAEx+1wDvHRdy5l5aJyvnfnq7R0hlg0u5hPvncZn//Ko+w72JPyWrdL5U1XzeEL71/B59+7HN2w8Hqm38X4s0sa+IfndxC3bGKWjVdVyNU0PrFw1OS9NNfDw5/YwM7WQdqDMRZX5VNVkJrS4HOpXFpfzNNNvRi2THQji4BXU3jvBdUn9oGcBVT4csGXsKA6ONjNo637UqLYLeF+frT7Ba6fuZA9A0PErLHRQqjweZgZOL0dmjI1T4hagq6ooMwnR6L8EjgypKKgsLS4lh19xzBti1yXl4sq5lOdU8Q/vmk+X//DTrRyF6qauSmDbkUzLgeoDfj44UWTR0hPBq9WQoWWXSHjMEGjCzlJ3awQsLjwahSRfsOR53IhhMCrSpYW6czMsRgyBNv7PBR63MSt3YCOOiZJttznw6uWUO5b5NhoOTicY8jz2LUAeBPwIeCBpFNBH+ADPMATwO1Sylen2kg2rgX9wCeFEPmALaXMuv+tw7nPqkUV/PYHb+ZIT5hv/HUPb/3Vq7hr8nAfH0ABYjETv89FeVkOn/z7tUDCeupERCxAdY6P/33DCh5r6aZpKMLcglwuryrBNy6KKIRgSU0Bk5kofffaBbz3t1tp6gsnIre25LL6Yj6y5tRE5F5rnus4nBSxyQp1EgYNpm2giDBvravk90fa0BQFJOS7Nb69esEUWz15qv35tEQG0pYPGS764hY5WmIyPmQkWrYuKChlTdlsVpc2YkkbbYzN1jvW1bGtP8x9TV3EzAjuDMFkvzY6Xa5bOlErgk/141ZPjb/uqUYTk4/LowQyiliAxYWF5LvgzbURvKpEU6BcwqxAhNocA0l6IaQiBCVeH5py6ppnODg4OJwsUsoICZut/xBCeIAyICql7Jl8zVSycS1YBdwJBJKPB4FbpZSbJ13R4bxASsnDh7r51F92YdoSqQnibhXPxXXUxiw2VOWxbHElV72hEXeWJvOmLXnyeA/PtPRR7HVx0+xKZuaNRlRzXBo3zjr5yupCn4sHb1nFjo4hjg9EWVAeoL7o/OkXP6BHEUi8WuqUvW5Jdg108bEFq7m5vopdfUFUAQuLAhR50ouHTjVXVM/jnsObsGwbG4mCQFUUrq6ez0PH9xI27ZFmC25F4w1ViTzQRKFS+jG0ORjBVhTu3enmlgt0vGPOWgKF2tx5SCnZM7CL9kgrilCwpU2Fv4oFBYvOOrupUm89kdAAdgZfOIFCdc7ENxuaovDBOXkE9cGR3Nphq66weZxiMncvkzJTMpCDg8NZjXx95MgCSCnjwPETWTebsNnPgduklM8BCCE2AL+ASYNhDucJ33qxibu2t2K6lcRUpUeFuEW8P87RgJsf37KShtLsW3/qls0HH9vB/v4wUdNGE3Dvvna+uX4OV9Wd+vw9IQRLK/NYWnl6i1wG9RgR06DUm5OIgJ4Bij059OkDCFKLqNwqeJJD6IvHuffIEbpjcaSEhrxcPrd4HmW+7I3xp0uZL8AH5lzIq91H6YgGKfcFWFUykwKPnxm5RWzrbaUnFqY6J58lRVV41MlPQ4PJTmtPHXET1hXetlCnyGfTElS5qOoCAq5CDgcP0h5tw8bGTubadkTb8CgeZudnbUd4Rshzl1Pma6QzehAQIx6zfrWASv98cl2Td8KzZF/GArGoYZLZrEdBFVP7Hjs4ODhkQgjRDAyRnPSTUk6vq89pJhshOzQsYgGklM8LIZz0gvMMKSV/fPQgv/rDLsIRg2surefKa2fzq51tCTuspFISikB6VHAraELhQOfQtITsnw51sq8vPJK7aUowLZuvvHiQS2qLR/xcM/HKllZ+ctcWjrcNsWxROR+7dQWzZmTfMex0EDF1/vfwTo6HB1GFQAJvrJ3NypLpt6GdLmtKa3mkdSDNCQAgxyUZ0HW+vHknUWs08ndwcIjPb9rBzzasQs3k0XSKKHD7uKJ6XtryXJeHDRX1KctCRoyDg+3otsmM3BIqfAUpuZyXzCjkD/s7sSRsbNXY2Jo4bZXnuHnfLeUAHAs1Y8vUCKctbY6Hj552Ifvczg7uffow0bjJW9bO4C1rZ+LSJr+ZKffNpsRTR9QaRFO8eNXsf0OJ1IR0Gy0LiaAGSSujglZB4EVTyrN/Qw4ODmcFkrPKR/ay6U75nymyEbIbhRB3MGpU+w7gaSHEcgAp5ZbTOD6HM8RXv/8cf3jkwEiL1jvu2cpvdrfB3ML0FwvAo2LFLOqnIWIBHmruTilAGtmkgB3dQVZVZBamf338EF/41tPE4onoXGvHEE8838zv/udGGme9dtGm3xzeQUtoEAuJmZwCeuj4AYo9OcwKZPjsThLTtnm56wg7+1sxbAtbChRkmvm9pgieaOvEGtdowAbCpsnW3n5Wlp7453ZkqJdN3ccImzpz8kpZUVqLV504B9OWks09R9jWdwzdMqn0F3BxxVwG9TBPtu1KdqiS7Ow7xsxAKVdULR4Rs59eM4snmvsIGSa6JVEFuFSFf710zshrzAmmzk1pjjQnOB18577t3P23g6NtmQ90c//zzdz9uUtQp4jMq4qLXCU7R4+xVPjraQpuG5eaIMjRCvBpM7BkAabdjpQGqihGU8oQE+TcOjg4OJwNCCFqgNlSyqeS+bKalDIr4+tshOwFyX+/Nm75OhLC9g1Zj9ThrKSlfYjf/XUf1phOXpYl6e+NoNqZhaWaLLaaWz49P1LfBJEqKUkr6BrGtiX/74cvjIjY4WWRqMEP7tjI//2XS7i/+SB7B/rQhMLK0nJumNkw5ZT1ydIfj9IaDmKNq0A3bJsXOo+eEiE7qBvETJsynxshBPc3b6U1PJDaCUvCcOYHJKyrZueV80JnLKOXrC0l3fH0rlRhw6Q3alCR40mxLxvPy13NPNd+GGO4pWw0xPa+Nm6du2ZCMftU2x72DbaPjPt4uI/7jmxEQ6ZYdZnS4uhQN82hbmYFEk0EKnM9PPqulfxyRysvtw0wM9/HB5fWML9k9CYq4MojaAym7TfgyjttIra1J8xdSau5YaJxix1NfTy5rZ0rl58ed4xCTwWV/gbaIodQhIKUNj4tj8b85QCoIg/V8Yt1cDgvOEtyZCXwmBBCAndIKX96KjcuhLgV+DiQDzQAM4EfA1dks342rgWXncwAHc5+nt10PEXEjtASwjQlqKlCQABX1xXz3RsWT3tfb59Tyaudg0TN1EhhwK2yoDhzdLenL0IorKctlxK27e/k+zs3EzaNRNtZafFyVzut4RCfXrT8tNoNhYyEzZGZ4aMb1GPpC6dBf1zn61sOsLMviIIg363xsYWVtI0XsQCIZNQxIWLz3X4WFtbQr/fydEdXxgj4nLzRGxDdsvnmy4f48+FOVCFQhOATy2byvoXp6RFxy+TZ9sMpY7CkTciIs7WnhQvLZ6WtEzHj7B1sT4sOm7aFFGmHF6a0ODjYPiJkAUr8bv5xbfq2h5lfsJBXe15J7iPxhShCZX7+6bPeemlvV8b0jEjc5ImtradNyAJU5cymzFdHxAziUjz4tOnNjDg4ODgkKRFCjLW4+mkGobpeStkmhCgDHhdC7JNSZt1CNgs+CawGXgGQUh5I7isrTm/IyuGc4PFnmzIuF6aNe3MH8VUVqIrArSnYEv7tsjm8Zc5ozl17d5hw1GBWdR7qJJE8gEtqinjb7Ep+e6AdVSSKsVyK4PbLF6FMIDrzAp4JXTdnri1Et1NjopaUtEVCNIeCzApk1x73RCj35WJnGJkqBI15kxfsTIaUkk+/tJujoQiJ+wtJV0zn7oNNLJogGyDP7afY66MhUMb8gio0RWVDeQm/bTpGZzQ20vbXoygsLsqnIW9U+Hz7lcM8eLgL3UpYeQH8cHMzZX4PV89KLcBrjwRRhZImpk1pczDYk1HI9sfDqEJJE7LDXWvGC1lgwmNhIvLdBawpXceRocMEjSABVx6zAg0EXKeug9l48vyujOPUFEFh7ul3h9AUF3nuEz/OHBwczm4S58jT7iPbM1Xx1nCzAilllxDiARKi81QK2ZiUUh8OPIlELlTWb9wRsq9zDjX388rW9gmfj4cN7IMDKLkuFI/GXz+2gZnFiQ7F7d1hPvHNJ9l3pA816R377c9cxGWrayfcnhCCz66q5z3zq9jUOUiBR2NdVSGuSfIJvR6N666ezV8eO0g8PpoX6PNqLLmwnHY7knG9jmjktApZt6pyeWUDT7QfHmkZqiDwqS7Wl5+4V+2+wRDtkRjjg+RhIyHSx6MJhcVFNawurUtZ7lIUvrf6Au47coznO3twCcFV1RVcP3M0UhgzLf54qJP4uKhtzLL57+3H0oSsX3ONuAKMJ1fL7I+a5/aniVgAgUARmd6Pytz8qozbmoxcV4DFRRdM/cJTxCWLK1EyRGQ1TeFtF08cPR7GsAfR7T5U4cGjlDt5rA4ODmm81sVeQogcQJFSDiX/fxXwjVO8mxeEEJ8DvEKIy4CPAQ9mu7IjZF/nPPzUYeQESThSE8hiH0KCNWQQj5j8+tkmvnTjYqSU3PLFRzjWFsRKrh+JmXzyW0/xp/+6nvqayQVkVa6X63Ozt4D62mc2EIubPPpUE5qWMPj/2AeWM7uxlAePN6X0nk8gKPedfs/Y9RUzKfXl8HzHUUJmnMa8Ei6umEmu68TN+Dsj8YwpER1RBctW0JTUCLQiFBYVZhZ+uS6NW+fUc+uc+ozPD+mZu2UBdEfS0zlKvbkUeHz0xCIp3alcQmFVaWbxHnB5qcstoTnUkyJoVSG4rHI+L3buAxInbAHMK6iiJufURBot22ZLbxfbe7vxay7Wl1cxM3Bq8kc9bpW7P3cpH/zBs8R0CyEElm3zrQ+son4SuzcpJQPGZuJWJyARKICgyLMel5K+npQ2cbsTS0ZxiQJcSqHTocvBweFMUU6i8xYkNONvpJSPnOJ9fA74e2Af8CngUeCObFeeUMgKId462YpSyj9kuxOHsxfLliktTsci8z0wpkOXYUme3dvFl26Ebfu66ewJj4jYkdeYFr/+8x6+etuFp3Scjx3o4m9uibyklljUZO6sQm64YQG5PpVHW5sx7dFJflUkROys3DNT8DInv4Q5+dOvPp+IeQW5mGnCHDyqyoycelSlZ6RzVrEnh2trF+GfIBo6FUVeF35NGYnIKkLic0HchCWl6dPyQgjeUb+c+5q20h+PoAiBDVxRNZva3Imt0K6pWcxzHQfYPdCKLW0KPTm8oXIB1TmFNOSVc2SoC902qc0pptAzcb6nZdu80NnGy92JWYS1pZWsL6/K6BBg2Tb/uWcbLeEhdNtGAJt7O3lLbT2XVk08azAdFs8q4qUfXceWg73EdIuVc0rwjetqN6gPcGToMBEzQoGnkAqfF93uhKTrgEzGXAb0TZR4L6yLQQAAIABJREFU3pAiUk07TF/8BSQmEhuBwKUUUuhe40RwHRxeB7zWxV5SyiZg6enafjKN4E4p5S3AT05kG5NFZN8yyXMScITsecBVF8/i5/+7nVh8XGROgCxPFxTlBYkoaldfBBSBdKuJJEdLgmFhWZLWrtApHePOtkE++8edxIarw30auzuHeP/dr/Lwbev5zKIV3Nd0gIPBflQhWFZSxs11c87ZqFWF38sV1aU82dYzUqilCUGeS+OGuhpyXHXELRNb2vhOUMAOoyqCz61u4OsvHmBGkcG8ssT+hID5+RJL2qjjOmPlub18aN6F9MTCRE2DCn8AlzK5qNIUlcuq5nNp5by0NrQe1cW8gqkLo6SU3LFvB01Dg+hJof/n6GF29vdw2/ylad/3lt6uERELiZOWYdv8+dhhVpWWk3MSUfOxqIrCqrmZm3l0RTvZ0b91JB0jZIZoj0ga8yw84z4yS8awZAhNjN5ADOqbsRktHJSAbvcRNg+T65pzSsbv4ODg8FohpbSEEJVCCJeUMr3HdhZMKGSllB848aE5nCssmF3CLTcv5pe/34VuWInKd02hfF4JLZrAGJOo6XOr/P3liXaiBflewgJwJX2fFAkuBZdls37Z9PMbJ+Oul5vRx7kcWBKO9kXY2znEgoo8Pr7wAmQysnyuCtixfG5pI/MKcrn/SDsR0+KiiiJumVNLjivxkz2V1mLXNZYTlYPsGDjG2MDmkVA3j7ce4pqazIKpxJsz7X1N1IY2Gw4FB2gaCo4IUwDdtjkyFORQcIDZ+al2Z9t7u1NeO4wpbb638yXe3bCI2fmnr1hKSsnegV3jcoolloSOiMLMQPrY+uJRSry5iUi3jGPIYNprFASWbCFkdKMIPx5lFqry2jYGcXBwOPWcoWKvs4Em4DkhxJ8Y0+1FSvkf2aw85dVQCFEOfAuoklK+UQixALhQSvnzExyww1nGP31kDW+6vJFHn2lCUxWufUMDxSV+PnbnRjY39eHSFGxb8s/XL2TD3IQjxi/+ui+1L2ry/7ZL5aarTm2kqG0wlnF6RVME3UNxqBgewuQ/+ENNXbyw8TCFBX6uvHQBPu/EBv6vNYoQ3FBXyQ11lWdkf23xbsbPzhvSZmN3C1dWN6ZFZV8LmoYGMez0nF7DtmgaGkwTsj5NQ0BGx4uYZXBv03b+Yd5qynynx7pKt3VMW8clEskD1pgLUshMP1aHdJvv7NiHWz3ELY2NrChNT41RhYpX8SePdQNbDhK1duBlIZriOBg4ODick3QDjwP+5N+0yCascxfwC+BLyccHgN8CjpA9j5jfWMz8xtQL4a8/voH2/ii9oTizKwJ4XKORtJd2d2Tcjky2aT2VXNJYwtbjA8TGRWV1y2ZJ9dSuBFJKPv/1+/nfB15FCFBVBVVV+P2dH2HpolOTK3muEzLSC7sg4ZJg2PaUtmpngoDLjUtR0G0btyJpyDNxK9AZ1QhkSBNYV17Flt6utEJAQTIbxpY833GUxvxiOqNDlHpzWFBYjntcmsTT7R3cd+QY/fE4NTl+3t9Yz+KiyZtdSClpCe0l4ErkbgsSn2XITJR3uYSSFNkWpp3Ig7vnsB+PajE3P87m3h0UuBdR6M3BkqMdwd2KN8MNm03cOuQIWQeH8w352ufIngmklF85mfWzEbIlUsr7hBBfSO7QFEJMXOrscF5RWeijstBHd2+IH/z4Gf72zAFy/G6kcCNd6RdVVRUpgvdU8O5VM7h74zF6QvGk1yn4XCofXldHoX/qPMeH/raL+/60mVg8Nf3mvR+9k+3PfAVlilairweq/Hk0h/rTludqbjxT5L+eKZYVl/HHo4eo9ltcUxsDOTwRoFPg7kTKypTjcVYgnzfX1vPnY4expUQiEUCOZiME2Eh2DXSyd7AL3bZwKyqPtx7iw3NXUeDxAfDQ8VbuOXyEeFIMHwmF+dcdu/ny0kUsKJx4Or8z2syA3oEQo2aIKuBXIWqr1Afmk+92M6h38HhrF5t6XNQHTG6si468Pi43Y8kZCKJJhwgLhQk64xE9ra14HRwcHE4XQojHyTB5JqW8Kpv1sxGyYSFE8fBOhBBrgfRekA7nLcGhGG98+//Q2x/GTEZFXS4Vcv2IstEiF49L4c3r63BN0Ib2RMnzunjoo+v5nxeP8NjeLgr9Lm69sI5rFlRktf6v73uZSDQ94hiOxNm68zgrlp645+v5wjU1s/n5gVdT3B9cQuHa2uyL5mwpebilnYeOtxOzLNaWFfOOWTPIc5+aFA6fpnHb/CUM6C/gGneIhc0OQmYXAVd5yvKFhSXEbXis5SBuxUYb08pXEYmuZMNp4LptYdgWfzm+l/c1LseSkt8eOToiYofRbZt7DjfzzZUTe9Z2RZuxSb3fFyKRUl7qnUF1Ti1CCFoMPy93hVCFwZXV8XHvS9IfP05d7lpsOYAlIwjRD2SKI2iOiHVwOM8YbhrzOuDLY/7vBW4C0vuoT0A2QvYzwJ+BBiHEC0ApcPN0RuhwbnPvH7YyGIyOiFgAw7BQgmHcpUX4crzohs3aReV87YOrJ91WKG7iUgUebfIon25YbNrVgWnarF5cSYHfzWevmMtnr5g77fGPj8QOIwBdN6e9vfOR6pw8Pjx3FU+2HaYtMkSxx89lVbOYFZiglVgGfrT7AC909owIv4eOt/NyVy//deEKfFN839lS4jWIWSo2qd+bxGJAPz4iZG0puWPffl7s6kETAsPWUISk2m+gCSaIayYuHIeDfdhSEjZMdCvz5FNLJMSRoXbawt34NS+N+TUEXKOpXZbMfFwpQmFWXv2I6Kz2+zGlZF6BSSYXPInNkNFNmS9x3OtWC7rdRKpNuoJbmTHBO3JwcHA4u5FSvjJu0TNCiGeyXX9KISul3CKEuASYS+Lav/9ELRIczk1e2tRMLJ5+YfZ7XXztfUuZWV9BTVkutRnsuobZcqyff35gJ009YYSANy6s5JvXLySQoeBq064OPvr1v4141Fq25DufuYhrLpq6W1Imbr5uBVt3HiMSHXfYCsFyJxo7QqU/wHsaT6wzVkckynOdPSn5qKaUDOoGT7Z38qbaU+tkkQk5Rgk+0dbOy12J8Qx/60IKeuJuZufB7LwSdg90ZGikkeg4BpCjaaiKgjFOzKrCZl1pnJe7dmNKCwXB3sGjXFyxlJqcRDFkgbuMnvhxvKrEm9TwpgTLVmiLbMMlvBR66vBp+by5tpaW8CGyCai6lGokJoZ9nOGZOJdSi0txcr0dHM5HJrB5P68QQoytbFWAFUDWlc4n0hBhjhDCaYjwOmLWjCI0TUmJyALYts28hlIuWDT5FP+xvgjvvXMjEWNUEDyyu52OYJT7PpzaOCEUMfjQVx8jEk0Vzp/93rMsmlNCTXm6Sf9UvP36lfz+L5vZtvM44YiO26Wiqgo//s678bhP3sZKSsnRUJigYVAfyCXXdfa6IZwsIcPg980H2dLThS0l8YjG8vxqGiv8aALG3+HGbZvtfQOnTMj6tSIy+RAIVArcNSOPH21pS0sJkEDUFHxk3hry3W6Uo7C9rz2l7a9CosGFkkxuvX5GDX88epy4bSOQXFYR55LKOG4F4jY0D6n06ypIyQudO7mp7lJawhFMWUWu1oKmyBGBqgGaahI2uwDBoNFKpW8JN8ycycZuDcG2DO9LIc89ej4XQuBR63ArM5DoCNyIs8BRwsHBweEk2A0jdbEmcAT4cLYrZ9MQoQxYBzyZfHwZ8DROQ4TXDbe8axX3/H5LipDVNIWC8gCd+RoR08I/ydTxXS81Y1jjHQckO1oHOdA5xJwx4vSJl49m3IZlS/70xCE+9u5l0x6/y6Xy+zv/gSee3ceTz++jpCiXd9ywktrq7KfNJ6IvHueb23fSFY2hCIEpbW6aOYO31k0d6TVsi6fam9ja244tJYsKy7m8qv6Eu3Sdbmwp+fddW+iMRRILBLh8BpvDR7nnYY2yWemCShOCCl/2rYinQhEq1TnLaQlvBkh2u1IJuMoJuEZvqGIZbLoS6wviyQjrVdWzaQkPMqDHMG0bTVHI0Vy8Zca8kdffXDcDTRH88WgLG8qHWF+m404e6l4VZudb7BsQBA0FS9p8ZfNL9MShwGXxwbl2mkOdlKP9QyQ27dGd5LkrWVNWQ1/cpDO6JynTJQJBiacRr5puwyWEguDUfa4ODg5nJ6+HiCxQP36mXwiRdZRpyoYIQogHgQVSyvbk40rg9hMbq8O5SFVFPn//gYv52d3PE48b2IC7rgDfOxbzg51N/PuuI3x3zQIWF2VuCXuwawgjQ8a6S1E41hdJEbKhiIFtpb/WMG2C4cwWUePpjcV5pKWd5lCEufkBrqquIM/t4qrLFnDVZQuye9NZ8m87dtMaiaQk5D9w9DizAgGWFU8slKWU3HVwC23hIcykYf7mnlYOBXv5xIIL0c5CJ4W9A30M6Kn594oiUFWJ5jUJ97vwFqZmb6pCcO0pTisIuMqZnfcGBvU2LGmQ6yrDpxakFDutLinhsdY2zHFXgVyXi1JvQgD6NBcfnb+Ww8FeumJhij1+ZucXp3jmCiG4ceYMrqkqozn8eFqRmSqgJsdiz4CCbtkM6AZxSyHXb2LK9BOsECDGDEkgiFmD+LUiijx15GplBI12QBJwVeBRT4/HrYODg8NZxCvA8nHLNmZYlpFsFG/dsIhN0gk4vRFfJwyFdd7+0T/S1jmEqeXj8YClCAqvqcf2a0STkdYvbtzLA1etRlPSE/2WzyhkY3M/8Qw+sHMrUlMF1l1QldGH1u/VuGTl1HmATUMh/nnTDkxpY9iSLb39PHC0hR+sWUb5BJHBobDOQy8epXcgyor5ZaxeWJ5VBXh7JJomYiExnf7X4y2TCtlj4UE6IqEREQtJn1FDZ3d/J0uLz0wjhOnQEQ1nbEjg0gRer8QT9zC/wM2BwSGEEOS5XXx64ZxTGpEdRlO8FHvrJ3z+xroZbOzuYcgwiNs2mhCoQnDb/FQXBkUIZueXMDu/ZNL9RezohM/51MQBoNuCcLLRQW9cQc1wCEmZmhhhSRPdiuNPnondqp8StWHSsTg4OLx+OJ8jskKIMhK5sD4hxGJG3QrzmEZjhGyE7NNCiEeBe0mcg98JPDW94Tqcq9zx660cax1EN2yEEFg2YMPAgy2Ufmj2iCgwpGR3f5ClxekNCt63Zia/fOkohmWPiD6vS+Gq+RXUFqYeq7Nq8nnXtfP47SP7icYSebJ+r8aFF1Rx4QVTi7v/3HOQ6JjiHN22MW2bOw808YWl6dHYHQd7eP/XHseybGK6hcetsnJ+Gf/z5cuntBELGQbqBII3aExeD9keCWJnOEPptkVrOHjGhGzPYIy7HjvApv3dzKoMcOvVc5lTk7nJRIUvB1Uo41qugmFKhsKSGQUevr1qCQO6TtyyKfN6XjNLqIDLxfdWr+SZjg529Q9Q7vNxZXUl5T7fCW2vwJVHVwYtKyVELIGCxs6+0dPpgK5wOKjRkGeORHGHv+7hCQeZNDvfO7CZlSVX4FKdVAEHB4fXFW8CbgVqgB+PWT4EZN0kIRvXgo8LIW4ELk4u+qmU8oFpDNThHOavTx5GN9Iru62QgT1koOaN5nOOn8YdpiTXw19uW8+/PrqP5w724PeovH/NTD5yUeaI2hf/fjUXr6zmd48eQDdsrn9DA1etmzmlKNItm6ZgKG25DWzpTTf7l1Ly8X97hlBkVHTG4hYv7Ozgx3/cxaduXjLp/mbm5maMHrsUweqSySN8hW4fqhCY4zbgUhSKvCcmtqZLa0+Y6772GJGYiW7abD3cy4MvH+O/P7WBDRkK+OYXFFHo8dARiY60s7VtiWlB/4DCBy5PRMwL3NPP8Y2aYdojR4laEQrcxZT7atGUkyvE82oqV9dUc3VN9UltB0BVVCxZDXZrSnqBJSFHbeSiihqeat/K2MSK+5t9XFmls6rUQAgbITR0y8ROBh2khJCRyIY9GtpMdc5SBvVuVKFS6KlAU87OXGkHB4czhEx1YznfkFL+AviFEOLtUsr7TnQ72V4pXiRRSSZJ5C04vE6YMCppSWyZ6FY0zOLCzDmyALVFfn78rqzSXRBCcNGKGi5aUTP1i8egCoEiRMZIpztDzunB44P0DcVGHktNQfo1EILbH9zLx9+6GDVDqsTINlWFW2c38LMDhzCSjQTcikKB280bpxBPjfnF+DQXum6liGFVKCwtOjPR2O//fifBiM5wcb9lS6K6xRfv3MQz339z2o2DIgSfWbSCuw/sZddALwC9A4I9TfCZDQ1cOGPytq0TMRDvYXf/q9jYgGQg3k1ruIllJRfhOkViTkrJq12D7O0PUZnj4ZKqYtzJtrtS2kgMBK5JHQAWFizj8JCXmNmMS7WImR7KfQup8Ce+69WlpWzq7h5xS1CFSnOojHc2LEUAR0J7GNCPoCmJSGwiMptoVBs2+9nd/yyJrFnBsdAeGvKWU+ApOyXv38HBweFsJdk99mpgIYxWsUopv5XN+lMKWSHE24HvknAqEMB/CiE+K6X8/QmN2OGc4qZr5/G9/3klpYJHAvg0ov0m/kIPihB8ZdmcEWHwWqEqgvXlJbzY2YMxRsxKw6bpqWNc/V8H+OKnL+aS9aN+tGYy18HOdUGBdyRDxwQ+8atX+fEtqybd56WVFVT7/Tzc0kqvrrOiuIgrqirxa5P/tFSh8OG5K7m/eTfNoQEAKny53FS3EJ92Zuy7ntvVQQYbVboHY/QMxigtSI8M57pc3LZwCVJKdnUOMRA1WHpFPnmeE4ueSinZP7g9pQuWjY1uxzkWOkhD3sIT2u5YYqbFR5/exeFgGMOycasK39ea+NkbllDq60K3jzDs/OJWZuBWZmWM/gshaMxbAGQuGPzQ3LksKSriqfZ2TNtmfVkZF1dWJqy8gHxXER00/3/23jtMjupM375PVXXunpw1SdIoJxSRCCKZYAwGHHDEEWzjsA7r9do/7F1je73OnwO2WRzBGCeME9EkY4IQKGeNRtKMJsee0Lmr6nx/VE/P9HSP1EqAUd3XNZc01V11Toepeuo97/u85FjgQBOQwARE+sbm4OgWziq7FFW8MloE29jYvLRIXt05suMIIX4EFGGt/P8Cq7PX8/nun8/V5xZgtZSyLzVgOfAYYAvZM4Blq2eg/M6FMZKqVhcCVIHZUIRvRPLeuXVcVltBhcf18k40xc3zm+iJxmgdC2PoJgnDJHxglL5Hu+g1JDf/x9/46Xev5Zw19cypK0RzqpajQrEbpoiXx7d3s+NIkKXHiDTOKSxgTuH00ejpKHC6ee/clcQNHQm41ZP3tD2u8b0OhsZydwH0uo8+FyEES6qO/zVPJW5E0c1sNwqJZDDWc0qE7M/3ttM8HCKRumnRdZOobvJg63beNi/K5Lu0hNkGKLjUxpzHklLyj/Yh/tbSh6YIrp1TyboayzFBEYK1FRWsrcgdRS1xVeJQNBJmkomaBokz3TZ3ingWMJoYoNiV2XbXxsbG5lXGeVLKpUKI7VLKLwghvgH8Md+d87lyKuMiNsUg03d4tHmVUex3oc0tJTkcQ0SSSIcKBU4QgnllAd4555XVUcjn0PjWmrNoHh7l3Z/9C8HWMRJ9E+kDsZjOt257hvvuejtCCG68YTk/+PW2CSvmSeiGyUNbO48pZE8W10ssYMd57+Vz+dpvtxNNWNHQ4nKVoiKNBRWl+HJ0XMuXgWiC+1t76Q7HWVlRyEUzSnFME61XhJozzxhAPckc2XEeaO1Li9hxJHBxXTjHs00SZhtOJTsnW0rJZ57ax+Ntg0RTDhyPtQ3w5nnVfG5tptNAwogzFB9CVTRKXaUoQkEIhaUl57Fv+J8ptw+JRxV4VBhLTvcunAHhGBsbm2mROVZwXoWMX6RjQogqLJ3ZmO/O+VwpHp7kWgDwFuCh45mhzSuXbbt6uOfeHYyMxrjsoiauunxuRrerudUBaoo9HE4amN4JceNxqrx7/fT2Ry83ZdJBcNsQiUS2XdShtonCr5tfM5d7tnUy0DWW9TxFgPoK9HM9Vbz9oiYOdI7y542HueBqP4FiFYHA6UxyX+turm1YmF4Wz5ftA6N87J+7MExJwpQ8dKSPn+9t52cXLyVqxNgx2EFIjzOroJz5hZU4VRcFjiJGkkMZx1FQqfE0npLXOd3SXMm0JgHj5QCZr31L72iGiAWI6ia/29fNW+ZXM6vIcuA4PHaIAyMHUkLYitSuKltNobMQl+pjScmljCW7iBsjOJUAEhdjye3AlO+qlBQ4jl40aGNjY/Mq4EEhRBHwLWAb1snwznx3zse14D+EEG8EzsU6s9uuBa8SfvX77Xz9+88Qj+tICRtebOeee3dwz0/elBazQgh+9sG1vOtHGxgciyGEIKmb3PyauVyw8JW75FkQcOF0qDmFbGNdUfr/Lk3hvg+s4+IvP4o+pRGDQ1W5auXJV7zngyklwXgUp6oScFhpGoePBPnT/XsYC8W5+PxZnLf22M4Nx4OiCG5910oaV0NbNJiO/RnSZE+wl2pPgHWV9XkfT0rJ55/fnyX02sei/GLfXgzRhyGtorjWsQG2DLTxttlrmF+0nJ1DG4mZUQQCKU3KPdVUefMf+2hcXl/O71q6MppyCKAnrFIXyP5+CNw5i76eah8ipmeHR6SUPN0xxKwiL8F4kAOjB6zCtUl2W5sGNnFR9UUoQkERGoXO+oz9i119BOPdmBgILAHcGFh2yqLSNjY2/5q82nNkhXWyfUhKOQz8IdWEyyOlHDrGrmnyOktKKf8ohHh0/PlCiJLjGcTmlcfoWJyvfe9p4vGJC3kkqtN8cJD/+fZTPLOxnfauUaRbw2gqYd7yGj50wUxmFntZN7uMYt+pqSYfCyf4zQP7ePKFdqpKvbzr2kUsX3D8ldq6afLEwUEODoaZU+bjwlmlfPh9a/jBT55P+9ECuN0a//6RczP2rS3x8q13rOA/f7MVhQnXg4+/dh7za3J7qp5KWkYHua91NzFDx5RQ6yug8LCb/7r1CQzDRNdN/vCX3Zx7dj0//tbrUY7ipHC8xA2d9thw1gJ2Upps7G8/ppCVUvJo+wC/PdDFUCxBfzQ731WXJmGzh8kGGElpEoxH2DHUwcqyBlaUrWcsOUzcjBHQCnFreXthH5P3L6rj+d4gXeEYEd3Eoyo4VIUC52xgH5m9yBRcypycxwk4VTRFZHWpUxWBP3Xj1xFuz/LZBTClSTA+RKk7O8IqhGBmYCkVnnqG430oQqXUPQOX+tLYsNnY2LxCSXlNv5qRUppCiO8Ba1O/R4HpO9DkIB/Xgg8CX0od2CqrtWINr9x1ZZtjsnl7Fw5NzRCyANGYzm//tBtz/K8nkkTZ3UdzoZNvCxOHpnDNwChfvmAurpN0KRgNxbnmI3+hPxglnjAQAh57/ghf/Mg63nhZ/s3jBsIJrrt7E4ORBLGkgVtTqfA7+eM7VuJyafzwZxsZCkapry3klk9dwPnrGrOO8fpVdaybW87fd3SjGyaXLK6ittR3Uq8vr7nHwtxzcDvJSfYBR0LDjOgx4vEJAR6JJnl24xH+/mQLV1ySW2idCMlctgUpEqY+7WPjfH9HK/e2dBMzpj9OsXvyaWMCXZrsH+5lZVlDqhPY9LnIzSNB7ms9QHckjN/h5NKaei6ors0rQu13aPzq0uU82z3E7qExanxuLq0rw+fQ0E03cfMQpgyhCC8uZRaaUprzOK+bXcEPtx7Jeh0AlzZYAjVujE4zC4kus6O/4wgh8DuK8TtObz62jY2NzSuQR4UQ10gp/3IiO+cTkf00sEhKOXAiA9i8MvH7nNMaLZtTbgGFIWFLD3JOKUlTcv+BfqSEb14y/6TmcOef99A3FEk3XJDSakjw5R8/z1UXzsrI1T0a//XofrpGY2krrXDSoGMkxpeeaOF7b1/Be9++AinlMUVPeYGbd5w386jPOdVs7OvAmCImJeAtcVI608Pg4Ykb00g0yV8f3ndKhaxPc1DgcBNMZN4AK8DcY7RtHYgm+P2BrqxCqqmoqDiUZM6yJad6bGupQ2Mj/N++HWnRPZZMcH/7IaKGzmvr8vu8NEVwwYxSLphROmV7MZqyEoC4YbJjaBSnMsrC4kBWfnCN383X1s/lc/9sTrdilsD3LllIgUtDSp0SV4yheGaMFyyv2hLX9C2LbWxsbKZypthvAR8FCoUQcaygqQCklDKvk2Y+SuEgEDnx+dm8ElmxtBqfz0k4cvRWqmnCSesvSghihsn9LX381/lNBPIUm7l4bENbzq5hQgj2HhrirPnHTjGQUvLIgf60iB0naUoebu7D8lfmqCLWME32DA8xlkwwu6CQSs/pj8SOE0xEs0QPgDQl3iIHg1NWWFzOU+spKoTg2oaF3H1wK4YpMZFoQsGlalxcPfuo++4NhnAoCgkzO9KoCqtLmQQWlhRS6AwyPEUsO4TK8tJj58E+eORQVuQ4YZo83tXOa2Y04DgFBXn/6Brgf7cdSDfU8GoqXz97IXML/ennxPQwa2p0Hn3LQnb0maiKwtnVhbg16zMxZIhSt0pPVCeUlOnPVQEaAx4cykvjD2xjY2PzL8ZJVbXmo0I+BzwnhNgIpE0npZT/djID27y8qKrCL2+7jvd85E+EIwmriCtp4HZrjIzm8Bb1OjJ8VlUhGIomT0rIlhTmLhvXDZOiwMn70uYKFPaG4ty1pZ2tXaPMK/Pz+iVl3Nu+h4RhIpFICWeVlfOO2QuOu2I/H1rHgjzWdZD+WJgyt48qtx+HUEhOyatUNMFga6bw87g1rr928SmfU2OgmA8vWMsLfe30xyM0+otYVVZ7zMYMpW5Hzi5qCrC6ooiLaktZUlrAnCIfQ/Ewfzi0mXgqXcGUkrNK65gVOPb5qzs63X20ZCyZoMQ1rf1AXrSHovzvtmY8mo6mSCK6wmDc4FMbdnPfpavRFDg0upXhRF+qEAsqC3zMKzwbTZm4sVCEE0XA4mKNgbjJYMxEUwRVHoXCo6RN2NjY2EwSE/23AAAgAElEQVTHmRCRlVIaQoi3ArOklF8VQtQClcDmfPbPR4X8H/AEsJPsFTObf2Hmzi7l6Qfex6ZtXYyFEqw6q4annm3llq8+TmxSgZRUBXJFVca+qiKo9p+c2HzPdYvYvLuP6KRcUFURzK4ronFGfkVWQggumlXKEwcHmGw6oClwaVOmSDo8FOH1d71ITDdIGJJ9Q8N0OztxTtFr2wf7mVtQzNkVp7ZVbMvoIPe0bE+L1iOhYbrCozhVFdOQGKkzlkNRqHcUIeLg8zrQTYk0Je9+23LWra5HSsmfnjrET/+6h6HROOuWVPHJty6jvjJwwnMrcXm5om7ece2zoNhPtc9N21gk4713qgofXzaTpqKJyHaJy8dN88+nIxwkaiSZ4S3E78hPgFZ6vIwls4vIAAKOk49y/v5QG3UB6/iKgEJpkDBgIKqysT/I7ECQ4UQfVrzaIqqPcXhsB3MKV6WPowgvivBjMka5W1DuHhe5Ck7lleW3bGNjY/NKQQhxG+DA6uz1VawsgNuBo7fWTJGPkNWllJ864RnavOLY0j/C7w50EYwlWV9TwnVLq/A5rK/CNVfOx5SSb//wOXr6QuDWkCurYO5EbqFHU/j02TNPuiXtBavr+PDbl3Hbr7fh0BQMU1JXFeD2L77muI7zlcvmce2vxhiN6YSTBj6nSpHbwRdfk1kw9uUnmhmLW120Fs0SzKwGRcn2C02YJs/2dp1yIftQe3NW5FWXJgWqi7NKqtk73IdL1VhbXseKshqW3FHLZ3/yAu1DUTxOFaM8QEI3+OG9O/n5/XuJpgr1Hni2lae2dnL/t66ipuylS4sQQnDbBYv4zHP7aA6G0BSBpih8flVThogdRxGCev/x54m+rm4mP9qbWRDnVBQurK7DoRw91cKQOnFjDIfixqFkuwBIKWkZ62OyEYQqwKWCz6EzltDpj7UhmZrHLBlJ9GFII6OFrEddRtTYgSnHGP9euZQ5aEpmRFZKiSF1VKGdUks1GxubVxdnQkQWOEdKuUIIsRVASjkkhMjbGikfIfukEOIDwN/ITC2w7bf+Bfn9gS5+sKOVuGFFl/YEQ/zpUA93XXpWWsxe97oFXPe6BZimRFEELUNhvvNCK1t6Rqnyu/jIynounXlqjNo/9JZlvP1189nZPEBpkYd5M4uP+8JeFXDz1AfO4aHmPg4OWPZbl8+twKVlCu3n2iyv1OIANFaDqk4/ztGq+U+U/liuTlIwFI9yRe0cXls3IbwP94xx03efIZISq9GEwd2Pt9DeF+Kp59uJJyfyUk0JkbjBT/+6h/96X143sKeMco+LX1yyjJ5InFBSpzHgTRdC5WI0EaY7OohD0ajzVeDIwyd1dkERN85bzH2HW+iNRfBpDi6pqeOSmunza6WUDMQPMBBrQaAgMfFqpdT6VqCKiShuTzRCLhcCRYDfYbC8rJCeiEGh04lTUYgaBqFkctI4JojM9AKftgpTRjFkjHBymGCyD4cSpsBZj6a46Y200hlpxpQ6ilCp9symyjvbFrQ2NjZnKsmUn6wEEEKUchwZAPkI2ben/v3cpG22/da/IOGkzvdTInacuGHSG03wp4M9vHN+bcbzJdA5GqPK5+JHV5x8z/vpKPC7OHfFyTUecGkK1y6sOupzvE6VqG4yo1xwtPogh6KwquzUN3vwaU5CevYSuVdzZImYOx7YS3xKIVwsYfD4lk7cmiA+pUZP101e2NN7yuecL1VeF3D0VJPNA/vZP3IEAIFgI3u4qHoFVd5jR2kXFJVyy/LSvNwnAEaT3QzEDqbSAaz3MaIP0BXeRp1/QuyrQkERIp3WMZkCp4NKDxQ4CgDTKgRDkjBMDo2O4FR9aJMKuILxBCOJJDVeNwOxQcL6DgQmQkhAYTjRgledTWfkMGaqi5chdboiLQihUOW1T6k2NjaTkFbh7xnAD4E/AuVCiFuB64Fb8905n85eL60fkc1pY28whCYEU0u54obJU11DGUL2vp1d3PpoMzHTxASunFfB165YgMdxaqvmX0puWF7L7RvbMKVkOimkCkGlx8v5Vae+o9f66kYe7WzJiPY6FIXzKxuznru3fQQjxwnM5VBJhLLFsBDQUJVfjmwkYXDf7m42HAlSX+jhHctnUFt4es33uyOD7B9px5iSWvFk9xaun3Uxao5OWlOJ6lFGEqN4NA+FzoKjPncwfhA5peWrRBLS+zHMBKpirVpVeDyUutypyOwEqhC8oaGBpHkQK4PGmp+KwKUKKj0+ilxLAQgldb65cx87g8M4hGB9VYRVZQlKXOak+khrBWRUP4CZ+vbpJsQNMDGIjuynyFmDWzu5wjUbGxubfzWklHcJITYD43mFb5ZS7sp3f7v/4RlEgVPLWWUOUOK2IktSSm799Vbuvn+vdSeoCMxqPw8CSUPyo2uXvIQzPn5CCZ1fbO/kwYP9+J0q71oyg6uayhFC8NF1jRwcDPN81wCzamCqhakArp85lzXlVainwNJpKmvL64gbOk/3tKUji+dWNnBuju5ZixuK2dMWzBKzSVOyakEFm/f1ZViXuZ0qH7jm2FHz4WiSq+58gYFIgmjSxKEIfrGlnV++6SzW1p++yvqDo50YORoCmFJnz9AulpQunXZfKSXbh3bRHupCEQoSid/hY13Falxq7jQq3czhvAGAwJBJVCb2u3nBIr65Yxu6NDFSNzmLiko4v6qKpOzMOoIiBGUeP27Ver++vmMvu4Ij6FJS609Q7tYpdJrkyrBQsI4fMwSx9NshiEmTjf3PsLbifFzqyTt22NjYvDo4Q3JkAVQgibUYfFwXYFvInkHMKfRR6XVxJBTNsKZyqwpvmVMDwO8ea+Ge+/eCkYpaGhKlK4SuCB5DMBhJUOo9Ne1pJ9MdijEQTTK7yIv3BKO+Md3gunu30j4aS6dPbO8Z438f2MtKl5MbLm7itmuW0D4S5a9th2iJ9Ftd7VNhs3fMns+K05BSMI4QggurZ3FeZSMRPYFXc6JNI5hvvHIef9nQRmSSo4PbqfLa1XXcesMKPvfjDTz6YgeKEAR8Dr504xqWzTl23vJtG1rpCcVJpmwGkqYkaUo++cAenvvQOdMu2ydMnYMjHXRHB/E5vMwvrKPQ6c/53FxMjcROZiDeSVSfiUfLHVFuHTtCR7gbEzPd/nU0McaWge2sq8ydE+zTyhhJdmRtV4RCOBlhd3ArYX0MUJEEuGleHSHdxVgySVNBIfX+AFLqWemzSVMnlIyimyY+7QC6rGb3sCViAWb6dRzK0S8+UpISsZPfa4FuJmkda2Fe0elL47GxsbF5pSGEuAUrjfVPWCfGe4QQv5ZS/m8++9tC9gxCCMH31y/i3/65m95IHEUIdCn56NIGVpRbdlc/uHcHppF5FRamJWYdtQX0h0+tkB1L6HzyyT1s6R3FoQh0U/Lhsxp4/9Ljtyv6S3MfnWOxjBzgpJR0q5IHtnfx5I5uPnHNIm68Yh4fWbqI/miEXcODaEJhWUk5Bc5TL9BzoSkKBc6jLyE3Vgb47S0X86W7t7Dt4CA+t4MbXtPEx65ZhKYqfP9T6wlFk4xFElQWe1GOUmA1mYea+9IidjJDkQQdozHqcqQYxI0ED7RvIGYkMKS1MH5wtIMLqs5ihq88r3FnBqrpjPRl5aJKwKtJgvHeaYXsobG2rGiuRDIQGyRhJHGq2RZcFZ55jOm9mFJnXI0KVAJaA3uGN2Gm6whMTDlE8+gIpvRyZd3adJRXCA0pvUjCKAJiRoLB2Eha2yYSzUgOUuL00xuztiWlwJQwGBdUemRWVNahFGDIMLkKzCSSwZjdQNHGxsbiDOrs9U5gpZQyAiCE+B8sD9lTJ2SFEMXAHCB99ZVS/jOP/X4OXAX0SSkXp7aVAL8DGoFW4HopZVBYoaDvAVdieYi9R0q5JZ/52eRPtc/N769YQfNwmNGEzoISP36Hxkgozu+faKF3KJp7R91EN00aik5tLuV/PrWPTT0jJE1JqkCfH29vo7HQwyUNx+eM8NSRIaJ6jsiflOB3EA3G+c6fd/Hm82dS6HNS7vFykcd7Cl7F6WFRQzG/u+WSaR/3exz4Pcfno+rRckeATSnxaLkj4TuDh4nq8bSLqsSKsD7Xt4s3NV44bRQ3aeq0jHTRFR3Er7kpdHgIJsJpCSeAKk9qCf4oOlyXeu4HhMCQOpb9YCYOxcPswHoGY4cI6wM4FC9l7tnsH9kzScRaKAIKnQad4Sg7g4dZVWb56cYMnV+1DPPGmRoqkmBiLEN+WkVkJhfXhPnNIet71DzioNGv0x9T8GomAYfVZANhCenuaAhDTv+CndOkStjY2Ni8imkjU49qwKF8dz6mkBVC3Ah8HKgFtgFrgQ3AxXkc/5fAbcBdk7Z9FnhcSvk1IcRnU7//J/BaLLE8Bzgb+HHqX5tTjBCCecUTy8Kd/SGu++xDRGLTCAZAuFQ+ce6sU1rsNRRLsKErSHJKHmhUN/n5zo7jFrLVPheaAD3XHWwqn9ShKmxuGeDiZTUnOu1/WXoiEZYtFDQYCqaEnn7J/sMSTFhaVUCZL7eI6gj1TmoFMIFuGowlIxQ4sz1j40aSvx15nqgeQ5cmAoEiBOVuiSFBFZICp8SpgEChxDm940Slp4IjoQ7klDm4FCdu1Z2ai0lvNIrf4aAwFVl3KB6qvJnL9FE9lHMMy/dFciTUkxayL/Z30B1J8sM9cZaWKCwsyp33urwkyX2tgrgp6Y2p7Ao6WFqcpD3sxKOYuDWJ36ERMxIpbxmJAumir/QchEqD33YusLGxmeDMMC0gAuwWQjyCFSu5DHhGCPEdgGP1MsgnIvtxrO4Kz0spLxJCzCdPWwQp5T+FEI1TNl8DXJj6/53AP7CE7DXAXVJKCTwvhCgSQlRLKbvzGcvmxPnqnVsYHotP+wcjFMF737CIm9c2ntJxh2M6miJI5Bh4IJq7k9NUevvDPPx4C9GYztplVfxGVdAnR2WltJRtyPKrkkDBacjxfaUTSib56o4tRE0dIQSqgOpyQYEPeo84+OE107e+nc7r1USiTfPY7mArYT2WzmmVWJ3LhuIO5hYkU1FcS8jN8M3FrU2fbzu/sImeSC9JqWOmUhsUoXJW6RKEEDzb28OvW1owsQTt/KIibp6/AF+Orl8u1UMkh5iVqR9tkidsV6SPRcVxBNA2prCgKPf8NEVyVW2A/WMwFE9Q463mnMoKQskgT/V20xkKc1FNjMnBcKcKCQMkAkWoSGkyM9BEuef05Wjb2NjYvEJ5IPUzzvPHs3M+QjYmpYwJIRBCuKSU+4QQx9fLMpPKcXEqpewWQlSkts8A2ic9ryO1zRayp5mnt3VNK2LnNxTxH+9YzgXLT9yO6sW9fdz3j4MYhuSq8xo5f1k1QgjqCtyoOUJcCuASCt/ZcJjr5lcyszj38v/Dj7fwmS8+jinBMEwcmsq5181nU4FGXDeJJg2I6YhDI4zLpkKvkxWzS3Me79XM071dJM3MuKqiQHFA4StvmU9StLNtsBeH4qTG20ixqyL9vPlFDWzs35NRsCWAUlcBXi13hX3rWG9axE7GlFAfWI2UY4CkyFWFWz16eodbc3Nxzfm0htoZiA3i03zMKmgg4PDTPDLCnQcOkJhkabZveJgf7NnNfy5dhi51tEndsxr889g/vC3t4zo+p5GEQBUqcwut3OyxxGHOLu9DSgkClpdC1LDes6mZFKYEg37+Z+UlKJMe/MaOZtrDMWq8ZtbflxDg0iQBrYR6/zz8jsC0NwU2NjZnLmdCjqyU8mcns38+Z84OIUQR8GfgUSFEEOg6mUGnIVfSWNZHmOoy9gGA+vrpO/vY5I/LqWZUx4/jUBX+/PUr0U6iFe037t7Crx7eTyxuIIGHnz/CFevq+fqH1+FQFD63pokvbThALFWgJQBDwo6OELs6Q9y+qZ2vXDSH6xdntosdC8X5zBefIBafECSGofPCn/fx4+9cSVFDEY9u7uCOv+xBUxWkS6E44OSXn1yfd2HUq4n2UDhntzJVwIsDO2j0x9KNA0YTQ9T6mqjzNwEwK1DDQGyElrFOVAQS8Glu1ledNe14DlWzjFSmYIlbgyrv8dlTO1UncwtnM7dwdsb2h9rbM0QsWG1/TTnI3448hikNHIrGgqI5zCpooMxdhVGwmENje0ma1lL/aEIlpCvU+SqYW1iPbkYJJvagCDlxVhJWu4dcFxVTWl7MumniTHm6dUXCdEXCGFISjCvTWHEplLjLKHKdPtszGxsbm1c6QogrgC8DDVi6VABSSplXT/N8GiJcl/rvF4UQTwKFwMMnNl0AesdTBoQQ1UBfansHMLlUvZYcgllKeQdwB8CqVavOgHuV08+bL57NnQ/uz2h76tAUrlhbf0IiVkpJx1CE3oGIddzEhI1RJJbkoQ1tvO3SOSyfW841cyqZEXDx850dHAiG6QjGiURNpLQEgm6a3PLEAS5rKqPIPbFU/Mzz7TlbzMbiOg8+0sxXbrmYhVfM5/0XzGbrwUECXgfLZpa85G1AI7rOrw508FjnAIqAK+sqeevsGbhO4uYgX4YjCe7c0MYTzX2UzxCoJQJjyr2hiSSgxdMi1tpm0B4+QLW3AU2xuo6dXbGQxSWzGIyN4NVclLoKj/peLiiqZ0PvHvQMtwGJQzFpGdlCKNnA7IKFJ/0aB+OxrG2z/DpzCpKMmzMkzCS7gvtQhUpDoJZKby0VnhkYUqc/OkrUjFPqKqQwlesb1nuts+iU46rA1Ns9y74N+mI+HJOs1IbjsXR0NqQrtIdV6nxGRnqBqmhUeRpO6vXb2Ni8ipFnRkQWq5bqemAnx9GadpxphawQokBKOZpyGRhnZ+pfPzB0vIOl+CvwbuBrqX//Mmn7R4UQv8Uq8hqx82Pzp71rlMeeaUVRBJedP5Pqyvw9Pj9+/TL2tgZ5cW8fqmLZB82pLeRLN6455r4doRg/2tnKpr4RCpwa6/wB7nuylaFQAn0kBvEkRCf5cQqISckTmzpYPteyblpVVcSqqiI+/cg+9nf2ZI2hhCLc8bdtvOei+VSU5bZocngVVlxfQd1KP6gmdx7YwtX18ynxeDl/8dFb154II4kkT3X3MRiPs6i4kJVlJahThJ1uSj78zE46wtF0HvCvDrSzqX+Y75+z+LSK6uFIgtfe9gxD4QRx3UTrhXPXe3A4J8bUhKDcBSXu7EYFilAYTQzhdRTiVBwoQsWnufH58+s8NTtQTX90mObRDmQqxUAVUOW1PAN6Ikeo8NQQcEyTeJonC4uL6YxEJtl6SeYWJplqzmBIk33DLTQErO51Qgg04aDal3+aiaqAaRajm8F0qoAQ8EiHh2vq52Z8nrW+APqkSPGGPidDhTrzCnW8mkKVp5p6/7yMFrc2NjY2ZygdwDYpj2I4fhSOFpG9B8s6azOWDJl81ZXAMctrhRC/wSrsKhNCdAD/jSVgfy+EeD9wBHhz6ukPYllvtWBVsL33eF7ImczPf7eD7/zkBaS0LqzfvH0jn/+3c3jr67MjXsFQHKem4JsU3XQ5VX7x+UvY3xZk/5FhGqsDLJldihACKa1acSWH6OqLxHnXo1sJ6wamhIHRGFse62D8qygMEyVixbDSe0sgoudcanWoIiMSJpM6ycc2E+sc4IduBz/4ssH1167im198I+evrceY5Id60SdrKah0oqYUzMHRIf5v34t8cvG5uNWTyz3UTZO79nXwx4M9RHWTpRU+OmKjSCBhmjzY0U2Dz8f/rFqCa1K7sGd7h+iOxDKK2RKmZPvQKPce6uLNs099G9xxfvbcYQZDCRKplA09CS9siLFgkZPycg1NKKyrqGRZSYjRZHbxkykNtgxuwwQEggZ/I3MK5uQtvoUQrKtcSKXHRfNIM4owcasT+aUmBgPR7pMWslfU1vFsby+RZBID63vmnCbYHTOyo7e58CiVDMndWbmwAoV6/zI6QnG2Du5nMB4nrAe4oraJ+UWZ6QEFTifnV83g2d4uEqaJRHBgxElnxMsXzjobf45CNBsbG5vJnEE+sp8B/iaE+AeQbssopfx+PjtPe4WXUl6V+vf4ktkyj/G2aR7KMsdMuRV85ETHOlM53D7Md37yAvFEZlTtK99/jgvOrk9HZrcdHOQzP9nIkb4wAOctruQbN51NSWCiWGdeQzHzGqwLsm5KfrD5ML/Z10UkadBU7OXza5tYVTUhPH69v5OoMVHIEuuLZ/7RGeNG9NmoOe673rSwivv29qa9YJPP7sLsHADDJBq2vtv3/nUzTTPLufm9F/LNWy/h0//9GBWrC1CK3YhJ32YJJE2T7YPdnF1x/M0VJvOF5/fzTHcwlccraR4bzmhvGzNMDofC3H+kizfOnBhrT3CUqJH7BvPHe9s4t6qUGl9+Ec7j5Yl9/WkRO040ImneYfCF965keZ31OY4lg+wa6s3yVjWkTKUFWJ9ea+gwqlCZXZCZo3osvJqTgFPkLiY8iihO6CZ3PHeY327uIGmYXLmoik9c2EThFN/cIqeTL61Yyf1HjrAzOESB04mmGBgy2/XC78i2CZuKlJI79h/GlC5eW2d5KlsuCYICRxPtoUG6I33U+31cUL2AAqcPReQ+jb6psYlan58nutqJ6DpLikt5bV2jLWJtbGzy5sRilP9y3IpVVVHEKU4tWHG0He1mBa8MHnnqcEZkcjJ/f/ow737TEroGI9zw9X9kFHQ9vauHd37tSe7/8mUoOdqk3vpcMw8e6k8XYR0IRvjg33dxz1VnMa/EEsdbB0bRJykUM25mJhYexQAvlqO4bGVNIR9cVcePX2wH0yTW0glTxVgsyR13Pc3N772QBWuqWPWVswjGE7TFJcShzqdT7EoJYdPgx/c+RXD+Mq64eMm0czka7WNRnu4KEk8tE6sKiBwRv4Rp8mR3X4aQrfa6cU5jL2ZKyZ/buvnwwhO+TzwqZf7cFmO6YVLinRBSAUcxswKLORTajcCKwBvSxAqkTwhNU5ocHjvErMCs40qJKHVXcnB0V9Z2BYUK9/QR6Zt+s4WNrUPEUjc1d794hCeb+3n4w+finuJlXOxyccOcOenfO0LdbBnckeGyoAqFxSXzjznf7UNDbB0cJG462DeisrBIRxEmh8ccXDqjl5gRTR+3K9JNQAOfA0pc1cwsWIw6SdQKIVhXUc26iurphrOxsbGxgQop5coT3floFSffTv38ENiIVWD1k9T/8wr32px+TFNmGcWDtRxhpgTUPU+0kJwsCOM6xpFRDjzdxuJLf8YXvvVPorGJEvNgLMn9h/rSInachGHykx0TDmn1AU9GtNVRoGV8o6RHyxmO9bo1Vk+Tt/qpdTN5/N2rWa4q0wrhkdEohim5ZfNOBhMJDGGZy5sIjoQ1YoY1aCKm07Kjm/f920959KndOY91LA6MhNHydDmYaiV2yYzyaUWfCXRH4jkfOxXceN7MrOYVqgLzqwI0lGZGJiu9dawpv5SFRWtYVnoeYV1B5vjgdKnn/K4dDYfipNg5H920fFOTJugmOJUGfI7c+c47u0Z4oW1CxAIkDUlfKM6De7JzqKdS669mdflZFDgCaEKlyFnA2oqVVHqO3U53Q19f+qbFq5kUOAwq3Cary+OMJcMZea8SGNUlhjQIJTs5NLoBU+awarCxsbE5EaS1SnQ6f14hPC6EyKfJVk6mFbJSyouklBdhtQ5bIaVclVLMy7HyWG1eAVy6fmZOZwEh4NLzrWjfoe4xkuOiQDcR3SFEKhUhmTT508PNfPiWv6f37QzFcOaI0ppAczCc/v2GeZnV964yF6pTIb2rW0PxO1EmuQu4nSpzG4tZv3L6aJxfCHZt6EBx5I4qnrtmNtuGgsSN7H5TEhiMK5iGSTKm0/xMO9FYki9+40/Tjnc0ZvjckwqJrACxaWbnLbkUhctqMsV5wKHxpZW5LZfdqsLKssITmlM+nN9Uzr+/Zi5uh0LApeF2KCyqLuSOd67K+XxVqBQ4i/FqfvyO3IWCHtWDkiscfRQShslnX+zjG9sLeOCIh4eOePjOzgI+v2mEYDx304vtnSM55XIkYfBiW3DasaSUmCmXhGpvJZfMOI+rGy7jwupzGE44eKqrje2DrQzHR9In8Kkncy1141HmMlhdlsDnkAhhFapBtpOBAPwOKHKZOJRhOsJ/ZyzRltd7Y2NjY2MDwE3AY0KIkBBiSAgRFELkbSiQTxXMfCnluFsBUspdQojpDSRtXlLmNBZz8w3Luf3urSR1qxWoqgo+ddMaaqutiNequWU8tbObWMJAjMSzrsbxhMGmHd0cOjLMrPoi6gLurLaxYPWkX1AyIXLmFfv52jnz+eqmFobjSaQiuO6KWRSNSB7Z0Y3bofK2axejjiT4w9+bMQyT6y5p4obXL0Q9iv1US8cILoeKe0YdkdZDGUlCqqbx3/9xNR1JfZrYoCChw+FdPTz9y+0kU213D7X25/2eTmZesZ9ZhV6ah8OpNArBcEhSErDEqCElqiJYVlzEFbXZS8jrKku4sq6Cxzv7iafeU4cQFLscXF5bkfX8U8mN583kravr2NM9SqnPyezybIFqSB2BkiFQ5xcuYPPgpoyGBopQmF+44Ljn8FzvEAlDEjEUNg1M5GM7FcnD7X28rak2a5+yAgcetyA2Jbjp0hQaS7LzXKU06YvtZyjeisTAoXip8iwm4KggGB/lqe6NuNQkMQMG4oKWUUGR08/Z5VUIpQcwEHhwKk2cX1XFxv5+FhTFspwPJsabSO8VgEORk4oXTYYTu3CpJTjV3BFnGxsbm3x55QRNTyvH149+CvkI2b1CiJ8Cd2NJoHcCe09mUJtTy0fevZLLL5jF3/95CEVRuOKCWTTWTUT73rx+Jj95cB+6bmIkjJzFV4oiONxuCdlCl4M3zKnkj809GfmdTkXwgWWZTSjOrS7h/qtWMxhL4nOoeDRrOfuW12e2PH3XNbk9Q+O6yV8O9PKPtiGq/S7etrCamjIfiaSJ5g/ga5pLYqAPIxZD8/p43ZUraFHSQmwAACAASURBVJpVQUE0lpEDOY4R19n4sxcY2JQZFWuozbRZGk3Eebijmf0jAyhCcFZJNZfOaEob2k/mB+sX8z8vHuCf3UMgod7v5bMrZhMyEgzGEywsKmBu4fSi5TPLmlhUHOC+1m6iusEF1WW8o2lG+r061fRGQxweG8KjOlhQVMGaxmxP6VBymMOjO4gYIQRQ7KpiZmAJmuKg1F3K6rI1HBhpZkwfw6f5mFMwh1L38Z9rBuNJ9Bxn4oQp6Y9lRmSD8Tg/2b+H1rFRVq5xEI+r7NyVZHg4dQOgCN6Uo8NcT3Q3w4n2tBdu0ozQEd5ErXcVB0Y2UeiUjCSs3m6W4JSMJsfYOhRhRZklriVR4uZu5hQu5YoZNQhxII9XJ3Eo4FGnbjUJ60dwqovyOIaNjY3NmY2U0hBCvBWYJaX8qhCiFqjEcs06JvkI2fcCNwMfT/3+T+DHJzJZm9NHU2MxTY25c6X3dI6y8qxqtjX30zMQwozKLDutSFRnZt2EI8GqykLube7NiDwVuZ1UeLOX+4UQlHlypwH8cV8P332hlZ5QgoYiD587ZxaXNFqiMpI0eMMft9AxGiOim6gCfrOnm+9cMp81CyvYuKeXBB48tZZpvMel8vG3W0vjFR43V9ZW80hnTzqX16UouIVKdF9mHqXH7eBjH7ucP7ceIqLrLCgq4tGu/YST8XR55IsDnXRGRrlp3qqsvNYCp8bXz11A3DBJGiZ+5/HZeSlCcHVDFVc3nJyfrZSSvtggneFey9zfX0ORqyDj8T+37WHHUG963L8d2ce7566gzjdxYxM3ouwdfj69DC+BYLyHhBFlUcm5ABS7illTcfZJzRdgcXEgp9WaR1U4q3RiTqaUfGvnVgZjMUysVrAej8LK5U5e2Jig0uflu29YSqkv83tmyGSGiE2/F5h0R3chhEkoaeX8OhWJS5XopiBqwGDMQDdlOgdaSpOE0crVDYKNfSqDOQoSATShYGJ9X2cGjJzmC3aurI2NzangTIjICiFuAxzAeuCrWBastwOr89k/n85eMeD/S/3Y/Ivx7fv38LPHmgntbEMOjKYavwk0TwDNaVk/SQCXysHeUWbVF5E0TW59viUjkiaxisDu3tPJzWfl7kY0Ek1y15Z2njo0SE2Bm9oyL7/c1ZW20zoYjPDRR/bwo8sXclFjKb/a2UnbSIx4SogaEgzd5LNP7ucfnzyPL/7kBf6+0SouKyty8+UPrGXhzIno4vvnzmJxcREPdVhjrK8q49KaKu4aknzjtgcZGBxjRnUx7/rQxTxXEsfsbMeQks0DnXgdmXZlhjTpjYZoD49Q78/tbepSlZekI1cupJS80L+DrkgfRkqAHho7wuLiucwpbARg93AfO4O96OOR6tTH9+uW7Xxm6fnpm5feaBtTfaclkog+Rjg5gs9x6nJ35xX5WVNexMb+4fTn7FQE9X4P51ROfJYHRoYZTSSzfFecDoXPvWEWb5/kSjAZ3YxZbgu5HpMxHIrVvazGa+JzjKcFSJImdIQUDDlxEhQCkuZoqh2um439oYx6Q1UoNBXMpMxdjJQGI4k2XGpf1rgCFa9mOxXY2NjY5Mk5UsoVQoitAFLKISFE7uhYDo4pZIUQ5wJfZKIHLqmBjtkQweblpWMwzE+faCG87TAyGLKu4hJAokdGEYqK4nCARwOvg10tQ1y6up6WYCSnYUDClPy9dSCnkA1GErz25xsZiiSJGyaCEURAy/IKjekmX3/+MBc1lvLAwf60uJmMKaEtFOe7nzifaFwnEtMpKXBlRUqFEKytKGVtRWbawE03XMBNN1yAYZjoSP5947MkJ1WbI3Lb1Ekp6YmGphWyLyd9scEMEQuW+N4ZbKbOX41bdbF5oDPzdaZImgad4VHq/JZAjepjOd0HhBDEjcgpFbIAX1w5n/uP9PC3tl6SpslltRW8aWZ1hhvEUCK3g4MhJWFj+uimQ/FO66PgEB6iMkyFW+JzWDne43k1TsXqMrapP8ayUhd+h4IpJXHDxKmaFLk0Vpf72TccZSxh4FQV5hbU0RiYSTDRQkjvxKkKnEopuhxGYn0uAhWXWoZbPb35zzY2Nq9+JEd1sXw1kRRCKKQUihCilOPwk81njfRnwCexchWye1navGx09YXo6A0xu66Q0iJP1uPP7O+HRBI5HMqxPiExiKEEfDAYggGT//ve0/Q09/G+D63N8IedTIEr91fmjo1tDEYSJFKetpM60mbRNmwZzU+3RG9IiS9lHeVxaXimGfNYqKrCnqHBrDQK3bRODlOXvIUQlLq8JzTW6aYj1JMhYsdREPRGBmgIzMhwV5jK5Hxiv6OIkcRA1nK8KU28WsHUXU8aTRFc21jNtY3TRykb/QGyPSgACQ3+6fOPFaFS6prJYPxwWkyCJSirPIsI65sIOM0cnzV4NegKm7zYF2N9tQcT6ItZLgRCQIlL45zK8bEVHKKazshzJM1Q+r0zjBhOxY9XK0RKHZ9jBh616rS2H7axsbF5NSCE0KSUOpbN6x+BciHErcD1WE0S8iIfhTAipXzoxKZpczqIxnQ+8bUneXZrF05NIZ40edPlc/jvm9ehTLpi+1waxJOpqGgOr9lEEnpH0w/pusn9jzQzMBhh1mvq2R8MZ9wNejSFdy7IbZv1WMtAWsRODEBOJVtbYKU03LC4hu29o+nUA7DE5YyAm9nFp0ZQOnLYiMUMBf+U1AIFQaHTxcxAcdbzXw7Cus5T3d0cGB1FSvCoQUpc2c2wQgmDv+7t4+ZV1SwvrebI2AjGFIEajhv4xMSNToWngZ7I4YkUBKz2q0XOCtzasbtfnQ6qvT5qPQW0jA0znr1hmhDQTJp7O7moxosmSnIKxHL3PDThZiDegiETuNVCqjwL8WjFzClYR2vo2ZxjSqz30wQOjSXZNwKmqTIzkCtZQSVqREma4YwbAIlJwgxTpi3Go5ViY2Njcyp5lefIvoBl73qXEGIz8Bos1fBmKWV2J51pyEfIPimE+CZwH5k9cO3OXi8TX/rxBp7d2kU8YaRb0/7p0QM0VBfwvjdMuAVcsrgK1eeZ9i9BUbSs4H08YfD85g7u+rdz+a8dbfRHEijC8gN92/xqXtOQ+2Jd4nUC4YxtMm4i3EqG+nJrCv+x1vK3vWJWGZt7qrl7VxdORUFiRXzvuHJxWrA8eKSXXzS3MxBLUOdz8+GFM1lbmb/YbCooRJ0ifiSCsaSDpgInA7EwQghmaAXse2CUq7/zRxbPLeeDb1vGrPqXJ8VgMB7nC5s3EzMMEqaJlFDoMFlfBdoUHacp8EjzID3B/dx66Vx+unkPgQKJpqWaokl4bpOBq/8gt15tVdE7FCeLS87jSGgfI4l+FKFS4a6nxtd00nOXUiJJIHAgjtNztqVLoSUMtSWgKpI3NCRZV22gm3FCyc2owonfcTaKyFx9EEJQ4m6kxN2YdUyfo5hiVz3DiXam3swlTTCkdZO3ddBgNKmgCRNBA3CEVEI54MCpzCeUbM2I+qZfMyYxY9gWsjY2NjbHR/qKJqXcDZxQ56J8hOx46fJkJ3UJnHAXBpsTJ6mb/PXJgySSU1q3xg1++efdGULW69L4+UfP5R2tvcTa+tLtXoWAgN9NTXUFh1uHs8ZwOlQSwRj3X7eSnQNjDESTLC0LUJbDsWCcG9fUs717hOikeSm6yQyXm5gKg9EkNX4XnztnFpfNKkvNQ/D5c5t439JanjkSpHs0yqLyAFWpyvT7Dndx+962tCtBayjKFzbt46trFrC6PD+RqSkKH124hO/v3oEEDNPkcI+kb0jlBQGXza7nPL+bT93yOImkgWlKDrYN8/BTh7jnu1ezaO5J2dudEL89eJBQcqLwSQgY1RV2D2ssLNSREsadu4aTgguWmAyMdXBwYAaPPatTUiKprlCIxSWH202iMXgk3JMWsgAu1cucwqN2oT5uovphovq+lNgTeNTZeLR5eS+zx4wIV8+MM6vYoNwDC0utbmmWQZaBSZSwvpWA45zjmlehNpvuSAcORaIpltgWgCktJ4OYITBMFU0ILpuxGI9WhZQVmIQQqAh8CCFwKF4EapaYFSg4lOzUHhsbG5uTQmbYqL8aKRdCfGq6B6WU38nnIPm4Flx0PLOyOb3EE0a69exUxsLZnZLWNJWx8/fv49u/2MD9f9lGLJrg/LWz+PRHLuTuP+yko2P7RNevSWPMnmkt4y4tzy9n8tI55Xzo7AZ+sOkIpsMSLk5F4f9d2MSVcyowTJnVwnWcZw8P8YVH96eLf4SAO65bys/3t2e1yY2bJv+3t5XV5fn35JhdUMg31pzDzqFBvv10Oy1dYWK6Duj8ekc3v/9HG8YkqyXDlERiOl/54QZ+872r8x7nVLF9aChnlvuhMQcPbJS8b72JU4OYYUWXnRqUByTNY12YUtLdJ+nuyxRbbseJe9Y2j4zxQv8gTkVhfVU5Vd5M0RZOGuzs38esosOYmER0gUc1gYOAgtcx95hjRPQRPrl2ECEkqgLVXiXn98WQY5gyhiLcec//0a4unu9zs6YixoIiAzXVqcuhSAKFBu0hH/MK5zK7oAKPZt1ECaGiMtkeLIFDxPFrJrqEuDGxmKEIDZ9Wmfd8bGxsbGwAUAE/uctp8iavKhohxOuARUD66iGl/NLJDGxzYvg8GrVVAVo7RzO2CwGrF+f2KXU7NW754Pnc8sHzM7a/9+3L+cNfdqOHE+nsA7db4+rL51FRdvy5kv2GgdOjpcVnQkr+/Yn91BV6WFKRu2Dn4GCYzz+6n9gUMX3Tn3ZQ2ZQ7Atweih733FyqSpnDz6aOcIZTQlI3UUZyV8xv35ttrfRS4FBVMHLXVRYXKkR0iTHlz96hwZgMsrK+mBfbhpis/z0OlXeuyWxkkQ9SSm7f18LjXX0kTBNFCH53uJ0PzZ/NpTOs79rm3hFufnQXP708SMuooCPsQAgrm6XCY7K4uAWPNueYUdnO8G40deIGbfqkBJFzef9obBnsJWZKmgoMnJMOLLDmuaDIT40vu8PYOKaMMpp4GomOUwWHFHhUGE2CKgqo9K5EiNPT3MLGxubM5lWeI9t9KrTkMZPYhBC3A28BPkYqCRfLisvmZUAIwZc/di4el5Yu7HJoAp/HwX/emJd3cJrqygD33flWLlk/C5/XQVWFn49/YC1f+X/HlzUipaRrNMYf9nZnR1B1k9umdNmazB93daPnsIySkqzc1nFqfPlH4yazo3csw/IJAAFSzT1OQcCVc/vp5qKqqqwiNSktp4XSMiWnAT+AQ1H5/vVnUV/iw+dU8TlV3JrCxfPKec+6xpz76KZOV7iXznAvSTOzAcDu4VEe7+4jblp+AoaUJEyT2/cdZDSRJGmafOyx3YSTBjETOiIKJgJDCkwEfVGF5hFJPi4qET0zxSWsS8wcZ3CBhsLxFQIqQuBVJa4cZzshIG4GjzG3fUgSjL8OIayfIqePOv96nMrLUyBnY2Nj8y/OKbF3yScie46UcqkQYoeU8lYhxLexCr9sXibWLqvm3u9ezU/v3cnB9mGWza/gxjcupqbCf9zHmtlQzO3fPvHl82fbhvjcw/voGIlZ9k+aQLiUdAROAs1DkWn3DyV09Bw6x5SSFQWFbB0byRDHLlXhpvkndh9V7c8hgIWAxiLUthGMSRPxuDTe88bF2c9/Cbi2oYHWUIg9w8NIIGGaCAGqUHF5NDwa6DKZIWg1obCkpJaKAjdPfGI9L7QG6RqJsmRGIU3lub8XXZE+NvZtT59JJJJVZUuo81s2Wf/s6SORw+dXFbB5MIhHOtJNM9pCKuaUc5KJoCOsIKWYVnxPHFNDlxOpMaMJiU8ToFhd6KS0LDB+f9jDM71bOLu8mLfNrqXEdWzP7NXlVTzdfeQoYx/9hkU3c0fmJRFMmUDJ37fbxsbGJm8kr/qI7CWn4iD5CNnxddyIEKIGGARmnorBbfJnaDjKbXdu5u9PteJ2q7zjmkV89RPnoWkn32kqnjR4bGcPXcEIS+uLWdNUmleBzv7+EO+/d3uGfRa6REoTkWpArwhYNI2QAri0qZw/7OwhksxcLjZN+NjSmTw/GOTOA+2MJHSqPC5uXtCQ0RHqeFhVU0CV30XrcITJTmHK4nIuqSvmH8+24XIqJJIm110+h5vesvSExjlZNEXh00uW0BkO0xYOU+x0EtMNNEVhQVEhwUSY+1o3YUgTM1W41FRQybxCS4AKITh75tHfo7iRYGPftgx/WYAX+nfw/7N33mFyXfXd/5x77/TZne19tauyq2Y1q9hykQ3ExphiY4xNAsFgA07oCZDkfVOAvLSEEGLAocSUEAIGbMAGY1xwk7Flq3ettFqttL3v7E6/957z/jHbZme2SJYsGd/P8/h5rJlbzp25Gn3v73zP9+fWXZT7SmasiINAF2BJNSFdk1KQ61a0leBwOMzKwtmTJkq89fTEmyeirSTQGZPkuQT57rR4TtlwY90wlX6Dbx5O8FRXP/dcuY6Q2zXrsa+prudYeIjmkSRL8s2McQp0Cj1zpTXoQO6mDALHUuDg4OBwJiilBs/GceYjZH8jhCgAvgzsIv2Q8F9n4+QO8yMWN7npA7+gtz9GypKgCf7t+zv4ZVMPm66oZ1VFHtc1luE5A1Hb2hfh7f+xlUTKJmmlOxitrC3ghx+8DM8cC4S+9cLJnJ25sBVKKoQmcOsahW4XH/rtIdZW5HHLykpCUxocXFFfxJb6Ip5pHSBmpmt6XkPjzkvqqAn5uDnk4+ZFVdhKzSKs5ocQgntvXsNHHz7Mzq4wAkGJ38VXr1vOpTUFDAzFaesepa4qn8LQmdkXzibVgQDVgexp61JvHnc0buHEaB8xK0V1oJAS78xNA3LRHu3O+bpC8VzPDip8JVxVXsdQ8hSakDSFDXoT6ftBKsX64iI0ISaaMLSFNeoLZFblddQU/L6zb04hW+5rICUTDCXbEUJDKhtNCDx6uiIrBIzfNptKLdqjCR48JfjVyS5ua5jd/+vWdD62cj3NI4PErUPoIow2Fg1W4GkgaOTORh7Ho9eTsI+SaZEQuLRyxxvr4OBwDlFjs1EOsyFO50MSQngAr1IqfO6GNH82bNigduzYcb6Hcc75yQMH+cLd24hLBS4N5TOw1lWky52GRsCtU+J386s/3zCW5zp/bvjyUxxsH85ofOBxafzlNY189LplWdtHTIv+eIoKv4e3/+9O9nWPZm0jBBg+nYaSICeG4thSkbQVPkPD79J58NZ1tAzHeebUIIU+Fzc2lnGoJ8KDh3vwGRq3rK5iY838M1xNadOXiBIw3ITc8xOgg/EUCUtSGcxufXuhkbQtYlaKfLcX/TSzWWfiaPgEBwaP5uimla6yGkJQ6LHx6BC10hXRprCLRzoCfPKipWwuT8eSPXqij/+ztYlCn8W71yTSiQBa2s8rFTzd46UxVMGnVmXfS7mwZJKEHcWj+zGEh7D5KLk8tsNJwR3P5rGyII+vbT69yrktU1gqgUvzo4m5n+WVkkSt3Ziyh/SyAoUugmOZto6twMHhjxEhxE6l1Ia5tzx3eOqWquq//c45PceJD1193q/zpTLjr7gQYiPQppTqHvvzu4G3ASeFEJ85WyVhh7l5YU/XhIhFCOxlxRP/DxBN2aSsBP/6zHG+dN3yif2ipkXzSJQij5vaYHbOZf9okqaukaxezklTct+2UxlC1pKSf93VwkOtPRiahlKK2iIvrl6BOe0Abk3j+Tsu470PHiA2JVc2bkmStuTG+3aTsG1ipsStCe7eeYr/fP0KvvGW0/ekvtDbxiMdzWikFyMtCIa4ddFq/Mbs081FvgtfgAwnY/zsxG76E7G0uNQ0XlfVyMUltS/52OW+Eg6KYzkNWIL0Z9kbT4tmOfZakdvmXzZUsSQ0ma177cJSVpbkcd/RLn525CSbqk3K/JJwSuPgsIu47WJLeem8x2VoHoJa2rOqlM1MC8W8RlpwV/hOf0GerrnRmf/3L4RG0LUeW0Wx5Qia8GNoobl3dHBwcHgpqD96j+xZYbbyzreBFIAQYgvwJeCHQBg4t48IDhnUVedPCFelCVRedq9SUyp+2zS5KOXHx9q58dHt/N2Lh7n96T3cuXUvQ8nMnNnZqvHTV4x/fV8rD5/sJSUVMcsmbktOphL48/WMJT4+Q+PW1ZUE3Qb7erOrtQoYTJgTAjclFQlL8rHHDudcWDQbzSMDPNJxDFPaJKWNpSSto8P8tGXfaR3nfKCUoi8xzO6BY+wfbCFiZkaKxawU9zQ9R38ivVBOAaaUPNrRRPNI30s+f8idx8K82ikVXsV45yshxiqqMLaAS6BIJxEcHDqWdd9U53n52PqFfHT9MvYO+3m43c+zvV7itou1RYVsLC1CKcWegTA/aW7n8Y4+kjPEi01FCB2NbMuElLB/0MCta7xtYVXW+0pJBpPtHB95kdbRXYya/af56eRGFwHceqUjYh0cHF42lDq3//0xMNu8mj6l6nor8B2l1P3A/UKIPed+aA7j3PzGZdx9/9xth8c9pM/3DPKDY20kpSQ5pg2PhSP8w/Yj3H3F5DRsab6XhaVBmroyM2ndhsYNGyarfpZU/OJ4d3a0li1ZUOWjvMTDC6eGyPe6uH1DLbdvqEWOxWdNF8QzzeIrBXt6RthUNX9LwbPdJzGnRXdJFKciYcKpxLxtBi83Sim29R7kRKQLW0k0BPuHjnNp6UoW5aeF2Yu9J0jlaHwhlWJrdwtL8udf5ZyJNUXLqPKX8XzvLkxpZTzVjgVNZe1jSsWIGSHkzhaY11ZXsLwgnyc6e4hZNpeUFbOuqABTKj75wkGahiOYUuLSNO46oPGNy1ZRl5c7Sitl2zza0UJ71OKm+nQrXm1swZep4L7WAH+zaglLQ5njUEpyePh5otYwhqZQCgaSXVT4llAdWHrGn5WDg4ODw4XJrEJWCGEopSzSEQkfmOd+DmeZ2sp8asqDtPdGEVIhhhOoAm/6X/YxPLrgrSvTIfU/Pd6ZJTotBU3hCD2xJOX+yenYr962nnfc9SymLYmnbAIenQUlAT547WQ3poRtY83QTawvkeLBmzeiTVOomoDrlpTwu+b+DOvBjEIWsrJT52LUzN3IQBeCqJWat5CVSnFwKMxQKsWyUD5lvnMrgLvjg7RGuicSA+TY/NG2voPUBEpx6y5ORmd27oRTp98QIhdCCMp8xWyp2Miz3S8ilUIix+qvIss9O77PbNQG/NzWkBlq8rOWdg4PRUhKiS4U5b4UCVvw6Z1N/ODqdVnHUEpxT9Me2qMjWEpxT5ObTaUWFT5Bhb8K267mPzcX5Oz81ZvoZNQcwq2PjzddT+6KNVPmq8OlXZgPNw4ODg7TUaRnoBxmZzZB+hPgaSFEP+kIrq0AQoglpO0FDi8jX/rrK3nfpx8jmbLRmwax1pWDoWG4ddy6xpJiP5+4chEAQ6ncUUGGphE2TcqZFLLLqkI885lreWhXB+2DMdbWFfKaleUY+qSoDBg6eW6DoWT2cTUBu/rDbCidrKQmTJtd7cPc0lDGiaEYLcNxBOnq7MJCH6dG45mRXYDfpbF6hu5fM7E4v4j+RCxrwZJUilLv/ELqu+MJ/n7HPkZNC1BYSvH66go+sHTxOVsEdmK0C0tlT60LBJ2xAerzKihy++iIRnLuX+U/86ltpRRPdQzwq+PdmLbi+oVlXFdXxjXVV9EaaSOcGiZp92IrSX9CQ02ryro1N/mu+ecVWzJKmfcw374yiSnHLRLp+6Y/EaEnVk+5fzLRYCDRw4GhgyzMS1ITgJZRjc6YwaMdLtyaxg11RWwsnTkB4Vj4FAEXpBdkpR05AAmlaBlpZ2nBXFFbDg4ODg6vJGYUskqpzwshfg9UAo+qSWOcRrrLl8PLhFKKYNDNP3/kMn7//CmaTw2z3Oth3ZX1WC6N5WVBNtUU8Gz3EA+39tI7kiSVUhguJrp/jVMfzJ7Kzfe5+NPL62c8vxCCzRUhfnsy22uoGbCzb3hCyD50oItPPXBgIsQ+4Db4/HVLES6d5cUBlpUE+L9PHeVXTb0oFIamoQn4r+svyllhm40rK+rZ0dOBaUt0I72vlZIce3qUyGKTwtDc0Uif23OQvkQyQwo/3tHD8oJ8FuX5ebq7k4hpsra4hPXFpRinWTXOxfTq9TiCyYr1+pI6jgz3YarsbV5X1Th913nzhe3NPHyyd+JBYl//CL9r7eVrV1/EsjGR1xNrpit2lKgFcUuhAA0NTWhcXr4up8BPWpLHWvrpHEmwpiKfTdUhJCbdsa00hkwYSzMAJnJcK302w6kXGLXWUBcsozfewoGhYyjS95xbh6UhiU+3OD7qIiUlpyIjbCzN9sWOM5C08Rrg1zPWQ6K7ICVPotS5e0BxcHBwOOv8kfhYzyWzWgSUUttyvHb03A3HYTpNJ4d4/5eeZDiSSud2ujWqVpbx2EiCPdta+fBVi1lVmce7HttDy0gs4563k6DrCo9b4NE1PrJyIW79zISYX2q4DbBk2s8qBLhcgILOgfRU94mBKJ/45X6SQ3G09lFEwiLhM/jMYJwd/++6iZzbL75mKXesqeG5jmEKvS7+pL4Y3yyZtW2RON873Mb+gRGqA17es6yWdaUhfJqL3/17JzUbfVQ0+oiHLQ4/HWaoNcV3i/fxyfdvmvWaOmNxumKJrN+JhJTcd6IVUyWwxtqz7hsc4PedHXxq1drTtkBMZ1FeFS2jnVnNCCRQ5U8nAsTsKMVeGEoqUmOVTENAhV+j0HN6LVrHORGO8VBrb0b2b9yW7Okf4YXuYTZXpiud5f4lFHiqqPJ3EzYTJG0dv+GnNliJS8v+yWgdjvO2e3cSMyUpW+LSNS4qC/Ltt+ShsNE0cnZvS79usqNvH092CBpC1vhys4lthIDaoKQ1otCETplv9kq7pcqA4QwRC+kKsEdLELf78Rsv3V/s4ODg4HBh4HhdL2BSps27Pvs4Q6NpL6hy69ilQZr6owBEB2L8468Pcf/RLk4YqZwPbrYNnUYiGwAAIABJREFUK0JBPnjRQlYV5Z/xWLxJgRAKz7SG9dJWeMcsmz/b1Y41GEc/OogY88UKM0ViXw//9fARPvzmFRP7LSkKsKRo7un/EyMxbn9iLwnLRgJtkQS7+0f49MYGak2daNhk96+zPaOP/aF1TiGbsO0ZmiwoYnZmW92klLRHI2zr7eHKiso5xz0bZb5CloXqOBI+OfZQIADFloo1E0Lx+EgHLl1S6ksnCAgxFhssYCAZptQ7/0Vx42zvGSbX433ckjzXNTghZAE8up8y/yLK5nHcjzx0kIG4ORHjZkqbfd2jHBmIUFuQVrCzFRVcmqTAw1j1Ofv7EIDfUFhSY31JxaxjeW3lQh5pb2V9SSrrPSEkUbPHEbIODg6vDBRk5WM6ZHF20tUdzglb93aRsia9lLLEl/XvfNy02XaoH9ue+WaPJuVLErEnBmMoIQg3JzATNtJWSFthJSWjx+KsGUsaGIimoHV4QsRODlzx01/MnbqQi28eaCU+JmLHSdqSr+xuIeB3zXjdoeDc+aJ1gQBGDiHr10VOgZuSku39vVmvnwkXlzTyptrLuLikkY0ly3hb/VXUBCYFlhj7osXYlPxU14XIIfbmQ77byHldLk1Q6Jk9d3cmBmIpDvdHsn5rE7bkmVYTMfYTM2OzWwHhlIZEoIvJCLDplHjy+eCK9XPmAxd63GwoXYIpc51RQ3caGDg4ODj8UeEI2QuYodEkaopCUB59xmX/crqZcgo9sezq1HyImzbv/tluXv/9F7hndzujUqPraIKu/RG6D0To2xuhUHdxzfJyAF7TUIJI5M4H7e2NntEY9vaP5JQ2o6aFN+RhxZLiLG+tz2tw29vmbq6ga4KPX9SIR9MYNzZ4dY1CjzunwAXw6WevJWm+O8DygjoaQjV49EyBtSRUg5Gji5eh6RR7zuyh5Kqa4pz+XF0Irq8vP6NjzlYseOK4B8Y+WT3Hx2lJaItopKQgnBT49VwHUwwnBWuLayifw1YAaT95jb8YTw4LjQDy3DVzHsPBwcHhgsEJkp0TR8hewGxcXkZGipaZO4dDQ2C4Zq7SLS+a/yrzqXzuiWNsaxsmaUlGk3Z60Y9LR9N0vFLjxrXV/PIvLsM1JhquWVaO7s4t9IpCZxZ7VOSduYIWMHS+8dlrWLSgAL/XIBhw4XbrvPOGFVx/9aJ5HX9TaTF3XbqONy2o5rKyYt6/dDFfvWQ9PiPbdePWNK6qnHmh0dlkYbCSan8putDS36/QcQmdqytzL7aaDz5D5xtXX0Shx4Xf0AmM/ffFy5dS4hModfo5L6UBNwsLsj27hia4oq6cCv8VGCItvMc/UTXWvnYoqdE8kn5VImgeMcgzJNpEcwZF1BRs73dxf+tRIubsD2QpO0Jb9Ek6Y88x0dwh/ekh0Cn3rcelnZm/2MHBwcHhwsTxyF7A1FXkccvrFnPfky3EkxbaQBzpNTLmmX0ujRvWVtPsSdE2Gs9q6OnWBHeurJv3Obd1D/GDw+30xJMc74piTjuirSAv6GHvx7Zk7WvoGh/7s7V8/X93Y04R3T6PwQfevjpr+/nw7qU1fGlXc0YurkcTXLugDK+h4y3289B338ahYwP0DsZY1VhCSdHpiZXqgJ/3Lc0Uvh9fuZqvHNg70XDBkpLXV9eyoqDojK7jdBFCsKVyLQOJMN3xQby6mwXB8pyLrU6HVSX5PHLjJewfGMGSivr8EQZSuzg2YgIaRZ56yrzLTkssf/36Fdzy813UFFn4fIqYKegcVPz4cBeLiv1cvdA10ZhjqsmgwJOOyBqP5dre72Z7v5vF+SYeTdEW1YlY6QcjlxAcGR5kQ+mkR3YwEaM1MoTPMFiSV0Rn7DlslZ0tXOpdRdBViSbOXjXdwcHB4VwjINuq55CFI2QvcP7p9o1celEFP370KPGkzaJlJTzZPsxgNIWha7zrkgX87bVLQcAzHYP8/HgXBwdGSdmSZUVB/mrtonlVZOMJk//43SF+2dKNrPQhdA13UKPI72awM4W0JreNmdaMx7nz7auJJyx+8MuDE5rljpsu4j03rphxH4BINMW/fO05Hnz4KJYlueLSWv7xk1dy3YJSumIJ/vtIO5oQWFKypaqYT61bPLGvEIKVjSWsnPMq509NIMi/bdrMkeFhopZJY6iAAvfcvluAcCrBidFhPLpOQ37xS4rsKvaGKPae3ZaouiZYWxpi1OyhPXoQxbgdxGYweQKFosI3+/eVMcZgmDuvTtIyqpG2LCuWVAmaOm2+8FwLm2oTOYWxLjR04eNkzGIoZRC3BaUejROj2U7ZlLQxpcVgsh3LTvJCX5SDQ+k4OE0IKv02l5Vn3pfpMyosGXFErIODg8MZIoS4DriLtFfsHqXUl87zkDIQ0/umv5LYsGGD2rFjx/kexsuOUorRpIXfpWc0LjhTHtt6gk9+7gnitkxbZgQErl+AqyaAUopERDLaPykS/B6dfR/ZMmEpyEUyZdE3FKe00IfHPfvzklKKW+74BYeb+kiNVXI1TRDK9/D4L95JXtBD3LJpjyQo9bkpOMOFSS8Hv+9o4Znuk2givSRLE4L3Nq6jOnDmi+3OFS2jW+lPjBC3BEGXxDf2NQk0loZeP6P4s6XJUOoUHSNdHOyK4c+32NrrwVZi2nbw5CGN/7hGsaAg2yMt0Fmcfy29iRRt0ShlXi8CyX8c2JE1s6ChuHlhgqCh0RmD3QNGxvkW5llsKDEnMmqnkmfUUObP7iDm4ODgMBNCiJ1KqQ3ncwyemqWq4mPfPKfnOPU3r5v1OoUQOnAUuAZoB7YDf6qUOnROB3YaOBXZVyBCCPK9Z0fMdfVE+Ot//j2JZOYirehvThJ671KER8flTauD8UceaWg82jLAGxtmjjHyuA1qyufXqWvP/h6OHR+YELEAUioSCYtfPtTEu29djc/QaSiYX7eul8pIyuTuQ6081dmPAq6sKOIjKxfNKaBbRgbZ2nMSS8mMkuJ/H9vD3625csZGCOeDlG3xTFecoZQLjbRntcIvWV1kIQTYyswpZC2ZpGX0GVJ2CpdbsagS9g64yBUeIYCyfMXWUwW8syCOUnJiraJUglLvEiwJj7W3s7Wnh5SULA2FCBqSiC1ATa5t3FiSwhAKic3JiCtLNPcncj9UCXR8rvmEiDk4ODg45GAT0KyUagEQQtwL3AA4QtbhwuDXjx9DzuDBSR0fwbOiEGkrlMZYFwSNuFRs7wzPKmRPh+YTgzkXT8YTFgeP9J2Vc8wXWyk+9If9dEQTWGODeqKzn339I/xFcSWJpM2lK8spzrF47cW+jglP7VQsKTkZGWZh3sytVc8WQ7EU/7W1hceP9FIUcHPH5QsnUiWm8njnYYaSAgkT1c/uuEZwVKchpGHMEFPVl2jCUik0bfIL00RatE7/CjVNsbpGke+X3H/Cw6bSJGU+ScwS7BlwUx0QHBo+SNPwMObYZ314eBiXZvCm2jjDKYEuoMpv49EhJcGt505KGDU12iIGC/Mnr0ig4dICBI2Xlvvr4ODgcN449x7ZEiHE1Knt7yilvjPlz9VA25Q/twOXnOtBnQ6OkH2VMxJJZVRCJ1CAmbYaROMKPJO3itfQqM0/sxSCXCyqL8yZKub1GixvLMm5j1SKoWQSn2Hgz5EwcKa80DtEXzw5IWIB4v1J9j5+ko+JZnQhMC3Jx29dwwdumHTlNg1HaBmNzHjclJ07liwXLR1hnjvQTb7fzZ9srMXvnd/1heMmb/j6swxGk6TGSqR728N86KrFfPg1Sya2s6XkaLg3a/peKsHJiM7l5Y2IsegvqUwUNrpIf9+jZg9TJatSUBu0OBw2cj6MeF3Qbw1jS3jglJepi70OD3cQsbQJETs5Djg5qrO+1Mx4fXyr6oBkOKVlVWV3D3jYUNpAxDqJUjZBVzUhd/3EtTg4ODg4ZNE/h4Uid9egCwhHyL7KufKSWv7n/gPEEtMWcAkI1OeRSoA1LfXIEIK3Ljuz3NFcXLy6gsWLCzlydAAzNeaRFQKvx+CmNy3L2n5nfz/fO3qUuG0jlWJNURF3Llt2VgTtidFYRgtXJRUDj3ejkpLElO2+/vN9bFhWxrrGEr6y7ziPdPRR4DZZnJ9uYDAViaI+b+5OXEopPvPd7dz3xHEADF3wT//1It//h9eyrnHu6vcPt7UyFEtNiFhIZwF//alm/vzSOkK+tDXCVpKZvPFS6RR56rFVgnBqFyk5AAh04SPkXocmDJiWDJDngrVFJnsGXRO/eAoocEniMv1haGOdyaYWF2yV+xfSVoK+pA5kCtnxbWsCNu1RjfCYmNURCCG4oX4VBZ5SCjy1c35WDg4ODhc+6kLo7NUOTP1RrQE6z9NYcuKUKl7lbFpTyZZLMqt+Pq/Bm65t4Knbr+b+G9azsiSIRxd4dI36kJef3LSGIt/Z8eieGB3i64e2sfJDhbz1K0tYf2sZhltj88Zqfv69t5Gf55m2/Sh3Hz5M2DRJSYmlFHsHB7nr4MGzMp7agC8jTD/Vncj5Q5JI2dz7+DG29w3zaEcfSVvSG9cYNQXWmA4WgEtovGXBUjz63CL7iZ0d/OKpFpKmTdK0iSYsInGTO7/0FJY9d8br00f7SVrZ27l1jYOd4Sl/NijwZEeUCaAuWIJSisHkc2MiVgESW0UZSj5PgasawaR31qUBKBbn27yxNsG6YpOLi02ur0mgppXZp/WtSAvbHNdhCEGpJ/MdgcCnawg0NAGXl0kuK/dzcXE1l1XUc+fyzTSGnNazDg4ODmeZ7UCDEGKhEMINvAN48DyPKQOnIvsqRwjBXZ+9hkefOcEDjx7DMDRuvn4pWy6pRQhBfYGPh/50PT3RJJZUVAU9ZxzIP53ueIT/ad494SsVBix7TRFvfetSblm0Kuc+D7W1ZflQLaU4OjJCbzxOmc/3ksZ0WXkh+W4XyXgSG5A5hCGkp9RHoyke6+gjYUsiHXFGjsdoT0lqF7tYvMzLJbUl3FC/mHLf/BpS/Oz3zcST2dFmSctm99F+Ni6ffdFSZciLENnNWiypKJ32QHBt9QruO7EzXZ0lHYVlaBpXVTRgykGkijN99kih8OiSfFclI2YnSTNdLVAqvaVXh4V5NraErrhGws68T6aOy61pXFlRzZHhKEdHRjK+U5emcWP9RQynWhhJRRlMevDphVT4ywjqo0gs8lwlBF0lZ+1edHBwcLjgUJz37ltKKUsI8WHgEdLxW99TSp2dytFZwhGyDmia4LqrF3HdLN2wygPzy1A9HbZ2t2JliVLJ4eE+Rs0kea7sc/bE4znNOYYQDCaTL1nIGprGf16xmq/sO8623kF8lV7CMtsQ5PcYvPHyevaSItIWJ3w0wnhjrFPNJm0tJmveVkv58vl3VUuZmT7a8tVB6i/Nx+0RfLv/MM3HR3j7wkUz5tLefvlCHj/SQ3yK51nXYHFpgIayzASJ6kAB727YzK7+UwwkI1T6Q1xcvICAy0PcGphhhBKbKNWB9ZTKRhJWmJTloi9iYeoniFhDaMKgJQKHw5Nj1ICA242SLnoScfyGwWsrF/An1Qu4rkZyb0sLz3Z3T6QW3NbQQHUgQFvEy2Mdu1HKwlI97Bvqp8Yf4pbF69Ad36uDg4PDy4JS6rfAb8/3OGbCEbIOL5nDHWG++0QzbQMxLm0s4bYtiygKzi18e+ORnKJUFxpDyXhOIbu8oIC2aDRjMRakq7K1gbMTz1XidfPFTcuRSqGAn/iP8qX/2UXKlEil8HsMVi0p5rpLF1A+EOb7xw8zvburkvCbrW189MrGeZ/3hi0L2XGkl3jSpvaKAurXBSfjqlA81tnOcCrJXy7P3fphXW0Bn7/hIv7p14dQKCxbsbIyn2+9c33O7Qs9fl5Xne1BdmkF2EplWQFMW5BnpDubuTU/brcf3FDiB0h33Bo1+ylwH6c6EOb4KJyM6CzOK+LmhSvIc3lQSmVUUT26zm0NDdzW0JDxnlKKX7Tuw5ST4t6UNu2xYfYOdHBxieODdXBweBVw+p3DX3U4QtbhJfH4/i4++oMdpCwbqWDfqSF+/Gwrv/nbqykPzV4drfLn05NDzNpKUuLN3Wb2DTU1PN3djbSsib/fHk3j2upqAq6z2yhhPPf1XdctZd3SUn72+DGGIylef+kCrt1Ui6FrrAwFUVbuqZ+2gewmALPxpsvreXBrK7tb+6lenbuSu3Ogn6FkkkJP7geFm9bV8MZVlRzrjVDgc1NTePoV6qTt5/kOnfUVknHrtGnDUEIwEA2xtnzqtmFiVhOCMOGUxnAqia0kAQNWFQg2lRhcVLgKfay1rhACpRS9iVZ6463YyiLfXUK1fxkefXKsPfHRDBE7jikl+wY7HSHr4ODwqkC8gptWvVw4QtbhjJFS8X/v3UNiypR40pLYsRRf/10Tn7t17az7b6mo58BQD6kpgsUlNNaVVOE3cueYFno8fH79eu5vbWX/0BBBw+CNtbVcUX72UhRysXJhEZ99f3Z0ns9tUOh3MxhNZb23oPj0KsSGrnHP/3kNP9x5jCdjnTkjyVDQm4hT6PFwaHCU7x1q48RInOVFQe5YUcvCfD8eQ+eiqjNva/uH9iH+5fk83rA4xlsaUngNxTNtLn6wz8t1CwdYW16EVIqt3QdZGmrBSPcuYCglsKUgNkV/mmacnf1Ps77kqgkxezKyn8FkJ3KsNe5gspNwqo+LCq/CpaUFuhBixnwXkTPrwMHBwcHh1YgjZC8QBofjPPX8KQCu3ryA/kiK+7aeIBI3uWZ9NVetqkSbPtd7nmkfjBHNsTjJkoqnDvXMuX+x18/7lm7g4fajtEXC+AyDzWULuLy8btb9Srxe7lyWPSV+PhBC8PHrl/HFBw4ST00qOK9L52/evOK0j6dpgk0NZTy1r2tsqj3zfYWi3Ofjhe4hPvmHwyTt9GKt9micZzoG+M5rV7OscP6+3FxYUmIpwb2Hvdx7ODMvOCVt+hOjPN/bTpX/JIaWTh+IWYCCuA3TQ7WSMkF7tIW6vEZSdoKBZAdq2nyZVDa98VaqA0tRShEwRtlcliRhS1pGjYnOXS5NZ21x9Uu6PgcHB4dXBIoLIX7rgscRshcAv/rdUf7h356ZEKrmlyWqxIcMuLGl4tfbTrF5RRnf+ugVF5SYzfO5sGf4Sxbyz2+av9Kfx+2NuT2crxTedeUiDF3jroeP0BtOUFvs5+9uWMnrVp1ZR6lloRBe3U3SzsxrVQpWFRVR4PbwL7v2k5gSySWVwu82+c6R3WwoK+Di4kqWhorPaFX/5TWFWDm+16UlikWlHTzQ2kFK2mwosSd8tOOdvWb6ye2Jd1CX10jcHkEIDTXNVKyQRMwhlFL0xLcTt/upCtgoBQuCKQ4PGRwNu1kYLGJVUdVpX5ODg4ODwx8njpA9z3T1Rvj7Lz+TtWJddUdRtToYGrGkxfOHenl8dwfXrq85TyPNpjDg5tIlJTx/rA9zSgi/z63zvimdpF4NvOOyet5xWf1ZOZYmBP+0bg2f27OPmJWYqG+uLirmIytWkrBsOqKJjH2Wl1iUByWGBvuHemkKD7CqqIyb60+/KhzyuPjMZUv4zHPNWFJiKyj0Sq5tSGEz1shAQNIWePT09+7Vczc3GKcnnkIphVvzZYnYcTx6gLjdS9zuR43ZDoQAQ8BFRTbrSy6iOlDmRG45ODi8enAqsnPiZNicZ37zeHOWiJ0gMum7jCUtfvtiW+7tziK2VPyhc5BfNnfTEo7Nuf1Xb9vAqtoCvC6dPK+Bx9B45+X13Ljx1b0YZ1vnEDc/sIuLf/gsr7/vRR5o7j6t/av8fr62aSPXe2spa/dycV8Rt1ako7dcmoZ7SgRXyCupGBOx46Skzb7BHjqiI2c0/puWVvCXa2vRRFqgrq60s4Tq4WF9svmDgAq/GvtByfzhNSXsGXSxfyiMz8gjYORn+Vw1dMp9C4la3RMiNuN9oRHypBwR6+Dg4OCQgVORPc8cONo385tTPJdCpLNLZ0IpxdaePn59qpOYZXNZWTE31tWAEoymLEr9bvQ5bAntkQS3P7qXSMpGopAKXlNTzBcuX5qxr1KKH71wkm88dZz+aIolpUE+c+saqkJelleFKM47+5mzryR2dA/zoccPTkz9t48m+JcXj2GqPi6pzKfYW4rf8NMXSfLjF09xuGuENTUFvGNjLYV+N5a0aI908POnD7Frf5SdexMYmsa3f3mQuz9xFVetq+KmxRXcfzydvVoalDkXhllScnRkkOpA/mlfQ8qWfO9AO0qArkOeR2W13j0Z0fHqihWF6cQKXYDAS9xKYmhpASyA3rjGvkEXG0rirCr0UR8M0BZNMGKmq8ouTacuuAKfESRmzXSPi4yOYg4ODg5//Kjz3hDhlYAjZM8zRQWzxCPpk+rE69K5ecvCGTe9p6mFRzq6SY41GOg4EePuF9sZGJFoCPwunc9sWcKbG2buDvXJpw/TF0tlLMN5qn2A+491ccvSSV/it55p4WtPNhMfqyQ39YzyT789xH/ftullF7GjpsmO/n6Sts2aoiIq/blju15OvrrjRIZ/taHI4o61CWCUprAG4cPkiWruuKcL05YkLclTR/v49rMt/PzOtbSn9pCyLNZcrFi6wsu117j5yl0jJJLwV3c9ywv33MxHVtcTSdk80tGLLQVKgRAKr65wawpLCZK2hkfPFH9PdPbwo+MnGUgkKfN5eU9DPZeXZ7d2bQ3HM8TxqWGN+gKJR1fkuxW2glFTcGTYxbZeP/V5Pi4vbyBspvhx8zH+bEmEoCtdoa0JSN7bGKE24MJWXeiaoj6vCFulc3kNoSHECEop8lwLGDFbsxaDAfiNc5tM4eDg4ODwysMRsueZKzbWcO8Dh7DszKcuAXjyvWgeA1tKPvjmFVy8pCTnMQYSSR7u6MKc4qU50SkZjY4/zCkStuRvn2iiLODmkqqCrGP0RJMcH4lmyYeELfnZFCFr2pK7n54UsRPbmZKvPN7Ez96/+XQ/gjNm98AAXz90CEgvdvrpiRNcV13NrYtm7lD2cnB8iiXDpSluX5tgvJguxz7hfrONyiI41pV+PWFJUrZkZ99uivItxJj+9Ho1ykoF17/exy8ejCOl4kDLAOsaS/nHTQ30/SFOUziMJhQlnnRlVhOMrfy3qfJNCvvHOrr59pHjEw873fEEXz1wFE0INpdl3luFXldG29imfp0bGpJsrkynVAjSHtnhVC2by9dMbFfqtemNH6TArTKsDkWaxGe0oab85OhCm/KsZgEWbj2PYs8qBpL7GXc+CaDCdwmacCqyDg4OryIUTkOEeeB4ZM8zV1+6gIULCjCmVF8NXbCkvpAvf+xyPvPui3niX9/IB98y86KdpvAoriktOy1LTRGxk8QtyX/uOJXzGEmZrtzmfG+KyB6MprJE9zjHeiMzjvFsE7csvnHoECkpSUmJpRSmlDzS0cHRcPhlG8dwKsHxkQHCqcnFVzXByciqxmI758yQrsHmaQliXjfkB7LjzFwuwYb16Uq3VArXmEI8MTpKTI5Q7Je4tXQnrokUgbH/f7anaeI4P2o+OSFix0lKyX8fa806Z6nfzaaKAlxauoFBmZZiU5mFSwOXBoYGfkOxINiLmnKBPkNnZaGZIWIhPbkwlOxCqdl+ctLv5bsXsCB4LWXetZT7LqYueC3esY5iDg4ODg4OU3EqsucZXdf46d038O/3bOc3jzcjhOBNr1vMX71vI3nzaPMKUOhxZyyvMe20kMkloE6NJLJfBGqDXkIeg0QsM9jfrQmuq5us1hX63TNGgC0qOTstYufD/qGhnAt/TCl5tqeHxtCZNwSYD5aU3HfiAE3hfnQhSNmSQNzDm6qX8ZGL6/nrJw+TsCU+Q2WJOgBtTAzOFzVWbc8PuFlRX0TCtvnivn0kZDoCK9+dnTkLMJSMkrRNDGEwmMpu2gDQE899T/zb1cv55FOHeWJfD9dfksLQ0wtoJ/ywAqQyiVrdePRiXJp7TNTmftBRgEYpis5p2wgEIcSUiqsuXARcZxZf5uDg4PBHg+ORnRNHyF4A5AU9fPrjV/Dpj18x63YdXSP8z0/3cfhoP6tXlvGuW1ZTXhpkWSiPAreLZNxGAh5X7ntfF7CxMvfCHyEEX7x8GR968gC2VKSkwm9oVPg93LZiMvLLbWjcecUivrW1JcNe4DU0rltZwfbWQdbVFmBMXxl0lpEz/OVWgP0y/MV/rKOZpnA/lpJYChAw7Irxz7/ZSnW8kH++eTlf3dnCsvJE1iIpAMsW7GnJHKdta8QTLvICmfmxpqnYtcciFHDz7b+9Gk0T7Ozpz/gMZrtkTQh0TVDgdjGcMrPeL/PlfmDKcxt8dHUdT+/soTgAHTGNoWRaLbs0qA1Igi6bU5Ed9CU0BIKaQNqjm5TTVbUg5C5B10qxVRLFAOPps4IAulgw8wXkIGGlGEpFyXP5CLq8ObeJWQkODp2gOz5E0PCysnAhZb7C0zqPg4ODg8OFjSNkXyEcPNLLn33gF6RSNpYl2bG7g//9+X7u+8EtLKov5HPrV/GFvYdpi8bQdEFNiU3voJqwBWgiPe37oQ0zd81aXx7igbds4P6jXTyzt5v2lhHCIsZ39GO8/7VLyPOlmxx89LVL8Ll1vvnMcYZiJmV5HkbiJnc90QyAW9e458/Xc/GCcycaVhUV5RSsHk1jc9nMC9rOFjv6O7Cm5aEaLo36iwM8/JVTbNlQw9euqeOJziN0xiRV/vS2440D8lwFCFvic0XQtHTs2ca6Il67YDl7h17EVhZSSVACTBdXLVnBZ99ei3fMbDtimlhTbAJ9CZ0Kvz11fSAaggXBYpSy6I51cduSIN87OsyoNfm5eTSNP19cP+N17ulI2zQSQmMoqVBj9pOUhJZRjYZ8m2MjOm4NloVsdA3yXGAmQY5tq6GjCZ264EUIITBELUpVoEggcCPE/BcIKqV4rqeJQ8Pt6ELDVpKaQDF/Ur0alzZZ0Y2YcR5qex5TWigUw6lRuuIDbC67iIV5TqWmrc7qAAAgAElEQVTXwcHhFYKTIzsnjpB9hfCPX3iSWGyympYyJaaV4nNfeYbvff0Gynxe/uPSdXTHE8QtmwUBPw819/HNXafoj6XYWBXiE5cspC40S0oCUO730LSnj/37+yYqrt/5/TEe2dvJg5+6Go9LRwjBB65cxAeuXETbUIxr7nqGhCWZCBUF3v2D7bz4d6/F7579FkvZNkOpJCG3G68+/9sxYBjc0djId48eRSmFrRSuMRG7siB7MdtLRSlFV3yYjugQHs0gJXNn/xpuQTxhce/DTXxwRQOmsgmndGKWRoFboglF1NRZV1zJ/XfWc6AjzPH+KEvLgyyrSFfLt1RcTW+il7gVJ+QOUeguQjRkVjiXhULpSiuSKr9NodvGliA0MDQNXQjyXF5WFeaxve9JEAKfDn+xTPFYZ5A9g1Dm9fDuJfVcUVGKVDZ98VaGUm2AoMhTS4m3nsp8LwV+KA4xIWInPhOgPaoxktLYUGpOVJ51DUq8ioStsKRGiXc5Jb5qdDH5/QrhQjC/7m9TOTTUxuHhdmwlscceJNqjA2ztPsRrq1ZNbLdvsBlTmhkGBltJtvcdpi5Yjiac5QEODg4Ofww4QvYVgGVJDhzuzXpdKXhhZ0fGaxW+yWnWtzSW8ZbG06tONneP8tj+LhLmpChNWZKOwRgP7+nManTwwJ7OnG1qlVI8driXG9bkbieqlOLh9lZ+33kKDYGtFJvLKrlp4RJ0oSGVomV0BFtKFuWHcGnZwuOK8nKWhkJs6+0lYdusKy5mSf7pZ6bORfPICD85fpCImaDQYxFyC1xaOug/45qkYqA9Sd0qP3n1ArfuwqXpmNLGlIK+RLpi6NJ0ir1pP/FF1SEuqs7082pCp8I3e9VwYV4e64pCePVuDC3tw7UVSAnLCxawIFhKyKWxd/C5dFLC2FckBFxbHeHG2o2sKSnGGFvMdXxkGzErPBF71RU7wojZy5WLNlJVoM3gehVErXTl1TstUEAI8BkAklJfNZo4Oz81ewdPZlXCbSVpHulhS8UKjLGqbFd8MOeYbSWJWgnyXOc/ps3BwcFhVhQIpyI7J46QPU9sfbGNr31vB6c6R2hcVMRfv38T61bmzsnUdYHbpZNMZVcB/b75VbUicZPmzhFKQ16qZ1mUtevEYM5FVLGUzXNH+7KE7FAsldGedhxLKsLx3IuLAJ7t6eSJzlMZEU8v9HXh1XVWFpVy96H9E+/ZEi4urKYumM+llQUEXZO3banXy5sXnJ6/cjbGV+CPfwY/OX6cRzrSNgKlBEcG3YwkBJqAxQUWpX6JpoG0FdJWFFW6uPSmItwujd93nsCtKYzxzgCkp/uDhoe6YAn9iSQPtXXQOhplSX4eb6itosjjnvdYN5UaHB2Z/Oz1seYF3fFuLi1roDVyZCLuaypJW/Kr1oN8dreXL1+ykkp/jLg1kpHdqpDEzCGSMsznr1/Nkej2XJ8W4yvMYlbaUjCdlNTOaiODhJ3t8U0PRWFJe0LIenU3MSt7EZtE4dZOvxLs4ODg4HBh4gjZ88DvnjrOpz7/FIlkOmpp265O3v3x3/D9r1zPhtXZlTghBDe+cRm/euhIhpj1egz+9KaL5jzfN399iG88eAhDF5iW5OKGEv7h7av51YOHON46yIa11dz61osoCHkpD3kz8mgnxwCVhdm2hC2NpfxkRxuxaSJbAJcvLiGcSvKHng66YhHqgvlsLq8mYLh4vOMkqWlRUCkpebq7g8c6OyYaCgzF4Hi/xraT7Xh0Hangnzc3cm1ddoj/S2HUNLmn6TjbetOLqNYUF/Km2ioe6+zEUgqlBB3DglhKTEyx7+lxUR60WVliIaXAUBKPLy2kFGApiZAaZYE8hpIRhIAleWW8tmoZJyNR/n7HPsyx6LADw2F+297Jv25cS3VgftXCtmh2lR4gbieJ20mknDmAUCqb4ZTFJ7Yd5FtXhJA52sJKJFFrkDx/CcODOiHPpAdXqbTvusgtGU0Jjo8YrCqyMjy6loS9AzoL8xT6DNFup0uVv4iTkd6samvA5cGjTwrUlQULea73ALaavC4NQbWvOGM7BwcHhwsapyA7J46QfZlRSvGFb2ybELHjJJIWX/rPbdz3rbfm3O/vP3ElHV2j7NjdieHSMFM2Wy6r48Mf2DTr+R7Z0c7dvz5EYorQ3H6kjzf/zUPobcOYluS5F0/x3f/dxQM/+lNqKvKwSP/dmSo9FFBSEcw6/pWLS9hYV8T21kFiY55av1vnprXVePyKL+zZRldYsrdNMBofxOs6yYfW1zFq5q6smdJGqbQYNO20iJVqvOqXFmb/+PxR1pTmU+4/O13EpFL8w469dMcTWGMV2b0DQxwNDzOeRh1LQcwUGT5RhaAnohPwQG2ejduVXXk0lcQQHj628hJgstL7zcMHiduT34klFba0+d7RFv5x3dwPJ0C6+pjDqquUQhcaJb4KuhNtSJW5kS7SGbA1AYvBpE5nTOLRddS0g2louDQvQcNPd1wjbitKvBJDQNQSRE1Bhd+m1CvpTWgcGNRZlG/jNyBmCQ4MGXREjeyb6SVwaVkDnbFBLJluoyxIN1bYUrEiYyahLljOiBnlwFALGgKJotxXyGUVq8/OQBwcHBwcLggcIfsyk0ha9PZHc77XdHxgxv18Xhff/8YNtLQO0do2zJKFRSyomTsr9Tu/PUI8mSlQLKnA555YDJlI2phWnH+7+w9sunUNrgX5pNpHUePxWprALg+wsy9C77YT/KKpB6nghsYy3rqsjKLaAN54FBE2qQv5+PhVS7hmeTn/fmAHXSM2zx3TsMfEaNyEu148yfoFbkqLsqd+/YaL8JjoHozlVj9KKR452ce7l9fkfP902T84TH8yNSFiIS1fLTmZARtNiRkjriJj7820fshSMkNk2UrRPJLdPEIB+4eG5z3uxvxa9gwem1j0BGm9WOYrxKO7cWtFlHor6Yt3Yat0NJsGeHXFDfVxANojccKpasp9IuvBXwiNkLuC4aRJwtawEjCYnJr1Cs/3uDA0G4EinDI4ETHGvMMCAdQGCtBz+JvPlAJPgLcv2szegVa648MUuAOsLa6nxJuPUhJThseSEUKsLlrM8oI6wqkIPsNLwMgd0+Xg4OBwweJ4ZOfEEbIvMx63gddrEI1lVyRLi+aeUl5UX8ii+vnHWg3M0AABNZZqP6ZVbVvx1NZW3vCejehuA7s2Pz03LBW4NFy6xnPtQ4ycsCYivb63t53v7mvD4wHl1cDrodeAPZEor1GS9ugohzsnRew4poS97RavL9KQyAkB5dI0Crp0eoMpdLeGlLnzUS2pJqq/82EomWQwmaDS78dvZE8rd8RiGWJwnNQUITtDDwiEIO2BRaDBlKsZuyahsbqoYsrYJTv6+/HoClOmF2hNLVd6tNn9pFIptvd182xPB5aULMoPgIyOyUbwG16uKF89NjZBQ/5qyn01/L7jEG59hHKfwj3lFAuCFgWeQar8l9I6uhNTJlEodKFT6W9EQ+eRjmOMmgqPDj49PVpLQUxqLMnXUZgMJgVxe0p3OqHh1gyurVk56/WcCXkuH1dULM94LWH3MJzcTfpxQCGEiyLPJlxaiBLv2U+xcHBwcHC4MHCE7MuMpgnee8sqvnvvPuKJSXuBz2vwodvWn/XzXbGygp8/05Kuwk5FAdN8rX6/i6vqCvEaGlHTRk1pPSUEjJpWRrvacS+tZoExdifFLcm9R7q4Y1UtmhCMxmce27sWrWLXUAft0VHKfX4a7RAf/dKvqX9LJRUbiyjw6XSEsyuhbl3jyuq5W5ambJvvNB1m3+AALk3DUorXVVbz9oWLMiqkNQE/uhCY00SoW9O5tKyY7f19lPhhMJrbrlQRkHh1gzfWLuHh9iMo0nFgbk2n2p/P6qK07zmcSvHpXbuIWBb6WEtZBSSstE3BrWlcW12R4wyT/Kj5MPsG+yb8xb0JjWp/PjfU1eA3vJi2oi8RocrvwtA0hBB49QIeald8cHl2lzGXDnG7C7+xhkpfA53x/Yw5fOlLHCFm9XF8xESSFqrxsVvGoytuXRinwgeWUmgo2mM6L/S6qQsW0xAqpzFUnpHteq6wZIyh5E6m+iyUshlIPE+575qMjmEODg4OrxyU09lrHjhC9jzwkfdswDQlP7z/AEopDEPjw+9Zz01vaDzr5/rQDSv43Y42InELc2wBlQbQO5qxnt3rNXjnzatx6Ro/vXkNtz94gL5oaqIr1LWLi3ngWE/Oc0xfU+TSBCfCMdYUlfKMt59k9iw6ABcVF7C+fFKQfvpLvyeVsjnyszYGDo9QtbmYPK+fsOZhPKTUZ2i8ob6MlcV5c177j5qPsX9oEEsprDE/6hNdHZT6vLymsnpyHIUFlPt8dERjE/YCDfAbBnc0NvDOxYvYPTDAgZIo9x7twZKK8dYAq8sUi0MuvHqK/UMtvL56EVHLJmZZLMkvZkl+8YRo/mFzM0PJ5ITcEmPdEXwGmFJjbXEh71g8c8OKrliUvYN9GUkPppR0xZKcjCRoCjcxKbUF19euoS5YTGcslk40mKGqrJTEVibdiQMIMaVbGDZRa4CG/DwG+jL3eUNNklKvRAhwjR23LqhYEaoj39Mwy7dy9olbbeR+xJAk7F58htMAwcHBweGPFUfIngc0TfDJOy/hI+/dwFA4QXGhF5dxbqpGlUV+fvv567jn4Sb+cLAbt99Fw9ISdj55nO49nRiahmnZvO7KRbzvz9MV4YaiAM/ctomjAzEStmRlaZDfNvfxyIl+ojmm9KdbIE2pqAp6WVmyjL09O3lgfxx7SstSn6Fx+5oaPNPKg9GYiRyr8vbtD9O3P91VKrCkkI23rKSmKsT1C8u4pKIAqRRHhgfYPdCDIQQbSitZnF84ZQw22/p6MnyvkE5GeKS9LUPIakLw/y5ezQ+OtfCHnj5spdhQUsTtjYvx6DoeXefqykquroT3LV/I3v4RDE1QG9S5r/VFzDH/6XDK4oW+ZjaWLmJ9ySL2DA7Sk+hlbVERQZeLXf39WWuzhAANxZcvWUfVHGkFLaPDOfWaqSwODLWgpr35m1O7ub1xCyG3m1KfTUqCW5tIzALSD/tBVzExawCBlhHBBWkxu6pIsGtAm6gCezRJlc8mbAoMoQga488Zkrg8ST4vr5CVKgk5YsbSJoOZI+AcHBwcLmgUjkd2HjhC9jzicetUlM6c6Xq2KCvwcfubl/NQKkE4aXGgZxjP6jJKN1Tx8eoi1i0ro64200cohGDplLzZ1/9/9t47wI6zPPv+Pc/MnL57tjdt0UpadVlWs9wN2MYUG9MhBYzJC4Qekrwhb0ghBPiAvAlvSIAEEpIACRAbTIwBY2wDrrKxXNTLaqXV9t5OnfI83x+z7ew5q0KRMJnfP6s9Z2bOzJyzR9fcc93XvaqGjzzSSdb1UBq0pxAaMATGolKfJaCtPErvTI6GeJK/uXo3l9f28uk9pxlIOVSETd6+vYV3bCvMowV4yfUd3PvAcTLZQv+we3qaT71oMzWzHmKtNf/ReZDDk2PzE7aeHR/mmvpmXta6BoCc6y2bWpJy3aLH4pbJuzeu5d0bz1wVj5gGuxt8wfy9nudwlyQCuFpxz+ku/v5Qz2wVVKKAt61d6yvIEreJhBA0xs48cQ2gzAohhSgSs+XWUgm7wLHpQbZWtbK5QjDjCKrCej46a+77MSzrls169ZfNcEvrOu7r7WJVuc3acocxW5Bzxbz/uSKkaYxpBMXnFmAyn2col6MxGqU8dO5ZuaX3SeNp37NiiChho5as11uUugCakDy7BSUgICDgV5blUxQDZrngQlYIsQ74xqKHVgF/DlQAbwPmbmL+idb6exd4935t+T8/OspQOs+cxdV1PGxP8ZQFr2w5ezNM2JTc+eptvOt7Bzh8fAxsBVIQsySJUJR8yG8A8oDemSzveeAgybDJv77kEl63rpnXrWtGae0LsWV40TWruHxnC3ue6iGTdZBSEAoZ/MG7r5oXsQAnZiY5PDlakEPrKMVDg73srltB1vP47KEDeCW9RZqI4ftnQ8bPVwUfyk4VCUjbg5MpczZHlvkpVF88doxLKit5dny8YL8MYEe1bz/wlObLh/r42tF+ZmyXpnCIGkeytb6c1+9sYWNFNZaU5JeMx9Xo2XNbuC+eVuQ9X1huqvQtBqM5iJr+kAZXga1MVsSixM1qlsvIyrg2bfFpfmtNlqyryCtNyplb1v85afvbW1dROEnOVYovHDnC3tFRTClxleLK+npuX7v2jJ+F5bC9KUZzewuEbHV4O6Ysx1HTzPlkBQYRYwWmPLsFJSAgICDg+csFF7Ja66PApQDC78LoA+4Cbgc+rbX+vxd6n36dmMw7fP7wKR4eGMOQgpua63jzmmYe6Zlk6QAuR2nuPj7MR19wbt7clRVR5EQew9V+1qzSpPMeXn+Gd9zUwX90DpB11Xzea9bxeO8Dh7jrlb5l4WzCRUrBFz59Kw8+3MX37z9GPBbidbduZsvGwolnhyZGi4YpgC+pDk6M8s3ubtKuy6wFdRG+r9UUNnd1H+ENq36+jvpkKMa0U5gKMW4vI461pr2sjN50minHmRfSZZbFbR3+rfi/ePwYPzg1Oj8M4qid4aiCHz80wuce6uKOt1/O+zZt45+P7mfCzqO0Ju9pjk9Z7KrNFwlZQ0haE9UAtCVaGM71obQi44qCZaojtQghmXEaiJk9BduYC64YznUTtzSuBtsrFLFz/067AlMUenz/q6uLvWNjOFrjzPqUHx8epiYS4da2ttlTozmZmuTE9Dg1EUVH+TSQAkxCshlLtiKEQGmXoexj6EVVX1enGc7toSn2InJeP1mvF4FBzGwjYgTe2ICAgOc3Imj2OisX21pwPXBCa91daixqwPmR9xRvf/g5RnILlde7Tg2wb3SqyD85h+Oe+32LI4PTnBhJFyUgOK7ma0/2kC0v9Lwq4PR0lu7pLG3lZ791Dr6YveG61dxw3epllwkbBgaCpeYBIQSD2Qyemhszi9/0CYDGEpAM+Q1K+yeGeLVaf95d9UOZPI8Nj2MKwcaKNvrSkwVjYJVepu1othr9qcsu49mxMfoyGRpjMbZVVWFKyWA6z/dPjmAvOrdCCLTQ6DKD1KjNH31zH99599V86NLdDOeyfPCJg5yYzgGCppjBirg3n0pgCsnq8joaon7WcDJUwZqyDjqnjxckNmyr3oEhDLTWaAYWztsspvQveBYf09LIsDmkMMh5LnM1UK01PxoYKGhOA9+nfF9fH7e2teFpxVeO72PCHmVThcuqRHjRth1s1Y3WecLmWjJuP8s1dWW9QRLWSuLWyhLPBwQEBAT8unKxhewbga8t+v09Qog3A08Bf6C1nli6ghDi7cDbAVpbWy/ITj5f+HH/KFO2U1B5dZSmO51lU12CA0OpQruNp/F6Z/iXO/fzO6/dctbtD07nMUsEqnpa+77W8uJJW1IIsu65Z74uRmvN148M8LlnTjOSsWktj/DB3avZUd/Aj/pPl/CbahJWGGfxgAAxJ4sEIUPNhR8Avh3hfITs1zr7+Jej3SRDHpuqbI5PezjubJas4ftOY4ZCYBTJLUNKtldXYwjBjpoaFgetaa25t3ukpEQTUmDMjr09NDhDxnaJhUzqIlF6ph1yOf/oHj4doq3CY3WFhxTw2vb1bK9uKtjWyrLVKF3GU6PHmbRtYmaSDRV+rm7OmyJqeJS6njQWWXstORs/rIvHdWmtCckQjrKxZAgF5JcZk5ud9Sk/MzZI1hvh8lqblnioxOsrHD1ISLfj6VwJH6zfkObpZfKSAwICAp6vBM1e58QvbuTOeSKECAGvAO6YfejzwGp828EA8Del1tNaf0FrvVNrvbO2tvaC7OvzhcOTKbJesXDwtObmDbWYnvbnvoI/lSDroPaN8PdffQb7HAYMbG4qxy6x/bAp2d5WSdgo/jiFDMGaip+toe3LB/v45BNdDGdsNNA9neP3HzzMoZEcr21fhyUkYemnCoSlwe1rL2F9RRWypNdTY8mFL4RyK0zUOPfruK7pNF86epqQ4XFVY5aaiIdlQGw2GWz/aegcFSgtSFoKMdsz77+u4IamJprjxedBac2H9hzliwe753N5C/Zaa1TeP+cCMGYvJP7tSC/p/OL3QtA9afJwX5gjE2Vsq25i6V2O41NjfLXzAPsnsvSkPY5OjfPPR5+iOzWJo7JI4acQxE1FwlSEpEYIPTdiAPBTD6Lm3H4u9voKYhYcnnqcvaP3s3/8URyVpaXEMQOsLi8HYO9oH1sqbUzpp1mUtp8IlM4SlpUlm9IEBmF57kNCAgICAgJ+fbiYFdmXAk9rrYcA5n4CCCG+CNxzsXbs+UpbIkrEkPMeyzlMKdhSU0bl4wOMxAx03EJM5xEDaYQGJSVjE1ka6xJn3H5NIsxtl7fxlSdOk50VvpYUVEQtPvHyTbzj/gMMpPNkXYUpwJSSj12zrmQV92worfmHp0+TXWJ9yHmKv33qJN9+1Q42VdbSOT2OISQdyUos6d8ib4onODkzvcgz6jc3haRfWQwZklev3FAk9M7E/X1+fuuWagdDFN5+D5lwSSt86UdwzWboqPOQwmUoKzGFxcta2rm8rjilAeDh/nEe6R/H1rp0qIEGe8LGMgQvWFtL2DRQWvPlI71FnmcAz4X/vXVNSUH43Z6jBdVq8KvS93Qf5aaWlURMj5ixYMswpSas4MCYwXje4gVNLkJAwvKwpGDa9iO5JIKoRUG1NOVOcmDiMd68Zgd/vf8ArvJoins0RT2yrsHrVrUDfpSXISBmSrT2hXvx+6KRIkLYKCMkk9hqclFMmCQkk4SNmpLnNyAgIOB5TeCRPSsXU8j+BotsBUKIRq31wOyvrwIOXJS9eh5zY3Mt/3L0NHlvYVCqIaAiFGJXXQVt9QnGDg0XrafRVCbPbQ79/3nJejY1lfPPj55iKmtzw/p63nXdamoSYe54xXbu6Rrmkd4JGuNh3rC+kZXJs4/dLUXa8cgsY0nonvJvI0dNky1VhV3yQgjeu3ELb/nJHhKWv37GkSQsvzK6IpbgLWs30hA9s2hfijfrfa2KeCXH1XoKoiHB5ISiaaWfGFAbUYBLd+owq8ri1EWLo6Du7R6Zr6KHQuA4CwMmtKtQIzYxIVlRHeWTr/JHz9qeWvbcmEKwq7aCR4ZGGMnm6UiWsamiHIVmLJ8pWFZrSLmCoWyanNrPb6zWBQJdCkD6tohddevpSDYwbQ/g6Twxs5qo4VdBh7LddKeOFFkjPO1SE8nx4W1b6Zp5kpiZxxAaKQxmnD3k3CvZUtVIU3SGuGUsk5kgMUUd/g0cqItezrRzkrTjN6XFrRbKrfbzuigJCAgICPj14aIIWSFEDLgReMeihz8lhLgUXy+cWvJcwDmQsEw+d/UWPvFsJ4cnZwBf1Hxw6xoMIXjvm7bzzg/fTy6/0PUdCRv8xs0biITP7aMghODWrSu4deuKoucipsFr1zby2rU/f7d43DKImQbTdnEuadtZRHdFyOK1K9v58vGe+er0lC3IuiE+vvNSyqzz/9hf11jNXacGmLYlZVahmLU9yCpByNLcuEkXxX55WvHs2DFe3Hz5/GNaa/aNzDCSXQjsF0IQCvnPxUyDd65vx8xDW1WMXW2V82ItbEiqI6GCdRefm7c+/CR5T2ErhSUFq8sSvG/9WhwXFh961hVkXElr3GNDhY03my+7GCng6oYk9VG/olwZLval57wsqpR3VSvyKoslUyRD9nzDoe9p9TiVepotlR1kPaOogqy1xq+2riBktC86RwbJ0BqSoTVFrxcQEBDwa0eQI3tWLoqQ1VpngOolj73pYuzLrxutiRifu/oScq6HFILQIt/q1TtW8Nf/+1o+9o9PMDqRIWQZ3PaqTbz/zdsv4h6XRgrBu7e18v/2niqwF0QMyQd2tp9hTZ/f7mhmdXmMO7r6mbQdrqqv4vWrVvxMIhZgY2UZt7TW89BgP42xDHLWBjCclaRdgVJw6XrBkWnJ+gqH8BIr55SzMKd3IJXjd36wn5GMDVKjzcLb6UIIpBC8Zn1Twfu3+Pn3b13JX/20k/xcNVdqXrEqz3XN07ha8/RoiB8Phsl5guPTKf567zG6xwRrWzTW7L5lPN9N3Bz3UFqUNMxrDRHjzBcOZVYFQ1mjSMwqLTg+paiJ9BRNDAPIe2kcNYCxjC82YmzFMs6ecRwQEBAQ8D+Xi51aEPBLIrLMyNuXXNvOTdesJJ11iIZNjBJCCcB2PX7wRA+PHxiksTrOa1+4msbqn80m8LNy2+YVREzJZxelFvzR7lVc13Ju05quqK/iivrCZU/NZBjO5lldHqc6cn4Tpt67eRU3Ntfy4/4eXIaYsl3SrkAjENL/Y8or6Jw22VRZWElOmAvxY+994CA9M9n5ZlRLC0zL9xtbsyXRT121oaSIneOm1jqipsE/7j/NQDrLhy5L0Rh3UFoz7Qg2VdqsSzrc1xfm2LTFKTfFsyc0IiyJl0kEmrDhpxAgIOXMVkv1khG2QMp1KA95SFH6M1UZridsRMl5mXnB6igYzgru6h7kf63NUVkcaHFGhDCQ4qL1ogYEBARcfLQOUgvOgUDIXmCyrsd3Tw3x5NAUK+IRXrOmgebEuWWs/qIQQpCILS/i0jmH1//ZffQMp8jkXEKW5At3H+KLH3wBl2+qX3a9X8Z+vnFDE2/c0HT2hc/CjO3ywScPcXwqjcZPcnhZSx1/eMnq8/JXtsZjrIvVYxoNPOocR5NeutdkXN9uEJrVfYaQXFLlDz3omclycipb8N3kOBrX1TRURHjH1ja21Sbozcywb3yMjRWVmLJQ0GVcmyk7y666Mq69aRspZ5ie9F5crRnKCuYyDoSA65vyVIU1z45GWb/egrAmampcBTkXMPzvymQIxvKC6rCe96oKIOVAzhsm4z5Ie9nVWLL4syqFZHPllfSkjzGc9SvgByYsnhwJ42rNc+MWV9XnfdG8iJCMEe67yEYAACAASURBVDJWkPeOsfT+mUAiRTCVKyAgICDgzARC9gIybbu8+YfPMpazyXkKUwjuPDHA/71qA7sbfnXig/7tu0c4OTBNLhHCW5nEMSUiZfO+zz/Ons/civwZUgguNh975hiHJmYK5NLdpwYRHvzh9mK/pdaau7v7+PrJHtKuR5llsiVRyZf3Ds/fCr9inU2sRKXREBIpTMAlZoTZVr2eFXG/KS1le/PrSwmhkMAwwPNAaIEr0nz8uaMYUsxOIZN8YPMltCTKUFrxw77DHJ4cxBASTys2VTRySbWJxsX2oCbiK+SUI8l4fmLFtmoboWsZjI1xVX0e8KuuOU+wdzRET8qgPuLhacFo3q/SCvyqqtK+IHa1TX9mH22J3UXHm3ImODG9D1elkAh6UuasiPWP8/HhMOuSLg1RjRB+zq4UgpVl2zFFGa4Yw9Nj+PVfgW8r2Bw0cAUEBAQEqQVnJRCyF5B/P9zDcDY/nxfqao3raT785HG+e8uun2n2/BwzaZuQZRAOnd+kKoCJnMMzQ1Mkwxbb6sv5zmPdZKuiqIY4cxMEdEWEoaTm8WMjXLW+7ixb/NVixnF5cmSyyKUppOBb3YPcuqqGCSdNmRVibXk1hpR89nAn3+8dYk5cTdouPxkdJpHUjIz5W+odh9X1sNQB4GnB6sSl7K6vxBCyQJCtqYxhSF+8JhKzoxqEwDQ1XijH/f29uFqxEErg8ZlD+/nkriv48cBRDk8O4mmFNxujdWhyAENU0hQXlJl6fl/ipiLlwEjeQCOoi+XpSObnJ38BGEKzu9amP1NHyh1CaRAInEUnSjP3JaFJu6NF8VhZd4bDE49jSD/xwBCazZUOMVPzze4YVWHN6jLNnuE416+opaNMEjIiVISaMKQ/jCFqbsJT03h6EiEsTFGLEMFXU0BAQEDA2Qn+t7iAPNg3VjL0PuW49KZytJadv8XgpwcG+dDfPUrPwAxCwEuuXslH3nsViZh1xvW01igNX9x3mn/ad5qQlCgNybCJETNQsUhhC7sUoOGOo0PPOyGbcb1lLmo1m6od/r3zaczZBitLGrx+1Rbu61sQsXNIKaiugPFJjefB8SHJiipFWVig0PPjaU9MGXxk/DhXN1Txp9vWFryiJSV/eVUHf/HU0QIvqhCC8ohX8vORc12+0vkoY7lsUcSVqxUHJkapmq3ESg8ihi+u4yY4nsJFoNUYebXkeGazYq+oq6ApVsPhqUPURV2MRUeecTmjv3Xf2BGkKNyrkAGry1xuW2NzTYMvjCUQNiaIW9uRorh5zJDlGJQv/0IBAQEB/xMJPLJnJRCyF5DYMg1YSmui5vk3tpzsneJ3/uw+srmFxqIfPHqKkYksX/nES0uuk3cVH3/sBP91eJCc649sNS2wZ4Pws65HYk0Z9GVZOoIUITgwstQTenHJuR4jOZuaSIjoMue3LhLCkgJvyRdCfdSlOuJn7jraV6G28rjj5MFZwVhcIdcaImFIZ8D1BI8dMfmNSyvozE6Q9TRjORNbCUDx8OA4ByZmKBMm/dM5NtSVURExWV/j8pqOLKbUHJ0wOThu4WlRJAjn8LRiMp9bdp/8Pi3/cYX2LQXKty7EQ/7nyxQejhIM54q3sSIeoi2xgqyXpXP6JJbUCBSW1DTM9/cJyqz6otv9k/YUtSWuvzSwvdofAbzgjc2R8/YTM3eVPM6AgICAgIDzJRCyF5DXrWnkb57pKpi8ZQhYW5mgNnqebd3Av337YNFoWdtRPHt4mJO9U7Q3J4vWee99h3jo9MR8bJOnwMtDJKKR0h+s6ggwwhKvOMKV1opi1XJ4cJovPXqK7ukUq9uiXNKa5PL6WtrLfr5mnbznsW98hIzrsqa8ghXxhSEGWmu+dPQ0X+/qR+IPLLi1rZ53bWovinMSQnDbmlb+8chJEP7vSmkaY6rIFqDxm6kk5nzTVOG2wF10XjwtqIqV0zuawl4ilLO2x7u+tZ/hKX8yl+1q/vCGMNXJFK1l/tZrozaX1jg8OWwxaRvELF2U5arQlIU007YoOc2r3Fr8oL+yqzXWrL9VAjEL0o4mZgqyriYZ0sRMje1BxAghhGBj5To6kquZsafozzyDq/LkPX+LEdOiMbq56LWHshaV4ULLAvhT1BJLu7sApdMonUWKC9vgGBAQEPC8Q8My9Y2ARQRC9gLyivZ69o/NcG/38GwnuqY6EuITV6z/mbbXeXoSr4SysUxJ79BMkZDtnc4ViNg5TANcB0KzWtrTmnV1CToH0wXiLGpK3nl5W8G6DxwZ4j1ff5ayasHqTSG6sTndO8V9/X1c29jAW9asKajiaa3pnPQnTK2piC3b0NOdmuZzh55Fab8iKYRga1Utv71mA1II7jw5wDe6+guO5e7TQyQsk9vXFYf2/+baJvb0TPLk2ARITT6v0cukeEkBLfEwJ1OFAwe01jgO5GcfjpmS39jUSGsyOiueC9+L0X6HfErhaT8hoLlSEYnlcdVCxJUlIRnWbK91STkeg9kQeaVx9VzbE9SF/WpxwtJMze+S/3pSwNpkiSsOxELr1OyuWRIiUrGiXGNJ337gKZi0nyBhXUHCqsGSJqZUOMqZPxqNX/metsdIuUmmHZv2RBlxy6Im0o6r9iPFghMl70HMMJYZTSwKRtkGBAQEBAT8PARC9gIiheDPdnXw1g0tHByfoS4aYmtN+c/cnb19Yx3PHhnGdgqFad5RrGktTkHonsoSMgT5WR1RVwErG3xBo4GRKc3ABNie5sRUjrryMMMzeaQQxEMGH7lhHbuaFwLqldJ88K792Npj9aYYhrFwHI5WPDI4yO6aGjZW+vuyb2Sa33vw0Py0rvKQyd+9aBNbagsrt0prvnhkP1lvkeDRmn3jIzwzVs2Omnq+1tlXUNkGyHuK/+rq5y1rW4rOqRCCz1y/kcf6JvnO8WEMKdhQ53E8NYirC7cTMUw+tuNS/mzvAU6kFsa6tiVi3FDTxH3GGGFT8roNDVzdXEnK8fjMga7CY/A0mZTyBWhEc8sORV0SJhyBdKAipOeHJkgBUVORUwYtiTzVEcVTI6H5xIBpB/ZPWKxPOlSENFlX4GqoDJmsLs+SsM7tkl0AMUsTMhZE51xFuj+zl47yFyOEoDd9uGiAgUZxcHIfX+1MIIXA1ZpXtLbxkuZmPvzUCJsrR2kvd8l5gkcHw7y2vQ4YZam4F0gk8XPa34CAgID/8QQe2bMSCNmLwIpEhBWJM09LOhfe/IqN/Od3j+B6Dmr2wx4JG7zsmnYaa4vFwurK2HwFs6oMVjUVdtzXJn0P6Mk+jevBmOPxmVs3c0l9OQ2JMMaSClvvZJZ03qOi2ijZTJVXiseGh9lYWcmM7fK/frCf9CIrRNa1+Z0f7OOB1++mLLTwUexNz5D3iqt2tlI8NtTPjpp6Jm2n5DnJuB6eBrPEtYEQgquaK7mq2RfWtufxT0emGc9nsZWHOZsw8IZVm0mGQ3zmyu1M5m1OzqRpjkepjfrv2WvWFY7gLQuZfHTnev7sqSNI4VdCc56HJQWOp3jd5Yry2Ny59nNex22oDWtM6Z/zucK6BvrTBoZYqNoq/DFip1Im6ytckmFBwoxwQ9MWumYemx/9WnS8S353td8AVjo9zcHVWSwRI++lSi1AzFDYnoee3bHvnO6mNRHnL3du59HBMX4yMEFlyOIt6+ppiplk3KfQ5FnIiJWEjQ1BrFZAQEBAwC+MQMg+j6mtinHXZ17BX3/pKR59pp9EzOLNr9jI7a/aBMDeoyN84ZEuDk9lqauI8KZdbbx0dS0/6Bqltb7YH2pIqEtqOk/5v2ccxb2dY7y0o3RKQSJszjZQiaWFtwVmRcu9J0dQJdSu0pofnBrhtWsXxKGndamepoXngDXJOEcmiwVXczyyzC3tYkKGwbs27OLg5Ahd0+MkwxF2VDdRHlrwK1eEQ2wLn30C2GV1lXzrxh08PHSSjDtDa7yKPxgZxMEmHi6O6AJIu4JkyJehaXdhgZGc4YvXAgQZVxA3o6wua2RTZTshw0QSxdHpgqX9GKwFITwnlIez0LaMbdm3Mfj7YMkItsoWLZPzIKv8iwRT+hcW9/X2sbWqmuuaariuqaZg+Zh5GY4awNPjSCJYRjNSXNjpcAEBAQHPa4KK7FkJhOzzDE9pDk3M4CrN5qoyWhvL+fsPvahwGU/xrk/9mHvH06iwfx/59EyeAwMHuPWSRt6xrYUnUt0lty8EGAa4s00+ZwpTqIqH2N1exU9Pj1FqmmhYSq6u80XwWNYm5y5NcoWcqxjNFHpRWxNlRQ1bACEpuay2AYD3bmrn9/ccxPbUvIYOS8n7N69afodLYEjJJVX1XFL1s00s01oz7QwzmR/hp6PD2MrD04qjUxO87YVw74HlNL7Am41AG8tLvNnhAXJWhLolVhJCcGvbVVjS9yRk3RnyKoee88viv5bWIGcndklhMml7DGf9JcZyHg0xzSIXyOwURE3n9OO0JXbQEOugN3UQtcjLanvw2HAIkLhag/I/GzNO6cq4v78GIaMZaD6/kxoQEBAQMPuFfrF34lefYJj584iDYzO8/J4nec9PDvCBhw/x4ruf4NGB8aLl7nywkwc7R1EhWXAfOecqvr1vgFeuqWVTVXGiAfgCdi6M35SC12xsOOM+feYNl7K+PsnJQw7K037zmfZF5wsbG1mX9F9nR0OSSAlVHDElOxsK98UQkts7NhGSEnNW0IakwcpEkt2zQnZLVTn/cOUWLq+rpC4SYldtBX97xSYuq7twE9KU9jg29SinZp7m4ORpsp49P6hA+cmyvGyThVUiFcy1FaeO5+jPiNlkAI1Esyrhsa7CwVjSqiqBdcnKeREL4Kj8fBXVtyyIWVHrZ7caQmNJj7qoYmOlpikmgCrSThhX+QJ2NnWMvIK8StM58xiV4QZWxNdjCAtP+ZXYx4ZD7B0Lzb+Wq8ESgu011b/gsxoQEBAQEHDuBBXZi4TrKh56sofu3inWr67m8u1NZ/QOZl2P9zx0gNSSuK0/fuwId750B/WLZqV+44ed5CNmyfvZAniye5I3rl7Fx597DlstVEk9T3Oyb2HZq9oquGJRc1cpKmMhvv27V3J8eIYT4ylyIRvTklxaVUVzfMGnu7M+yfa6JHuHp+YrsxFTsr0uyY76YlG9rqKKP9t2OU+NDDLjOKyrqGRdsoqhbI49w2MIIbiirppP7t54xv0bzdhM2y5t5dEij+/Py3C2i6w3jUYxZZuUzJ2VDhsq6jkxMzLfVOY6msyM4jtfmuA9v1dBdUsYBFSFFHUxTZv2GMwYjOclCjCEoNyK8JurC9MtYmayqClr9lUxxVzV1X9eCk1NRFFmxaiLXslw5hij+eMo1Kw/1993rTWT+X5qoyupDrdy+8MPYytmBfJiBMlQmBtXBNXWgICAgF8OOhhRew4EQvYiMDKW4Q3v/jbjkzkcR2GakvaWJF/9zC0kYqX9mA/1jy/rMf3eqWFu39gy/5jrKXCV761ZIt6kgJp4iDXl5fzJ1q38+/FOOqdnsB3oHxdMZiEcgVhE8vcv3XjOjTkddWV01C2fGyuE4LM3buKbRwf51vFBAF7d0cBr1jUs+xrJUJjrV7ShtObOowP87g/2MJFziEegpkLwlc5TvLWjnZe3NhWtO5Fz+MCDh9k7OIUpBWFD8pdXd3BTey05x+Pbz/bxoyPDNCQj/PbuNjrqzz/zdjzfOy8kZXH6lo/WvKBxPc3xap6b6MHxXBqilfSe9HjXG5q4pqURWdXLeH4YrQX9KUjbghfU5xnNhzCNOlYmVrChooqhbB8HJ7qwPZuKUAVrkutpiq2hP9O5SND6kjNSogqs8Zhx+qgObwAhCwYpLF7GVjn/mKQkGYoynMsVbavMMvnI9m3AMNN2hpBMEjZqgkaugICAgIALSiBkLwIf+uufMDCUwp1tVbcdj+Mnx/mbLzzJX/ze1SXXmco7RZOpAGylizr4X3ndKjrv2EemdkljjdZEQybXrPZvB68pL+evdmznnhND/PmjxzGloDLhi+NPv3AjyfCZx9yeL5aUvHFDE2/cUCw8z8TH93TyreND84kL0xlI5TQt9R5fOn6SXbVV1EULUyDe8YMDHBxL4SqNrTQZV/FHPzlKVdjiT77xHL0TWbKOhyHgG0/18OnXXcpLtzSWevllWSzaKkOK4ZwsqFwKBDWRCiJmmM1VzWyuWlS9LLDy1rO/b4z33flTcq7H+AzkHUHU8viLl1eyubWGrunjnEp1obRfkR/NjzAxMs7uuquJmmX0pA5hqyymYD5eq5SmFEhslSZmViCRBT5YAIlB3Fyowv/W6nY+e/hoQeU+JCXvXN/GhP0TlHbQKAQSSyaoi16JFMHXSkBAQMAvhKDZ66wE/+NcYBzX46EneooGGdiO4u4fHl9WyO6sq1hItl9E1JDsri/0hf7WS9bx/ce7OdCfItsQn0/FbygP89U378JaYjm4eXU917VU83j/BIYQXNFUSayUsfNn5KlDQ9z14AkcT3HLte1cfemZbRSLGcnk+eaxwaKpWVrBdBoiSc2ekTFe0bpi/rkTkxmOjqdxZ9fRs5Vs21X85b2H6RnPzNsbPA2eo/ijb+7j+g31GFKwZ2SUx4dGSVgmN65oZHV5glJUhVvpSR3GkP5t+4wnSDkAAkMYRIwQVzdcctZj9LTi+93P8aabQGsDywQvr3jsgMff3H+EV29r5NTMCdQSG4GnFY8N7eXIlIfWcHldjIiZxdPKL8ZTLGY1CkvGiYgQUTNJxp2cr+YKJGEjQZm1kFKxu64WU0q+3nWS4WyO+miU31jdTlP0MHmVZ+7z6FdyZ5iyj1EZPrPdIyAgICAg4BdFIGQvMGeyu5Sa0jXHqmSMl7TWct/pEbKzlcmIIdlSU87lDYU+1nDI4OsfvYkfP93H4/sHIWpy02Ut7FxVvayALAuZvHhl7Tkfh+16/OjZAXpH02xZWcmudbUlt/2pf9/LV+45TM72xda9j3bz0qva+MT7rjonMXtkPE3IkNiqsHKogWwOKNGzNpzJY0lBdtrB65qGlAsCVG2UrqhVMj0hbbv89NQY904N0Dk9Q85TSOBHA8O8paOdl7YUV5EPjiUYzBq0l7uYEuoiHglT8MxIJb/VsZbKsIUQNlqHSx5rf2aSJ4Y7GcxOEUu6CCmYm+pqRSSvvUrx8ktt+qfH/fWLPh6avJci7/mV80cGBTXhBG1lKQSK+lihs1VpKLcaMaXvp15VtpuR3Ekm8j1oNJWhZuqiq4v2dUdNNTsWNXUp7dKbnqB4hxRptzcQsgEBAQG/KIKC7FkJhOwFJmQZ7NzSwE+fGyzwvJqG4MXXtp9x3Q/tXMOVjZXc1TWIqzQva6vjpW11yBIiyTAk1+9q4fpdLSW29PPRO5Lm9R99gFTOwXYVliHY0FrJl//oOiKLBhuc7Jvi379zmLy9IELTruJbXaMc/4+9bG+t5LatTbQko8u+VmMiPF9ZXYpl+bf3L68t7JxfX5Ugl3HxDkws3JbRoEey6JgL8WLLhNLw9aM9jEaz5NRc8oCflfpvx09ybUMdcavwz+UrRwY4MB5nVdJjddJlMi95dsRiVbnDLSufYcrxJ5gZwqQmshmlJVEjTtxKcGpmlO/2PFswVWzagbwrmHYkYUPjKNhcpTCsabxssfjWGvLewnuv0Ew4LlVOGZYxw0DGrxSHZie3ZVyLNWVbyXspPxpLRqmPrqE+umbZ81+aM3yzBo0JAQEBAQEXkEDIXgQ+9sHreP07v00255LNucSiJpXJCB985+VnXE8IwYuaa3hRc80Zl/tl8/v/9DgjU7l5Ie64cODUOJ//zmE+8Jot88s99HT//G19AB02cHY2giF4aiTFc2Npvrqvj/949VZ2NJWOA1tTEWd9dZyDoymcRYJWCKgpl9zWsbLIH1sZsVjnCJ5dKqo0qJwLYWM+INcwIBYTZDKartwMofCC7UJ5mnxWYUYFByam2F1XKJjH8zYg6Joy6Zry/5RipuID22cWWq80TOYVA5lnMISB1pqyUAVPjWaXjMYV8z9SriTlaibykoaYwuMUI1lBVVgXBFEoYChXaBNxlEdI1iJFhrzy6MsYgEYKgw3JNRyffhBPu4AmbCRoie8kZJzfkAIpLEIyia0mlzwjiJnn538OCAgICFiGuWDwgDMSCNmLQNuKJA9+/Te554FOuron2Li2lpdc1044/PO/HSOpPE/3TlIVC7GjpaJktfbnYSpts69roihBIe8ovvnIyQIhGwkbGFIyFwHlrqrwBeRskoKjFNVlmr97eh8fTmykvayq5C34z92wmT95+CiP9k0ghB/b9cp1tdy2oYWGWOlqbtzRJQuHYcvAUb4rdONGi/Z2E6VASkhlNDP4QwqGum0Gu22EPx2Wzw53svWNFUQWeYevqK/kv08OFgwvuKzeKQhnzrhgz+pVb7ZRayo/MTvJq9TQh7l/+aNsHx0McW29TdeMhdJQG/U3lnOhLy3JqEIhawmDhlgV7WUr6ZrpZNqeIm4laI03M5R9Br2ouSvnTXMq9Tgd5S8677SB6sg2hjKPoFFoPAQGhohSEV5/9pUDAgICAgJ+QQRC9iIRj1m84ZYNZ11uJufyref6ODAwzaaGMl596QrKI6XTBP72R8f5p8dOYRkCraEiavGfb95FW9UvbiyoOtP42CUWgJuuaOOvvvjk/O+6OjovYk1Dc8tWj8q4RgqPb558jrJQmDd17CJuFkaQJcMWn71hMzO2S9rxqI+Fziq8trZX8dNjo9hL/LCup2hvqkRW2axcaWIYAmNWm1YkNIarOXHaY6jbRqsFLfxE5wR//p2DfOrVC81bb93YwgO9o6RdD0f5ftSqiJ8aMEfW9QcULEbPTuEqlQC71CadcQUemqsbbNKO4OikQdqVZF2NVoKysC/CYW4Sm2Rdsp6QYXJJ1bb57QxlDpfMnPWUTdodI2GdX5Xfkgma4jeQcftxVZqQkSRqNCBKjXgLCAgICDhvBCCC1IKzEvyv8ytMz0SGF3zmIT7xw2Pc8Uwfn7z/GNf93UOcHs8ULfvgsRG++Hg3eVeRynukbY+B6Ry3/+fegtv7Py+ViTAdTeVFWjZkSm6+vLXgsYqyMP/wwRcQDZskohZy0R/kZe0e1QlNyATTAEd7TOazfL/n0LKvXRYyqY2FyHneWY/pTS9aQyRkFHTthy3JdZsb+Je37GLNKhPTXCIwBVSEYPi0jVqi+fKu4r+f6ye3aCBFXSzM11+ynTd2NLGuIs51K6p4edtapFhQsqX2UgiojfhzuBajNEzaS0WvnwkrBZSFNFuqXCKmxpSS7x0IgYohEQgEK+KV/ObqywgZxdentsouszfgquKc2HNBCpOE1UpFeAMxsykQsQEBAQEBF5ygInsBmErbfOX+4zy0f5DGqhi337SWS1effbTnX3zvMBMZe75fKeso8q7iT+85xJffvLNg2S/uOUV2ydQvpWFwOs/R4RTrf4bA/+X4xNsu440ffxDXVdiOIhY2aaqO8b5bNxUt+4KdzTzxldfzyDP93NMzwb2D0+Q8xdoGjbkk4Uuh6ZwaxdMKY4koUlrzXye7uaenD0cpyi2L2zpWcXX9QlSU1pp9YzPsG52mNhria3/8Qj51xz4ePzxMLGzyxutW8f5bNxEyJeGQKFkRdbUirA2yJZ+F6ZxbYC+ojoR439aFJj2tNT3pftLuOBqPkFywFiymOqTJuJqUO3d8gmlbMOMsHLfAb9ZaPNlXCliZ8HhmJMSnb9zCNS1VuJ6NBixjoZKttcbTLoYwEUKQsGqZcYYKrAXgV4ej5oUb6xsQEBAQcB4EBdmzEgjZXzITqTw3/+kPmEjlyTsKIeD+Z/r46Ft28qqrVp5x3YdPjBZlISsNj3aNobWev73+7a5B9g4ubbzxkRJSeXf+d601e57uZ9+REZrqE7z4mpXn5c09OjXDnxw9SsstjUyeSmHPuFyzrp5P3nwpoWWyZ2MRixdf0cau7fXYP9zHnh/3Yqg4pW4IaLTvbV9S8v3PEyf5fm8/+dlS6YRt87nDx4iZJturq3A8xe89coj9o9M4ShMyBJaUfOH2HaxKFlsrmuIJetOposcbY3EuazP44ZGhIo99ecSkJl568tocQgha4ruYsHuYsnswI4rhbAatQeHnu9oenJqUJKOaZEhje2ArQcoxZiN//XMQNzWXVDlLtg8JS/H6NetZUx5mIv8Yjh4DwHSTlJnb6Jrp53S6G6UVIRlifcUG6qNNjOY6cVS2IDc2akawvVMYohVT/uIudgICAgICAi4EgZD9JfPP3z/C+Ex+3qupNeRsjw9/ZS8vu6yF8BkGD5hS4JTIljWNBZXXl8rx6ee6CJUb2DlVdPWmNWxuKgcgl3e57QP3cOTEGLbtEQ6bfPQzj/KNz76SlS2lUwMW42nNnzx1mJTrgYToqjhR4Jhh88zkNLtrl6/s3dd3irsPdfLY33XhZD1Or6mjfWcZcsnt/eZ4BaZc2omvCkTsHLZS/FfXKbZXV/GN4/3sG/WrvQCuqxEofv+Rg3z48jV0JMuImwsf99es7ODzh5/DUWr+lFlS8tqVHYhGi0dPjJJz1bzvN2oZfPjmjUh59qYoISRV4Taqwm0ArEzk6cucYsae4nudae48CJN5wa4VLtuaPHIu1JfByjKPprgi4wrCUlFmQdIqfv9TjuSOrkO8aW2auKnnpxC7epL9E48wmpPzwxPyKs/+iX1Ycgeryq9mNHeCaXsApXNEDI+QkSLtpUl7Jym3LiFmtha9XkBAQEDARSJILTgrgantl8yDz/QXNRyB/9ns7J8+47q3bmkiZBQKJ8sQ3LypYb4a+0DfKJ7WxKotzJAoqGRahuBjN28kMnsP/wv/8SwHj42Sybq4niadcZiYyvGBjzxwTsdyaGKGvOcVPZ7zFN89Pbjsep3TE9zfd4pDdw+Rn3HxbM1Td46SnXZxcv65saQkYli8vLU4TH/GfvYwWQAAIABJREFUcZa9uzKU8/2dd58aIuepwrgvoD+d5+PPHOKtDz3B3d2988+tLq/g/Zu2s7myhupwhM2V1bx/0zbWlFdQnXT417ev4P0vKWdLc5RrO2r4t9t28fItZ46WcpTHoYle7u/bz09HTpB2/H0LGWHay9ZxSfVlPH66nLGsxFOCPT0Wn38iwr/ujbBnyKI6rIgamuqwojWhWFnmIkThkQs0PWlJc8IhJBdELPjV+pGcLpoAprSic/o4hrCoj66nJbGOirAibKpZD7EGFNPOPpQurAAHBAQEBAT8KhNUZH/JVJaFSz7ueopo2OAnx0dQSrO7vYpYqPDt+NBN6zk0OE3naBqt/dvK7VVx/vylC2kHrvLFm5SC6tVRMhMu9oyHGRL8zu42XrlIfH3r3qMFwwnAF9RHu8YYm8xSXbH8YALwK6CL0wK0q8gN5kBAtqJ82fUeHerDVoqhAynmolOz0x7f+vNu2neVUbsywttevZ2dTS1EjOJEhqQVwhQCu8S22+L++NihsTyjA3mUB9KAeKVBtMwENFlPYwL/eaKbVWUJNlf5k9BaEmW8bf1CXJjWmn3jzzGcG8bTHuvbJOtXwiWVG2iIVZ3x3OQ8hzu79pBx87izHt9nx05xS+sOGmIVjOdS3N//HDdsTHPTJo32NA90mhwfM8GACc+gzNK0Jtz5BjWtIetq8p6fcGBJSIYUCEEypFhyjYOj/OuYUqI/4y40CGbdviKvLPhWA1uNETEaznisAQEBAQEXAL/GEHAWAiH7S+atN61jX9c42UUC0pCClvoEt35hz7zoUErzt6+7hJdsapxfrixi8t9vv4K9PZMcH06xpjbBztaKAjF5TVM1/360F89TCCmIV1vEqy1CUvK6jSsAcDzFk31TZJ3ivwizOY7VEOWhgXFuLmvEEIKfHh5meCLD1o4aWhc1iW2qLJvPj82eTjNy/xDgi6d7Hxjh1fEarrikseg15qq4S20Enq3pfHSa7idSfP7tpUXs3Pl6w6qV/OeJk4vsBZqQ0Dx7ZIRXPvsovWP5+aQB5cHMmP+aiaQxP0QgrxTf7emfF7JLGckNz4tY8D2taNg/sY+aSA2mXP7P5afDJ0g5OeaMCp5WeBru7n6WLRUbeHpi3+wABIHSAiHhlZtdjk7CSN7gdMrgoaEwr1mZnY/gkgJqo5qwoecvZDwFjgcjOYnSvtidayYz55K+SihZT5nsGepifUUDQixvZxHBTZqAgICAgOcRgZD9JXPD9hW885YNfPbuQ4RMA9dTtDWU0aUV2UVNWAC/91/P8eAHKmhaVBkVQrCztZKdraX9px3JOK9f3cgdJwbIewoBWIbktnXNtCSiPNU/xVv/ez+u0rh1UZjI+vegLUnilSsxKkMIU/L/Dp/mH4/2kn94iIlhv3rneppbrl7Jx3/3cqQURAyDP9qyho/tOcLID4fQs5MANJB1XN7+sR/xyL+8hmSisAp9aXUdndMTtFyZpOv+cZSzaDSvKbjysmZiUYsjEym+c3KInOtxfUstVzQsiPaXt6ygzDS549RpxnJZ6sIultSodvjuniyuWlKe1JCe9GhbURjBNWUvf+u8P9M/L2ILEYznx6mL1pV4zqdrZghVQkHmPJs7Tx6gNemL2IXdE0za0JF0mRmTNMdddtc41EY0ngal/AvxuX0Xwn/b0i5cUecw4wiGs9K/YNdzewn1EcFQTqIWTQ1TGk7M5LG9LvaMnOTahhU0xQ0oqsoKQvLiTo0LCAgICJhDBx7ZcyAQsheAd79iE2+6voMD3RPUlEd4dmiaD3/nkF9aW4TS8N/7+nnntavPb/tb2rm+uZb7e0eQQnBjcw0dFQmyjseb79pHaq4avKYKqz+FTNtEdtViVIcRs9lOGdcjo1zcVTHSpxe8u9997BTb19Xw+us7ALiusZZnvH4+T7EMAvj+Y9288cVrCx7bXl3P40P9qJs0U905xo9nQPi+2ObGcj7x5y/iq0d6+ceDp3GU39n/w55Rrmys5P+7Yv28mL22sZ4r6mp51/0PEo6DlP7gh2wpzwGgXFjs1ghJWTRmtpDlG7nEkudOp8bYO3qSlJunJV5V9PziLVZGvJLbFkDUVBhCsz7pETEUI1lBeUgTNvzPg6f9n0rDjCOYcQSmhGRI4yhRINI14CjB+uRaTs2cJuflSDmawawkbhrc2BShIWaQ8yax5Aryqnd2v/2NVIZ2B1mwAQEBAQHPKwIhe4Eoj4e4cmM9AA93j+OWmNbheIqZ7M/WbLO+MsH6ykTBY/d3jRVezJkS54VtmENp4pck8Zbc6kcKjOqwf496ttqazXt88buH54UsgHQ1qkSaguN6zKSLVaUpJe/ZuI3nxkfY/KFaZnpzxCdMtqysY+e2RsZyDp8/0I296JxkPcVjgxM8MTTJ5Q0L1egTY9NUVjCfHmBITTwC6VyxUIxFocz0iJh+nldIWrx4RbH1YY7m+ApGFlkLFtBURRY8svvHe3ho8OisVQAm8xmkEJj4U7jmUBpGMpKMB2XhYjGrgaaYyUd3xBjPZ0k5GkdBX1pQHYZk2G/m6klJ7CUVZylKX6hrNCEJ1zZex4/6j3IydZqKkOQ1KxNY0q/w+yLZIW5uxtUSKUzCsv6MloOAgICAgItAUJE9K4GQvQhc21HDX993tOjxqGXwwnXL374+X2Zsd97TOo8QuA0JDEvineMfSP90hpznEZmd5XrV1ia+eNehImuEaUqu2tqE4yn+5anTfP25fmxPc/P6Ot5zZTvba+rZXlMPHYXb3zM0gSEFS0Nzs67iwd6xAiEbi8jZv2tNhaWImnDtesEP94PrLYg9qRQv3xnBFnP7qLFknkeGerlxRVvJ4zRUOaeGozRUpXzJKQSWFGyr3o4xK/JcpXh46Ni8iAV/kIPraaZtKA8LPO0nteZcwU96Q0RMaC7LFVRP/Qqr5M5TFuO5LFfWp4iZzPteB7O+4BQCpm1B5Bz/UjUKe3ZSlxB+vfXaBgtzVsTOnx+h0YwSNbYFAjYgICDgVxFNMBDhHAiE7EWgo66MN+xs4Y69vWRm7QWxkC9id7b94qYsXdVSWTRQASBmSXbWVvDT0UmcRQtopfEm8vPVWAAhoWp1jN+8Zy8H+/JURy3evbOVF+xcwU/29pHJ+UIxFjF52VVtbFxVxe13Pstj3RPkZmPH/nVvD/d3jvL923cTNotvXUcMo+SteQlElyzfXFaGRJIwPSKmL/Q2tfiVy4ePwHQWSDmsDmVwl3y8HaX4fs8prqxrAiH47+5unhgZwRSCZqOMz32nG0dpGitgYwu4YYPTdpyvvWyh4W3STpc811JCzoW7npSsapHkpKQvJQFBVdhlZ43D/gkTW/lTvCZtSW/aQAPf6xNMOmFubsn7cVoCGqKafeNlPDig2V6dpyWhOIcIWyQG5SHf57qhooGhzEkaoiZSlF5Zk0dQPDAiICAgICDg+UAgZC8SH755Iy9aX8ede3txleaVlzZx4/r6gqrZz0tbRZRLG8p4om8K/7LO33Z5yOQvL+/g7T/ez1AmT8ZVRA2Ji2Ls6TFfQSo/ZcCMGVReUk73eJasC70zeT7y8AnefW0bL7tqJV976AS5kODmHS286drV7B+c5vFFIhbA9jQDM3m+d3SYV20qjHYazKYpCztELY/MbPHUzXqkh/KovOKAM05nUx1r6nzbhBSCN6/dwg8HnikQdhuaNRuaNU5e8bm3HaP+PatY2v8F/pCJzulJvnriJCO5HO5sVbrfy9KxJcShZ/IMjMPAOCBcyttd/u1gL398me9bjhqh4ir3LKkcDE3DxDFNQ6tJxBDkPMWf7kpRE9W0xO3/n733jpPrKu//3+fce6fPbC9abdGqy+qWbLnb2BhiMD2mQxJqIMCXkpD8SL6QhACh5guYHgiEADGYYsAFXME2LrIl2eptJe2uttfpM/fec35/3N3ZHc1IlkG2FHLffq2lmb1z7rl3ZrWf85zn+TzcfDTI3ikTNc8dwFaCB4cDPLetQGg2OCpgXcNCnpicoC/j0BpRmAIM6UVsvfxZi6ChUDPZyhKDqFVLjeUJ2ZZwgtX1nr+tJY0qny2NoLpThI+Pj4/POUC1aJRPGb6QPUsIIbhyWRNXLmt6xs4xlCqwYzA5L8fG+3M6X2TvaIZvXb2OD96/n0eHp5guOKxqCNN6fTNDu5IUUg7xhSHqlkcRhmB6XjfXnKP48rZerlvRyK62AJYUfP7YEHfenuaq5vrqPqa2y6P9kyUh6yjFtw7s5GByEolgdbNmuqDZe0wydihT8pu9b+8oDx0a56a3XMTahV73sdX1Tdw3JKq6BJiWZ21VSNpVnai0hiPpNBOFQknEAhiGoKbeYNliiSpo+kY0TU2SxjqHA6kRsk4nEdMiagVpj9bRl5koE7S2A48fkbR2mCTqJFJoagImq+NBGsOTpbSCwZxRJmJL5xcwUZC0RVTpraoJxHjrik6+eeABHh+zaIu41AU9X9mRnEVnrI6UPUnE1FjSoiO2hJZIV5lgNYTNVDFD2AyUxbyV1piiASF8Ievj4+Pj8z8XX8j+EXPf0XHPQ3W2dklr0JAvaP79sV6MiOCx4WkKM4VbO4dzdDUbLLq0wWt+gOdbOjiqOdG1ShhwX984ReUJK4BdoymE8qKeJxIyJYtqI/Rl0txy7AiHkxMVpvw1QUF3jcvxeXa3rtZkiy7/fOsefvS2i0vPt0Xq6M9OVJxnrLdAwDJ4yYql7JCT2PPa2gogZlmM54sV7W4BTAM2rTGpD7iMFE2KDkhDgM7zz9sf4j2rz6ctEuO69nXc1vck/ZkJ8rYGAQ/sE9hRi0RMlgrRpm0bjCzzzV2bQoqJguTEwi9XQ21g3lwFGLKehBliU0MnO8b76M0IejNgCUFzWDGSG8OQkLQFjnJ4dPQYb1nRQdSaE8qWjFBQWUZy0zSE4pjCs+zK2DYNoe6Ke+Dj4+Pjcw7hF3s9Jb6QfQZ47NgEn/zVfvYPp1hYG+b9z13OtatanvV57NszgvPoAFbRxa0LoRbVloxJ7zs0jpYQqjUQ84Tn4BhsrK+jIS4JSMn9B9McH01XjC0MylwGwHv85HiKle0wmtb0j4GrZt0FBBctjvOJJ7ZRVIqooThxp9vVmroGjahSkb+jf6rs8eWtK7j56KO4Ss1FZl1ozzVz54+voq01wdLhAX589CBSCJTWJAJB3rFyHY+MjmEJgX3CSYSAaAAyysDRMyIWQGjyrs1/HNjBoliMuBXk4ublxCyL9/zySR7sSeFK6F45J2JB0xpyWZ7Io9El2XpFa5GepMk8K10sqdlYbxMxS2sNJgqS/sz9rKq9hMtbl9EereOJiX6KrktL2GIwN1hq9ABgSmgK5fnuoQP85aq5Nr9NoZUMZp8g6xbJZsaRCDSCBeH1vtWWj4+Pj8//eHwhe4bZenSCN3z7UfK2gqJLajTLXx19hH985Tpeu2XRszaPr/90Fzf/dDcUXC8eWBsuiwE6SoOCQtollJj7GBQVjCRdPnbxagAuqJnijcd3kpuX8xo2JZZB2db83LiK5V0uy/GijI/0m9gpg688fx13DR+hWCUSOh8hqCpka8LlW+CNoTivXXwJ28ePMZKfpjEUZ2N9F7Vro6VjLm5p4/zGFnrTSUKmSXskhhCCy1tb+VlvL7Y7PyKsMYXXAvZY2qA8YqqJGJqck2ffdB4B7JgY5CWdq/i36zbyV7fs4omJaQw0YUOTV4IlcZtlcYfuhIutvPayUsDCiOLVi3Pc1h9kvCAxBCwIu6yvL5K259wMCkoARXpSOziv7lIWJ5pYnPDSUB4Y2lbRnha8BgoHk6Pl9y3QhkAwmt9HUWUxZISm0ApqAm2VA/j4+Pj4nFucwwFZIcQ/Am8FZn/xfEhrfduzPQ9fyJ5hPnHHPvJFFzGRR+QdRFBitUT55I7DbE2neO+FS+mKh596oD+AXMHhizc9QX5mz18LoCZIRQgUr02sFBqlve9ZUrC6ca5Kf8vCWr74/FV85LeHGEoXCJqSv1i3kIF8jnv6xivy0OMhjWl4TxoaNrU5bB0wOZrLcjSVmjuvBoPyKWkNmVzlz23YMnjzJZXb4IlAmCsXrDzlvQgaBstqyp0gagIB/r916/jKvn2MFwq4ShE2NcsStiekTxjDkp4rwuxcvcYDip/37uPv1l/BF64/j6/t2oZtZVDaE6ym1LSGXQSC4xloDGniM1p8YcTlxR15Mo5goiBxZ6KkI/lKG6ysM42jipgyUHouYoa9+3fCRAWQcyrf40RgAYnAyf1zfXx8fHx8fk/+TWv9mbM5AV/IngEcV/Hjew/zo3sOsbN/GhkwwHYRloSiIn8ohTiS5q6UzeNTKb501RrWNiTO7ByU4puPHOO7j/WRmsyV2WoBJ21aJYE1XXB4UJMtCIKG5LWryqN1z1vSyLWLG8g7iqApkULQn8qxdWiavOtScGeFnub8hXNRTiEgbGkM6fDlnce4sD1ALudZExSUIGx4++iz7VcBJpVJTZPL9IiDkGAJySs3tfP2yxf/Xvcl77rkXZcayyorglqSSPDpCy5gsljkV/29DOePlIRh3FJMFWUpIcAUVdcACODengG+vW0vyxcLTCFKTgrKS52dyY4VDOUkQzldegzMieOnueJeXtPFgeneshcq7fnWLq85cz7EPj4+Pj5nkVmLGp9T4gvZPxCtNe/8zG94aOcQuZkIqMg5EDBA6JLW0EqT3ZNEhk0++fhh/ut5G8/oPN73s13cdWCEnK3A0RiOKmlXoUEkC+h4kPmeVUJAY4PAkLC4FSLFGj500VKaI8GK8YUQhK25iGF7PMwvX7GZzz3ew529Y9SHbVa1uEQDJ7wOaI5qjkzZXLWgmx8fPUxRKTSCrAshCa7SZBxJ0vaikx2rwixYonDymh9ddwm1kRMGPQ2yjsO/79/PtvFxhBAkLIu3LF/O2vq5Dl1CCOqDQZYlGtg+3k9bxMaQmtog5FzNbGffkxmiKTSfuH0/V1wkMCv2+gUjeUlnTBGQ3nggStJz9t8nW3nvw3RRUD/TyWs+ETNRFo0FiFkR1jesZevoTkwx40RRlOyeSvCxzU+vvbGPj4+Pj88fwLuEEG8EHgM+oLWefLYn4Fd7/IFsPzDGQzuHSyK2hCEqI22uJn8wxYGpDO5JVllaayaS+YquWafi2ESWX++fEbEAlkTXBMsUmNEzhXAVs/0FpIRgALo7vSfiAYMPbOlkaW2U02WqaPPw5ARWBBpqIHISJ6f6sEJKGMlrXtLVTdAwCEqJJQ22NC+kOdTEVNHA1XMTtgKSLYsanpaIHcpNc9/gXu46vosv7H6cbeNjOFpjK8V4ocC/7d5NX7qycG1jYx0ThSg7xi1ipqYuqLi0ucilzUW6Yi6JgFshZgUQFBbjgioidvb+CMbyEoGXIzvbpmW2oGtyJupruwZ1wS4iZgw502VLYmAKi8XxDVXHXlXbxg3d19AYWoWjl7CmfiP/dtGF1AR8Oy0fHx+fPxaE1s/oF9AohHhs3tfbys4vxF1CiF1Vvl4CfAVYAmwABoHPPus3CD8i+wezde8ItnOCiD1FTwOVcwkasiLyprXmC3ft5+s/eJJi1kYKwXMv6OCT77iIWPjU4mTPcApLCgrzz7OoFo5NY0wXCFqScMDkby9ZzB2FCfaNpYlGBQ11Yl6VffXirVPx/UPHS8VbI1mDzpiLpLxYy1bednswCEPZPK9ZvJSrFyxkqlhgaLLAb/ePEXUsTFsggoKiUgSk55jwzpVLT3suW0d7eGysB1d7HgYhA7piksMpk9k3xFGK2/r7efvK8rzagqNYG23ipv02ZtHlNecVMCTsmzIQQhM2BUorcq6cSR+QhA0Ts9CMGx4i79hUe4ssKTiYlNQFBU0hRdDQZB1BwRXklUAgqQ/Gub7jIoQQaK2ZLo6QcZIEjTB1wQWl1rjVCJsmz2uv3m7Xx8fHx8fnNBjTWm8+2Te11s89nUGEEN8AfnnGZvU08IXsH0hjTYiAaeC48yKop9CDgboAL11c2cHr//5qN//9nSe9KijARfOrR/uYThf4rw+f+nPUXhuuTKORAmNJHa/fuJC3bO6ktSGCYUjaR0b4xv79FT6qSmtW1tQ85fXO50gqWzpv1hFkHEHY8HJlAVwtcJVX0JQIGqyv98a3pOS/Hujja/f3YCuNBKQUvPDCVto6Q3THo1zb1kriNKOLKTvP1hkRO4shoS6gSFiapO3dawUM5XIAFF2XoVyGgDR5x6/3ciyZo+AqHuoPkCsaXLfMoah06a2MWhA2Fa6WvLhzDUsTjdxwyzaQgp1DBpvbXSQay/CyN7SG1XU2rRGFowURQzOWF6UiragBzeFGLmpeX/osCCGoDbZQG3z2rdp8fHx8fM5BzuEUWSHEAq314MzDlwG7zsY8fCH7B/L8izr56LcfK3tOAJYGLElxnm2VMARXXt7Bu9eVV+CP5Yrc/OtDJRFbQmke2zfKsaEUXa1xTsaa1jiLGyLsH01jzxvDMiRvuqSbhbVzLgkXNjXxwPAwe6emKCiFIQSGELx9xQqCxsmjf1XPWxfn8HQaR3tXfXDKYlWdA0JgCO9yCkow7VgsiAS5vLUBgL1DSb72QE+pja07c623PjrEfZddyYKap+fq0JseqxoElwLqAi5J20ufMIVgZU0NDwwd52fHDiGFoOgqahKgkrOlWbBjxKCj3mVBQleMFzIEh6bTPDpSYDTvxcAPj0sW1iqW1GpipqIhpDGkZrwgCUhYGFMMZwXTRe8cnm7VTBRGSdop6oO1T+t6fXx8fHx8zgE+JYTYgCe3jwJvPxuT8IXsH0gsbPHdDz+Xd3z6NyQzxdJzN37gCkaSeW78+R6GJrMs7azhPS9fyyVLK1vS7hxNQaZ6TqwW8MATAzTWLCZ6khQDIQTffd0m/vrnu/ltzxgAHbVhPvWi1XTUlotCKQTvX7OG3ZOT7JiYIGqaXNbSQnN47jilNaP5DKaQ1AfDFdHjWV6zdCF39I3gOi4aSBYleyaCbGkOEg0IDidt0o7Bny5q5tWLF2JJT1DesWsI26n0kxXAXXtHeMNFJ98ud7Wi6CpChlGalyln/l5l5Tqr6yWzVlwxvn9ob5mfbSwIGzs0yYzGUYK+KUnOrn7N6aLLPz7Qw2RBUldnINCELQgITUPQpSUyV7AVMjR5V2C7XjGXPkFuu1qxb+ogl7RccNLr9fHx8fH5X4rmnHYt0Fq/4WzPAXwhe0ZYu6SB+7/yMvb3TqE1rOisLeWe/skFHU/5+sZwAKM+iDNVqBBjrq342Hce5+Pf2cZ7XrmOt790ddUx6iIBvvnqjWSKDgVHUX+KIikpBGvr68sq+GfpSU3wo55dFJWL1pqaYIjXLllPQzBCynYIGwaBmZZSrZEQX7tiPTfuOsIT49PELZMbFrfxqqULkScRv+Bd4onBZ4Ciq0+aX6y05ra+I/xmsB9HK6KmxUu7lrC5qZXuWBP3VBnPm0OUuKVZW1fHK7u7ufnI/oqmDFJ6/rddCS/Hd1M77B8xWdqgUcwdqxSk8jA87V1FdtrmTzZo4kGIBVSZiPXOD0jI2HEE2ao7RCk7c9L75OPj4+Pj43NqfCF7hhBCsLKr7qkPrMKaxhgdaxo5dCzFzD494BWACaA408/0c/+9g0UL4jx/S2fZ6x/sm+TGx4/Rl8yzsSXBey9cdEohezKSxTz/degJbDVXvDaWz/KVvVvZMR4m7bhIBC/saOEdqxZhCMG2Rwc4+PPDuFmbpRd3sHx19FS1bgA01lVPHVBa01YfZt/UBDsmxhiczPPorjSjkzab14eww3nsmTzYpF3kBz37CZsWq+saeGHHBm7r3zFz4zxrrCtaVrCmvnwhMV0sVj23mPnfrKvDmlabpfEIPek8AkHWdpnOwU8f87p+CaF50fleNFZKCBueGwHC6+4VMz1R62qviE4ICboyCl0TOHnKiI+Pj4/P/3LO3YDsOYMvZM8BhBB8+6Xn83Yh2P/IIO5YHl2stHxyXc2/fm97mZC95cAwf3fvgVK+6WB6lHuOjfPTV5zP8obTs9JyXcWt9xzmrr7DJNYYiBPspPKOgxAFbGUAmlv7hrGVYvr+UX5y92HyCRPrwhZ+6WS59Y4naEuEufG5q1lRHyuNMVHIMZBNURMI0Z8poiImIlueTiHjFneNHyM7liXvKDIOiA4o5IskTRdTl8/LVorb+46wuq6BzlgDb15+JcfS4yit6Ig2EDYrxfzK2jqGc5kKhwaN1/igNBcBWTfFeTWCO48a3N1jMZmTmCHNtZ1FNra51CQEfVnPNqzgermvEUMTs+Yis6YAgzSdsQjj+QIpW5dSDAwhWVmz7LTeIx8fHx8fH59KfCF7jtAaDXLLay+i/0U5frdnmA999oGqK7HB8Wzp70pr/vn+wyUR6z0HOVvx6YeP8I0XrnnK82qteeff/5qHtx3nvOtrqTGqOxcE5NxkCkpx674BBu88StEQBC5pRZhzlsQDmQJ/cceT3PvKi7AMwY+P7uHJiREM4TUEOJq2CCVC5IMOpa4DAYO2ZoOkmyFlQ1/aKll4yTaLZNGh3qy8Ib3JHF/b1kfOcXlOVz3rW6pX/PdnpvnZ0b0M5tK4enaus8pVEzdVWVrAbKcsEVQ8p0vxq8MB6sKarz0/TTigCBue+0BeCb60J8pkAbriDq3hyqYG3sMsDSFBTQAGM4J4oIa19auoDZ7ZDm8+Pj4+Pn9EPE1bzP+N+EL2HKM9HmZjZ2XuKni6NhSdK/gayxbJ2G7V47YNJU/rfA9vG+DhbcfJ5h2GD+bo2hTHCp3QJ0N4hVzzKY7kMU2J2xGtmtfquJr7+saJR/LsnBzB0aqUNdFYp1Baeh5Z4blxm+s0ttb0pizUCYP2ZU1iQZvAPGOF/gnY2au4nR5cBV/Zdoxrumr56w3ddLfGS8Vg4/ks3zrwOLbyxGrMUhRcgaM8r9e4qTCNyght0hZw6h8yAAAgAElEQVS4GcmCkOKyTpsrFxZJK8jkvTkLAQsjipd25fnmgQhbRwSLYrlT3G2NJQUbmzppj1bPdfbx8fHx8fE5fXwhew6ypCVOrDlKatgrBBJ4wkpIeNnVcy1IE8GTv31Np5kj+8BjfWTz3hZ//84Mq64pkmgJYAbmopbjeUnWLReyVsxitvOAMCobxDlaM5Yrsivdj31CcVXA0lyzVrH9UIhk3kEDrbEg13ZHuX9kvOo8tYaxrKQt7o1lO/DEMVlW0Fl04a6jkwwcP87kAZfPvuUiNi9v4sHhYzjz5iAFhE2vy5ZE4ACGnvO/Bc/nVQhBzoGUI+hucGmOe611S0dp6M1ImkMuCUsxmPPmc2JEtuw60EwXBs+6kNVacyTVy/7pw+TdAlEzwtr6lSyI+B62Pj4+PucM57BrwbmC36L2HERKwVffcxmBpggyaKBNgRmzaF/RyPteMpcuEDINXr6ihZBZ/jaGTcm7NneeOGxV6hIhApYX5tQK7v7iALt+Ncn0UJGIbXFZy2J6M8Gy14QMydsvW0ZrYwQxlkfb1a20NrfWUFTVbcWaE4Jfv3Ejv3zdJu54/Wbu+/MLua6rA2aEYrGoyWYV9kyhmwZGxhQJI0hQGgg7UhadncVWIBqCXPjyEB/6xcOMTGYZyqVPmi/vzmzbtIYdQhLCBtQEYHaNoPH8XxMBxexMQoYmKDWzuR8pB163NEtNAApuG5JT+/EKcfZ/7A6njrFrcj951/PCzThZto7uYDg7epZn5uPj4+MDzHY1f2a//gjwI7LnKBctb+Kuf/kTbvrdUfrHs1yyookXbWonaBmem8HMtvlHrlhKUSl+cXAEc8an9b0XdHH9suaKMYuu4q5jY/Qmcyyvi3JFRwPXP3cZn//WXEMH19bsu2eKvocz3P/j1xOPBliSaOLr+46xdypFQzDAG5Z1cE1bE1d9rJ6/+sS97EkWPfU3I6jDpuTqzgZW1MdYlWxi69gA6oSfmJgVoCYQojY4F77sjtdwzYIWPvPgEPPNBYJBqK+X/Omidt53oVccdduhUe45sKfiGgUznbOCgvWXhrnuG7/hhmtO7iYhhGZdvU3CAjelK1IaANKOpDbgEjZgQUSB8M7jai/fVWtBUMIN3RnSdoJlNSsYyR3G0YXK8yFpDJ7eIuOZQmvNvqlDuLo8LcXVit2T+2mJVHod+/j4+Pj4nIv4QvYcZmF9hPdff17p8U13HuTzNz3JyGSOBY0R/ub1G3nx5d185pqVfPiypYxmi7THQwTNyojfYDrPa2/dQbrokHMUYdOgJRrgey/cwBf/+Xm875/uKh1rmpKvfPz5xKNeesLSRIxPXTi3Fa615lh6isOFcT7wwbU0uDFuPzLBg2NJAobkhhULeNEST0hfs7CbPdOj5F3Hy1FFYEjBDYvOq9po4cAA2MXy/PZ8HqJukPdevLT03BWddVUXk6aEdW0ujpYICQs7DH74SIrnbQJzJl1gFqU1cUvTHPKss6TQM7s484+BlC0ISElb1K7wiV0Y1YzkvHGjFkSsQY6kBFuar6Xo5jiU/B2OKjLb7DZuNdEUXlxl5s8ejnZwThIpzzjZqs/7+Pj4+DzbaL/Y6zTwhewZ5Mm9I3z/Z7uZmMpz7eXdvPjapQRPkcf6VCitGckViVkGv7i3h49/+3FyBS+KNjiW5UNffhjTkLQvq+OhgSkSAZP6cFOZkM3kHbYeGuPLB48zniuWGhFkHZf+VJ7PPXaEv79oKR/8wvP4ec8gUsANy9rZ2N160jn9sGcnB5Lj2MrFFBIh4LVr1vN/Eksrjo9bQd6/+mK2jh2nJzVFQzDMJS0d1AcrvWSV1txycLhqStDIlF0mQmMBk/duaeJzD48g8ASnEHBhp0trQnMkLZBCE64zyWcN7juk2dju0BD1BnddmJpSXL7KYaIoyDqCiOUJ2YKjsbVAaUHehZwLTWG3qnAWAsIm5F1P/koBjhig4KwhaIZZVXs1aXuMosoRMWsJm2ffpcAUJqY0sZVd8b2oGTkLM/Lx8fHx8fn98IXsGeIHt+zh4zc+RLHoorTm4e0DfO9nu7npSy+pELNZ2+WmfYPc3jNKLGDw2lVtXNPVUCbU7ukf45OPHybjeOPZx7PkXC8XNVxr0HF+jGDU4LP3PUHycB15V2OkCnx4ax+WENRaJpdt7OLWA5NIQ6DW1Hiqax620vzqyCjjFNg/naYwM/6X9x3lsfEp/uWCVRXXuXtyuCRiARytQMNNPTv523VXlNIbtNbsHc9QdBVrmuJc3trFpc2dpY5n1VAa7Gotv4DczH3YPz3KjvEhpIDnLGrlYHKYoutiu7CsSVEX1hxLezmqrhIMJSVCClJFwW97Al5aRtHFzbi0RV2yywV5JZiNwkoBYUtjutCTlrjKy9kNCC9loRonXpIlIelM02Q2IYQgHji3tuqFEKysXcqeyQNl6QUSQSIQ5/a+e3C1S0uoifPqlpNz8wxmhzGEQUe0jXggdorRfXx8fHzOGH6x11PiC9kzQDpb5OM3/o58YU4U5PIOPb1T/OSOA7zmJXPpAQVH8dpf7OBYMkd+RjjuGEnympVt/M0Wb8t513iKjzxyoPR9AN0cJHpxE9HRNBuuq0UKryjMWaJJFxwe2+eQ2T+KeUk3jqsZE/AzXByhIe8Sonr3V0drDs4TsQB5V/Ho6BT7plKsrC3vPLV9fLCs81dpflrTl5miO17P3rE0b71tF5N5G4lAa0004zA8mqUmbPH2Kxbzl1csKYna2ZxfUwo2tiYqrMOkgEvb6/jxkd3smx6lOHP+/dPjnNcSp396ilBAk1GC0aRACoHjwkhaMJYpv+qwBVcuU3TXKEYyJnnlVr0zBRcmCyYzfhEcTltsaHSokrVBbmaXfv46IWpW7172TDCSS/P4WD8Zp8jyRCPn1bWWFhQnY0m8CwPJvulDJdeCoBHgeHYINdOBrD87yEB2GCG8/FmB4GDyCGvrVrI40fVsXJqPj4+Pj88p8YXsGWD7rmFMU3rqZx65vMMd9/WUCdnbekboTeXKRGrOUfzX3uO8cc1CWqJBvrOvv0xYAghDYrWEaFoWYCIH9RGNBExTEBOammIOZ/UChGmU3lWtNebSGpzdk6hpG5mwEPPCh5YUdNeFGXbzFdfkas2T48kKIVslrXX+dym4itfd8gST+fIczIwJ2A7TwBfvOUSm4LCqLcG/3rGf/qkcjbEAr9jSxhs3NHPgbi+SW1SaoCEImQZvOb+Zu4Z3l1l52cqlNzNFe41L0ICxnCBZkCSzmsEpwZGkZL5IrQsp/vGyLCFTEzQhXYShvKySMiCoCwbL8mUPTxukbEHC0sy6jbkKxvOC/dMGy2vUzD0HQYCI+exELR8aPso9A4dK13A4Oc6jo338+fLNmHLOPSFZTLF78gAThUkCMsDymsUsinfQnfAKz9J2hrsHHiiJ2FkUqlTZqtFordk5uY+F0VaCRrmbhY+Pj4/PGcYPyD4lvpA9A8SiAXSlAxUANYnyX/b39U2QcyoPtqRk23CS6xY3cTydr56PKQUDGQOZhSNTsLzBpS6sMQ2BUxdFuOW2T0IItCVZuDpMZzfsHvMaFWghiMwUe71oWTP/eaiP4gnbF6YQ1AUrvWjPb2jjSGqywhtWCEFnrIY7e8ZPkh4gPEk4kSNXH+YbDxxBGoL8jHXXWLrIN+49ysqVQTYvD9AmmxhJuaxrjrG4Ocjtgz1A5X3TaLKOYKIgGMwanrVtGDqDEI5q9gx6EVWAV68qEAvMCdGwBVRqeDx/2QIfXGcDmj1TJrf1Btk2atIRU7SEFQoYykpG87KUo4sGQxosT1xcbdAzzkPDR7l74FDZc7ZyGc9n2DE+wOamDsATqb8ZfAhnJo2gqGyemNhN1smzqs7La54uppBIT7g+BQLBcG6MztjCM3xFPj4+Pj4+Tw9fyJ4B1q9qpiYRJJu3ywoMwyGT172s3Pi+JRLAEFBN69WHvK5dG5sSHElmcU6sVpwJh85qzgPjBpvbHAwJjqoeKjUM6OgO0hAXXFarGEqC1BZvOW85V3c2krYdvne4nxOXfaYUXN5a2WFsQTiB1qLseIHg5YtWYQjJRM4uebOWT0RAwEBOpnATQWwp0CeIZ6Vg3/4C9W0GY3KcG//kYm7cc5D/OHychFlkQaQyH1XgRUE9EStKt8k0oCkOddMwmYVEULGswcXRlFxeDQG1Ac1UkdJrQWMIWN9YLPnUbmxw2FjvcCwtGcoZDOXmFgxaw+JEKx2xGiwZJGG1IMWpfWTPBNPFPPcNHq76PVsr9kwOl4SsZ7VVLlBdrTiYPMyymkWY0iRqhkvOCk+FV9R29r1wfXx8fP6o0SB814KnxP9tdAaQUvCtz7yAlsYo0YhFLGoRDBi8+883sWVDW9mxr1y5AOuE/EUBxCyDza01ALxhZTthU5a/OVU+ywKYygscV4Pjoqu0qxUCaiMzhUwS2mqhs0FRH1WYUlAbtPj0ltU0BC3ChiRkSBaEg3z+4rWEzHJBprXmK/u2kwjY1AY0EVMTMzW1AcUjo15kcMvC2upuIY5CTnq+qnHTrZ6wCygXDg1CtujwuUf28tDIOAVXMVk8uTh0tKg6nCGgKaZ44fIib9tcYLQgOZo2OJaWpYVEQ1DTFFQEpEYKTY2lOb/BJjbXCZjZDIPuuOKiJpuwoVDaKxDrjC1gY+M6mkLd1AbanhURC3Bw+tSNC4LG3Bp1ojBVVaQKRMluqzZYQ8KKIU/2xsxDAy3hc6uAzcfHx8fnfyd+RPYMkMnZ/OjOg9iWwIiYbFrVwv9918V0LEhUHHf80ARvaq3nO0MTCClwtaY5EuSrz1uDMRNubI0E+e61G/nqrmNsHZkiXXTJuy4nyjXNTJ7muOT1G7v44c7jTBVdsAxAIwQ0NwiOjmsi6QKNLRaBqEFRuRxOTbG5yWtHuq4hwY+vvYAjqSyGEHTFwlU9XvszaTRZBJ5f6/zCp+lilrF8iiV1cV60rJmf7huilCXrKsjYMJ6jY0WQi6+Pctu9NtOp6vdzcsKl2Ghw65MDxNuCmGGJowVH0yZdMWdmC98rInO1wDlJVacGmqOalY0uppyLuuZcGMxK2qMKITS1QWiKeIsAT5xXH0vhieMtTQIhzidmJQibZydPVMz8V22FI4HNTe2lxzErUtUfVmlNyAiVHl/ScgHbx3cymB2ZeV2UhmAdvZnjs7FuQHNh0wYs6f/T4ePj4/OM89TZXv/rOWu/jYQQR4EU4AKO1nqzEKIeuAlYBBwFXqm1njxbczwdlNK87oO3cfDYJMWZfM8Hnhzk7f90Fz//0ksxZxIyb7nnEH//+Qdx8LxKTVPytndewAvO72RZXaRCOC6MhfjoRSsAeONPt7PbSVcUWikF9YVaPn3dGqIBk3dv6uZnB4f57PZDICER0UzeOcDAziTCFGhX074pwYaXtdIQDJWNJYVgSSJ6ymtN2UVMoasWfGkNGadAI3E+efVyFoUsPvubQyhADGcRg2kMU3DxC2owTcH5a0zufai6KX9xuEBxcZiJMRdH2DQt9sRi0jbYNSloDikMKcg4s3PX1FmVgk5rWF7nYFUESb3XKu2lEcwX5FXSl+fGm321sFH0EjY3nfzgZ5jltU3cefxA1e9taFjIkkTj3LE1SxjLj8+kF8xE55G0RVsIGnN50AHDYkvz+bjKRaGwpBeWXlG7hOHcKFJIFoRbCBgWPj4+Pj4+5wJnO7XgOVrrDVrrzTOP/w64W2u9DLh75vE5zYPbBzjSP10SsQC2oxgYSXPvI30AHO6b4kOff5BC0cUtKrStsHMOX/7iI4xl81Wjn/NZXRfDziqU8qrGtdZopSlMKl63tpNowFuPBAzJooYAXS0GzfWC1ENjJHcl0a5GFRTa0QxsS3LwnnG2NC942tfaFUuQdWRVWzspoCnkORwIIXjnpYv5+IXdRHePk5gsEAuatHQHma20al8gCQSrX7fWMHCsSDancezyk1kScq4k48x6vwqUluRcAykEWnsC31VwcBjigZPnFwWk18xgVsgqDQOZ09tazzhD6JNV+D0LxK0g13WsxBQSU0gknu3YZS3dvKBzzv/XUVmUPsj6epsN9S5dUZeEpWmLhuiK1qF0ZTqKIY2SiAWImGG64510xdp9Eevj4+PzbKL1M/v1R8C5tj/4EuCqmb9/B7gP+NuzNZmT8eDuIb5x236GJ7MkAgZ5p1IMZHIOuw+Pc+0lXdz8qwMUq+Svag0fveVJbv+r55zyfK/d2M5/bOsnm3QJRCRagZ11aYmEuLizruzYrOPizlh3TW6dQDvlH1TX1hy+f5Ln1zxCe02Id126mCuWNJzWdUctiwuaujgw3QPMFV5pDesaOoicsM3+qucu4wWXdLFt/yiRkMVH9x9AijmbgEQUxgrVzzU2LYh0RQhELNJpTX3ca21rSlU1Iuxqg9FUgKlCAS0UtQGX89tcCi4EzepNCxCeKJXC+8raMJo3yTpFImZ1qzHNrMuaRqMQZ3EtuL6hjcWJBvZPjaC0ZllNE3XzOqYpbTOUvZ+sWyTvekLdBRIBDaTpy+xlIHeI82ovJWCETnoeHx8fHx+fc5WzGZHVwK+FEI8LId4281yL1noQYObP5rM2u5Pw3bsO8vb/9wD37xriwPEk249N4daG0SeInkjIpKPVi1BOpwvVveC0ZnD6qXvbd9SE+eYr1lNvWai0xs1oVjXE+cGrNvJE7xSPH53AmRGva+tqcJRDwnRQheoRw2Le5fh0nkd6p3jbzTv48ZMD86akGcpOcSg5TMqu9KZ6UedSrmpdixRhlJYEZZCr287jqtYVVc8VjwS4cuNCLljVzJ90dpQVea1cIjGq1EZZliDSEkBYkmnbZSqlyU5b/P3681ieqN7iNe+6HEsVGMnCijqHlQ0uiRBk3bkoLXiRWoGmIeiStmGyADnbE3nTRUnWEYzkJIrKxaoECgpsLbBkDCnK14G2UtUdG04DVzmM5nrpTe9hPH+8aqS0GnEryOamDi5s7iwTsQAZu5+ca5NzvfzgE50tFC62ytOb3vN7zdnHx8fH5xnGj8g+JWczInup1npACNEM3CmE2Hc6L5oRvW8D6OzsfCbnV0G+6PCpHz5JrjgnMlylQYCIBjyHfbxIXihoct3liwC4eksnN999qCI6iobGrprTOvelXfU8/M7LODqZI2xKjk9kedkXHqAwEw22DMmXX7+JJQsjLAw7SNMg3hYkNVAZ8tTzvG1ztuIjdx3g8fEUA5kMG7uSmIaLFF5ThPNq23jOglVl6Q+bmhawqen0UxOKruLX+0YYHs4yIiyaGmwAuhZKhkY0R/q8KKsQICRYC0KoeWusoqsZy9oMJIv0TGbQRnm0VGsvt1WjaUto6kKqlC7gasFQFkKGJl8ULKlzaQgpLyI7o6qzrpf3ezBpkCwKUrakLw11QUXI8MbOOIKoqRFCIpA0hdaXzn84meFTTxxi/1QaKQTPaWvgfWuXELNO78cr76TZM/U7tFYoXKQwOJ45wKq6S7FkpZfv6WKrJHnX89HVenYtVRlmni4O/97n8PHx8fHxOZucNSGrtR6Y+XNECPFT4EJgWAixQGs9KIRYAIxUed3Xga8DbN68+VldThw8nqzYogZACELxAG7eq6hfs6yBT//1FURmfGGfc2EHXd11HD0yCbNi1hRE19Tzps3dp31+KQSL6yMkczZ//s1HyJR1EnN587e38pevavUKzASsfkkzW/+9H9fxVIzWCgwDd8W8VAJTkA3CD/cO8YoNRRTam+LMNPdODdIaqeG82t/P/D6Zt3nFtx7h+HSebNGlvtmixgnSEXVoj7lcvMlk9XLN8JgiFBLkDcmeYVnhs5t1XP7hpu0kt4/SvqWGto3xGU3mvSGmhKYEtIVdjBOL4hBkXUHRVjQEZ0XsPLSgPyMYyBrsT1o8MRngvatNJgteq1xJDFSYuGkTt2qoCXRjyQgAY/ki73pwJ5mZBYXSmvsGxjmeyfPVy9dzOhxJPYmr7bn5apeiztGf2Ud3fN1pjVENS9agTsNO6ynatfn4+Pj4nA1m7XJ8TslZEbJCiCggtdapmb8/D/hn4OfAnwH/OvPnLWdjfiejIRHCdqt/qjataubGL14CQDxaHkUzDMmtn3sRH/jeVu558BjSlIRX1vKmq5fzmuVt1YY7JbfvHKy6I6C15nBqqpQQWrcozMXv6uTwvROkBgtk0wXy6xdCbG5+Muolg4YDmuaY5gSLWxztsmO89/cWsl+6v4djE1mKM8rUTBi4WnI0bdES8SK/ibggEfdyDAamxUw0+ISBXEV6PI9WMLo3Q+v6GIZZPtmoqbGExlGc4FSgWZ5waGyu7riAAInB9gkvUt0RDXNB02bGc3nedutO9o3nkbKA7WpesETy6WvmtvB/fmyoosuZrTU9qSz7p9KsqD11q1pXu6SdqYrnNZrJwtAfJGSjVjuSXZ5zhJg1z5rrdOZduqAh6Hfo8vHx8fH5n8nZisi2AD+d2a42ge9rre8QQmwFfiiEeDPQC9xwluZXhtaa3QfGyORs1nfXs/3wRJmgDQcM3nrdygoBO5+AafDFP7uI/OsuYCxv0xQOEDR+vxTlyWyRYhWfqIKtEIgy8/t4a5ANr1mA0HBtzUr++pd7yM06LEhvKx/AMvRJF35Ft7pN1unw811DJRG7YpEg0CCYtgEE20aDtERcagOKREBhGZoNzS47B0wcped12/LSB9zjGQAaV1Talc0ympHETYUhKInyppCiPaqwT0xknkEC6xpCrKsTDOUCfGTjGgA+ePdBdo7msOfZNNzRM8aapuO8aYPn09qTzFS09wUvet6fyT2lkJ31Xqi2tfCHxkmlMGmLrKE/uwvwotZz5hoCiSRkRGmPrvwDz+Tj4+Pjc+b548ljfSY5K0JWa90DVOy7aq3HgWue/RmdnENHJ3nLB29ncjqPlOC6mq4VjfTliliGZ0X1wVeu47I1rac1Xsg0aI8Z7B5Jce/RCaKWwfXLm2k6hQg+kUuWNPIF4yCOKi8ICgcMVkQbOZgbx5lnDWUKweamVq5fuoCRTJHP3HcYDdiuBiFQwFROYLuU2rLOIhEERYL33L0bW2muX9LM87saMaR4Stsw8FrdApy3RLBumWDSdklOSjQCW0v6M4L+DJgC3rAsh2nA69cXuGVfgNEMmFKi8y7pR0dKKkwagpN1SM0X4fYnJFesUNRFPTHbHnVxmQlUz+SKzv7TIIGYZdEUCvCmZYLuxAVIIUgXHe7vmywTsQA5R/GdnXNCdmVtnEdGpiicEJV1lcLRNjvGx1lVW0uwWlUbIIVB3GogaY+VPS+Q1AZa6UnuZrI4iiUDLIwspiF0ep+zWRpCizBliMHsXooqR8wMkQi0YYogYTNO3Go4rffRx8fHx8fnXORcs986p3AcxRvf90vGJrJli6KBfaN85RPPp64hyvKFCUKB07+NWmv+/p4D3LxnGNtVmFLyiQd6uPEF5/G8JY1PPQCwrqOWa85r5u69I6XCs3DA4OIlDbx5zUq+dWA323tGyIzZhOst1i5u5BXdSwF404VdvO78Do5P52iIBnj/Xft4oH8SW8Gd+01eeJ5TimaaQlJ0JV/cmmS64N2AB3vH+Zu+NPpXvVx5SRf/+LdX0No8F3XsS+f4+bEhhnIFNjfW8IoNbXztwSOsXQqWKWgyXPZjobSeEVCzPaMEQ9lGltZO0RxV/M3FEQ5PZUnbOYJSs0NYPHhXEa1goidHy9oYhlUuwKTQPG9xkdAyGJwW3H/YoK5REjM1GxptLAlBU9IVjTJRsHG1oi4YpDZgIYSgJqgoujYhM0DeOXl2aWaeldqLu1q46fBxbKVKEe24pWkMO/zkqGdTpoC/WrWKDQ3Vbc664+vZO/U7HFX0LL2EJCgjjBaGcJSDRpN3MxyY3kG7s4SO2LKq44znk+yYOMhEIUnUDLO+fgkLo03UBFqpCTw9Aezj4+Pjc/Y5m37l/1M42w0Rzmke2TFANmdXRPbzBZc3f/xePnbLbo5P5p7WmPf3TvKTvcPkHYWroeAq8o7i3bftIVvVa1bTP5ljJFluhfX515zPv75iHZcsbeDiJQ189GVr+dqfXYDjaO75z2P85mv9bPvpCL/79+M8+p+DuPMaCwRNyeKGKDUhi88+dyWrm2KETclEOsDNOwIUCnEWxRpZEe/iB09YJREL4EoBCyKo1gi/+d0xXvmmH1MoeKkHj4xM8qbf7uDHRwb4zeA4X9pzlEecaTZ2xUvtdw9OGniB4HKZaGvN9nGXG7qfw+UtG+lNJRGySDwIAUuw8YIwVz3fE8zpoSLjB7OoMhcILz8240gMCW21mpevc5guSG49NueRWnQVEdOkKx5lcSJOXTCAEF6728mCQ19mFICGsEVrrLL9rCngmkVzgjQRsPj6Feu5tLWekCGpsQyawgoN5FyXnOtScF1u3LOH6WKx6mciYIRYV38VixMbaY+uYlliMzGzqSRiZ1G49GcO4SivMGy6mGY4N4GtHMbz0/zq+CMMZMfIu0XGC9P8ZmgHh5MDVc/p4+Pj4+Pzx4AfkT0F08mTuPUD2lY8dmScP/3cb7n3w9dSe5qpAT/ZO0zWrlxhGVLwQO9kWVR2W+8k7/3hDkZSBZSGla1xvvTqjXTUR5BS8OKNC3nxxrlCHaU1b/3CHTy5awzXAXdGBD2+Z5h/+eojfPy9l1WctzZk8ZNXnM/+8QyD6TzL66McGkoxPF7gqGtXb9lqSURXHPd4hmS6yJ33HeG65y3lY9sPUJiXO5x3FaP5Aq8+v43juSNkHZejUyaBSn0IwGiuSLLosHX0cFlqBIAVkKzdHObB32RAGFzf0k5jV4zbjx/HVV5rAgfJtnHJihqb7rhXSNYRc9k5EWDbqMX5TV5Utj+bpT0axZgR01prlNaMFbI0zsxNCMGnrlnBX/xiJ47S2EoTMiSxgMH7tywqm9uCSIiPXUnUQsoAACAASURBVOB107rz+HH+u6cHdUJKggYeHR3l2oXVC6uEkNQFW0qPj6T2lYnY+ceNFyZ4bKyH6WIaKSRKKyJGcKYF7RyuVmwb38/i+AI/fcDHx8fnfyAnr17xmcUXsqdg07pW7CqiUwugJojWkHdc/vXXe3j9lYtZXRc/Y4JhNF3gDf/xKJl5nrW7Bqa54RsP88BfX+VZbJ3Awekxdjw0zom1WY6jueWeQ3zs/1x60vmtaIgSkYIbvvo7pmai0DossZqqqE6lIe/NK5u1OXRkgt50rkzEAmhHkUna3MkI7960mB8c7EEym7uuy+aitcZ24ROPH2JlQ/UmEdIQvOpdzRxNBnj31ev4zsHDFN3y6K6rBfunLTqjLpYBDSFFPKS5ezBEPKBZUeswli9gK8WCcBhLSjKOzWg+h9aKjlhTaawtbbXc8erN/OfOAQ5PZtmysIbXnLeAmtDJ27TmHAdXVX5mXKXIOadfNBc0wqSd6YrntVZsHT3EVDGNhpJ4TTnVdwaKrk1B2YSM39+P1sfHx8fn2UfjtaT3OTW+kD0FLY1R3vzqdXz7RzvJ5T0RogUQMtG13nZ1wVbccWCY7cEczeEg/+/iNTSETi4aXr6qhTsOjVZEZV2luWxeu9mbt/XjnBDVUxrSBZvfHhzj6pWVTc8OpyZwqghvANtRKKUxTjRZncc7vr+Nwek8pdPaLqIhgDjRPFeBOuBZRkUjFsuW1BM2ZFlXq/SeaVI7JkHAuILvPJnm8pe2s21omGIRgkFPvM5u62sNBVtzX/8465pCZKiMhhtCs7HZZW2Ty8OjW9kxXt0CVQDpmQYGKVtyQWOBNXUOAUNzNCVZFlfkHJsj6TnvVq0hatZWCL7OmjD/cNmSk96zE1lXX8/Pe3spniBmTSlZV19/2uO0RRYzWRhFMbeQEQhMGSdpZ6u6HFRDCIEl/R9zHx8fH58/Tvwc2afg/W+9kBs/ei2bNixAxALothhqWX3JqxUJIi7JuYr+dI5/enz/ScfSWrO0JsR1ixsJmRJDQNCQhEzJF19wHpF55qd9E1kKVfb1HaUZTOZJpQt87+Yn+Ohn7uVnt+6hUHAouJrmRaGqvk0Lu+J8/8kBPv9gDw/3TpJ3XJIFp7TaG5zOcXAkjSpPOyU/kEMqiFoGwlZo28W9qw/SNqYhqEkEufbKxbRGQnTGvCYB+b4sqe2TaEejbY1yNQ8+OcSDvxigKRzyxs2DbYNta4pFKMzoVldrHh7NkHM84Z6xYaoI00VKc7OkZrIwRcioLueUhqDUBKTiyrYCW5psEgFNyICmEEzbAlfNuZpo7bkHLK/5/T1bZ1kUj3NxczPBeYa8QSm5qLmZRfF41dfYKs9I7hADmT0kiyNorUkE6liSWIMhTKQwEEgSVj0d0RXI0zTmMoRkeU0nxsksHnx8fHx8zl1mGhk9k19/DPihmtPgii2dXH5hB6/6/P082TtV5uEqTUF0gReddYHdUymmCja1wfLt58d7J3n/j55gKJlHa82S5hiXb2xnQSLEC5c30Rwt38Lf0l3Pz54YIDubWiDAjJmIgEGmUOCy6/+dQsGhWHCJhC3+7asP8fpPXMzGF9Zx19eGIGYRWhJHBiXFYxnU5gQfu+cgeUdhhnvRpsCQgvZ4iI9ftZyWoIWsEt5UeUX9tOIzr13HRDLPHd/byV2DWQgYXHPFIv7hA5cTmPHsurwxTk8qTWrXFPqEjgZFR3H/jgFuesML+PC2Qwxk87gVtW2akKlxNRzLmEQMz18WBBpI2tCblnTFFa52WVXr0JfVuPP8YSWahqCiPepiSo2tZFk3ttlLTNqUBH9IWpzfeCFhs7rQfLq8aflyNjc28sCw1/r1spaWk0ZjU/YoR1KP4W0iKcYLx4iYtSyOb6E53E5jqI2skybvTpCyj5N29tD4/7P33mGSXOW9/+ecCp2muyenjbM5aFe7q7hKKBEsy5YA2eYHmIuJBtuAMb6+GBwwwTY2XIOvry0sA0bkfAEBlkASynGllVbanGd3ZyfPdK5wzu+P6gk93aNdaSWQ4XyeZ56drnDqVHX3zrfeet/3G/c5WRI1rl0SQVeileHKBKr6n9PKzEK2tDXucGAwGAwGwy8DRsieJkIIPv7Gc/j0T/Zw+6PHyZcDYm0O2dVNyFkOUxJBKQxpZkbInpws87ufe2hGlAJ7BvLkyke5672XIxv43r5ifTf/fMc+joyWCGxILEiCACEFn959nOCyxXi37AWgWPKpnMyxbdsJ/L44575jMUcqLhoROTptaAE0pWEPmZCEVqThAqU5NFHizbc8yXdv2EI24VCa0zkhZkmuPauH87qboRte/qFu+FDtXJXS/NXf/xd3ijzZLV0MlOu7LwDYliSpBN++5hzuGxjjLx7YTSkMqwVlkf1BNgUnyzad8ZBiKImHerq3rUaQ86ESQsyC0VKBlLKoWHY1XxSWNgW8emmJuA1jFcFk40YB0bWp/l5RIQdzh9nQ2tx442eJEIKz29o4e552W9Nz0IrD+W3oWekDipBiMM5I5Sjt8SVIIcn5hxj3jk1v15sStMRg57iFRiCFJG65XNq9EUfalEKPmHSwZePetQaDwWD4b8IvSdT0hcQ8czwN8l7AH/5sB6/7yeNsk2Wazm3hyuuW0rWpGTteKxYyrk13oja6+rVHjtblu4ZaM1b0uO/ASMNjxmyL7/z+Rbz5oiU0LUgiLDGTq2pLrEVprHUzhUlhoNj2vYPkA8kRPwZSRtsLgRZR9C6RlmDVGxl4oeaz2/v5p98+m4RjYdsCsi6iJ4nXmeCJUpmjk/O3Gfu3z9/P17+7neKJPNoPSfXGGqY3WFKwuCsqiFtu21zY4YMEywLbFsTigkooCRXk/OijWQprP6ICKIeRs0HM1mSScP2SAr+3Ks+71+d53YpIxELUKkuIU2eTajQnSyeohPN3qXghKIYTDRP5FSFjXj8AXlhg3OuvEbugSdiCFZk0bbEMZ7X0ce2ii4hZLlJIUnbciFiDwWAw/EpgIrKnwQcf3M22oQl8pfGqblo7RwqkExJfaypKYYuooOfPN6+sE4qHR4sNLWWVguMT9QLxqdGT3Hp8H6OVEqolhjMkqcx5VC8cC3t9O+FTQ9PLyiMVsk6Kk5QbFgOlshaVMVUnMkOt2TdW5MIr2vjJuy/l1d9+nKGyP930475j41z3jce48/Xnk4nVf2RuuvlBSmUf76EBuq5aQvumLLmDJZSvpi20bEfy/jdswbEln/7MA+zwjrB3aS/OHFODcqiJKcE8QV004EpFwoKl6TCK42pBW0xhz7ktSzmacW/KslfMGqEeKSSloEjMmqc32AuAmNecNnL2AiiGY1Xb4bkoFqYSXNi55YWcosFgMBh+YWjTfus0MBHZUzBW9nn45HidVWk5VHS5cd6+dgmXdLXy6r5ePv+SzZzTXv94+oK+VpJzvV+JPqJnL6zdfuf4EN869BSjlUjg5gOvrj/oNLMFsyW4+MrlvGbZklkPzeccT+mGkVLXEpzTnQHgZMUnF4Y1Xx1VbTP2rV0DteNpzaN7h5mwHUQ6SVgM2Pcvj+FPlOh7ZRfZ1SnsjI3TFSd7SRerz+7irvsP8+9feJTms1vmLVkqBwJZlW4Ja2YmAk3K0SxKabKuJmaBJaMOBfONlbanMklnjGkFuq7bQaBDknZynlFeGBJWFinqbwwkFm2xxQDYYj5hLXBk4gWcncFgMBgML35MRPYUTHh+5Eql6mNioxWfG5b1csOy3mcc4zc39vIvd+7nxEQJrxpZTTiSy1Z2sLqrtsDotmP78GcJ13RMY0tqjAm01lH3gD0jRH6yArczyYfe/RKaki4xK+qiMButoVCa9aKq5KSAuGXxxo0LAdg7x453ilKgeGo4P/O6EvA//uFn7DwyhuhtxwoV+CHlff3s+/RjCEdityVpecNmitvHGLl7gN+5+we0Fj1K5QD5DLdQAk3KVtjTccgofzZpa7oTiooSCKGZ8KJzKASS0YqgpXqtpk5R68hqN+1oAgWhgqBBdDNQcDhvUfBP8MqlS+ef2POMEIK+9Hnszz0AWk9HjjNuN81u9JlK2e1I4aB0bYhaIGlxF//c5mowGAyGnz+/LJ0FXkiMkD0FC5vi0w5Qs7EEXNjV0mCPeuKOxffeeTH/fMc+frjjBHHH4rXnL+aNFy6p23asUptqIAScv9jnvkMOwoPC40OoE0XQIDM2TZctJLEozV+/cjMdmShC9+Fz1vLBR3eilKZcFbQTEwrPB6oFYB1Jl1IQsnVBC//romXTdqwrWpINe7MmbMm69qbp15/6zg52HBql4kddBYRloaXEWtRJeOgEWkPT1cvJ3T5AmPNBQ4BmcKQAQG7XBLqrcUTRkZq9IzYlX7CkSXD9qgJKK4QQVJSkvxB1JhiuyMiUItTsm5QsToV0JaNr5oVRUZiFwBbV/r8S0OBrKAWCmKXxFOwcd9gx5mCLI1za3U17PN5wXi8ESbuZdc1XM+mdJNAeTXYbCTszvV4IwdKmrRwpPIyvSggid6/e5CZcK/Vzm6fBYDAYDC9GjJA9BbaU/MmmZfz9tv3TotAWgpRj8XvrFp32ONmEwwevWcsHr1n7jNu1xBIMlQs1y9pSmuvXKX787yMURkrTaZU6F0AouPn9F7OqfSaye25HM9+66jxe+sX7mRSKcpmaVldKw2+t6eZPLuyrO/6W7gwrWlLsGs7jVaPQUkDcltywpnt6u2/dc6gqYmcQQiAyKdx1nSQvWozWFmFxsjYNNO5AOeDuLw9w9QfSPFZIQTXgLQC0ZnByKqwKr14lCea6gCEYKluUAhgsC7a0haRsjaeirgazCQAHsCWoMErncIXgC4fq0wikEDw5NsYVPT11606XUAcMFI8wUhnAFg49yaW0xDqecR9L2LTEGlvXArhWihWZy6mEebQOiVlphOkNazAYDL/kaBORPQ3MX8PT4Nq+Lv7p0vVc3NPC8mySG5Z385WXb6Y7+fwXBl3csRR7jkhxpGRhoYVS3kPNSnHQGgg02x4bYC5J2+L4yQr5nK7v16o1E5XGdqlCCG66di3XrW0jYQssIbhkUQvfvWFLTaFXEDb+clmW5NMfuY6m3gwy50c9sWZTjfwWJ0J++MHdpO8+SPvQOOl8kUoxoFCuZrRqzeKmBJacv1vCcEXSHte0uIpioMnOY6gWTolkAXELKqqtYU6tEIK49dyr/UMdsn3kXo7kd5PzxxjzBtk1/ihH8/ue85iziVlNxO2sEbEGg8FgMFQxEdnT5JzOLOd0ZqdfH5wo8qMD/cRti5cuaacl7jzD3jMopfncLTv53C27mCh4nLO6g/e/YQslV/K2HzzFQM5jSTuct0yQimsyTowre5fx1IM5ggadD4qVgL1HxuuWCyHIWJLJeaqgru6r73HqqZDvHnqap8cHacoKXneB5OULV3Bu+0IOT5R4yy07uLd/jIQt6V6UpbhvhGCWUBXAhr5WXr6siwsWtPKvsV3c/NQEnh8iOxOIZhddClHDeSgHBJ7m6dtH4fZRtCVwrl5CbG0rAo1Xgc/+5gZ+1H8/CL9urpooituVCNAauhMghUY1yIFVgEVklpCyJF/aFSPUZRq072XzKXq/PhODpaNUwiJqVqmcIuRoYS/dycU4cn7rYoPBYDAYZhOVKJuI7KkwQnYeJko+n7vvELftPElbyuVNF/dx+aroEfEnHznAF58+jtYaSwr+/sH9fOKKtVy+6NQi6MOff4Rv3rGfUiUKk97zxAA3fOBWcuvbUNWI5+FhyeHhqJvArb97DstakniLT2Bbsu5xfjJus3Zp41zdd17Uxz8+cJAgFkXwhBCgNSubk1yyqH6f7xx6ml3jQ4RaE2qNj+KHR/egQ4e3fX8fk15Q7WCgKKYtrJiNG2qKlYCEa+HYktdev5p33fckQyWPTb0Z2lrjDK9oQsQthGuj/ACrO476wX50oFC+QkuJbk1Q7khTHg9BgSwFXPZ3d7B0QcBvXmbh2jOqU+kpy1pBT1yTcoBq+oHU0Zc/mKVmBVFUNm0LbNnJE8NFXEfQldHThW1CwHvWr3/OEVmlFceLx/FUfRuwyNRgjNZY13Ma22AwGAwGQ2OMkG3AZNnnmv9zN8N5j0o1Cvrw4THec+UKzl3dzpd3Hqcy9Wi9+qj/fXfu5Gev2UrKmV8IjeUqfP2n++rEaMkLEP05WF4rLr1Q89nH+vnIlau4YH03i7rT7O+fwK/OyZKCpqTDr1+ytOHx3nbRUvIVn888fITQtQDNK5a186lr19fZ0RYDn53jg4RzWhb4SvEv2/ZTCsKaxg0VKZDrWukc91gsJK/Y2EPrijQ3HuqfziUeKJUpnZ1BaImwo+siHRvdZhH7/1bSXS5xeG+FSiKO7EiQQFEsKlCgxisUpaYQczmYk6zIhtUIqqYUCLxAc0lnhZQz1YAhOh9Rbc0qoXofG3UC6IgJulIJPvKQoBwqyqEkX9Ek3WoKbyhxOL2o+lxOFAd5dPgJQhWgEFgCml2NNZ3qq7GFicYaDAaD4dlhcmRPjRGyDbj5gcM1Ihag5Id84id7eVVYodzgEb8UgnuPjfKypfMX9hw8MYnrWHVCFg0i39hLdd9IMRpfCr7y4Zfxsc8/yi33HiIMNVecu4APvuk8Eg1MCqbm9L4rV/GHly1nKO/R0eQStxsL7ULgYQlJqMOaKCXA4XGfSgODghA4YQuGQ0X/rgE6rUkqaubcQg0FTyETtQJRCEFgOaTXuaRbNa9ZXOGqVR5SwGQZPnuP5ABw2WUJYg5kYyHLMwGhAseKRKqnNNYsAVs7fpRGoDW4EroTFnErSa6yiqHyyentlBbkq2ZeCXueHIxTkPPzPDz02KxevyJybfMEbbGoX60jXNLO82N/azAYDAaDYQYjZBtwx+6hGhE7ha8Vdx4enseLqWGr2RpasnEK8xRZ6UTjaODWRTMCKJ1y+ds/2Mr7Xr+Zj930EHfce4RXP3aCt7xmI//j2rXIRkmfQNy2WNScYMLzeWhgjIRlsbktiz2rmWuLmyBQUTuqKaSObF6XtcQ5NFSiqhxnqD6z90NNCYUf1ruGaT9ExzVhRRP6CmkJ7Hj1uLkybzpHclZLyJQWb0vBu65S3D/kMOZFea9bO31ciyjRFVBaE7c0cQtcKxKsnhJE9wfRBCwBKRscKSj6Dr97q42vD7AskyAmBZU5b1aTY7Oy+dm3szo4eRRV13hXoDUESpB2E6xrPq/O7c1gMBgMhmdE64Y25oZajJBtQFcm1tA8VGvwpSbhWJTKtUI3UJqLF8zfV1ZrzZ/cvxc64jBYYnb+tuNI1OJ03T5CwD0nR3h1rouF6ajnaq7gceVrv0ppODIuyAn424/eyb0P93PTh1827/G/feg4/777ELYQgEIIeO9ZK7m8pxOAwXIBX8NsJaqIiqfesWEZt+96kgWtsGGhoiIsRjyLQAlyYw4Dh3wCX0+nJXheZL8LYKuA/GjATD9/TaWgcIMin33N5ewu3VN3nR0JTbZmz6TEkbB7wmZdS1DV0RpXapJ2JFan9KEjNV4IxVCgdWSM4FqCyUqcv3rQJV+9MTkwWaI7GWOw5OEphSslUgg+ftHaunSL06EUlqpGBrVIIVmUWsGyzDIjYg0Gg8FgeIEwQrYBb7qoj9t3D1Hya5+nWzGJjFsIIoOAcqCwpUAKwd9cvJK0O//lfGRggoPjRTirDXaPw7ECKI1I2bz+hvXE25L834ePRA5eGmwH3Lhg11iB19+ynVt/63xcS/Lxmx6mNBwZIghAS0GwrJnbAp9f+/yDyEqICBTXrO/mDVuX0hSz2T2R46bdh1E6jIwBiET5J3bs5ki+wBtW9nHnicONI4sIEq7DSqvIOaviHCvZjHsSjUBKyLRaNGUt9jxWQpShLGpvAJILsiR8xWC/z7RI1hoHFzcBoizqnMTuGHDZM+kQaEFFwT0nY+zL2Vy/uIwtoijxbBEL0e+uBaVQoRHccijNwyclJ4oCxwbHBj+ASqgoh4p/fslZbBuaoDXmcNWidpqc5/ZV6Ep0cLI0TDjHeUtr6En1GhFrMBgMhueMyZE9NUbINmDL4mYuOquDnz4+059VuJLM0igqKgR85mVncc+xcVK25NeWddLb9MxuUPvGi1HTfymw1rag1zRHQtaSVLIxPnDhMjqaXP5p26GZQjKidIViEHLn0RFetrSDO+48GDnMAtoSeC/vQ6dcsCVPjUb5tBR8dv10L5978DDf+v2t3HL0JL4KiVnUuXZ95/AxLu3uZLBUaJgyESr4wzu3c+55cZRgWsROXxchsGzNyg1xhBCUirWjaASWK7loHdz3dFR4BQISNsdzQ3Vf0tGKmBaxU/haMFCyOFKQLE+H2LL+PKawRJRDu7E9w63HimSaZuKlCaBQiMTu2e0Zzm7PNB7kWbAo1cveyYMUgxKqei6WsFjStJCk3di5zGAwGAwGw/ODEbINuLt/jO2lIsm+FMpTCCmQrsQPwdaaDe0ZtnQ1s6Xr9Ap4RoseDxwYIzfqoQXYCYl0JFiChC1Z3RK5TA2WvBoRO4UXKo5Xq5LiMWtaRobLmqdFLDCj7lIOfiVgKFfh125+gK3rWhr2TAUItea+wWEWpjKcKObrclxDrclVNK4F+UA0TLkAAQ4MTYTQoFm/AFqzgt4WzfFxWNAGf/OyMgPlXdhWlAM0FbnsL9gNBbWv4HDOZmlTSKijiOdcMauJ0hIsCcsy48RcF4SoOaVUUnNx6+lZC58OlrS4vOci9k8e4lhhAFvaLE8vZkHqubuDGQwGg8EApo/s6WCEbAO+uus4pSASsFZ8pspfa4hLiw+eu/K0xxoueLzicw8yUfYJq+YBnh9ipzRu3CJuSa5bGfUX3diRJmlbFIPax9S2FGyoWtC+8bc38jd//zPQEC5MU9e0FCJFZ0vwFZWcz2MnCnS1N56fIIpgnte6gPtOHMO2mRaVQag5Miop+YJQR4/uG4lMraHii2qjq6moa+1BsjHNRWsUu0ZsXrmqQpMDVrVQCxGlF4QaMo7GFvWGYLaAhB0trISRQ1ejc5lqeVUIPGjQ8koKwZWLWxtfjOeII23WNK9gTfOK53Vcg8FgMPzqoo1F7WlhvC4bkPcbdxaIWYIPX7CKpZnkaY9140OHGS/5eHOUWVBUnN+T5RvXbaapmlt7xeI2eptiuLPCpzFLsra1iS1d0WPwl166iIULkoBGVML5WyVUFysN48M+xw416J8F2FJySVcHfkVy3/0hJwcVQaApFjVP7dc8dUICgn3DEhtNytZ13lkaKFaYlQ86s16iaXIUHUlFcxOs79UcKjk8MGxPR1WliARoORSc36Eapg0IARtbPRwZCeVCEAno2T9BtVhNIDmUa9yBIGlbJJ9jPqzBYDAYDIYXF+YvegOu6evkqeH8dGP/KSwh2dr77KJ5dx4YwZ8Sm1ojch6UAhKZGO87p49FmZk8SlsIfq8rw6d+fICBgSLx3iZuePV63nv5KoQQfPuWbbznz7+OECCIwU6NXLQONTsCOq3qormHUoKvGfdDnGOa7gVWlEcqoiK11y1fzKKmJCU3ZCIHP7t/loi3BMklUVRz50kLKWBpm8+Jks1YJQqJBgomCxCqqiEB0BpXjJYlAliYCbmgxwOhSdiCjkQ0vgZ2j1usbg5rOg9oNH+wtsxndsfxwpn0gVctKZN2oiPYErxQoJTGsaJobRTYFQgsHBmnM7GcuHWo7j0M0WxoOfPcWIPBYDAYXmhMRPbUGCHbgFeu7OY7+wbYP16kFCgsAY6UfOjilcQaPcp/BtqTLnsoQKCwnh5GlAJA4yN4/8fv4isfeRnppMtIuchffPUObr/5GGHUB4vSpMc3P/EAr1vbSyph8Z4//xrl6T60Phls2uNFBvwmpIAw1OhQIyYrM7mseR+aBNiSoRFFqQD/86VLaY47XNDZRnciKlJLuBa/f+ky/u3uAzPdGkKNHvWJdcYQQrJ7UDLoa5rigsGJ6AB6ThqBEPCyvsr066ngstLQ5OiaXN1iKHho2KYtpliUUjQ5CgV0xDR/vrHAvpwg1ILeeIhXEwTWSCGwRCRqe+Lncry8h1KQJ9AWbe4CLunq5MfHRnh6PEc5jN5DW0jes245iXlMIQwGg8FgMPz3wgjZBsRsyc3XbOLWQ8P87OgIrQmX31rdzYrn0DD/becvZtvxCbx9o4iij5gWZJr9R8b5u88/yoffcSGf3f0od33t+LSIhUiYFko+/3TTw5y7Po2cZWCQWZLlvD+5CCtmszTU5AogQ8GOR0tM3cBV266icx40x0BpghNFxvYVeMM16+paQ/3RFcvpTMf417v2M1Lw2LgwywdesZaO5jg/OTzMl54+xmRYwVMQdwWlSs3uSKFZmgmm81QhCg4XA2iNUVdwJkT0ARwqSyqhYGVWky9AWQkk0OQo0s6UxatgrkdFS0zQEd/IwyM7qYTlakJDwKR3gAl/go+dey4PDY1x/+AIGcfh5Qs6WdR0+mkhBoPBYDD84tBgir1OiRGy8+BakmuXd3Lt8s4zGueK5e2kXEkwXJolYiP8QPG9nx3k7W9Yy/BwicCrz3dVSvPg4yfYvCZV03h/5fVrkY6F0pF9bUsGjuz3GldjAeJ4DnHvIXwBN95xgP9344P8x6evp29JC5/56V5u/Ok+xgseyzqb+MirN3DZ2i5uffokf/mDpxjKVbh4eTsjBY+KpUnEBfFY1JrL85nOme1MKs7r8WuPKyD2DAHQKHIsmPShEgpcGSVuKwQ5P4rkNseY6Ztb3a/Fhfb4akY8KAUVvDC6OlKAIxWj3gjFIMfWzla2dj6/xV0Gg8FgMBheHBgh+wJzZLxEvhLOKzCDUFEKfHLYNOi8BUBbc4KXXr6OD3zsu9PLkgubGSxZVMIozOlamkBRZy4QoeHwGKIa0qz4iiPHxnnd73+TV73zYj5/1wFKXpROcGAwz5tufICrt/Ry2+Exs1UXtwAAIABJREFUglBBMeD43hHIxHBXpRmbkLRkIRWPfmwUKzMefVndsFArYelIcM9tl6Vn7jWlmBKympgF5VCjEeQDTcaN1ksRtQMr+JK/fKQFzQjvWu9V82CjwUOtCUNICM2kN0HaMfmwBoPBYPjvicmRPTWma8EZorVmvOjhzX3uXaUchFhSorOxhlr20k29dCUyPDbq4CxLU/VhncZxJW9//SZ6urL82Xt+DSyJsC2GVawqYqMfLxTYnQksp/4YQoMYys+ZN+QKFf7jjv3TInaKUGt+dHScwJaQcKAlTrAkix7IEz45gj40yegTExQnA67sKfPyRRUWpqOI6FwhLdD0JhWd8drrM7WdX12sNMQtXS1kg5iEqQzcQFP1m9Y8OuTwF49kGfc0ed8n5+epbfcV/e6HEDeGBAaDwWAw/FJjIrJnwA+eOM6HbtnJeMnDkoLXnreY979iDc6sJNEVbSlSrkVxWTP2k0NopRHV8GQibvOXbz2f3WNFLClJXrmAQtBPcCQfCVqlWf6SRVx7VdSf9PwrNpJ+YgRLlAkVhIWQif0FvMkAOy7JLEvSvshl+LBHWNWmQoDUEF7chy54iD1DiKECAPGFTYw3yL9RTbNCoFD9V2BtaOel7ZO4qYAg0Oy+/xjeonYSWYlbTR+YapoQqshEoSuhaHIi1epaISMVGXUc0OBXi8UEmtaYmh5jSpZGKQZRVwKA8YrFf+5N40jN1o4ym9t9WmMhxVDiq1oxqxC0um1n9gYbDAaDwfCLQpuI7OlghOxz5N79w/zpt5+gVA0p+qHmyw8fwQsUH7nurOntpBB86jfW8+ZvbSc4p5vwZAG7FNDakeR777ucruYE/QNj2EIiHE3Try9GFXxUMcDKuqzp65geq70php1tItbRTFBQDD06jq4KVq+iGNk+yeKNSTad7dDfH1KpaCZymmRvjKYuFyEExXUZJn90CI5Pkrl+MaP35+pPLmHX5wEAWgo616XozEh8DYvXJLDs2u2EiKKnhwc0L1uliM+KECdtSNqKvAcnyxK0wBaazkRITyK6jgKwRGTAIASkrCgqa2HxD0+kcaXmvRsmaYsrYlYkmjMoRiqCYjBzA5F1snXFbAaDwWAwGH65MEL2NLlj+3H+7fs7GRgrccGaDnaXvWkRO0XZV3xjWz/vf8UaUrGZS3vxklZ++patfO2J4xyfLHPxklauWd053cprc0e2ZhyZcpAph4QluXZp1/TyZe0p1vVk2DWZY2K4PC1ip9AKjj1d4qxXplnQa/OTn5ZpX5kklrGR1ZSFpt44ideupPLIAEMlG7szjj9Qrm2iNU8+r9Ig7ai0yxag47L6yL8WIQSdrYKHDsGFfQp31qesHERR1s5E1P027Wia7KiSyxJRFDbQUZw26yhStibjLGSosoxyuJOLuwq0x2dFb6upCG0xTTGIzBIsIVmVXd74JAwGg8Fg+G+BcfY6HYyQPQ2++NN9/N1XH5/OJT1+XyHK3uxM1lnEWlIwnK/UCFmABZk4771kWcPxY5bkY1vX8Gf37UQDgVI4UnLFwnYum2PAcNPrt/Cmmx9hx4nhhmOpUFOpaGJx8KWoEbEQdTggbtF03kJGiiF2d4KwolDj1Y4HEvBCcCSzK7eE0HRkIJMQBBqcUwQ782X41iM2LamAtd1q2oDMUzMOYBrIVZsctMWjDbSOpmAJTdbVoBP0pjbTm4Jz2pvZ0j4+LWLnkrQkFSVZ27yS7uSZdZswGAwGg8Hw4scI2VNQ8UM+/vXtNQVRSgFo5GQF1VpbUCSA7mz8WR/nop4Wvvfr53Hb0SEKfsgF3c2sa03XbTdS9DnqT1leNQ6dOq4gZllkWhpUfgHSEoRVMeg4gviaJorHK5THfBAgtKY1HjLuW1gyEpdNcfiNc6I7w9lH1RqU1lizUhH8AB7eH+XC/nggwc6KYklTwKpMMFf3o6tttlpj1UIvERWnZZ2oa8GC1JZp4fuR89bwyNAwMFF3TpaQbGzdSFu8C1u+cIYHh/J5vnnwCAfzeRYlk9zQt4QVmfr3yWAwGAyGMyEqcZ7nEalhGiNkT0H/UGGellYgvNqQf8KxePeVK4k9R+eolrjDb6/snXe91prf+9Z2Roo+pF3kWLmmN23MkWw9q5VXLO5hXXMbreUBfjhWH7m1gLaES6FSxrajCGl6UYJkt0tY0Xi+4m2X+IyUQk6MC1Jx6GmuCdBOf7VCBf2DmsXdUVqtACwJXVmF0xGjPQk9iSkRGz36rzsvonQDi0gYWyIKy6asZaScmYItSwjWNK/icG4bitq8Clcm6Ez0PC95sVprRitFXMsm7cSml++ZmORDjz2BpxQaGCyVeWJsnP+1cT0bW1vO+LgGg8FgMBieHUbInoLWTCzqpdqA9QuzZJZkeeLYBB3pGH/4kuW8cvPCMzreycFJcvkyfUvasaza8OVTg3lGi9Vn8QkHHWqYjOy1pBC86rzF/NUNG3GrYc+uznEYI+qUMCti6lqSADUtYqewHAtpa/Al39opuGFdhaYE1IpPjQQKlWjxD+9VdDdrlvVa03a1UsDWlZqhssdAyWZDa1DtKtZYZEox0wdOaTiYc7l6wWaaY/XpAVm3i/ZEH0OlA0T+XxpLuizLnP+8iNj9k8N87/DTeCpAaehJpnl130bSTozP791PRc18FjTgKcV/7NnHpy4874yPbTAYDAbDbEyO7KkxQvYUtDTFuGJTL3duP05lVnGXY0uWLcpyw8V9XLSyI8o9PQNODk3ylvd8gcefPIplSZIJl3/66O/wsivWTW9T9sOaZgK6yUWnHAg1Gxdm+ehrNk2v2zmW48v7j0+1mZ0uyhJCsLQpwY7RfEPhJ4TAknA8Z3HjI3GuWOazoGp0ECo4nLMphYLuhMIrhLRm4KKzLdQckaoQdMQVq7KVZ2xWLNC0utHc8j7cfTLGWMUhHwzyxlWN81x7k2voiPdR8EexpUvKbn1eROxIucA3Dz6BP0usHitM8KW9j/L2tVs5kMs33O9YsUSoatMrDAaDwWAwvPAYIXsa/OPbLuBPP/Mgt28/jhSCsh+iYhbfe+IEP9k9yMbFLXz+HRdNR0LnorXma9/ZwWe+8CijYyU2b+jmz959CSuXt3PjXfv53L0H6f/ePYSThWmngGLJ461//AVu/eZ7WL2iG4CNPZn6mKYQxOMWrzqrp2bxfx0dxK9GkmenRsQl7JooNHTgmpprWK3MqoSSH++NgVas7kowFPqsbPZZna3musYl7c0CNc9Y1VTieYjit60xTczS3H3S4UDOJlLeiqfGhzlRzNOTbGq4tyNjNMd6Gq57rjwy1E+g5hg3AJN+hePFSZocm3HPr9svYVmNupUZDAaDwXAGmK4Fp4Nx9joNkjGbf/mji7nnk79Bsi2BTruR6xVQrIRsPzTGV+49OO/+n7rxAT76ybs40j9BvuBx9wNH+O03fYM/+PcH+PTtezl5dJgwX6yzxfK8gJu+eM/0a9eSfPLa9cRtiV1VTknHYk1HE79zdm1ura+rTltKkzteZujxCUZ2TFIa86I2WlI0FLMCCCsKHc5YbiUdm4KIWl6tydYWbFmWmD+HGNAiErT1jl/QFotyTW/pj3Eg51CTeqDhQC4q6gpUwL6JI9x/cjs7RvdRCsqND3iGjHulhrpbADm/wm8uWkhM1n5lXCm5ZmGv6VlrMBgMBsMvABORfRYM5z1KoWKuAiz5Id988AirV7Tx5GCOBek4V/e14VqSQtHjppu3Ua4ENfuUKwE/uWUnwfouVNmrGxMid6wj/aM1y162soP/etMFfPWJ4wzlK1yxrJ2Xr+rAsST5ks9Xb9vD7Y8cw05aBC2akwdL6OJMYdTxkx6Jbpf2DRnSSU2pHNm5RghiMcGSVkFHLCBQIcdyFguzTUz6kyxL+yRtRUVNWeNGqKkCrVnLBJqEFf1WDiP7WVlViUJoknaUrnBoUpL36++npBBk3Rjl0OPW/vuohD6hDpFIdo0f5Ire82mLZ+v2OxP60q0czI0SzLkDDrSmJ5lhVTbGuO/z4/7jWEIQaMXlPV38dt/S53UeBoPBYDCAyZE9HYyQfRZIUR9ZhOjx84HxEm++ZQd+qHAtScqx+OarN5EfyGPbAiq1+yilERNRZNFqSU/19KohEXd4yUWrapb5geLE4XEubopz7gVLScSjtzBX9Ljuf/6QwbESZS+MoqFSQJODSLk1Y5QGPKzlHokWh6QbHVopGM6FnNUa0JLQ01HXjlRA2hlmZdaP0m2r16C/YBHomX6wcQkKjafAldAWC/GURCPQCEphFP4XQtOTUDgSEhZsbAl5cqz2vAXgWhZrs61sG95JKahMtyBRRD1pHxx8gmsWX3qKd+zZcXZbLw8OHSHvVwirb7QjJRtbesi6UUu1N6xYxm8tXcxQuUJbPEbKPvVXqBh47J8cQQrBikw7Mct87QwGg8FgeD4wf1EbECjNjduOcPOO4xT9kEsXtfD+i5azojtNa8rlmFcCosfmdCQgG6MomA5t+iqkFIS857Zd3HTVGjy/XqQKAToZCUwRj2H3LSA4dDyqqAJcxyKdSXCkr4233v4E53c1s9KzeN/H7iBQUX5pqDQf/5NLecUlfXzxx3s4OVqiUp2DBlAakfPQSacm4quBsf4KyZYoJ1XKSGAuymia47o2dUBCKdSEGuLWzP7diZD+YvTxEUB3MnLhmtoiacGJkqYUMt3NQAPNTrTOtSDjgBCKqxdUuHsgga8i17C2WII3r9qAJSX9xZMN++jl/SLl0CNuuXXrnisxy+bNq8/n/pOH2TU+SMyyOa9jERtba3NxE7bN4qbT++psHznOj47uQlavv9KaVy49i9XNxrDBYDAYDM+ERmMisqfCCNlZaK3ZdXScD9+5l235EpWqfvrx/mHuOzbOT157Hv/6lgt47afvxhsqEhQ89HARvTSL7knVjKU0PDmYw0o4/PrVK/nRT/dSrsw84o/FbFZf1seOokclUDgbViKbM4QH+ulJ2my6aCU7V3Zw+9AEGtgxMMHIV/ej54jiP/2Hu1Bt8J937pwWsXX4irl2WFJGohGtEUIghKCjSeHM0wI35wvi1lTng2g4VyoCJehNhjUi1haRAF6QVOQDQd4XSAFpJ6TJhrgNKRtKIfhK0h7T/PH65YS0YQtJW3zGZMIS86dxP9O650rSdrlqwUquWrDyjMcaqxT50dFdUarCLC3+nUM7eNdZl5C0nz8RbjAYDIZfLrQ2qQWngxGyVfb2j/O6v76NsYkyypGouI3uTSN6UiiiPNgvPnmc39+0iEX5gAMjJUSgEPjoiQp6NI06q6Nu3FBrPvoXV+PEbb79/acJlcZNu7zuHefxR9eezYd/8DTfffwYQahZfe4KPvrRV7JlcQsv/96DBN5MXm3xcG66hdZs/FDxr99/HPFMZmJz8m+FgJZFseko4cxcIwE+twJfANacZVJoVmZCpNDkfMlYRRCTmow7E7kVAtKOJu1E/iSujARwoGC8AlJCoARpJ0trfCGygTBdkVnEU2P7EYTErEiT+wo6Em048sX98X1q7CSqwXsmBOweH2Jz+4JfwKwMBoPBYPjl4cWtBH5OjIyXuPad3yUMFEJHQsMSFULXQidtRDZGJdRsG5jkR3cf5OhAjiCYuUsSoYYjOVjWDMnIFlYAq1pTtMQdvFBx4pIWlmzajFcOEXGLu22P4On9/P2rN/LR68/CDzWJatT00GQRb44Jg/ZUw1ZWYagpl0KWbmli9KhHGMzZyJJoZ0YgCqBteZxEdu5br5nwJV2JxmkQzW7tuIES7JsQJG3IupH4LYXglwW9qbldZSMTBSmgGEDW2YwvB3BkSHu8l2a3t0bEhjpEaR9bxFidXcqEdwgp/FnrJRta1tRfjBcZvgpRDd40pTWBnid6bjAYDAZDlRdzRFYI8VvAXwNrgfO11o/MWvd+4M1ACLxLa/1fL9Q8jJAFPvRvDxD6kfjSWoMXQtnHmiwTln04twdbCnrjDj97pJ9SOagfRIAYLaOTDpaAJtfmf780Elt3nBhmsFwhEAKZiC55JVTcPzjKoVyRpekks11t0649XWwEkZCML05Serj+sJYj6FiRpH1JnBVb0+y9bxJpCQJfo6VAt8anRaUG0ktidK9N1Q8ECARDZUlHPJJfArClZkU6nB5D6ehxx55Ji2IgmfA1ox70NYVIIQi0Ju8LMq6edVTIOJpJX/CRbS28a4PLVQvOqTt+qEMO555ktHICAFs6ZOx2HOnVyEEpNCdKu0i7v3g3LaWLeGoAtMKxOrFEZnrdqmwHDw0ewZ/zH5FAsDzT/vOeqsFgMBgMzyc7gFcBN85eKIRYB7wGWA/0Aj8RQqzS+oWJ4BghC9z96LGZCGK+AuWZ6J98egjtBQTnL+DbH7+ThOtiSTltGlBDzMKRgneft4Q3bFxA2o0u7/bRCcoNbG6FgF0TOZamkzXL2+IuG9szPD40SYgmFgNiLom1Gcq7JtHVqGsibpNd7NLWF+UVLD8vTdPyFE9u91D9xShRdVb6gADKwz5K6YZOZLaEYmhxpCCJWRqtoc0NCYFiKJBohsuCkcrsjgWCSqgZrwha47raoUDTLKK1AGlbU1bwF49m0VrSEY81fB8OTj7OuDc4ndzuqwoj3rEGW2omvSFCFWCdYXqB1ppQTwIhlmhGPIu8Wy/sp6x2E52nxgsO44oFxO3oBmZBKsvGthbK4QBxSzPhCQYKDpvaF9MaSz7j2AaDwWD4VUfDi7jYS2u9E2jUR/064Kta6wpwUAixDzgfuP+FmIcRskAybpPPe2g/rBGxAEJp2D+GHszjj5bwrQpWW7o+79SRXLKplw9euoJVbbURz65EDEcK/DniVyJojzUu+PnYhWt411072DtZoFxQhPmAQFvoJhcrJnDiFh9+zbmoJYo7j/ejRTT1p4dsdIuEk5WGqQgxOxKsYbXIK0LjyJncWI2gHApAM+lLKmG0ohgIBstyugsBzGw/GQhaq4LOFjNjxi2NJeAfH09TCSU9SZcNrem6efmqXCNiT41AEWKdwUc4VJPk/IfQ+Ez1wE3Zm3Ct7lPuq7RXFbGz56vw9DFs1Y0tmxkqnSDjnKTJibZpcjQLU2XaYnsYLFXoiK99VsLZYDAYDIbnmXYhxCOzXn9Ga/2ZMxxzAfDArNf91WUvCOavKPB716+PdIzXIGUAIFCI0aqbVKgQ+RKuLWlKOiTiNksXZLj1n6/nC9efXSdiAa5Z2IU1R/hKoMmx2NzeXLN8yiI27VogBGEIWBIr65Lc0kpicxtBWWN1JFi+oYPrlq6g/75xgnLIibHosb+ISXDq31rLgsXLHHoTIU22whZRnoArNAlrroCMBKmU4FU9aOf/sOjpYjABZF1FXGpSdrR8ogLH8jYXdMT55AWrG7pgeWG5YbHXfLgyji2ee9W/1oqc/wCaMlEKTwAEFILH8MJxvLDYsLhuikAPAfXnAQpfnURrzf7cDhS1T1I0kA8UE95hBkqPP+f5GwwGg+GXH631C/oDDGutz531UyNihRA/EULsaPBz3TNMu9Efx/n/oJ4hJiILvPH69fzssePcf8/8NrOzCYoeV17YyjvfupVE3GbF4uZntCjtSMT423PX8bfb9zDhBWg0fekUf7lp9bTALXkhH/nRTr65rR8vVKzqy1LIipqPg7Al7sIk5V0T5PdM8oavbefLv7OZpx7K8eStw9ib2hHr2hACYn1NVPZOIgWoECwbsq0WS1fGkBZ0JhRpJ8BTghMlGwk1hUmWgJjUKAUJK4q0RiYGmmKomS1rp+xmpdB0xRUJG2LVnF+lYduAzV+dm8ORefblBjlZztCbXExLrBtbRsVxcasJNU9Su6geK4rWCiSSvvTZZ2QL66shNPXpOlqHDJTuIe9bSGHRk9hANtbTYIT5jy0AT5UJVaMbI4EXRr0Bc/4AsfIYzbHssxLxBoPBYDD8PNBaX/0cdusHFs16vRA4/vzMqB4jZAHbktz8kZdz16P9vPWd3yFskM86+2YikbDp6Uryt5/4MfsPjrB2ZSfv/YPLOXt977zH2Nia5cuXn8uJYhnHqs8TfduXHuWhQ6NUqt0QjlXKJFTjXFK7PYZXChgZLXHtVx/FfekipBDo0chvVjgWMmkTP6uFJVYZHSha223auqwa8acBt+obq4GEjKwHpJhyMdNsbPHxQsgH0X5JRxOzBHlfoREoDauzAcvSYVW8RoYHEAm6vA9rO6NzCquXcNIfpzAxjmvtoC99Nm3xXixp051cxsniwZoophQ2a7IXMukNk/NHiNtNdCWWErPOLMdU49UtUxpyfjTnQIdYIuRY8TFcK0HCro2cO6KDMjsbjCxxrB60tue9/Zx6C3yluO3YwxQCm4u71rC6ef7Pj8FgMBh+9Xgxdy14Br4HfFkI8UmiYq+VwEMv1MGMkJ3FZecs5P/+w6/zxx/48XQxVKnsIwR4Vd3j2JKYK/ji1x+iXIkibgODk9z/yGG+dOPrOG/z4oZj62pOam8qUbdu31Ceh2eJWIDQ12ilEXOLsjToSogONTpm43ma2JRybI2DF0YdBxwLYQniHXEWtCjknICfIIqpTnXr0gjKakbYegFc3F0h50vQtcncltT0JDW9CUU2ppBixrrWktGDei+MWnRV5qlRDAGlFQdyj9FkNxOzkyxIriImkwyU9hMon7TTysLUauJ2EyknSw/LGw/2HLBlK7NvTkIN/YXo3ygHWBPoyPRhuLyfRU21XRaEcIjL9ZTVUzXLXbk06lwgoC3WxUjl5Jy8X02q+q2TAvKBxlcBdw88TdqJ05tqfd7O0WAwGAyGFwohxCuBfwY6gFuEEI9rrV+utX5KCPF14GmivL0/eKE6FoARsnVcddkyHrztrXzzv/ZwZDjPZRcsZu/243zpG9splgJeesVyfnrXUwyNzDw21joSvH/zD7fy/S+/pWa8W/af5H8/eogThQodCZc/3LyE31zZyVCpSNpxybgxDg4XcCxJeZaQrYz5pDprI7Jaa3So8U6WUF0parxkAT1aJtwzhr2lE21LBHBkVNCehvi0S20k3pK2QgrBVOpvtEZQUVF3gqVNPmOe1SjVFhCUQnAsTbFaCCaqP2lHUw4lSoOnouimJSJXMGuep+eHC4+xKntx5C6WWERHYlHjDZ9HLJHClYvx1FEgZKwyJeqnBHv0r680lbDQcAzX6saWrQQqstF1ZDtSzESKV2Y3Eo5vY6QyhBTRdU/ZkWFEqOBEUeJX848DrXhs5JARsgaDwWCool/UEVmt9XeA78yz7qPAR38e8zBCdg5eoPij/3yU+/YMISV8Zecgi9pSfP3m19GWjuH7IZ//yr0N931q9wDvuW0ndx8ZI+1aXLAwy21HhqhUuxUMlTw++sA+vnFwN0tbBaHWrMw0c3F2SZ0BgvI1E4eKZJYkERJQGlUMyT00RLggg1oQVf471XonNVEheOAkzisWgyOnI6jlEB44JFnQqlmS1WTjkLDAtWy6VTN7KuNY1kwHA6U1C5JRHq99ihRUT4FrTbXhin4KgUXC0gyVo7SDqehmKRRkHD3XKTdaF4yjdIgU8/jjvkAk7fU4qo1KeJhCMBrdKFTPY0qYIwRxq3neMaRwca3GwtuWNme1ns//efpBQjXBxlafhKXxFBzNS44Uas8375eer1MzGAwGg+FXAiNk5/Bvt+3hvj2DlP0ZYbl/MMeffXkbN719K7YtaUrFyOUrdfuGrsP39w6iNIyWfY48XUZaEIvNKEJPafYMCnqaoyj7juFh7rzvCKmyjFIFZglavxAyMhxgu9ViJyVZcl0PIJgc14yOhsQSVQG6awy5qAmkqCuCUkowmBMkbM2iVIo3rFzGTTft4BM/egReupBla2Jk0lFkOeMqXCuScjmfqPNAg0iqJcBp0Is20JDzRTUftja6mfOhVWqE0NhCTOeKKg2Hc3txZEBzzMG1sjii83ltTRUoD0/lcWQCR0bpHUIIXKsH1+rBEndS1oW6vFYbaI0vOaNjb2pdwPeOlDiYtxFMWfvWbiMRLDDRWIPBYDBUiQIrL96I7IsFI2Tn8JX7DtWIWIAg1Ny9a5DRXJkgULz5dRdw43/eT2lWz1nbtRBbFjG7VawGwpA6A4KyDweHBElX05GRtK9K8sS3D2H3ZokvzpKrBGhXQiaGsGTUgosoNcD3BY4DsTi0tksqlUgIitY4ojOBsBuJP83ZHQFndYdIUeG7h0cZbMpRXNuODiye3KmwHHjJuZKOeMiU8PSUxvMELe5sMRudYE8ynNtKN5pjNT2hUaeNSB5HOaJTzmVKC3KBYNI/EPUmyMGyjCTtxGhyLkKKxgVvp4vWmpOlpxnzDhMlTShSdjsLU+fURIAdmURTn0KgtCRpZ89oDls7e9k+OsTh/CSeChmtSFqrucUQXW1HWmxq6zuj4xgMBoPB8KuGEbJzqPgN8pG1Jhwtc8nbv41AkIxbbL1oBffeuzcSqBraL+jj+Oruxs3TpgqqtMbzInH71NEocmpbsLVP4cQl+sgkf/HKDXy9XOLhE5ON51cKGdjrEZZChC2ItcUQrsRangUppovKZmNL6M2omsf6K89LccCV7D4pybZKehZKFiS9OftGgrQQCJqcKElACliTDki4UbrA3DZUGSdLHoWvcnVzF0DGrfa6FVFhVTmc2X/q9uFQTrGupUQpeIqUs6VmjLzvMelXaIsliFmn/viOVQ4z5h1Bo6bvbAvBMCeKT7IgtWl6u2LQOA9WA5WwRMyqL9I7XSwpecfaTeydGGPv5Bhpx6UjLtk13k8xrLAw2cY5HctocuLP+RgGg8Fg+CVDv7hzZF8sGCE7h6vO6ub/PdJPMCu0KsYriEqAV11U8UMeKEnEb2zBigtIxUg1JxFjxYZjTmnDIGA6uhrqSAAHSvPoEYvSiI9W8OixMUZbo8fulg2JhMCyBL6n+f/Ze+8wuY7zTvetOuf06RwmD2apq7EzAAAgAElEQVQGYZABAgRJgDlIomRly7YkBznKcfXYXlvWtb17db13d22vbVn2rtN6HbS7lu21rbXSyhItK5AUSZEiwUwARA6Dybmn4wlV94/TE7sHACmGS6Leh0MC3edU1ame5+Gvv/q+31evhkwcrUYhWATUNLotFknJRnhPiNViVgpNV0rRnV4dIY25krffALfWQsbqsDHlU1WtZLjAU5pKAD1xxfZcSNLSWFJTD2yEFIQ6RAqJxGJjehtfHz6Oa9GUkuArydbsIea8C1TDeaarPrTwclU6yu0VYnzpWXwV8qmzR3l+bgpLCJTW3Nmzibs3bLmkn+y0d2bJL1ZpqIcQakUtGKYrsQdHXklThRfvV7uIFIKd+TZ25pfTB/YUXrZGJwaDwWB4jaP92S/Xhv6+42WeZuplHv9lxwjZNfzKd+7lweOTFKs+VS/EkYKwFjQdlIeBQg8tUDvQBcCZueZCHa01Umn6MkkmKvVGhfrakQTFKiQOdsFkhYfbQzw06YwgFlsWp5YFrmszOxblvAJgCUQLWwHR8MKKOdCT07x5s98yDSDUYDuCbW6IFJqq11qwxST0JBQ7sgFJOxLmpakcb9x5G2OVUYr+PCk7RahdvnjhGTwVkhPQSN9dqtj/+oU4d/Zk6U9FVlYL3jepq7mWcy52OCt6z2PLBF8eXuD5uSkCrZYsw74xfp62eILr21s1LGg8o4rSPwIV5egu7rkPPD39INe2344jY3Ql+rlYPtWUjxS3UriWiZQaDAaD4ZVFa/22V3sNrwWMkF2B1ppzpTrf+R3bOTe2AAseoLh3vIQKmnM+qS1bcCkgOgFQS9FRPEXS0/za9Vu5a1sHb/qbRzk736IyXQjc69qxZHsUiZRiVYFYdIkAoUl2u5SGVxSarRMsdGzY27C0XeshG2o4VbSZ92Sj8QF0xkPyjsLTizX7i8NrtmZCNJq0E8nwpOzh+l0HAehL9dNHP0prPnnyPgId2Xot+BblQBOTmo64ZktGsWlfmWpYJLKcg55EP2W/iFojHiPhq6grQZ1TEFpc1x5ydiHOVH35YXyluH/0/CWFbMppp+iNUfabN8tTNYZKJxnM7mVDcpC5+iTlsBg5KGABgvtGCvy/hx8l5Vi8f8sG3rO5B7lOBFhrTSWYphrO4cgEGafnFXdiMBgMBoPhasII2QZKa37unmN8/dw0VV8RswQaaG8XLTs0aUBn1xQiSdAzUeeERhAS35bs6k4D8K7tnfzZk0N44eoRRSPVVFiSUINcpyWUkIJYxgEaQlZBWA2xEms6dmnIurrRdhYuli02pqPjdSng7EIkYjViqdvWZM3ClZqkrZfswgTQ6SryrubwlGR3LiRlt9OR2MuXhs5SCQL25NvYlW9jzisTqDUWYlpQCwXTNRjMKmwBtrzIopDtTfYzVR9n3ptpiMeIvlRj8qWdD4lJeGt/nb89vTpXtRQ0d+iK9kBTCWeIiSQgV7XfXboGzXR9jEH2IoXF3sItFP1pSv4cgXL4xYdHma0XUcCs5/Onx85xZqHMR/ZvaxpL6ZDzpUeoh5EwF0ikOMLm9K24VrrlGg0Gg8FgMHx7GCHb4Munp/j6uWkqDceCekPhjU1qCvvzlJ6eW+6xCmAJ9Obs6kGUBimwTs0gh0sAbDvQQ9aJonI/fd0Anzs+ztDCauuuWAy8Okt+ruoSud3hGkcFb6xGvD8RVXSJKHLrWprupKIvqehLLls9+UowVRfM1GXD33XF0hGM1yz2t/mkdCQhLTS9ScWzMzaupUlZSapqkN94+lGU1oRa882JUbZmcvzgtm3odZqyLhopWBLq4XIRmBCSfYWDzHuzzHlTWKJOPmZTDoZQrN4jISDraFK2ohxEAwpgS7rZ4zUSld+iFs5f1rpErrD4EkKQi3WQi3Xw35+/QNFfHSuuhYovDU3wozs20hFfnVs7XTu9aj5NSKijFreDmTsuuQaDwWAwGAwvjpfOqPMKEUIMCCHuFUIcE0IcEUL8QuP1fy+EGBZCPNX4eccrua5PHxtfErFrcQazFG7twM47SFfi9idQ+9shEX0P0FpHP9UQ++Fh5Lkioh4i6iHnnhjlh3/xn9Bak47Z3L45jxsDywLbhngcrEZTAdWoe7KkbpnTqkNNdaQahVwbP9pTVI8XqY3VcKTmh66p8rG7y/zEgRqDmYCYFQlJW0Y6vBq0jjBDVIAm0EihsYRGa8GzsxZ1BbuyAZuzd/DXp47jK7Vkn+WpkNMLc5yYX6DgppoyHSSaDcnlfY1bq62shBDk3TY2Z3YwkN5HJrYbIS7//UoAMWnx1v7mtrWRqJxrFHlplF5sc9BMT6K1R+xTM/P4qvmemJScLjY7HMz5Qy1Fcz1cIFDNnsMGg8FgMBi+fV6NiGwAfERr/YQQIgM8LoT4SuO9/6y1/virsKZ18x4BEJDYkiaxJToiDgNN6UgFOVEm0ZOmGmiUpxBjZUTFR6wQQJ6vOHl2hoefGObWG/rxlcayBSudo7TWBAEEgcZ1BZ0FQdXT+GGUwLoYNJRVj6DoQ62Rh6s1QgpEyqav3+L7D9TZ2R4iJZwvSpSO3A+UgufmHOb8S31v0bS5KirmIkoPLoWR7dbufEBfMsG58kJLge0pxWOT4/zI9gN84fxhqoGHRhFqRXdS0ZVQjW206Ig3C8+1JK0BFoITsEYYWiLFQKqN6XqVTek8b+zdTJvbbIu1VlR6Ciya/REE0BbrbLmGgVSCZ6aLTdI0UJruRAtv2/W+HVz+TYPBYDAYDC+SV1zIaq1HgdHGnxeEEMeAV92H6P17uvnG+RkqwWrpIgTE4yu8TpVmbjIAx0IBb0gl+OfxBdAg5+uIsFm0eF7Is89PcesN/bxtSyf3DU0vzaOUplZbvtb3NfWaZqDLoagUUkKsUfiVyzhsyCY4fy7AqylSaUlPr8WGXovOpKYzrXAseG7WQmlwG3VGJ4p2Q8SuVaFRYZdAYwnYng2QaHIxzTWFkJjUeEoihWRH7npGq3rJE3clMamJWyFpO84PbL2dseocJb9GTM5RU0MorUlYeXoSe68oXzTtDFJXE/gqOqoXSMCiM3GIH92euez9es0ilW44P+hlSSmAQEs8XSdB85jvH9zAvwxPUl/Rac2Wgh25FJszyabrs7E+ZupnmqKyMZnClsb1wGAwGAyGl4NXNUdWCLEZuA74FnAb8HNCiB8BDhNFbWdb3PPTwE8DbNy48SVby5u3tPOenV189vgEodI4VuTz+rO3DvDpsxcJbY0KYW4yoDS7HNsTlsS1LSp+iE44aEs0iVnXtenriQTcGze2c1NvgUdGZ6kGivqaU2etwfchL1zq7qLCjQTovC+JJ+PcdmuwJjIa+boOlS0Wij6PnQhJJmDPFglSMFG3aBaxEQlL0RFXbEkHxC1IWJrNqYBUDEKVos3tpie5BddKssVWOFJSb+RAuFJzXbtHwdXYYpL7Ru9lX9t+epOLtne9wO4X/FkIYdHu3oqnpvHVHFIkSFg9iCt0AMjF+pipn10SlZaIivmEEKt3QSuqvkuuhZXs5kyS3zq0m995+hSzdQ8N3NxV4N8c2N5yzs74NkrBBH5YRhEisBBC0pe67oU9vMFgMBgMhitGrI1evWITC5EG7gd+U2v9GSFEN5ExrwZ+HejVWv/4pcY4ePCgPnz48Eu6rmOTJR4YmiUTs3n7tg7ycYfv+Ph9HA9bdPwKFd/TX2A+afPN87NUawHO188hVuTaSiEo5OPc/6kP4LrR9walNV89P8VHH3ieqWLrvNyugk0y03wcLtFsyQZkYoufW+ROkLAUjz9S49zZyBJMyCiavOeODMn8ekJWc6DNpzuh0BrilmIwE+JIzTfHO/nQnpub7ji7MM+fHHsarTU3d1VJ2ZoV3XeRQnJb1+2knFTrDV45u9Ycnprg3tGL1MOQ69s7uXvDAHH72/t+FeqAcwsP4akKmpB6IPBUlGKxaEVWD+GJCZdbew5yY3dzwdjKNU7XfZK2JHmZdWmtKQXjVIPIfisb24AlnG/rWQwGg8HwyiOEeFxrffDVXofh8rwqEVkhhAN8GvhbrfVnALTW4yve/wvgn16Nte3uTLO7c/Xx93fs6OT4cyPNraqA9x4c4OZdnfzD0yP8wzMj1L5zJ9VvDTM9FrkW7N3Rwcd/7U1LIhYicfvk6AILlfW/RPhCEbaoxYtapgoykQEYAuiKBzx9QnGyHofNFvgKpquIcsCJh0t89/uS1JRkum7hrenelZCKWgCDmYCcExV5fXXY5Z0bW0cet2Ry/OYNt/HE9HnmvZOszf/UWnOhfIHd+ctHYv/h7Em+OT6K17BpmKhWeWxqgv/72oPErBfvv2oJm8HMHSz441TDOb46UeIzpyrcvbHGrkJIJYB7h1weHYvz/q2XPvYXQjQ5FFzq2ozTQ8bpedFrNxgMBoPBcOW84kJWRIannwCOaa1/f8XrvY38WYDvBp57pde2Hv/6Hbv45JMXmYdIzGoNSrPbtrl9TzcAP3hdPz94Xf/SPbPzNYSAfLZZKE3P1/ibTz+HP1pCWgK9IY3uzyz1spUycjNY2Wp2EU2kU2shFGJRMdVEUfDYZBySjWttCRvS6LEyXtVnfk7R1iZI2gEXyvZSh7Gkpaj4ghs6PeIN3fiNUYc39O5nV7593f1wLYstmSTPzUiCNX2gNZpK0FzVv5aZeo0Hx0ZX3e9rxUy9xqOT49zes+GyY1wKISTZWC9Zermtp8J/e/Yp/sfRZXEck4JD3Xn60iZ/1WAwGAyG1yqvuP0WUS7sDwNvWmO19TEhxLNCiGeANwIffhXW1pKYbfHIr97N9/UXyFUDOuohP7+nl3t++Q3r3lPIxVuK2IWKx3t+5UtULxQRnkJUQ8TZeewzc6TTgnRG0NVtYVmiScSiNbYE1WgW0JmImgw8cMZGr71WCuhKgohsvYSIkgsKsciSKmkpOt2QG7t94haECgox6Ez0cn1H92X3JOfkULo5LUIiaXfXF8GLnCnOY7ewQPCU4ujczGXvfyFszib5wzv3siWbwBKRiH3bpi5++5ZdL+k8BoPBYDAYXlleDdeCB2mdsPmlV3otl+NzX3qOP/jzbzA+scD+Pb382w+/mY/9yAtPmZkq1Tk5UWJDPsE9D55laqG26kQ+tTVD7lAbWoglq62mSKzWBIGmPaGixgAOOI082MnSOtZhVjRee0ejgYCIirnyTkjS0rylzyMX0/gNe6pnZm2en5/hVHGG7blLi1FLQJubY6Y+t6ZrlkW7e/mj9Uws1tKUSgKFWAt7q2+T6zpzfOptN1ANQhwpseU6e2YwGAwGg+E1g+nstQ5/+TeP8LE/updq1QfgoUfP8f4P/hWf+asf45rdvVc0RhAq/q/PPMPnz0+jG15YohogY9ZSQZiVsskdakPYch1fgQghBFprEiIkYQscsRwNTcc0s9VWHRTgjtvjyIZo0zpqitDlhtzc6VEOJCUfLClIO4KHJ2w0isemRtYVslprRirPM1E9hwWkbKiEUA1gqm4xXLZ4cPwRvm9wL3sLXes+z/ZsnpTj4NXD1TJYSu7sffnc2GKWfFWOIQwGg8FgMLz0mP+nt6Bc8fidP1wWsYvU6j6/+8f3XvE4f3LvST5/cSYSsUKAEOiETXigC+1EWx/flFzPGWsVSmlCX9OXCqPuW3q5yezNm0MsuTq+KdDs7A7pH1j+rqKBremAu/s8YnbkHzvvS56ZcfjSxdhS29rgEj1yi/4kk9XzaBRaKBK2ot2Nfk4WJZVQ4WvFJ089y+2fepDv/eITPDTSnCogheCXrjnAhmQKR0pcyyJl2/zUzr10J5p9Wr9djs8v8POPPMW7v/IQ3/21h/nTY6fxwvWf02AwGAwGw///MRHZBl6o+L0HzvA3T15kYaaE9pvttrSGx4+MXPGYf/nYEDpls8r0VQgQGtWTwhpaaKQQNCvZlYVeUQtcyFiKvoxmwQs4U7SRMqQroenKw4EBxTMXJUpFw+3qUVw7oFE6+raiiP61vz16rrSteGgiTilY/V3GkZJr29fPkZ2qXUA1mYJF9WXtrma63mi3qyGbCDg+W+Znv36EHW1JfmbfJt7U3770XB3xBL923Y1MVCt4StGbTGKJl/671Uilyr85/Cy1hnCtK8U/D48xVa/zawf2vOTzGQwGg8FgeGUwQrbBh//pCF89NUUtUHAJu6UwazNb9yi4619zcrbMV85PUYuvl7sqsfIx5AjULpbJHCi0vCwINEJAraqRfsB37o8ixHEbEigeOmMjJOzqDNnVo9jZo6j54NrLTmFKQ8kHV8I7B+oNgQz3j8VQSmIJEZkwoIlJiy3pPPsK6wtZpVv46S4+lliOCgtY8pfVwPGZCv/h0RM8M93Dhw8Mrrqv62WIwK7k0+eG8ddEXz2lOTw1y3i1RnfCOBcYDAaDwfBaxAhZYKRY4ysnp5bakQrbQm/rhlPjUTl/A+FI+t46yCMT07x9oHWe7H996jz//dmL+EphZxz8WnNJkxSaHfvjbLilB8sWzKiQiYqFbrRQ1RqKRcVCMbrXlpr3HQiIO5Gp/z1HbIbmJIGKBOPFSZubBkMGOzXJFvq6PxmyLRtgCQgU3DfmAoKYJfnpHYd4ZmacSuCzO9/JtmwbsoWbwCJt7gZK/ix6TVRWANP11dHUydLqv1dDxT+eGuUDO/roTr70BV3rcXah3CKGHEWfRypGyBoMBoPB8FrF5MgCZ2YqxOzV4k1cvwV29IAtEZbAzsQY+N6dJLYX+O1HT/Pezz/OAxdX536emi3ziWcvUgsVoQbLFjT7+mscCwY6IJ62cOKS7qRiMOsT933K8yETY8EqEbuxoOjJRn8/PSUbIjZKSdAIQi341lkLL1gzkwZbaDYkFR3xSEDfOxIjUAJHSN67eR/diTRv6dvKezbtYkeu/ZIiFqDg9pG0c0iiBwtU5Gv7rcnIn1bpSPufnpXUguaxbCl5eqp46Q/kJWZ7Lt3S6stXioFU4hVdi8FgMBgMhpcOE5EFtrQl8YI1xVJSIK7fQtubt9DTJbASNkIIlNbMljVTYZlf+NoRPtjVjpzz6G5PMpq3mwql4nFBva4J/Gj8bBJuGIzE7CKBr3n6n2ZZmAlRWqO7U4iOOKmcxQ0DIXt7oxayAEfHFkVsM2PzgoG26EIBuJZiYypkay5EAPeNONSURArBwa5NbMm2Ld3bqvlCK6SQ7MjdxJw3zrw3wSNjJf7xVEgxgM5k5EAwXrKYKa8ea6Wgb4t/+21bQ615eGKSB8YmsKXg7t5ermsvtHyG79nUx1eGJwhWtBmOScmtXe10xF+5yLDBYDAYDIaXFiNkgb5snDdv6+Brpxs5sg0Emo5OGyseBa69UsD0REhg2aChdP8wfzR/GkJFwrVRAsQb+iC7fL4vhMB1QUpBGIKUmrizLJoXqvD8w2WKUwGL/QXESBlGy9jdMaqDbcxXbZJ2CSEF1XVErEZQCSULviJla9K2oiupuKs34ELJ4sFxhwVfIkVU+PXA2AUmqhW+a9MAY9XnqIZzSCzy7ia64juRYv0WsUJICm4vBbeXnmTI0ZlT3Ds8xXDRJibhpq4c91+Yp6Qi4SglUYMHIBOzub4z9yI/qcazas3HnjnCc7Nz1BtfHB6fmuGunm4+tHtH0/XdiTi/d+N+/uz5MxyZK5KwLd410MsHBge+rXUYDAaDwWB4dRFaN+dwvlY4ePCgPnz48Esylhcqfvcbp/nk4xepBSGi7GNdmCfuClIDCUoTHt5ELapg0iBSFoxXI2PWBgIQuRjO2zatHlxDtaaxrchhoL89ErNHLwimisATk9H5/BqEgB/60C7+6Z4xFvwae+7IUvUlJ4Zg7ccmJdy5R5ONKVKWYm9bwE1dPklL8JWLWY4XfdYGK3MOvHuTt5Tv6ocw70l8BY502ZjezKb04BVFaufrFea9Z0BMAeCIDMdmBviPj42hiSLZvUmX379jD/3pSx/nV4KAvz99mkcmJ1Fac6CtjR/cto2CG0VPn56Z5XefPbLkQrCS923ayPdv3XzZ9RoMBoPBsB5CiMe11i+8A5LhFcdEZBvELMlH37idD+zs5l2//EXqXiTu6hWoz/qRStVENgCAHq0g1ohJDYiSj10PsJIOkVMr3NSV5eGJWdy4pKbh4jwQKqaKGqUFYoUn7EqEEPzd353D15pNd+UYyGqm6pr2vGB6rnFN49rNG8CxNK5U9KcVBzv8JbFrySxCTDeNvyvvo3SIaBSBTdUEOnoKPFXnTPEUtbDGrvzeS+6d1ppK+CiIEosty3xdZHvhOF9+zxs4NR+Qsi02ZRKXFcVaa/7TU08xUqkQNB7g8NQUJ4tFPnbjjbiWxRNTMy1FrNbwmfND3NTVwZZM+pLzGAwGg8FgeO1jhCyReHpkfI4vnB0n1Jo9N/Vw9JEx6iu9ZK8wcK2Af3fLNmqOhRTwpo3t/NVzF/jWcEBg2QhbUgtAa4mQCkKgLY6erDYJ41BA2DCCPf9Akeq+FHu2Qm+nTVsOSpUoEptJa1xL0JcIeENvne5EI09WQDWUdCVSnCjOEK4J4+ZdtRSlLfmC5ezaxWcJGSkPMZjZTsxa327MU7MEqtK0SRpFLRhib1vzcT+A0poHx0a5d3SYugq5rr2TwUyO8Wp1ScQu7mklCHh0cpI7enrIOPayN26LMb8+MsZP7Ny27noNBoPBYDC8PjBCFvj4k2f4/JnxpXxLehx639rP5FeHqdYjKwC1VsjasmU6gMw6fKu4wA/29SDQ/M/PHuXPv3B06X13a4bE/sg3NpkULCxodH8GUfTQXohQIGQjdSDR+HgUgGbiSBnfyXFgU8gUFotWtjEJb+6tcHtvgNaRFLWW/CgE17VneHhCEq7wgJUIKkEMqAOaKADdHC0VQlIJypcUsoEqr/OOwlelde/75MnjHJ6awGvs+70jF3lAjKFapLvUleJ8qcQdwF093fzjuQstr9NAJVjf69ZgMBgMBsPrh6teyJ6Zr/C5M2N4a5TqXFzwAz9/kF+6bgs3/eQ/slBZ3a5WxC2kI1FeCIEGWyCkwD3Qwec/eZR7xDH8qo9fXe2JVT+9gHAEiT0FbBtAgy3R13TAbA2n5hOr+5Q9QVNSa6ipLYTUPMnGVICvopTdrZmA23oWRaxeY/mlycYSfHDHdXz67FFmvSoAWzNt3Ny5mbHqwyhCbAlBGKUVrLpbKxL2pRsWOLJ18ZbAImblW743Wavy2NQEvlJ0xEMGUiExqVnwJaeKDr6/eh2ulPSlUgB0JuL81I5t/Onxk025wq5lcVNXxyXXazAYDAaD4fXBVS9kHxmfxW8KtwJoPn1qjI8cHOSjP3oD//4Tj1Fr5M3aliAZjxF7Qze12RrhVA2ZtLE2pCg+MIEONT5ANWiOcYaa2oki8d05tAJLakIlkBbIzjhv2OVw71cqUeXVWqI6M6oeiBTELGiPhbyl3wOijl3uGmdgS8SIySwb04IP77uFsu9hS4lrRR993LqV0eoRMrFZ6lWxKjlAIulMdONal7aoillZXKuNWjjNygN/IWzSTmtngHMLC1gIupIBm9LhUgS5TSpu6KhzeNJloeFDK4CYZXFLV9fS/Xf39TLrefzvs0OEWqGBuGWxO5/jho625gkNBoPBYDC87rjqhWzasaOoXosaJKVhquLxvjdto68zzZ9//ggjU2VuvqaHn/muvdwzPs3/fP4itb4UWmu88+Ury6X1NULD/r6QuRJMl6AQV+zoUdQCQazLJahUmpJAhRTYKYt8otGBDNjf5jFVhdGKJGELduZDFns7WMJiQ+qmVQVWKWd1ikDczrElcysAs/Vpjs09RyUoI5H0pTayPbfzivaxM36Iee8kpeACWockrG7y7m6kaO0Zm4/FAL1KxEIUhLYFXN8heXA8ynndWyjwwe3bia/pLvG+LZvY31bgayNjVIOQW7s7OdTZjnUFLgsGg8FgMBhe+1z1QvaNfe38hjjZUn/qEAoN8/5b9vVwy76eVe//REeKgUyc3zl8mrl6gKqH6JXRXSlaJNeCTNsMtGv2tWcZS5bYmA8ZH/N54GFFPQSRjmGlbMJyEInZqIkX6Z0ZUgkoJDShhv2FGnOe5Oicw6KCfn7OYW/BJ+VoaqHD1uyVV+8X3HZu7b4rcjJAXpHt1iLPzpb5y+M+5xZy9Kfi/PjOTRxMrG+ztS2boyNur6v7Cy584o47AC7ZbWxHLsuOXPaK12kwGAwGg+H1w1UvZDMxmw/t3cSfPHeeleFU5Qnev6OXuL1+YwCAB4dnKTXSAGTBBau87C3rSHQ9em/RvQsJYV8GC83e7AYe/JcnOTEbUMViyYSrWMfJOqQHEgTFAOlI3E4XGRPcvrGOAnKOoisheGLaQYrFGaI5js457MwFSBES6ABnnajoelyqGUIrnpia498+dmypWO7oXImPPnaMX7xmE6eKUxybm8WRktu6e/muTVuIWRZCCH5m936+fPGhlmNmnMRl2+UaDAaDwWC4urnqhSzAB/cOUIjZ/O7hs5T9EAvBB3Zt4BcPbml5/fPnZ/nre47z4NkpFvZnEZGSxG6LYRdiBDP1KJJqSXSc6M9aoxM2qjcD2RgXRhS/PnWK2bEaVTe+egIFfikk1eWS2uyyKLAHcwGWBVmpuGODx8PjbkPErkZrqASCvGtji5f/I/6vx84tOz408HXIZ86dWOwfQRCG3D86zHClzIevuRaA7kSawUwv50vjqBV5FJaQXFMYfNnXbTAYDAaD4bWNEbINvmt7L+/Z1kPRC0g6Fo6ULa/70sPn+eU/fZigL4nsS2L5YNsaKaMGBqnr2/BGKngXK9gCqkkXlXVXOxBoqNehr0vh78xCBaQt8BYC/IVGkZcCvxSQyUpcGzbmQgbSAYe6PNrjmnuH48StFEHY2vpKCsnu/DaEECitmK3PoFDUghTfGJkl1Jo7etvZkl12JNBaUwtnqIbTWMIl7WzAuoJo7rmFSoX8tbcAACAASURBVNNrOScqwFqZOuBrzeniPMPlEn2pKOXhlq69WFJydmEUAFvYHOrYSW+y/bLzGgwGg8FguLoxQnYFQghy7vrCzQ8UH/3zR1AHO7CSNsKSaA2+D5YFjhMVZLn9Sdo3xelLhTx5Ciq11eNICblM9Ge7zaWjOxK5KnSpzAfMnqyAiMTtNd0hjqXJ2Iq3bawDkLEy/OqBOzk2O84Xh47iq7VVYYKbunawNbuJufosT04fRqEJlMJXigfGEhybsfn68BneMpDjHRs3k7XTDFUeohouoNFYCCzxHP2pW4nbhUvuW5vrMFHzVr0Wt3TLaLEUguFKeUnIWtLilq5rONSxG0/5xC3XpBQYDAaDwWC4IlqHHQ0tOTE0R9AZRyQiEbuSMASlohikFLCtW9OWE7zhekFqTc2TlNDTKZmrWdiOQIjoR1qQbrNJdMZAQDwf5b9aaG7vqWMBOQt2FW7BEoI9hW62pNtwZJTTagmBIyTfu+UAW7ObCFXI49OP4WufUAcIoYhZ8O4tVX5yT4l3bK7g2qM8MPYtjsx9lUq4sNTdK0TjacVI5VF0i8YDK/mh7QPE1+6Hli1/uZTW9CSafWltaZG040bEGgwGg8FguGJMRPYFkIrbhPkYwm4h0ZTGFtCRhv6cIuEACITWXLdT8PAzGqUhnxMM9EvGigJps8oZQAiB1ppsbww3a5FNQaA17+qr0hGHjK3Ylnk7toyixlII3j94LedLs5xZmCZhOVzT1kvGiXxfJ2sTtPIDswQU4ppQi8bfQyy5tktZVJ4W6ABPFXGt1k0PAN490E3ZD/nrU0MESmOJyOf16Oww1XDZD9cWgoFUmo3pzJVst8FgMBgMBsMlMUL2BfC/xsZBabTSSwVei2it2dah6cws/j3qYGtLQSEDtxyyEAKmizBVk9hO68ijEALblSQTsCkXclOHRy4GfUlFPnYntu00Xb8508bmTHMTgED76BZCVoroZ9FcIW4vZrOuXZNo2Qa21Zp/YGsf79/Sy7wXkI3ZOFIyXO7ib0+f4HSxiCUEN3Z28f2D2y87nsFgMBgMBsOVcNUL2Xsfv8hf/J+jTM3VuPO6DfzMe/bSWYhyAUKluef0JJ87MU41DDldKyE63cZR+7Lo00pDqCkkoteH5wVnpyWhjnI3NuQUuTTMl6GqJf05RdLRBEowXZNUguUIr9aabExxx4YaHXHNtlzAhrQi42wj6bRu97pI2S9SDorErRQZJ0+b29GyQYPWyyI2ek6BRrToCaGjNrPyynxabSlpjy83XOhLpfmV/dejdGQs9kJ8aQ0Gg8FgMBgux1UtZP/i/xzhDz/1DNWG1+vQeIkvPHiOL/3eu2jLuvzsl4/w4NAslaDRSUuA1jaWBkerhpYVaC/EO1NiPOtiFWKcnpKoxrF9CAzPSyqBJkSwvT1Eimgs19Ik7JDximbes5bmeEt/jc6kYks6YDCjSNp9pJ3d6z6H0iHH5h6n6E03FgmOTLCv7WY2pjczVD5PqKNn9EJoPM6SkUI1hFCBbLKPFfQmr/22BajJezUYDAaDwfBycNUK2XLV5w/+4Rlq3nIOpx8qimWPT3zhKHe+cXCViIUokgkQBIrg6DwybkWpBl50zTOPVcldH18SsYsoLZhagF29eknELiIFdCUUc3WBY0FvMqQzodiZ9RGim+7EASy5uq3sWobKpyh605EXa2ONlaDEp8/dz0BqPwfaOrhYGULpkKTVxbPTHrZ1upEFq7CEzVTNZlNG4qsKWms0gri1g9FKyJmFk3QlCvQm2l/xqGqgAgIV4Fpuy7nnvRrPzEzgq5Bd+Q42JE3+rcFgMBgMVwtXrZA9MTSHY8tVQhYii60Hnx6FrflmEasUVAOYj6ymdG31vWEA9UCwXmOsmNS01IEisqvqTSvev6nCzd2ae4Zc9rdvvqyIBRivXljVUADAktCf8vmrUyf4hT3XcG3bdUvv7cyDF27kQmmYUlCm4ObpT/Yy4/n8wZHHCVSAFyr2tZ3GEgIhNPacRbub5e6+g1ji5Te78FXAk1PPMloZByGISYfr2q+hJ9kFQKgVz0yP8ZnzxwFNqDX3jZ3j+vZe3rNxp0ljMBgMBoPhKuCqFbLt2Th1P2z5Xk97kpxr49oCKxYdufu+pl4R6FQMEg60h+jzC4gVuaYa0PUQkWzeVu0r6nVNym0WWALIu4rr2zwG0ppaKDhTSpFHcXx8lNsHCvRl4k33LaL0WseB5XEDpfjs+fPsa2tbc49Fu9vP1qy9JPr+4MhTnC8FaDR3dXtE5gzRAwY6ZKo+z8n5IXblN627lpeKRyeeYKo2g0KD1tTCOo9OPsnNXQd5ZmaYU8VxLpTFcltfwFeKJ6dH2VfoYmu2ufjNYDAYDAbD64urTsgGgeI/f+Ix/uYzR/CrPsIS6IwLbhRGTbgWP/mde5hPSVK5SCQJIXAcTSIBc7MKLQU4FrTF0dPL3Q6EJSgkQ+a1tSp/QIcK7+gsF4YkuTfmsFZEbJWGeghbMwG3dPmkHTg+J/jC0yH/6J9C6ci260PXD/ALN25u+Ux5p5OJ+uhS7qstoyKzqZok0IKpen3p2rIf8JuHT3Hf8DQAHfEYHz20nW35BMOVChpI25pWDmOhVpwuDr8gIRuoOqH2iMkU4gojuWW/wlR9NhKxa+Z/aPwpJmuKctDKZQE8pXh6ZtwIWYPBYDAYrgKuOiH7H/7Lg3zuyyeoNQq8CDVivka8O40Vt/l/fuwGDu3u4j1fPLzqeFrKyOM1mRKUSzpKbs3GENM1tASdcIglJRnhM/ZoEXdfARG3QENQ9FELAdPDHie3Zti2USIaubJ+CH1Jn7s3eEgJM3WoK82+QcXzFxXjc9Ea/uzJIW4fKHBDb7Ofa4hNLYwyXgGCMBKy9425CGBbZjlv9JcfOsZTU0V8FV07WqnzkQePsjnlEroKS7Y0OljiSo/sQ+VxsfIklWA68kMQkp74XvJu/2XvrYY1JLIpXQLAVx5Kr5O7YTAYDAaD4ariqursNb9Q57P/vELENhDAgQ1ZvvWJ9/G+N21jouoxvablKkQiLhZbbbulHQnVgIwbsu9QnBNfm0cP5qj4keCt1TQkHWIHOyFuM3Qh4P4j8PQFmK5Af9Ljzh6fvLs4R7Qi24LdA5BORLKyFij+97GxpjUVvXlGKyMrniT68bUg64QkbXjv5s0ADC1UeWZ6YUnELlIPFEemy4QN3VgOBF6LbAVLSLZlLy9EAYbKj1MOptEoFCFK+4xWn6USzFz23oyTXjddIlDRr2xiHS3rSMl17T1XtEaDwWAwGAyvba6qiOzIeAnHltTXFHhpDcfPzfKu37uPUGneen1vk9hbea3WjXa0tgX9WRBQnChz+J5ZxO4OiFlAZIMVBFGNWMwGqz+JSkU5qddsCLimI2BnLqQjvjyX0jBRi8SaAPrb4fmLUZS0Gihqoc+5hQmU1mxKdzBZm2gZuQToTSpAEZmARdFXRwrqIRzqrvOewTp5VzFcsvjUiThnJySDPSAQPDUT41CHhxRRRy5LCLoT7WzL9l12nz1VoRrONuZesXeETNVOszF96WN/14oxmN3I2YULhCsErS1sqgGAwpGwIREyXpONDmUCW0hu7Oxjc/rSfrsGg8FgMBheH1xVQra/N4MftBZ9M1ozOV4C4P7hITLtSYreYoQzQmuNQNPeIQkCTamk8RuBW92ZhISNSFiszd1UCrQQyLY4TtLiO/YE7C74bMuEpGN61XF9qOHZ2UYLWgluo5FX0pa8YYvNX5+8v9G6QPPQOGzPtiEQzR28NIRaEGjF355+jncN7GRLNo0XKu7qq/O9O6qLacFszYf80g1lfvubSY4NWbRnYN6RbIz18T3b8wTKpytRoMPNXVFqQaDqCCS6ZWpAteU9WmtGK+cZrZ5HaUWH28ve/E7OLFzAVz6diXb25Hfw9ZHnmPVmgSitORtTlAPJjtwg1xS66E6kL7s+g8FgMBgMrw+uKiEbi9vcevcWHvjaGYIVZ+daQtibIt7lktwQp2tAk4iFHJ20qAWRLF0M0FqNKqhYTFAoaOZmFf5IBWukFPWkjVvojVmWcgUahAEkO2MMdAp2FQIOdISNQi5BLQRXwmRN8sB4jKIfzRGGUUvbpCO5a1OOqfD8qgglwMniDH1JgW2tEbIiGg9gul7lf5w4woZUindt7uSugZNLInYR14Lv213nPz6UYmwOkrbFnddtYGfuyoumzhbL/PPQBOXAZ0tWsCvPGrsxQdrpaHnv83NPMlOfQDWix8OVs8StBHf33YFs+JkpraiGpSYLs1wM9re10Rk3ItZgMBgMhquJq0bITtc8fuyrTzO73cX2ehFzHqroEUzWCDsSxJQHxyfwF1J4G9rISNjfHVLy4NRzNcqpOFbKWTWmEIJMEorjC7hb0si4RTjjUT8zh96ah9yimNVIKchnJe/dXGZbPkBriEtY8KPmAxNVi38ZcRvH5MspDNcWOsj2Omzt8FomECitcK0uNBN4arkD2bE5G1+JxjVQVyEXyyXe3p8nsc6nPpCNRKQjBX1pl1s2FK54fz93dpQ/PnIWX0WJDnErxd6Cz0/tLi/l/VrCod0dbLq37C8wUx9flSKhUdRVjcnaKN2JKC93vDrbMnc21IqT80N0xk1KgcFgMBgMVxNXjZD9/afOMFGp4QVgbcuxGJDUSlP+X8fw5z1kLIZ/rsrTz05zxy8NEotbLAzVGH+ySPY7Wkf7tCWI3xwVF2nAak+Q256h+MQsKucCUROEazeG/OsDJfKuouoLAgU1BY4Vic02N+RAm8fj05H4FVGhP0dL00yPSvaWA27ZqHDWRFI1kLLT3NB5DV+++AynF2YRWnGoIyAf8yh6gkcmY5wvSXylODw5xTs3yqXI50qmqpKkbfG2Le38xP40T049SqhDepIb6EsNYK3T6WGu7vNHR87grcgrroVwZDbGyXmHvW0eabuTjvg2bNnsh7vgz9HKSkvpkHlveknI+ipoOT+Ad4n3DAaDwWAwvD65alwLvjE8gx8ut5ldRKOx8ilkzEUoEArqC3Dvx8/j1xXnjlQJA9D15kigUss5skvjafCRJDcnkUKTicPNgyE/tLtGwVXUA6iGgoDV+be2hG3Z1WLMklBIawKtOT0rW3YFs4VkS7aLCyWfv3w+ZLZm8eY+n56EIm5BV0Lz9v46gxkfACEkHfFBBKtFqcDirr4beOyHb+MD1wScKR1h1pum6M9xav55Hp98ZF0ngcNTc1iy+VepFmqOznaxPfsmepP7cGSi5f2uFW/5bAKoBxV8Ffngdifamrxloz2waHNTfGP0Eb544Wt8Y/QRpmqXd0cwGAwGg8Hw2uaqEbJCREVXa9GTNdR4BbEimiiUJqyEnH+yhPKj16uniug1hWK+v76zgd2V4O5rNHft1tzSH1Bwo2vLwfrFUtaat7QGP9SAJu5qhiuSUC+nHYQaCm4b7W6OjzxyhJl6wB09dZw1n6oj4fZuH0dKbu7qpSexg674ViQ2UbW/S8reCRSoBGVGyxdRejliq1CUgxKTtfGW645J0SKeGgnRuHX5X7F8rANbLKdtLJmICVgIZnl86n6qQRnXcri+fQeWkEvz2cIi58Q5t3CW6fosnvKYrs/yzfHHmKhOXXZug8FgMBgMr12umtSCN/d38NlT400RWTVeXa7kWoEINRNn6/TuTlKcDaifryAsSXxbBiFF1BHsEp0DFpt/OSJkdz4gJhSTFbg4EtLbmSQWXx3KVRoulpejpGlbMZAMSLaDvzEq3BqpWhR9SburEMCMJ3l+vsLmzDy1UJG0FX2p1m13s45mezbH7d0bEELQk9xBd2I735oc58+On8YLR1B6mLt6bHZkm+8PdchUbZLuRG/Tezd2ts6ljVmStw90r79JDYQQ7G+7hWNzT1AO5mmk1AJRxDzUPmcXjrKncIhd+U10xvOcKF7EC302pbs5MX+C+povGaFWPDtzjLv77rjs/AaDwWAwGF6bXDUR2Q8fGKQz4TS9LpJ2pDrXoKVAJSw2703ipG2QUDtTYvYb4yymil4q2JiOayo+vHOghhSan/xoiZ/8xXl+679UmDzbgyVsZGP7JRaOdHhkPEYQgoNiezYg5URRyZgFPcnotRvafQ52ePSnI8FaDgIqfsjuvMcf3zqHJVqrayFsfmbXtatSAM6WSvzh0VMs+CF1pfC15vRCbVWu69L9CFzpNr0OELct/tOh3SQsSdKWxC1JTAp+dPsAuwuZlvc0j5HkQPutUYpBi/DunLccXW2P57ilay939R5gU7qHclBpOWbRL13R3AaDwWAwGF6bXDURWeUrbq44fKFaRccssAQ6UMi+FOioaGqlfhKWwNlT4HzNZvAdHQw/uUDxRJm22zuXrrQdQRDopsisbUN/IeQtfTV6kppf/Xto25dFOoLKhToHtvaztXMnY5UhKsECGSdPV6IfRy3wkQee45b+ALFmQZaAQkyxO+8Tt6NmB/sKPp86k2RfW4ru5DxxO2p5G+jVNwss2txtTR6wX7gwjL8m3yIqCotydlcihKAvNbDu/t7Qmedzb72Jh8dnqIUhN3YW6Ey0Fr7rI9b1n12v0EwIQUw6eMpves+1Xuj8BoPBYDAYXktcFULWCxTv/c2vcXGqjB9qrEIMO2WhayH+UBnyccR8bUnNioRN6m39qITDXBnSjqZ8rEj7OwdWGaMKIYgnolzZMIgaGMTjgsGcz/s219icDvnVv4fY1gztlkBKQcf2NJ+fG+GXB/YwkN66ap2Hegv83dsP8fnzjyBlc4tcKcDXgjgaW4LU8Ja+ANeaJyYloCIBqhbFLICk4G6l4G5tGm+iVmsqnVII/mUkxXdv8hEE0Gi/sLdwLQk7ecl9TtoWd/d1Xu7jWBchBJ3xDUzWRlaJWYGkK7G+iN6R28qxuZOEK/J6LWGxM9ds9WUwGAwGg+H1w1UhZP/58YtMzNUahVMQznqE4yGiFoAF2pHEbu0mPpACIZC52FL0su5r6p4k9/b+te7+QCMiGBMQg5gDvQmPH99dQ1qacc+ibW+CSrgc3tQWPDszyxPTMxzsaG8ary8TZ3dbByfmR5u6dSkN8RWND6SAnmQUiXRkFMkUjdxcu3FZwuqiPb6j5b7sK+Q5U1zAXxNSnqoLDnbcgRA1lFZknCxSvPAsFKU1I5VZqoFHbzJP2mm23lrLYGYvtbBCyZ9HCIHWimysnU3p1s8AsC27mUAFnCyeBTQCwfbcIIOZTS94zQaDwWAwGF47XBVC9snT05TrkbWVDkL8oTGCqRnQmvjBPQhp4/SnsQqtjqJF9M9aS4G1Vwloiwd8cE8VrCiyCRCo5vtqSvHwxGSTkPVCj1JQYk++l9PFcYIVEUaJpj2umhwJLGHjWu2wRvQKEaUUpJzmSKbSdXxV5G19eb4yMkrJDwgbYtaVknf095GNxYDYJZ/5Usx5FT577jHqjSN/pWF/YYDbundcss2tJW32td1C2S9SDcsk7QxJ+9Idu4QQ7C5sZ2d+K/XQw7ViL0p4GwwGg8FgeG1xVQjZzV1p4jGL2kId/9wwwdwcIhXH2t6Hbk+BpwhrCq00okXh15WQTyp+bl8ZW0JMAloTatiU9jm5sFogSyBhLed8aq15fv4YQ6UhpJAEOsRSDiMlQUda4wibwWycNndu1TgCSSHWR6gDCrEDzHpPNuSsQmARt7qJW92r5lnwj1ANzzVyUTW/dUOWLw118uhUkYxj8+6N/dzW9eLTAxbn+cKFxxCiRrLxmHUFz84O0ZPMsy17eSeDlJMl5bSwT7gEUkgS9uWjvgaDwWAwGF4fXBVC9q7rNvDr//A0uuJFIjafwrntmuhsXgvwFLWRKvHuFyeCNrcF/KvdFRwL3BWBQA28o9/jwQmWOnYB2FLyxt6oG1g9rPPk1JPM+bMAS00HOtMeE1WLj9/n4lqS3797kEzmPCV/GiEkSoWEGsaq55monidppxhI34jSc2gdELe7iMm2VdHPanCBangeUEs5qJp5vmtTjB/bcdOLevZWnF4YRevaKl9cV4Ig5Onp81ckZA0Gg8FgMBgux1Vx/vrvHjoNHXG074MQ2PsHEbaFkDKyA3AkYU1RPFokrIVopdGXMoldQWfC5+f2lrCkjsSaWPFDlK96R3edGCFhoLGE4AcGN7M1m8FXPg+OP8SsN9s0ri3h2u6AD91ax1eK33joHFszN7Irfyfd8e34GsJGn6sQzUJQ4nTxcVLOFnLublyrvekIvxKehqbWtIq6mkTp5qr/F8uJ+QtNrwkRRapHKrOcmBt7yeYyGAwGg8Fw9fK6F7IzVZ9vjcwRxm2EGwOtEfk1OZcpG52y8csBc0/NEh6bbNR1XVrM9mR8vn9XjboS2K1arIplE6yuSpXRUz4f3rqbd2/sB+BCaYh5z7/kLLf2+Lxzj89YuU49VMStNGPVc4szrPqvr0Lm6iPrjqUvIVY1wbrvvVBqYb1ly9lFvjx8hKJXfcnmMxgMBoPBcHXyuheyJS/AEgKURgiJnc9DEEUl7YxNYjBFfFOKxLYMVk+cVNai99ZO2rMQjwkiMdssNbMJxQ/vqLIjq8g6y1HYVoj/r717j63jvg48/j0zd+6D5OVTFCWRetuWLSuOLL9iO41TOVknaZC0RbrNY5tu0MLbTdpNuw2ybRYFssAu0BZBnbbrbTe122SbJk3XMdIgMZKmjo0N7ER+ybEty7Fl2bJeFEmR4uO+Z+bsH7+55CV5JdOSJfFS5wMQ5Mz93Zkf709DH//mzO8AWlW8GY+b1s894LVv4gijJSiFNK0S5uHKy757U422wCfte0QaUo3LTc8Soxya2c+Lk48xXRtf1CLtr27aP480Hs3TKlSVg9On+MnIMQ7NTC1pprov03Xa10J1qxn8bNJmZY0xxhhzblZ8juxQZ5b2wKc8UkRzKfy2duLXTpLaOUjQn6E+m6mxkp2psP7WntliAKk2pT0DpwpClFS7EqCzTfnk1TMMdbh9qnNfi4NZxQMODKe49+PXz97ur0Yhw8UyijBR8cilYkje746jtAeKCLQHip9RvrD3IJ/csSHpRbOAUog0ZLI6ynT1JFs7d9GdmctH7UhdSSU6gVIDXCEHBSZrKbrSZdJ+bt7RimGNu5/fy2i5NHu+wfY8v3XlTjJ+8wIFANf0buVocWzeuq6qUAwBPGKUSvTmzQAbY4wx5tK04mdkPRH+ePc2pBYTHR0lHh1HClWCVQ1BbBiTrlbIX9PD+DSMTsFM2T0LFqSgrxN689DfoWxdFfN7O6YZbJ8LJEVcmFeJ3TJT4GYyVRVUiKuruf/Od3HVmrmn8EfLk7PVqkIVjhY8pmpQidxXV6CkPXe8qQrcuavITO0VPvvos/QEp39YKlaoRlCNY16dfm7eDKrv5WhLXc9UFcoRFEI4UfKYrJb52eSeRbOt33zlRYZLBapxRDWOqcYxh2em+e5rL5/xM+/J5Llj8AZ6M52oQhTDTAilyH3egfhszp/bygjGGGOMMSt+Rhbg9k19rOsIOHRyis7bthBduYZCwc16pgJol4hMf44whnpwW6goUQxdbQBKyoecKLsHivS3zz9+JYJS5AK2qgdZHyqREEZZbln7VjpS7sGrShTy3dcO8vjYML5EDLXPVa+KVJio+IDSnXaVu2JNZoDTSm8u5MqekFCPM1W9BmSaWAsIc7O4lQiqDdVdi2GFmdok+XT37L7R8jFOVd155ijVqEwhnKQjcG1jVZ4eH5ldX7Yu1JjHxo7zy5tPX6AAoC/bxS+sv5mHj7/Ac+PHqCWzs4H4bO3sZ13b6dMPjDHGGGOW4pIIZAHeu62Pvz/WR+GytURJ9VdVIIZMf5q5B6ecOBaqoRLHLlCMY9i+qsp46LN3zOOK7pD2lAs2SxGA4HsQA8VkVvWrL6XZ2p0l3ymoKv9r/9McLUwn5WOVSqRkFtyhF6AvE1OouXzStAeppE3gg69wYOoFvvx8lusHMuRScN3qCvl0PYid+z0UeGb8aW4ZuK0hpWEuTaAjgM7AtZ2uKeGC3Nv4NPmw9TSLpbhtzTa25PvZN3GcmJirutayOb/qjEURjDHGGGOW4pIJZN++c5D/GxYpNgR7qRSsWedRrTUPquLYzbICXNtbpiMNsQpHisJwKc3PramSElCV2dzYUgjPjAecrHisba/xNy88w+d2XsfJconjxcJsENuTVkoRdAZKNZ7Lel2Ti8imlImK0JXWRTm3nsBQR5U/urFKlOS4euIC54XBOEA1rjATTpNPigt0pfuZrp1kIKe0By71AiCXUnzvCKoDSZAZs60rz0uTU0QNxxXgyu7eJX/uIsKGjj42dCwux2uMMcYYcy4uiUD2qWeH+dYPXmHm+RFkXRe6vpNUWhhc7xOe4Zkjxc3GXt1TpjvnZnDr6QehwonSADf1d3Ng+iXApSI8eiIzb2a0Epf54nNPsHvdRlSVnB9zY3+NjK8oEHhKGLmAMpdS6oXF2lJKGEO6yYxtkKxXGzTsTwnMhMriYFaI4rmHrvqzGzhVOUh7UKWxiJknEOlJwvgUR4tjHC4cZHu3cnlnzOGCz0hZKNRSRBrwy5vOnFZgjDHGGHMhrPhA9t5v/JS77nmcSiVZcutECX+mQPe7higW3C1yz4fFAaDie7AtX6ItEAo1FyxWG+6qHy+WWdO2lpenD6AowyWPUEEXHKsQVpmoHOPK7go9aTfFW41cQApCylfS3lwQqwojJZ/JmseVXbXZVRTg9E/nRQq+eItyWgE603MPmfleig359VSiZg9sRYxXDnB4Zpw4KZyQ8mBzPuSqbsgHNTqCbrrT6dP0whhjjDHmwlnRqxa8MjLFn/z1ntkgFiDoDcjvHqovJQuAqwo7/+EnEbhpTZF8VohViBGqCoLMhqn5IENbqp2tnZcRqzBd84h08e39WhwzXJygNxPNpgooQjWGWpISECYpDLG63NjHxtI8NppmuOQTxi51QYWb6gAAD9ZJREFUoBaD4DddrzZWyPnZ2ZUQADzxuKp7B57Mn9b1JYtIs6H3GK/MBbFzhErkHo4rhsOMlV9q8l5jjDHGmAtrxc7IhrHykXsemReeep0Bqz5++ezkaxxDteIe6NII/JS7Zd8WwAc2FZiM/AWBqaC4Dy1E6c+O8djo9+nPDrGz93r2jj2He9xrfqTpC6S85rf9a7GS9hVffAJJ8fJMzJ6RFKdqLvh84HCO7nREe6CcLPl8avsQpejF5HhzMr7HtX03M1oZY6w8QsbLMtS+gfZgQRUzIPDWUopeaPq5nawsDGIdJXk4TmLGq6/Sn9vWtJ0xxhhjzIWyYgPZhw+PMfHEyLzYsf/XtoIw+8S870M2B6WiKw4QpBQ/Jdy+rkh7WhkvNj+2oqzJxgy0xUQac6TwGo8MD1OLFC+psFU/saC0p9ySWs2PBRkPIKamVXb2buXBY2OouuTdSOF4yadaEIpln77MWgrRGNO1CSBG1c28bsxvJ/CzrGsbYl3b0Bk/G0/StKeuoxjuRTUixk0HT1RiPPGINF70Hr+hclkY13h2/BBv6d14xvMYY4wxxpxPKza14F9+cohYoJ5gGgy24eX8pss+pZJwXgSu7StyzaqQUL0mawDU28ls3qoqPHgsoBYrngfdaSXjuQBWUHrSMf9msLJoBrXOo17e1q1mMFY5wIc25fCB8aJyfMZjtOAxUfQQET7z2H6+c6iPVdmr6c2sYyC3ke09t7A698aCysBbRSDXcbISM16JGS7FVOKYtlSzGVmlI5irYjZZFfaMvMTRwuIyuMYYY4wxF8qKDWSnj8wg+TT0p9FY8bsCmi2LKiJ4nuD7cGN/hS1dcKSQoiezeFayLoXSmcywDpc8yuFchq0nkA+Uvoz76s0oab8+9b2wA0pbav4+AZBhdq6q8PNDNW5cXaMeUpfjmOPFCt89PMLvPHKczmA7G/M7aEudXXGB8eqrVOJ4XhGFtK90p2G0lKISQUqUrrRb7zZWN0N8YMon1Jhnxg+d1XmNMcYYY94MKzaQvWnLKjJXdyFRRO6OQeTyboqFmDCcHziqKiJKT6ZGW8btE3GFCC7rrCVZsXPvCcStZjDY7mYuT1W92XVgm8l4SqlWX+2gsZVLOcguSO4QAQ83q9uWUta1R2ztDhFPZmeTI4VCGPK1l4+c9ecDUItLzfvse1zdcxX3v9rJ94+2MVrymKwKx4oeT4wFFEP3z6YUVs7p/MYYY4wx52LFBrL/GkwST4doUSg/Pkbp4eNMfeMgM68WqNXqU5BudYLppyeoeAGFmoeH0pGK8VDyAVzTU6M7iEmLui9PyQUx5dAFlR2pGE+EcsS8GV9VCDyfLm87//h8O3Hy0FgYQyEUCqEsquoFbtZzuua5dAPcOrOb8osXu40UnhydPKfPqCPVjzT5J6DEXNE1wBdvvpnb113BwemAp08GvDyVohIl+cXisTHff07nN8YYY4w5FysykP3P39/Ds0+MUdk3iQY+6nlopFCNKf3wGJWpkKgaUTlRZvh7w7RflkdE6M5EZH2lPUXyZJPge8KmfExPNqYzo+QCAOHFKR9VGGxXMr5HMRJmQheoulvwHr95xY38223rufv228j6bUQK5biePesxURVinQuAY3VLbE1U3LA0BrPNDNSnkM9Sb2YTvgQ0zhQLPn2Zrfhemqzvc9vaQW4Z2EaqYbkuXzzaUml29Gw4p/MbY4wxxpyLZbdqgYi8B/hzwAfuUdU/Pl3b514YZevNd1Mrl2n7D7vQAxPUnj9CeWQCUSHd3Yff3eke+PI9tFhDgOqrM0wfnqHzml4G3r0G34e+TMTqrAtkm63T2uYr0+HcC7F6bM2/neHiDB2pF9xar7FQiYWedMC/v2IHfbn2+u/EDf07+Jejj8875nTNpxbH5FMuvWGq6jFR8Yipz3oqHUFMV9pnV1+VZycCarF7Let7fHTrmVcneD2+l2ZL/h2MVQ4wUxvBlzR9mS10ptfOa/eW3g30ZTp4ZvwQxbDKxnw/O3rWk/GD0xzZGGOMMeb8E232BNRFIiI+8CLwbuAI8DjwEVV9vln7bH6jDu38QwBqMzNUwgmiWqnhHr+Q7RogM7TWPYVVjZAoJnNNL5VTVda+bx0CbOuqcU1fLSnT6mZAB3JzT0CpwqmaK3hQ54vH7jXbeeDIPrxkaaooeYsrLevxq1uuY7C9e/Y9/3TwISpxddHvEcYwVhLaA2are2V8ZVXWhbTu2MJ0Db5xIE+oPr+9YzPvWz9wVp+zMcYYY05PRJ5U1esvdj/M61tuqQU3AgdU9aCqVoF/BD54pjfUH4AK2tqIa9X5iaoo5ckT6FTZRYO+ByLExRB+NkmHH9GVjRnsiEh5Loj0xS0vFcaNR4FSOH+aNtaYveNHZ4NYcIf3PUj7UI1jHji8j8b/UVid6+Z0HhrOUQolCYaVvky84NhKTwb+664uvn3HjRbEGmOMMeaSt9wC2UHgcMP2kWTfGYkIeB6pVLbZi4Qz0y7AjRV/IEftp+OgSuVEGUU4Xmws6wo5H6ZrkNSzohS5mVqS7FZflA3tEROVQtM0BHAf7FStRCmqze57a+9l+AtKwwoeJ8sdDLZ30JPZyrV9m1md7cBvclxFKUYnSXnLbdiMMcYYYy685ZYj2ywsnJf7ICJ3Ancmm5UDP/qt55Z05D2Ldx14+A317ax85g20vee89aIlrQLGLnYnzJvOxnVlsnFduS7VsbXSlS1iuQWyR4D1DdtDwLHGBqr6JeBLACLyhOWwrEw2tiuTjevKZOO6ctnYmuVuud2jfhy4XEQ2i0ga+DDw7YvcJ2OMMcYYswwtqxlZVQ1F5LeB7+OW3/pbVd13kbtljDHGGGOWoWUVyAKo6gPAA0ts/qXz2RdzUdnYrkw2riuTjevKZWNrlrVltY6sMcYYY4wxS7XccmSNMcYYY4xZkpYNZEXkPSLyMxE5ICJ/cLH7Y5ZORNaLyEMisl9E9onIp5P9vSLyAxF5Kfnek+wXEfmLZKyfEZFdF/c3MGciIr6I7BWR7yTbm0VkTzKu30ge5EREMsn2geT1TRez3+bMRKRbRO4TkReSa/dmu2Zbn4j8XvJ3+DkR+bqIZO2aNa2kJQPZpJTt3cB7ge3AR0Rk+8XtlXkDQuD3VfUq4G3Ap5Lx+wPgQVW9HHgw2QY3zpcnX3cCf3Xhu2zegE8D+xu2/wS4KxnXCeA3kv2/AUyo6mXAXUk7s3z9OfA9Vb0SeCtujO2abWEiMgj8J+B6Vd2Be8j6w9g1a1pISwaynEUpW7N8qOpxVX0q+Xka9x/EQdwYfiVp9hXgF5OfPwj8H3V+AnSLyNoL3G2zBCIyBPwCSX0PcTWkdwP3JU0Wjmt9vO8Dbhc5Xa08czGJSCfwDuBeAFWtquop7JpdCVJATkRSQBtwHLtmTQtp1UD2rErZmuUnuTV1La722oCqHgcX7AKrk2Y23q3ji8BngTjZ7gNOqWqYbDeO3ey4Jq9PJu3N8rMFGAX+LkkbuUdE2rFrtqWp6lHgC8BruAB2EngSu2ZNC2nVQPZ1S9ma5U9EOoBvAr+rqlNnatpkn433MiMi7wdGVPXJxt1NmuoSXjPLSwrYBfyVql4LFJhLI2jGxrYFJDnNHwQ2A+uAdlxayEJ2zZplq1UD2dctZWuWNxEJcEHsP6jq/cnuE/Xbj8n3kWS/jXdruBX4gIi8ikv32Y2boe1OblvC/LGbHdfk9S5g/EJ22CzZEeCIqu5Jtu/DBbZ2zba2dwGvqOqoqtaA+4FbsGvWtJBWDWStlG0LS3Kq7gX2q+qfNbz0beDXk59/Hfjnhv0fT56EfhswWb+daZYPVf1DVR1S1U24a/KHqvox4CHgQ0mzheNaH+8PJe1tdmcZUtVh4LCIbEt23Q48j12zre414G0i0pb8Xa6Pq12zpmW0bEEEEXkfbranXsr2f1zkLpklEpG3Az8CnmUul/JzuDzZfwI24P7A/oqqjid/YP8n8B6gCHxCVZ+44B03SyYi7wQ+o6rvF5EtuBnaXmAv8O9UtSIiWeDvcTnS48CHVfXgxeqzOTMR2Yl7iC8NHAQ+gZsMsWu2hYnIfwN+FbeazF7gN3G5sHbNmpbQsoGsMcYYY4y5tLVqaoExxhhjjLnEWSBrjDHGGGNakgWyxhhjjDGmJVkga4wxxhhjWpIFssYYY4wxpiVZIGuMMcYYY1qSBbLGmPNORAZE5GsiclBEnhSRH4vILyWvvVNEvrOg/ZdF5EPJzw+LyPWnOe59IrJFRD4tIl9s2P+/ReRfG7Z/R0T+YsHrty6x75J8/3x9+zT71ovIQyKyX0T2icinG47xBRHZvZTzGWOMWbrU6zcxxpizlwR93wK+oqofTfZtBD5wjse9GvBV9aCIPAp8rOHlnYAnIr6qRriym99qeP0m4JNLPNXHRGQdkBWRz5KU62yy70Hg91X1KRHJA0+KyA9U9XngL4G/AX541r+wMcaYRWxG1hhzvu0Gqqr61/UdqnpIVf/yHI/7MeZKZ+4FrhCRnIh04apJPQ28JXn9FuBRABG5CnhRVaNktvcuEfl/yUzqDSJyv4i8JCL/PenrV4HDwGeB11T1q6fZd1xVn0reMw3sx1VIQlUPAX0isuYcf2djjDENbEbWGHO+XQ089Tptfk5Enm7Y3gB853SNE7cCXwdQ1TB5/w1ADlfu+CXgFhEZwVUxPJy8773A9xqOU1XVdySpAP8MXIcrv/myiNwF3AEMAX8KbBCRjybvm7dPVb9WP6CIbMKV8dzTcJ6nkj5/83V+L2OMMUtkgawx5oISkbuBt+MCyBuS3T9S1fc3tPnyEg61Fhht2H4EN/OaA36MC2Q/l7R5tKHdHcAnGra/nXx/FtinqseTPhwE1gNfV1UVkc+r6p/W82Ob7Uve14ELVn9XVacazjMCrFvC72WMMWaJLLXAGHO+7QN21TdU9VPA7UD/OR63BGQbth/FBbI34wLZ/cD2ZN8jACLSBnSr6rGG91WS73HDz/XtlKpq0u/PJ9+12b7k+AEuiP0HVb1/QX+zSZ+NMca8SSyQNcacbz/EPRT1Hxv2tb0Jx90PXNaw/SjwNqBfVUeS4HIU+CBzM7I/Dzz0Jpx7kWRW9l5gv6r+WZMmVwDPnY9zG2PMpcoCWWPMeZUElL8I3CYir4jIY8BXgP9yjof+LvDOhvNM4ALXfQ1tfgysBn6abC/Mj30z3Qr8GrBbRJ5Ovt4HszO1lwFPnKdzG2PMJUmSO2LGGNNSRCSHm129NVliaynveQq4SVVr57Vzi8/7S8AuVf2jC3leY4xZ6SyQNca0LBG5A3cr/7WL3ZczEZFfAX6gqqcudl+MMWYlsUDWGGOMMca0JMuRNcYYY4wxLckCWWOMMcYY05IskDXGGGOMMS3JAlljjDHGGNOSLJA1xhhjjDEt6f8DnObsQNckCOoAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "sapm_other_scatter(tmy_data.DryBulb, tmy_data.GHI, clabel='Temperature (deg C)', xlabel='GHI (W/m**2)')" + "sapm_other_scatter(tmy_data.DryBulb, tmy_data.GHI, clabel='Temperature (deg C)', xlabel='GHI (W/m**2)');" ] }, { @@ -1755,12 +1593,12 @@ "output_type": "stream", "text": [ "optimized coefs:\n", - "[ 2.09753481e-01 5.39374774e-06 9.34193024e-04 -1.37476820e-03]\n", + "[ 2.08877712e-01 9.94996955e-06 9.81779437e-04 -1.38247699e-03]\n", "covariances:\n", - "[[ 1.31117432e-07 -9.53394823e-11 -7.65600096e-09 -2.26663609e-09]\n", - " [ -9.53394823e-11 1.83615061e-13 -7.52625230e-13 -2.45390125e-12]\n", - " [ -7.65600096e-09 -7.52625230e-13 1.22460487e-09 1.87325667e-10]\n", - " [ -2.26663609e-09 -2.45390125e-12 1.87325667e-10 3.68681980e-10]]\n" + "[[ 1.37624634e-07 -1.00057042e-10 -8.03579294e-09 -2.38036259e-09]\n", + " [-1.00057042e-10 1.92677501e-13 -7.89149981e-13 -2.57386028e-12]\n", + " [-8.03579294e-09 -7.89149981e-13 1.28519705e-09 1.96643964e-10]\n", + " [-2.38036259e-09 -2.57386028e-12 1.96643964e-10 3.86946463e-10]]\n" ] } ], @@ -1777,22 +1615,14 @@ "outputs": [ { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1805,8 +1635,15 @@ "maxmax = max(ax.get_xlim()[1], ax.get_ylim()[1])\n", "ax.set_ylim(None, maxmax)\n", "ax.set_xlim(None, maxmax)\n", - "ax.plot(np.arange(maxmax), np.arange(maxmax), 'r')" + "ax.plot(np.arange(maxmax), np.arange(maxmax), 'r');" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1825,9 +1662,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/docs/tutorials/tracking.ipynb b/docs/tutorials/tracking.ipynb index a57bb26f24..05b06587a8 100644 --- a/docs/tutorials/tracking.ipynb +++ b/docs/tutorials/tracking.ipynb @@ -166,56 +166,100 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 5, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on function singleaxis in module pvlib.tracking:\n", + "\n", + "singleaxis(apparent_zenith, apparent_azimuth, axis_tilt=0, axis_azimuth=0, max_angle=90, backtrack=True, gcr=0.2857142857142857)\n", + " Determine the rotation angle of a single axis tracker when given a\n", + " particular sun zenith and azimuth angle. See [1]_ for details about\n", + " the equations.\n", + " Backtracking may be specified, and if so, a ground coverage\n", + " ratio is required.\n", + " \n", + " Rotation angle is determined in a panel-oriented coordinate system.\n", + " The tracker azimuth axis_azimuth defines the positive y-axis; the\n", + " positive x-axis is 90 degress clockwise from the y-axis and parallel\n", + " to the earth surface, and the positive z-axis is normal and oriented\n", + " towards the sun. Rotation angle tracker_theta indicates tracker\n", + " position relative to horizontal: tracker_theta = 0 is horizontal,\n", + " and positive tracker_theta is a clockwise rotation around the y axis\n", + " in the x, y, z coordinate system. For example, if tracker azimuth\n", + " axis_azimuth is 180 (oriented south), tracker_theta = 30 is a\n", + " rotation of 30 degrees towards the west, and tracker_theta = -90 is\n", + " a rotation to the vertical plane facing east.\n", + " \n", + " Parameters\n", + " ----------\n", + " apparent_zenith : float, 1d array, or Series\n", + " Solar apparent zenith angles in decimal degrees.\n", + " \n", + " apparent_azimuth : float, 1d array, or Series\n", + " Solar apparent azimuth angles in decimal degrees.\n", + " \n", + " axis_tilt : float, default 0\n", + " The tilt of the axis of rotation (i.e, the y-axis defined by\n", + " axis_azimuth) with respect to horizontal, in decimal degrees.\n", + " \n", + " axis_azimuth : float, default 0\n", + " A value denoting the compass direction along which the axis of\n", + " rotation lies. Measured in decimal degrees East of North.\n", + " \n", + " max_angle : float, default 90\n", + " A value denoting the maximum rotation angle, in decimal degrees,\n", + " of the one-axis tracker from its horizontal position (horizontal\n", + " if axis_tilt = 0). A max_angle of 90 degrees allows the tracker\n", + " to rotate to a vertical position to point the panel towards a\n", + " horizon. max_angle of 180 degrees allows for full rotation.\n", + " \n", + " backtrack : bool, default True\n", + " Controls whether the tracker has the capability to \"backtrack\"\n", + " to avoid row-to-row shading. False denotes no backtrack\n", + " capability. True denotes backtrack capability.\n", + " \n", + " gcr : float, default 2.0/7.0\n", + " A value denoting the ground coverage ratio of a tracker system\n", + " which utilizes backtracking; i.e. the ratio between the PV array\n", + " surface area to total ground area. A tracker system with modules\n", + " 2 meters wide, centered on the tracking axis, with 6 meters\n", + " between the tracking axes has a gcr of 2/6=0.333. If gcr is not\n", + " provided, a gcr of 2/7 is default. gcr must be <=1.\n", + " \n", + " Returns\n", + " -------\n", + " dict or DataFrame with the following columns:\n", + " * `tracker_theta`: The rotation angle of the tracker.\n", + " tracker_theta = 0 is horizontal, and positive rotation angles are\n", + " clockwise.\n", + " * `aoi`: The angle-of-incidence of direct irradiance onto the\n", + " rotated panel surface.\n", + " * `surface_tilt`: The angle between the panel surface and the earth\n", + " surface, accounting for panel rotation.\n", + " * `surface_azimuth`: The azimuth of the rotated panel, determined by\n", + " projecting the vector normal to the panel's surface to the earth's\n", + " surface.\n", + " \n", + " References\n", + " ----------\n", + " .. [1] Lorenzo, E et al., 2011, \"Tracking and back-tracking\", Prog. in\n", + " Photovoltaics: Research and Applications, v. 19, pp. 747-753.\n", + "\n" + ] + } + ], "source": [ - " apparent_zenith : Series\n", - " Solar apparent zenith angles in decimal degrees. \n", - "\n", - " azimuth : Series\n", - " Solar azimuth angles in decimal degrees.\n", - "\n", - " latitude : float\n", - " A value denoting which hempisphere the tracker is\n", - " in. The exact latitude is NOT required, any positive number denotes\n", - " the northern hemisphere, any negative number denotes the southern\n", - " hemisphere, a value of 0 is assumed to be northern hemisphere.\n", - "\n", - " axis_tilt : float\n", - " The tilt of the axis of rotation\n", - " (i.e, the y-axis defined by axis_azimuth) with respect to horizontal, \n", - " in decimal degrees.\n", - "\n", - " axis_azimuth : float\n", - " A value denoting the compass direction along which\n", - " the axis of rotation lies, in decimal degrees. \n", - "\n", - " max_angle : float\n", - " A value denoting the maximum rotation angle, in\n", - " decimal degrees, of the one-axis tracker from its horizontal position\n", - " (horizontal if axis_tilt = 0). \n", - " A max_angle of 90 degrees allows the tracker to rotate to a vertical\n", - " position to point the panel towards a horizon. \n", - " max_angle of 180 degrees allows for full rotation.\n", - "\n", - " backtrack : bool\n", - " Controls whether the tracker has the\n", - " capability to \"backtrack\" to avoid row-to-row shading. \n", - " False denotes no backtrack capability. \n", - " True denotes backtrack capability. \n", - "\n", - " gcr : float\n", - " A value denoting the ground coverage ratio of a tracker\n", - " system which utilizes backtracking; i.e. the ratio between the PV\n", - " array surface area to total ground area. A tracker system with modules 2\n", - " meters wide, centered on the tracking axis, with 6 meters between the\n", - " tracking axes has a gcr of 2/6=0.333. If gcr is not provided, a gcr\n", - " of 2/7 is default. gcr must be <=1." + "help(pvlib.tracking.singleaxis)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -248,27 +292,19 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'sun position in Earth coordinate system')" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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11vLMGovPcV27dm2ZNp9EQEAAFSpU0EhR1rEUnTo6z0NKyY+HbjBzawCeRfLzw1s1qVTCSWtZ6ZKUksqcbZdZcvA6VT2dWNy3dp50lxVCnJJS1n5ePb27SUdH56VITknl840XmbblEq0rFGXz+43N1kAA2FpbMf6ViizuW4ugh9G89sMho3tA5iZ0I6Gjo/PCxCQk887Kk6w6eouhzcqw4K1aONpbRmTjtpXcWTesIVJC94WH2XflodaSzBLdSOjo5ABSSqITo7kZdZOrj68SFBHE9cjr3I+5T0pqitbyXojwmER6Lj7C/quhTO9amXEdKpjUtdUUVCzhyJ8jGlHaxYFBK07yx5kQrSWZHfrAtY6OkYlPjuf0w9NcCrtEQFgAVx5f4X7MfRJSEtKtby2scSvghkdBDyq7VKaKWxWquVXD3cE9h5VnndAnCfRZeowbYTEs7Vebln7FtJb0wrg72bN2WAPeWXGSj9aeIzE5lZ519JhwT9GNhI6OEXgc/5gdN3Zw4M4Bjt87TnyKEgbes6Anfs5+tCjZAhd7F5zzO2NvbU+qTCVFphCTFMP9mPs8iH3Ajagb/Hb5N1ZcUnJtlStcjlalWtGqVCv8nP3MwksIlKB8by45yp2IOH7sX4dG5Vy1lvTSFMxnw08D6jD051OM2XCBxORU+jbw0lqWWaAbCR2dFyRVpnLs3jF+v/Y7u2/tJik1iZKFStLNtxuNPRpTza0ahewKZWubSSlJXH18lZMPTrL39l6WXFjCovOL8C3iS8/yPXm1zKsUsNVuItjDqHh6LjpC6JMEVgyoS70yLpppMTb2ttYsfrsWI345w+cb/UmV0K+hl9ayNEd3gdUQS9Gp8ywpqSnsvLmTRecXERgRiFM+JzqV6UTXcl3xLeJr1Dv+8Phwdt3cxdora7ny+AoFbQvS3bc7AyoPoIh9kedvwIhExCbSc9FRbj+O5edBdalV2jlH959TJKWk8u4vp9l56QFzu1ejWy1PrSWZhKy6wOpPEjo6WURKyY6bO5h/dj7XI69TxqkMMxvPpK1XW/JZ5zPJPp3tnelRvgfdfbtzLvQcvwb8ynL/5ay5soa3KrxFv0r9cMpnenfTmIRkBiw/wfVHMfw0oE6uNRCguMh+37sGA5efYPSG8xS0t6FdJfMdHzI1uneTifj888/59ttv///z+PHj9SB/FsyV8CsM3D6QT/Z/go2VDXObzeWPLn/QqWwnkxkIQ4QQVC9anTnN5vBnlz9p4tmEJReW8Oofr/L7td9Jlakm23dCcgrDVp3ifEgk379ZI1eMQTwPpeupNlU8nHj/1zMcDnyktSTNMEl3kxCiPfAtYA0slVLOTlP+NdBC/VgAKCqlLKyWpQAX1LJbUsrOme3rud1Nf4+F+xfSafkSuFeBDrMzrXLjxg1ef/11Tp8+TWpqKj4+Phw/fhwXl3/7cPXuJvMnNimWb05/w5ora3C0c2RkzZG8Xu51rK20D+VwJfwKM4/N5PTD01Rzq8aE+hPwc/Yz6j6klHy09hx/nLmTq7teMiIiNpEei45wLyKeDe82xLdY9saYzBnNZlwLIayB+UAHoCLQWwhR0bCOlPJDKWV1KWV14Hvgd4PiuKdlzzMQ5oyXlxcuLi6cOXOGHTt2UKNGjWcMhI75c+rBKbpt6sbqy6vp4duDLa9tobtvd7MwEADlncuzvP1yZjSewe0nt+m9pTeLzi0iOTXZaPv4dvc1/jhzh0/blc9zBgKgcAE7fhpQF3s7awb8dILQJ+m7MedmTDEmURcIlFIGA6gZ6LoAlzKo3xslMZFpeM4dvykZPHgwy5cv5/79+wwcOFAzHTrZIykliW9Pf8vKSyvxKOjBj+1+pLb7c2+4NEEIQeeynWnm2YwZx2Yw7+w8Dt45yKzGsyjpWPL5G8iEP8/c4Ztd13ijlifvNi9rJMWWh0fh/CzrV5sei44weOVJVr9Tn/x25nGjkBOYYkzCA7ht8DlEXfcfhBClAW9gj8FqeyHESSHEUSFEVxPoyzFee+01tm3bxokTJ2jXrp3WcnSywP2Y+/Tf3p8Vl1bQo3wPNnTeYLYGwhCnfE7MaTqHL5p8QXBEMN02d2P7je0vvL0TN8IZvf48Dcq4MPO1KmYzR0MrqnoW5tteNTgfEsEn685h6V6h2cEUTxLpnU0ZHdFewHoppWFcglJSyrtCiDLAHiHEBSll0DM7EGIIMASgVCnznRlpZ2dHixYtKFy4MNbWeefOw1I5fOcwYw6OISk1ibnN5tLWq63WkrJNxzIdqVmsJh/v/5hP9n/CxUcXGVVzFDZWWf+r34+MZ/iqU3gUyc/CPrU0ywNhbrSr5M64Dn7M3HqZSvsdebd5Oa0l5Qim+PVDAMPnXE8gowwfvYDfDFdIKe+q78HAPqBG2kZSysVSytpSytpubm7G0GwSUlNTOXr0KIMGDdJaik4mSClZ6b+SYbuG4ZrfldWvrLZIA/EUdwd3lrdbTs/yPVnuv5yhO4cSER+RpbZPPZniElNY3LcWTgUsI1hfTvFOkzJ0qlaCL7dfyTMBAU1hJE4APkIIbyGEHYoh2JS2khCiPFAEOGKwrogQIp+67Ao0IuOxDLPm0qVLlCtXjlatWuHj46O1HJ0MSE5NZvrR6Xx58ktalWrFLx1/wcvJS2tZL42ttS0T6k9geqPpnH14lr5/9+V21O3ntpu8yZ+ztyOY26MaPrnIk8dYCCH4olsVyhcrxMjfznAzLEZrSSbH6EZCSpkMvAdsBwKAtVJKfyHEVCGEobdSb2C1fLZzrwJwUghxDtgLzJZSWqSRqFixIsHBwcydO1drKToZEJ0YzYjdI1h7dS0DKw9kbvO5moa8MAVdynVhSdslPE54TJ+/+3AhNGN38NXHb/Hb8du827ws7SsXz0GVlkUBOxsW962NEIKhP58iPskyo/hmFT0sh4ZYis7cyOP4xwzfNZzL4Zf5vP7ndPPtprUkk3I98jrDdw0nLC6Muc3n0tSz6TPll+9H0WXeIep6O7N8QF2sLSzktxbsvxpKvx+P82a9Usx8rYrWcrKNnplORycDHsQ8oP+2/gRGBPJti29zvYEA8Hby5peOv1C2cFlG7Rn1jOdTbGIyI345jWN+W77uWV03EFmkma8bw5qV5ddjt9hyPqNhV8tHNxI6eYrbT27Tb1s/7sfcZ0HrBTQr2UxrSTmGS34XlrRdQlW3qow+MJpNQcpQ4eRN/gQ/iuGbntVxLWj6ECO5iY/b+lKzVGHGbbiQa8cndCOhk2cIeRLCwO0DiU6KZlm7ZdRxr6O1pBynkF0hFrReQF33uoz/ZzwTdi9h7ckQRjQvlydiMhkbW2srvutdAyHg/d/OkJhsuhhaWqEbCZ08wd3ouwzeMZjYpFiWtl1KZdfKWkvSjAK2BZjXah61izZiY8h3+JS5xAetdQ+8F8WzSAHmvFGN8yGRfLHtstZyjI5uJHRyPfdj7jNo+yCiEqNY0naJ0YPgWSJW2PIwsCfE+fIg38/suLlNa0kWTfvK7vRrUJpl/1zPdfMndCNhIhYuXEj16tWpXr063t7etGjR4vmNdIzO4/jHvLPjHSISIljcZjEVXSo+v1Ee4Ps9gfjfiWVGw6+oVawWn/3zGbtu7tJalkUzrmMFfIsVZMyG80TEJmotx2jk+qRDXxz/gsvhxn0E9HP2Y0zdMZnWGTZsGMOGDSMpKYmWLVvy0UcfGVWDzvOJTYplxO4R3Iu5x6I2i/J0F5Mh525HMH9vIK/X9KBzVW9aV5jPkJ1DGH1gNIvaLMqTYzXGwN7Wmv/1qE7X+YeYuNGf73r/J1iERaI/SZiYUaNG0bJlSzp16qS1lDxFUmoSH+3/CP8wf+Y0nUOtYrW0lmQWxCel8OHasxQtlI9JnSoByhjF/FbzKVmoJKP2jOLq46saq7RcKns4MaqVD5vO3c01brG5/knieXf8pmT58uXcvHmTefPmaaYhL5IqU5l4aCKH7hxicoPJtCzVUmtJZsMX2y4THBrDqkH1cMr/b1wmp3xOLGy9kD5/92H4zuGs6riK4gX1WdcvwvDmZdl1+SET/rxIXS9nijraay3ppdCfJEzEqVOn+Oqrr1i1ahVWVvphzkm+PvU1W4K3MLLGyDwxUS6rHA56xE+HbtCvQWka+/zX3bV4weIsaL2AuOQ4hu0aRmRCpAYqLR8bayv+16MacYkpjNlw3uLDiutXLxMxb948wsPDadGiBdWrV2fw4MFaS8oTrLu6juX+y+nt15vBVfRj/pTohGQ+XXeeMq4OjO2QcSgY3yK+fNvyW24/uc3IPSNJTMk9A7A5SVm3gozr4MfeK6GsPfn8wIrmTK7vbtKKn376SWsJeY7j944z8+hMGns0ZkydMXk+UY4hc7Zd5m5kHOuHNXxuVrU67nWY2WQmn+7/lKlHpjKt0TT9WL4Abzfw4u+L95n+VwDNyxelmIV2O+lPEjq5ghuRN/hw34eUdizNl02/NJs81ObAiRvhrDxyk/4NvahVukiW2rT3as+71d5lY9BGVl5aaWKFuRMrK8HsblVJTE5l4saLWst5YXQjoWPxRCZE8v6e97EW1sxrNY+CdgW1lmQ2xCcp/eIehfPzSdvy2Wo7tNpQ2pZuy9yTczkQcsBECnM33q4OfNjGl+3+D/j7wj2t5bwQJjESQoj2QogrQohAIcTYdMr7CyFChRBn1ddgg7J+Qohr6qufKfTp5B6SU5P5eP/HhESH8E2Lb/As5Km1JLNi3p5AgkNjmPV6FRzyZa932UpYMb3xdPyc/Rh9YDRBEUHPb6TzHwY39qayhyOfb/QnMjZJaznZxuhjEkIIa2A+0AYllekJIcSmdJIHrZFSvpemrTMwCaiNkhf7lNr2cXZ1SCnNuh/V0j0ezIVvTn3DsXvHmNZoGjWL1dRajoKUEBMKEbeUV2QIxD2GxGhIeAIpSSCswMoabPJBfmco4AwOblDEC4p4Q8Gi8JLnb8C9KBbuD+L1mh409X2xNL/5bfLzXcvv6P1Xb97b/R6rX12NUz6nl9KV17CxtuKLblXpPO8Q0/+6xJfdq2ktKVuYYuC6LhCo5qhGCLEa6ELW0pC2A3ZKKcPVtjuB9qTJg/087O3tCQsLw8XFxSwNhZSSsLAw7O0tcyDLXNh2YxsrLq2gV/ledC3XVTshMY/g5mG4fQzuX4AH/hD76Nk6whrsHcGuEFjbgkwBmQpJ8RAXDqnJz9a3KwjuVaB4dShRA0o3hMIlySrJKamM2XAep/y2fP7Ky4UicXdw55sW3zBg2wDGHhzL/FbzsRJ6T3V2qFTCiSFNy7BgXxBdqnuk64JsrpjCSHgAhj5fIUC9dOp1E0I0Ba4CH0opb2fQ1iNtQyHEEGAIQKlSpf6zYU9PT0JCQggNDX3R72By7O3t8fTUu0ZelKCIICYemkg1t2qMrjM6Z3eekgy3j8LlrRC4Cx5dUdbb2EPRClC+AxSrBM5lwMkTHD3A3injJwMplSeM6Afw+AaEX4ewQLh3Dk6vgGMLlHrOZaBMc/BpC2VagG3GNxkrj9zkfEgk3/WuQREHu5f+ytXcqjG27limHZ3GonOLGF59+EtvM68xqpUP2y7eZ8KfF9j2QVPsbS3DucIURiK9f0LavpXNwG9SygQhxDBgBdAyi22RUi4GFoOSvjRtua2tLd7e3tnVrWMhRCdG88HeD8hvk5+5zeZia237/EYvS2oq3DwE51dDwBaIjwBrO/BqDNV6QelGyh2/zQtckIVQnjLsHcE1Tcju1BR4GAA3DkLwfji/Dk7+qDyR+LaFyt0Uo2FwDB5ExfO/nVdp5utGp6rGmzXd3bc750LPseDcAqq4VaGxR2OjbTsvYG9rzbQulemz7BgL9wfxQWtfrSVlCVMYiRDA8LnYE3gmiImUMszg4xLgC4O2zdO03Wd0hToWi5SSCYcmcPvJbZa0XUIxh2Km3WHUPTj1E5z9FSJvK91Afq+C3ytQtgXkK2Ta/VtZg3tl5VV/OCQnwo0DcGkTXN4CFzcoYxnVekGNt8HNl+l/BZCYksqUzpWM2t0qhGBC/QlcDr/M2INjWfPqGjwK/udBXycTGvu40qlaCX7YF0TX6h54uTpoLem5CGMPoAohbFC6kFoBd4ATwJtSSn8na/gpAAAgAElEQVSDOsWllPfU5deAMVLK+urA9Sng6QjkaaDW0zGK9Khdu7Y8efKkUb+Djvmywn8FX538ik9qf0K/SiZ0frt1FI4thIDNyt182ZZQ/U0o3xHsCphuv9khJVnp7jrzM1zdBqnJhBdvwqibjajV4nU+aJM9l9escivqFj239KSUYylWdlhJPms95Wl2eBAVT6u5+6lZuggrBtTRbNxUCHFKSln7efWMPvokpUwG3gO2AwHAWimlvxBiqhCis1ptpBDCXwhxDhgJ9FfbhgPTUAzLCWBqZgZCJ29xIfQC35z6hpYlW/J2xbeNvwMplS6dn16BH9tB0B6oNwxGnoa+v0OVN8zHQABY20D59tDrF/joMsnNPkPev8jPdrMZebUfXPxd6SYzMqUcSzGj8QwuhV3iyxNfGn37uZ1ijvZ81MaXA1dD+fvifa3lPBejP0nkNPqTRN7gSeITum/uTqpMZV2ndcZ1w5QSgnbD/jmKh1JBd2g0Cmr1Azvz7w54yve7r/H9Tn82NX+IX+BSZUC9aCVoMU7pIjPyHetXJ75ixaUVfN38a1qXbm3Ubed2klNS6TzvEOExiez6uBkFszmHxRho9iSho2NspJRMPjyZ+zH3mdN0jnENxL3zsLIzrOoGkXeg41cw6hw0eNeiDMStsFjm7Q2kTZVS+LUfAu8egW7LICUB1vSBRU0heJ9R9zmq5igquVRi4uGJ3I3OHbkTcgobayumv1aZ+1HxfLvLvPN36EZCx+xZf209O27u4L0a71G9aHXjbDTqHmwcoVw871+EDnNg5Bmo+06mrqXmiJSSSZsuYmMl+PxVdU6ElbXSPfbuMXhtEcRHwsousPotxcXWCNha2zKn6RxSZSpjDowhOe1cD51MqVmqCL3rluTHQzcIuBeltZwM0Y2Ejllz9fFVvjj+BQ1LNGRg5YEvv8GUJPjnG/i+FpxbAw1GKGMO9Ya+mPuqGbDj0gP2Xgnlwza+uDulMXDWNorn04jj0GoiBO2F+XVh12RIiH7pfZdyLMXE+hM5G3qWH87+8NLby2uMbuenTHj886LZRmHQjYSO2RKbFMun+z+lkF0hZjSe8fKzfENOweLmsGsSlGkG7x2HdjMgf9Yio5oj8UkpTNtyifLFCtGvoVfGFW3tocnH8P4pZW7FP1/DD/Xh2q6X1tCxTEe6luvK0gtLOXbv2EtvLy9RxMGOMe3Lc/LmYzaeNc8uO91I6Jgtc07M4XrkdWY1mYVr/pcIYxAfBVs/haWtIDYceq6C3r8pM5gtnKUHgwl5HMekThWxtc7C39mxOLy2EAbuANsC8Es3+H0IxIQ9v20mjKs7jtKOpRl3cBzh8bpDYnboXqskVTycmPV3ADEJ5tdlpxsJHbNk7629bLi2gYGVB1K/eP0X39CNf2BBIzi+RBlvGHEMKnQynlANuR8Zz/y9QbSv5E7Dctk0oqXqwbCD0HS0MiFvfl3FZfYFKWBbgK+afUVkQiSfH/rcbLtOzBErK8HkzhV5EJXAD/sCtZbzH3QjoWN2PIp7xOQjk/Fz9mNE9REvtpGkeNg+Hpa/qvTLD9oBHb9UQl/kEmb/HUCKlIx/JeN0pJlikw9ajoehB6BwKVg/AH4fqjx5vQDlncvzUe2POBBygHVX172YpjxKrdLOdK1egiUHr3MrLFZrOc+gGwkds0JKyZTDU4hOjGZW41kvFpfp/gVY0gKOzIPaA2DYP1CyrvHFasipm+H8efYuQ5qUoaTzS07wK1YJBu2E5uPgwlpY2EiZcf4C9PbrTYPiDfjq5FfcjLr5crryGGM7VMDGSjD9r6wEzM45dCOhY1ZsuLaBfSH7+KDWB5QrUi57jaWEE8tgSUuIDYO31sOrX1vUfIeskJoqmbL5EsUc8zG8eVnjbNTaBpqPhYHblVwXP3WAPTOU0B/ZwEpYMa3RNGytbPns4Ge6W2w2cHeyZ0SLcuy49IB/rj16foMcQjcSOmbDrahbzDkxh3rF6/FWhbey1zjhCWwYBH99BN5NYfgR8GljGqEas+F0COdDIhnbwS/b2eaeS8m6ypNX1V5wYA783BWePMjWJoo5FOPz+p9z/tF5ll5Yalx9uZxBjb0p5VyAKZv9SUoxfkiVF0E3EjpmQXJqMuP+GYeNlQ3TG03PnrvrA3/FtdX/D2UuwJvrwMHFZFq15El8El9su0LNUoXpWt1EEVjzFYLXFkDXBRByEhY1URwAskF77/Z09O7IwnMLufjooml05kLsba0Z/0oFrj2MZtVR8+iu042Ejlmw7MIyzoeeZ0K9Cbg7uGe94ZlVSvdSwhPot1mZC2CVe0/reXsDeRSdwKROxg0Dni7V34R3ditGY0UnOPi/bAUMHF9/PK75XRl3cBxxyXEmFJq7aFuxGI3LufL1zquExyRqLUc3Ejra4//In4XnFtLBuwMdy3TMWqOUJNjykRJao2Q9pYvEK3cnwbn+KIYf/7nOG7U8qVaycM7stFgleGcvVOwCu6fA+v6QGJOlpo52jsxoPIMbUTeYe3KuaXXmIoQQTOxUkeiEZLOI62QSIyGEaC+EuCKECBRCjE2n/CMhxCUhxHkhxG4hRGmDshQhxFn1tckU+nTMh/jkeMYeHItLfhfG1xuftUYxYfDza3BymRKtte8fULCoaYWaATP+CsDO2orR7UyTJyJD7B3hjZ+gzTQlv8aydhBxK0tN6xWvR9+KfVlzZQ1H7h4xsdDcg2+xQvSuW4pfjt0iKPTlw6e8DEY3EkIIa2A+0AGoCPQWQqTNxH4GqC2lrAqsB+YYlMVJKaurr87o5Gp+OPsDN6JuMLXR1KxFd33gD0uaw+3j8NpiaDNVCWaXyzkc9IhdAQ8Y0bIcRR01CEAoBDQaCW+uhYibsLgF3MzaRX9kjZF4OXox6fAkohO1veBZEh+28cXe1ppZWy9rqsMUTxJ1gUApZbCUMhFYDXQxrCCl3CulfDpj5ChKmlKdPMa50HOsuLSCN3zfoGGJhs9vELAFlrZRupoG/A3VeppepBmQmiqZtfUyJZzsGdhI49ztPm1g8G6wd1LGKU6vfG4Text7pjeezoPYB8w9pXc7ZRXXgoqL866ABxwJermwKS+DKYyEB3Db4HOIui4jBgF/G3y2F0KcFEIcFUJ0NYE+HTMgISWBzw99TtECRfm41seZV5ZSCUi35i0o6qf0kXvWyhmhZsDm83e5cCeST9qVx97WDJ6a3HyVAW3vJrDpfdj22XMHtKu5VaNfxX6sv7qew3cO55BQy2dQY288Cudn+l+XSE3VJtSJKYxEei4X6X47IUQfoDZgmAOxlJot6U3gGyHEf2YLCSGGqIbkZGhoqDE06+Qw88/O53rkdaY0mEJBu4IZV0xJVuY+7JoMld+A/luVIHV5hITkFOZsu0LF4o6mc3l9EfIXUVyN6w6Fo/Nh3duQlLkH04gaI/B28mbSkUk8SXySQ0ItG3tba0a3L4//3Sh+P3NHEw2mMBIhQEmDz57Af2LgCiFaA+OBzlLKhKfrpZR31fdgYB9QI21bKeViKWVtKWVtNzc346rXMTnnQ8+zwn8F3Xy60dAjk26mhGhY/Sac/BEafwivL7G4hEAvy8rDN7kTEcdnHStgZWVil9fsYm0DHedAu1lKV+CKzplGk81nnY/pjabzMPah7u2UDTpVLUE1Tye+2n6FuMSUHN+/KYzECcBHCOEthLADegHPeCkJIWoAi1AMxEOD9UWEEPnUZVegEWBegUx0XgrDbqZPan+SccUnD2D5KxC4E175H7SenKvnP6RHRGwi3++5RjNfNxr7vESodFPT4F3osQLun4dlrSEsKMOqVd2q0r9SfzZc28ChO4dyUKTlYmUlmPBqRe5HxbPkYHDO79/YG5RSJgPvAduBAGCtlNJfCDFVCPHUW+lLoCCwLo2rawXgpBDiHLAXmC2l1I1ELmLB2QUERwYzucHkjLuZQq8qF5tHV6HXb1BnUM6KNBPm7QkkOiGZcR39tJbyfCp2USYzxkXAsjaK91kGvFv9Xco6lWXSYb3bKavU8XKmfSV3Fu4P4mFUfI7u2yS3ZlLKrVJKXyllWSnlDHXdRCnlJnW5tZSyWFpXVynlYSllFSllNfV9mSn06WjDxUcX+cn/J173eZ1GHo3Sr3TzsHKRSYqD/n9B+fY5K9JMuB0ey8ojN3mjlid+7hYS3rxkXRi8S/V86gxXd6RbLZ91PqY1mkZoXChfnvgy3To6/2VsBz+SUlKZuyNnJ9jlred3Hc1ITElkwj8TcMvvlnE3U+AuZZKcg5tysfGombMizYgvt1/Bygo+apPDE+deFpeyStY7N19Y3RvOr023WhW3KgyoNIA/Av/gYMjBHBZpmXi5OvB2Ay/WnrpNwL0Xy/nxIuhGQidHWHhuIUGRQUxqMIlCdoX+W+HyX/Bbb3D1gYHboIhXjms0F86HRLDp3F0GNy6Du5MFDtQXdIN+W6BUA/j9HTi6MN1qT7udJh+eTFRizl30LJn3W5bD0d6WmVsDciz7n24kdEyO/yN/frz4I13LdaWJZ5P/VriwHtb0BfeqSr+2gxkP0poYKSUz/grAxcGOoc0sOAe3vaOSz8PvVdg2RslNkeaiZmdtx/TG0wmLD2PO8TkZbEjHkMIF7BjZyoeD1x6x72rOuP/rRkLHpCSmJDLh0ARc8rvwaZ1P/1vhzCrYMFi563z7T8X/Pg+z5/JDjl0PZ1RrHwrZv0BWPnPC1h66r4AafZTcFH99DKnPunBWdq3MwMoD2Ri0kQMhBzQSaln0rV8aL5cCzNoaQHIO5JzIs0Yi4F4U3RYcJuSxeeWTzW0sPLeQwIhAJjWYhKNdmgHY40uUKK5lW8Bb65SQ1HmY5JRUZv19mTKuDvSuW0prOcbB2gY6z1MCMZ5cpiSGSn42/PWwasMoV7gckw9PJjIhUiOhloOdjRVj2vtx9UE0G06HmHx/edZIOOW35eKdyBz3FMhL+Icp3UxdynahqWfTZwsPfQtbP4Hyr0Dv1WD3knmacwHrToUQ+DCa0e39sLXORX9NIZRAjG2mKomh1vSBpH/dOJ92O4XHhzPnhN7tlBXaV3anVukiXLxj+rGcXHQmZo8ShfMzsLE3f5y5w8U7+t2LsUlKSWLCPxNwsU/TzSQl7JsNOydC5W7KJCybfNoJNRNiEpL5386r1C5dhHaVimktxzQ0GqVMjLy2HX7r+UxeikoulRhUZRCbgjax7/Y+7TRaCEIIfhlcj2ldK5t8X3nWSAAMb16WIgVy1lMgr7DwvNrN1HDSvyHApVSMw75ZUL2PEmbD2sL73Y3EkoPBhD5JYFzHCqbPOKcldQYpaVGvH4BV3SD+3zvhYVWH4VPEhylHpujdTlkgp4I95mkj4Whvy8hWPhwOCmPfFT1QoLHwD/Nn2YVldC7b+d9uptRU2PopHP4O6rwDnb/PE3kgssLDJ/EsPhBMxypKF0Kup/qb0G0ZhJyAlV0gNhwAW2tbpjeaTkR8BLOPz9ZYpM5T8rSRAHirnuop8HfOeArkdp5OmnOxd2FM3THKytQUJaT0iSXQ8H3o+GWei8OUGd/sukZiciqj21lA+A1jUfl16PEzPLiozM6OVm7SKrpUZHDVwWwJ3sKeW3s0FqkDupHAzsaK0aqnwPpTpvcUyO0sOLeAwIhAJjecrHgzpSQpE6rOroJmY5UUmLm5OyWbBD58wpoTt+lTvzRerg5ay8lZ/DoqTgthgUowx6h7AAypMoTyRcoz9chUIuIjNBapk+eNBECHyu7ULFWY/+28SmxistZyLJYLoRf48eKPvFbuNWXSXHICrO0HFzdA6ynQYpxuINIw++/LFLC1ZmQrH62laEO5VtBnPUTdgZ86QMQtpdup8XQiEyKZdXyW1grzPLqRQPEUGP9KBR4+SWDJgetay7FIElISGH9oPG753RRvpsRYJczGlb+gw5fQ+AOtJZodR4PD2BXwkOEtyuLsYKe1HO3wagx9/4S4cPixA4QF4efsx5CqQ9h6fSu7b+7WWmGexiRGQgjRXghxRQgRKIQYm055PiHEGrX8mBDCy6BsnLr+ihCinSn0pUet0koo3kUHggh9kvD8BjrPMO/MPK5HXmdqw6kUksCvPSBojzKRqt4QreWZHUre6gCKm0PeanOgZB0lJEtyHPzUEUKvMrjqYPyc/Zh6dCqP4x9rrTDPYnQjIYSwBuYDHYCKQG8hRMU01QYBj6WU5YCvgS/UthVRkhRVAtoDP6jbyxHGdPAjMTmVb3bpE+yyw+E7h1nuv5zuvt1p6FxRieR68zB0Wwo1+2otzyzZcuEe50Ii+bitmeStNgeKV1MCA8pUWN4R29CrTG80najEKGYcm6G7qWuEKZ4k6gKBUspgKWUisBrokqZOF2CFurweaCUU5/AuwGopZYKU8joQqG4vR/B2deCteqVYfeI2gQ+jc2q3Fs2juEeM+2cc5QqX49OKg2BFJ7h7VpkkV+UNreWZJUre6stUKO7IazXMKG+1OVCsIgzYClY2sPwVysfH8W61d9l+Yzt/Bv6ptbo8iSmMhAdw2+BziLou3TpqJrtIwCWLbU3KyFY+5Le1Zvbfl3NytxbLlMNTiEmKYU6t0eRf1U3JJtd7NVTopLU0s+XnIzcJeRzHuA5+WJtb3mpzwNVHMRR2BWFlZwYWqUY993rMPj5bz2SnAaYwEumd9WmfEzOqk5W2CCGGCCFOCiFOhoYadxKcS8F8DG9ell0BDzgWnHFSdx0IighiX8g+3vHtic/vIyDilhIe2qe11tLMlsjYJL7fE0gTH1ea+rppLcd8cS6jGIr8RbD++XU+8mhNbHIsf1z7Q2tleQ5TGIkQoKTBZ0/gbkZ1hBA2gBMQnsW2SCkXSylrSylru7kZ/482sJE37o72zNwaQGqq3g+aEWuurMHWyobuh1dCTKgS6ts7nXwROv/P/H2BRMUn8VnHClpLMX8Kl4IBf0OhYlTc+CE1Hcvy6+VfSUpJ0lpZnsIURuIE4COE8BZC2KEMRG9KU2cT0E9dfgPYI5VRqU1AL9X7yRvwATLOqG4i8ttZ83FbX86FRLLlwr2c3r1FEPIkhD+v/U772EScE55Av01KjmOdDLkdHsvyQzfoVtOTCsUtJG+11jiWgP5boXBp3gk6xZ3oOyy5sERrVXkKoxsJdYzhPWA7EACslVL6CyGmCiE6q9WWAS5CiEDgI2Cs2tYfWAtcArYBI6SUKWn3kRO8XtMTP/dCfLn9MgnJmkgwW6SUTN0/GqukeEZGJyp/4hI1tJZl9szdcQUh4OO2vlpLsSwKFYP+f9G4YGleiYljyflFXH2seyDmFCaZJyGl3Cql9JVSlpVSzlDXTZRSblKX46WU3aWU5aSUdaWUwQZtZ6jtyksp/zaFvqxgbSX4rGMFbofH8fORm1rJMEs2nfyOI2EX+CBW4t7vb8UjRSdTLoRE8ufZuwxq7E1xp/xay7E8HFzg7U2MsfHAMTmJibtGkpyqR0fICfQZ15nQ1NeNJj6ufL8nkMhYvR8U4NG1bXx5cTE1kqFH7y3gWk5rSWaPlJKZWwNwdrBjWPOyWsuxXAo4U+TtTYzDBf/YO/y8O510uDpGRzcSz+GzjhWIik9i/r5AraVoT9BeZu4aSZywYnL7JVg56zOFs8K+K6EcCQ5jZMtyOFp63mqtsXei3ZtbaSnzMz9kBzeOfqe1olyPbiSeQ4XijnSr6cnyQze4HZ6H82Ff2cbOP95mZ4F8DK88iDIe9bVWZBEoeasD8HIpwJv1SmstJ1cg7Asx4bX12FnZMOnc96SeWKa1pFyNbiSywMdtfRECvtpxRWsp2uD/B5Hr+jDDtQgVCvvSr+YIrRVZDOtPhXD1QTRj2vthZ6P/3YyFm1MpPq03ntP29qw9MBGOLtBaUq5FP2uzQHGn/Axq7M3Gs3c5H5LH4tuf/Q3WD2SORxkirayY1mQmtlZ6l0lWiE1U8lbXLFWY9pXdtZaT6+havjsNi9fna1dX7u4aD/98o7WkXIluJLLIsOZKOOc8lQ/7+BL4cxgHvGqxySqOgVUGUd65vNaqLIYlB67z8EkC41/J5XmrNUIIwcSGk5E2+ZjqVQG5axLs+0LJpa5jNHQjkUUc7W0Z1cqHo8Hh7L3yUGs5pufgXNj6CdG+7ZlaQFLWqSxDqw7VWpXF8DAqnkUHgtS81c5ay8m1eBT04IOaH3AoJYpNFVrBvpmwZ5puKIyIbiSywZv1SuHt6sCsrZdzbz5sKWHXZNg9Fap052uvioTGPWJqo6nYWefhxDjZ5OtdV0lKyWN5qzWil18vahStwZzUBzyq3ku5wdkxQTcURkI3EtnA1tqKMe3Lc+1hNOtyYz7s1FTY+gn88zXUGsCJBu+w9tp6+lToQ1W3qlqrsxiu3FfyVvet75X38lZrgJWwYkrDKcQnxzPDKT/UHQpH5inncmouvZnLQXQjkU3aVXKnduki/G/nVWISctGMz5Rk2PgunFgKDd8ntt0MJh6ZTMlCJXmvxntaq7MoZv0dgEM+G95vqU80zCm8nbwZXn04u27tZkfFVtDwfeVc3jIKUvWwOi+DbiSyiRCCcR0rEPokgSUHg5/fwBJIToD1/eHcb9BiArSZxrxz8wmJDmFKwynkt9HDSGSVg9dC2XcllPdblqNIXs5brQH9K/WngnMFZhybSUSTj6Hpp3B6JfwxFPTIsS+MbiRegFqli9CxijuLDwTz8Em81nJejoQn8GtPCNgM7WdDs0859+g8qy6toodvD+q419FaocWQkiqZ8VcAnkXy83YDL63l5DlsrGyY1mgaUQlRzDn5JbScAK0mwoV18FtvSIzRWqJFohuJF2R0OyUf9tc7r2kt5cWJDoXlr8L1A9BlPtQfTmJKIhMPTaSYQzE+rPWh1gotit9Ph3D5/hNGt/fT81ZrRHnn8gysMpDNwZs5EHIAmnwMnb6DoN2wsgvEhmst0eIwqpEQQjgLIXYKIa6p70XSqVNdCHFECOEvhDgvhOhpULZcCHFdCHFWfVU3pj5j4uXqQJ/6pVlz4haBDy0wpWJ4MCxrA6FXoPdvUKMPAAvPLSQ4MpiJ9SdS0K6gxiIth7jEFL7acYVqJQvTqWpxreXkaYZWHUpZp7JMOTKFyIRIqNUPeqyEe+fhpw4QeUdriRaFsZ8kxgK7pZQ+wG71c1pigbellJWA9sA3QojCBuWfSimrq6+zRtZnVEa28sHBzsby8mHfPQvL2kJ8hJIsyLcdAOdDz7Ps4jK6lO1CE089w1x2WHowmAdRCYzvqE+c0xo7aztmNJlBWFwYXxz/QllZoRP02aAYiB/bwSML7gHIYYxtJLoAK9TlFUDXtBWklFellNfU5bvAQ8Aik/06O9gxvEVZdgU85Kil5MMO3gfLXwEbexi4/f+zycUlxzH+n/EULVCUMXXHaKvRwnj4JJ4F+4NoV6kYdb31iXPmQCWXSgypOoTNwZvZfXO3stK7CQz4C5LjFUNx55S2Ii0EYxuJYlLKewDqe9HMKgsh6gJ2QJDB6hlqN9TXQoh8RtZndAY28qaEk4Xkw764AVa9oeQOHrQD3P4NsfHd6e+4EXWDqQ2nUsiukIYiLY9vdl0jMTmVMe31iXPmxDtV36GCcwWmHp1KeLw6FlG8mnJzZFcQlneCq9u1FWkBZNtICCF2CSEupvPqks3tFAd+BgZIKZ/OeBkH+AF1AGcg3VtaIcQQIcRJIcTJ0NDQ7H4Fo2Jva83HbctzPiSSzefvaqolQ6RUZqGuHwiedZTk8o4l/r/4xP0TrApYRa/yvWhQooGGQi2Paw+UiXN96pemjJs+hmNO2FrZMqPxDJ4kPmHakWn/xlxzKQuDdoKrD/zWS4lRppMh2TYSUsrWUsrK6bw2Ag/Ui/9TI5BukCMhhCPwFzBBSnnUYNv3pEIC8BNQNwMNi6WUtaWUtd3ctO+peq2GBxWLO/Ll9ivmlw87ORE2jlDCbFR+A/r+Afn/HQKKSYrh80OfU7JQSd2bKZtIKZn2VwAF7Kz1iXNmik8RH96r8R67bu1i6/Wt/xYUKgYDtoJPO2Vm9vbx+uzsDDB2d9MmoJ+63A/YmLaCEMIO+ANYKaVcl6bsqYERKOMZF42szyRYqfmwQx7HsfKwGeXDjg2Hn1+Ds79A83HQbSnY2j9T5auTX3E3+i4zGs+ggG0BjYRaJnuvPOTA1VBGtfLBpaDZ94zmWfpV7Ec1t2rMODaDh7EG9612DtDrl3/DeKzrB0lx2gk1U4xtJGYDbYQQ14A26meEELWFEEvVOj2ApkD/dFxdfxFCXAAuAK7AdCPrMxmNfVxp5uvG93uuERGbqLUcCAuCpa0h5Di8vgSaj4U0XjeH7hxi/dX19K/UnxpFa2gk1DJJTE5l+pYAyrg66BPnzBxrK2tmNJ5BUkoSkw5PejbUv5U1dJyjTCQN2KzMG4rOA1Ges4FRjYSUMkxK2UpK6aO+h6vrT0opB6vLq6SUtgZurv/v6iqlbCmlrKJ2X/WRUkYbU5+pGdfRj+iEZL7drbF7XdBeWNpKdXHdDFV7/KdKZEIkEw9PpKxTWUbU0DPNZZeVR24Q/CiGCa9W0DPOWQClHUvzYa0P+efOP/x+7ff/Vqg/HHquggf+sLg53Dmd4xrNFf3sNiJ+7o70qluKlUducu2BBhPspIRD38Kq16GgOwzeDaXSz0U9+/hswuLCmNFkBvms9a6S7BAWncC3u6/RzNeNFuUzdeDTMSN6+fWinns9vjjxBbeibv23QoVXFa8/Ya1Muju/NudFmiG6kTAyn7Qtj4OdNVM2X8rZDHYJ0bCuP+ycCBU6w+Bd4OydbtWtwVvZEryFIVWHUMmlUs5pzCXM3XmV2MQUPn9VnzhnSVgJK6Y3no6NlQ1jD44lKTWdoH/Fq8KQveBRG35/R8lLkcejyOpGwsg4O9jxURtf/gl8xI5LD3Jmp0/HHwI2QZup0H055EvfHfNO9B2mHaKsHmAAACAASURBVJ1GNbdqDKk6JGf05SIu3Y1i9fFb9K1fmnJF9fkkloa7gzuTGkziwqMLLDi7IP1KDq7w9p9Q5x04/D388kaejvmkGwkT0Kd+aXyLFWT6X5eITzLxXcjlv2BxC4h+AH1+h0aj/jNA/ZTk1GTGHRyHRDK7yWxsrGxMqy2XIaVk6hZ/HPPb8kFrH63l6Lwg7bza0aVsF5ZeWMrJ+yfTr2RtC698pQQHvH4QFjfLszO0dSNhAmysrZjcqRK3w+NYaqqcE0nxsHU0rH4TnL1g6H4o2yLTJksvLOXMwzOMrzcez0KeptGVi9nuf5+jweF83MaXwgX0XBGWzLh64/As5Mln/3xGVGJUxhVr9VMmn0oJy9rB0YV5Li2qbiRMRMNyrrSv5M78vUHcizSy7/Wja7CsNRxfBPXfVWaPFi6VaZOzD8+y8NxCOnp3pFPZTsbVkweIT0phxtYAyhcrRO+6mR9rHfPHwdaBL5p8wcPYh8/Oxk6PknVg6AEo1xq2jYG1b0N8ZM6J1RjdSJiQ8a9UIFVKZm01UpRYKeHMKljUTIlm2XsNtJ8FNpl7J0UnRjP24FiKFSjGhPoTjKMlj/HjoevcDo/j81crYmOt/21yA1XcqvBu9XfZdmMbm4M3Z165gLMSUr/NNKWLd2FjuHk4Z4RqjH62m5CSzgUY2rQMm87d5cSNlxz4enJfiTOzcQSUqAHDD0H59llqOuv4LO7F3GN209l68L4X4G5EHN/vDqRNxWI09nHVWo6OERlUeRA1/6+98w6Pqswe8HvSCBASmkCQjqFKEZAmVRAEXNSfoEhZF1SKSxEr2HUFRFcRV1BEseAuoOjSpChNRTrSO6HXpROSACnn98d3oyMmkDKZuUm+93nuk5k79955c+fOnPvVU6IeI1aO4MCF68yWIAK3DYY+80EC4NOOsPAVM/VNLsYGiWxmQKubKB0Rysszt5KUmVliVWHT1zCukZnmu/0oM0DOY4K+azErehazomfRt3ZfO6o6k/xjzjYU5aW7avhbxeJlAgMCf+vE8dSPT3EpMR3piMs2hP6/QL2/wrIxMPF2OLEt+2X9hA0S2Uz+kECGd6zOtmMXmLomlQE81+L8EZjWE759BIpXMRdmk8cgIH0fW/S5aF5f+ToNSjagX+1+mbC3/LjrJPO2HGdg65soW9TObZUbiQyLZGSzkew4s4PRa0anb6d8YdD5PXhwKlw8bno/LR0NiZezV9YP2CDhA+6qHUnDikV5a8FOzsSmo2ialGD6Z79/K+xZCG1fNUXc4umfaTQuIY4nlz5J/qD8jG4x2nZ3zQSXEpJ4eeYWKhYvyKMtKvlbx5KNtCzbkj4392H6runM2Tsn/TtW7QADVpgBrEtH5sq2ChskfICI8Po9N3PxUiKj5m6/9sYHVsCEFmakZ4Vm8PdV0OxxMxFZBhi5aiR7z+9lVPNRlChgp47IDBN/2sv+03G82rkm+YIydv4tOY9BtwyiXol6vLbiNfaey0DX9bAboMsn0GO66Zr+aQeYNTjXDMCzQcJHVClZiEeaV+LrdYdZvS+Vi+d0tOla9+mdcDkGuv0Huk+DIhUy/F4z9sxgZvRM+tbuS9PSTbMunwc5dCaO95fsoWOtUrSo4v+cJZbsJyggiDdbvEn+oPw8+eOTxCXEZewAUXfA31dCk4GwfjK8VxdWjMvxDds2SPiQwW1u4sbC+XlhxmauJDoJTmJOwJwnTNXS7oXQ8llTeqjWKc2R09di99ndjFg5goalGjKgzgAv/wd5h1dnbyUwQHjRNlbnKUoWLMmoZqOIPhfNiFUjMj7/WkhBaD8CBiw38z8teA7GN4Ltc3LsIDyvBgkRKSoiP4jIbudvkTS2S/LIJTHLY31FEVnl7D/NSVCUaygQEsRrd9dk14mLTFm0Gr5/Ed67BX79HBr0gSEboPVz5kLLBOcvn2fIkiGEhYTxRvM3CMxgFZXFsHDbCRZu/x9D2kQRGZHf3zoWH9P0xqb0q9OPWdGz+Gb3N5k7SInq0Otb6PENBIbAtB7wyR2w+4ccFyy8XZIYBixS1ShgkfM8NeI9ckl09lg/Ghjj7H8WeNjLfn6nTYmLTL7h3zy4vBO64n3T8PX31WaemLDMtx0kJScx7OdhHIs9xphWY7ihgK0iyQzxV5J4ZfZWbioRRu/bUp9F15L76V+7P00imzBi1Qg2/G9D5g8U1db0SrzrXTPW6d9dYGJr2DkvxwQLbweJu4HPncefY1KQpgsnZentwPTM7O9qkpPMHcSU7vCv+jSLW8Q3tGZY6c/Q+z42idmzyLgN41h2ZBnDGw6nbom619/BkipjFu7i8Nl4Xr/nZptMKA8TGBDIWy3fIrJgJEOXDuVEbBZmdA4Mgga9YdCv0PlfpkF7Sjf44DZY9xlcyWDbh4/x9regpKoeA3D+pnVrHCoia0VkpYikBIJiwDlVTXSeHwZuTG1nEenr7L/25MmT3vT3Lqd2w9I3YGxdcwdxeDU0fxIZupmLbd5kWnSQV6YTX3hgIRM3T+S+qPvoWqWrF8TzJluOnOfjn/fS7dayNK5UzN86Fj8TkS+C91q/R1xCHI8veZzLSVkcAxEUYgbgDVoH93xgRm3PHgLvVIcFz5useC5EMtowIyILgVKpvPQ88LmqFvbY9qyq/qldQkRKq+pREakELAbaABeAFap6k7NNWWCuqta6lk+DBg107do0pvv1NcnJcGIz7P4ets40jxGo1BLq94aqHc2FAiQkJfOXfy3jfHwC3w9tQaHQ4Ey95Z6ze+g+tztRhaP49M5PCQnMVc04PiMxKZm7x/3CiQuXWfRESyIKZO7zsOQ+Fh1cxONLHqdz5c68ftvr3ks0pQoHV8CqD818UMmJUKoW1O5msuRlomdjRhCRdara4HrbZXiElaq2vcabnhCRSFU9JiKRQKoZxVX1qPN3r4gsBW4BvgEKi0iQU5ooAxzNqJ9PSUqE/22Dw2vg0CqIXgyxTsmmTEOTXL3GPRAe+addgwMDGPl/tbjvg+WMnr+D1++5ZixMldPxpxm4eCAFggrwTqt3bIDIApN+2cfWoxcY36OeDRCWP9CmXBseq/sY4zeMp0qRKjxU8yHvHFgEyjc1S+wp2PINbJwC3z9vlhI1zfxsFVtCmVshxD8j/r09DHcW8BDwhvN35tUbOD2e4lT1sogUB24D3lRVFZElQBdgalr7e42Y46Y+sFApkw+6UEnIFw7B+c2iaobYJ1020wJfPAmx/4Pzh+HULlOVdGoXpPSlLniD+TBvaguVbzfHuw71yhWhz20V+WTZPu6qXTpDVRyXEi8xeMlgTsefZlL7SZQseP33s6TOwdNxvPPDLtpWL0mHm1MrJFvyOv1q92P32d28vfZtyoSVoU35Nt59g4LFoVE/s5zZaxq2d8w1c0P9/DYEBMON9c3knqVuNiWOYlE+CRwZrm665sFEigFfAeWAg0BXVT0jIg2A/qr6iIg0BSYAyZg2kXdV9RNn/0qYAFEUWA/0VNVrVgRmurrpwHIzMjIzRJQzU2QUr2o+uLK3QuHymRrXEH8lifbv/kSAwLwhLcgfcv1uq8mazDM/PcOC/Qt4p9U73FH+jsz8FxZMtrm/TlrN+oPn+OGJFrbLqyVN4hPjeWTBI+w8u5NJ7SdR+4ba2f+ml87DwVVwYJn5zTq+BRI98tPU7QH3jM/UodNb3eTVIOEPstQmkXjFlA5ijkPMMbgSCwnxZpEA034QmA/yFYKwkmb4fVgpr0fv5dGn6D5xFX1bVOK5jtWvu/3YX8fy8eaPeaL+E/S+ubdXXfIaX609xDPTN/Ha3TX5a5MK/taxuJzT8afpObcncYlxfNnhS8qGl/WtQHKSKWkc32xmaShaEWp1ydShbJDIYQz/djPT1hzk28duo27Zwmlu99/d/+Wl5S9xX9R9vNzkZe81ouVBjp6Lp/2Yn6hROpwpjzYmIMCeS8v12X9+Pz3n9aRIviJM7jCZwqFpf1/dTHqDhO0I7hKGd6xGyfBQnpm+kcuJSalus/jgYl5d8SpNIpvwfOPnbYDIAqrKs99sIkmVf3atYwOEJd1UiKjAe63f4+jFowxeMpj4RC+nJ3YZNki4hPDQYEbeW4tdJy7y7sLdf3p99bHVPP3j09QoVoMxrccQHGB74GSFf686yM+7T/F8p+o2T4Qlw9QrWY9RzUex8eRGHl/yOFeScvYkftfCBgkX0bpaCbrdWpYPf4z+Q7rTLae2MGjxIMqFl+ODth9QMDhzcztZDAdPxzFy7naaRxWne8Ny/tax5FDaVWjHK01eYfnR5Tz949MkJCf4WylbsEHCZbxwVw3KFinA0GkbiLmUQPS5aAYsHECR0CJMuGMCEfki/K2Yo0lOVp6avpFAEUbfV9tW2VmyxL1R9zKs4TAWH1rMi7+8SLIm+1vJ69h0ZS4jLF8QYx6oQ9cPV/DszEXslLcICghi4h0TbfIgLzDpl32s3neGt7rUpnRh293VknV6VO9BfGI8Y38dS/6g/LzU+KVcdfNhg4QLqV++KD2a5efbYy9QKH8gkztO8n1Xu1zIliPnGT1/B+1qlKRL/TL+1rHkIh6p9QhxCXFM3DwRVeXFxi/mmqn6bZBwIdHnovn54msEBQqXD/YlIsgGiKwSezmRQVPWUzwsH292sdVMFu8z6JZBAEzcPJHLSZf5x23/yBW55W2bhMvYfno7fRb0IUACGNvyQ+Jii/PEtI0kJefs8Sz+5uVZWzlwOpYxD9SlcAE7x5XF+4gIg+sNZtAtg5izdw7P/PQMCUk5vzHbBgkXserYKnov6E1IYAiT2k+iVaVavNK5Jsv2nGL8kj3+1suxzNxwhOnrDjOw9U12CnBLttO3dl+eufUZfjjwAwMWDSDmSoy/lbKEDRIuYf7++fRf2J/IgpF82eFLKkRUAKDbrWW5p25pxizcxfLoU/6VzIEcPB3H8//dQv3yRRjcJsrfOpY8Qq8avRjRbATrjq/jofkPcTz2uL+VMo0NEn5GVZm0ZRLP/PgMtYvX5rM7P/vDjK4iwoh7a1GheEGGTN3AyZgsJj7JQ1xKSGLglF8RgbHd6hIUaC93i+/oXLkz49qO4+jFo/SY24MdZ3b4WylT2G+NH7mUeInhy4YzZt0Y2lVol+Y4iIL5ghjXvR4X4hMYOm2DbZ9IJ6/O3samw+f5Z9c6lCliR1VbfE/T0k35/E6T0bnX3F58t/c7PxtlHK8GCREpKiI/iMhu529qWelai8gGj+VSSgpTEflMRPZ5vJZrkzUfjz1O7/m9+W7vdwy6ZRBvtXiL0KDQNLevHhnOa3eb9ol/Lf7ztB2WP/LV2kNMWX2QAa0q076mzRFh8R9Vi1Zl2l3TqFGsBsN+Hsaba94kMTnx+ju6BG+XJIYBi1Q1CljkPP8DqrpEVeuqal3gdiAO+N5jk6dTXlfVDV72cwVLDy2l6+yu7D2/l7Gtx9K3dt90dcm8v0FZ/q/ejby7cDffb825dZzZzZYj53lhxhZuu6kYT95Rxd86FgvF8xfn4/Yf06N6DyZvm0yfBX04HHPY31rpwttB4m7gc+fx58A919m+CzBPVeO87OFKriRd4Y3VbzBo8SAiC0Yy9a6p3F7u9nTvLyKMvLcWtctEMHTaBnadyNm9JrKDUxcv02/yOooVDOG9brfYdgiLawgOCGZYw2GMbj6a3Wd302V2F2ZHz8bt6Rq8/Q0qqarHAJy/15tHohsw5ap1I0Rkk4iMEZF8XvbzGxtPbuSBOQ/w7+3/pmf1nnzZ8UsqRlTM8HFCgwOZ0Ks++UOCePSLtZyLy72zT2aUy4lJ9Ju8jlMXL/Nhz/oUC8s1l48lF9GxUke+6fwNVYtU5bllz/HE0ic4EXvC31ppkuEgISILRWRLKsvdGTxOJFALWOCxejhQDbgVk8L02TT27Ssia0Vk7cmTJzP6L/iU2IRYRq0aRa+5vYi5EsO4NuN4tuGzhARmfkBXZER+JvSqz7Fzlxj4n/UkJOW+ScUyiqoy/JvNrDtwlrfvr0OdayRuslj8Temw0kxqP4nH6z3Oz0d+pvOMznyx9QtXtlV4O8f1TqCVqh5zgsBSVa2axrZDgJqq2jeN11sBT6nqXdd6T7dmpktKTmJm9EzGrR/HyfiTPFjtQQbXG+zVab6/XnuIp6dvomv9Mnl+qonxS/fw5vydDG1bhSFt7XgIS87hUMwhRq4aybIjy4gqEsWQW4bQokyLbP8++ysz3SzgIefxQ8DMa2z7IFdVNTmBBTFn5x5gi5f9sh1VZemhpXSZ3YWXl79MqYKl+KLDFwxvNNzreSC6NijL4DZRfL3uMGMX5d0eTzPWH+HN+TvpXKc0g9vc5G8diyVDlC1UlvFtxvNOq3eIT4hn4OKB9JzXkxVHV7iivcLbJYliwFdAOeAg0FVVz4hIA6C/qj7ibFcB+AUoq/r7BOwishi4ARBgg7PPxWu9p1tKEpeTLjMneg6Tt00m+nw05cPLM6TeENqWa5utdwSqytPTNzF93WHe6lKbrg3y1mSAS3f+j0c+X0uDCkX4rHdDQoNzx8yblrxJQnICM/fM5MONH3Ii7gRVilShW7VudKrYiQLB3h3rk96ShFeDhD/wZ5BQVTad2sS8ffOYt28eZy6doVrRavy1xl+5s+KdPksxmpCUTJ/P1rA8+jQf9KhHuzwyLmD9wbN0n7iKisULMq1fYwqF2pSultxByk3nlB1T2Hl2J4WCC9G6XGvuKH8HTUo3IV9g1jtl2CBxHRKTE7mSdCXD0fl0/GnWnljLmuNrWHZkGUcuHiEkIISWZVvyQNUHaFiqoV/aBi5eTqTnx6vYdvQCEx9qQMsqN/jcwZfsPB5Dt49WUCg0mOkDmlCiUNoDES2WnIqqsuHkBqbvms6Sg0uISYihQFABGpRqQL0S9WhSugk1itXI1LFtkLgOW09vpducbpQqWIqK4RWpEFGBIqFFCAsOIyw4jGRNJjYhlrjEOE7GneTAhQPsv7CfE3Gmq1qBoALUL1mf9hXac3u52ykUUsjb/1qGOR+XwIMTVxJ98iKf9W5Ik8q5c8bTncdj6D5xJUGBwlf9mlC+mM35bcn9JCQlsOb4GhYdXMSaE2vYd34fnSp14o3mb2TqeDZIXIdjF48xe+9s9p/fz77z+9h/YT8XE1Jv/ggPCadCRAUqhFegcuHKNCjZgOrFqvusOikjnL54mQc+WsnRc/F8+rdbaZTLpsb2DBBTHm1MpRvC/K1ksfiFM5fOEJ8Yz41hN2ZqfxskMkFiciKxCbHEJsQSIAEUCC5A/qD8rgwG1+LEhUt0n7iSw2fj+bBnfVpXyx25sbcdvUCvT1bZAGGxeAF/dYHN0QQFBBGRL4LSYaUpVbAU4SHhOS5AAJQMD+Wrfk2IKhnGo1+sZfbGo/5WyjLLo0/xwIQVBAcG2ABhsfgQGyRyKcXC8vGfRxtTr1wRBk9dz+fL9/tbKdPM2XSUv01aQ6mIUL59rKkNEBaLD7FBIhcTHhrM530a0qZaSV6etZUXZmzOUVN4qCof/RTNoCnrqVM2gq/7N6F04fz+1rJY8hQ2SORy8oeYCQH7tazElysP8rdPV+eISQFjLycycMp6Rs7dQYebSzH54UYULpD5+a4sFkvmsEEiDxAYIAzvUJ1/dq3D6n1n6PTeMtYdOONvrTTZe/Ii947/hXmbjzGsQzXGda9nR1JbLH7CBok8RJf6Zfi6f1MCA4T7J6zkvUW7XZUKVVWZvPIAnd5bxsmYy3zRpxH9W1bO0xMXWiz+xgaJPEbdsoX5bnAz/lI7knd+2MX9E1aw4/gFf2tx7Hw8f520mhdnbKFBhSJ8N7g5zaKK+1vLYsnz2HESeZgZ64/w2pxtnI9P4OFmFRnSJoqC+YJ86nApIYlPlu1j/JI9JCs816k6PRuVs6UHiyWbSe84Cd/+IlhcxT233EjLKjcwev4OPvppLzPWH+GxVpXp1rBctrcBJCUrczYd5c35OzlyLp52NUryQqcalCvm3ZkuLRZL1vD2VOFdgVeA6kBDVU31Fl9E7gTGAoHAx6r6hrO+IjAVk5XuV6CXql6zK44tSXiHdQfOMnr+DlbvO0OJQvno17IyXRuUIdzLM6vGX0li1sYjTPhxL3tPxVIjMpwX7qpO08q2asli8SV+mZZDRKoDycAETFa5P/16i0ggsAu4AzgMrAEeVNVtIvIV8K2qThWRD4GNqvrBtd7TBgnvsiL6NO8u3MWqfWfIHxzIXbUj+Uud0jSpXIzgwMw1YSUlK2v3n2HOpmPM2HCEmEuJ1CwdzmOtbuLOm0sRGGCrliwWX+OX6iZV3e68+bU2awjsUdW9zrZTgbtFZDtwO9Dd2e5zTKnkmkHC4l2aVC5Gk8pN2HT4HP9ZdZBZG4/y9brDhIcG0bhSMRpVKkbN0uFElQijaMGQP33WqsqZ2CtEn4xl69HzrN1/lhV7T3Mm9gohQQF0uLkU3W4tR+NKRW27g8WSA/BHm8SNwCGP54eBRkAx4JyqJnqsz9z0hpYsU7tMYWqXKcwrnWvy066T/LDtBCv3neb7bSd+2yZfUADFw/KRLygAxVQlnYm7wpXE30d131g4Py2r3EDb6iVpWfUGwnzcMG6xWLJGhr+xIrIQSC312fOqeq2c1r8dIpV1eo31qTn0BfoClCtXLh1vacksocGBtKtZ6rdsdycuXGLn8Rh2/+8iJy5c4tTFy1xJTEZECA0KoGhYCCULhVK5RBhVSoYRGWGn0bBYcjIZDhKq2jaL73kY8EzEXAY4CpwCCotIkFOaSFmfmsNHwEdg2iSy6GPJACXDQykZHkqLXJ75zmKxGPwxmG4NECUiFUUkBOgGzFLTgr4E6OJs9xCQnpKJxWKxWLIJrwYJEblXRA4DTYDvRGSBs760iMwFcEoJA4EFwHbgK1Xd6hziWeAJEdmDaaP4xJt+FovFYskYdsS1xWKx5EFsZjqLxWKxZBkbJCwWi8WSJjZIWCwWiyVNbJCwWCwWS5rk+IZrETkJHHCeFseMt3Ab1itjWK+MYb0yhvUylFfV6w54yvFBwhMRWZue1npfY70yhvXKGNYrY1ivjGGrmywWi8WSJjZIWCwWiyVNcluQ+MjfAmlgvTKG9coY1itjWK8MkKvaJCwWi8XiXXJbScJisVgsXiRHBQkRKeZvh9QQkXz+dkgNESnjb4e0EJGi/nZIDXFpujwRKe38dc13VkSqicjD/vZIDREp5G+H1BCRCH87ZBTXXHDXQkTCRORtYJaIDBeRxv52gt+8xgDjRKSjiIT72wl+83oH+F5EXJWVycNtlog8LiI1XOBUSET+JSJV1YX1ryLSBTgsIg1VNdnfgUJECjqf4VLg/9x08+a4vQ98IyLdRaSiv53gD9f91yLyqIhU9bdTenF9kBCR+sBs5+kAIBy4339GBhFpB6wALgHLgEeADn6VAkSkNbAWk1Cqgaoe9LPSb4hIGCZ3eRLwHFALqOdnp5uAqcCjwGv+dLkGAcBx4G0AVU2+9ubZh4j8H+b6isGcs0BVPe0vn1R4DfMb8TpwC/CGf3VARFoCCzHX/QigGZDV5G0+w7VBQkQCnYfHgb+r6pOqugkIAX71o1dKdUQM8E9VHa6qnwE7gapXbeNLr5TP8gpwDhimqnEiUlNESvjaxxOP81EKqKSqT6vqT5iUtcf9ZwaYz/EtIAyoKSJ3gv+rnUQkwMOhENARCBORx5zX/ZUsfDtwn6q+rKqzgfIuOmdhmHM1yrm+RgABIvKCP70w2Tj7Odf9j8BlYL9/ldKP64KEiESJyATgeRGppKpHVHWbiESIyFhMKaKdiIwXkZI+9KomIh8Cg0UkXFVXAFNEJNjZZAcmURK+rLK4yitCVX8BfsFUgc0CxgGfishAX9fTpnLO9pjVMklEVgJNgX4i8o6vqixEpLKI9E55rqongDVOMqyxwEvOep9XO3m6OaWFlB/dKKAy0B94UUSigIK+dnLY4Xwfg0SkADAHKOE4+/ScOb8VY0Wkv4gUUdWLQElMtktU9RwwGugiIqX86BWtqhtFpIiIfAm0B3qJyFNubZvzxFVBQkSGYlKWbsNceCM86hQvADNUtSzQD0gAXvWRV0XgSyAaqAO8LyKNVPWKqiY4mzUDdvnCJw2v2sAHIlIdGAVUBBaraitM/+sozN2oP9zqABNEpBpwG/A9sFlVqwEvAoFAXx84PQasA4aKyH3OugBVjQVQ1YlAsogMyW6X9Ljx+/fzFPCrqq7CVG/uBOp6lLZ96SRgMkyqahxQBLjR2T5bfa5yGwb8FzgCtOL3LJavAN1EpLjzfBOm7aSTn7wmeJyX85hMnOUxv11lMYHf1bgqSABngN6qOhYYirn4yoK5S1HVJc7jeEyV0xEfeVUDTqnqW5gAtQfoJCIVAJzSRBFMjm5EpJGIFPaD1w6gF6DAXar6LoCqzgSKAnE+cErLbTvQE8gPFAAuOm47gKOYKrLsJhrTdvQi0F1EQp2GYPH4Ir8APCwiwSLyFxEp7wOvtNwSndcigKkishGTIz4GWKGqSX5wSjlfKb8ds3Dy0vvABzCN05jr5wFVfRP4G1BNROqq6nrM9zCl/eYKpi3gpJ+8bnYWVDVZVWc5j7djrnk3TjT4B9wWJGYCq0Ukn3OHvgfTCPUHRKQu5s4z2kdeW4BLIlLN8ZqL+aFr7ryeUj9cX0S+B3qncgxfeeUDOjhFbwBEpA5QDt9ekGmdszaYAN9URG4V07vpHswNQraiqguAb4ENzvsNcF6SlB84VV0KxGNKrn8HEv98JN+5OfX8azB12P1V9X5MQ3u2N8he53ylNJ4fALaKb3vRxQHfqOpW57fiErAeUyIFeAJoLiL9RKQ90ALwRWN/al6/enj9hojUxjRe++pGN/Ooqs8XIPyq55LGdr8CdTyelwD+jfnSPJANXoU9XVIeAzdhqnAe8XjtceBF53EzzEW4COjmIq9ITOBdmR1egIfnzQAABhlJREFUmXAbCjznPH4K02ttk7c/y7ScPJ4HYXqifQdEpWwDBAOPYX74fHq+0nCr4qwreNU2AW44X87fOs41VtQf58tZF4ipoq7ose42TLBYCfRwkVekc92vyq5rzOv/q8/f0BRd12LuhO531gVctY0ANYC5Hs+rOo87ZpPXC8BG4B2gT8qH7PH6o5gibGPneWNMvTqYRsQnXeS1yeP1v2XjZ5npc+Y8v8FHTn/6UcX0tBoFvOA8T/lBrunj85UuN+c7kPLDnOpNlY+dqnp+1n4+X82AOSnnBijlNq+Uc+j8zRHBIWXxWXWTiJQSkamYBtTemDvIoSJSTD36fYuIqDmTEcABEbnf+UDaO6/N9bJXpNPjoBrQFfgZ6CMi+VU1yaPudQGmu+ZLTle7CpiqsYKqGquqb7vIa43zGDXdc72KN86Z4+a1euLrOP2pqkFVjwOfAQ+JSCzQ2bm+tnrLyUtuF4G7MIFBndez3IvIC+erE6bty+uk182pigNzV7/KaVzfivNb4SYvEdmG03FEVad62y1bye4oBIQ6f8OB7h7rSwCf4lGddNV+r2GqcKYBLbLRqwAed49AH0wpJ+X1PxQpMX3qZ2Dq3BvmFS+3umXSKcC5/lZhqiOau+h8ZaubG52y4uY8n+j8VnydHW5u9fLVkn0HNmMG3sd0v2yHqe8N8ni9OKbNofhV+6UUqe8AHvaBVwFnfQimO9ohTNfNmSkf7FXeQvZUk7jSy61umXTyrAoLBbq66Hxlq5sbnbzh5lxbD5MN1apu9fL1kj0Hhbsxxb6XMd0fpwP3XLVNNWB2Kvt6rb41HV5fe3oBt3g87g9s9cmH4FIvt7pl1cnN11h2uLnRyc3Xl5u9/LFk19D+s8A/1Kl7c7o5VnYeB6rpblgBOOas+wtwRlV/Uees+9oLQE0f6xTmY7rRFVLVmGx0crOXW92y5OTmayyb3Nzo5BW3POjlc7IcJDwamj1ZBoSISJCaAUHRmK5f6O8DbpoDoSLyCaYx+6msumTF66p9K2CKmVu8/aG71cutbm50crObG53c7uZWL7eQpd5NIhLseXJTWvXVjCy8pL+PGG2MGQ3sSS1MX+Y1qtpCVVdnxcUbXmKmGX4FM4p0nqoO85aTm73c6uZGJze7udHJ7W5u9XIVms56qasXzGjUH4HhQGuP9QEej4MwDV4zgXLOuibO305cNUjIG4sXvBrgNFDlBS+3urnRyc1ubnRyu5tbvdy2ZKgkIYZIEfkvpvfRC5jxDPc6kTVAnf7CIlJBTRTOh5k7pbmILMXMAVNAVb9TZ2K1rOIlrwfFjHlYq2bislzr5VY3Nzq52c2NTm53c6uXq8lA1A1y/gYDt3usHwC84vG8PKY30weYCNwO01d4HnCvt6Oc9codbm50crObG53c7uZWL7cv6TqxwD8xc+23u2r9E5gRtd9j5uGvBfwFGOmxXVHg8ez4wK1Xzndzo5Ob3dzo5HY3t3rllOV6J1eA8ZgBIz2AHzD1eCkjDDtiBpYUxkTj/1y1f7bM7WK9coebG53c7OZGJ7e7udUrJy3X6wJbCKgLtFfVGBE55ZzU+4Ev9Pd5lK6IyCHglIiEYOrvkjX75pe3XrnDzY1ObnZzo5Pb3dzqlWO4ZsO1ql7AzGP/N2fVL5h52xuJRzpAEcmPSXYToyZbW5I6YTg7sF65w82NTm52c6OT293c6pWTSE/vpv9iUiVGqklkswmTyDtSTJ7bNzH5HXao6vPZ6Gq9cqebG53c7OZGJ7e7udUrR5CeILEMOI0TiVX1V6AhZoxDIvATJhPay9klab1ytZsbndzs5kYnt7u51StHcN1pOVT1mIjMAN4QkT2YiHsJJ62jqs7JXkXrlZvd3OjkZjc3Orndza1eOQZNfy+BDsAkzND0gendL7sX65U73Nzo5GY3Nzq53c2tXm5fUnI3pAsRCTZx5bf5TFyB9co4bnRzo1MKbnRzo1MKbnVzq5ebyVCQsFgsFkvewmc5ri0Wi8WS87BBwmKxWCxpYoOExWKxWNLEBgmLxWKxpIkNEhaLxWJJExskLBaLxZImNkhYLBaLJU1skLBYLBZLmvw/uB2wGJroAlQAAAAASUVORK5CYII=\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -282,7 +318,7 @@ "earth_coords = pd.DataFrame({'x':x,'y':y,'z':z})\n", "\n", "earth_coords.plot()\n", - "plt.title('sun position in Earth coordinate system')" + "plt.title('sun position in Earth coordinate system');" ] }, { @@ -301,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -314,22 +350,14 @@ }, { "data": { - "text/plain": [ - "Text(0.5,1,'sun position in panel coordinate system')" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -352,7 +380,7 @@ "panel_coords = pd.DataFrame({'x':xp,'y':yp,'z':zp})\n", "\n", "panel_coords.plot()\n", - "plt.title('sun position in panel coordinate system')" + "plt.title('sun position in panel coordinate system');" ] }, { @@ -385,27 +413,19 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'Ideal tracking angle without backtracking')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -420,7 +440,7 @@ "wid.plot(label='tracking angle')\n", "ephemout['apparent_elevation'].plot(label='apparent elevation')\n", "plt.legend()\n", - "plt.title('Ideal tracking angle without backtracking')" + "plt.title('Ideal tracking angle without backtracking');" ] }, { @@ -432,27 +452,19 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'Ideal tracking angle without backtracking')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -463,7 +475,7 @@ "# Have to account for which quadrant of the x-z plane in which the sun \n", "# vector lies. Complete solution here but probably not necessary to \n", "# consider QIII and QIV.\n", - "wid = pd.Series(index=times)\n", + "wid = pd.Series(index=times, dtype=float)\n", "wid[(xp>=0) & (zp>=0)] = 90 - tmp[(xp>=0) & (zp>=0)]; # QI\n", "wid[(xp<0) & (zp>=0)] = -90 - tmp[(xp<0) & (zp>=0)]; # QII\n", "wid[(xp<0) & (zp<0)] = -90 - tmp[(xp<0) & (zp<0)]; # QIII\n", @@ -475,7 +487,7 @@ "wid.plot(label='tracking angle')\n", "ephemout['apparent_elevation'].plot(label='apparent elevation')\n", "plt.legend()\n", - "plt.title('Ideal tracking angle without backtracking')" + "plt.title('Ideal tracking angle without backtracking');" ] }, { @@ -494,27 +506,19 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'Ideal tracking angle with backtracking')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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07dq1o0GDBnTv3p1rr732rPndunXjgw8+oFGjRtSuXZs2bdoAUKZMGcaMGUPfvn3JysqibNmy/Pbbb2ce1759e0aMGMG111571vTzefbZZ7npppv49ttv6dSpExUqVKBkybPbRxs3bkzTpk2pX78+1atXp127dm5Z79VXX826deto27YtYHVxHTduHGXLli1Q7Ep5y85DJ/jPdyuZv/kg7WvG8Eq/hsSWzrsoZKtVriTT1+wl7XQmoSHBXojU+7x6DWl3yu16DuvWraNu3boOReRbTp06RXBwMEWKFGHBggXcd999Zw6U+8p69fVSTsnKMny1aDsv/7KeIBH+79q6DGgZV+CTM6et2sP9Xy3jp4fa06BShIejdS8RWWqMaZHfcrrnEKB27NhB//79ycrKomjRonz00Uc+vV6lvGXHwRMM/S6BhVsO0SE+hlf6NaJSZPELWketctYJnxv3HfO74lBQWhwCVHx8PMuXL/eb9SrlaVlZhi8WbOPV6RsoEiS82q8h/VsUfG/BVZXocIoGB7EhgA9Ka3FQSgW8bQeOM/S7lSzeeohOtcrwct+GVLzAvQVXIcFBVC8TzqYAPijt9eIgIpHAx0ADwAB3ARuAb4GqwDagvzEmZzeYAjhft1DlO/z1WJfyL1lZhs/mb+O1X9cTEhzE69c34vrmsW75jogvV5LlOy7qa8ovONGV9R1gujGmDtAYWAc8CfxujIkHfrfvX7DQ0FAOHjyoXzw+Lvt6DqGhoU6HogLY1gPHuXHMAl74aS2X1Yjht0c7ccNFNiPlpnpMOLtSTnIqw33jpvkSr+45iEgpoCNwB4AxJh1IF5HewOX2Yp8Ds7GuK31BYmNjSUpKIjk52R3hKg/KvhKcUu6WmWX49K+tvP7rBooVCeKNGxrTt1klt7coVC8TjjHWAe74ABxGw9vNStWBZOBTEWkMLAWGAOWMMXsAjDF7RCTXDvEiMhAYCFC5cuUc80NCQvTKYkoVYpuTU3liYgLLdqTQuU5ZXurbkHKlPLOHWi3GGv1gy4HjWhzctL1mwEPGmEUi8g4X0IRkjBkDjAHrPAfPhKiU8jeZWYZP5m3hjRkbCQ0J5q0bG3NdE/fvLbiqaheHrQcCc3RWbxeHJCDJGLPIvj8JqzjsE5EK9l5DBUDHWlBKFUji/lSemJTA8h0pXFWvHMOva0BZD+0tuCoVGkJMiWJsTdbicMmMMXtFZKeI1DbGbAA6A2vtv9uBV+z/U70Zl1LK/2RkZvHxvK28+dtGwooG886AJvRqXNGrvRWrx4TrnoMbPQR8JSJFgS3AnVi9piaIyN3ADuAGB+JSSvmJTfuO8fiklSTsTKFr/XK8eF0Dypb0fu+3ajHh/L4+MBs6vF4cjDErgNzG9ch5+TOllHKRkZnFR3O38tZvGwkvFszIm5rSo1EFx85tqhoTzoHUUxxNO02p0Nyvt+Kv9AxppZRf2Jycyr8nJLBiZwrdG5TnxesaEFMi55URvSm7x9K2A8dpFBvpaCzupsVBKeXTXM9bKF40mHdvakpPB/cWXFUv80+PJS0OSinlJdsOHOeJSQn8ve0wXepa5y04cWwhL5WjwhCBLQHYY0mLg1LK52RlGb5cuJ1XfllPkWDx2FnOlyo0JJhKkcUDsseSFgellE/ZeegEQyetZMGWg3SqVYZX+jWkQsTFj6DqadUCtDurFgellE8wxvDN4p0M/3ktIsIrfRty4wVcnc0pNcqUYMKSnWRkZlEk2ImxTD0jcDJRSvmt3Skn+dfYxTz1/Soax0Uy/ZEODGhV2ecLA0DTypGcSM9k3Z7AuvCP7jkopRxjjGHS0iRe+HEtGVmGF3vX55bWVQgK8v2ikK11tWgAFm09SMPYwLlkqBYHpZQj9h9NY9jkVfy+fj+tqkUx4vrGVI4OczqsC1Y+IpQq0WEs3nqIezpUdzoct9HioJTyKmMMPyTs5pmpa0g7ncl/e9Tjzsuq+tXewrlaVY1i5rp9ZGUZv87DlR5zUEp5zYHUU9w3bhlDxq+gRplwfhnSgbvbV/P7L9RW1aI4fOI0m/YHzjWldc9BKeUV01bt4ekpq0lNy2BY9zrc06E6wX5eFLJlH3dYvPUgtcsHxoV/tDgopTwq5UQ6z0xdww8Ju2kUG8EbNzQOuCunxUUVp3ypUBZtPcRtbas6HY5baHFQSnnMnI3JPDEpgYOp6Tx2VS3uv7xGQJ0LkE1EaFUtioVbDmKM8YsuuPkJvFdJKeW4E+kZPDN1Nf8au5iSoSF8f387Hu4cH5CFIVvbGtHsP3aKDfsC43wHR/YcRCQYWALsMsb0EJFqwHggClgG3GaMSXciNqXUpVm+4zCPTUhg64Hj3N2+Gk90rU1oSLDTYXlc5zplAfhtzT7qlC/lcDSXzqkyPgRY53L/VeAtY0w8cBi425GolFIX7XRmFm/M2EC/9+eTnpHF1/e25r896hWKwgBQtlQoTeIi+W3dPqdDcQuvFwcRiQWuBT627wtwJTDJXuRz4Dpvx6WUunib9h2jz+i/GPlHIn2axvLLIx24rEaM02F53VX1yrEy6Qh7jpx0OpRL5sSew9vAUCDLvh8NpBhjMuz7SUAlB+JSSl2grCzDx3O3cO3IeexOSeODW5vzRv/GAXfJzIK6ul45AGau9f+9B68WBxHpAew3xix1nZzLoiaPxw8UkSUisiQ5OdkjMSqlCmZXyklu+XgR//t5HR3jY/j1kY50a1De6bAcVbNsCarFhDMjAIqDtw9ItwN6icg1QChQCmtPIlJEith7D7HA7twebIwZA4wBaNGiRa4FRCnlWcYYvlu2i+d/WEOWMbzWrxE3tIgNiO6bl0pEuKpeOcbO28qRk6eJKO6/e1Be3XMwxgwzxsQaY6oCA4A/jDG3ALOA6+3FbgemejMupVTBHEw9xeBxS3l8YgJ1K5Ri+iMd6e8H11zwpm4NypORZfh19V6nQ7kkvtLp+D/AYyKSiHUM4hOH41FKnWPm2n10fXsOs9Yn89Q1dfhmYBviovxvFFVPaxoXSdXoMCYvT3I6lEvi2BnSxpjZwGz79haglVOxKKXylnoqgxd/XMu3S3ZSt0Ipxt3TOCD68XuKiNCnaSxvzdzIrpSTVIr03Uucno+v7DkopXzQ0u2HueaduUxcupP7L6/BlAcu08JQAH2aWh0upyzf5XAkF0+Lg1Iqh4zMLN76bSP9P1xAZpbh20FtGdqtDsWKFI4T2i5V5egwWlYtzeRlSRjjn31ntDgopc6y/eBxbvhwAe/8volejSvyyyMdaFk1yumw/E6fprFsTj7OyqQjTodyUbQ4KKUAq4vqxCU7ueaduSTuT+Xdm5ry1o1NCu0JbZeqR+MKFA8J5utFO5wO5aJocVBKkXIinQe+XsYTk1bSoFIE0x/pSK/GFZ0Oy6+VCg2hd5OKTE3YxZGTp50O54JpcVCqkJufeIBub89lxpp9DO1Wm6/vbeO3PWx8za1tqpB2OovJy/yvW6sWB6UKqVMZmbw0bR03f7yIsGLBfH9/O+6/vGbAXLrTFzSoFEHjuEi+WrTD7w5Ma3FQqhDatO8Yfd6bz5g5W7ildWV+eqg9DWMjnA4rIN3aujKJ+1NZuOWQ06FcEC0OShUixhg+n7+NHiPnsfdoGh/9qwXD+zQkrKheMdhTejauSOmwEMb+tdXpUC6IviOUKiSSj51i6KQEZm1IplOtMrx+QyPKlgx1OqyAFxoSzG1tqjByViJbklOpXqaE0yEViO45KFUIzFq/n25vz+GvzQd5rmc9PruzpRYGL7qtbVVCgoP4ZJ7/7D1ocVAqgJ3KyOTFn9Zy52d/U6ZkMX56qD13tKumo6h6WZmSxejTpBKTliZx6Hi60+EUiBYHpQLU5uRU+o6ezyfztnJ72ypMeaAdtcqVdDqsQuueDtU4lZHF5/O3OR1KgWhxUCrAGGOYsGQnPd6dx66Uk4y5rTnP925AaIiOi+Sk+HIluapeOT79aytH03z/pDgtDkoFkKNppxkyfgVDJ62kcVwE04d05Or6hfvSnb5kSOd4jqZl8Nlf25wOJV9aHJQKEMt3HObad+fy86o9PH51Lb66pw3lI/Sgsy9pUCmCLnXL8ck839978GpxEJE4EZklIutEZI2IDLGnR4nIbyKyyf5f2ptxKeXPsrIMo2cncsMHC8jKggmD2vDglfF6prOPGtI5niMnT/O5j+89eHvPIQP4tzGmLtAGeEBE6gFPAr8bY+KB3+37Sql87D+axm1jF/Ha9A10rV+eaUM60LyKDq/tyxrGRtClblk+nreVYz689+DV4mCM2WOMWWbfPgasAyoBvYHP7cU+B67zZlxK+aM/1u+j2ztzWbr9MK/2a8iom5sSUVyH1/YHQzrXsvYefLjnkmPHHESkKtAUWASUM8bsAauAAGXzeMxAEVkiIkuSk5O9FapSPuVURibP/7iGuz5bQln73IUbW1bWcxf8SMPYCDrX8e29B0eKg4iUAL4DHjHGHC3o44wxY4wxLYwxLcqUKeO5AJXyUZuTU+nz3nw+/Wsbd1xWlSkPtKNmWT13wR8N6RJPyonTfLFgu9Oh5MrrxUFEQrAKw1fGmMn25H0iUsGeXwHY7+24lPJ13y1Nose789hz5CQf/6sFz/Wqr+cu+LFGsZF0rlOWD/7czGEfPGva272VBPgEWGeMedNl1g/A7fbt24Gp3oxLKV92Ij2Dxycm8O+JCTSKjeCXIR3pUq+c02EpNxjarQ7HT2Xw3qxEp0PJwdt7Du2A24ArRWSF/XcN8ApwlYhsAq6y7ytV6G3cd4zeo/7iu2VJPHxlTb66p7WeuxBAapcvyQ3N4/hiwXZ2HjrhdDhn8eqQ3caYeUBeR806ezMWpXyZMYaJS5J45ofVlCgWwpd3taZ9fIzTYSkPePSqWkxN2MXrv27g3ZuaOh3OGXqGtFI+5vipDB6bkMDQ71bSrHJppg1pr4UhgJWPCOWe9tX5IWE3K5NSnA7nDC0OSvmQdXuO0nPkPKau2MWjXWrx5d2t9boLhcCgTtWJDi/KS9PW+cy1prU4KOUDjDF8vWgHvd/7i9RTGXx1TxuGdNEhMAqLkqEhDOkSz8Ith5i9wTfO4dLioJTDjqWd5uHxK3jq+1W0rhbFtCEdaFsj2umwlJfd1Koy1WLCefmXdWRkZjkdjhYHpZy0etcReo6cx88rd/NE19p8fmcrYkoUczos5YCQ4CD+060OG/el8tWiHU6Ho8VBKScYY/hiwTb6jp5P2uksxg9sywNX1CRIm5EKta71y9GuZjRv/rbR8RPjtDgo5WVH007zwNfLeGbqGi6rGc20IR1oVU1HUlUgIjzbsz6ppzJ447cNjsaixUEpL1q96wg93p3Hr2v2Max7Hcbe3pKo8KJOh6V8SK1yJbmtTRW+XrSDtbsLPPSc22lxUMoLjDF8s3gHfd+fT3pGFhMGtWFQpxrajKRy9WiXWkQUD+G5H9c41rVVi4NSHnYiPYN/T0xg2GSrN9LPD7fXC/Ko84oIC+HxrrVZvPUQP6/a40gMWhyU8qDNyalc995ffL98F490ieezO1sRrb2RVAEMaFmZehVK8dLP6ziZnun17WtxUMpDfkzYTa+R8ziQms4Xd7XikS619KQ2VWDBQcJzveqz+0gao2Zt8vr2tTgo5WanMjJ5dupqHvpmObXLl+Tnh9vTIV4vTqUuXKtqUfRtVokxc7aQuD/Vq9vW4qCUGyUdPkH/Dxfy+YLt3N2+Gt8OakuFiOJOh6X82FPX1KV4SDD/nbLaqwentTgo5SazNuynx8h5bNmfyvu3NOO/PeoREqwfMXVpYkoUY2i3OizYcpAfEnZ7bbs+884VkW4iskFEEkXkSafjUaqgMrMMI37dwJ2f/k35UqH88FB7ujes4HRYKoDc1KoyjWMjePGndRxNO+2VbfpEcRCRYOA9oDtQD7hJROo5G5VS+Us+dorbPlnEqFmJ3NgijikPtKNaTLjTYakAExwk/O+6hhw6foo3Z2z0yjZ9ojgArYBEY8wWY0w6MB7o7XBMSp3X4q2HuPbduSzdfpjXrm/Eq9c3IjQk2OmwVIBqGBvBbW2q8MWCbazedcTj2/OV4lAJ2OlyP8meppTPMcbw4Z+buemjhYQVDWbKA+0fk1pYAAAcGUlEQVTo3yLO6bBUIfDY1bWJLR3mlZ5LXr2G9Hnk1vk7x2F5ERkIDASoXLmyp2NSKocjJ0/z+MQEflu7j+4NyvPq9Y0oFRridFiqkIgoHsLv/+7klY4OvlIckgDXn16xQI7D8saYMcAYgBYtWvjGtfRUobF291EGj1vK7pSTPNOjHne2q4qIntSmvMtbPeB8pTj8DcSLSDVgFzAAuNnZkJT6x+RlSQybvIrIsBC+HdRGx0ZSAc8nioMxJkNEHgR+BYKBscaYNZ7Y1qmMTBZvPaRnrKoCSc/I4sWf1vLlwu20rhbFqJubUaakjo2kAp9PFAcAY8w0YJqnt/PeH4mMmpXI5Pvb0SQu0tObU35sz5GT3P/VMpbvSGFgx+oM7VqbInpSmyokCt07/Z6O1SlXKpTHJyaQdtr7Ix0q/zB/8wF6jpzHxr3HGH1LM566pq4WBlWoFLp3e6nQEF7t14jE/am8NdM7J5Mo/5HdTfXWjxcRUTyEqQ+24xo921kVQoWuOAB0rFWGm1rF8dGcLaxMSnE6HOUjjqWd5r5xy3j5l/V0a1CeqQ+2p2bZkk6HpZQjCmVxABh2TV1iShTj6SmryczSXrGFXeL+Y1z33l/8tm4f/3dNXd67uRklivnMITmlvK7QFodSoSE83aMeK5OO8PXiHU6Hoxz088o99Br1F0dOnmbc3a25t2N1PX9BFXqFtjgA9GxUgXY1o3lt+nqSj51yOhzlZRmZWQz/eS0PfL2MOuVL8tNDHWhbI9rpsJTyCYW6OIgIL/RuQNrpTF6ets7pcJQX7T+Wxi0fL+KjuVu5vW0Vxg9sS/mIUKfDUspnFOriAFCjTAkGdazB5OW7WLjloNPhKC9Yuv0QPUfOIyEphbdubMzzvRtQtEih/ygodRb9RAAPXlmTuKjiPD1lNekZWU6HozzEGMPn87dx44cLCQ0J5vv729GnaazTYSnlk7Q4AKEhwTzfqz6J+1P5fP42p8NRHnAiPYNHv13Bsz+s4fLaZfjhwfbUrVDK6bCU8llaHGxX1ilHp1plGPnHJlJOpDsdjnKjbQeO03f0fKYm7Obxq2sx5rYWRBTXYbaVOh8tDi6GXVOH1FMZjPoj0elQlJv8tnYfPUfNY+/RND67sxUPXhlPUJB2U1UqP1ocXNQpX4rrm8fy+YJt7Dh4wulw1CXIzDKM+HUD936xhKrR4fz4YHs61dKReJUqKC0O53jsqtoEBwmv/bre6VDURTp0PJ07Pl3MqFmJ3NgijomD2xIXFeZ0WEr5FS0O5ygfEcrADtX5aeUeVuzUcZf8zaqkI/QcOY9FWw/xSt+GvHp9I0JDgp0OSym/o8UhFwM71SCmRFFe+nkdxui4S/5iwt876ffBfAAmDW7LgFZ6nXGlLpbXioOIvC4i60VkpYh8LyKRLvOGiUiiiGwQka7eiikvJYoV4ZEutVi87RAz1u5zOhyVj1MZmQybvIqh362kVdUofnyoPY1i9UJOSl0Kb+45/AY0MMY0AjYCwwBEpB7WNaPrA92A0SLieDvAgJZxVC8TzohfN+iorT5sd8pJ+n+4kG8W7+C+y2vw+V2tiAov6nRYSvk9rxUHY8wMY0yGfXchkH1qam9gvDHmlDFmK5AItPJWXHkpEhzEo11qsWl/Kj+v2uN0OCoX2VdrS9x3jA9ubcZ/utUhWLupKuUWTh1zuAv4xb5dCdjpMi/Jnua4axtWoFa5Erw9c6PuPfgQYwxj5mzmtk8WExkWwtQH29OtgV6tTSl3cmtxEJGZIrI6l7/eLsv8H5ABfJU9KZdV5fpNLCIDRWSJiCxJTk52Z+i5CgoSHu1Siy3Jx/khYZfHt6fyd/xUBg9+vZyXpq3n6nrl7Ku1lXA6LKUCjlsvdWWM6XK++SJyO9AD6Gz+6QaUBMS5LBYL7M5j/WOAMQAtWrTwyk/5rvXLU7dCKUb+nkivxpW02cJBm5NTGfzlUjYnp/Jk9zoM0ovyKOUx3uyt1A34D9DLGON6+vEPwAARKSYi1YB4YLG34spPUJDw4BU12XLgOL+u2et0OIXWr2v20nvUXxw8ns6Xd7dmcKcaWhiU8iBvXiR3FFAM+M3+UC80xgw2xqwRkQnAWqzmpgeMMZlejCtf3RqUp3pMOO/NSqR7g/L6peRFmVmGN3/bwHuzNtMoNoL3b21OpcjiToelVMDzWnEwxtQ8z7zhwHBvxXKhgoOEwZ1qMPS7lfy5MZnLa5d1OqRC4fDxdB4ev5y5mw4woGUcz/Wqr2c7K+UleoZ0AV3XtBIVIkIZPWuz06EUCqt3HaHHyHks2nKIl/s25JV+OgyGUt6kxaGAihYJ4u721Vi87RArk3TMJU+auGQn/d6fjzGGCYPbcpMOg6GU12lxuAD9W8YRXjSYsfO2Oh1KQErPyOLpKat4YtJKmlcpzY8PtadJnA6DoZQTtDhcgFKhIfRvGcdPK/ew72ia0+EElL1H0rhxzALGLdzBoE7V+eKuVkSXKOZ0WEoVWlocLtCdl1Uj0xi+XLDd6VACxsItB+kxci4b9x5j9C3NGNa9LkWC9a2plJP0E3iBKkeHcVXdcny1aDtpp32qx63fMcbw8dwt3PLxIkoVD2Hqg+24pqEOg6GUL9DicBH+1bYqh0+c1pPiLsHxUxk89M1y/vfzOrrULcvUB9pRs2xJp8NSStm0OFyEy2pEUzkqjG8W73A6FL+09cBx+oz+i2mr9jC0W20+uLU5JUNDnA5LKeVCi8NFCAoSBrSKY+GWQ2xJTnU6HL8yc+0+eo2cR/KxU3xxV2vuv7ymnnGulA/S4nCRrm8eS5EgYfzfO/NfWJGZZXhjxgbu+WIJVWPC+fGh9rSPj3E6LKVUHrQ4XKSyJUPpUrcck5YmkZ6R5XQ4Pi3lRDp3fvY3I/9IpH+LWCYObkts6TCnw1JKnYcWh0vQv2Ush46nM2ej568t4a9W7zpCz1HzWLD5AC/1acirOgyGUn5Bi8Ml6BBfhtJhIUxNyPXyE4Xed0uT6Pf+fE5nGCYMasvNrSvr8QWl/IQ3h+wOOCHBQVzTsAKTl+3i+KkMwovp0wmQdjqTF35ay9eLdtCmehSjbm5GjJ7trJRf0T2HS9SrcUVOns5k5rp9TofiE5IOn6D/hwv4etEOBneqwbi7W2thUMoPeb04iMjjImJEJMa+LyLyrogkishKEWnm7ZguRcuqUVSICGXqCm1amr1hPz1GzmNr8nE+vK05T3avo8NgKOWnvPrJFZE44CrA9eyx7liXBo0HBgLvezOmSxUUJPRsXJE5G5M5fDzd6XAckZVleHvmRu787G/Klwrlx4fa07V+eafDUkpdAm//rHsLGAoYl2m9gS+MZSEQKSJ+NcDOtQ0rkJFlmLVhv9OheN3h41Y31bdnbqJP00p8f387qsaEOx2WUuoSea04iEgvYJcxJuGcWZUA1zPJkuxpfqNhpQhiShTjj/WFqzgk7Eyhx8h5LNh8kJf6NOSNGxpTvKh2U1UqELi1e42IzARya0/4P+Ap4OrcHpbLNJPLNERkIFbTE5Ur+87VwYKChCtql+HXNXvJyMwK+HZ2YwxfL97B8z+spUzJYkwc3JbGelEepQKKW4uDMaZLbtNFpCFQDUiw+7nHAstEpBXWnkKcy+KxQK5Hd40xY4AxAC1atMi1gDjlyjplmbg0iaXbD9O6erTT4XjMyfRM/m/KKiYv20XHWmV458YmlA4v6nRYSik380rHfGPMKqBs9n0R2Qa0MMYcEJEfgAdFZDzQGjhijNnjjbjcqX18DCHBwh8b9gdscdh24DiDxy1lw75jPNIlnoeujCc4SE9qUyoQ+UL7xzRgC5AIfATc72w4F6dkaAgtq0bxx7rAPO4wY81eeo6cx96jaXx6R0se6VJLC4NSAcyRU3qNMVVdbhvgASficLcr65Tlfz+vY+ehE8RFBcbAchmZWYyYsZEP/txMo9gIRt/STAfNU6oQ8IU9h4Bxee0yAMzffMDhSNwj+dgpbvtkMR/8uZmbW1dmwiAdTVWpwkKLgxtVjylBZFgIy7anOB3KJVuy7RA9Rs5l2Y7DjLihMS/1aaijqSpViOhIcW4UFCQ0jYtk2Y7DTody0YwxfDR3C69O30Bs6eJ8f38r6lUs5XRYSikv0+LgZs2rlGbWhmSOnDhNRJh/XRc55UQ6j09MYOa6/XRvUJ5Xr29EKb22s1KFkhYHN2tWuTQAy3ce5vLaZfNZ2nck7Ezh/q+Wsf9YGs/1rMftl1XVay8oVYjpMQc3axwXSZDAsu3+0bRkjOHz+du4/oP5AEwcfBl3tKumhUGpQk73HNwsvFgR6pQvxbIdvn9Q+ljaaZ78bhU/r9pD5zpleaN/YyLD9GxnpZQWB49oXqU0k5clkZllfPZEsbW7j3L/V0vZefgkw7rX4d4O1Qny0ViVUt6nzUoe0KxKJMfTM9m475jToeRgjOGbxTu4bvRfnDydyfiBbRjUqYYWBqXUWXTPwQOyD0qv2JlC3Qq+0w30RHoGT3+/msnLd9EhPoa3bmyil/BUSuVKi4MHxJUOIyRY2HHohNOhnLFp3zHu/2oZicmpPHZVLR64oqbPNnkppZynxcEDgoKE8hGh7E456XQoAHy/PImnJq8mvFgw4+5uTbuaMU6HpJTycVocPKRSZHF2HXa2OKSdzuT5H9fwzeKdtK4WxcibmlK2VKijMSml/IMWBw+pGFmcBZsPOrb9xP3HePDr5azfe4wHrqjBo11qBfwV6pRS7qPFwUNiI4uz72gapzOzCPHil7IxholLk3h26hrCigbz2Z0t/epMbaWUb9Di4CGVShcny8DeI2leu7ZD6qkMnv5+FVNW7KZt9WjeHtCEctqMpJS6CF5tZxCRh0Rkg4isEZHXXKYPE5FEe15Xb8bkKRUjiwOwy0sHpVfvOkLPkfP4IWE3j11Vi3H3tNbCoJS6aF7bcxCRK4DeQCNjzCkRKWtPrwcMAOoDFYGZIlLLGJPprdg8oZJdHDzdY8kYwxcLtjP853VEhRflm3vbBOw1rJVS3uPNZqX7gFeMMacAjDHZF1vuDYy3p28VkUSgFbDAi7G53Zk9Bw/2WDpy4jRDv0vg1zX7uLJOWUbc0JiocB0bSSl16bxZHGoBHURkOJAGPG6M+RuoBCx0WS7JnubXQkOCiSlR1GPNSku3H+bhb5az/1gaT19bl7vb60iqSin3cWtxEJGZQPlcZv2fva3SQBugJTBBRKoDuX2jmTzWPxAYCFC5cmV3hOxRlSKLu704ZGUZPpyzhREzNlAxMpRJgy+jcVykW7ehlFJuLQ7GmC55zROR+4DJxhgDLBaRLCAGa08hzmXRWGB3HusfA4wBaNGiRa4FxJdUjCzOBjcOvncg9RSPTUhgzsZkrm1UgZf7NtQrtSmlPMKbvZWmAFcCiEgtoChwAPgBGCAixUSkGhAPLPZiXB5TKbI4u1NOYtXDSzM/8QDd35nLoi0HealPQ0bd1FQLg1LKY7x5zGEsMFZEVgPpwO32XsQaEZkArAUygAf8vadStkqli5N2OotDx9OJvsjRTzMys3j3902MnJVI9Zhwvry7FXXK+85Ir0qpwOS14mCMSQduzWPecGC4t2LxFtdzHS6mOOw8dIIh45ezbEcK1zeP5YXe9QkrquctKqU8T79pPMj1XIdGsRd20Hjqil08/f1qAN4Z0ITeTfy+A5dSyo9ocfCg7OKQdAHnOqSeyuCZqauZvGwXzauU5u0bm3ht+A2llMqmxcGDIsNCiCgewoa9BeuxtGJnCkPGL7eakzrH89CVNXUkVaWUI7Q4eJCI0K5mNHM3HcAYk+dJaplZhg/+3Mxbv22kXKlQvh3UlpZVo7wcrVJK/UOLg4d1jC/DtFV72bQ/lVrlSuaYv+fISR77NoEFWw5ybaMKvNSnIRHFtYuqUspZWhw8rGOtMgDM2ZicozhMX72XJyevJD0ji9eub8QNzWN1CAyllE/QBm0PqxhZnJplS/DnxuQz006mZ/LU96sYPG4pcaXD+Omh9vRvEaeFQSnlM3TPwQs6xpdh3KLtnEzPZMuBVB7+Zjmbk48zqGN1/n11bYoW0RqtlPItWhy8oGOtGMb+tZVhk1cybdVeIsNCGHd3a9rHxzgdmlJK5UqLgxe0qR5NsSJBTFmxmy51y/Jqv0YXPZyGUkp5gxYHLwgNCebZnvUJDkKPLSil/IIWBy+5ubXvX39CKaWy6ZFQpZRSOWhxUEoplYMWB6WUUjlocVBKKZWDFgellFI5aHFQSimVgxYHpZRSOYgxxukYLoqIJAPbz5kcAxxwIBx3C5Q8QHPxVYGSS6DkAd7LpYoxpkx+C/ltcciNiCwxxrRwOo5LFSh5gObiqwIll0DJA3wvF21WUkoplYMWB6WUUjkEWnEY43QAbhIoeYDm4qsCJZdAyQN8LJeAOuaglFLKPQJtz0EpFcBEx7v3Gr8qDiJSXURqOx2HO4hIlNMxuIuIlHQ6BncQkXCnY3AXEalo//erz3huRCReRNoBGD9v6hCRfLuQ+gq/eOOISKiIjAZ+BaqJSFGnY7pYIlJCRN4EfhCRR0SkntMxXSwRCReRUcB3InKziFRzOqaLYb8mbwHjRORWEanidEyXQkSuB5JEpJUxJstfC4SIFLU/9z8BFUXEby+faL/H3gCmi8jw7GLny/zlTdMfiDbGxBtjphtj0p0O6GKISAngcyATeApoCDRzNKhL8wJQCvgf0BR4xdlwLpyItAfmAieBsUAH4CZHg7p0QcBe4A0AY0yWs+FctKuAssaY2saYicaYU04HdDFEpAjwHtbF1f4FGKCzo0EVgM8XB/tXT3lgnH3/ChFpLiKlnY2s4FzaScsD1Y0xTxhj5gCC9SH2KyISLCLFgRLAy3Yuw4EgEXna2egu2EFgtDHmKWPMj8AKIBr8q31bRIJc4i0JXAOUEJH77fl+c9VHl1hjgIX2tKvtz36cfd/nv7tclAGqGmOGGGPWAGHAOodjypfPPcEiUkdEPhCRISJSyv7VUwvoICIPAK8C9wNfikgFR4PNR3YuwMN2LonWZBkrIguBy4BBIvKmiEQ7G+35iUgNEbkTwBiTaYw5iVXsBtjTUrBem+tFpLxzkZ6fax4Axph1wNcuX6y7gCr2PJ9u3z7nNcnC+rEBEA/UAAYD/xWReMCnj6eck0uGPbkaECMid2D9+OgF/CIicXZzmU8W71zeY3sAIyKfisgioAfQS0Sm+PJ3mE8VB7vNehywGWgMfCAitYCXgZuB2saYVljFYRPwX6dizU8uuXwoInWAdsAMYJUxpg5WDsHAQKdizY/963Mp8KiI9HOZ9SwwQERi7PsrgdnAtd6NsGByy0NEgowxx10KQRNgjVMxFlQer0n25/kAsMwYswhIAzYATUQk2PuR5u88768vsT4XrYE2xphHgZnAKPDN4n2eXHpiNSmvM8bUAu7BGhvuGe9HWTA+VRyAOsABY8zrwCBgPXA7kAr8gNUejN32OBffbpI5N5d1wK1AcazdylQAY8x6YDeQ4lCcBbEZ6838X+BmEQkFMMasAP7gn7btdKzjKckOxZmfHHlkt8e7fHFWAObb0zqLSDlHIs1fbrlk/+KOAMaLSALwN3AMWGCMyXQm1Hzl9f7aDHyKtYed/V31KbBbREKcCLQA8srlGBCHVayzv8PmAfsdijNfvlYcVgNpIlLHGHMamIb1ZdoR+DcQJSJ9RKQz8DhWE4Cvyi2XMKwDUcuAy0Skpd1b6TrgkHOhnp8x5ldgMlZ7/CHgPpfZ/8Zq8hskIl2xXiufPACaVx723kOm3Y5dAagtItOwDh76Wy6CVRC2AYONMf2B8fhwZ4F83l9PYv1wutv+Jf4+sMH+TPmcXHIZ7DJ7BlZzUlcRaQE8hi9/hxljvP4HRGKfnW3fzz5TuyZWE9I9LvMeBV6wb3fCalKaDdzoROxuyOUp+/bjwI9YTTE+nYvL/SJAd+BnIN5lejusN/pC4BY/ziMeqxjMBgY4ncdF5FLLnhZ+zjJBTudxia9LPaxjWz/66evimsudwNfAcl/53OeZowNP6tNAAvAmcJc9Ldhl/r1YzRRt7PttsNrnHX+y3J0LUMbpHPLJJceXCtZB6JeBp+37tc79YPhpHvH2/yFO5+Cu14R/fqg4/vpcYi4+Udzc+B4LdTqHgvx5rVlJRCqIyDistvgbsI4Z3CUixc0/u/Rgnei2F3jGPi+gKrBYRMK8FWt+3JBLOIAxxvG2+XxyydGkYozZC3wG3C4ix7F6Xjjea8QNefSxp7/jvahzd4m5pGK/Jsb+Jsr+7wQ3vb98ghty6WU3YaZ5M+6L5oUqG2r/DwPqu0y/C6sdNHv+WbtowOvAFKy2+1ZOV1HNxfp1BJQFFmE1IXXQPDQXzcV/crmgvD34hEZjdTkbA1wNhNnTi2IdpNmJ1dVzavYTBxRxebzgI80umstZTWWhwA2ah+aiufhPLhfz55FmJRHpDczB6tK4FKvt/Wo4091xkTEmzhhzK/AL8IE9L7srHsbiC80umovdBVJExBiTZoyZ6ET82QIlDzsWzUVz8UmeOqX+MPCiMWY8gN1ds0b2TGPMcpdlp2N1hSxprL7AvkZzsXMx9s8hHxAoeYDmorn4qEsuDnaFPPeJmAcUFZEi9i/ozVj9x899bFWs3bbVvvBlqrmceWxVfCSXQMkDNBeXx1ZFc/F5l9SsJCIhrk+qfQIOxpgse5cqu2mlDdbZztnLhYvIc1hnPf9ijHnyUuJwB83F93IJlDxAc7GX01z8ibn4gzUPAH8Cw4ArXKYHudwugnVQZipQ2Z7W1v7fAvsAj9N/movv5RIoeWgumou//l3QnoNYKojI91hjrT+NNY5LH7uSBpl/xqqpaqyqWwxrvJ0OIjIbuElEwo0xS4wxJy5k++6kufheLoGShx2f5qK5+LcLqLJF7P8hwJUu0+8DnnO5XwWYhDUGSijWEf4srCP6fZyuhpqLb+YSKHloLppLoPwV6AkFRgDvAFefM/0xrDOAZ2ANPdsQa2jal1yWiwIecTpRzcU3cwmUPDQXzSXQ/rLHXsmVfXDmPaxLQf4C3IF1pu8nxpg0EbkGa3z1MKxLK3Ywxtzs8vhg4yPDBGsuvpdLoOQBmovmEnjy68paEuviJ12NMcdE5ADW5Qf7A18YY6bZy6WLyE7ggIgUxWqfy/KxJ1Vz8b1cAiUP0Fw0lwBz3gPSxpijWOPC32FP+gtrqNnW4nIpSLGuJ3wbcMwYk26sy0j61Ekgmovv5RIoeYDmorkEnoL0Vvoe6xKDFYwxqVjXHzgFVBCRIiLyGtbFRdYbY/7Pg7G6g+biewIlD9BcfFUg5eI1BSkO84CD2JXXGLMMaIV1QZEMrPFHuhtjnvVUkG6kufieQMkDNBdfFUi5eE2+w2cYY/aIyBTgFRFJxKqwaUCGPf8nz4boPpqL7wmUPEBz8VWBlIs3nbe30lkLinTHusDFZcAoY8woTwbmSZqL7wmUPEBz8VWBlIs3FLg4gDUOCdaAgxn5LuzjNBffEyh5gObiqwIpF0+7oOKglFKqcPDaNaSVUkr5Dy0OSimlctDioJRSKgctDkoppXLQ4qCUUioHLQ5KKaVy0OKglFIqBy0OSimlcvh/H0P32+A5VecAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -528,7 +532,7 @@ " wc = np.degrees(np.arccos(temp))\n", "\n", " v = wid < 0\n", - " widc = pd.Series(index=times)\n", + " widc = pd.Series(index=times, dtype=float)\n", " widc[~v] = wid[~v] - wc[~v]; # Eq 4 applied when wid in QI\n", " widc[v] = wid[v] + wc[v]; # Eq 4 applied when wid in QIV\n", "else:\n", @@ -537,7 +541,7 @@ "widc.plot(label='tracking angle')\n", "#pyephemout['apparent_elevation'].plot(label='apparent elevation')\n", "plt.legend(loc=2)\n", - "plt.title('Ideal tracking angle with backtracking')" + "plt.title('Ideal tracking angle with backtracking');" ] }, { @@ -549,27 +553,19 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -577,7 +573,7 @@ "tracking_angles = pd.DataFrame({'with backtracking':widc,'without backtracking':wid})\n", "tracking_angles.plot()\n", "#pyephemout['apparent_elevation'].plot(label='apparent elevation')\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -596,27 +592,19 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -626,7 +614,7 @@ "tracker_theta[tracker_theta < -max_angle] = -max_angle\n", "\n", "tracking_angles['with restriction'] = tracker_theta\n", - "tracking_angles.plot()" + "tracking_angles.plot();" ] }, { @@ -647,27 +635,19 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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kQYzqMurVq3dDIhIyEjgYd5B14cb0Ks7iTFvftgxsOJABDQfg4VoSk+VpHAWlFNGp0RxJOMLJxJOEJYZxMvEk4UnhZOVdOR2Ki5PL/4yhqltVPN08/zIQ0xhyVA7ZuYbJpOekc+bSGS5lXiIxM/Gq/TmJE7U9atOwWkMaehufptWb0qR6E9yc3UrtHGgcm5y8HDac3cD3Yd+zK2oX2XnZCEK9qvXwq+JH0+pNqe7umK0Cdh0cUkSCgB+VUlfNMigiM4HNl6ebFJHjQK/LH6XUQwVtVxjBwcHqZl5sTMtO42jCUbad38bGsxsJSwyjiksVxrQYw+TWk/Fys9skZhoLyc7L5mDsQfZc2MPB2IMcjDtIbHrs/8Jre9SmUbVGNKrWiEDPQAI8AvD38Mffw5+qblURKe7sy1eilCI9J52YtBiiUqOITo3mfMp5zlw6w6mkU1cYmIuTC02rN6WVTyta12xNp1qdqOdV74bT1pRNcvJyWPHnCr46+BUxaTHU9qjNnfXvpFfdXrTyaUUV1yp2SUdEdiulgu2ys/z7LkVDGYAxV/o9GA3wHyulupiN8rsxxvoHY3a2TkqpotpjbtpQbFFKcSDuAIuPLOan8J+o5l6Npzo9xX2N79N/6jKGUoqTiSfZHrWdHVE7CI0OJS0nDYD6VevTpmYb2vq2pZVPKxpXa2y3P+n1kpuXy7mUcxy/eJzDcYc5FH+II3FHSM42Rif3q+xHp1qdCPYPpkftHtTxutnZqzWOTEh0CG/ueJOTSSfp6NeRSa0mcVud23B2crZ7WmXCUERkKUZpoybG9LWvAK4ASqkvxLgzf4rR4J4GPGBOSYmITOav6S7fVErNvVZ69jQUW47EH+HdkHfZHbOb3nV780qPV6hRqYbd09HYj9y8XPbH7mfj2Y1sjNhIRLLRJBdUNYiuAV3pHtCdTrU6Ua1SNYuVFk2eyiM8KZzQmFBCo0MJiQkhLj0OgAbeDbg18FZ6BvYkuFYwrs66LaY8kJ2XzYy9M5hzaA6BnoH8o/M/6F23d4k+yJYJQyltSspQwPhjLzyykI/2fIRfFT8+v/NzGng3KJG0NDeGUopDcYf48dSPrAtfR0JGAq5OrnQJ6ELvur3pGdiTAM8Aq2XeFEopTl86zdZzW/nj3B+ERIeQnZeNl6sXver24s76d9Kjdg8quVSyWqrmBkjKTOKJjU+w58IehjUZxjOdnymVErM2lAIoSUO5zKG4Qzz666Pkqlw+7f0p7f3al2h6mmsTlRLF9ye/Z82pNZy5dAY3Jzdur3s7/YL6cWvtW/F087RaYomRlp3GruhdbDizgU0Rm7iUdYnKLpW5o+4dDG40mK4BXUukikRjf6JSopi+YToRyRG8ccsb3NPwnlJLWxtKAZSGoQBEXIpg+obpxGfEM/euubTwaVHiaWquJDcvlz/O/cGKP1ew5dwWlFJ09u/MwIYDubP+nRWyA0V2XjYh0SH8Ev4Lv5z5heSsZPyq+DGw4UAGNxpMw2oNrZaoKYTo1Ggm/DSBlKwUPur9EZ39O5dq+tpQCqC0DAWMDDD+p/Fk52az8O6F1K1at1TSregkZSax4s8VfH38a6JSo6hZuSZDGg9hWNNhBHqW2KtKZY7M3Ew2R2xm1clVbD23lVyVS2uf1tzX+D4GNhqou8IXQWZOLgmpWdfeMB++nu64OF//e+FJmUlMWjeJqNQo5tw1h5Y+La97HzeLNpQCKE1DATiVeIoJ6yZQ3b06ywcut6x3UEUgIjmCRUcWsTJsJek56XT178rI5iPpVbeXfjHwGsSlx7Hm1BpWnVzFnxf/xMPVg0GNBjG6+WjdDojRLrXzdALLQyLYdjKOmEuZN7SfprU8+WpiZ+rWKP59IDs3m6m/TOVg3EE+v/NzugZ0vaG0bxZtKAVQ2oYCRte+qb9MZWDDgbx565ulmnZF4HjCcWYdmMWGsxtwEifuaXAPE1pOoFmNZlZLK5McjD3I0mNLWRe+juy8bLoHdGd089El1h3VkYlLyeSb3ZEsD4ngdFwqXu4u9GnhR1BND/y8KuF0HZ2q0rJy+XDDn7i5ODF7QjAd6hXvJcP/hv6XuYfn8k7Pd0q1zSQ/2lAKwApDAZixbwZf7P+Ct3q+5ZBDH5RFjsYfZeaBmfx69lc8XT0Z2WwkY1qMwa+Kn9XSygXx6fF8e+Jblh9fzoW0CwR6BjKuxTiGNhla7kvah84lMWfraX7cH0VWbh7B9aszqks9BrQJoLLbjZtq2IUUJs7ZRWU3ZzY8dfs1t98SuYVHfn2EEU1H8FL3l244XXugDaUArDKUnLwcpvw8hT8v/snqIaupWblmqWsoL5y4eIKP937M5ojNeLl5Mb7FeMa0GIO3u7fV0sol2XnZbDq7iUVHF7H3wl6qu1dnTIsxjG4+ulyd85zcPH4+HMO8bacJCb9IFTdnhnWsw4Tu9WlSy34dOGZsCuO9n4+z/5V+eFcuvCr2YsZF7vvhPnwq+7DkniWWd/MuSUMps3PKW4WLkwuv9XiNIauG8PGej3n9ltetllTmiE6NZsa+Gaw6uQoPFw8ebf8oY1uMrZC9tUoTVydX+gX1o19QP/bE7OGrQ18xY98M5h6ay4hmI5jQcgK+VXytlnnDXMrIZvGOsyzcHs75pAzq1qjMiwNaMDy4bpE3/BulbR3DhA+dS+KWxoU/WH6892OSMpOY3W+25WZS0mhDuQGCvIMY12Ic8w/PZ2SzkbSq2cpqSWWC5Kxk5hyaw8IjC8lTeYxrMY5pbaY5/Bvs5ZGOtTrSsVZHjicc56tDX7HgyAIWH13M0CZDmdZmGrU8alktsdjEp2QyZ+tpFmw7Q3JmDt0b+vDqoFb0aVEL5+tpHLlO2gQahnIgsnBDORx3mG///JZxLcfRtHrTEtPiKOgqrxskOSuZgSsHUs+rHgvuXqDH/CqC7Nxslh9fzswDM0nMTGRAwwE83uFx3fXXgYhIjmDuobmsDFuJE06MbD6SKa2n4FPZx2pphRKVlM7s30+zdNdZMnJy6d/Kn0fvaEzrwNKrvrvt3U20DqzKZ2M7XRWWp/IYv3Y851LOsXrIaocpgesqLwfEy82Lxzs8zmvbX2P7+e30COxhtSSHZEfUDt7c8Sbhl8LpGtCVpzo9ZUnfe03R1PWqy8vdX2ZKmyl8sf8LFh9dzDd/fsO4FuOY2GqiQ7WxRCSk8dnmML7ZHUmegsHta/NIr0Y09iv9G3abOt7sj0gsMOzXs79yIO4A/77l3w5jJiWNLqHcBFm5WfT/tj9NqjdhZt+ZlmpxNGJSY3g/9H3Wha+jrlddnuvyHD0De+qSXBnhdNJpPt/3OT+F/4SXqxcTW01kfMvxlvYKu5CcwYyNYSzZdRZBGB5ch+m3N7qud0HszczfTvLWT8fY/eKd+Hi6/2+9UorRa0ZzKesSq+9b7VDdtHUJxUFxc3ZjTIsxfLTnI44nHNfvS2D0JFpydAmf7fuMXJXLI+0fYXLrybg7u187ssZhaODdgHdvf5cpbabw6b5P+XTfp3x9/Gse6/AYgxoNKtUbZFJaNjN/P8ncreFk5eYxIrguT/RpTIB35VLTUBht6xjtfwfPJdGr2V/d3HdG7+Rw/GFe7v6yQ5lJSWO3OeUrKsObDqeyS2UWHFlgtRTLCY0OZcTqEbwf+j6d/TuzcvBKHm73sDaTMkyzGs34pPcnzO8/n1oetXh528uMWjOKnVE7SzzttKwcZmwKo+e7G/ls80n6tqzFhqdu562hbRzCTABaBxrThx+MTLpi/ZyDc/Ct7MvgRoOtkGUZdjMUEekvIsdFJExEnisg/AMR2Wd+/hSRRJuwXJuwVfbSVBp4u3szpPEQ1p5eS2xa7LUjlENSs1N5Y8cbPPDzA6TnpPNJ70/4tM+n1PXSY56VFzrW6siiexbxTs93SMpMYuovU3ns18c4lXTK7mnl5Sm+2R1Jr/c2897PxwkOqsHaJ3ry8egONKjpWOOSeVVypaGvBwfO/WUoR+OPsj1qO+Nbjq9wUzvbpcpLRJyBGUBfIBIIEZFVSqkjl7dRSv3dZvvHgQ42u0hXSpXZseFHNh/JkmNL+OXML4xtMdZqOaXKtnPbeHX7q8YIqi0n8FiHx6js4hhPjxr74iRO3NPwHnrX682io4v48uCXDP1hKKObj+aR9o/YpeE5NDyB1388woHIJNrVrcaMsR3pHOTYE9y1DfRm28l4lFKICCvDVuLu7M79Te+3WlqpY68SShcgTCl1SimVBSwDiirrjQaKnDO+LNHQuyFNqzfl5/CfrZZSaiRlJvHS1pd4aMNDVHKpxIK7F/DPzv/UZlIBqORSialtprJmyBqGNBnC4qOLuXflvaw6uYob7eQTeTGNx5bs4f4vtnPhUiYfjGzHyod7OLyZAHRuUIMLyZmcjE0lOy+bn8N/5vY6t1eYnl222MtQAoEIm+VIc91ViEh9oAGw0WZ1JREJFZEdInKfnTSVKncF3cXeC3uJTo22WkqJs+nsJob8MITVJ1cztc1UVty7Qk8+VgHxqezDK91fYemApdT2rM0Lf7zAxHUTOZ5wvNj7SM/K5T+/HKfPf35jw9EYnuzThI3/uJ0hHergVIIvJdqTno2N0QX+OBHLjvM7SMhIYEDDARarsgZ7GUpBV76wR5VRwDdKqVybdfXMbmxjgA9FpFGBiYg8aBpPaGysY7VX9KvfD4D1Z9ZbrKTkSM1O5eWtL/PEpieoXqk6iwcs5smOT+pG9wpOq5qtWHTPIl7r8RrhSeGM+HEEb+18i0tZl4qMt/FYDH0/+I1PNobRv7U/G5/uxd/7NqWKW9nqfFrPpwr1farwR1gca06voapbVXoG9rRaliXYy1AiAdsW2DrA+UK2HUW+6i6l1Hnz+xSwmSvbV2y3m6WUClZKBfv6OtaYQ0HeQTSv0bzcVnvtu7CP+1fdz/dh3zOtzTSWDVhGKx895IzGwEmcGNpkKKuHrGZ40+EsPbaUQSsHsS583VXVYFFJ6UxfuJvJ80Kp7OrM8ge78dGoDtSuVnarS29tXJPtp6LYeHYj/YL64epcMeftsZehhABNRKSBiLhhmMZVvbVEpBlQHdhus666iLibv2sCtwBH8sctC9wVdBf7Y/cTlRJltRS7kZOXw2f7PmPSuknkqTzm9p/LEx2fqLB/GE3ReLt782K3F1k2cBl+Vfz452//5PGNjxOVEkVObh5fbjnFnf/5jc1/XuCZ/s1Y80RPujZ03OFdikvPJjXJdD9Iek56hZ7Wwi5lS6VUjog8BvwMOANzlFKHReR1IFQpddlcRgPL1JWPLC2AmSKSh2Fwb9v2DitL9K7Xm4/2fMQf5/9geNPhVsu5ac5eOsvzW57nQNwB7m14L893fb5CNjRqrp+WPi1ZMmAJi48uZsa+Gdz7/WAqJw8g4kxH7mhWi9cHt7b0DXd7071RTVw8TuAuXnTwK7CCpUJgt8pKpdRaYG2+dS/nW361gHjbgDb20mElDao2oLp7dfZd2FfmDeWHsB94c+ebuDi58N5t79G/QX+rJWnKGC5OLoxsOo4Tpxvw7ZmPyPT8hpadDvJM73+XKzMB8K7sSuWq4bhkN8ZJKu774hX3yEsAEaGdXzv2x+63WsoNk5adxgt/vMCLW1+kdc3WfDfoO20mmhti95mLDPh4C4v+SGZQrZd5rftbpObFMnrNaD7Z+wnZudlWS7Qb51POk+MUT0J8HRLTsqyWYxnaUOxMB78OnLl0hvj0eKulXDcnLp5g9JrRrD65mofbPczsvrPx9/C3WpamjJGRncuba45w/xfbyMjOY8HkLrxzfzuGNh3IqvtWMaDhAGYdmMXINSM5El8ma7evIjTGGKg2J7UhG49dsFiNdWhDsTPtfY33McpSKUUpxcoTKxmzZgxJmUnM6jeLR9o/UqEGtdPYh9DwBO7+aAuzt5xmTJd6rPtbT25r+lePTG93b9689U0+6f0JiRmJjFkzhk/3flrmSysh0SF4u3lT070e64/EWC3HMrSh2JlWNVvh4uTCvth9VkspFmnZafzrj3/x8raXaefXjm8GfUO3gG5Wy9KUMbJy8njv52OMmLmd7Nw8lkztyptD2uBVqeDegL3q9mLl4JUMaDiAmQdmlvnSSkh0CMH+wfR6rihrAAAgAElEQVRtEcBvf8aSkZ177UjlEG0odsbd2Z2WPi3Zd8HxDeVU0ilGrRnF2tNrebT9o8y8cyY1Kxc+N7ZGUxBhF1IY9vk2Zmw6yfBOdVn3t9voUcQc65cpqLTy+f7PycnLKQXV9iMqJYpzKefo7N+Zvi1rkZaVy7aTcVbLsgRtKCVAe9/2HI47TFau4zbOrT+zntE/jjaquPrOYnq76bqKS3NdKKVYtOMMAz/ZQsTFNL4Y15F37m+Lp/v1dR69XFrp36A/n+37jInrJnL20tkSUm1/LrefBNcKpnsjHzzdXSpstZc2lBKgg18HsvKyOJpw1GopV5GTl8N/Q//LU5ufonG1xiwfuJyuAV2tlqUpY8SlZDJ1figvfn+IzkE1+Plvt9G/dcAN78/b3Zu3e77Nu7e9y+mk09y/+n6+O/HdDQ82WZociD2Ap6snTao3wd3Fmdub+bLh6AXy8hxfu73RhlICtPVtC8ChuEMWK7mShIwEpq+fztzDcxnZbCRz+8/Vvbg0183vf8bS/8Pf2RIWxyv3tmT+A12oVbWSXfZ9d4O7+W7Qd7Sp2YZXtr3C3zb9jYsZF+2y75IiIjmCelXr/e/9k34taxGbnMmes46tuyTQhlIC+Fb2xd3Z3aFGHj4Ye5ARq0ewL3Yfb9zyBi92e7HCTf6juTlycvN4/+fjTJy7ixoebqx+7FYeuKWB3UcF9vfwZ3a/2fwj+B9sObeFoauGsiVyi13TsCeRKZHU8azzv+U+LWrh5uLEjwfKzxBMxUUbSgkgIvh7+BOV6hgZ6vuw75m4biIuTi4svHshgxtXrGlJNTdPdFIGY2bv5NNNYYzoVJcfHr2VZv4lNwyPkzgxsdVElg5YSjX3ajzy6yO8ueNN0nPSSyzNGyE3L5dzKeeo4/WXoXi6u3BHM1/WHIwit4JVe2lDKSH8q/hbXkLJycvh3ZB3eWnrS3Sq1YnlA5fTwqeFpZo0ZY/Nxy9wz8dbOHQ+iQ9GtuOd+9tS2a10OnA0q9GMZQOXMa7FOJYdX8aoH0fx58U/SyXt4hCTFkNOXs5V010PbFub2ORMdp1OsEiZNWhDKSGsLqEkZSbx6K+PsvDIQsa1GMfnd36Ot7u3ZXo0ZY+c3DzeWXeMSXND8PNyZ9VjtzKkQ51rR7Qz7s7uPNvlWWb2nUlSZhJj1oxhxZ8rHKLBPjI5EuCKEgpAnxZ+VHZ15scDhc3iUT7RhlJC+Hv4E5ceR3Ze6b8BfDrpNOPWjmNX9C5e6/Eaz3Z5FhensjVpkcZaYpMzGfPlTj7ffJLRXery/aO30NjP01JNPWr34JtB39DRryOvb3+df/7+T5Kzki3VFJliGornlYZSxc2F3i38WHcompzcPCukWYI2lBIiwCOAPJVHbFrpziy5JXILY9eM5VLWJb7q9xVDmwwt1fQ1ZZ89Zy8y8JMtHIhM5L8j2vHW0LZUcnWMd5RqVq7JF32/4MmOT7LhzAZGrB5haW/KyORIXMSlwN6S97YNID41i20ny964fjeKNpQS4nIGK612FKUU8w/P57GNjxHoFciyAcvoWKtjqaStKR8opVi88wwjZ27HzcWJbx/uwdCOpV/FdS2cxImpbaYyr/88clUu438az/zD8y2pAotIjiDAM6DAGoBezfyoWsmF7/ZElrouq7CroYhIfxE5LiJhIvJcAeGTRCRWRPaZn6k2YRNF5IT5mWhPXVYQ4GG85FUa7SiZuZm8uPVF3g99nz71+jC//3wCPG/8JTNNxSMjO5dnvz3ACysP0b1RTVY/diutajt2m1t7v/asuHcFtwXexvuh7/PYxsdK/Z2VyOTIq6q7LlPJ1Zl729Vm3eFokjPK9uCXxcVuhiIizsAM4G6gJTBaRFoWsOlypVR78/OlGbcG8ArQFegCvCIi1e2lzQpKq4SSkJHAlJ+nsOrkKh5t/yj/uf0/VHEtX5MXaUqWc4npjJi5na9DI3m8d2PmTupMtSpl4x0lb3dvPrzjQ57r8hzbz2/n/tX3sydmT6mlH5kSeVWDvC3DOtUhIzuPtQcd4xWCksaeJZQuQJhS6pRSKgtYBhT3hYe7gPVKqQSl1EVgPVCmZ3Wq4lqFqm5VS7SEcirxFGPWjOFYwjH+c/t/mN5uOiL2fclMU74JCU9g0Cd/cCo2lVnjO/F0v2Y42/lFxZJGRBjbYiyL7llEJedKTP55MgsOLyjxKrDkrGQSMxOv6jJsS4e61WhY04Nvd58rUS2Ogj0NJRCIsFmONNflZ5iIHBCRb0Tk8pUobtwyhb+HPzGpJTNI3M6onYz7aRzpOenMuWsO/YL6lUg6mvLL1yERjJm9g6qVXfn+0Vvo16psD8PT0qclywYu4/Y6t/Ne6Hs8/dvTpGSllFh6hXUZtkVEGNapDrvCEzgbn1ZiWhwFexpKQY81+R8RVgNBSqm2wAZg/nXERUQeFJFQEQmNjS3d3lM3QoBHQImUUFaeWMn09dPxq+zHkgFL/jd2mEZTHHLzFG/8eIRnvj1A1wY+fP+I9V2C7YWXmxcf3vEhT3d6mo1nNzJ6zWhOXDxRImkV1mU4P0M6BCIC31aAxnl7GkokYFv2qwNc8VaPUipeKZVpLs4GOhU3rhl/llIqWCkV7Ovrmz/Y4fD38Cc6zX5tKHkqj4/2fMTL216ms39nFt6zkEDPMl+Q05QilzKymTwvhC//OM2kHkHMe6Az3lUKngSrrCIiTGo9idn9ZpOclczYtWP58dSPdk8nItmoVCmqhAJQu1plbmlUk+/2Rpb7EYjtaSghQBMRaSAibsAoYJXtBiJi2/VoEHB5fPefgX4iUt1sjO9nrivT+Hv4k5SZRFr2zRd1M3IyeOb3Z/jy4JcMazKMGXfOwMut5MZS0pQ/wuNSGTJjK1vD4nhzSGteHdQKF+fy++ZAZ//OrLh3BS1qtOD5Lc/zxo437DpHUURyBNXcqxXrfzisUyARCensCi/fQ7HYLTcppXKAxzCM4CjwtVLqsIi8LiKDzM2eEJHDIrIfeAKYZMZNAP6NYUohwOvmujLN/3p63WQpJSEjgam/TOXn8J95qtNTvNL9FVydytdTpaZk2XEqnsEzthKfmsXCKV0Z27W+1ZJKBd8qvnx515dMajWJ5ceXM2ndJKJSbr4aOikzifVn1tOmZptibX9XK3883Jz5dnf5rvay6+OJUmqtUqqpUqqRUupNc93LSqlV5u/nlVKtlFLtlFJ3KKWO2cSdo5RqbH7m2lOXVVx+FyU65cYNxbYn1397/ZcHWj+ge3Jprovv955j/Fc7qenpxg+P3kL3Rj5WSypVXJ1ceTr4aT7s9SGnk04z4scRbD+//ab2+dm+z0jOSubJjk8Wa/sqbi4MaBvA2oNRpGWVrSmOr4fyW951AG6mhJKn8th+fjvj1o4jIyeDuXfNpW/9vvaWqCnHKKX45NcT/G35PjrVr853D99CfR8Pq2VZRp/6fVg2cBk+lXyYvmE6H+35iOMJx6+7e/HJxJMsP76c4U2H06xGs2LHG9axDqlZuaw75DjzJNkbcYQRO2+E4OBgFRoaarWMIsnOyyZ4UTAu4oK7s3ux4+WqXNJyjHaXxtUaM6PPDGp71i4pmZpySHZuHv/67iArdkcypEMgbw9rg7uLY4zHZTVp2Wm8su0V1oWvA6CyS2VcpPiDp2bmZuLu4s6aIWuoXqn471/n5Snu+M9malWtxNcPdb9u3fZCRHYrpYJLYt96CNoSxNXJlZe7vUxYYth1xRMRPFw9qO5enXsb3asb3zXXxaWMbB5ZtIc/wuJ4ok8T/n5nE11NakMV1yq8d/t7PB38NDuidnA84fh176Nv/b7XZSYATk7C6C71ePunY5yISaZJrfL3v9YlFI2mHHEuMZ0H5u7iVGwqbw9ry/2dHG9wx4pMfEom3d76lbFd6/PqoFaWaCjJEopuQ9FoygnHo5MZ+tlWopIymD+5izYTB8TH0527Wwfw3Z5I0rNyrZZjd7ShaDTlgF2nExj+xTYAVkzvzi2Na1qsSFMYY7vW41JGTrmczVEbikZTxvnlcLTRLdjLnW8f7kFz/6pWS9IUQZcGNWjs58ninWetlmJ3tKFoNGWYZbvOMn3RbpoHVOWb6T2oU11PXeDoiAhjutRjX0Qih88nWS3HrmhD0WjKIEopPt14gue+O0jPJr4sndaVGh5lYw4TjfFOiruLE0vKWSlFG4pGU8bIzVO8uuow7//yJ0M6BPLlxGCquOk3AMoS3lVcGdi2Nt/vPUdKZvl5c14bikZThsjMyeWJpXuZv/0M03o24D/D2+Fajgd4LM+M7VaP1KxcVu0rP43zOidqNGWElMwcHpgbwpqDUfzrnua8MKAlTmVsdkXNX3SoW40WAVVZsD28xGeXLC20oWg0ZYCktGzGfbmTnacT+M/wdjx4WyOrJWluEhFhYvf6HItOZtfpMj+4OqANRaNxeGKTMxk5aztHzl9ixpiODNMvLJYbBrcPxLuyK/O3h1stxS7YzVBEpL+IHBeRMBF5roDwp0TkiDmf/K8iUt8mLFdE9pmfVfnjajQVlfOJ6YycuZ3w+FS+nBhM/9Zle953zZVUdnNmVJe6/Hw4hnOJ6VbLuWnsYigi4gzMAO4GWgKjRaRlvs32AsHmfPLfAO/ahKUrpdqbn0FoNBrC41IZ/sV2YpMzWTilK7c1dfxprzXXz/hu9VFKsWjHGaul3DT2KqF0AcKUUqeUUlnAMmCw7QZKqU1Kqctz4e7AmDdeo9EUwPHoZIbP3E5aVg5LpnWjc1ANqyVpSog61avQt2Utlu46S0Z22R7fy16GEghE2CxHmusKYwrwk81yJREJFZEdInKfnTRpNGWSA5GJjJy1HQGWP9SdNnW8rZakKWEm9WhAYlp2me9CbC9DKajvYoH94ERkHBAMvGezup45nPIY4EMRKbALi4g8aBpPaGxs7M1q1mgcjl2nExgzeycebi6smN6dpuVwzgzN1XRrWIPm/l7M3Va2uxDby1Aigbo2y3WAq6xWRO4EXgAGKaUyL69XSp03v08Bm4EOBSWilJqllApWSgX7+ur6ZE35YsuJWCbM2YlfVXe+ebh7hZ6ut6IhIkzsEcTRqEtluguxvQwlBGgiIg1ExA0YBVzRW0tEOgAzMczkgs366iLibv6uCdwCHLGTLo2mTLD5+AWmzA8lyMeDrx/qToB3ZaslaUqZ+8pBF2K7GIpSKgd4DPgZOAp8rZQ6LCKvi8jlXlvvAZ7Ainzdg1sAoSKyH9gEvK2U0oaiqTBsPBbDgwt209jXk6XTulHT091qSRoLuNyFeN2haCIS0q4dwQHRUwBrNBay/kgMjyzeTXP/qiyc0oVqVfSIwRWZ84np3PbuJiZ0D+Lle/O/eWEf9BTAGk05ZN2haB5etJuWtb1ZNLWrNhMNtatVZmDbAJaHnCUpPdtqOdeNNhSNxgLWHIji0SV7aFPHm4VTuuBd2dVqSRoHYWrPhqRm5bJsV9mbK0UbikZTyqzaf54nlu2lQ91qLJjchaqVtJlo/qJ1oDfdG/owb1s42bl5Vsu5LrShaDSlyPd7z/G3ZXvpVL868yd3wUubiaYApt3WgKikDNYciLJaynWhDUWjKSW+2R3J37/eR9cGPsx7oDMe7nqWRU3B9GrqRyNfD2ZvOVWmXnTUhqLRlAJfh0Twz2/2c0ujmsyZ1FlP2aspEicnYWrPhhw+f4ntp+KtllNstKFoNCXM0l1neebbA/Rs4suXE4Op7OZstSRNGWBIh0B8PNz4cstpq6UUG20oGk0JsmzXWZ7/7iB3NPNl1vhOVHLVZqIpHpVcnRnfvT4bj10g7EKy1XKKhTYUjaaE+GZ3JM+vPMjtTX35QpuJ5gYY360+7i5OfPVH2SilaEPRaEqA7/ee+1+byczxnXB30WaiuX58PN0Z2rEO3+45R1xK5rUjWIw2FI3Gzvx44DxPfb2Pbg18mD0hWJdMNDfFlFsbkJWTx8Ltjj+jozYUjcaOrDsUxZPL9hFcvwZfTdIN8Jqbp7GfJ32a+7FwxxmHn9FRG4pGYyfWH4nhsSV7aVfHmzkP6K7BGvsx7baGJKRm8e2eSKulFIk2FI3GDmw6doFHFu+mVaA38yZ3wVO/tKixI10b1KBdHW9m/X6K3DzHfdHRroYiIv1F5LiIhInIcwWEu4vIcjN8p4gE2YQ9b64/LiJ32VOXRlOS/P5nLA8t2k0zfy89NpemRBARpt/eiDPxafx0yHGHY7GboYiIMzADuBtoCYwWkfwD+k8BLiqlGgMfAO+YcVtizPLYCugPfGbuT6NxaLaFxTFtQSiNfD1ZNKWrHjVYU2L0a+VPg5oefPHbSYcdjsWeJZQuQJhS6pRSKgtYBgzOt81gYL75+xugj4iIuX6ZUipTKXUaCDP3p9E4LDtPxTNlfij1faqwSE+OpSlhnJ2EB29ryKFzl9ga5pjDsdizojcQiLBZjgS6FraNUipHRJIAH3P9jnxxA+2o7S9+eg6iD5bIrjUVh+TMbCQqmaVuTrT0qorbCt0cqSl5RipFa69LeO3sAE0+sVrOVdjTUKSAdfnLZYVtU5y4iMiDwIMA9erVu159Go1dSM7M5lhUMm7OTrQMqIqbszYTTengJEKb2t7g42G1lAKxp6FEAnVtlusA5wvZJlJEXABvIKGYcVFKzQJmgTGn/A2pvPvtG4qm0QAciExk7Jc7qe7hxvKHuuHmXdlqSRqNw2DPR6sQoImINBARN4xG9lX5tlkFTDR/3w9sVEbr0ipglNkLrAHQBNhlR20azU1z+HwS47/ahXdlV5Y+2I0AbSYazRXYrYRitok8BvwMOANzlFKHReR1IFQptQr4ClgoImEYJZNRZtzDIvI1cATIAR5VSjn2K6GaCsWx6EuM+3InHm7OLJ3WjcBq2kw0mvyIo3Y/uxbBwcEqNDTUahmaCsCJmGRGzdqBi7Pw9UPdqe+g9dcaTXEQkd1KqeCS2HeFa03cfSaBf6086LD9uDWOxcnYFEbP3omTk7B0WjdtJhpNEVQ4QzkZm8qSnWfZcPSC1VI0Dk54XCpjZu8AFEundaWhr6fVkjQah6bCGcrQDoHU96nCf9f/SZ4Dj4mjsZaIhDTGzN5Bdq5i8dRuNPbzslqSRuPwVDhDcXF24sk+TTgadYlfjkRbLUfjgEReTGPUrB2kZuWyaEpXmvlrM9FoikOFMxSAQe1q09DXgw83nNClFM0VRCWlM2b2Ti5lZLNoSlda1q5qtSSNpsxQIQ3lcinlWHQyvxyJsVqOxkGIuZTBmNk7uZiaxcIpXWlTx9tqSRpNmaJCGgrAgDYB1KtRxaFH7tSUHrHJmYyZvYMLlzKYN7kL7etWs1qSRlPmqLCG4uLsxLTbGrIvIpGdpxOslqOxkPiUTMZ+uYPziRnMfaALnepXt1qSRlMmqbCGAjC8Ux1qerrxxW8nrZaisYiE1CzGfrmTM/FpfDUpmC4NalgtSaMps1RoQ6nk6sykHkFsPh7LkfOXrJajKWUS07IY9+VOTsel8tXEzvRoVNNqSRpNmaZCGwrA+G5BeLg5M/N3XUqpSCSlZzP+q12EXUhh1oRgbm2izUSjuVkqvKF4V3FlTNd6/HggioiENKvlaEqBSxnZTJizi2PRl/hifEdub+prtSSNplxQ4Q0FYMqtDXESmL3llNVSNCVMSmYOk+bs4vC5JD4b24nezWtZLUmjKTdoQwH8vStxX/tAlodEEJeSabUcTQmRmpnDA3N3sT8yiU/HdKBvS20mGo090YZi8tDtjcjMyWPRjjNWS9GUAGlZOUyeF8LuMxf5aFR7+rcOsFqSRlPusIuhiEgNEVkvIifM76s68otIexHZLiKHReSAiIy0CZsnIqdFZJ/5aW8PXddDYz9PejXzZdGOs2Tl5JV28poSJD0rl6nzQwkJT+CDke0Z2La21ZI0mnKJvUoozwG/KqWaAL+ay/lJAyYopVoB/YEPRcT2deR/KqXam599dtJ1XUzqEURcSiZrD0ZZkbymBMjIzuXBhaFsPxXP+8PbMbh9oNWSNJpyi70MZTAw3/w9H7gv/wZKqT+VUifM3+eBC4BDda+5rYkvDX09mLst3GopGjuQmZPL9EW72XIijneGtWVoxzpWS9JoyjX2MpRaSqkoAPPbr6iNRaQL4AbYvvzxplkV9oGIuNtJ13Xh5CRM6hHE/ohE9p69aIUEjZ3IysnjkUV72Hw8lreGtmFEcF2rJWk05Z5iG4qIbBCRQwV8Bl9PgiISACwEHlBKXW6seB5oDnQGagDPFhL3QREJFZHQ2NjY60m22AztWAcvdxfmbg0vkf1rSp7s3DweW7KHX49d4N/3tWZ0l3pWS9JoKgTFNhSl1J1KqdYFfH4AYkyjuGwYBc6vKyJVgTXAi0qpHTb7jlIGmcBcoEshGmYppYKVUsG+viVTW+bp7sLw4LqsPRhFzKWMEklDU3Jk5+bx5LK9/HIkhlfvbcn4bvWtlqTRVBjsVeW1Cpho/p4I/JB/AxFxA1YCC5RSK/KFXTYjwWh/OWQnXTfExB71yVWKxboLcZkiOzePx5fsZe3BaF4c0IJJtzSwWpJGU6Gwl6G8DfQVkRNAX3MZEQkWkS/NbUYAtwGTCugevFhEDgIHgZrAG3bSdUPU9/GgT3M/Fu88S2ZOrpVSNMUkKyePRxfvYd3haF4a2JKpPRtaLUmjqXC42GMnSql4oE8B60OBqebvRcCiQuL3tocOezKpRwM2HN3J6v1R3N9J9w5yZDJzcnl08V42HI3hlXtb8oAumWg0lqDflC+EWxr70NjPU7857+Bk5uTy8KI9bDgaw+uDW2kz0WgsRBtKIYgIo7vUY19Eop4rxUHJyM5l+sLdbDx2gTfua82E7kFWS9JoKjTaUIpgWMdA3FycWBZy1mopmnxkZOfy0MLdbDoey/8NacM43ZtLo7EcbShFUK2KGwPaBLByzznSs3TjvKOQkZ3LtAWh/H4ilneGtWFMV/2eiUbjCGhDuQaju9QjOTOHHw+ct1qKhr8GevwjLI53h7VlZGdtJhqNo6AN5Rp0DqpOI18Plu7S1V5Wk5KZw6S5u9h6Mo7372/HcD2cikbjUGhDuQaXG+f3nE3kWLRunLeKxLQsxn65k9AzF/lwZHuG6a7cGo3DoQ2lGAzrWAc3ZyeW7YqwWkqFJC4lk1GzdnD0/CU+H9tRD0Gv0Tgo2lCKQXUPN+5u4893eyJ143wpE5WUzoiZ2wmPT+WrScH0a+VvtSSNRlMI2lCKyegu9biUkaMn3ypFzsanMfyL7Vy4lMmCyV3p2cShps/RaDT50IZSTLo2qEFDXw+W6Mb5UiHsQgojZm4nJTOHJdO60qVBDaslaTSaa6ANpZiICCOD67L7zEVOxaZYLadcc+T8JUbO3E5OnmLZg91oW6fatSNpNBrLscvgkBWFIR0CeWfdMb7bc45/3NXMajnlkr1nLzJxzi483V1YNLUrDX09rZak0VxFdnY2kZGRZGQ47pxJlSpVok6dOri6upZamtpQrgO/qpXo2cSX7/ZE8lTfpjg5idWSyhVbTsTy0MLd+Hq5s3hqV+pUr2K1JI2mQCIjI/Hy8iIoKAhjGifHQilFfHw8kZGRNGhQegOm2qXKS0RqiMh6ETlhflcvZLtcm7lQVtmsbyAiO834y83JuBySYZ3qcD4pg+2n4q2WUq5Yvf88k+eFUN/HgxUPdddmonFoMjIy8PHxcUgzAaOK3sfHp9RLUPZqQ3kO+FUp1QT41VwuiHSlVHvzM8hm/TvAB2b8i8AUO+myO/1a1sKrkgvf7o60Wkq5Yf62cJ5YtpcO9aqz7MFu+FWtZLUkjeaaOKqZXMYKffYylMHAfPP3fIxpfIuFOe1vb+CbG4lf2lRydWZg29r8dCiatKwcq+WUaZRS/PeX47yy6jB9W9RiweQueFcuvfpejUZjX+xlKLWUUlEA5rdfIdtVEpFQEdkhIpdNwwdIVEpdvjtHAg79KvR97WuTnp3L+iMxVksps+TmKV74/hAfbwxjZHBdPhvbkUquzlbL0mg0N0GxDUVENojIoQI+g68jvXpKqWBgDPChiDQCCiqXqUI0PGgaUmhsbOx1JGtfOgfVIMC7Eqv26RGIb4SM7FweW7KHJTvP8ugdjXh7WBtcnHUPdo2muISEhNC2bVsyMjJITU2lVatWHDp0yGpZxe/lpZS6s7AwEYkRkQClVJSIBAAXCtnHefP7lIhsBjoA3wLVRMTFLKXUAQq8UyulZgGzAIKDgws0ndLAyUm4t11t5vxxmoupWVT3cNg+BA7HxdQsHlwYSkj4RV4a2JIpt+opezVlm9dWH7b7rK4ta1fllXtbFRreuXNnBg0axIsvvkh6ejrjxo2jdevWdtVwI9jrsXAVMNH8PRH4If8GIlJdRNzN3zWBW4AjSikFbALuLyq+ozGoXW1y8hQ/HYq2WkqZ4Ux8KsM+38b+yCRmjOmozUSjuQlefvll1q9fT2hoKM8884zVcgD7vYfyNvC1iEwBzgLDAUQkGJiulJoKtABmikgehpG9rZQ6YsZ/FlgmIm8Ae4Gv7KSrxGhVuyoNfT34Yd85PWNgMdhz9iLT5oeSpxRLpnYlOEgPpaIpHxRVkihJEhISSElJITs7m4yMDDw8PCzRYYtdDEUpFQ/0KWB9KDDV/L0NaFNI/FNAF3toKS1EhMHtAvnw1z+JTsrA31t3dS2MdYeieXLZXvy9KzHvgS40qGl9xtdoyjoPPvgg//73vzl9+jTPPvssn376qdWS9FheN8OAtv4oBT8f1tVehfHVH6d5ePFuWtauyncP99BmotHYgQULFuDi4sKYMWN47rnnCAkJYePGjVbL0kOv3AyN/bxo7OfJT4eimNgjyGo5DkV2bh7//vEIC7afoX8rfz4c1V53C9Zo7MSECROYMGECAM7OzuzcudNiRQa6hHKT3NPan12nE4hLybRaisOQmJbFpLm7WLD9DJ6oMGcAABOKSURBVNN6NmCGfsdEo6kQaEO5Sfq3DiBPwS+H9UuOAGEXkrlvxlZCTl/k/eHteGFAS5z1IJoaTYVAG8pN0iLAi/o+VfjpkJ7JcdOxCwyZsY2UzFyWPtiV+zvVsVqSRqMpRbSh3CQiQv/W/mw/GU9iWpbVcixBKcWs308yeX4I9XyqsOqxW+hUX3cL1mgqGtpQ7ED/Vv7k5Cl++9O64WCsIj0rl6dX7Of/1h7j7tb+rJjendrVKlstS6PRWIA2FDvQrk41fDzc+PVogSPOlFvOxKcy9PNtfLfnHH+7swmfju5IFTfdcVCjqajof78dcHISejXzY8PRGHJy8yrEQIfrj8Tw1Nf7cBJh7qTO3NG8sAGmNRpNRaH83/lKid7N/UhKz2ZvRKLVUkqUnNw83l13jGkLQgny8eDHx2/VZqLRaABtKHajZ9OauDgJG4+V32qvuJRMJszZxWebTzK6Sz1WTO9O3Rp6ql6NprR56aWX+Oijj/63/MILL/Dxxx9bqMhAV3nZiaqVXAkOqs7Goxd4tn9zq+XYnZ2n4nly2T4upmXx3v1tGR5c12pJGo1j8NNzEH3Qvvv0bwN3v11o8JQpUxg6dChPPvkkeXl5LFu2jF27dtlXww2gDcWO9GleizfXHuVcYjqB5aSnU3ZuHh//eoIZm8KoV6MK3z3Sg1a1va2WpdFUaIKCgvDx8WHv3r3ExMTQoUMHfHx8rJalDcWe3NHclzfXHuX3P2MZ3aXsD2l/Nj6NJ5fvZe/ZRIZ3qsOrg1rh4a6zjEZzBUWUJEqSqVOnMm/ePKKjo5k8ebIlGvKj21DsSCNfT3y93NlxKt5qKTfND/vOcc/HWwiLSeHj0R14b3g7bSYajQMxZMgQ1q1bR0hICHfddZfVcgA7lVBEpAawHAgCwoERSqmL+ba5A/jAZlVzYJRS6nsRmQfcDiSZYZOUUvvsoa00ERG6NfRh+8l4lFKIlL0xrFIyc3j5+0N8t/ccnepX58OR7XXDu0bjgLi5uXHHHXdQrVo1nJ0dY/BVe5VQngN+VUo1AX41l69AKbVJKdVeKdUe6A3/3965R1dV3Xn88w0JhKctLwkihkcixumyVoqgoxZQrJ3xNUVH0VYrVqPOFKW6fGuX1lGnVpezaCfjwoLVtrZq8Y26nPEBVWhF0UHQEVAKBSoPkQANr/zmj30Cl5iQhJx7z7mX32flrpuzz773/L73PH7n/Pbev80W4KWMKtc0rM9HZ9LAqMG9+LR2Kx+v3Zy0KW1m9kdrOfm+13ly/l+YNLaC314y0p2J46SU+vp65syZw8SJE5M2ZRdxOZTTgYei/x8Czmih/nhgppltiWn7qWHk4JDD6s08CnvV1m3n+t+/x/kPzqVTcRGPVY/iqpMq94sBmo6TjyxcuJChQ4cyduxYKioqkjZnF3EFxQ80s1UAZrZKUksj3c4B7m1UdoekW4iecMzsCxOMSLoEuARg4MB0NnoP6t2VA3t04s0l6zjv6EOSNqdFXvu/NVz/xHus3ljHpccP5qqTKn3uEsdJOVVVVSxdujRpM75Aqx2KpJeBfk2surEtG5RURphb/sWM4uuB1UBH4AHgWuC2xp81swei9QwfPtzast1cIYlRg3sxe3G621E21m3njmcX8du3ljO0bzeeuOwYjhz45aTNchwnj2m1QzGzE5tbJ+mvksqip5MyYG/Dxc8GZpjZ9ozvbphMZKukacDVrbUrjYwc3Isn569kyZpNDO3bPWlz9sDMePa9Vfz4uYWsqd3KZd8YwqSxFf5U4jhOu4krSP40cEH0/wXAU3upey7wm8yCyAmhcDt/BrAgJrsSYdSQMMBo7sfrE7ZkTxZ/Wst5U+fyr795hz7dOzHj8mO59pvD3Jk4jhMLcbWh3AX8TtJE4M/AWQCShgPVZnZxtFwOHAy81ujzv5LUBxAwH6iOya5EGNizCwd0LuH9lRuTNgWALdt28B//vZgHZy+lc0kHbj/9cCYcfYhPzes4TqzE4lDMbB0wtonyt4CLM5Y/AQ5qot6YOOxIC5KoKuvBwoQdipnxwoLV3P7sQlZ+Xsf4owZw3SnD6N2tU6J2OY5TmPjQ5yxR1b8Hv5q7jJ31lsiTwHsrNnDHc4uY+/F6hvXrzv3nHsnXy31aXsdxsoc7lCxxWFkP6rbX8/HazQzt2y1n212+fgv3vPQhT81fSa+uHbnt9MOZMGKgjylxnAKipqaGmpoaAD7//HPKy8t55ZVXErbKHUrWqCrrAcDCVRtz4lDW1G6l5rUlPDxnGQKuGD2E6hOG0L20JOvbdpz9mbv/eDcfrP8g1u8c1nMY1464ttn11dXVVFdXs337dsaMGcPkyZNj3f6+4g4lSwzt242SDmLhyo2cdkT/rG3ns83bqHl9Cb98Yxlbd+zk218bwORxlZQdUBjp8x3HaZ5JkyYxZswYTj311KRNAdyhZI2OxUVU9O3OwlXZaZhfu2kr0/7wMQ+9sYzN23Zw2hH9mTS2gsF9chdecxyHvT5JZJPp06ezbNkypkyZksj2m8IdShap6t+DVz9cE+t3Ll+/hamzlvLon5azbWc9p/xdP648sZLKA9M1gNJxnOwxb9487rnnHmbNmkVRUXraR92hZJGqsh48Pm8Fn9bW0bd7abu+693lG5j+xic8/e5KigRnHnkQl54whCH+ROI4+x1Tpkxh/fr1jB49GoDhw4czderUhK1yh5JVqvqHhvlFq2r3yaFs21HPzAWrmP7GJ7zz5w107diBC0aV8/3jB3kbiePsx0ybNi1pE5rEHUoWOSzq6XXNY+/So3MJZoYBGBjsWjYDw8J7lPLSzKjduoPauh2U9+rCradWMf6oAd5ry3Gc1OIOJYsc0LmEH4yt4KO/1iKBENEfkqL3PZeJ6klQ0kGMq+rHCZV9KPI0KY7jpBx3KFlm8kmVSZvgOI6TE9LTPcBxHCePMEvllEy7SMI+dyiO4zhtpLS0lHXr1qXWqZgZ69ato7S0fb1L24qHvBzHcdrIgAEDWLFiBWvWxDvOLE5KS0sZMGBATrcZi0ORdBbwI+AwYESUtr6pet8E7gc6AFPN7K6ofBDwKNATeBv4jplti8M2x3GcuCkpKWHQoEFJm5E64gp5LQD+CXi9uQqSOgA/A04BqoBzJVVFq+8G7jOzCuAzYGJMdjmO4zg5IhaHYmaLzOzDFqqNABab2dLo6eNR4PRo2t8xwONRvYcI0wA7juM4eUQuG+UPApZnLK+IynoBG8xsR6Nyx3EcJ49odRuKpJeBfk2sutHMnmrNVzRRZnspb8qGS4BLosVNkho/FfUG1rbClrRTKDrAtaSVQtFSKDogd1oOydYXt9qhmNmJ7dzWCuDgjOUBwErCD/glScXRU0pDeVM2PAA80NwGJL1lZsPbaWfiFIoOcC1ppVC0FIoOKAwtuQx5/QmokDRIUkfgHOBpCx25XwHGR/UuAFrzxOM4juOkiFgciqQzJa0ARgHPSXoxKu8v6XmA6OnjX4AXgUXA78zs/egrrgUmS1pMaFN5MA67HMdxnNwRyzgUM5sBzGiifCXwrYzl54Hnm6i3lNALrL00Gw7LMwpFB7iWtFIoWgpFBxSAFqU1dYDjOI6TX3guL8dx8oZo3JqTUvLKoUgaLOnQpO2IA0k9k7YhLiQVxIT2krombUNcSOofvefVOd4UkiokHQtgeR5SkdQnaRuySV4cbJJKJf2c0KDf0EssL5HUTdK9wNOSrsxIP5N3SOoqaQrwhKQJUU62vCPaJ/cBj0g6X1LW+unnAknjgRWSRphZfb46FUkdo/P+WaC/pE5J27SvRMfYT4EXJN3R4CALjXw50M4GeplZhZm9kK+JIyV1I6SW2QncAHwF+FqiRrWP24AewI+BI4G7kjWn7Uj6e2AW8DfgF8BxwLmJGtV+ioDVwE8BzKw+WXP2mZOAvmZ2qJk9ZmZbkzZoX5BUTMhjWAx8lzBwe2yiRmWJ1DuU6O6qH/BItDxa0lGSvpysZa0nI+7bDxhsZteY2euELAGrk7Ns35DUQVJnoBtwZ6TlDqBI0k3JWtdm1gE/N7MbzOwZYD6h63pexeslFWXY253Qu7KbpMuj9XkzVUWGrb2BOVHZuOjcPzhaTv21K4M+QLmZTYqGSnQhDJ0oOFK3UyQNk1QjaZKkHtHdVSVwnKQrCJmJLwcellSWqLEt0KAF+EGkZXEo1i8kzQGOAS6VdK+kXslau3ckDZH0PQAz22lmfyM4yHOisg2EfTNeUlMpelJBpg4IiU2BX2dcjP9ClJoi7fH6Rvuknt1pjCqAIUA1cLOkCiDV7UONtDTk9RsE9JZ0IeGG5TRgpqSDo1BeKh1+E8fYKsAkTZM0F/hH4DRJT6b9GtZWUuVQohj8I8AS4AigRlIlcCcwATjUzEYQHMpHwM1J2doSTWj5L0nDgGOBl4D/NbNhBA0d2J2jLHVEd7nzgKskfTtj1a3AOZJ6R8vvAa8C/5BbC1tHUzokFZnZ5gzn8VXg/ea+Iy00s08azue1wNtmNheoAz4EvqowhUTq2Mvx9TDhvDgaGGlmVwEvA1MgnQ5/L1pOJYS7F5lZJXAxsAy4JfdWZo9UORRgGLDWzH4CXAp8QEjFsgl4mhDfJoqlziLd4aLGWhYB5wOdCY+8mwDM7ANC7rINCdnZGpYQToCbgQmSSgHMbD7wP+yO1W8jtA+ldRq7L+hoaF/IuNiWAW9EZWMlHZiIpS3TlJaGO/sDgEclvUtIeVQLvGlmO5MxtUWaO76WANMIT/IN16ppwEpJJUkY2gqa01JLyGVYFy1vBWYDnyZkZ1ZIm0NZANRJGmZm2wmj6jsDxwM/BHoqpHkZC1xNCE+klaa0dCE0xr0NHCPp61EvrzOA9cmZunfM7EXg94T2hfXAZRmrf0gIR14q6WTCvkplI3BzOqKnlJ1RXL4MOFQhZdB3yT8tIjiRT4BqMzubMPdQajtMtHB8XUe42ZoY3fH/J/BhdE6ljia0VGesfokQ6jpZ0nBgMum+hrUdM8v5C/gS0Sj9aLlhxP5QQnjr4ox1VwG3Rf+fQAh3vQr8cxK2x6Dlhuj/q4FnCGGiVGvJWC4mzLj5HFCRUX4s4eSYA5yXxzoqCA7kVeCcpHXsg5bKqKxrozpFSeto536pIrTVPZOn+yVTy/eAXwPvpOW8j/V3SWBH3AS8C9wLXBSVdchY/31CCGVktDyS0N6Q+I8VtxagT9IaWtDyhQsRoSH+TuCmaLmy8cmUpzoqovdJSWuIa5+w++Ym8f3TTi2pcIgxHmOlSWvI1itnIS9JZZIeIbQtnEVoA7lIUmfbHW6AMHhxNXBLNG6jHPijpC65srUlYtDSFcDMEm9raEHLF8I9ZrYamA5cIGkzocdK4r1tYtBxZlR+f+6sbpp2atlEtE8suno1vCdBTMdXKohBy2lReLUul3bnlBx489LovQtweEb5RYS4bsP6PR4fgZ8ATxLaIkYk7XldS7gLA/oCcwnhreNch2txLfmjJeu/VRZ3Qi9C974HgHFAl6i8I6GhajmhW+1TDT82UJzxeZGSkJBr2SOMVwqc5Tpci2vJHy25emUl5CXpdOB1QvfReYS2hHGwq2vpXDM72MzOB2YCNdG6hm6PWCANISHXEnU3lSQzqzOzx5Kwv4FC0RHZ4lpcS8GQrXQMnwG3m9mjAFHX2CENK83snYy6LxC6nXa30Fc7bbiWSItFt10poFB0gGtxLQVEux1K5Ikb/3izgY6SiqM79SWE/v2NP1tOeKRckIYLsGvZ9dlyUqKlUHSAa8n4bDmupSBpV8hLUknmjogGVWFm9dHjXkPYZyRh1HtDva6SfkQY/T7TzK5rjx1x4FrSp6VQdIBrieq5lkLH9r3B6grgNeB6YHRGeVHG/8WEhqmngIFR2ajofThRI1fSL9eSPi2FosO1uJb96dWmJxQFyiTNIMxVcBMhb9CZkccust25kcotePdOhPxOx0l6FThXUlcze8vMtrRl+3HiWtKnpVB0RPa5Ftey/9EGb14cvZcAYzLKLwN+lLF8CPA4IedOKaFnRD2hJ8SZSXtQ15JOLYWiw7W4lv351aqdANwD3A+Ma1Q+mTAS/CVCGuavENI0/1tGvZ7AlUkLdS3p1FIoOlyLa/GX7cr10yRRA9XPCNO8zgQuJIz4ftDM6iR9izA/QRfCtKnHmdmEjM93sJSkzHYt6dNSKDrAtbgWB1ruNtydMOHQyWZWK2ktYWrRs4FfmtnzUb1tkpYDayV1JMQb61O2I1xL+rQUig5wLa7F2XujvJltJMyrcGFU9AdC2uWjlTHNq8L84t8Bas1sm4UpYlM1sMe1pE9LoegA1+JaHGjdOJQZhOlDy8xsE2H+jq1AmaRiSf9OmNDnAzO7MYu2xoFrSR+FogNcS1opJC2ppjUOZTawjsjDm9nbwAjCJD47CPluTjGzW7NlZIy4lvRRKDrAtaSVQtKSalpMvWJmqyQ9CdwlaTHBk9cBO6L1z2bXxPhwLemjUHSAa0krhaQl7ey1l9ceFaVTCJPKHANMMbMp2TQsm7iW9FEoOsC1pJVC0pJWWu1QIOS9ISTS3NFi5ZTjWtJHoegA15JWCklLGmmTQ3Ecx3Gc5sjZnPKO4zhOYeMOxXEcx4kFdyiO4zhOLLhDcRzHcWLBHYrjOI4TC+5QHMdxnFhwh+I4juPEgjsUx3EcJxb+HzqikN19KgdxAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -679,7 +659,7 @@ "panel_norm_df = pd.DataFrame(panel_norm.T, columns=('x','y','z'), index=times)\n", "panel_norm_df.plot()\n", "plt.title('panel normal vector components in panel coordinate system')\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -691,29 +671,21 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'sun position in panel coordinate system')" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -723,7 +695,7 @@ "panel_coords = pd.DataFrame(sun_vec.T, columns=('x','y','z'), index=times)\n", "\n", "panel_coords.plot()\n", - "plt.title('sun position in panel coordinate system')" + "plt.title('sun position in panel coordinate system');" ] }, { @@ -742,29 +714,21 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "text/plain": [ - "Text(0.5,1,'angle of incidence')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -773,7 +737,7 @@ "aoi = pd.Series(aoi, index=times)\n", "\n", "aoi.plot()\n", - "plt.title('angle of incidence')" + "plt.title('angle of incidence');" ] }, { @@ -785,32 +749,24 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "cosd(aoi).plot()" + "cosd(aoi).plot();" ] }, { @@ -842,7 +798,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -855,32 +811,26 @@ }, { "data": { - "text/plain": [ - "Text(0.5,1,'panel normal vector projected to surface in Earth coordinate system')" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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0KoIQ6h1KZEAkkf7G0j6wPR0CO+Dh4lFnz0Dj2BRZivjh1A8sjV9K7NlYii3FCEJrv9aEeIXQIbADge6OWc1s08EhRSQCWKGUumLGNxEZjjHN6J0YFfDvKqX6m5Xy24HSVl87gL5KqavVxxAVFaVq0rExtyiXQxcO8UvSL/yY8CNH0o/g6eLJ2I5jmdp9qs61NBAKSgrYfW43O8/tZG/aXvam7eVC/qWoFeYTRruAdkT6RxLmE0aoTyjNvZvT3Ls5vq6+GLMDV4/colzO5Z4jOcfI8STlJHEq8xTHM49zMuskBSUFALiIC+0C29ElqAvdmnajb0hf2vi3qdG1NfWPIksRiw4v4rO9n3Eu7xxhPmEMaT2Em8JvomtQV7xcvWxyHRHZrpSKssnJyp7bVoIiIjEYOY2mGDO/vQS4AiilPhTj65iJUeGeC0w2ZzVDRKZgzK4IxjzMn1/rejUVFGuUUuw/v5/5B+fz3fHv8HHz4ZnezzCm4xj9UdczlFIcvHCQzUmb2Zq8lR3ndvz64470j6R70+70CO5B16CutPFvY7OPtKqUWEpIykniyIUj7D+/nwPnD7Dv/D4yCzIBaOLRhL7N+tK3WV+ub3E9EX4ROi42YH5J+oXXt77OyayT9G/en0ldJzEwbCBOYvtq7nohKHWNLQXFmsMXDvOvuH+xNXkrA8MG8o8b/kFTz6Y2v47GdhSVFLEtZRs/nv6R9YnrOZtzFoB2Ae0YEDqA6NBo+jTrg5+bn50tvTpKKU5fPM32lO1sT9lO3Nk4knKSACMnNTBsIAPDBhIdGo2ni6edrdXYgsKSQt7Z8Q7zDswjwi+C5/o9x41hN9Zq4kELSjnUlqCA8WEvPLyQt+Lewt/dn/cHv0+HwA61ci1N9bAoC3Fn4/j2xLesObWGi4UX8XD24PoW13NLq1sYGDawQSQEEi8msunMJjae2cjWs1vJK87D08WTgWEDGdxqMDeF34SPm4+9zdRUg/N555m+djr7zu9jXKdxPNv32TqpS9OCUg61KSilHL5wmCd/eJLc4lzeueUdokOja/V6mmtzPOM4S+OX8t2J70jJTcHLxYvBrQczuNVgBrQY0KBT7oUlhcSlxLHu9DrWnl5LWl4ark6uDAwbyMi2I7kp/CbcnN3sbaamEpzOOs3jPzxOam4qM26cwW2tb6uza2tBKYe6EBSAszlneeKHJ0i8mMisobPoFdKr1q+puZzCkkLWnFrD4iOL2Z6yHRdx4YawG7gr8i5ubnlzgxaRirAoC7tTd/P9ye9ZdXIVaXlp+Lv7MyxiGCPbjqR70+66zuUq5BQUsycxk4T0XNKyC6jqb/C6tkH0aVW9llYJFxOYuHIiJZYSZt42kx7BPap1nuqiBaUc6kpQANLy0pi0chIZBRnMGTaHdoHt6uS6jZ2zOWeJORTD10e/JqMgg3CfcO7rcB93t7ubIM8ge5vnMBRbitmSvIVlx5ax7vQ6CkoKiPCLYFS7Udzd7u4GUfRnC5RS7D2TSUxsAst2nSGnsKTa53J2El69uxtj+7eqUri0vDQmrpxIVmEWc4bNoW1A22rbUF20oJRDXQoKGGXZD618CFcnVxaPWKybFdciB88fZM6BOaw+sRoLFm5teSv3d7yfAaEDaqXVS0MiuzCbNafW8M2xb4zcnJMLt0fcztiOY+kZ3LNR5lryCkv4emciX2w9zf6kLDxcnRjevQV39Qwlsqk3zfw8qMpjySss4ZmFu/jpSCrP3d6Rp26pXAIzvzifiSsncjLrJLOGzqJncM9q3lHN0IJSDnUtKAB7U/cyceVEBrUcxFuD3mqUH2dtoZRi29ltfLznY7ae3YqXixf3tr+XCZ0nEO4bbm/z6iUnMk/w5eEv+Sb+G7KLsuncpDPjOo3jjjZ3NIqOlEkZeczdfIqY2NNk5hXROdSP8f1bMrJXGP6eNRuxoLjEwtQ5cexJzGDHX4ZU6l/wj83/YNGRRcy8dSY3t7y5RtevCVpQysEeggIwe99s3tz+Ji9Gv8gDnR6o8+s3NJRSbE7azEd7PmLHuR0EewYzsctERncYrUctsBG5RbmsOL6CmEMxxGfE4+/uz5gOY5jQeUKDKzpUSrHjdAafbTrBqn1nUUpxe9fmTBnYhqjWgTZNBM7fcooXl+7j5z/cQssmV+/PtOrkKp776Tkmd5vMs32ftZkN1UELSjnYS1AsysKTa58k7mwcy+5eRgufFnVuQ0Nh29ltvLPjHfak7qGZVzOmdp/Kve3vxd3Z3d6mNUiUUsSlxLHg4ALWnV6Hm7Mb97S7h4e7PUyYT7njsdYbLBbFmoMpvL/+GLsTMvD1cGFc/1ZMvK414YG103l1T2IGI2du4v0Jfbize2iF/s7mnOWeb+4hMiCS2cNm/zpsj73QglIO9hIUMCLIiCUjuDH8Rt4a9JZdbKjPHL5wmHd2vMPGMxtp7t2caT2mMartKN3ktQ45nnmc2ftms/z4cpRSDGszjCndptS7/lYlFsWKPUm892M8R1KyaR3kxSMD23Bvn3C83Wt3qMKC4hK6vbSaR26M5I/DOlXo77mfnmPd6XUsHbWUln4tK/RXV9SmoNTl4JANhubezXmk+yPM3DWT2ORY+of2t7dJ9YKk7CRm7pzJiuMr8HXz5Xd9f8e4zuN0jsQORPpH8vINL/NkryeZd2Aei48s5tvj3zKo5SCe6vUUnZpU/IN0BAqLLSzdeYb318dz8nwu7UN8+M/YXgzvHoqLc9003HB3caZjc1/2JmZW6Cc2OZZVJ1fxRM8nHEJMahudQ6km+cX53P3N3Xi6ePLViK9wdnK2my2OTmZBJrP2zOKLQ18gCBO6TGBqNz0ApyORWZDJF4e+YN6BeVwsvMiQ1kN4qtdTdmnWejWKSyws3p7IzHXxnMnIo1uYH9NvacfQLs1xcqr7RjLPf72Xb/cksfuloVfUzxRZirh/2f3kl+SzdNRSh2kIoXMoDoiHiwe/7ftbnvvpOdaeXsvQiKH2NsnhsCgL38R/w9vb3yajIINR7UbxVK+naO7d3N6macrg7+7PEz2fYELnCczdP5d5B+bxw6kfuDPyTp7o+QSt/Vrb1T6LRfHdvmTe/P4IJ9Jy6NUygFfu6cagDsF2bW3ZI9yfmNjTnL6QS+sg78vcVhxbwbHMY7xzyzsOIya1jRaUGjCk1RBa+bZi9v7ZDGlduaaDjYUD5w/w6pZX2ZO2h94hvXkh+gWHL0bRgJ+bH9N7T2dC5wl8vv9zYg7GsOrEKka1G8WTPZ+kmXezOrVHKcWGo2n8a/Uh9p3JomMzX2ZNjGJw5xCH+N66hxm57D2JmZcJSomlhM/2fUbnJp25teWt9jKvztG9xGqAs5MzE7tMZG/aXnae22lvcxyCzIJMXtnyCmNXjCUxO5FXB77KnGFztJjUMwI9Anm277OsHL2SsZ3GsvzYcu5achczd84kpyinTmzYlZDBuFlbmPRZLBm5Rbw1piffPXMjQ7o0cwgxAejQzBc3Fyf2nbm8HmVdwjpOZp1kSvcpDmNrXWDL+VCGAf8BnIFPlFIzyri/Ddxi7noBIUqpANOtBNhrup1WSo281vXsXYdSSl5xHkO/GkqvkF7899b/2tscu6GUYmn8Ut7a/hZZhVmM6zSOJ3s96fBDxmsqR+LFRN7d8S4rT64kyCOIp3o/xT3t7sHFyfaFHGcz83lj1SGW7DxDUx83fnNre8b2b4m7i2PWU46auREvNxdipg0AjG9h7LdjyS7MZtndyxyuftXh61BExBl4DxiCMaXvNhFZppQ6UOpHKfV/Vv5/A/S2OkWeUqpejrro6eLJ2E5j+XD3h5zOOk0rv6qN7dMQSLyYyN83/50tyVvoHdKbP0f/mY5NOtrbLI0NCfcN5583/5MHuzzIv+P+zcubX+aLg1/wbN9nGRg20Cap8PyiEmZtOM77649RohRP3dKWJwe1q/XmvzWlR3gAS3aeobjEgouzE9vObuPA+QO8dN1LDicmtY2tirz6A/FKqeNKqUJgITDqKv7HATE2urbdGd1+NAArT6y0syV1S4mlhAUHF3DvsnvZk7qHF6NfZPaw2VpMGjA9gnswZ9gc3h70NoUlhTy59kmeWPsEJzNPVvucSim+25vMbW/+xJtrjjCoYzBrn72Z527v5PBiAjAgMojsgmJ2m82Hvzn2Db6uvoxoO8LOltU9thKUMCDBaj/RPHYFItIaaAOsszrsISJxIrJFRO62kU11RnPv5vQO6c3qU6vtbUqdcTzjOA+vepgZsTPo06wPS0ct5YFOD+jBGxsBIsLg1oNZOmopz0U9x+5zu7ln2T28s/0dcotyq3SuIykXGfvxFp5csANfDxdiHh3ABw/2veZQJo7E9W2DEIGNR9PIK87jh1M/MCRiSKPsX2Ur+S8vv1tR5cxY4CullPXY0a2UUkkiEgmsE5G9SqljV1xEZBowDaBVK8cqWro94nZmxM7geMZxIgMi7W1OrVFsKWb2/tm8v+t9vFy9eG3ga9wVeVejqnjUGLg6uzKx60TujLyTt7e/zaf7PmX58eU8F/Uct0fcftU4kVdYwrvrjjJrw3F8PVx47Z7uPNCvJc526EtSUwK93ejWwp+N8al0aBtPbnEud0XeZW+z7IKtkpOJgHU30HAgqQK/YylT3KWUSjLXx4H1XF6/Yu3vY6VUlFIqKjg4uKY225ShrYciCKtOrrK3KbVGQlYCk1ZN4j87/sOgloNYOmopI9qO0GLSyGnq2ZRXB77KvDvmEeQRxHMbnmPq91M5mn60XP/rD59j6Ds/8cH6Y9zdO4y1vxvE+OhW9VJMShnYvik7T2ewNH45zbya0bdZX3ubZBdsJSjbgPYi0kZE3DBEY1lZTyLSEQgENlsdCxQRd3O7KXADcKBsWEcn2CuYvs36surkKurr6AMVoZTiqyNfMXr5aE5knuCfN/2Ttwa9pSdu0lxGr5BexAyP4S8D/sKR9COMWT6G/+z4D/nF+QCcy8rnqS928PDn23BzdmLhtAH8+/6eNPGu/2O43diuKSVykS3JvzA8cnijLfq1SZGXUqpYRKYDqzGaDX+mlNovIi8DcUqpUnEZByxUl/9xOwMfiYgFQ+BmWLcOq08MixjGK1tf4WjG0Xo3yF5FnM87z982/431CeuJbh7NKwNf0T3dNRXi7OTMmI5jGNJ6CP+O+zef7P2E1SdXc0PAYyz8yYOCEgu/G9KBaTdHOmwz4OrQp3UgngH7sagShkcOt7c5dkOP5WVDUnJSGPzVYJ6Leo6JXSfa25wa81PCT/z1l7+SXZjNM32e4cEuDzbalJemeqw4soGXfvk7hXKOgJIBzLz9JXqGNcwJ0wZ+/jAX1Ql2T/nJ3qZcldrsh6L/DjakmXczWni3YFfqLnubUiMKSgp4ZcsrTF83naaeTVl410Imdp2oxURTaZRSLNh6ij/OzyX/xG+5PugBsl3jeOrnsSyNX9rgioUtykKBy1EKLkZwJiPP3ubYDf2HsDG9Qnqx89zOevvBnMw8yYRvJ/Dl4S95qMtDxAyPoX1ge3ubpalHJKbn8tCnsfx5yT56tQpg1TO38dFdL7L4rsVE+kfyl01/4YkfnuBszll7m2ozjmUcI9+SRXFuJD8cSLG3OXZDC4qN6R3Sm7S8NBKzE+1tSpVZcXwFY1aM4WzuWWbeOpM/9PuDnvRKU2mUUsTEnub2tzew83Q6r97TjflTo3/tU9IusB2zh83mhegX2HFuB3d/czdfHfmq3ia+rNl2dhsAYR7d+OGgFhSNjegdYrR43nWu/hR75Rbl8tdNf+X5n5+nc5POfDXiK25uebO9zdLUI85nF/Do3O08//VeI1fy25uYEN36iiblTuLEuE7j+Hrk13QN6srfN/+daWumkZRdUS+D+kFcShwtvFswrFMXthw/T1Z+kb1NsgtaUGxMu4B2+Lj61BtBiU+PZ/y341kav5RHuz/Kp7d/qltxaarEhiOpDPvPz2w4kspf7urCvCnR1+zpHu4bzqyhs/jLgL+wJ3UP93xzD18e+hKLstSR1bbDoixsO7uNfs37MbRLM4pKFOsPp9rbLLugBcXGODs50yO4BztTHX84+xXHVzD+u/GkF6Tz4ZAPebrP07UyeqymYZJfVMLLyw9eqFLMAAAgAElEQVQw8bNYAr1c+Wb6DUwd2KbSMyc6iRNjOo5hyagl9AjuwStbX+HxNY+TklO/ioziM+LJKMigX/N+9GoZSJC3W6OtR9GCUgv0Cu5FfHo8WYVZ9jalXIpKinht62uXFXFd3+J6e5ulqUccPnuRu9/bxGebTvDw9REsmz6QzqHVm6qghU8LPh7yMX8Z8Bd2pe7i3mX3supE/RlxorT+JKp5FM5Owm2dQ/jx8DmKSupfbqumaEGpBXqF9EKh2JO6x96mXEFKTgqTV08m5lAMD3V5iE9u/4RgL8caxkbjuJQ2Bx4xcyNp2QV8/nA//jayKx6uNeukKCKM6TiGxSMWE+EXwXMbnuNPP//JYRNl1hy6cIimnk0J8zHGwx3apTkX84v55dh5O1tW92hBqQW6Ne0GwJH0I3a25HJik2MZs2IMR9KP8K+b/8Uf+v0BVydXe5ulqSdkFxTzzMJd/HnJPqLbNGHlMzdxS6cQm16jtV9r5twxh6d6PcWqE6sYvWw0scmxNr2GrUm4mEAr30uD1Q5s3xRfdxe+3VO/GxpUBy0otYCvmy++rr4O085eKcXn+z7n0TWP4u/uT8zwGIZFDLO3WZp6xMHkLEb+dyMr9iTx+6EdmDO5P8G+tTM8u4uTC4/3fJz5d87Hw9mDqd9P5V/b/kVBSUGtXK+mJF5MJNz3Uu9/D1dnhnRpxur9KRQWN65iLy0otURzn+Yk5yTb2wzyivP444Y/8tb2t7it1W3EDI+hbUBbe5ulqScopVgYe5q739vExYJiFjwygOm3tq90xXtN6Na0G4tGLGJsx7HMPTCXsSvGcvjC4Vq/blUoKCngXO65ywQFYHiPUDLzith0LM1OltkHLSi1RKh3qN1bqyRnJzNp5SRWnVzFM32e4c2b38Tb1duuNmnqD7mFxfxu0W7+9PVeoiIC+e7pG7mubVCd2uDp4smfB/yZDwZ/QEZBBuO+HceCgwscpjPkmewzKBThPpcLysD2TfH1cOHbPfZPVNYlWlBqieZe9s2hbE/Zzthvx5JwMYGZt83kke6P6HlLNJXmZFoO97z3C0t2neH/Bndg7pToWiviqgwDwwby9civub7F9cyIncHTPz5NRn6G3ewpJfGiMSJGS9+Wlx13d3Hm9q7NWb3/LAXFJeUFbZBoQaklQn1CySjIqPKUqLZg8ZHFPPL9I/i5+bFg+AJuCr+pzm3Q1F9+PHSOkTM3knIxn7lT+vPM4PYOMflVoEcg/731v/yx3x/ZeGYj9y2/j7iz9h1xPOGiMfN52SIvMIq9LuYXs+FI4yn20oJSS5T2Nj+bW3cV80WWIl7Z8govb36Z6NBoFgxfQKR/w52OWGNbLBbFf9ceZcqcbYQHerF8+kBubO9YTcpFhAe7PMj8O+fj7uzO1O+n8sHuDyix2CcXkHgxEU8XT4I8riwKHNiuKUHebny9o/6N61ddbCooIjJMRA6LSLyI/Kkc94dFJFVEdpnLI1Zuk0TkqLlMsqVd9qC5lykoddTS60L+BaZ9P40vD3/J5K6Tee/W9/Bzq15HM03j42J+EY/P386ba44wqmcL/vfE9dccPsWedA3qyqIRi7izzZ28v+t9Hvn+EbvUWSZcTCDcN7zc4mRXZydG9Qpj7cFzZOQW1rlt9sBmgiIizsB7wB1AF2CciHQpx+uXSqle5vKJGbYJ8BIQDfQHXhKRQFvZZg9CfUKBuhGUwxcOM27FOPak7uG1ga/xbNSzODs1nNnwNLVL/Lls7n5vE2sPneOvd3Xh7Qd64enm+PHH29Wb1298nVcHvsr+8/u5b/l9/JRQt5NbJV5MpKVPywrd7+0TRmGJheWNpHLeljmU/kC8Uuq4UqoQWAiMqmTY24E1SqkLSql0YA1QrztKhHiFIEitV8xvSNzAxJUTKbYUM+eOOYxoO6JWr6dpWKw/fI573ttERm4R86dGM2Vgm3rXeGNk25F8edeXNPduzvR103kz7k2KLLU/2q9FWUjMTiy3/qSUri386NTct9EUe9lSUMKABKv9RPNYWUaLyB4R+UpESqW9smHrDa5OrgR7BtdaDkUpxYKDC/jNut/Q2q81MXfF/NpDX6O5FkopPt90gimztxHexItlvxlY502CbUkb/zbMv3M+D3R8gNn7Z/PI6kc4l3uuVq+ZlpdGQUnBFS28rBER7u0Txs7TGRxLza5VexwBWwpKecmaso3FlwMRSqkewA/AnCqERUSmiUiciMSlpjr+8NC11bmx2FLMa1tfY0bsDAaFD2L2sNmEeNl2CAxNw6WoxMILS/bx9+UHGNy5GV89fh1hAZ72NqvGuDu78+KAF5lx4wwOXjjI/cvvZ2vy1lq73tVaeFlzd68wnASW7DhTa7Y4CrYUlETAWqrDgcsGs1FKnVdKlY6fMAvoW9mwZviPlVJRSqmo4GDHan1SHqHeoTbPoWQXZjN93XQWHl7I5K6TefuWt/FyddzKU41jkZFbyMRPY4mJPc2Tg9ry4YN98XZvWFMWDI8cTszwGALcA5i2Zhqz9syqlXlWKuqDUpYQPw9ubB/Mkp1nsFgco0NmbWFLQdkGtBeRNiLiBowFlll7EJFQq92RwEFzezUwVEQCzcr4oeaxek2poNiqV29SdhIPrXyIrUlbeem6l3g26lmcRLf81lSO0sr37afSeWtMT/4wrFOdDKFiD9oGtCVmeAy3R9zOuzvfZfra6TbvCJlwMQEncaKFd4tr+h3dN5wzGXlsOdGwRyC22d9IKVUMTMcQgoPAIqXUfhF5WURGmt6eFpH9IrIbeBp42Ax7AfgHhihtA142j9Vrmns3p6CkgPSC9Bqfa0/qHsZ/O56UnBQ+GPIB93W4zwYWahoLv8Sncc/7m8guKCZmWjT39rl6MU1DwMvVizdufIMXo19kS/IWxqwYw97UvTY7/+H0wzT3ao6r87VH7B7apRm+7i583cCLvWyavFVKfaeU6qCUaquUetU89lel1DJz+3mlVFelVE+l1C1KqUNWYT9TSrUzl89taZe9KO3cWNN6lNUnVzNl9RQ8XTyZf+d8BoQOsIV5mkbC1zsSmfR5LKH+Hix96gb6tm5ib5PqDBHhgU4PMPeOuQBMXDWRhYcW1rjUYE/qHtYnrOeONndUyr+HqzN3dg9l5d5kcguLa3RtR0aXl9Qiod5mX5Ts6tWjKKX4ZO8n/P6n39MlqIvR8z1A93zXVA6lFO+uPcqzi3bTL6IJix+/nvDAxlnf1q1pNxbdtYjrQq/j1a2v8ueNfyavOK9a57IoCzNiZxDsGcyjPR6tdLjRfcPJKSxh1T7HmNaiNmhYtXEORmkOZcOZDZSoyg8NYVEWsouyiU2OZeXJldzZ5k5evuFl3J3tNzifpn5RVGLhha/3snh7Ivf2CWPGvT1wc2nc6ccAjwBm3jaTj/Z8xAe7PmB7ynYGtRxEj+AeVZpo7nD6Yfam7eXVga9WafTufhGBtA7yYuG2hAZb5CiOMgx0VYmKilJxcfYdGO5aKKUYtGgQF/KrVx3kJE483uNxHu/5eL3rbKaxHxfzi3hywQ5+PprG07e15/8Gt9fxpwybzmxi3sF5bD+7nfyS/CqH7xPSh8+HfV7lRjEf/nSMGSsP8cOzN9EuxLfK17UFIrJdKRVVK+fWglK7pOenk5ZXtdFGncQJb1dv/Nz8dJNgTZVIzsxj8ufbiD+XzWv3dmdM1NWbtDZ2CksKOZ11GnVlt7erEuEfUa3ps9OyC7ju9bU8NCCCv44ob2Sq2qc2BUUXedUygR6BBHrU62HJNPWE+HPZTPx0K1n5xXw+uZ/DjRTsiLg5u9EusF2dXa+pjztDuzbnfzsS+cOwjni4Ov6YaVWhcReqajQNhF0JGdz/4S8Ulii+fGyAFhMHZkL/VmTmFbFyX8MbMFILikZTz/n5aCrjZ23B18OV/z1xHV1b+NvbJM1VuK5tEG2aevPF1tP2NsXmaEHRaOoxy3cnMWX2NloHefPV49fROqjyrY409kFEGNe/JdtOpnMk5aK9zbEpWlA0mnrKnF9O8vTCnfRuFcjCaQMI8fOwt0maSnJf35a4OTs1uFyKFhSNpp6hlOKtNUd4adl+Bnduxtwp/fH3rHqLI439aOLtxrBuzfl6RyL5RfaZvrg20IKi0dQjSiyKF5fu4921RxkTFc4HE/o0uJZCjYXx0a3Iyi9mRQOazVELikZTTygstvB0zE4WbD3NE4Pa8sboHrg460+4vhLdpgltg72Zv+WUvU2xGTo2ajT1gPyiEqbNi+Pbvcm8OLwzfxzWSfd+r+eICA8OaM2uhAz2JNp2aH17oQVFo3FwsguKefjzWH46ksrr93bnkRv1AKENhfv6huPt5szsX07a2xSbYDNBEZFhInJYROJF5E/luD8rIgfM+eTXikhrK7cSEdllLsvKhtVoGiuZeUU89OlWtp1M550HejGufyt7m6SxIb4erozuG86K3cmczy64dgAHxyaCIiLOwHvAHUAXYJyIlB2oZicQZc4n/xXwTyu3PKVUL3MZiUaj4Xx2AeM+3sL+M1m8P6EPo3qF2dskTS0w8boICkssLNyWYG9Taoytcij9gXil1HGlVCGwEBhl7UEp9aNSKtfc3YIxb7xGoymHlKx8xn68hWOp2cyaFMXtXZvb2yRNLdEuxIcb2zdl/pZTFJdY7G1OjbCVoIQB1vKaaB6riKnASqt9DxGJE5EtInK3jWzSaOoliem5jPloM0kZecyZ0p+bO+hxuRo6E6+LIDkzn+8PpNjblBphK0Epr7lJueNBi8iDQBTwL6vDrczhlMcD74hI2wrCTjOFJy41NbWmNms0DseJtBzGfLiZ9JxC5j8SzYDIIHubpKkDbu0UQnigZ72vnLeVoCQC1hMvhANJZT2JyGDgz8BIpdSvNVBKqSRzfRxYD/Qu7yJKqY+VUlFKqajgYJ1q0zQsjqRc5P4PN1NQbGHhtOvo3UpPe9BYcHYSJl7XmtgTFziYnGVvc6qNrQRlG9BeRNqIiBswFristZaI9AY+whCTc1bHA0XE3dxuCtwAHLCRXRpNveDQ2SzGfbwFJ4EvHxtAlxZ+9jZJU8eMiWqJh6sTczeftLcp1cYmgqKUKgamA6uBg8AipdR+EXlZREpbbf0L8AEWl2ke3BmIE5HdwI/ADKWUFhRNo+FgchbjZ23F1dmJLx+7zm5Tw2rsS4CXG3f3CmPJzjOk5xTa25xqoacA1mjsyIGkLCZ8sgUPV2diHh1ARFM9/Hxj5kjKRYa+vYHfD+3A9Fvb18o1anMKYN1TXqOxE/uTMhn/yRY8XZ1ZOE2LiQY6NPPlpg7BzNl8ioLi+jcKceObU/7Mdji5EVy9wNXTXLzAK8hYvJuCux/ocZIaBkpBSREU50FRvrk2l+L8S+vifCgpBlUClmJzKTEX6+MlxjnFyWjbKE6AmPtORrz5ddsJnFzAxR2c3cHFDZyN5XhGMa+vOEovNw9eH92XUDkH2d7g5g0unuCk03qNkqI8nurlymtH97Pt+3MMbOUBRblQmGusLUVGHGw/BML62tvaK2h8gnJyE6z569X9OLuBfzgEtoEmkdCkDQR3Ml6gZ0Dd2KkxsFggPwNyL0Dueci7YGwXZEHBRcjPNNa/7mddvl+YDcrxOotFAvMBCoEvyvHg6mWIi6sXuPmAW+m+N3j4gYc/eASYa6vF0+qYm68WJkekIBuSd0HqYbhw/NKSmQiF2UQD37gDseZSHp5NtKA4BNdNh35TjZRpYc6ldd4FyEmD3DTISYWM03DhBCTGQUHmpfBNO0BYFLQaAO2Hgl+o/e6lvlKQDdkpxnLx7KV17vkywnEe8tKvLgiuXuDuay5+xtq32aXt0hS/qye4epjbHlbHPMHFw1icXcHJGcTZyFk4uRj7Tlb74mzkQpQy7TLXpfvWxywWI0VZXGDkkkoKOJp0nn98sxN/V/jrHW0J9hLDvbgAinKMuFiYawhhUa65by5FuUYczc8yhTSz4ucCRg7J3RSf0ty3V1PwNnPjXk3NYzp3XqtkJcOxtZAQa5SQnDtwKU67eBiJ1qB20PZW8A4G72B+Thbe2pjGX0b3p0/bMDMx4QlOrmZcdMyEQuMTFCcn4+W4eRsf0LVQyvjJnd0DZ+IgcTsc/R52m8nKsL7Qcxx0v1/nXoryIeuMkdK6mHy5WFivC7OvDOvkarwPzybg1QRCuhjr0p+dV9AlN89A4yfp7muIQD1hd0IGD32TiJ9nd2IeHUBwE6+andBSYubKMgyBKV3yrPczDFHOvWA8+5QDRqKpOL/8czq5muISbAizT3PwNRefZpfWPs0MYdaUT/Y52LvYWJJ2Gsc8Aoz/RafhRqK0WVfwDS1XHPoXl5Cw80f+u9eFz6NaX+HuqOhWXtVBKTh3EI6shH1LIGWvkeLt/ygM/D/jp9fQsFgg55whFtZLltV2TjmjF7j5XPkj+vVHZa59mhki4aCpLluwKyGDhz7dSoCXKzGPDiA8sIZiUhOUupTbyU2DnPPGOvf8pWPZqZB9Fi6mGO+9vFyiR8CVQuPb3PhJ+oeDX5ix79SIZpQ8fwx+fgv2LDTq3Fr0hs4jocPtRiKpCrm/d9ce5a01R/jh2Zts2pS8Nlt5aUGpKUoZ5aFbPoA9i4wf6PB/Q8+x9rasaihlpGTTT165ZJyCzDNG8Y01bj7Gj6N08bPebmH8YNx96vxWHI2dp9OZ+Gksgd5uxEwbQFiAp71NqhqWEkNoSgXmsnVp7tPcLynTf0KcTYEJMwTGP8yIJ34tLm17B9f/xERxAax9Gba8b9TB9pkEUVMgpFO1T3k+u4DrZ6zj3j7hvH5vd5uZqgWlHBxGUKw5dxC+/T2c2gh9J8MdbxgtfByF4kLITChfNNJPXVkm7x0MgREQ0NpKOFpe2vbw1+Xt12B3QgYPfrKVJj5uxDw6gBb1TUyqQmmiJCvJXBKNhEhpMWjWGWO/pMy8H85ul3I1Aa3KLK0NIXJ24NL5tHhYPAlS9kHfh2HQC0bu2wY8//Vevt6RyC9/upUgH9v8S2pTUBz4LdVDQjrDxG/gx1dg49tG5dnwf9etDSXFkHnayHqfj798nZV4edGFszsEtjZEo9UAY126BLTWuYsasu9MJg99upVAbzcWThtAqH8DFhMwEhdeZj1X827l+1HKKFrLTDRFp4zYnPgZLiZdHk/F2RCVwNZXik1AKyO3Y69itfxMWHCf0apw/CKjaMuGTB3YhpjY0yzYepqnb6udjo62RAuKrXF2gcF/M7LAW96HrndDxEDbXkMp42O8YC0a5nb6ycuLptz9IagttIqGwLFGE+hS0fBpXv+LGhyUQ2ezeOjTrfh6uPLFo9ENX0wqi4jR+MK7KbToVb6f4kJDYDJOGa0tM04bOeiM03DsR6PBh/Vg5k4ulwtOYITZ5L+NsfYMrJ2ctFKw9EnDrsnfGYkyG9MuxIdbO4Uwd/NJpt0UiYerY9dH6SKv2qIwBz64HhCY+r2RrQd+/RAqeu7Wxy1FRmQ9H2+1HDeEpCj3kj8XD2jS1hCOoLZGE8TSxStIF0vVMfHnshn78WacnYRFj11H6yDdA96mFBcYuZpSwUm3Ep6MU0adjjXu/tAkwhCXwIhLQuMbanY2dTc7nLpQ/kwcZVGQvBt2xRitPYe+CtdPt/19mvwSn8b4T7byz9E9GNOv5bUDXANdh1IODi8oYGTf59xlm3OJs/Ex/CoWkZe2fVvonIaDcDIthzEfbcaijFGD2wbrYsM6pzDHEJn0E0ZfsvSTl7YzTl/ZuKS6OLtDn4fgzn/XaqJNKcWd726kxGJh9W9vQmp4LV2HUl9pcyM8+DWkHrI6aEaGyyJFBcdEjCx8UDtjXY/6XDRGEi7kMn7WFootioXTtJjYDTdvaNbFWMpiKTGK0y6cMPqKlBSaS9GVLdSuRmAEtL3FuFYtIyI8MrANv1u8mw1H0xx6Bk8tKLVNu9uMRdOgScrIY/wnW8gpLCHm0QF0aKaHoHdInJwvVerXI0b0bMG/Vh/m4w3HHFpQdDmJRlNDzmXlM+GTrWTkFDFvan89OZbG5ri5ODFlYASb4s+zN/EaQ+7YEZsKiogME5HDIhIvIn8qx91dRL403beKSISV2/Pm8cMiYtu2dxpNLZGWXcD4T7ZyLiuf2VP60yO8kQ+/o6k1xvVvha+7Cx9uOGZvUyrEZoIiIs7Ae8AdQBdgnIiULcScCqQrpdoBbwNvmGG7YEwb3BUYBrxvnk+jcVjScwp58JOtnEnP47OH+9G3tZ4DXlN7+Hq4MmFAa1buTebU+Rx7m1Mutsyh9AfilVLHlVKFwEJgVBk/o4A55vZXwG1iNFkYBSxUShUopU4A8eb5NBqHJDOviAc/3crxtBw+mRRFdGSQvU3SNAKm3BCBi5MTaw6kXNuzHbBlpXwYkGC1nwhEV+RHKVUsIplAkHl8S5mwYTa0TaOxGRfzi5j4WSxHU7L5aGJfbmhXiVGrNRobEOLnwdrf3UzLmo5UXUvYModSXuPosp1cKvJTmbCIyDQRiRORuNTUcka21WhqmZyCYiZ/vo39ZzJ5b0IfbukYYm+TNI0MRxUTsK2gJALW3TjDgaSK/IiIC+APXKhkWJRSHyulopRSUcHBjtt0TtMwySssYeqcbexMyODdcb0Z0sU2AwBqNA0FWwrKNqC9iLQRETeMSvZlZfwsAyaZ2/cB65TRVX8ZMNZsBdYGaE/Fk19qNHVOflEJ0+bFsfXEBd4a05M7u+uZOjWastisDsWsE5kOrAacgc+UUvtF5GUgTim1DPgUmCci8Rg5k7Fm2P0isgg4ABQDTymlSmxlm0ZTEwqLLTy5YAc/H03jn/f1YFQvXb2n0ZRHoxvLq6jEwo5T6bpVjqZSFJVYmP7FDlbvT+HVe7oxIbr+TMeq0ZRHbY7l1eh6ys9cF8/4T7Y6bDtujeNQYlE8u2g3q/en8NKILlpMNJpr0OgEZUJ0K1ychP+ui7e3KRoHxmJRPPfVbpbvTuL5Ozox+YY29jZJo3F4Gp2ghPh58OCA1izZeYaTaTqXorkSi0XxwpK9fL3jDL8b0oHHbm5rb5M0mnpBoxMUgMdujsTVWedSNFeilOJvy/ezcFsCv7m1Hb+pB9OuajSOQqMUlBBfDx6Mbs2SnYk6l6L5FaUUr357kLmbT/HYTZE8O6SDvU3SaOoVjVJQAKbdHImLkxOfbDxub1M0DoBSin+tPswnG0/w8PUR/OmOTjWeGU+jaWw0WkEJ8fVgdN8wFsclkpZdYG9zNHbm3bXxvL/+GOOjW/HSiC5aTDSaatBoBQXg0RsjKSyxMOeXk/Y2RWNHPlh/jLd/OML9fcN5ZVQ3LSYaTTVp1IISGezD7V2aM3fzKXIKiu1tjsYOfPLzcd5YdYhRvVowY3QPnJy0mGg01aVRCwoYLb4y84pYuC3h2p41DYo5v5zklW8PMrx7KG/e3xNnLSYaTY1o9ILSu1Ug/ds04dOfj1NUYrG3OZo64outp3lp2X6GdmnGO2N74eLc6D8FjabG6K8IeOLmtiRl5rN89xUj5msaIIviEnhhyV5u7RTCf8f3xlWLiUZjE/SXBAzqGEzHZr589NNx6utgmZrKsXTnGf74vz3c2L4p70/og7uLs71N0mgaDFpQABFh2k2RHE65yPojeibIhsq3e5J5dtEuBrQJYtbEKDxctZhoNLbEJoIiIk1EZI2IHDXXgeX46SUim0Vkv4jsEZEHrNxmi8gJEdllLr1sYVdVGNGzBc383Pl808m6vrSmDli17yxPL9xJVOsmfPqwFhONpjawVQ7lT8BapVR7YK25X5ZcYKJSqiswDHhHRAKs3J9TSvUyl102sqvSuLk4MSG6NRuOpHIsNbuuL6+pRdYeTOE3MTvoEe7PZ5P74eVms3nlNBqNFbYSlFHAHHN7DnB3WQ9KqSNKqaPmdhJwDnCoieHH9W+Fm7MT8zafsrcpGhvx05FUnpi/g86hfsye3B8fdy0mGk1tYStBaaaUSgYw1yFX8ywi/QE34JjV4VfNorC3RcTdRnZViWBfd+7qEcriuAQu5hfZwwSNDfklPo1pc+NoF+LD3Cn98fd0tbdJGk2DptKCIiI/iMi+cpZRVbmgiIQC84DJSqnSjh/PA52AfkAT4I8VhJ0mInEiEpeaWjuV55OujyCnsIT/bU+slfNr6obYExeYOieOiCBv5j8STYCXm71N0mgaPJUWFKXUYKVUt3KWb4AUUyhKBeNceecQET/gW+BFpdQWq3MnK4MC4HOgfwU2fKyUilJKRQUH105pWc+WAfRqGcDczaewWHQT4vrI9lPpTP48lhYBHsx/JJom3lpMNJq6wFZFXsuASeb2JOCbsh5ExA1YAsxVSi0u41YqRoJR/7LPRnZVi8k3RHA8LYcNR3UT4vrGjtPpPPxZLMG+7nzx6ACCfe1SeqrRNEpsJSgzgCEichQYYu4jIlEi8onpZwxwE/BwOc2DF4jIXmAv0BR4xUZ2VYs7uoUS7OuuRyGuZ+w4nc7ET2Np4uNGzLQBNPPzsLdJGk2jwiZNXpRS54HbyjkeBzxibs8H5lcQ/lZb2GEr3FycGN+/Ff9Ze5QTaTm0aeptb5M012D7qXQmfRZLU1NMQv097W2SRtPo0D3lK2BCdCtcnUU3Ia4HaDHRaBwDLSgVEOLnwdCuzfl6ZyL5RSX2NkdTAdtPXfhVTBZOu06LiUZjR7SgXIXx/VuRkVvE6v1n7W2Kphy2n7rAxE8viUlzf11notHYEy0oV+G6yCBaNfEiJva0vU3RlKFUTEL8PLSYaDQOghaUq+DkJDzQryVbjl/guB7fy2GIO3lJTGIeHaDFRKNxELSgXIP7o8JxcRK+1FMEOwTbThp1JkbORIuJRuNIaEG5BiG+HtzWOYSvtidSWKynCLYnG4+mMfHTWJqZYqL7mWg0joUWlEowtn8rzucU8sPBFHub0mhZdyiFKXO20TrIiy8fu0Mb1e8AABjHSURBVE6LiUbjgGhBqQQ3tQ8mLMBTV87biZV7k3ls3nY6NvMlRg+notE4LFpQKoGzkzAmqiU/H00j4UKuvc1pVCzZmchTX+ygR3gACx6NJlAP9KjROCxaUCrJmH7hOAm6cr4OiYk9zbOLdhPdJoi5U/rj56HnM9FoHBktKJUk1N+TQR1DWLw9gRI9rH2t8/mmEzz/9V5u7hDM55P74a1nWtRoHB4tKFXg/r7hpGQVsCk+zd6mNGjeXx/P35cf4Pauzfjoob54uDrb2ySNRlMJdLKvCtzaOQQ/Dxf+tyORmzrUzgRfjRmlFG+tOcJ/18UzsmcL3hzTE1dnnebROB5FRUUkJiaSn59vb1MqxMPDg/DwcFxd666oWAtKFXB3cWZEzxb8b0ciF/OL8NVl+jbDYlG8tGw/87ac4oGolrx2b3ecncTeZmk05ZKYmIivry8REREY8wI6Fkopzp8/T2JiIm3atKmz69ok+SciTURkjYgcNdeBFfgrsZpca5nV8TYistUM/6U5u6NDMrpvOPlFFlbu1QNG2orCYgvPfLmLeVtO8dhNkcwYrcVE49jk5+cTFBTkkGICICIEBQXVeQ7KVuUJfwLWKqXaA2vN/fLIU0r1MpeRVsffAN42w6cDU21kl83p3TKANk29+WpHor1NaRDkFhbzyNw4lu9O4k93dOL5Ozs77Eeq0Vjj6PHUHvbZSlBGAXPM7TkY88JXCnMe+VuBr6oTvq4REe7pHUbsiQucyciztzn1mvScQsbP2srGo6m8Mbo7j9/c1t4maTSaGmArQWmmlEoGMNchFfjzEJE4EdkiIqWiEQRkKKWKzf1EIMxGdtUKI3u2AGDF7iQ7W1J/OZuZz5iPNnMgOYv3J/TlgX6t7G2SRqOpIZUWFBH5QUT2lbOMqsL1WimlooDxwDsi0hYoL19WbkcPEZlmClJcampqFS5rWyKaetMz3J9lWlCqRfy5bEZ/8AvJmfnMntyPYd2a29skjaZesW3bNnr06EF+fj45OTl07dqVffv22dusyrfyUkoNrshNRFJEJFQplSwiocC5Cs6RZK6Pi8h6oDfwPyBARFzMXEo4UO6fWin1MfAxQFRUlF17F47o2YJXvj3IsdRs2gb72NOUekXsiQs8OjcOV2ch5tEBdA/3t7dJGk2N+Pvy/RxIyrLpObu08OOlEV0rdO/Xrx8jR47kxRdfJC8vjwcffJBu3brZ1IbqYKsir2XAJHN7EvD/7Z17fBTluce/TxIgEEBMAJMAEsBwCVrQpkil6AeoUtqDiBWqVJEKAlpbWtoKFrVWaounFj94Ug96UKi1Fm/FWwHFghWKXEUBuchdkHCN3JTIZZ/zxzvBNSYQyOzO7PJ8P9nP7Lwzu/v7ZXbnmXkvz/ty+R1E5FwRqeU9bwh0AVapqgJzgOtO9vqw0btDLiLwqt2lVJnXlm/nxicWklW3JtNu72LBxDCqwb333susWbNYsmQJd955Z9ByAP/GoYwDnhORwcBHQD8AESkEhqvqEKAd8JiIRHCBbJyqrvJePwqYKiK/A5YBT/ikK2acVz+dS1tk8sr72xnRIz/0PT6CRFWZNHcTD0xfTWHzc/m/gYWW5NFIGk52JxFLSkpKOHToEEePHqW0tJSMjIxAdETjS0BR1b1AjwrKlwBDvOfzgYsqef1GoJMfWuJJ7w65jJm2ktXFBynIrR+0nFByPKKMfW0VU+Zv5nsX5fCn/h0slYph+MDQoUMZO3YsmzZtYtSoURQVFQUtyXJ5VYee7bNJEZj5gQ1yrIjDR45z29NLmTJ/M7d2bcH/3HCxBRPD8IGnnnqKtLQ0BgwYwOjRo1m8eDGzZ88OWpalXqkODevW4ht5mcxcWczIK1sHLSdU7DxQytCnlrD84/3c17uAQV3il/7BMJKdgQMHMnDgQABSU1NZuHBhwIocdodSTb5zYTYf7jzEht2HgpYSGpZv28fVRfNYt+sQj99UaMHEMM4SLKBUk57t3RiKmSut2gtcT67+j71DWkoKL952GVcWnBe0JMMw4oQFlGqS26A2HZo1OOsDSiSiPDzrQ+54ZhkX5p7Dy3d0oV2OdVQwjLMJCyg+0OvCbFZ8vJ9tn5yd880fPnKcn/x9GRP+tY7vX9KUv916KQ3r1gpalmEYccYCig+UVevMWVNhgoCkZmvJZ/R7bD7TVxZzV6+2PNTva9RKs55chnE2YgHFB1o2zKB5Vh1mn2UB5d8f7qZ30Ty27PmMSQMLGXZFKxvgaRhnMRZQfEBE6NamMfM37KX06PGg5cScSER55F/rGDR5Edn103n1J9+iRztrfDeMsx0LKD7RrW1jPj8W4Z0Ne4OWElP2f3aUIU8tYfysD7mmYxOm3d6FvIbBp3wwDCN4LKD4xKUtMqldIzWpq71WbT9A76J5zF23m/v7tGd8/w7UrmntJYYRb+655x4mTJhwYn3MmDE88sgjASpy2Eh5n0ivkUqXC7KYs3YXqppUbQmqytTFW/ntqx/QoHZNpg79Jl9vfm7QsgwjHMwYDTtW+Pue2RdBr3GVbh48eDDXXnstI0aMIBKJMHXqVBYtWuSvhjPAAoqPdGvbmDdX72L9rkPkn1cvaDm+sP+zo9w1bTnTV+yga35DxvfvSKN61iXYMIIkLy+PrKwsli1bxs6dO7n44ovJysoKWpYFFD+5onUjAOat35MUAWXJ5hJGTH2PnQdKuatXW27t2pKUlOS58zIMXzjJnUQsGTJkCFOmTGHHjh3ccsstgWgojy9tKCKSKSKzRGSdt/xKfYiIdBOR96IepWXzyovIFBHZFLWtox+64k3Tc+vQLLM2CzYmdsP88Ygy4c11LoVKqvDibZcx7IpWFkwMI0T07duXmTNnsnjxYnr27Bm0HMC/O5TRwL9UdZyIjPbWR0XvoKpzgI7gAhCwHngjapdfqeoLPukJjM4tspi1eieRiCbkCXj7vsP87Nn3WLSphL4XN2HsNRdSt5bdyBpG2KhZsybdunWjQYMGpKaGo3OMX728+gB/8Z7/BbjmFPtfB8xQ1aTLVdK5ZRb7PjvK2p0Hg5ZyWqgqzy7+iJ4Pv80HH+9nfP8OPPyDjhZMDCOkRCIRFixYwODBg4OWcgK/Asp5qloM4C0bn2L/64G/lyt7QESWi8jDZXPPJyKdW7mGsUSq9iref5hBkxcz6sUVFOTWZ8aIy7n2kqZByzIMoxJWrVrFBRdcQI8ePcjPzw9azgmqfPkpIm8C2RVsGnM6HygiObipgF+PKr4L2AHUBB7HVZfdX8FrhwJDAc4///zT+di40aRBbc7PrMM7G/byo5DPA6KqPL9kG2NfW8WxiPLbq9tzU+fmCVlVZxhnEwUFBWzcuDFoGV+hygFFVb9d2TYR2SkiOapa7AWMk43u6w9MU9WjUe9d7D39XEQmA7+sRMPjuIBDYWGhVlV7vOncMpPXPwh3O0rx/sPc9Y8VvLV2N51aZPLH675G8ywb8W4YxpnjV5XXK8DN3vObgZdPsu8NlKvu8oIQ4kYDXgOs9ElXIHRumcX+w0dZsyN87SjHjkd4ct4mrhz/Ngs3lnBf7wKm3trZgolhGNXGrxbXccBzIjIY+AjoByAihcBwVR3irecBzYB/l3v930SkESDAe8Bwn3QFwqUtXTvK4s0lFOSGZ5KppVs+4e6XVrK6+ACXt27E2D7tLZAYhuEbvgQUVd0L9KigfAkwJGp9M9Ckgv26+6EjLOSek05WRk1WbT8QtBQASj49woMz1vDskq1k10/n0R9eQq8Ls5MqPYxhGMFjfUJjgIjQLqc+q4qDDSiRiPLskq08OHMNh0qPMezylvy0Rz4Z1hXYMIwYYGeWGFGQW58p8zdz7HiEtNT4J3Wev34Pv/vnalYVH6BTXiZjr7mQNtmJnw7GMIzwYgElRrTLqceRYxE27vmU1nHM67V+10F+P30Ns9fsokmD2ky4viNXd8i16i3DSCImTpzIxIkTAdi/fz95eXnMmTMnYFUWUGJGQc45AKwuPhCXgPLxvsMUzV7Hc0u2UadGKqN7tWXQZXmk1whHSgbDSFYeXPQga0rW+PqebTPbMqrTqEq3Dx8+nOHDh3P06FG6d+/OyJEjff38M8UCSoxo2SiDmqkprNp+gD4dv9IPwTd2HSjl0bc28MzCjwC4qXNzftL9ArLqJmyyAcMwqsiIESPo3r07vXv3DloKYAElZtRITaF1dt2YNczv2F/KpLkbeXrhFo4eV/oXNuWO7vk0aVA7Jp9nGEbFnOxOIpZMmTKFLVu2UFRUFMjnV4QFlBjSLrs+c9b6OyXw5j2f8tjbG3hx6ccci0To07EJI3rk27zuhnEWsXTpUh566CHmzp1LSkp4ZnK3gBJDCnLr8/zSbew6WErjeunVeq93P/qEJ+dtYvqKYtJSUuhX2JRhl7fi/Kw6Pqk1DCNRKCoqoqSkhG7dugFQWFjIpEmTAlZlASWmtMtxo+RXbT9A4zanH1COHIswY2UxT/5nM+9v3Ue9WmkM6dqSId9qQeP61QtQhmEkLpMnTw5aQoVYQIkhZQHlzheWU792DVQVBVBQOLGuCoq6pZfyUlU5+PkxDpYeo2XDDO7v055rL2lq85MYhhFa7OwUQ86pXYOf9shn3c6DiIAgeH+IiLf88jrefiKuYf+q9udxRX6j0GYtNgzDKMMCSowZeWXroCUYhmHEhfB0DzAMw0ggVEM7JRMQjD4LKIZhGKdJeno6e/fuDW1QUVX27t1Lenp8O+9YlZdhGMZp0rRpU7Zt28bu3buDllIp6enpNG3aNK6f6UtAEZF+wH1AO6CTNw9KRft9B5gApAKTVHWcV94CmApkAu8CN6nqET+0GYZh+E2NGjVo0aJF0DJCh19VXiuBa4G3K9tBRFKBPwO9gALgBhEp8DY/CDysqvnAJ8Bgn3QZhmEYccKXgKKqq1V17Sl26wSsV9WN3t3HVKCPN498d+AFb7+/4OaVNwzDMBKIeDbKNwG2Rq1v88qygH2qeqxcuWEYhpFAVLkNRUTeBLIr2DRGVV+uyltUUKYnKa9Iw1BgqLd6SETK3xU1BPZUQUvYSRYfYF7CSrJ4SRYfED8vzWP1xlUOKKr67Wp+1jagWdR6U2A77h/YQETSvLuUsvKKNDwOPF7ZB4jIElUtrKbOwEkWH2BewkqyeEkWH5AcXuJZ5bUYyBeRFiJSE7geeEVdR+45wHXefjcDVbnjMQzDMEKELwFFRPqKyDbgm8A/ReR1rzxXRKYDeHcfdwCvA6uB51T1A+8tRgEjRWQ9rk3lCT90GYZhGPHDl3EoqjoNmFZB+Xbgu1Hr04HpFey3EdcLrLpUWh2WYCSLDzAvYSVZvCSLD0gCLxLW1AGGYRhGYmG5vAzDSBi8cWtGSEmogCIiLUWkTdA6/EBEMoPW4BciUi9oDX4gIhlBa/ALEcn1lgn1G68IEckXkS4AmuBVKiLSKGgNsSQhvmwiki4ij+Ia9Mt6iSUkIlJXRMYDr4jIz6LSzyQcIpIhIkXAiyIywMvJlnB4x+Rh4GkRuVFEYtZPPx6IyHXANhHppKqRRA0qIlLT+92/BuSKSK2gNZ0p3nfsT8BMEXmgLEAmG4nyResPZKlqvqrOTNTEkSJSF5da5jjwa+Ai4JJARVWP+4H6wO+Ai4Fxwco5fUTkW8Bc4DDwJNAVuCFQUdUnBdgB/AlAVSPByjljrgQaq2obVX1eVT8PWtCZICJpuDyGacBA3MDtHoGKihGhDyje1VU28LS33k1Evi4i5warrOpE1ftmAy1V9Veq+jYuS8CO4JSdGSKSKiK1gbrAHzwvDwApInJ3sOpOm73Ao6r6a1V9FXgP13U9oerrRSQlSm89XO/KuiJyu7c9YaaqiNLaEFjglV3l/fabeeuhP3dF0QjIU9UR3lCJOrihE0lH6A6KiLQVkYkiMkJE6ntXV62BriLyY1xm4tuBv4pITqBiT0GZF+Cnnpf1rlieFJEFwGXAMBEZLyJZwao9OSLSSkR+BKCqx1X1MC5AXu+V7cMdm+tEpKIUPaEg2ge4xKbAM1En44/xUlOEvb6+3DGJ8EUao3ygFTAcuEdE8oFQtw+V81KW168F0FBEBuEuWK4GZohIM68qL5QBv4LvWDGgIjJZRBYC/wVcLSIvhf0cdrqEKqB4dfBPAxuADsBEEWkN/AEYALRR1U64gLIOuCcoraeiAi+PiUhboAvwBrBCVdviPKTyRY6y0OFd5S4Ffi4i34/a9BvgehFp6K0vB94CvhdfhVWjIh8ikqKqn0YFj47AB5W9R1io5JiU/Z73AO+q6kKgFFgLdBQ3hUToOMn366+438WlQGdV/TnwJlAE4Qz4J/HSG1fdvVpVWwNDgC3AvfFXGTtCFVCAtsAeVf0jMAxYg0vFcgh4BVe/jVeXOpdwVxeV97IauBGojbvlPQSgqmtwucv2BaSzKmzA/QDuAQaISDqAqr4HzOaLuvojuPahsE5j9xUfZe0LUSfbHGC+V9ZDRM4LROmpqchL2ZX9OcBUEXkfl/LoIPCOqh4PRuopqez7tQGYjLuTLztXTQa2i0iNIIRWgcq8HMTlMiz11j8H5gG7AtIZE8IWUFYCpSLSVlWP4kbV1wYuB34BZIpL89ID+CWueiKsVOSlDq4x7l3gMhH5htfL6xqgJDipJ0dVXwf+gWtfKAFui9r8C1x15DAR6Yk7VqFsBK7Mh3eXctyrl88B2ohLGTSQxPMiuCCyGRiuqv1xcw+FtsPEKb5fo3EXW4O9K/7/BdZ6v6nQUYGX4VGb38BVdfUUkUJgJOE+h50+qhr3B9AAb5S+t142Yv8CXPXWkKhtPwfu955fgavuegv4QRDaffDya+/5L4FXcdVEofYStZ6Gm3Hzn0B+VHkX3I9jAfDDBPaRjwsgbwHXB+3jDLy09soyyu2TErSPah6XAlxb3asJelyivfwIeAZYFpbfva//lwAOxN3A+8B44BavLDVq+624KpTO3npnXHtD4P8sv70AjYL2cAovXzkR4Rri/wDc7a23Lv9jSlAf+d5yRNAe/DomfHFxE/jxqaaXUAREH79j6UF7iNUjblVeIpIjIk/j2hb64dpAbhGR2vpFdQO4wYs7gHu9cRt5wCIRqRMvrafCBy8ZAKoaeFvDKbx8pbpHVXcAU4CbReRTXI+VwHvb+OCjr1c+IX6qK6aaXg7hHRP1zl5lyyDw6fsVCnzwcrVXvVoaT91xJQ7RPN1b1gHaR5XfgqvXLdv+pdtH4I/AS7i2iE5BR17z4q7CgMbAQlz1VlfzYV7MS+J4ifn/KoYHIQvXve9x4CqgjldeE9dQtRXXrfblsn82kBb1eiEkVULm5UvVeOlAP/NhXsxL4niJ1yMmVV4i0gd4G9d9dCmuLeEqONG1dKGqNlPVG4EZwERvW1m3R9QRhioh8+J1NxURUdVSVX0+CP1lJIsPT4t5MS9JQ6zSMXwCjFXVqQBe19hWZRtVdVnUvjNx3U7rqeurHTbMi+dFvcuuEJAsPsC8mJckotoBxYvE5f9584CaIpLmXalvwPXvL//aPNwt5cownIDNy4nX5hESL8niA8xL1GvzMC9JSbWqvESkRvSB8AZVoaoR73avrNqnM27Ue9l+GSJyH270+wxVHV0dHX5gXsLnJVl8gHnx9jMvyY6eeYPVj4F/A3cB3aLKU6Kep+Eapl4GzvfKvuktC/EauYJ+mJfweUkWH+bFvJxNj9O6QxFHjohMw81VcDcub1BfL2Kn6Be5kfLURfdauPxOXUXkLeAGEclQ1SWq+tnpfL6fmJfweUkWH54+82Jezj5OI5qnecsaQPeo8tuA+6LWmwMv4HLupON6RkRwPSH6Bh1BzUs4vSSLD/NiXs7mR5UOAvAQMAG4qlz5SNxI8DdwaZgvwqVp/n3UfpnAz4I2al7C6SVZfJgX82IPPZHrp0K8Bqo/46Z5nQEMwo34fkJVS0Xku7j5Cergpk3tqqoDol6fqiFJmW1ewuclWXyAeTEvBpy623A93IRDPVX1oIjswU0t2h94SlWne/sdEZGtwB4RqYmrb4yE7ECYl/B5SRYfYF7Mi3HyRnlVPYCbV2GQV/QfXNrlSyVqmldx84vfBBxU1SPqpogN1cAe8xI+L8niA8yLeTGgauNQpuGmD81R1UO4+Ts+B3JEJE1E/hs3oc8aVR0TQ61+YF7CR7L4APMSVpLJS6ipSkCZB+zFi/Cq+i7QCTeJzzFcvpteqvqbWIn0EfMSPpLFB5iXsJJMXkLNKVOvqGqxiLwEjBOR9bhIXgoc87a/FluJ/mFewkey+ADzElaSyUvYOWkvry/tKNILN6nMZUCRqhbFUlgsMS/hI1l8gHkJK8nkJaxUOaCAy3uDS6R57JQ7hxzzEj6SxQeYl7CSTF7CyGkFFMMwDMOojLjNKW8YhmEkNxZQDMMwDF+wgGIYhmH4ggUUwzAMwxcsoBiGYRi+YAHFMAzD8AULKIZhGIYvWEAxDMMwfOH/AYfrx4q++JCNAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -916,7 +866,7 @@ "\n", "projected_normal_df = pd.DataFrame(projected_normal, columns=('x','y','z'), index=times)\n", "projected_normal_df.plot()\n", - "plt.title('panel normal vector projected to surface in Earth coordinate system')" + "plt.title('panel normal vector projected to surface in Earth coordinate system');" ] }, { @@ -935,27 +885,19 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -974,7 +916,7 @@ "surface_azimuth[surface_azimuth>=360] -= 360\n", "surface_azimuth.plot(label='compass angle north')\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -986,47 +928,39 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:7: RuntimeWarning: invalid value encountered in greater\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\ipykernel_launcher.py:7: RuntimeWarning: invalid value encountered in greater\n", " import sys\n", - "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in less\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in less\n", " \n", - "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:9: RuntimeWarning: invalid value encountered in greater\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\ipykernel_launcher.py:9: RuntimeWarning: invalid value encountered in greater\n", " if __name__ == '__main__':\n", - "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:10: RuntimeWarning: invalid value encountered in less\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\ipykernel_launcher.py:10: RuntimeWarning: invalid value encountered in less\n", " # Remove the CWD from sys.path while we load stuff.\n", - "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in less\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in less\n", " \n", - "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in greater\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in greater\n", " \n", - "/Users/holmgren/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in less\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in less\n", " from ipykernel import kernelapp as app\n" ] }, { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1090,7 +1024,7 @@ "surface_azimuth[surface_azimuth>=360] -= 360\n", "surface_azimuth.plot(label='compass angle north')\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -1116,27 +1050,19 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1144,7 +1070,7 @@ "surface_tilt = (90 - np.degrees(np.arccos(\n", " pd.DataFrame(panel_norm_earth * projected_normal, index=times).sum(axis=1))))\n", "\n", - "surface_tilt.plot()" + "surface_tilt.plot();" ] }, { @@ -1170,9 +1096,18 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] + } + ], "source": [ "tracker_data = pvlib.tracking.singleaxis(ephemout['apparent_zenith'], ephemout['azimuth'],\n", " axis_tilt=0, axis_azimuth=180, max_angle=90,\n", @@ -1181,32 +1116,24 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "tracker_data.plot()" + "tracker_data.plot();" ] }, { @@ -1218,27 +1145,27 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1246,7 +1173,7 @@ "tracker_data = pvlib.tracking.singleaxis(ephemout['apparent_zenith'], ephemout['azimuth'],\n", " axis_tilt=0, axis_azimuth=180, max_angle=90,\n", " backtrack=False, gcr=2.0/7.0)\n", - "tracker_data.plot()" + "tracker_data.plot();" ] }, { @@ -1258,15 +1185,17 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/tracking.py:409: RuntimeWarning: divide by zero encountered in double_scalars\n", - " axes_distance = 1/gcr\n" + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:431: RuntimeWarning: divide by zero encountered in double_scalars\n", + " axes_distance = 1/gcr\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" ] } ], @@ -1282,32 +1211,24 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "aois.plot()" + "aois.plot();" ] }, { @@ -1319,27 +1240,27 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1347,7 +1268,7 @@ "tracker_data = pvlib.tracking.singleaxis(ephemout['apparent_zenith'], ephemout['azimuth'],\n", " axis_tilt=0, axis_azimuth=180, max_angle=45,\n", " backtrack=True, gcr=2.0/7.0)\n", - "tracker_data.plot()" + "tracker_data.plot();" ] }, { @@ -1359,35 +1280,29 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/tracking.py:542: RuntimeWarning: invalid value encountered in arccos\n", - " index=times).sum(axis=1))))\n" + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:560: RuntimeWarning: invalid value encountered in arccos\n", + " surface_tilt = 90 - np.degrees(np.arccos(dotproduct))\n" ] }, { "data": { - "text/plain": [ - "(0, 360)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1425,7 +1340,7 @@ "ax = axes[1,0]\n", "azis.plot(ax=ax)\n", "ax.set_title('surface azimuth')\n", - "ax.set_ylim(0,360)\n", + "ax.set_ylim(0,360);\n", "#ax.hlines([0, 90, 180, 270, 360], *ax.get_xlim(), colors='0.25', lw=1, alpha=0.25)" ] }, @@ -1440,35 +1355,29 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/tracking.py:542: RuntimeWarning: invalid value encountered in arccos\n", - " index=times).sum(axis=1))))\n" + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:560: RuntimeWarning: invalid value encountered in arccos\n", + " surface_tilt = 90 - np.degrees(np.arccos(dotproduct))\n" ] }, { "data": { - "text/plain": [ - "(0, 360)" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1506,7 +1415,7 @@ "ax = axes[1,0]\n", "azis.plot(ax=ax)\n", "ax.set_title('surface azimuth')\n", - "ax.set_ylim(0,360)\n", + "ax.set_ylim(0,360);\n", "#ax.hlines([0, 90, 180, 270, 360], *ax.get_xlim(), colors='0.25', lw=1, alpha=0.25)" ] }, @@ -1528,27 +1437,27 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "(0, 360)" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1586,7 +1495,7 @@ "ax=axes[1,0]\n", "azis.plot(ax=ax)\n", "ax.set_title('surface azimuth')\n", - "ax.set_ylim(0,360)" + "ax.set_ylim(0,360);" ] }, { @@ -1609,27 +1518,27 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1637,7 +1546,7 @@ "tracker_data = pvlib.tracking.singleaxis(ephem_joh['apparent_zenith'], ephem_joh['azimuth'],\n", " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", - "tracker_data.plot()" + "tracker_data.plot();" ] }, { @@ -1649,37 +1558,41 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "(-100, 100)" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1702,42 +1615,46 @@ " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.title('Johannesburg, March')\n", - "plt.ylim(-100,100)" + "plt.ylim(-100,100);" ] }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(-100, 100)" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1760,42 +1677,46 @@ " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.title('Johannesburg, June')\n", - "plt.ylim(-100,100)" + "plt.ylim(-100,100);" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "(-100, 100)" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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2rMetaxeEvf0Dn9MhMNBYongEIdu0maiD+0DtAY92rgKmEoWpeAZpI7ejjsOmUQ99GoeYKJI8Sj1SKGWrVaDT4pm4/ryK0JoNCdq/iZgO7Vgz8D3V6K0UWlJKUn//ndBevYgc/Dp5ycn4fP455davo3iHDgjbh1/PwSEwgKxHKVEkhsPKgVCyKrT72uIbr2+lEoUpVWoHDd+Goz/C8UUPdYri12LILmGaesuAGhXptGQWrj+vIqxmQ4J+38iV9m1ZM2gEsRGW1+tYUR5W2uHDhL3wAhGvDCT3aiylJownaOMG3Lp0Rtg9elOsQ0AAeXFx5KU8RFf4nEytpsGQBz3+Bw7OjxxPQVOJwtSafQiBjbX5oKJPPtBLUxOTcc9IwtbPtPPPX08YLstWEhbcgKA96wlv04bf3v2E5GtJ9z6Bolio9GPHCRswgPAXXyInLJySYz/U2iB69HioKqY7+bdB+2FKFZtGazUNXWZrNQ9WSCUKU7O1g+fng7OnNnL7AQbjRZzWusa6lAswS2iBwU/QaelsHP+3jKigGpRfv4TTzVqwcfxUMtMzzHJNRTGHzHPniHhtMGF9+pB1LoQSo0cRtHULHn37YuNg+jnRHG7q+fQATiyFowu0RdAqtTN5XAVFJQpzcPWGbvMgIRR+e+u+Z5qNPXsRAK8n7r/H08Oo8FQNOqz5H9kz5nKthB8BS7/nj0Yt2DZ1Abk5uWa9tqI8ipzoaKLGvM+lTp1JP3YM73feofzWLXj274+Nk/nGIzj4+4OtLVkPkijiQmD9O1C2ITw71myxFQSVKMyl7DPa4iOnVsDxhff1khTjxGN+1cybKK4LbtmA1pt/JWnC12Q6u1J69iR2N2nFvp9WYTDRSHNFMYW8pCRivvqKC61ak7xuHR79+1N+6xa8Br2KjbP56/yFgwP2fqXvf9BdTiYsHwD2ReD5uVpNgxVTicKcGr0DgU1gw0i4euaeh+eGh5Pi6IJ7Cc8CCE5jY2ND/R5teXbnBmLe/gjb3Fw8P3+fLc07cfS3HQUWh6LcjiEri/h58zn/XCuuzV9AsTatCdq0kZKjRmLr5lagsTgGBN5/G8XWsRDzl7a2hJUMqrsb605zls7GFrr+ALMbaO0Vr+68a48H+ytRJLiVLLj48rG1s6Xpa73JfqkrO6cuoNjPP+I8Yii//fAklT9+n/K1q+oSl0Uw5GltTVkpkJ0KuZmQmw15Wfl+GrcZ8lfd3abK0cYObB1uPOyu/+6o/e7gqk066VgU7Jysrhulqci8PJLW/kbs9OnkRkfj0qgRJd59B6dKlXSLySEwkLRDh5AGA8LmLvfYZ9bB4Tnw9DCo2KrgAjQjlSjMrWhJ6DoHFnaFjSOh07d3PvRaDAmBTxRgcP/l4ORIq9GDSXu9Hzs/m07pDb+Q0a8Ha55pTcMJo/AsXULX+B6JlNo8O6kxkB4P6XHaz7R443PjIzPpRmLISoGcNH3iFbY3koaDKzgV1zpJOHsYf97ycPUG11JWMXfQ3aTu3cvVryaTde4cTtWq4fv5RFzq19c7LJwqV0JmZpJ5+gxFqt3hxikxAtYMBZ+a0Pzjgg3QjFSiKAhBz2rVUHu/1uacr97tP4dkpmfgnnqNhNKm7Rr7sFyKu9J+0vvEDOnPwbGfE/T7Ri623smhzn15dswQy1s8yWDQEkBimDa4KSUakqO1n/8+rkBe9u1f71hcWxu9iIf2Rexe1vglXezGl7VjUW0Uvl0RY0nAEewcjSUDJ22bjR2QrxSQv0QgpVbiyMvRSiF52cYSifGRmwnZaTeXXrJSICsVslMgI1F7f1HHIC0ODHeY9rqIBxQtZXz43PjpVhbcymgPC+zLn3XhAjFffknanr3Y+/tT+puvKdq69d3v3guQS6NGIASpu3fdPlHk5WrT+BjyoNt87fNQSOiaKIQQoUAKkAfkSinrCCE8gJ+BACAU6CGlTNArRpNp+j6E7tPGV5SpD8X9btodcSoEWyTOgWV1CvD2Sgb40mnhDM7uP8HVTyZSbvlcDm9ajRw0jEavdMemIP8TZyRAQpj2ZZn/Z0Kolhzysm4+3t5Fqx8u6gP+9W/87loCnL3AxUu7Ey/iYX3/qaXUEsn1UlBavJYoU67cSIop0XD1rLZd5t38epcSWsJwL3sjgeT/3dZ0YxDuJTchgbjvZpKwdCk2zs6UGDUKj759EGbo5voo7Dw8KFKjBqm7duM9dOh/D9j9JUQchK5zrXa8xJ0IeZ9dN81ycS1R1JFSxuXbNgm4JqX8QggxGnCXUt51Tow6derII0eOmDdYU7h2EWY1BL868MJqbbU8ow0fTyHw5zk4LF1JUK3KOgZ5dweWrSdj2jf4JEQRWroiZT7+kKqN65ruAnm5WgKIO6d1L8z/M+Pazcc6Fde+2K5/wbkH3PiiK+YLTg8+X1ahZMiD1KtaMk0Mh8RQY6IN1/7WSZE3t63Y2GnrrXhWAK/y2mqOnhXAq4JW2jIRmZNDwtJlxH73HYaUFNx6dNfWg/Aw3TVMLW7WLGKnTafCvr3YeXnd2BF5BOa1hBq9oMss/QJ8AEKIo1LKOvd1rAUmin+AplLKaCGED7BLSnnXinurSRQARxbAuregzVdQb9C/mzc164BddiYtft+qY3D3Jycrmx1T5uO2dC4uWelcqN+Shp998GDtF7lZ2pd/zN8Q+4/2e/x5iL9wc5WKi7f2ReVVATyCtGRwPTEUKdheL4VWXq5W+rheQos/f+Pf49rFm6vringY/z3Kg3clKFFFm7/IteQDNbyn7tlDzBdfkn3xIs5P16fk6DE4PVHRDG/OtDLPnOFSl674fPYZbs931TZmp8P3jbTP9Ov7reYGxZoSxSUgAa17yPdSyjlCiEQppVu+YxKklO53PAlWliikhMXdtWqowXvBqwKXz4WS3LENFzr0o/1XH+gd4X1LuBLPng8mErR/Exn2TsT3HEDz9wZh75ivykBK7Y415m+4+rf2M+Y0xIfcuIu9fgfrVRE8jXew17+Mitz1n14xt+slvPjzN0p21xNJWr5leJ09bySNf39W1tp08skODyfms4mk7t6NQ9mylBg1CtdmTRFW0rtLSsn5ps0oEhyM3/Rp2sZNY+DgTHhxjUWve30ra0oUvlLKKCFECWAr8Aaw9n4ShRBiEDAIoEyZMrXDwsIKKuxHl3IFZtbXvhxf3sKGT2YQuGwO9otXWGU31LP7T3Bx3AQCw88Q5+FNqb6NqBCQeSMpZOWbT6p4GSiZ/wulmlafW4B14oqJpMUbk//pfD/P5OslJrQSYKlqGDyqEr8vhvhVOxF2dngNHYrHC/0srh3ifkR/9DHJ69dT8cB+xOVD8FN7eGoQtP1K79AeiNUkivyEEOOAVOBVCnPV03WnVsKKAdDsAzaN22s11U7/ys2G2DMQdQKiT2C4fJzkP0KIPeZMbrodzmWy8W5VBucnahkTQzXtDtOpuN6RK+ZkMGhtIDGn4epp5JVTpB44ScyedHLS7ShWJp0SDZ2xr1BT60LqEwy+NbWeWVYiZccOIocMpcycb3E59pZWIh687z+lJ0v3IIlCt15PQggXwEZKmWL8/TlgArAWeAn4wvhzjV4xmlW1rvDPBrI3fkXZaC/Ot++jd0R3lput3TEakwLRJ7XSwvW6a8fi2PjUwK17f5wGVmbv4mN4b99K/IIErnQpTcsPX7y5OkopvGxstJKyRzmyi1TjyqLzpO3NxjGoImUGdcXFO0P7/ESfgH828u+gRNeSNycO31pahwQL5FK/PsLBgZSfvsSlTCQM2GR1SeJB6dk9tiSwylg3aQcskVJuEkL8AfwihHgFCAe66xijebX9imtr9gBQqXt7nYPJJy0OIg4ZH4fh8rEbXU+dimv/mesN1v5D+9QE98B/e3A5AS3r9yPsVAh/jRxL0PK57N6xCc8Px1KrTWP93pNSYAwZGcR9/z3X5s1HODhQYvQoPPr2/e+031mpcOWvG4kj6gSc3wrSOM9YsdJQurbWS9CvrvZZs4DxHzbOzhStV42kg0co0fV1bMrU0zsks9MtUUgpLwLBt9keDzQv+Ih0UMSd86E++Ba/TLnMbUCtgo/BYNAaJiMOakkh/CBcu6Dts3XQ/nM+9ar2n9WnplbnfB8Nj2WrVcB/3RL2zl9OkZlTcXr7NdYsaU6jSR/j4eNt3vek6CZ17z6uTJhATkQExTp2oMR772Ff4g694RxdoezT2uO67HSIOQWXj2pdTiP/gDNrtX3CVmvb8qsDpY3Jw7P8Td3MC0RmMu7Fj5GcY0NyanUeh753FtNG8Sisso0COL55L07DB2HXxIcKfn/B4N/B28xdBLPTtP+EEYcg/BBEHtamrABtEJp/PW3R9zL1tcRggukgkq8lsXP0ZwTtXU+aQxGS+w+h+fD+BTtYTzGr3Lg4Yj7/guT163EICKDUuHG41DfRnXZqrDFx/AGXj2gl3KxkbZ9jcSj9pJY0/OuBf13zt4NtGIE89AOXDtUF56IE/vqr1fTays8qG7MfhbUmirVd++MbcpJKG5bjuvhZKFEV+q837R1SUuSNpBBxSCvqXx+l6135RlLwr6fVLZvxA39m31HCPvyYslcuEFq6IuW/+IwKdauZ7XqK+UmDgcQVK7g6+WtkRgaegwbhOehVbBwdzXfR66Xgy8YSR+RRrQ1NGgChlTr862mf6zL1obi/6T7XkUdhbnN4ahAJSbW4Mn4CAT8vo0jwfypHLJ5KFFYg7O/zpDzfkYvNOtFx1udwbCGsHQYdZ8CTLz7cSfNytamNw/O1LyRHavvsnbX63utJwa+OLmMU8nLz2P7NXNwXzcExN4vwdr157pP3cHAy4xeLYhZZ588T/fE4Mo4exbluXUqNH4djuXI6BZOqJY7wQxB+QEsg2anavqK+N5KGfz2tB97DrA+RlwNzmmlTpgw9RF6uLeebNKFoi+b4fvmlad9PAVCJwgqsGTSSoL3rcVu9Dr8nArWBafNbawPR3jh6f1/iGQlaPW74QS0xXD4KOenavmJ+UKbejaqkktUtavGUK5ciOfzOh1Q4c4goj9J4T5hAjRbP6B2Wch8M2dnEzZpF/Nx52Do7U2LkSIp37WJZ1S95uVopI/yQ1v4WfhCSL2v7HFy1GyV/Y/Lwq6NN+Hgv2z+BvZOh5yKo3AGAKxM+IXH5csrv3HHzlB5WQCUKC5cUl8D5Zs9y+Ykn6bhi3o0dV/6C7xtD3YH/HbwjpTadwvWkEHEIYs9q+4Qt+NS4kRT86/1n0kFLtWfBCuymT6ZYRjIXGrej+aSxuLpZxxQIj6OMEyeI+uBDsi9coFjHDpQcPdqi52a6SWKEsRr2gJZAYk4BEoQNlKoOZRtoK1OWeVqbMDK/k8tg1WtQqx90/PbfqqysS5e42K49Hi++SMnRd52SzuKoRGHh1o34jKDfFpHz7bz/3kVvGAF/zIVXtmpF3X+7qR7SirygNdb9mxTqa415VtyPOzH2GrvfG0fFQ1uJdfXEYeT71O/RVu+wlHwMGRnETpvOtZ9+wq5UKXzGj8O1sZV3d85M0qqowo0ljsg/tKneAbye0JJG2QbacqYrBmj/5/qt/M9Mw1Gjx5C8cSNBW7ZgX9J61mtRicKCxV++SmjrVkQFVKHDb4v/e0BGAsyooy2qc51neWNiMD68KhZ8l8ACcGTNdlInTqBk0lXO1WpC42mfFeiysMrtpR06TPTYseSEh+PWqycl3nsPW1dXvcMyvdwsbSxH2O8Qtl+7Obveu8qzPAzcdtsq4eyICC60aYt7z56UGvthAQf98FSisGBrBo0kaM867H9cwhP1a97+oIu74eIuY5e/p/5bDC7E0lPT2TZmIuW2rSKpSDF4bwwN+nTUO6zHUl5qKlcnTyZx2c/Y+/vj8+mnuNR7Su+wCo4hT6ueivwDKrQCtzsvKhY99iOSVq8maPMm7H0tc0T5rVSisFARZy+S0LUjl4Ib0mnpbL3DsWh/bT9A7Icf4JMQzbnazWgy9VPcvK2kLrwQSN33O9Fjx5J75QoeL76I9/A3sXHWf1S0pcqJiuJCq9YU79wJn08+0Tuc+/IgiaLw1V9YsGPjJyERPPnxSL1DsXjVmz9N/a3rCGnelaCjuzjVuj0Hf9mgd1iFniEtjeidDqwbAAAgAElEQVTx44kYOBCbIkUou2QxJceMVkniHux9fXHv04fEFb+S8fffeodjcipRFJDjG/dQ8fhuwpq0x7+STn3NrYyzqzMdv/uM3GlzyLF3pPhH77LmxTdIvpZ07xcrDyz96FEudulK4rKf8ejfn8CVv+JcS4dpZayU17Ch2Hp4EPPJp0iDQe9wTEoligKQk5VN/KefcM3ZjaafjdY7HKtTs1VD6m1dR0izzpQ/vJ2TLdvyxyormpLdwhmysoj56ivC+r0AeXmU+elHSo4ehY3To0/f8jixLVqUEu+9R8aJEyStWat3OCalEkUB2PrZDErHR5L7+lsU81DrMTwM56IudJz1OdnfzCLP1g7nMcNZ+/oYMtMz9A7NqmWePk1ot25cmzcft+7dCVyzBpenHqMGaxMr3qkjRYKDuTp5MnnJyXqHYzIqUZhZVEg4pVYu5EK5GjR6pfDOmF5QarVtQp0tv3G+Xgsq7FzNvpYd+efgCb3DsjoyN5fYmTO51KMneYlJ+M/5Hp8J47F1td7xOJZA2NhQ8qOx5CUkcPUr61rx7m5UojAjg8HAseEjsTHkUe2LT9RsqSbi6laMTj9NJ37MRFxTE8l8+QU2jp9KXm6e3qFZhezISML6vUDc9BkUa9WKcr+ttf7BcxakSNWqeL7yMonLV5C6d5/e4ZiE+uYyo22TfyDo4kmie75CQA0zTx/+GGr4UhcC16whIrAqAUu/Z1P7XkRfCNc7LIuWtHYtlzp1Juv8eXwnT6b015OxdXscVlQoWF7DhuEQFET02LHkpaToHc4j0y1RCCH8hRA7hRBnhBB/CyGGG7ePE0JcFkKcMD6sci6HsFMheP1vFpf8K/HcB2/oHU6hVTLAl7a/LSHsxTcoHfEPEV26sHvuz3qHZXHyUlK4/N4IokaOwrFSJQJXr6Z4+3Z6h1Vo2Tg64vv5RHKvXiXGCmeWvZWeJYpc4F0pZWWgPjBUCFHFuG+KlLKm8WF1nedzc3I5/dYIpBBUn/E1tna2eodUqNnY2ND6/SG4/m8JiW7elJg8jjW9B5MUl6B3aBYh/dgxLnXqTPLGjXi9+QZlf/oRB7/SeodV6BWpUQPPgQNJWvEryZu36B3OI9EtUUgpo6WUx4y/pwBngELx6d04aiIBkf9w7eU31JiJAlS+djWabllDSKvuBB3fw8nWHTi+YbfeYelG5uYSO32G1u3VxoayixbiPWQIws5yppsv7LzfGIZTjRraXFmXL+sdzkOziDYKIUQA2oLRh4ybhgkh/hRCzBdC3HZhBiHEICHEESHEkdjY2AKK9N4Or9xCuQ3LCAluRPPh/fUO57Hj4ORIx2kTyP56JgD27w5h3ciJ5Obk6hxZwcqOiCCsbz/iZs6keIcOBK5epQbP6UDY21P668mQl8flESORudb5OdQ9UQghXIFfgbeklMnALCAIqAlEA1/f7nVSyjlSyjpSyjre3t4FFu/dxIRGkffJWK66laTZ7Mmql5OOnmzXlBob13KxylMErV3IlnY9uXIpUu+wzE5KSdKaNVzq3IWsixfx/Xoyvl9+UThne7USDv7+lBo/noxjx4idNk3vcB6Krt9kQgh7tCSxWEq5EkBKGSOlzJNSGoAfAKsY/ZOTlc3RV4dSJCudUpMnU9RdLb6jNzdvD9ovn0fEK2/jezmE0C5dObBsvd5hmU1eahpRo0YRNWo0jpUqUW71Koq3Uw3WlqB4+3a49exJ/A9zSd5ife0VevZ6EsA84IyU8pt8233yHdYFOFXQsT2MDcM+IDDiLHGD3qFyw9p6h6MY2djY8NyIQTjPX0iac1Hcxr3HmiFjyM7M0js0k8o8e5bQbt1IXrcer2HDKPu/n7AvXSia/AqNkh+8j1NwDaJHjyHr4kW9w3kgepYoGgAvAM/e0hV2khDiLyHEn0Az4G0dY7wv26YtoOLedZxr0JYWbw3QOxzlNirWC+bpzWs5V68lFXesZmerroSdCtE7rEcmpSRh2TJCe/TEkJZGmQUL8B42FGGretpZGhsHB/ymTUM4ORE5dBh5SdYzuaVaj+IRndz6O3L4YKJ9g2i+7mccnBx1iUO5f7u+X4rrt5MQQMqwkTR9rbfeIT2UvJQUoj/6iJSNm3Bp1AjfLz7HzlOtCGjp0v/4g7CXX8G5dm3KzPke4eBw7xeZgVqPooBEnL1I+oi3SXYuTp0Fs1SSsBJNX+uN99JfiPPwpeSUCax54Q3SklL1DuuBZPx1iktdnydly1a8330H/+9nqyRhJZzr1sX3009IP3iQ6PHjsYabdZUoHlJSXALnXh6EQ14Opb77Dm9/n3u/SLEYZatVoNnmlYQ824WKf2zjUOtOhPxh+c1hUkqu/W8hoX36IHNzKbtwIV6vvopQPeysSvFOnfAaOpSkX1cSP+cHvcO5J/XpeghZGZnse+E1SiZEkzP2MyrWC9Y7JOUhODg50nHmRBLHT8YlPYmUAX3Z8d1CvcO6o7zERCKHvUHMxIm4NmpEuVUrcX5SjY2wVl7DhlKsQwdip0wheYNlT0ChEsUDysvNY/MLQyl36S+iXh5O/R5WORWVks/TPdvhv2IlV73L4DNjImv6D7e4dS4yTpzgYteupO7ZQ8kxo/H77ls1mZ+VE0Lg89mnFKldm6jRY0g/dlzvkO5IJYoHYDAYWPfaCCqc2s+Fzi/y3IhBeoekmIhvhTI8u3EFIU07UfHgFva07mIRvaL+rWrq9wLCxpaAJYvxeOkltN7lirWzcXDA79sZ2Pv4EDlkCFkXLugd0m2pRPEANoycSMXfN3KucQfaThyldziKiTk4OdJx9hfEjvwEj4QYrvbuyb6fVukWT15qGlHvvqtVNTVuTOCvKyhSvbpu8SjmYefujv+c78HOjvCXXyE70vJmEFCJ4j5t/mImQesWExLciPYzP1fTcxRijV/uhtfin0l088bz8/d1GaCXFRJCaI8eJG/ajPe77+D37Qxsi6tldAsrh7JlKTNvHobMTMIHvExOzFW9Q7qJ+ra7D7vmLMPvx2+5EBRM659mqGnDHwMBNSrSYOMq/jEO0NvRtjtRIQWzKFLSb+u0JUqTkymzYIHq1fSYcHqiImXmfE9efDzhr7xMboLlTJOvPn33sGf+CjynfEKETxDNlsxVYyUeI86uznT+aTpRw8ZQIiaM8G7Pc2j5JrNdz5CdzZUJE4gaMQKnqlUIXPkrLvWsYqozxUSKBAfjN2sWORGRRAx81WJWx1OJ4i72zF+B+1cfE1UygPq//IRLcTUD5+Oo+bAXcZ2/kHTnoriOfYff3v3E5Otz51y+TFjffiQsWYrHyy9TdsEC7EuUMOk1FOvgUu8pSk+bSuY//xAx+HUMaWl6h6QSxZ3sWWBMEiUCqLd8IW7eHnqHpOioYr0a1N2wmvM1GlB+/RI2te9FbES0Sc6duncvl7o+T/alS5SeMZ2SI0cg7O1Ncm7FOhVt2pTSX00i4/hxwge9Rl6qvjMHqERxG3sWrMB9kjFJrFBJQtEUdS9Gh2XfEz5gOH7hZznXqSvHN+976PPJvDxip88gYtBr2JUqReCK5RRr2dKEESvWrFibNpT+ejIZJ04Q/sor5CUn6xaLShS32PvjStwmjVNJQrktGxsbWo0ajO3MeeTZ2GL71mA2fDIDg8HwQOfJvXaNiFcHaSvQdelCwM/LcAgIME/QitUq1qYNftOmknn6DOH9B+jWwK0SRT7bpi3A/cuxRJcoo5KEclfVmj5F9XVrCC9XjcDFM1nbcxDJCfd3x5d+/DiXuj5P+pEj+Hz6Cb4TP8PGycnMESvWqmiLFvh/O4Os8+cJf6k/ufHxBR6DShRGGz6cTOlZkwj3f4L6vy5WSUK5J/dSnrRZs5gLHftR4a/9/NG2M+eO3HliweujrMNeeBFhZ0fZpUtw69atACNWrJVrkyb4z55Fdng4YS+8SE5MTIFe3yIThRCitRDiHyHEeSHEaHNeKy83j7WDRxO4Yh4hlevx7OrFFPdyN+cllULE1s6W9pM+IO3TrymankxK/35sn7PsP8fddpR11ao6RKxYK5dnnqHMD3PIvXKF0N69C3S6D4tLFEIIW+A7oA1QBegthKhijmtlZ2axrt/rVNi1hnNPt6LtL3Nxci5ijksphdxT3drgt3w58Z6++H4znpWDRpIep1URqFHWiqk4161L2UULkdk5hPXpW2ATCVrcCndCiKeBcVLKVsbnYwCklJ/f6TUPs8JdamIyu/oMIujiSc6370O7SR+oaTmUR5adkcmWoWMI2q8NzBN+fhAfj42LC6W//loNoFNMIjsigoiBr2LIyiJoy2ZsHmKVvAdZ4c7ugc9ufqWBiHzPI4F6pr5ITnYOTsnXCO8/nA6jB5v69MpjyqGIE+3nT2HHinZs/2UzFRPCqVG7AtU+G4d9STWATjENB39/yi5dQk5U9EMliQdliYnidvMn/6fYI4QYBAwCKFOmzANfxL2EJ423/aam5FDM4tluLQhoUp8hi48xLiaFN/9M5M3m3tjaqOnBFdNYdTGN09HwUVVp9mnnLbGuJRLwz/fcD4i69SAp5RwpZR0pZR1vb++HupBKEoo5lfN2ZdWQBnSpVZpp20Pov+Aw19Ky9Q5LsXJSSr7beZ4RK/4kJCaV7LwHG8PzMCwxUfwBVBBCBAohHIBewFqdY1KUh1LEwZavuwczsUt1Dl28RvvpezkebjmzgirWxWCQjFv7N19t/odONX2Z378ujgUwm7XFJQopZS4wDNgMnAF+kVL+rW9UivLwhBD0qVeGX19/BhsbQY/vD/C/A6FYWkcSxbLl5hl4b/lJfjoQxsCGgUzpURMHu4L5Cre4Xk8P42F6PSmKHhLTs3nnl5PsOHuVjsG+fN61Oi6OlthUqFiSnDwDb/98gnV/RvNuy4q80bzCI5/zQXo9WVyJQlEKMzdnB+a+WIcRrZ5g3Z9RdPrud85ftYw1BxTLlJ1rYNiSY6z7M5oxbSqZJEk8KJUoFKWA2dgIhjYrz8JX6pGQlk3Hb3/nt5P/6a+hKGTm5DF40VE2/x3DuA5VeK1JkC5xqEShKDppUN6L9W82orJPMd5Yepxxa/8mO9f8PVgU65CRncer/zvCzn+uMrFLdfo3CNQtFpUoFEVHpYo7sWxQfV5pGMiP+0PpOecAUYkZeoel6Cw718DgRUfZdz6OSc/XoE+9Bx8rZkoqUSiKzuxtbRjbvgrf9XmSc1dSaD9jH3tDYvUOS9FJbp6B4cuOs/tcLF90rU73Ov73fpGZqUShKBaiXQ0f1r7REC9XB16cf5hp20IwGKy/V6Jy/wwGyeiVf7Hx1BXGtq9Cz7r6liSuU4lCUSxIkLcrq4c2oHPN0kzZdo4BP/5BghrN/ViQUjJh3WlWHI3k7RYVeaWhfm0St1KJQlEsjLODHd/0CObTztU4cCGe9jP2cTIiUe+wFDP7Zus5ftwfysCGgbzZvLze4dxEJQpFsUBCCPrVL8vywU8D0H32ARYeDFOjuQupefsuMWPHeXrV9eeDdpXNPsnfg1KJQlEsWLC/G+veaMgz5T0Zu/oUb/98gvTsXL3DUkxoy99X+HT9aVpXLcVnXapbXJIAlSgUxeK5uzgw/6W6vNuyImtORtFZjeYuNP6MTGT4shPU8HNjSs+aFjsNvUoUimIFbGwEbzSvwMKX6xGXmk2HGb/zy5EIVRVlxS4nZvDKT0fwcNGmdSniYP5ZYB+WShSKYkUaVvBi4/BG1PR3Y+SKP3n75xOkZqmqKGuTkpnDywv+IDMnjx8H1MW7qGWvjaMShaJYmZLFnFg0sB7vtKzI2pNRtJ++l1OXk/QOS7lPOXkGhiw+xoXYVGb3q02FkkX1DumeVKJQFCtkayN4s3kFlr5an8wcA11n7mfB75dUVZQV+HTdafaGxDGxS3UalPfSO5z7ohKFolixeuU82Ti8EY0qeDH+t9MMWniUxHQ1QM9SrTwWyU8Hwni1USA96uo/Ncf90iVRCCG+EkKcFUL8KYRYJYRwM24PEEJkCCFOGB+z9YhPUayJu4sDc1+qw0ftq7Drn6u0nbaXP0Kv6R2Wcou/o5IYs/Iv6pfzYFTrSnqH80D0KlFsBapJKWsA54Ax+fZdkFLWND4G6xOeolgXIQQvNwxk5esNsLezodecg3y7I4Q8NVeURUjKyGHwoqO4OzvwbZ8nsbO1rsocXaKVUm4xro0NcBDw0yMORSlsqvsVZ90bDWlX3YfJW87Rb+4hNW25zqSUvL/yL6ITM5nZ70m8XC27h9PtWEJaexnYmO95oBDiuBBitxCi0Z1eJIQYJIQ4IoQ4EhurpmRWlOuKOtkzrVdNJnWrwcnIRFpP3aNW0NPRsj8iWP9XNO8+9wRPlnHXO5yHIszVS0IIsQ0odZtdH0gp1xiP+QCoA3SVUkohhCPgKqWMF0LUBlYDVaWUyXe7Vp06deSRI0dM/A4UxfqFxafx1s8nOB6eSNdapRnXqSrFnOz1DuuxERKTQodv91GnrAf/e/kpbCxo5LUQ4qiUss79HGtnriCklC3utl8I8RLQHmgujdlKSpkFZBl/PyqEuABUBFQWUJSHUNbTheWvPc23O88zY8d5Dl26xtReNakb4KF3aIVeTp6Bt34+gYtxNmBLShIPymyJ4m6EEK2BUUATKWV6vu3ewDUpZZ4QohxQAbj4MNfIyckhMjKSzMxMk8Ss6M/JyQk/Pz/s7dUd8YOws7XhrRYVaVTBm7d/PkHP7w/wetMg3mpREXsra1S1JrN2XeDvqGRm96tNiWJOeofzSHRJFMC3gCOw1ThT4kFjD6fGwAQhRC6QBwyWUj5UP7/IyEiKFi1KQECARc7GqDwYKSXx8fFERkYSGGg5C7pYk9pl3dkwvBETfvub73ZeYG9IHFN61iTI21Xv0AqdM9HJzNgRQsdgX1pXu10NvHXRq9dTeSml/63dYKWUv0opq0opg6WUT0opf3vYa2RmZuLp6amSRCEhhMDT01OVEB+Rq6Mdk7oFM7vfk4RfS6f99H0sPqTWuTClnDwDI1acpHgRe8Z1rKp3OCZRqMudKkkULurf03RaV/Nh81uNqRPgzgerTjHwpyNcTVZJ2BR+2h/KqcvJfNq5Gh4uDnqHYxKFOlEoinJnJYs58dOAp/iofRX2nY/jual7WHPisipdPIKryZlM3RZCsye8aVXV+qucrlOJwkwSExOZOXOmSc41btw4Jk+ebJJzXbdr1y7279//7/P+/fuzYsWK+369Kd+foh8bG21E94bhjQj0cmH4shMMWXyMuNQsvUOzSl9sOkt2roGPOlQtVCVglSjM5E5fpHl5eQUaR27u7dcquDVRPCiVKAqXIG9XVgx+htFtKrH9zFWem7KHDX9F6x2WVTkSeo2Vxy7zauNAAr1c9A7HpPTq9VSgxv/2N6ej7jpm74FV8S3Gxx3u3FA1evRoLly4QM2aNbG3t8fV1RUfHx9OnDjB6dOn6dy5MxEREWRmZjJ8+HAGDRoEwKZNm3j//ffJy8vDy8uL7du333TeH374gZUrV7Jy5UqioqIYOnQosbGxODs788MPP1CpUiX69++Ph4cHx48f58knn+Trr7++6RyhoaHMnj0bW1tbFi1axIwZMwDYs2cP33zzDVeuXGHSpEl069YNgK+++opffvmFrKwsunTpwvjx4296fy1btuTjjz+mU6dOJCQkkJOTw6effkqnTp1M+SdXzMzWRjC4SRDPVirBu7+cZMjiY3QI9mVCx6q4F5K6dnORUjJh3Wl8ijsxtFl5vcMxucciUejhiy++4NSpU5w4cYJdu3bRrl07Tp069W/Xzvnz5+Ph4UFGRgZ169bl+eefx2Aw8Oqrr7Jnzx4CAwO5du3mnsHffvstW7ZsYfXq1Tg6OjJo0CBmz55NhQoVOHToEEOGDGHHjh0AnDt3jm3btmFr+9/lFQMCAhg8eDCurq689957AMybN4/o6Gj27dvH2bNn6dixI926dWPLli2EhIRw+PBhpJR07NiRPXv23PT+QCu5rFq1imLFihEXF0f9+vXp2LFjoSp+Py4qlizKyiHPMHvXBabvCOHAhXg+7VytUHTzNJctp2P4MzKJr7rVwNmh8H2tFr53dBt3u/MvKE899dRN/f+nT5/OqlWrAIiIiCAkJITY2FgaN27873EeHjdGzy5cuBA/Pz9Wr16Nvb09qamp7N+/n+7du/97TFbWjXrl7t273zZJ3E3nzp2xsbGhSpUqxMTEALBlyxa2bNlCrVq1AEhNTSUkJIQyZcrc9FopJe+//z579uzBxsaGy5cvExMTQ6lS6svFGtnb2vBG8wo0r1yS95afZPCio7SpVorxnapSoqh1Dx4zNYNBMmXrOcp5udClVmm9wzGLxyJRWAIXlxt1lrt27WLbtm0cOHAAZ2dnmjZtSmZmJlLKO96BV6tWjRMnTvw74MxgMODm5vbvHf3drne/HB1vzGp5veeLlJIxY8bw2muv3XRsaGjoTc8XL15MbGwsR48exd7enoCAADXmoRCo4luMNcMaMGfPRaZtD+H383F82K4K3ev4qdKi0YZT0Zy9ksK0XjWtbvrw+1U435UFKFq0KCkpKbfdl5SUhLu7O87Ozpw9e5aDBw8C8PTTT7N7924uXboEcFPVU61atfj+++/p2LEjUVFRFCtWjMDAQJYvXw5oX+gnT540SXz5tWrVivnz55OamgrA5cuXuXr16n9en5SURIkSJbC3t2fnzp2EhYXddyyKZbO3tWFos/JsHN6ISqWKMfLXP3lh3mHC49Pv/eJCLs8gmbothIolXWlfw1fvcMxGJQoz8fT0pEGDBlSrVo0RI0bctK9169bk5uZSo0YNxo4dS/369QHw9vZmzpw5dO3aleDgYHr27HnT6xo2bMjkyZNp164dcXFxLF68mHnz5hEcHEzVqlVZs2bNfcfXoUMHVq1aRc2aNdm7d+8dj3vuuefo06cPTz/9NNWrV6dbt26kpKT85/317duXI0eOUKdOHRYvXkylSta1gpdyb0HeriwbVJ9PO1fjREQirabuYe7ei4/14kgbT0Vz/moqb7eoiK0VT/p3L2abZrwg3W6a8TNnzlC5cmWdIlLMRf27WobopAw+XHWK7WevEuxXnIldq1PVt7jeYRW4HrMPEJOSyc53m1rd7LAPMs24KlEoivLAfIoXYe5LdZjRuxaXEzPoMGMfn6w7TWrW7cftFEZnryRzOPQa/eqVtbok8aBUoijkFixYQM2aNW96DB06VO+wlEJACEGHYF+2v9OU3k+VYf7vl2jx9W42nYp+LKYBWXggDEc7G7rVLvwrOateT4XcgAEDGDBggN5hKIVYcWd7PutSnedr+/HBqlMMXnSMZyuVYHzHqvh7OOsdnlmkZOaw6vhlOgT7PhaDEVWJQlEUk3iyjDu/DWvAh+0qc/BiPC2n7GbmrvNk5xr0Ds3kVh67THp2Hi/UL6t3KAVCl0QhhBgnhLgshDhhfLTNt2+MEOK8EOIfIUQrPeJTFOXh2NnaMLBROba904SmFUswadM/tJ2+l30hcXqHZlJLDoUT7FecYH83vUMpEHqWKKbkW7hoA4AQogrQC6gKtAZmCiEebHixoii683UrwuwXajPvpTpk5xroN+8QgxceJeKa9Y+9CI1L45+YFDrVLJyjsG/H0qqeOgHLpJRZUspLwHngKZ1jKhBt27YlMTFR7zAUxaSaVy7Jlrcb895zFdl9LpYW3+xm6rZzZOYU7CzKprTj7FUAmlcuoXMkBUfPRDFMCPGnEGK+EMLduK00EJHvmEjjtkJvw4YNuLk9HsVY5fHiZG/LsGcrsP3dJrSsUpKp20Jo8c1uNp26YpW9o3b+c5UgbxfKehauqcTvxmyJQgixTQhx6jaPTsAsIAioCUQD1+fBvl1n5Nt+koQQg4QQR4QQR2JjY83yHh5V586dqV27NlWrVmXOnDkALF26lOrVq1OtWjVGjRr177EBAQHExRWuelxFyc/XrQjf9nmSpa/Wx8XBjsGLjvLCvMOExNx7KhlLkZqVy8GL8Txb6fEpTYAZu8dKKVvcz3FCiB+AdcankYB/vt1+QNQdzj8HmAPayOy7XmTjaLjy1/2Ec/9KVYc2X9z1kFunEm/Xrh2jRo3i6NGjuLu789xzz7F69Wo6d+5s2tgUxYI9HeTJ+jcbsvhQOF9v+YfW0/bS+yl/3m5REU9Xx3ufQEf7QuLIyZM8W6mk3qEUKL16Pfnke9oFOGX8fS3QSwjhKIQIBCoAhws6PlOZPn06wcHB1K9fn4iICObOnUvTpk3x9vbGzs6Ovn37smfPHr3DVJQCZ2drw0vPBLBrRDP61SvD0sMRNP1qF7N3X7Do9osdZ2Mo6mRHnQD3ex9ciOg14G6SEKImWrVSKPAagJTybyHEL8BpIBcYKqV89E/NPe78zeF2U4kHBwdz4cKFAo9FUSyVh4sD4ztV44WnA/hi4xm+2HiWRQfDGN2mEu2q+1jUVOYGg2TnP7E0ruiNfSGdTvxOdHm3UsoXpJTVpZQ1pJQdpZTR+fZ9JqUMklI+IaXcqEd8pnC7qcQzMjLYvXs3cXFx5OXlsXTpUpo0aaJ3qIqiu/IlXJn7Ul0WD6xHUSd7hi05zvOz9nM8PEHv0P51KiqJ2JQsmj9m7RNged1jC43bTSXu4+PD559/TrNmzQgODubJJ59U60orSj4Nynux7o2GTHq+BhEJGXSZuZ8hi49yITZV79DYfyEegCYVvXWOpOCpuZ7MxNHRkY0bb18g6tOnz3+23bpinKI8rmxtBD3q+tOuhg8/7L3ID3susvnvGHrU8WN484qUKq7PUqwXrqZSoqijxTe4m4MqUSiKYpFcHO14q0VFdo9sxgv1y7LiaCRNvtrJFxvPkpSeU+DxXIxLo5z34zN2Ij+VKBRFsWhero6M61iVHe82pV11H77fc4FGk3Ywa9cFMrILrofUxdhUAr1cC+x6lkQlClnQ9HQAABaASURBVEVRrIK/hzPf9KzJhjcbUSfAgy83naXp5J0sORRObp55Z6hNSMsmIT2HIFWiUBRFsXyVfYoxv39dfnntaUq7FeH9VX/x3JQ9rD0ZhcFM63dfjNMa01XVk6IoihV5KtCDX19/hh9erIOdreDNpcdpNXUP6/40fcK4EJsGQDlV9aQoimJdhBC0rFKSTcMbM6N3LSQwbMlx2kzby4a/ok2WMC7FpWFvK/BzL2KS81kblSgURbF6Njba+t2b32rMtF41yTEYGLL4GG2n72XTqUdPGBdjUynj4YzdYzYi+7rH811bgd69e1OjRg2mTJmidyj/+uijj9i2bZtJzjV16lTS028sYuPq+ngW6RXTsrURdKpZmq1vN2FKz2Cycg0MXnSMdjP2sfnvh5/W/GJsGuW8H9/PqBpwZ2Fyc3OJi4tj//79hIWF6R3OTSZMmGCyc02dOpV+/frh7OxssnMqynW2NoIutfzoUMOXNSeimLEjhNcWHqWqbzHebF6BlpVLYmNzf/NI5RkkYfHpPPsYLVR0q8ciUXx5+EvOXjtr0nNW8qjEqKdG3XF/WloaPXr0IDIykry8PMaOHcuoUaM4cuQIXl5eHDlyhPfee49du3Yxbtw4oqKiCA0NxcvLi1OnTnH16lVq1qzJjBkzOHv2LHPmzCE7O5vy5cuzcOFCnJ2diYmJYfDgwVy8eBGAWbNm8cwzz7Bo0SKmT59OdnY29erV+3975x5dRXXv8c8vJ4EEiMhLHvIIIAiEhNCElzRairxWuVi5KD6vsWqKrQ2rLVSjXKwISFt8YIu08WJdUKp4oYJSSrUSfD9I6AlPH1TxFkFUrERoiAT2/WNPwuGYhOTkzJkk8/usNevM7L1nvvu3Z87s5+zNI488QiBQ/Yqyt956K1u3bqWsrIxp06Zxzz33UFRUxM033wzAyZMn2blzJ8YYcnJymDx5MtOmTSMlJYVrrrmGwsJCTpw4QUFBAfn5+ezdu5fZs2czY8YMtmzZwuLFi9mwwc4if9ttt5GVlUVpaSkHDhxgzJgxdOzYkcLCQgDuuusuNmzYQFJSEuvXr6dzZ39N5axEn/hAHP+Z2Z3LMrrx9N8/4teb9/L9lcVc2DmZH4zpy3fSup61OWn/v/7NVydP0aejP0c8gTY9ucamTZvo1q0bJSUl7Ny5k4kTJ9Yavri4mPXr1/PHP/6RZ555hr59+xIMBsnOzmbq1Kls3bqVkpISBg4cyPLlywHIy8vjkksuoaSkhG3btpGamsqePXtYvXo1r776KsFgkEAgwKpVq2rUXbBgAUVFRWzfvp0XX3yR7du3k5WVRTAYJBgMMnHiRGbNmlXtuT169OD1118nOzubnJwc1qxZwxtvvMHcuXNrtTUvL49u3bpRWFhYlUkcO3aMkSNHUlJSwsUXX8yjjz5a6zUUpT7EB+K4IqsHm396CQ9Nz+CUMcx8MsjYB17kibf+j/KKmj/ce79yxJM2PTVvaiv5u0VaWhqzZs3i9ttvZ/LkyWRnZ9cafsqUKSQlVT+iYufOncyZM4cvvviCo0ePMmHCBAA2b97MihUrAAgEArRt25aVK1dSXFzMsGHDACgrK+O882quMj/11FMUFBRQUVHBwYMH2b17N+np6VV+27Zt47nnnqsxzpW2Hj16lOTkZJKTk0lMTKz3+t8tWrRg8uTJAGRmZvL888/X63xFqQvxgTi+O/R8pgzpxvN7DrG0cC/5f9rBQ397l1uy+3DNiJ60anHma7FyQkI/1yh8kVF4Qf/+/SkuLmbjxo3k5+czfvx44uPjOXXKfkF6/PjxM8K3bl3zQ5iTk8O6desYMmQIjz/+OFu2bKkxrDGGG264gfvuu++scfzggw9YvHgxW7dupV27duTk5FTFa9euXdx999289NJLNTZbtWxpJ0eLi4ur2q88rqioOMPe6mwOJSEhoWrtgUAgQEVFxVnjryiREhcnTEjtwvhBnXll72csLdzL/D/vYWnhXr43ujf/dVEKbZMSADs0tm1SAu1bt/A41t6hTU8uceDAAVq1asV1113HrFmz2LZtGykpKRQXFwOwdu3aOl/ryy+/pGvXrpw4ceKMZqSxY8eybNkywPYllJaWMnbsWNasWcMnn3wCwOeff15jp3hpaSmtW7embdu2HDp0qGq22yNHjnDVVVexYsUKOnWKfErlXr16sXv3bsrLyzly5AgvvPBClV9ycjJfftl01kpWmiciQna/TjyZO4q1t45iaM923P/8u4xetJlFf3mbT0qPOyOeWjeqRZRijSc1ChFZDVzoHJ4LfGGMyRCRFGAP8I7j94YxZkbsY9hwduzYwezZs4mLiyMhIYFly5ZRVlbGTTfdxMKFCxkxYkSdr3XvvfcyYsQIevXqRVpaWtULdsmSJeTm5rJ8+XICgQDLli1j1KhRzJ8/n/Hjx3Pq1CkSEhJYunQpvXr1+tp1hwwZwtChQ0lNTaVPnz6MHj0agHXr1vHhhx9yyy23VIUNBoP1ToMePXpw5ZVXkp6eTr9+/Rg6dGiVX25uLpMmTaJr165V/RSK4iWZvdrzWE57dh04wiNb/kHBS//gsVc+AIHJ6V3PfoFmjEQ6rjhqERC5HzhijJnnZBQbjDGD63ONrKwsU1RUdIbbnj17GDhwYNTiqTQO9L4qsWLfZ8d49OX3+d/i/dwzJZWrh/f0OkpRRUSKjTFZdQnraR+F2LrclcC3vYyHoihKOCkdW7Pg8jTuvWxwnb+5aK543ZmdDRwyxrwX4tZbRP4OlAJzjDEvV3eiiOQCuQA9ezavnN4NRowYQXl5+RluK1euJC0tzaMYKUrTwO+ZBLiYUYjI34Au1XjdZYxZ7+xfDTwR4ncQ6GmMOSwimcA6EUk1xpSGX8QYUwAUgG16im7smx9vvvmm11FQFKWJ4lpGYYy5tDZ/EYkHpgKZIeeUA+XOfrGI/APoDxRVexFFURTFdbwcHnsp8LYxZn+lg4h0EpGAs98H6Ae871H8FEVRFLzto7iKM5udAC4G5olIBXASmGGM+TzmMVMURVGq8CyjMMbkVOO2Fqj7l2iKoiiK6+iX2Y2UWK1HsXDhwjOOL7roIgD27dvH4MH2c5ZgMMjGjRtdjYeiKI0XzSgaGRUVFXz88ce89tprbN++nR//+Meu6oVnFK+99trXwmhGoSj+xuvvKGLCxwsXUr4nuutRtBw4gC533lmjf1NYj+KOO+6grKyMjIwMUlNTWbVqFW3atOHo0aNVYb766ivmzp1LWVkZr7zyCvn5+UyfPj2qaakoSuNGaxQu0RTWo1i0aBFJSUkEg8Eaw7Ro0YJ58+Yxffp0gsGgZhKK4kN8UaOoreTvFk1lPQpFUZSz4YuMwguawnoUiqIodUGbnlyiKaxHAXbBoBMnTtSqr2tHKIq/0YzCJXbs2MHw4cPJyMhgwYIFzJkzh7vvvpuZM2eSnZ1d46px1VG5HsW4ceMYMGBAlfuSJUsoLCwkLS2NzMxMdu3axaBBg6rWo0hPT2fcuHEcPHiwxmvn5uaSnp7OtddeW2OYMWPGsHv3bjIyMli9enWd460oSvPA8/UoooGuR+Ef9L4qSnSoz3oUWqNQFEVRakU7s32CrkehKEqkaEbhE3Q9CkVRIqVZNz01h/4X5TR6PxXFG5ptRpGYmMjhw4f15dJMMMZw+PBhEhMTvY6KoviOZtv01L17d/bv38+nn37qdVSUKJGYmEj37t29joai+A4318y+Avg5MBAYbowpCvHLB27CLk6UZ4z5q+M+EVgCBID/McYsilQ/ISGB3r17R26AoiiKArjb9LQTuyb2S6GOIjIIu7pdKjAReEREAs4SqEuBScAg4GonrKIoiuIhrtUojDF7AEQk3Osy4EljTDnwgYjsBYY7fnuNMe875z3phN3tVhwVRVGUs+NFZ/b5wD9Djvc7bjW5K4qiKB7SoBqFiPwN6FKN113GmPU1nVaNm6H6TKvGIUsikgvkOodHReQdoCPwWc0xdhWvtP1os5fafrTZS20/2hwr7V51DdigjMIYc2kEp+0HeoQcdwcOOPs1uVenXQAUhLqJSFFd5y6JNl5p+9FmL7X9aLOX2n602Wvt6vCi6ekZ4CoRaSkivYF+wFvAVqCfiPQWkRbYDu9nPIifoiiKEoKbw2MvB34NdAL+LCJBY8wEY8wuEXkK20ldAfzQGHPSOec24K/Y4bGPGWN2uRU/RVEUpW64OerpaeDpGvwWAAuqcd8IbGyAbMHZg7iGV9p+tNlLbT/a7KW2H232WvtrNIv1KBRFURT3aLZzPSmKotQVqeaDrxhqN/r3cKOPYCgikioid3ik3VVEEjzSbueRbicvdB1tz+YhE5EOHume54Wuo91XRFp5pH2BiAw/e8io6w4SkZsATIybVkQkTUQWO9qnYqkdCU0ioxCRNiJyP7ABmC4ifWOo3VpEHsB2si8VkcmOu+slEEf7QeBPInKziAx13F29byKSKCLLgEIRmSci346FrqPRRkR+B9wsIklu61Wj/SB28MV8ERkTQ937gY0i8oCITHLcY1LKFZH+wHvAtbEsDIXYvQZIjqFuQEQeBp4C2jijLGOlXWnzk8B1IpIZK+2G0OgzChEZD7wIlAPXAW8DpTGMwi+BNsBYoASYBjErgdwHJAIzgK+ARxxtt0sg3wPOAy4BPgAeE5FEt3VF5FzgAewcYN8ABrupF6bdDzv44iTW/k+BO2Ok+xR2YMnlwD6cD0ljWMo9D/vN0gigZywEReR87MCVdGNMhjHmhVjoOvQFuhhjBhtjlhhjvoqFqIiMAv6CfcauAJ6giczg3WgzipDS5PvA1caYO40xr2JfHmOdMK6UuEQk0fltj/1C8kFjzKdAO+ANEWnt+Ec9/UK0O2Af6HxjzDvAn4BuIjLPRe3K0qQBXjfGHDbG/B54HWeUmsul3OPYIdXpwL+B7Bg2Ax0DCowxs4wxu7EvsYMi4va85oeBmcaYmcaYfwLnYGtyLcG9WpxTqq68l8eAe4Ak4Go39KqhDJvGm534jBSRUSLSxTl24/mufCmfgy38ISKTRORG5yXuNv8ErjfG/Mx5xjKBmLQSNJRGFzkR6S8iq4CHRSQL+MgY825IxvEH7MyzUS9xhWj/WkSGGWM+x/6RbxeRN4Ec7I19VUR6GGNORevFWY32Yex0J3c5QboDzwPfF5Fu0Srdi8iFIvJLAGPMCce5LdA+JNhsYKqI9DXGmCjaXKXt6B8H3jXGHAHWAUOAjGho1UH7ALa0V0krYIAxZr/Lup8bY94TkVYi8nNs7XEQsE5Ezo/yMxZ6r0+GeA0DOgM/Ab4pIpc7L+2oFQqqsxvYAlwgIu8BvwJuBDaJSPdo2R1mc4XjfA6wU0RmY2uNHYC1IjKuoXo1aTt8ZIzZF9LUtQK42Ilb4+6nMMY0mg1boikEfgb8CHgUmBUWZg6wwNmPc1H7ceD7jt9g4ImQsA8Bz7isfSO2SeBlbOa4B/gmtmnmlijpfgfYBZwC7ghxTwF2AKlhNi+Pos1f0wbiw8LMd7buUX7O6qI9BlgZS10gMyy9n3VZO8H5HQlc4ewXOWFuclPbcU/ENvP9JMzup13W7QysB54FUhy3HwIbXE7vQFiY6x17W+J8qtBYN88jEJZwg0NvlvNiXAdcHOJ2CXY6cre1RzsP00XYKuKKEL9vYD+IaeGi9rNAhnM8HOjg7C8FLnX2G/RwAVnYEvsFwL+A5BC/BcBKoLNzPBGYG8X0Dtdu47jH4RQAsIte/c7RzsO2Z7utXflt0Q9D/uDXAP1d0E123APVhM3G9knFN1S3Dvc6D3gHCGLbzV8ERrt4r0O124SF/Ra2+fFraRJl3esdO8c6x/HAC0A7N20Oe8YysYMIGmyr25vnEagmgXfiZAzYkRA/An4f4t8Bm3mMjIH2TGCZc3OPYNtvxwKvAj91WTsv1G7HfTi2TTczirqJzu8TwB9C3OOB3zsvq5uxHfm3Rdnmr2mH/2mA5cAXQDG2KSgm2o77/dgO7j8DvWNocxa2Jnmr2+ntHHfAjsIZ6RznYfssEmJ8r4c5/60ZMbA5gG2d+K3zjnkFWBTNl3ZtNnM6s3gBmBrN++zG5o2o7SDuHHIsnC5F/ijshmZgS5UDnOPeznFEzRERaD+Gba+egq0mvgFMj6HdF2Kbpu7ANj9dGw3d8H1su+0XwLAQvy6O3U9GotsQbcd9AvARcE0stbFNAduxmdOVMdTtCPwmUt2GpndIuIiadBtg9znAL4Btkfy3GqCbCIwCFmMHzMT6+e6EzZAbXFt1e4u9oM3F38aOnV7kuIWW5C4A1gI3OMcdgE1AV4+0n8MOpTsjbAztrtQeHEXduLAwlaWc/wYKnf2JQEsX0rsu2pOABKC1B9oTnd/veqQ7yqP0bhESpt5NmlGwu9pMy2WbvXy+G6Qd6y12Qjb3XoQdM94J26H0b6B9eAID47HDYr8BXInt6O3pU+1ebuiGhQ0tBVUAX2I7zRMjfGk0VPvBSP9IUdBeQgRNLlHQfYgI+7yidK+9Su+I7G7iz/cDNIEO7DPscF0Azg3Z7xqy/y1s211qWPjK6tqtwMPYanhEHWt+1K6vboh/R+wos7/HyubmoO1HmzW9Y6/t9ebehW3TyW+wTTd5nO5jiMeWnPdhOwvfwnYSV1bRQkvYETX1+FE7Ut2Q8+Mb8AfynbYfbdb0jr12Y9ncuagdl/0W8HPsByW/AB4O8e/I6U7cydjV7aIywsKP2n60WdPbP9p+tLmxbe5cFAYAV4UcX4ZtTqm2TRDbFp+i2k1L16/afrRZ0zv22o1pa/AUHtV9Zm+MeRt4NsTvBHCBMea4MaengBCRgSKyFvgQOymZajdSXb9q+9FmL7X9aHNToEEZhYgkGCcbdY6rEtoYcyzELwU7Lr2SliJyPbAa2GyMyTH1nMHRj9p+tNlLbT/a7KW2H21uMtRW3ahtA27DfgI/D/iPEPe48H3shF9Tnf2p2AnnzgOSVLtx6/pV2482a3rHXrupbPWuUYhIexFZgf1qNh/4DLhBRHrD6VkQRSTdnJ4RMRXoJyJ/wc7DHjDGfGKMKVPtxqnrV20/2uylth9tbpJEkPsGsAurVI7774Od7TTVOe6CnT73ZaAbdiGUUuyUwhF97epnbT/arOntH20/2twUt7okZjwwC+gR4tYmZD8OO/9RP+d4HPCDsGvcGOGN9J22H23W9PaPth9tbg7b2RI2DTtR1yFC1mMICzMQ2FiDX8TTcPtR2482a3r7R9uPNjeX7Wx9FJ9hxwwPAFLErl8dvoxiF+z6wojICHEWpBcRMQ3r/fejth9t9lLbjzZ7qe1Hm5sFtWYUxpiDwGpjzL+wbXd3Ou4ngcrEzQBaiMivsJO5VZ5rGhIxP2r70WYvtf1os5fafrS52VDXqgd2TYRNQF6Im2AXdjkE5LtV7fGjth9t1vT2j7YfbW7KW30TeALwprOf7vxOIaRzyMWb6zttP9qs6e0fbT/a3FS3SBJ4E1AObAQ6xjSyPtT2o82a3v7R9qPNTXGrT6LGAfOxc5ncEuMb6jttP9qs6e0fbT/a3JS3yg9N6oSITMLOZ1Je55OihB+1/Wizl9p+tNlLbT/a3FSpV0ahKIqi+I8GTzOuKIqiNG80o1AURVFqRTMKRVEUpVY0o1AURVFqRTMKRVEUpVY0o1AURVFqRTMKRVEUpVY0o1AURVFq5f8BRnkJ1bRYSYAAAAAASUVORK5CYII=\n", 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dmjx97YI5qcRgKnaO8OZssLHTpsvNSHmi06RHRJJua49fUOEnDsXF3ZXmXw+k4tZNhL35Hh6xF3D5uA//vPIG//6z5YnPqyiW7sahQ0R07UrkO13IiIjA7/PPCV67Bo/2byIcnryB1zEoCJmRQWZ09JOdID0ZFnYGOydtkKyFNTbfTSUGUyoQAG/8ArEntWlzn2CabpuYC1zJ54Otne1Th+Oa343mIz7SEkS79/C6HInzR+/zzytvcGTDrqc+v6JYitSjx4js2ZOItzqSfuYsvkMGE7x+HZ6d3sbmKRLCTQ6BgQBP1gAtpbZUcPwZ7fsh/5Nf9OUWlRhMLfhFbTT00YWw/+fHPtw17hIpPgVNGpJrfjeaf/MRFbZuIuyN7nhfCse+b3eWt+3CuYOWNbBcUR5H2qlTRPX5gPB27Ug7fASfjwZRYv06vN5994mqjO7H4VaX1SdIDPt+gmN/w4ufQ/GGJovJnFRiMIe6H0GpprD2M4gOeeTDsrOy8bweh6Ggea4oXPO70Xzkxzy3eSPnmr9FkbOHSevUnmWdPuDimXCzlKko5pARFcXFjz4mrE1bbuzfj/eH/QjeuAHvHj2wcTH9BHS2np7Y5MtH+uP2TIrar30PlGoGdQaaPC5zUYnBHGxsoM2P4OoDf3eFtOuPdNjlsIs4Zmfi+AhdVZ9GPs/8tPzhSwJWrya0bnOC/t1KfJuWLO89hISLsWYtW1GeRtaVK1wa9S2hzVuQtHEjXr16UWLDenz69MHWzc1s5QohtAboxxnklpoIf3eDfP7Q9kezTLhpLtYTqbVx8YTXf4GrEY+8LOjFE2cAKFAidybJ8wkoROufvif/X0sJr/gCwVuWE970FVZ+MorkxEdLZoqSGww3bhD/44+EvtyEq/PmUaBNG4LXrsV34ABs8+fPlRgcA4MevSpJSljeD5Ki4Y1ftRHOVkQlBnMqVhsafabVLx6a89C3J57VfukKlilh7sjuUKxcCVr/MQPbWfOJDipL8Iq5HG34EmtGTiYjLT1XY1GUnGRWFlf/XEjoK02JmzgJl1q1KL5iOYW+GfGfqSvMzSEokKzLlzGkPEKPw4O/wsnl0PhLKPK82WMzNUuYdjtvqztIG+W46lOt/7Lv/WdETQ2PIEvYULh0YO7Fl0OZFypTZvk8Dq3eRuLYcQTOncauFX9j07sfdbu8ho0V3QqbjCEbMpK1hZluPrLSICtDe85O117fes646wR33SkKW7C117o32zrcftg5atsd3MDR3fjspj3bPH0PNWsjpSRpwwbifhhPRlgYzlWqUHjiBFyq6jdS2CFQu5NPDw/HuVy5+7/x8nFYMxSCG0PtfrkUnWmpxGBuNjbQdiZMr6vNj9Jj8/1XZ7p4gQR3b+wd9e3jXKVZfQyv1GX3/OXIKRPx+e4L1s6bS8CwoZRvVFPX2J5KVgYkX4LkWG0SsxsJcMP4nJJg/DkB0hJvJ4GMZL2jBntXLVk4uoOLl/HhedezF7j6avN3uflqScZK3fj3ELHff0/qoUM4FC9OkSmTcWvcGKHz7KNO5bVkkHrgwP0TQ0aKtvyvU35oO8Oq2hVyUokhN7j7wWsztZXfVn8Krafc823O8TEke1nGhFo2NjbU6dSGjDeasWncT3gu/A3xfleWVa5LtRGfUbhUoN4h3ik7E65FaW06iZFwPRqSYm4/rsdoSeBebB3Axdv45eoF+QqBYz7jw/2/Dzun21f8dk7aYCVbx9tX/dz1BZbzC82Qrd1VZGdAVroWd7bxOStN+2K5mZDSk7SBURnJkH5d68SQegUSIyD6Xy2J/ecOBa18Vx8tSbgXuv1cIAAKFIUCxSBfYbC1rD//zOhoYseO4/qqVdj5+FBwxNcUeO01hJ1lxOlQpAgOwcEkb92KZ5cu937TmiHaeIXOS8AtF5YcNhO9F+oJB5KAbCBLSllNCOEJ/AkEoi3U86aU8qpeMZpMcCOoO1BblKN0MyjT4o7d2VnZeF69zIUSlrX4joOTI02H9SWxZ0e2fTWWoC3LiWvbin9fakvD4R/h7vHgCchMRkptNsqrEXA1XPtyvBpx+/n6BZCGO49x9TF+Mfprkx26F9Iebn7aPhdPcPXWqmssaC78RyalljRu3vGkxBkT4aU7n6MPaftyVmsJW22gVYFi4FFMe7752rO49u+TS/8mhpQU4n/+mSuzfgXAu8/7eHXv/lhzGeUWt4YNuDJ7DtnJKdi63RXfsUXw72yo95H2927FhHyC0bkmK1xLDNWklPE5to0Brkgp/yeEGAJ4SCkHP+g81apVkwcOHDBvsKaQlQE/N9auZvvsueOK4uCKTbh88gExHw7jxT6ddAzywSKOn+PwV99S8thuEp3zkdKlN436vmOSkdoAZKbBlfPaVVf8WUg4e/v13dU6bgVvf6nd/exeyOKnHchVWRla8kyMvH1XdSu5RmpVbDk55gfvEuBdCrxKgHdJ7bVnce3OyASkwcC15cuJ+2E8WbGx5GveHN+PP8Le398k5zeHlH37iHynC4UnTSRfkya3d1yPgWm1tH+nrqutpipPCHFQSvmflb4sMTGcBhpKKWOEEIWALVLK0g86j9UkBtCmy5jRAEq+DO3n3roqW9Z9EMV2ryd4587cuwp/CofWbif229EUvRxGRMFgCn/5BRVefIz2h4wbEHdSa6iLO2388j+jfVHlvLLNH2D8YjJ+QXkGGa9uA8De2eSf65mVmQqJUVqySAg1JmTjIynH/EDCRquO8i6lPXzLasvb+pR+rP+PG//+y+VvR5N27BhOFSrgN3QoLlVNuDqamcjMTM7UqYv7yy/hP2qUcaOE+W9C2HbovUNLqFbifolB78o7CawTQkhghpRyJuAnpYwBMCaH3O2TZm6+z0HjL2Dd53B4AVTuSHZWNj7/7iKqZGUqW0FSAKjySj2yG7/Apkm/UWD2DGz6dGVZtUbU/vZzfIvmWH3OYICrYVoCiD0Bl4/B5RPaXcHNBGDnBF4ltdlpK3YwXp2W1BKBg+VVJ+RJ9s7gU0p7lHz5zn3pyZBwLscdnPFxfqvWPgJawvAMBr+y4FtOSxZ+ZaFA4B0NsJmxscR+P5brK1Zg5+uL/3f/I1/LlggraaQV9va41a1D8tZtSINBi/vQHDi7DpqNsaqk8CB6J4Y6Uspo45f/eiHEqUc9UAjRE+gJULRoUXPFZx61+sDp1bB6MATWJWRHKB6p10jLeWtqBWztbHl5UHcSO7dl6+ffUXzbSi622EFU4ypUru+GbcIJ7Q4p84bxCKFVRfiVg4pvas++ZcEjyGp7bzwTHN3Av7L2yMmQrSX4m8k+9oS2jvGJ5dxK+vau4Psc0rcCV45mEr94NzIzC69evfDu1dMs01eYm1uDBlxftZq04ydwLuKudU0NrAfVe+gdmsnoWpWUkxBiOJAM9CAvVyXddDUcfqwD/lVYvq0kxfZsIGjHDvJ55s4ozqeWmabdBcQc0uaDigkh7ewZYg+6knLJCbv82eRvXAjferVvXz36lFF3AM+CjBSIPQWxx+HyCVL27+fyqijSE21xLZRGwWo3cChRRks0hSpBocraBYK96Sa9M6esq1c5+0IdvPv0wcd9jda4//4urX3LylhcVZIQwhWwkVImGV83AUYAy4EuwP+Mz8v0itGsPAKh6f+Qy/oScOgCkSUqUclSk0JmGlw6CjFaAiD6sNY+YDCuce3sCf6VcWr2EkW6VmL/9suk/zKXrMWx7DkbT83vG+NX2HIbFBUTc3CFIs+TaR9A7LwjXP8nGnv/AIoM6YZbsCPi0hHtYuL4Ujj4m3aMjZ1WzXozUfhXgYIVTNbQbUp2Hh44V6pE0oo/8a59BNFqklUmhQfRsyrJD1hiHLRiB8yXUq4RQuwHFgohugORQDsdYzSvKp2IXTEPp9QIPBtY0NqvSZchau/tR3QIGDK1fS5e2h9uqSbGP+DKWgOxsRHdBqhZHm506szGz8cQuH4RUS1bcOit93jpk17Y2etde6mYm8zK4sqcucRPnozMytK6n/bogY2zsXG6whvGN0qtsTvmsPGu87BWxXporrbf1gEKVtRmDChSTety7BFoEV2L871Yi8s/TCetcR2cq76jdzgmZzFVSU/DKquSjFZ16kHQv9sp3i8Ix96rcv+X3pCttQNE7YWofRC1R6vmAm3QVuGqEFBD++P0r6INjHqMGM8dPMaZoV8RFHmCKN9A/L8ebt2jp5UHSj1yhJgvvyL91ClcG9Sn4LBhODxOG6CUcO2CNoDvwgG4eBAu/gtZqdp+F28tSRSpBoWrab+fTrl8p20wkD2jKeemRuLe5BX8f5iYu+WbkEV2VzUVa00MCRdjiWryEjfKBPBChR3QagpU7WzeQtOTtD+4m0ngwgFtVC1oUyoUrQkBtSCgpnZbb4KxAAaDgS3T5uL88xTc05IJrdOMht99Tn5v65pxUrm/7ORk4sZP4Or8+dj5+OD3+TDcX37ZNNNYZGdpDdsX9muJ4sJ+rWszAELrKlu4GgRU1353vUuZtzPDwd9gRX9i4l/l2rZjlNi6BTsP6/xdVonBAq0cPJrgZbMRs+ZR5tQw7Ze/735trhtTkFIbvHQzCUTt1RqMpQEQWqNwQE3tUbSmNj7AjHcsV2MT2Db4G0rsXsc1Z3cy+wyiQY/2ZitPMT8pJUnr1nN51Ciy4uLw6NgRn4EDzLo2AqCtdXDzruLCAS1ZpF7R9jl7GH+na2mJwr+K6Rq2ky7D1OrgV4G0F8YT1ro1vh9/hNd775nm/LlMJQYLk56axsEXGnDVrygt1vwFcWdgeh0o2wZe/+nJTpqVoTUS30wCUfu0KRFAm/ahSDXj3YCxashJnzETRzbs4vLw4RSJj+Jc6WpU+2EUhYKtrMuxQmZ0NJe+GUny5s04lilDoRFf41yxoj7BSKkNzIvaA5G7IXKvNuYCtLYK/yrGZFFbe3b1erJy/u6uTaf9/i7wLklEp85kXrpE8No1CFvrmwXX4nolPeu2z1xA4dTr0MXYcOVTCur0h23fw/PvQmCdh5/kxpXbDcSRe7UrqKw0bV+Bolrf6oAa2pWTb1mLmb654ksvkFlvJeu+Hk/A0rlEt2nNkbd78dLHPUw3tYZiNjI7m6tz5xI7cRJIie+nn+L5Tmd9J7sTwjiFRwmoYpxSJiXe+LexR3vs+RF2TdL2eZXU/i6K1tKShWfxh98tH/1bW1ul4VBtACbg8XZHLg4cRPLWrbi/+KIZP2DuUncMOjAYDGys3xTb7Cwa7txwe52DjBswtYY2q2evbXfOfmkwaFdAORPBzSsiG3utPeBmlVCRGtoMoVbgfMgpTn0ylKCoU4QXKU3J70ZR4vkHzHWv6Co9NJSYYZ+TGhKCa/16FPzyKxyKmGeNcpPLTNXGHETuuZ0w0hK1fa4+WoIoVkdbYMuv/J0XUpF74feW2l1356W32t5kZiahTZthW6AAgX//pfvU4I9L3TFYkF1zl1EkPoqobgPuXPzGwQVe+RYWdoY9U7XueTeTwIV9kGqcZNbZU0sCVd7Wnv2rWO28QcUrlyFw7SI2jPsZn9k/ktK5AytbdaTJ8EE4OFleH/ZnlczMJGHWr8RPmYKNiwv+Y77TprKwpi9Ce2co9oL2AO1iK/6MVv0UsRsid2nVRKBdnN28m/AtC8v6aLPRtp97R4cMYW+Pd58+xAwbRvKmTbg3bqzDBzM9dceQy7Iys9ja4BXssjKpvW39f7/8pNTWbTi/+fY279K3q4QCampzCFnTH+QjunQ+iv2DhlHi1H4uegfgP/pbytb7z8WMksvSTp4ketgw0k+cxP2VVyj4xefYeXvrHZZ5JEZpbRQRu7RH/Gltu1MBeG/jPedCkllZnG/xKsLJiaAli61m3idQjc8WY8OEXyk8fQyX+n9Oo/ffvvebrl2AkAVQyDi4x8Uzd4PU2dZf/sJh8ve4pacQ3qIDr4z8VN096MCQkUHC9OnEz/wJ2/z5Kfjll+R7xbrm83pqKfFalZNX8AOX5b22YgXRn3xK4Qnjyde0aS4G+HRUYrAAN5Jv8G+Dl0h1cefFzatUQ+sDJFyMZeeAoZQ8uosLPkUJ+O47yrxQ+eEHKiaRevQYMZ8NJf3sOfK3boXvkCFW21c/N8jsbM63bkL2OCEAACAASURBVA0GSfFlSxH21r0eg/Xc8+QBW8b8iFfKVdz79VdJ4SG8CvvS6q9fiP14OO7Xr5DRvRMrB48mM/1eS1kqpiIzM4mbNJnwDh3IvnadItN/xP+771RSeAhha4vvoEFknD/P1fnz9Q7nqanEkEsunY/Cb8lczgeWp9abzfUOx2o0eK89wSuXE/5cNYKXzWbzy605s/ew3mHlSelnzxLevgPx06aRr0Vziq9YjnvDhnqHZTXcGjXCtV494iZPISsuTu9wnopKDLlk36fDsc/OpPSo4XqHYnV8AgrRavFvXB74JfmvxZHatRP/fDaG7KxsvUPLE2R2Ngm/zCLs9TfIjImh8KSJFB4zBtv8Fjrbr4USQuD32VAM6enEjvtB73CeikoMuWDPwlWUPLaLiFfaqT76T6Fhr7cIWrGCyJKVKb74V9Y2fYOoU+f1DsuqZURFEfFOF2K//x7XevUovmL5nWsZK4/FMSgIr3ff5drSpdz491+9w3liqvHZzG4k32Dfi80QSKpvWoOLm/WtWGVpDAYDGyf8itesyRiE4HrvQbz4gZknH8xjpJQk/rmQy2PGIGxs8Pt8GPlbt7aucQkWypCSQuirLbFxdiZoyWJsHC23R51qfNbJ+k+/we96LA4fDVZJwURsbGx4eVB3POcvJN67CIUmf8vydt25Gpugd2hWIevKFS580JdLw4fjUrkSxVcsp0CbNiopmIiNqyuFRowg4/x54qdM0TucJ6ISgxn9+88WSmxaxpnqjandvoXe4eQ5gRVL0XjNIkJffZvix/ZwvFlL9i9Zr3dYFi15x07Ot25Nyvbt+A0dQsDPP2NfyDqmT7EmbvXqkv+N10n4ZRapR47oHc5j0y0xCCEChBCbhRAnhRDHhRD9jduHCyEuCiFCjA+r7MKTdPU6ScO/JMHNk0YTR+kdTp5l7+jAq2M/J3vSTLJs7XEZ2p/l7w8l7Uaq3qFZFENGBpdH/4+o997DNn9+Av9aiGeXLlY1Stfa+A0ejJ2vL9FDP8OQlqZ3OI9Fz9+KLOAjKeVzQC3gAyFEWeO+8VLKysbHKv1CfHKbBnyOd1I8Ll98TT5LXcs5D6n0ch2qrVvBuRqNKbl5KTtebsXpPSF6h2UR0s+dI/zN9lz5/Xc8OnYk6O+/cSpTRu+w8jxbd3cKjRxJRmgol7/7Tu9wHotuiUFKGSOl/Nf4Ogk4CVjJNI0PtmXmH5Tau57Qhq2o1jpvTKplDdwK5KP17MkkDP0Wt+RE0rp1ZvXXEzAYDHqHpgspJVfmzyfs9TfIio2lyI/TKPjlF9g4mWjRGuWh3OrWwbNbNxIX/MH1dev0DueRWUSvJCFEILANKA8MAt4FrgMH0O4qrt7jmJ5AT4CiRYs+HxERkUvRPlj4kTMkvN2eeM9CNFyzGEdn9Ueoh8vh0ez/YBDBoYcJLVGFWtPH413ET++wck3WlSvEDPuc5M2bca1XD/9vR2Hn46N3WM8kmZFB+FsdyYiKovjSJdj7++sd0i0W2ytJCOEGLAIGSCmvAz8CwUBlIAYYd6/jpJQzpZTVpJTVfCzkFz7tRipn+n6IAUGZaZNUUtCRX6A/zVfMJ/ytXhQ9f4TTrdpwYNlGvcPKFcnbd3C+VWtSduzA77OhBMyYrpKCjoSDA4V/GAdZWVwcOAhDhuVP66JrYhBC2KMlhXlSysUAUsrLUspsKaUB+AmooWeMj2Pt+4MJiI3gxoChFCv33+l5ldxlY2NDs68GYDP1FzLtHHAa3I8Vg0aQlZmld2hmITMzufz990T16IGdh7ZwjOc776gGZgvgUKwYhb4dRerhw1wePVrvcB5Kz15JAvgFOCml/CHH9px959oCx3I7tiexbswMSu1dz5kX29Cgezu9w1FyKN+oJlXXLOd8xTqUWLWA9c3eIPpspN5hmVTmxYtEdOrMlV9mUaB9ewL/+gun0qX1DkvJIV/TprfaGxKXLNU7nAfSrY1BCFEX2A4cBW62Dn4GvIVWjSSBcKCXlDLmQefSe+TzobXbsR34PlFFn+OVFQuws1cL41mqDRN+xfPnCWTZ2pPx0TDqvtNW75CeWtKGDUR/Ngyysyk08hvyNWumd0jKfcisLCK7v0dqSAjF5szGuWJFXeNR6zGYycUz4US0b0+WnQPlly/Gs5Cqy7V05w4eI/zDgRROuMCZeq/yysQROLlY39KohowMYseO5ersOTiVK0fh8T/gULSo3mEpD5F15Qrhb7bHkJpK4J9/6rpmtsU2PluzpKvXOdm1B46Z6fhOnKySgpUo8Xx5Xli7jDMvNKXU9pVsf6Ut50NO6R3WY8mIjCTirY5cnT0Hj3c6U2zBfJUUrISdpycBM6YjMzKI6t2L7OvX9Q7pP1RieEJZmVls7dSLgleiyfh8lFpdzMq4uLnQetZ44j79hgLX4kjs1IHNP87TO6xHcn31asLavkZGVBRFpkym4GefYePg8PADFYvhGBxMkcmTyAiP4OKAAcjMTL1DuoNKDE/AYDDwT8+PCQ4N4UKn96ndQc2DZK3qd3uDggv/Ita7CAUnjmRZt4EWO52GIS2NmOHDuThwEI4lSlB8yWLcX3pJ77CUJ+RaqxaFvv6alF27ifn6ayypWl8lhifwzyejKLV7LWcbtqbpsL56h6M8pYAyxXlxzSLO1H+VUrvWsK3pa0SeCNU7rDukh4UR3r4DiX/8idd73Sk2dw72hfPERAHPtAKvv4ZX715c+3sRCT//rHc4t6jE8JjWfDuVEv/M50yVBrw67Vu9w1FMxMHJkdYzvyf24+F4Xb3E5Q5vsnOuZXQpvL5mLeFvtCPr8mUCZkzH9+OPrWaxeeXhfD78kHzNmxM37geuLV+udziASgyPZfP0+QTMnkpocGWa/zYJGzVwKM9p8F57POYs4Fo+LzxHDmX5B8PITNdnpKrMzOTy6P9xccAAHEoEE7RkMW4NGugSi2I+wsaGQqO/xaVmTaKHfkbShg16h6QSw6Pa+9cavCZ+S5R/CV7842fsHVVjX15VvHIZXli9hDPVG1Ny42I2tHiTS+ejcjWGzMuXiejyrjYjaqdOBM6Zo9ZNyMNsHB0pMnUqTuXLcXHgIJJ37tQ3Hl1LtxJHNuzC/uvBxHkUpOYfv+Li7qp3SIqZubi70nrOFC72GUzBmDDCXnudfYtzZ3bMlD17CHvtddJOncJ/3FgKfj4MoXod5Xm2bq4UnTEDh+LFudC3Hzf+PaRbLCoxPMTRjbtJH9iXZCd3ys39FQ9fL71DUnLRSx++i8svv5Pm5IrLZwNY+ckosrOyzVKWNBiInz6DyG7dsS1QgKC/FpK/herx9iyxLVCAor/8jL2vL1G9epF24oQucajE8ABHN+0lbcAHpDm6EDj7dwoWD9A7JEUHpWtVptrqZYRWqE3wirmsbtWRhIuxJi0jOzGRC+/3IW7CBPI1a0bQwj9xDA42aRmKdbDz9qbor7OwcXcjsvt7pJ87l+sxqMRwH0c37SWt//ukObpQbPbvFC2r/kifZe4e+Wj5509EvNOPouHHOdmqDYfWbjfJuVOPHSfs9TdI3rULvy8+x3/s99i4qurKZ5m9vz/FZs0CO1si3ulC2unTuVq+Sgz3kDMpFP39N5UUFECbxrvpZ30QU37BIGywHfA+q0dMeuIV4qSUXP1zIRFvvYU0GAicOwfPt99Gm3hYedY5BAYSOGcOwsGByHe6kHrseK6VrRLDXbTqoz6kOThT9Pff1LoKyn9UeLEmFf5ZRmRwRQLn/8iK9j1Iuvp4890YUlOJGTKES199hUvNmgQtXoRzpUpmilixVg6BgRSbOwcbV1ciu3YlNSR31jFXiSGHfYvXkfFhL9LsnSg6+3eVFJT78vDzotnSOZxv3Zngo7vZ17wNZ/Y/2tIh6WFhhL/ZnmvLV+Ddt6+2wpqHh5kjVqyVQ5EiFJs7B1sPDyK7dedGLswkrRKD0ZaZf+D0+SCuuXtSfME8lRSUh7K1s6XFd59xY+QPuN24TnLXTmycvuCBx1xfu04bxRwXR8DMmfj0/QBha5tLESvWyt7fn2Jz5mDn50dkj56k7Npl1vIsMjEIIZoKIU4LIc4JIYaYu7w1307D54cRRPsFUXnxnxQuFWjuIpU8pMYbTQn4+2/ivQvjP2EES3p8Snpq+h3vuTWKuX//26OY69XVKWLFGtn7+VJszmwcAgKI7NWbayv/MVtZFpcYhBC2wFSgGVAWeEsIUdYcZRkMBlYM/JpisycTFlyReksXqDUVlCfiXzKQhqsXca5OM8psX8HG5u2I3BeCzM5Wo5gVk7Hz9qbY3Dm4VK5M9Mcfk/Drb2Ypx+JWcBNC1AaGSylfMf48FEBKed8VtJ9kBbeszCz+eW+Qtk5zlQY0+3UiDk6OTxO6ogCwbdoc3KeOxSk7A+nkjK29HTI7m0LfjFAD1hSTMKSnE/3pYJI2baL48mU4BgU90Xnut4KbJS5OXBjIOTHNBaCmqQuxsbWBrCzOvtiWllNGqgnxFJOp36czoQ3r8MuUReSLOEON/JLaXw/BuaRqt1JMw8bRkcI/jCP1+PEnTgoPYomJ4V6duP9zWyOE6An0BCj6BEsa2tjY8Orvk7G1Uw1/iukFly3OFxMGMWzpUbr9e5H6268wwT8DT1c155FiGjvPX2XKnhR+Lp2Fm6Npv8ot8TL5ApBz7okiQPTdb5JSzpRSVpNSVvPxebJ2AZUUFHNydrBlXLtKfNu2AntCE3h10nZCohL1DkvJA5aFXKTrb/u4mpLJjfQsk5/fEhPDfqCkECJICOEAdAAsY/UKRXlMQgg61izKovdfwMZG0G76LmbvDreoZRwV6/Lz9vP0/yOEKkU9WNi7Nr75nExehsUlBillFtAXWAucBBZKKXNvLLiimEGFIvlZ2a8u9Ur68OWy4/T/I4QUM1zpKXmXlJKJG84y8p+TNCtfkNndapDf2Twr+Vlcr6Qn8SS9khRFDwaD5MetoYxbd5pgHzd+7FSVEr7ueoelWDgpJWPXnWbq5lBer1qEMW9UxNbm6efUul+vJIu7Y1CUvMzGRvBBoxLM6V6TKykZtJqykxWH/9OEpii3SCn5dtVJpm4O5a0aAXxvoqTwICoxKIoO6pTw5p8P6/FcoXz0W3CI4cuPk5H1ZLO0KnmXwSD5avlxftoexrsvBPJt2wrYmDkpgEoMiqKbgvmd+KNnLbrVCeK3XeG0n7mbmGupeoelWAiDQTJs6VFm746gZ/3ifNWybK5Nya4Sg6LoyN7Whi9blmVqx6qcuZREi0k72H42Tu+wFJ1JKfl6xXEW7Iuib6MSDG1WJlfX6VCJQVEsQIuKhVjery7ebg68M2sfkzaexWCw/o4hypMZu+40v++OoFf94nzUpFSuL96kEoOiWIhgHzeWflCHNpUL88P6M3T7fT9XUzL0DkvJZdO2nGPq5lA61izKkFy+U7hJJQZFsSAuDnb88GYlRrYpz65zCbw6eQeH1WjpZ8ac3eGMWXOa1pX9+aZ1ed2WeVWJQVEsjBCCTrWK8Vfv2gC0m76bOXsi1GjpPG7RwQt8sew4Lz3nx9h2lczeJfVBVGJQFAtVKaAAK/vV5YUSXnyx9BiDFh7mRoYaLZ0XbTp1mU/+PkydEl5M6VgFe1t9v5pVYlAUC+bh6sCsLtUZ9HIploZcpM3UnYTGJesdlmJCx6Ov0Xf+Icr652Nm52o42es/uadKDIpi4WxsBB82LsnsbjWIT86g1eQdrDyiRkvnBTHXUun2237yO9vzS5fquJp4+uwnpRKDoliJeiV9WNmvLqULutN3/iGGLj5Kaka23mEpTyg5PYvuvx0gOS2LWe9Wx88Ms6Q+KZUYFMWK+Bdw5s9etendIJgF+yJpPXUHZy8n6R2W8piysg30m/8vpy8nMfXtqjxXKJ/eId1BJQZFsTL2tjYMaVaG37vVICE5g5ZTdvDn/kjVa8lKSCkZsfIEm0/HMbxVORqW9tU7pP9QiUFRrFSDUj6s7l+P54t5MHjRUfr/EUJSWqbeYSkPMXdvJLN3R9CjXhCdaxXTO5x7UolBUayYbz4nZnerycdNSvHP0RhenbyDIxfUgDhLdTDiKiNWHKdRaR+GNHtO73DuS5fEIIT4XghxSghxRAixRAhRwLg9UAiRKoQIMT6m6xGfolgTWxtB3xdL8kfPWmRmGXj9x138siNMVS1ZmNikNPrMO0ih/M5MaF9F1wFsD6PXHcN6oLyUsiJwBhiaY1+olLKy8dFbn/AUxfpUD/RkVf96NCztyzcrT/De7we4ouZasgjZBkm/+Ye4lprJ9E7Pk9/FPEtymoouiUFKuc64tjPAHqCIHnEoSl5TwMWBmZ2fZ3jLsmw/G0+zidvYcTZe77CeeZM3nWVv2BVGtqlAWX/L6oF0L5bQxtANWJ3j5yAhxCEhxFYhRL37HSSE6CmEOCCEOBAXp+avV5SbhBC8WyeIxX1ewM3Rjk6/7OWblSdIy1RjHvSw93wCkzaepW2VwrzxvHVcAwtz1UMKITYABe+xa5iUcpnxPcOAasBrUkophHAE3KSUCUKI54GlQDkp5fUHlVWtWjV54MABE38CRbF+qRnZjF59ktm7IyhT0J0JHSpTpqDlX7HmFYk3Mmg2cTuOdjas/LAebhYysvkmIcRBKWW1u7eb7Y5BSvmSlLL8PR43k0IX4FXgbWnMTlLKdCllgvH1QSAUKGWuGBUlr3N2sGVE6/L8+m51bTqNKTv5ZUeYWgQol3y57DjxyelMequKxSWFB9ElUiFEU2Aw0EBKeSPHdh/gipQyWwhRHCgJnH+SMjIzM7lw4QJpaWkmiVnRn5OTE0WKFMHe3rIb7ixRozK+rBlQjyGLjvDNyhNsOR3L2HaVLGoahrxmzbFLLD8czaCXS1GxSAG9w3ksZqtKemChQpwDHIEE46Y9UsreQojXgRFAFpANfCWlXPGw892rKiksLAx3d3e8vLx0W+xCMR0pJQkJCSQlJREUFKR3OFZLSsmCfVF8s/IEjvY2jG5bgWYVCukdVp5zNSWDl8dvxS+fE0s/qKP7NNr3c7+qJF3uGKSUJe6zfRGwyBRlpKWlERgYqJJCHiGEwMvLC9XR4OkIIehYsyi1insy8M8Q3p/3L288X4ThrcpZVVWHpRu+4jiJNzKZ072mxSaFB7G+iB+DSgp5i/r/NJ3iPm78/f4L9HuxBIv/vUCzidvYez7h4QcqD7X9bBzLQqL5oFEJi5sc71Hl6cSgKMr92dva8FGT0izsVRuBoMNPexix4oSayvspZGQZGL78OMW8XHi/YbDe4TwxlRjMJDExkWnTppnkXMOHD2fs2LEmOddNEyZM4MaNW+3+uLm5PdbxW7ZsYdeuXSaNSdFHtUBP1gyoR+daxZi1M4wWk7ZzMOKq3mFZpd92hREal8JXLctaxEpsT0olBjO5X2LIzs7dq7H7lXd3YnhcKjHkLS4OdoxoXZ5579UkPctAu+m7GL36pBoU9xguX09j4oazNC7jy4tl/PQO56k8E61NX684zonoB46Re2xl/fPxVcty990/ZMgQQkNDqVy5Mvb29ri5uVGoUCFCQkI4ceIEbdq0ISoqirS0NPr370/Pnj0BWLNmDZ999hnZ2dl4e3uzcePGO877008/sXjxYhYvXsyiRYuYNGkSGRkZ1KxZk2nTpmFra4ubmxuDBg1i7dq1jBs3jrp1695xjkmTJhEdHU2jRo3w9vZm8+bNAAwbNoyVK1fi7OzMsmXL8PPzIy4ujt69exMZGQloCaVw4cJMnz4dW1tb5s6dy+TJk0lMTGTkyJFkZGTg5eXFvHnz8POz7j+OZ1GdEt6sGVCPb1edZMbW82w8Gcu4dpWoFGBd3S31MG7daTKzJV+2LKt3KE9N3TGYyf/+9z+Cg4MJCQnh+++/Z9++fYwaNYoTJ04AMGvWLA4ePMiBAweYNGkSCQkJxMXF0aNHDxYtWsThw4f566+/7jjnlClTWLFiBUuXLiU8PJw///yTnTt3EhISgq2tLfPmzQMgJSWF8uXLs3fv3v8kBYAPP/wQf39/Nm/efCsppKSkUKtWLQ4fPkz9+vX56aefAOjfvz8DBw5k//79LFq0iPfee4/AwEB69+7NwIEDCQkJoV69etStW5c9e/Zw6NAhOnTowJgxY8z5z6uYkbuTPaNfq8jv3WqQnJbFaz/uYsyaU+ru4QHC4lNY9O9FOtUqRjEvV73DeWrPxB3Dg67sc0uNGjXu6H8/adIklixZAkBUVBRnz54lLi6O+vXr33qfp6fnrffPmTOHIkWKsHTpUuzt7dm4cSMHDx6kevXqAKSmpuLrq60EZWtry+uvv/5Y8Tk4OPDqq68C8Pzzz7N+/XoANmzYcCuZAVy/fp2kpP8uJXnhwgXat29PTEwMGRkZaqxBHtCglA9rB9bnm5UnmLYllDXHL/G/1ypSI8jz4Qc/YyZuOIODrY1VNzjn9EwkBkvg6nr7KmLLli1s2LCB3bt34+LiQsOGDUlLS0NKed8umeXLlyckJIQLFy4QFBSElJIuXbowevTo/7zXyckJW9vHa/iyt7e/VbatrS1ZWdrktwaDgd27d+Ps7PzA4/v168egQYNo1aoVW7ZsYfjw4Y9VvmKZ8jvbM7ZdJVpW8uezxUd5c8ZuOtcqxqdNS+PupEagA5y9nMSyw9H0rF8cH3dHvcMxCVWVZCbu7u73vLIGuHbtGh4eHri4uHDq1Cn27NkDQO3atdm6dSthYWEAXLly5dYxVapUYcaMGbRq1Yro6GgaN27M33//TWxs7K33RkREmCS+nJo0acKUKVNu/RwSEnLP469du0bhwoUB+P333x85DsU6NCjlw7qB9elaJ5C5eyNoMn4bm05d1jssizBhw1lc7G3pVT9v3C2ASgxm4+XlRZ06dShfvjyffPLJHfuaNm1KVlYWFStW5IsvvqBWrVoA+Pj4MHPmTF577TUqVapE+/bt7ziubt26jB07lhYtWuDr68vIkSNp0qQJFStW5OWXXyYmJuaR4+vZsyfNmjWjUaNGD3zfpEmTOHDgABUrVqRs2bJMn64tqteyZUuWLFlC5cqV2b59O8OHD6ddu3bUq1cPb2/vR45DsR6ujnZ81bIci95/AXcnO7r9doAPFxwiITld79B0cy42mX+OxtCtbhCerg56h2MyusyVZGr3mivp5MmTPPec5a6pqjwZ9f9qGTKyDEzbco6pm8/h5mjHsBZleb1q4WdudPrw5ceZvzeSXUNfxNvN+qqRcn3abUVR8i4HOxsGvFSKfz6sR5C3Kx//dZgOM/dwLvbh1ZN5RUp6FosOXqB5hYJWmRQeRCWGPK5t27ZUrlz5jsfatWv1DkvJI0r5ufN37xcY/VoFTl1KotnE7Xy/9tQzMa3G0pCLJKVn0bl2Mb1DMTnVKymPu9klVlHMxcZG8FaNorxc1o9vV51k6uZQlh+OZkTr8jQq7at3eGYhpWTO7gieK5SPqkU99A7H5NQdg6IoJuHt5sgPb1Zmfg9tqumuv+6nz7yDXLqW9xbLOhhxlVOXknindrE82a6iS2IQQgwXQlwUQoQYH81z7BsqhDgnhDgthHhFj/gURXlyLwR7s7p/PT5uUoqNJ2NpPG4LM7aGkpFl0Ds0k5m/LxJ3RztaV/bXOxSz0POOYbyUsrLxsQpACFEW6ACUA5oC04QQ1jtFoaI8oxztbOn7YknWDaxPreJejF59iqYTt7H1jPUvtJSVbWDTqVheLueHi0PerI23tKqk1sAfUsp0KWUYcA6ooXNMuaJ58+YkJibqHYaimFQxL1d+ebc6v75bHYNB0mXWPnrMPkBkwpPP7Ku3Q1GJJN7IpLGVz6D6IHomhr5CiCNCiFlCiJutN4WBqBzvuWDcluetWrWKAgXUDJZK3tSojC9rB9bn06al2XkunpfGb2XcutNW2Xtp06lY7GwE9Url3YGcZksMQogNQohj93i0Bn4EgoHKQAww7uZh9zjVPUfgCSF6CiEOCCEOWOo6wG3atOH555+nXLlyzJw5E4AFCxZQoUIFypcvz+DBg2+9NzAwkPj4eL1CVRSzc7SzpU/DEmz6qCHNyhdk8qZzNB63hZVHorGmgbabT8VSPdCTfHl4riizVZBJKV96lPcJIX4CVhp/vAAE5NhdBIi+z/lnAjNBG/n8wEJWD4FLRx8lnEdXsAI0+98D3zJr1iw8PT1JTU2levXqtGjRgsGDB3Pw4EE8PDxo0qQJS5cupU2bNqaNTVEsWMH8TkzsUIW3axbjq+XH6Tv/EL8WC+fzFs9RxcK7fl5MTOXUpSSGNc/bo+/16pVUKMePbYFjxtfLgQ5CCEchRBBQEtiX2/GZyqRJk6hUqRK1atUiKiqKn3/+mYYNG+Lj44OdnR1vv/0227Zt0ztMRdFFjSBPVvary/9eq0BEwg3aTttF/z8OcTExVe/Q7mvTKW3Syhefy5vjM27Sq0l9jBCiMlo1UTjQC0BKeVwIsRA4AWQBH0gpn74S8iFX9uZwr6m1K1WqRGhoaK7HoiiWytZG0KFGUV6t5M/0LaH8tP08a45d4r16QbzfsARujpbV62fTycsU83KhuLf1L8bzILrcMUgpO0spK0gpK0opW0kpY3LsGyWlDJZSlpZSrtYjPlO419TaqampbN26lfj4eLKzs1mwYAENGjTQO1RF0Z2box0fv1KazR83pHmFQkzdHErD7zczf28kWdmWMf4hNSObXaEJNCrtmycHteVkad1V84x7Ta1dqFAhRo8eTaNGjahUqRJVq1aldevWeoeqKBbDv4Az49tXZtkHdQjyduWzJUdpOnE7a49f0r2B+lDUVdKzDDQo7aNrHLnBsu7T8hBHR0dWr773DU/Hjh3/sy08PNzMESmK9agUUICFvWqz9vglxqw9Ta85B6lStACDm5ahVnEvXWIKjU0GoExBd13Kz03qjkFRFIskhKBp+UKsG1Cf716vQExiGh1m7uHdA3Q2VQAAFoRJREFUX/dxPPparsdzPj4FFwdbCuZzyvWyc5tKDIqiWDQ7WxvaVy/Klk8aMrRZGQ5FJtJi0g76/3EoV0dQn49LIcjbNc+3L4BKDIqiWAkne1t6NQhm26eNeL9hMGuPX6LxD1v4atkx4pLMv7zo+fhkivu4mb0cS6ASg6IoViW/sz2Dm5Zh6yeNaFctgLl7I2nw/WbGrj1N4o0Ms5SZlpnNhaupeb6b6k0qMSiKYpX88jnxbdsKbBjUgEZlfJmy+Rz1vtvMD+tOc+1GpknLiki4gZRQ3EclBkVRFIsX5O3K1I5VWTOgHnVLejNp0znqjtnE+PVnuJZqmgQRFq/1SCruraqSFEVRrEaZgvn4sdPzrPqwHi8EezFx41nqfbeJiRvOcj3t6RJEaFwKAEHqjkHR01tvvUXFihUZP3683qHc8uWXX7JhwwaTnGvChAncuHG7R4mb27NxJaaYX1n/fMzoXI2V/epSs7gX4zecod53m5m88SxJT5ggzsel4JfP0eKm6DCXZ+NTWpGsrCzi4+PZtWsXEREReodzhxEjRpjsXBMmTKBTp064uLiY7JyKklP5wvn56Z1qHLt4jQkbzjBu/Rl+2RlGj3rF6Vy72GNNm30+PvmZqUaCZyQxfLfvO05dOWXSc5bxLMPgGoPvuz/l/+2de3wW1ZnHv09CQsJFRAEBgXAXCAlBkCgYKEVuW6ouUsDL1myVLFqLuhuLVBRFoXTFVXQ1bpBWwUuh2IKlSL2QeAMtCQ13/FQRVparULk1AoGzf5x5w5v4JobknZkk83w/n/m8M2fOO7/znHfeec5tzjlxgvHjx7N7927OnDnDgw8+yNSpUykoKKBFixYUFBSQnZ1Nfn4+Dz/8MHv27GHnzp20aNGCzZs3c+DAAdLS0njmmWfYvn07ubm5nDp1iq5du7Jo0SIaNWrE/v37mTx5Mjt27AAgJyeHgQMH8vLLL/P0009z6tQp0tPTee6554iNjbxC6h133MG6desoLi5m3LhxPPLIIxQUFHD77bcDcObMGTZv3owxhszMTMaMGcO4cePo2LEjN910E3l5eZw+fZrc3FymTZvGZ599xn333cfkyZPJz89n7ty5rFhhZ1W/66676N+/P0ePHmXPnj0MHTqUFi1akJeXB8ADDzzAihUrSExMZPny5VxySf1dIUvxjt6XNuOFW69g4+6veeqdv/H4nz/l+fzP+fHAJH4yqBMXN2lY6feNMew4eIIfpLapNF59QpuSXGLVqlW0bduWDRs2sHnzZkaNGlVp/MLCQpYvX86rr77KG2+8QZcuXSgqKiIjI4OxY8eybt06NmzYQM+ePVmwYAEAU6ZMYciQIWzYsIH169eTnJzMtm3bWLx4MR999BFFRUXExsbyyiuvVKg7a9YsCgoK2LhxI++99x4bN26kf//+FBUVUVRUxKhRo8jOzo743fbt27N27VoyMjLIzMxk6dKlfPzxxzz00EOV2jplyhTatm1LXl5eqVM4ceIEV155JRs2bGDw4MHMnz+/0msoyvmS2u5Cfp15BSt+djUZ3VvwXP7nDPrVah754xb2Hql4qu+//+M0R4pPB2aoKgSkxlBZyd4tUlJSyM7OZurUqYwZM4aMjIxK41977bUkJiZGPLd582amT5/O119/zfHjxxk5ciQAq1evZuHChQDExsbSrFkzFi1aRGFhIVdccQUAxcXFtGpV8dzxS5YsITc3l5KSEvbu3cvWrVtJTU0tPbd+/XreeuutCtMcsvX48eM0bdqUpk2bkpCQcN7rV8fHxzNmzBgA+vXrx9tvv31e31eUqtL70mY8d3M/PjtwnJz8z1m4dhcvf7yLGy5vx+QhXehYzgHsOGhHJHUJyMttEBDH4Afdu3ensLCQlStXMm3aNEaMGEGDBg04e9ZOIfzNN9+Uid+4ccWlkczMTJYtW0afPn148cUXyc/PrzCuMYZbb72VX/7yl9+Zxi+++IK5c+eybt06mjdvTmZmZmm6tmzZwowZM3j//fcrbIZq2NBWwWNiYkr3Q8clJSVl7I1kczhxcXGlUw3ExsZSUlLynelXlJrQtVUTnhjfh3uu6cb8D3bw23VfsqTgS8aktuXOoV3o0foCwHY8Q3DeYQBtSnKNPXv20KhRI2655Rays7NZv349HTt2pLCwEIDXX3+9ytc6duwYbdq04fTp02WahYYNG0ZOTg5g+wKOHj3KsGHDWLp0KQcO2JWmDh8+XGEn9tGjR2ncuDHNmjVj//79pbPBHjlyhIkTJ7Jw4UJatqz+FMNJSUls3bqVkydPcuTIEd59993Sc02bNuXYsWPVvraiRIv2FzVi5nW9+XDqUCYN7sy72/Yz6qkPuP2lAgp3Hebzr44THxtDu+bBGSjhS41BRBYDlzmHFwJfG2PSRKQjsA341Dn3sTFmsvcprDmbNm3ivvvuIyYmhri4OHJyciguLua2225j9uzZpKenV/lajz76KOnp6SQlJZGSklL6QJ03bx5ZWVksWLCA2NhYcnJyuOqqq3jssccYMWIEZ8+eJS4ujmeffZakpKRvXbdPnz707duX5ORkOnfuzKBBgwBYtmwZu3btYtKkSaVxi4qKzjsP2rdvz/jx40lNTaVbt2707du39FxWVhajR4+mTZs2pf0MiuInrZomMG10T+4c0pWX1u7k1x99wQ05+4lvEEPSxY2Ijan/k+eFEL8XvxCRJ4AjxpiZjmNYYYzpfT7X6N+/vykoKCgTtm3bNnr2rN8LdgcR/V0Vr/jHqRKWrPuS36zZyfd7tGLGD5P9TlLUEZFCY0z/8uG+9jGIbVQeD3zfz3QoiqKUp1F8AzIHdSJzUCe/k+I5fnc+ZwD7jTF/CwvrJCJ/BY4C040xH0T6oohkAVkAHTp0cD2hdZ309HROniw7NfGiRYtISUnxKUWKotRWXHMMIvIO0DrCqQeMMcud/RuB18LO7QU6GGMOiUg/YJmIJBtjjpa/iDEmF8gF25QU3dTXPz755BO/k6AoSh3BNcdgjLmmsvMi0gAYC/QL+85J4KSzXyginwPdgYKIF1EURVGijp/DVa8BthtjdocCRKSliMQ6+52BbsAOn9KnKIoSSPzsY5hI2WYkgMHATBEpAc4Ak40xhz1PmaIoSoDxzTEYYzIjhL0OVP3NL0VRFCXq6JvPtRSv1mOYPXt2meOBAwcCsHPnTnr3tq+TFBUVsXLlSlfToShK7UEdQy2jpKSEffv2sWbNGjZu3Mi9997rql55x7BmzZpvxVHHoCjBwu/3GDxh3+zZnNwW3fUYGvbsQetf/KLC83VhPYb777+f4uJi0tLSSE5O5pVXXqFJkyYcP368NM6pU6d46KGHKC4u5sMPP2TatGlMmDAhqnmpKErtQmsMLlEX1mOYM2cOiYmJFBUVVRgnPj6emTNnMmHCBIqKitQpKEoACESNobKSvVvUlfUYFEVRyhMIx+AHdWE9BkVRlEhoU5JL1IX1GMAukHP69OlK9XXtBEUJFuoYXGLTpk0MGDCAtLQ0Zs2axfTp05kxYwZ33303GRkZFa6KFonQegzDhw+nR48epeHz5s0jLy+PlJQU+vXrx5YtW+jVq1fpegypqakMHz6cvXv3VnjtrKwsUlNTufnmmyuMM3ToULZu3UpaWhqLFy+ucroVRamb+L4eQzTQ9RiCg/6uihI9KlqPQWsMiqIoShm08zkg6HoMiqJUFXUMAUHXY1AUparU66ak+tB/opxDf09F8YZ66xgSEhI4dOiQPkzqCcYYDh06REJCgt9JUZR6T71tSmrXrh27d+/m4MGDfidFiRIJCQm0a9fO72QoSr3HzTWffwQ8DPQEBhhjCsLOTQNuwy7GM8UY82cnvB/wIpAIrATuNtUs8sfFxdGpU6eamKAoihJI3GxK2oxd0/n98EAR6YVdvS0ZGAU8F1rOE8gBsrBLenZzziuKoige4ppjMMZsM8Z8GuHUdcBvjTEnjTFfAJ8BA0SkDXCBMWatU0tYCFzvVvoURVGUyPjR+Xwp8GXY8W4n7FJnv3y4oiiK4iE16mMQkXeA1hFOPWCMWV7R1yKEmUrCK9LOwjY7ARwXkU+BFsBXFafYVYKoHUSb/dQOos1+agfB5qRIgTVyDMaYa6rxtd1A+7DjdsAeJ7xdhPCKtHOB3PAwESmINO+HFwRRO4g2+6kdRJv91A6izSH8aEp6A5goIg1FpBO2k/kvxpi9wDERuVJEBPgxUFGtQ1EURXEJ1xyDiPyziOwGrgL+JCJ/BjDGbAGWAFuBVcBPjTFnnK/dAbyA7ZD+HHjTrfQpiqIokXHtPQZjzB+AP1RwbhYwK0J4AdC7BrK53x3FNYKoHUSb/dQOos1+agfRZqCerMegKIqiRI86O1eS0w+hKEo9wq//tZ/Pk9r4LKtTjkFEUkXkeYDqTpVRA+0kEengpWaYdqQhwV7otvHxj+rbbHkicolPum1FpKFP2pf5eH9fJiKjwdv/tYikiMhUr3Udbd+eZVWhTjgGEWkiIk8AvwEyRaQ6w2Srq50oIk9iO8JfEpE7nHDX887RfgpYJSJPish1bms6ug1FJAd4D8gVkbFe6DrajUUkF5ghIhc7YZ44J+c+exJ4U0T+xyu7Hd3/wt5jL4jITU64J/9PEWmOHQxyu4i08ELT0Q39r18D4j3UFRGZC7wKNBCROA+1fXuWnQ+13jGISCrwOjatPwAeAVp6mIQpQFtjTC/spID3ABhjznqg/VOgpTEmDVgGzBaRrh7oXgu0McZ0B1YAM0Wku9uiTi1hJnA10BQYCt6UqETkUmAR9j77J6xT/E8PdNtiJ46MBwZhh2iHSrFe3GNgZxjYDjQG0rwQFJELgN8DVxtjLq/khVg3aAm0AfoZY2YZY057ISoiKfj7LKsytdYxiEhTZ3cPcJsx5l5jzD6gL87bemGT70Vbu4nzGYPNo43OqbbYobc93NAtpx0LNMc+mDHGvAecwJakm7mkHcrPM8BBR3c5dljxv4nIhW7ohnEKeBYYDPwN6CciXZy0uV1r+AZ4wRhzt3OfLQGKnIKJmxwB/t0Yc5cx5jhwCbBMRFqCe7UGp9QcytMjwFLsTANDQzU1l/kG64i3OOkZJCIjRKSbcxx1u8OueQHQzRhzSkRGiki2iIyMtl4E9gE/8fJZVl1qnWMQka4isgR4UUR+AJw1xuwWkUQnym+x3paw9x+irf2Sox2LLUl1FpEPgF8Bx4B3RGR4NB9W5bTHOMHHgHQR6eM8KLYD3YHOzndqrO+07z4vIolh+RkPHHZKswCPA5djZ8SN2kM6XBtKS8hfGmO+AvKABFyqNUTQPgTkh0Vpj83nSBNBRlP3hDHmf0UkXkTuBu7Hltz/JCK9jDFn3chv4+Ccuhw71f10oBVwo4hcL1Hs54lg9ylgNWBEZB8wGxgOvCciydGyu5zNoRpYDPC+iMwEfo51Uk+JyK2hglk0iGDzQWPM/4U1Xbn2LKsxxphas2F/sBXAg9hZWJ8Fni4X52pgPtDeZe3ngcedc82wJcjWzvFPgZUua88C4pzP3wFFwGjgUSA3SrpXA38BzmLntwqFt3HSMwqId8IeBpZG0eZvaeMMnw6LMwl4Elvlj+ZvXRXty4Dfe6mLLcWG9mcCb7usHeN8dsGufQL2YX0GuN9N7ZA+MAzILmf3Kpd1mwNPYwsffZywcdhaU1MP7zFXnmVRSb/fCSiXUZcCLwOxYcdrgTFhcXo4D8lmkTLbBe1rsTWHZ4DOzrmG2NLlxS5qfwKMcI47ARc5+zcA90bDduwiSr2Brti3zTuGnfsZ9iWbAWH5Ph+Ii5LNlWmHHlgdsKXYO7El6cEuaSdFiDORcwWDSUCqWzZT1jmE3i3qjO1XSvQgv28BNmHXUHnVuRdvBhp5oJ1QLm43bN9Dgsu6I7Cd/T8JC8vD9ie6anNYHFeeZVFJv98JiJBZ24FRYcc/BvLKxfkAO5WGF9pvO/vLgDlAJtYpPA40cFk7v1ycwcBHwLgo6iY4nznAS2HhsdgazO+B/3Bu4GlRzu9vaeM4hbA4c4DDjn5vr7SxTvDX2M7CPKC727phn1c599jP3c5v57iBY2uoEDAOp0nL5fwuX4IeiF3YK2p2V2KzADc69/c055nyDFFwSFX8rUMFAFeeZTVOuy+idkrZS8r9SA2c/Uzgw7BzF2KHsw0JZTZ2TqXLPdL+HbZt/TJH90/ARA/tHuwc34DtkL0pGrrl97GjgD4DhoWdSwCGAPOAW6Jlc1W0nfABwF7gZh+038R2jJ63E65Bfl+EbSr8KzDea5vD4sV4qQ00wY7EKgImePw7p2ALPlH7T5+HdiI1eJa5uXkvaJsGtmPb8+aUvxGxJdXVwD1hYS8RhdJiNbUX+qhdajdwoRu6IW3n8x5ghbN/IzVsSqihdo2aUGqoLcD3PNad6NwDvXyyuUYl5RpqN6CaNbKg3t9ub94J2dLnHGwnbkvssLx/cK7tPNzT9gO+wC7teQtQWMM/TF3WTnZDt1zc8DT8HTt8cT7QiGq0e9Zx7QVU4yEZJd1qPSyild8+aVfL7jp+j1Vb26vNfYGwki72panQ/vewTSXJ5eKH2uCuw74A8j72JRjVdkE37HwzbL/JRmCQFzbXB+0g2qz57b2215t7F4aLgf8G3sK+PdzDCW+AHRGwE3gCO6TrRs5VuWrsRYOoXV3dsO/HUM2RN0HUDqLNmt/ea/u1uXNRuNLJpIexI2l+Rdj7CNgOm1AJeQywjugNgwycdhBt1vwOjnYQbfZ7c+eidnzuxLDj67AvlCQQoWSMHQ7YUbXrlm5QtYNos+a399p+bjWeEiPSa+vGmO3AH8POnQa6GmO+McaYULiI9BSR14Fd2DmRVLuW6gZVO4g2+6kdRJtrIzVyDCISZxw36RyXZqyxc8CEznXk3ER0AA1F5F+AxcBqY0ymsXOnqHYt1A2qdhBt9lM7iDbXWiqrTlS2AXdhpyaeCfwwLDym/D62R36ssz8W+yJPK6o/PC9w2kG0WfM7ONpBtLk2b+ddYxCRi0RkITAS+yr5V8CtItIJzs0hLyKp5txshslANxF5E/gRttf+gDGmWLVrp25QtYNos5/aQbS5TlAN7xoLZFF2sq8XccbwAq2xbwt/gF2/oANwFDv3y/U18WJB1A6izZrfwdEOos11YatK5jUAsgmbGhZoErYfA3yMM2Uwdk71O8td41+r+cMFTjuINmt+B0c7iDbXxe27MjIFWA/sB16rIE5PKlibAGcu/2r+iIHTDqLNmt/B0Q6izXV1+64+hq+wY3Z7AB1FZASAiMSG9dq3xlkGUkTSRWSosy+mZr3zQdQOos1+agfRZj+1g2hznaRSx2CM2QssNsb8Hdv29gsn/AwQysw0IF5EHseuthX6rqlJwoKoHUSb/dQOos1+agfR5jpLVasW2LnDVwFTwsIE+AO2ehbVRVyCrh1EmzW/g6MdRJvr0na+GToS+MTZT3U+r8WDNUuDqB1EmzW/g6MdRJvryladDF0FnARWAi08TWwAtYNos+Z3cLSDaHNd2M4nE2OAx7BzgUzy+AcMnHYQbdb8Do52EG2uS1voxY4qISKjsfOBnKzyl6JEELWDaLOf2kG02U/tINpcVzgvx6AoiqLUf2o87baiKIpSv1DHoCiKopRBHYOiKIpSBnUMiqIoShnUMSiKoihlUMegKIqilEEdg6IoilIGdQyKoihKGf4fisvOUsPXeXkAAAAASUVORK5CYII=\n", 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Ber21YapzrhRrF5fOhAHg6Fvnjts07tyWARt+I+nN2UhhRfU5b7Cx/0hO7PynWMdUFKXoMo8d48LDjxD9/PNY2dtRZ8ECfL9fgEODBnd8j7CxwcbDo/h3BDlXYc8XENgTfDsUM/LSpxLBrbpNg6uJcHBRsd6ecD4CADd/37tuZ2VlRaeHh9MpZCMXHn6G6rEXYcJjrB79NJfDIot1bEVRCpZ76RLRL79CxKgHyImIoMasWfivXEnVLoUrprHx8kIXV8w6vsOLtfNL11eK934TUYngVnXag383+PsLrWa/iNIvaBPe1GzoX6jt7Rzs6f/mc9TftInz3Ybg/+8uLg0dzLqp73IlNaPIx1cUJX/6jCvEffoZoQMGkh4cjMdTTxG4aSNuDz6AsLEp9H5svL2Ld0egy9HuBnzvhbodi/5+E1KJID/dXoErcVr2LqKcqGhyrGzw9L29juBu3Gp4MGzeBzgv+5PowJYErlvKkR592PrlYvQ6fZHjUBRFI3U6kpf/Rmi/fiTOm4dz374EbliP1wtTsK5atcj7s/HyLF4iOLoc0qK1EUbLGZUI8uPXWcvauz/Tev8VxeUYkp3dsbYpXndx/5YNGbJ6MVc++IqrTtWo9fVstvYczKF124u1P0WpzDJ27SZ8xAguz5iBnZ8ffr//hs9HH2KbT2OOwrLx8kKfnIwhpwjjkxn02lzpNVpooxmUMyoR3Em3lyH9kpbFi8AhMZYrriUfGyloWC96bv+L6ImvUDU9Gcepz7BmxFgijp4t8b4VpaLLOnuWi0+OJ3L8eAzZOfh8/jl1f15ClebNS7xvW2MTUn1RBsM8tQYSz2uTYpWDfgO3UongTgJ6gHdzrQVREWYxc0lLROdVo1RCsLaxpveUcbTYHsz5gf+jztl/SXvoPtY8/Rop8aXQxV1RKhhdQgIxb80gfPgIMo8exWvaNALWrcWlX19EKZ2Ar/UlyC1s8ZCUsGuuNv9J46GlEkNpU4ngToSAjpMg/jSc31qot1xJzaBaVjrWNYt/25mfqq4uDJn7Ft6r1hLesjOB21dzunc/Nr7/DbnZavhsRTFkZ5Mwbz6hffuRsmIFbg+PIXDTRjzGjcXKzq5Uj2XjbexdXNiWQ+e3wuWj0GmKWUcYvRuVCO6m2f3gXBP2flmozW/0IahtknBq1fdl2K/fIb/9gWRPH+ou/pJd3fuz59e1JjmeopR3UkrS1q8nbMBA4j/9FMcOHQhYu4Yar7+Ojdtt05yUiuu9iwvbqWzvl+Bcy6zzDRREJYK7sbGD9hMgLAQuHytw80tHTwHgXj/ApGE163EP/YJXEP/KO1jrdbjNeoV1Ax7gzL4jJj2uopQnmf/9x4X/jSb6xZewcnHB98cfqPPN19j7F67pdnFZu7qCrW3hxhuKO6WdP9o/qZ1PyimVCAoSNA5snbS6ggKkHD5CrrCmQac2Jg/LysqKro+PpMOOYMIfeBLvqPPkjh3N6scmE3fR/GP4KYqp5F66RPTUl4l48CFyoqKo+e47+P/5B04dyqanrhACW89CNiHdPw9sHKDNWJPHVRIqERSkihu0fhiO/QFpdz/B2p49zWXPOjhWdSyj4MC+igMD336JgI0bCe3Un8ADW4kcNJC/Xv+AqxmlM9GOopQHhitXiPvM2CFs82Y8Jj5F4MaNuI4cibAu27J3Gy+vgiuLrybBf8ug+Shw8iibwIpJJYLC6DARDDo4MP+Om+hyddS4HE5mYMMyDOwGDx8vhi2ci/3i5cTUbUzAih852L0vIfN+VQPaKRZN6vWk/PEH5/v3J/G7eTj36aN1CJsyBeuqTmaJyda3DtnnzyPv1qLw3yWgy4R7JpZdYMVUFhPTRBgnoTkihDhoXOYuhNgshDhn/GmaWp3S4h4AjQdr4w/dYTrLc/8cpYouG6dWLcs4uJvVb9eMwet+Ie2dT8mxr4L3p28T3GsY/23+26xxKUpxXNm3n/CRo4h5czp2PrXxW74Mn48/KlGHsNLg2DYIfXwCORER+W+g12mjjPp1gRrNyjS24iirO4IeUspWUsog4+tXga1SyvrAVuPr8u2eiZCVAidW5Ls6crc2cqhfZ/NNv5zXPaP60z1kA5FPvEC15FjsnnuSNaOeJPJ0mLlDU5QCZYeHE/nMJC6OHYshNRWfuZ9Q99dfqNLSvBda1zi2awfA1YMH89/gzHpIjYR7nirDqIrPXEVDw4CfjM9/AoabKY7Cq9sJPBvBP9/nuzrz6FEybKsQ0LpxGQd2Zza2NvR9eQJNt23mXN9R+J7YT+J9w1jz/FukJ5d8Sk5FKW36lBRiZ8/WZgjbvx/PF18kYMN6XAYOLLUOYaXBzt8Paw8Prv5zh6Hj98+Dar7aZFcWoCwSgQSChRCHhBATjMu8r01PafzpVQZxlIwQEPQEXPoXog/ftrpq2BnifAKxsip/1S4u7tUY+sXbeKxYzcWm7am/6XeO9+xD8Efz0eXqzB2eoiBzc0lavITQfv1JWvIzriNGELhpI9UnjMfK3t7c4d1GCIFjUFD+dwSXj8OF3dB+fLntQHarsjhrdZJStgEGAJOEEF0L8yYhxAQhxEEhxMH4oozpYUotH9Sakv6z8KbFaUmpeCddwtCwiZkCK5w6jQIY+vtCsj9fQKqrF3UWfkpI9wEc+HOTuUNTKikpJenbthM2ZCix77+PQ9Mm+K9cQc133s53hrDyxDEoCN2lGHKjo29ecehHsLbXWhtaiLKYvP6S8WccsBJoD8QKIWoCGH/e1g5LSjlfShkkpQzy9Cz5IG6lwqEaNB+p1RPkmdf435XBWCPx7nqvGYMrvFb9OtN362ouT5mOfXYmzm9MYd3g0Zw/dNzcoSmVSNaZM1x8/HGinnkGhKD2t99QZ+FCHBqap+VdUTm21+oJruQtHsrNhKO/QZOh4OhupsiKzqSJQAjhJIRwvvYc6AscB9YAjxk3ewxYbco4SlWbRyH3KpxYeX1RypatZNhWodWg7uaLq4isrKzoMXE0bUOCCR0xlpoRJ8l8+EFWP/ESidElmJhbUQqgi48nZvp0wkfcR/bJU3i/8QYBa1bj3KNHuaoHKIh9/fpYVavG1f0Hbiw8uQayU7XzhAUx9R2BN7BbCPEfcAD4S0q5EZgD9BFCnAP6GF9bBp+2WqXxvz8Dxv4DJw8S06g1dg7lryyzII5VHRk8exp11m8grH0vAv/eQNiAAayf8SnZmVnmDk+pQAzZ2STMX0Bov/6krFyF+yOPEBi8CfdHHkbY2po7vCITVlZU7dSJjJAQpM5Y13Z4Mbj5Q93CTXtZXpg0EUgpw6SULY2PplLK94zLE6WUvaSU9Y0/LWdMZSGg1RiIOgDxZzgavBuX7Cs49+xp7shKxMu3JsN++gKbRb8QVysA/+Xz2detLzsX/aE6pCklIqUkbfNmwgYNJn7uXBw7diRw3Vq8X3sV62rVzB1eiTj364c+OVmrNE4K0yqJWz8M5bDRyN1YVrTlRcuHQFjDvz8T+dcmcoU1rUcOMHdUpaLRva0YtPF3kmd8iN7aBs8Pp7Ox7/0cDzlQ8JsV5RZZZ85wcew4op+bjFWVKvj+sIg6X3+FnZ+fuUMrFVW7dEY4OJAeHAxHfweEdn6wMCoRFEdVL6jfF8OxP3A5tJdI30a4elpOxVBh3Pu/IXQJ2ciFR5/FIz4SMXEsq/83kZjQi+YOTbEAuuRkYmbO1OoBTp/G+63p+K9cgVPH8jVpe0lZOTpStWtX0oI3I48s06a5rWaaYehNSSWC4mo+kuwL8dRIjcWmh2UXC92Jrb0d/V+fRMMtwYT2GIb/f7uJGTaEda+8rwa0U/Kl9QdYrNUD/P4HbmO0CWLcR49G2NiYOzyTcO7XF31CAplno6DFA+YOp1hUIiiuBv1JCnfGYC1o/3j5nXCiNLh6ujP029m4LFtBdGALAtcs4WD3vuxY+LuqP1Cuy9i1i7Bhw4l9fzZVmjcnYPUqarzxujZ+fwVWtVt3hK0VqZFVy+1UlAVRiaCYsvTWJF9wpGrtHNw8XMwdTpnwa9GAIauXkPbup+hs7fH66C029h/F6T1qQpzKLDs8nMinJhI5fgJSr9P6A3y/APt69cwdWpmwdnTA2VdHWqQTBiyv5SCoRFBs+35ejXWOAQ+/NAjbYe5wytQ9I/vTJWQDEWOexvNyBLonxrD68RdIiiknPcCVMqFPSyN2zgfauECHDuH18ssErl1rcf0BSuziXlzrJmHI0pO2yTJ76atEUEwZq1aS5OiKo6/9TZ3LKgtbezsGTJ9MwIYNhN7Th8A9mzjfrz8b3/uK3Owcc4enmJDU60le/huh/QeQ9NNPuI4YTuDGDXg88TiilCeKtwin1uFYQ2Dn60vK73+YO5piUYmgGMKOnMY/7BhJXfpi1bAvnN0IBr25wzILDx8vhv34GdbfLyHBy5e6S75mZ4+BHFgRbO7QFBO4cuAA4feP5PKMGdgF+OP/5x/UfOedcj8ukMlICafXIer1xPWBUWQeOkR2aKi5oyoylQiK4diXC9ALK9o9/yQ0HABXEyD6kLnDMqvGndvSP/hP4l6aiV12Js6vP8/a4Y9y4cR5c4emlIKcqGiinp/CxUcfQ5+Wis+nc6m7ZAkOTcr3QIsmF3NEm3eg8WCqjRiBsLUleelSc0dVZCoRFFFqQjK1928lolkHagTUgXq9wcpGm4iikrOysqLb+Ae18YsGj6H2uf9IGTWCNc+/RUaKmv/AEl2bJzhs4EAyduyg+uTnCFy/HpcBAypXPcCdnFoHwgoaDMDGwwOXIUNIWbESXXKyuSMrEpUIiujvr37EUZeN31OPawuquELde+HMBvMGVo44Ojsx+OM38Vq5mgvG+Q/+69mPbV8tVs1NLYSUktS16wgdMFCbJ7hvXwI3rMfzmWewcnAwd3jlx+m/tEmrjJPTu499DJmVRcry5WYOrGhUIiiCnKxsXNb+zoWa9WjRO8+Q0w0HQvxpSLS8skFT8mngx9DfF5L5ybdcdXKh5lezCe41jGPb9ps7NOUusk6d4sLDj3Dp5Zex8fSk7i+/aPME16xp7tDKl7QYiD8F9ftcX+TQoAFOnTuT9PNSDDmW02hCJYIi2PH1EjyuJOM8fvzNKxr0136e21z2QVmANoO602PbX0Q+8QKuybFYPTOO1WOeIe5ijLlDU/LQp6QQM2sW4fePJCcsjBrvvI3f77/h2Ka1uUMrn8JCtJ8BPW5a7D5uLPqEBFJXWE5rQpUICkmXq8Nu+WKiPH3p+NDgm1e6+4NrXYjYZZ7gLMC1+ZMbbd7I+W5DCDi8g8hBA1n/5sdquGszk3o9ycuWacNCLP8Nt9GjCdy4AbdRoxAWNopmmQoLAcfq4N3spsVO996LQ8sWJMyfh7SQuwL1Vy6knfN+wSstHruxT+Y/L7FfF7jwN6gy8Lty9XRn2LwPqPLzcmLqNMD/j4Xs6TGAfb+pynZzuHr4MOGjRnF55izsGzTAf+VKarz5hsUPD21yUmqJIKDbbUNOCyHwnDQJ3aUYUlatMk98RaQSQSHkZGVjtXghl9x96PzYfflv5NcZMpMh7kTZBmeh6rVtxuD1y0l6czZWej3V3nqJtcMf5eJJVc9SFnLj4oh+5RUujB6DPikZn7mf4Lv4JxwaNjB3aJYh/jRkXIaA7vmudurSBYfmzUmcN98i7gpMlgiEEHWEENuFEKeEECeEEM8bl88UQkQLIY4YHwNNFUNp2f75D3inxWH/1CSsbazz38jPOCNRxO6yC6wC6PTwcNpt30jo0Eeoc+4ISaNGsG7qu2p0UxOROTkkLlxIWP8BpG/YiMdTTxG4/i9cBg5UzUGL4g71A9cIIfCc/By50dEkL1tWdnEVkynvCHTAS1LKxkAHYJIQ4lrvk0+llK2Mj3JdJnA1/QpVl//EhRqB3PvIsDtv6FoH3PxUIigGx6qODP7wdTz+XMXFBm0IXLeUgz36sfsny6lsswQZu3YTNmw4cR99jGP79gSsW4vXC1OwcnQ0d2iWJ3wnuAdo//d34NS5M0733kvC19+gT00tw+CKzmSJQEoZI6U8bHyeDpwCfEx1PFPZPvsr3K+m4D55cv51A3n5ddYSgaonKJY6jQIYuvJHbXRTaxs8Zr/OuoEPEfrvKXOHZtHko55CAAAgAElEQVRyIiOJnPQskePHIw166sz7jjrffYtd3brmDs0ySQmRB8D37pPsCCHweuVl9GlpJMybX0bBFU+Z1BEIIfyA1sC1BuTPCiGOCiEWCSHc7vCeCUKIg0KIg/Hx5hnVMu5iDDXW/EpoYEva39e34Df4dYGsFIg9bvrgKrB7Rvanc8hGwkc9Sc2Lp7kyZhRrnntT9U4uIkNmJvFffEHYoMFc2bsXzxdfJGDtWqp262bu0CxbcoQ2rEztoAI3dWjUiGojRpC8ZAk5UVGmj62YTJ4IhBBVgT+BKVLKNOBbIBBoBcQAn+T3PinlfCllkJQyyNPT09Rh5mvv9NnY6XNpOPPNwr0hoLv2M3SrqUKqNOwc7Bn4zkv4rFlLeIt7qb/5T/7r2Y+Qeb+q3skFkFKStnEToYMGkfDNt9d7BVefMB6ryjg6aGm7Nq6YT8GJAMDz+clgY0P83LkmDKpkTJoIhBC2aElgqZRyBYCUMlZKqZdSGoAFQHtTxlBcp/YcJnD/FsLu7Uf9ds0KfgOAcw2o0UJ1LCtFNQLqMGzZfDI/+ZZMR2e8P32bjf3u58w+NRlOfrLPnePiuMeJnjIFa5dq1P15idYr2Nvb3KFVHFH/gK0jeBVuwD1bb288xo0jbf0GMo+Uz++tKVsNCWAhcEpKOTfP8rz91EcA5a4cRa/Tc+GNGVyxd6TLu68V7c31+8LFfZCZYprgKqk2g7rTfft6Ljz6LJ6xF8kdN4bVE14mJT7J3KGVC/qMDGJnzyFs+AiyTp3SJov/43ccgwp31aoUQdRBqNUarAs/B7PHE49jXb06sbPnIMvhHa0p7wg6AY8APW9pKvqhEOKYEOIo0AN4wYQxFMu2z3+gbsx50h6diHvNIhZL1e8LUg9h200TXCVmY2tD/9cn4b9+PaFBPam38y9O9enPls9+QK+rnPNB3BgcbgBJixfjev/9BG7cUKEnizcrXTZcPlqo+oG8rJyc8Jr6Epn//VcuJ68RUkpzx1CgoKAgefDgwTI5VmJ0HKEDB5LkXpM+m1fdud/AnRj08FGgNhDd8G9ME6QCwLGte7n09rv4xoZxoUYgtWdMp1mPe8wdVpnJPneOy2+/w9V//sGhWTNqzHiLKs2bmzusii3qIHzfCx78GRoPKdJbpZRcfGwsWadPE7hhPTYeHiYK8gYhxCEpZYFZS/UsvsXuV9/GMSeTuu/NKnoSALCyhsBecC4YLh/TmpopJtG8V0d6b11D1ISpuKbEIZ4ex+rHJpMYHWfu0ExKn3GF2A8+JGzEfWSfPUuNWbPwW75MJQFTkhLiz8DBRdrrQlYU5yWEoMbMGRgyM4n94INSDrBk1B1BHv9u2oXD8xM4220ow+aV4A91bgssHQlIcPLSWhMF9tR+uqihfE0hOS6Rna/PJvDvDVy1q0LKmPH0evHJ4iXzckpKSfqGDcTO+QBdXByuo0bh+eIL2Ljl2wJbKamrSVoRb+g2CN0OadHacv9u8NiaYu827vPPSfz2O3x//AGnDh1KKdj8FfaOQCUCo5ysbHb2GkyVzAxabN2Es5tLyXaYGm38Em3XuqNfTdCWezXRuqUH9tAmtLFzKnHsyg2n9hwmYvos/KLPctE7AJ+Zb1WI4qLs0FAuv/MuV/ftw6FJE60YqGVLc4dVsehztY5iodu0x6V/AQkO1W5czAX2BFffEh3GkJVF2NBhCCsr/NesNmmTXpUIimjd1HcJXLeU+FfeoevjI0t35wYDxB7TkkLoNq1VkT4brO2gzj3GL1gPqNHytpEMlaIzGAxs+2oxTou+wSUrg/Md+tJ1znTcapi+TLa0Ga5cIeHbb0n88SesHB3xemEKrg88gLCuOHc6ZmMwaINEhu2A8B1wYQ/kZICwhtrtbpz4fdpoRb6lKGPXbiLHj6f6M0/jOXlyqe47L5UIiuDUnsPkPvEoEU3bM/SPRSY7znU5V+Hinht3C9d6IldxN1559NB6Kbv5gRoIrNiS4xLZ+dr7BP69gQx7J9Ifm0jPyWMtorhISkn6pk3Ezp6DLjaWavffh9dLL2Hj7m7u0CyXlJAcfuPEH74TriZq6zzqaUU+Ad3Bv6s2Ba2JRb/yCmnrN+D/23IcmhSuT0JRqURQSLnZOYT0HopzWiL1/lpH9dpm6HiTHqslhGvlkRmx2vJqdbSE4N9F+3mXAa6UOzux8x8i35pF3cuhXKhZD99ZM2jStfy2r88OCyf23Xe4smcv9o0bU+Ot6Ti2VrOEFUtGnHbCDwvREkDqRW25c03jib+b9rNa2Q+Dpk9JIXTIEGzc3PH/43eECYqIVCIopHXTZhO4ejGxL86g+4SHTHKMIrnWOiFil/YFjtgNmcZOU25+xsTQVfupKp4LTa/Ts+3zH3BZ/B1O2VcJ7TSAbnPewNWz/FxhG65eJeHb70j88UesHBzwnPI8bg89pIqBiuJKojZB1IW/tf+fuJPacodq2v9MQHftxF+9frm4207ftp2oZ57B4+mJeD3/fKnvXyWCQjiz7wjZjz9MRMMghq78sdT3XyoMBu3LHLELwnfBhd2QZRzS1qPezXcMVb3MG6sFSLqcwK5X36Hevs2kOVTl6uNP0+PZxwoeWdaEpJSkB28mds4cdDExVBsxAq+XXsSmenWzxWQx0i9rJ/0I48k//rS23KYK+N5zo7inZstSL+cvLZemvUrqunX4LV9OlWZNS3XfKhEUIDszi519h1MtLQG/tWvx8rWQq2uDXuufcD0x7IGcdG2de6A2NK5vB61FkntAubjqKY+ObdvPpVmz8I0NJ8KnAf7vzKTRvWVf/JITEcHld9/jyu7d2DdsSI0Zb+HYpk2Zx2ExUqOMJ/3d2s8k44x2dlWN3/tO2qNWa7CxjAH29KmphA0ZinW1avj9+UeptiJSiaAAaya9Qf2tK4h7+W26PTGqVPddpvQ6iPlP+8e4uA8u7tWmzARw8tT+OXw7ao8aLYo0PkpFp9fp2fLJAtyWLsAxN4vQLoPoMft1XDxMX1FoyMwkYd48khYuQtjb4zl5Mm6j/6eGhchLr9Na9UQegMj92iPFWMbvUA187wU/44nfwr/b6SEhRE18Gvdx4/Ce9kqp7Vclgrv4Z/UWHKdN5nzb7gxbWsGGgTAYIPGclhAu7tPuGFIuaOtsnbQxUnw7aj992oJj+SkjN5fE6Dh2v/o29f7ZRmoVZ7LGP0f3iaNNUlwkpSRj61Yuv/8+uksxVBs2FK+pU7Ex01Dr5crVJG0Ih2sn/ejDkHtFW+dcE+q0v3Hy92pa4Zpax8yaRcqvy6iz8HuqdupUKvtUieAOkuMSOTFgCHprG9psWlfyjmOWIO2S8W7BeMcQexykcQRE9wCtu7xPWy051GgONvbmjddMjgT/Tdw771An/gLhdRpR/72Z1G9fep22ci5c4PJ773Fl5y7s69fXWgO1a1dq+7co+lytPD/6MEQd0K76E85q64Q11GwBtdtrJ/8690C12hW+mNOQmUn4yFEY0tLwX7O6VHqMq0RwB2tGPkHAiX3oPptHq36dS2WfFic7HS4dgeiD2hVY9CFIj9HWWdtpycAn6MZdg5t/hbv6uhNdro4tH83HY9lCHHKzCOsxlJ7vvVaiCwZDVhaJ8+eTuOB7hJ0dnpOfw230aIStbSlGXo4Z9JBwTuupe+1x+SjosrT1VdyNJ3zjSb9W60rb4z7r1CkiHngQpy5dqP31V4gSJj+VCPKx5bMf8PnuQ84PHs2Qj6eXQmQVSGq0lhCiD0LUIe2f9dptub2LlhxqtNBaX9RsAdUbWnSZbEHiI2PYM+1tGhwOIcnRFd3EyXR58sEiFxelb9tO7HvvkRsdjcvgwXi98jK2XhW4dZfBAElhEHNE+w5FH9bqsK59l2ydtO+QTxvthF+rtWrUcIvEH34k7oMPqDFzBm4PlaxJu0oEtzi15zDZ48cSUzOA3n/9hq29ZbQoMBu9znjrfki7eos5qrVW0mVq663twbuplhRqtNAShWcjcKhYRW2H1+8g6b138UmMIqxuUxq+P5N6bQuesS4nMpLY994nIyQEu3qB1Jj+Fk73lMvJ+IovKxViT2pFjbHH4fJxralz7lVtvY2D9r2o1RpqGU/81euX22ac5YU0GIgcP4GrBw/i99tyHBo2LPa+yn0iEEL0Bz4HrIHvpZRz7rRtSRNBSnwSRwaNwC43i4AVf1LDv3ax91WpGfSQeF67wov5z5gg/rvRrwHApTZ4NTY+moBXI+3uwc7RfHHnJaVWJJGVBtnGR1aaVlyWnQa5mdrkI/ps0OWALgt9diZn1x9Hv+sCVnoDolV1Agf4YeeQ547IeEVryNWTuOsSiTujEVZWVO9bD/ceDRF2DtqJ0cY+z8NBa/Zo76y1grF30RKpvQvYVik/V8m5mdrfPf6MdnEQe0I76V/rpQvg4ArezaBGM+MFQivtO2BdSYq/SpkuPp6w++7D2tEJvz//wLpq1WLtp1wnAiGENXAW6ANEAf8A/5NSnsxv+5IkAoPBwF8jxuJ/9hDZH35J2yE9ixu2kh8ptSZ9cae0q8G4U9oj4ax2MgVAgLu/dsfgHqB1hLv2cK5RshOeQQ9X4vM8EoyPPK+vGpdlpWone4Ou8Pu3sjWewO3IzrIjep8gOwyEI3jca4NHAzusjOGnR+iJ3ZVDbprEpZ4VXvdIbO2zQa8lFPQ5RTiuzY3EUMVdawrs5AlO1bWfVb1uPHfyBMfqJS+qu5qknewTzmqPa89TLgLG84SwAo/62sm+RjPt5O/dDFxqlZ/EVUFcOXCAi2PH4dyvLz5z5xarvqCwicBchbztgfNSyjAAIcQyYBiQbyIoiY0zPqXemX8IG/k4g1QSKH1CgFtd7dGw/43lep02wNf15HBSqzA8vzVPgkArM/bIkxzcA7WhNFxqaSdBXbZWf5EWpbV+So3SxoVPjdZep8doU4PeyspGOzleO3m61tUGErN3vvnK297FeEVu/GnrpHVEsrbXKs7z1AnYAwHAwdVbSf3gfeSWS+wPa0KjHh2wPXmUq3v3YRcQgO8X0/MfZ95g0JKBPlv7vXRZ2p1IVt47k9RbXqdp/ULSY7SiuSvxYMjN5+9gBVW9wcVHGzfHpbbxp4/W4sbFR/ssMi5DUjgkR2h/n7zPr/U/AS35edTXGgy0Gg3VG2gPj3pg61C074hSLE7t2+P10osYrmZqF1wmTLTmuiMYCfSXUj5pfP0IcI+U8tn8ti/uHcG5f46T/eiDhDdow6CVP5l1GAHFyGDQTuSJ542PUO1nUigkX8j/pJ6XjYOWJFx8bpz0nGsar5CvXR17aEUVJvx752Rls+X9r/BesQQHXQ6Z1b2p/chovMc9ZpLBw66TUruzuemuJ04buDDtEqRG3kiU1+pz7kRYawMZuvlrd2zuAVoxnmcDqOZbaVqKVWTlvWhoFNDvlkTQXkr5XJ5tJgATAHx9fdteuHChyMcxGAxs++IngsYMK1eDiyl3oMvRiiFSIiAtRrtatra9+SrX0b1cFUFcjkvmw41nWHEykTruVZg5pCm9GpthBNtbSald4V+/g4rSkoZzDe3E7+anjW5bgVt+VQSxaVk42FhTzbF4dS3lPRF0BGZKKfsZX78GIKWcnd/2ZTl5vaIUx57QBN5afYLzcRn0buzFjCFNqeNeTirIFYuUozPw4Py9ZOboWT+5C1ZWpqsjMNe93z9AfSGEvxDCDngIKP4koIpiZvcGVmf95C68NqARe0IT6T13B19sPUdWbgFFXYpyB3M2nObfiylM7lW/WEmgKMySCKSUOuBZYBNwCvhNSnnCHLEoSmmxs7HiqW6BbH2pG72beDN381n6fbaT7WfizB2aYmE2HIth0d/hjL3Xj4HNTT8ycqXpUKYoZW33uQTeWnOcsPgr9G3izfTBTVRxkVKgSymZ9P9sJ37Vnfhj4r3Y2RT/er28Fw0pSoXXuX51Nj7flWn9G7HrXAJ9Pt3BV9vOka1TxUVK/vQGyQvLj6AzSL54qHWJkkBRqESgKCZkZ2PF090D2fJSN3o28uLj4LP0/2wXO87Gmzs0pRyatzOU/eFJzBzaFL/qZTfwnkoEilIGfFyr8M2Ytix+XBtv6LFFB3j650NEpxTQ1l+pNP6LTGFu8FkGNa/JqLZlOwyOSgSKUoa6NvBk45QuvNyvIdvPxNH7kx18E3KeHJ3B3KEpZnQlW8eU5Ufwcrbn/RHNSzz8dFGpRKAoZczexppJPeqx5cVudG1QnQ83nqH/5zvZfS7B3KEpZjJnw2kiEq8w98FWxe48VhIqESiKmdR2c2TeI0H8MK4deoPk4YX7mbT0MDGpqrioMtlzPoEl+y7weCd/OgR4mCUGlQgUxcx6NPRi05SuvNSnAVtOxdLrkx18tyNUFRdVAhnZOl758yj+1Z2Y2rf48w6UlEoEilIOONha81yv+mx5sRv3BlZnzobTDPh8J3vOq+Kiimz2+lNEp2Ty0cgWVLEz34Q9KhEoSjlSx92R7x8LYuFjQeTqJaO/38+zvxzmcmqWuUNTStnf5xNYuv8iT3TyJ8jPvINiqkSgKOVQr8beBL/QlSm96xN8MpZen4Qwf2couXpVXFQRXMnW8cofRwmo7sTUfuYrErpGJQJFKaccbK2Z0rsBW17oxj0BHry//jQDP9/F3tBEc4emlNDnW88RnZLJByNb4GBr/jmcVSJQlHLO18ORRWPb8f2jQWTm6vnfgn08v+xfYtNUcZElOhWTxsLd4TzUrg7tzFwkdI1KBIpiIXo38WbLi92Y3Ks+G45fptcnO/h+V5gqLrIgBoPk9ZXHqFbFllcHNDJ3ONepRKAoFsTB1poX+zQgeEpXgvzcePevUwz+Yjf7w1RxkSVY9k8k/15M4Y2BjXF1NOGUpkWkEoGiWCC/6k78MLYd8x5pS0a2jgfn7+OF5UeIS1fFReVVfHo2czacokOAO/e18TF3ODdRiUBRLJQQgn5Na7DlxW4826Mefx2NoefHqriovJq94RSZuXreHV72YwkVxCSJQAjxkRDitBDiqBBipRDC1bjcTwiRKYQ4Ynx8Z4rjK0plUsXOmqn9GrJxSpfrxUUDPt+lxi4qR45FpbLicDRPdgmgnldVc4dzG1PdEWwGmkkpWwBngdfyrAuVUrYyPiaa6PiKUukEeFblB2ProhydgYcX7mfikkNEJl01d2iVmpSS99afxMPJjme6B5o7nHyZJBFIKYON8xID7APKdnBtRamkhBD0bqJ1RpvatwE7zsbTe+4OPttylqxcNTOaOWw5Fce+sCSm9K6Ps0PZjyxaGGVRR/A4sCHPa38hxL9CiB1CiC53epMQYoIQ4qAQ4mB8vJrNSVGKwsHWmmd71mfrS93o3cSbz7aco/fcHWw8fhlLmKe8osjVG5i94RQBnk481N7X3OHcUbETgRBiixDieD6PYXm2eQPQAUuNi2IAXylla+BF4BchhEt++5dSzpdSBkkpgzw9PYsbpqJUarVcq/D16Db8Or4DTnY2TPz5EI8uOsD5uAxzh1YpLDtwkbD4K7w+oDG21uW3bY4w1dWBEOIxYCLQS0qZbyGlECIEmCqlPHi3fQUFBcmDB++6iaIoBdDpDfy87wJzN5/lao6ecZ38mNyr/BZXWLq0rFy6fxRCA++q/Dq+g1laCgkhDkkpgwrazsZEB+8PTAO65U0CQghPIElKqRdCBAD1gbDiHCM3N5eoqCiyslS76YrEwcGB2rVrY2urTk6lzcbairGd/BnSshYfbTrD97vDWXXkEq/2b8SI1j5YWZWvJo2W7vudYSRdyeGNgU3KXXPRW5nkjkAIcR6wB651d9wnpZwohLgfeButuEgPzJBSri1of/ndEYSHh+Ps7IyHh0e5/5CVwpFSkpiYSHp6Ov7+/uYOp8L7LzKFGWtOcCQyhTa+rrw9rBnNfKqZO6wKIfVqLp0/2EanetX57pG2ZovDrHcEUsp6d1j+J/BnaRwjKysLPz8/lQQqECEEHh4eqMYBZaNlHVdWPH0vfx6O4oONpxny1W4eaufLy/0a4u5UfoY/sEQL/w4nPVvH5F71zR1KoZTf2otCUEmg4lF/07JlZSUYFVSHbVO783gnf34/GEmPj0NYvDcCneqdXCypmbn88Hc4/Zp606RWvm1hyh2LTgSKopQOFwdbpg9uwobnu9DMx4W3Vp9g8JdqMLviWLr/AulZOp7raRl3A6ASQYmkpKTwzTfflMq+Zs6cyccff1wq+7omJCSEPXv2XH89duxY/vjjj0K/vzR/P8Uy1Pd25ucn7uHbMW1Iz9IGs3v2l8NEp2SaOzSLkKMz8NOeCDrV87Co+haVCErgTidKvb5se3DqdLp8l9+aCIpKJYLKSQjBgOY12fJiN6b0rs+WU7H0/DjE2Ow0/++aoll39BKxadk82SXA3KEUiUkqi8varLUnOHkprVT32aSWCzOGNL3rNq+++iqhoaG0atUKW1tbqlatSs2aNTly5AgnT55k+PDhREZGkpWVxfPPP8+ECRMA2LhxI6+//jp6vZ7q1auzdevWm/a7YMECVqxYwYoVK7h06RKTJk0iPj4eR0dHFixYQKNGjRg7dizu7u78+++/tGnThk8++eSmfURERPDdd99hbW3Nzz//zJdffgnAzp07mTt3LpcvX+bDDz9k5MiRAHz00Uf89ttvZGdnM2LECGbNmnXT79enTx9mzJjBsGHDSE5OJjc3l3fffZdhw4ahVExV7LSpMh8IqsOcDaf5Yus5fj8YyasDGjG0ZS1Vn3MLKSULdoVT36sq3RtYVifYCpEIzGXOnDkcP36cI0eOEBISwqBBgzh+/Pj1po+LFi3C3d2dzMxM2rVrx/3334/BYGD8+PHs3LkTf39/kpKSbtrnV199RXBwMKtWrcLe3p4JEybw3XffUb9+ffbv388zzzzDtm3bADh79ixbtmzB2vr2OU/9/PyYOHEiVatWZerUqQAsXLiQmJgYdu/ezenTpxk6dCgjR44kODiYc+fOceDAAaSUDB06lJ07d970+4F257Fy5UpcXFxISEigQ4cODB06VJ0QKrharlX44n+teaRjXd5ee5Lnlx1h8d4LzBjShBa1Xc0dXrnxT0Qyp2LSmHNf+RtmuiAVIhEUdOVeVtq3b39T+/cvvviClStXAhAZGcm5c+eIj4+na9eu17dzd78xZ+mSJUuoXbs2q1atwtbWloyMDPbs2cOoUaOub5OdnX39+ahRo/JNAnczfPhwrKysaNKkCbGxsQAEBwcTHBxM69atAcjIyODcuXP4+t48NoqUktdff52dO3diZWVFdHQ0sbGx1KhRo0gxKJapnZ87qyd14o/DUXy48QxDv/qbkW1r80q/hni5OJg7PLNbduAizvY2DG1Vy9yhFFmFSATlhZOT0/XnISEhbNmyhb179+Lo6Ej37t3JyspCSnnHq4VmzZpx5MgRoqKi8Pf3x2Aw4Orqev2K/G7HKyx7e/vrz691JpRS8tprr/HUU0/dtG1ERMRNr5cuXUp8fDyHDh3C1tYWPz8/1bO7krGyEjwQVIcBzWrw9fZQFu0OZ8OxGJ7tWZ/HO/thb1O0C5OKIjUzl7+OxTCybW0c7SzvtKoqi0vA2dmZ9PT0fNelpqbi5uaGo6Mjp0+fZt++fQB07NiRHTt2EB4eDnBT0VDr1q2ZN28eQ4cO5dKlS7i4uODv78/vv/8OaCfs//77r1Tiy6tfv34sWrSIjAxtILLo6Gji4uJue39qaipeXl7Y2tqyfft2Lly4UOhYlIrF2UGbfD34ha7cW686H2w8TZ+5O9l0onKObrr6SDTZOgMPtSu/I4zejUoEJeDh4UGnTp1o1qwZL7/88k3r+vfvj06no0WLFkyfPp0OHToA4Onpyfz587nvvvto2bIlDz744E3v69y5Mx9//DGDBg0iISGBpUuXsnDhQlq2bEnTpk1ZvXp1oeMbMmQIK1eupFWrVuzateuO2/Xt25fRo0fTsWNHmjdvzsiRI0lPT7/t9xszZgwHDx4kKCiIpUuX0qhRoyJ8WkpF5FfdiQWPBvHzE/fgYGvFU0sOMeb7/Zy+XLqNN8q7ZQciaVrLhea1LafJaF4mG320NOU31tCpU6do3LixmSJSTEn9bS2TTm/glwMXmbv5LGmZuYy5py4v9GlQ4YerOBebTp9PdzJjSBPGdSpfY2QVdqwhdUegKEqpsLG24tGOfoRM7c6jHf345cBFun+0nR/+Die3Ag9XseH4ZQAGNq9p5kiKTyWCCuCHH36gVatWNz0mTZpk7rCUSsrV0Y6ZQ5uy4fkutKzjyqy1Jxnw+S52nK2YgwluOH6ZtnXd8LbgllOWV72t3GbcuHGMGzfO3GEoyk0aeDuz+PH2bDkVx3t/neSxRQfo2ciLNwc1JsCzqrnDKxURCVc4FZPGm4MsuyhT3REoimIyQgj6NPFm0wtdeW1AIw6EJ9H3053MWnuClKs55g6vxK4VCw2w4GIhMGEiEELMFEJECyGOGB8D86x7TQhxXghxRgjRz1QxKIpSPtjbWPNUt0C2T+3OqKDa/LQngm4fhVh8/cHGE5dpWbsaPq5VzB1KiZj6juBTKWUr42M9gBCiCfAQ0BToD3wjhKicvVAUpZLxdLZn9n0t+GtyF5r7VGPW2pP0+3QnW07GWlz/g7SsXI5FpdCtoZe5QykxcxQNDQOWSSmzpZThwHmgvRniKHMDBw4kJSXF3GEoitk1runCkifas/CxIBDw5OKDPLxwf6kPHmlKhy4kY5DQwd+94I3LOVMngmeFEEeFEIuEEG7GZT5AZJ5toozLKrz169fj6qoG6VIU0OoPejX2ZtOUrswc0oQTl9IY9OUuXv3zKHHp5X/okv1hSdhYCVr7uhW8cTlXokQghNgihDiez2MY8C0QCLQCYoBr4yTnN9DObfeEQogJQoiDQoiD5XkO2+HDh9O2bVuaNm3K/PnzAfj1119p3rw5zZo1Y9q0aQwt84EAABghSURBVNe39fPzIyEhwVyhKkq5ZGttxdhO/uyY2oPHO/nzx6EoenwUwtfbz5OVW7ZzexTFgfBEWtSuRhU7yy/ZLlHzUSll78JsJ4RYAKwzvowC6uRZXRu4lM++5wPzQetZfNcDbHgVLh8rTCiFV6M5DJhT4Ga3DjU9aNAgpk2bxqFDh3Bzc6Nv376sWrWK4cOHl258ilLBVHPUpst8uENd3l9/io82neGX/ReZNqARQ1rULFdDO2fm6Dkalcr4rpY1Ac2dmLLVUN72VCOA48bna4CHhBD2Qgh/oD5wwFRxmNoXX3xBy5Yt6dChA5GRkXz//fd0794dT09PbGxsGDNmDDt37jR3mIpiMfyN4xf9Mv4eqlWxZfKv/3Lft3s4fDHZ3KFd9+/FZHQGSfsKUD8Apu1Q9qEQohVasU8E8BSAlPKEEOI34CSgAyZJKUt2/1eIK3dTyG+o6ZYtWxIaGmqWeBSlIrk3sDprn+vMn4ej+GjTGe77Zg9DW9Zi2oBGZm+uuS88CSsBQXUtv34ATJgIpJSP3GXde8B7pjp2WclvqOnMzEx27NhBQkICbm5u/Prrrzz33HPmDlVRLJK1cf6DQc1rMm9HKPN2hrHpxGWe7OLP093rUdXePIMjHI1KoYG3M84OtmY5fmlTPYtLIL+hpmvWrMns2bPp0aMHLVu2pE2bNmpeX0UpISd7G17s25DtU7tfnxSnx8chLP/nInpD2fc/uJyaRW03xzI/rqmosYZKwN7eng0bNuS7bvTo0bctu3XGL0VRiqaWaxU+e6g1Yzv58866k0z78xg/7rnA9EGNubde9TKLIy49myC/ilEsBOqOQFEUC9Sqjit/TOzIV6Nbk56Vy+jv9/PkTwcJi88w+bGzdXqSruTg7Wy5o43eSiUCRVEskhCCwS1qseXFbkzr34h9YYllMqBdXFo2gEUPO30rlQgURbFoDrbWPN392oB2da4PaPf9rjBydKU/oN21Xs9eLvalvm9zUYlAUZQKQRvQrjkbnu9Kyzqu/2/vTKOrKs8F/LwZIAwpDqCAzDPGhFCQyQalCMKV6tVLQdTWtCrFysXlWqHIICIK4pWqYDUVa5eXQcWLFZQiDphoFQcSPIEwqBShUhAUlACGQOC9P/ZOOMSTOWfYJ++z1lnZw7f3fvZ39sm3v5kH/76N4Y+9y9r8fXU6oN1+yxEYhmFENt1bOhPi/O9v+9EgLoYJSzcy9umPyPuqbgZ83F/g5AgsITAMw4hwLu/WgjWT0ph7XTI7vz3KtU9+wN3Lfez9vrBW591fUER8rHBu4+joQwCWEBiGEcXExcZwY/92ZGVcwZ1DOrNm8z6GzM9m/hufcbSouEbn3F9wnAsSEyJq7KPaYglBGBk3bhwpKSk89thj4VYpZebMmbz99tt1cq7HH3+cH374oXS9adPomKfW8B6JCfFMvqoH77gd0v6UtYMrHsnm+Y//RXE1Z0jbX3CcC6OoohgsIQgLxcXFfP3116xfv55NmzZx9913h1uplNmzZ3PllVUaVLZSyiYEhhFuLnI7pK288zI6Nm/MtFc2c/XC93nv86oPdb+/4Dgtm0VP/QBESc/ihz95mO2HttfpOXuc14Mp/aZUGObYsWOMGTOGPXv2cOrUKe69916mTJlCTk4OzZs3Jycnh4yMDLKzs5k1axZ79+5l165dNG/enPz8fA4cOEBqaipPPPEE27dvZ9GiRZw4cYIuXbqwZMkSGjduzP79+5kwYQI7d+4EIDMzk0GDBrF06VIWLlzIiRMn6N+/P0899RSxsYHHRb/jjjvYsGEDhYWFjB49mvvvv5+cnBxuu+02AE6dOkV+fj6qSnp6OqNGjWL06NF06NCBG2+8kaysLE6ePMmiRYuYOnUqO3bsYPLkyUyYMIHs7Gzmz5/P6tXOKOMTJ06kb9++FBQUsHfvXoYMGULz5s3JysoCYPr06axevZpGjRqxatUqLrzwwrr6ygyjyqS2PYeXfjeQtflfM2/tdn7910+4vFsLpl/dk24XJlZ47IGCItK6tgiRaWiwHEEtWLt2La1btyYvL4/8/HxGjBhRYfjc3FxWrVrF888/z6uvvkrnzp3x+XykpaVx/fXXs2HDBvLy8ujZsyfPPvssAJMmTeLyyy8nLy+PjRs3kpSUxLZt21i+fDkffPABPp+P2NhYli1bVu5158yZQ05ODps2beLdd99l06ZN9O3bF5/Ph8/nY8SIEWRkZAQ8tm3btnz44YekpaWRnp7OihUr+Oijj5g5c2aF9zpp0iRat25NVlZWaSJw7NgxBgwYQF5eHoMHD+aZZ56p8ByGEUxEhJHJrXjz7sHMuLonn/7rO0Y8/h7TXtnMN0eKAh5zrKiYI0XFUdViCKIkR1DZm3uwSE5OJiMjgylTpjBq1CjS0tIqDH/NNdfQqFHg4XPz8/OZMWMG33//PUePHuWqq64C4J133mHx4sUAxMbG0qxZM5YsWUJubi6XXnopAIWFhVxwQfkTaL/00kssWrSI4uJi9u3bx9atW0lJSSndt3HjRt58881ynUvu9ejRoyQmJpKYmEhCQkK1519u0KABo0aNAqBPnz689dZb1TreMIJBw7hYbkvrxH/9tA0L1n3B0o9286pvL3dc0Zlbf9aRhPgzOe0DR0r6EERXHUFUJATholu3buTm5rJmzRqmTp3K8OHDiYuL4/Rpp/Lp+PGz511t0qRJuedKT09n5cqV9OrVi+eee47s7Oxyw6oqt9xyCw899FCljl9++SXz589nw4YNnHvuuaSnp5d6bdmyhfvuu4/33nuv3GKlhg2dBz4mJqZ0uWS9uLj4rPsNdM/+xMfHl7a0iI2Npbi4Zq02DCMYnNukAbOuSeLXA9vz0OvbS2dI+8OI7vwipTUxMcLXh6OvDwFY0VCt2Lt3L40bN+bmm28mIyODjRs30qFDB3JzcwF4+eWXq3yuI0eO0KpVK06ePHlWMc/QoUPJzMwEnLL8goIChg4dyooVKzhw4AAAhw4dYvfu3QHPW1BQQJMmTWjWrBn79+8vHS318OHD3HDDDSxevJgWLWpe3tm+fXu2bt1KUVERhw8fZt26daX7EhMTOXLkSI3PbRjhoFOLpjzz6768cPsAzmkcz10v+rgucz05uw6VDi9hOYIqICLLge7u6jnA96qaKiIdgG3AZ+6+j1R1QjAcQsHmzZuZPHkyMTExxMfHk5mZSWFhIbfeeitz586lf//+VT7XAw88QP/+/Wnfvj3Jycml/0AXLFjA+PHjefbZZ4mNjSUzM5OBAwfy4IMPMnz4cE6fPk18fDxPPvkk7du3/9F5e/XqRe/evUlKSqJTp05cdtllAKxcuZLdu3dz++23l4b1+XzVjoO2bdsyZswYUlJS6Nq1K7179y7dN378eEaOHEmrVq1K6wkMwysM7Hw+r038Ga98+m8eeeMzRv/5w9KZ0S6IshyB1OUYHAEvIPJH4LCqznYTgtWqekl1ztG3b1/Nyck5a9u2bdvo2bNnnXkakYN9t0akUXjiFM/8YyeZ2f8kIT6GjfcO80SHMhHJVdW+lYULah2BODE1Bvh5MK9jGIYRTBo1iGXS0K6M69eOI8dPeiIRqA7BrixOA/ar6hd+2zqKyKdAATBDVf8R6EARGQ+MB2jXrl2QNaOD/v37U1R0drO3JUuWkJycHCYjw4guWiQ2pEVidNUPQC0SAhF5G2gZYNd0VV3lLo8DXvDbtw9op6oHRaQPsFJEklS1oOxJVHURsAicoqGaetYnPv7443ArGIbhQWqcEKhqheMQiEgccD3Qx++YIqDIXc4VkX8C3YCcgCcxDMMwgk4wm49eCWxX1T0lG0SkhYjEusudgK7AziA6GIZhGJUQzDqCGzi7WAhgMDBbRIqBU8AEVT0URAfDMAyjEoKWEKhqeoBtLwNV72VlGIZhBB3rWRxGQjUfwdy5c89aHzRoEAC7du3ikkucLh0+n481a9YE1cMwjMjEEoIwEOr5CMomBOvXr/9RGEsIDKP+EhWDzn09dy5F2+p2PoKGPXvQctq0CsN4YT6Ce+65h8LCQlJTU0lKSmLZsmU0bdqUo0ePloY5ceIEM2fOpLCwkPfff5+pU6cyduzYOo1PwzAiF8sR1AIvzEcwb948GjVqhM/nKzdMgwYNmD17NmPHjsXn81kiYBj1jKjIEVT25h4svDIfgWEYRkVERUIQLrwwH4FhGEZlWNFQLfDCfATgTAhz8uTJCq9vcwcYRv3FEoJasHnzZvr160dqaipz5sxhxowZ3Hfffdx1112kpaWVO+tXIErmIxg2bBg9evQo3b5gwQKysrJITk6mT58+bNmyhYsvvrh0PoKUlBSGDRvGvn37yj33+PHjSUlJ4aabbio3zJAhQ9i6dSupqaksX768yt6GYXifoM9HUBfYfAT1C/tuDaNuqOp8BJYjMAzDqOdYZXEUYfMRGIZREywhiCJsPgLDMGqCp4uGvFC/YVQP+04NI/R4NiFISEjg4MGD9o8jilBVDh48SEJCQrhVDKNe4dmioTZt2rBnzx6++eabcKsYdUhCQgJt2rQJt4Zh1CtqlRCIyC+BWUBPoJ+q5vjtmwrcijMBzSRVfcPdPgJYAMQCf1HVeTW5dnx8PB07dqyNvmEYhkHti4byceYlfs9/o4hcjDNDWRIwAnhKRGLdaSqfBEYCFwPj3LCGYRhGmKhVjkBVtwGISNld1wIvupPVfykiO4B+7r4dqrrTPe5FN+zW2ngYhmEYNSdYlcUXAV/5re9xt5W33TAMwwgTleYIRORtoGWAXdNVdVV5hwXYpgROeAI2+xGR8cB4d/WoiHxWmSvQHPi2CuEiCa85e80XvOfsNV/wnrPXfKFmzu2rEqjShEBVr6zmhcF502/rt94G2Osul7e97HUXAYuqc1ERyanKuBqRhNecveYL3nP2mi94z9lrvhBc52AVDb0K3CAiDUWkI9AV+ATYAHQVkY4i0gCnQvnVIDkYhmEYVaC2zUevA54AWgB/FxGfql6lqltE5CWcSuBi4E5VPeUeMxF4A6f56F9VdUut7sAwDMOoFbVtNfQK8Eo5++YAcwJsXwOsqc11K6BaRUkRgtecveYL3nP2mi94z9lrvhBEZ0/MR2AYhmEED8+ONWQYhlEVRMT+z1WCpyJIRDqJSOdwe1QHEUkSkXvC7VFVROTccDtUFxHx3JhZInJBuB2qg4h0EZF+lYeMDEQkWUTmA6jq6XD7VAURaRGua3siIRCRpiLyKLASpy1txOM6/xFYDYyN9ARMRJqIyGPA30TkNhHp7W6P2GfEjeOngdtEpFG4faqC33OxRkQeFZGR7vZAfW/Cjp/vCiAx3D6V4ef7InCziPQJt1NliEhj97e3WkTuEZGfu9urPul5LYnYH3kJItIDWAd0UNUUVY342VdEZDjwLlAE3AxsBwrCKlU5DwEJwATgBPAURO7blIicAzyKM5bVT4FLwmtUOSLSFXgJp5HGdcAu3E6TGoGVdSJyEU7DjhRVTVXVdeF2qggRGQi8jjPQ5S+BF/DGCMvTgHNwnuXNwBIRaVjS0jIURGxC4PeGdxyn/8Hz7va+InKJiETc24mf805gnKpOU9UPcP5JDXXDRMybn4gkuH/PBzoDU1X1M+BvQGsRme3uj8Tn5DhO0+UU4Acgzb2PSOYgcJeq3qWqXwE/AbJEpCFEZDwX4iQE7wCIyAARGSgiLd31SPP9CviVqv5BVbcCfYCIzdmKSJyINAYuBP6kqt+p6t9xnu1H3DAh8Y7EyOkmIsuAhSLSV1V3AWuBUSKyEXgMmAosLnkgw01ZZ+Dfqvq5X8KwFGck1oh48/PzfUJELlXVgzjDgkx3g7QB3gJ+JyKtIyFXICLdReR/StZV9Tjwuaoexiky7AWkhssvEAGcD6nqF25RwCyc3NfFwEoRuUhVT4fzRSGQL5ANdBGRL3D+Of0GWCsibSLNF+d3t8vtrAqwGBgMkZOz9XdW1WJV/QFoBIwRkWYi0g54H7hORNqHKo4jKiFw/3E+DeQBm4Dfi8hEVV0N/AtYoqppwERgNzAjbLIuAZx/B9wJoKqFbrB43LgO95tJAN87ReQ3QDowQESW4vQNeQ5YBlwdHtMziMjVOLmUjJKKdxGJc0e3RVWzcd4Gh4hIRMxqU54zgPvjf01V26jqBOAz4M/uvrC8KATydfEBHwCZqpqmquNxEocnIOJ8Y1ynE+56EXBAnBEOwp4TryCOpwGtcX6XrwN/Af4PuB1CFMeqGjEfnCKU1X7rP8MZgqJfgLC3AtMi1HklMNhv2+U4w29HYhxfBrwGpLrr/YDz3eUngSvdZQmjc1+ct/0uwHdAU3d7DBDjLvfE+SGNACbhlGuHM57LOie622MDhE3DqZOJizRfd1/TMmGvwEkIfnQv4fZ1n4mS/lF9gC/C6VmNOI4DugPN3fXJwA3uctB/exGVI1DVfKCDiAx2N+UBb+NkoUtxW7T8FvgytIY/phzndThZ6BLygXwRGRBqv7IE8N2EUwx0l7v/E1U9KE5TwZ44DyzqPpHhQJ2Z77ar6g6cYsI/u7tE3Sy/OnNjxOG0FrkFp8I7bARwzgwUzi1KnAtsVtXiECqeRXm+IhKrqkdLwonIpTgjBmzREFZmlqWC+BVVVRERVc3FKUm4Nlye/lQQx3Hud/+5qn7rVnpfA3zjHhedOQKcJqAX+q0LZ97s/htY6rcvFedNrztO87WncSqPx3rAuYe73tFdbxPhvt1xyivvAbYBN4U7jssu41Swfg9cWubYq4B/Azd6wdk97k9ALjDGA74/AR4GNobyt1fLZ6IFcD/QzSPPRAJO0fLnIf/thfJi7s3OwGlOuQKY526L9dvfBXgZuMVdPx8n9Wzpro/wkHOrULvWURxfEiHOMWXCxLp/7wWy3OWROHUwTTzkPML9O9BjvpcG27EOn4mGoX4eahvHOANxtg6LdwgjKAGYh9OOugVOk6kfgPPKRhYwHKcJ5k+BMUAWTj+CUH+ptXVu5zHf9pEWx2XC+r9ZFQNHcFqRhfRHXwfOjwMNzDdovo8CDQlhvZYXn+OznEIQQef4LbfyW74Cp8NHUqBIAu4AFuJknS8LaaR4zNlrvjVx9tvfHHgG+NSczdeeiTq6jyBG0Pk4ZaBv4rTiKCkvj8N5G90F/BFnwppxnMku+b+1hrS232vOXvOtjbPf8XFh+LF7ytl8zbna9xOkSBrgRsAsnA4dDwML/fY350zF5Sicyt/4sEaEx5y95mvO5hsNvl51rvSeghRRPXDbwLrr1+IUQSQQoNyOMNUBeNnZa77mbL7R4OtV58o+te5HEKjHnqpuB17z23cS6KKqx1WdNr7usT1F5GWcXsIBJ7EPBl5z9pqvOdtzEQ2+XnWuCbVKCEQkXt0kz10vjTRVPea3rwNOx6USGorIr4DlwDuqmq5nuoUHFa85e83XnO25iAZfrzrXmJpmJXDG+3kXmA38wm97TNllnMGqrneXrwfOAy4AGtV1FieanL3ma87mGw2+XnWuzafaOQIROU9EFuP05JwKfAvcIiId4cwofyKSomdG/EsCuorI6zjjhMeq6gE9MyhbUPGas9d8zdmei2jw9apznVCDlDIWZzKNkrbonXBGqkxy11viDP/6D5wR9drhTMqSDfxnOFI7rzl7zdeczTcafL3qXCf3XYWIiQMygLZ+25r6LccAHwFd3fVhwO/LnOM3If4yPeXsNV9zNt9o8PWqc1DioZJISsYZZGo/8EI5YXoCa8rZF7Ju6V519pqvOZtvNPh61TlYn8rqCL7FaR/bA2fo4uHgDE3rV4PeEne4VBHpLyJD3GXR8NSUe83Za77mbL7R4OtV56BQYUKgqvuA5ar6HU452TR3+ymcYY3BGcK4gYg8gjNwUsmxGgzhyvCas9d83euac5Ax3+DjRedgUWmrIT1T870YOC4ik9ztJXNpDgZ+DhxS1UGqmhU02yriNWev+YI5hwLzDT5edA4K1SlHwmlS9bG7nOL+vQa/ipZI+3jN2Wu+5my+0eDrVec6u/caRNZanEmh1+DOrxnpH685e83XnM03Gny96lwXnyp3KBORGBF5EKcWfaKq/oeqflvV48OB15y95gvmHArMN/h40bkuKek0UbXAIiNxxs4oCp5S3eI1Z6/5gjmHAvMNPl50riuqlRAYhmEY0Ueth6E2DMMwvI0lBIZhGPUcSwgMwzDqOZYQGIZh1HMsITAMw6jnWEJgGIZRz7GEwDAMo55jCYFhGEY95/8B6AQvyTB7Xq8AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1818,42 +1739,46 @@ " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.title('Johannesburg, December')\n", - "plt.ylim(-100,100)" + "plt.ylim(-100,100);" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "Text(0.5,1,'Johannesburg, December, no backtrack')" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1875,42 +1800,46 @@ " backtrack=False, gcr=2.0/7.0)\n", "plt.figure()\n", "tracker_data['aoi'].plot()\n", - "plt.title('Johannesburg, December, no backtrack')" + "plt.title('Johannesburg, December, no backtrack');" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "Text(0.5,1,'Johannesburg, May, no backtrack')" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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9c6LXoXxGVCV+cNr5//r+ThZtKeWacbleh2M85vMpH+86yIINpby7uZTCihMAxMUIfdKT6dWtE/3Tk+mUEIcI1NT5qDxRS+mRGvJ3V1BV2wBAamIc5w/JYOqIbKaMyAqp9lzjjb0Hj7O55Cg/uGy416F8TtS9O8fmdqNHaiILNljij2YHjtXw4id7eWVFIfsOnyAxLobzB2dy97n9ObNfGkOyUk/Z51pVKTrknCF8vPMg724uY876EpITYrlsVA5fPLcfeT27BukvMqGmccBoqIzW9Rd1iT8mRpgyIovXV+2juq6BpPhYr0MyQVRceYJH39vOq/lF1NT7OH9wBt+dPpQpI7JITji9j4OI0Dstmd5pyVw9rhc+n7Jy7yFeW1nE22v38+rKIs4dlM63Jg/hzH5pHfQXmVC1YGMJw3O60Dst2etQPqc1ZZmfFpEyESnwW/ZjEdknImvcn5ktPHa6iGwRke0i8v1ABt4e0/KyOVHXwJJtB7wOxQRJVU09v5i7iQt/vZhXVhRy7Rm9ePfBC3n+nrO4amyv0076zYmJEc7sl8YvrxvNsv+6lO/PGMaWkmPc8NgyvvjMcnYfqArAX2LCQfnRGvL3HGJaiPXmadSad/vfgEeA55os/72q/qalB4lILPAoMAUoAlaIyNuqurGNsQbMpAHppCbFMX9DCZM9nvvSdLyFG0t56K0C9ldWc/34XL556eAOPwrr2ime+y8cyJ1n9+O5Zbv586LtTP3DBzxw0SDuv2gAiXF2phnJ3t1UiiohNVrXX2vq8X8gIv3a8NwTge1uXX5E5GXgKsDzxJ8QF8Mlw5wpGesbfMTFRlWv1qhRUlnNQ28XMH9DKUOzUnnt1nGM7xvcJpdOCbF8+cKBXD2uFz+ZtZHfv7OVN9fs4xfXjgqZgl0m8OZvKKF3WieG56R6HUqz2pPxviYi69ymoO7NrO8FFPrdL3KXhYRpedkcOl5H/p5DXodiOsDiLWXM+OMHvL+1nO9NH8asb5wX9KTvL6tLEo/cegbP3T0RVeXWJz7mj+9so8GnnsVkOsbR6jo+2n6QaSOyPZ9isSVtTfx/AQYCY4Fi4LfNbNPcX9ziu1xE7hORfBHJLy8vb2NYrXfhkEwS4mxKxkhT3+DjN/O3cNffVpDVJYnZ3zifr1w0kPgQOau7YEgms79xPleN7cXv39nKHU99QtlRKyESSd7fWk5tg4+pIdibp1GbPg2qWqqqDarqA57AadZpqgjo7Xc/F9h/kud8XFUnqOqEzMyOL2aUkhjH+YMyWLChFFU76ooEB47VcPtTn/DIe9u5cXxv3vjquQzM7Ox1WJ+TkhjH724cw/9dN5pVew8x849LWLG7wuuwTIDM31BKekoC4/s21xASGtqU+EUkx+/uNUBBM5utAAaLSH8RScCZnP3ttuyvo0zLy2bf4RNs2H/E61BMO+06UMW1/28pawoP85sbxvCr60fTKSF0L6CKCDee2Zu3HjiPLklx3PbkJ8xeV+x1WKadauobeG9zGZOHZ4X0SO7WdOd8CVgGDBWRIhG5B/g/EVkvIuuAi4Fvu9v2FJE5AKpaD3wNmA9sAv6hqhs66O9ok0uH9yBGnGHVJnytKTzMdX9ZyrGael760iSuHx8+A/OGZqfy2lfOYXSvrnztpVU8+eFOr0My7bBsx0GO1dQzbWRo9xZsTa+eW5pZ/FQL2+4HZvrdnwPMaXN0HSy9cyIT+qWxYGMp/zF1qNfhmDZYtLmUB15YTWZqIs/ePZH+GSleh3Tauqck8Pd7z+Lbr6zhp7M3se/wCX542YiQmJTbnJ75G0pJSYjlnIEZXodyUqFxxctD0/Ky2VxylD0HbXBNuJm1bj9fem4lg3p05rWvnBOWSb9RUnwsj956Bnef259nPtrNf72+Hp/1+AkrPp+ycGMpFw3tEfIVAaI+8TfW6LfePeFlXkEx33x5DeP7dOfl+yaRmRpa1Q/bIiZG+OHlw/n6JYN4Jb+Q/3mzwJJ/GFldeIgDx2pCrvZ+c6I+8fdOS2ZEThebkjGMLNxYytdeXM3Y3t14+q4zI6oSpojwH1OG8NWLBvLS8r386O0C63UWJuZvKCU+Vrh4WA+vQzmlyPnEtMO0vGz+8O5Wyo/WRMSRYyRbtLmUr76wkrxeXfnbXWfSOYKSfiMR4T+nDaVBlb++v5NYEX58ZV7IDgYy/55i8eyBGXRJCv15PqL+iB9gal4Wqs6RpAldK/dUcP/fVzEsuwvP3T2R1DD4gLWViPD96cP40vn9eXbZHh5ZtN3rkMxJbC09xp6Dx0O2KFtTlviBYdmp9ElLZoHNxRuydh2o4t5n8+nVrRPP3j2Rrp0iN+k3EhH+e+ZwrhnXi98u3MprK4u8Dsm0YMGGEkRgSohNsdgSS/w4H7BpeVks3X6Qo9V1Xodjmjh4rIYvPrMcEeFvd51JWkqC1yEFjYjwq+tGc87AdL732jo+2m6lxEPR/I0ljOvdjR5dkrwOpVUs8bum5mVT2+Bj8ZaOrxNkWq+6roF7n8unpLKaJ++cQN/08O2y2VYJcTE8dsd4BmZ25v7nV7K5xEaah5KiQ8cp2HckpGvzNGWJ33VGn+5kdE6wbp0hRFV58NW1rCk8zB9vHssZfUK39klH65IUzzNuD6a7n1nBwWM1XodkXI3XBkNxisWWWOJ3xbpTMi7eUk5NfYPX4Rjg8Q92MntdMd+bPozpI3NO/YAI17NbJ574wgQOVNXy9ZdWU9/g8zokgzMGaEhW57AaQGiJ38/UEdkcq6ln6Y6DXocS9ZZuP8Cv5m3mslE5fPmCAV6HEzJG5Xbl59eMYumOg/zf/C1ehxP1KqpqWb6rImRn2mqJJX4/5wxKp3NiHPMLrLnHS/sOn+BrL61mQGZnfnX9aOu/3sT143O5Y1JfHv9gJ/9a22KlcxME724qxafh1cwDlvg/IzEulouH9WDhxlKbGckj1XUNfPXvK6mt9/HXO8ZH5ACtQPjh5SOY0Lc73/3nOrvY66H5G0ro2TWJkb26eB3KabHE38T0vGwOVtXaxBge+dnsTawtquS3N44JyUlUQkVCXAz/77Yz6JwUxwMvrOJErV2XCrZjNfV8sO0A00aG7hSLLWlNPf6nRaRMRAr8lv1aRDa7c+6+ISLdWnjsbrdu/xoRyQ9k4B3loqGZJMbFMM+ae4Ju4cZSnv94D/ee1z/sTp290KNLEn+4aSw7D1Tx8KyNXocTdRZvKaO23sf0MHyvtuaI/2/A9CbLFgIjVXU0sBX4r5M8/mJVHauqE9oWYnClJMZxwZBM5m8oscqIQVR6pJrv/nMteT278J/TbW6E1jp3UAZfvsAp6DavwGbwCqZ5BSWkpyQwoV+a16GctlMmflX9AKhosmyBO8MWwMc48+lGjOl52RRXVrNuX6XXoUQFn0/5j3+sobrOx59uGUdiXGjXMg81D04dwpjcrnzvtfXsP3zC63CiQnWdM8Xi1LzQnmKxJYFo478bmNvCOgUWiMhKEbkvAPsKisnDs4iLEebaEVRQPPHhTj7afpCHrhhh7fptEB8bwx9vHkd9g49vvbLGOiYEwUfbD1BV2xC240valfhF5H+AeuCFFjY5V1XPAGYAD4jIBSd5rvtEJF9E8svLvS2b0DU5nrMHpjO/oMRqoXewgn2V/Hr+FqbnZXPTmb29Dids9ctI4eGrRrJ8VwWPf2Dz9na0eQUlpCbFcfaAdK9DaZM2J34RuRO4HLhNW8iO7hy8qGoZ8AYwsaXnU9XHVXWCqk7IzMxsa1gBM2NkDrsPHmdL6VGvQ4lYtfU+vvPqWtJSEvjldaPCrmdEqLn2jF7MGJnN7xduZZu9bztMfYOPhZtKmTw8i4S48OwY2aaoRWQ68D3gSlU93sI2KSKS2ngbmAoUNLdtKJoyIgsRmLveevd0lEff287mkqP8/JpRdEuOnoqbHUVEePiqkaQkxvKdf66zkg4d5JNdFRw+XhfWPc9a053zJWAZMFREikTkHuARIBVY6HbVfMzdtqeIzHEfmgUsEZG1wHJgtqrO65C/ogNkpiZyZt80K9rWQTbsr+TR97ZzzbheTB4RHjXMw0FmaiIPXzWStYWHeXLJLq/DiUjzCkpIio/hwiHet0y01SmHRarqLc0sfqqFbfcDM93bO4Ex7YrOY9NHZvPwrI3sOlAVVgWYQl1dg4//fHUd3ZITeOiKEV6HE3EuH53D7HXF/G7hViYP78GgHqlehxQxfD5nisWLhvSgU0L49j4LzwaqIJk20jmVs8FcgfXY4h1sLD7Cz64ZaU08HUBE+MnVI0lOiOU7r66zXj4BtLrwMGVHa5g+MnybecAS/0n16taJ0bldmWfNPQGzvewof1q0jSvH9AzrNtJQl5mayP9emceawsM8v2y31+FEjPkbSoiPFS4Z3sPrUNrFEv8pTB+ZzdrCwzYwJgBUlf95o4DkhDhr4gmCK8f05PzBGfxmwVZKj1R7HU7YU1XmFZRw7qAMuiSF95zPlvhPobEOh13kbb/XV+3jk10VfH/GMNI7J3odTsQTEX569UhqG3xWyycANhUfZW/F8bCszdOUJf5TGJDZmSFZna2dv50OH6/l53M2cUafbtw0wQZqBUvf9BS+fvEgZq8rZvGWMq/DCWvzNpQQI0RELzRL/K0wfWQOK3ZXcMDmOW2zX83bwuETdfz06lHEhGFtk3B234UDGJiZwg/fKqC6zso3t9W8gmLO7JdGRgScrVrib4Xpedn49N+TKpvTs3LPIV5avpe7zunHiJ7hNWFFJEiMi+WnV4+isOIEf160zetwwtKO8mNsLT0W9r15Glnib4XhOan0TU+25p42aPApP3izgOwuSXxryhCvw4laZw9M59ozevH4BzvZdaDK63DCTuM1vkjpiWaJvxVEhOl52SzdcYDKE3VehxNWXl6xl03FR/jB5cNtGkWPfX/GMBJiY/jZ7E1ehxJ25heUMCa3Kz27dfI6lICwxN9K00ZmU9egLNpszT2tVXmijt8u2MrEfmlcNio8y9dGkh6pSXz90sG8s6mUD7Z6WwE3nOw7fIK1RZVhW4K5OZb4W2lsbjeyuyRZc89p+NO72zh0vJYfXTHCKm+GiLvO7Uff9GQenrWROivi1ioLPm3mCf/ePI0s8bdSTIwwLS+L97eWc7y2/tQPiHLby47x7NLd3Hxmb0b26up1OMaVGBfLDy4bwfayY/z94z1ehxMW5hWUMDQrlQERNEmQJf7TMG1kNtV1Pt7fYqfJp/Kz2RvpFB/Lg1Nt/txQM3l4D84fnMHvF26loqrW63BC2oFjNazYXfFp3a5IYYn/NEzsl0ZaSgJzrbnnpN7bUsZ7W8r5xqWDI6LPc6QREX54+Qiqahv43cItXocT0t7ZWIpPiYjRuv5alfhF5GkRKRORAr9laSKyUES2ub+7t/DYO91ttrmzdoWtuNgYpgzPYtHmMmrqbSBMc+obfPx89ib6pSdz5zn9vA7HtGBIViq3ndWHl5YXsqP8mNfhhKy5BSX0SUtmeE5klbZu7RH/34DpTZZ9H3hXVQcD77r3P0NE0oCHgLNwpl18qKUviHAxfWQ2x2rqWbr9oNehhKTXVhWxrewY35s+LGynpYsW37h0MElxMfx6nh31N6fyRB1Ldxxg+sjsiOuc0KpPpqp+AFQ0WXwV8Kx7+1ng6mYeOg1YqKoVqnoIWMjnv0DCyjmD0klNjGNuQbHXoYScE7UN/G7hVsb16RYxIxwjWUbnRL584UDmbShh5Z6mH2/z3uYy6ho0It/L7Tkky1LVYgD3d3MFqnsBhX73i9xlnyMi94lIvojkl5eH7sXTxLhYLhneg4UbS21O0yae/mgXpUdq+K8ZwyPuCClS3Xt+fzJTE/nFnM2o2oQt/uYVlJDVJZGxud28DiXgOvpcvLlPf7PvLlV9XFUnqOqEzMzQnstyxshsDh2vY/luO0pqVFFVy2OLdzB5eA8m9k/zOhzTSskJcXx78hDy9xyyWlR+jtfWs3hrGVNHZEdkUcH2JP5SEckBcH83V/O1CPCvwZsL7G/HPkPCBUMySYqPscFcfh5ZtJ2q2nq+O32Y16GY03TjhFwGZqbwq3mb7SzWtXhLOdV1PmaMirxmHmhf4n8baOylcyfwVjPbzAefVL6dAAAgAElEQVSmikh396LuVHdZWEtOiOPCIZnM31CCz+YzpbDiOM9/vJvrx+cyJCuyej9Eg7jYGL43fRg7yqv4R36R1+GEhDnri0lPSeCs/uleh9IhWtud8yVgGTBURIpE5B7gl8AUEdkGTHHvIyITRORJAFWtAH4CrHB/HnaXhb0ZI3MoPVLD6sLDXofiuT+8s40YEb5t1TfD1pQRWYzv250/L9oW9TX7q+saWLS5jGkjs4mNwGYeaH2vnltUNUdV41U1V1WfUtWDqnqpqg52f1e42+ar6r1+j31aVQe5P8901B8SbBcP60F8rET9lIzby47xxuoi7pjUl5yukVG5MBqJCA9OHUJxZTUvLd/rdTiecsqyNDAzgoqyNWUdrduoa6d4zhmYwdyC4qjuDfHHd7eRFB/L/RcN9DoU007nDMzgnIHpPPrejqiuRzV3fTHdk+M5a0DkdlKwxN8OM0dlU1hxgg37j3gdiic2FR/hX2v3c9e5/aw0Q4R4cOoQDhyr4bll0VnAraa+gXc2Ob154mMjNz1G7l8WBFNGOG2As9dH52Cu3y/cSmpiHF86f4DXoZgAGd83jYuGZvLY+zs4Wh19kw4t2XaAYzX1Edubp5El/nZIS0ngnIHpzFkffc0964sqWbCxlHvPH0C35ASvwzEB9OCUoRw+XsfTS3Z7HUrQzV5fTJekOM4ZmOF1KB3KEn87zRyVw56Dx9lYHF3NPb9duIVuyfHcfV4/r0MxATYqtyvT8rJ48sOdHD4ePWWba+t9LNxYytS87IivMxXZf10QTMtzmnvmRFFzz8o9h1i8pZwvXzCQ1KR4r8MxHeDbU4ZwtKaep5fs8jqUoPloxwGOVtczM8KbecASf7ulpSQwaUAac9aXRE1zz58XbaN7cjxfOLuv16GYDjIsuwszRmbzzEe7qTwRHW39c9cXk5oYx7mDIruZByzxB8TMUTnsOlDF5pKjXofS4dYVHWbxlnLuPX8AKYlxXodjOtDXLhnE0Zp6nl262+tQOlxdg48FG0uZPCKLxLhYr8PpcJb4A2BaXjYxQlQ09/x50Xa6drKj/WiQ17Mrk4dn8dSSXRHfw+fjnQc5fLyOGRFYgrk5lvgDIKNzImf1T2d2hPfu2bj/CAs3lnLXuf2sbT9KfOPSQVSeqOP5CJ+Yfc76ElISYrlgSGhXBg4US/wBMnN0DjvLq9haGrnT2D3y3jZSE+O465z+XodigmR0bjcuGprJkx/uitjRvPUNPhZsKOGS4VkkxUd+Mw9Y4g+Y6XnZiBCxg7m2lR5lbkEJd57Tj67JdrQfTb5+yWAqqmp54ePIrOGzfHcFB6tqmRklzTxgiT9gMlMTmdgvLWLb+R95bzud4mO5+zw72o824/t257xBGfz1g50RWblzzvpiOsXHctHQ5iYRjExtTvwiMlRE1vj9HBGRbzXZ5iIRqfTb5kftDzl0XTY6h+1lx9hWGlm9e/YcrOJfa/dzx6S+pKXYKN1o9LVLBnHgWA2vroysev0NPmVeQSmXDOtBp4ToaOaBdiR+Vd2iqmNVdSwwHjgOvNHMph82bqeqD7d1f+EgUpt7nvhwJ3ExMdxjR/tR66z+aYzr043HP9gRUbN05e+u4MCxmoivzdNUoJp6LgV2qGpkX/o/hR5dkjizb2Q19xw4VsOr+UVce0YvenRJ8joc4xER4SsXDqSw4kREHdjMLSghMS6Gi6OomQcCl/hvBl5qYd3ZIrJWROaKSF6A9heyZo7KZmvpMbaXRUZzz7NLd1Pb4ONLF1gFzmg3eXgWg3p05i+Ld0REt2WfT5lbUMxFQzOjbjBiuxO/iCQAVwKvNrN6FdBXVccAfwbePMnz3Cci+SKSX15e3t6wPDNjlDNrz5z14T8zV1VNPc8t28PUEVkMzOzsdTjGYzExwv0XDmRzyVEWbw3fz2ij1YWHKD1Sw8xRkTvTVksCccQ/A1ilqqVNV6jqEVU95t6eA8SLSLOFMFT1cVWdoKoTMjPDdxBFVpckJvTtHhHNPS+vKKTyRB1fvtBm1zKOK8f0pGfXJP6yeIfXobTbnPUlJMTGcMmw6GrmgcAk/ltooZlHRLJFRNzbE939HQzAPkPazFE5bC45yo7y8B3MVdfg46kPdzKxfxpn9OnudTgmRCTExXDP+QNYvquClXsqvA6nzVSVueuLuWBIRlSOQm9X4heRZGAK8LrfsvtF5H737vVAgYisBf4E3KyR0Dh4Co09BOaG8VH/rHX72V9Zzf0XWtu++aybz+xNt+T4sD7qX1tUyf7K6qhs5oF2Jn5VPa6q6apa6bfsMVV9zL39iKrmqeoYVZ2kqkvbG3A4yOnaiTP6dGN2mLbzqyp/fX8nQ7NSo663gzm1lMQ4vjCpL+9sKmNnmJ7VzllfTHyscOnwLK9D8YSN3O0gM0flsKn4CLsOVHkdymlbvLWczSVHue+CAbgtdcZ8xh1n9yMhNoanPwq/iVpUlTnrizlvUAZdO0VfMw9Y4u8w/+7dE37NPY8t3kFO1ySuGNPT61BMiMpMTeTqcT3558oiDlWF1/SMBfuOUHToxKef0Whkib+D9OrWibG9u4Vd4l+99xCf7KrgnvP6R/y8o6Z97jlvANV1Pl5cHl7F22avLyYuRpgSpc08YIm/Q102KocN+4+w52D4NPc88eFOuiTFcfPEPl6HYkLc0OxUzh+cwd+W7qamPjyKt6kqs9bt57zBGXSP4rpTlvg7UGPvnnAZzFV06DjzCkq49ay+dI6ykYymbe49fwDlR2uYtTY8zmzXFlVSdOgEl0VxMw9Y4u9Qud2TGZPbNWyae55btgcRsWkVTatdMDiDwT068+SSXWFRxmH2uv3ExwpT86KrKFtTlvg72MxROazfV0lhxXGvQzmpqpp6Xl6+l+kjs+nZrZPX4ZgwISLce35/NhUfYdnO0B6b6fMps9cVc8HgzKjtzdPIEn8HaxwgEuoVDV9fVcSR6nruPtdKL5vTc9XYXqSnJPDUh6HdtXN14SH2V1Zz+ZjobuYBS/wdrndaMmN6d2PWuv1eh9Iin095ZuluxuR25Yw+3bwOx4SZpPhY7ji7L+9uLgvpMiWz1hWTEBfD5CjuzdPIEn8QXDE6h4J9oTuY6/1t5ewsr+Lu8/rbgC3TJrdP6ktCXAxPLwnNo36fzxm0ddGQzKiszdOUJf4guGy0c2o5a21oHvU/89FueqQmMmOknQKbtsnonMi143rx2qoiKkJwQNeK3RWUHqnhchuUCFjiD4qcrp04s193Zq0LvXb+7WVH+WBrOV84u68N2DLtcvd5/Z0BXZ+E3kR8s9cXkxQfw6VRWIK5OfZJD5IrxvRkS+lRtobYROzPfLSbhLgYbrEBW6adhmQ5A7pe+GRvSM3L2+BT5qwv4ZJhPaJupq2WWOIPkhkjc4iR0GruOXy8ltdWFXHN2F6kd070OhwTAe6Y1Jfiymre2fS5eZk888nOgxw4VsPlo62Zp1Egpl7cLSLrRWSNiOQ3s15E5E8isl1E1onIGe3dZzjKTE1k0oB0Zq0rDpmBLi+vKKS6zsdd5/XzOhQTIS4dnkWvbp14dmnoNPfMWl9MckKslRj3E6gj/otVdayqTmhm3QxgsPtzH/CXAO0z7Fwxpic7D1SxYf8Rr0OhvsHHc0t3c87AdIZld/E6HBMhYmOE2yf1ZdnOgyHRrFnf4GNeQQmXDs+iU0Ks1+GEjGA09VwFPKeOj4FuIhKV3Uem52UTFyMhcZF3wcZS9ldWc5cN2DIBdtOZvUmIi+H5Zd4f9S/dcZCKqlouHx2VKadFgUj8CiwQkZUicl8z63sBhX73i9xlUad7SgLnDspg1rr9njf3PL9sD7ndO0XlRNOmY6WlJHDlmJ68tqqII9V1nsYye10xnRPjuHBIpqdxhJpAJP5zVfUMnCadB0TkgibrmxsR9LmsJyL3iUi+iOSXl5cHIKzQdMWYnhQdOsGawsOexbC97CjLdh7ktrP6EhtjA7ZM4H3h7L4cr23g9ZVFnsVQW+9j3oYSpozIIinemnn8tTvxq+p+93cZ8AYwsckmRUBvv/u5wOe6tqjq46o6QVUnZGZG7rfz1LwsEmJjPG3u+fvHe0mIjeHGCbmexWAi2+jcbozt3Y3nlu3B5/Pm7PajHQeoPFFnzTzNaFfiF5EUEUltvA1MBQqabPY28AW3d88koFJVvW/k9kiXpHguGJLJ7HXFnnwgqmrqeW1lEZeNzrEunKZD3XlOX3YeqOKjHQc82f+stcWkJsVx3uAMT/Yfytp7xJ8FLBGRtcByYLaqzhOR+0XkfnebOcBOYDvwBPDVdu4z7F0xJoeSI9Xk7zkU9H2/tWY/R2vquX2S1dw3HWvmqBzSUxJ4zoOLvDX1DSzYWMK0vGwS46yZp6l2DWNT1Z3AmGaWP+Z3W4EH2rOfSDN5eBZJ8THMWrefif3TgrZfVeW5ZbsZkdPFqnCaDpcYF8vNE3vzl8U7KKw4Tu+05KDt+8OtBzhaXf9pnSzzWTZy1wMpiXFcOiyLOeuLgzq0fdXeQ2wuOcrtk/paFU4TFLed5ZxZvvBJcCdkn7VuP92S4zlvkDXzNMcSv0cuH53DgWO1fLKrImj7fH7ZHlIT47hqrA1dN8HRs1snpo7I5pUVe6muC86E7NV1DSzcWMq0EdnEx1qKa469Kh65eFgPUhJigzZBy4FjNcxZX8J143OtUJUJqi+c3ZdDx+uCNvf0u5vKqKpt4Eo7wGmRJX6PJMXHMmVEFnMLSqgLQnPPP/ILqW3wcfskq8Jpguvsgen0z0jhpeXBae55e+2+T2tjmeZZ4vfQ5aN7cvh4HUu2d2x3twaf8sLHezl7QDqDeqR26L6MaUpEuGVib1bsPtTh9XsqT9Tx3uZyrhjd0wYnnoQlfg+dPySD1KQ4Zq3t2FPg97eWse/wCe4427pwGm9cP743CbExvNjBF3nnbyihtsFnzTynYInfQ4lxsUzPy2bBhpIOvfD1/LI99EhNZMoIm2TaeCMtJYFpI7N5fVVRh77X316zn77pyYzJ7dph+4gElvg9dtXYXhytqee9zWUd8vyFFcdZvLWcmyf2sR4OxlO3TuzDkep6ZndQuZKyo9Us3XGAK8f0tO7Kp2CZwGNnD0wno3Mib63pmN49/8h3CqPedGbvU2xpTMeaNCCNARkpvNhBF3lnryvGp1h35VawxO+x2BjhijE5LNpSRuWJwJawrW/w8Y/8Qi4ckkmvbp0C+tzGnC7nIm8fVu45xJaSwF/kfWvNfobndLEODK1giT8EXD22F7X1PuYXlAT0eRdvKaf0SA03n2ldOE1ouG58LgmxMQHv2rn34HHWFB62o/1WssQfAkbndqVfejJvrd0X0Od9ecVeMjonculwm2zFhIa0lARmjMrmtVVFnKgN3EXet93PzhVjLPG3hiX+ECAiXDm2F0t3HKT0SHVAnrOksppFm8u4YUKuXdQ1IeXWiX04Wl0fsFHrqspba/ZzZr/u1qTZSpYRQsRVY3uiCv9aG5gPw6v5hfgUbraLuibETOyfxsDMwI3k3VxylG1lx7hybFTO6NombU78ItJbRN4TkU0iskFEvtnMNheJSKWIrHF/ftS+cCPXwMzOjOrVNSC9e3w+5ZX8Qs4ZmE7f9JQARGdM4DRe5F219zCbS460+/neWrOf2Bhh5sjsAEQXHdpzxF8PPKiqw4FJOPPtjmhmuw9Vdaz783A79hfxrhrbk/X7KtlRfqxdz7Nk+wGKDp3g5ol2UdeEpuvH55IQ1/6RvD6f8q+1+zl/cIbNKHca2pz4VbVYVVe5t48CmwA712qHK8b0RMQZfdgeL6/YS/fkeKbl2UhdE5q6JScwc2Q2b6ze166RvKv2HmLf4RNcaRd1T0tA2vhFpB8wDvikmdVni8haEZkrInkneY77RCRfRPLLy8sDEVbYyeqSxNkD0nlrzT6cictO34FjNSzcWMq1Z+TalHMmpN14Zm+OVtczrx3dmN9as5/EuBim5lkzz+lod+IXkc7Aa8C3VLVpg90qoK+qjgH+DLzZ0vOo6uOqOkFVJ2RmZrY3rLB19dhe7D54nHVFlW16/Gsri6hrUG6ZaBd1TWib1D+dPmnJn44uP111DT7mrC9m8ogsOtscE6elXYlfROJxkv4Lqvp60/WqekRVj7m35wDxImJzoZ3EtJHZJMTG8Oaa0+/Tr6q8sqKQCX272+hFE/JiYoQbxueydMdB9h48ftqP/2j7AQ5W1VozTxu0p1ePAE8Bm1T1dy1sk+1uh4hMdPd3sK37jAZdO8Vz8bBM/rW2mAbf6TX3fLKrgp0Hquyirgkb10/IRQT+ufL0j/rfXruf1KQ4LhoavS0EbdWeI/5zgTuAS/y6a84UkftF5H53m+uBAhFZC/wJuFnb2ngdRa4e24sDx2pYuuP0Jmh5ZUUhqUlxXDYqp4MiMyawcrp24oLBmfxzZdFpHehU1zUwv6CEGSOz7VpWG7S5YUxVlwAnrX2qqo8Aj7R1H9Hq4mE9SE2M4601+zl/cOuOZo5UO3Oa3jAhl04J9kEw4ePGCb154MVVLNl+gAuHtO79vmizM6/uVTZoq01s5G4ISoqPZdrIbOYVtH6Clllri6mp93HDeLuoa8LL5BE96J4cf1oXed9YbfPqtocl/hB19dheHKupZ1ErJ2j5R34hQ7I6M9pmHjJhJjEulqvH9WLhhlIOVdWecvtDVbUs3lLGVWNsXt22ssQfov49Qcupe/dsLzvKmsLD3DC+t808ZMLSTWf2prbB16rebLPWF1PXoFxzhjXztJUl/hDVOEHLe5vLqTx+8glaXs0vIjZGuHqcfRBMeBqW3YXRuV15ZUXhKQcvvrGqiKFZqYzI6RKk6CKPJf4QdvXYXtQ2+Jhb0PIcpfUNPl5fvY+Lh/YgM9VqlZjwdcOE3mwuOUrBvpYLt+05WMWqvYe5elwvO7ttB0v8IWx0blf6Z6TwxuqWT3/f31pO+dEabpiQG8TIjAm8K8f0JDEu5qQXed9YvQ8RuHqcDdpqD0v8IUxEuGZcLz7ZVUHRoeZHNr6aX0R6SgKXDLNZtkx469opnhkjs3lzTfOF21SVN1bv4+wB6eR0tQlX2sMSf4i7xm23b65Of0VVLe9uLuWacb1sli0TEU5WuG114WH2HDxu17ICwLJFiOudlsyZ/brz+qqiz130enP1PuoalBsmWN99Exkm9U+nd1on/rmy6HPr3li1j8S4GGbYhCvtZok/DFwzLpcd5VWs3/fvip2qyj/yCxmd25Wh2VaQzUSGmBjhujNy+WjHAfYdPvHp8tp6H/9at5+pedmkJsV7GGFksMQfBi4blUNCXAyvr/r3Rd4N+4+wueQoN4y3i7omslx3Ri6qTrfNRu9vLefw8TqusYu6AWGJPwx0TY5n8vAe/GvtfuoafIAzmXpCXAxXjrH2ThNZeqclM2lAGv9c+e/mzTdWO50YWlu7ypycJf4wcc24XA5W1fLB1nJq6ht4a+1+po7IomuynfaayHP9+N7sPnic5bsqqDxRxzubyrhiTE/rxBAg7Z2IZbqIbBGR7SLy/WbWJ4rIK+76T9wpGk0bXDgkk+7J8by2qoj/m7eFw8fr7KKuiVgzRmaT0TmBH/9rI2+v2UdtvY9rrURDwLRnIpZY4FFgBjACuEVERjTZ7B7gkKoOAn4P/Kqt+4t2CXExXDGmJ3PWl/DUkl3cdlYfLhhsk5mZyJSSGMcvrh3NpuIj/GTWJgZkpjCqlxUgDJT2HPFPBLar6k5VrQVeBq5qss1VwLPu7X8Cl4qNs26zW8/qQ2ZqIv97ZR4/vXqkDVk3EW3KiCxunJBLbYOPa61EQ0C1Z4biXoD/2Ooi4KyWtlHVehGpBNKB05taygBOIasV/zPZ6zCMCZofXZFHj9Qkbjurr9ehRJT2JP7mvn6bltVrzTbOhiL3AfcB9Oljc8YaY6BzYhzfmTbU6zAiTnuaeooA/6uLuUDTugKfbiMicUBXoKK5J1PVx1V1gqpOyMy0LlvGGNNR2pP4VwCDRaS/iCQANwNvN9nmbeBO9/b1wCKbbN0YY7zVnsnW60Xka8B8IBZ4WlU3iMjDQL6qvg08BTwvIttxjvRvDkTQxhhj2q49bfyo6hxgTpNlP/K7XQ3c0J59GGOMCSwbBmeMMVHGEr8xxkQZS/zGGBNlJBQ72YhIObCnA546g/AcPBaOcVvMwROOcYdjzBDacfdV1Vb1hQ/JxN9RRCRfVSd4HcfpCse4LebgCce4wzFmCN+4m7KmHmOMiTKW+I0xJspEW+J/3OsA2igc47aYgycc4w7HmCF84/6MqGrjN8YYE+FH/Fb73xjv2ecw9ERc4heRwSJyLkC4FIQTkbArRyoi3b2OoS1EJOymcRKRsCtGLyJDReQqCJ/PIYCI5IhIxE9kHTGJX0QSROT/AbOAniKS6HVMpyIinUXkt8A8EflZ4xdWKBORZBF5FCfmr4vIOHd5SL+X3Nf6d8DrIvItERnrdUytISLnAbtEZLrXsbSGiMS57483gHS3cm/IE5EU9/0xH3hURC53l0fk2UpIf1hP0xSgh6oOVdVXVbXG64BOxp2f4FGcQnlfwJmg5lJPg2qd/8CZRe1OIAn4K4Cq+rwM6mTcJL8AqAUewhmE81VPg2q9LjiVbb8SJkloAs7ncISqPu1OyxoO/g/ojPMZXItTRj6szlZOR1gnfjd5NsoEPnaXTxWRi0WkcRKYkPk7/WLOAvqr6jdVdQOQDGzyLrKTc4/kYoB44EVV3ayqvwZK3SOlkHqdm6gE/qKq31fVJcCHQIN7lBdyyVREYvziUuB2nC+Ab7nrQzHmxvd1N+Cgu2y6iFwlInnu/ZB7f7ivdTecg4Hfq2o50B34WERSGrfxMsaOEJZ/kIgME5FngIf92j97Alki8kXgZ8CVwFwR6a2qPq8/LE1jVtV9QLWIPCsinwCXA1eKyJsikuNlrI3c6yXfBWf+Bfeovgcw0W+zrwBfEJHcUDnq948bQFV34TQ9NDoODFHVqlA5omvyWvu/juOA/jhnKPeKyET3vueavj/cxdlApYh8Befs6gzgXREZGQqfQ/j8a62qh4ETwHfcz+IXcV73j0IlfwScqobVD04zwzLgQeBXwN+BqThH0BXAY0Csu+0fgLdCMOYX3JgFuBh41t0uEfgjztGp1zHfChQC5cB9fsuHuK9zut+yPwD/63XMLcXd+H7w2+ZO4E9ex3qKmOPd3zcA57i3NwM+4MpQjNld3hunqeQFoLu77H+BuV7HfIq4k4CRwEt+y/4AvO11zB3xE45H/MOA46r6W+C/gHnATUADzj/qPP59JvMMsD8ErtI3jXkuThviECAVp+0Zda5LLAHKPIrTXxFOgrwSuF9EkgFUdSvwKvAXv223utuHQjPE5+JW1QZxNL4v+gOrANymCK97zTQXc527bgjwhIiswUmoe4CV3oT5GS29PwpxDsYG4RzwgHMtq7ZxG4+1FHc10AvnyL/Rc0BJuFygPh3hmPhXAYkiMl6dU+KPcL7B7wJ+ivNNfo+IXIeTnLb4fYi80lzM+4CrgaXATBGZJiITcC6e7vMuVIeqfgB8qKrLgPXAj/1Wfw3IFpEficiNwJeAavdxnjadnCTuGP13E8pooLeIvI3Tfl7/uScKolO81rPcZV9R1ZuAV4BvBD3IJk4R8++BjcDtInIX8DqwQlWPBz3QJk4R9yLgRhG5WUQuBf6Mkz/C5QJ163l9ynGSU7Is4PxmlncB/hv4qd+yq3AuzADk4ZwB/Au4OYRjvhr4rXv7bpxT49XATaEQc5NtRuJ8SEb5LRuOc+S0ALgtVN4frYi7sazu0nB4rXG+sPzXx3REbB3wOucA03GOmoP6OWxn3NfgNLd+HOz3R1BfH68DaOEf8gOgALilhfWTcSZyv8y9PwRYASSFWcz5jTEDyaEWc5NtHwaecm+fBcSF6mt9krgnur+/GEYxn4XfNQrcMithEHN8OL4/gv3F6tlr5HUATf4J3YEX3X9al2bWx7i/u+L0fV+FczHpepxeGxkWc/tjbuEx8ThHysdwTo/jg5mEAhT3T4L9wQ5AzA8FO4kGKuYwfH/82MsvrGD++PeD94yIdFHVIzjtxEuAPap6RESGAH2BAlUtxunTjKpWAs+5F+V+DozFuUIftJlxIjlmERF1PxXuxdoMnLOVXcC31ekLHzThGLfFHDzhGrenvPzWwfmGfgKnl8tNOP+IXsCfgC3AcuBJnF4MF7qPicPvSIIgN5FEUcz+zQsJwPQweX94GrfFbHGHw4+nZZlF5K84R8Sv4HSvSlPVO8Up7jROVX/sbvdVnKNjz+urRFvM/kdJwRaOcVvMwROucYcEr75xcPqvPw30ce+nAbOBr7r34/y2HQg8D6R4+S1pMVvcFrP3MYdz3KHy41k/flU9itP+dp17vwKnUNI9bptdPYCI9MfpT1ukqlVexevGaDEHSTjGbTEHT7jGHTKC8M3cCfdb2W9ZY0mF84ANuN/EOMOm/4LbDQunxME64IFgfhtazBa3xex9zOEcd6j/dOgRv4h8GWeYedM68+q2sS3B6d74G/h02HQDTvcqcKooTlLVRzsyTn8Wc/CEY9wWc/CEa9xhoYO+pTOAf+IUJstr7tvavd0HZ1TrbpyKeJfhXIGfEuxvQIvZ4raYvY85nOMOp59A/8Pi3N/xwLPAne79HsB4/n2K1gt4GbdyJs7kB99x/9HXBflNZjFb3BazvT+i6icg3TnFmYThl+4/bI6qzheR84Ev47S7DcKpKlgKPA6kAOeq6s/bvfM2spiDJxzjtpiDJ1zjDmftTvzuCLhHcU655uJUyXxNVf8iIj/A+bZ+EKdE6/XAmap6p9/jY1W1oV1BWMwhGXO4xm0xW9yRLhAlG1Jxyg9MU9WjInIAZyapa1T1pyISr05Z5BIRKQQGu9/wCvg8+qdZzBa3xex9zOEcd1hrd68edWpk7FwCRssAAAEsSURBVMa5uAJOrfkVwGQRyXb/aYgz4cFtwBF1pvFr0EC0M7WBxRw84Ri3xRw84Rp3uAtUd843gLEikqOqx3D6ztYAOeJ4CPgE2KyqPwzQPtvLYg6ecIzbYg6ecI07bAUq8S8BDuJ+a6vqKpza1inut/JyYIaq/ihA+wsEizl4wjFuizl4wjXusBWQsszqlDx9E/iliGzHOVWrxp3STlXnBmI/gWQxB084xm0xB0+4xh3OAlqdU0RmADcA5wCPqOojAXvyDmIxB084xm0xB0+4xh2OAl6WWUTicebc9nQC69NhMQdPOMZtMQdPuMYdbjytx2+MMSb4PCvLbIwxxhuW+I0xJspY4jfGmChjid8YY6KMJX5jjIkylviNMSbKWOI3xpgoY4nfGGOizP8H25+ZVWfr/BYAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1932,7 +1861,7 @@ " backtrack=False, gcr=2.0/7.0)\n", "plt.figure()\n", "tracker_data['aoi'].plot()\n", - "plt.title('Johannesburg, May, no backtrack')" + "plt.title('Johannesburg, May, no backtrack');" ] }, { @@ -1951,27 +1880,27 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "(-100, 100)" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1986,32 +1915,24 @@ " axis_tilt=0, axis_azimuth=0, max_angle=90,\n", " backtrack=True, gcr=2.0/7.0)\n", "tracker_data.plot()\n", - "plt.ylim(-100,100)" + "plt.ylim(-100,100);" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2019,63 +1940,47 @@ "irrad_data = tus.get_clearsky(times.tz_localize(tus.tz))\n", "dni_et = pvlib.irradiance.get_extra_radiation(irrad_data.index, method='asce')\n", "irrad_data.plot()\n", - "dni_et.plot(label='DNI ET')" + "dni_et.plot(label='DNI ET');" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "ground_irrad = pvlib.irradiance.get_ground_diffuse(tracker_data['surface_tilt'], irrad_data['ghi'], albedo=.25)\n", - "ground_irrad.plot()" + "ground_irrad.plot();" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2085,38 +1990,30 @@ "haydavies_diffuse = pvlib.irradiance.haydavies(tracker_data['surface_tilt'], tracker_data['surface_azimuth'], \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", - "haydavies_diffuse.plot(label='haydavies diffuse')" + "haydavies_diffuse.plot(label='haydavies diffuse');" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['dni'] + haydavies_diffuse + ground_irrad\n", - "global_in_plane.plot()" + "global_in_plane.plot();" ] }, { @@ -2128,27 +2025,27 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2203,32 +2102,32 @@ "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['dni'] + haydavies_diffuse + ground_irrad\n", "global_in_plane.plot(label='global in plane')\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2283,7 +2184,7 @@ "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['dni'] + haydavies_diffuse + ground_irrad\n", "global_in_plane.plot(label='global in plane')\n", "\n", - "plt.legend()" + "plt.legend();" ] }, { @@ -2295,7 +2196,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -2327,27 +2228,27 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "Text(0.5,1,'June 1, Albuquerque, NS Horizontal Single-Axis, no backtrack')" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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zPIqMT67WJYtWb41tGXQ2QIcOHcy6des8GKpSeff44sc5cfYE/+v/vwtPrJQPiEhemjrKE08WW33L+Sel05tiTh8+0LnrqgtwKr14S6nCxBhDYJ5ao1eq6CiQKw8R+RTbamVVsX0hjMfeH/65iDyMffo1vcmMhdg7rXZjGybLqdljpfxWmklDJE/NTylVZBRI8sjhKe2/NVjmtOL6fwWxXKV8Sa88VHHmr02yK+X39MpDFWeaPJTKJ5dx6ZWHKrY0eSiVTy7j0isPVWz54jkPrzHGkJSWXYvSSl2cVFcqwRn6TlKq+CjSyeNE0gmu+iy7/mmUunhX1dXtSxVPRTp5lClRhn9d9i9fh6GKsCvreKXLFaX8TpFPHg+3ftjXYSilVJGjFeZKKaXyTJOHUkqpPNPkoZRSKs80eSillMozTR5KKaXyTJOHUkqpPNPkoZRSKs80eSillMozTR5KKaXyzKNPmItIU+Azt0GNgHFAReBRIMYZPsoYs9CTsSillCo4Hk0expgdQBiAiAQCB4FvsF3PvmyMmeHJ5SullPIMbxZb9QT2GGMivbhMpZRSHuDN5HEX8Knb+ydEZKOIvC8ilTJPLCKDRWSdiKyLiYnJPFoppZQPeSV5iEhJYADwhTNoFnAJtkgrGngp82eMMbONMR2MMR2qVavmjTCVUkrlkreuPPoC640xRwCMMUeMMWnGGBfwDtDJS3EopZQqAN5KHnfjVmQlIrXcxt0MbPZSHEoppQqAxzuDEpFg4FrgMbfB00QkDDDAvkzjlFJK+TmPJw9jzBmgSqZh93t6uUoppTxHnzBXSimVZ5o8lFJK5ZkmD6WUUnmmyUMppVSeafJQSimVZ5o8lFJK5ZkmD6WUUnmmyUMppVSeafJQSimVZ5o8lFJK5ZkmD6WUUnmmyUMppVSeafJQSimVZ5o8lFJK5ZkmD6WUUnnmjc6g9gHxQBqQaozpICKVgc+AUGxnUHcYY054OhallFIFw1tXHj2MMWHGmA7O+xHAEmNME2CJ814ppVRmKYm+jiBLviq2uhH4r/P6v8BNHllKWgp8ejfs/Mkjs1dKKY+J2Qkf3w5fPuTrSLLkjeRhgEUiEi4ig51hNYwx0QDO/+oeWXLcQTi2Cz65Az661a4MpZTyZ2diYeEweLML7F8N9S8HY3wd1d94vM4DuMIYc0hEqgM/i8j23HzISTSDAerXr5+/JVcKhX+sgjXvwLKpMOty6DQYrhoOZSrmb55KKeUJLheEfwBLJkJSPLR/EHqMgrJVfR1ZlsR4MaOJyAQgAXgUuNoYEy0itYBlxpim2X2uQ4cOZt26dRe38NPH4JfJEP5fCK4M14yFyx6AAL3hTCnlY4c3w4J/QdRaCO0G10+H6s0verYiEu5W11ygPHrkFJGyIlIu/TXQG9gMfAs84Ez2ADDfk3EANnvfMBMeWw7VmtkV9d61EL3B44tWSqksJZ+GRWPg7e4Quxdufhse+K5AEoenebrYqgbwjYikL+sTY8yPIrIW+FxEHgb2A7d7OI7zarWBQd/Dxs9h0WiYfbUtyuoxGkqX91oYSqlibscPtm7j1AG4bCD0mmhLRQoJrxZb5Vd+i61SY2PZfXWPnCdypYIrDQQICALRYqzMSoaGEtyhPZUHDqRkaKivw1F+7tSxE/w6bjoh61dR7vQpSqal+DokvyIYSpBGAAaDkEogLiTb6Q/VakTfJfkrnPFksZU3Ksx9JqBUKSo/MPDCE8Yfgd1L4PQRqFAfLrkGgit5PsBCwKSmkbRzJye//oYTX3xJlQcGUmXI4wSGlPV1aMrPpKWm8cvM9wmZ+w5Nzsazp1Eb4pu3RcoE+zo0P+Gi5ukd1I2PQDAcDGnDobItLnjCWrJ2LS/FlzdF+sojT1xpsO59WDIZUhPhin9Ct2cgqIxnl1tIpBw9Ssx/XubUvHkEVqtK9WeeocKAAYjecKCAP79fxrGpL1A3Zj+RNS+h9phRtOnV1ddh+Y+D6209a/QGaNwL+r1k7wb1ME9eeWjyyCzhqK3A2vgZVGxg73q49DrvLLsQSNywgcPPTeHspk2UaduWGmNGU6Z1a1+HpXzk0M5IwkdNpPHmVcQGV+TsQ4/T4x/3EaAnFdbZOPjlOVj7DpStBn2mQsubQbIvpipImjy8mTzS7V0B3z8Dx3ZA8xug7zQoX9u7Mfgp43Jxat58jv7nP6QdO0aFW2+h+tNPU6Kqf96Prgpe4ulEFk98mbrff0aAcRF57S30mPAM5SrpTSeAfahv63z4cQTEH4aOj0DPsVC6glfD0OThi+QBkJoMK1+F5dNtZXrPsXYjCAj0fix+KC0hgWNvziJ27lwCSpWi6j/+QeX77kVKlvR1aMpDjDEsnzsf89p/qBEfw+5L29N6ynhCWzfxdWj+40QkLBwKuxZBzdbQfybUbe+TUDR5+Cp5pIv9y16F7PkFarezz4vUauu7ePxM0l97OTL1BU4vX0HJhg2pMWokId26+TosVcD2/LmNLWMm0WRPBEcr1KDMv4fR6c5+vg7Lf6SlwKo3bGsWEgDXjIZOj0Gg7+5L0uTh6+QB9jJ081fw40g4cwy6/AOuHgmlQnwblx+JX7aMoy9MJTkykpAePagxYjglGzTwdVjqIiWcjGPJ2Gk0XDKP1IASHL3pXq4Z/SQly5T2dWj+Y/8fsOBpOLoFmvWHvi9Chbq+jkqTh18kj3SJJ2DxRNsGTfm60G8GNO3r66j8his5mRNz5nDszVmYlBSqPPoIVQYPJqC0HmgKG5fLxfLZnxE0+1UqnznJrrZX0umFsdRslM+25oqixBOweAKEf2iPB9dPg2b+czWmycOfkke6/X/YW++ObnXONKZBhTq+jspvpBw9ytFp04lbsICgOnWoMXo05a65wAObym/sWh3B7rGTCD2wjaiq9agychSX9bva12H5D2Ng05fw00jbCm6Xx/2yJEKThz8mD3DKOF+HZS/aSvRrxkKnR7VC3c3pP9ZwePIkknfvsUVZo0dRsq7vL+dV1uKOnWD5yCmE/vYDZ4JKc/yuh+g1dDBBJYN8HZr/OL4Hvv83/LUM6rSH/q/YZo/8kCYPf00e6WL3OhXqS2yFev9XoHaYr6PyGyYlhdg5c4l54w1IS6PK4Eep8sgjBJQq5evQlMPlcrHszY8Ifvd1yp1NYGennlzx/Biq163h69D8R2oS/D4Tls+AEqWg5zjo8JBfnyxq8vD35AH2MnbL1/DDCFuh3vlx2xa/n13G+lLK4cMcefFF4n/4kaD69ak5ZjQh3bv7Oqxib8eaTewePZ5GB7axv3oo1ceNo12vy30dln/Zu8JWiB/fBS1vgT4vQLmavo7qgjR5FIbkkS7xpO3MZd37flmB5g9Or1zJ4cnPkbx3LyG9elJz5EiC6mh9kbclnIpn8egXabRkHkklShJ7zyP0HDqYEkFFusm7vDl93LY4seET2+JEv/9Ak16+jirXNHkUpuSR7sAa+O5ffnfrnr9wJScT+8GHHJs1C4CqQ4ZQ+aEHCdAHDL3itznf4Hr1JaolHGd3WHe6TJtAtfr+2QCfTxgDER/DorGQFAddn4Luw6Bk4WrkUZNHYUwekPGhoYBAuGaM7TvEj8tIvS3l0CGOvPAC8T8vpmRoKDUnjKdsly6+DqvIOrBtDxHDx9F453qiK9WiwsjRtB/Q09dh+ZeYHbaIKvJ32394/5cLRedMWdHkUViTR7oT+2yF+u7FUCsMbnjFVqyrcxKWL+fwc1NI2b+fCjcOoPrw4ZSoXHg6xvF3yYlnWTx5JrXmfwLAoRvv4dqx/9QH/dylJNrK8N9nQsmy0HsyhN1XqLuqLpTJQ0TqAXOAmoALmG2Mmen0Y/4oEONMOsoYszCneRX65AFOhfo3tqG00zG22YJrRkOpcr6OzG+4zp7l2Ftvcfy99wkMDqb6sKFUuOUWbfb9Iv357RJOvjCFmiei2dWkPW2nTqRBy0t8HZZ/2b3EnuCd2Att7oLez0FINV9HddEKa/KoBdQyxqx3+jEPB24C7gASjDEzcjuvIpE80iWehF8mw9r3bCu9fadB8/6+jsqvJO3eTfT4CSSGh1OmQ3tqTZhAqcaNfR1WoXP84GFWDR3PJX8uJyakCubJZ+g+8CbES82BFwrxR+yDfpu/giqNbYV4o6t8HVWBKZTJ428LEpkPvA5cQXFOHukOrLVPqB/ZDE372buytEL9HONycerrrzkyfQauM2eo8vBDVB0yRJs5yQWXy8XSmR9Q7oM3KZ2SxJ5rbqTXlBGUq6hXuee4XLaJocUTbedv3Z6BK5+2z28UIYU+eYhIKLAcaAX8GxgExAHrgGeMMSey+MxgYDBA/fr120dGRno8Tq9LS4HVb8LSF5xWOJ0KdR+2wulvUo8f5+i0aZya/619NmT8OEKuuMLXYfmtXeFb2DViDA0PbGdfrcaETplM8676wGoGhzfbE7eotdCwO/R7GaoWzSvbQp08RCQE+BWYYoz5WkRqAMcAA0zGFm09lNM8iuSVh7sM7f+3sU2+17nM11H5ldOrV3N4/ASSIyMp378/NUYM186n3CSeOctPY6fT8IfPSQkMIvbeR+k5dDCBJfTOvnOST8OyF2DVm1CmElw3Bdrc6bVe/Xyh0CYPEQkCFgA/GWP+k8X4UGCBMaZVTvMp8skDzvc89sNwOH3UXoH0GA2ltWe2dK6kJI7Pfofjs2cjZcpQ/ZlnqHj7bcW+Qj38u6WcmjKZWiej2dOyCx1fmkyNUC0CzWDHD7BwGJw6AJcNhF4TIbjo381XKJOH2Fq5/wKxxph/uQ2vZYyJdl4/DXQ2xtyV07yKRfJId/YULJkMa9+1zR/0nWa7wS3CZ0d5lfTXXg5PmMCZNWso064dNSdOoPSll/o6LK87dfQ4vw6dQJM1izkWUpmSz4yg8903+Dos/3LqIPzwLGxfANWa22c2GhSfplcKa/K4ElgBbMLeqgswCrgbCMMWW+0DHktPJtkpVskjXVQ4fPdPOLIJLu1rK9Qraj8K6Ywxth/1F18kLSGBKg8/TNV/PF4sGls0xrDqvf8R8PrLhJxNYM9VN9DzxdGEVNSr1HPSUmHNbFg6BVxpcNWzcPkTUKJ4tWBQKJNHQSqWyQPsDvDHW3YHANvQYufHtULdTeqJExydNp1T33xjn1CfNJGynTr5OiyPObrzL9Y/M5oGuyLYX7U+NSZOJKynPpGfwcH1tkI8egM07gX9XoJKob6Oyic0eRTX5JHu5H5bXrvzR6jZGvrPhLrtfR2VXzm9ciXR48aTEhVFxTvuoPqwoQSWKzq3prpSUvjtxTco9+kHGCDypvu5fuxTlCpdvM6kc3Q2Dn55Dta+A2WrQZ+p0PLmYl3kq8mjuCcPsBXq276zFerx0dDxEeg5FkpX8HVkfsN15gwxr79B7IcfUqJKFWqOH0e5XoWnBdTsHPjjT/Y8O5IaRyLZ1rAtLV+cTNM2TXwdlv9Iv9nkxxEQf1j3DTeaPDR5nHc2zhZj/fE2hNSwrfW2uLFYn11llrhpM9Fjx5K0fTvlevemxpjRBFWv7uuw8iz1TCLLx06l+sIviStVlqODnqT/k/dSIrB4312WQYbb3PWqPDNNHpo8/s69XLdJb7h+BlRq4Ouo/IZJSeH4Bx9y7PXXkdKlqfHsMCrcemuhaZpj1+IVHB47lqonjhDRujtXTJ9I/VD/73zIa9xbrJYA205cp8e0PjATTR6aPLKWfkfJL8+BcUGPkdDlHxCo/U2nS963j+ix4zizdi3BnTtTa+IESoaG+jqsbCWdimP5sInUXb6QI2WrkPjUs/QZeEOhSXpesf8P22S69pVzQZo8NHnk7FQULHwWdnwP1VvaJt/rFd07jvLKuFyc/Oorjk6bjklOpuoT/0eVQYOQICfJutIgOQGSEtz+x0NSvH2dlmTPdF2pzv8Um7hdKfbzASVAAm0/LQGB59+XKAklQ2zz3kHB51+XLGtbUy5dMUNz35u//oH4KZMpf/okGzpfR8/p46hRvZIPfjE/lXgCFk+A8A+1l85c0uShySN3ti2wD0TFHYIOD0HPcVCmoq+j8g1j7MEm7qBNrnEHSYmK5MgnK4jfdIRS1UtSq0cQZcrGwplY7GNH+SH5/6wEQJnKJEsl9v0pxbETAAAgAElEQVSaStruJJLKl6Ls7R1pcnVnKF/Htrxcvg4EVym+9VrGwKYvbeu3Z2Khy+Nw9UgoFeLryPyeJg9NHrmXFA9Ln7fPh5StBn1egJa3FM0DT/IZiP0LYvfA8T32tZMoOHUQUk7//TNlKhF3uBJHlqeQeiaNyt1DqXZzFwLKV7EHo5Ih9qqgZMj59yVK26LAgBLO/yDnv9NulMsFJs1ewbhSz79OPWtjTDlt21Vy/0uKw5w+zoElfxL//XYk2UXpNoHUb5dMieTjdj7uAkueTySVGkLl9L9G9q+o3ll0fA98/2/4axnUaQ/9X4FabXwdVaGhyUOTR94dirBPqEdH2Aelrp9hDzaFUcJROLoVjmyFmO02SRzfA/GHMk5XtjpUrGcPsBXqQYU651+Xr22TqVOhmhYXx9HpMzj5xRcE1atHrcmTvNr97YnIA6z910jqbQtnb9UGVJ4wkS69OtuRrjTbYVjcQXsVGXfo/OtTURC7FxIOZ5xhcBWbRKo2herNbFMc1ZvZ718YTxxSzsJvL9u/EqXsVXSHh7QL5zzS5KHJI39cabDmHdv5lCsVrhoOXZ/03wr11CTbv8nhTTZRHN0KR7fBmWPnpwmuYjvtqXwJVGnk/L/EHjjz0Svj6TVrODx2HMmRkVS8/TaqP/usRx8uNC4Xq159n1LvvUGAK42d/e7hhon/JrhMHh/2Sz5tuzeO/ev83/E9tv/t00fPT1eqPFRravvgrtkGarWFGq2gZHCBfq8CtXuJvf029i9odZtt/bac3mmWH5o8NHlcnFMH4cfh9iHD6i3spX/9zr6NKT1RHIqwV0eHImyySC+uKRkC1ZpBjRY25vQ/D3QN6jp7lmOvv87x9z+gRNWq1JwwgXLX9Cjw5RzZtouN/xpO3cht7KzTlNDnn6Nt5xwblM6f08chZptNvDHb4eh2+9smxtrxEgBVL4VaYTaZpP/5ug4h7hD8NMp211ylsb1avqTg10NxoslDk0fBcG+Wuv0g6DXB9mvgDXGHYP9qOLAGDqy2HfKk361UphLUbmcPZrWdA1qF+hnuRPKGxE2biR49mqSdOynfrx81Ro+iROWLb7bblZLCihdeo+JnH5IcEEjkHY9ww4ghlAryYhGMMbboK3pDxr94p01SCYAaLaFeZ6jbyd6tVynUO0Ve5xoxfB7SkqH7ULjin0WuVz9f0OShyaPgJCXYDnFWz7L9GfSeAm3uKNiDRFqqvQf/wBonYfxhExZAiTK24rNex/MJo2J9vymXN8nJHHvnHY699TaBISHUGD2a8v2uz/dzFvvXbmD3sBHUOryPrY3CaD19Cpe2bFTAUV+E+CM2iUSthag1ELXO3q4Mto6oXmeo29H+r3NZwR/QD6yF75+2RZWNe8H1020RpCoQmjw0eRS86I32CfWD4fZMs+9Ue1DPD1eaPQDtWwF7l9uEkX4AKlfLHnjqd7FnszXb+G+di5ukXbs4NHoMZzduJKRHD2pOGE9QjRq5/nzq2SR+Hfsi1Rd8RkLJYGIefJLrn7zP/5sWcaXZ4q4Df9iEcuAPW/cA9q6zep0gtDs07Aa1L8t/E+fxh+3DrX9+ZLeRvlOh+QC/OYkoKjR5aPLwDJcLNnxqH7w6fRTC7rNPqV/oaV1jbFn63uX2b98K24kV2HqK0Cuh/uX2QFOhXqE9IJi0NGLnzCVm5kykRAmqD3+WirfddsGrkJ1Lfid67Fiqx0azsdWVdJ0xkXqhtb0UtQecPmaTyL7fYO8K28cM2Acf63eB0G62L/BaYRduHiT5NKx8HX6faYuoOj8GV4/I180O6sKKZPIQkT7ATCAQeNcYMzW7aTV5eNjZOFgxwxZlIdD+AejwsL3VE2yyOLYLIn9zDiDL7a2kYMvFG3aHhlfZg0i53J+dFxbJkZG2iZM1awi+vAu1Jk2iZL16f5suKS6eX5+dTJ1lCzgeXJHEJ4fRe9BNRa9pkTOxdjvYt8Imk5htdnjJcvaK5JJr7F/lRudPHM6egvVzYdXrtp6l+QBb51blEl99i2KhyCUPEQkEdgLXAlHAWuBuY8zWrKbX5OElJ/fDr9Ngw/9sZXalUPucwLFd52//LFfLSRbdbbIoJo0xGpeLk59/wdHp0zEuF9X/9U8q3XcfEmgrvTfN+4m45yZTMSGWzZ2u5epp46lRs+j3kQ1AQsz5Iss9v8DJSDs8pIa9TTgpHo5ssVcaDa6Aa8ZAg66+jbmYKIrJ43JggjHmOuf9SABjzAtZTa/Jw8tOH7PFWYf+tLf5Vqxvi6JCr8x4NlkMpURHEz1hAqd/XU6ZsDBK97qWLT+toPam1RyqUIMSz47hqlsLfx8iFyX2L/usxsFwe+IRVMZWtre82d4kobymKCaP24A+xphHnPf3A52NMU9kNb0mD+VPjDHELVhA1OQpBMSd4mTJsuzveh19XhxJhQra3pLyH55MHr5q/D6rU9cMWUxEBgODAerXr++NmJTKlbizqUxNacDX3Z+lSfkSjL73Cu68pIqvw1LKq3yVPKIA9xrHukCGhoqMMbOB2WCvPLwXmlLZW7TlMGPnbyYmPolHezbn6V6XUtqbD/sp5Sd8lTzWAk1EpCFwELgLuMdHsSh1QTHxSUz4bgvfb4ymea3yvDuwI63rFtGWbJXKBZ8kD2NMqog8AfyEvVX3fWPMFl/EolROjDF8vf4gkxZsJTEljWHXNWVw90YE+fvDfkp5mM86/DXGLAQW+mr5Sl3IgdgzjPpmEyt2HaNDg0pMvbUNjatrhbhS4MPkoZS/SnMZ5qzax/SfdiDA5Btbcm/nBgQEFN9blJXKTJOHUm52HYnn2a828uf+k1zdtBpTbm5NnYplfB2WUn5Hk4dSQHKqi1nL9vDG0t2ULRXIy3e25aawOkWvaRGlCogmD1XsRRw4yfAvN7LjSDw3tK3N+BtaUDVE+5JQKieaPFSxdSY5lZcW7eSD3/dSvVxp3h3YgV4til7Djkp5giYPVSz9ujOG0d9sIupEIvd1qc+zfZpRvrT/9zOilL/Q5KGKlROnk5m8YCtf/3mQRtXK8sWQy+kYWkxav1WqAGnyUMWCMYZvNxxi0ndbOZWYwpPXNOb/ejTWpkWUyidNHqrIO3gykTHfbGLpjhja1qvIx7e2plnN8r4OS6lCTZOHKrLSXIa5q+zDfi4D4/q34IGuoQTqw35KXTRNHqpI2nkknuHOw37dL63GlJtaUa9ysK/DUqrI0OShipSk1DTeXLqHN5ftJqRUCX3YTykP0eShiozwyFiGf7WJ3UcTuCmsNmP7t6CKPuynlEdo8lCFXvzZFKb/tIO5qyOpXaEMHzzYkR5Nq/s6LKWKNE0eqlBbtOUw47/dwuG4szxweSjDrmtK2VK6WSvlabqXqULp0MlExn+7hZ+3HqFpjXK8ce9lXFa/kq/DUqrY8EjyEJHpwA1AMrAHeNAYc1JEQoFtwA5n0tXGmCGeiEEVTalpLv67KpKXFu3AZQwj+jbj4Ssbas9+SnmZp648fgZGOt3NvgiMBIY74/YYY8I8tFxVhG2MOsnIrzex5VAcPZpWY9KNevutUr7ikeRhjFnk9nY1cJsnlqOKh/izKby0aCdzVu2jakgp3rz3Mvq2qqm33yrlQ96o83gI+MztfUMR+ROIA8YYY1Zk9SERGQwMBqhfv77Hg1T+xxjDT06F+NH4JO7v0oCh1zXV1m+V8gP5Th4ishiomcWo0caY+c40o4FU4GNnXDRQ3xhzXETaA/NEpKUxJi7zTIwxs4HZAB06dDD5jVMVTlEnzjB+/haWbD9K81rlefv+DoTVq+jrsJRSjnwnD2NMr5zGi8gDQH+gpzHGOJ9JApKc1+Eisge4FFiX3zhU0ZKS5uKD3/fy8s+7ABjTrzmDuoZSQivElfIrnrrbqg+2gvwqY8wZt+HVgFhjTJqINAKaAH95IgZV+Py5/wSjvtnMtug4ejWvzsQbW1GnYhlfh1XkpKSkEBUVxdmzZ30diiogpUuXpm7dugQFea9I11N1Hq8DpYCfnUrN9FtyuwOTRCQVSAOGGGNiPRSDKiROnE5m+qIdfLpmPzXKleat+9pzXcsaWiHuIVFRUZQrV47Q0FD9jYsAYwzHjx8nKiqKhg0bem25nrrbqnE2w78CvvLEMlXh43IZvgg/wNQfthN3NpUHuzbk370vJUSfEPeos2fPauIoQkSEKlWqEBMT49Xl6l6qfGLzwVOMnb+ZP/efpGNoJSbd2IrmtbSDJm/RxFG0+GJ9avJQXnUqMYX/LLKNGFYuW5KXbm/LLZdpk+lKFTZ6C4vyCmMMX4ZH0fOlZcxdHcn9XRqw5JmrubV9XU0cxczJkyd58803C2ReEyZMYMaMGQUyr3TLli1j5cqV594PGjSIL7/8MtefL8jv5880eSiP2xYdxx1vr2LoFxuoVzmYb5+4kok3tqJCGX3YrzjK7uCalpbm1ThSU1OzHJ45eeSVJg+lLlL82RQmfbeV/q/9xp6Y00y7tQ1fDelKqzoVfB2a8qERI0awZ88ewsLC6NixIz169OCee+6hdevWANx00020b9+eli1bMnv27HOf+/HHH7nsssto27YtPXv2/Nt833nnHfr27UtiYiJ79uyhT58+tG/fnm7durF9+3bAXkX8+9//pkePHgwfPvxv89i3bx9vvfUWL7/8MmFhYaxYYRvAWL58OV27dqVRo0YZrkKmT59Ox44dadOmDePHj//b9xs2bBgJCQn07NmTyy67jNatWzN//vyC+zF9SOs8VIEzxjA/4hBTFm7jWEIS93Sqz7DrmlIxuKSvQ1OZTPxuC1sP/a2Bh4vSonZ5xt/QMtvxU6dOZfPmzURERLBs2TL69evH5s2bz91m+v7771O5cmUSExPp2LEjt956Ky6Xi0cffZTly5fTsGFDYmMz3uH/+uuvs2jRIubNm0epUqUYPHgwb731Fk2aNOGPP/7gH//4B7/88gsAO3fuZPHixQQGBv4tttDQUIYMGUJISAhDhw4F4L333iM6OprffvuN7du3M2DAAG677TYWLVrErl27WLNmDcYYBgwYwPLlyzN8P7BXON988w3ly5fn2LFjdOnShQEDBhT64lpNHqpAbYo6xYTvthAeeYI2dSvw7sAOtNVmRVQOOnXqlOH5hFdffZVvvvkGgAMHDrBr1y5iYmLo3r37uekqV658bvq5c+dSt25d5s2bR1BQEAkJCaxcuZLbb7/93DRJSUnnXt9+++1ZJo6c3HTTTQQEBNCiRQuOHDkCwKJFi1i0aBHt2rUDICEhgV27dv2tLT5jDKNGjWL58uUEBARw8OBBjhw5Qs2aWbXuVHho8lAF4lhCEjN+2sFn6w5QpWxJpt3ahtva1yUgoHCfXRV1OV0heEvZsmXPvV62bBmLFy9m1apVBAcHc/XVV3P27FmMMdmeqbdq1YqIiIhzD8m5XC4qVqx47sw/p+XlVqlSpc69dlpbwhjDyJEjeeyxxzJMu2/fvgzvP/74Y2JiYggPDycoKIjQ0NAi8XS/1nmoi5KS5uK93/bSY8YyvgyP4uErGvLL0Ku5o2M9TRwqS+XKlSM+Pj7LcadOnaJSpUoEBwezfft2Vq9eDcDll1/Or7/+yt69ewEyFFu1a9eOt99+mwEDBnDo0CHKly9Pw4YN+eKLLwB7kN+wYUOBxOfuuuuu4/333ychIQGAgwcPcvTo0b99/tSpU1SvXp2goCCWLl1KZGRkrmPxZ3rlofJt+c4YJi3Yyu6jCXS/tBrj+regcfUQX4el/FyVKlW44ooraNWqFWXKlKFGjRrnxvXp04e33nqLNm3a0LRpU7p06QJAtWrVmD17Nrfccgsul4vq1avz888/n/vclVdeyYwZM+jXrx8///wzH3/8MY8//jjPPfccKSkp3HXXXbRt2zZX8d1www3cdtttzJ8/n9deey3b6Xr37s22bdu4/PLLAQgJCeGjjz7ikksuOff9+vbty/Dhw7nhhhvo0KEDYWFhNGvWLD8/m9+R9Eswf9ahQwezbp02vOsv9h8/w+Tvt/Lz1iM0qBLM2H4t6Nm8eqGvACwutm3bRvPmzX0dhipgWa1XEQk3xnTwxPL0ykPl2umkVN5ctpt3lu+lRKDwbJ+mPHxlQ0qVyFvlo1Kq8NPkoS4oISmVnzYfZtpP2zkSl8TN7eowom8zapQv7evQlMq3Dz74gJkzZ2YYdsUVV/DGG2/4KKLCpUgnj5Nnkrl1Vv6fFFWQ5jLsjz2Dy0DrOhV48972tG9QyddhKXXRHnzwQR588EFfh1FoFenkERggNNOWWi/agLa16dSwCl0vqaJ3UCmlAA8mDxGZADwKpDcyP8oYs9AZNxJ4GNsh1FPGmJ88EUO50kG8cc9lnpi1UkoVa56+8njZGJOhyUsRaQHcBbQEagOLReRSY4x3W0VTSimVb754SPBG4H/GmCRjzF5gN9DJB3EopQqB66+/npMnT/o6DJWJp5PHEyKyUUTeF5H0WtY6wAG3aaKcYUop9TcLFy6kYkVtH83fXFTyEJHFIrI5i78bgVnAJUAYEA28lP6xLGb1tycVRWSwiKwTkXXe7ptXKeVZWTW7/umnn9K6dWtatWqVobn00NBQjh075qtQVTYuqs7DGNMrN9OJyDvAAudtFFDPbXRd4FAW854NzAb7hPnFxKmUysYPI+DwpoKdZ83W0HdqjpNkbna9X79+DB8+nPDwcCpVqkTv3r2ZN28eN910U8HGpgqMx4qtRKSW29ubgc3O62+Bu0SklIg0BJoAazwVh1LK/7z66qu0bduWLl26cODAAd59912uvvpqqlWrRokSJbj33ntZvny5r8NUOfDk3VbTRCQMWyS1D3gMwBizRUQ+B7YCqcD/6Z1WSvnIBa4QPCGrZtfbtm3Lnj17vB6Lyj+PJQ9jzP05jJsCTPHUspVS/iurZtcTExP59ddfOXbsGJUqVeLTTz/lySef9HWoKgdF+glzpZT/yarZ9Vq1avHCCy/Qo0cPjDFcf/313Hjjjb4OVeVAk4dSyqtKlSrFDz/8kOW4e+6552/DMvfMp/yD9iSolFIqzzR5KKWUyjNNHkoppfJMk4dSSqk80+ShlFIqzzR5KKWUyjNNHkoppfJMk4dSqlC5++67adOmDS+//LKvQzln3LhxLF68uEDm9corr3DmzJlz70NCQgpkvgVNHxJUShUKqampHDt2jJUrVxIZGenrcDKYNGlSgc3rlVde4b777iM4OLjA5ukJmjyUKsZeXPMi22O3F+g8m1VuxvBOw7Mdf/r0ae644w6ioqJIS0tj7NixDB8+nHXr1lG1alXWrVvH0KFDWbZsGRMmTODQoUPs27ePqlWrsnnzZo4ePUpYWBivvfYa27dvZ/bs2SQnJ9O4cWPmzp1LcHAwR44cYciQIfz1118AzJo1i65du/LRRx/x6quvkpycTOfOnXnzzTcJDAzMMs7HH3+ctWvXkpiYyG233cbEiRNZt24djzzyCABpaWls3rwZYwyDBg2if//+3HbbbYSGhnLPPfewdOlSUlJSmD17NiNHjmT37t0MGzaMIUOGsGzZMmbMmMGCBbaniieeeIIOHToQFxfHoUOH6NGjB1WrVmXp0qUAjB49mgULFlCmTBnmz59PjRo1CnKV5YsWWymlvOrHH3+kdu3abNiwgc2bN9OnT58cpw8PD2f+/Pl88sknfPvtt1xyySVERETQrVs3brnlFtauXcuGDRto3rw57733HgBPPfUUV111FRs2bGD9+vW0bNmSbdu28dlnn/H7778TERFBYGAgH3/8cbbLnTJlCuvWrWPjxo38+uuvbNy4kQ4dOhAREUFERAR9+vRh6NChWX62Xr16rFq1im7dujFo0CC+/PJLVq9ezbhx43L8rk899RS1a9dm6dKl5xLH6dOn6dKlCxs2bKB79+688847Oc7DW/TKQ6liLKcrBE9p3bo1Q4cOZfjw4fTv359u3brlOP2AAQMoU6ZMluM2b97MmDFjOHnyJAkJCVx33XUA/PLLL8yZMweAwMBAKlSowNy5cwkPD6djx44AJCYmUr169WyX+/nnnzN79mxSU1OJjo5m69attGnT5ty49evXs2jRomxjTv+uCQkJlCtXjnLlylG6dOk898desmRJ+vfvD0D79u35+eef8/R5T9HkoZTyqksvvZTw8HAWLlzIyJEj6d27NyVKlMDlcgFw9uzZDNOXLVs223kNGjSIefPm0bZtWz788EOWLVuW7bTGGB544AFeeOGFC8a4d+9eZsyYwdq1a6lUqRKDBg06F9eWLVsYP348y5cvz7bIq1SpUgAEBASce53+PjU1NcP3zeo7uwsKCkLE9t4dGBhIamrqBeP3Bi22Ukp51aFDhwgODua+++5j6NChrF+/ntDQUMLDwwH46quvcj2v+Ph4atWqRUpKSoYiqJ49ezJr1izA1k3ExcXRs2dPvvzyS44ePQpAbGxsthXvcXFxlC1blgoVKnDkyJFzrQCfOnWKu+66izlz5lCtWrV8fX+ABg0asHXrVpKSkjh16hRLliw5N65cuXLEx8fne97e4pErDxH5DGjqvK0InDTGhIlIKLAN2OGMW22MGeKJGJRS/mnTpk0MGzaMgIAAgoKCmDVrFomJiTz88MM8//zzdO7cOdfzmjx5Mp07d6ZBgwa0bt363EF35syZDB48mPfee4/AwEBmzZrF5ZdfznPPPUfv3r1xuVwEBQXxxhtv0KBBg7/Nt23btrRr146WLVvSqFEjrrjiCgDmzZtHZGQkjz766LlpIyIi8vwb1KtXjzvuuIM2bdrQpEkT2rVrd27c4MGD6du3L7Vq1TpX7+GPxBjj2QWIvAScMsZMcpLHAmNMq7zMo0OHDmbdunWeCE+pYmfbtm00b97c12GoApbVehWRcGNMB08sz6N1HmIL6u4ArvHkcpRSSnmXpyvMuwFHjDG73IY1FJE/gThgjDFmRVYfFJHBwGCA+vXrezhMpVRx1blzZ5KSkjIMmzt3Lq1bt/ZRRIVDvpOHiCwGamYxarQxZr7z+m7gU7dx0UB9Y8xxEWkPzBORlsaYuMwzMcbMBmaDLbbKb5xKKZWTP/74w9chFEr5Th7GmF45jReREsAtQHu3zyQBSc7rcBHZA1wKaIWGUkoVIp68VbcXsN0YE5U+QESqiUig87oR0AT4y4MxKKWU8gBP1nncRcYiK4DuwCQRSQXSgCHGmFgPxqCUUsoDPJY8jDGDshj2FZD7J4CUUkr5JX3CXClVqHirP4/nn38+w/uuXbsCsG/fPlq1so+qRUREsHDhQo/G4a80eSilCoXU1FQOHz7MypUr2bhxI08//bRHl5c5eaxcufJv0xTn5KENIypVjB1+/nmSthVsfx6lmjej5qhR2Y4vDP15jBgxgsTERMLCwmjZsiUff/wxISEhJCQknJsmOTmZcePGkZiYyG+//cbIkSO58847C/S39Gd65aGU8qrC0J/H1KlTKVOmDBEREdlOU7JkSSZNmsSdd95JREREsUocoFceShVrOV0heEph6c9D5UyTh1LKqwpDfx7qwrTYSinlVYWhPw+wnTClpKTkuPzC0veGJ2jyUEp51aZNm+jUqRNhYWFMmTKFMWPGMH78eP75z3/SrVu3bHvny0p6fx7XXnstzZo1Ozd85syZLF26lNatW9O+fXu2bNlCixYtzvXn0aZNG6699lqio6OznffgwYNp06YN9957b7bT9OjRg61btxIWFsZnn32W67iLAo/351EQtD8PpQqO9udRNHm7Pw+98lBKKZVnWmGulCrWtD+P/NHkoZQq1rQ/j/zRYiuliqHCUNepcs8X61OTh1LFTOnSpTl+/LgmkCLCGMPx48cpXbq0V5erxVZKFTN169YlKiqKmJgYX4eiCkjp0qWpW7euV5d5UclDRG4HJgDNgU7GmHVu40YCD2M7fXrKGPOTM7wPMBMIBN41xky9mBiUUnkTFBREw4YNfR2GKuQutthqM7af8uXuA0WkBbYnwZZAH+BNEQl0uqB9A+gLtADudqZVSilViFzUlYcxZhuAiGQedSPwP2NMErBXRHYDnZxxu40xfzmf+58z7daLiUMppZR3earCvA5wwO19lDMsu+FKKaUKkQteeYjIYqBmFqNGG2PmZ/exLIYZsk5WWd7yISKDgcHO2wQR2XGhWH2kKnDM10HkUmGJtbDECRqrJxSWOMH/Y23gqRlfMHkYY3rlY75RQD2393WBQ87r7IZnXu5sYHY+lu1VIrLOU23HFLTCEmthiRM0Vk8oLHFC4Yq1oHmq2Opb4C4RKSUiDYEmwBpgLdBERBqKSElspfq3HopBKaWUh1zsrbo3A68B1YDvRSTCGHOdMWaLiHyOrQhPBf7PGJPmfOYJ4CfsrbrvG2O2XNQ3UEop5XUXe7fVN8A32YybAkzJYvhCYOHFLNfP+H3RmpvCEmthiRM0Vk8oLHFC4Yq1QBWK/jyUUkr5F23bSimlVJ5p8rgAEWkmIg/7Oo7cEJFyvo6hqBGRKr6OIbdEpJGIXOLrOHJDRFqKyAhfx3EhIlLJ1zH4K00e2RCRsiLyH2AZcIs/H0REJEREXgbmisjNIhLq45Cy5MT5pohc5+tYLsSJ9SXgWxEZKSJdfB1TdpxY/wPMwz534LfcftcFwJ3+muyc/f9l4GsReURE2jnD9Zjp0B8iCyJyK7AOiAceBQKNMcd9G1XWnPbCXnPeTgcaA8/7LqKsiUht4B3gDuAeEanm45CyJSKXAd85bx8HymPj9jsi0gxYAoQaY9oYY/y2ZyMR6Q38CiQB9wHbgTifBpW9F4DSwBAgGXgTwBjj8mVQ/kSThxsRCXJe7gBuNcaMN8Z8BzRwWgNGsmjIyxdEJP1OuVpAa2PM08aY34EfgTARedJ30WXpDPAK9iHRSkAfJ/H5o2js7eXPGGM2AiWB9T6OKTuJ2GeoPgEQkQ4i0spPizB3A3cZYzLinjAAAAeJSURBVEY522oroCf41X4V4BRVNQJGGmN2AF8DtUVkUvo0vozRX+iPwLl6jQ+AiSLSANhijNkqIiVFJBh7iV0dwPj49jS3WCeJSANjTBRwVETGOJOUxj6MOVBEqvswziYi8mz6e2PMSWCjMSYR+C9wJx5sOiEvsog12ln/5URkJvaqo7dT5FbDd5FmGWsksALoKyLrgZeBkcAcEcmqWSGvyRwrsNcYs8t5QBjgI2zL2z7dr9zjNMa4jDEngLJAep1MXeBn4DERqa1XH1axTx5OXcYH2OblA4GJwO0AxphkY8wZ7JlyHWd6n50tZxHrFBHpD/wTeEhE3gM+BD7HHlDCfBTnPcAvwDCnjTJEJNBJHBhjvgJOYlshCMp+Tp6XXazO6ARgnjGmHvAYkILdPnwiq1gdP2GbBJpjjOkGPAFEAmP+PhfvyCbWALD7lfM+KH2Yr87mc/hNBwNdRWQu9lm2D4GPgX5eD9JfGWOK9R9wBbDEeR2ALYt9G2jrNs0AINxPY30Pm9iCgR5AZWf890CYj+LsDlwDXI4t7gl2hgsQ4Lzu4MTYFLgfaOpnsQZmMe0DwFgfrv8sY3XGVco07cPAKH+L1dlu058vuwrbRYNPYszFb1oOuAyo4rx/A+jlvBZfxu0Pf8X+ygO7wZQSkfbGXo7+jj2Lu9Ftmkhgi4jU90WAbrKKNRJ42Bhzxhiz1BgTKyKdsAdqn1RGGmOWAyuMMauATdjeJsEmDpczzTrAhb0x4VHsWb3X5RBrhmIUEQnDno3u8WqAbrKLVUQCjC1qwXnfDngI2OuLOCHH31WMc/R1hm/25Z1sOfymgcaYeGPMemPM/7d3LqFWlVEc/y3siqXee4kITHpBhBaVTVTKHlBSN4PIspImRRE0imYVUZEhZUJkUkEEZVkOihoEFj2cWBMxKAgcFDlIIqOikpDMVoP1XdxeH3S8Z5+919n/H3zss1+XH4d97trfa32/lN/UQuC3cl/nZ1d3Jngcp7lphEiXcjOAu38PfA3MNbNTyzUOjBHNGLXTo+tXhOu4mY2Z2TNEbeRNL4tuNeCJu08Gg2eJ9viL/FB+sxlmdgfRrHafu1/ZQtd/y32nm9lmYqTYBnd/q07PabqOm9lkNuoN7v52C10PVi4ZB34iXtZqZRrP6hyLJbVfB1519511u6ah6arPIAqwDniEKVX7yvlriX+4K8r++USn88mJXGeV/cvb4Dnl2ieJHx7AEqJWNL8t3+lxXBeX7UQC1yVluzyDKzCSwbNsFw7KNVMZ6pqHmZ1ShtfdDlwCXHqMS3cQ48/XmNmZwMXE29DsgYjSF9dRAI8hkG3wrLIGuMnM9gE3EP0Je2rUBPriemNpvthapyf0xXVFcf24Tk/oi+tE+Tu1Ds/tx7NqZid5WW5bHM5QBg8zGy0f/wbeAS4g0sNfVf7hHoa7/+7um4hRFWuBx4F17l77CmF9dN3bJs9yj1lMBnyXaH+/3mPuzD9JXB/zw5tZ5Nof1yfc/YCX1/oWe9b+rKam6apPPwsxpPYVYCsxNv+MyrkFwBvASqZUmamMnKAy2kKuJ+5ZuWYm8UNs7Xcq1+FwzeI5LGXYah5PAweJNs6lZQuAu+8CdgJXEysbUjnnlc9/DUKUPK4n5AnxNucxV+bDAXiCXOsii2sWz6FgaIKHRTqGEWCtu28DngLGzOyBymWbiQWwLjSzu62hBH1ZXKfrWQ10cpWrPIeLoQke7v4nke7ilrL/K7CeSNMx2Zn8M7CHGMr4ENEmKtfknnKVaxbPoaLpdrNeCzGTejkws3JsRtkuA74BZpf9WcBLwOqyv4iYVPegXPN5ylWuWTy7UFLVPMzsXiKN81JgTuWUlzbL7cQs7PUA7r6faAOdHDX1LZEG4zm55vKUq1yzeHaGpqPX/y1EKu8PgAVTjldHH51FzHfYDdxFJDHbCVwj17yecpVrFs8ulVbXPOzQmhUQw/D2uvsuixTKt5nZue7uZjbfzLYAL7j7H0RSuNOIrKJr3f1TuebylKtcs3h2lqaj19EKMSJiPfA8Jd0CkVH2I+AKYpb1y0Ta8dXAYuBRueb3lKtcs3h2vTQucIRQ5D16kVgo5k7gE+D+cu5zYBuxch5EnqcfKGm+y7EjUml33TWLp1zlmsVTpZ3BYxT4Aphb9q8rD9NyIrf+PiprPwBbgLPL54Hm2M/imsVTrnLN4qnSwj4PjzbL3USHF8Tbxg5gpbt/CWwC7jGzFWb2GlHF3VPudbnm9ZSrXLN4ivZOEnwPWGRm89x9H7FmxQEzO4+Y3PMZ0db5nbvf6s0mL8vimsVTrnLN4tltmq76HK0A84i8NA9Xjm0HllX2B7YewDC4ZvGUq1yzeHa9tLLm4e4/Au8Tq3qtMrNzgP1U0gn4odW/GiWLaxZPkGtdZHHN4tl1JheibyVmNgGsAi4DNrr7xoaVjkkW1yyeINe6yOKaxbOrtDp4AJjZCNEX1vp2zSyuWTxBrnWRxTWLZxdpffAQQgjRPlrZ5yGEEKLdKHgIIYToGQUPIYQQPaPgIYQQomcUPIQQQvSMgocQQoieUfAQQgjRMwoeQggheuY/hmCG/O4pDlMAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2361,7 +2262,7 @@ " backtrack=False, gcr=2.0/7.0)\n", "tracker_data.plot()\n", "plt.ylim(-100,100)\n", - "plt.title('June 1, Albuquerque, NS Horizontal Single-Axis, no backtrack')" + "plt.title('June 1, Albuquerque, NS Horizontal Single-Axis, no backtrack');" ] }, { @@ -2375,27 +2276,27 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "Text(0.5,1,'June 1, Albuquerque, NS Horizontal Single-Axis, with backtracking')" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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\n", 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wMhgMBoO9OGUcj1JqFbrjzJG+XB1A+T26czJ1+y9KD8Q6iu4Yz5InhMFgMBgKPq4cQBqYWuWyvstb2ytx7SCjUK4dsGcwGAyGQowdM5ymN5gu3fY+ERmCNSre19e3ad26WR3cbDC4nnNx5zgVe4p6ZerhlushIgaDa9i6detZpVQ5u3U44krDc1pEgpRS4SISBKT62Idy7ejWymQw67RSaip6bADNmjVTW7ZscaFcgyF7fLPrGz7Y+gFr7l2Dj2e6EzcYDLYjItmZTitPcGUxbR5XR7M/CMx12D5QRIqJSHX0LLZZmljOYMhPpFiTILi75cmimgZDocEpNR4RmY6eP6ms6FUj30Qv2jZDRB5BTyR5N4BSareIzAD2oOc2e9p4tBkKIqmGx63ArKdoMOQPnGJ4Mpk1oGMG+49DT+VgMBRYkq3ykunfMRiyh3liDIYckjoGzhgegyF7mCfGYMghySoZQRDJ1qoHBkORxxgegyGHKKVwv/4abwaDIQ12jOPJU05EnyAxJdFuGYZCSGR8pKntGAw5oNAbnmeWP83h6KN2yzAUUkp6lbRbgqEwE3EAds6Adi+Dh5fdapxG4TY8yYm8eCacmJLVodVT19/fYMgmVUpmaaVfgyH7JCfCrMcg6jg0fwxKBNqtyGkUbsPj7knbevfAX2Og0cNQv9/1jzEYDIb8wMp3IXw7DPixUBkdKArOBbc+B0FNYMGLEHPWbjUGg8FwfUK3wuqJ0GQw3NjHbjVOp/AbHncP6Pc5XI6GhcPsVmMwGAyZk5QA84aCXwXoNt5uNS6h8BsegMAb4bbhsHs27J5jtxqDwWDImLUfwpk90GsSFC9ltxqXUDQMD+gmt4o3wYIXTJObwWDIn0Tsh1XvQf3+UKe73WpcRtExPKlNbvEXYOkbdqsxGAyGa0lJgXn/Ay9f6P6u3WpcStExPADl68Etz8D2aXBsnd1qDAaD4SpbvoYTG6Dr2+CXr9ZtczpFy/CAHohVqirMf0F34hkMBoPdXDwFy0dDjQ7QOKPJ/gsPRc/wePlAj3chYi9s+NRuNQaDwaCb/5Pioef7UASmYSp6hgd0p12dnnqAVtRxu9UYDIaiTMha2PEr3PI/CKhpt5o8waWGR0TqiMh2h0+0iDwnIqNE5KTD9h6u1JEu3Sfo70Uj8jxpg8FgACA5CRa+BKWqQNsX7VaTZ7jU8Cil9iulmiilmgBNgVhgthX8QWqYUmqhK3WkS+kq0O4l2L8ADi3P8+QNBoOBzV/Cmd16oKiXj91q8oy8bGrrCBxWSh3LwzQzp/XT4F8dlryqJ+QzGAyGvOLiafj7bajZEer2sltNnpKXhmcgMN3h/1AR2SEi34iIf3oHiMgQEdkiIlsiIiKcr8ijGHQdBxH7YMs3zo/fYDAYMuKv0ZAYp8fsFAGHAkfyxPCIiBfQB/jN2vQ5UBNoAoQD76d3nFJqqlKqmVKqWblyLvJrr9NDuzD+PQ5izrkmDYPBYHAkbDv8Mw1aPg5la9mtJs/JqxpPd2CbUuo0gFLqtFIqWSmVAnwJtMgjHf9FRLevXr4EK962TYbBYCgiKAVLXgOfMrqfuQiSV4ZnEA7NbCIS5BB2B7Arj3SkT/l60PxR3dx2eretUgwGQyFn33w4tgbavwLepe1WYwsuNzwi4gN0BmY5bH5XRHaKyA6gA/C8q3Vcl/YjoFhJM4+bwWBwHUmX4c+RUK4uNP0/u9XYhstXIFVKxQIBabbd7+p0s41PGWg3DP58HQ7/DTU72K3IYDAUNjZ+AeePwn0z9cTFRZSiOXNBRjR/TM/jtvQNPVOswWAwOIvYSFg1EWp1hlqd7FZjK8bwOOJZHDqOhFM7YNfvdqsxGAyFiTWT9ErInd+yW4ntGMOTlgZ3QYVGsHwMJMbbrcZgMBQGLpyEjVOh8UAIrG+3Gtsxhictbm7QZQxcOK6nszAYDIbcsmI8oLQnm8EYnnSp0V63wa6aqFcsNRgMhpwSsV8vPtnsEfCvZreafIExPBlx+0iIj4INn9utxGAwFGT+GgOevtpr1gAYw5MxFZvoifvWfwpx5+1WYzAYCiKhW2DvH3DLM+Bb1m41+QZjeDKj/SvaC2XdJ3YrMRgMBZG/3wafAGj9lN1K8hXG8GRGhQZQ/w7YOMVMIGowGLJH6BY4vFzXdoqVsFtNvsIYnuvR/hVIiIF1H9mtxGAwFCRWTgDvMnpguuEajOG5HuXqQMO7YdOXcOmM3WoMBkNB4ORWOPgn3DIUivnZrSbfYQxPVmg/Qk/ut26y3UoMBkNBYOW7ULy0qe1kgDE8WSGgpu7r2fKt8XAzGAyZE7YdDiyG1kOheEm71eRLjOHJKrc+CwmXYPPXdisxGAz5mZXvQvFS0HKI3UryLcbwZJWgRno2g41T9DrpBoPBkJYz+2D/Amj5pDY+hnTJi4XgQqxF37aLyBZrWxkRWSoiB61vf1frcAq3PgcxEbD9Z7uVGAyG/MiGT8HDG1qY2k5m5FWNp4NSqolSqpn1fwSwXClVG1hu/c//BLeBSs20k0Fykt1qDAZDfuJSBPz7KzQZBL4B19+/CGNXU1tf4Hvr9/dAP5t0ZA8RaPMcnA+BvXPtVmMwGPITm7+C5MvQysxScD3ywvAo4E8R2SoiqfXPQKVUOID1XT4PdDiHOj0hoDas+RCUsluNwWDIDyTGacNzQzcoW9tuNfmevDA8tyqlbga6A0+LSLusHigiQ0Rki4hsiYiIcJ3C7ODmpqfAOLUDjq21W43BYMgP7JgBsWe1C7Xhurjc8CilwqzvM8BsoAVwWkSCAKzvdKcEUEpNVUo1U0o1K1eunKulZp1GA8DbHzZ+YbcSg8FgN0rpWewrNNL9wIbr4lLDIyK+IlIi9TfQBdgFzAMetHZ7EChYHSae3nDzA7BvAVwItVuNwWCwk0PL4ex+XdsRsVtNgcDDxfEHArNF3wwP4Gel1GIR2QzMEJFHgOPA3S7W4XyaPwrrPtYDSju9eU1QclQUKjHRJmHOx61UKdy8vOyWYSiAxF6MIfps4Zntw83dnfJVg67duHEKlAjSs5sYsoRLDY9S6gjQOJ3t54COrkzb5ZSuCnV6wLYf9AzWHl4opTgzcSKRX39jtzqnIp6eFG/QgNJ39qdU//6Imxl3bMiYi+ejWfHGewSuXEiJhFi75Tid9bd0o+83H+g/54/BoWVw28vgYQpnWcXVNZ7CTdOHYN982L8AdWM/wl9/nQszZ1GqXz+8m/zH3hZMlCIhNJSYNWsJf30k56f/QuBrr+Fz8012KzPkM1KSk/n70x/w/nYKteKiOVS3OWduqItH6VJA4WiCSvhnGzesW8y66bdzy6DeuuApopveDVnGGJ7cUPN2KFUFtn5PTGQ5LsycRcCQIZR7/jmkkLX1qmHDiJ4/nzPvTeTYvfdSsk9vyr84DM/AguMJb3AdO/5cS/i4t6l6+ggnygfj/fZ79O6eZQfWAkPspVg2dO5Fsffe5nz7Fvj/8yPU7gKlKtstrUBh2kxyg5s73HQfHPmbqJ++xd3fn7JDny50RgdARCjVuzc1Fy0k4PHHubhoMYe7d+fs1C9JSUiwW57BJk4dPcG8gY/j+b9HKXnhLKGPv0THv+ZzUyE0OgA+fj6UHTOWMrFR7BnzKlw6DU3/z25ZBQ5jeHLLTfeRGOfOxdXrKdX/jkLfCe/m60v555+jxoL5+LZuTcSkSRzp1ZuLf/2NMgNqiwzxcfHMf/09TvbuTfCOtRzo2J8bly+h8/MP4+7hbrc8l9Ko0y0cqVafUhs2kuJTAWp3tltSgcMYntxSqjIXoupDisL/7oLnnJdTvKpWpcqnn1Dlq68QDw9Cn3qKE48N4fKRI3ZLM7iYtb8sYF37btT8/RtOVauL77Tf6PvpOEoFlLZbWp5Run9P3GOTOXKpqW75MGQLY3hyiUpM5PyuBHwCL+PldspuOXmOX5tbqTF3DoGvjCBu+3aO9OnL6XcmkHzxot3SDE4mZNch5va9nzKjhuGhUoga+Q49F/xCzZvq2S0tz2nZIA4PnySOrb9gt5QCiTE8uSR68WKSzkVTpm6injajCCKenpR58EFqLllM6Tv6Efn99xzu1p2omTNRKSl2yzPkktiLMcx7fjRRA+6g6qEdHO37AC3+XkLrwX3tlmYbHrt/w6ueDxVPHGH/hu12yylwGMOTC5RSnPvqa7xq1cSvYyfYPQuSim5Hu0dAAEFjxhD82294Va1K+Guvc2zQvcTv2WO3NEMOSElJYfW3v7O1Q1dqL5rOiXrNCJw9lx4TXqG4r7fd8uwjfAeEbaPMoEHEeXixf9KndisqcBjDkwti1qzh8v79BDz8CNJkIMSdhz1z7JZlO94N6lPt52kEvTOehNBQjt51N6fGjCU5OtpuaYYscmTbbhb3uIeyE0aS4FmMi29/RO+Z31LxhmC7pdnP3+OgeClKdHycE7d0pcbOdRzbddBuVQUKY3hyiFKKs1O+wCMwkFK9ekLNjhDUBBa9DNHhdsuzHRGhdL9+1Fy0EP9Bgzg/fTqHu/cgavYc4/2Wj4mJusj8p17h0uB7KH/yEEcGPk7bFYto0b+L3dLyB8c3wIHFejVib3+avzSUFBG2v/ex3coKFMbw5JCYteuI27qVgMeHIF5e4O4B/b+ExHiY8yQkXbZbYr7AvWRJKox8neDfZuBVuTLhr7zCsfvuJ37/frulGRxISUlh1Ve/sv32LtT8aw6Hm7Sl8h8L6DnqObyKFe4hAlkm5iwseRV8y0PLxwGoWLsqR5t1oPrmvzi+57DNAgsOxvDkAKUUER99hGfFivjfddfVgHI3QLfxcORvmNIGQtbYJzKf4V2/PtWm/0zQuLEkHDnC0f53cnr8eOP9lg84vH0fC3oOotzEUcR5+xEz6QvumP45FYIr2i0tf6AUbPsRPmmm+3e6jQcv3yvBzV5/EYXwz9iJNoosWBjDkwMu/fUX8Tt3Uvbpp3Vtx5Fm/weDf4ekePiuJ8x5GmIj7RGazxA3N0rfeSc1Fy2k9N13EfnDjxzu0YMLf/xhmt9sIPZSLPNeGM2le++m4on9hAwcwm1/LaBZj8I560COiDign+N5Q6FcXXhiDTS865pdKt0QTEib7tTctpKDm3bYJLRgIQXlgW/WrJnasmWL3TJQiYkc6d0HRKjxxzzEI4Pp7hJiYeUEWP8JFC8FXcZC40FmvQ4H4nbu5NRbo4nftQuf5s2p8MZIitU2ywbnBet/Xcjl9ycQGH2GQ/Vb0fy90VSoUcVuWfmHxHhYMwlWTwIvH+g8Bm66X69AnA5nQ09zrFtXwmrUp/e8aXksNnNEZKtSqpndOhwxNZ5scv6XX0kICaH8yy9lbHTAyqxvweOroExN3e/zfW84a7xfUvFu2JDgX3+hwqhRxB84wJE7+nNm4kRSYgvfVPr5hVOHjzOv/0OUfvNFAKLHTKL3zG+N0XHk6CqYcqsuONbvB0O3QNMHMzQ6AGUrBxLe6x5qHdjG+l8W5KHYgomp8WSD5AsXONylK8VurEfVb77J+mSgKSmw7TtYNgoS46DNC9DmefAs7kq5BYqk8+c5M3EiF2bOwrNiRSq8+QZ+t91mt6xCQ1JCIsve/oRyv3+PR0oyx3sMoNNbL+Lt62O3tPxDzDn483X492fwD4aek6BW1pcNi4+NY0P7biDQesUSinnnj+e7yNV4RKSKiPwtIntFZLeIPGttHyUiJ0Vku/Xp4UodziLio49IvniRwBEjsjcDtZsbNHsYnt4M9frAynfg81vgyErXiS1gePj7U3HcOKr9+APi7c2Jx58g9LnnSTx9xm5pBZ6dS1azskMPqv0ylbAqdSgx/Xd6TxxpjE4qSsH2n7XzwM4ZumD41IZsGR2A4j7eeD73IoEXzrBszGQXiS0cuLTGIyJBQJBSapuIlAC2Av2AAcAlpVSW3UDsrvHE7dpNyN1343/ffVR47dXcRXZoOSx4Ac6H6H6fLmPBt6xTdBYGVEIC5775hrOffY54eVHu+efwHzgQcTeTMWaHqDPnWDNsFDU3LeOcT2kSnniO9o/ejZtZQfYqZw/B/OcgZDVUaQm9PoTAG3MV5fxe91IxZA9Bc+cRVLOqk4TmnCJX41FKhSultlm/LwJ7gUquTNMVqFMGS6gAACAASURBVORkTo0ejXtAAOX+90zuI6zVUZeo2g6Dnb/rkta2H3STnAHx8qLsE09Q4495eDdqxOkxYwkZOIj4vXvtllYgSElJYcXnP7G3S3eCN//Fvra9aLBsMbcPuccYnVSSLsOKCfB5a+0i3esD+L/FuTY6APXHvYl7SjKbR4x2gtDCSZ7lQhEJBm4CNlqbhorIDhH5RkT8MzhmiIhsEZEtEREReaT0v5yfNo34HTsIHP4y7iVKOCdST2/oOFK7Z5arC/Oe0W6bZ/Y5J/5CgFe1alT5+isqvvceiWFhHL3rbk5PeJeUmBi7peVbju48wMKeAwn8aBwXS5Yh5bNvuOPL9yhdppTd0vIPIWv1OLsVb0PdXjB0s24Kd5JRrt64Dsc630HtnWvZNOtPp8RZ2MgT5wIR8QNWAuOUUrNEJBA4CyhgDLo57uHM4rCrqS3h+HGO9OmLb8uWVJ7yuWtWF01Jge0/wZ8jISEGbn0W2g3TxskAaMeOM+9PImrGDDyCgqgwciQlbu9gt6x8w+X4BJa89SFV5/2EEuHUXQ/R+bVn8PA0q9tfITYSlr4B//wIpatq5wEXLeIWc+ESWzr3QFJSuGnpQkr4l3RJOlkhPza1udzwiIgnMB9YopSalE54MDBfKdUgs3jsMDwqJYXj//cw8bt3U2P+H3hWqODaBC9FaK+aHb+Af3XoNQlq3u7aNAsYsdu2cerNUVw+eJASnTsR+Nprrr8v+Zwdy9Zx+s1RVD53giM33MxN74+jYu1gu2XlH5SCnb/B4lf0RL63DIXbRughDy5k6x9/UfyloRy6pSt9v/nApWllRn40PK72ahPga2Cvo9GxnA5SuQPY5UodOSVqxm/EbtxI+eEv583Lza8c9P8CHpgL4gY/3gEzH4VLxrMrFZ+bb6b6rJmUe/EFLq1ew5EePYn84UdUcrLd0vKcmPPR/PHYi7gNfRTf2GjOvTyaHnN/MkbHkXOH4cd+MOsx7SL9+CroPNrlRgegae/bOdSmBzesW8zmuctcnl5BwtVebW2A1cBOILXn/FVgENAE3dQWAjyulMp0Sue8rvEkhoVxpHcfijdqmL0xO04TkGbkdKe34ObMB7EVNRJCQzn11mhiVq+meIMGBI0dQ/G6de2WlSdsnjaHhEkTKB1zgQOtutDhvTcoXa6M3bLyD0kJsO4jWPkeeBSDjm9Y/Th56xl5KSqabZ17AnDz0gX4lc77Jrf8WOMxA0jTQaWkcOLRR4n9Zzs1/piHV+XKeZJuukQcgPnPw7E1TnP3LEwopbi4aBGnxr1N8oULBDzyCGWfehK3YsXsluYSIo+FsumF16i2exMn/StSauQbNO9hBtpew7H12kU6Yh/c2Be6TYCSQdc/zkVsnrsMv+HPcODW7vT9+j+9DS4nPxoeU3xOh8hvvyNm3XoCXxlhr9EBPeP1Q/Oh72d6up0v2uoZEBLMtDKg1/0p2aMHNRfMp1SfPpz74guO9u1HzKZNdktzKio5mbUTPyekV28q7N3Gnp73cevyBcboOBJ3Hv54Fr7tpp10Bv0KA36w1egANO/biQO39uCGtYtY+/M8W7XkF0yNJw1xu3cTMnAQJdrfRqXJk/O+iS0zYs7B0pGwfRqUrmZ55XSyW1W+ImbdOsLfHEXiiROUHjCA8sNexL2kfR5FziDs393se2EEQScPsb9yPWqNH0OD5vXtlpV/UAp2zdTOA7HnoNWT0P4VKOZnt7IrxF6MYX3XPvjGXqT6nDkE5uGSE/mxxmMMjwMpsbEcvfMuUmJiqD53Dh7+6Q4vsp+jq3Xz27mDUL+/Xh+kRNH27HIkJS6OiE8+IfLb7/AICCDwjZGU7Owat1lXknL5MqtGTyJg9jRiPYpz4t7H6TPsYbw8zAwOV4g8CgtehMPLoeJN0PsjCGpst6p02bduO/GP3k9otXp0/2M67nl0H/Oj4TFNbQ6cnvAuCSEhVJzwTv41OgDV28KTa6H9q7BvAXzSHDZ/ZWY+sHDz9ibwpZcInjED97JlOfnM/wh95n8knik43oEhazazumMvAmf+wJ7azQj4fTZ3jXjMGJ1UkhNhzQfwWWs4sRG6vwuPLs+3Rgeg7i1NODX4cWoe3cmSsUV7LjdT47GIXryYk889T5lHHibwpZdclo7TOXsIFjyvp3Kv1Ax6fwgVGtqtKt+gEhM59913nP3kU8TLi/Ivv0Tpu+7KX02oDiTGxLLqlXEE/jmbKO+SRA55nl6PD8DNLX/qtYUTm+CP5+DMbj3zQPd3oVTBmIkrJSWFhX3uo+qRHbh99g0N2rdweZr5scZjDA+QEBLC0TvvwqtWTYJ//PG/q4rmd5SCHTNgySsQFwWtn9Jt3A7L8xZ1EkJCCH/jTWI3bcKnRQuCRr+FV3CwdruNPauvW8IluHzR+r5kfUdr1/aUREhOsr4T9XdKsv64eWg3dzcPEHfrv/Xt5afvg5ePw29f8CoBPv7gEwDFSoII+xf9TcSbbxIQHcH2Jh1oN3EUlSqXt/vS5R/iomD5aNjyDZSsCD3eg7o97VaVbc6GnmZ/n34ku3vQcMEc/MsHuDQ9Y3hygasMT0p8PCEDB5EUHk712XotmAJLbCQse1NPOFqqqn4w63SzW5U9XL4IF07ChVCIDoULoaiLp4las58zf4aikhRlGycQUOsscr0GZ3EDN09w99TGxN3T+u+hw1JSICUJVLL+TjVIyQmQfPm6UpOSPAnbXoaYQ+6k+Lnh170aVW9piJSspF+wqd8lgsCjgBWKnIFSsGcOLBoOMRHQ8gno8CoUc9K8iTbwz8KVeLz4FMdqNqb7nB9d2t9jDE8ucJXhCR/5BlG//UaVL6YUnoXHjq3TzgcR+/T6P90n6BdXYSIlWRuVyMN6dHrkEf2JOqG3X75w7f7iBr7lwKcsiaoUp/+K5uLuSIpVKUPQkJ5416urX2TFSuiaSTE/XSsp5qcHIOaU5CRIjNXuvQkxkGh9X74IcecJWbKWC9NX4RmXQEqj0tTuUIJiyechOkzXuNLiWx78q0GZGvrjX/3qb58yhW9p9fPHYOEwOPin7r/p/ZF2IigELBr9EcE/T+Fwvwfo9c4rLkvHGJ5c4ArDc2HuXMKGjyBgyBDKv/C8U+O2naQEWDcZVr2nS+cdR0LzR/N85HauSU7U45fO7IEze/Xn3CE4f1TXKFLx9NFLjJeuqtv7S1aCUpX1p2QlXVtwv3bCzOilSzk9egxJ585R5qGHKPfMUNy882Zi1ovhp1n//GtU2b6WE/6V8H5tJG17pSn4xEdrAxR90voO07W38yHam+tCKHryD4tipaBsLShXD8rXtb7r6UJHQTNISQmw/mM984C4we2vQ4sh/7mHBZmUlBTmD3iUGrs2EDvuA1rc2dUl6RjDkwucbXji9+whZNC9eDdqRNVvv0E8Ck+GvobII5a76V/53t2UmLMQth3Ct181NGcP6v4U0P0nAbWgbG0IqKkNTep3iQo5erkmR0dzZuL7RM2YgWe1qgSNGYNvC9d1+Cql2Dx1GvLZhxRLjGdPp7vpMe4lSpbIwdxhifEQdfxqbS/yMETs1zXdGIdlRIqV1EtvBNaHik30/S9/Y+5qcq7k6GqdZ8/uh3q9ods7ugBRCLl4PprN3fviE3eJqr/PpGJt5y8cZwxPLnCm4Uk6f56QO+9CpaRQfebveAS4tnPPdq4ZYHcWWj5ptZHbOMDuipH5R3+Hbdel+VRKV9UvxyufetrguOhlGbNhI+EjR+qBpwPvofywYbj7Off6nDt8nG3PvUzlg/9yuHwNKowZQ7PbbnZqGleIOQcRVg0xYp/+PrXrahOkm4e+pkGNIaiJLpRUaGRvH9KlM9bs7L/qAdI9JsINXezTk0cc3LyLi/93H2fKVqbDot8p5l3cqfEbw5MLnGV4VFISxx99jLht26g2bRreDTNdjaFwEXcelr0FW7/VzU955RWUkqJffic2aFfY4xt0U1kqZWrqF1/FJvolGNQIiuf9wmUpcXFEfDSZyB9+wCMwkKC3RuHXrl2u41UpKax9/wt8vv8ClOJQvwfp/cYzeBfzdILq7AhRupku/F9dqwz/V39iz+lwj+L6PlRurucFrNIC/PLAqy4lWefJ5aP1VFC3PgttX8yTGaTzC39P+ZkKH47hQOuu9P32Q6fGbQxPLnCW4Tn9zgQiv/uOoPHjKX1HPycoK4Ac36gnUTyzxxoHMcG5TRmXL8HJrXpg34mNcGLz1ZK2b7mrL7WKN9tmZDIj7t9/CXvtNRIOHaZU3z6UHzEixwOKw3fsZc8LI6gYeoD9VetT+52x1L85H82grZTuKzq5FUI36/sV/u/V/jP/YKjcQt+vqq117dOZM6SHbdeOMGHbILitngaq3A3Oi78AMXfIy9yw6g+OP/QMXUc85bR4jeHJBc4wPFGz5xD+yiv433cfFV5/zUnKCijJibD+U1jxjnY4aPeSdlP1zEE1PzFOv7COrtKfk9u0azGim3OqtNSfqi21F1YB6OhOSUjg3JQpnJ36Je6lSlFh5OuU6No1ywNPUxISWDnmQwJm/kC8uxcnBz9Br2GP4FkQZh5IjIdTO6xCwyb9uXRKh3mXgeA2UL2dNhTl6uTsfl46A3+/Ddu+B5+y0HUcNLy7QOQNV5GUmMTivoOpdnQXceM+oEV/5zQzGsOTC3JreGI2bOT4Y4/h06wpVadORTzzuJkjv3I+RI+POLAYSlWBDq9BowGZe78lJ+oScqqhObFRl5DFHSo11VP6VL0FKjcD79J5diquIH7/fsJffY343bv1iqcjR+JZPvPmp6PrthIy/BUqRJxgV+1mNH1/HDVucH6ncZ6hlHZiOLYOQlbre37hhA7zLW8ZorYQ3E47e2RmPBLjdIFnzQeQFA/NHtH9jQU8nziLqIhItvW+E7/YaMr+MI0aTXJfOzaGxzFhkW7AR4A78JVS6p3M9s+N4bl85AghAwfhUb4cwT//XOBnK3YJR1fp9ejD/oHABtDycT0BaTE/bWjCtuuXzrG1er2TxBhAdFNZ9XZQ/Tao2qpAD+rLCJWUROR33xHx8SdIsWIEjhhBqTv6/af2kxgbx4pX3yZoySyii/kR+diz9HhyUOGb7ia1ryhktfZAC1kNF611HEtWhprt9ZLt1duDr+W4E3MW/vkJNn4BF8OgTk+9EmjZWjadRP7l6L/7ibj/XmJ8StJk3u+5ntnAGJ7UREXcgQNAZyAU2AwMUkrtyeiYnBqepMhIQgbcQ0pcHMG//opX5YIxp5MtpKTAntmw8l3tDIBoN+X4aMvQoN1yg9taTS1t9KDFIsLlo0cJf30kcVu34tumDUFvjcKzks5Pe5esJOLNNykXdZodjW6jzftvUalKoM2K8wil9CDeoyvhyAr9HW/16fkFak/EqOP6f/V20O5lXUMyZMjmucsoNuI5QivV5vZ5P1PcJ+fjy4zhSU1UpDUwSinV1fr/CoBSanxGx+TE8KiEBI498CDxe/dS7Yfv8W6cT8ev5DeU0s1nR1bomQC8fKDarfrjV85udbaiUlI4P306Ee9PQgEl+vTh0I6DlN+zlTN+ASQ8N4JOg3vm20lI84TkJF1zPrYWzh7QMzVUvAlqdYIKRciLNJcs//gHKn46noMNWtPzly9zPK1OfjQ8do2arASccPgfCrR0eiqenqh2t1Ni4GBjdLKDiG42q9rKbiX5DnFzo8zgwZRo3579I0YSOeM34nzLsv3W3nSZ8CoBZU1fBe4eUKW5/hhyTMdnHmB+WDhlF88i/PBxKtepbrckp2GX4UmvOPifqpeIDAGGAFStmv3O2cRkxYOXalEuvBjTEpMp7lkAPIoM+Z6Yy0m8tzWK7yvfScV6gxh7Z2MG1TGzSBucT49xL3F+6P8RUKlw5S+7FoILBao4/K8MhKXdSSk1VSnVTCnVrFy57DfxeHm4MaJ7XbYeO8+w3/4lJaVgePAZ8i+rDkTQ5YNVfL8+hAdaVWPJix3oYIyOwUW4ubkVOqMD9tV4NgO1RaQ6cBIYCNzrioR6NAxieLe6TFi8j+AAX4Z1reOKZAyFnKjYBMbM38vMbaHULOfLb4+3pllw0XGsMBiciS2GRymVJCJDgSVod+pvlFK7XZXeE7fV4Ni5GD75+xBVA3wY0KzK9Q8yGNCTei7ceYo35+0iKjaRoR1qMfT2WqbZ1mDIBbZNyayUWggszIu0RIQx/RoQej6OV2ftpFoZH1rWKOQTgxpyzenoeF6fs4ule07TsFIpfni4JTdWNGPADIbcYlcfT57j6e7GZ/fdTNUyPjz98zbCouLslmTIpyil+GXTcTpNWsmqAxG82qMus5+6xRgdg8FJFBnDA1CyuCdTH2hKfGIKT/60lfjEZLslGfIZIWdjuPfLjYyYtZP6FUuy5Ll2DGlXEw/3IvWoGAwupcg9TbXKl2DSgMb8G3qB1+fsoqDMVWdwLUnJKUxddZhuH61i18kLjO/fkOmPtSK4rK/d0gyGQkchXXYzc7rUr8D/OtZm8vKDNKxUigdvCbZbksFG9oZHM3zmDnaEXqDzjYGM6duACqWcuxiXwWC4SpE0PADPdazN7pMXGLtgD40ql+Kmqjlbb8VQcIlPTObjvw7yxcojlPbx5NN7b6ZHwwpFe7obgyEPKHJNbam4uQmTBjQhsGRxhv78D+djEuyWZMhDNhw5R4+PVvPp34fpd1Mllj5/Gz0bBRmjYzDkAUXW8ACUskq5ERcv88KM7WZmgyJAdHwir8zaycCpG0hMSeGnR1oy8e7G+Pt62S3NYCgyFGnDA9C4Smle71WPv/dHMGXVYbvlGFzIkt2n6PT+Sn7dfJwh7Wqw5Ll2tKld1m5ZBkORo8j28Thyf6tqbDwaycQl+2lWrQwtqpupUAoTZ6LjeXPebhbtOkW9oJJ89WAzGlU2s0gbDHZR5Gs8oGc2eKd/Q6qU8eH5X7dzIS7RbkkGJ6CU4tfNeiDo8n1neLlbHeYNvdUYHYPBZozhsShR3JMP72nCqeh4Xpu904zvKeActQaCDp+5k3pBJVn8bFueal8LTzMQ1GCwHdPU5sBNVf15vlNtJv55gA51ynNn08p2SzJkk8TkFL5afZQPlx3Ay8ON8f0bck+zKri5GW81gyG/YAxPGp5sX4tVB8/yxtxdNAv2p1qAGbleUNgZeoHhM3ewJzyabvUr8Fbf+gSWNANBDYb8hml3SIO7m/DBPU1wcxOe+3U7ycbFOt8Tl5DM2wv30vfTNZy9dJkp993MlPubGqNjMORTjOFJh0qlvRnbrwH/HI/i27VH7ZZjyIQV+8/Q5cOVTF11hHuaV2HpC7fRrUGQ3bIMBkMmmKa2DOjTuCJ//BvOe0v207FeINXNZJH5ijPR8Yyev4f5O8KpUc6X6Y+1onVNs8aSwVAQcFmNR0TeE5F9IrJDRGaLSGlre7CIxInIduszxVUacoOIMO6OBnh5uDF85g4zq0E+ISVF8eOGY3SctJI/d5/m+U43sOjZtsboGAwFCFc2tS0FGiilGgEHgFccwg4rpZpYnydcqCFXBJYszsheN7LpaCTTNh6zW06RZ294NHdOWcfIObtoWKkUi59ry7OdalPMwyxDbTAUJFzW1KaU+tPh7wbgLlel5UrublqZP/4NY/yifbSvU54qZXzsllTkiE1I4qNlB/lqzVFKeXsyaUBj7ripkpnQ02AooOSVc8HDwCKH/9VF5B8RWSkibTM6SESGiMgWEdkSERHhepXpa2B8/4YAjJq32xYNRZm/9p2m86RVfLHqCHc3rcxfL95G/5srG6NjMBRgclXjEZFlQIV0gl5TSs219nkNSAKmWWHhQFWl1DkRaQrMEZH6SqnotJEopaYCUwGaNWtmWydLZX8fnutUm7cX7mPpntN0vjHQLilFhtPR8bz1x24W7jxFrfJ+zHi8tZlDz2AoJOTK8CilOmUWLiIPAr2Ajsqag0YpdRm4bP3eKiKHgRuALbnR4mr+79bq/LYllFHzdtOmVlm8vUy/gitITlH8tOEY7y3ZT2JyCi91rcNjbWvg5WE8/w2GwoLL+nhEpBswHLhNKRXrsL0cEKmUShaRGkBt4IirdDgLT3c3RvdtwKAvN/DV6iM807G23ZIKHbvDLvDqrJ38G3qBtrXLMrZfAzNzhAtITEwkNDSU+Ph4u6UYnEjx4sWpXLkynp6edku5Lq4cx/MJUAxYarXHb7A82NoBo0UkCUgGnlBKRbpQh9NoXTOAbvUr8PnKw9zTvArlzch4pxAdn8ikPw/ww/oQyvgW46OBTejTuKLpx3ERoaGhlChRguDgYHONCwlKKc6dO0doaCjVq1e3W851caVXW60Mts8EZroqXVczontdlu87zft/HmDCXY3sllOgUUox+5+TvL1wH+diLnNfy2oM61KHUj75v8RWkImPjzdGp5AhIgQEBGCXE1Z2MTMXZJPgsr482DqYr9ce5ZG21bkhsITdkgok+09dZOTcXWw6GknjKqX59qHmNKxcym5ZRQZjdAofBememh7bHPB0h1r4ennwwdIDdkspcFy6nMTY+XvoMXk1B09f5J3+DZn95C3G6BgMRQhjeHKAv68XD7epzqJdp9h18oLdcgoESinm/RtGx/dX8PXaowxoVoW/XmzPwBZVzVo5RYyoqCg+++wzp8Q1atQoJk6c6JS4Uvnwww+Jjb3iD4Wfn1+2jl+xYgXr1q1zqqbChjE8OeTRttUp5e1paj1Z4NCZiwz+aiP/m/4P5UsUZ/ZTtzK+f0P8fb3slmawgYwMT3Jycp7qyCi9tIYnuxjDc31MH08OKVnck0faVGfS0gPsOxVN3Qol7ZaU74i5nMTkvw7y9eqj+Hi5M6ZfA+5tURV3U8PJN7z1x272hP1n7HauuLFiSd7sXT/D8BEjRnD48GGaNGmCp6cnfn5+BAUFsX37dvbs2UO/fv04ceIE8fHxPPvsswwZMgSAxYsX8+qrr5KcnEzZsmVZvnz5NfF++eWXzJo1i1mzZjFz5kwmT55MQkICLVu25LPPPsPd3R0/Pz9eeOEFlixZwvvvv0+bNm2uiWPy5MmEhYXRoUMHypYty99//w3Aa6+9xvz58/H29mbu3LkEBgYSERHBE088wfHjxwFtsCpVqsSUKVNwd3fnp59+4uOPPyYqKoqxY8eSkJBAQEAA06ZNIzCwaA9CF2tcZ76nWbNmasuW/DXGNCo2gVve+Ytu9Ssw6Z4mdsvJNyilWLjzFGMX7CH8QjwDmlVmeLe6BPgVs1uaAdi7dy/16tUD7DE8ISEh9OrVi127drFixQp69uzJrl27rrgBR0ZGUqZMGeLi4mjevDkrV64kJSWFm2++mVWrVlG9evUr+4waNQo/Pz+KFy/On3/+yW+//caRI0d4+eWXmTVrFp6enjz11FO0atWKBx54ABHh119/ZcCAARnqCw4OZsuWLZQtWxbQnfbz5s2jd+/evPzyy5QsWZLXX3+de++9l6eeeoo2bdpw/Phxunbtyt69e69oGjZsGADnz5+ndOnSiAhfffUVe/fu5f3333fiFb+K471NRUS2KqWauSTBHGJqPLmgtI8XA5tX5Yf1IbzYtQ6VSnvbLcl29oZHM2rebjYejeTGoJJ8cu9NNK1mprrJr2RmIPKKFi1aXDP2ZPLkycyePRuAEydOcPDgQSIiImjXrt2V/cqUuZqnfvzxRypXrsycOXPw9PRk+fLlbN26lebNmwMQFxdH+fLlAXB3d+fOO+/Mlj4vLy969eoFQNOmTVm6dCkAy5YtY8+ePVf2i46O5uLFi/85PjQ0lHvuuYfw8HASEhIKxDgbV2MMTy55pG11flgfwjdrjjKy1412y7GN8zEJvL90Pz9vPE4pb0/G3dGAgc1Ns5rh+vj6Xp2dYsWKFSxbtoz169fj4+ND+/btiY+PRymVobtwgwYN2L59+5XBk0opHnzwQcaPH/+ffYsXL467e/amu/L09LyStru7O0lJSQCkpKSwfv16vL0zL3A+88wzvPDCC/Tp04cVK1YwatSobKVfGDHOBbmkUmlvujaowO9bQ4lPzNvO0fxAUnIKP6wPof3EFUzfdIIHWgfz97D2DG5ZzRgdQ7qUKFEi3ZoBwIULF/D398fHx4d9+/axYcMGAFq3bs3KlSs5elQvRR8ZeXWyk5tuuokvvviCPn36EBYWRseOHfn99985c+bMlX2PHcv6elqZ6XOkS5cufPLJJ1f+b9++Pd3jL1y4QKVKlQD4/vvvs6yjMGMMjxMY3KIqF+ISWbgz3G4pecq6w2fp9fEa3pi7m/oVS7Lwf20Z1ac+pX2Mt5ohYwICArj11ltp0KABL7300jVh3bp1IykpiUaNGjFy5EhatWoFQLly5Zg6dSr9+/encePG3HPPPdcc16ZNGyZOnEjPnj0pX748Y8eOpUuXLjRq1IjOnTsTHp71Z3PIkCF0796dDh06ZLrf5MmT2bJlC40aNeLGG29kyhS9mHLv3r2ZPXs2TZo0YfXq1YwaNYq7776btm3bXuk3KuoY5wInoJTi9vdXEuDrxe9P3mK3HJcTej6WtxfuZeHOU1Qq7c3IXvXoWr9CgRo5XZRJrwPaUDgwzgVFCBFhUIsqvL1wHztDLxTaUfhxCclMWXmYKSsPIwIvdL6BIe1qUNzTLBFhMBiyjjE8TuKuplWYuuoID327ie8fbkGDSoXH+JyOjmflgQg+WnaQk1Fx9GoUxCs96hkvPkOB5o477rjSZ5TKhAkT6Nq1q02Kig7G8DiJMr5ezHi8Nfd/vYnen6zBy71wdJ8pICEpBYB6QSWZNKAxLWsE2CvKYHACqS7bhrzHGB4nUqOcH7OeuoVpG49zOanweLiV8ytG8+AyNKhUyniqGQyGXOPKFUhHAY8BqQtEvKqUWmiFvQI8gl4I7n9KqSWu0pHXBJYszgudb7BbhsFgMORbXF3j+UApdc3UsSJyIzAQqA9UBJaJyA1KqcJTRTAYbvaUigAAFRZJREFUDAZDhtjREdEX+EUpdVkpdRQ4BLSwQYfBYCgg9OjRg6ioKLtlGJyEqw3PUBHZISLfiIi/ta0ScMJhn1Brm8FgMKTLwoULKV26tN0yDE4iV4ZHRJaJyK50Pn2Bz4GaQBMgHEidjjW93ul0R7GKyBAR2SIiWwrKWuIGgyFr9OvXj6ZNm1K/fn2mTp0KwPTp02nYsCENGjRg+PDhV/YNDg7m7Nmzdkk1OJlc9fEopTplZT8R+RKYb/0NBao4BFcGwjKIfyowFfTMBTlXajAY0mXRCDi107lxVmgI3d+57m7ffPPNNcsf9OzZk+HDh7N161b8/f3p0qULc+bMoV+/fs7VZ7AdlzW1iUiQw987gF3W73nAQBEpJiLVgdrAJlfpMBgM+ZPJkyfTuHFjWrVqxYkTJ/jqq69o37495cqVw8PDg8GDB7Nq1Sq7ZRpcgCu92t4VkSboZrQQ4HEApdRuEZkB7AGSgKeNR5vBYBNZqJm4gvSWP2jcuDGHDx+2RY8hb3GZ4VFK3Z9J2DhgnKvSNhgM+Zv0lj+Ii4tj5cqVnD17Fn9/f6ZPn84zzzxjt1SDCzAzFxgMhjynW7duTJkyhUaNGlGnTh1atWpFUFAQ48ePp0OHDiil6NGjB3379rVbqsEFGMNjMBjynGLFirFo0aJ0w+69997/bAsJCXGxIkNeUjhmsjQYDAZDgcEYHoPBYDDkKcbwGAwGgyFPMYbHYDAYDHmKMTwGg8FgyFOM4TEYDAZDnmIMj8FgMBjyFGN4DAZDgWPQoEE0atSIDz74wG4pV3jjjTdYtmyZU+L68MMPiY2NvfLfz8/PKfHmF8wAUoPBUGBISkri7NmzrFu3jmPHjtkt5xpGjx7ttLg+/PBD7rvvPnx8fJwWZ37CGB6DoQgzYdME9kXuc2qcdcvUZXiL4ZnuExMTw4ABAwgNDSU5OZmRI0cyfPhwtmzZQtmyZdmyZQvDhg1jxYoVjBo1irCwMEJCQihbtiy7du3izJkzNGnShI8//ph9+/YxdepUEhISqFWrFj/++CM+Pj6cPn2aJ/6/vXOPjqLKE/D3SwgkYER8QZC3C4oxAQSNosFB5KGiM8ug4mPXrI8MOC7oGRiNMjCioDPDnhlcJSPKrII4wuIKLsMoPoKoqEPCdmKA8YzPMwwPXRhebngEfvvHrcQmdCeBTld3Jb/vnDrdde/tqq+6+vate+vWvePH8/nnnwNQXFzM4MGDeeGFF3jiiSc4ePAgeXl5zJ07l9TU1IieEyZMYN26dVRVVTF27FgefvhhSktLufPOOwE4fPgwlZWVqCoFBQWMHj2asWPH0qNHD26++WZKSko4dOgQ8+bNo6ioiE8//ZQpU6Ywfvx4Vq9ezezZs1mxws0Yc8899zBo0CD27NnDli1bGDp0KKeffjolJSUAPPTQQ6xYsYKMjAyWL19Ox44dm+qU+Y41tRmG4TuvvfYanTt3pry8nMrKSkaNGlVv+rKyMpYvX86LL77Iq6++ytlnn00oFCI/P58xY8awbt06ysvL6du3L/Pnzwdg4sSJXH755ZSXl7N+/Xqys7PZtGkTixcv5v333ycUCpGamsqiRYui7nfmzJmUlpZSUVHBO++8Q0VFBYMGDSIUChEKhRg1ahSTJ0+O+NmuXbvywQcfkJ+fT0FBAUuXLuXDDz9k2rRp9R7rxIkT6dy5MyUlJbWFzrfffsvFF19MeXk5Q4YM4Zlnnql3G8mO1XgMowXTUM0kXuTk5DB58mTuv/9+Ro8eTX5+fr3pr7vuOjIyMiLGVVZWMnXqVHbt2sW+ffsYOXIkAG+//TYLFiwAIDU1lfbt27Nw4ULKysq48MILAaiqquLMM8+Mut8lS5Ywb948qqur2bp1Kxs3biQ3N7c2bv369axatSqqc82x7tu3j8zMTDIzM0lPT2fXrl31Hm9dWrduzejRowEYOHAgb7zxxnF9PtmwgscwDN/p06cPZWVlrFy5kqKiIkaMGEGrVq04cuQIAPv37z8qfbt27aJuq6CggGXLltGvXz+ee+45Vq9eHTWtqnLbbbfx2GOPNej4xRdfMHv2bNatW0eHDh0oKCio9dqwYQPTp09nzZo1UZvp2rRpA0BKSkrt+5r16urqo4430jGHk5aWhogArhCtrq5u0D+ZsaY2wzB8Z8uWLbRt25Zbb72VyZMns379enr06EFZWRkAL7/8cqO3tXfvXrKysjh06NBRzWbDhg2juLgYcPdi9uzZw7Bhw1i6dClff/01ADt37ozaSWHPnj20a9eO9u3bs3379trRtHfv3s24ceNYsGABZ5xxxgkdP0D37t3ZuHEjBw4cYPfu3bz11lu1cZmZmezdu/eEt53sxK3GIyKLgXO81VOAXaraX0R6AJuAT7y4D1V1fLw8DMNIPj7++GOmTJlCSkoKaWlpFBcXU1VVxR133MGsWbPIy8tr9LYeeeQR8vLy6N69Ozk5ObV/2HPmzKGwsJD58+eTmppKcXExl1xyCY8++igjRozgyJEjpKWl8dRTT9G9e/djttuvXz8GDBhAdnY2vXr14tJLLwVg2bJlfPXVV9x11121aUOh0HF/B127duWGG24gNzeX3r17M2DAgNq4wsJCrrrqKrKysmrv8zQnRFXjvxORfwN2q+oMr+BZoarnH882Bg0apKWlpfHQM4wWxaZNm+jbt2+iNYw4EOncikiZqg5KkFJE4n6PR1zD5A3AFfHel2EYhpH8+NG5IB/Yrqp/CQvrKSL/A+wBpqrqu5E+KCKFQCFAt27d4i5qGEbLJC8vjwMHDhwVtnDhQnJychJk1LyJqeARkTeBThGiHlLV5d77m4Dfh8VtBbqp6g4RGQgsE5FsVd1TdyOqOg+YB66pLRZXwzCMaHz00UeJVmhRxFTwqOqV9cWLSCtgDDAw7DMHgAPe+zIR+QzoA9gNHMMwjBZAvLtTXwn8WVU31wSIyBkikuq97wX0Bj6Ps4dhGIaRJMT7Hs84jm5mAxgCzBCRauAwMF5Vd8bZwzAMw0gS4lrwqGpBhLCXgcY/HWYYhmE0K2zkAsMwAodf8/HMmjXrqPXBgwcD8OWXX3L++e5RxFAoxMqVK+Pq0dywgscwjMBQXV3Ntm3bWLt2LRUVFdx3331x3V/dgmft2rXHpLGC5/ixQUINowWzbdYsDmxq2vl42vQ9l04PPlhvmiDMx/PAAw9QVVVF//79yc7OZtGiRZx00kns27evNs3BgweZNm0aVVVVvPfeexQVFXHjjTc26ffZHLEaj2EYvhOE+Xgef/xxMjIyCIVCUdO0bt2aGTNmcOONNxIKhazQaSRW4zGMFkxDNZN4EZT5eIz4YAWPYRi+E4T5eIz4YU1thmH4ThDm4wE3AduhQ4fq3X9znzsnHljBYxiG73z88cdcdNFF9O/fn5kzZzJ16lSmT5/OpEmTyM/PjzqrZyRq5uMZPnw45557bm34nDlzKCkpIScnh4EDB7JhwwbOO++82vl4cnNzGT58OFu3bo267cLCQnJzc7nllluiphk6dCgbN26kf//+LF68uNHeLRlf5uNpCmw+HsNoGmw+nuZLUObjsRqPYRiG4SvWucAwjBaPzcfjL1bwGIbR4rH5ePzFmtoMowUSlHu7RuMJ0jm1gscwWhjp6ens2LEjUH9URv2oKjt27CA9PT3RKo3CmtoMo4XRpUsXNm/ezDfffJNoFaMJSU9Pp0uXLonWaBQxFTwicj3wc6AvcJGqlobFFQF34CZ7m6iqr3vhA4HngAxgJTBJ7dLLMHwjLS2Nnj17JlrDaMHE2tRWCYwB1oQHish5uNlHs4FRwNya6a6BYqAQN+V1by/eMAzDaCHEVPCo6iZV/SRC1PeBl1T1gKp+AXwKXCQiWcDJqvqBV8tZAPwgFgfDMAwjWMSrc8FZwF/D1jd7YWd57+uGG4ZhGC2EBu/xiMibQKcIUQ+p6vJoH4sQpvWER9t3Ia5ZDmCfiESqXR0PpwP/G+M2/CAonmCu8SIorkHxhJbr2r2JttNkNFjwqOqVJ7DdzUDXsPUuwBYvvEuE8Gj7ngfMO4H9R0RESpNtzKJIBMUTzDVeBMU1KJ5grslEvJraXgXGiUgbEemJ60TwJ1XdCuwVkYtFRIB/BqLVmgzDMIxmSEwFj4j8o4hsBi4B/iAirwOo6gZgCbAReA34saoe9j42AXgW1+HgM+CPsTgYhmEYwSKm53hU9RXglShxM4GZEcJLgfNj2W8MNFmzXZwJiieYa7wIimtQPMFck4bAzMdjGIZhNA+a7Vht3j0kwzCaCMtTRlPRrAoeEckRkfsBknkYHhHpLiLdEu3RGEQkKyh/OCLSMdEOjUVEzgnCbyAoeQosXwWJZlHwiGM28CLQSkTSEu0UCRHJEJFf4zpUPC8iE7zwpDsPXo/EYuAdYJ6IjEm0UzRE5KSa71VEnk5mVwAR6YDreHOniJyeaJ9IBCVPgeWrIJJ0J+YEOQPIAgaq6kxVPZRooShMBDqr6nm4wVXvBVDVI4mUisJ1QJaq9gFWADNEpE+CnY5BRM4CFuJ+y1fjMvQvEyrVMGcBfwbaAf0T7BKNoOQpsHwVOAJb8IhIZthqe6C3qh4UkZEiMllERibKLRwROcl7TcF93xVeVGdcF/RzE+UWibDBXA8D3wB4I1S8BvxIRE5JlFsU9gPPquokVd2G68YfEpHcBHsdhVeDqGla2Q0sxY3aMVRETkuc2dGE1RJOJknzVA0ikur5Ckmcr0SkbdiqEox8FVcCV/CIyD+IyBLgP0TkGhE5FdgHvC8iM4Cf4v6MfiMit9X88SfQ83kRuQZIxV3l9hKRd4FfAHuBN0VkeCLbe737Db8VkYyw561aAztFpLO3/ivgAtyI4wm70RzuCqCqO4DVYUm6Ar2AWIdXipk636uG3SO5ADctyFTgTOAmEfmBiCRkFq86njW1hBRgTTLlqQiuhz3fLUC3JMxXvUVkAa5J7TrvN3sQ2JVs+cp3VDUwCy4zrAB+hhsBey4w24v7d9wfUD9vfSzuqjIzCTx/C/zKi2uPuyrv5K3/GFiZwO/0MuBPwBHc+Hs14VneMYwCWnthPweWJpMr3iMBYWnOAf4rUY4NuKZ4r2fj5qECeBtXu3wgWTy98A7AE0BJMuSpBlxTkjBf/RPuPt4E4HZgPvBD4NRky1eJWIJW48kCdgGz1FVTZwL5IjIENxrCIWAggKouBU4DMqNsy0/PR4DLROQ6XO1sO1BT/X4WaJvA5pYduIzRB/gXEekBoG54o9dx8y3V3Id4Cfh7Am8013Xtrl7ODWMAbkQMROSuBDa5HfO96ne1iUtwHQsqgW3A74G/1mmSSZgngKr+HfcHuZ/kyFMQxRXXfHUS8DeSJ19tB+5X1WJV/R1uwM9OqroTeIPkyle+E6iCR1X/BgwChoetFwM/U9Vy3NO+14pIkVftrgR2JpHnv6pryuoKFIpIAe7PfR2u3d93VHUT8KmqforLEA+HRc/FTW/xgIj8BJdBPtcE3WiO4DoDjum9NAw4TUReBm7G/XH6TgPf60u4c367qt4MLMP9JnxvZmnA8w3cnFmjE52nILqrd/GxDTcm5F1Jkq9WAatEpGZ0mP24+08AT5JE+SohJLrKFWkBMiKEpXqvBcB7YeGnAIuBwd56NvATYFwSev6n53cOrgr+Bz88o7mGxdWMYJGJG0NvWFhcOnA5MAe4NZldvfA/AhuAscnuGpYuJZk9gRy/8lQsrkAucHey5Ks66RYBY8LW04EhfuarZFoSLhDhBD0O/DcwwFtPqROfimsXvzcs7Hng/AB4LvDbszGuNb7e673ACu/9TUDbALkK8L2AuKYHxDNI579RhYDPrim45r9XgI7eb3Qk0MZP12RbkqqpTUTuxJ2Uv+DaQNE6ffHVNVVNASZ5PYFuxQ066luf/Rg8s/30bKyrxxEv7jfApSKyG7jC24YvTUAxul6Jy8yrA+B6BT41c7eg83+Fp5pUrl5Ye2+5BvgIyPfTNSlJdMkHnBr2vgNucrghwNPA1V64hKWp6Rn0fVwb7xrgMvM8cdewtO1x3TsrgEvNNZiuQfFsQa7X4grLJUC+H67JviRux+6H8yywFtcum10nbhKuO+fJ4Sc00ok1z9hcw9KkALnmGkzXoHi2QNd2wI/8cA3KksimtiLcfZA7cFcPtfNPqOpu4ANce+hYL0zDX80zIifkGpbmiKpW4A/m2nI9W4yriKSo6req+rRProHA94LHGzmkpovhIlXdpG7SuIMiEt6VsxL38FqOiEwRkQl+tokGxdNczTUoni3RVZNzvLiE41vBE3YiVFWrcX3aB4YluRu4W9zIvajq/+GuIsYBhbh+7nGvRQTF01zNNSie5mocQ33tcLEuuG6E4wjr5sh3N90vwA2WFx73DPBT/a7t9HNgcjwdg+RpruYaFE9ztaW+JW41HnFPD1fihoVoVycuVVXXA2/hno6v4RPcgH+oazs9V1Vnx8sxSJ7maq5B8TRXo0HidPVwGq7r4Hn1pOkJtAHeBR7EXW1UEPZ0b7yXoHiaq7kGxdNcbWnU996EJ7BV2PtOwKve+1643iAXeOsdcU/wfwik4a4ybgdWAT+M+wEHxNNczTUonuZqy3Gfg6Y4icBs3JhDV3phfXAj7l7rnbRf4KqyhUAebrBMfw80IJ7maq5B8TRXW074XMR4IgXX7vkCcAvwJjDBi1uCaxcd7q1fBnwBpIV9PtWXgwyIp7maa1A8zdWWmM5HjCfzZNzTvJne+kjgKdwkR+fgxjEaFZZ+BZDj+0EGxNNczTUonuZqSyxLTL3aVHUP8CVuCgCA94FS3PhknwG/A4aLm5BrPu65oc9i2Wdz9gRzjRdBcQ2KJ5irceI0RXfqV4D+IpKlqvuActxMoGcDv8ZVbXOBz1T1anUPWyWCoHiCucaLoLgGxRPM1TgRYq0y4aZ5/iVQFBb2HmEjxpIE7aNB8TRXcw2Kp7nacqJLzDUeVd2Km7r3KhG5Xtw86PtxVxI1aQ7Hup9YCYonmGu8CIprUDzBXI0To2YI/9g3JHIVcD0wGHhSVZ9skg03MUHxBHONF0FxDYonmKtxfDRZwQMgImm4sfWqm2yjcSAonmCu8SIorkHxBHM1Gk+TFjyGYRiG0RCJnAjOMAzDaIFYwWMYhmH4ihU8hmEYhq9YwWMYhmH4ihU8hmEYhq9YwWMYhmH4ihU8hmEYhq9YwWMYhmH4yv8D0ldIOUfpVRQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2409,7 +2310,7 @@ " backtrack=True, gcr=.3)\n", "tracker_data.plot()\n", "plt.ylim(-100,100)\n", - "plt.title('June 1, Albuquerque, NS Horizontal Single-Axis, with backtracking')" + "plt.title('June 1, Albuquerque, NS Horizontal Single-Axis, with backtracking');" ] }, { @@ -2423,27 +2324,27 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "Text(0.5,1,'June 1, Albuquerque, 20 deg S-Tilted Single-Axis, with backtracking')" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py:556: RuntimeWarning: invalid value encountered in remainder\n", + " surface_azimuth = surface_azimuth % 360\n" + ] }, { "data": { - "image/png": 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3ML6HCxiN4nedM8wTTkXg6zTH3HIgECM5Tcdof5injDa2EcBUseida2EURtvZLYy2j5TOLJUxvtPM2oa2AGFKqZSSymYgGePiMj3rMY7rULOEd7+2YZw31mG0A6dckL2OsT0RGKWm1PvkzIuK7hgn/zDgX263N2Ex3QfA38B6ESlhLqMwcF1E9qSd3pznJsZ3vRzjOBuMxfnArI0Zg1FiDQc2kaYko4x2x0EYpet590iC6XkCo+R6DeM4z+xYTSVZqaoUkf3AJKXUimwGlSPMg+AFpdQ9OyPkNrP09oxSKt2ruRxYnx/wq1Lq+wdczrvAFaXUd1YJLJeIcTPsCfPA1bLBLHXdBKqaFwN5mnls1VRKvWfrWLTsE5GlQIBSKtOejPe8IdOsWqoPHLBSbA/MvNK16tVuQaeUmmzrGLJCRFpgXPmdwyh5D+TBbrAuUMwqRF+MEs9nwH57SEgASqmfbB2DlnVmVeQVjBqYXhg9sCfea75Mq+9EZBpGcfRNsz4/s2mdxbh59KCIHBWjUTzlZsfdYjyiZpFZ9YbZ9rBIjJu2dmfUlqFpaZTHaMOKxKh6eE4plWcumOzAwxhVd0FANbJw64Om3aeKGNWpERi3n4wxq5AzlaXqu6ww6xtdlVKRZqPhNox689cw7l36Q0S+BQ4qpeaIyPNAE6XUOBF5HHhYKfWYVYLRNE3T7JLV7lNShpSnFTuZPwrjUTNLzOE/c7uBdiC3bzRdAnS9j4Y0TdM0LR+x6s2zZtfRAIyeJOsxegrdVMbTCsCoMki5MbQS5s1U5vhwjB51mqZpWgFl1SdPm/fteJndFpdjdJC4azLz//RKRXfVJZr3MowFcHV1bV6vXj0rRatpmlYw7Nu376pSqsy9p7S9HHkdglLqptlVuTVQQkQKmaUhT27f6RyE0S8+SIwbQYuTzqNWlPFU57kAPj4+yt/fPydC1jRNy7dEJDuPP7Mpq1XfiUgZs4SU8oiLbhhP597E7YeujsK4CRCMu5lTnn4wGNiYxec7aZqmafmUNUtKFYCfxXhOkgOwWCm1WkSOYTyxYDLGvU4pT5ydDywQkdMYJaT7eVq1pmmalo9YLSmZ/c+90xl+FmiZzvBYjEfmaJqmaRqQQ21KuSkhIYGgoCBiY2NtHYpmRc7Oznh6euLk9KDPydQ0zZ7YfVIKCgrC3d2datWqoW9zyh+UUly7do2goCCqV8/0LdSapuUzOfGSv1wVGxtLqVKldELKR0SEUqVK6dKvphVAdp+UAJ2Q8iH9nWpawZQvkpKmaZqWP+ik9IBu3rzJN998Y5Vlffjhh8yYMcMqy0rh5+fHjh23364+evRolixZkskcd7Lm9mmapt2LTkoPKKOTdlJSUq7GkZiYmO7wtEkpu3RS0jQtN9l97ztLE//vKMeCb1l1mQ0qFuOD/g0zHP/WW29x5swZvLy8cHJyws3NjQoVKhAQEMCxY8cYNGgQFy9eJDY2lldeeYWxY8cC8M8///D222+TlJRE6dKl2bBhwx3LnTdvHsuWLWPZsmUEBwfzwgsvcOXKFVxcXJg3bx716tVj9OjReHh4cODAAZo1a8Znn312xzICAwP59ttvcXR05Ndff+Wrr74CYMuWLcycOZOQkBCmT5/O4MHGAzc+/fRTFi9eTFxcHA8//DATJ068Y/u6d+/OBx98wMCBA7lx4wYJCQlMnjyZgQMHWnOXa5pWgOWrpGQLU6dO5ciRIwQEBODn50ffvn05cuRIalfmH374AQ8PD2JiYmjRogWPPvooycnJjBkzhi1btlC9enWuX7/zkX+zZ89m3bp1rFixgiJFijB27Fi+/fZbateuze7du3n++efZuHEjAP/++y++vr44OjreFVu1atUYN24cbm5ujB8/HoD58+dz+fJltm3bxokTJxgwYACDBw9m3bp1nDp1ij179qCUYsCAAWzZsuWO7QOjRLZ8+XKKFSvG1atXad26NQMGDNAdEzRNs4p8lZQyK9HklpYtW95xb82XX37J8uXLAbh48SKnTp3iypUrdOzYMXU6Dw+P1OkXLFiAp6cnK1aswMnJicjISHbs2MGQIbcffhEXF5f6+5AhQ9JNSJkZNGgQDg4ONGjQgNDQUADWrVvHunXr8PY2HsoRGRnJqVOnqFKlyh3zKqV4++232bJlCw4ODly6dInQ0FDKly+frRg0TdPSk6+SUl7g6uqa+rufnx++vr7s3LkTFxcXOnfuTGxsLEqpDEsWjRo1IiAgIPXG0eTkZEqUKJFaUslsfVlVpEiR1N9TnoGrlGLChAk8++yzd0wbGBh4x+eFCxdy5coV9u3bh5OTE9WqVdP3E2maZjW6o8MDcnd3JyIiIt1x4eHhlCxZEhcXF06cOMGuXbsAaNOmDZs3b+bcuXMAd1TfeXt789133zFgwACCg4MpVqwY1atX588//wSM5HHw4EGrxGepZ8+e/PDDD0RGGi8PvnTpEmFhYXfNHx4eTtmyZXFycmLTpk2cP283T8TXNM0O6KT0gEqVKkW7du1o1KgRb7zxxh3jevXqRWJiIk2aNOG9996jdevWAJQpU4a5c+fyyCOP0LRpUx577LE75mvfvj0zZsygb9++XL16lYULFzJ//nyaNm1Kw4YNWblyJVnVv39/li9fjpeXF1u3bs1wuh49ejBs2DDatGlD48aNGTx4MBEREXdt3/Dhw/H398fHx4eFCxeiX7qoaZo1iT29wii9l/wdP36c+vXTe8GtZu/0d6tp1iEi+5RSPraOIyt0SUnTNE3LM3RHh3zixx9/ZNasWXcMa9euHV9//bWNItI0Tcs+nZTyiaeeeoqnnnrK1mFomqY9EF19p2mapuUZOilpmqZpeYbVkpKIVBaRTSJyXESOisgr5vAPReSSiASYP30s5pkgIqdF5KSI9LRWLJqmaZp9smZJKRF4XSlVH2gNvCAiDcxxnyulvMyfNQDmuMeBhkAv4BsRyd7zcuxUnz59uHnzpq3D0DRNy3Os1tFBKXUZuGz+HiEix4FKmcwyEPhDKRUHnBOR00BLYKe1Ysqr1qxZY+sQNC3HhEWHcSDsACFRISilSPkHpH7OixzEgQalGuBd1psijkXuPYOWI3Kk952IVAO8gd1AO+BFERkJ+GOUpm5gJKxdFrMFkXkSy9PSe0XF77//zpQpU1BK0bdvX6ZNmwYYT+/29/endOnSNo5a0x5cUEQQe0L2sDdkLwfCDnAp8pKtQ3ogxYsUZ36P+dT1qGvrUAokqyclEXEDlgL/VUrdEpE5wEeAMv//DPgPkN4TSe+6hBKRscBY4K4nVt/l77cg5PCDhH+38o2h99R7Tpb2FRV9+/blzTffZN++fZQsWZIePXqwYsUKBg0aZN34NC2XhUaFsidkT2oiSklCHs4eNC/XnGH1huFd1ptqxavhIA6IeainPIRYEEQkdXheEZsUy4HQA0zaNYmXNr7E731/p1TRUrYOq8CxalISESeMhLRQKbUMQCkVajF+HrDa/BgEVLaY3RMITrtMpdRcYC4YjxmyZrzWlPYVFd9//z2dO3emTJkyAAwfPpwtW7bopKTZnfikePxD/dkatJVtl7YReCsQgGKFi9GifAtGNhhJqwqtqFG8hl2/V6uwY2E6Ve7Ely5fMvrv0bzq9yrf9/iewo6FbR1agWK1pCTGX+N84LhSaqbF8ApmexPAw8AR8/dVwG8iMhOoCNQG9jxQEFko0eSE9F5R0bRpU86cOWOTeDTtQV2Nucrmi5vZErSFnZd3EpMYQ2GHwrSo0ILBdQbTsnxL6pSsg6ND/uub1LBUQya3n8z4zeP5aNdHTGo7ya6Trb2xZkmpHfAkcFhEUl7+8zbwhIh4YVTNBQLPAiiljorIYuAYRs+9F5RSSVaMJ9ek94qKmJgYNm/ezNWrVylZsiS///47L730kq1D1bQMXY25iu95X9adX4d/iD8KRTmXcvSr0Y+Onh1pWb4lLk4utg4zV/Ss1pMzN88w5+AcapWoxaiGo2wdUoFhzd5320i/nSjDrmZKqY+Bj60Vg6306tWLb7/9liZNmlC3bl1at25NhQoV+OSTT+jSpQtKKfr06cPAgQNtHaqm3SE8Lpy1gWv5J/Cf1ERUo3gNnm36LN2qdKNOyToFtpQwruk4Tt88zcx9M6levDodPTvaOqQCQb+6Qsuz9HebM5KSk9h9eTfLTy9n44WNxCfHU7N4TXpU60GPqj2oVbKWrUPMM6ITohn9z2guRlxkYZ+F1ChRw9Yh3Rd7enWFfiCrphUQIVEh/Pnvn6w6s4qQqBCKFynO4DqDGVRrEPVL6eSfHhcnF7586EseW/0Yr/q9yu99fy8wVZi2opOSpuVzh64cYsGxBaw/vx6Fom3Ftoz3GU+Xyl10z7IsKO9anukdpzNm3Rgm7ZrEJ+0/KbBVmrlBJyVNy4cSkxPZcGEDC44t4OCVg7g5uTGi/giG1R9GRbeKtg7P7rSq0IrnvZ7n64CvaV2hNYNq6Vs7copOSpqWjyQkJ7D6zGrmHppLUGQQnm6evNXyLQbVGoSrk6utw7NrYxqPYdflXUzdMxWfcj54unvaOqR8Sb+6QtPygcTkRJafWs6A5QN4f8f7uBd254vOX7D64dUMrz9cJyQrcHRwZEr7KQjCO9veISnZLu9gyfN0UtI0O6aUYkvQFgavGpyajL566CsW9VtE16pd8+XNrbZU0a0iE1pNYH/YfhadXGTrcPIlXX2naXbq5PWTfOr/Kbsv76aKexU+7/w5Xat01Y3wOax/jf6sObuGWftn8VCVhyjvWt7WIeUruqSUBzzxxBM0adKEzz//3NahpHr//ffx9fW1yrK++OILoqOjUz+7ublZZbkFVVRCFNP2TGPo6qGcvH6St1q+xYqBK+hWtZtOSLlARHivzXsoFB/vsvt7//McXVKyocTERK5evcqOHTs4f/68rcO5w6RJk6y2rC+++IIRI0bg4qLv73gQSinWn1/PtL3TuBJ9haF1h/KS90sUL1Lc1qEVOJXcKvFc0+eYuW8m2y5to32l9rYOKd/IV0lp2p5pnLh+wqrLrOdRjzdbvpnpNFFRUQwdOpSgoCCSkpJ47733ePPNN1PfmeTv78/48ePx8/Pjww8/JDg4mMDAQEqXLs2RI0cICwvDy8uLr776ihMnTjB37lzi4+OpVasWCxYswMXFhdDQUMaNG8fZs2cBmDNnDm3btuXXX3/lyy+/JD4+nlatWvHNN9/g6Jh+O8Jzzz3H3r17iYmJYfDgwUycOBF/f3+eeeYZAJKSkjhy5AhKKUaPHk2/fv0YPHgw1apVY9iwYWzatImEhATmzp3LhAkTOH36NG+88Qbjxo3Dz8+PGTNmsHq18RD4F198ER8fH27dukVwcDBdunShdOnSbNq0CYB33nmH1atXU7RoUVauXEm5cuWs9ZXlS9dirvHRro/YcGED9Tzq8UXnL2hcprGtwyrQRtQfwdJTS5m2ZxqtBrTCydHJ1iHlC7r6zgr++ecfKlasyMGDBzly5Ai9evXKdPp9+/axcuVKfvvtN1atWkXNmjUJCAigQ4cOPPLII+zdu5eDBw9Sv3595s+fD8DLL79Mp06dOHjwIPv376dhw4YcP36cRYsWsX37dgICAnB0dGThwoUZrvfjjz/G39+fQ4cOsXnzZg4dOoSPjw8BAQEEBATQq1cvxo8fn+68lStXZufOnXTo0IHRo0ezZMkSdu3axfvvv5/ptr788stUrFiRTZs2pSakqKgoWrduzcGDB+nYsSPz5s3LdBkF3YbzG3hk1SNsCdrCq82NpwrohGR7To5OvOHzBoG3Avnj5B+2DiffyFclpXuVaHJK48aNGT9+PG+++Sb9+vWjQ4cOmU4/YMAAihYtmu64I0eO8O6773Lz5k0iIyPp2bMnABs3buSXX34BwNHRkeLFi7NgwQL27dtHixYtAIiJiaFs2bIZrnfx4sXMnTuXxMRELl++zLFjx2jSpEnquP3797Nu3boMY07Z1sjISNzd3XF3d8fZ2ZmbN29mur1pFS5cmH79+gHQvHlz1q9fn635C4rohGg+3v0xq86sor5Hfb7v8T21S9a2dViahY6eHWlToQ1zD83l4VoP41ZYt5c+qHyVlGylTp067Nu3jzUeUpu/AAAgAElEQVRr1jBhwgR69OhBoUKFSE5OBiA2NvaO6V1dM75nZPTo0axYsYKmTZvy008/4efnl+G0SilGjRrFJ598cs8Yz507x4wZM9i7dy8lS5Zk9OjRqXEdPXqUDz74gC1btmRY9VekSBEAHBwcUn9P+ZyYmHjH9qa3zZacnJxSG+QdHR1JTEy8Z/wFzekbp3l98+ucCz/H2CZjGddknK4eyoNEhFeavcLjfz3OL8d+4Xmv520dkt3T1XdWEBwcjIuLCyNGjGD8+PHs37+fatWqsW/fPgCWLl2a5WVFRERQoUIFEhIS7qiK69q1K3PmzAGMtp9bt27RtWtXlixZQlhYGADXr1/PsMPErVu3cHV1pXjx4oSGhvL3338DxrugHn/8cX755ZfUt+Tej6pVq3Ls2DHi4uIIDw9nw4YNqePc3d2JiIi472UXNKvOrGLYmmGEx4Uzr8c8XvJ+SSekPKxh6YZ0r9qdn4/+zPXY67YOx+7pkpIVHD58mDfeeAMHBwecnJyYM2cOMTExPP3000yZMoVWrVpleVkfffQRrVq1omrVqjRu3Dj1ZD5r1izGjh3L/PnzcXR0ZM6cObRp04bJkyfTo0cPkpOTcXJy4uuvv6Zq1ap3Lbdp06Z4e3vTsGFDatSoQbt27QBYsWIF58+fZ8yYManTBgQE3DX/vVSuXJmhQ4fSpEkTateujbe3d+q4sWPH0rt3bypUqJDarqTdLSE5gWl7prHo5CJ8yvkwveN0yrjc/4WClnte9H6RDRc28PPRn3m1+au2Dseu6fcpaXlWQfpuw+PCed3vdXaH7Oaphk/xcrOXKeSgrxntyRub32Drpa2sfXRtnuumb0/vU9LVd5pmY2fDzzLsr2HsD9vP5HaTec3nNZ2Q7NAzjZ8hKiGK30/8butQ7Jr+y8+HWrVqRVxc3B3DFixYQOPGuhtxXrMvdB8vbXwJJwcnfuj5A15lvWwdknaf6nrUpZNnJ349/isjG4zULwO8T1ZLSiJSGfgFKA8kA3OVUrNExANYBFQDAoGhSqkbYnS/mgX0AaKB0Uqp/daKpyDbvXu3rUPQsmDDhQ38b/P/qOhWkW+7f0slt0q2Dkl7QE83fpqRf49k9dnVDK071Nbh2CVrVt8lAq8rpeoDrYEXRKQB8BawQSlVG9hgfgboDdQ2f8YCc6wYi6blaUv+XcJrfq9Rz6Mev/T+RSekfMKrjBcNSjXgt+O/YU/t9XmJ1ZKSUupySklHKRUBHAcqAQOBn83JfgZSXtk4EPhFGXYBJUSkgrXi0bS86vvD3zNx50TaVGzDvB7zKOlc0tYhaVYiIgyrN4wz4WfYHaJrLO5HjnR0EJFqgDewGyinlLoMRuICUh45UAm4aDFbkDlM0/IlpRTfBHzDrP2z6F29N1899JVud8iHelXvRckiJfnt+G+2DsUuWT0piYgbsBT4r1LqVmaTpjPsrvKuiIwVEX8R8b9y5Yq1wtS0XKWU4ssDXzLn4BwG1hzIJ+0/wclB3xCbHxVxLMLgOoPxu+hHUESQrcOxO1ZNSiLihJGQFiqllpmDQ1Oq5cz/w8zhQUBli9k9geC0y1RKzVVK+SilfB7kiQN5WW69T2nKlCl3fG7bti0AgYGBNGrUCDBunF2zZk2OxlHQKKX4zP8zvj/8PYPrDGZSu0n6jbD53NC6Q3EQB/122vtgtaRk9qabDxxXSs20GLUKGGX+PgpYaTF8pBhaA+Ep1XwFRWJiIiEhIezYsYNDhw7x6qs5eyd42qS0Y8eOu6bRScn6Zu2fxc/HfuaJek/wfuv3cRB9e2B+V961PN2qdmPpqaVEJ0TfewYtlTXvU2oHPAkcFpGU59S8DUwFFovI08AFYIg5bg1Gd/DTGF3Cn3rQAEKmTCHuuHXfp1Skfj3Kv/12ptPYw/uU3nrrLWJiYvDy8qJhw4YsXLgQNzc3IiMjU6eJj4/n/fffJyYmhm3btjFhwgQee+wxq+7Pgub7w98z/8h8htYZyoSWE/SbYQuQYfWGsTZwLX+d+4shdYbcewYNsGJSUkptI/12IoCu6UyvgBestX5bSnmf0l9//QUYDzl9882MX6Oxb98+tm3bRtGiRQkMDKRfv36pz5tr0KBB6nPo3n33XebPn89LL72U+j6l5cuXk5SURGRk5B3vU3JycuL5559n4cKFjBw58q51Tp06ldmzZ2f6XLvChQszadIk/P39mT179oPsEg1YeHwhs/bPol+NfrzT+h2dkAoY77Le1POox6ITixhce7D+/rMoXz3R4V4lmpxiL+9T0nLP8lPLmbpnKg9VfoiP2n2kq+wKIBFhSJ0hfLTrI45eO0qj0o1sHZJdyFdJyVbs4X1KWu5ZG7iWD3d+SNuKbfm006f6OXYFWJ/qfZjhP4Ml/y7RSSmL9OWbFdjD+5TAeLleQkJCpuvX7z56MFuCtvDWlrfwKuPF550/p7BjYVuHpNmQW2E3elXrxZpza4hKiLJ1OHZBJyUrOHz4MC1btsTLy4uPP/6Yd999lw8++IBXXnmFDh06ZPg21/SkvE+pe/fu1KtXL3X4rFmz2LRpE40bN6Z58+YcPXqUBg0apL5PqUmTJnTv3p3LlzPuwDh27FiaNGnC8OHDM5ymS5cuHDt2DC8vLxYt0t1Zs2NvyF5e83uNOh51mN11tr4xVgPg0TqPEpMYw5pzuldrVuj3KWl5lj19t4euHGLMujFUcK3Aj71+1I8O0lIppfhw54f0rNqTtpXa2iQGe3qfkq7s1rQHdPL6SZ7zfY5SRUvpZ9lpdxERJradaOsw7IZOSvmQfp9S7gkMD2Ts+rEULVSUeT3m6deXa9oD0kkpH9LvU8odwZHBjFlv3FM2r8c8/foJTbOCfNHRIafbxRKSErgac1W/HyUX5fV9fSX6Cs+sM15/Pbf7XKoXr27rkDQtX7D7pOTs7My1a9dy9CQWlRhFaFSo7tKZS5RSXLt2DWdnZ1uHkq6bsTcZu34sV2OuMqfbHOp61LV1SJqWb9h99Z2npydBQUHk5GstlFKERYdx0/EmHs4eObYe7TZnZ2c8PT1tHcZdbsXf4lnfZ7kYcZFvun5D0zJNbR2SpuUrdp+UnJycqF4956tO/tn3D78c/oW1j66lnGu5HF+flvdExEcwbv04Tt04xawus2hZoaWtQ9K0fMfuq+9yy5A6Q0hWySw9lfWnM2j5R1RCFM/5Psfxa8eZ2XkmHTwzf76hpmn3RyelLKrsXpm2ldqy9N+lJCYn2jocLRdFJ0TzvO/zHLl6hE87fUrnyp1tHZKm5Vs6KWXD0DpDCYsJY/PFzbYORcslMYkxvLTxJQKuBDC1w1S6Ve1m65A0LV/TSSkbOnp2pJxLOf2K4wIiJjGGVza+wt6QvUxuN5le1XvZOiRNy/d0UsqGQg6FGFxnMDsv7+TCrQu2DkfLQZHxkYxbP45dl3cxqd0k+tfsb+uQNK1A0Ekpmx6t/SiO4sjik4ttHYqWQ8LjwhmzbgyHrhxiWsdpDKo1yNYhaVqBoZNSNpVxKUO3qt1YdnqZvpk2H7oac5Wn1j7Fvzf+5fMun9O7em9bh6RpBYrVkpKI/CAiYSJyxGLYhyJySUQCzJ8+FuMmiMhpETkpIj2tFUduGNlgJBHxESw/tdzWoWhWdC78HCPWjCAoIojZXWfrXnaaZgPWLCn9BKTXEvy5UsrL/FkDICINgMeBhuY834hI1t+EZ2NNyjTBu6w3vx7/VXcPzycOhB3gyb+fJCYxhvk95tOmYhtbh6RpBZLVkpJSagtwPYuTDwT+UErFKaXOAacBu7o9flTDUVyKvITvBV9bh6I9oPXn1/PM2mcoUaQEv/b+lcZl9Cs+NM1WcqNN6UUROWRW76W8/awScNFimiBzmN3o7NmZasWq8f2h7/P8E6219CWrZL47+B2v+71O/VL1WdB7AZWLVbZ1WJpWoOV0UpoD1AS8gMvAZ+ZwSWfadM/sIjJWRPxFxD8nH7qaXY4OjoxpMoaTN07id9HP1uFo2RSVEMXrfq8zO2A2fWv05fse3+s3xmpaHpCjSUkpFaqUSlJKJQPzuF1FFwRYXpJ6AsEZLGOuUspHKeVTpkzeeqtnn+p98HTz5LtD3+nSkh25cOsCI9aMYOPFjbzh8wZT2k/BuVDefE2GphU0OZqURKSCxceHgZSeeauAx0WkiIhUB2oDe3IylpxQyKEQzzR+hqPXjrIlaIutw9GyYPXZ1QxdPZQrMVf4ttu3jGw4EpH0Cu6aptmCNbuE/w7sBOqKSJCIPA1MF5HDInII6AK8CqCUOgosBo4B/wAvKKWSrBVLbhpQawBV3Kvwxf4vSEq2y00oEKITonln2ztM2DqBOiXrsLjfYt3DTtPyILGnaicfHx/l7+9v6zDusjZwLeM3j2dyu8kMrDXQ1uFoaRy8cpB3t73L+VvnGdtkLOOajqOQg92/SkzTskxE9imlfGwdR1boJzpYQY+qPWhUqhGzA2YTkxhj63A0U0xiDJ/u/ZQn1zxJbFIs83vO50XvF3VC0rQ8TCclKxARXvN5jZCoEH488qOtw9GAvSF7GbxqML8c+4UhdYawfMByWpRvYeuwNE27B33JaCUtyregd7XezD88n/41+1PZXd/vYguhUaHM3DeTNefWUMmtEt/3+J5WFVrZOixN07JIl5Ss6DWf13B0cGT6num6i3gui0+K54cjP9B/RX98z/vybJNnWT5wuU5ImmZndEnJisq7lucFrxeY4T+DtYFr9UvhckFSchJ/nfuLrw98TXBUMJ0rd+Z/Lf6nS6qaZqd0UrKy4fWH88+5f/hkzye0rNASD2cPW4eULyml2HRxE18d+IrTN09T36M+H7T9gLYV29o6NE3THoCuvrOyQg6FmNRuErfib/HRzo90NZ6VJSUn8fe5v3n0/x7llU2vkJCcwKedPuWPfn/ohKRp+YAuKeWA2iVr87L3y8zcN5PFJxfzWL3HbB2S3YtOiGb12dUsOLaAwFuBVC9enY/bf0zv6r1xcnCydXiaplmJTko5ZFTDUewJ2cP0vdNpWrYp9Tzq2Toku3Th1gV+P/E7K0+vJCIhgvoe9fms02d0rdIVRwe7eQWXpmlZpJ/okIOux15nyKohuDi5sKjfIlycXGwdkl1ITE5kR/AO/jjxB9subcNRHOletTvD6g+jaZmm+ll1mpZN9vREB11SykEezh5M7TiVZ9Y9w+Rdk5nSYYqtQ8qzlFKcvHGSVWdW8dfZv7gee53SRUszruk4htQZQhmXvPWEeE3TcoZOSjmsRfkWjGs6jm8CvqFR6UYMqz/M1iHlKZciL7E+cD2rzq7i1I1TFHIoRGfPzvSv2Z8OlTrg5KjbizStINFJKReMbTyWY9eOMX3vdKoVq0bbSgW7l9jZ8LP4nvfF97wvx68fB6BJmSa82+pdelbrSQnnEjaOUNM0W9FtSrkkKiGKkX+P5HLkZX7t+ys1itewdUi5Jj4pngNhB9gevJ3NFzdzNvwsYCSi7lW607VKV/0ack3LQfbUpqSTUi4Kjgzmib+ewNXJld/6/JavSwQXb11kW/A2tl/azp6QPcQkxlDIoRDNyjaja5WudK3SlXKu5WwdpqYVCDop5RB7T0oAAWEB/Gftf/Aq68V33b7LN20mIVEh+If6sz90P7sv7+ZCxAUAPN08aVepHe0rtadF+Ra4OrnaOFJNK3jsKSnpNqVc5lXWi4ltJ/L2trf5ePfHfNDmA7vr4qyU4vyt8+wL3ce+0H3sD9vPpchLALg5udGsXDOG1x9O+0rtqVKsio2j1TTNnuikZAP9a/bnXPg55h2ex9agrXaVlBKSE7gVd4tElQgY3d6bl2vOkw2epFnZZtQpWUff1Kpp2n3TSclGXvR+EVcnV87fOm/rULLF0cGR4oWL4+nuSfNyzalWrJpdJVVN0/I2qyUlEfkB6AeEKaUamcM8gEVANSAQGKqUuiHGWWwW0AeIBkYrpfZbKxZ74CAOPN34aVuHoWmalqdY8ynhPwFpXyD0FrBBKVUb2GB+BugN1DZ/xgJzrBiHpmmaZqeslpSUUluA62kGDwR+Nn//GRhkMfwXZdgFlBCRCtaKRdM0TbNPOf0+pXJKqcsA5v9lzeGVgIsW0wWZwzRN07QCzFYv+UuvZTzdG6ZEZKyI+IuI/5UrV3I4LE3TNM2WcjophaZUy5n/h5nDgwDL58p4AsHpLUApNVcp5aOU8ilTRj8pWtM0LT/L6aS0Chhl/j4KWGkxfKQYWgPhKdV8mqZpWsFlzS7hvwOdgdIiEgR8AEwFFovI08AFYIg5+RqM7uCnMbqEP2WtODRN0zT7ZbWkpJR6IoNRXdOZVgEvWGvdmqZpWv5gq44O9icx3tYRaJpmr44shZibto7CLuiklBWnfGG2D9ywr0cCaZqWBxxdAUv+A1s/s3UkdkEnpawoUQVib8Lvj0PsLVtHo2mavQjaB8ufBc+W0OUdW0djF3RSyooydWDoL3DlpHHFk5Ro64g0Tcvrbl4wLmTdysETv4OTs60jsgs6KWVVjc7Q9zM4vR7W6SseTdMyERsOC4dCYhwM/xNcS9s6IruhX12RHT5PwdVTsOtrKFULWo6xdUSapuU1SYnw51Nw7RSMWApl6to6Iruik1J29fgIrp+Bv98EjxpQ664e75qmFVRKwd9vwJkN0P9Lo4ZFyxZdfZddDo7w6PdQtj78ORrCTtg6Ik3T8oo9c8H/B2j3CjQfde/ptbvopHQ/irjDE39AIWf4bShEXbV1RJqm2drZzfDPBKjbB7p+aOto7JZOSverRGWjR01kKCwaYTRoappWMN0IhD9HQena8PB34KBPrfdL77kH4ekDg+bAhZ2w5g1bR6Npmi3ERcIfw0Elw+O/gXMxW0dk13RHhwfV6BEIPWLcrV3R2+ihp2lawaAUrHwewo4ZXb9L1bR1RHZPl5Ssocs7ULOrUVq6uMfW0Wiallu2zoBjK6HbRKjVzdbR5As6KVlDSo+84pVg0ZMQEWLriDRNy2kn/4aNk6HxUGj7kq2jyTd0UrIWFw94bCHE3TK6iutHEWla/nUj0HimXYWmMOBLELF1RPmGTkrWVL4R9J9ldHzwm2LraDRNywmJ8cYTGxQw5GdwKmrriPIVnZSsrclQ8H4Sts6EMxttHY2madbm+wEE74eBs8Gjuq2jyXd0UsoJvacbz7taNhYiQm0djaZp1nJ8Nez6Blo+Cw0G2DqafEknpZxQ2AWG/GTcv7BsDCQn2ToiTdMe1M0LRvfvCl7GMzC1HJErSUlEAkXksIgEiIi/OcxDRNaLyCnz/5K5EUuuKVsf+kyHc5thx1e2jkbTtAeRnAwrXzAuMIf8CIWK2DqifCs3S0pdlFJeSikf8/NbwAalVG1gg/k5f/F+Eur3h01TjBcEappmn/znw7kt0GOy8XYALcfYsvpuIPCz+fvPwCAbxpIzRKDvTCjsCiue093ENc0eXTsD6983bpBvPtrW0eR7ufWYIQWsExEFfKeUmguUU0pdBlBKXRaRsrkUS+5yKwt9PoWlT8PO2dD+v6mjVHIyJNlZe5OjI6IfNqllg1LKeBxPcrLxf14lghRKc0pMToIVz4ODEwz4St+PlAtyKym1U0oFm4lnvYhk+SVEIjIWGAtQpUqVnIovZzV6FI6tMKrx6vaGMnVJvHGD848/Qfz587aOLnscHHAs5YFz7dq4de2Ke7duOJUrZ+uotDxAKUXc8ePcWr+eiPXriT8XmPcTkSURXNu0psRjj1OsZw9j2K5v4OIu48nfxSvZNr4CQlQu/8GIyIdAJDAG6GyWkioAfkqpTN8b7OPjo/z9/XMhyhwQGQZftzLqo59eT/CEtwn/6y9Kjx2LFHaydXRZlhwXR2JYGDH7DxB/7hwAzk2a4N6tG+7dulKkhq5vL0hUUhIxAQFErDMSUUJwMDg4ULR5c1SDRijHQigREEGJoMi7JQ2JjkJt8iUxOJhKn8+kWOsGxjFbs4vx9G87LiWJyD6L9vw8LceTkoi4Ag5KqQjz9/XAJKArcE0pNVVE3gI8lFL/y2xZdp2UAA4thmVjiKz6KhenLaLUuGcp+9//3nu+PCruzBkifDcQ4etL7OHDABSuUcNIUN274dyoEWLHB7KWPhUfT9TuPUSsX0/Ehg0kXbuGODnh0rYt4T7tWO1akyVnorgWFW/rULOtQVkXPvKdhfuNMGo8XZFCoTvgxT1Q3NPWoT0QnZQsVyBSA1hufiwE/KaU+lhESgGLgSrABWCIUup6Zsuy+6SkFIlf9+TcDxdwKFuV6itX4VAkf3QtTbh8mYgNG4nw9SV6715ISqJQ+fK4d+2Ke/duuPj43F1fr9mNpMhIorZtI2LDRiL9/EiOiEBcXHDr1JHEtp34x7UGS07c4HRYJIUdHejWoCxtapbGyUFwEEEEHETy9LvvbkYnsGjvRaL/PcW3Wz6nWPlIKn34X6S9/V44prCnpJTjZwml1FmgaTrDr2GUlgoMlZzMpR0lSIq7QOWHq+SbhATgVKECHiOG4zFiOIk3bhDpt5mIDb7cXLqUGwsX4li8OG6dO+PevRuu7drhUFQ/LyyvS7h8mYhNm4jcsJGoPXsgIQHH4sVx794dp84PsdmtGsuOXmHn/msodZEW1Uoy5eHG9G1cgeIu9lMlbenJ1lXpPyuBItcTiQgoyvUTrpRqb+uoChZ96ZqLwj6dQfT+w1R4rAnOIUvh6ptQupatw7K6QiVLUuLhQZR4eBDJ0dFEbt9OpK8vEZs2Eb5yJeLsjGv7drh37oxrx444lc2fHS/tjVKK2GPHiNy4iYhNG4k7dhyAwlWr4vHkk7h07sx+d0+WHQxh7dYQYhNOULWUC//tWoeHvStRpZSLjbfgwRVydGB23cPUCL+Mf0JnmPkFRerWx62Dzky5Jdc7OjwIe66+uzZ/PmGfzqDkiBGU/+8YmOUFtbvD0J/vPXM+oRISiN67lwhfXyI2+ZF4+TIAzo0a4da5M26dO+PcoL7ucp6LkuPjid69m4iNG4ncuInE0FCjo4K3N+4PdcGty0OccS7F8gNBrAgI5kpEHMWcC9G/aUUeaeZJsyol8le7YVwEzPLiZHIlHgt/lT8O/YhcvkSVH3+gaNO7Knzshj1V3+mklAtu/P47IRMnUaxPbyrOmGGcdDdNgc3TYPAPUH8AONpndcf9UkoR9++/RG7yI9LPj5iDB0EpCpUpg1vnTrh17oxrmzY4uNj/1XdekxASQuTWrURt2UrU9u0kR0cb7UPt2uH20EO4derItUIurAy4xLL9lzgREoGTo9C5blkebVaJLvXKUqSQo603w/rCjsPSZyD0KNeeWMNDf0TS1CWB99fNIunWLar+9CPO9evbOsr7opNSDrHHpHRt/g+Effopbl26UGnWFzgULmyMiIuAOe3g5nlwKQUNBkKjwVClDXm6NTiHJF6/TuSWLUT6bSZq2zaSIyORwoVxadUKtw7tcW3XjsI1auSvq/JcouLjid5/gMitW4jaspW4U6cAKFS+PG6dOuHe9SFcWrUiVhxZdzSUpfuD2H76KskKvCqX4JFmlejXpCIeroVtvCU5ID4K/v0HDi+BU+uhaAkY+DXU6cnKgEu88kcA7zQrTuc575McGUnl777FpVkzW0edbTop5RB7SkoqMZHQT6ZyY+FCo4Q0bRrilKY0lBgHp32NA+Lk35AYA+4VodEjxg23Fb3t+t6I+2WcRPenlqJSbjAuVKECru3a4tauHS6tW1OoZP56hq81xQddImrbNiK3biV6506So6PByQmX5s1x69ABt44dKFyrFskKdp29xrL9l/jnyGWi4pOoVKIojzSrxCDvStQs42brTbG+hFjjuDuy1EhICdG3j7t2rxhPYcEozb/yRwCrDwWzcEA1yk4cT0JICBWnfkKxXr1svBHZo5NSDrGXpJR49SrB//sfUTt24vHUU5Qd/zrieI/qjrjI21dsp30hOcG40bbRo8ZPWfusNrCG+KAgorbvIGr7dqJ27iQ5IgJEcG7UCNd2bXFt25aiXl63S6EFUOLVq0Tt3k30rl1E7dpNwsWLADhVrIhrxw64deyIS8tWOLq5AnAqNIKl+y+xMuASl8NjcS9SiD6NK/BIs0q0qOaBg0M+uxhKSoCzm41EdGI1xN2yqKF41KyhuPsYjYxLZODsbYTHJLBqREPi33qdmIAASj37LGVeetFubnPQSSmH2ENSity2neAJb5F8K4Ly779HiUcfzf5CYm7A8f8zElTgVlDJULbh7RJUAX7bpUpMJPbIESK3bydq+w6jLSopCSlShKJNm+Li44NLyxYUbdo0X3c7T7x2jZgDB4jas4fonbtSq+Qc3N1xadkS19atcW3b5o4qz6uRcawKCGbZgSCOXLqFo4PQsXZpHmnmSfcG5XB2ymftRMlJcH67kYiOrYKY61CkuPHk/kaPQPVO4HjvpHI6LIKBs7dTtZQri/7TnIhpUwhfspSizZpRcfp0Cnvm/ccP6aSUQ/JyUkq8cYOw6Z8Svnw5hWvWpNLMmTjXrfPgC44INZ6bd3gJBO0xhlXyMQ6q+gOgROUHX4cdS4qIIHr3bqL3+hO9dy+xJ04Yz1tzcqJoo0a4tGhBUW8vijZuTKHSpW0d7n1RycnEnzlD9IEDxOw/QPSB/SScvwCAODvj0qwZLq1b49qmNc4NGtxRKo9NSGL9sVCWH7jE5n+vkJSsaFSpGA97ezKgaUXKuOefe+UA47sP2gtHl8HR5RAZCk4uULePcUFXq+t9vQvJ72QYT//sT7tapZk/yofoNX8R8uFElFKUeeklPJ4ckadLTTop5ZC8mJSSo6K4/ttvXPtuLskxMZR65hlKP/9cztwYe+O8cbAdXgqhxmN9qNjMqIJoMEC/5wUjScXs30+0vz/Re/YSc/QoJBqvDHGqWBHnJk0o2rgxzo0aUaRO7TzXLqWSk0m4eJHY48eJPXac2OPHiVwHLNkAABuHSURBVDl0iOTwcAAcPTwo6u2NSzNvinp749yo0V3VlsnJir2B11l+4BJ/HbpMRFwi5Ys5M8i7Eo80q0Sdcu622LSck5QIF3bC8VXG68ojgsGxiHHLRaNHoU5P4/UxD2jR3gu8ufQwQ5p7Mn1wExKDg7k8aRJRm7dQuGZNyrzyMu7du+fJzjg6KeWQvJSU4s6eJXz5Cm4sXkxyeDhunTpRdvzrFKldO3cCuHYGjq00DsTgA8aw8o2h/kAjSZWxQiktH0iOiSH22DFiDh0m9vAhYg4eIuHSpdTxhcqUoUidOsZP7doUrlIZp8qVKVSmTI7eL6USE0kICiLu3DniA88Tf+4ccWfPEHfiJMmRkWZwhShSsyZFmzSmqHczXJp541S1aoYnvbNXIll+4BLLD1wi6EYMLoUd6dWoPI8286R1jVI45qd2osR4463Ox1fBib8g+hoUcoZa3Yzqubp9wLmY1Vc7c/2/fLnhFK90rc2r3euglCLC15crMz8n/tw5CteoQckRwynWu3eeuuDRSSmH2CopKaWIPXSIuDNniT1+nOhdZh2+gwPuXR/C4z//wcXbO9fjSnXjvNEGdWzl7Sq+MvWgXj+o0wsqNUu3EbegSrx2jdjjJ4g7eZK4f/8l9tS/xJ8+g4q//QBRKVwYp0qVcPL0pND/t3fu8VVVZ97/PuecnJMbgWC4JVySAHIJIIkWEYTWsSBIpwhqtbRarIpWax1fX6fVsTNVa2fGsdWqY/vqqK2t1ukIOIJUq9Va0doiQaCAKFdJAIMEAuR2cnKe94+1Dxww4XpO9t7J+n4+67P32mef5Jedvfez1rPWep5evQjm9yCUn08wP59gjx4EcnKRjJBx2QRDSEbIRMJuaiLe0Ei8sQFtbCTe2Ehsdy2xmhpiu3aZbU0NLTU10NJy8PcFe/QgXFJCZPgwMkeOJHPESCJDhxyzx72nPsriVduZX1nN+9v2EhCYOKSA2RVFXFDWl+ywd11KJ0zzAdj0hrnX178MzXUQzjU9oRFfNgYpkt7ZgqrKbc+v4vnlVfzThSO4drLxTmgsxr4lS6j95dM0rVkDwaAZ3zyzgsiw4aaXXjbStYXh1iilCbeM0r5XX6X6pu8ACR9+OTmTJ5N34YXeC5Gzb7txYaz9X+PS0FbILoChU83DO/jv0tKC9DsaixHdto2WqmpaqrYRraqiZVsVLVVVxGpraa2tPcxonSiB3FxCvXs7pRcZffoSLikhXFJMuLj4hFrVzbFW3vighgWV1byxvoaWVmV4327Mrihi5tgi+uRlnrROT6FqPAIf/d6UrW9DaxSy8mHYDOOyLvk8ZHTs3xtrjXPzc+/z0uod3DljBNdMOuQ2T4Rq2v/yKxx4eynNH6w341xA7+99l9Pmzu1QrQn8ZJQ6UTMqfTSvWweBAKWLFxEeMOCz6428RF4hnD3PlIZa2Pi6mWq+fgmsfBYCIRg00bQqSz8PfUZ3ycW6RyKhEJGSEiIlbc9sVFW0sZHWPXuI7d1L/EA9tMbQ2KFCPI5EIgSysglkZxHIykKysgnl9yCQc2pjGqpK5cd7WVBZxeJVO6hrbKFXtwjfOKeY2RX9GVnYSRoa0XrY+udDhmiPydlFwTA4+zrTuBo44bhmzaWLUDDAg5ePRVF++NI6RISrzzX3jYiQVVZGVlkZvW/9P8Tr64l+/DHb5l1n3iOWY2KN0nHQvHET4QED/JfALrsnjL7ElNaYce19+IoxUq9+35yT2QOKzzUtzuJzodcw6+prAxFBsrMJZGeTUdRxU4A/3t3gjBNVsWV3A5kZAS4o68us8iLOHVJAKOjzBkVTHXz8F9i6FLa+Y8ZH4zEIZUHJZDjnRjNhIb/YbaWHkREM8NPLy4nHV3DP4rXE43rQlZdMICeHzBEjiAwdSvPGTS4o9R/WKB0H0U2bCPvNIB1JMASDJpgy5S7Yt8Osgdr8Jmz+k1lQCBDuBoVjzThU3zFQcDoUDIWMzrvmx2vUNbbw0qodLFxRxbItewA4p/Q0bjhvCNNH9aVbpod76u2hCvW74NOPYOdq2LESdq6CmrVmHV4gw9xzE24yjaNBEz1/z2UEAzw8p5ybn1vBvUvWsbcxyv+dOqzNiSjh0lLqFixAVT05O89LWKN0DDQWI7plC7mfn+y2lNSS1w/GfMUUgD1bTEu1uhKql8OfHzVRJQAQsx6qWyF06wO5fSCnF2R2Nz2tzO4mZlhyPSOrS4ZIOllaWuO8uX4XC1ZU8dq6GqKxOIN75XDbBcO4qLyIoh4ee0HH4yYqQvM+09tp3GPcxY21zjapXlcFtZuhpf7Q93N6Q78zYPgMY4D6fw7C/gu+mxEM8PBXK+ietZr/fGMjtfUt/PCiUZ+Z6RgZXEq8oYHYJ5+Q0bevS2r9gTVKx6CluhptaSFc4vOe0rHILzZl7BxTjzXD7g2waz18+qHZ37/TRFLe+Ecz8+loBMNHN1qZeWbmVKSb2YZzDu1Hcp1jua6OHaQbVWVVVR0LV1Tz4srt1NZH6ZkTZs64gcyuKGJ0UffUt6pVoaXRjN201JtttMH8P5vqoCnJ0DQ527bqzfuBo0ySCmUZ93FWT8grguJJJhJJz1KzdKFb53kxBwPCj2aNJj87zKN/3EhdY5QHLht7WCT1cOlgAJo3brRG6Rh03ic+RST8wOHSLhbaJxSBPmWmtEVri/OiqoPGvdCUKIl64iXn7DfUmtZyoh6PHaeOzM8aqoxM89JLbEMR0zMLZR5lm2kMZSBkXEXBxDbDHEtsP/NZxqlPBFE1Lqp4DOKtbN9zgCUrq1iychvbdh8gM6TMGNKTaSN7M664Oxm0QmwLbGuGWJOZcRZrMg2FWPOh/dbketQE9I02HG5sovUQPWCCjkad40czJgkkaBoOkTynEdHdNFoSDYqDx539rPxDRii7p+ddb6lGRPjHacPJzw5z75J17G96j59//UxyIuYVG3HeH9FNm2HiRDeleh5rlI5BdLMxSr6b5JBughmQU2DKiXKwtX7AtLijB8walGg9RPc7+4lj+83xxLHoAfOybdhtoj3HmszPSmy1NfV/62E4PRcRs3+wJ9PGvqoxREdoKgSucQqJ2cxbnHIyBDKMYQ5FTI8zI8dswznGQCT2k48fPJbt9FKPMDLhHOt+PQmunVxKfk6Y785fxZzH3+WJuZ+jIDdCsKCAQF4ezZs2ui3R87hulERkGvBTIAj8l6r+m8uSDqN54yaCBQUEu3d3W0rnQcSMH4SzD6YJSBmtLYcbqeRta4sZJ4u3HtpvbTGGI7E9uJ/0mSqgzpakfafezn48rmzb18K6nQ18uKuBplYhLzuTkUU9GT0gn/zcbDPTMRA0vTRxtoGg6d2Fws7W6eWFMg8Zn1DEOR6xU/o9xiVn9qd7VgY3/aaSi3/2Dr+4ahwlBTlESkuJ2hl4x8RVoyQiQeA/gSlAFbBMRF5U1bVu6komummT7SX5iaDjdsO9dTvrduxjQeUR6cPLO2n6cEubTBnZh2evHc81v3yPi3/2Dv/1jbPoW1rKgbf+5LY0z+N2T2kcsEFVNwGIyHPATMATRklVad60ibwLp7stxeJxavY18b/vb2d+ZRUf7NxPKCCcN7yTpw+3HJWKgfnM/9YE5j71V+Y8/i5P5fSix65Pad23j2BeJ1nsnAbcNkpFwLakehVwdqp/Sd2ixez4/vdP/IuqaHMzkdLBRGNxwiHrJrEcojHayu/X7mR+ZTVLP9pFXOGMAT24e2ZZ500fbjkhSgpymP+tCcx7+j2aswcC8NG5k07K5Vpw/XUUXH99qiV6DreNUlt+jMOmBonIPGAewMCBA0/ql4RLSsj/2pyT+q5kZLC+bDzf/cmbPH7lWQzr28nC/ltOiHhceXezSR/+u9WH0off8IUhzKropOnDLadEQW6E56+fAC1RdtfvMKnpT4LM0aNTrMybuG2UqoDkLHX9ge3JJ6jqY8BjYAKynswvyRpVRtaodqY2Hwe7d+yjObaVS3/+Do9feRZnl5520j/L4k821OxnQWU1L6yoZntdE7mREDPG9GN2RX/Gdcb04ZaUEggIRCL0uvFGt6V4HlejhItICPgQOB+oBpYBc1R1TVvnu5lPqWpPA1c++Veq9jTy0OXlTBtlF8B1dnYfaGbRyu0sWFHNqqo6ggFhUiJ9+Ig+ZIXtOJHFH9go4ceJqsZE5NvAK5gp4U+2Z5Dcpn9+NvOvn8A3f7mMG55Zzt0zR/H18YPclmVJMU0trbz+QQ0LKqv44/pdxOLKyH553DljBF8eW0jvbp0kLYTF4lHcdt+hqkuAJW7rOB7yc8I8e814vv1sJXe+8Ddq9jVxy5TT7RRfn6OqLN+6h/mV1by0ajv7mmL07hbh6nNLmFVRxPC+dqaUxdJRuG6U/EZWOMj/u+JM7li4mode30DN/mZ+eNEo/6cQ6IJs3V1vxoner2br7gayMkz68FnlRUwcUtC50odbLD7BGqWTIBQM8O8Xj6FPXiYPv76BTw8088icCjIz7BiD16lraGHx6u0srKzmva17EIEJg0/jO383lAtG9SU3Yh8Ji8VN7BN4kogIt04dRu9uEf75xTVc9dQynph7Ftlhe0m9RjQW580Pd7FwRRWvra0h2hpnaO9cvjttOBeVF9Kve9cKHmqxeBn7Bj1FrjinmNzMELf+diVzn1zGk1d9zra2PUAiLcSCyioWrdpBbX2U03LCfG38QGaX92dUUZ4dC7RYPIh9e6aAWeX9CQUC/MN/v88VT/yFX1w1ju5ZPswO2gmo3tvICyuqWVBZxcZd9YRDAaaM7MPFFUVMGtqLDDv2Z7F4GmuUUsTfn1FIRjDATb+p5Mon/sIz1463PaYOYn9TC7/7204WVlbz7ubdqMK44p5cO6mU6aP72QaCxeIjXF08e6K4uXj2eHl17Sdc/+vlnF3Skyfnfs5OfkgTsdY4Szd8ysIV1byyZidNLXGKT8tmdkV/ZpUXMaCn/1JrWyzpwi6e7cJMGdmH+y8dwy3/vZLv/GYFj36twk4XTyFrt+9j4YpDaSG6Z2VwyZn9mV3Rn/IBNi2ExeJ3rFFKA7PK+7O3oYW7Fq3l9gWrue+SMfZleQocmRYiIyicN6w3syv6c97wXjYthMXSibBGKU1cNbGEusYWHnztI/p2z+TWqcPcluQr2koLMXZAD+5x0kLk27QQFkunxBqlNHLz+UPZWdfEw69vYEjvXGaOLXJbkqdpLy3EjecN4aJymxbCYukKWKOURkSEu2eOYtOn9dz2/CoG98plVFF3t2V5jrbSQnxpTCGzKopsWgiLpYthZ991ALX1UWY89BbhUIBFN51LXqadotxWWojJibQQI/vYWYsWSwqxs+8sh9EzJ8zDXy3nssfe5fb5q3lkTnmXnPjQVlqIssI8vv+lkXz5jEJ6dYu4LdFisbiMNUodxFnFPbl16unc9/J6pq7s02XGl9pKC9EnL8LVk0qYXd7fppe3WCyHYY1SB3Ld5MH8fs0n/ODFNUwYXNCpewaJtBALV1Tzca1JCzF9VF9mV/TnnMGn2bQQFoulTaxR6kCCAeH+S8dw4UNLuWvRGh6ZU+G2pJSSSAuxoLKa5U5aiImDC/iHLw7lgrK+5NiwSxaL5RjYt0QHM6R3N274wmAefO0j5k6o5azinm5LOiUSaSEWVFbxh3WH0kJ8b/pwZo61aSEsFsuJYY2SC8ybXMpzf93GPYvXsvCGib6b8pycFuLFldvZ09BCQW6Yr48fxOyKIsoKbVoIi8VycqTVKInID4BrgV3OoTtUdYnz2e3A1UAr8B1VfSWdWrxEdjjEbRcM49b/WcmMh5cSCfknNl5TSyvb9zayrylGOBRg6sg+zLZpISwWS4roiJ7SA6p6f/IBERkJXA6UAYXAayJyuqq2doAeTzCrvIj1n+zng5373ZZyQhTkRhhX0pOywjymjbJpISwWS2pxy303E3hOVZuBzSKyARgH/NklPR1OICDcceEIt2VYLBaLp+gIf8u3RWSViDwpIvnOsSJgW9I5Vc4xi8VisXRhTrmnJCKvAX3b+OifgJ8B9wDqbH8MfBNoaxS8zXhHIjIPmOdUD4jI+lPVnCYKgE/dFnEc+EUnWK3pwC86wWpNJYPcFnC8nLJRUtUvHs95IvI4sNipVgEDkj7uD2xv5+c/Bjx2Kho7AhF5zw+xpfyiE6zWdOAXnWC1dlXS6r4TkX5J1VnA35z9F4HLRSQiIiXAUOCv6dRisVgsFu+T7okO94nIWIxrbgtwHYCqrhGR3wJrgRhwY1eaeWexWCyWtkmrUVLVK47y2b3Aven8/R2M512MDn7RCVZrOvCLTrBauyS+yqdksVgsls6NXYJvsVgsFs9gjdJxIiLDReRqt3UcDyJikxSlGBE5zW0Nx4uIlIrIYLd1HAsRKROR77mt43hIWmNpSTPWKB0DEckRkZ8AfwRme/nlJCK5IvIA8CsRmSUixS5LahNH56MicoHbWo6Fo/XHwIsicruIjHdbU3s4Wn8CvIBZN+NJkq7pYuAyLxtQ5/l/AFggIteISLlz3L4704S9sEdBRC4G3gP2YwLLBlV1t7uq2kZEgsDDTvU/gCHAj9xT1DYiUgg8DnwFmCMivVyW1C4iUgEscqrfAvIwuj2HiAwH/gAUq+oYVf2L25raQkSmAm8CzcDXgQ+Afa6KOjr/CmQC1wNR4FEAVY27KaozY41SG4hIIsroeuBiVf0XVV0EDBKRac45nsjNICKJGZT9gNGqeouqvg28DIwVkZvcU9cmDcCDmMXT+cA0x6B6kR2Y5Qq3quoqIAxUuqypPRoxa/2eBRCRs0RklAdduRuAy1X1Duc+HQWcD955psD0hByXXSlwu6quBxYAhSJyd+IcNzV2VuxFTcIZN3oKuEtEBgFrVHWtiIRFJBvjbugNoC5PW0zSereIDFLVKqBGRO50TskElgFXikhvF3UOFZF/TNRVdS+wSlUbgV8Cl+GREChtaN3h/P+7ichPMb2kqY7rsY97StvUuhV4C5guIpXAA8DtwNMi0lYYsA7hSJ3AZlX9SETCTv3XmGwBXnimDmpV1biq7gFygMS4V3/gVeA6ESm0vaX0YI2SgzNW9BQm6kQQuAu4FEBVo6ragGnZFznnu9a6b0PrvSLyJeBm4Jsi8gTwC+C3mBfVWJd0zgFeB25zYhgiIkHHIKGq84G9mOgerubAaE+r8/EB4AVVHYBZAN6CuT9coS2tDq9gQng9raqTgG8DW4E7P/tT0k87OgNgnimnnpE45mbP4yjXdB4wQUR+BSzEPFfPADM6XGQXwRqlQwwHGlT1x5gW5mvA+SJyRtI5LwKXALgcgeJIrS9jwjg1YNwhvwYmqepLwDCgxiWdVcA3gC8D14tItqq2iiFx7z0ITARKReQKERnmMa1BNbwB4BjUSqDaJZ1tanW01QEPquqDTn0PsJp24kq6odO5poEkV91bmN6y2+M07V3TjzAG6AHgXFVdCkSAzeAtl2NnwRqlQ1QCERE503k43sbcqDOTztkKrBGRgW4ITKItrVuBq1W1QVXfUNVaERmHicjuykCyqv4JeEtV/4x5Of7A+SiQeAGp6ntAHDOh5FpML6TDOYrWw1xKYsJmzQM2dqjAJNrTKiIBxxDh1MsxUfk3e0knZtF+4rquBv7m9qzGo1zToKruV9VKVd3tPFMjgD3O92z0gRTT5YzSUdxuGcASTI8DVd0MrAK6iUhP5xwFumPcOWnnBLWuxGjtISLdReTfgSeAX6vqJpd0oqoJI/MfmPGO0YlepogEReRyjHtxnqpO9qDWuPO93iLyDGbm4EOq+mw6dZ6i1h4ikoiu/5Cq/sZjOpO9DD2ATzANwLRzCvdqrojcjhkHfUJVl6dfbRdFVbtMAe4D7gDy2/n8i5gX+QynfjpmskCWj7RmOvWJXtB5xLl3Yx5ogLMxvbgir1zTo2gd52yn+0Dr2c52itd1AhkddT1TdE1HdKTerlq6RE9JRLKdaZyXAWcA5e2cugyzhuIeERkAjMG04HI6RCgp0ZoHoGa6rRd0JnMPMFNEDgAXYtZ9pX1sJgVav+S4cX6XTp2QEq0zHK2velzndOfnpH1MJhX3qoiEVHVdOnVaDJ3aKIlInrMbBZ4HRmLSZXzeeZEfhqrWqerTmFk2PwL+BbhPVdOeUTKFWtM6qeFEdTrfETGLZOdjxjemqVn7FfOJ1n/WNE9s8YvWFOr8gaq2qNMF8bjWtN+rliTc7qqlo2Cmbj8O/A6ztqQw6bPhwK+A2RzhPsCJmu7sZ1utp64z6Zww5gH37DW1Wv2v029abfls6aw9pX8DWjE+5PHOFgBV/QBYDnwBk/GWpM80ab+hI4TiH60npRNM61PNWq+XO0AnWK1dWSf4S6vlCDqdURITViUD+JGatSU/BLqLyM1Jpz2DSXBYJiJXiUuBQf2i9VR1JhtQq9V/Wv2i029aLW3T6YySqu7HhK252KnXAvdjwu0kJgHswix+fAwTQiTa9k+zWv2k02rt2jr9ptXSDm77D0+2ANnAFCCcdCzobM8F1gA5Tj0T+BnwVac+FrPY9Bar1X86rdaurdNvWm05seLLnpKIXIMJeT8eyE36SB2f8FJM1IP7AVS1CeNjTsyi2wAMU9UHrFZ/6bRau7ZOv2m1nARuW8UTLZiUB4uB4UccT56NNhCzXmcLMBcTu2o5cL7V6l+dVmvX1uk3rbacXPFFT0kO5QwCM92zRlU/EBNq/isiUqKqKiJFIvIc8LCq7gOuxmTgvBMz8PkHq9VfOq3Wrq3Tb1otKcBtq3i0gpkhcz/wU5ywKZiI0q8AkzBRDX6OiTT8VWAccKfV6n+dVmvX1uk3rbak8P/utoB2hZm4aI9i0jB8DZNK4lvOZ28Db2AyrYKJA1eFiT6d+H7QavWnTqu1a+v0m1ZbUvy/d1tAu8KMT/gdoJtTv8C5SacAFZhI3cOSzn8OGOTsi9XqX51Wa9fW6TettqS2eHZMSY1PeAtmoBJM62gZMFtVK4GngatFZIaI/ALT1a92vqtWq391Wq1dW6fftFpSi2eNksNCYKyI9FPVA5icQS0iMgSz6O11jC95o6peou4GTfSLVr/otFq7tk6/abWkCPFyo0JE+gG3AHtU9V+dY0uB76lZi4CIZOih5Fyu4RetftHp6LBaU4xfdDo6fKPVkjo83VNS1R3AC5gskJeKSDHQRFJYEK/ckH7R6hedYLWmA7/oBH9ptaQOT/eUEojIdOBSYALwiKo+4rKkdvGLVr/oBKs1HfhFJ/hLq+XU8YVRAtNNx4xhet5v7BetftEJVms68ItO8JdWy6nhG6NksVgsls6Pp8eULBaLxdK1sEbJYrFYLJ7BGiWLxWKxeAZrlCwWi8XiGaxRslgsFotnsEbJYrFYLJ7BGiWLxWKxeAZrlCwWi8XiGf4/exRAei1K1m4AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2457,7 +2358,7 @@ " backtrack=True, gcr=.3)\n", "tracker_data.plot()\n", "plt.ylim(-50,300)\n", - "plt.title('June 1, Albuquerque, 20 deg S-Tilted Single-Axis, with backtracking')" + "plt.title('June 1, Albuquerque, 20 deg S-Tilted Single-Axis, with backtracking');" ] }, { @@ -2476,7 +2377,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -2523,7 +2424,7 @@ "0 0.0 10.0 90.0 0.0" ] }, - "execution_count": 47, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -2539,7 +2440,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -2586,7 +2487,7 @@ "0 -60.0 0.0 90.0 60.0" ] }, - "execution_count": 48, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -2602,7 +2503,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -2649,7 +2550,7 @@ "0 60.0 0.0 90.0 60.0" ] }, - "execution_count": 49, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -2672,7 +2573,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -2719,7 +2620,7 @@ "0 45.0 15.0 90.0 45.0" ] }, - "execution_count": 50, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -2742,7 +2643,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -2789,7 +2690,7 @@ "0 80.0 8.537736e-07 90.0 80.0" ] }, - "execution_count": 51, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -2805,7 +2706,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -2852,7 +2753,7 @@ "0 27.428334 52.571666 90.0 27.428334" ] }, - "execution_count": 52, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -2875,7 +2776,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -2922,7 +2823,7 @@ "0 -20.88121 7.286245 142.6573 35.987415" ] }, - "execution_count": 53, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -2938,7 +2839,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -2985,7 +2886,7 @@ "0 31.665508 47.66322 50.969695 42.515219" ] }, - "execution_count": 54, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -3008,7 +2909,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -3055,7 +2956,7 @@ "0 0.0 30.0 180.0 0.0" ] }, - "execution_count": 55, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -3071,7 +2972,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -3118,7 +3019,7 @@ "0 30.0 0.0 180.0 30.0" ] }, - "execution_count": 56, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -3134,7 +3035,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -3181,7 +3082,7 @@ "0 30.0 0.0 180.0 30.0" ] }, - "execution_count": 57, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -3197,7 +3098,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -3244,7 +3145,7 @@ "0 -11.170229 28.024321 80.0 11.170229" ] }, - "execution_count": 58, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -3260,7 +3161,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -3307,7 +3208,7 @@ "0 5.725105 29.498704 260.0 5.725105" ] }, - "execution_count": 59, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -3323,7 +3224,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -3370,7 +3271,7 @@ "0 0.0 10.0 90.0 0.0" ] }, - "execution_count": 60, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -3393,31 +3294,25 @@ }, { "cell_type": "code", - "execution_count": 61, - "metadata": { - "scrolled": false - }, + "execution_count": 62, + "metadata": {}, "outputs": [ { - "ename": "ValueError", - "evalue": "apparent_azimuth.index and apparent_zenith.index must match.", + "ename": "IndexError", + "evalue": "boolean index did not match indexed array along dimension 0; dimension is 2 but corresponding boolean dimension is 1", "output_type": "error", "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m~/git_repos/pvlib2/pvlib-python/pvlib/tracking.py\u001b[0m in \u001b[0;36msingleaxis\u001b[0;34m(apparent_zenith, apparent_azimuth, axis_tilt, axis_azimuth, max_angle, backtrack, gcr)\u001b[0m\n\u001b[1;32m 328\u001b[0m pd.util.testing.assert_index_equal(apparent_azimuth.index,\n\u001b[0;32m--> 329\u001b[0;31m apparent_zenith.index)\n\u001b[0m\u001b[1;32m 330\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/pandas/util/testing.py\u001b[0m in \u001b[0;36massert_index_equal\u001b[0;34m(left, right, exact, check_names, check_less_precise, check_exact, check_categorical, obj)\u001b[0m\n\u001b[1;32m 818\u001b[0m \u001b[0mmsg3\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'{length}, {right}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlength\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mright\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 819\u001b[0;31m \u001b[0mraise_assert_detail\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmsg1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmsg2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmsg3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 820\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/miniconda3/envs/pvlibfx36/lib/python3.6/site-packages/pandas/util/testing.py\u001b[0m in \u001b[0;36mraise_assert_detail\u001b[0;34m(obj, message, left, right, diff)\u001b[0m\n\u001b[1;32m 1022\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1023\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1024\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAssertionError\u001b[0m: Index are different\n\nIndex length are different\n[left]: 2, RangeIndex(start=0, stop=2, step=1)\n[right]: 1, RangeIndex(start=0, stop=1, step=1)", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n\u001b[1;32m 4\u001b[0m \u001b[0maxis_tilt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis_azimuth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_angle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m90\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m backtrack=True, gcr=2.0/7.0)\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mtracker_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/git_repos/pvlib2/pvlib-python/pvlib/tracking.py\u001b[0m in \u001b[0;36msingleaxis\u001b[0;34m(apparent_zenith, apparent_azimuth, axis_tilt, axis_azimuth, max_angle, backtrack, gcr)\u001b[0m\n\u001b[1;32m 329\u001b[0m apparent_zenith.index)\n\u001b[1;32m 330\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 331\u001b[0;31m raise ValueError('apparent_azimuth.index and '\n\u001b[0m\u001b[1;32m 332\u001b[0m 'apparent_zenith.index must match.')\n\u001b[1;32m 333\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: apparent_azimuth.index and apparent_zenith.index must match." + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 5\u001b[0m tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n\u001b[0;32m 6\u001b[0m \u001b[0maxis_tilt\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis_azimuth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmax_angle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m90\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m backtrack=True, gcr=2.0/7.0)\n\u001b[0m\u001b[0;32m 8\u001b[0m \u001b[0mtracker_data\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mc:\\users\\kanderso\\software\\anaconda3\\envs\\pvlib-dev\\lib\\site-packages\\pvlib\\tracking.py\u001b[0m in \u001b[0;36msingleaxis\u001b[1;34m(apparent_zenith, apparent_azimuth, axis_tilt, axis_azimuth, max_angle, backtrack, gcr)\u001b[0m\n\u001b[0;32m 424\u001b[0m \u001b[1;31m# filter for sun above panel horizon\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 425\u001b[0m \u001b[0mzen_gt_90\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mapparent_zenith\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m90\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 426\u001b[1;33m \u001b[0mwid\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mzen_gt_90\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnan\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 427\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 428\u001b[0m \u001b[1;31m# Account for backtracking; modified from [1] to account for rotation\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mIndexError\u001b[0m: boolean index did not match indexed array along dimension 0; dimension is 2 but corresponding boolean dimension is 1" ] } ], "source": [ + "# NBVAL_RAISES_EXCEPTION\n", + "\n", "apparent_zenith = pd.Series([10])\n", "apparent_azimuth = pd.Series([180,90])\n", "tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n", @@ -3450,9 +3345,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.7" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 }