From a21adc05c467204232d42f023e3d0dc544559246 Mon Sep 17 00:00:00 2001 From: MarcoGorelli Date: Fri, 11 Dec 2020 13:40:17 +0000 Subject: [PATCH 1/4] :chart_with_upwards_trend: rerun putting workflow --- docs/source/notebooks/putting_workflow.ipynb | 1701 ++++++++++++------ 1 file changed, 1193 insertions(+), 508 deletions(-) mode change 100644 => 100755 docs/source/notebooks/putting_workflow.ipynb diff --git a/docs/source/notebooks/putting_workflow.ipynb b/docs/source/notebooks/putting_workflow.ipynb old mode 100644 new mode 100755 index c5d53ceaa2..4322d8fdb3 --- a/docs/source/notebooks/putting_workflow.ipynb +++ b/docs/source/notebooks/putting_workflow.ipynb @@ -3,19 +3,35 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:28:50.118692Z", + "iopub.status.busy": "2020-12-11T13:28:50.117947Z", + "iopub.status.idle": "2020-12-11T13:28:55.156376Z", + "shell.execute_reply": "2020-12-11T13:28:55.155485Z" + }, + "papermill": { + "duration": 5.086869, + "end_time": "2020-12-11T13:28:55.156499", + "exception": false, + "start_time": "2020-12-11T13:28:50.069630", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Running on PyMC3 v3.9.0\n" + "Running on PyMC3 v3.10.0\n" ] } ], "source": [ "import io\n", "\n", + "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", @@ -29,49 +45,41 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:28:55.251609Z", + "iopub.status.busy": "2020-12-11T13:28:55.250594Z", + "iopub.status.idle": "2020-12-11T13:28:55.254029Z", + "shell.execute_reply": "2020-12-11T13:28:55.253348Z" + }, + "papermill": { + "duration": 0.050541, + "end_time": "2020-12-11T13:28:55.254153", + "exception": false, + "start_time": "2020-12-11T13:28:55.203612", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ - "plt.rcParams.update(\n", - " {\n", - " \"axes.prop_cycle\": plt.cycler(\n", - " \"color\",\n", - " [\n", - " \"#000000\",\n", - " \"#1b6989\",\n", - " \"#e69f00\",\n", - " \"#009e73\",\n", - " \"#f0e442\",\n", - " \"#50b4e9\",\n", - " \"#d55e00\",\n", - " \"#cc79a7\",\n", - " ],\n", - " ),\n", - " \"figure.figsize\": [12.0, 5.0],\n", - " \"font.serif\": [\n", - " \"Palatino\",\n", - " \"Palatino Linotype\",\n", - " \"Palatino LT STD\",\n", - " \"Book Antiqua\",\n", - " \"Georgia\",\n", - " \"DejaVu Serif\",\n", - " ],\n", - " \"font.family\": \"serif\",\n", - " \"figure.facecolor\": \"#fffff8\",\n", - " \"figure.constrained_layout.use\": True,\n", - " \"font.size\": 14.0,\n", - " \"hist.bins\": \"auto\",\n", - " \"lines.linewidth\": 3.0,\n", - " \"lines.markeredgewidth\": 2.0,\n", - " \"lines.markerfacecolor\": \"none\",\n", - " \"lines.markersize\": 8.0,\n", - " }\n", - ")" + "RANDOM_SEED = 8927\n", + "np.random.seed(RANDOM_SEED)\n", + "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.040821, + "end_time": "2020-12-11T13:28:55.335680", + "exception": false, + "start_time": "2020-12-11T13:28:55.294859", + "status": "completed" + }, + "tags": [] + }, "source": [ "# Model building and expansion for golf putting\n", "\n", @@ -83,7 +91,22 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:28:55.430259Z", + "iopub.status.busy": "2020-12-11T13:28:55.429327Z", + "iopub.status.idle": "2020-12-11T13:28:55.431779Z", + "shell.execute_reply": "2020-12-11T13:28:55.432288Z" + }, + "papermill": { + "duration": 0.055729, + "end_time": "2020-12-11T13:28:55.432453", + "exception": false, + "start_time": "2020-12-11T13:28:55.376724", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "# golf putting data from berry (1996)\n", @@ -115,13 +138,28 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:28:55.526331Z", + "iopub.status.busy": "2020-12-11T13:28:55.525518Z", + "iopub.status.idle": "2020-12-11T13:28:55.890993Z", + "shell.execute_reply": "2020-12-11T13:28:55.891562Z" + }, + "papermill": { + "duration": 0.418374, + "end_time": "2020-12-11T13:28:55.891743", + "exception": false, + "start_time": "2020-12-11T13:28:55.473369", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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qqrxLZjw9PdG7d29s374dgwcPxvr16/NVtJDzu5GXvvHLy97eHvPnz9eqnCH1kWa3N23alO/a+/fvR3p6Opo2baqzwocujx49QlZWFiwtLWFnZ2fQOYaS1r3v3r07X1tubi727dun+Vqazc573t69e5Gbm5vv3F27duk8D1B/P0NCQhATE4MzZ84gLi4OkZGRcHV1RXJyMj788EMkJSXpjVkqdVlQHyIJk20iPaSPHfMmrAXJ2y/vR5bS8pJXN/fkPSYt75BI/0kMHDhQ53N16tQJlpaWOH36NHJycvK19+nTJ99HzsWJRx/pP0d/f3+tKgGSGjVqoFmzZsjMzMT58+c1x6WlIHkT6uPHj0MQBPTt2xe1atXSqoEr/T1vAlsYqUbusGHDdLZL9ZNfraUr140bN3Dv3j1UqFAB/fv3z9fu4eGBFi1a6D0/NzcXe/bswezZs/Hhhx9i6NChGDJkiKYyw61bt3SuZTY0toULF2LChAkIDAzEkCFDMGTIEM34S0shjKl9+/Y6P94/efIknj9/jlq1amnW4ubl6emJli1bQhRFvd+bAQMG5Dvm7u4OQF2yTVf9Yyn5fnV5kqHyLplp0aIFHB0dIYoiduzYobV0TCL3d0Oib/zyevfdd2Ftba2zrUePHrC2tsbBgweRmpqq1SYl4Lp+TvWRlvVUq1bN4HMMJdXrPnDgAJYuXQpRFAGoq0HNmTMHV69e1fTN+8YkICAAZmZmuHr1KubMmaNZMiOKIpYuXYqDBw/qPA9QVyEJDAxEgwYNUKlSJVSrVg3vvPMO1q5di9q1ayM9PR2LFy/WG7M0DgUtdyKSsPQfkR7SLKOhCU7efnlnKNu2bQsHBwckJCTg4sWLaNKkCQD1TMuhQ4dgYWGhtTEoIyNDM1tS2BrTly9fIj09Pd8NdQqqAlDUeApy5coVAOp1j7qSd0BdngsAHjx4oDn2arKdm5uLU6dOwc3NDdWqVYO3tze2bNmCe/fuoVatWpp+bdq0MSiuvM/bsGFDne3SjN6jR4+gVCp11totCun5atWqpfcNmqurq85Z5KdPn+Kjjz7SrFnX5+nTpwa/+ZP8+OOPWLBggc6ZP8mTJ0+KdE1D6LuZSEJCgqZdX43ihg0b4vTp05oxzcve3l7n98re3h4A9H7yIbW/utnUUK+W/gPUmwynTJmC8PBwmJuba20glvu7IdE3fnkV9HteuXJldO/eHRs3bsS2bds0by5TU1Nx8OBBWFpaGrwvA4BmHXPeT9mMpUuXLhg5ciRWrFiBBQsWYPny5XB2dsadO3eQmZmJvn37YsuWLQCg9eaicePG+PzzzxEREYE1a9Zgy5YtqFu3LpKSkvDs2TP4+vpqbqyj703Jq6pVq4aPPvoI//73v7F3716Ioqjz51SqxKNvzT1RXky2ifSQZpV0fZStS95+eWekzMzM0KNHD6xatQrbtm3TJLc7d+5EdnY2/Pz8NIkAAE1FBeCf3fYF0fWPfUEJWVHjKYgUa96ZJ0PibNq0KSpVqoQLFy4gIyMDd+7cwZMnT9CnTx8A0CTbcXFx6Nevn2ZmuyibI6Wk6tWNe5K8xzMyMoqdbEufZhQ0dvruMhoeHo7Tp0/DxcUFn376KZo3bw47OztNYuPr64v79+/rXYaiz/Hjx/Htt9/C3NwcU6dORZcuXTRvBgRBwHfffYcffvhB56cjxaUvuZG+LwWNk/S90bWpTd/PtpQQFdYuzZoaQ7NmzTBr1iwEBQVh8eLFCAgI0JSfk/u7ITEkOSzsjdf777+PjRs3YvPmzZpke9u2bcjOzka3bt303rhFF2km99XlGMYyc+ZMeHl5YfXq1bhw4QISEhLg4uKCoUOHwsfHB1u2bIGZmVm+3+eRI0fC3d0dK1aswOnTp3Hjxg3Url0bH330EYYNG6b5NKwod/iVPoFKT0/X3JHyVdJmZ2MvqaHyick2kR4tW7ZEdHS0ZqmGro+C85JmX+vXr5/vH+BevXph1apViImJwbRp0yAIgt6qH3n/kz1//rzmP29jKko8BZFi/eWXX9C+fXuDz7O0tESLFi1w5MgRzX+QwD8z13lnvjt27IiEhARUr17doNm+vLE9e/YMjx8/1rnu/vHjx5q/v7pWWg7pGq9+ZK/vOSU5OTma0mRLlizJ9xpzcnJk126X1nmPGTNG581FUlJSZF23OKSfGUPGyRjfF1Nr2bIlAPVygrt378LFxQWA/N8NY2rdujXq16+PCxcu4OrVq1AoFJoqJEVZQgL88wZIqVQa9O+hHN26ddP5qZr0b5Orq6vONxht27bVeZfIM2fOIDc3F9bW1prviyHyvjZ9ZRGlT4MMnZigNxvXbBPp4efnB2tra6SlpRVap1WpVGoSmx49euRrb968OerWrYvk5GScPHkSDx8+RFxcHCpWrJhvfWmVKlU0JauuX79upFcjP56CSB9jGzJ796q8CfWJEycgCIJmFqp+/fpwcHBAXFyc5k1MUdZrS9cA9I+hVGO6evXqxZ7Vzvt8ycnJepceSXdezCs1NRWZmZmwtbXV+Wbi2rVrBtdBfpW0HElKCF9lirXahZGSnhs3buidZZa+Z9KYlmZ5l+fkXY5TnN8NY8q7UfLq1au4cOECHBwc0KlTpyJdp1q1apqa4rp+jk1p586dAKCz/r4h5/n5+endw6KL9PNXoUIFvbP/0gSB9MkgUUGYbBPpUbVqVc3GnYiIiAJnAf/73/8iLS0NVapU0bshT5ox3rZtG2JiYqBSqdC5c2eds3dS5YSVK1cW92XoVZR49JHiXLduXaG1aV8lJdtxcXE4ceIEGjZsqDVL5O3tjTt37mjexBRlvTagvvEE8M/tpV8l3VVO6ldcrq6ucHJywosXLzSzh3ldunRJ55psae2nUqnUuZzgf//7n97nLGzdqFSZQteM+uHDh0sk2W7VqhUqVaqE5ORk7N27N1/7uXPncPr0aQiCgA4dOrz2+IpK+p4KgqCpZw8U73fDmPr16wdzc3P88ccfmjseFqW2dl5SjXVdGzpNJT4+Hrt374alpSUCAgIMPi8pKQlr164FAAwfPtzg83JzczX/7rZp00bvDP65c+cAFH0SgN5MTLaJCjBp0iR4eHjg4cOHGDZsGA4ePKg1G5eSkoKpU6di48aNEAQBc+bM0ZSEepVUBWTHjh3YunUrAP1VP8aOHQtbW1ts2rQJ4eHh+dZJpqenY8OGDViyZIns11aUePR555130KJFC9y8eRNBQUG4ffu2VntWVhb279+PmTNn5ju3efPmsLKywunTp5GamppvPbb0tVT2qyjrtQFgyJAhsLGxwaVLl/DVV19pKhXk5ubip59+wv79+2FpaYlRo0YV6br6mJmZYeTIkQCABQsWaK23T0pKwueff65zSVDVqlXRqFEj5OTkaMWpUqmwbNkyxMTE6F1KJG0GfPUGQZJWrVoBAJYtW6ZVhSM+Ph5ffPGFQTfqMTYbGxsMGTIEADBnzhxcvHhR03bnzh3NXRJ79OhhcNnNkhIfH4///ve/AIAOHTporQsuzu+GMdWoUQOdOnXCw4cPsXr1agBFX0Iikd6Y5i3ZaSzR0dFay6VEUcSBAwcQFBSE3NxcBAcH69z8+vvvv+e7u+vp06cxevRoZGZmYsCAAfkS4s2bN2PZsmX5lmc9evQIn376KU6ePKkpEarL7du38ejRI80bbKLCcM02UQGsrKywYsUKTJo0CbGxsRg7dizs7e1Rq1YtZGRk4NatWxBFEdbW1vjPf/6Dnj176r1WgwYN0LhxY1y6dAlpaWmoWrUqfH19dfatWbMmlixZgvHjx2PFihWIjo6Gi4sLKlWqhNTUVNy9exeiKBb4fIUpSjz6mJmZYdGiRfj4448RGxuLd999F/Xq1YOtrS0yMjJw+/ZtZGdn69ycVKFCBXh6euLEiRMA8ifT0ky2KIqwtbU1uB6wxNHREfPmzcOkSZOwcuVKbN68GXXr1sW9e/fw+PFjmJmZ4csvv9SUjDOGwMBAxMbG4sCBAxgyZAhcXV1RoUIFXLt2DTVq1MDgwYPx66+/5jvv008/RXBwMNatW4edO3eidu3aSEpKQlpaGoKDg7Flyxad9Xx79uyJ6Oho/PTTT9i9ezccHBwgCALGjh0LX19fDB48GGvWrMGdO3fQo0cPuLi4IDs7GwkJCWjYsCF69uypqQ3+Ok2aNAkXLlzAsWPH4O/vj4YNG8LCwkKzZMbd3R3//ve/X3tcBZHeIADqN2wpKSmaT7vq1KmT79boxfndMLb3338f+/fvR05OTpFqa7+qe/fuCAsLw549exAaGqqzMsm4ceM0bzSliQmVSgUfHx9Nn169euWrtPTdd98hLCwMjo6OqF69OlJSUvDw4UMA6t+r4OBgnTGtWrUKX3zxBRwcHODo6IjU1FTcu3cPgHoN+P/93//lOyc9PR3z58/H/Pnz4ezsjLfeegsvXrzAjRs3oFKpYGlpidDQUL2z1tJt66UlOkSF4cw2USGqVq2KX375BYsXL0a3bt1gZWWFK1eu4NGjR3B3d0dQUBB27dpl0Kxw3j7vvvtugWW0WrVqhZiYGAQFBaFBgwa4e/curly5AjMzM3Tq1AmhoaGYNWtWsV5bUeLRp0aNGli3bh1CQ0Ph7e2N9PR0XLx4ERkZGfD09MTEiROxatUqnefmTbBfTbbzLitp3bq13jJxBenatSs2btyI3r17w8rKCpcvX4YoinjnnXewevVqzY1QjMXc3ByLFy/G1KlTUb9+fSQmJuLRo0fo168ffvvtN73rP7t06YKffvoJLVu2xIsXL5CQkIB69erh66+/xqRJk/Q+X+vWrTF//nx4enriwYMHOH78OOLi4jQzdjY2Nli9ejX69esHGxsbJCQkIDs7G6NGjcK6detKbANixYoVsXz5csyaNQtNmzbFvXv3cOvWLTRo0ACTJ0/G2rVrS12Vh1OnTmn+nD17FkqlEs2aNcOUKVOwefNmzXrmvIrzu2FMnTt31oyn3FltQF39pHfv3khPT8ehQ4d09lEqlZoqHnnXsEvH0tPTdVaZ+eijj+Dl5YWsrCzN8qZ3330XK1asQEhIiN6Yhg8frlludOXKFbx48QKdOnXCwoULsXDhQp2fCnXs2BGjR49Gq1atoFKpcPnyZSQmJqJu3boICAjA5s2b9d7jAFBv2LS0tIS/v7/ePkR5CaIx6yARERFRqfL06VN06NABoiji8OHDRSr596rExET06NEDrVu31nsH2/Ls6NGjGDFiBIYOHYrQ0NCSDofKCM5sExERlWN//PEHsrKy0LVr12Il2oB6yczQoUNx5MgRg+4DUN4sXrwY1tbWGD9+fEmHQmVIqV2zvWXLFpw8eRLnz5/H1atXkZ2djfDw8CJ/BJabm4vVq1dj3bp1uH37NqytreHj44MpU6aUibJSREREcqWnp2sq2kjVlYpr3LhxqFKliknuPFqaKZVK+Pj44IMPPngta+2p/Ci1y0i6dOmCpKQk2NnZwdraGklJSbKS7S+//BLr169Hw4YN4efnh8ePHyMmJgYVKlTA2rVr9d7KmYiIqKxatmwZ9u/fj2vXruHp06fo2LEjli9fXtJhEb2RSu0ykrCwMOzbtw9Hjx4tUm3NvI4ePYr169ejdevW2LRpE6ZPn465c+di2bJlUCqVOncpExERlXU3b97UlLDr27cvvvnmm5IOieiNVWqXkRjj9rZSAf/JkydrVVlo164dOnbsiEOHDiEhIaFIt3ElIiIq7SIiIhAREVHSYRARSvHMtjEcO3YM1tbWmrte5SUV59d3MwgiIiIiouIqt8l2ZmYmHj58iNq1a+u8La20OfLWrVuvNzAiIiIiemOU2mUkxfXs2TMA6ps66CIdVyqVeq8hiiKys7ONH1w5Z2lpyXGTgeMmD8dNHo5b0XHM5OG4ycNxk+d1j5shN4Mrt8m2MQiCoPNOV1QwOzs7jpsMHDd5OG7ycNyKjmMmD8dNHo6bPK973AxJtsvtMpIqVaoA0D9zLR3XN/NNRERERFRc5TbZtra2hoODA+7evQuVSpWvXVqrzRvbEBEREZGplNtkGwDatGmDzMxMnbeUPXz4MADA29v7dYdFRERERG+IcpFsp6am4saNG0hNTdU6PmjQIK3nUUYAACAASURBVADAggULkJWVpTl+5MgRHD58GN7e3qyxTUREREQmU2o3SP722284efIkAODq1auaY3FxcQCAt99+G2+//TYAIDo6GpGRkZgwYQImTpyouUbbtm0xcOBA/Pbbb/D399e6XbuNjQ3vIElEREREJlVqk+2TJ09i06ZNWsdOnTqlWRLi7OysSbYLMmfOHLi5uWHdunWIioqCtbU1OnfujClTpnBWm4iIiIhMShBFUSzpIEqztLS0kg6hzLGzs+O4ycBxk4fjJg/Hreg4ZvJw3OThuMnzusfNzs6u0D7lYs02EREREVFpxGSbiIiIiMhEmGwTEREREZkIk20iIiIiIhNhsk1EREREZCJMtomIiIiITITJNhERERGRiTDZJiIiIiIyESbbREREREQmwmSbiIiIiMhEmGwTEREREZkIk20iIiIiIhOxKOkAqHRRqUScjQcepwJv2QPNPQFzc6GkwyIiIiIqk5hsk8aBgyIil4hITvnnmFNNYEIw4OfLhJuIiIioqLiMhACoE+2QUBGursAPiwXsihHww2IBrq5ASKiIAwfFkg6RiIiIqMxhsk1QqdQz2u3bAeFhApp6CLC2Vj+Ghwlo3w6IXCpCpWLCTURERFQUTLYJZ+OB5BQgcJgAMzPt5SJmZgIChwlITlb3IyIiIiLDMdkmPE5VP7q66G6Xjkv9iIiIiMgwTLYJb9mrH28m6G6Xjkv9iIiIiMgwTLYJzT3VVUeiokXk5mqvy87NFREVLcLJSd2PiIiIiAzHZJtgbi5gQrCA2CPAzBAR5y+IyMxUP84MERF7BJgwTmC9bSIiIqIiYp1tAqCuox02G4hcIiJo/D+z205OQNhsgXW2iYiIiGRgsk0afr4COnYA7yBJREREZCRMtkmLubkAr5YlHQURERFR+cA120REREREJsJkm4iIiIjIRJhsExERERGZCJNtIiIiIiITYbJNRERERGQiTLaJiIiIiEyEyTYRERERkYkw2SYiIiIiMhEm20REREREJsJkm4iIiIjIRJhsExERERGZCJNtIiIiIiITYbJNRERERGQiTLaJiIiIiEyEyTYRERERkYkw2SYiIiIiMhEm20REREREJsJkm4iIiIjIRJhsExERERGZCJNtIiIiIiITYbJNRERERGQiTLaJiIiIiEyEyTYRERERkYkw2SYiIiIiMhEm20REREREJsJkm4iIiIjIRJhsExERERGZCJNtIiIiIiITYbJNpcbTpxmoXac36rt+iNgjz6FSiSUdEhEREVGxWJR0AEQAcOCgiIWLK6B+gy0AgOkzAaeaIiYEA36+QglHR0RERCQPZ7apxB04KCIkVETDBmb4YbGAXTECflgswNUVCAkVceAgZ7iJiIiobGKyTSVKpRIRuURE+3ZAeJiAph4CrK3Vj+FhAtq3AyKXilxSQkRERGUSk20qUWfjgeQUIHCYADMz7eUiZmYCAocJSE5W9yMiIiIqa5hsU4l6nKp+dHXR3S4dl/oRERERlSVMtqlEvWWvfryZoLtdOi71IyIiIipLmGxTiWruCTjVBKKiReTmaq/Lzs0VERUtwslJ3Y+IiIiorGGyTSXK3FzAhGABsUeAmSEizl8QkZmpfpwZIiL2CDBhnABzc5b/IyIiorKHdbapxPn5CgibDSxcrELQ+H/e/zk5AWGzBdbZJiIiojKLyTaVCn6+Alq2eIkmHgGwsHTE6uhF8GlTkTPaREREVKYx2aZSo2rVyrib+EdJh0FERERkNKU62Y6Pj8eiRYtw5swZZGdno2HDhhgxYgR69+5t8DWePn2KX375BXv27MHdu3dhZWWF2rVrw9/fHwMHDkSFChVM+AqIiIiI6E1WapPtY8eOYcyYMbC0tMR7772HKlWqYNeuXfjss8+QlJSEoKCgQq/x9OlT9O/fH4mJiWjVqhUCAgKQlZWFgwcP4j//+Q92796NX375BWZm3CdKRERERMZXKpPtnJwchISEQBAEREdHo0mTJgCA8ePHIyAgAIsWLUL37t1Rv379Aq+zbt06JCYmYuTIkZg5c6bmeFZWFoYOHYqjR4/i5MmT8Pb2NuXLISIiIqI3VKmc0j169Cju3LmDXr16aRJtALCxsUFwcDBycnKwcePGQq+TmJgIAPDz89M6bmVlhQ4dOgAAHj9+bMTIiYiIiIj+USqT7bi4OABAx44d87VJSbLUpyCNGjUCABw6dEjreHZ2NmJjY1GxYkW0bNmyuOESEREREelUKpeR3Lp1CwBQr169fG3VqlWDnZ0dbt++Xeh1Bg4ciC1btuDnn3/G+fPn0bRpU2RnZ+PQoUN48uQJ5s+fD0dHR2OHT0REREQEoJQm20qlEgBQpUoVne02NjZISUkp9DoVK1ZEVFQU/v3vf2Pr1q2a2XAzMzMMGzYMXl5ehV6jcuXKRYicJBw3eThu8nDc5OG4FR3HTB6OmzwcN3lK27iVymTbWFJTUxEcHIzU1FQsW7YMXl5eePnyJfbt24eIiAjs378fv//+O6pVq6b3GhkZGa8x4vLBysqK4yYDx00ejps8HLei45jJw3GTh+Mmz+seNysrq0L7lMo12zY2NgCAZ8+e6WxXKpV6Z73zioiIwOnTp7Fw4UL4+fmhSpUqqF69OgYNGoRp06YhMTERK1euNGrsRERERESSUplsSyX9dK3LfvLkCdLS0nSu537VgQMHYGtrC3d393xtbdu2BQBcuHCheMESEREREelRKpNtqe714cOH87X9/fffAIA2bdoUep2srCwolUpkZWXla0tNTQVg2PQ/EREREZEcRkm2b926hdOnTyMhIcEYl0O7du1Qp04dbNu2DZcuXdIcVyqVWLJkCSwsLODv7685npqaihs3bmgSaImXlxdycnKwZMkSreNZWVmaYz4+PkaJmYiIiIjoVbI3SL548QKLFi3Chg0b8PTpUwBAv379EB4eDgD4/fff8euvv+Krr75C48aNixaUhQXCwsLw4YcfYujQoejVqxdsbGywa9cu3L17F5MnT4aLi4umf3R0NCIjIzFhwgRMnDhRc/yzzz7D6dOnsXTpUvz999+aDZKHDx9GYmIiPDw8MHDgQLlDQERERERUIFkz25mZmRg+fDh+/vlnWFpaws/PD6IoavXx9vbGpUuXEBMTIyuwtm3bYvXq1WjVqhW2b9+O1atXw9bWFl9//TXGjRtn0DUaN26MjRs3on///nj06BGio6OxadMmVKpUCRMnTkR0dDQqVKggKz4iIiIiosII4qtZsgG+//57LF26FIMGDUJISAisrKzg7u4Of39/zcw2APTs2ROVKlXC77//btSgX6e0tLSSDqHMsbOz47jJwHGTh+MmD8et6Dhm8nDc5OG4yfO6x83Ozq7QPrJmtmNiYuDs7IzQ0NACNxjWqlUL9+/fl/MURERERERlnqxkOzk5GR4eHjA3Ny+wn42NDZ48eSIrMCIiIiKisk5Wsl2pUiWDpujv3r0LW1tbOU9BRERERFTmyUq2mzZtinPnziE5OVlvn2vXruHSpUto2bKl7OCIiIiIiMoyWcn2sGHD8OLFC0yYMEHnXR6TkpLw+eefIzc3F8OGDSt2kEREREREZZGsOttdunTByJEjsWLFCnTv3h0NGjSAIAj4+++/0b9/f1y9ehU5OTkYO3YsbxpDRERERG8s2Te1mTFjBjw9PfHjjz/iypUrAIAHDx7gwYMHcHFxwbhx49CnTx+jBUpkShkZGahTpw4AIDExEZUrVy7hiIiIiKg8kJ1sA+o62j179kRqaiqSkpKQm5uLmjVrwtHR0VjxERERERGVWcVKtiX29vawt7c3xqWIiIiIiMoNWRskicoblQqwrtwBVW3742y8GVSqIt9YlYiIiCgfg2a2P/jgA9lPIAgCVq5cKft8IlM7cFDEwsUVUL/BFgDA9JmAU00RE4IBP1+hhKMjIiKissygZDsuLk7ncUEQIIq6ZwClNkFgskKl14GDIkJCRbRvZ4bZ/xbg6gLcTACiotXHw2Yz4SYiIiL5DEq29+7dm+/Y8uXLsX79enTr1g29evWCk5MTAPWt3Ldt24adO3di0KBBGDNmjHEjJjISlUpE5BIR7dsB4WECzMzUSXVTDyA8DJgZIiJyqYiOHQBzcybcREREVHQGJdvOzs5aX2/evBnr1q3DDz/8gE6dOmm1ubu7o3PnzvD398fHH3+MZs2awd/f33gRExnJ2XggOQUI/fKfRFtiZiYgcBgQNF7E2XjAizdCJSIiIhlkbZBcuXIlWrVqlS/Rzqtjx45o3bo112tTqfU4Vf3o6qK7XTou9SMiIiIqKlnJdkJCAhwcHArtV716ddy6dUvOUxCZ3Fv/v1rlzQTd7dLxt1jVkoiIiGSSlWzb2Njg1KlTyM7O1tsnKysLp06dgo2NjezgiEypuSfgVFO9GTI3V3ujb26uiKhoEU5O6n5EREREcshKtrt06YLk5GR8+umnSElJydd+//59fPbZZ0hJSUGXLl2KHSSRKZibC5gQLCD2iHoz5PkLIjIz1Y8zQ0TEHgEmjBO4OZKIiIhkE0R9tfsKkJaWhoCAANy+fRsWFhZo3rw5nJycIAgC7t27h7NnzyInJwf16tXDmjVryvTdJdPS0ko6hDLHzs6uTI2bus62Cvfv//Pe08lJnWi/zrJ/ZW3cSguOmzwct6LjmMnDcZOH4ybP6x43Ozu7QvvIul27nZ0d1q1bh2+//RZbt27FyZMntdorVKiAfv36YerUqQYFQVSS/HwFtGzxEk08AmBh6YjV0Yvg06YiZ7SJiIio2GQl2wBga2uLOXPmYMaMGbh48SIePHgAURRRo0YNeHh4wNra2phxEpmUuTmQmfE3AKC55/dMtImIiMgoZCfbEmtra7Ru3doYsRARERERlSvFTraJyoPKlSsjNZUFtYmIiMi4ipVs37t3D3/99Rdu3bqFjIwM6NprKQgCvvrqq+I8DRERERFRmSQ72Y6MjMTSpUuRm5urOSYl24IgaL5msk1EREREbypZyXZMTAwiIyPh7OyMoKAg7NixA7GxsVi+fDkSExMRExODuLg4jBo1Cp07dzZ2zEREREREZYKsZHv16tWwtLTEqlWr4OzsjFOnTgEAOnToAAAICAjAihUr8PXXX6Nr167Gi5aIiIiIqAyRdQfJK1euoGXLlnB2dtY6nnfN9siRI+Hi4oKlS5cWL0IiIiIiojJKVrKdlZUFBwcHzdcVKlQAADx9+lSrn5ubG86fP1+M8IiIiIiIyi5ZybaDgwMePnyo+drR0REAcO3aNa1+9+/fh0qlKkZ4RERERERll6xkW6FQ4ObNm5qv27RpA1EUsXDhQmRkZABQb6I8ceIEGjZsaJxIiYiIiIjKGFkbJDt37ox9+/YhNjYW7du3R6tWreDj44Njx47Bx8cHlStXxtOnTyEIAoKDg40dMxERERFRmSBrZrtv376IiYlBkyZNNMcWL16MQYMGoVq1asjIyEDDhg0xb948+Pr6Gi1YIiIiIqKyRNbMtpWVFVxdXbWO2djYYM6cOZgzZ45RAiMiIiIiKutkzWwTEREREVHhmGwTEREREZmIrGUkgLrM388//4y4uDg8fPgQ2dnZOvsJgoCLFy/KDpCIiIiIqKySlWzHxcVh7NixePnyJQRBgK2tLSpVqmTs2IiIiIiIyjRZyfbXX3+Nly9fYty4cRgzZgxsbGyMHRcRERERUZknK9m+cuUKWrRogUmTJhk7HiIiIiKickPWBslq1arBwcHB2LEQEREREZUrspLtzp07Iz4+HllZWcaOh4iIiIio3JCVbE+ePBmWlpaYOXMmlEqlsWMiIiIiIioXZK3Ztre3x2+//YbAwEB06dIFTZs2haOjo86+giDgq6++KlaQRERERERlkaxkW6lUYtKkSbhx4wZEUURsbKzevky2iYiIiOhNJSvZnjt3LuLi4tCoUSMMHjwYderUYZ1tIiIiIqJXyEq29+7dCycnJ6xbtw7W1tbGjomIiIiIqFyQtUHyxYsXaNasGRNtIiIiIqICyEq2mzRpgnv37hk7FiIiIiKickVWsh0cHIyLFy9iz549xo6HiIiIiKjckLVm29LSEsOGDcPkyZPRu3dvtG/fHo6OjhAEQWd/b2/vYgVJRERERFQWyUq2AwMDIQgCRFHEpk2bsHnz5gL7X7p0SVZwRERERERlmaxku1+/fnpnsYmIiIiISE1Wsh0REWHsOIiIiIiIyh1ZGySJiIiIiKhwTLaJiIiIiEyEyTYRERERkYkw2SYiIiIiMhEm20REREREJsJkm4iIiIjIRJhsExERERGZCJNtIiIiIiITkZVsP3r0CMePH8ejR4+0jicmJuLTTz9Fr1698NFHHyE+Pt4oQRIRERERlUWyku1ly5bhgw8+wNOnTzXHMjIyMHToUGzfvh3Xr1/HwYMHMWLECCQmJhotWCIiIiKiskRWsh0XF4cGDRrA1dVVc2zTpk14+PAh3nvvPezYsQMzZ87E8+fPsXz5ctnBxcfHY+zYsfD29kaLFi0wYMAA/PHHH0W+jlKpxMKFC9GrVy80b94crVu3hr+/PyIjI2XHRmQsGRkZsLe3hyAIyMjIKOlwiIiIyIgs5Jx0//59NG/eXOvYX3/9BQsLC8yaNQt2dnaoX78+Nm/ejGPHjskK7NixYxgzZgwsLS3x3nvvoUqVKti1axc+++wzJCUlISgoyKDr3Lt3TzPD3r59e/j5+SErKwt37tzBzp07MWHCBFnxEREREREVRlaynZGRgcqVK2u+FkUR8fHx8PDwgJ2dnea4i4sL/vrrryJfPycnByEhIRAEAdHR0WjSpAkAYPz48QgICMCiRYvQvXt31K9fv8DrqFQqfPLJJ3jw4AFWrFiBtm3b5nseIiIiIiJTkbWMxNHREUlJSZqvz507h2fPnqFNmzZa/XJycmBlZVXk6x89ehR37txBr169NIk2ANjY2CA4OBg5OTnYuHFjodfZuXMnzp07h9GjR+dLtAHAwkLWew0iIiIiIoPIyjZbtGiBP//8E3v27EHbtm2xdOlSCIKAzp07a/W7efMmatSoUeTrx8XFAQA6duyYr61Dhw5afQoSExMDAOjevTuSk5Oxf/9+PHv2DHXq1IGvr6/W7DwRERERkbHJSraDgoKwe/duTJw4EYB6GYmPjw+8vLw0fe7evYvr169jwIABRb7+rVu3AAD16tXL11atWjXY2dnh9u3bhV7n/PnzAICTJ08iPDwcWVlZmjZ7e3ssWLAAPj4+RY6PyJhUKsC6cgdYWDribLwZfNqIMDcXSjosIiIiMgJZyXaDBg0QHR2NqKgopKamwsPDA2PGjNHqc/jwYbi7u+Ptt98u8vWVSiUAoEqVKjrbbWxskJKSUuh1Hj9+DAAICwvD6NGjMXz4cFhZWeHPP//E3LlzMX78eMTExBQ4+87Zb3k4bobZuy8b87/LRf0GWwAA02cCtZyATydboWsXyxKOruzgz5s8HLei45jJw3GTh+MmT2kbN9mLlj08PBAREaG3PSAgAAEBAXIvbxSiKAIA/vWvf+Gzzz7THA8MDMT9+/fx008/YcOGDQgODtZ7DZZiKzorKyuOmwEOHBQREiqifTsg9EsBri7AzQQgKlrEtBkvEDb7Jfx8OcNdGP68ycNxKzqOmTwcN3k4bvK87nEzZG+irA2SkZGR2Lt3b6H9/vrrL1m1rG1sbAAAz54909muVCr1znrruk6XLl3ytUnry6WlJkSvk0olInKJOtEODxPQ1EOAtbX6MTxMQPt2QORSESqVWNKhEhERUTHITrb37NlTaL+9e/di8eLFRb6+VNJP17rsJ0+eIC0tTed67le5uLgAAKpWrZqvTTr28uXLIsdHVFxn44HkFCBwmAAzM+3ZazMzAYHDBCQnq/sRERFR2SUr2TaUSqWCmVnRn8Lb2xuAet33q/7++28AyFdmUBep3N/169fztUnHnJ2dixwfUXE9TlU/urrobpeOS/2IiIiobDJpsn39+nWds8qFadeuHerUqYNt27bh0qVLmuNKpRJLliyBhYUF/P39NcdTU1Nx48YNpKZqZyb9+/eHlZUVfv31V9y/f1/rOj/++CMAoEePHkWOj6i43rJXP95M0N0uHZf6ERERUdlk8AbJmTNnan196tSpfMckKpUKCQkJOH/+vKxqJBYWFggLC8OHH36IoUOHolevXrCxscGuXbtw9+5dTJ48WbNEBACio6MRGRmJCRMmaMoRAkCdOnUwffp0hIWFoU+fPnjnnXdgZWWF/fv3IykpCYMHD0a7du2KHB9RcTX3BJxqqjdDhodBaylJbq6IqGgRTk7qfkRERFR2GZxsb9q0SfN3QRBw+/btQmtdu7m5Yfr06bICa9u2LVavXo2FCxdi+/btyM7ORsOGDTFp0iT06dPH4OsEBgbC2dkZy5cvx59//gmVSoWGDRsiKCgIgwYNkhUbUXGZmwuYEAyEhIqYGSIicBi0qpHEHgHCZgust01ERFTGCaJUH68Q0h0bRVHEiBEj0KlTJ4wdO1ZnX0tLS9SoUaNcrIdOS0sr6RDKHDs7O46bgQ4cFLFwsQr37/+zosvJCZgwTmDZPwPx500ejlvRcczk4bjJw3GT53WPm52dXaF9DJ7Zzrsh0d/fH61atTJokyIR6efnK6Bli5do4hEAC0tHrI5eBJ82FV/bjHZGRgbq1KkDAEhMTCx1NwIgIiIq62RtkPTx8YGrq2uh/c6cOYPNmzfLeQqiN4a5OZCZ8Teepm9Ec89cLh0hIiIqR2Ql2zNmzMCGDRsK7bdhwwa9myiJiIiIiMo72aX/DFnqnZubC0HgLB0RERERvZlMWmc7MTFRc8t0IiIiIqI3jcEbJCMjI7W+vnz5cr5jEqnO9okTJ9C+ffviRUhEREREVEYVKdkWBAGiKEIQBFy6dEnr7o66vPXWW/j000+LHSRReVa5cmWkpqa+cWWeWAmFiIjeBAYn2+Hh4QDUa7W/+OILtGrVCgMGDNDZV6qz3aJFC1hZWRknUiIyOpUKsK7cARaWjjgbbwafNiKroRARERmRwcm2v7+/5u+bNm2Cr6+v1jEiKlvUN9SpgPoNtgAAps8EnGqKmBAM3lCHiIjISAxOtvOKiooydhxE9BodOCgiJFRE+3ZmmP1vQetW8SGhIsJmM+EmIiIyBpNWIyGi0kelEhG5RET7dkB4mICmHgKsrdWP4WEC2rcDIpeKUKkKL+9JREREBZM1s921a1eD+wqCgD179sh5GiIygbPxQHIKEPqlADMz7dlrMzMBgcOAoPEizsYDXi1LKEgiIqJyQlaynZSUZOw4iOg1eZyqfnR10d0uHZf6ERERkXyyku3Lly/rPC6KIpKTk3H48GEsXLgQffv2xbRp04oVIBEZ11v26sebCUBTj/ztNxO0+5kKK6EQEdGbwKhrtgVBQK1atTBo0CD8+OOPWLVqFdavX2/MpyCiYmruCTjVVG+GzM3VXpedmysiKlqEk5O6n6kcOChi1Fh1JZTadZdh+swKCBgm4sBBrhMnIqLyxWQbJD08PODp6cnKJUSljLm5gAnBAmKPADNDRJy/ICIzU/04M0RE7BFgwjjBZLPMUiWUhg3M8MNiAbtiBPywWICrKxASyoSbiIjKF1nLSAxlb2+P8+fPm/IpiEgGP18BYbOBhYtVCBr/z3tuJycgbLZgsrJ/r1ZCkTZoNvUAwsPUyX/kUhEdO4BLSoiIqFwwWbKdnp6OU6dOoUqVKqZ6CiIqBj9fAS1bvEQTjwBYWDpidfQi+LSpaNIkl5VQiIjoTSMr2T5+/LjetszMTCQkJGDNmjVITU1FQECA7OCIyLTMzYHMjL8BAM09vzf5bDIroRAR0ZtGVrIdGBgIQSj4P2VRFOHt7Y2pU6fKCoyIyp/SUgmFiIjodZGVbPfr109vsm1paQkHBwd4e3ujbdu2xQqOiMqXvJVQwsOgtZTkdVVCISIiep1kJdsRERHGjoOI3gDqSijqqiMzQ0QEDlMvHbmZoE7AY4+oN2hycyQREZUXJq1GQkT0qpKqhEJERFQSip1sP3jwAKdPn8aDBw8AADVq1ECLFi3g6OhY7OCIqHwqiUooREREJUF2sn3//n3897//xd69e5Gbm6vVJggCunbtilmzZqFmzZrFDpKITKNy5cpITS2Z0h+vuxIKERFRSZCVbN+/fx8BAQFITk5GpUqV0KFDBzg7O0MURSQnJ+Pw4cPYvXs3zp07h3Xr1nGWm4iIiIjeSLKS7e+++w7Jycno3bs3Zs2aBVtbW632J0+e4KuvvsKWLVuwYMEChIeHGyVYIiIiIqKyxKzwLvkdPHgQtWvXRkRERL5EGwCqVauGr776CrVr18b+/fuLGyMRERERUZkkK9nOzMxE8+bNYW5urrePubk5mjdvjufPn8sOjoiIiIioLJOVbLu6umqqjxTkwYMHcHV1lfMURERERERlnqxke8SIEThx4gQOHTqkt8/hw4dx4sQJfPDBB7KDIyIiIiIqy2RtkPT29sbQoUMxbtw49OzZEz179kStWrUAAPfu3UNMTAy2b9+OYcOGoU2bNrh3757W+VJfInpzlWTZQSIiotdFEEVRLOpJ7u7uEAQBoihCEHTXxtXXJggCLl68WPRIS0haWlpJh1Dm2NnZcdxk4LjJw3GTh+NWdBwzeThu8nDc5Hnd42ZnZ1doH9kz20REZVVGRgbq1KkDAEhMTETlypVLOCIiIiqvZCXbUVFRxo6DiIiIiKjckbVBkoiIiIiICsdkm4iIiIjIRJhsExERERGZCJNtIiIiIiITYbJNRERERGQiTLaJ6I2jUgHWlTugqm1/nI03g0pV5NsNEBERGcSg0n/37t2DtbU1bG1tTR0PEZFJHTgoYuHiCqjfYAsAYPpMwKmmiAnBgJ+v7pt0ERERyWXQzHbXrl0xb948zdczZ87Ehg0bTBYUEZEpHDgoIiRUu+tHxwAAIABJREFURMMGZvhhsYBdMQJ+WCzA1RUICRVx4CBnuImIyLgMSrZFUUTeu7pv2rQJJ0+eNFlQRETGplKJiFwion07IDxMQFMPAdbW6sfwMAHt2wGRS0UuKSEiIqMyKNmuUqUKkpOTTR0LEZHJnI0HklOAwGECzMy0l4uYmQkIHCYgOVndj4iIyFgMWrPdrFkzHD16FDNnzoSzszMA4PLly4iMjCz0XEEQMH78+OJFSURUTI9T1Y+uLrrbpeNSPyIiImMwKNmeOnUqgoKCsGnTJs2xS5cu4dKlS4Wey2SbiEqDt+zVjzcTgKYe+dtvJmj3IyIiMgaDkm0PDw/s2LED586dQ0pKCmbMmIFWrVphwIABpo6PiMgomnsCTjWBqGgR4WHQWkqSmysiKlqEk5O6HxERkbEYlGwDQOXKldG2bVsAwIwZM1C3bl34+/ubLDAiImMyNxcwIVhddWRmiIjAYeqlIzcT1Al47BEgbLYAc3OW/yMiIuMxONnOa+/evbC2tjZ2LEREJuXnKyBsNrBwsQpB4//ZH+7kpE60WWebiIiMTVayLW2SlKSlpeHBgwcQBAEODg6ws7MzSnBERMbm5yugZYuXaOIRAAtLR6yOXgSfNhU5o01ERCYhK9mWrFmzBlFRUUhISNA67urqiuHDh2PIkCHFCo6IyBTMzYHMjL8BAM09v2eiTUREJiMr2c7NzcXkyZOxe/duiKKIqlWrolatWgCA5ORk3LhxA3PmzMGRI0fw/fffQxD4HxkRERERvXlkJdvr1q3Drl274OLigunTp6Nz585a7fv378e8efOwe/durFu3DgEBAUYJloiIiIioLDHoDpKv2rhxI2xsbBAVFZUv0QaAf/3rX1i5ciWsra3x+++/FztIIiIiIqKySFayff36dbRt2xbVq1fX28fBwQHt2rXD9evXZQdHRERERFSWyUq2DcW12kRERET0JpOVbLu4uODYsWNIS0vT2yc1NRVHjx6Fi4uL7OCIiIiIiMoyWcm2v78/nj17hlGjRiEuLi5f+7FjxzB69Ggolcr/196dR0V15HsA/142lUVtVBRR3EijuIAoKIo6GhM9EddoYlxQo8YNoybGkYT3HB1zXGaSGEESnbzEaDAaBZeYGIlxQY0sxijuRGURVFzABRgFuu/7g+keOzTQfemmt+/nnDmMVdV16xaVy4+ibhXGjBlT60YSERmSi4sLCgoKUFBQABcXF1M3h4iIrJik3UgmTJiA48ePIykpCVOmTEHTpk3h5eUFQRCQm5uL+/fvQxRFDBgwABMmTDB0m4mIiIiILIKkYNve3h6ff/45Nm/ejK1bt+L27du4d++eOr9ly5aYNGkSpk6dCjs7oy4LJyIiIiIyW5JPkLSzs8Obb76JN998E7dv38bdu3cBAB4eHvD09DRYA4mIiIiILFWtjmtX8fT0ZIBNRERERPQnXONBRERERGQkZh1sp6enY+bMmQgKCkJAQADGjh2L77//XnJ9ZWVlGDlyJHx9fTF06FADtpSIiIiIqDKDLCMxhpSUFEyfPh2Ojo4YNmwY3NzckJiYiMWLFyMvLw+zZ8/Wu87Y2Fjk5OQYobVERERERJWZ5cx2eXk5oqKiIAgC4uLisHLlSvz1r3/F3r178cILLyA6OhpZWVl61Xnx4kVs2rQJ77zzjnEaTURERET0J2YZbCcnJyMnJwdhYWHw8/NTp7u6umLu3LkoLy9HQkKCzvWVlpZi6dKl8Pf3x6RJk4zRZCIiIiKiSsxyGYnqVMrQ0NBKeX379tUoo4uYmBhkZ2dj7969EATBMI0kIiIiIqqBpJntmJgY/PLLLzWWO3z4MGJiYvSuX7VEpE2bNpXyGjVqBJlMhuzsbJ3qSk9PxxdffIH58+ejXbt2ereFiIiIiEgqSTPbMTExGD16NF588cVqyx0+fBjx8fGIiIjQq/6ioiIAgJubm9Z8V1dX3Llzp8Z6SktLERkZiU6dOuHNN9/Uqw0qLi4ukj5n69hv0rDfpGG/ScN+0x/7TBr2mzTsN2nMrd+MuoxEoVCY9Lj2devWITs7G/Hx8bC3t5dUR3FxsYFbZf2cnJzYbxKw36Rhv0nDftMf+0wa9ps07Ddp6rrfnJycaixj1Ej42rVraNiwod6fc3V1BQA8efJEa35RUVGVs94qFy9exObNmzF79mz4+vrq3QYiIiIiotrSeWY7MjJS499nzpyplKaiUCiQmZmJCxcuYPDgwXo3qm3btgCA7OxsdOnSRSPv0aNHKCwsRPfu3aut4+rVq1AoFIiOjkZ0dHSl/MzMTPj6+sLNzQ2nT5/Wu41ERERERDXROdjevXu3+v8LgoDs7OwaX1L09fXFkiVL9G5UUFAQNm7ciBMnTmDYsGEaeSdPngQABAcHV1tH27ZtMXbsWK15u3btgpubG4YMGYIGDRro3T4iIiIiIl3oHGxv2bIFACCKIqZMmYJ+/fph5syZWss6OjrCw8MDXl5ekhoVEhKC1q1bY//+/QgPD0enTp0AVCwfiY2NhYODA0aPHq0uX1BQgMLCQshkMri7uwMAAgMDERgYqLX+Xbt2oWnTpvjwww8ltY+IiIiISBc6B9vPzySPHj0aPXr0qHF2WXKjHBywcuVKzJgxAxMmTEBYWBhcXV2RmJiI3NxcLFy4UGMbv7i4OMTExCAiIgLz5883SpuIiIiIiPQlaTeSVatWGbodlfTu3Rvbtm3D+vXrceDAAZSVlcHHxwcLFizAiBEjjH59IiIiIqLaEkRRFGtTQXl5OR4+fIjS0tIqy7Rs2bI2lzCpwsJCUzfB4shkMvabBOw3adhv0rDf9Mc+k4b9Jg37TZq67jeZTFZjGcn7bP/666/47LPPcPbsWZSXl1dZThAEXLp0SepliIiIiIgslqRg+8iRI4iIiIBCoUCjRo3QqlUrODs7G7ptREREREQWTfJx7UqlEu+//z4mTpwo+XRGIiIiIiJrJinYvnbtGgICAhAeHm7o9hARERERWQ1Jx7U7OzujadOmhm4LEREZWXFxMdzd3SEIAoqLi03dHCIiqycp2O7Tpw8uXrwIpVJp6PYQEREREVkNScH24sWL8ezZM6xevRoKhcLQbSIiIiIisgqS1mzHx8ejf//+2Lp1K44ePYrg4GC0aNFCa1lBEDBv3rxaNZKIiIiIyBJJ3o1EEASIooicnBzk5ORUWZbBNhERERHZKrM9rp2IiIiIyNJJCrZHjx5t6HYQEREREVkdSS9IEhGRNKqt99zd3bn1HhGRDZA0s61SXl6Oo0eP4vz58ygsLES3bt0wduxYAEB+fj4KCwvh4+MDB4daXYaIiAxEoQCcXfrCwbE5zqXboVewCHt7oU6uXVxcjNatWwMAbt68CRcXlzq5LhGRKUmOglNTU7FkyRLk5+dDFEUIgoCysjJ1sH3q1ClERkZi3bp1GDJkiMEaTERE0hxLErF+Qz207bAXALAkEvBsISJiLjCgf90E3FS3+AsOkelJWkZy9epVvPXWW3jw4AHCw8Px6aefQhRFjTJDhgxB/fr1kZiYaJCGEhGRdMeSREQtE+HTwQ6fbxCQ+KOAzzcIaN8eiFom4liSWHMlRESkN0kz2xs2bEBpaSn+7//+DyEhIVrLNGjQAB06dMClS5dq1UAiIqodhUJETKyIPiHAqpUC7OwqZrG7dAZWrQQio0TEfCYitC/qbEkJEZGtkDSznZaWBn9//yoDbZWWLVvi7t27khpGRESGcS4duH0HmDzxv4G2ip2dgMkTBdy+XVGOiIgMS1KwXVRUhObNm9dYrrS0FEqlUsoliIjIQB4UVHxt3057vipdVY6IiAxHUrDdrFkzXL9+vcZyGRkZaNmypZRLEBGRgTRxr/h6I1N7vipdVY6IiAxHUrAdGhqKa9eu4eeff66yTEJCAm7duoUBAwZIbhwRkbVRbb3XsPEYnEu3g0Jh/BcT/bsBni2ArXEilErN6ymVIrbGifD0rChnTKa4dyIiU5MUbM+aNQvOzs545513sG7dOpw/fx4A8PTpU2RkZCA2NhbLly9H48aNMW3aNIM2mIjIUh1LEjFtZsXWe628N2FJZD2Mn2j8nUDs7QVEzBXw66mKlyEvXBRRUlLxNTJKxK+ngIg5glFfjjTVvRMRmZog/nnPPh2dPn0aCxcuxP379yEImg9oURTh7u6OmJgYBAYGGqShplJYWGjqJlgcmUzGfpOA/SaNpfSbauu9PiEVLyq2b1exfGNrXEWwu3K5YPS9riv22VYgP/+/8yyenhWBtjGvbQ73bgiWMtaeZw77bFtiv5kD9ps0dd1vMpmsxjKSg22g4kXJXbt24dSpU8jLy4NCoUCLFi0QEhKC8ePHo2HDhlKrNhsc6PrjA0Ia9ps0ltBvCoWI8RNFtG+vufUeULGMIzJKxI1MYPs3xp1dBoDHj4vh13k8HBybY1tcNHoF1zfqNc3p3mvLEsban9X191sbS+w3c8B+k8Ycg+1anaPu6uqKqVOnYurUqbWphojIqqm23lv2P1VtvQfMnifiXDoQ2N24bbG3B0qKTwIA/Lt9avTAy5zu3dbwxFAi8yBpzTYREenOlrfes+V7NyWeGEpkPiQF28eOHUN4eDhSUlKqLJOcnIzw8HAcP35ccuOIiKyBLW+9Z8v3bip/PjG0S2cBzs4VX1etFNAnBIj5TORuMER1RFKw/d133+Hy5cvw9/evsoy/vz8uXbqEnTt3Sm4cEZE1MJet90zBlu/dVHhiKJF5kRRsX7p0CR07dkT9+vWrLNOgQQN06tQJFy5ckNw4IiJrYA5b75mKLd+7qXDpDpF5kfSC5P3793Xa0s/DwwPnzp2TcgkiIqsyoL+AlcuB9RsUmD1Pc+s9S9n6TipbvndTeH7pTpfOlfO5dIeobkkKtt3c3JCfn19jufz8fDRo0EDKJYiIrM6A/gK6Bzwz+VZspmDL917Xnl+6s2olKm23yKU7RHVL0jKSrl274uzZs/jjjz+qLHPt2jX8/vvv6Nq1q+TGERFZG9XWe48fJsC/m7LOg00XFxcUFBRAFMU6P+DE1PduK7h0h8i8SAq2J0yYgPLycsyaNQuHDh2qlH/o0CG89dZbUCqVeOONN2rdSCIiItJdxdIdAdeuKzF7noiXXxExe17FAUJcukNUtyQtIxkwYACmTp2KzZs3Y/78+WjcuDG8vb0hCAKys7Px8OFDiKKISZMm4cUXXzR0m4mIiKgGXLpDZB4knyC5dOlSdOrUCRs3bsSNGzc0jsbs0KEDZs6ciVGjRhmkkURERKS/uj4xlIgqkxRsFxUVAQBGjhyJkSNH4u7du7hz5w4AoEWLFvDw8DBcC4mIiIiILJSkYLtnz57w9/fHjh07AFRs8ccAm4iIiIhIk+St/1q1amXothARWT3VbiC2yJT3XlxcjNatWwMAbt68Wec7sRCR7ZK0G0mnTp1w8+ZNQ7eFiIiIiMiqSAq2Z86cifPnz+Onn34ydHuIiIiIiKyGpGUk9evXx7hx47Bo0SLs3bsXgwYNgqenJ+rVq6e1fFBQUK0aSURERERkiSQF25MnT4YgCBBFEUeOHMHRo0erLX/58mUplyEiIiIismiSgu1Ro0ZBELhXJxERkTmz5RdyicyFpGB79erVhm4HEREREZHVkfSCJBERkSVRKABnl75o2HgMzqXbQaEQ6+zaxcXFcHd3h7u7O4qLi+vsukRkHiQf167y8OFDXLx4EYWFhWjZsiUCAwMN0S4iIiKDOJYkYv2GemjbYS8AYEkk4NlCRMRcYEB/LokkIuOSPLN9//59LFy4EH379sWMGTPw3nvvYefOner8uLg4BAcH4/Tp0wZpKBERkb6OJYmIWibCp4MdPt8gIPFHAZ9vENC+PRC1TMSxpLqb4SYi2yQp2C4oKMD48ePx008/wdfXFxMnToQoaj6wBg8ejOLiYu7FTUREJqFQiIiJFdEnBFi1UkCXzgKcnSu+rlopoE8IEPOZWKdLSojI9kgKtmNjY5Gbm4u3334bCQkJiIqKqlSmefPmaN++PWe2iYjIJM6lA7fvAJMnCrCz01wuYmcnYPJEAbdvV5QjIjIWScH24cOH0aFDB8ydO7facl5eXrhz546khhEREdXGg//seNe+nfZ8VfoD7oxHREYkKdi+d+8eXnjhhRrLOTk58c1rIiIyiSbuFV9vZGrPV6WryhERGYOkYNvNzQ35+fk1lsvOzkazZs2kXIKIiKhW/LsBni2ArXEilErNddlKpYitcSI8PSvKGZMptx0kItOTFGx3794d58+fxx9//FFlmd9++w1Xr15Fz549JTeOiIhIKnt7ARFzBfx6CoiMEnHhooiSkoqvkVEifj0FRMwRYG9vvO3/jiWJmDazYtvBVt6bsCSyHsZP5C4oRLZEUrA9bdo0KBQKzJkzB6dOnYJSqdTIP336NJYsWQIHBwdMnTrVEO0kIiLS24D+AlYuF3DtuhKz54l4+RURs+eJuJEJrFwuGHWfbW47SEQAIIh/3rNPR1u2bMHq1ashiiJcXFxQXFwMFxcXODg44NGjRxAEAR988AEmTpxo6DbXqcLCQlM3weLIZDL2mwTsN2nYb9LYWr89flwMv87j4eDYHNviotEruL7eM9r69JlCIWL8RBHt21dsO/j8bihKZcXM+o1MYPs3xp1ZNwe2NtYMhf0mTV33m0wmq7GM5ENtwsPDsW3bNgwcOBBKpRKiKKKoqAglJSXo27cvtmzZYvGBNhERWQd7e6Ck+CQeP0yAfzel0QNcbjtIRCq1Oq49ICAAsbGxEEURhYWFUCqVkMlksLe3N1T7iIiILA63HSQiFb2C7WPHjuHQoUO4ffs2nJyc4OvrizFjxqB169Zwd+feSURERIDmtoNdOlfO57aDRLZD52D73XffxY8//ggA6qPZjxw5gi+//BIff/wxXnzxReO0kIiIyMI8v+3gqpWotGa7rrYdJCLT02nN9s6dO/HDDz/A3t4eo0ePRlRUFBYtWgR/f388e/YMf/3rX/HkyRNjt5WIiMgimMO2g0RkHnSa2d6zZw/s7Ozwr3/9CyEhIer0WbNmITIyEnv27EFiYiJeffVVozWUiIjIklRsOwis36DA7Hn/ndvy9DT+toNEZD50CrYzMjLg7++vEWirzJo1C7t370ZGRobBG0dERGQILi4uKCio+7cRB/QX0D3gWa23HSQiy6VTsF1UVARvb2+tear0oqIiw7WKiIjISqi2HQQA/26fMtAmsjE6rdkWRRF2dtqLqtL/fIokEREREZGtk3yoDRERERERVU/nrf/27NmDPXv2aM0TBKHKfEEQcOnSJektJCIiIiKyUDoH26q9tfUl9XMAkJ6ejujoaJw9exZlZWXw8fHBlClTMHz4cJ0+f/r0aRw6dAipqanIy8tDSUkJvLy88OKLL2LWrFlo2LCh5LYREREREdVEp2D7ypUrxm5HJSkpKZg+fTocHR0xbNgwuLm5ITExEYsXL0ZeXh5mz55dYx0LFixAYWEhevTogZEjR0IQBKSmpuKLL75AYmIitm/fjiZNmtTB3RARERGRLdLruPa6Ul5ejqioKAiCgLi4OPj5+QEA5s2bh/HjxyM6OhpDhw5F27Ztq61nypQpGDVqFDw8PNRpoihi+fLl+PbbbxETE4Nly5YZ81aIiMjGmWrbQSIyD2b5gmRycjJycnIQFhamDrQBwNXVFXPnzkV5eTkSEhJqrOett97SCLSBijXkc+fOBQCkpaUZtuFERERERM8xy2A7NTUVABAaGlopr2/fvhplpHBwqJjQt7e3l1wHEREREVFNzHIZSVZWFgCgTZs2lfIaNWoEmUyG7OxsyfXHx8cD+G/gXh0XFxfJ17Fl7Ddp2G/SsN+kYb/pj30mDftNGn37rbi4GO7u7gCAgoICm+13c7tvswy2VadRurm5ac13dXXFnTt3JNV9+fJlbNiwAU2aNMGMGTNqLF9cXCzpOrbMycmJ/SYB+00a9ps07Df9sc+kYb9JI6Xfni9vq31e1+PNycmpxjJmuYzEWG7evIlZs2ZBoVDg448/Vv/2R0RERIalmmUVBMFmAz8iwExntl1dXQEAT5480ZpfVFRU5ax3VfLy8jBlyhQUFBQgOjoavXv3rnU7iYiIiIiqY5Yz26ot/bSty3706BEKCwu1rueuSm5uLiZPnoy7d+9i3bp1GDhwoKGaSkRERERUJbMMtoOCggAAJ06cqJR38uRJAEBwcLBOdeXm5iI8PBx3797FJ598gsGDBxuuoURERERkcua8bMksg+2QkBC0bt0a+/fvx+XLl9XpRUVFiI2NhYODA0aPHq1OLygowPXr1ysdGqAKtPPz8/Hxxx/jpZdeqrN7ICIiItujCvrc3d3rPOhTKABnl75o2HgMzqXbQaEQ6/T6pJ1Zrtl2cHDAypUrMWPGDEyYMAFhYWFwdXVFYmIicnNzsXDhQrRr105dPi4uDjExMYiIiMD8+fPV6eHh4cjLy0NAQACuXr2Kq1evVrrW8+WJiIiILNGxJBHrN9RD2w57AQBLIgHPFiIi5gID+gsmbp1tM8tgGwB69+6Nbdu2Yf369Thw4ADKysrg4+ODBQsWYMSIETrVkZeXBwA4e/Yszp49q7UMg20iIiLDU82yOjg2x7l0O/QKFmFvz6DPGI4liYhaJqJPiB2W/6+A9u2AG5nA1riK9JXLGXCbkiCKIv/GUI3CwkJTN8HiyGQy9psE7Ddp2G/SsN/0xz7TXcUsqwL5+f9drerZAoiYK1h90FdcXIzWrVsDqNhyWOoBK7qON4VCxPiJItq3B1atFGBn99/+VSpFREaJuJEJbP9GsOpfdgzV7/qSyWQ1ljHLNdtERERkmVSzrD4d7PD5BgGJPwr4fIOA9u2BqGUijiVxjs+QzqUDt+8AkydqBtoAYGcnYPJEAbdvV5Qj02CwTURERAahUIiIiRXRJ6RilrVLZwHOzhVfV60U0CcEiPlM5It7BvTgP3tDtG+nPV+V/qBAez4ZH4NtIiIiMgjOstb9jiBN/nMY9o1M7fmq9CZWfmi2Oe/EwmCbiIiIDMLWZ1mPJYmYNrNiR5BW3puwJLIexk807tIZ/24V6+G3xolQKjWvo1SK2BonwtOzopy1MkW/64PBNhERERmELc+ymmqtur29gIi5An49BURGibhwUURJScXXyCgRv54CIuZY78uRlvCOAHcjqQHfPNcf39iXhv0mDftNGvab/thnNbPVnTGMcd/6jjetO8B4VgTadbUDTF3vCGIO4427kRAREVGdsdVZVnNYqz6gv4Cv/vUMWddHIjfnLaxd9Qzbv7HurRbNod91YbaH2hAREZHlGdBfwMrlwPoNCsyepznLunJ53QR/dT3Dai5r1e3tgZLikwAA/26fWt0vNX9mLv1eEwbbREREZFAD+gvoHvAMfp3Hw8GxObbFRaNXcH2rDf6eX6vepXPlfGteq25KltLvXEZCREREBqeaZX38MAH+3ZRWG2gD3BHEVCyl3xlsExEREdWCra5VNzVL6XcuIyEiIiKrojrgxMGxOc6l26FXsGj0gMsc1qqbGvtdO279VwNu86Q/bo8lDftNGvabNOw3/bHP9FPXLymqaN0CrwUQMbduAq/Hj4sNslbd0sabtfS7vrj1HxEREdkMczjgxJbWqquw36vHYJuIiIgsnkIhIiZWRJ+QigNOunQW4Oxc8XXVSgF9QoCYz0QoFPyDviGx32vGYJuIiIgMzsXFBQUFBRBFsU6WkFjKASfWhv1eMwbbREREZPEs5YATa8N+rxmDbSIiIrJ4zx9wok1dHXCimtEvKCios5dCTclc+t2cMdgmIiIii2cpB5xYG/Z7zRhsExERkcWzlANOrI259HtdvyOgDx5qQ0RERFbBEg44sUbs9+ox2CYiIiKrMaC/gO4Bz0xywIktY79XjcE2ERERWRXVAScA4N/tUwZ8dYT9rh3XbBMRERERGQmDbSIiIiIiI2GwTURERERkJFyzTURERFZFtQ0ckTlgsE1EREREtcZfcrTjMhIiIiIiIiNhsE1EREREZCQMtomIiIiIjITBNhERERGRkTDYJiIiIiIyEgbbRERERERGwmCbiIiIiMhIGGwTERERERkJg20iIiIiIiNhsE1EREREZCQMtomIiIiIjITBNhERERGRkTDYJiIiIiIyEgbbRERERERGwmCbiIiIiMhIGGwTERERERkJg20iIiIiIiNhsE1EREREZCQMtomIiIiIjITBNhERERGRkTDYJiIiIiIyEgbbRERERERGwmCbiIiIiMhIGGwTERERERkJg20iIiIiIiNhsE1EREREZCQMtomIiIiIjITBNhERERGRkTDYJiIiIiIyEgbbRERERERGwmCbiIiIiMhIGGwTERERERkJg20iIiIiIiNhsE1EREREZCQMtomIiIiIjITBNhERERGRkZh1sJ2eno6ZM2ciKCgIAQEBGDt2LL7//nu96lAqlfjmm28wfPhwdOvWDb1798aCBQuQlZVlnEYTEREREf2Hg6kbUJWUlBRMnz4djo6OGDZsGNzc3JCYmIjFixcjLy8Ps2fP1qmeZcuW4bvvvoOPjw8mTZqEBw8e4Mcff8TJkyexfft2+Pj4GPlOiIiIiMhWmWWwXV5ejqioKAiCgLi4OPj5+QEA5s2bh/HjxyM6OhpDhw5F27Ztq60nOTkZ3333HXr27ImvvvoKTk5OAIBRo0Zh2rRp+Nvf/oZvvvnG2LdDRERERDbKLJeRJCcnIycnB2FhYepAGwBcXV0xd+5clJeXIyEhocZ6du7cCQBYuHChOtAGgJCQEISGhiItLQ2ZmZmGvwEiIiIiIphpsJ2amgoACA0NrZTXt29fjTLVSUlJgbOzMwIDAyvlqepOS0urTVOJiIiIiKpklsG26uXFNm3aVMpr1KgRZDIZsrOzq62jpKQE9+7dQ6tWrWBvb18pX7UEhS9KEhENYoeuAAAeIElEQVQREZGxmOWa7aKiIgCAm5ub1nxXV1fcuXOn2jqePHmiLltVHc9fqyoymazafNKO/SYN+00a9ps07Df9sc+kYb9Jw36Txtz6zSxntomIiIiIrIFZBtuqWWfV7PSfFRUVVTnrraLKr2rmWpVe1cw3EREREVFtmWWwrVpPrW1d9qNHj1BYWKh1PffznJ2d0axZM+Tm5kKhUFTKV63Vrmn7QCIiIiIiqcwy2A4KCgIAnDhxolLeyZMnAQDBwcE11hMcHIySkhKcOXOmUp6qbtW1iIiIiIgMzSyD7ZCQELRu3Rr79+/H5cuX1elFRUWIjY2Fg4MDRo8erU4vKCjA9evXUVBQoFHPa6+9BgBYt24dSktL1emnTp3CiRMnEBQUhHbt2hn5boiIiIjIVgmiKIqmboQ2ycnJmDFjBhwdHREWFgZXV1ckJiYiNzcXCxcuxJw5c9Rlo6OjERMTg4iICMyfP1+jnqioKOzcuRM+Pj7w8/NDcnIy7t69CwB44YUXMGvWLAwfPlzndimVSmzbtg07duxAdnY2nJ2d0atXLyxatMjqlqTk5+fjwIEDSEpKwo0bN3D//n00atQIgYGBmDFjBvz9/XWqJyUlBeHh4VXm79ixAwEBAYZqtlkYNGgQ8vLytOa9/vrrWLFihU712NJ4S0hIQGRkZLVlevfuja+//rraMtY63vbu3YvffvsNFy5cQEZGBsrKyrBq1SqMGTNGa/mioiJER0cjMTER9+7dQ7NmzfDyyy9j/vz5er+rkp6ejujoaJw9exZlZWXw8fHBlClT9Hp2moqu/VZWVobDhw/jyJEjOHfuHG7fvg1BEODj44NRo0Zh/PjxWreRrYqhngGmos94U/0M1sbJyQnnz5/X69qWOt706TNfX98a6zt69Cg8PT1rLGfJY01KnGGJzzaz3PoPqPihum3bNqxfvx4HDhxQd8KCBQswYsQInetZsWIFfH198dVXX2Hfvn0AgFatWqFXr15ISUnB4sWLkZeXh9mzZ+tU37Jly/Ddd9/Bx8cHkyZNwoMHD/Djjz/i5MmT2L59O3x8fCTdrznaunUr/vWvf8Hb2xt9+vRBkyZNkJ2djUOHDuHQoUP46KOP8Morr+hcX3BwsNblPy1atDBks82Gm5sbpkyZUim9S5cuOtdhS+OtU6dOiIiI0Jp38OBB/PHHH1oPuqqKtY23Tz/9FHl5eZDJZPDw8KjyhytQcc7ApEmTcPnyZfTt2xfDhg3DlStXsHnzZqSkpGDbtm1wdnbW6bopKSmYPn06HB0dMWzYMLi5uSExMVHvZ6ep6NpvOTk5ePvtt+Hi4oLevXtj0KBBePLkCY4cOYIVK1bg+PHj+OyzzyAIgs7XNsQzwFT0GW8qo0ePhpeXl0aaPr+gAJY93vTps6qeddnZ2fj+++/RoUMHnQJtFUsda/rGGRb7bBNtQFlZmTh48GCxS5cu4sWLF9XpT548EYcNGyb6+fmJmZmZNdZz6tQpUS6XixMmTBCfPXumTv/1119FX19fceLEicZovskcPHhQTEtLq5SelpYmdu7cWQwODtboh6okJyeLcrlcXL9+vTGaaZYGDhwoDhw4sFZ12Np4q8qzZ8/E4OBg0c/PT7x3716N5a11vJ08eVLMzc0VRVEUN27cKMrlcjE+Pl5r2U8//VSUy+Xi2rVrtaZ/+umnOl3TUM9OU9K13+7cuSPGxcWJJSUlGunFxcXimDFjRLlcLv744486X9cQzwBT0me8rV+/XpTL5WJycnKtrmnp402fPqvKihUrRLlcLn755Zc6f8aSx5q+cYalPtvMcs22oSUnJyMnJwdhYWHw8/NTp7u6umLu3LkoLy9HQkJCjfXs3LkTALBw4UI4OTmp00NCQhAaGoq0tDRkZmYa/gZM5OWXX0bPnj0rpffs2RO9evXCw4cPcfXqVRO0zDbY2niryqFDh/Dw4UP85S9/QdOmTU3dHJPp06dPpVlDbURRxM6dO+Hs7Ix58+Zp5M2aNQuNGjXCrl27IOqwgtBQz05T0rXfmjdvjgkTJqBBgwYa6c7Ozpg2bRoAIC0tzShtNEe69pshWfp4q22fPXv2DN9//z0cHR0xcuRIA7bMfOkTZ1jys81sl5EYUmpqKgBo/RN03759NcpUJyUlBc7OzggMDKyUFxoaiuPHjyMtLc0mXrp0cHDQ+KqLrKwsbNmyBU+fPkXLli3Rp08fuLu7G6uJJldaWordu3cjPz8fDRs2RGBgIDp27Kjz5zneKuzatQsAMG7cOL0+Z2vjTSUrKwt3795FaGhopT+n1qtXDz179sQvv/yC7OzsGtf9G+rZaelUzzl9l0TU9hlgaU6fPo309HTY29ujffv26NOnj8ZEQU1sfbwlJibi0aNHGDJkiN7PKmsca3+OMyz52WYTwbZqT21te3M3atQIMplM657ezyspKcG9e/cgl8u1PnBV31jVtazZrVu38Ouvv6JZs2aQy+U6f27//v3Yv3+/+t/169fH/PnzMWPGDGM00+Tu3buHpUuXaqT169cPa9eurfFByvFWIS8vD6dOnULz5s3Rr18/vT5ra+NNRfUsq+qHjeo5qMsPJEM8O61BfHw8AO0/mKtTm2eAJVq/fr3Gv5s1a4Y1a9aog5ea2Pp4kzqxAFjfWNMWZ1jys80mgm3VaZFVnTrp6uqKO3fuVFuH6jTLqt50VaVXdWKltSgrK8OSJUtQWlqKxYsX6zTT4+7ujiVLluAvf/kLWrZsicePHyMlJQX//Oc/8Y9//AOurq4YP358HbS+7owZMwbBwcHw8fGBk5MTrl+/jpiYGCQlJWHu3Ln49ttvq33RiuOtQkJCApRKJcaMGaPzrKItjrfn6Tp2qjqh93mGeHZauh07diApKQm9e/fGgAEDdP5cbZ8BlqRTp05Ys2YNgoKC0LRpU9y5cwc//PADNm7ciDlz5uC7777TaZbVlsfbzZs3kZKSgpYtW+r8y4mKtY21quIMS3622cSabTIMpVKJ999/H2lpaXjttdcwatQonT73wgsvYPr06ejQoQMaNGiA5s2bY8SIEfjiiy/g6OiI6OhoKJVKI7e+bkVERCA4OBju7u5wdXWFv78/Nm7ciB49euD333/HsWPHTN1Es6dUKpGQkABBEPDqq6/q/DlbHG9kHEePHsXf//53eHl54R//+Iden7WlZ8DgwYMxatQoeHl5oV69emjTpg3mzp2LDz74AM+ePUNsbKypm2j24uPjIYoixowZAzs7/UIzaxprUuMMc2cTwXZNv+0UFRVV+duNiiq/qplEVbq+ezxaClEUERUVhX379mHEiBFYvnx5reuUy+Xw9/fH/fv3rfpPgyp2dnbq/Va1nWr6PFsfb0DFabG3bt1C79690bp161rXZyvjTdexU9MzDzDMs9NSHT9+HPPnz0eTJk3w9ddfw8PDo9Z16vMMsAajRo2Cg4ODzvdqq+NNqVRi9+7dsLOz02tioTqWONZqijMs+dlmE8G2au2Oth+wjx49QmFhodZ1O89zdnZGs2bNkJubC4VCUSlftf7H2g4aAf77m2Z8fDzCwsKwevVqvX/zropMJgMAPH361CD1mTvV/f773/+utpwtjzeV2qxfrIotjDfVs6yq9fyq52BNzzzAMM9OS5SUlIR58+ZBJpNhy5YtBvllT0XXZ4A1cHJygouLi87/vdnqeDt+/Dju3LmDPn36oGXLlgar15LGmi5xhiU/22wi2A4KCgIAnDhxolLeyZMnAUDr4Rd/FhwcjJKSEq2/JarqVl3LWiiVSnzwwQdISEjAK6+8grVr1+r9Rn5VysvLcenSJQiCoNfm/ZYsPT0dAHTaHsoWx5tKYWEhfvnlFzRu3BgvvfSSQeq0lfHWtm1beHh44MyZMygpKdHIe/bsGU6fPg0PDw+dfpAY6tlpSVSBdsOGDbFlyxaDB3f6PAMsXVZWFh49eqTzvdrieAOMM7EAWM5Y0zXOsORnm00E2yEhIWjdujX279+Py5cvq9OLiooQGxsLBwcHjB49Wp1eUFCA69evo6CgQKOe1157DQCwbt06lJaWqtNPnTqFEydOICgoyKq2YXv+P4ChQ4fiH//4R7WBdlX99vvvv1fa97K8vBxr165FXl4eQkND0bhxY6Pcgylcu3YNjx8/rpR++vRpfPXVV3BycsLLL7+sTud4q2zv3r0oKyvD8OHDq9w6jONNO0EQMG7cOJSUlGDDhg0aeRs3bsSjR48wbtw4jRemysrKcP36deTk5GiU1/fZaelUgXajRo2wZcuWGv9yVFW/6fsMsGRFRUW4cuVKpfRHjx7hgw8+AAAMGzZMI4/j7b8KCgpw5MgRyGQyDBo0qMpy1jrW9IkzLPnZJoi67P5tBZKTkzFjxgw4OjoiLCwMrq6uSExMRG5uLhYuXIg5c+aoy0ZHRyMmJgYRERGYP3++Rj1RUVHYuXMnfHx8MGDAAPXx2fXq1bO647NV/eDs7Izw8HCte2oPHjwYnTp10ij/535TPUC6d++O5s2b48mTJ+oDWVq2bIlvvvnG7H/z1kd0dDS++OILhISEwMvLC05OTsjIyMDJkydhZ2eH5cuXa8xgcLxVNnz4cGRkZGDfvn3w9fXVWsbWxtvOnTvx22+/AQAyMjJw8eJFBAYGqmdxBg8ejMGDBwOo2DpywoQJ6iONO3fujCtXriApKQmdOnWqdKRxbm4uXnzxRXh5eeHw4cMa19Xn2WmOdO2369evY9SoUSgtLcWwYcO0/iLr5eWlXgcLVN1v+j4DzJGu/abqgy5dukAul6NJkybIz89HUlISHj58iL59++Lzzz/X+KXZWsebPv+Nqnz55ZdYs2YNpk2bVmnrvudZ61jTN86w1GebTWz9BwC9e/fGtm3bsH79ehw4cABlZWXw8fHBggULMGLECJ3rWbFiBXx9fbFjxw5s3boVzs7OGDhwIBYtWmR1s4x5eXkAKgb3559/rrWMl5eX+j+CqowfPx7Hjx9HamoqCgsL4eDgAG9vb8yePRtvvvkmGjVqZPC2m1KvXr1w/fp1XLp0CampqSgtLUWTJk3wyiuvYOrUqejWrZvOddnSeFNJT09HRkYGunXrVmWgXR1rHW+//fYbdu/erZF25swZ9TIjLy8v9Q9yZ2dnbN26FTExMTh48CBSU1PRtGlTTJ06FREREZUOhKiOoZ6dpqJrv92/f1/9F6QffvhBa13BwcEawXZVDPkMMBVd+61x48aYOHEizp49iyNHjuDJkydo0KAB5HI5RowYgXHjxum19NCSx5s+/42q1HYJiaWPNX3jDEt9ttnMzDYRERERUV2ziTXbRERERESmwGCbiIiIiMhIGGwTERERERkJg20iIiIiIiNhsE1EREREZCQMtomIiIiIjITBNhERERGRkTDYJiIiIiIyEgbbRERERERGwmCbiCyGr6+vxv86d+6MXr16Yfjw4Vi6dCkOHjyI8vLyaj8/aNCgOmyxdcrJycG8efPQq1cvdOzYEb6+vkhJSTF1s2otOjoavr6+SEhIsIrrEJF5cDB1A4iI9DV69GgAgFKpxJMnT5CVlYU9e/Zg9+7daNOmDf75z3+iW7duBr9uQkICIiMjERERgfnz5xu8fkugVCrx9ttv4/LlywgICECbNm1gZ2eHpk2bmrppRERmicE2EVmc1atXV0rLycnBxx9/jAMHDiA8PBzffvstOnXqpFHmxx9/hKOjY1010yrl5eXh8uXL6NmzJ+Li4kzdHCIis8dlJERkFby9vbFu3TqMHTsW//73v/H+++9XKtOhQwd4e3uboHXW486dOwCA1q1bm7glRESWgcE2EVmVpUuXwtnZGZcuXcLp06c18qpas33u3DnMmzcPAwcORJcuXdC3b1+MHTsWH330EYqLiwEAkydPRmRkJAAgJiZGY+24au2tKIrYv38/Fi1ahCFDhiAgIADdu3fH2LFjERcXB6VSWenaz6/fvXr1KmbPno2goCAEBARg0qRJOHPmTJX3+vvvv2PBggUIDQ1Fly5d0K9fP0yfPh179+6tVLagoABr1qzBkCFD0LVrVwQFBWHGjBlIS0vTuW99fX0xadIkAMDu3bvV9z958mQAQEpKCnx9fbF06VLcu3cPH3zwAfr37w8/Pz9s3rxZo91z5sxB79690aVLFwwaNAh/+9vfkJ+fX+maCQkJ8PX1RXR0NHJycrBgwQL06tULgYGBmDFjBq5duwYAKC8vx+eff66+v5deeqlWM+/6fi/27NmDN954A4GBgfD398fw4cOxceNGPHv2TK/rlpaW4uuvv8arr76K7t27IyAgAGPHjsXOnTshiqLk+yEi0+EyEiKyKm5ubujXrx8OHjyIlJQU9OzZs9ryR48exZw5cyAIAgIDA9G9e3c8evQIWVlZ2LRpE15//XW4uLigX79+KC8vx5kzZ9CxY0eNJSqq2fLS0lK8++67aNSoETp06AA/Pz8UFhbi7NmzWLFiBc6fP691CQwAXLhwAStWrEDz5s0REhKC7OxspKWlYerUqdi1axfkcrlG+c2bN2P16tUQRRFdu3ZFcHAwHjx4gIsXLyIzMxMjR45Ul71+/TqmTZuG/Px8eHt7Y8CAAXj48CGSk5Nx8uRJrF27FsOHD6+xb0ePHo179+7hxIkT8Pb2Ro8ePQAA7du31yhXUFCAsWPHQqFQIDAwEKWlpWjQoAEAYO/evYiMjIRSqUT37t3h6emJixcv4ttvv8XPP/+MLVu2oEOHDpWunZubi3HjxsHNzQ3BwcHIysrC8ePHcfHiRezbtw/Lli1DcnIyunfvjlatWiElJQUrVqyAo6MjXnvttRrvrTbfi//93//Fjh07UK9ePfTu3Rv169dHamoqPv74Yxw5cgSbN29G/fr1a7xuSUkJZs6cidOnT0Mmk6FHjx6ws7PD2bNnERUVhfPnz2PFihV63QsRmQGRiMhCyOVyUS6X11guNjZWlMvl4jvvvFPp8wMHDtRImzRpkujr6yueP3++Uj3nzp0Tnzx5ov53fHy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This data set appears to have been binned to the nearest foot. \n", "\n", @@ -164,7 +211,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.042273, + "end_time": "2020-12-11T13:28:56.063593", + "exception": false, + "start_time": "2020-12-11T13:28:56.021320", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Logit model\n", "\n", @@ -182,7 +238,22 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:28:56.158170Z", + "iopub.status.busy": "2020-12-11T13:28:56.157373Z", + "iopub.status.idle": "2020-12-11T13:29:33.702868Z", + "shell.execute_reply": "2020-12-11T13:29:33.703475Z" + }, + "papermill": { + "duration": 37.597848, + "end_time": "2020-12-11T13:29:33.703672", + "exception": false, + "start_time": "2020-12-11T13:28:56.105824", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -193,57 +264,57 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "cluster19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", "\n", "b\n", - "\n", - "b\n", - "~\n", - "Normal\n", + "\n", + "b\n", + "~\n", + "Normal\n", "\n", "\n", "\n", "success\n", - "\n", - "success\n", - "~\n", - "Binomial\n", + "\n", + "success\n", + "~\n", + "Binomial\n", "\n", "\n", "\n", "b->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "a\n", - "\n", - "a\n", - "~\n", - "Normal\n", + "\n", + "a\n", + "~\n", + "Normal\n", "\n", "\n", "\n", "a->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -271,7 +342,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.042774, + "end_time": "2020-12-11T13:29:33.790288", + "exception": false, + "start_time": "2020-12-11T13:29:33.747514", + "status": "completed" + }, + "tags": [] + }, "source": [ "We have some intuition that $a$ should be negative, and also that $b$ should be positive (since when $\\text{distance} = 0$, we expect to make nearly 100% of putts). We are not putting that into the model, though. We are using this as a baseline, and we may as well wait and see if we need to add stronger priors." ] @@ -279,18 +359,23 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [b, a]\n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:29:33.916400Z", + "iopub.status.busy": "2020-12-11T13:29:33.906104Z", + "iopub.status.idle": "2020-12-11T13:30:20.379701Z", + "shell.execute_reply": "2020-12-11T13:30:20.378913Z" + }, + "papermill": { + "duration": 46.546367, + "end_time": "2020-12-11T13:30:20.379830", + "exception": false, + "start_time": "2020-12-11T13:29:33.833463", + "status": "completed" }, + "tags": [] + }, + "outputs": [ { "data": { "text/html": [ @@ -308,8 +393,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [8000/8000 00:08<00:00 Sampling 4 chains, 0 divergences]\n", + " \n", + " 100.00% [4000/4000 00:03<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -320,18 +405,6 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 10 seconds.\n", - "The acceptance probability does not match the target. It is 0.8835381150026076, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The acceptance probability does not match the target. It is 0.8833160780005165, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The number of effective samples is smaller than 25% for some parameters.\n", - "/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", - " FutureWarning,\n" - ] - }, { "data": { "text/html": [ @@ -371,28 +444,28 @@ " a\n", " -0.255\n", " 0.007\n", - " -0.269\n", - " -0.244\n", + " -0.267\n", + " -0.241\n", " 0.000\n", " 0.000\n", - " 899.0\n", - " 895.0\n", - " 906.0\n", - " 982.0\n", + " 471.0\n", + " 471.0\n", + " 476.0\n", + " 699.0\n", " 1.0\n", " \n", "
\n", " b\n", - " 2.224\n", - " 0.060\n", - " 2.112\n", - " 2.338\n", + " 2.226\n", + " 0.062\n", + " 2.113\n", + " 2.346\n", + " 0.003\n", " 0.002\n", - " 0.001\n", - " 930.0\n", - " 925.0\n", - " 931.0\n", - " 935.0\n", + " 481.0\n", + " 481.0\n", + " 484.0\n", + " 665.0\n", " 1.0\n", "
\n", " \n", @@ -401,12 +474,12 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_mean ess_sd \\\n", - "a -0.255 0.007 -0.269 -0.244 0.000 0.000 899.0 895.0 \n", - "b 2.224 0.060 2.112 2.338 0.002 0.001 930.0 925.0 \n", + "a -0.255 0.007 -0.267 -0.241 0.000 0.000 471.0 471.0 \n", + "b 2.226 0.062 2.113 2.346 0.003 0.002 481.0 481.0 \n", "\n", " ess_bulk ess_tail r_hat \n", - "a 906.0 982.0 1.0 \n", - "b 931.0 935.0 1.0 " + "a 476.0 699.0 1.0 \n", + "b 484.0 665.0 1.0 " ] }, "execution_count": 6, @@ -416,15 +489,24 @@ ], "source": [ "with logit_model(golf_data):\n", - " logit_trace = pm.sample(1000, tune=1000)\n", + " logit_trace = pm.sample(1000, tune=1000, return_inferencedata=True)\n", "\n", "\n", - "pm.summary(logit_trace)" + "az.summary(logit_trace)" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.044945, + "end_time": "2020-12-11T13:30:20.469725", + "exception": false, + "start_time": "2020-12-11T13:30:20.424780", + "status": "completed" + }, + "tags": [] + }, "source": [ "We see $a$ and $b$ have the signs we expected. There were no bad warnings emitted from the sampler. Looking at the summary, the number of effective samples is reasonable, and the rhat is close to 1. This is a small model, so we are not being too careful about inspecting the fit.\n", "\n", @@ -434,13 +516,28 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:30:20.573179Z", + "iopub.status.busy": "2020-12-11T13:30:20.567964Z", + "iopub.status.idle": "2020-12-11T13:30:24.917005Z", + "shell.execute_reply": "2020-12-11T13:30:24.917589Z" + }, + "papermill": { + "duration": 4.403209, + "end_time": "2020-12-11T13:30:24.917788", + "exception": false, + "start_time": "2020-12-11T13:30:20.514579", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/dependencies/pymc3/pymc3/sampling.py:1618: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", + "/opt/conda/lib/python3.7/site-packages/pymc3/sampling.py:1691: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", " \"samples parameter is smaller than nchains times ndraws, some draws \"\n" ] }, @@ -462,7 +559,7 @@ " }\n", " \n", " \n", - " 100.00% [500/500 00:02<00:00]\n", + " 100.00% [500/500 00:01<00:00]\n", " \n", " " ], @@ -475,9 +572,9 @@ }, { "data": { - "image/png": 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\n", 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e3+8HqDMy/K9//YsHH3wwcrw+5eXl9ZYfrY7V1dUNXvNwSikefvhhFi5ceMTHNVSXzp0711veunVroHZ7hftShw4dGvxmo2vXrg1OTDya9PT0evOGNU0jPT2d/Px8du/ezahRo2rVp6G+3aNHDwCKioqoqqoiNjaWgQMH0r9/fzZt2sQ555zD8OHDGTx4MIMHDyYrK+uYcqUPF+5HTz/9NC+88EK9jyktLQVC/ejwAOnwEfZj0ZT39aEayqc+VuF86vqE7ydcx4aOH64p7dgSfXLXrl0Ax/XBsTEmTpzI119/zbvvvltrBPvdd98F4Je//GWt90W4nTZt2tTg763i4mKg7u8tIQ4nwbYQzSAcLIWDp8NpmkarVq0oLCyMBHnhc2JiYhq87pGOtaSG/qCGg6SjHVeHrEhSWVkJhEbyG1pBJOzQoHrv3r3cf//9kYmOF110EZ06dSImJgZN03j77beZNWtWZHWUwzU0itnYCWoAS5cuZeHChURHR3PXXXcxYsQIUlJS8Hg8ANx555288847DdalofYK1+XQ9gr3j/CHgvq0adOm0fcQ1lAfPfTYoR9Ejta3Dy2vrq6OTAJ86aWXeOaZZ1i2bBkff/xxZCQzNTWVW2+9td4R0iMJp7Z8//33R32sz+erU9aUlKymvK8P1diR9MMlJiY22F/re62O5bmb0o4t0SfD9TjS5MbmdMEFF/DYY4+xZs0aysvLSUhIQCkV+YZs4sSJtR4f/r21f/9+9u/ff8RrH2kwQAiQYFuIZhH+wxYe6TicUoqSkhLgfwF0+JwjLUPXmNHXU1X4PgcNGsQbb7xxzOctX74c0zSZMGECd999d53jR/sD2JzeeecdAO6++26uuOKKOsfrS1toqnD/CPeX+jTUz47Fka57eB+F0OtXWVlJcXFxvSP0h9bl0PMSEhK47777+MMf/sAPP/zAl19+yUcffcSGDRu49957iY6O5vzzzz/mekdHR1NRUcHKlSsbHO1tbk15XzensrIybNuuN+Bu6vM2pR1bok/GxMRQXl4eCWpbWqtWrRg2bBhr1qxh5cqVTJ06la+++or8/Hy6dOlCv379aj0+/NpPnz6dmTNnnpA6itOX5GwL0QzS0tIA2LFjR73Hd+/ejWmaGIYRCVg6d+6MruuUlpZy4MCBes/btm1bi9T3RAp/Bb9r164G1++tT3ipsoEDB9Z7vKH86JYQzu+ury6mabJz585me65wX9q/f3+D616Hv4JvipycnHpfB6UUOTk5tepw6P8b6tvZ2dlAaGTz0Ml2YZqm0atXL6ZNm8Zrr73GTTfdBFBnMuzRhNMiws93IjTlfd2cwukp9Qn3uUNfq2PRlHZsiT4Z/r3Q1HSopgiPXodTR8I/D00rCQvX70T2N3H6kmBbiGYwcuRIIBRA1PeV4vz584HQ6G54xCQ2Npb+/fsDodzkw1VWVtbZYOFYhFMb6vsq/WRIS0sjIyODsrIy/v3vfx/zeeEJafVtmLFz584GVyFpCeE2rW/0bsmSJUcc8Wusrl270r59e3w+X73ttXXrVjZu3Njk6xcUFNSZJAawatUq9u3bR3R0dK012sN9u6ENeMJ9O/y4own3+cM/YIbbuKGv5MOr2Lz22mtH3DipOTXlfd3c6psnUFJSEln7ecSIEY26XlPasSX6ZHgC9uuvv37EzWYOdbQ+cjTjx4/H4/HwxRdfsH///sg68IenkACMHj0ap9PJp59+2mBevBDHSoJtIZrBxIkT6dChA0VFRdxzzz210j+WLl3Km2++CYQ2RjnUr3/9awCee+65WgFQeXk5M2fObNJOh+GJgafSDPk777wTTdN4+OGHefvtt+vkNufm5vL8889HVkoAOOOMMwB444032Lp1a6Q8JyeHO+64A6fTeWIqf0hd5syZUyuw/vTTT/nLX/7S6A2DjkTX9Ui/mDNnTq0893379nH33Xcf1707HA4effTRWt+a7Nixg0ceeQQILRl36Aj1lVdeSWxsLFu3buWxxx6LBEa2bfPSSy+xatUqnE4n1113XeScZcuW8eyzz9ZZ8aW0tDQSoB6+ms3R+u3ll19Op06d2LBhA3feeWedYL26upr333+fxx9/vFHtcSRNfV83F4fDwcKFCyN5xRBKLbnrrrvw+/306dOHoUOHNuqaTWnHluiTl112GampqWRnZzNjxow6kwz/+9//smzZslplx/u7LSYmhjFjxmDbNvfffz8lJSX06tWr3smkKSkp/OpXv8I0Ta6//vo6Sywqpdi8eTMPPvhgrdWEhKiP5GwLcRSPPPIIf/7znxs8Pn/+fDIyMpgzZw7XX38977//PqtWraJr164UFxdHcotvvvlmRo8eXevc888/n0suuYTFixdz880306lTJxISEtixYwdut5vrr7+eF154oVGT+i644AKys7OZPn06mZmZkcDpqaeeIjk5uQktcPxGjx7N/fffz5/+9CdmzZrF448/TlpaGpqmUVBQEBm9fuihhyLnjBs3jgEDBvDNN99wySWXkJaWhmEYZGdn06ZNG26++WbmzJlzQup/ww038N5777Fp0ybGjBlDeno6FRUV7Nu3jyFDhtC2bdtIXndzuPbaa/n8889ZvXo1V155JV27dsXtdpOdnU3btm25/PLLef3115t07fPOO4+cnBwuvvjiyEoi2dnZKKXo27cvM2bMqPX4lJQU/vKXv3D77bfz6quv8u9//5vOnTuTn59PcXExuq7XWbe7pKSEuXPnMnfuXFJSUmjbti1+v5+cnBxM0yQlJaXOrosXXHABq1at4qGHHmLhwoWR9bD/8Ic/0KtXL2JiYvj73//OTTfdxLvvvsv7779Peno6sbGxlJeXk5ubi2VZkZHz5hAVFdWk93VzSUlJYdSoUdxxxx389a9/JSkpiR07duDz+UhMTOQvf/lLo1d2aWo7NnefjI2N5bnnnuOGG25g1apVnHPOOXTr1g2Hw0FeXh6VlZVMnjy51lrbR+sjx2LixIksX76cNWvWAPWnkITNnDmTAwcOsGzZMqZNm0ZycjLt27cnEAiQm5sb+fAVXgJSiIZIsC3EUdTU1BxxhNmyLCD09fjSpUv5+9//ztq1a9m2bRvR0dGMHDmSadOmNfgH+dFHH6VPnz688cYb7N69m+rqasaMGcPMmTMja+g2ZhLUTTfdhG3bvPfee+zYsSMyEnmyZ8xfffXVDB48mNdee43169ezY8cOXC4X7dq1Y+jQoYwfP75WGzkcDv7v//6POXPmsGLFCvbu3Uvr1q259NJLue222xpcX7gldOjQgUWLFvHUU0+xbt06du3aRWpqKjNmzOCmm26KbAjTXAzD4Nlnn+Xll19m8eLF5ObmkpiYyKRJk5g5c2ajJpoezuVyMX/+fObOncuHH37IwYMH6dChAxMmTODmm2+uNx1i7NixLFmyhBdffJH169fzww8/EBcXx/jx47n++uvr5LKfd955mKbJunXryMnJYfv27URFRZGRkcH48eO5+uqra23wAzBp0iQqKir45z//yZ49eyJLr1VUVEQe061bt8jKMB999BE7d+4kNzeX5ORkBg8ezOjRo+tsmnS8mvq+bi4PPvggXbt25e233yY7O5vo6GjGjx/PzJkzSU1NbdI1m9KOLdEne/bsyTvvvMPLL7/MJ598Ql5eHrqu065dOyZOnFhnMvKx9JGjGTVqFAkJCZSXl6Np2hGDbYfDwV//+lcmTpzIW2+9xaZNm9i6dSvx8fGkpaUxcOBAzjvvPNmuXRyVpk5U8psQotEeeeQRXn/9de69997I17hCNMWSJUu49957mTx5MrNnzz7Z1RFHkJeXx9ixY0lNTa03v14I8dMiOdtCnKKqq6sjE3gOnbAmhBBCiJ+OUzbYXrp0KQ888ABTpkyhT58+ZGZmsmTJkkZfx7ZtXn/9dS688EL69evH0KFDuf3222V2sThlvPLKK7UmAEJoR7LbbruNgwcPkpWVVWcNWCGEEEL8NJyyOdtPP/00+/btIykpibZt20bW3G2sBx98kLfeeovu3btzzTXXUFxczPvvv89nn33GokWLGtyGV4gT5eOPP+bxxx8nLi6OTp06EQgEImtSJyUlyVf+QgghxE/YKRtsP/roo3Tp0oXU1FRefPFFnnzyyUZfY/369bz11luceeaZvPzyy7hcLiA0yeK6667joYceavKMfiGay7Rp04iPj2fLli3s2rULpRSdO3fm7LPP5sYbbyQlJeVkV1EIIYQQTXTKBtvDhw8/7muEdyi74447IoE2wLBhwxg5ciRr1qwhJydHZhKLk2r8+PGMHz/+ZFdDnOamTJnClClTTnY1xDHo2LHjabF7rBAi5JTN2W4OGzZsqLMbWlh4Z7Avv/zyRFdLCCGEEEL8TJy2wXZNTQ0HDx6kY8eOGIZR53haWhqATJQUQgghhBAt5pRNIzlelZWVALW2HT5UuLyqqqrBayilME2z+St3mnM6ndJuTSDt1jTSbk0j7dZ40mZNI+3WNNJuTXOi2+3QNOWGnLbBdnPQNC2yHas4dklJSdJuTSDt1jTSbk0j7dZ40mZNI+3WNNJuTXOi2+1Ygu3TNo0kLi4OaHjkOlze0Mi3EEIIIYQQx+u0Dbajo6NJTk4mLy8Py7LqHA/naodzt4UQQgghhGhup22wDXDWWWdRU1PD119/XefY2rVrARg8ePCJrpYQQgghhPiZOC2C7ZKSEnbu3ElJSUmt8ssuuwyAOXPmEAgEIuXr1q1j7dq1DB48WNbYFkIIIYQQLeaUnSD59ttv89VXXwGwffv2SNkXX3wBwLhx4xg3bhwACxYs4JlnnuHWW29lxowZkWsMHTqUqVOn8vbbbzN58mRGjx4d2a49NjaWhx566MTelBBCCCGE+Fk5ZYPtr776in/961+1yr7++utISkhqamok2D6Shx9+mMzMTN58803mz59PdHQ0Y8aMYebMmTKqLYQQQgghWpSmlFInuxKnstLS0pNdhZ+cpKQkabcmkHZrGmm3ppF2azxps6aRdmsaabemOdHtlpSUdNTHnBY520IIIYQQQpyKJNgWQgghhBCihUiwLYQQQgghRAuRYFsIIYQQQogWIsG2EEIIIYQQLUSCbSGEEEIIIVqIBNtCCCGEEEK0EAm2hRBCCCGEaCESbAshhBBCCNFCJNgWQgghhBCihUiwLYQQQgghRAuRYFsIIYQQQogW4jjZFRCnFstSbNoMxSXQuhX07weGoZ3sagkhhBBC/CRJsC0iVn+qeOY5xf6C/5W1bwe33gKjR0nALYQQQgjRWJJGIoBQoD3rQUXXrvDCsxor39d44VmNrl1h1oOK1Z+qk11FIYQQQoifHAm2BZYVGtEePgwef1SjT5ZGdHTo5+OPagwfBs88r7AsCbiFEEIIIRpDgm3Bps2wvwCuvVpD12uni+i6xrVXa+zfH3qcEEIIIYQ4dhJsC4pLQj+7ptd/PFwefpwQQgghhDg2EmwLWrcK/dyVU//xcHn4cUIIIYQQ4thIsC3o3y+06sj8BQrbrp2XbduK+QsU7duHHieEEEIIIY6dBNsCw9C49RaNz9fBvbMU332vqKkJ/bx3luLzdXDrzZqsty2EEEII0UiyzrYAQutoP/pHeOY5xfTf/m90u317ePSPmqyzLYQQQgjRBBJsi4jRozRGjkB2kBRCCCGEaCYSbItaDENj0MCTXQshhBBCiNOD5GwfgV2cA4Hqk10NIYQQQgjxEyUj20dgvXoFUY4YrOQMrE5DsVMHoeI7gG6c7KoJIYQQQoifAAm2j6SqGE0dxKjIw5HzKcoVi0pIxWrfH6vzcOzkTPDEn+xaCiGEEEKIU5QE20diVqEBBAF0tIAXfGU4D/6A4/t/QVQrrNbdsDuehdXxTFRCRzCcJ7fOQgghhBDilCHB9hE8EF1FhuVgpOmks63QLC+a5UUBmuYGfzVGxX6MPetwumNRcR2wOvw46t22F7hjT/YtCCGEEEKIk0iC7SNY6TJZickzUV46WjojTCcjgk4GBB04lR9M/4+PdIDpBV85zqLtOLa+g4pug922J1bnEdgd+qNikkGTJfSEEEIIIX5OJNg+gt/XRLHGabLRESTPsHnT8PMmfmIUDDGdjDCdDA06aQW4zhoAACAASURBVKWCEAxCsAbQ0PxutEANWsU+jF2rISoROykdq/NQrI6DUYmdQJemF0IIIYQ43UnEdwRTA1FcGvBQjeJLp8lah8nnTpNSXfGJy+QTl4mmIMsyGGk6GWG66GbraLYP5fOF8r11N5g+9Ooi9H1f43THYSekYnccTLDLcFTrbmC4TvatCiGEEEKIFiDB9pGkDSdYlk9UTRGjA9WcY7qwvYqthsVnPwbf2Q6L737890KUj/aWzijTyRjTRR/LwLD94P8x3URzooI+dF85+oEfcHy3BBXfHit1MFbacOw2GeBwn9x7FkIIIYQQzUaC7SOpKUFXNsS1w3ZGo0w/ureI3jWlZFkObiKKA5odCrydJv91mOwPp5t4/LSyNc42nZxjuhgUdOBSJpq/HAU/Bt5etEAVjqIdOLYuRcWmYHUYFAq82/YGZ9TJbgEhhBBCCHEcJNg+Aq19FqowG/yVaL5yNGWDJwE7PhVsC7ylJNcUMTmgMzngxodivdNk9Y/Bd4muWOoOsNQdIFZpjDSdjDadnGU6iVYmmt9E+SsAx4+BdzWO0hwc25ejYtuGAu/0kdjJvcHpOdnNIYQQQgghGkmC7SPQugwhmNwPfGUYpbvRSveCrxTNVwbKBoc7tLENOvgrcVUVMtoMpZuYKL52BFnlDPDpj4H3B64AH7gCuBWMMJ2MM10MM514CKL5K/4XeLv9aIEaHGV7cWSvwI5th93xTKy0s7GTMyTHWwghhBDiJ0KC7SPQEtqjlW1GC/qxk9KwUweh+avRy3PRi3dCzUE0X3lolFt3QFJnbMOFCngxKvI5y6xmSNDJnV7Fd4bFameAVc5Qqkl4gmWUgpGmk3EBF0ODTlwE0fxlKD+AE+WJRQ940Ut34/jhfez49tidhxLsMgLVqqtsoiOEEEIIcQqTYPsI9IxxmG0GoVUVopfsQi/ZFRqBjmlDsG0vsE208n3oRdvRK/ZDoArNttE0AxI7YTs8KLMGvaqQfr5y+lsOZvgU2wyLj5wBPnaZFOg2H7pMPnSZxCgYZboYF3AxOOjAiYnmK/0xx9uFcsehmzXoJTk4vl+KndgJq/MwrLQRqMTOoOnNdu+WZWEYRrNdTwghhBDi50iC7aPRNFRcO6y4dlidh4G3NBJ461UHUQ43Vo/xBDUdvXI/euEPaOV70QI/5nkbDojvgN2qa2glkspCMr2l9LQc/Nan2BIJvAMc1BXLXQGWuwLE2Rrnmk7OC7jobznQVQDNV4zyAboH5YlHD1SjF2Xj/H4JduseBNNHYXc6CxXTpsm3a1kWXq8Xr9dLVFQUUVFREnQLIYQQQjSRBNuNoWkQ3Qo7uhV2xzPBX4lekoNeugu9fB+aUljpI1EON3rFfvTCLWjle9D8FWjeMjTdgLi22IldUJYfvbKA3t7QyiYzfFF8a1h87ArwiTNA8SGTK1NsnfMCLs4PuEi3DbB9UOML1cmIQdkm+r7/4irYDBsTsdr3JZg+GrvDAHBGN+oWy8vLOXjwYGRkOzk5mVatWrVAYwohhBBCnP4k2D4e7jjs9v2w2/cLbVxTthu9eCd62R5QCqvrKJThDu0kWbglVO6vQLPL0HUHKr4ddlIXMP1olftCqSZeB7d7o/jGEWSFM8AnrgCFus1rHh+veXxkBA3OM12MD7hIVjpY1VBZDegodwJYJsaOTzB2fxZaSrDjYKz0UaGJlUfZtdKyLAoKCvB6vWiahlIKy7JISEiQ0W0hhBBCiCaQYLu5OD3YyT2xk3tC0B9KMynegV62FwCr2zkEHW608jyMgm/RS/eg1ZSEVjUxXKikLtiGE81XhV6xj0GBKgYFnfzeG81nTpMPXAHWOUy2Oyy2O7w86/FyRtDB+QEXY0wXUdho/lKUvzSU3x2ViGaZOMrzcGxfgd0qHSv9bKwuI1GxyfXegmVZFBUVUVZWRnV1NTExMSQmJtK9e3cJtoUQQgghmkCC7ZbgcGO37YXdtheY3v8F3qW7AbC6jyPocKGV7cPI34hetge9sgClaWC4sVt3RelONF8FrvJczjVrGGO6qNBsPnaarHD52eyw+NIZ5EtnkCdVDWMDLiYE3PSzDDQVQKs5EJpY6YhDRdvoB75HP/gDzm//SbB9f6yuY0Ij8ofsWGkYBvn5+Xz11VcEg0EcDgdnnHGGBNpCCCGEEE0kwXZLc0Zhp2Rhp2SBWYNe/GPgXZIDgJV5PkHdQC/Jwdj3FVrlfrTKAnQ0lCt0rlI2ek0x8RX5TAnoTAm42adbrHAGeN8VYJ9h8447wDvuAJ0tnQkBNxf8mGaigpVoFZWAgXInoWwbR/ZHOPasxY7vhJU2HCt9NCo+FdM0+e6779izZw+6rmPbNm63m0mTJknALYQQQgjRBBJsn0jOaOx2fbDb9YFAdWjEu2g7RtlelOHE7H9FKAWlaDvGvq/Rqg+G8rx1A+VJCE14DJpoVfvpUF3Eb/wG1/k9fGMEedcVyu/ea9g8H+Xl7x4vQ4IOJgbcjDSduLDQ/EXgL0IZUShah/LLS3fh3PIOVkovyhIHsnP7NmpqvFRUVBAfH8/OnTupqanB45EdLIUQQgghGkuC7ZPFFYPdri92u77gKw8F2Ae3oXnLUNGtMQdfD77yUH53/tfo3lKoKQ7ld8elYCelgb8Go2w3AwOVDPQ6+Z03mk9cAd5zBdjkCLLOGfoXb2v8MuDi4oCbNNtAs7xQkQfoKE8SKA1jzzrcmz9i50ffs+OQaqanp5+kBhJCCCGE+OmTYPtU4EnA7jgYO/VMtKoD6EXb0Iu2o5k+7OQMgumj0Cr348j9Aq1oG3p5PmignDHYbTJQmo5ec5Doiv1cGNC4MOBmr27xnivAcpefg7pikcfPIo+fAUEHk/xuxphOXNhovmLwFWM7ojCUs1agDZCTk4OBdUKbw7ZtdL35NugRQgghhDhZJNg+lWgaKi4FKy4Fq8sItPK96Ae3YRz8AZSN1fUcVM8JobzvvZ+jV+Sjl+0G3YEdlfRjmkkAo2wvnXxl3OwzuMnnYZ0jyFK3n88dJt84gnzjCPK3H0e7JwXcdLYN9KCX/O9311utgy9eResLb8ZKG3VcG+YcjW3bBAKByORMl8slQbcQQgghftIk2D5V6QYqKR0rKR0r6Ecv2flj4L0NZTgJDrgKLWii7/8Gfd+X6DVFUHUA5YzCTuyMcnRHqylFL89lZNDLiKCTg5rNOy4/y9x+DuiKNzx+3vD4GWQ6mBRw0zW+/qok+vNxfvkPHFuWYaWeQbDHeFSbjGbdHh7A5/Ph8/nQNI1AIIBt20RHN25THiGEEEKIU4kE2z8FDjd2297YbXuHdq08sBXj4FY0XyWqVRqBtJGhNJPda9GLs38c7TawPQlY7fuDFUQv20Oyt5Tr/Tq/8ntY5zD5tzu0dvfXziBfO4Ps8tX/9Aez99OpfQqafQBj23IcOWuw2vYk2P0X2J0G11o+sKls28br9UY20jEMA6/Xi8fjkdFtIYQQQvxkSbD9U+OOw+50FnbHwWgV+9APbME4uDWUZpJ5Aabj4tBulbvXYlQdhOpilNODim+P3aYbWnURRnk+ZwdrGBl0UajZvOP2s8zl52u7/qe0TNCr9ofW7XaHtm438r5E378ZldQFq+toguljIDrpuG7N6/VSWlpKIBDA5XKRlJREUtLxXVMIIYQQ4mSSYPunStNQCR2xEjpipYeWC9QPbMVRuhvljiM4ZDpBXzmOvZ+jF36PXr4XNB0VlYTVfgAEazBK95LiL+dGn851Pg8Lkw5wYz1P9XVX6I/Cg4bmL0H5S1COaIhNRj+4Db14F46t72J1Ootgj/NQiYlNuB2N0tJScnNzI2t8A6Smph5nQwkhhBBCnDwSbJ8OHO7IMoJa9UH0Az+gH/wBLejH6jISs+cEjMKt6DmrMCoLMKqLUK5o7FbpKIcbvWIfRmUhQ8vqv/wsBf+KL+fCgItLAm462AYEa9DL9qA0J3ZMMlpFAY4ty3Ds+hSryxnoXc7Bbt8f9GPrYqZpkpOzh1//+vdAMnfMvBmHw0VmZiYul6v52koIIYQQ4gSSYPs0o2KSsdKTsboMC21aU/gdjsItKGcUwaE3Y/orce74GP3AFvSSHaA7UNGtCXYcRLDEAnLrXLODBZW6YqHHzyK3n1Gmkyv9HvpaDjRlYlTlowiNmqNA7ViFK2c9qk0PzB7nYXceetS87tWfKn5/dyVwOwBz/lZOcjuDZ+Yqxo9rgYYSQgghhDgBJNg+XekO7ORM7ORMtJriUCrJwW1gBbC6j8XsdRHG/k0Yu9eiVx/EUVVInGHWe6n3bNhbFcPbbj9fOIOscpmscpn0CRpc4fcw2nTiwEbzFoO3GNwJaJ54tLyvcRVuRbVKw+o6hmC3MeCOq3P91Z8q7nvAJjGhgsEDtxMXZ1FZaZC9qxf3PWDjcilGj9JausWEEEIIIZqdBNs/Ayq6NVb6KKzOw0KrlRR+j6MsFxXdCnPYLVBTgiP7IwJ7VtR7vhmEEUE3I4IucnSLRW4fH7gCfOewmOWopr2lc1nAzYV+NzFo4C9H95ejHFGo6NbohVvRi3dhbFuOlT4Sq/svULHJAFiW4pnnFMOHQevEg+TkVKCUA48nyEUTDlJcBs88rxg5Agyj5QNupRSaJoG9EEIIIZqHrKn2c2I4sdv2Jth3Kmb/y7FbpYXW764pIph1MZ5Js+s9LSZrDHZyJjjj6Go7udcbw78rEviNz0OirbHfsHk6ysvFCWXM9dRQoIUmN2pBL3pFHlpVAfgr0Ep24vxmEe4P7sa5/nm00r1s2qTYXwBTL/FTWVlBdHQ0uq4THR1NZWUFUy/xs38/bNrcsk2jlCIYDGKaJsFgEKVUyz6hEEIIIX4WZGT7Z0rFJGN1HYPVeXho3e6Cb7H3b6MNUHTI49oBKvcrtLQMrJQssPwYJbtpFajkBp/OtT4PH7gCLHL72GPYvOHx85bbz1jTxbU+D91tAyw/VBWgaw5UVBLK8uOoLMTYu562gQGkxUykR7cUfD4f2dnZeL1eoqKiyMzMpEd3A4DikpZtj2AwSDAYBMCyLJRSOJ3Oln1SIYQQQpz2JNj+uXO4sTsMCK0cEr+R9C6vEVtQhWWCEaORnOBET+2PFizDOLgFHG6sVmmgu9DLcnB7y7g4oHNhwMUGR5CFbh9fOYOsdAVY6Qow3HQyzeehv+UAFUSrOYiBjnInQtBPp2ARs/p/hePTPhzc8S27dubiDwRwu90kJSWxvyAKgNatWq4JlFKYphlZbjBc5nA4JKVECCGEEMdFgm0RomnEdu5D9+EX4vvmK1xmOcGKQnp2TCJ6yNX4PdEYuz7Fsf8bjJKdoR0qYztgt+6BXrYbvbqEYVaAYdVOthtBXnP7+I/T5PMf//UPOpjm8zAs6EDDRvOXoPk1PK44UmN87Fv7LbvX51L8Y3WqqqrYsWMnTzxVQPv2Hejfr2VvPxgMYlkWmqahlMIwjJZ9QiGEEEL8LEiwLSJs26ZPnz64XC6qq6uJ8bjp2S4G5a/E8B7A7jgQf49z0fI34dyzFr0iFyrzUNFtCHYYiF61H72ykJ6Wn0drHOTpFq+7fSx3BdjkCPL72Cq6WQbX+jyMNZ04AD1QQduoSqocfrYdVp9du3bi9Rs896zW4pMjbdvG5/vffvVRUVEt+nxCCCGE+HmQYFtEaJpGp06dSExMxDRNnE4ncXFxBAeMw/QWYuz/BqNoByq2LYGhv0Ur24cz+wO0in04qg+iPAlY7fqhmxVQvIeOlp97vA5u8IVWMPm3289Ow+KhmGpetHSu9nuYGHDhAgIVpfXW6e8Tb2dUt7ux1UDQWm4+bzhPOzyybVlWiz2XEEIIIX4+JNgWES6Xiy5dupCXlxcp69ixIy63G+XpQjCpS2jN7v2bQmt2axrmGdNQvgoc2SvRS3aG8rrdsVhte4JZg1G+j2TTy60+B7/ye/iny8/bbj/5hs1fo2t4xePlWp+HkSkOIFinTmck7cK96i9Y7XoT7DUJu33fZg+6lVLYto1t2/j9ftxuN7ZtyzKAQgghhDhuEmyLWjp27IjT6aS8vJyEhARSUlJqHVfRrbG6nYvVeShGwXfoBd+iBX1YvS7EshX6rv/gKv4Bo2g7ON1YrbqCHcQozyXe9HKd38FVfg/vuPzM9/g4qCueivZyT03dQBugMGcXrROiMHaXYBRuxWrXh2DvSdgpWdBMgbCmafh8PvLz8yMBdocOHSTQFkIIIcRxO6WD7c2bNzNv3jy++eYbTNOke/fu/OpXv+LCCy885mtUVFTw8ssv89FHH5GXl4fL5aJjx45MnjyZqVOn4nYfeRvxnxNN03C73bRt25akpCScTidut7v+oNMZjdXpLKzUQehF2zHyN6LVlGKnn4024GKCWz7EyN8YmkxpuLASOoMGRlkuHrOGSwMGFwfcvOsK8JrHS3YDL4MLoLoIzRmDCvgwaorRC77Hbt8PM2sSKrnncQfdSinKy8vRNI3o6Gi8Xi/l5eWkpqZKwC2EEEKI43LKBtsbNmzg+uuvx+l0MmHCBOLi4li5ciV33nkn+/btY/r06Ue9RkVFBVOmTCE3N5czzjiDK664gkAgwKeffsojjzzChx9+yMsvv4yuy94+QGQjF5fLhcvlqlXeYNCpO7Db9sZO7oVWthtj39doZbmo9v0IpI3EyPsKI28DRtlu0J3Y8e1RmhO9IhdnoJrJpoMLAy6eDx7grnouH3SBBmBWg1kDwRgIeDGqD6AXfIvdvj9m1mRUmx5NDrrDG9kYhkFlZSVutzuywY18GBNCCCHE8Tglg+1gMMisWbPQNI0FCxbQu3dvAH77299yxRVXMG/ePM4//3zS0tKOeJ0333yT3Nxcfv3rX3PvvfdGygOBAFdddRXr16/nq6++YvDgwS15Oz8pmqZF1pdWSh37ToqahkpKJ5iUjq7XoLb8B6MkB9U6HTN1EHrh9xh7P0cv3weahh3XDqW70CpycZherktI4C7K61z2xnSY7vRxqd+NB8CsCgXedixa0I9WdQC9YDNW6hkE+0xBJaU1+p7DOdr5+fk4nU5M0yQ1NVUCbSGEEEIct1NySHf9+vXs3buXiRMnRgJtgNjYWG655RaCwSBLliw56nVyc3MBGD16dK1yl8vFiBEjACguLq5z3s9VONAOB9lN3dhFS0gl2HMCgQFXYSd2Qavaj4pNxhz0K8zek1AxbdErC9DL96KiW2MndeVgua/ea+0sgWejvFwSX87bLh8BFBoKLVAJ3lI0fwV66W4c297HvfIBnBteQKsqbFR9g8Egtm1TWVnJ7t27qaysxLbtyI6SQgghhBBNdUoG21988QUAI0eOrHMsHCSHH3MkPXr0AGDNmjW1yk3T5PPPP8fj8TBw4MDjre5pxeFw4HQ60XUdp9OJw3EcX35Et8LqPhZz4DTslD5o/nKITsQceDVm30ux49qhVxehV+bjM2LqvcRdJdDe0in5cSLl5fEVLHP5CaJCm+MEKsFbBr4K9JKdOL5djHvFH3B8PT9Ufozy8/Pxer04HA68Xi/5+flNv28hhBBCiB+dkmkku3fvBqBLly51jiUkJJCUlMSePXuOep2pU6eydOlS/vGPf/Ddd9/Rp08fTNNkzZo1lJeX8+STT9ZZbePn7tDR7WabHOiOxUobgZV6BnrBZoz9m8AZTbDf5WgVeRi7PyPJVVDvqVfGOphRGc87rgAve7wU6DaPR9cw3+3jBp+HcaYL48egW2GAFUQ/sBVn2V6M3WuxMs4nmHkeOKMbrJ5pmhw4cIC8vLzI+uLhLdyP68OGEEIIIX72TslIoqqqCoC4uLh6j8fGxlJQUH9wdiiPx8P8+fN54IEHWLZsWWQ0XNd1rr76agYNGnTUa8TE1D/iKo6s/naLgcQx0H047N8MuV9BdAKceS2xKWcQ98zfqDzk0XFAbGIyTsPFFMvDLytc/MvtZ77bR55h81BMDa9ZPm70RTHadKJhoQUqQHehKdAPfIejfA/uPZ9C30nQYyw46uZhG4ZBaWkphYWFREdHU1JSQkxMDLGxsXg8npZqonpJf2saabemkXZrPGmzppF2axppt6Y51drtlAy2m0tJSQm33HILJSUlvPjiiwwaNAi/388nn3zC7NmzWbVqFYsXLyYhIaHBa1RXV5/AGp8ewtu9H1Gr3pDQA/3AFoz8jVT4ghw+ju4AqvEQE5+CVl2EB7gi6OEiv5u33D4WevzsMmzujammZ9Dgt74ozgw6wQ6gfAHQ3WDbsPcL7APbUN+9i9l3KnbHM2ttjFNVVUVhYSGlpaVUVVVhmiaFhYWUl5ef0J0knU6n9LcmOKb+JuqQdms8abOmkXZrGmm3pjnR7Xbo6m0NOSWD7djYWAAqKyvrPV5VVdXgqPehZs+ezcaNG1m6dCk9e/YEQqPll112GZZl8dBDD/Hqq69y2223NV/lxbEznNjt+2OnZFGtPiKWeXgITSSwCa2xHSgvRIt3YUe3QrNtNG8J0UTx66CbKRU+Frn9vOn28YPDYkZsFcNMB7d4o+huO1C2H3x+MKLQlQ17Pkc7+AN2pyGY/a5EtekWqUogEMAwDDRNwzAMAoHACWuG8PbwwWAwsgShrO8thBBCnB5OyQmS4SX96svLLi8vp7S0tN587sOtXr2axMTESKB9qKFDhwLw/fffH19lxfHTHcT2GEbbAf3xOUBzQgBo2xqiBl+Oik5G95VDoBI7qjUqOgk0B/F6NDeZCbxdkcAUvxtDwTpnkGlxlTwcXU2hZodGyy0v+MpQwQBadRHGtg9wf/D/4Vz3LFr1QSA0quzz+aiursbn8+F0Ok/Y7VuWFcmRDwfeQgghhDg9nJLBdnjd67Vr19Y59tlnnwFw1llnHfU6gUCAqqqqekcpS0pKgGMb/hctz+Px0LVrN5K7dCMuvQdt2ifRrXsHopLaY2ZdjNl9HEQloQfK0UwfdkwblCceNAetjBh+709kYWU85wacKA2WuwJcHl/OXE8NFT8G3ZpZheYrB8tEr8jHuWkRrmW34/n+n1j+ampqaqiuDv20LOuETI5USmHbdmSpwfD/j3l9cyGEEEKc0pol2N69ezcbN24kJyenOS7HsGHD6NSpE++++y5bt26NlFdVVfHcc8/hcDiYPHlypLykpISdO3dGAuiwQYMGEQwGee6552qVBwKBSNmQIUOapc7i+JimSffu3Rk5ciR9+/ZjxC8uIn3U1Xi7jEYznGixbQlmTSHY5WyUOxbdXwG2hYpujXLGoBkOOumxPOprxf9fGccg00FAgzc8fqbGVTDf7cOPAhR6oAJ8VWBZGKU56J/NI/jFW1CWi9dbg1KKmpqaE7LOtqZp2LYdGc22LAvbtiWNRAghhDhNNHnozufzMW/ePP75z39SUVEBwKRJk3j88ccBWLx4Ma+//jqPPfYYvXr1alylHA4effRRbrjhBq666iomTpxIbGwsK1euJC8vjzvuuIP09PTI4xcsWMAzzzzDrbfeyowZMyLld955Jxs3buT555/ns88+i0yQXLt2Lbm5uWRlZTF16tSmNoFoRk6nk86dOxMd/b8l+tq0aYOR2g8zbRB60TaMvC8hsRPBVuloB7ZiHNwSWvJPd6I8rdDMKgj66a0lMK/GwwbDy7NRXnYaFs9Fefmn28fN3ih+YbrQCaL8pShcBP0WJXuhIpBPHvm0T21NTEzMCQm2wyPYpmlGJme63e7mXXpRCCGEECdNk0a2a2pquOaaa/jHP/6B0+lk9OjRdb72Hjx4MFu3buX9999vUsWGDh3KwoULOeOMM1i+fDkLFy4kMTGRv/71r9x8883HdI1evXqxZMkSpkyZQlFREQsWLOBf//oXUVFRzJgxgwULFsiW3KcIl8tF165diYmJwe12ExMTQ9euXUNpPrqB3bY35oBrCHYfC65oVJseBHtdjJXSDwwDzaxCOdwoTyLoBprDyVA9iVcqk5hVHU2KrXFAV/wxpoYbYivZZIRWP9EIYATK2BaArUAlsH1fMdn/+Q8OX8lRan38NE0jEAjg84V20PT5fAQCAQm0hRBCiNOEppqQHPr000/z/PPPc9lllzFr1ixcLhc9e/Zk8uTJkZFtgF/+8pdERUWxePHiZq30iVRaWnqyq/CTk5SU1Oh2s22b3bt3U1BQQEVFBfHx8bRr1460tDR0/bDPhLYVWjIw77/grwQriFGwCb0kB2wT5YwCZaP5KgEFugN/oJo33dW85vFR82McOzbg5BZfFMb+Ijq/VLdOOX/oSeuxvyXY99J61+duDrZtU1pailKKNm3aUFRUhKZpJCUl1b1vUa+m9Dch7dYU0mZNI+3WNNJuTXOi2y3p/7F351FyFWXjx791l9579jWTbbIA2UNYQgIEEkAQEY0iRCCAIAqIgogIr4gKkcXtVd5IRH8oiqAoGlAIa4jsJgTMRhaSTAKTWTOZpafXu9Xvj043RAJJOjMDJvU5p89M3759b9U9Z+Y+Xf3UU6Wle9ynoLv5okWLqKur47vf/e4HTjAcNGgQbW1thZxCOchIKdF1nbKyMmpraykrK0PX9d1PFNR0vJoJ2Iefjzv8OAhEceumYB92Ol7xEIRjIVwbGSjOrhzpufh1P3O9Sh6MlfDJTHbRm8U+m89HY3xv9xUm2bFlPb6lvyTwt0vRtrwA0uuXvudW7YRsCpUa1VYURVGUA0dBwXZLSwvjxo1D1/UP3C8SidDT01NQw5SDi6ZpeJ5HKpXCMAxSqRSe533w6K5u4tVNwZ5yAd6QYyBYijvsWJyRs5ChCnAzAEh/ERh+hHQp0yNc79Zwb28RR+6cRPnU0N0fvjLqQwqBtmMT/qdvwv/YtYjOvpkE/O5+G4ZBZ2cnbW1tdHZ2YhiGGtVWFEVRlANEQXf0YDC4V0P027Zto6SkpJBTKAeZXGAdDAbRdZ1gMJgPwPfI8OMOnYo9ZS5e3RRkUQ3uiBNwh0xF+qMIN4PUTTxf6QiFzAAAIABJREFUFKFpCM9htFHCz9NV/DAeZsRuBpLDgGlIRGI70nFAeuiN/yKw8DLM538C6fcZDi9AOp0mmUzmH7n8bUVRFEVR/vsVFGyPHz+e1atX09LS8r77bNy4kXXr1nH44YcX3Djl4JFLpQiFQhQVFREKhfY9pcIM4dYfj334XNxBk5HlI3FGnohbMxF0E82zkb4w0simlghNcKxewR8S4fccKgH5RXGE3YtItGezSJw05hsLCfzlAvS1f9/v1BLHcejo6CAej5NIJIjH43R0dAxIJRRFURRFUfpfQcH2eeedRzqd5sorr9ztKo9NTU1861vfwvM8zjvvvP1upHLgE0IQDocxTRMhBKZpEg6HC8tf9kdxR87CnnwusmYCsnos7shZeOWjENJFCJnN59b9CMfC0A3qd3OYOUUuv/GnsJAIQMt0IRJdSM1AS3Tgf+HHBBZejmhbu199b2tro62tjUQikf9dURRFUZQDQ0F1tmfNmsVFF13Evffey2mnncbIkSMRQvDSSy/xmc98hjfffBPHcbj00kvVojHKXhFCEAqF0HUd13XRdR2/379/kwWDpTiHno4Y1IL+1svgi+CV1qO1rUKLtyM1AwJFeLKH7bt5e0rCr4NpHvNZfC0VZIZjIrAh0QbCj4yUo7WvIfCPr+GOmIk17SsQ3Le0qVyeem9vL67rkkwmMU1z79JnFEVRFEX5yCt4UZvrr7+eiRMncvfdd7NhwwYA2tvbaW9vp76+nssvv5wzzzyzzxqqHPhM00TTtHywvacJuHtLRmtxxn0G0bUF461XcAPFeL1N6G1rEZkYthYgvpv33RSDv5QJmnWP6yMJptoGV6VC1Hs6UmYQvc1IXwlS8zDefAJ926vYkz6PM/6zoO/dn5YQgnQ6TXNzc/6DRigUUhVJFEVRFOUAUXCwDdk62qeffjqdnZ00NTXheR41NTVUV1f3VfuUg0gub1vX9b4PNoVAlo3ALh2O1rYWfdsy3FA5orOBns27X3jpyF6dzyRr+L3RxR/9aZaaDnONGOdk/FycDhJCoFndSCuGjFRBqhvf0gXom57GmnYlctDkvWpae3s7W7dupaSkhO7uboqKivqy54qiKIqifIj6pL5YWVkZEyZMYNKkSSrQVvZbv47qCg2vZny2Rveok/EGH0nF0Wfxn2c0gJqyMCFh8GVtKPfHyzjWNnEFPBDIMKeoh2dMC4lE4CHirYh0dul4veNNAo9fh2/xLZDo+MDmZDKZ/Ki2aZrouk5zczOZTKbfLsHuFLC2laIoiqIoe0EV81UOTroPd8jR2IfPRY4+iVH/8ZdwKCCCZdmVKDO9DDaK+KEzlB/HIwx2NTo0yU3hBF8Px3lbc7PBuptExLbtLBUoMTY9TWDhl9HX/BUca7fN8DyPdDpNKpXCtm1SqRTpdHrAcrallDiOg2VZOI6jgm5FURRF6WN7lUZywQUXFHwCIQS/+93vCn6/ovQrX5in3jqOjd5RwGuARwlQCqQSCYpKB4OTQVgJhBBMM2uYkrG4X7RzX+Cd1JLzMwEuSAfwIxCZLmQmhoxUI5Kd+F65C2/zP7GP+iJe7UR418i93+8nGo3S3d2NpmlomkY0GsXv75/l4f+Tbdu7jKL7/f4PXBVWURRFUZR9s1fB9rJly3a7XQjxviNhudfURC/lo+y55yW33OoDdEDDh0c3sAXY3H0oZeWd+EzwwhVoVhyR6SWgG1zsq+djie381N/NUtPhN4E0T5kW30iFmOqYCFyIN4MeQkYq0NrW4H/qRpyRs3AmzUEW1QLgui41NTU0NTXx5ptvUlZWRk1NDa7r9nvfpZT5QNswDBzHIZPJ5MsvKoqiKIqy//Yq2F68ePF7tt1zzz38+c9/5tRTT+WMM86gtjYbPLS0tPDoo4/y5JNPcvbZZ3PJJZf0bYsVpY+4rmT+XZKpR7sEzRiNjQFqampobW2hpNhkq+84Mq3tnDh6HVqqE6n5IBxCpHsQyS6GmBF+IstZkmji58EE23SPr0finGSZfC0Vokpq4Cah521kuArcDOb6R9FbVmBP+BzuqFmEQiE6OzvzedvNzc3U19cTCoX6vf9SSqSU6LqOlDJfCUZ9SFYURVGUvrNXwXZdXd0uzx9++GEefPBBfvnLX3L88cfv8tphhx3GzJkzmT17Nl/+8peZMGECs2fP7rsWK0ofWbkKWlrhCxf2sGlDkPHjx6PrOhUVFdi2TfCEM3n4962MnjKIQUXr0Do3I6xEdkEc10HL9KC5GWb5apmasfh/WisP+TIs9tm8YvZwaTrIWRk/BgIS7dna3NEqRKwJ39IFuG+/QsfQU1m39g0SiUS+XevWraO7u5uSkn2r2b2vNE3DMIxdlocPBAJomprKoSiKoih9paC76u9+9zuOOOKI9wTa73bcccdx5JFHqnxt5SNrR2f259SjKxk0aBBSSgKBAFJKBg0axFHThvJi+wzWRC/EHfNJ3BEzcUuGIuwUwrNxw1VgBBDpGBHP5SpjFPckyhnn6CQF/DyY4tJILxt0JzuBUmYQsUawkuA66I1L0Z6+mS0vPEp3WxOZTIauri42b96MbdsDcg1yo9mWZeG6rgq0FUVRFKWPFXRn3bJlC5WVlXvcr6Kigq1btxZyCkXpd+Vl2Z/bmnzMmjWL4uJiLMuiuLiYWbNmsa0pO1EwWlWGM/ZM7Clz8caeiTNsGtIfRcv0IDUzmyKCRCQ6OFSP8ks5muuSISJSsN5wuSTSy/xAkkxu2fd0F6KnGXb+3tkNW5rbWbd2LVu3bmX79u0DEvRKKbFtm0AgQDgcJhAIYNu2qkiiKIqiKH2ooEVtIpEIr7/+OrZtY5rmbvexLIvXX3+dSCSyXw1UlP4yaSLU1sB990tOO2UwH//4x2ltbaWmpoa6usHcd7+ktja7H4AsHY5dPAStZgJy64vo25aj7dgEVgzpLwHpIFLdGE6GTwWGc2w6xs/0Npb4bO4PZPinaXNdKsTRjgk4iFgTImGRSyDJhbjJ9naQ/V/6T0qJ67r5R27VTpWzrSiKoih9p6Dhs1mzZtHS0sI111xDa2vre15va2vj2muvpbW1lVmzZu13IxWlP+i64MorBM+/4DB/AezYEaWkpJodO6LMXwDPv+Bw5eUCXX9X4KnpeLWTsI/8Avbh5+OMPgUvWo2wE+DaeEW1SMOPSO2gUgpuMcZwR7KYKk/QpHtcFYlzSyhBj/AQgJXoovs/2hUH3OV/QMTb+7X/mqbhOA5dXV0kk0m6urpwHEelkiiKoihKHypoZPvrX/86S5cu5emnn2bJkiVMmjSJ2tpahBA0NzezcuVKHMdh2LBhXH311X3dZkXpMyfMENxxq4+vfC3J80vaMQIRnHQ7g4b6+b+f+ThhxvuM8Joh3FEn4VWPQ998CPpbL6K1v4GW7ESaQfAXIRIdaIk2jvNVcrhTya9kI3/1ZVjks3jFsLkqFWLc+2Rs6GsfxQxYuMOm4w6ZCkbf1772PA/HcfI1vXVdx3EcPM9TAbeiKIqi9JGCgu3S0lIefPBBfvrTn/L3v/+d1157bZfX/X4/n/70p/nGN75BaWlpnzRUUfrL9GkON99k86Uv/RQnPYivXXUxRx4hmD7NIVt/+/3JaA3OpLPxaiegb1qMvvVFtO5GcFJ4kQqEnUakewhrBl8PHcIp6Rbu8HXSoHt8L5xgSPidYxmAA4QAEW9Da/wXIt6OtmMjzogTkWUj+rTfUko8z8PzvHxKmOd5KmdbURRFUfpQQcE2QElJCTfffDPXX389a9eupb29HSklVVVVjBs3bkDqBCtKXxBCEAz6gQ6gg0kTo4RCgb3PWxYaXvU4vLIR2aD7zWfQm5ahpbpAM/GK6tCSHRBvY4IZ4TeykgdSW7k3kGJl0TuHcYAiYCwQcuPZVSvb1yGSOxC97Xi1E3DqTwB/38yDyI1kt7W14fP5sCyLmpoadP2DP2AoiqIoirL3Cg62c0KhEEceeWRftEVRPhSmaVJeXp5/7nkelZWV7zv59/0PFMQdMROvahze5sUYG55E63gTLdGerc0dKEYktuNz0lwYHM7MTIzbi9r4bUmSXOJ2AhiuQ3lxENnTiAxVIXpb0DK9iHQ3omcb7tBj8GomgNi/VA/XdXEch2g0CmS/kXIcJz9ZUlEURVGU/bffwbai/LeTUjJ8+HBefvllkskkoVCIkpKSgqtyyEgVzsQ5eLWT0dc9ir75WfTEdqSm4xUN2rkCZSfDDB/zempZkt7M1p3vdYGXTdjR3UVZSSki2Y4UPkS0GtG6CjIxyMTQtm/AHTkTGd5zCc4P6ndu5chMJoPf789vUxRFURSlb+xXsN3c3MySJUvYunUriURitzdpIQS33nrr/pxGUfpVNo0kiK7rFBUVYZomPp9v/8rfCYFXNSabWjL4KOTqv6A3r0CLtyJ9UbziwWixFkRvB8F0Nn0ktvOtb6fhSyGLH2su9Z6OkBYy1ogMVqLt2IxIdeLZGURiO17tZNwhR4G+7xMoDcPAdV0aGhrQdR3XdRk5ciSGoT6DK4qiKEpfKfiuOn/+fBYsWIDnvVMPOBds54KU3MigCraVjzIhBIZhkMlk8nWmDcPom1rThh935Il41WPR1z+K8cYj6LEmpJXAK64l3ZWgkzgxwAdYO9/2mgsXRWNckg5ybsaPjkCktkPaD56HnvkXbuVYNM/ZOYHyBGRp/T41zXVdUqlUPo0EIJVKqTQSRVEURelDBSV9Llq0iPnz51NTU8PNN9/M9OnTAbjnnnv43ve+x1FHHYWUki984QtquXblIy/3IdHn82EYBj6fb5ftfXKOSBXOERdhfewWnNEnI40AWqwZUxf5ADv30wSOBywBC3Yu+b5ZcxGAkBlE7zbIxNBbV6I3/RtS3ZjrHsPY8DhYid2ef3ccxyGTyeA4Dtu2bdvl+UBSaSuKoijKgaygke0HHngA0zT5/e9/T11dHa+//joAxx57LABz5szh3nvv5Uc/+hEnnXRS37VWUfqJ67r5EW3P83Bdt+9PIjS82olkykeib3wK898PoO14lf8MbQPAT/ShLEuluNMfY73h8oVojC+mg5yf8aMhEIntIAIgXYzkDtwhUxHdb2GueAC3/ni8ikNhDyPzfr8/nwoWCARIp9PMnDmTo48+uu/7vhu5FSxz34Dpuq5WrlQURVEOOAWNbG/YsIHDDz+curq6Xba/e4Tqoosuor6+ngULFuxfCxXlQOML446bTeYTPyY5+gxy2da5MNMPON0tnK5VcJ9Tz3G2iSPgl8EUl0V6acyPcqcRsSbI9KBvfR5922tIzcDY+AzGun9ApvcDm5HJZNi0aRORSITKykoikQibNm0ik8n0Y+ffkQu0NU3LB96KoiiKcqApKNi2LIvKyneqIORWoIvFYrvsd+ihh7JmzZr9aJ6iDIzcqKrneflR1v4mS4chTv0OJWU61cAooAYoB3xlgxFWkiorw+1iFP+TKiIsYY3hcmE0xkO+NB4750gktiN6OxCdDZhrH0EKgUhux1zxAFrrGnifNI2enh56e3vx+/00NTXh9/vp7e2lp6en//v+rkooQD7gVikliqIoyoGmoGC7srKS7du3559XV1cDsHHjxl32a2trU6NVykeeEAJN09A0DdM0878PREqD1AwOmfoxSkYMw/VlA+1D/UC6B694CGgmWqqbT2iV/D4zjCNsg7SAn4RSXB2O0ya87Ci3l0L0NkOqC2Pt3xFta5HhCoyGf2KsfRhS3e85d1VVFclkkpdeeonm5mZeeuklkskkVVVV/d5vIUT+ww2Q/5Cj0kgURVGUA01BwfYhhxxCQ0ND/vnRRx+NlJI777yTRCI7QWvRokUsX76cUaNG9U1LFaWfSCnRdR2/37/Lz4EYZS0vL2f48OGES8qpmnIMgUPqqD8MKkqK0HrewgsUIcOVCDtFrevyM1nP11NR/BJeNR3mFsVYZGaQO0e5tUQ7xHegN6/AWPUXvHAVIt2LuepPaM3/BvlO9aB4PJ7vY240W0pJPB7v937Dh/NtgqIoiqIMtIImSM6cOZNnn32Wl19+menTp3PEEUcwdepUli5dytSpUwmHw8RiMYQQXHHFFX3dZkXpU7mR7VzQnZuwNxCjrIlEgoqKCurr67FtG7OujqLR9XROKqZk/V/QEq2gB/CKh6LF29CtOGeZlUzNFHOL0cIbhsst4STPWTbXpUKUSw3hJqA3DdLFfO03OMOPxxt8FPpbL6Pt2IQ7chYyVI7ruqTTacaOHYvf7yeTyZBOpwfs26hcycVCFw9SFEVRlP8GBY1sf+pTn2LRokWMHTs2v+0Xv/gFZ599NsXFxSQSCUaNGsUPf/hDZsyY0WeNVZT+khtlfXdljIHiui5Dhw7lkEMOYejQobiaD+fIi0ifdQ9u3VSEZ6N1bcHzF2WXb3fSDPUEdznDuSwdxpDwvM/m/GiMf5rWzomWLiLeBokujM3PYq76E27lGIRjYax6EK1xGUJ6RKNR2tra2LhxI21tbUSj0QEPfFWetqIoinIgK2hk2+fzMWLEiF22RSIRbr75Zm6++eY+aZiiDKQPa5TVNE08z2P9+vX4fD4sy2LSpEmYpokMjyQz+xe4qx7CXHY3WrwZaYbwiocietswnTQXmNVMSye5xbedTbrLDeEEp1k2X08FKZIa2DGknULzXPwv/i/2uE8hqyegb3uVstBmAl6SlpYWwuEwnZ2dHHLIIRQVFQ1I3z3Pw7IsPM9D0zR8Pl9+wqSiKIqiHCjUnU1R3uXDGNVNJBI4joOu6ziOQyKReGe0V/fhHH4u6bPvwx0yDc3JoHU2IIMlyGApOBaj8fNraygXpINoEp7wWZwfjbHMsBGAhg2JNkjuwFz5J4w1f8WtP4He3jiy8TXGDS6lrLSEMWPG4DgOvb0fXDKwr+QCbV3X84G3oiiKohxoVLCtKB+iVCpFb28v5eXlVFZWUl5eTm9vL6lUapf9ZOlQMrMXkD7xBmSgGC22DWH1IqN1IAV+z+YyMYgFyQqGuBrbNclVkTh3BpJYyGzQne5CxDvRW1bgX/x9LH8pyUAtye0biW1+hWSsk0wmg23b/d7vdy8clE6ngWw6Ta46iaIoiqIcKApKI4Fsmb/f/OY3LFu2jO3bt7/vDVoIwdq1awtuoKIcyEzTJBAIEIvF8mkkJSUlmKb53p01HXfSOaRGnID/yRsxtr2K6NqCV1wHdgphJZigRbk3E2K+3sZCf4Y/BjIsNx2+lwgzwtMRXgoZT4PnULPqV7SuWc7zb0NdicGq9U8xfdo4ykpL+r3fmqZh2zY9PT1omobneRQXFxMOh/v93IqiKIoykAoKtpctW8all15KJpNBCEFJSQnBYLCv26YoBzzTNLOTIl0XTdMoLy9n6NChuw+2c6I1ZD77a5zVD+F78X8RPY1IfwQvWoOW2E4QwTcZzDGJDm4LxtioZ5d7/2oqyGctf3YCZXIH7V3bSDXC2Cg45UM5pNQhtf1NupbcTem0ORAs7bd+SynzK1XmUmYymYyqTKIoiqIccAoKtn/0ox+RyWS4/PLLueSSS4hEIn3dLkU5aAwfPhzXdclkMlRUVDB8+PA9v0kI3ImfI1U/g8Ci69Bb/g3W27hFdWiZOHgZjjMquS8ZZJ6/g6Wmw09CKV4xHf4nmS0R6KRiOBmQGYjtaKBoRDFW2WE4yRjmqgdxh07Dq5kI/RD8uq6LZVlYlpUtebhzMSHXdTGMgr9wUxRFUZSPnIJytjds2MDkyZO56qqrVKCtKPvB5/MRDoeJRqOMHDmSaDRKOBzG5/Pt3QGi1aQ/91vSJ9yANANoPW8jpYMXLEd4NuVGiJ+4g7k6GcIn4WXTZm40xsuGTd2ganqBpUACWN7QQ2LVaipP+hJe5RiMLS9grH0E0rE+77dhGKTTaeLxOIFAgHg8TjqdVoG2oiiKcsApKNguLi6msrKyr9uiKAedTCaDYRhUVFQQDAapqKjAMIx8isVe0TTcwz9P8vyFeJVjEVYvWqwZL1QBQkNI+Jxeyz3xMka4Gl2a5BuRON+MtREFjgB0YApQJqHn1+fghauwx34Kke7GXPlHtLY3oA/rYdu2jc/nIxQK0d3dTSgUwufzDcjkTEVRFEUZSAUF2zNnzmTVqlWqVJei7CfDMHBdN1+73ufzFZ5KUTyI9Hl/wpr6FdB19O6tSE0HfxThuYzwl3NPqoazM34AFgbhuQDsIPuPQACGDUbnZgKLrkFreA574hy8itEYm5dgrH8UMn2zlLtpmvml4U3TzC8d/4G56v1ALaijKIqi9LeCgu2rr74a0zS54YYbiMf75uarKAcjKSWlpaUEAgHS6TSBQIDS0tLCg0Ch4Uy7jNTnH8QrGYZI7kAkOvCCZeC6+M0gV8vB/DQe5bByP6RhK9nHa2TTSSqLfNC7Hd/y/4f/6e/g1h6OPeYTiERHdpS748397rfneQgh8kG3aZoIIQas9J+UEsdx8g8VdCuKoij9paAEybKyMv7yl78wd+5cZs2axfjx46murt7tvkIIbr311v1qpKIcqHRdp7Q0W/Ujt1R6aWnpfi8XLytGkbrgEcx/3oZvzd+yudyRKqTjIKTNVH8dt29czdMm2Y/cGcCEjA3NzW0MGlSNjGfQ33qZwMIvkznxW9iTPo++5Z8Ybz6F27UVt/4EMPwFtS8XVEciEVKpVL6aUW41yf7mui5SynzZQTUxU1EURekvBd1d4vE4V111FZs3b0ZKycsvv/y++6pgW1HenxCCUCiEbdsUFxcjpSQUCvVN+TvdxD7pJpxDTyfw2DfQ4u1II4gMliKsGJXRak6wW1kJdAPYsFyH14NQBwgcZKoTzXUIPHEDzqQ52FMuRJbWo295Di3WjDPqFGRx3T43zTAMHMdh27Zt+P1+Ojo6GDx48IAEvFLKfKAN5ANuVXZQURRF6Q8F3dnuuOMOli1bxujRoznnnHMYMmSIqrOtKAXwPA/TNKmsrCQUCuXTKvpyhFcOPpLUxU/gf+xajK0vQLwFL1RJZZmOpDUbaOe4cGu9j7fSSS5LBzEQSCuGcC3M5b9Fa11N5qTv4U2cg7HpGYy1D+MNmow7ZCpoe//vxHVdHMchGo2SyWSIRqM4joPruvs9qr8nQoh8ykou0M5tUxRFUZS+VlCwvXjxYmpra3nwwQcJhUJ93SZFOWhomoYQgnQ6TSgUyudt93kqhRkk86n5OOv+gX/JD9AS7bT1JMkAVYBDNpukA2hvt7i/ClYYDt9PhqnzdKSbRiZt9K0vE/jrJWRmfQdn3KfRmlegN/4L0d2IO/oUZKh8r5rjeR6pVIq2tja6urooLS2ltrYWz/P6PdiGbPpObnl4IcSAnFNRFEU5OBV0R0+n00yYMEEF2orSh/p9ZFUI3LFnkrzg73iVYyATJwWMDMGRERgdgonAvDhEPcEbhsuF0RiLTQsBaLhgxdA6Gwgs+gbGv+/HG3Q4zvizENLFWPVntOYVe1Ui0DRNGhsbWblyJd3d3axcuZLGxsYBq0YihMAwjPxDjWoriqIo/aWgYHvs2LE0Nzf3dVsU5aDz7omCfr8/v0hUv1bliFaTPvdPeMd8mXKgIQlL49mf5cDJ4TrujZcy3tFJCLgxnOD2YII0MrvUu5NCxNvxLf0l/se/hTRD2BPOxqseh7H1RYx1f99jicBEIsGOHTuoqqoiHA5TVVXFjh07SCQS/dfv3VBBtqIoitLfCgq2r7jiCtauXcszzzzT1+1RlIPKu9NIPM8jnU4jhOj/ihyaTvGnbsGbMIw2IA20kc0rqyiOUBOq5q5MDRekAwgJj/gtLonG2Ky5CEB4NjLVhb55CYG/Xozo2IxbPwN77JmIZCfmyj8idmz6wCbYtk13dzctLS10d3erBW0URVGUA1JBOdumaXLeeedx9dVX88lPfpLp06dTXV39vqNERx111H41UlEOZLqu4zjOgOcPb9++HTtax5RJRdhvrCbogAW0t++gsqoC3QxzmednSqKdm0MJGnSPS6Ixrk6FONPyoQHSjqNt30jgH1/FPvpSnAmfw540B6Phn5gbnsCtPHRnicBdl58Ph8N4nsdrr71GMBgklUoxY8YMwuHwgPRdURRFUQZKQcH23LlzEUIgpWThwoU8/PDDH7j/unXrCmqcohzocuXmQqEQgUCAUCg0YGXobNvGMAz8oQjWYeMx7Gb0hk6cRAe4xYCGFIKj/HX8PrGDmwPdLDMd7gglWW7YXJ8ME0aAm0bE2/C9+DP05hXZyZOHnIa2fT361hfQeltwRn8MGa3JnzuZTJJMJhkxYgSWZeHz+fLb1FwQRVEU5UBSULD96U9/WuU6Kkof+DDL0A0aNAghBMuXL2fEiBG82tDL9IljqJ1QjujcivRs0IMIz6Y0UM5P7QAPODu4O5Bisc9mnR7jlmSYsa4Bno1M96BvfJpAVwOZj/0Ar2oMXtEgjI1PYaz5K+6Qo/HqjgChYVkWiUSCdDrN9u3bqaysJJFIYFnWgAbbqra2oiiK0t8KCrZvv/32vm6Hohy0PqwydJ2dnVRVVTF9+nR6e3uZPn06VVVVNJ36XWpWzMfc8ATSTmRXiXQkQg9wvqxlcnw73w0laNY9vhzp5aupIGdZfjS8bFpJ+3oCD1+OdezVuIedjjPuM+jbXkVvXIbWsw1n1CmUlJTQ2trKSy+9RG1tLStXruTYY4+lpKRkQPoupcyvIpm75iroVhRFUfpD/6+LrCjKB/qwytBpmkY0GqW8vJzi4mLKy8uJRqNo/hDWqbeSPvl7yFBpNk3EzYB0kUIwzl/DvclKTrRMHAH/G0pxYyhBPFetxM0gYi34n52Hb8mtICXu0GNwxn4ake7BXPlHuje/Rm9vL/X19ZimSX19Pb29vXR1dQ1I398daOcCb0VRFEXpDyrYVpSPiIEeWc2NIq9YsYKenh5WrFixy3Z37Jmkzv49XtU4wENYKYRtITyHqC/KD5xqrkoQgY4vAAAgAElEQVQG0SUs8dlcFI2xQXeyAbd0IN2NseZvBP72RehtRxbXYU88B1k0CHfF30g3b8DOZHBdF9u2SSaTpNPpfu93boVOz/OwbTv/u9yL+uCKoiiKsq9UsK0oB6lYLIbjOIwfP55BgwYxfvx4HMchFou9s1PpMNKf+x3OuM+A6QfPAjuDdG3Q/JwjqlkQL6LG02jSPb4U6WWhL4NEIpBgJ9Ca/k3woYvQGpeBGcQ59HQqj/08Wu9W2ta8AnaKlpYWhBDU1tb2e7+FELiuSyaTwfM8MjsDfpVGoiiKovQHFWwrykEqVwWktraWiooKamtr8fl8WJa1646mH+ukm8ic/F1kuBJwEW4G4VkgBOOMcu5NVHKsbWIJ+GEoyfdDSZI700qEZyG6Gwk8eg3Gq78BoEVUUnX4JyiK6qx59d+UGGlqa2poa2vr935LKZFS5muZa5qW36YoiqIofU0F24pykKqoqKC8vJyGhgZSqRQNDQ2Ul5dTUVGx2/3dQ08nfdav8aonIDQdHBusNCApMkLcYVVxRSqbVvKUz+LinYvgANm0ktQO/P9agP+xa6gujdLenSQWHMbECcOINzXTsfqfVJdFB6Tvarl2RVEUZaCoYFtRDlLpdJoRI0YwefJkiouLmTx5MiNGjPjAvGlZWk/6s/8Pe8ynwB8CIRFOGjwHofk4X1YwP15MhSd4a+ciOI/5MtkRbrKL4OibnqXnzlOQyW5qageR9ldSNWYC0kmw48mfIbrf7td+5wLtXO62lFIF3IqiKEq/UcG2ohykhBAUFRUxceJEJkyYwMSJEykqKtpz0GkGsE76DpkZ1yEjVSA08OzsEu5oTNJL+F2ykqm2QUbAvFCSecEE6XellQRiW/GvWkq6eS2pVIqU9MGgw/GV1mKu/Tv626+A9Pqt77lSf7lc7YEqt6goiqIcfFSwrSgHKb/fTyAQYN26dbS1tbFu3ToCgQB+v3/PbxYCd9ynSX/yTryqMaD7QLoIJ43Eo1QL8mOriktTATQJj/ktLonG2LozraS0pAi3BzY0dOI1vsEba1bjSI3o9Itwhk1Da3od442FkOntl77nSv/puq5K/ymKoij9qqBgu6Ojg1dffZWOjo5dtjc2NnLNNddwxhln8KUvfYlVq1b1SSMVRel7juOQyWSoq6tj8ODB1NXVkclkcBxnr48hqw4j/am7cEafgvRFQNMRtgWegyYMvuBV8rNEEWWeoEH3uDga4xnToq21jVApzKyEkhicMtQi4tdpbWvDqzsCZ/xnEJlezJV/QnRu6dN+SylxHCe/cqcQAsdx1ARJRVEUpV8UFGz/6le/4oILLtilRFgikeDcc8/l8ccfZ9OmTTz//PNceOGFNDY29lljFUXpO7mSdxUVFYRCISoqKvIl8fZJsBjrlO9jT/1ytlqJkR3l1lwbJBypFfO7ZAVTbIOUgO+EE9xdChkLOrZDGujYCHLpk4Q61wMgo7XYE+cgiwZhrn8MfcsL4PXd6LNt23R0dOQftm332bEVRVEU5d0KCraXLVvGyJEjGTFiRH7bwoUL2b59O5/4xCd44oknuOGGG0ilUtxzzz0FN27VqlVceumlHHXUUUyePJmzzjqLf/zjH/t8nHg8zp133skZZ5zBpEmTOPLII5k9ezbz588vuG2K0lcSiQRlZWUIIUgkEgN23nA4jKZpbNiwgc7OTjZs2ICmaYTD4X0/mGbgHH4+mVNvw6sYBWYAKQS4aaT0KBcBfpap5Px0NkXliWof/0jDy0AceB1wOqDmuf/BWPFHkBLMAM6hp+MMPw6tbTXGmr9Cqnu/+527zpZlYZomlmWRSCTUBElFURSlXxQUbLe1tTF48OBdti1ZsgTDMPj2t7/N8OHDufDCCxkzZgxLly4tqGFLly7l3HPPZfny5Zx66ql8/vOfp6uri2uvvZZf/vKXe32c5uZmZs+ezV133UVVVRXnn38+s2fPpqqqiieffLKgtinKgcBxHAKBAKFQiEwmQygUIhAI7FMayX/yBk8hc8bPcIcdi/RHwPAjHAdcG13TucKt5LZEhFiLBRVALdjAyaVgRKB1y3p8L/wI39PfASdbx9sbNBln/FkIJ425+s9oHRv3q9+2beM4Drqu09XVha7rOI6jRrcVRVGUfmEU8qZEIrHL6JeUklWrVjFu3DhKS0vz2+vr61myZMk+H99xHG688UaEENx///2MHTsWgK985SvMmTOH//u//+O0005j+PDhH3gc13X52te+Rnt7O/feey/HHHPMe86jKAcr13VxHIfRo0ej6zqu62JZFq7rYhgF/WsAQEaryXzsBxjLf4u59mFEqhvcTDaXWzM4QS/lvkwv0+I2ZGAr0NUF03TwmQbYKcw3HkHb0UD6jJ9DtBIZqcKeeA56wxKMN5/EjW3DHXYc6OY+t880TZLJJI2NjQQCAVpaWhgyZAimue/HUhRFUZQ9KWhku7q6mqampvzz1atX09vby9FHH73Lfo7j4PP59vn4//rXv3j77bc544wz8oE2QCQS4YorrsBxHP72t7/t8ThPPvkkq1ev5uKLL35PoA3sV0ChKP/tdF0nGo1mS+/tfESj0b4pg2cGcI65jMyJ38IrHQq+cDYw9mxwbQ6vGMy0BLDz824P8IQLgfKybD1u6aC1rCT4pzmIpteyOxl+3NGn4oycida+HmPNQ5Dq2uemua5LKpXCMAx0XccwDFKplKpIoiiKovSLgoLtyZMns2rVKp555hni8TgLFixACMHMmTN32a+hoYGqqqp9Pv6yZcsAOO64497z2rHHHrvLPh9k0aJFAJx22mm0tLTwxz/+kV/96lc8/vjjA5obqygfRYZhUF5ejuu6pNNpXNelvLy87z6ECoE3chaZ027Hq52EDETBDILr0dq8jaAO0wzQAULZx+mJdrZoLtnsaQ/R20xw4RUY//5DNo9bCLzqcTgTPofwPMxVDyJb3tinZuUqj1RUVBCJRKioqMhXKFEURVGUvlbQXfWyyy7j6aef5qtf/SqQTSOZOnUqU6ZMye+zbds2Nm3axFlnnbXPx9+6dSsAw4YNe89rxcXFlJaW8tZbb+3xOGvWrAHgtdde47bbbsOyrPxrZWVl/OxnP2Pq1Kn73D5F6UuuC6HwsRhmNStXaUw9WqLr/T9Zz/M8TNNk2LBhOI6DYRiYponneWha35Xgl+UjSZ/6A8x/3Y3RsASh9SL0DqRr4wBHCmhLwlYTGg24JBrjhmSYU2wfEsCK4XvuR2itb2Cd8j0w/MhwBfbEz6FveR5v3SL06HDc+hnZet974Pf7CYVCdHZ2EgwGSaVSlJWV7V19cUVRFEXZRwUF2yNHjuT+++/nvvvuo7Ozk3HjxnHJJZfsss+LL77IYYcdxsknn7zPx4/H4wBEo9Hdvh6JRGhtbd3jcXbs2AHAvHnzuPjiizn//PPx+Xw89thj3HHHHXzlK19h0aJFHzj6XlBlBkVdt720+Fmbn/yvx/CRjwBw3Q0wqBauudrHSbP6N4fYcRwikQjFxcVIKfMrKgaDwb5PsQqH4bQbYcWh8Pr91OgmYX01W1yo2lneepYLI8tCvCYcbgonWJNx+GoqiIEAz8Jc9w/M7q1wzq8hWg2EYdKn0Ha8SWDtk7DhERjzCYhUfmBTPM+jrq6OdDpNe3s7VVVV1NXVEQwG+/RDxn8D9Xe679Q1K4y6boVR160wH7XrVvAdddy4cdx+++3v+/qcOXOYM2dOoYfvE7lFKk488USuvfba/Pa5c+fS1tbGr3/9ax566CGuuOKK9z2GSjfZdz6fT123vfDc85IbvyuZPg2++x3BiHpo2AL33S/55vVp5n0/wwkz+neE23Ecenp6CAQCpNNpwuEwmUxm32tt763DPo0WqqV70Q8YNgLiW2CVAxOBMUPgG40ejwwKcF8gzZ/9GdbrDvMSESqkBrjQsgL56zNIn/4j5JCjACitHU9ChjDefAKx9He49TPwqsbCB5Tya25upquri0AgQFdXF83NzUQikf7p80eU+jvdd+qaFUZdt8Ko61aYgb5uezM3saBhnPnz57N48eI97rdkyZKCalnnbnq9vbtfqjkej7/vqPfujjNr1qz3vJbLL8+lmijKQHJdyfy7soH2bfME48cJQqHsz9vmCaZPg/kLJK7bf6saSimJRqMUFRUBUFRURDQa7d+VFIXAG3YMxXPupNGFJgdG69AENDXBoIpKLndKuT0eJSxhleFyUTTGv/V3yvKJRBvBRy7HWH5vNo8bIFiKM/4svKrDMDYvQd/0NLjWbptgWRadnZ0EAgFM0yQQCNDZ2blLmpmiKIqi9JWCg+1nnnlmj/stXryYX/ziF/t8/FxJv93lZff09NDV1bXbfO7/VF9fD5APJt4tt63fRvAU5QOsXAUtrTD3PIGm7ToCq2mCuecJWlqy+/UXIQSmaVJUVERpaSlFRUWYpjkgi7u0OxESddMpG6JhRqHchJSAjrZmcGxmEOW3vWWMdHU6NcnXInEe8KcBiQCElcD3wk/wLfom0k5nD6qbuCNm4oz+GFrnFsxVf0Ekd+z2/Ol0mqamJrZt20ZTUxPpdLrf+/yf1PLwiqIoB4d+TVB0XbegHMijjsp+Pfziiy++57WXXnoJ4D1lBncnV+5v06ZN73ktt62urm6f26co+2tHZ/bniPrdv57bntuvv2iahuu6eJ5X8N9rITzPQwuECdYfi1NSQqQc9Ci4xs48O8disPDz60Q5p1k+XAHzgym+HUqQYGeQKh3MDY/j/OoMiL0zh8OrPAR74tlIITBW/wVt+/pdzu3z+bAsi1gshud5xGIxLMsqqExpIXKVT3IPFXQriqIc2Pr1zrpp06bdjirvybRp0xgyZAiPPvoo69aty2+Px+PcddddGIbB7Nmz89s7OzvZvHkznZ27Riaf+cxn8Pl8/OEPf6CtrW2X49x9990AfPzjH9/n9inK/iovy/5s2LL713Pbc/v1F8/z0HUdn8+Hrut4nte/J9ypuroaXdf598pVJIuGsrwDNB9UjRiLDBaD0MC1CQjBdzKlXJsMY0hY4rO5NBqjcWd5QIkHrWsIPvA5xNvvWq02WIoz4Sy8spEYG59B3/wsuNlUlGQyiRACIQRvvPFG/vdkMjkgfXddFyklmqYhpVT1vRVFUQ5wez1B8oYbbtjl+euvv/6ebTmu67JlyxbWrFlTUDUSwzCYN28eX/ziFzn33HM544wziEQiPPXUU2zbto2rr746nyICcP/99zN//nyuvPLKfDlCgCFDhnDdddcxb948zjzzTE455RR8Ph///Oc/aWpq4pxzzmHatGn73D5F2V+TJkJtTXYy5G3z2CWVxPMk990vqa3N7tdfpJT5oA+yaSWe5+Urk/Snrq4uKisrmTZtGj09PRxz8mmUBQUdRYMo1zeC7kOkehBuGjD4LBFGxw2+HY6xRfe4ONrL9xJhpjvZii1asoPgw5eTmf5V3CMuzAbrug931MnI4jr0hucQ8XacQ04lFCpl69atrFixgrKyMl599VVs2+aUU07p1z7De6+5pmkDds0VRVGUD8deB9sLFy7M/y6E4K233tpjretDDz2U6667rqCGHXPMMTzwwAPceeedPP7449i2zahRo7jqqqs488wz9/o4c+fOpa6ujnvuuYfHHnsM13UZNWoUl112GWeffXZBbVOU/aXrgiuvgBu/K7nhRsnc89ilGsnLr8C874t+rbedG9HN1dX2PC+/rb9pmkYwGKSiogK/3080GiUQCuEcexlu4zPoGxeDbiJTXQgriXRhgh7gt3GDb4e6WWW4fDMc55J0gIszAQQCnBT+F36C0/YG1sfmgRnITsisGosMV2K8+STm6r/QXXkk7e3tFBcXI4SguLiY9vZ2ent792ri9f549zUXQuSDbBVoK4qiHLiE3MuEwdyKjVJKLrzwQo4//nguvfTS3e5rmma+du1/u66ufV8O+mBXWlqqrtteeu55yZ2/cGlreyejq7YWrrxc9HvZPyCfxpALuHVdH7DA75ZbbuGFF16gpKSE7u5ujj/+eL7zne+AY2FsfAp97d/RepsQyU5IxwEPNAMbj5/7Y/zNn53cPMM2uSkRJozIZXPjVY0hfeYCKKp+54SOhd7wLL2blnPHI2tokVHYuVZldXU13/jGNygpKen3fnueh2VZ+YWEfD7fh1LfW/2d7jt1zQqjrlth1HUrzEBft9LS0j3us9cj2++ekDh79myOOOKIvZqkqCjK+zthhuDwyRnGjpuDYVbzwP3/x9SjAwOygiRk68gPHToUgC1bthQ0x6IQ8XicQCDApEmT6OnpYdiwYQQCAeLxOJFIBOewT+BFazBW/xW9fW02rSTdDa6DKXS+mS7iMDfFj4NxnjdtLo7GuCMRYbinIwG9fR3BBz5H+pN3IusmZ09q+HBHn0okOgh+9wixDpvIkAn0piwqKysHJNCGbG1z27aRUmLbNpqmDdjkTEVRFGXgFTScMnXqVEaMGLHH/VasWMHDDz9cyCkU5aCh65BMvESs+29MmugNWKAN7DI5byAn63meh+M4+QmZ//kcIfAGH4l9zJdw649DRqqR4WqkGUBIBykFZzgh7ooXU+UJ3tY9LonGeM60dk6cBC25neBDF6Ov+OM79biFYLuvDnPkCWhuijeffwyRjhEIBPIrzvYnKWW+3KhpZvPNM5mMqkiiKIpyACso2L7++ut56KGH9rjfQw899L6TKBVF+XDlJuvl5KpjDETgV1RURCaToaGhAU3TaGhoIJPJvGdkXZbWYx15Ce4hpyKLByGjtUhfBHDBcxkrfdybKOdwxyAp4Ppwgl8FUshcQombwr/kVsynbsovclNeXs7mlh1scyqpHTGC9vVL2fr6s5SX7fmrwP21uwmSA3XNFUVRlA9HwYmCe3NzyE0CUhTlo+c/J+YN5ATJrq4ugsEgU6ZMoaioiClTphAMBnefZxcqw558Hs7Y2cjykXjFg5HBEkADz6VMavw8UczZmQAAvw2k+WY4Tq/wshnZ0sF846/4H7wQkp20trZi2zY1gwbhlgynYuQk7O5GOhb/Eqz+XeJX0zRM08R1XWzbxnVdTNP8UHK2FUVRlIHRr//hGxsb80umK4ry0aPrev53IcQuz/tTMBikuLiYQCBAXV0dgUCA4uJigsHg7t9gBnDGfhJnwufwaiYgiwcjo1Wg+8Dz0IXG11NhbkpG8El42XS4ONLL5p31uEFitK4g+IfPEujahK7rWJaFlBLLV4yomkBApjFX/gnR3divfTcMA8uyiMfjWJaFYez11BlFURTlv9Be/5efP3/+Ls/Xr1//nm05uTrby5cvZ/r06fvXQkVR+s27R7ENwxiwb6ICgQCDBw/mlVdeQdd1XNdlzJgxBAKB93+T0HCHH4cMlaOvfwy9bTXofki0odkppNA5zQ5Q7xrcEI6xTfe4NBrjxmSYWbYvm8cdb2XQ01dREvOztdMgFA6TTCYZMnEikRMvQ258CmPd33GHTMWrOwL64XpkMhlM08Tn8+VzuHP524qiKMqBZ5+C7XfXhV23bt0uqzvuTnl5Oddcc81+N1JRDmThcJjOzs6DqsyTZVn4/X4WLFgAwD333ENZWdleLZvuVY1BBkth3T/Qml9H94eQXW/vTAHRONTT+U28hJuCMZabDt8OJ5ibdvlyOoCOYEdbI4NbHbZjsPKtcsZPmEhVVRU7YinKx5yJ3vgqxtv/wuttxRl1crZedx9xXRfLsnBdF9d10XU9/2FjoL5VUBRFUQbWXgfbt912G5DN1f6f//kfjjjiCM4666zd7pursz158mRV0kpRPsJcF0LhYzHMalau0ph6tByQaihCiF3SJ3w+3z6NrMtoDfakz2MEijHbV+MJA9GzDZGOgYQSNH6aLOZuf5L7AynuC6R5U3f4fjJMeXk5G7a08ZblMLqijYY31xMIBCgvLwfAHToVL1qFsfEZzNV/xjnkNGSkqk/6nUtfsSyLYDBIKpXC5/OpQFtRFOUAttfB9uzZs/O/L1y4kBkzZuyyTVGU/y7ZBXX8DB/5CADX3QC1NZIrr6DfF9QxTXOXlBHLsggEAvuWTuGP4IybjV4xGAsTzfRD9zZEogPhOeiaxpXpIId4BrcFe1m6M4/76w1pUh5UGSA7YXC6kWRHGW1tbVRXZxfBkaX12BPPxnjzCYw1f8Wtn4FXPW6/+50bwXZdl9bWViKRiBrZVhRFOcAVNDPnvvvu6+t2KIoygJ57XnLjdyXTp2l8/yaxy1LxN35XMu/7/Rtw27ZNKBTKPw+Hw4RCIWzb3reAWzcRY0/HIYi+6Vk0I4hmBCDWjHAtpGZwii2od0u5PtRDs+7xpSLA+//s3XecnFW9+PHPecr02TLbS7KbuikkAUIglNCV6sUoqEQEQfTS7KhEUJF+9XoVyQX0yr0CP6qhiQgCkRZIAgklvWyy2c1utrfpM0/7/THZIWsCJJOdpZ3367Wvzcw885xzniTPfvfM93wPhGxIAe4oFK54B23DU1Bx0bvn9hRiHvRF1KZX0La+gBXpwBp3LKi551erqkoikaC7uxtVVbPfZaAtSZL0ySXrTUnSp4xlOSy63eGoI+HmGwQHTRf4fJnvN98gOOpIWHSHg2Xlr/azrutEIpHs42g0SiQSyWmhoBACu/oQzBlnY1cdjFU2GbtkArh8YNs4qEy0FP43VsQRhk5hhYutNrwBxIA3AcOGMW/fiv7Sr8Cx3z25omFNOAFz4kkoPZvR1j4CycGcx21ZFtFoFFVVs9VfotHoqG0mJEmSJI2+nGa2TzrppH0+VgjB888/n0szkiTlwTurob0DfvEzgaIMn71WFMHXvgqXXO7wzmo49JD89GEob3mI1+vNPpfrOg+nuA5j1pfRNz6FrftxdC9K71ZEKgKoFDg2v4kFuW6ggzfLAAu29sExXihUoGPnDqrsP6P0bCZ1xn+B590NduzyqTj+UrRNz6Cvfhhz4sk4oXH73UfLskgmk4TD4ewsvhBCppFIkiR9guUUbLe1tY10PyRJGiW9fZnv498jVhx6fui4fBBCDNvIRVEUFEU58NKD3mKMGeegbXkWRfdi617Uni0Q70PYoAiV7+Phb7Eka+OZtyxNwDwPeD1uHBzU5lfxPPAVUp+7Fad0UvbUjr8sk8fd+Dz6xqewamdjjTkCxL5/QOhyuUgkEoTDYXw+H+FwGJfLJReSS5IkfYLlFGxv3Lhxr887jkN7eztLly7l97//PWeddRY/+tGPDqiDkiSNrJJQ5vu2JjhoL2v+tjUNPy4fdF1H1z1ABVDPm28OctppVSNTb1pzY045A9VXgtqyDEv3oXRvgkgHWCaFoVLGx1vZCfSpgAWvqPB2mY/jDTL1uPub8Dx8AamTf4E9+ZTh5244PVNysGU5ItKJOfmzoPveozPDJZNJhBDE43Ha2tooLi5GCEEymXz/GuOSJEnSx9aI5mwLIaiuruZLX/oSf/jDH7jnnnt4+OGHR7IJSZIO0KyZUFWZWQxp28Pzsm3b4d77HKqqMsfly5J/Glz9i0LKq+8nVH4td983iR/8yM2Sfxoj04BQsOqOwpxyJnbpJKzqWTih8aC7ad3RSrAMZingtwAvEIKv9ffzJ08CBwcBKMl+PE9fhb70VnB2u05CYNfMxpx2FiLei776YUSkfZ+65fF46O3txTAM6uvrMQyD3t5eGWhLkiR9guVtgeT06dOZOXOmrFwiSR8xqiq44jLBa8tg4TUOa9c5xOOZ7wuvcXhtGVxxqchbve2XXnb42bUwYZyb3/yqkCceKeM3vypkXL3Oz67NvD5S7LIGzBnn4JQ2YFXNxCqfRu34yWzvhjdsGAP4EsAOqK11cZcnyUJfjBiZPggrif76H3H/9duQjg87t1NYizHrKzjuINraR1Ha3xkelO9FNBrN5mhv3rwZy7IQQhCNRkdszJIkSdJHS16rkYRCIVpaWvLZhCRJOTjuWMENvxQ0brW55HKHz57ucMnlDtua4IZfiryV/RuqhDLvGJUbr/dTNzaOEEnqxsa58Xo/845RR7wSihMox5j5JeyKaTgV09ip1mIC5YAAKoEjgIub0ugOvOwy+GYwzA5lqEKIjbp1CZ4HF0Bf0/CTu/yY0z6PXTULrekV1C3PgpXmvQQCAVKp1LCZ7VQqRSAQGLHxSpIkSR8teQu2BwYGePPNNwkGg/lqQpKkA3DcsYL/+58U27eeRWvLt/jVzSke/H/5C7Th3Uoo5y0Aj8dNSUkJBQUFlJSU4PG4OW8BtLdnjhtRLj/m9PlYtYeRLhyLKIZKNxQBlQqowGdjcHuskFJb0KTafCMQYZn2blqL0rMJ71++jrr1heHnVlSs+mMwJ5+C0r8dffVfIL731aXxeByfz0c6nWbt2rWk02l8Ph/xeHyvx0uSJEkffzktkHzjjTfe87V4PE5TUxMPPPAAfX19fOUrX8m5c5Ik5ZeqQjz2KgCzZt6a963ahyqcjKt3sG2FgoKCYbsqjqt3AJGfSiiKhjXhJCp9JRSX/T82bDYJKdBvwzQBtWPGMMY0+N9oEQt9YdZpFlf6o1yW9LIg5UYgINaF++8/wjjsGxhzL4HdqqfYpZOw/aXom/6OvuYvWBNOwC6dPKwLPp+PVCqFz+ejurqagYGB7GNJkiTpkymnYPtrX/vaB5bochyHOXPm8MMf/jCnjkmS9MkzVOFke7PCuHqVWCyGEALHcfD7/TRtVwAnf5VQhKDXW8/Eo75AW8/DbOyDScDUcdA/OEhxQQGljsXt0UL+0xvjSXeKRd4Em1WLhXEfHgSOEcO17HaUni2kTr0RdO+7599VelDd+iLa5mczu07WHQ1KpoZ2LBbD5XJhWRarV6+mpqYGl8tFLBbD7/fnadCSJEnShymnYPvzn//8ewbbuq5TVlbGnDlzmDt37gF1TpKkT5bdK6H87KegaVo22HYcRqUSSnFxMTsG0hqPC1YAACAASURBVGi10ziyppfBrk6aFCgurwYzCZZAFyYLEz4mWxq/88Z41pWmWbG4JRag0lEAE3XLM3jCrSTP+A0UjXm3AdWFNekzOAVVqNtfQUS7MCefCu4Afr+fvr4+GhsbCQaDNDY24vV6P5RA27btDz5IkiRJOmA5Bdu33HLLSPdDkqRPgUwlFPjpzyx+dq3D177qp26sRXOLyr33Gbz+hs1N16t5TWdpa2vDNE0qauow0pWU+4sx4u1sd0+kTtmOMGJgq2Cl+WLazThb5RpfhE2axUXBMDfF/Bxs6YCD0rkG718uJH3yL7DGzXu3ESGwK2fg+MvQNj+DvvpBzEmnEHOVMDg4SDAYRFVVgsEgg4OD2Vzu0WDbNul0GrfbTTKZxOVyDdtgSJIkSRpZ8g4rSdKoOu5YwU3Xq2zd5nDJ5QnOOMvikssTNG3PPJ/PBZoAwWAQ27aJRCI4CMJqCXZgLAXVkzEbTsPxlYKqgOYGVA41Ne6KFjHJVOlXHK4IRHnUlUKQqWYiIm24nroS7Y279ij95wQrMWZ+KRN0b/gr9vblGOk0tm0Tj8exbRvDMDBNM69j3l16V/uKomQDb0mSJCl/cprZ3l1XVxdvvfUWXV1dAJSXl3PwwQdTUVFxwJ2TJOmT6bhjBdOnmUyb/hV0VyX/d9evmTfPi9eb30AboKCggOrqanbu3AlANBZjymFH4Jv9Bdj2IubkU1C3v4oy2AK6B4wk1bbFH2JF3OgNs8Rl8GtfnM2qyQ8SPnQEIh3GtfT3qD1bSJ18beZ9Q3Qf5tTPoe54nVDrSvTWVXTGfRSXlNPZ2UlRUREFBQV5HzdkZrVN08S2bZLJJKZpZoNuObstSZKUHzkH252dndx4440sWbJkj9w/IQQnnXQSV199NZWVlQfcSUmS8mMoh3i0OY6DpglM4w1MA+bOvQ1NU3Ac5wMXXx+ovr4+KisrmTBhAuvXr2fatGlUVlbSo1VSMn0+2qanscYdi9OxGrVzHegeHCON1zG4Ph5kspXgTk+CJ9xpmlSLG2MBSh0FnDTqhr/iGdhB8vRfQWHNu40KBWvsXAYcL36W4O5uYnt/L6HyGnw+H+FweFQCbkVRME0T0zTRNI10Oo2maTLQliRJyqOcgu3Ozk6+8pWv0N7ejtfr5eijj6ampgbHcWhvb2fp0qU899xzrFmzhoceekjOckuSNIwQYlhQbdv2Hs/lSygUorm5mY6ODhoaGujo6MDn8xEKhXAAY8Y5aJv+jq0IHG8IreU1HCHAUsFK8bWUjwm2zrW+CKt35XH/RyzAVEtD4KC0v4n3LxeS+sy12HVHDWs7WDeLnpKDcfes5FCtny6jgIGBgVGd2R4Krk3TzOZry5ltSZKk/Mkp2P7tb39Le3s7n/vc57j66qspKioa9vrg4CA33XQTTzzxBL/73e+4+eabR6SzkiR9cqiqmv2zEGLY43zq6ekhlUoRCoVIp9OEQiFSqRQ9PT2UlpaCO4g5/QuoW5egOmD6Tkfb8jykYziajkhFOcrQ+FO0iJ/4BmlWbS4JRPhJ3MfphhsBEN6B+28/wJh7Keah52frcff29mJrXjqVEpo6wgTtFZR5bHq7Oykpy/+khKIoaJqGbdu43e5s4C0DbUmSpPzJ6Q778ssvU1tbyy233LJHoA1QWFjITTfdRG1tLS+++OKB9lGSpE+g3Wexh0oAjgZd19F1HdM0UVUV0zSzz2WpOtakUzDrjgR3Ica0z+MEyhGOg+MuABTGWoI/RYs5xtBJC7jeH+f3njgGmUWSIjWI65X/wvWPqyGdBKCkpITe3l6EojJ+1tE4xVPoa9tIRftLkAyP2viHFkbatj183JIkSdKIyynYjsfjzJo1631nolRVZdasWSQSiZw7J0mSNNIKCwsJhUIkEgk0TSORSBAKhSgsLBx+oBDYtXMwppwOugez4XTskgkIHPAUABp+x+E/4gV8PZnZ2OYBT4of+qOEhZ2pVGKn0dY/hufRi2Gwne7ubjRNo6enh9dff53umAU1s+lpb0Ff/RCivznv43ccB7fbjcfjwe124/xLBRVJkiRpZOUUbI8fPz5bfeT9dHV1MX78+FyakCTpE273IM80zVEL+vr7+xkzZgxHHHEEQgiOOOIIxowZQ39//977GRqPedAXwe3Hqj8Gs2Z25nlPAFQPiuPw70kfN8SCeB14Qze5KBChUbGATHlAZecqvH/5OuWJbfT29uLz+WhoaMDn89GbsCk68QqcYCXaxr+h7nh9jxKCI8VxHCzLIp1OZ78sy5IBtyRJUh7lFGxfcMEFrFy5kldeeeU9j1m6dCkrV67k/PPPz7lzkiR9clmWlf3zUBA4GoqLi1FVlXA4zNSpUwmHw6iqSnFx8Xu+x/GXYsz4Ek5BNU75VMyJJyFUHUf3YLsKcHA40dD5Y7SYakthp2rzrWCYF/RMDWsBiHALg388h0DPW0QiEZYvX04kEsHr9dLRO4A55Uys2jkorW+gbXgSjJH/VFAIka3rLYTANE0Mwxi1FB5JkqRPo5wWSM6ZM4cFCxZw6aWXcvrpp3P66adTXV0NwM6dO/n73//O008/zVe/+lUOP/zwbD3bIUPHSpL06eQ4Dj6fj+7u7uxztm2PSum/VCpFMBikuLiYeDxOcXExwWCQVCqF2+1+7zfqXsyp/4a6/WXUDjCmnInW+DwiFcbxFiMS/UywBHfFi7nGM8gq3eSn/hgXJi2+kfSgIqgK+el8YQs7nS2UH3YYra2tBAKBbIlUe8zhmRnuLc+ir3kYc/JpOIHyERu7bdvYtk0qlSIcDpNKpfB4PLIaiSRJUh7lFGyfeOKJCCFwHIcnn3ySJ598co9jHMfhvvvu47777hv2vBCC9evX59ZbSZI+EYbK/O2+k+Folf6zbRtVVamoqCAajRIIBFBVdY/9AvZKUbHGn4DjK0VtehlzyhmoTS+hhNtxfKWIeD+FlsVvE0X8txXlIU+S//MkaVQtfhHzE+vqxlKh0gR740rKJ0zHNE26urooL88E1U7RWIwZX0Lb/Aza2sVY447DLp+WrWhyIBRFyaaOuN1uBgYGSKfTMtCWJEnKo5xntiVJkg6EqqpYlpUNtEer9J/X6yWVSvHd734XgKuuuoqGhga8Xu8+n8OunIHjLc5sgDP+BJydb6J2b8LxhxDJMJqV4ntJP5Mdnf/wRHhFN7g4GOaHvQ6KABUQUdA2rkObuZfZfE8B5kFfQN2+FG3rC1iRdqxxx4F6YJVDhlJ1TNNkcHAwW4nFsqxRu/6SJEmfNjkF2/fee+9I90OSpE8ZIQSapo1K6sju4vE4wWAw+7iiooJgMEg8Hsfn8+3zeZzCWoyZX0Lb+BR29SE47iK0natw3EGwXIhUmNNSLuqsIhb6Btmu2iwc72ZQpIgDJUBPCsreWU9V81OYpeeD2G2GWdGwxh+PE6xE3fYiItaDOflU8O5ZbnVfDZU6HErjiUQi2RKIkiRJUn7Izw4lSfpQjfbiPJ/Ph2ma2ceJRALDMPYr0M7yFGIedDZOaDxOqB5j/PGge0BzY3tDAEwzFf43FmKGqbK1K8U7VdBG5isElBdB/+If43r6KkjH9mjCLpuCedDZCMtAX/MXRF9TLsMGMjPbiqJkN/FJpVIoijJqi1MlSZI+jWSwLUnSp8q/LoQMhUL4fD5SqVRuJ9RcmRrcY+Yg/KWY408AbwlCKDi+UkClxLJZFC/mW0VBSEG8DAYrwRuEvgRUlJegbXwSz8NfR/S37NGE4y/FmJmphqJvfAq1ZRk4+5Bj/i9UVc3maAeDwWwOt5zZliRJyh8ZbEuS9Kmiquqw/OxgMIjX6z2wgFMIrLFHYk46BbxFmHVHYRfXIXBw/KWguNFtm/O3RjhEAAMQ7oEXE2B6oX1nZ6ZvXWvxPPw1lG0v7dmG5sZsOB2z7iiUtjfRNvwVjPh+ddM0TWzbpr+/n+bmZvr7+7Fte9hMvyRJkjSyZLAtSdKniqZpw3K2TdMkGAyiaTktYRnGLpuc2QAnUIZVdQhWxUEgBI6vGHQ/VdWVTE7CYYWADyiDJzRoGxtiKJlGxLrw/O37aMv+G+x/Se8QArvmUMxpZyFiveirH0ZEOvZr7OFwGMuy8Pv9WJZFOBwekbFLkiRJeyeDbUmSPlVM0xyWnz2URjJSs7tOoBxjxjk4xWNxSidg18wGzYPjDtAdSeNOQnMPEAbaARPOi/fxoDuJg5PZAMdM4Fp2B+6/fheS4T3bKKzFmPllHFcAbd2jKO2r92nXyVQqRTweZ9u2bbz22mts27aNeDyeewqNJEmS9IFksC1J0qeKpmnEYkmgAcRJbNgoiMUSIzu76/JjTp+PVTkTp6AKq+ZQHE8RpVVjeSsBCWAWmcltuiBU7uJWb4LrfXGSZIJmgYW6bQneB7+K6NywZxvuAOb0+dgVM9CaXkZtfA6s9Pt2y+12s2PHDiKRCLW1tUQiEXbs2PH+m/lIkiRJB2Sfgu2dO3cyMDCQ775IkiTl3fNL0vz4p35q6u6mZux13LqolG9/T+X5Je8fqO43RcOaeDLmhBNwAhXYVTNZvzOMAUwEDKABmAp89q00qgNPu9JcFojQId5d/Kj0NeJ99GLUdY/vOXutqFjj5mFO/ixKXxPamsWQ6H/PLg0ODpJOp3Ech+XLl+M4Dul0msHBwZEduyRJkpS1T8H2SSedxK9+9avs44ULF7J48eK8dUqSJCkfXnrZ4drrVcbXe7nlRp2H7898r69zc+31Ki+9/MGpGPtFCOzqQzCn/RtOQTUVB81DIVP2zwZayWxw8/1iL7+NFVJoCzZoFhcFw7ytGu+eJ9GHZ8kv0V+4EYzkHs3YpZMxZpyDcJxMecDerXvtTmFhIV1dXSxbtozBwUGWLVtGV1cXhYWFIztuSZIkKWufgm3HcXB2m1F57LHHWLVqVd46JUmSNNIsy2HR7Q5HHyW45SYfY2ojxOO9jKmNcMtNPo4+SrDoDgfLGuGAG3CK6zFmfonCCbMZXwdxoJdMOsl4AYVFRRxmqtwVLWKSpdKvOFwRiPKYK5XN43bMJPrbD+J+7BIYbNuzEV8okyteOAZ909Oo21/dozxgLBajr68Pl8uFbdu4XC76+vqIxfas751Pzj7kl0uSJH1S7FOwHQwGaW9vz3dfJEmS8uad1dDeAectAMsyKSkpobq6mpKSEizL5LwF0N6eOS4vvMW0ls1jzIwjmDdFoxA4phLqp0BnOIVAodoW3Bkt4qS0C0vAr31xbvHGSe2ex926Au8j30BpemXPNjQX5uRTMeuPQWl/G23d48M2ykkmk5imSUFBAaqqUlBQgGmaJJN7zpbng+M4mKaZ/ZJBtyRJnwb7tCJoxowZLF++nIULF1JTUwPAxo0bWbRo0Qe+VwjB5ZdffmC9lCRJOkC9fZnvdWMt4nEbn8+HEALHcUilUtSNtQA1e1w+VNTW0esdA6Ekc49spW8wTJ9tUD5mIraZQIn343UMro8HmGyluNMT46/uNE2qxY2xAGVOZn5EDDTjfvonmIdegDHnG6DudisXArv6YJxAOdrmf6Cvfghz8ik4BTWUlJRkF0nW1dXR1dXFxIkTKSkpyd+gd2NZFo7joCgKtm1jWZYsOyhJ0ifePt3lfvjDH3LJJZfw2GOPZZ/bsGEDGzbsZYX8v5DBtiRJHwUlmd3TadmhUVPtJpVK4XK5SKfTuN1uWnZogJM9Lh+6uroIBAvYGHVo7BUEkwa1dQoddgGVHje2UBDJQTCTfC3tYZKt8nNfhDW78rhvjgU4yMrctkWyH33FnSg9m0mdsBD8pcPacgqqMWZ+CW3Ls2jrHseqO4oB/3iqq6tpb2+nubkZv99PdXU14XCYgoKC/A2cd9MRFSXzC8NQwO04DkKID3i3JEnSx9c+BdvTp0/nmWeeYc2aNXR0dHDVVVcxe/Zszj777Hz3T5IkaUTMmglVlXDvfQ7X/SKzoUsymcTlcuHz+bn3Poeqqsxx+VJeXp5dkDhp0iS627bTkdxOeU0dFjZK/w4QCiIVhnScuabOXdEifuIbZLtqc1kgwo8TPs5M7yrVZyVRN/8Dz2ArqRMW4lQfPLxBlx9z2lmozcvQtr9KcWknqXiUiooKamtraW1tJZVK5T3QhszEixAC27azgfbQc5IkSZ9k+/z5nd/vZ+7cuQBcddVVjB07lvnz5+etY5IkSSNJVQVXXAbX/MLh6p/DV88toL7OZnuzwn0PwIrX4YZfClQ1f8Ffa2srPp+PcDhMS0sLXq8fT/U8mu1y6tQe7OJxKC4/hNsQigrJKGMswf9Ei7jOF+EV3eBGX5xNqsV3El40BGChdK7G89SVGIdfjDnjbFB2TytRsOqPxg5WEl31CK7mN+kO+9i5cye6rlNeXs7AwABFRUV5G/cQVVWxLCsbaKuqmvc2JUmSPmw5JcstWbJk2A5skiRJHwfHHSu4/lqHWxdZXPFdjUzhPaistLn+2szr+VRbW4uqqvj9furr6+nu7kZ1e6k87buYjUvQti/F8ZXiuPwo/U0IoUIygt8xuSUW5H89Se7yxFnsTrFNsbg+7ifkKDiAiLShv3ororcRY+7l4Cse1rZTMgH/vG/S9/B5eCOdHHTwkWzuSoxaoA2Z2W1N02TqiCRJnyo57SBZU1NDcfG7N/L+/n42bdrE5s2b6e9/7w0VJEmSPmzHH6dw1x/SNDV+ntaWS7jp+gT336Nw/HH531B3YGCA+vp6UqkUq1atIpVKUV9fz0AkjjX5VIzpn8fxBEHVscsPwg5U4HiLQHUjEFyc8nJLLIjPgTd1k28EI2xUzcwW74CSHEBf8wieZ36C0rl2j/Z74zbKxKNJ4mHVa89idGxBVxV6e3vzPvbdyUBbkqRPkwNaBv7AAw9w77330tTUNOz58ePHc95553HuueceUOckSZLyweVSSSaWkUzAwbP+C5drdCpiFBUVEYvFUBSFcePGkUwmicVi2Zllu3YOhjeEvu4xxEAzduUMRN82lHArIhHGsdIca7r4n2ghP/FFaFVtLglE+Gncz2cNV6YRK4my/TXcsR7Ss7+O1XAaqDoAJSUl2ELFUzuNiZ4k7dvWI7atoCRwxaiMX5Ik6dMop6kc27b5zne+w3XXXce2bdsIBoM0NDTQ0NBAQUEBW7du5brrruM73/mOrKMqSZK0y8DAANFolKKiIgKBAEVFRUSjUQYGBrLHOCUTMGZ/HbviIJR4L3ZoAnbZVBxvCHQvoDDO0rkrWshcQycl4Bf+GIs8cUyG7rcWonsDrldvRV/239kt3AcHB/H5fLR3dLCssYc2qxC/bhJ/5Y+IwdZRuw7y54IkSZ8mOQXbDz30EM8++yz19fXccccdvP766zz++OM8/vjjrFixgjvvvJNx48bx3HPP8dBDD410nyVJkg6IZVnZPzuOM+xxvnm9XoLBIIWFhQSDQbxe7x7HOP5SjEO/hlk/DyXRi+MNYY2dg+MvA5cfFJWgo/CfsQBfS3oAuM+T4of+KGFhZ9NKRGQn+uqHcL1wE0rXegoLC+nt7aWoqIjDDjuMwrIaOoumU1A9Hm39EyhtqyCPgbDc1EaSpE+jnILtRx99lEAgwL333ssJJ5ywx+vHH388d999Nz6fj0ceeeSAOylJkjRShuo9D1EUZY/n8qWoqIiKigrC4TCmaRIOh6moqNj7AkXdhznjbMxpn0cYcYSZxhx3HHZhLY47AJoLBY3LUn6uj/nxOPC6bvKNQIRGJfPLgwBIDqA1LsH14n/Q+/KfsU2DwcFBVq1axeDgILbiYmfJXOya2WjNy9A2/R3MVF7GP7SpDYz+LzmSJEkflpyC7cbGRubOnUtpael7HlNWVsaRRx5JY2Njzp2TJEkaaf9a23k06z3H43EmTpzIrFmz0DSNWbNmMXHiROLx+N7foKhYE07EmH0BjuZGHdyBWX8sdslEHHcQNB3HUTnZ9PCHSAFVlkKbavOtYJgX9HRmvIAwEyitq6jd/jjRtU+hWCkmT56MEIKBgQHKKyqxxs7FmHIGIrwTffXDiFjPiI59KLhOp9PE43HS6fSw4FuSJOmTKq/L7+WKc0mSPop2r+88mvWefT4fmqZRXV3NvHnzqK6uRtO09y+lKgR21SyMuZdiF1Sjda/Dqj0Mu/rQTKUSlwtHaEyyXdwVLWC2oZEQ8FN/jNs9Cazd8rh7NizF39ZCz5tLWPrck3R1deF2u+nu7gbACY3DmHEOjqqjrV2M0r1xxMYuhCCVShGNRjFNk2g0SiqVkj8nJEn6xMsp2B43bhwrVqx43zJ/fX19LF++nHHjxuXcOUmSpE+SVCpFYWEhpmnS2tqKaZoUFhaSSn1w2oZTWEt67qVYVbPQ2lfjFI7BGn8ijq8MNBcoGkWOzu9iQb6yK4/7Xk+S7/ujDOzK4y4vK6N/AIoVmKI1E2KAwb5eysrK3m3IW4R50BexSyahbXkeddsLYJsHPHbbtjEMA1VVcRwHVVUxDAPbtg/43JIkSR9lOQXb8+fPJxKJcOGFF/L666/v8fqKFSu46KKLiEajfOELXzjgTkqSJI0kj8dDZ2cn3d3d+Hy+UcsddrvdpFIpAoEADQ0NBAIBUqkUbrd7307gLcI47GLMSSej9GwCx8I46IvYhWNAd4Omowqd7yR9/HJXHvcbusmFu+pxt7d34hUw2Amb1kF43RZ8nSvo2LRyeDuqjjXhRMwJJ6B0bURb+wgkBw94/LZtk0wms18y0JYk6dMgp+KyCxYs4JVXXuHll1/mggsuoLS0lJqaGoQQtLa20tPTg+M4HHfccSxYsGCk+yxJkpSzocWQipKZa1AUBdu2R2VXw2Qyia7rpNNp+vr6CAQC6LpOMpnE4/Hs20k0F+aMc3ACFZnc6lQE4+AF6Bv/hujZghBJHEvls4ZgfETlKn+UNtXm3wMRfjK2iP7UAN4gVFkwoEJ0eztjd/wdy2dj1R4GYtccjBDYFdNx/GVom/+BvvphzAkn4pRMyGnsQwtRh2a3LcvC5XJl/x4kSZI+qdRrr7322v19k6IonHHGGfj9frZt20ZnZycdHR10dHQQj8eprq7m0ksv5ZprrvnY30iTyeSH3YWPHa/XK69bDuR1y83+XjchRDbgFkJkF0iORt62pmk0NjaSTqepqqoimUyiqioTJ07cvxMJgVNcjx0ah7rzTdSeLaSnfA7FNhHxXhTHxBEqIQdOTetsVU2aVZuH+2I0rYNkP2w3IJmGegFHlLcSEElEOoJdNDaTljLE5ccum4IS70Xb8TqYKZzC2neD8n1kWRaJRIJEIkF/fz+6ruPxePB4PB+bnxPy/2hu5HXLjbxuuRnt67a38q3/Kudt0xRF4aKLLuKiiy6ivb2drq4uAMrLy6mqqsr1tJIkSXk3NLM6moE2ZH559/v9xONxdu7cSSAQwO/379/M9m7s8mmkj/0RrhV34NrwBMakz6AWVMPmZxHJfhBuCqxMPe67PEn+txLeTKTpdsMJCiSS0B2BKp+B07IMkY4iIp2YU07DCY1/tyHNjTn5VJSO1ajNryKiHZiTTwV3cJ/7qqoqg4ODdHZ24vV66ezsBDI/M0bTaHyCIUmStLsRmU6oqqpi1qxZzJo1SwbakiR95Akh0DQt+zVawZfH48mmsIwZMyabWpFLoD3ECVaSOvbHWFWz0Df/A0f3YRx+MXZBLSgqaG6E6uHipJ/L16VBBVLwQgK2OeBSoLm5E5HsQ219HXXHcvR3HkTd9tLwhZG7qqKY07+IMOLo7zyI6G/a534ahkEsFsPj8SCEwOPxEIvFMAwj57HvD7mhjiRJH5aPx2d3kiRJeTDaM5yGYWR3j0yn09ldJA844HT5MY68DLPhNNS2lSjdG0kf833s8qmgaqBoOKqH82oqOWyQzGeafujS4Q0bxtbtml02Eyhtb6G0rkRtfA5t9V+yW70PcYIVGDO+jFNQjb7hKdTm18DZt4WOH+YCyaGa3kO/4MgNdSRJGi0f6WB79erVfPOb32TOnDkcfPDBnH322Tz55JM5n88wDM466ywaGho49dRTR7CnkiRJH0xVVbxeL6FQiMrKSkKhEF6vd2TSWBQNc8Y5pGdfiAi3oa9/jNTcy7DqjsHRfQhVoa1rgDoP1JpADDCgowguH+gihbNrm3cLpXsDassK1NaV6G/fh9K5bvg27roHs+F0zPqjUXa+hbbucUhF37d7uq6j6zrxeJxUKkU8Hs8+l297WxQ7WruGSpIkfWSD7RUrVrBgwQJWrlzJKaecwrnnnkt/fz9XXnkld955Z07nvP3222lpaRnhnkqSJO0bRVHw+/3Dtiz3+/0jt0BQCOxx80jP+xEgcK+8C6PhNMxZX8bxFFFdW0NCQJ0bPgOUewEb3q538e+BCO27bfMuwq0oza+hdK5H2/h31C3PDt/GXQjs6kMwp89HpMLoqx9CDLz3/dUwDHRdx7IsmpubsSwLXddHJY1kaIfQoZn00dw1VJIk6SMZbJumyTXXXIMQgvvuu48bbriBn/zkJzzxxBNMmjSJ2267je3bt+/XOdetW8cf//hHfvCDH+Sn05IkSR/Atm3cbjehUAiPx0MoFMLtdo94OoVTOpHUSddgF43F9dY9ON4i0sf8gB0RgVeFrhRsAIoScJgJsR1pNmsWFwYivK69G/yK1ABq8zKUjjWoO97IBNSRjuFtFVRjzPxSpkTghidRW1bsNa1E13Xa2tro6uqioKCArq4u2traRmVmGzKfKox29RlJkiT4iAbby5cvp6WlhTPPPJNp06Zlnw8EAlx22WWYpsmjjz66z+dLp9NcddVVzJo1i/POOy8fXZYkSfpAQzW9FUWhsLBw2OMR5w2RPu7HWPXz0DY/i9q5ltKv/4mIB0I6HOKDYg1CcXi2oIwppsqg4vB9f5R73EkYSiuxkihtK1F3rED0NKKt+QtK26p/SSvxYU79HNaYw1HaVqKt/yukY8O6E4/HiUQiFBQUekuauQAAIABJREFUYJomBQUFRCIR4vH4yI99L4YWxSqKMqqLYiVJknIu/ZdPQ7tSHnPMMXu8dvTRRw87Zl8sWrSI5uZmnnjiCXmDlSTpQzMUWNu2TTwezwZ/eQu4VRfGYRdhF45FX/0gXZvfwnfI0XQue5VNUfADhQVgtHVzZ3U5v/bGecqd5g5vgnWqyTVxP0EEAgf6GlGTA9hj54JloAy2Yk48GVz+TFtCYNfOwQlWoW15Fn31Q5iTTsEprMl0RVVJpVK0tLRky++NHTt21GaYbdsmnU5nr7XcUEeSpNGS051m0aJFLFmy5AOP++c//8miRYv2+/xDKSJ1dXV7vFZYWEhxcTHNzc37dK7Vq1fzpz/9iW9/+9uMGzduv/siSZI0UnYPrIdytfMWaA8RAmvyZ0gdeyVjyotRtr1K8ZTpTDusklApWCrUjG/Apfn4acLPj+M+dAdedhlcFAyzRcmU/xOAiPegNv4TtWsDSvcm9HceQPQNL//nFNZizPwyjjeEtv5xlNY3wLGzW9WHw2EURSEcDu/fVvUHaPdAeyjwliRJGg05zWwvWrSI+fPnc9JJJ73vcf/85z955JFHuOKKK/br/NFoZlV7MLj3DRMCgQAdHR17fW136XSahQsXMnXqVC666KL96sMQv9+f0/s+7eR1y428brn5uFw327axbRvDMLAsC4/Hg67reL3e/M+yjjuMbn5MWfFjbFq5ju0FAn8gyERfhN6uDsrKKxCqxvyUQoOlcrU/Rqtqc3Ewwo8TPs5IuxEAZhy1+TXURB/UH4lr6z8geTCMPxbUXfnXfj/MOReal0PzCkj2MFA5F4/HQ01NDc3NzdTV1eHxeDAMg6KiorwO3bZtHMfJXn9d11EUJafr/nH5t/ZRI69bbuR1y81H7brlNY3EsqwP9WO63/3udzQ3N/PII4/k/FFlLBb74IOkYVwul7xuOZDXLTcft+sWj8exLAtN00gmkxiGMWr3SV95He2VJ1I+5TVKjAF6dY322nkUz6zC6XgbHHDcBUxNR/hzROFaX4zluskNvjhrVJPvJXx4EICN07UeJ9aDPe5Y7HQaOrdiTvoMTmC3HSHLZiH0EFrjc/j6H6V142Y27OijurqaVatWMXXqVHRdH5W/v8HBQUzTxOVykU6nc8rb/rj9W/uokNctN/K65Wa0r5vL5frAY/J6h29sbKSgoGC/3xcIBACIRCJ7fT0ajb7nrPeQdevW8ec//5lLLrmEhoaG/e6DJEnSSHMcB13X0TQN27bRNA1d10et3nNraysuj49k8VRaRDlGZz/+zuVsnXIRxtTPg+ZBOBaOu5ACxcN/xgJ8M+FBOPCEO80lgQhtu5cHjHWhbnoGpXsjJPrQ1i5G2fnWsMWTTtEYjJlfJmy7UVpWUUKEwf4+iouLsW37Pe/zI2n39JFoNDrssSRJUr7t88z2woULhz1+880393huiGVZNDU1sXbtWk4++eT97lR9fT0Azc3NHHTQQcNeGxwcpL+/n0MOOeR9z7Fp0yYsy+K2227jtttu2+P1pqYmGhoaCAaDrFy5cr/7KEmStL+GSs7tPpM9mvWea2trMU0Tj8fDxBPOYus7yzH61jBxy72kjrwCu6wB14o7EIl+cAURps6FKYVplsa1vhibdpUH/EXcz1FmJmVEGFHUplcQ0U6sccehNS3FHmjGnHAyuDMTJ7j8WNPOwgi9TLrxHVKiA6d8Ek5Z2aiM/V9z5Q3DyH+uvCRJ0i77HGw/9thj2T8LIWhubv7ARYoNDQ38+Mc/3u9OzZkzhz/84Q8sXbqUM844Y9hrr776KgCHH374+56jvr6es88+e6+vLV68mGAwyCmnnILX693v/kmSJOVKVdXs1uGjXe+5p6eHMWPG0NfXx9q1a9E9xVQdey7dAxHKXv4VxsELSJ7xX7iXXIfS34xQ3aC6OCIV5u6IytX+KOs0iysDUS5Ierg46UFDIBwTpWs9ItGPNeFERERHf+cBzAkn4pRMACAQDGIU1dPr6qPE7qZ/2xuYBa7sJ5n5ZNs2qqpmF0aqqpp9LANuSZLybZ+D7XvuuQfIfAx6wQUXMG/ePL75zW/u9Vhd1ykvL6empianTh155JGMGTOGv/3tb5x//vlMnToVyKSP3H777Wiaxvz587PH9/X10d/fT3FxMaFQCIBDDz2UQw89dK/nX7x4MaWlpdx444059U+SJClXQ/Weh4Lt0VRaWoqmaYwdO5aKigo6OzvRCssInvtD7NduQ3/zbqxxx5L8t//G/eKNqDtWAA6ON0RZcoA7ooLfexMsdqe425NknWpybdxPiaNkFk9G2tHW/xVrzOHYNYehb3oaq2I6Vv3R9A5EcLlc+EPlrFrTzsyaCry9Wxh441GKZv8bKPlbQqQoSvYXG5fLhWVZCCFkoC1J0qjY57vb7jPJ8+fPZ/bs2R84u5xzpzSNG264gYsvvpgFCxZw5plnEggEePbZZ2ltbeV73/vesDJ+9913H4sWLeKKK67g29/+dl76JEmSNJI+jJr/AwMD+P1+Nm/eTHd3N5qmUV9fz0A8TdFxP0Jb/RDapn8gwm2kTrwGbc1i9HceBCMO3hBqOsIPEgozTI1bfDFW6iYXBsPcEAsw09IyAXc6grrtZUSkA6vhdJTujSjhNkonfZb169ezcuVKysrKeGndTuINVZRZnThrFmNOPgW8xXkZt+M4aJqGZVnZme0P6xceSZI+fXL6tf7mm29+zxSNkTJ37lzuv/9+Zs+ezdNPP839999PUVERv/71r7n00kvz2rYkSdInUVFREclkktLSUo455hhKS0tJJpOZ0ntCwZx1LsYR30IZbMO95DqsCSeQ+ux1OP4yhBEH3Q/uAj5juLkrUkCdpdCtOFwWiPCgK4mNgwPgGChd69Devg+SgziOw+CLd9K55S0KCwsRQlBYVER7XKOz+gSEbaKvfjiz0DIPhgJqXddxuVzZLeJloC1J0mgQzgEugzdNk4GBgffdIKC6uvpAmvhQ9ff3f9hd+NgpLi6W1y0H8rrlRl63fdfb28s999xDa2srhmGg6zq1tbWcf/75lJSUZI8TAy24XrsNkejHmHEOVsVBeJ69GqVzA6gajqIhEn3EbYObfTGWuAwATkrrXBX3E8jsOZmhB7HGHsE2bTwX/vB6DN2HUzQWR9HRdZ277rqLutoq1G0voXZvwiqfgjXuWFA/uJzWvnIch0QiQSQSyY47GAzi9Xr3K+CW/9ZyI69bbuR1y81oX7fi4g/+RC7nJLnXXnuNO+64g7fffhvTNN/zOCEE69evz7UZSZIkaYSUlJSgqio+n49JkyaxZcsWVFUdFmgDOEVjSZ30c1zL70R/536UsUeS/Nyt6K/ehr75aYSVxvGV4032cX0cZpopfu9NsMRlsEUNc1MswHhbzaSVGBHUppeYULoTTVdoaotTa26kNSyYOGNOdqdga9JncIrGoG57CSXSiTn5FBx/6YiMWwhBPB4fVvIvHo/j8/lG5PySJEnvJ6dg+4UXXuCKK67AsiwKCwupra2VNy1JkqSPuGg0SllZGa2traxatQq3201ZWRnRaHTPqiDuIOl530dbsxht87OIcDvGEZdgV83IzHqnIjjeEE46xjmpMFMtjav9UVpUm4uDYa6M+zjd2LUVu23QtfoFJqShR4d3OmGix2GcJ05HazOVtZmA2y6bgh2oQNv8DNqav2DVH4NdcRAcYLqHaZrEYjHa29uJxWL4/X6qqqooKipC0/K6t5skSVLu27Xbts1Pf/pTvvrVr45q6SpJkiQpN4FAAMuyqKqqoq6ujubmZizLeu/ye4qGOfPL2EV16G/di+vFmzBmf53kv92G+9mfoQy04OheHLWMgxK93B1R+IUvxhu6yQ3+OG+lTH6Q8OFDUFlZQUt3Jy1AGdCUhPLNaxnT+QJm8GScwtpMm95izBnnoG5firbtJezBHZjjTwA99zKtmqbR3t5OOBymsrKSjo4OgOysuiRJUj7ltECysbGRgw8+mPPPP18G2pIkSR8TkUgEn8+H3++no6MDv9+Pz+d7/10chcCuO5L0cVeBO4hr+Z2o3RtJfuF/MOuPQZgpcCycYDVFio/f7tp1UnHgKXeai4NhtioW7e2ddAPlQCFQCXRGYGdfFH3d46jbl4K9KyVR0bDGH4/RcBpisA199UOIwdacxx2Px3Ech0AgQG9vL4FAAMdxiMfjOZ9TkiRpX+UUbPt8PkpLRyaXTpIkSRodwWAQy7K46qqruOaaa7LbxweDwQ98r1M8ltRxV2FVTEPb8Df0t/8f6ZOuIT3nmwhFRaTCOIEKhLuQC1M+bosGKLUFTarNN4JhHrHBAoaWPboBJQbp7Ssxq2ahdKzOBNXRrnfbLJmAMetcHE8h2vonUFuWgW3t97h9Ph+6rpNKpSguLiaVSqHrukx/lCRpVOQUbB911FGsW7cO27ZHuj+SJElSnqRSqezGX0PKyspIpVL7dgJPAcaRl2NOPgW1Yw3uV36LNeF4Eqf/JlMeMNEP7gIcfzmH2G7ujhQwx9BICbh/uostQBNgAzuAADApvgbX63/CKp+OI1S0tYtRWleCs+vnizuAOe0srLFzUdreRFv7CCQG9mvclmVRXl6OaZqsXbsW0zQpLy/HsvY/cJckSdpfOQXbV155JalUiltuuUXerCRJkj4m3G73sHt2aWkppmnidrv3/SSqC3PGOaRnXwCpCO5Xb0VJR0l88S6smoMRqUxKil0whmLFw29jAf494aGrPQ1l4ADbgGpgmhc625pQ2lbhfvFmSMexK2ag7liBtvbRd4NqoWDXzMY86GyEmUJf/RBK1wbYx8q1qqoyMDBAd3c3pmnS3d3NwMCATIOUJGlU5LRA8pFHHuHYY4/l3nvv5cUXX+Twww+nsrJyr8cKIbj88ssPqJOSJEnSgUsmk8O2KI/FYqiqSjKZxOPx7PuJhMCuO5p0sAb9zbsz5QHrjiZ16q8yj9cuzlQrKRiDiHdxQUphZkDjyO6+7CmagTEJqKisACzEQDOuN/6EVXcU6UPOQ9uVVmLVH4NdPg2EwAlWYMz8Mur2l9Eal2ANtGCNPx609/9lwTAMtm7dCkBFRQX9/f1s3bqVqVOnZje4kSRJypecq5EIIXAch5aWFlpaWt7zWBlsS5IkfTR4PB5isVj2seM4hMPh/Qu0d+OE6kkf8z20tx9Aa34VEWnHOHgBVvUs3C/+ByLWg+MrwdF8lG9ZzRRg9z0ilwJb2jqZXFOBA4hkP2rj87gHWkgfnskF17a+gN3XhDnhBHD5QXNhTTwZp2hspib36gcxJ34Gp+C9N09LJBKk02mKiopQVZWioiIikQiJREIG25Ik5V1OwfbNN9880v2QJEmS8iwejw9LGQkEAni93gPb4MVTiDnnGziba9A3P4tr2SLMaZ8nMf+PuJ/7OWrXOmxXIBMc08IYMvnaQ74RhP9TLCbYu1I6rBRK5zo8L9yEMfVzGJNPQ2t5Df2dBzDHH49TMhEAu3QydqASrfE5tHWPYdfOwao9DMSe2ZEFBQWEQiHa29vx+XzE43GqqqooKCjIbcySJEn7Iadge/78+SPdD0mSJCnPhqpyDNE0DZfLdeBVOVQda8qZOIVj0Nb8Be3t+xH1x5A64zfoK+9CX/c4NSUBvMBmYDyZvG0Ac6yLbzhhfpDw8bm0C4EAbIh2oL3zIErXBtJHfRt1cAf6pmewSidjjZuXqbvtKcCcPh+1dSVK6xuIgRbMSZ8Fz/Ag2rZt6urqaGxspLGxMVtnfGhHydEy2u1JkvTRIP/XS5IkjaJYLEYoFCIUCg1L6RgNpmlSVVWVfRwIBKiqqsI0zQM/uRDY1QdjHHkZdskEtKaXcb15N+aMc0h+5pe0dg9QXwATyATaU4AzfFDblCYt4BZfnGt8McLCRgACUNIR1JbleJ5ZCKkI5oSTUAaa0d95ANHXtKtdBWvM4ZjT5yOMGPrqB1G6Nw5bPKkoCjt37qSmpoajjjqKmpoadu7cOWqBr23bJJPJ7Jes5CVJny4HdKcxTZPnn3+e3/72t/z85z9n8eLF2dc6OzvZuHHjyNzEJUmSpAOmaRoejx/EIcCJRCLj8Hh8I7pluVNQg3H4tzIb3vRvw7XyLoTLR8m3n2JnAjqBScAAEI7Dg8XlfDvhRXPgBZfB14MR3lFNsqGyYyL6m9Bfuw3trbsxJn0Wx1+GvvEp1MbnwUztarcaY+ZXsIvHoW15Hm3zM2AkAAiHwwwMDJBMJuno6CCZTDIwMEA4HB6xcb+fdDqNbdv8f/buO06q+lz8+Oe0qTuzvRfYpe4Cu4CIICgYSywxxmgiscXEWNN7TLyJuTe5N/d3EzWxJCaa5F6vJXYT9RosiAooRZq03QW29za9nPb7Y9iVVVQcdleU7/v1mtcwZw4z3/NlZnjmO895HlVVsSyLZDI5Ic8rCMLRIe1ge/369Zx22ml8/etf56677uLhhx9m06ZNI/evW7eO888/nxdeeGFMBioIgiAcmZdWW3zjO9lMqvpfJk25mZ//0s1V17p5afUYr7Q6vBi1F2HUnA+mgfrmo/SsfwJj1mwGD+xSCMhu6OyPcnHCzV1hH2WmTJdscX1GiD87Y7wVctvIsQHU3c/ieuZ7WA4fxtRPIA/sS61yDzandlOdmNNOx5j+SaRAG9rWB5EGm/H7/YTDYdrb2/F6vbS3txMOhyckZ9uyrFGB9vD1RK1uf5i/pAiCkJJWsL1nzx6uvvpq+vv7ufzyy/ntb3+L/bZ6p5/85CdxuVysXLlyTAYqCIIgpG/1yzb/chNMm6py151+nvu/XO6608+UKTL/clPq/jElK5hTTkGffymWJx9v1yb8kXoAGgCnA9yAs2AKpq+EasvJX0J+zkw6sCS42x3n6xlhug+kldgAVgK5eyeu529C2f0UevWnsd3ZaLv+gbJ3FRipFWMrbxr63IuxPTlou/5BfPszuJ0awWCQNWvWEAwGcbvdExJ8DqeqhMNh4vE44XB41HZBED7+0vrt8I477iCZTHLPPfewePHiQ+7jdruZMmUKO3fuPKIBCoIgCEfGNG1uv9Nm8SKbf/2ZgiSlyv7V1UrUzoGf/tzm9t/D0iWgKNKYPrdVUIPtySPL8wRZ1lMj23tzsql0DJLnSGArfqz8GXj79/LTqMRCXeXXnihbVIPLfUF+HPOwTB9u9G5BpBt1y99QuneRXPodrJwpKM1rkAMtGFNOxc4sS62uV38auWs7vuY1xLeuIcNVRens2QwNDREOh/F6vWN6rO87FyJXWxCOSWl9td6wYQN1dXXvGmgPKykpoaenJ62BCYIgCGNj6zbo7ILLL5VRVQVZllFV9cC1wuWXynR2pvYbD3ZGAR1lZ1JYs4jJB7bNKMmg4JNfpCNvEZIeRQr3YhbUgCubs3QXfw35mWkohGSbG7wR/ssdIYH91smTRhS5dQPO//seSusG9NkXYDv9aDueQNm3Gsxk6qTN4lr6Jp+FiUJ490tsX/McwcAQpmkSCATG54APcnAaCTDhaSSCIHz40gq2w+EwhYWF77vf8EkhgiAIwoen/0DjxqrKVOvy4aZkkiShKApVlaP3Gw/5JRV0O0ppAqYC8Z5WgrueJ/uU60ks/zG4/ShDTVi+YsysyZTZTu4K+7g0nqoL/rgzyZW+II2yic2BtBJMpKFW1PV34Xz+XzFKF2BUnoTcuyuVrx1sByCzaDJDefMwMyspMzuROnYS7u8kMzNz/A74AFmWMQyDZDKJqqokk0kMwxBpJIJwDEnr3Z6fnz/S+va91NfXU1Ly7l29BEEQhPGXm5O63rc/1dVXVVUURUFVVSRJYt/+0fuNh/7+flxuNwCNQHZpOR4rTPClP4DmJH7OrZhFtcjhLiTbwiycjaZ6uD7u5dZwBjmWxD7F4kpfkMccCewD4baEjZwIoOx/CfeTX0UaakWfcxG25kHd8QTK/pcZ6u8hnkyyvSPIylaTN3duxtj5HME9a0aVCBwPw7W1LcsiHA6Pui0IwrEhrWB76dKlNDY28txzz73rPo899hgdHR0sW7Ys7cEJgiB83JgmeLxL8Gd9lq3bZExzfIM9gLpaKC6Ce++zMU0LwzAwTfPAtcW999kUF6f2Gy8ulwtNc4zc7rSrUXNm4FJtlL2rUNrWkzzlRvQ5n0cyE8iBNqyCWdiePBYaTv4n5GeRrpKU4NeeKD/yRhiSUgFr6uRJHam/Eeeqf8fx6m8wqpZjTlqC3LOT/Ob/o37bBlRVZVp1HXLpfHYFFPL6N6PufhqS43ei5HBgLcsyLpdr1G1BEI4Nab3br7nmGjweD9/5zne49dZb2b59OwDxeJz6+nruvPNOfv7zn5OVlcWXvvSlMR2wIAjCR9Xql22+dJWTyVOepKzij/zgBicrLrHHvhLI2yiKxNeul1i7Dn74Y4Ptb1rEYrD9TYsf/thg7Tr42nXSmJ8cebCNmzz85S/ZwBnAhby2Hm57ain1ymfBkYHSvQN15xOYVcuJn/oz7Ix85MF92N58rLxp5ODk15EMvnGgJvcrms5lviBrVf2gZ7GR4oOoO/+B6/FrkeJB9NoVNHUNYXe8QaxzD7t37SAai6P7y2l0z0YKd6NtuR+5r35cVrmHV7Cj0SgDAwNEo9FR2wVB+PiT7LfX7DtMGzdu5Fvf+hZ9fX1I0ugPaNu2ycnJ4fbbb2f+/PljMtAPy+Dg4PvvJIySnZ0t5i0NYt7S81GZt9Uv29z4M5sTF8Nll0hUVabSOu69z2btOvjFzyWWnTx+wS6k6mzfeluc7u7hYnoSxcUS3/iqg+XLxm+ldfXLNtd/vZ+crEdZeHyCWHQfbk8V6zc4GRi6gP/+ryCL/SuRQx3YmheraDZmQTWONb9Dad+ErbiwssqRu99ETobYoxjc5InQpKQC1s8mnHwt5saNxEF9I8GdjV79KfQTruPzF5xHqKuB3Ew3fXYB/oIyHnroIdCjKPtfRulrxMqdglG1DLRDt69P97XW1dVFMpnE6XSSSCRwOBwUFRWlN5kfUCQSoby8HIDW1tYJr8ACH5336NFGzFt6JnresrOz33eftINtSJ0o+cgjj7Bu3Tra29sxTZOioiIWL17MihUrJqRhwHgTL/QPTnxApEfMW3o+CvNmmjYrLrGpqoL/+IWELL8VVFuWzQ032uzbDw/+7/iuLgP09PRTW3cpDmcxf77nv1i8yIPX6x635zv42GdM/Sutra0UFRXR1dVFeXk5exqvSB373UGce1ci9zeCbWP7izEql6PsfRHH9oewjThmdhVKqAMp2EHCNvi9O8ZDzlQHyQpT5qaol5nmwRVtJVAcdFo5/GCtwosb64kGQviA5Utn8vM776OwLHV2qNzXgLJ/NSBhVC3Dzp36jmNJ57VmGAa9vb0kEgl0XUfTNJxOJ/n5+WPaufPdBIMRamatQNUKuf++2zhhoWvcX2Nv91F4jx6NxLyl52gMto/onZ6RkcEVV1zBFVdccSQPIwiC8LE2XHrvZ/8yOtAGkGWJyy6Ba79qs3UbzJ83fuOwbRtNk0kmXieZgPnzfo2mKSOVScbD8LH/6AdJOjsKiEQiDAwMkJOTQ0FBAXVzk3zzOw621mcyv+6zKE2vorS9gRTsQN39FFbZAuIFN+FYdzvqwF4sTx5W8Xyc3dv4Vkxisa7xS0+EFsXiqowQX4m7uDThQhluhWMmKKab/tWdVOSCb9Yigv1d9HTso6zzBUznyVh501IXfwnqvpfQ9jyLmTcds/Ik0I7si4iqqpimiWmauN1uEokEpmlOSKC9+mWb392RSlsC+MENUFxk87XrGfdfUQRBeIs4Q0MQBGGcHVx671AmovQepCqRHHxinizLyLI8boE2vHVMU6ok3G43xcXFIxe3282UKumt/WQVs2o5RvWnsD15SHoEuXktcqidxBm/wKhajpQYQg61Y5SdgO3JZ5Hh4N6Qn1OSGqYEd7njfDUjRIdsMnxU+/Z1ggGhbmhc+xpD/X0YhfNo7E+iNqxE3fMMJMKpRjgzzsaYdjryUHOqFfzA/iM6/uHAOhqN0tHRQTQaHQnAx9Nw2tLUKTJ/uENi5TMSf7hDoqoKbvzZ+J8nIAjCW9IKtlevXs3ll1/O66+//q77vPbaa1x++eW88soraQ9OEATh4+Dg0nuHMhGl94YpijLy5+E62+Np+Jja2lOVSMLhMNnZ2SNty4e3H3zsVv509NrPY2VNAmzkgf2ojc9h1F6Efvw14MxA6d2FlVmOkV9DJg5+EfVyY8SDx4ZtqsnlviBPHSgRWFVVSAJwkqrx7e0LYzS9zqRTv4w+8+zUSZJbH0Du3nHg+Wek2r17C9B2P43S8Bzo8bSOX1EU4vE4mqaRk5ODpmnE4/FxnffhjqEnLk6lLc2eJeHxpK7/4xcSJy6G239vT0glHEEQ0gy2H3roIXbt2kVdXd277lNXV8fOnTt5+OGH0x6cIAjCx8HBpfcsa3SAY1n2hJTeG3bwKvZwne3xNHzsf7w7itebQWVlJbZtU1lZidebwR/vjh762D05GHM+h1W6ABQHxAOojc9je7JJnPpTrKLZKMF2ZD2KMelEJIefc3QX94b81BoKUQl+6YnyE0+EHR3d5AA9wMYD13nd0H/7uaDH0OsuxsqpRN27CnXnkxAbTK1yzzwHY+qpyIP70bY+gN2/7wMfv67rGIZBf38/+/bto7+/H8Mw0HX9/f9ymoZTdy675N3SlqRx7RgqCMJoaQXbO3fuZObMmbhcrnfdx+12U11dzZtvvpn24ARBED4ODi69d8ONNm/usIlGU9c33GhPSOm9D8vwsW/e4uY3t8DmzUM4HBls3jyUur3F/e7HrmiYU07BmHk2uLPAMlG6d6B0bSe5+Hr02Z8FyULpq8csmIWZPZli28EdYR/XxlwoNrzk0PnRTCcNMkwGjgMqgbgF5XTgeuJ61M33Yk46Cb3m00iJINrWB5HbNoDJdtF9AAAgAElEQVRtYRVUo9d9AduTi7X1UZS9L4KROOzj1zSNoaEhkskkOTk5JJNJhoaG0DRtjGb4nY6WtCVBEFLSOkOjr6/vsEr6FRQUsHXr1nSeQhAE4WNl2ckSv/g5/O4Ok2u/+tY6R3HxxJT9+zAtO1ni5z81ufFnTn7zWxe2nUCSXEya5OZff2ax7OT3/q/IypuOlVGIWv9PpEA7xANoe1dhFteSzK9G2/w/KIP7sZxZGOUnoLZv5vKEzCJD42eeCK92xOl1AVHwAJnAPKC1pZPychvHa3eiNr1KYvkN6HVfQGlbj9K6HrmvAXPKKdi+Yozqc5Fjrcjb/w95qAWjajl29uT3PfZ4PI5pmgQCAdrb28nIyMDj8RCPx99zwepIHJy2NHtW6s8HnwQ7kWlLgiCkubLt8/no7u5+3/26u7txu8evpJQgCMJHybKTJf7ypwRNe8+jreVq/t9/JHjwfz/egfawk5ba/OY/k0QC/0I0+Dt++hMXd/5O5qSlh5k37MrEmH0BVvlCJGRsSUbu2oYc6SF58vcwK09GMiIogRbMisXYviJmmA7+EvLz7QIfpHrJEHWBCQwA5eWFSEhgJJHbNuJ+7CrUDXdjlhyHUft5kFW07Y+i7FsFZhKptC61yu3ORtv1FErDStBj7z1sl2tkZTs/P39kZXu8Am04dMfQ4ctEdQwVBOEtaQXbc+bMYcuWLTQ0NLzrPo2NjWzevJk5c+akPThBEISPG0WBaGQNwaHHqKu1Jjx1xOv1MjAwgGVZE9rgRNM0bNsAGoENFBeFsG3zg6VTyArm5CXoNeeC6gQUSIZQml5Fn/5J9OOvBKcfuXcXtrcIo2Q+LtnJ+TtDzBqe5ngqZ/sNFXbt78bGItXgx4boAI7X/oDrkS9DoAtjzoUYlScj99ajbbkPu3s3OH0Y1Z8+kMvd/L7dJ4c7Rg4NDbF161aGhoZGbR8Ph+oYGo9LE9oxVBCEt6QVbF988cUYhsE111zD888//477n3/+ea6++mosy+ILX/jCEQ9SEARBGBu2bY9a6TyCvmYfSDKZHLWa6/V6cblcJJPJD/xYdvbk1ApzZimYOqgelI7NICkkTvoeVtFspGgPcmwAo3I5k2uqKbFTqSOogBOSDvhZrYttisFwsC0B2AZy51bcT16L+upvsXKnoM+9BDujEGvHP1B3Pw3JcCqXe+7F2P4S1PqDyge+jcfjIRAIYBgGlZWVGIZBIBDA4zl0l8qxsuxkiX+7CfbuM/naNyVOP8vga9+U2N9k8283iTrbgjCR0srZXrZsGVdccQV//etf+frXv05WVhYVFRVIkkRzczNDQ0PYts2ll17KqaeeOtZjFgRBENJkmia2bSPLMrZtT1iDFYfDgWVZo7ZZloXD4UjzAb0YNZ9Gbt+E0roeW3UixQZQYgOpvOv2jagNK1F6d9Bl+Mkpht2dkGNAwAAzFzb1xbmuwGJFwsnVcTdOLFJrUDbEhnBs+gtq0xqSp/wQY8bZyGY/0tan0Lbcj1l+AlZxLcaMs5D696LuX4229X7MSUuwCmrgQH50KBTCtm0ikQjt7e1kZWWRm5tLKBTC5/Md2aS+j+XLZGbVxKiuuQjNUcQ9d/8ny5fl4PGIFhuCMJHS/oT90Y9+RHV1NXfddRf79u0b1RpzypQpXHXVVXzmM58Zk0EKgiAIR8627ZFAG1JNbSzLGtcOksMMwxiVtuLz+fB6vRiGkX6wL8lYZcdjZ5ahNjwHiRA4fajtG7GyJ5M88Rto2/5GEc3ETKgsBWcH6C5wxeD4rAyelpI84EqwVtO5Mepl1oF27xIytm0h9+3G9eTX0avPwT7rp+h1F6O0rENpXoPcV49ZtRw7dwq6vxSlZS3q3lVYffUYVaeAOwufz0ckEsGyLKZPn05XVxeRSGTcA+1hppnEMjeRiMHsWb/ENHVg/PLFBUF4p7Q+4YabEZx33nmcd9559PT00NXVBUBRUREFBQVjN0JBEARhTEiShCRJIyvMlmWNbBtviqLgdDpHbns8HpxO55g0d7F9xei1K1CaXkbp2Y3lykQKdiDJKskFV9L16gMo5iY6eyACeGMwxwlfbAizbHI2/+mJ0qxYXJMR4pKEiyvjLhyYgJzKMEmG0bY9jNmxCfnEb2NWnoyVPwNl3yrU7Q9jFc3BLD8Bc8onsHKnoe5bhbb1AcyKRQx5K3E6nZimyY4dO8jKysLpdBIMBvH7/Ud87O9luE38MIfDMbJtvJsZCYLwlrR+S1qwYAFXXnnlyO2CggJqa2upra0VgbYgCMJRTFGUkYB7IjpIDpMkaVSwDeB0Oscu0FcdmFNPw5h+BpKRAEnCVpyo7Zsonn8mPdk5uF0wLx/cKvS4oaxyKicZTu4L+Tkj6cCS4F5XnC/7guxWDCTbAixAAtuC3kZcT38Px7M/wpZUjDmfx5x0InLPLrQt9yH37sHOLEOvW4FVNAeleS05zSsxw/04HA5qa2txOBwYhjHugTbwjn/bRCJxyO2CIIyvtFa2fT4fZWVlYz0WQRCEj73haiAfFkmSUFV15DJRLMvC5/Oxe/fukRrTw2ksw2ktY/I8edOxfMWoDc8hBTuwMgpo3b6GTJfFmjhsj8N8IFeDfclsJucW4h9s4qaozCm6xn+6o+xTLK7KCHFZwsUVcRcO2wBJASQkPYa2+xmU9jdILP4qVvW5WLnTUJpfRW14DqtnJ0blMszJS7FypxLf+iTZna/TH/OwZ3CArJxcfD4f4XCYjIyMMTvuQ7Fte1ROvGmaOByOCUkbEgThLWl9wlVXV9Pa2jrWYxEEQRAmyEQHW7Isk0wmMU0Tv9+PaZokk8kxDbRHOH0Ysz6DWbEIKdJLxdSZOLyZZJPKCsmsLcXpg8oswOHGmLQUtAyW66lV7k8kNUwJ/uqKc4UvyHbFQLJNsE1sWcYGpGAnrhf+FeejVyNF+jCnn5nqQJmMoG19AKV5DbYnB+eJV2IUVpNph6mhCT9xbNse90AbGJUyBKma38O/aAiCMHHS+pS76qqr2L59O88+++xYj0cQBEH4GBrOE3a5XJimicvlQlGUUTnFY0qSscoWYMy+kEAgwIw8J8On8ceHuqha/En6M6YiJSIowVbM0uMwc6rIlpz8IurjFxEv2ZZEk2JxbUaIW9xRolhIlg7YIMlIZhKlbT2uhy5DXXs7tjcfvW4FZvlC5K7taFvuJ9a+Ewpr2JPMZlV9L02v/x2t6TWiQ73jc9wHGT75ddhwJZq3V4URBGF8pfUbosvl4nOf+xzf/va3efLJJ/nEJz5BcXHxO/Lxhh1//PFHNEhBEATho01RFDRNG0llMAwDRVHGPX/Y9hXiPflq7EfXMod6dgPVs4/HEenBN2cFemwArf455EAztjMTo3wRaucWPpGUOM5Q+Z07xv85kjzkTPCKqvPDmIeFBoCJLWuAjRQbxLHxHrTGF0ks+z5WxSKsvBmoTa+Q2foyHa+uxeEqYuaiMxlq3U3b3t1k1j+OWbEYq3AWSONTik+W5VFfZizLwjTN8fk1QRCEd5VWsH3ZZZchSRK2bbNq1Speeuml99x/165d6TyNIAiC8DHidruJxWLouo6qqrjd7gl53sFgBL2wmu08iwS0NO2gcP4SAq27yc7JJzn/UpT9r6B0vYmsRzGK5yMH28gMtPDTqMLpyST/zxOlU7H4VkaYcxIOvh53k2np2JKSKhNoGkj9Dbie+hbGlFNILv0uxsxz6KtfT2DwH3R376BJy8eZV4FaVke3lUXRvtVYPbswp5yC7c0f8+O2LGtUXr7D4UBV1THPkxcE4b2lFWx/5jOfETlfgiAIwgciyzIul2uktvZEBXzZ2dkj5xnZgJZZQUfTDjLLPo9tmyj9+zDLFmLlTUNrfAEl2Irt8mP4T0Dt2s6iRIh7gyp/dMd4xJHgaWeS1zSd78Y8LNcd2Jgga4AEyQjq7mdQ2jaSXPAV8uZcQJd3CnEnlGkBOjq202/HyTnh39BDnSj7XkLd9hBWcR1m+UJQ0mzycwiyLOP1ennzzTdHpZSIQFsQJlZawfavfvWrsR6HIAiC8DE3nDOsadpISsNEVETp6OhA07SR23pGCbJ/El0NWykpLcMonIXS35i6b85FKK3rkLt3IOsxzKJapHAn3sFmvhuTOS3p4N89EZoVix97IyxPJvl2zEOBpWMjg6wCNlKoG+fL/0Xnq3/Fk8xjb1KlpU/Clxyi3LubgdV3k7PwAozai5A7t6C0bUDub8SoPBk7p2rMjj2ZTGJZ1sgXnGQyOWaPfbgOzhsXhGOR+HorCIIgjLtDda8c3jbeSkpK0PXhkwLdBAIauieP/LO/h+3NR+3egZVZjuUrQQ60YBbPRa/5NLj8yKEOcPoxKxaDJ4da08FfQ5lcEXeh2PCSQ+dif4BHHXFMTLAOBLOSDGaSEr2doZefoWndOrbt2INaPIsuZyWFftdI1RKrYBZ63RewPblou59B3f10qhvmETIMg3A4TFdXF01NTXR1dREOhzEM44gf+3DYto1hGCMXEXQLx6ojDraHhoZYs2YNTz31FG+88cZYjEkQBEH4mPkwu1c++fdBHnmkCjgLOJ71623uvbeMJ59NYlSfi1G1HHmoGTnWj1G2AEmPIlkmRvWnMYvrkJJh5EgPlM7DzJuOU3ZyddzDn0M+agyFiAS/9sS4NiNEg2ykKpZYBsgKHd09KDHwAn6gdfPLSO5sWgqXY1YsRu7djbblf5GHWjBmnI0+40ykcA/alvuR2zeBlX61FlVV6ejoYGBggIyMDAYGBujo6Jiw+urDv2QMf7Eat8ozgnCUSzvY7uvr41vf+hZLlizhK1/5Ct///vd5+OGHR+6/7777WLhwIRs3bhyTgQqCIAgfbR9G98rVL9v8+pZMpk53ceGFU/n+90/iwgunMnW6k1/fksnqV8Aqmo1eexG2w4vatjG1yp1TiRzqwsqfiT7zHGxXFgTawenFLD8BPHlMt538Meznu1E3Hht2qCZf9oW4zRUlholkJiguLKQ7BBnAGcWQHYKBVY9Rqgxhlc5Hn3sJVnYl6r7VqNsfAtWd2lY4C6XlNbStDyANtaR17NFolHg8TiQSYffu3UQiEeLxONFodGwn+RA+zF8yBOFok1awPTAwwIoVK3j22WeZMWMGl1xyyTveQKeddhqRSETU4hYEQRCAt7pXKoqCqqrjvqptmja332kze1aQr16XSX6+QUtLI/n5Bl+9LpPZs4Lc/nsb07TBnYUx63yMyUuRBxqRQ10YFYuQAMk0MKZ/EqliAZIeQ4r2YubPwMirRlbdXJD08EAwk1MONMO535XgEn+QNapO0/42SoqhMh9aOmFKKZS6oOvWc9Be+AUkY5hTT0Wf8zmQVbQdj6PufQGzqBajbgW2w4u28++oe56BePADHb/H4yEUChEKhSgsLBz5s8fjGZ8JP8iH+UuGIBxt0gq277zzTtra2vjGN77BY489xo033viOfQoLC6mqqhIr24IgCALwVg6vaZoTksO7dRt0dsFXr8vENA38fj+LFi060MEyFXB3dqb2A1KNcErmoteuwHb6UFtew/IXYxXOQor2Q24lxoyzwZuPHOlF0jTMsoXYGYXk4+Tfoz7+K+ylyJLpki2+lxHm7hov8Ths74Uh4I12cMdhclEW2o7HcD38RdTN92G7szBmX4gx7XSkUBfalvuQ+xowZpyNMf0MpFA32tb7kds2pFJUDkM0GiUjIwOPx0N7ezsej4eMjIwJWdmGt37JiMfjE/ZLhiAcjdIKtl988UWmTJnC9ddf/577lZaW0tXVldbABEEQhI+Xic7h7R9IXefnhfD5fDidTpqbm3E6nfh8PvLzQqP2G+HOwqj5DEbVMuT+vciD+zEnLUF2+ZGSUYzJS1Nl+iwTKdqDlVOFVTQH25HBEtPNfUE/F8edKDa86NB5RIFGIHbg4WMJQFLAMpEDrTjW3IrzsatQmtdi5U1Hn3cJVslc5I7NaFsfANtGr7sYq2gOSut6tC0PIA02ve/xezweNE3D4/FQXV096vZE0HWdvr6+kYuu6xPyvIJwtEkr2O7t7WXatGnvu5/D4SASiaTzFIIgCMLHyIeRw5ubk7ru7fOhaRp+v5+amhr8fj+aptHb5xu13yiShFU0J1UlxJ2F2vQqticHY/KJSEYM252NOe0MbH8ZUqwfsDFL52NlluGWXXwt7uWesA/H7iREAQlaARPoikLjnmaQldTFSKB2bMXx7I9w/PPHSMEOzIrF6HMvxs4oQG14DnXXk1jZk1PbXD60XU+lqpbEht71+HVdp7i4mNzcXLq7u8nNzaW4uHjCgt6BgQGSySRer5dkMsnAwNu/1QjCsSGtYNvn89Hd3f2++zU3N5OfP/ZdsQRBEISPlg8jh7euFoqL4E/3xMjMzELXdRoaGtB1nczMLP50T4zi4tR+78rlx6g+D2PKKdDbiNK1HWPyEqycSiQ9hlU0B3PSYpBlpHAvtr8Ms3QeuLOZbrl4sagwFWzbgAv2A88DOdPykYwYmKm277YkIcUDqHuexfXYtWjrfg82qQols84HQHvzcdTmtRiTT05VLYn0om29H6V5LRjvrJ89XFu8o6ODoaEhOjo6Rm0fT8lkkng8jqqqo64/jDrfgvBhSyvYnjdvHtu3b6ehoeFd99m0aRN79uxhwYIFaQ9OEARB+PiY6GokiiLxtesl3tjs4pbfxggEspg1az6BQBa3/DbGG5tdfO06CUV5n4BfkrAKZyGfcAW2OwetcRUgoU89FVQHqG6MySdh51QixQNIRhyjqBYrZwq76ruZNfw48bcecl57L4864lh2Esk4sPQtaYCFFOpA2/RnXI9dhbrjcWxPLsacz2FMO+NAgP0AcqAdfdb5WKULkLu2pcoH9uyEt/1S0NLSQiwWw+v1EovFaGlJr7LJB+VwpDphBoNBVFUlGAyO2i4Ix5K0gu0vfelLmKbJddddx7p160ZWKoZt3LiRH/zgB6iqyhVXXDEW4xQEQRA+4oarkQxfJqIyxbKTJX78wxjtnU5uvd3DtV8b4tbbPXR2u/nxD2MsO/nwxyC5/Km63NNORw60oja9ilk8F6tkPpJlYOVUYU46EdvhRYn0MhDPYsB3AQEgH6gFhr9elNY4+LUnxpUZId5UDCQzDmY81fZd1sBIoPTuwfHyr3E+9S3kplewcqegz7s0VZ+7rx5t29+wJRl9zuex/GWojS+ibn8IKZhawQ4EAnR3dxMKhdizZw+hUIju7m4CgcBYT/M7WJZFVlYWHo+HoaEhPB4PWVlZ74gXBOFYkFZl+wULFnDDDTfwq1/9ii9/+ct4vV4kSeK5555j1apVBAIBJEniJz/5CTU1NWM9ZkEQBOEjbKLLv511phdFtlmx4qdAMT/5yXUsWuRkyRLvB38wScLKn4GVVYHSvAZ1/ytYmaUY089E6dyCHGjHKpmPFeqmd109Zmgnkz2wNQo7SdXbngOctTPJP2c62aOaXO0LcW7CwbVxNzl6BFtSsVUX2AYkQiitryP31WOVLSI5/2KsknlYBdUobRtQWl9H6X4Ts2IRetFslKZX0d58DDNvKpkVJ9LW1kZvby/FxcXs27eP/Px8MjMzx3aCD0GW5ZEvVS6XC9M0UVV1JGdfEI4lab/qL7/8cu6//35OOeUULMvCtm3C4TDRaJQlS5bwP//zP1xyySVjOVZBEARB+MAMw6C4uABoBl5jxgyJ4uLCI2tbrrkxp56GXnMeUiKM2rASK7McY+qpoDrpCuawpmMhtUsX43FAdSbM12CGBzwqfKekhAcDfs5OpNIq/uFMssIX5GFHHNPWkfQwNhIoTrBtpEg/SuNzuJ75Edorv0GK9GFWnnzgJMpC1IbnUZpewSxfhDH1VORgB6EXb8No287+vQ2sXLmS/fv3k0gkJuxExWQyiWVZuFwuLMsS+drCMeuIerbOnTuXO++8E9u2GRwcxLIssrOzRS1NQRAE4ajx9vbk2dnZh9yeDjurHL1uRWqVuW1Dqmzg1NNob2vCtLcR1Dz4C2HzHogAHh0+UQxdQYMcj4ufxFQ+nUzyG0+UBsXkZk+Mx50JvhXzsNAgFXBrB0r1WUnkQCva9kdQWjdgzjwLvfrTGDPOQgp2oDSvQdv1d6zsSRgzziKroIm2Ox9EiyucWLeQHR1BWltbyck5VPmVsWUYBoZh4HK5AHC5XCPbJqpdvCAcLT7QK3716tU8//zzdHZ24nA4mDFjBp/97GcpLy+fkDevIAiCIHxQhmGMSl/weDzIsjx2gZ+iYU46EStvOsreF9F2/QN/xmyebDmfM7JeY0CXqCi2yVVhcBAGYuCacip7dvdSU9BCrR3lnpDKPxwJ/uiKsV+x+GZGmKW6xjdibsr1CDYqONzYtgl6FKVvD9KGDuSmVzGqz8WcehrG7AuR+xtRWtahvvkYrQkv2dNPoiA8QNP2NdSUTSHpyaK9vZ3S0tIjP+73oKoqlmURj8dHGuk4HA4RaAvHpMN+1X/3u9/lmWeeARipi7pq1Sr+/Oc/c/PNN3PqqaeOzwgFQRAE4QjIsvyOX1wVRRnz/GHbm4cx50Lkru1MbVrHhTP38h/3FqEV12E0bGF/KJVC4syALWs2kFVQg10xD2uoGTXcw/m6wqm6xl+ccR5xJnhV03lN1bko4eRLcTfepIEtO7BVN1g6UjyI0v4G8sB+rL2rMGZ9BrPiRKycKuTuHZS3b8TXs4VXW+Oo3iJ6du3mpKoeJgU2YmY5sb15Y3r8B7MsC0VR6OvrIxgMkkwmKS8vx7IskbctHHMO6xX/8MMP8/TTT6MoCueffz433ngj3/72t6mrqyORSPDDH/6QUCg03mMVBEEQhA9MluVRtaVN00TTtPEJ+iQZq7gOY/6lzFtewgLvPras6SDiqqasaiqmrLKnDfodZ1FRLqPEBrEzKzCLarG9+WTKbr4Zz+B/Q35O0FUMCe5zJfi8P8BTjgSWlUBKBrGRQXODbSFFe1MnRq7+Txwv3ITcvhGroBp93qUks6ZghzqJtm3GUrzEC2YhJUKo2/6G0vgCJMJjPwek5jwQCKBpGhUVFWiaRiAQmPBAezybJgnC4Tqsle0nnngCWZb505/+xOLFi0e2X3PNNdxwww088cQTrFy5kgsuuGDcBioIgiAI6TBNc1R957y8PBwOB6Zpjt85Rs4MZnzmLBrDG5Ae/j2NLbtobAHwkk05pVVJMqdNx44NpEr12TZWQQ12pA850MqkZISbIwprVZ3fuaO0Kha/9ER51JHgmzEPc40ItiFjOzKQsMFMoAQ6kKMDyF07scoX0JQxj3bDg3PyIvp3b6KcAXoaNtGc+DRlk2ahtG9C7m/AKp6LWTI/VTN8jCQSCWzbJisri0AgQFZWFvF4nEQigdPpHLPneTe2bWOaJrZtj9R0n+gqOIIw7LCC7fr6eurq6kYF2sOuueYaHn/8cerr68d8cIIgCIJwpBRFwefzUV9fj6Zp6Lp+yNSS8XDOpcfzlydq6HqxCwdQU6xRPC2fuZddhd28BltSkBw+pEgvUrQP2+HBLJ6LFGxDDnWxxIizMKTyiDPBn10xdqsm1/lCLEtqXB93U5EMpvK5XV5sywQjjjLUhBTppcq/jYbnnmfImc2kmQto3NdIXzjAJLsNOgcxS49DSkaQOzYjd+/ALDseq3BWqoX8EXI6nSSTSTZu3IjX6yUSiVBbWzshgTYwEmjLsoxlWSOlBwXhw3BYv+eEw2EqKioOed/w9nB4fH6KEgRBEIQjYds2TqcTSZKIx+NIkoTT6ZyQFIPW1lbcbjcASUDWDLzhBjo2PoM+4yzMaadhZxRg+4qwsquQZBUpMQS+EsySedgZhWhaBl9IevlbMJPzEg5kG1Y7dC72BfmNO8qQlESKB8BIYmtebFlFSobZt/555EHo7Bpk1Usv0d7Shp09mV0ZC7F8RahNa5AH9mOWL8TKKkdpegVty33IvXve0YkyHV1dXSQSCVwuF4lEgq6uriN+zMNh2/ZIoA2plJbhbYLwYTisYPvgF+07HuDAdtEVShAEQTgaSZKEJEm43W4yMjJwu90j28ZbeXk5iURi5LZWPIto5kwq8v1o2x9CMuLodRdhVizGzijAyqzA8pWCGUfSo5h501Krzd48cmQ3P4z5uDfk50Rdw5TgEWeCz/kD3OuMk7ASSPHBVGDp8DJ16mSCgB+YD2QB4d1bmVaWjzntk+h1F2F7clCb1yGHezFLj0/dbngOdduDSIP70w66A4EA4XCYoqIiAIqKigiHwxPSvXL433Y4LrEsa8L+vQXhUMQpwYIgCMLH2vCKpq7rJBIJdF0ftX089fT0UFJSMnJbURTKp9fSXnwqVslxyB1b0N58HNtfglG3Aqt4NmQUYGVNwvbkIifDIEkYBTVYudPAnUWl5OHXER+3hTOYbihEJLjTHWOFP8A/tQQYEaT4II37mskDgsAbQAgoSEDrX65DfeO/IRnFmHE2eu3nsV2ZqG3rkeIBjLLjQHGi7XoadcdjI+3fP4jMzEwMw6ClpYX8/HxaWlowDGNCulcCIznaw4G26P8hfJgOO4HpiSee4IknnjjkfZIkvev9kiSxc+fO9EcoCIIgCEdAkqSRbpFOp/MdDVfGU0FBAX6/f+R2RUUFPp+PguJSTEoxC6pRm9egNjyH5SvCnLQUs6gWtXktdqAVyeFBigWQE0FsVyamNw8p0IYc6eU4PcqfwxortQR/cMfolm1+7o3yoJHg63E3x1UUkKSbMmCKH/YGU6ks0x39WNseQWnfjFl+PGblyRgzz0EKd6O0vo7atgnLk4NRMhc50Ib25mNY2ZMxKxYddrnARCJBZWUlmqaxa9cuioqKKCsrm7ATJCVJQlXVkRMkBeHDdNjBdrorAEeycrBt2zZuu+02tmzZgq7rTJ06lS9+8Yuce+65h/X3N27cyPPPP8/69etpb28nGo1SWlrKqaeeylOPdTkAACAASURBVDXXXDPqA1AQBEH4eBpOJ5AkaeTkyOHt412KLhQKkZubO3J7cHCQefPmEQqF8Pl84PKnOkAG2lGaXkZ78xHMgpnoNechD+5HaV0PSgc4PBAPICUjkFmK6StGDrQgR/s5U1c5JejgIWeC/3bF2KOafC0jTMm+JNlFkBuE5iBUZUJ+BrQ27aWiLIEd6UUaajoQdC/AnLQUo/rTSKFOlNb1qB1bsLz5GIWzUAKtqNv+hpU7DbP8eHBnv+dxO51ONE0b6S6t6zqVlZUTdoLkMBFoC0eDwwq2d+/ePd7jeIfXX3+dK6+8Ek3TOOecc/D5fKxcuZLvfe97tLe3c+21177vY3zzm99kcHCQ4447jvPOOw9Jkli/fj133303K1eu5MEHHxz1ISgIgiB8/AwH1LZt43A4RtJIJqLms8/nIxqNjtwuKSkhHA6nAu2D2JmlGLUXIXfvRGl9Dbl/L2bZAvS5F6N0bUNu24gU6oZkGCkRAsvAyqkCXzHyUAuu2BCXJVTOSTr4qyvOE44EHVUO3vAnoQvKgL4AzPJCedXMVCdKI44y0IQd6kEabEJp34JZOh9z8hKMmvNSLeBbX0ft3oHlycHOqUIOtiNvacDKm45Zdjy4s9712FtbW4nFYuTl5dHX10draytz5swZr6k+JLGyLRwNlJtuuummD3sQb2cYBldeeSWRSIQHHniAiy66iKVLl3LBBRewatUq/vnPf3LOOeeQlfXub3JIlf751a9+xWWXXcZJJ53ESSedxEUXXUR/fz9r1qwhFouxfPny93yMeDw+hkd2bHC73WLe0iDmLT1i3tJzLM3bwb+wDnc21DTtA9deTmfO+vv72bNnD/Pnz2f27NlkZmbi8XiYOnUqHo9n9M6SlDpJsqAGydRR2jehDOzDLKjGrFgCqgZGDOnAvpIeRULC9pVgOTOQLBOvZbM4qXCGrhGSbF5Zl4RgKm+7Eyh3wGfnKWDZ2K5MkCQwYsixAQh3IQfaUPrqkaL92P5SrIpFWJllyNFelMFmbM0LviLkUCdKxxtIyTC2JxfU0SvWg4ODbNiwgVgsRk9PD5IkkUwmqaysHKnOMp6G62xbljUScH/Ugu5j6T06liZ63g7n9XxUniD52muv0dLSwqc+9SlqampGtmdkZHD99ddjGAaPPfbY+z7O1VdfTUFBwahtkiRx/fXXA7Bhw4axHbggCIJw1Bk+Qc7hcOByuXA4HBPW5CQ3NxeXy4Usy8yYMQNZlnG5XO/9q6rmwqw8Cb3uC9guP9ruZ1D3Po9VVIsx/3LMSSdi+0tSQa7mQtIjSJobq6AGM2cqtieHMsnDZTvCnBoD5/B/g8XwkAu+29lNgDhytBf0BLYzC1t1ISXDKH31yM3rUHc8ieP1P6BufQDMBEb1eehzLgB3JvJgE0gKtr8UuX8v2uZ7UfatgsRbnaSzs7Pp6Ohg7969+Hw+9u7dS0dHB9nZ751+MlYObmgzHHgLwoflqKzwvn79egCWLl36jvuWLFkyap90DBe2F2cnC4IgHBsURXlHR8GJEIvFKCsro6enhx07dpCTk0NZWRmxWOz9V8Q8Oakc6qFmlOa1aNsewsybjlG1HKlkLkrTGpS+eogNpVa8jTi2JwvLk4sd7qKyxkvovl1MBjI8sKkz9bBrqx1caAe4OO7i8wmbjGgCS3GBKxv0KFIigNwbxAp1IA02o3RtxyyoxipflDqRMtKH0rYBeWA/tsOL7c5B7mtE7tmFVTALs2wB/aE4pmnS1NREQ0MDmqaRk5NDf3//uKdv2rY9sqJ98Kq2SCkRPixHZbDd1NQEwKRJk95xX2ZmJtnZ2TQ3N6f9+I8++ijwVuD+Xrxeb9rPcywT85YeMW/pEfOWnmNx3o404Pqgc+b1enG5XNTU1OB0OkeavOTlHV5VDwAyZkFpNXTtQGtaCzsegtJ5cPwlMNQC+1+Fnj0QHwI9DpYBWSW0BJJ4JdhqQyIKTqAYcO5PEql08Cd3nIecCS5JuLggYeOJxEF1gzsH9AhyfAgSQQh1ooY6YKARCmfCpMUw7wKI9kPz69DXCE4XOHIhsBeGGvEWzaanvYWMjAzmzp3Lli1b6OnpedcGeWMtHo+PnAA7fD0R1WfG2gd9vUUiEXJycgAYGBg4Jt/jcPR9th2VwfZwN8q3n0AyLCMjI+1OVLt27eKOO+4gNzeXr3zlK++7fyQSSet5jmUOh0PMWxrEvKVHzFt6xLx9cOnMWTQaRdd1BgcHGRoaIisrC6/XS29v7ztztt+PvwpmlaF0bEFu3ggtb2CWLcCq/ixyQSNK81qkvsbUCZR6gtLiIgZIBdg5wCCQCbyQXcALEZ17XDFaFIs73TEecMZHgm5nOIatuMGVjaRHITYAsSHsgSbs/ibstm1YeVMxyxZilZ8EBXNR2jch99WDJIPmpW3t38kON5DrLeXNrZuprKzCNE327NlDWVnZBzvuD8i2bRKJBIlEAtM0URRlpOTjR2llO53X28H7H6vv74n+bHM4HO+7z1EZbI+X1tZWrrnmGkzT5Oabbx759icIgiAI48Hj8YxUI5kxYwbd3d1Eo9EPHmgPUxyY5QsxC2ehtK5HaV6bSvOoWIw+/4vIPTtRmtciD+yjYcdm3Co06dAGeIEiYF9rH6dXlHBKSON5Lck9rjjtisXt7hj3O+NcmnBxfsLGGTkQdLtzkZJhpNggUjyAPdSCFOxA6mvAzp6MVXoc5uSlmOUnoHRuQe7ZSVlpCXYiwh3/XAnAzAKNT3zqonEPtGF0XfXhdKGJqqsuCIdyVAbbGRkZQKo+6aEcqmzS+2lvb+eLX/wiAwMD3HbbbSxatOiIxykIgiAI7yUSieDxeEgmk3R1deHz+fB4PEQikSP7qdvhxZxyCmZxHWrzWtT6f2JlFGBWLEJf8GXkru1UZZYTs98gG1hcDrtbIQpUnngOdrAbNT7EmckIp4Uc/NOR5C/OOB2Kxe/cMe5zxrk87uK8pI0jHMOW3eDJS52MGRtAig8hDTZjBTqRBpuQW1/DKp6LWTwXs+x4lK7tDIRvGRmuGdEJbH8Gpf5srNIFh90cJx2WZWEYBsFgkGQyicPhwO/3T0hd9bePYyKfTzh6HZWvgsmTJwMcMi87EAgwODh4yHzud9PW1sZll11GT08Pt956K6eccspYDVUQBEEQ3pXX6x2pgjJ16tSRaihjllPqycGo/hT6rPNBktF2/h11zzPYmaXsLTqTacsWUDXNQXMbTC2G6dOhpb0n1REybxq2vwTVmcU5upcHQ35uiHoosmT6ZZtbPDEu9Ad4xBEnaUWRwp3Yho7tyQPViZQYQu3eitq0FrllA+ruZ9A23I2y/xXqB0yCuQtGhjlrVjERy8W+155B2/oA6u6nkULppYO+H1mWCYfD6Lo+Ulc9HA5PWOBrWRbxeHzkMtxUSTh2HZXB9vHHHw/Aq6+++o771qxZA8DChQsP67Ha2tq4/PLL6enp4ZZbbuG0004bu4EKgiAIwnvQdZ3CwkJkWaazsxNZliksLBxprDNW7MxSjNkXoFefA0YcbfujVCXrKZo0nZB/Fu5pRYSBsiyZSWUlYBugebCyJmPlTsHOLEV1ZXFu0sNDQT8/iHootCT6ZJubPTE+6w9wnzNOzDwQdOsJLFcutuqGRBC1axvK/peR2zah7nuR6qFXGapfOzK+3d0WfYMDTJsyFdu2kHv3oG1/GHXH40iDTXAE3abfTtd1EokEfX197N27l76+PhKJxJjP+btJJpNYloWqqliWRTKZnJDnPdYNnxwqSdJRl69+VAbbixcvpry8nKeeeopdu3aNbA+Hw9x5552oqsr5558/sn1gYIC9e/cyMDAw6nGGA+3u7m5uvvlmTj/99Ak7BkEQBEHQNA1JkigpKWH27NmUlJQgSRKapo39k0kSdnYlRu0KjGlnIMUG8bS/jhzqwHZkYZXMR5l6Omb+DFCcSJaOhInt8GFnTsLKrsLOKkN1ZvGZpIeHgpl8P+qh2JQZlG3ucMc43x/gz84YITuGEukEPZYqNejwgB5B7d6Osvclejc9RUEyPDK0vc3dZNV8grbcE7CzJ4GsgZFAGtiHtuMJ1G3/n707j5LzKu99/333+741V3VXj9XzqHkebFkySBgMhMFAQrhJgBBywskAhnBvhpPkwDHkeJ2cdW9ucpNDcpKTiQRIIDkJMQHCYBvb2LIty7YGax56nqfqmusd9r5/vOq2ZBtsyeq20NqftXqpq1Rd9fZWr6Vf7X7283wZMXMG1KvfBV4aE18qlUilUpRKJRYWFlZmzV9ASkk+n6e9vZ1MJkO1WkVKuWq7274PsfjtpGp/gqPHBL5//d7EaNfuhqzZtiyLe++9l4985CO8//3v553vfCeJRILvfOc7jI6O8slPfpKenp7lx3/pS1/ic5/7HHfffTcf//jHl+//0Ic+xNjYGNu3b+fMmTOcOXPmRa91+eM1TdM07XpyXXe55V+xWCQSiRAOh3Fdd+XCn2EgG9cyUokwEf43asNHGR48TeP6dUz4vQx2/QSd3dOIge8jFgYxvAoIExWpQYUTGNF6jMocdinLj1cLvMsJ8W3b4e8iFYZNyV9GK/x9pMJ7q2F+uiqpK0ygjBAqVo+SVQynSKsoURiDTiAEJOqhcOoBMvFP4GXeguEUEeNHELNnUW4JsTiGWBxHJRrwW3YgmzaAeW3rU6kEPb4XFxcZGxsjkUgQi8WoVCorfkhSCHFFuYrneUSj0VUpYXn4EcUf/0mY7r77APjN34aWjOLuj8KB/T86XVhuRjdk2Aa47bbb+Pu//3v++I//mH//93/HdV36+/v51V/9Vd71rne9oucYGxsD4MiRIxw5cuQlH6PDtqZpmrZSlna2w+EwdXV1FIvFldvZfoG2jk5OjM6zWEyyYXcfZ55+gvmhM3T+xvvx23bht+7AHH8W8+LDGNlBDK+MEhYqkkKF4hiROqgsIMpZ3l7N89Z8iIdsl7+NVDhv+nwhUuUr4SrvcsJ8sCJpLk6gDAsVbeDChbM0ZKDOgPMT0JMEM+Ix/K0/pWfzLcG0y7Zd+F37MCePISafg/IC5Kew8v+OGj2En9mKzGwB++rGu0ciEbLZLI7j0NLSwtzcHNlsdtW6kVzeCk4I8Ypaw71aDz+i+NQ9in17BZ/9Lwa9PXBxAL7wpeD+ez+rA/dryVDqOhZK3YQWFhZe60v4kZNOp/W6XQO9btdGr9u10et29a5lzXzfZ2FhgXK5vNwZIxqNkk6nV3yK5fnz5/nkJz/J6OhoMLEyHKKjxuJzH30r/T2dy4EXYWGOH8Ec/D7G/AUMt4ISFlgh8H0Mp4hRyUJlAaOSRymXx6wgdJ+wgjHopoK3uiF+phKhX5pITN577zgPAUnAAw4Y8BefvYVIx1pUognCSWRdL37LNlQyg5g5gzlxFKMwBV4FABWrQzZtwG/ZDtFXNuq9VCrxxBNPMDMzQz6fJ5lM0tjYyG233XbtLRevQj6fX27icO7cOdLp9DXtbL/SnzffV/z0BxS9vfB79xoI8XyollLx259SXByAL3/RwDRv3sBdLBbp6OgAglbPqzXYJp1++Z/LG3ZnW9M0TdN+1C0NVDEMYznohUKhVRkX39/fj5SSeDzOli1buHjxIn6yhq73/S7+1HHM8WcR0yeDMNu6C79tF2LyOObAQ4jZ8xjVIpgWKlqDCsUwojVQzUNpgddVFrm9YHPY8vjbcIVnbI9vhhy+GXLY61p8oBzBACIEQaMKFBWEShNwcQozlkY2rEFUF4NSkmQLfmYL7pb3YRQmMCeOIeYuYhRmsPLTmGPPIhvW4rduR6Xa4IcMp4nFYriui2EYNDY2Lh+OXI2gDVxxIHLpgORK7qofPQYTk3DPp68M2gBCGPzsB+CXP6Y4egx27lixy9B+CB22NU3TNG0FhUIhPM9bHhW/GmUFAJOTk2zevJmRkRFmZmbo7Oyko6ODydl5Mm27kJktiMnnMMefQUyfQjZuwG/bhWzZipg+hXnxe5jTpzGqORA2KlyLCiUxQjXg5KC8wC2VRW4p2pw0Pb4UrvCw7fK47fFX5+ap2NBngOfANhMqPjx+coadGzpIGPOYo0+iphPI+j5wipjZYczoQWTTBrye/dD9+qDEZPoURmEKMXIIMfUcsrYL2bod2bAGxItjTKVSQQix3Dihrq6O3bt3r0rN9lKP7yWe5+F53or23J671Buit+el/37p/rn5l/57beXpsK1pmqZpK0QphRCCVCq1PDpcSrkcvFdSJpNhzZo1lMvl5bKVNWvWkMlkggeYIWTbTmRm86XQfflO907kvo/jz55DXHgQa/I5jEoWZdqoaArCcQjVQCwH5Rwbq1n+W8liRPj8Q6hKaAM84TpcAKy1MHQWuoD9W2spOi5ls4GoWcZwCljjR1AzZ/BrOlENazHLC5gTR5HpTvzMVvyOPZdKTI5hLI4gpk9gzp5B1rRfquveDPbzu9aRSISRkRGEEKxbt465uTlGRkZWpWZbCEG16iHMXQizkaef9ti71yWRWLkDkvWXhmFfHIDNm1789xcHrnzczWqpE4tlN3P0mGDPreqGKZsxP/OZz3zmtb6IG1mlUnmtL+FHTjQa1et2DfS6XRu9btdGr9vVu5Y1MwwDpRRKqeWgbRjGqpSRAIyPjy83CwiHw2zatIl169Zd+SBholItQWi1IpjTpzDHn8UoZ1H1vcie/fjNGwADs5zFKM+D9CGcRIWTYEdQdgzMEAlHss8x2Hk+x7eGIeeCnAUsWGyAcnuRXTUhamQBfB8VqUOZNoZbxizNIBYGoDAbtAb0K5iz5xELF1HxRvyeA8j6XgxhYVTyiNw45sxpxMwpDKcIoQSE4szNzfHkk08yOTnJxYsX8TyPUCjE2rVrV7yU5HsP+fyn36niyzuIxffw3QcUD34vSltrmJ7uqwvcr/TnrakJvv0dGBmFN93BFW/ipFT8wR8pPA/u/pUXl5ncLB5+RPE7nxbYofeTqrmL7z5g8e3vQHMTdHet7Pccjb78AV4dtl+G/s/o6un/xK+NXrdro9ft2uh1u3rXumaXB+6loL3Su9oAuVyOgYEB2tvbsSyLTZuCbc/W1lbC4fCLv0CYqGRL0AEkFMecO4c59gxGcRpV24Hsfj1+63awY8G49tIshu+gwgmIpMCKUvJiTM3H6W8JM3J4gWIRZgEk0AjVt4f43+EqQ6YkIxVNThm8KiqcRIUSGL6DUckisoOI7AhIiTJtxMIg5vQJUCBbt+N37AkOTLplRH4SMXsGMXkcozBFLFHD1+5/lIVslu7ubqampjAMg7vuumtF1/vhRxSf/gx0d07zK7/k8YmP1bJls8P4uM8/fzVNX+/VBb9X+vMmhEFzE/ztF+DsOWjJQCIBZ87CH/yR4uDj8Fu/YdDTc/MG7U/do9i21eA//5bBJ+42uH2fwchosCZXu+5X65WEbd2N5GXo0/pXT3c5uDZ63a6NXrdro9ft6r3aNVuN0pEX+uIXv8jMzAw9PT0MDAzQ2NjIBz/4wVf2xUoiZs8hxp5GlOaRyQx++y5UbTdUspgjT2JefBiRHQYkyk6ghM1zR4qkoyX+8B8f4PFBcAlqVmsz0PerMY7az9c0b/FMfqoaYb9rY2EEzxFJIZwCuOXgIKQVxa/tRjWuh3ACTDvox920CVnfj8iNIiaOIWbOYFSyzM4v8j++e56TC4I8URKpWtatW8dHP/pRGhoarvsaw/MdQdrbHT72y2MIYeB53qUpkoo/+bM2RsdCV9UR5Gp/3oI+2z5TU8/voLe0BDvaq9X2b7U7gtwInVh0NxJN0zRNu0GsdtAuFovU1NQwOzvLM888Q11dHTU1NRSLxVcWggyBbFyHbFiLkR3EHH0a+9Q3kLE6ZNsu/DVvwe85gBh/Fuv8/Yi584hqjo72OF/7domTM5BKwlQemqKQLsJvHi9RXVPPP4ar3G87HLd8jltFmqXBT1Yj3OVIUvkCSoRRsQYMPxiSY82cQM2dRyYaUI0bUUpi5icxhx9H1vfj97wev/cNiOkT1I0foZp9kGRV0hEJM+f2UJ0bpaG+fsXW+vmOIGEsy6RSqRAKhZY7kfzCz4dXvCPIgf0GO7ZX2bjppzFEA1/58p+y59bIDVO3vBJ+VDqx6LCtaZqmaTeheDyO7/ukUim6u7uZn5/H9/2r321cGgNf242RH8ccewbr3HdRw4/jt2xDtu3C6bgVMXUS6/x3SU+d5CfujHPPgzAPdACHylAHZNZtJ6oWuKdk8TEjylfDVb4aqjJ1aRz8X0XKvNUJ8d6qx5pCFYVAhWtQpoVwi4jcOOQnEKEUsqEP2bQRc+oE5vRpZLwe2byZyZ734LU8zVf+6ZsAHGiYobtyhty3/x9qt74F2bge7Ot7WHKp00d3l6RQiDA8PEyhUCCRSLB27VoaGiRgrEJHEJ9S8TEA+nr/O8H8ztU5H/Ba+FHpxKLDtqZpmqbdhEqlEslkklKpxMTEBDU1Ncu3r+mgoGGgUm14qTaM4gxi/Ajm8OOYI4eCATktW3Fe939hZIcZ//ZfkOZ+poFLzTDoBkayRfq7ejC8EvXFOf5jpciHKhG+G3L4x3CVc6bPfWGH+8IOWzyT91bDvKHqE8JAWjGI1mN4ZQwnhzX2DGryBDLVgmzagmEozAsPkLEinD751PJlH5mFyNgije44PPVXqEQzfsctyMwWVLLlh/bsfqWWOn0MDgksM0sikaCxsZFyuUw2m2V2rhlQK94RpFwuL3/u+z7lcplEIrGyL/oa+lHpxKLDtqZpmqbdhGKxGKZpkkgk6OrqYm5uDtM0r0tHDhVvxF/z5ivGrYvJY6i6XvzW7XT99L0M3P2nICEBFIBxoG/DZpQZAqeIsuPgO9jled5RXuQdTohnTY9/CVd5yHYvlZiUqJVl7nJCvMfxaS2WUIaNitSiDIVwCpgLg4jsMCpcg2xaz5hXw+zwzPK1NjTFGbdbGO56N21yEnPyOPaJf0Wdvx/ZsAa/Yw+yYd2r2u3etjU4mPgXf1Xmwz9bQUrJ/Pw84XCYcrnC579QpqUlwratr3rpfyDf9/F9f/l2KBRavm+1ut+stqV1/8KXFL93Ly+q2f7ClxQtLazour8SOmxrmqZp2k3IcRwymQyhUIhsNktDQwN1dXXLY+Ovi1Acv3NvMH3y0rh1+/g/c2Rgir6OJk4NTVMANnY1YC/McvzZp9m2oQ9lx5HJJoTnouwoxBqgmmdHZYGdJZsZQ/JvoSr3hatMC8UXIlW+GK6y17P5iWqY28oOAgMZSqAitQiniFFZwBx+HDU2hZN//hK9bBEndx5v5Ajylrfi9b8Jc/YcYuQJzKkTiPFngzcPHXuQrTuuabfbNA3u/ih86p4IU5MOb3pjgf6+GCdP5XjgwQRjExHu/ezKjks3TfOKUL1UL36zBm24fN2Dw5A/+4GgdOTiQBDADz7Oiq/7K6HDtqZpmqbdhEKhEJFIZLnPtOd5RCKRlZlgaYaQmS3I5s0YC4NsrTlCu/knnLr01/Nlgy173sy6X/+/8c5/FzF6GLMwjRIWKlqLMgSUoxiRFIZboaE8z89XC3yoGuEx2+VfQlUO2R4HbZeDtkuLL7jLCfEOR9LoFECEUeFaUB5dHRYpBrGBFDDkwM4kdDfG4fwDmGYIWd+Pt+V9eL4b7MyPHcY+eR+c/Tayrgev63Zk8yYIvfL69gP7De75lMt/+h2T73xrmKBivY6+ddv4vXs9Duxf+cmhl7ehM03zFbWlu55ei8EyB/Yb3PtZ+OM/8fnlj13ZieXez65eJ5YfRodtTdM0TbtJOY6DlJJEIkGlUsFxnJV9QcNA1fXg1fXQu+9bcPGfAAjPz7AlWQYrgnvLR2DL/4E5dBBr4BGM+QsgPQglUJGaoOVfKI6SDqK8yP5KlgPFEMPC56uhKt8IOUyYkv8VrfCXkQq3eTbvrjrsK1cwMRieLNAAhIE5oBboyMPgv/0ZPbe/FZnuRsyexZw+hYrU4Deuw+vchyhMYQ4/jpg5TWjyOVSsLphg2bkXVdcD4uV3iO98U4jf+vUhfumXfg+o4+67f5Fbbx3nzjetTiuMVCq1fBB2tXe0g9aDYbr77gPgN38bWjKKuz/KigfeyzuxWHYzf/+l/3FDdWLRYVvTNE3TbkKVSgXP8+ju7qZSqRCJRCiVSsufr6SpqSmMxPOt9va/7Y0Yssj8/Z+jsW8LsmUr/po78de8GWP2LNb5+4Nx8cXpYJc8Vo8BKDuGitZh+GU6i7N8omLxS5Uo37MdvhZ2OGI9v9tdLw3e7oS5qyVKniLdBIG7AswA3SkXcfKbWJE4froHldmKssKYI4ewRg4hk834nXtxN7wTc+4i5tCjWJfeEKhUK17XXmTbblT8B/fqzuVyFIu5S684QyIxQ7EYI5fLkUqlVnLJryClXNWwvTRYZt9ewWf/i3FFKcen7lHc+9mVD9ymyXInlm1b/+iGCdqgw7amaZqm3ZQikQhCCObn50mn08zPzxOLxVY8aAM0NzczPDy8fHsw65Kva6buwH+AyWNY5+5HDT4adDFp3oy77+O4pQWsgUcwBx5BZIdAyaDtX6QGnBLSiqOUS6g0z49V87yt4DIofL4eqvLNkMOcUHwhUuGe0Ry5y9cB2AAcOTfP+r52kmYRa+oYauZUcKiyeSOyeSNGtYA58AimYaBqO/E2/jjKDiPGj2KOHMI+9o9w8mv4DWvxu25HZjaBfeVh01Qqxdzc3PLthYUF4vH4qgVt13VZXFzEdV1s26ampgbbtlf0NX1f8bk/Vezbe+Vgmc2b4Pfuhd/+lOJz/1Pxutu5oQLwatJhW9M0TdNuQlJK6uvrKZVKjI6OEo/Hqa+vR0qJEOLln+BVmJiYoL6+nn379uF5Hr7vk0zVMF6N0LLx3VBewJx8DjH1XHBAsbYLv3kT3sa78Da8EzF5HOv8A4iJo4jCAlghVLQWllQfFAAAIABJREFUDIEyLw28cct0l+f5WKXIL1aiHLRdvmZXMfrgaZ4vl6kAJ4Dd65N4XhFXxrEiNoZXwSjPYQ5+H3P0SWS8GdmyHdnQD4UZrPlBlGUj0724t/wHDLeCOfwEYuo45sQRVDiFbN6E3/U6ZONaMG2y2ewVpToDAwM0NTWRzWapra1d0TUHloO2aZrLwXulpmYueanBMkthfzUHy1w+EN3zvNdkYusPosO2pmmapt2EhBAYhkFLSwtCCKSUGIax4kEboKWlhWq1SjKZZNu2bRw9epRqtUpLS0vwgGg6mPrYuQcxcxYxfRL79DdQoTiyaQN+00ac/duhNI818H3MwUcRCwMgXVQ4Gex2exVkOAnSxSov8PrSIgeqIR46N8WPveB6HGDr2DT/Z2+KH3MdWstmcKgylAQkwq1gLg4jcqNwIYZf247M7ECl2xGLw5izZ1F2BNmwBq//jRjFWczhJzAnjmIOHUTF65Et20l3v57hocHl1zVNk+Hh4VUJ2q7rUigUKBaLVKtVwuEw8Xh8xXe3Lx8s81I767091hWPWymXtz1USuH7PpZ1Y8TcG+MqNE3TNE27rpYOyZmmudyR5PL7V9Ls7Cxr1qxhbm6O0dFRenp6qK+vZ3Z29sqdVjOEzGxGZjZjFKYR0ycQk8cQY0+jatqD3e4N78TbeBfG7DmsCw9ijhxCFGdBWKhwHCVCGFaEsqpjdqrK6zcmaec8i8BlHQBJbgrxl1T4y2iF7Z7F25wqb6pUiC0NzAnXglfF8MpY06dRs+dQoRSyvhvZsgMVqQnaG04eR4UTyLadeOvfhpELxsabg48y9f0voo4cZk0KCqEazp49SzQaZXx8nNbW1hVdc9sOdtYLhQLJZJKFhQVc16W7u3tFX/fywTKZ5iBox2IxSqUSi4uLTE7VX/G4laCUumJnWwixfN+NsLutw7amaZqm3YSWgna5XEYIgeM4RKPRVTk419DQQFtbG4uLi3R2dlIoFGhra/uhJQ0q0YSfaMLvuh0xdx4xdRL7zLdQdhTZtB6/aSPubb+Cu/PDmMMHMS8+jDlzGsNbQNkxwvVpFibg4vFxIsDoZc/dCbz/qMO5jTEOWx5HLn38QbTEftfmzY7DbaUiFibKiqEicQyvilHNYo0/i5p8LqjvbliDbN2OEhZi+iTm+JEgeHfuxVt/F42Lw5z/w59B5aAntcj08CID5RHaUv8N9QO+7+ulWq3i+z4zMzNcvHiRZDJJNBpd3uVeKUuDZf768w6/9kmHRCJOpVIhFotRKBT56887tLTYKzpYxjCMK0L10m9xboSgDTpsa5qmadpNyzRNDMNY3uFbzQ4VtbW1WJaFYRhYlvXKSynMELJpI7JpI0ZpDjF1AjF1EnPsWWQyE5SZdL8Ov/9NGItjmBcexBx5AnNxnP4Wn/P+Zs5fitppYAGYBX6prR276DJlSL4TcvhmqMqQKfluyOW7IZekNHija/MWt8q2soWBFXRDMU2E50B5DmtkFjV2GBVN4zeuR7ZuBzMU7Hh7RzkzNI6XSjKWy3MhB3EgMe4w9Ec/Tv+tb8Jv243fuRcSjdd9vcPhMLOzs7iuSyaTCcbEz86uaNCGywfL2Hz6Ho83HDhBR7tgZFTy0MPtnLtgr8pgmVQqxfT0NLW1tWSz2RtqmI8O25qmaZp2E5JSApBIJPA8D8uyUEqtygHJfD6PlJKdO3dSLBaJx+NIKcnn8ySTyVf8PCpWj9+zH79zL2JhADF9GvPiQ5gDjyDrepGN6/B2fABvxwcwpk4QvvgQCyf/hhBBnfbCpeepAE9eyLHv1vU0l+f4WafMz1bDnDR9vhNyeMAOupncF3a4L+zQIA3udEK8xa2yzjVR2Cg7jjJBeA5GcRqjOA0jT6Ci9fhN65GZrazZuJXC5J8RBzZkYHAGsjVhet/9axjjz2Cf+BfsE/+CqunAb9uN170P4tcneBeLRaSUlMtlJicnqampIZlMLq//SloaLPPpzxR56BGPSCROpVKks7O8aoNllt7ULf15I7mxrkbTNE3TtOtiqW51qV7bcRxM01yVA5LJZJJCocDs7Cy33norhw4doqGh4aqC9hVMG9mwFtmwFpwiYuYMYuY09qmvB4cqG9ciG9fj7vs4e279RbwvBQcxLcAjaP+39w37QNjIUBx8B8MtsrGcZWO5wifKUZ6xPL5rOzxku8wKxZcjVb4cqdLuC97shnijU6XXFSgjhLITYMggeBcmMAoTMPQYFyYWaQvBnAfHJoOd7Y5QlYETT9O9+03IcAqRHcKcOIp14qtYJ/4lqE1v3Y7XtQ9Sbde85vF4nFKpRLVapbGxkXw+T6lUWvGgvWTPrVV+/7+XePs7/itZP8nn//b/pa+3Ql9fleBfYGX5vr9cMlUoFFatZOqV0GFb0zRN025CSils28YwjOWd7aXd7ZWuZS2VSjQ3NxOJRBgZGaG9vZ2amhpKpRKxWOzln+CHCcWRbTuRrTswijOI6VOI6VNBmUmiiVNzkuamBiamZ/EufUkGOHfyGOv6ulBWBBVOQLQGFa7B8F0Mp8DuyiK7yxV+vax43HK5P+Twfdtl1JT8jVnhbyIVunzBHW6INzpl+qR5KXjHAYnwHfqbotgl6AdMwEuBGbPoWbcFY2EY0ymgTAvZsQdv7dsw8uOYUyewTn8T69S/oRIZ/Jat+J37ULU7r2pZlna2z507x8LCAul0mnQ6vSo72xD0dQ+FTKT/dHA7fI5QqGdV+roDlMvl5cO/S8E7kUisymu/HB22NU3TNO0mtFSjfflO9modGovFYtTW1pLP50mn0ywuLlJbW/vqg/blDOP5Q5Xdr8NYGMScOc3G6BCNlVkmLj2srSVDorGJzt/8B9yBR4Je2QuD4DtB8LaTEE6horUY0sOqLHKgmmN/yaGM4hHb4YGQy5OWy5Ap+bxZ4fORCh1Lwdsts8YPgvfkfIGUgEdlUMYSysE7Ch7z//a7NG68Hdm6AxWtC/qMLwwCIJs34/XdEbQTnDmDdeF72Ge/g3+4GTu9Fr/jFmTzZhA/PLLF43GGhoYQQtDW1kalUmFoaGjVdrYBotHo8udCiCturyTf93EcB9/3KRQKy7/FeS3G1r8UHbY1TdM07Sa1FDheiwOSS7/GX/pY0eAlTFR9H159H+PDAzRv+Ad48gQAsxOTbG8xmbx4hszmH8fb+lOQHQ6mVQ4/iVgcAd8BO4qyIhBK4rslDN8lUl3kx6oFfqzoUETxqO3yoO3whO0yYkr+zqzwd5EKbb7gDtfmQEOISQl9gAAkMCmhJWnC8BPB4cpQCpnuQrbtQqVaQXqYk89hSB9V24HbsQcqOazyOObIYayB76NCUfyGdci2Xfjtt0DoxW9apqenmZyc5OjRo8u/Qdi2bRvT09M0NTWt3Npf4rou1Wr1+X8SIahWq8s9t1eSaZo4joPjODQ0NFAulwmFQjdE0AYdtjVN0zTtprV0WGy1+w1Xq1WUUvT392OaJo2NjUgpV7wNHUBrZw9Fs2b59rr+NsrlMp3F51CHTyPTvciGfrytP4W344MYc+exLgZTJI3cBEgXrHBQlx2puRS8HaLVLG+tlnirGwTvx2yXh2yHg7bLmCn5olnl00N5ii+4ni3AqXNjrNvQj/BdqMxjjc+hJo+BHcNPtaFatuE3rAUhEHPng7aDqTTuxvcEZS65UcTMWazxI6hnPo9M9+BntuB37IFU0L+7qamJ06dPU6lU6OzsZHR0lNOnT69K0Iagz/fk5OTy7YWFBUKhEH19fSv+2r7vL4frUqm0/EZP72xrmqZpmnZTCofDuK5LsVikv7+f8+fPE4/HVzxoAwwPDxOPx+nt7aVcLlOQYZrbN3K+4QDdsSpi9iz26bMo00amu5H1fbg7P4i76+cQ8+cRg49hjj6FyI0FO95mGBWKB8HbKWNIh2g1x1uqBd7iBqUmB22X79kOsbXw6GWj4gGOA8Pr07S7iyTUpT7eQmBID6Oax5o5hZo9g2VFkPFGZOP6oGwkVo+xOIsoZ1GGgd+5F8+OIAoziIVB7JP3YZ/4KireiGzexOliEt93yeVyHD58mFgsRiKR4Ny5c6xZs2bF171UKl3RBaSpqQnbtq9Pnf7LWCqXyufzhEIhSqUSNTU1N0TQBh22NU3TNO2mtTS2+vIyktXY4fY8j1QqRaVSYXx8HNM0SaVSywc1V1JnZye+75NOp1m7di0zMzP4vk/n2i1IQLbvhvJCMDhn7kIwOMe0ULVdyPo+vO0fwNv987AwiDX4GOboIcTCELhFEDYqFINwEt93MHyHcCXHG6t53ug6PHN8in0vcU3vvbjA9s0hdnoWr3fL7PNsWqWJFGEwQxjKw/AqmNkhxOIwXPweMlaHWduJbN2FSmRQKER+CsN3kHXdyPZdGJUcIj+OOfwkm90y1SefwrSgpd5i0TUoFgqrErQhqNOPRCJ85jOfwfd9nn32WXbv3r3iQXvJ0s+5bdvLP/c3Ch22NU3TNO0mtRRAhBBIKfF9f1V6EFuWhRCCdDpNJpNhcnISIcSqvPbExASZTIZcLsfIyAjRaJRMJsPExAQtLUFLQKJpZPstyPZboJxFzF9AzF3AOvsdlDBRtZ1B8N78XrwdH4DFMayhg5gjTyDmLoJXAkOgzBAkW1CxBgy/yo49jXDfcwCEgaUK5ndtjDBgSJ6yPZ6yPf6AMp2+YJ9rs9ez2eZZhLBRVhQDiSE9KExh5SdRY8+AHUXGM8iWLcjmjWBHMKolRDWPCqfw+u5gZHiYUOrrDOaAKQ+YpWV2lomvfpa2W+9CNgVft5JmZmZwHIempiamp6eZmZlZ0ddb4nkeSikaGhoIhUI0NDRQqVRW5c3dK/HaX4GmaZqmadedUmo5aAPLgXs16rd937+ibjYWixEKhValhralpYVIJEJbW9ty6ItEIs8H7ReK1iLbdiHbdkEl93zwPnc/yjBQqVZkuhtv7Vvwtr4PijNYI4cQI08hpk8inAJKSRA2h04OLIfspaAdBT75YIWWPQ08Yrs8ZrscMz2GTcmwWeXLVIkquMWz2esGH03KxDAjKGGAkhjVAmb1HGLhPJz5BipSi6zvxW/ZCclmkD6dTbVM5qDm0muWgUkPetQ4xqP/H8qOIGs7kU2b8Ft3oNKdYFy/nuvz8/NUq1X279/P8PAw+/fvZ3BwkPn5eerq6q7b67wUy7KQUjI4OEh9fT1zc3M0NTXdEEEbdNjWNE3TtJvSUpu/pYmRUspVa/1nmia2beN5HpFIhHK5jG3bq1JDm81ml+u1JycnSSQS9Pb2ks1mX35kfCSFbN2BbN0RDM+ZH0AsDGAOP4E1+BgyVoeq68Fv24W37u3gVRBjz2COPIk5cZRbd27D+OJBAGqBLKCA3XfsACfP+50yH6h6FFAcsl0OWi5P2C5zQvGI7fKI7QLQ55vsc4vsdW02+xaWYaPMSLDr7bsYhSlEYQpz5BBYUWSiiaOTHg6weOkDgtB9ZCHE5i23YlQWMArTWKe+hnXyX1GRGmRdHzKzCZnZgoo3wav42airq8N1Xf76r/+aSCRCpVLh9a9//YoH7SWO4ywfwpVS4jjOy3/RKtFhW9M0TdNuUks7y0tBezUPjF1eH76ar11bW0s6nWbdunUkEgkKhQLpdPrlg/YLheLIzGZkZnMwcTI7gpi/iJh8DnP06WByZbobme7G3Xc3rmEyeOhbtJsHOe8HQRugE7g4NklPbz8KMNwyMbfIHU6RO8oOqiw5Z/octFwet11OmD4XLn18IVIloQx2uRa3eDa3ehZt0gQRwjBMQGI4Rcz5i+wMG0xfes16YA6YBDbfdie4JfArUNuJX78G5TuI8jxi/jzm+DNBSUysHtm4Br95K6pxbdAP/CrDdz6fx/M84vE4hUKBfD5/dWt+jRzHIZ/Pk81myeVySCmxbRvHcQiFQqtyDT+MDtuapmmadpN6rVr/LZWrRCIRLMsiEomglFreZV9JlUqF5uZmpqamGBoaIp1O09zcTKVSufZphmYIVd+HX9+HryRGfiLY9Z4fwJw6gRIClWqlt7OL2No1dBWruKUsIS9PzFP0bNgWdBXx3WA4TbQOFW1ASQfDLbPGybPOqfLzVZ9FQ/Kk5XHQdnnCclkUiodDLg+Hgl3vjBTsvhS+d3kWdcpEiTAnTgxRC8wTBG2AOuDM//qPbHz9XcjW7fg17QCISh5QyGgaZQiEWwoOjY49izl4MPh+E4349WuQzZuRDf0Qqf2h4XtychLHcXjf+97HkSNH2L9/P2fOnGFycpJMJnNt6/4KhUIhxsbGyOVybN++nSNHjuA4Dhs2bFjR132ldNjWNE3TtJvcagZtCOrDPc/D8zxCoRCO4ywfmlxpkUgE13VpbW2lr6+PcrmM67rXb2y4IVCpNvxUG37364KQmh1GLAwx8siXSWfPcXYCKgSHJNv27uX0LZ+hJ1bBHD2MNf40xuIYuCWEUkg7AuEEvjIwvAopp8Bb3BJvdV1cJGdMn6csl6csj+OWx6SQfD3s8PVwUCbR75vc4lrcsqWOwj/PAxADSgR141u7m2DkCdToU0GIjtYj67rxW7ZCMoPCQFULGFYEFW8M6s/dMkYlizX8OFz8HliRYFpnfT+yaROqvvdFO99Lh1J/93d/l2Qyyde+9jXe9ra3rXjQhmBUfTgcpqWlhampKVpaWvA8b9VG1b8cHbY1TdM0TbuupJSYpomUkkqlghBi+fZKB+5SqbTc/m1qaopkMrmy/Z6jaWQ0jWzZRtu6t7Hwh98mUzdJU8xldlZRPPM4/dVTyEgH/oZ34u36MEZpFjH+LOboYcTMKURpAeVXgiAfrUHG6rAMEE6RDdUCG50qP1f1qKA4annL4fuc5XPeDD7+y6n8cofv0qU/Y8CJk+Ns2NSFYahgWE5+FJEfwxx+PBjeE63Hr+9BZrZBTTsKENUCVGqCnXjlBeG7nMUafAwuPAhWFBWrQ9b14zdvQNX1oOKNDAwM4Hke4+PjRKNRBgYGrv96v4R4PE4oFOLs2bPU1dUxPz/P2rVrb4igDTpsa5qmaZp2nQkhluu0Y7EYxWIRwzBWZWc7Fovhui6GYdDb28vs7Cyu665Kv+eB4VGSTR2MzhWYmi0RDZu0tjcxMDhEb/0kxtBBlBVG1bQjazpw9u4BO4aRHcQcexYx8WxQnlJZBOmDsCFWH7Qj9FwifoU9TpHbKlUUkqwhefpS+M6sE3yTyhXXMwN87pYY270FdngWm5VFBAuEHRy2dMsY7ggiN4oafCzY+Y7VBRMqW7ZBXTcKA8MpXCqDcYJBP14Zo7yIOfIE5uAjYEU4NTjBhQceZSoHOSAZDzrQnD59mvXr16/42kPwG5z5+flV/03Oy9FhW9M0TdO062ppuIhhGMu9vVerdrxSqZBOp3Ech+npaeLxOOl0+tXVbL9CPT09KKVoaWkhlUoFh/USNXS8/RO40scoTCKyoxiLI5gDD2MphYokkTUdyLYdeBvvAgTG7BmSC6dxLxxELI5CNYdQHsoKgx1DGQLlVah1K7zJK3Nn2eHUs5N8B/BecE1fPl/iyPoQnwdMBet9kx2exXbPZqtnEccEYWIAhlfBWBxD5MYwhw8GQ3yiaWSqDZnZgqztwLDC4FUxygsYTgmcAvgO6/vDHMs9CsCeZnhyqsSJEyfYJE+jpnxkqvVl676vVbFYZGJigrGxMfL5PMlkkkQioctINE3TNE27OS3tYi8Nsln6fDV2HCORCKFQiHQ6TVdXF7lcjlAotOJBG2B8fJx0Os2JEyeWy1a6u7sZHx+ntbV1udYb9oDnYOTGEIsjiMURjKmTAMh4A6qmA7H2Tqpr3g1eFTFzGnPsacTkMUR+EpwCAi5Ns0ygMFi3qxHvfx8HoAsYunRNf9tZy7OOx5FL9d4nLJ8Tls8XqSIUrPFNtnsWW32LzZ5FIxbKsDGUxPAdjPwkojAJE8+iDBMVTqISGWTzBmT9GlS4H0N5PPHgv9MEhIAnp6ADcIDDf/lb7N17G4SSyFgale5FNq5FptpQiebrMmgnHo9z5MgRZmZmOHDgAA8//DDlcpn3vOc9r/q5rwcdtjVN0zRNWzGr/St9z/NoaGjAsiwqlQq1tbXU1tauyjTB1tZW8vk83d3dy5Mz8/k8ra2tL36wFQp6dtf14EPQ13txJGgxOHcOuXAKu1JFxepQyVb8NW/G3fmh58P3xBHE1AlEfgKqeZ46dJwOwAQGgW7AB5oPZrlndzDufdLwedYKgvezlseoKTlj+ZyxfL5yaQxPRgq2eCabPYtNvsVa38JUFgaA8hGleSjPY86cQhkCzAgqXs++zh4iwPClb2+EoO3hnrs+hHQKGG4leKOQHcG8+GCwQx9KoJIt+PW9qLp+VCqDitVf9bCd8fFxLMti8+bNHDp0iM2bNzM3N7f8Jue1psO2pmmapmnX1UtNr1y6b6XDt2VZJBKJ5XaDS+0PV2Oa4FKrQdM0WVxcpK6ujlQqxdDQEF1dXT/8i0NxZON6aFyPrxTxqMAfPomRG0dkhzEmg11rFa1Fplrx+9+Eu/2DgELMnWfH1qOkv/obHCPYXR4EtgO3vGE70hAo3yHjV3mbV+HtZReFYtaQHLkUvo+bHhdMn0khmQxJvnup1WBYwQbfuiKAp5UV/DsqieEVMbIFxOIwL6yKjwAykUFFa0BJRLWAUZzBqOTBLQQdWaaeQ0weA4Ng9ztSE9S01/ejatpRiSZUNP1DA3hrayvlcpk///M/p7a2lvvvv593vOMdN0TQBh22NU3TNE27zpYmVy51JfF9f9XKSCAoK1hcXMTzPGzbXrW63a6uLlpaWrAsi8bGRmZmZmhsbHz5oP1ChoERrUU2bYCmDc/vfOfGMHLjGLlxzEtlJyqcCMJ35x7a3rCXYw89vtyVpKMZSDQF9dVSBC38rDAKE5Sk3ne406vw5rIDSAooTlsez5lBm8Hjpk9eqOVAvjSEvs0XbPYtNngmG3yLNb7JyWemaUvCT26CLz4BH9wDT5yCE5/7dXbs6rn0JqEd2bgev2k9hh0D6WGU5zCKcxiVHHglRGEaFkcxhw6CaaPCqWDaZboTle5FpVqQ8SaI1l4RwAcHB1FK0dTUxMLCAoODg6/uH/M60mFb0zRN07TramlXeyl0L02TXK3hOoZhUFNTs9xqcLVCfqVSYffu3dx3332cOXOGRCLB7t27r8/hzFAc2bAWGtYGt91yMFwnN4GRG2PgyW+hJo5yW6fN0WGXrRs6qdQ18dzWX6O/pQ4xfQpz4ihi/gJGcRacPIZhg2kjDUAZxDyHXcpll+NgVF18FCNC8txlAXxASMZMyZjp8O1LwxlNBT37ozzwjTIPPBHcd++TsB7Ysa0lOHiZnwhKXsYPowwTzHBw+LK2E79hHWS2ghUC6WIUZxDlLFRy4BYRC1nE/ADwvaBd4VIAr+lE1fXw3Mg8pnT5yC/8AoeeeoqPfOQjHDp0KDiguWnTq1v360CHbU3TNE3TrqulA5JKqeUDkoZhrErovbyEZamMZWmi5Uq/fiQSQQjBgQMHiEajlMtlhBArczjTjqLqevHregHo3PTjnLz3X8nNl7hlUzvHTwxTwzAbck+inBQymcHbcBcq0QQYGIsjiMnjmFMnglrx8kJQyqEslBUJWv4h6fQdujyPdzpVQJEzJCdNn5OmxynL55TpMScU503/RZd4Gvj9aIH1vskGz6JLmljKAOVjyBKGW0TkRrFGHr8ygKfa8BvWoFq3Y9hR8B2MwjSivBAEcKeAKM0i5s7DBcUOM8Tsg/dzz7fvpzYe5hvf+Aa7d+++IYI26LCtaZqmadoKWCofWQq5pmmuyusuhXop5RW76asR9PP5PLZtU19fT7lcpr6+HsuyltvRraSzFwZINrYxOpvjkROjCCFo7e/lJN2sS9cEbQfnzmNIGfTtTjSh6vtxu/YhwykMt4SYO4c5cQxj7jyiMI1RzQWlGqZCEgMFCeWxR3rscV2MqodCMmMo/urQDM+8xHV96uk8O/cFW+AhBX2+yZrlD4te3yShDFBcGcBHD6GEABEKdrGTLcj6PlTzJlSkBkO6wXCg4hxUcpSCEnOyxaDUpVQqvcTVvDZ02NY0TdM07bq7/GDiahxOvJwQAsdxlstIQqHQqrxuMpkkHo+Ty+Voa2tjYWGBeDy+4kEbYO3atcs9vpc6oSgrRP++d7K85yy94IBifhKjMIVYGMSYOAqAMm1UvBG/cy9qw7uQoWhwoHH2LObUScTCAEZhJgjg0gPTR6LAMGjwfH5rb5zPfHsQCMpHTl96yd/fmeSU53PG9CgZBLvh1pW74O2+YO1lAXyNb9KgDAypMGQZo1C+rP2gAGGi7AQq0YhMd/HU+VkGX7AeIyMjHD58mN27d6/Mgl8FHbY1TdM0TVsxr8U0v6U68aVBOqsxJh7A9326uro4fvw4Q0NDpFIpurq68H1/xXf2R0ZGaG9vJ5vNcuHCBWKxGO3t7YyMjNDR0RE8SFioZAsq2RJcL4BbCQJ4cQajOB2E6hcG8N4DeLH3Iq0Iwi0iZs8ipk4iFi4uB/AnHz9HDbDI80G7Brjl+3k+fkszEsWYkJwzfc6ZPmdNn3Omx4xQjJqSUVPyIO7y95OWBv2+Sa9v0iuDP7t8k4RS4EuEvwCVeczZs+zDIHfp69a11XFmbJ58Pn9DBG3QYVvTNE3TtJvIC9sOLpWUrEbN9tJB0LVr1yKEWC5lWY0Smo6ODmKxGOvWrVueXhmLxZ4P2j+IHUHVdqBqg8e9ZACfv4gxfgQgKEGJ1eN33oa37u0oK4The2x/3RDmfR++8qmBPfvXo3wflKJd+bRJyR2+jyE9QDFvSM4vh+8ggA8JyYJQPCU8nrKvnInZ4ovl8N3rC3p9k4HvzbH0L3tmbH75sQ8//DAHDhy45jW9XnTY1jRN0zTtpnF5zfblgXc1dthd18U0TaLRKJ7nEQ6HEULgui62ba8+fjWrAAAgAElEQVToa8/NzdHX18eJEyfIZrNEo1H6+vqYm5ujvr7+6p7sBwXw0lwQwEtzGKU5xOxZDBmUhKhwgsUXPM084Oz8MGL+AiI7AuUFDKcIykf5HiCpVYrd0ucWxw8OTiKpoLhg+lwwfS4KnwHT56LpMysUE6ZkwpQ8Zj+/C26+K4T6vsML3QhBG3TY1jRN0zTtJrN0OHM1d5YBbNvGtm0cxyGVSlEul5fvW2n19fXU19ezYcMGYrEYpVJp+b7rwo6gatpQNW3P36cklLOI0izf+/o/0Z6EPbdu45EHjnLgDRt44vFTPHjwMHe84yfxIikQFngOIj+OmLsQ1IwXpjCqefDKIH2U9AgrxUap2OB5GEpeCuGKRUNyYTl8Sy6aPhdE0Av8RqbDtqZpmqZpN5Wlw5mr1dd7iVKKVCpFPp+nWq0SDodJJpOrch2lUolMJsPIyAijo6M0NDSQyWQolUrEYi+c7XidGAJidchYHQc+/J+Z+dT/5B8fOIoBfOWhU8SAO979MxilBUR2CMMLOoUoIZC1Hfit2yCUAETQXzs3gZi/GDy2OP18CPeDEJ5Skh1KssOT4EiCPXfFVx6Y5ude4vLuv/9+7rzzzpX53q+CDtuapmmapt2UVvtwpmEYhEIh6urqlg9FrlYJSywWw3Ec2tra2LFjB9PT0ziOs3JB+yW0trZy/vx5lvaZW/v78XvvCG4oBW4pmGZZmscozwefL45huOXgIYaBSnfhtW5D2TEwDPDcoG3h4ihicRgjP43h5MEtge+ClPzUW6L83ONDAGSiMBk83Q0RtEGHbU3TNE3TtOtmqYRlKWivVglLPp8nHo8TDocpl8u0tbWtWo9vgOPHj1NXV8edd9653HIvl8tx/PhxtmzZEgTnUBwViqNq2q/8YreEUVp4PoCXs4jFEajmMVQQ3VW8Hq++DxVKBOUoSkEliyhM8ejXvrT8VEtBG+CRRx5h//79K/69vxwdtjVN0zRN066T16qEJZlMUl9fTy6XI5PJsLi4SCqVWpWgDbBlyxay2SxDQ0PccccdHDx4kJqamiBovxw7hqqJXVkPDkE/70oOo5LFKGev/NO5NLTGELzuJ3+R+F/8BsXLvjQSidwQQRt02NY0TdM0TbvuVruERSlFX18fx44dY2JigmQySV9f36qF/snJSfbu3cvp06c5fPgw3d3drF+/nsnJSTKZzLU9qbAgVoeK1fGiI5Be9fngXVl80d+/Fv3dfxAdtjVN0zRN037EGYaBbdts27YNx3EIhUJYlrVqoTOTydDf38/8/DyxWIxEIkF/f/+1B+2XY4VRyWZUspnHHnuMnk2buPXWW3nooYd4wxvewKFDh3jssce4/fbbV+b1r8LKj1PSNE3TNE37/9u786imjv5/4O9EwhKgGBFQNq2mN4qIgBJAoVZr1aNgcbetdan0VNxttY9Wn8eWPj1VW7uI9ak+Pa51RaBa6lYrFkRZrOLK8kgBBQqyC0VIIPf3h7/ka0wCiSaQhM/rnJ4e5s6dufcyTj4Z5s4Qg2ptbQXLsujWrRusrKzQrVs3sCyL1tbW9k/WEysrK3A4HLi6uoLD4cDKyqpD6h0xYgRqa2uxe/duPHr0CLt370Ztba1RBNoAjWwTQgghhJg8+QuZ8s10mpubYWFh0WEvaFZUVIDL5WL+/PkoLS2Fq6sr8vPzUVFRAScnJ4PX37dvX5SUlKCsrEzxs7GgkW1CCCGEEBPHsiysra3B4/EUO1ZaW1uDZTtmwxcnJyfY2tri0qVLkEqluHTpEmxtbTsk0M7NzYWtrS3Cw8Ph5eWF8PBw2NraIjc31+B1a4NGtgkhhBBCTJx8FZSnlx7syBcF+/Xrh7KyMjx48AB8Ph/9+vXrkHpFIhGqq6tRV1eHUaNGISkpCQ4ODhCJRB1Sf3so2CaEEEIIMQMcDgdNTU2KYNvGxqbD6m5qaoK9vT1mzpyJ4uJiuLu7o7a2Fk1NTbC2tjZo3eXl5fD398fdu3eRlZUFDw8PCIVClJeXw8XFxaB1a4OCbUIIIYQQMyCVSsHlcsHj8dDa2gqpVNphc7atra3B4XBw69Yt2NjY4NatW/Dw8DB4oA0ALi4uEAqFqK+vVwTXQqHQKAJtgOZsE0IIIYSYPJlMBplMpljuz8LCQpHWUeRTV2QyWYfunglAsXlPjx49lH42BjSyTQghhBBi4rhcLrhcLlpaWmBhYYGWlhZFWkdobm4Gh8OBj4+PYurIw4cP0dzcbPAlAGtqagAAYWFhaGxsBJ/Px8OHD1FTUwOBQGDQurVBI9uEEEIIIWbA0tJSEXBzuVxYWlp2WN1WVlawsrLCw4cPFYG2PM3QBAIBOBwOCgoK0KdPHxQUFIDD4RhFoA0Y+cj2jRs3EBMTg6ysLEilUgiFQsydOxfh4eFalyGTyXDw4EEcOXIERUVF4PP5CAwMxMqVK41qDUZCCCGEkOfB5XJhbW0NmUzWYSPaT3JyckJFRYUi0O6IZf8AQCKRQCQSwcLCAgUFBejVqxf69++v2EmzsxltsJ2eno4FCxaAx+Nh4sSJsLe3x9mzZ7Fq1SqUlJRg4cKFWpWzYcMGHD16FEKhELNnz0ZVVRVOnjyJ1NRUHD58GEKh0MB3QgghhBDScToj0AYej267u7t3yNSRJ1laWqJnz57g8XiwsbHBo0eP4ODgYBSBNmCkwXZLSwvWr18PDoeDAwcOwMvLCwCwePFizJo1CzExMRg/fny7I9NpaWk4evQohg0bht27dyseekREBObPn4+PP/4YP/74o6FvhxBCCCGky+jIQFvOxsYGDQ0NsLW1hUQi6dBlD9tjlHO209LScO/ePYSFhSkCbQCws7PDokWL0NLSgvj4+HbLiY2NBQCsWLFC6dtNcHAwQkJCkJmZiYKCAv3fACGEEEII6RDydcU9PT3Rq1cveHp6Kjb3MQZGGWxnZGQAAEJCQlSOjRgxQilPW9LT08Hn8+Hv769yTF52Zmbm81wqIYQQQgjpRN26dUO3bt0Uc7QlEokizRgYZbBdWFgIAOjTp4/KMQcHBwgEAhQVFbVZRmNjIyoqKuDu7q72YcunoMjrIoQQQgghpsnGxkYRcHf07pntMco52w0NDQA0L0huZ2eHsrKyNsuor69X5NVUxpN1aWIsy8aYGnpuz4ae27Oh5/Zs6Lnpjp7Zs6Hn9mzouemutbUVDg4OnX0ZSoxyZJsQQgghhBBdGcvUkScZZbAtH3WWj04/raGhod1tOOXHNY1cy9M1jXwTQgghhBDyvIwy2JbPp1Y3L7uurg41NTVq53M/ic/nw8nJCcXFxWrfRpXP1aaNbQghhBBCiKEYZbAdEBAAALh48aLKsdTUVACAWCxutxyxWIzGxkZcvXpV5Zi8bHldhBBCCCGE6JtRBtvBwcHw8PBAYmIisrOzFekNDQ3Yvn07LCwsMHnyZEV6dXU18vPzUV1drVTOjBkzAADffPMNJBKJIv3y5cu4ePEiAgIC8OKLLxr4bgghhBBCSFfFYVmW7eyLUCctLQ2RkZHg8XgICwuDnZ0dzp49i+LiYqxYsQJRUVGKvDExMdi2bRuWLFmCpUuXKpWzfv16xMbGQigUwsvLC2lpaXjw4AEA4KWXXsJ7772H8PBwra9LJpPh4MGDOHLkCIqKisDn8xEYGIiVK1ea3ZSU8vJynDp1CsnJyfjzzz9RWVkJBwcH+Pv7IzIyEkOGDNGqnPT0dMyZM0fj8SNHjsDX11dfl20URo8ejZKSErXHZs6ciejoaK3K6UrtLT4+HmvXrm0zT1BQEPbu3dtmHnNtb8ePH8cff/yBW7duIS8vD1KpFJ9//jmmTJmiNn9DQwNiYmJw9uxZVFRUwMnJCWPHjsXSpUt1flflxo0biImJQVZWFqRSKYRCIebOnatT39lZtH1uUqkU58+fR1JSEq5fv46//voLHA4HQqEQERERmDVrlk4vXumrD+gsurQ3+WewOpaWlrh586ZOdZtqe9PlmYlEonbLu3DhAnr37t1uPlNua88SZ5hi32aUS/8Bjz9UDx48iK1bt+LUqVOKh7B8+XJMmjRJ63Kio6MhEomwe/dunDhxAgDg7u6OwMBApKenY9WqVSgpKcHChQu1Km/Dhg04evQohEIhZs+ejaqqKpw8eRKpqak4fPgwhELhM92vMdq/fz/++9//wtPTE8OHD4ejoyOKiopw7tw5nDt3Dlu2bMGECRO0Lk8sFqud/tOrVy99XrbRsLe3x9y5c1XSvb29tS6jK7W3gQMHYsmSJWqPnTlzBv/73//UbnSlibm1t2+//RYlJSUQCARwdnbW+OEKPN5nYPbs2cjOzsaIESMwceJE5OTkYM+ePUhPT8fBgwfB5/O1qjc9PR0LFiwAj8fDxIkTYW9vj7Nnz+rcd3YWbZ/bvXv3sGzZMtja2iIoKAijR49GfX09kpKSEB0djZSUFPznP/8Bh8PRum599AGdRZf2Jjd58mS4ubkppem6MoQptzddnpmmvq6oqAg///wz+vfvr1WgLWeqbU3XOMNk+za2C5BKpeyYMWNYb29v9vbt24r0+vp6duLEiayXlxdbUFDQbjmXL19mGYZh33zzTba5uVmRfunSJVYkErFvvfWWIS6/05w5c4bNzMxUSc/MzGQHDRrEisVipeegSVpaGsswDLt161ZDXKZRGjVqFDtq1KjnKqOrtTdNmpubWbFYzHp5ebEVFRXt5jfX9paamsoWFxezLMuyO3bsYBmGYePi4tTm/fbbb1mGYdjNmzerTf/222+1qlNffWdn0va5lZWVsQcOHGAbGxuV0v/++292ypQpLMMw7MmTJ7WuVx99QGfSpb1t3bqVZRiGTUtLe646Tb296fLMNImOjmYZhmF37dql9Tmm3NZ0jTNMtW8zyjnb+paWloZ79+4hLCwMXl5einQ7OzssWrQILS0tiI+Pb7ec2NhYAMCKFStgaWmpSA8ODkZISAgyMzNRUFCg/xvoJGPHjsWwYcNU0ocNG4bAwEDU1tYiNze3E66sa+hq7U2Tc+fOoba2Fq+88gp69uzZ2ZfTaYYPH64yaqgOy7KIjY0Fn8/H4sWLlY699957cHBwwLFjx8BqMYNQX31nZ9L2ubm4uODNN99U2XWOz+dj/vz5AIDMzEyDXKMx0va56ZOpt7fnfWbNzc34+eefwePx8Prrr+vxyoyXLnGGKfdtRjuNRJ8yMjIAQO2foEeMGKGUpy3p6eng8/nw9/dXORYSEoKUlBRkZmZ2iZcuLSwslP6vjcLCQuzbtw9NTU1wdXXF8OHD0aNHD0NdYqeTSCRISEhAeXk5XnjhBfj7+2PAgAFan0/t7bFjx44BAKZPn67TeV2tvckVFhbiwYMHCAkJUflzqpWVFYYNG4bffvsNRUVF7c7711ffaerk/ZyuUyKetw8wNVeuXMGNGzfQrVs39OvXD8OHD1caKGhPV29vZ8+eRV1dHcaNG6dzX2WObe3pOMOU+7YuEWzL19RWtza3g4MDBAKB2jW9n9TY2IiKigowDKO2w5X/YuV1mbPS0lJcunQJTk5OYBhG6/MSExORmJio+Nna2hpLly5FZGSkIS6z01VUVGDNmjVKaaGhodi8eXO7HSm1t8dKSkpw+fJluLi4IDQ0VKdzu1p7k5P3ZZo+bOT9oDYfSProO81BXFwcAPUfzG15nj7AFG3dulXpZycnJ2zatEkRvLSnq7e3Zx1YAMyvramLM0y5b+sSwbZ8t0hNu07a2dmhrKyszTLku1lqetNVnq5px0pzIZVK8eGHH0IikWDVqlVajfT06NEDH374IV555RW4urri4cOHSE9Px5dffokvvvgCdnZ2mDVrVgdcfceZMmUKxGIxhEIhLC0tkZ+fj23btiE5ORmLFi3CoUOH2nzRitrbY/Hx8ZDJZJgyZYrWo4pdsb09Sdu2o2mH3ifpo+80dUeOHEFycjKCgoIwcuRIrc973j7AlAwcOBCbNm1CQEAAevbsibKyMvzyyy/YsWMHoqKicPToUa1GWbtye7t//z7S09Ph6uqq9ZcTOXNra5riDFPu27rEnG2iHzKZDB999BEyMzMxY8YMREREaHXeSy+9hAULFqB///6wsbGBi4sLJk2ahB9++AE8Hg8xMTGQyWQGvvqOtWTJEojFYvTo0QN2dnYYMmQIduzYgaFDh+LatWv4/fffO/sSjZ5MJkN8fDw4HA6mTp2q9Xldsb0Rw7hw4QI+/fRTuLm54YsvvtDp3K7UB4wZMwYRERFwc3ODlZUV+vTpg0WLFmHdunVobm7G9u3bO/sSjV5cXBxYlsWUKVPA5eoWmplTW3vWOMPYdYlgu71vOw0NDRq/3cjJj2saSZSn67rGo6lgWRbr16/HiRMnMGnSJHzyySfPXSbDMBgyZAgqKyvN+k+DclwuV7HeqrpdTZ/U1dsb8Hi32NLSUgQFBcHDw+O5y+sq7U3bttNenwfop+80VSkpKVi6dCkcHR2xd+9eODs7P3eZuvQB5iAiIgIWFhZa32tXbW8ymQwJCQngcrk6DSy0xRTbWntxhin3bV0i2JbP3VH3AVtXV4eamhq183aexOfz4eTkhOLiYrS2tqocl8//MbeNRoD/+6YZFxeHsLAwbNy4Uedv3poIBAIAQFNTk17KM3by+3306FGb+bpye5N7nvmLmnSF9ibvyzTN55f3g+31eYB++k5TlJycjMWLF0MgEGDfvn16+bInp20fYA4sLS1ha2ur9b+3rtreUlJSUFZWhuHDh8PV1VVv5ZpSW9MmzjDlvq1LBNsBAQEAgIsXL6ocS01NBQC1m188TSwWo7GxUe23RHnZ8rrMhUwmw7p16xAfH48JEyZg8+bNOr+Rr0lLSwvu3LkDDoej0+L9puzGjRsAoNXyUF2xvcnV1NTgt99+Q/fu3fHaa6/ppcyu0t769u0LZ2dnXL16FY2NjUrHmpubceXKFTg7O2v1QaKvvtOUyAPtF154Afv27dN7cKdLH2DqCgsLUVdXp/W9dsX2BhhmYAEwnbambZxhyn1blwi2g4OD4eHhgcTERGRnZyvSGxoasH37dlhYWGDy5MmK9OrqauTn56O6ulqpnBkzZgAAvvnmG0gkEkX65cuXcfHiRQQEBJjVMmxP/gMYP348vvjiizYDbU3P7dq1ayrrXra0tGDz5s0oKSlBSEgIunfvbpB76Ax3797Fw4cPVdKvXLmC3bt3w9LSEmPHjlWkU3tTdfz4cUilUoSHh2tcOozam3ocDgfTp09HY2MjvvvuO6VjO3bsQF1dHaZPn670wpRUKkV+fj7u3bunlF/XvtPUyQNtBwcH7Nu3r92/HGl6brr2AaasoaEBOTk5Kul1dXVYt24dAGDixIlKx6i9/Z/q6mokJSVBIBBg9OjRGvOZa1vTJc4w5b6Nw2qz+rcZSEtLQ2RkJHg8HsLCwmBnZ4ezZ8+iuLgYK1asQFRUlCJvTEwMtm3bhiVLlmDp0qVK5axfvx6xsbEQCoUYOXKkYvtsKysrs9s+W/4c+Hw+5syZo3ZN7TFjxmDgwIFK+Z9+bvIOxM/PDy4uLqivr1dsyOLq6ooff/zR6L956yImJgY//PADgoOD4ebmBktLS+Tl5SE1NRVcLheffPKJ0ggGtTdV4eHhyMvLw4kTJyASidTm6WrtLTY2Fn/88QcAIC8vD7dv34a/v79iFGfMmDEYM2YMgMdLR7755puKLY0HDRqEnJwcJCcnY+DAgSpbGhcXF+PVV1+Fm5sbzp8/r1SvLn2nMdL2ueXn5yMiIgISiQQTJ05U+0XWzc1NMQ8W0PzcdO0DjJG2z03+DLy9vcEwDBwdHVFeXo7k5GTU1tZixIgR+P7775W+NJtre9Pl36jcrl27sGnTJsyfP19l6b4nmWtb0zXOMNW+rUss/QcAQUFBOHjwILZu3YpTp05BKpVCKBRi+fLlmDRpktblREdHQyQS4ciRI9i/fz/4fD5GjRqFlStXmt0oY0lJCYDHjfv7779Xm8fNzU3xj0CTWbNmISUlBRkZGaipqYGFhQU8PT2xcOFCvPPOO3BwcND7tXemwMBA5Ofn486dO8jIyIBEIoGjoyMmTJiAefPmwcfHR+uyulJ7k7tx4wby8vLg4+OjMdBui7m2tz/++AMJCQlKaVevXlVMM3Jzc1N8kPP5fOzfvx/btm3DmTNnkJGRgZ49e2LevHlYsmSJyoYQbdFX39lZtH1ulZWVir8g/fLLL2rLEovFSsG2JvrsAzqLts+te/fueOutt5CVlYWkpCTU19fDxsYGDMNg0qRJmD59uk5TD025venyb1TueaeQmHpb0zXOMNW+rcuMbBNCCCGEENLRusScbUIIIYQQQjoDBduEEEIIIYQYCAXbhBBCCCGEGAgF24QQQgghhBgIBduEEEIIIYQYCAXbhBBCCCGEGAgF24QQQgghhBgIBduEEEIIIYQYCAXbhBBCCCGEGAgF24QQkyESiZT+GzRoEAIDAxEeHo41a9bgzJkzaGlpafP80aNHd+AVm6d79+5h8eLFCAwMxIABAyASiZCent7Zl/XcYmJiIBKJEB8fbxb1EEKMg0VnXwAhhOhq8uTJAACZTIb6+noUFhbip59+QkJCAvr06YMvv/wSPj4+eq83Pj4ea9euxZIlS7B06VK9l28KZDIZli1bhuzsbPj6+qJPnz7gcrno2bNnZ18aIYQYJQq2CSEmZ+PGjSpp9+7dw1dffYVTp05hzpw5OHToEAYOHKiU5+TJk+DxeB11mWappKQE2dnZGDZsGA4cONDZl0MIIUaPppEQQsyCp6cnvvnmG0ybNg2PHj3CRx99pJKnf//+8PT07ISrMx9lZWUAAA8Pj06+EkIIMQ0UbBNCzMqaNWvA5/Nx584dXLlyRemYpjnb169fx+LFizFq1Ch4e3tjxIgRmDZtGrZs2YK///4bAPD2229j7dq1AIBt27YpzR2Xz71lWRaJiYlYuXIlxo0bB19fX/j5+WHatGk4cOAAZDKZSt1Pzt/Nzc3FwoULERAQAF9fX8yePRtXr17VeK/Xrl3D8uXLERISAm9vb4SGhmLBggU4fvy4St7q6mps2rQJ48aNw+DBgxEQEIDIyEhkZmZq/WxFIhFmz54NAEhISFDc/9tvvw0ASE9Ph0gkwpo1a1BRUYF169bh5ZdfhpeXF/bs2aN03VFRUQgKCoK3tzdGjx6Njz/+GOXl5Sp1xsfHQyQSISYmBvfu3cPy5csRGBgIf39/REZG4u7duwCAlpYWfP/994r7e+21155r5F3X38VPP/2EN954A/7+/hgyZAjCw8OxY8cONDc361SvRCLB3r17MXXqVPj5+cHX1xfTpk1DbGwsWJZ95vshhHQemkZCCDEr9vb2CA0NxZkzZ5Ceno5hw4a1mf/ChQuIiooCh8OBv78//Pz8UFdXh8LCQuzcuRMzZ86Era0tQkND0dLSgqtXr2LAgAFKU1Tko+USiQQffPABHBwc0L9/f3h5eaGmpgZZWVmIjo7GzZs31U6BAYBbt24hOjoaLi4uCA4ORlFRETIzMzFv3jwcO3YMDMMo5d+zZw82btwIlmUxePBgiMViVFVV4fbt2ygoKMDrr7+uyJufn4/58+ejvLwcnp6eGDlyJGpra5GWlobU1FRs3rwZ4eHh7T7byZMno6KiAhcvXoSnpyeGDh0KAOjXr59SvurqakybNg2tra3w9/eHRCKBjY0NAOD48eNYu3YtZDIZ/Pz80Lt3b9y+fRuHDh3Cr7/+in379qF///4qdRcXF2P69Omwt7eHWCxGYWEhUlJScPv2bZw4cQIbNmxAWloa/Pz84O7ujvT0dERHR4PH42HGjBnt3tvz/C7+9a9/4ciRI7CyskJQUBCsra2RkZGBr776CklJSdizZw+sra3brbexsRHvvvsurly5AoFAgKFDh4LL5SIrKwvr16/HzZs3ER0drdO9EEKMAEsIISaCYRiWYZh2823fvp1lGIZ9//33Vc4fNWqUUtrs2bNZkUjE3rx5U6Wc69evs/X19Yqf4+LiWIZh2K1bt6qtVyqVsmfOnGGbm5uV0quqqtgpU6awDMOwGRkZSse2bt2quK+dO3cqHfvss89YhmHY1atXK6VnZGSwIpGI9ff3Z9PS0pSONTc3s8nJyYqfW1pa2LCwMJZhGHbv3r2sTCZTHLt9+zYrFotZX19ftrKyUu09PS0tLY1lGIb9xz/+ofEYwzDs4sWL2aamJqXjpaWlrI+PD+vl5cWeP39ekd7a2qq416lTpyqdI3/mDMOwn3/+Odva2sqyLMvKZDJ2zZo1LMMw7IQJE9iwsDD2r7/+Upx36dIltb/vtjzL7+L06dMswzBsaGgoW1hYqEivr69n33jjDZZhGHbTpk1q64mLi1NK37Bhg6KOhoYGRXpVVRU7ffp0lmEYNikpSev7IYQYB5pGQggxOwKBAABQV1fXbt6qqirY29vD29tb5ZiPjw/s7Oy0rtfCwgJjx46FpaWlUnqPHj3wwQcfAAB+++03tecOHToU7777rlJaVFQUAKhMh9m5cydYllUsv/ckS0tLhIaGKn5OSkpCXl4ewsLCMGfOHHA4HMUxLy8vLFq0CI2NjThx4oTW99keS0tL/POf/4SVlZVSemxsLJqamjBx4kSMGjVKkc7lcrFq1So4Ozvj5s2byMrKUinT09MTq1atApf7+GOLw+Fg3rx5AIC7d+9i3bp16NWrlyJ/cHAwvLy8UFJSguLiYp2uX5ffxf79+wEAy5YtQ58+fRTpdnZ22LBhAzgcDg4fPgyJRNJmnVVVVTh27Bjc3d3x73//G7a2topjPXr0UIxoHz58WKd7IYR0PppGQggxO+z/n9v6ZGCpyaBBg3DixAl89NFHmDdvnsoUgWeRnZ2NixcvorS0FE1NTWBZVjH3u7CwUO05I0aMUEkTCATo3r07Hjx4oEhrbW1FRkYGAGg1PSI1NRUA8Oqrr8tjKPkAAAbYSURBVKo9Lp8KcvPmzXbL0tagQYPg4uKiki4PVNVNWbG0tMT48eOxb98+XLlyBb6+vkrHxWIxLCyUP7LkL2nyeDyIxWKVMj08PHDnzh1UVFTA3d1d6+vX9nchlUqRlZUFDoej9p7kc9pzcnKQk5PT5nKUGRkZkEqlCA0NVfmyBgADBgyAra0tbt26pfV9EEKMAwXbhBCzU1NTAwBwcHBoN+/777+PvLw8xMXFIS4uDgKBAH5+fhgzZgzCw8PVBj6aSCQSrF27FomJiRrzyIPupz05KvskW1tb1NbWKn6uqalBU1MTHB0dtRp1LykpAQCsXLkSK1eu1JhP/sz0oXfv3mrT5YGqm5ub2uPy9CcDWjl1wTufzwcAODk5KUa81R1vb1T5adr+LmprayGVSuHk5KQyii/n5uaGnJwctff0JPnv6dChQzh06JDGfLq+cEkI6XwUbBNCzE5OTg4AQCgUtpu3d+/eiIuLQ1paGi5cuICMjAwkJSXh/Pnz+OGHH3D48GGtgnbg8UuLiYmJYBgGq1evxqBBg/DCCy+Ax+OhoKAA48eP13iuNqPwz5K/tbUVAPDyyy/D0dFRY76nX3J8HpoCT7n2rl3d8bbO0fXZtUff5WlTpnylGi8vL4hEIr3XTwjpPBRsE0LMSn19PVJSUgBAZT6zJhYWFggJCUFISAgAoLS0FGvXrkVaWhp27tyJ1atXa1XOr7/+CgDYsmWLynSU+/fva3sLbRIIBLC2tkZlZSUaGhraHd2Wj9LOmjVL41SSjuLs7IyCggIUFxfjxRdfVDleWloK4PFItSno3r07eDweKisr0dTUpHbFEW3vST5yLxaLFUtMEkLMA70gSQgxKxs3bkRjYyMGDx4MPz+/ZyrD1dVV8YJcXl6eIl2++2RLS4va8x4+fAhA/TSKU6dOPdO1PK1bt26K+cmxsbHt5h8+fDgA4Ny5c3qp/3nIl2H8+eefVY5JJBKcPn1aKZ+x4/F48PX1Vayv/rS8vDzk5OTA1tYWAwYMaLOsoKAgdOvWDRcuXFD8NYIQYh4o2CaEmIX79+9jxYoVOHbsGPh8Pj777DOtztuzZw8qKytV0uWj408Gzs7OzgCAgoICtWX17dsXAFTm3J4+fVrtRjPP6t133wWHw8H27dtVVseQSqWKaweAcePGoV+/fkhISMDOnTshlUqV8kskEpw9exa5ubl6uz5Npk2bBmtra/zyyy+4cOGCIl0mk+Hrr79GeXk5Bg8erPJypDGTb/ITExOj9NeLhoYGfPrpp2BZFjNnzmx37r+LiwsmT56MwsJCfPjhh6iurlbJc/XqVfz+++/6vQFCiMHRNBJCiMlZs2YNgMdBWkNDAwoLC/Hnn3+CZVn07dsXX375pdbzXrdt24ZNmzZhwIAB6NOnD1iWRW5uLgoKCiAQCBAZGanI6+vrC0dHR5w5cwZvv/023N3dweVyMXXqVMWOhikpKdiyZQtOnz6NF198EYWFhbh16xbeeecd7Nq1Sy/3LxaLsXr1amzevBlvvfUWfHx84OnpiaqqKuTk5IDP5+P8+fMAHk+R2bZtGyIjI7Flyxbs27cPIpEIdnZ2KCsrw59//omHDx/iu+++M/hcYVdXV0RHR2Pt2rVYuHAh/P39FZvaFBQUoGfPnti0aZNBr0Hfxo8fj5kzZ+LIkSMICwtT2tSmuroavr6+WLZsmVZlrV+/Hvfv30diYiKSkpIwcOBAODs7o7KyEkVFRSgvL8ecOXMwcuRIA98VIUSfKNgmhJichIQEAI8DSTs7Ozg7OyMiIgKjR4/G6NGjVZaIa8v69esVOxEmJycDeDya/c4772D+/PmK0Wzg8Yt/O3bswNdff40bN24gMzMTLMti6NCh8Pf3R0BAAA4ePIivv/4a2dnZKCwsBMMwiImJgZeXl96CbQBYsGABBg8ejD179uDatWvIzs5Gjx49MGjQIERERCjl7d+/P3766Sfs378fv/76K65evQqWZeHk5IRhw4bhtddeQ3BwsN6urS2vv/46PDw8sHPnTly7dg03btyAk5MT3njjDURFRalddcTYRUdHw9/fH4cPH0ZGRgZaW1vh6emJuXPnYt68eVrtHgkANjY22LVrFxISEnDixAnk5ubi+vXrcHR0hKenJ+bMmYOwsDAD3w0hRN84rHxBWkIIIYQQQohe0ZxtQgghhBBCDISCbUIIIYQQQgyEgm1CCCGEEEIMhIJtQgghhBBCDISCbUIIIYQQQgyEgm1CCCGEEEIMhIJtQgghhBBCDISCbUIIIYQQQgyEgm1CCCGEEEIMhIJtQgghhBBCDISCbUIIIYQQQgyEgm1CCCGEEEIM5P8Bkn5IdqGiojQAAAAASUVORK5CYII=\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -496,19 +593,22 @@ "ax = plot_golf_data(golf_data)\n", "t = np.linspace(0, golf_data.distance.max(), 200)\n", "\n", - "for idx in np.random.randint(0, len(logit_trace), 50):\n", + "logit_trace_post_a = logit_trace.posterior[\"a\"].data.flatten()\n", + "logit_trace_post_b = logit_trace.posterior[\"b\"].data.flatten()\n", + "\n", + "for idx in np.random.randint(0, len(logit_trace_post_a), 50):\n", " ax.plot(\n", " t,\n", - " scipy.special.expit(logit_trace[\"a\"][idx] * t + logit_trace[\"b\"][idx]),\n", + " scipy.special.expit(logit_trace_post_a[idx] * t + logit_trace_post_b[idx]),\n", " lw=1,\n", " color=\"C1\",\n", " alpha=0.5,\n", " )\n", "ax.plot(\n", " t,\n", - " scipy.special.expit(logit_trace[\"a\"].reshape(-1, 1) * t + logit_trace[\"b\"].reshape(-1, 1)).mean(\n", - " axis=0\n", - " ),\n", + " scipy.special.expit(\n", + " logit_trace_post_a.reshape(-1, 1) * t + logit_trace_post_b.reshape(-1, 1)\n", + " ).mean(axis=0),\n", " color=\"C2\",\n", ")\n", "\n", @@ -518,7 +618,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.048575, + "end_time": "2020-12-11T13:30:25.015417", + "exception": false, + "start_time": "2020-12-11T13:30:24.966842", + "status": "completed" + }, + "tags": [] + }, "source": [ "The fit is ok, but not great! It is a good start for a baseline, and lets us answer curve-fitting type questions. We may not trust much extrapolation beyond the end of the data, especially given how the curve does not fit the last four values very well. For example, putts from 50 feet are expected to be made with probability:" ] @@ -526,23 +635,47 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:30:25.119869Z", + "iopub.status.busy": "2020-12-11T13:30:25.118998Z", + "iopub.status.idle": "2020-12-11T13:30:25.123083Z", + "shell.execute_reply": "2020-12-11T13:30:25.122181Z" + }, + "papermill": { + "duration": 0.059011, + "end_time": "2020-12-11T13:30:25.123253", + "exception": false, + "start_time": "2020-12-11T13:30:25.064242", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.00280%\n" + "0.00279%\n" ] } ], "source": [ - "print(f\"{100 * scipy.special.expit(logit_trace['a'] * 50 + logit_trace['b']).mean():.5f}%\")" + "print(f\"{100 * scipy.special.expit(logit_trace_post_a * 50 + logit_trace_post_b).mean():.5f}%\")" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.049709, + "end_time": "2020-12-11T13:30:25.227572", + "exception": false, + "start_time": "2020-12-11T13:30:25.177863", + "status": "completed" + }, + "tags": [] + }, "source": [ "### Aside: Calculating expectations with traces\n", "\n", @@ -552,21 +685,28 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", - " FutureWarning,\n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:30:25.333401Z", + "iopub.status.busy": "2020-12-11T13:30:25.332629Z", + "iopub.status.idle": "2020-12-11T13:30:25.637917Z", + "shell.execute_reply": "2020-12-11T13:30:25.637255Z" + }, + "papermill": { + "duration": 0.361249, + "end_time": "2020-12-11T13:30:25.638061", + "exception": false, + "start_time": "2020-12-11T13:30:25.276812", + "status": "completed" }, + "tags": [] + }, + "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -574,15 +714,24 @@ } ], "source": [ - "ax = pm.plot_pair(logit_trace, figsize=(7, 5))\n", + "ax = az.plot_pair(logit_trace, figsize=(7, 5))\n", "\n", - "corr = np.correlate(logit_trace[\"a\"], logit_trace[\"b\"])[0]\n", + "(corr,) = np.correlate(logit_trace_post_a, logit_trace_post_b)\n", "ax.set_title(f\"Correlation: {corr:,.2f}\");" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.051455, + "end_time": "2020-12-11T13:30:25.741496", + "exception": false, + "start_time": "2020-12-11T13:30:25.690041", + "status": "completed" + }, + "tags": [] + }, "source": [ "The lesson from this is that\n", "\n", @@ -594,13 +743,13 @@ "\n", "```python\n", "# Right!\n", - "scipy.special.expit(logit_trace['a'] * 50 + logit_trace['b']).mean()\n", + "scipy.special.expit(logit_trace_post_a * 50 + logit_trace_post_b).mean()\n", "```\n", "rather than\n", "\n", "```python\n", "# Wrong!\n", - "scipy.special.expit(logit_trace['a'].mean() * 50 + logit_trace['b'].mean())\n", + "scipy.special.expit(logit_trace_post_a.mean() * 50 + logit_trace_post_b.mean())\n", "```\n", "\n", "to calculate our expectation at 50 feet." @@ -608,7 +757,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.050692, + "end_time": "2020-12-11T13:30:25.843800", + "exception": false, + "start_time": "2020-12-11T13:30:25.793108", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Geometry-based model\n", "\n", @@ -630,13 +788,28 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:30:25.963953Z", + "iopub.status.busy": "2020-12-11T13:30:25.963126Z", + "iopub.status.idle": "2020-12-11T13:30:26.338669Z", + "shell.execute_reply": "2020-12-11T13:30:26.339243Z" + }, + "papermill": { + "duration": 0.444498, + "end_time": "2020-12-11T13:30:26.339392", + "exception": false, + "start_time": "2020-12-11T13:30:25.894894", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -664,7 +837,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.053993, + "end_time": "2020-12-11T13:30:26.448022", + "exception": false, + "start_time": "2020-12-11T13:30:26.394029", + "status": "completed" + }, + "tags": [] + }, "source": [ "This looks like a promising approach! A variance of 0.02 radians looks like it will be close to the right answer. The model also predicted that putts from 0 feet all go in, which is a nice side effect. We might think about whether a golfer misses putts symmetrically. It is plausible that a right handed putter and a left handed putter might have a different bias to their shots.\n", "### Fitting the model\n", @@ -675,7 +857,22 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:30:26.571979Z", + "iopub.status.busy": "2020-12-11T13:30:26.571204Z", + "iopub.status.idle": "2020-12-11T13:30:37.550247Z", + "shell.execute_reply": "2020-12-11T13:30:37.549598Z" + }, + "papermill": { + "duration": 11.047319, + "end_time": "2020-12-11T13:30:37.550379", + "exception": false, + "start_time": "2020-12-11T13:30:26.503060", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -686,57 +883,57 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "cluster19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", "\n", "variance_of_shot\n", - "\n", - "variance_of_shot\n", - "~\n", - "HalfNormal\n", + "\n", + "variance_of_shot\n", + "~\n", + "HalfNormal\n", "\n", "\n", "\n", "p_goes_in\n", - "\n", - "p_goes_in\n", - "~\n", - "Deterministic\n", + "\n", + "p_goes_in\n", + "~\n", + "Deterministic\n", "\n", "\n", "\n", "variance_of_shot->p_goes_in\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "success\n", - "\n", - "success\n", - "~\n", - "Binomial\n", + "\n", + "success\n", + "~\n", + "Binomial\n", "\n", "\n", "\n", "p_goes_in->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -748,7 +945,7 @@ "import theano.tensor as tt\n", "\n", "\n", - "def Phi(x):\n", + "def phi(x):\n", " \"\"\"Calculates the standard normal cumulative distribution function.\"\"\"\n", " return 0.5 + 0.5 * tt.erf(x / tt.sqrt(2.0))\n", "\n", @@ -758,7 +955,7 @@ " variance_of_shot = pm.HalfNormal(\"variance_of_shot\")\n", " p_goes_in = pm.Deterministic(\n", " \"p_goes_in\",\n", - " 2 * Phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / golf_data.distance) / variance_of_shot)\n", + " 2 * phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / golf_data.distance) / variance_of_shot)\n", " - 1,\n", " )\n", " success = pm.Binomial(\n", @@ -772,7 +969,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.054851, + "end_time": "2020-12-11T13:30:37.660910", + "exception": false, + "start_time": "2020-12-11T13:30:37.606059", + "status": "completed" + }, + "tags": [] + }, "source": [ "### Prior Predictive Checks\n", "\n", @@ -784,13 +990,28 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:30:37.816267Z", + "iopub.status.busy": "2020-12-11T13:30:37.811258Z", + "iopub.status.idle": "2020-12-11T13:30:42.869247Z", + "shell.execute_reply": "2020-12-11T13:30:42.869839Z" + }, + "papermill": { + "duration": 5.153902, + "end_time": "2020-12-11T13:30:42.869991", + "exception": false, + "start_time": "2020-12-11T13:30:37.716089", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -819,7 +1040,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.06314, + "end_time": "2020-12-11T13:30:42.996663", + "exception": false, + "start_time": "2020-12-11T13:30:42.933523", + "status": "completed" + }, + "tags": [] + }, "source": [ "This is a little funny! Most obviously, it should probably be not this common to putt the ball *backwards*. This also leads us to worry that we are using a normal distribution to model an angle. The [von Mises](https://en.wikipedia.org/wiki/Von_Mises_distribution) distribution may be appropriate here. Also, the golfer needs to stand somewhere, so perhaps adding some bounds to the von Mises would be appropriate. We will find that this model learns from the data quite well, though, and these additions are not necessary." ] @@ -827,18 +1057,23 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [variance_of_shot]\n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:30:43.194113Z", + "iopub.status.busy": "2020-12-11T13:30:43.163098Z", + "iopub.status.idle": "2020-12-11T13:31:03.365545Z", + "shell.execute_reply": "2020-12-11T13:31:03.364909Z" + }, + "papermill": { + "duration": 20.305818, + "end_time": "2020-12-11T13:31:03.365685", + "exception": false, + "start_time": "2020-12-11T13:30:43.059867", + "status": "completed" }, + "tags": [] + }, + "outputs": [ { "data": { "text/html": [ @@ -856,8 +1091,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [8000/8000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", + " \n", + " 100.00% [4000/4000 00:02<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -867,30 +1102,38 @@ }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 7 seconds.\n" - ] } ], "source": [ "with angle_model(golf_data):\n", - " angle_trace = pm.sample(1000, tune=1000)" + " angle_trace = pm.sample(1000, tune=1000, return_inferencedata=True)" ] }, { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:03.525968Z", + "iopub.status.busy": "2020-12-11T13:31:03.521448Z", + "iopub.status.idle": "2020-12-11T13:31:04.037731Z", + "shell.execute_reply": "2020-12-11T13:31:04.037132Z" + }, + "papermill": { + "duration": 0.608334, + "end_time": "2020-12-11T13:31:04.037856", + "exception": false, + "start_time": "2020-12-11T13:31:03.429522", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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uTurXr5+k0Wikzp07S+np6Xrr7t69WwoNDdWblp6eLu3fv1+qXr265OXlJSUmJirztFqtVKtWLalSpUrS/v379dbTarXSoUOHpDNnzuhNX7t2raTRaCQ/Pz/p1KlTynSdTif99NNPkkajkXx9fZU8kiRJevr0qeTr6ytpNBrp888/l5KSkiRJyjgnfvnlF6V8ZvecO3LkiHThwgWDfPjrr7+kevXqSRUrVtQrn5KkXw7r168vXbx4UZkXGRmppDM4OFhvvXv37knVq1eXNBqNNHfuXEmr1UqSJEmpqanS7NmzlWMwdg3Piqly+M0330gajUaqX7++dPnyZWX6rVu3pObNm0sajUYaOXKk3jqJiYlSvXr1JI1GI33xxRfK/TQ9PV1avXq15OHhYTKfTaXjZa75L3uMlSpVkr7++mspNTVVkqSMMjZnzhxJo9FIXl5eBueoqX3L99TKlStLvXr1ku7du6fMO3jwoFSxYkVJo9FI169f11vvbYpDsrrnZ/c8lqSc3z/k8lC9enXp999/V6bHxsZKTZo0UeK+GjVqSCdPnlTmh4aGSrVr15Y0Go105MgRvW1evXpVqlSpkqTRaKSlS5cq+ZWSkiJNmzZN0mg0Uo0aNQx+79mzZyt5Eh4erky/du2a9NFHHynn2PPl4XXdA0zJcY20/GriRU06TJFrBnr27Enbtm2V6fb29nz33Xc4OjoSHR3Njh07jK7v6+tL//79lRrc/PnzKyMqHDlyhC5dutCmTRtl+eLFizNgwAAAozUqkFGLN3z4cLy9vZVpJUqU4NtvvwVg37593LlzR2+d9u3bU6pUKb1p5ubmdOnShZYtW3Lnzh2DV/cytVrNDz/8QLFixZRp2Wm727lzZzp27Kj8297engkTJhg9xhMnThAeHo6DgwPz5s2jQIECyrxmzZoxaNAgtFrtS+87J7KT3tDQUHbu3ImzszOBgYF6eVygQAHmzJlD8eLF2bdvn/JK/m0VHBzMkydPqFixIl9++aVS82lmZsbgwYNp0KABWq2WX375JVf2J7+eBvjyyy/1atSLFy/OggULSE9PN7rujz/+SGpqKmPHjqVr1656b0j8/PwYPXo0aWlprFy5Upl+69Yt5el+zpw5uLi4KPOqVKnCpEmT9PLheVqtlsmTJ+uNAFC7dm2aNWuGJEkcPnyYb7/9Vq8MyM1HUlNTOXPmjN72FixYgCRJfPXVVzRt2lRvXpcuXejTpw9Pnz5l48aNJnIwa2lpaUybNg1PT09lmnzetmjRAltbW/744w+D5gBarVa5nmU+D16WTqeje/futGrVSpnm6OjI3LlzsbKy4tKlSwZvwJo3b27w2l6lUtG4cWP69u3LkydPlFpkgPj4eB49eoRGo6Fx48Z665mbm9OwYUNq1aqlTEtNTSUwMBC1Ws2iRYuoU6eOMk+tVjNkyBCaNWvGvXv39GoYd+7cyb1793BycmLWrFnY2NgAGedE//79c1RbDxmdiKtVq4ZKpdKbXrNmTUaOHElaWprJmmK5HFatWlWZVqZMGeW+cezYMb3l165dS1JSElWqVGHMmDGYm2d0ObKwsGDChAmULVs2R8dgzJMnT5QmeFOnTqVy5crKvNKlSyv3qD179ug1pdmxYwcPHjygbNmyzJw5U+lvoVKp6NWrl15ZygvlypXjiy++UEYGMTc3Z9y4cVSuXJknT56wbt26bG1PrVYzd+5cvZEv/Pz8aNSoEWB4n3kb4xBjsnse54bOnTvTunVr5d/FihXj008/BTJq4gMCAqhbt64y393dna5duwKGx7Zs2TJ0Oh2NGjViwIABSn5ZWloyZcoUypcvT2JiolLGIaPMr1+/Hsgo8+XLl1fmVahQgcmTJ5uMWV73PeB5OQ6k5fYp8gUwu+vKwaWxwcJtbGyUH8RUW7POnTsbTMt8IzY2v1KlSgAm25haWFgYXa9ChQrUqFEDSZI4fvy4wfwbN26wcOFCAgIC8Pf3p0ePHvTo0YO//voLyAgKjfHx8XmloW6MpdXd3R0rKysSExP1XvOdPHkSgKZNmxodOignN/bsyk56Dxw4AGRcQOzt7Q3Ws7GxoW7dukiSZLI93dtCLsO9evUyOr9Pnz56y72q69evc//+fWxtbWnevLnB/NKlS1OjRg2D6ampqRw9ehS1Wm2yPMjt9+SyLadbkiRq1KihnGOZNWvWjGLFipGUlGT0Fb+Dg4NB0AYZ5x1knLfGtiuf75kfbqOjo7ly5QqFChVSbp4vcwzZkS9fPpPbtre3p1mzZmi1WoPXrUePHiU+Ph4PDw+9m0J2GCtDhQoVUprXGbs+xcTEEBQUxMiRI+nTp49yfZID28zXp4IFC2JpacmtW7dMXrcyu3DhAg8ePDD5G4Hx/JbT2blzZ4Ph1SAjsMmpuLg4VqxYwZgxY+jXr59yvPLDn6njKlCggMFNFzIeBsHwviEfQ48ePYxu71WO4XkhISE8e/aMEiVKGC17VatWxdPTE0mS9K4j8nW/Xbt2SqCf2Zu47mfFVB7JeWqsPGflo48+0quYksm/YeZrxdsah5iSnfM4N+Tk2OT5zx+bnH/G8lmlUinTM+ezXOadnZ3x9fU1WK9Ro0ZG46c3cQ94Xo5H7bCzswPIsoODKbdv3yY9PR1LS0uD2lxZuXLlAPQa7WeWudZLVrBgwSznOzo6AphspF6sWDGjQRtktJcOCQkxSM/PP/+cZQ0fYLI96qvWWBg7RsjIh9jYWJKSkpRjltNtavhBZ2dn7O3ts9WBL7uyk97w8HAgI6A+f/680fXkDlbGOm68TeS8l8v08+Sg6t9//+XJkycmy+DLioqKAjJq0+Ta7+e5u7sb1OTeunWLlJQULCwsGDhwoNH1pP+2fcuc5y86PjMzM8qWLcu9e/e4deuWwUXR1DVAPp9fND8pKUmZJpeblJQUkwGO3DYxp+WmdOnSqNVqk/M7derEli1b2Lp1K3379lWmy520chq8WFhYULp0aaPz3NzcAMPr5ZYtW5g6dWqW7TEzX5/UajX+/v4sW7aMDh064OXlRZ06dahZsyY1atQweGMm53d0dLTJ/JY7HxkrM3K6TR1Pdh0/fpxRo0Zl2eHJ1PXYVDmT2wQ/f994XcdgzM2bN4GMe8bzte2ycuXKcf78eb0y8KLrfl4PR/uivDN1/zclO9eKtzUOMSa753FuyCrtBQsWNHqfko8987E9fvxYeTtn6vc2ls9ymS9TpozRMm9mZoarq6vBdfxN3AOel+NAWn4SyMnnQ+VMLliwoMmLQuHChfWWfZ6xIcEyb8tYTbmpfcnkC2ZW8zKn56+//mLevHmo1WrGjBmDn58fJUqUwMbGBpVKxfz581myZInJ3sKv+qVHU+vLr02kTA3+5Qce+QHIGDs7u9caSGcnvfKNMCoqSgkMTclOp428IF+8TZWvzNOfPn36yoG0vL8X/dbPk/Ncq9W+sCd45jyX95f5BvI8U8EImH6rJZ+vL5pvrNw8efIkW8eQHS86b2vVqoWrqytXr14lLCwMd3d34uLiOHr0KBYWFnqv0x88eKB8aTOzSpUqMXnyZL1pDg4OJjsjG8vf27dvK68/P/nkE9q2bUupUqWws7NDpVKxceNGJk2aZHB9Gjt2LE5OTgQHB3P27FnljY+9vT09e/Zk+PDhygOanN9xcXFZjmwB2Ssz8vU/Ox4/fsxnn31GYmIi7du3p2fPnpQpUwZ7e3vMzMw4efIk/fv3z/b12NR940XHkNX9JLtyeo696Lqf1TUip0aMGKE3soMs82t72Yt+/+wEm5C9e8zbGoc8L6fn8avKKu0vuiZnlvnhxdQ5YSyfX6bMG7tOvIl7wPNyHEh7enqyZs0azp8/j06nM/rayBT55I2Li0OSJKOZ/++//+ot+yZkdSOQ52VOj/zq9tNPP2XQoEEG69y7dy+XU5hzcsHPXKifl92L1uskXxBnzZpFly5d8jg1r8bW1pbExEQePnxo9Ck/88gjuVHe5bzL7m8t79vJycmgPejL7C+r80c+xtd9Pstp8fLyMnrjflM6dOjA/Pnz2bp1K+PHj2fnzp1otVqaNWum91n6lJQUoxd7Y9fThIQE0tPTjQbTxq5Pu3fvRqvV0qpVK8aPH2+wjqmhvczMzOjbty99+/bl7t27nD17lmPHjrFv3z6CgoJ4+vQpU6ZMAf6X323atGHu3LlZZYmeF5WZlx2NJ7Njx47x6NEjPD09+eabbwzuK6aON6fk8zouLs7oef2iB4vs7utF2zR2jr3ouv86rvmXL19+6X4rcXFxRt/Mvonrxdsahzwvp+fx2yLzw83Dhw8pWrSowTLG8jk7Zd7Y/t7kPSDHbaQbNGiAra0tDx8+ZO/evdla18XFBTMzM1JTUw0678muX78OZAyx86bExsaavLDIw7NlTo98scjc6Siz3G6z9CrkdIeFhRmdHxMTk6Pa6Ow+Xb8s+VWP/JrmXSbnvVymnyePN164cOFXro3OvL/IyEiTnTGM5Wvp0qWxsLDgwYMHJsdNz2p/po4vPT1dGZrtdZ/PcrmJjIzMsrnV69ahQwfUajW///47Op3OZLOOkiVLEhYWZvCfsSEGtVqtyTGZX9f1qWTJkrRv35558+axePFiIGPsWDlv5fw2NWa+KZnLqDFZjStriny81atXN3pdyu3r8es4BlPKlCmjbFMyMXa6sXvmi677Obm+vuiaf+jQIaNl2pgX5d3rvF68rXHI896lOMOY/PnzK7XKps4JY/ksl/mbN28aLfPp6elK84/M8uIekONAOn/+/EoD8dmzZ7+wiUdISIhS82JnZ6cUCmM3jOTkZKU3Zf369XOaxGzTarX89ttvBtPDw8M5e/YsKpWKevXqKdPl9oLGnoqOHz/+VhVwOd379u0zGjA/P8D9y5LzQP4KX26RO59t377d6Niob5r8Ci8nxymX4TVr1hidL58DuVXW3dzccHJyIikpyehD7p07dwgJCTGYbmNjQ/369UlPTzd6XppSv359VCoVISEhRge637dvH/fu3cPW1tboR5lyk6urKxqNhoSEBLZu3ZqtdeXfODde9zk5OVGvXj0ePHjAL7/8wpUrV3I8dnRmwcHBBtPi4uKUj2sYuz7JtT2Z3bhxI9u9/KtXrw5knANye8yaNWvi6OhIaGholmPmP08u67/99pvRhz1jx/kiWR1vfHy80Wv7q5Dz2tTIErlZG1ajRg1sbGyIjY3l4MGDBvP//vtvzp8/b3CPkv++fft20tLSDNbLyXU/N6/5pn5neXrmY8ltb2sc8rzcPo/zgpx/xvJZkiRWr16ttxz8r8xHR0cbHeHk0KFDRts4v8o9IKde6ZvdAQEBeHp68u+//9K9e3e2bt1qcBO6efMm06dPp0+fPnpV9HJnprVr1+r1bn/y5Amff/45cXFxODs7v9HheczNzVm0aJFeJ6x79+4pr1OaNm2q9wpPHvkgKChI74n20qVLTJw48a36DLWPjw/u7u7Ex8czduxYHj9+rMw7cOAAQUFBRnvPv4jcSePs2bNZfmUuu6pUqUKLFi1ISEjgk08+MQjQ0tLSOH36NGPGjMlyUPbcIh/n8x30XkaPHj2wt7fn2rVrzJ49W0lveno6S5cu5ciRI1hYWNC/f/9cSav8ah4ymsZkHn7x3r17jBw50mSt0siRI7G0tGTx4sUEBQUZ3Cz/+ecfVqxYoRcklC5dWhntYPz48XrnwpUrV5SP/fTq1StXatxfZOzYsahUKmbMmMHGjRsN2g7euXOHxYsXGwzI/yq/sTGdOnUC4IcffgAymj9k1UnxRczNzQkODtYbRi4hIYFx48aRkpKifMVPJl+f1q5dy7Vr15TpN2/eZNSoUUbP9+vXrzNlyhQuXbqkdz6npqYqNdLOzs5KpyMrKyuljffIkSPZv3+/wXUgPDyc7777Tu/hrVWrVjg5OXHv3j2mTJmilDNJklixYkW2mhbJatasCWQMASePVgEZZXbEiBFGA8lX0aNHD2xtbbl48SILFixQyplWq+Xbb781+YYmJ+zt7ZWOUzNmzNC7Ht6+fVv5Im6LFi307lGtWrWiSJEiXL9+Xa+zmiRJBAcHmxzWLSu5ec2PiIhgzpw5ysOUTqdj3rx5XLlyBTs7O7p379HM9RYAACAASURBVP5K23+RtzEOeV5OzuO3zSeffIK5uTkHDx7kl19+UWqKU1NT+eqrrwgPDydfvnx6nQPt7e2VZp3Tp0/Xq80ODQ1l1qxZJo89p/eAnMpxG2nIGANw2bJlTJgwgb179zJ+/HimTp2Ki4sLVlZW/PPPP8oTg/wVJlnDhg0ZNGgQQUFBjB07lu+//55ChQoRGRlJUlISBQoUYMGCBUYb878unp6e2NnZ4e/vj6urK7a2toSHh6PT6ShVqpRB559u3bqxdu1abt++TYsWLShTpgxarZabN29Srlw5WrZsya+//vrG0p8VMzMz5syZg7+/P4cPH8bX1xc3Nzfi4+OJjo7G39+fQ4cOER0dna2bfZMmTZg/fz47d+7kwoULFC9eHDMzMzp06PDKQyt99dVXPH78mBMnTtChQwdKlChBkSJFePbsGbdv31ZuvrNnz36l/byMFi1aEBERweDBg3F3d1cCwnnz5lGkSJEs13VycmLOnDmMHDmSFStWsHXrVlxcXIiJieHhw4eYmZkxefJkZbi33NC3b19OnjzJ8ePH6datG2XLlsXa2prw8HCcnJzo3r07q1atMmhvW7FiRebNm8e4ceP4/vvvCQwMpGzZskqTD7k93vOjekybNo2bN28SHh5Os2bNKF++PDqdTgkm5M+hvwkNGjRg8uTJfPXVV0yaNImvv/4aV1dXVCoV9+7dU2p2nv/SWYsWLThy5AjTpk1TvowGMHHiRL1hn16Wn58fjo6OyhuVVz0fnJyc8PX1ZdSoUcoYt9evXyc5ORkHBwfmzJmj94DUuHFjqlevzoULF+jUqROurq6o1WoiIiIoXLgwQ4YMYcGCBXr70Gq1rF+/nvXr15M/f35KlSqFJEncuXOHxMRELCwsmDp1qt46PXv2JDY2lqCgIAICAnBwcKBUqVKkp6cTHR2tNBPKPMa0ra0tc+bMYeDAgWzevJl9+/ZRpkwZ7t27x4MHDxg3bhzfffddtvLHw8ODZs2asXfvXvr370/p0qWxtbUlIiICKysrxowZk6vXimLFijF9+nQ+//xzFi9ezLp16yhZsiR37tzh8ePHytc6c8vIkSO5cuUKp0+fpkOHDpQrVw5zc3MiIiJIS0ujQoUKStt1mb29PXPmzGHQoEFs3LiRPXv2KCMd/PPPP3zxxRd888032fqibm5e80eOHMm8efPYtGkTpUqV4u7du8THx2NmZsbMmTNfaXjYl/E2xiHPy8l5/LaRv6EwY8YMvv32W5YtW0bx4sWJiori8ePHWFpaMnfuXIN76ahRowgJCeHKlSu0atVKGeEqIiKCSpUq4eXlxc6dOw32l9N7QE69Uo00ZLweWbhwIWvWrKFz584UK1aMu3fvEhoaiiRJfPzxx3z11Vfs3btX+eSxbMyYMSxZsoR69eqRlJREWFgYjo6OdO/enW3btukNjP8mqFQqAgMDGT58OJIkcf36dRwdHZVPOD//I9vb2xMcHEz79u2xt7fn5s2baLVa+vfvz/r16/O0g4IxFSpUYNOmTbRq1QorKysiIiKws7NjypQpTJo06aVGe3iei4sLS5YsoXbt2jx69IiQkBDOnDmTKx9JsbOz4//+7/+YO3cu9evX59mzZ1y9epX4+Hjc3d0ZOHAgGzdufCM1/4MGDSIgIAAXFxeuX7/OmTNnOHPmzEs3A2jUqBGbN2+mTZs2WFpaKudHkyZNCA4Oplu3brmaXnNzcxYvXsyoUaNwdXXlzp07PHjwgPbt27Nx40blSd7Yb92kSRN27txJnz59cHZ25ubNm1y/fh1ra2uaNGnCt99+a9C5tmDBgqxfv54RI0bg5ubGrVu3iImJoUqVKkyePJmgoKA3+oamV69ebN26lS5dulCwYEGuX79OVFQUjo6OtG7dmh9++IH27dvrrdO+fXu+/PJL3N3duX37tvIbZ357kx2WlpbKBw1eZezozKZOncqXX36JnZ0dERER2NjY0KZNGzZv3mwwtJS5uTnLli3D39+fQoUKcfv2bR4/fkznzp3ZvHmz0SCldOnSzJo1i+bNm1OwYEFu3rzJrVu3lIevXbt20aBBA4P1xowZw9q1a2ndujU2NjaEhoYSHR2Nk5MTnTp1IigoSO/jDQDe3t5s2LCBhg0bolKpuHHjBsWKFWPevHnKRyuya+7cuQwdOhRnZ2diYmL4999/adasGb/99luuPqjK2rZty4oVK6hTpw4pKSlERkai0WhYunQpLVu2zNV9WVtbs2zZMr788ks8PDyIiYnh1q1buLm5MWrUKNatW6e8KcjMx8eH9evX8/HHHwMZzQGcnJyYN2+ect3Jq2t+y5YtWbp0KeXLlycyMpKUlBS8vb1ZuXLlG6sFftvikOfl5Dx+G/Xs2ZM1a9bQuHFj0tPTCQ0NxdramrZt27JlyxalfGZmZ2fHqlWrGDhwICVKlODmzZs8ffqUfv36sWrVKpPDu0LO7gE5pZJy8338O+r06dP06dOH2rVrZ6tt6PskPj4eb29v8ufPn2uDlAtvr8GDB3P48GF+/PFHox9DEXLH6NGj2bVrF1OmTDH5QR5ByCuXL1+mU6dOVKhQgW3btuV1cgThnfTKNdLC+0HudGKqZ7Dw/rh37x4nTpxArVZTrVq1vE7Oeys+Pp6DBw9iaWmZ559iFgRj5Ov+6+4ELAjvs7c2kN62bRtTpkyhY8eOeHh44O7unqMexunp6axevZo2bdpQtWpVvL29GTlyZLa/mPQ+CAsLY/369XpD/EmSxLZt25QOUa+7c4fw5vz0008G5TwyMpKhQ4eSmppKo0aNXti+W8i5wMBAUlJSaNWqld7Y0YLwJp06dYqdO3fqdcrWarX8+uuvrF27FjMzM+VT2IIgZN8rdTZ8nX744Qeio6NxdHSkaNGiOW5zO3XqVDZs2EC5cuXo3bs3Dx8+ZNeuXZw4cYJ169aZ/Kzx+yghIYEpU6Ywffp0SpQogYODA3fu3FE6A3Xr1k35Br3w7vvtt9/44YcfcHR0xNnZmSdPniiBdalSpZg0aVLeJvA9JI/M8s8//3Dr1i2sra0ZOnRoXidL+IDFxMQwYcIELCwscHZ2xt7enlu3binDoI4ZMyZHnWkFQcjw1gbSs2bNonTp0jg7OxMUFJSj3s+nTp1iw4YN1KxZk19//VVpmN6+fXv69+/PtGnTlPELPwTlypVjwIABnDhxgtjYWGJjY7G3t6du3bp07do11zvHCHlryJAh7Nmzh4iICCIiIjAzM6N8+fI0atSITz75hAIFCuR1Et87jx8/5syZM1haWlKlShXGjRtn9Kt3gvCm1KxZk969e3P69Gn++ecf7t69S4ECBahVqxa9e/fO0zGSBeF98E50NpQD6a+//jpbw+uMGTOGHTt2sHr1amrVqqU3b8CAAfzxxx/s2bNH+YKOIAiCIAiCILyst7aNdG44ffq0ya+pyU/hYoQKQRAEQRAEISfe20A6KSmJBw8eULJkSaMfGJG/6f4hdjoUBEEQBEEQXt1b20b6VSUmJgKY/CSxPF3ucGGMJEnKp0sVK3vCnf9+QlhS/mds7ZebLpn6h6T829jHnCXMQdMCOswFSxsT+3o9LCwsDPNFEPligsgXQyJPjBP5YpzIF0MiT4x7E/mS1YdQPkTvbSCdG1Qqld5QcQB0WvpmE5GuQ/XoLmZX96G+uh11YiRqJFToIPx30r/9Ha1TTbSdFoO18YeG3Obo6GiYL4LIFxNEvhgSeWKcyBfjRL4YEnli3JvIFxFI63tvm3bky5cPMF3jLE83VWP91jAzR3J0Ja3eIFIH7uDZZ1d52nMzKYUqI5HxA1rdP4vtT3UwO7s8jxMrCIIgCILw4XhvA2lbW1uKFCnC3bt3SUtLM5gvt42W20q/S6RiFdH2/Y2n/feTUrjKfwPqdGyOfYvl0ubw7HFeJ1EQBEEQBOG9994G0gC1a9cmKSmJc+fOGcw7fvw4gMGweO8Ux5Jo/dfxtMV8dGZWqADLxChsgj6Ge2F5nTpBEARBEIT32nsRSMfFxXHjxg3i4uL0psufPV2wYIHe51H//PNPjh8/Tq1atd79MaRVZlCxOcn9dpFSsCISoE57hm1wJ1RXduV16gRBEARBEN5bb21nw40bNxISEgJAeHi4Mu3MmYwRMxo3bkzjxo0BWLNmDYGBgQQEBDB8+HBlG97e3nTp0oWNGzfSoUMHGjRooHwi3N7enmnTpr3Zg3qdHEqg7bECacdErKIOYEYaNnvH8ixNi1S1XV6nThAEQRAE4b3z1gbSISEhbNmyRW/auXPnlGYazs7OSiCdlRkzZuDu7s769etZtWoVtra2NGzYkNGjR7/7tdHPs8qHrvVspL35sLq+BTMkbA5MJMnCCio2z+vUCYIgCIIgvFfeiU+E56X4+Pi8TkL2JT9GfWgu1qEbUQHpKnOSWi0Czce5snlHR8d3M19eM5Evxol8MSTyxDiRL8aJfDEk8sS4N5Evjo6Or3X775r3oo208Bzr/KR9PJoUF7+MET0kHTa7R8H963mdMkEQBEEQhPeGCKTfV7aO6JpMIqWo1387IKZgtak/JCXkdcoEQRAEQRDeCyKQfp/lL4auyRRS7UoCYJH8LxZbhoEuJY8TJgiCIAiC8O4TgfT7TKWCIuXQNfoSrdoWAMv75zA7/B2IpvGCIAiCIAivRATS7zszNZJLHbQ1B5KGGhVg/fc6iPgjr1MmCIIgCILwThOB9IfA0ob0Ku1IKd3wv58TT8Nq/0RIvJ/XKRMEQRAEQXhniUD6Q5HPCanuYFLtSgFgnvIQ872TIS31BSsKgiAIgiAIxohA+kOhMkMqUg6d92B0ZlaoAMvbx+HS5rxOmSAIgiAIwjtJBNIfEgsrJLf6pJZvQTpghoT18fkQdyevUyYIgiAIgvDOEYH0h8auMFL17qTmcwVArX2M+eGvIU2bt+kSBEEQ3qiQkBC8vb1ZunRpXiclVw0ZMgRvb++8TsYr2bFjB97e3uzYseOVtuPt7c2QIUNyKVWCMeZ5nQDhDVOZIRUuR3qNPuiOfYN5eiqWUcfQhR6Ayi3yOnWCILynwsPD2bJlC+fPn+eff/4hNTWVAgUK4Obmho+PDy1atPhgPj0cEhLCsGHD+PTTTxk4cGBeJ0cQhFcgAukPkZUd6WXqk3qzPuqoQ5iRhuXx70h18YJ8TnmdOkEQ3iPp6ekEBgYSHByMWq3G09OTOnXqYG1tTVxcHH///TcLFiwgKCiIgwcPolKp8jrJgiAIL00E0h+gtDSJS5FOpKV3o4bZJfKl/4vF01h0JxeT3nQKqESLH0EQcseSJUsIDg6mYsWKzJw5k5IlSxosc/XqVQIDA0lNTcXKyioPUikIgpAzIpD+wBw9JhH4k0TsPXMcLCrQoWQ7hlT6FUt1Opah20iu0gFKVMvrZAqC8B64ffs2a9aswdHRkfnz5+Pg4GB0uUqVKvHjjz9SoEABHj9+rDcvIiKCFStWcP78eR49ekThwoWpX78+AwcOpECBAgbbOn78OMHBwYSFhaHT6XBxcaFVq1Z06dIFtVqtLBcTE0PHjh1p2bIl/v7+BAYGcvHiRVQqFd7e3owZMwYHBwcuX77Mzz//zJUrV1Cr1TRs2JDRo0djY2NjsO/z58+zevVqLl++TFJSEk5OTjRu3Jh+/fphbW0NwNKlS1m2bBkAy5YtU/4OsHnzZkqUKMGMGTPYtWsXmzZt4tixY+zcuZOoqCiaNGlC8eLFWbZsGV999RWNGjUySMNvv/3G3LlzGTlyJD169HiJX+l/aQ8KCiI0NBQLCwu8vb0JCAigaNGiesuFhISwe/duLl26xIMHDwAoXbo07du3p3379gbbDQ0NZcWKFVy9epW4uDjs7e1xdnbG19eXPn366C0bFxfHypUrOX78OPfv38fW1hZPT08GDhyIm5ubwbYvXLjAzz//zLVr17C0tKRWrVqMGDHipY8ZMtoiz5o1i0mTJlGgQAF+/fVXbty4Qf78+WndujUDBw7EzMyMPXv2EBwcTFRUFA4ODnTt2pVevXoZbC85OZlVq1Zx4MABYmNjsba2xsPDg379+lG1alWD5R89esSSJUs4cuQISUlJlC1blr59+2aZ5qzOiQ+ledTbRATSH5CjxyQmTZXwqQtTJ6so61qI2HNNuHHsJBWsr2Geloz50XnoOi0BS8ObhCAIuUySQPcsr1NhmrkNvEJTi507d5KWlkaHDh1MBtEylUqlF+gCHDt2jEmTJmFmZsZHH31E0aJFuXXrFr/99hunT59m2bJl5M+fX1l+/fr1zJ8/n/z589O0aVNsbGw4fvw4CxYs4MKFC3z99dcGTUdiY2MZNGgQFSpUoG3btly7do39+/dz//59hg0bxogRI6hduzbt27fn3LlzbN++HYCJEyfqbWfz5s1899135MuXj/r16+Po6MjVq1dZvnw5ISEh/PTTT1hYWODl5UVsbCy7du3C09MTLy8vZRv58uXT2+b333/P5cuXadiwId7e3hQsWJBGjRqxfPlytm3bZjSQ3r59OxYWFrRs2TLL/M7sypUrrFy5Eh8fH7p27UpYWBj79u3j4sWL/PLLLxQqVEhZdtWqVdy9e5fKlSvToEEDnjx5wp9//sk333xDVFQUI0eOVJYNDw9n0KBBmJmZ4evrS7FixUhMTOTmzZts27ZNL5C+e/cuQ4cO5cGDB9SpUwdfX1/i4+M5fPgwp0+fZtGiRXh4eCjL//nnnwQEBGBmZkbjxo0pXLgwZ8+eZdCgQQb5+DKOHj3KmTNn8PX1pWrVqpw8eZJff/0VSZLIly8fv/zyC76+vlSvXp3Dhw+zaNEiChUqRPPmzZVtpKamEhAQwOXLl3F3d6dbt27Ex8dz4MABTp8+zaxZs2jYsKGyfHJyMkOHDuXGjRtUqVIFT09P7t+/z6RJk6hTp47RdL7onNi0aVO2j114NSKQ/kCkpWXURPvUha9nqTAzUwFq3GqVRWXdiaTD32FnnoJlbAi68APg0SavkywI7zdJwmZ9L9Qx5/M6JSallfDiWbfVOQ6mL1++DECNGjWyve6jR4+YPn06Dg4OBAUFUaxYMWXevn37mDJlCkFBQYwdOxaA6OhoFi5ciKOjI8uXL8fJKaO/x5AhQxgxYgRHjhxhz549tGih36n6/PnzjB49mm7dugEgSRJjxozh5MmTjB07lpkzZ+Lr6wuATqejX79+7Nq1i//85z9KgHnz5k2+//57ypcvz6JFi/RqyleuXMlPP/3Ehg0b6NWrl5IXu3btwsvLK8vOhtevX2flypVUrFiR+Ph4Zbq3tzcnT54kJiaGEiVKKNPDw8MJDw+ncePGRmvrTTl16hQTJ06kbdu2yrRly5axdOlSlixZwpdffqlM//zzz/X2KefLZ599xoYNG+jWrZvyW+3evZvU1FTmzJmj5KHs0aNHev+ePn06Dx8+ZMGCBXpBZP/+/enXrx9ff/01a9asATLa3U+ePJm0tDQCAwOpXr06kPHbTZ06lX379r30scv+/PNPgoKCqFSpEgADBw6kc+fOrFu3Djs7O1auXImzszMAvXr1onPnzqxevVovkJbfRjRr1oxp06YpD23dunXj008/5euvv6Z27drY2dkBGQ8lN27coF27dkyYMEHZTsuWLfUeSDLn2YvOiYULFxIQEJDt4xdyTjSG/UBcvASx98C/lxxE/5eVPZStwxPHmqRLGZ8PtzwVCE8e5F1iBeGD8X53rHv48CEAhQsXNph39uxZli5dqvff2bNnlfm7du3i6dOnDBkyRC9gAGjatCnu7u4cOHBAmbZ3717S0tLo2bOnEkQDWFhYMGzYMCCjhvx5zs7OdOnSRfm3SqWiSZMmAGg0Gr0A0NzcHD8/P3Q6Hbdu3VKmb9myhbS0ND777DODALZ37944Ojqyf/9+0xllQq9evQyOHaB9+/ZIkmQwNNq2bdsAaNeuXbb2U7p0adq00a886dWrF46Ojuzbtw+t9n/Doz4fRENGvnTo0IG0tDRCQkIM5htr9545n8LCwvj7779p2bKlQU2si4sL7dq148aNG9y4cQOAixcvcufOHerVq6cE0ZDx2w0ZMsTgzcbLaNasmRJEA9jZ2VG/fn2Sk5Pp2LGjEkQDODk5Ua1aNW7evIlOp1Om79y5E3Nzc4YNG6b35qN8+fK0atWKx48fc+zYMWX67t27sbCwYNCgQXppqVOnDjVr1jRI48ucE8bKuPB6iRrpD8TDuIw/y5Z5boZKhZTfGQuvdjzYeRkn+0dYPL6N9tw6pI+GiY6HgvC6qFQZtb3vcdMOSZJMzjt79izLly/Xm+bg4KC0hZVrs69cucLdu3cN1k9NTSUhIYGEhAQcHBwICwsD0GsqIfPw8MDKyoqIiAiDeeXKlcPMTP86J9c0ly9f3mB5eZ7cPjhzWk+dOsVff/1lsI65uTlRUVEG01+kcuXKRqf7+PhQtGhRduzYwYABAzAzMyMlJYV9+/bh7OysBGGJiYmsW7fOYP3na8GrVq1q0OTF2toad3d3Tp06xe3bt5Xf5enTpwQHB3P06FGio6N59ky//P7777/K3/38/Fi/fj3jx4+nUaNG1K5dm2rVqhkEgXL+xcXFGR3TWs67qKgo3NzclN8xcxAtK168OEWLFiU2NtZIzpmm0WgMpr2oHKSlpREXF0fRokV5+vQp0dHRuLq6GrQrh4xyuWXLFiIiImjRogVPnz4lJiaGMmXK6DWdkVWvXl3vwRJe7pyIj49XzgnhzRCB9AeiUMGMPyNvgsfz12YLG26lVeVadEN6uG/DDAnLS2tJqdgaijwfeQuCkGtUKrCwzetUvDYFCxYkKiqKBw8eULp0ab15gwcPZvDgwcD/OnxlJnc6/O2337Lcx7Nnz3BwcODp06fKPo1xdHTUC35l8mv2zOQazazmZa6JlNP6/IPBqzJ1LGq1mjZt2rBs2TJOnTqFj48Phw4dIjExkV69eilBcWJiol5nRtnzgbSpDmry/p88eQKAVqtl6NChhIWFodFoaN68OQUKFECtVivtvlNTU5X1q1SpQmBgICtXrmT//v1KbWmFChUYPny40sxFzr8TJ05w4sQJk/khB+1yerJKd3YD6VctBy8qf8/npbz8i/I+s+yeE8KbIQLpD0S1qlC8GKxaI/H1LPSad6SnS6zY6oR1WlM625zG6lks5qnx6P5aSlqz6aC2yMOUC4LwrqpatSrnz58nJCTE6KvqrMjBy5o1a4yO2GBq+bi4OIoXL24wPz4+3mhAlBvk7R48ePC17eN57dq1Uzod+vj4sH37dtRqNa1atVKWKVGiBKdOnXrhtjK3v84sLi7jVaa9vT2Q0dEtLCyMtm3bGnS23L9/P7t27TLYhpeXF15eXiQnJ3PlyhWOHz/O5s2b+eyzz1izZg0lS5ZU8mzMmDF6zWxMkdPzonS/SZnLnzHydHk5+c/sHMPLnBOOjo4mtym8HuK9/QdCrVYRMFTFyT9hwiSJy1ckkpIy/pwwSeLYn5Y07VaetPKNScMMFWARsQ9iLuV10gVBeEe1bNkSMzMztm7dSkJCQrbWlZs1/P333y+1vLu7OwDnzp0zmHflyhVSUlKMvr7PDXJa5VfvLyLXZqanp+d4n0WLFsXb25sTJ05w8eJFLly4gI+PD0WKFMn2ti5dumTQDCc5OZmwsDCsrKxwcXEBMjp0Anz00UcG27hw4UKW+7C2tqZGjRqMHDmSvn37kpKSojSDye5vLTe1MLbP2NhY/vnnn5faTm6ys7PD2dmZu3fvGt3/+fMZnYrlMmhnZ0eJEiW4e/eu0pcgM2PHlt18Et4MEUh/QBr4qpg1XUVkJAweJtG0pcTgYRKRN2HWdBV1/IoilWuINn8pANRpT1GfDgJdch6nXBCEd1Hp0qXp0aMH8fHxjB492mi7Tvjf6+7MWrduja2tLT///DORkZEG85OTk/UC16ZNm6JWq1m7dq1eEw6dTsdPP/0EoFdbm5s6deqEWq1m3rx53L9/32B+YmKi0oYbUIbse9WAr0OHDuh0OiZNmoQkSdnuZCiLiori999/15u2Zs0a4uPjadq0KRYWGW8l5bbNFy9e1Fv23LlzSkfHzC5cuKA0YchMrm2VOyFWrlyZypUrs3//fqOdMtPT0/UekKpVq0bJkiU5ceKEXsApSRKLFy8mLS3tpY47t7Vs2RKdTsfixYv1Hkxu3LjBzp07sbe31+u82qJFC7RaLUFBQXrbOX36tEH7aHi5c+JFDzRC7hNNOz4wDXxV1K+XMYrHw7iMttPVqmbUWIMlUqEypJdrQtr55aglHZZ3T/Hs1mko1yCvky4Iwjto6NCh6HQ61q9fT7du3fD09KRcuXJYWVkRHx9PREQE165dw87OTqlVhoxX1DNnzmTixIn4+/vj7e1N6dKlSU1NJTY2lvPnz1O1alUWLFgAQMmSJRk2bBgLFy6kd+/eNGrUSBlHOioqCl9fX72hynKTm5sb48aN47vvvqNr1674+Pjg7OysdCg7f/48rVq1Yvz48UDGA0aRIkU4cOAA1tbWFC1aFJVKRceOHZVmCy/Dx8cHJycn7t+/T5EiRahbt26O0l+nTh2+++47Tpw4gaurK2FhYZw6dQonJyelHTtA/fr1KV68OKtXryYyMpKyZcty+/ZtTpw4ga+vL4cPH9bbbnBwMGfOnKFGjRqUKFECS0tLwsLCOHv2LCVLlqRBg//dV2bOnMnQoUOZPHky69evp0KFClhaWnL//n3+/vtvEhISlBEvzMzMmDlzJgMHDmTEiBF640g/fPiQcuXKcf369Rzlxavo3bs3J06cYPfu3dy6dYuaNWuSkJDAgQMH0Ol0TJkyRa/pT+/evTly5Ajbtm0jMjJSGUf64MGD1KtXz6C9+MucE15eXsydO/dNH/oHTQTSHyC1WoWXp4mZtoWQ3OqRGnkU64QI1OmpmJ/9BV2pmmD1Ztr+CYLw/lCr1YwePZoWldwMtwAAIABJREFULVqwefNmLly4wJUrV9BqteTPnx83NzdGjhxJixYtKFOmjF77znr16rFy5UpWr17NX3/9xZkzZ7CxsaFIkSK0bt3aIDDu2bMnJUuWZO3atezZswedTkepUqUYMWIEXbt2NRiZIje1b98ejUbD2rVruXDhAn/88Qf29vY4OTnRvXt3vQ+kqNVqvv76a3788Ud2795NUlISAI0bN85WIG1mZkbz5s1ZsWIFrVu3ztGwb4Dy5b2ff/6Z9evXY2FhQZMmTQgICNAbUcLW1pYff/yRRYsWceHCBc6dO0fZsmWZNm0aBQsWNAik5QeDK1euKE0bnJyc6N+/P927d9cLKkuUKMHKlStZu3Ytx44d4/fff0etVlOoUCGqV6+On5+f3rZ9fHwIDAzk559/5uDBg1hZWVGrVi1mz57N9OnTc5QPr8rKyooff/xR+bLhunXrsLa2pnr16vTt29dglBEbGxt++uknFi9ezNGjRwkPD6dMmTLMmjWLJ0+eGO14+aJz4mXamAu5SyVlNT6R8GE22k+8h9mFDVieW4Z5WippKguetZgDFTJuWqIzg3EiX4wT+WJI5IlxIl+MyypfRo8ezalTp9i0aZPRMZ7fV6KsGPcm8kV8hlyfaCMtGLIthOTqjTZ/eSRALWmxOLcckh/ndcoEQRCE/4qMjOTUqVN4e3t/UEG0ILxNRNMOwZDaAsnBBcn9Y9L+uoF5WjLm96+giziE5JGzziyCIAhC7ti7dy+3b99Whpv75JNP8jhFgvDhEjXSgnG2hZBc6pDq6P7fWmkd5udXQdKbH59TEARB+J+tW7fy66+/olKp+PLLL6lSpUpeJ0kQPliiRlowTm2BlL8kqnINSYsPxzztGeYPw9Bd24vk/OKPIwiCIAivx+LFi/M6CYIg/JeokRZMsyuE5FKT1MKV/1srnYb673XoHt/L65QJgiAIgiDkORFIC6apLZHylwC3hujMbQCwTIiEC1tAyvkXuQRBEARBEN4HIpAWsmZXCKlkNbSFqiABZlIahKyBR8a/UCYIgiAIgvChEIG0kDWlVvpjpVaahFuYXdklaqUFQRAEQfigiUBaeDG7Qkglq5BaKKOtNFIa5qFbIUHUSguCIAiC8OESgbTwYmpLpPzFUZWtj84845Ou5o/vYHZtN6Sn5XHiBEEQBEEQ8oYIpIWXY1sEydkLbUF3AMykdNTXtsOj6DxOmCAIgiAIQt4QgbTwcswzaqVxqwcWGbXSFo+jMAvdK2qlBUEQBEH4IIlAWnh5doWRintCkcrKCB7q0G2iVloQBEEQhA+SCKSFl2dhDfmLQzlfdOqMETwsEm6JWmlBEN56O3bswNvbmx07duTK9kJCQvD29mbp0qUvvc6QIUPw9vbOlf3nhZiYGLy9vZkxY8YrbeddzwfI2e9vTPv27Wnfvn0upUrICyKQFrJFylcUSnuhLeT+v1rpsB3wKCavkyYIwltGDrxGjRqV10kxydvbmyFDhuR1MgRBeEeZ53UChHeMuQ1mDiXBxZu0h2GYpz3DPD6StPADpNfqA2bqvE6hIAiCgY8//hgPDw8KFy6cZ2mYOnUqycnJebb/V1W0aFHWrVuHvb19XidFEN4aIpAWskelQpW/BDhXR3v7BOp//kYt6VCHbidd4weOpfM6hYIgCAbs7e3zPAAsVqxYnu7/VZmbm+Pq6prXyRCEt4oIpIVsU1naIhUoDiXrkPYwAvO0ZMzjbpAWcZj0mv6iVloQhByJiIhg/vz5nDt3jidPnlC4cGEaNGhA//79KVCggMHy586dIygoiNDQUCwtLalVqxYjRoxg2rRpnD9/nlOnTinL7tixg1mzZjFp0iRat25NSEgIw4YNA+D8+fN6bXblZV7W+fPnlXRYWFjg7e1NQEAARYsW1VtuyJAhWabLycmJpUuXEh4ejqWlJfXr12fkyJE4Ojoa7PP48eMEBwcTFhaGTqfDxcWFVq1a0aVLF9Tq/12DY2Ji6NixIy1btsTf35/AwEAuXryISqXC29ubMWPG4ODgwOXLl/n555+5cuUKarWahg0bMnr0aGxsbIxua8qUKcr00NBQduzYwf+zd+eBUVbn4se/550tyUzIRjaSsISdIKsQNqHijmjFKlIQtbVUBdyXn1R6bZUrtl57LSKoFa8bKtW6VEVRkX0VEZAdwhYgCyQhe2Z7z++PIakxwYQhIYE8n3+GnPfMmWcOgz5zct7nbNy4kZycHHw+H8nJyVxxxRWMHz8eqzX4VKPy7+n2228nPT2dF198kZ07d+JwOLj44ou55557CAkJYc2aNbz66qvs2bOH0NBQrr76au66665qcwHg8/l47733+Oyzz8jMzMRqtdK1a1cmTJjA0KFDa7x+RUUF8+bNY9GiRZw4cYLk5GTGjh1LSkrKKWM+evQo//d//8f69evJz8+nVatWpKenM2nSJBITE4OeC9E8SSItTpsyDLQzAZXUB+/B1VjytmPRXoydn2J2vlhWpYWoJ601Fb6ypg7jlEKsYSilzsprbdmyhfvuuw+3283IkSNJTExk69atvPvuu6xatYpXXnmlWjK9bt06HnjgAaxWK5dccgmtW7dm48aN3HHHHYSHh9f5eomJidx+++3MmzePhIQErr766qprXbp0qXfc27Zt44033mDIkCGMHTuWXbt28eWXX7J582ZeffVVYmJi6jXOypUrWbVqFcOGDeP6669n06ZNLFy4kMOHD/Pee+9V67tgwQL+93//l1atWnH55ZcTGhrKypUree6559i0aRMzZ86s8feWlZXF73//e7p168a1117Ljh07+Oqrr8jJyWHKlCncc889DBw4kOuuu46NGzfy73//G4A//OEPdcb+8ccfs3LlSvr06cPgwYNxu91s3LiROXPmsH37dp5++ul6zuapbdu2jbfeeov09HSuu+46Nm/ezAcffEBpaSnDhw/niSee4KKLLiItLY3Vq1fz1ltv4XQ6+c1vflM1htaa6dOns3TpUtq2bcuvfvUrysvLWbx4MQ8++CD3338/N910U1V/0zR5+OGH+fbbb+nYsSOXX345hYWF/P3vf6dfv361xrl161buu+8+ysvLGTZsGMnJyWRnZ7No0SLWrFnDK6+8QlJS0hnPh2g+JJEWwQlxoSOSICUd/4kMrH43tvw9mBnLMPtNkFVpIeqgtea+z65lW+63TR3KKaXFDeS5qz9u9GTaNE2efPJJysrKeO6556qtDs+dO5fXX3+d2bNn89hjjwHg9/uZOXMmWmteeOEFevbsWdX/ySef5LPPPqvzNdu0acOkSZOYN28eiYmJTJo0KajY165dyx/+8AeuvfbaqrZ58+bxj3/8gxdffLEq5rqsWLGCOXPm0Lt3byDwHu+++242btzIpk2baNcusEBx5MgRZs2aRVRUFK+99hrx8fFAYLX7nnvuYenSpXzxxRdcddVV1cb//vvvqyWKWmsefPBBVq9ezUMPPcSTTz7J8OHDgcCq7W233cbChQu544476vwycMstt/DQQw9VW/3VWvPUU0/xySefsHnz5qr3Fay1a9fy17/+tSpGl8vFddddx5dffsm6deuYO3cuPXr0AGDSpEnccMMNvPvuu0ycOLFqRfyLL75g6dKl9O3bl1mzZmGz2QD4zW9+w6233srzzz/PRRddRJs2bQBYuHAh3377LYMGDeLZZ5+ten833XRTtQS9ks/n449//COmafLaa6/RuXPnqmubNm1iypQp/O1vf+PZZ589o7kQzYtU7RDBUQY6PAGS+uFrlYoGLKYHY8dnUJTV1NEJcY44O6u9zd2WLVvIzMxk+PDhNcqi3XbbbURERPDll1/i9XoB2Lx5M9nZ2Vx00UXVkmiAO+64o8av8xtTu3btuOaaa6q1TZgwgaioqGox1+WKK66olmxaLBZGjRoFwA8//FDVvmjRIvx+P+PHj69KogFsNlvVVpXavkgkJSVx4403Vv2slOKyyy4DAivwlQkqBPZCjxw5Ep/Px4EDB+qMPTExscacK6X41a9+BcC33575l8V+/fpVi9FmszFy5Ei01gwbNqwqiQZwOp0MGzaMwsJCcnNzq9or52Xq1KlVSTQEbqL89a9/jc/n44svvqhq//zzzwG48847q72/Tp06ceWVV9aIceXKlWRlZXHzzTdXS6IB+vTpw0UXXcSaNWsoLS0NdhpEMyQr0iJ4Dhc6og1myoX4C/dhNd3Y8nZh7v1GVqWFqINSiueu/li2dgC7du0CYODAgTWuhYaG0r17d9auXcuhQ4fo2LEje/bsAaBXr141+sfFxREfH8/Ro2dWkrO4uJh33323RvtPV6579epVY45CQkLo2rVrtZjr0rVr1xptlXusi4qKqtoq56q2rQU9e/bE4XBUzc+PderUCcOovnZWudL806Tvx9eOHTtWZ+xer5f33nuPr7/+mgMHDlBeXo7Wuur68ePH6xyjLrVtt6lv/JUrzLt378bhcJCWllajf+V8/nju9uzZQ0hICN26davRv0+fPnzyySfV2rZu3QrAwYMHa60vnZeXh2maHDp0iO7du9f+RsU5RxJpETzDim4Vj0rpjy9zPZaCXVhMN8bOLzA7XQKRsg9MiJ+jlCLU5mzqMJpc5QrdqUrTRUdHA1BSUlKtf2Rk5Cn7N0QiPW/evBrtP02ka7sRsDIG+E/MdXE6a34OKldBTdOsaqt875Xj/1RUVFStye/Pjf9z13w+X12hM23aNFauXEnbtm259NJLiYqKwmq1UlJSwoIFC/B4PHWOUZeGiL+0tLTGDaCVavv7qk//H6v8wrNo0aJan1OpvLz8Z6+Lc4sk0uLMOFoFVqWT+mEW7sdierAe34GZsRSz7zhZlRZC1KkyETrVymV+fn61fpWPJ06c+Nn+Z6JNmzbVqmucSkFBwc/G0NAl9yrfe35+fq0VIAoKCmpNLBvL9u3bWblyZY19xBBYoV2wYMFZi6UuTqfzlJ+Nn37GKv9c19/vT8cH+J//+R+GDRt2puGKc4TskRZnxmJDuxIguT/eiEA5IItZgbFjIRRlN3FwQohzQeW2hvXr19e4VlFRUVXurPKGu8pf5W/ZsqVG/9zcXHJycur92oZhVFvxPV1btmypto2hMuZdu3bhcDho27Zt0GPXpnKuNm7cWOPatm3bcLvdp1V15EwdOXIEgCFDhtTYJ71p06azFkd9dOnSBbfbzbZt22pc+/7776v6VOrcuXPV5++nantvlVtGfrynXZz/JJEWZy40Ah2ZjJnYD79hRwHW4zsw9i0H09/U0QkhmrlevXqRnJzM8uXLayTTr7/+OidOnODyyy+vukGsd+/eJCQksGLFihpJ0UsvvYTfX///7rRq1araDWmn6+DBgzX2ys6fP5+CgoJqMTeUyy+/HIvFwjvvvFNtC4fP52POnDkA1Ur5NbbKQ2Y2b95crX3fvn288cYbZy2O+qi8eXPu3LnVtnzk5ubyzjvvYLFYuOKKK6raKyufvPjii9U+U3v37q12U2Kl4cOHk5CQwLvvvluVmP+Yz+drdl8uxJmTrR3izFns6PB4VHJ/vEe+w1K4D4tZjtr1OaSOgMg2TR2hEKIJZWRk8MQTT9R6rWvXrtx0001Mnz6d+++/nwceeKCqjvS2bdvYsGEDycnJTJ48ueo5FouFRx55hIcffpjJkydz6aWXEhMTw/fff8+xY8fo3Lkze/furVds/fv3Z/HixUybNo0uXbpgsVgYMmQInTp1qtfz09PTeeaZZ1i1ahXt27dn165drF27lvj4eO688856jXE6kpOTmTJlCrNmzeLmm2/mkksuqaojffDgQYYPH15rRYnG0qNHD3r06MHixYvJy8sjLS2NnJwcVqxYwdChQ/nmm2/OWix1ueqqq1i6dCnLly9nwoQJDBs2rKqOdGFhIffcc0+1Gs+jRo1i0aJFrF27lltuuYXBgwdTVFTEV199xcCBA1m1alW18e12O0899RT3338/d911FxdeeGHVjabZ2dls3ryZiIiIZrXdRZw5SaRFwwiNQke3w5/YG39RJhbtxZa7Db1vOSdSR9HjgglYbfG8Pf950geGYLFI2S8hWopjx46xcOHCWq+VlJRw00030adPHxYsWMBzzz3H+vXrq042HDt2LL/97W9r3Fg4ZMgQZs2axcsvv8zXX3+Nw+FgwIABzJgxgwceeKDe+4QfeOABIHCC3rJlyzBNk+jo6Hon0j179uS2227jpZdeYsGCBdhsNi677DKmTp1a78NYTtf48eNJTk7mnXfe4YsvvsDn85GSksI999zD2LFjz9ohOhD4UvPss88yZ84c1q5dy44dO0hOTubuu+9myJAhzSqRVkrx1FNPsWDBAhYuXMh7771XdbLhr3/962rl9SCw7eeZZ57hlVdeYdGiRfzzn/8kKSmJe++9l5SUlBqJNAS+WLz55pvMnz+f1atXs2XLFmw2G7GxsQwfPpzLL7/8bL1dcZYo/dPNXaKaU91o0JJFRUXVOi+q8DBq/1os3/4DR/EhNHA0NJ2HVz7B9iPJVf0SE2DqZMWI4edXMn2qeWnpZF5qkjmpXUPMS2lpKaNGjaJjx468+uqrDRRZ05LPS00yJ7U7G/Nyqko1LZXskRYNRofFoGNT8bXpi9+wooDQgm1clrqGF2ebfLlQ8eILitRUmP64Ztly+Q4nhAhOeXl5jYMt/H4/s2fPxu12M2LEiCaKTAjRksjWDtFwrCEQ1hqV2Affke+wlBwmylHCTZ2+xEy5CMLa0DMNZs6AadM1s+dqhg1FtnkIIU5bZmYmd9xxB+np6SQlJVFWVsamTZvYv38/qampjB07tqlDFEK0ALIiLRqOUmhXa3RsR3JtvXD7rCgFtpytqINrqip4GIZi4gRFVhZsrlm9Sggh6hQbG8vIkSPZvXs3//rXv/j000/xer1MmDCBl156idDQ0KYOUQjRAsiKtGhY1lBwtibL1htP6fd0jMjC6i3Cu3sRut0QiAgcIJDaIdA978zPTRBCtEBRUVH88Y9/bOowhBAtnKxIi4alFNoVhz2+M5vzeuLHggJsOVtQB9dVrUrv2x/oHlP7KbdCCCGEEM2eJNKi4dlCSe3dmoNmP465WwNgdRei9iyC4lxMU/PmfE1iIvTu1cSxCiGEEEIESRJp0fCUgdEqnvQrO7MhKw2vaQROO8zazKG16/nDdD+r18DUu5TcaCiEEEKIc5Yk0qJx2J30HtSa5PS+5JQF9m9YKk6w77OvyTt0jBl/Pv/qSAshhBCiZZGbDUXjMCxoVzydB3fBb+mOJ3MFdovm4tTvGPG7b1EXjAYkkRZCCCHEuUtWpEXjCXGBKw5r+/7gDByVG2aewLJ/MZQeb+LghBBCCCHOTLNOpLds2cKkSZMYMGAAffr04YYbbuCTTz45rTGKior4+9//zjXXXEPfvn1JT0/nV7/6FW+99RZut7uRIhcAGFa0Kw7iuuOLT8NUBgqN9ehG1KF1oM2mjlAIIYQQImjNNpFet24d48ePZ8OGDVxxxRX8+te/pqCggIceeogXX3yxXmMUFRVx/fXXM2fOHMLDwxk3bhyjR4+mqKiIJ598kt///veYpiRzjcrhQodFQ9wF+BxRANjK81AZS6E0r2ljE0IIIYQ4A81yj7TP52P69OkopZg/fz49evQAYMqUKYwbN47nn3+eK6+8kvbt2//sOAsWLCAzM5PbbruNadOmVbV7PB7Gjx/P2rVr+e677xgwYEBjvp2WzWJHu+JRbdLwZXXFengNBhrrkW/xHlqP7n4VqGb7fU4IIYQQ4pSaZQazdu1aDh06xOjRo6uSaACXy8XkyZPx+Xx88MEHdY6TmZkJwIgRI6q12+12hg4dCkBenqyKNrqQCHRYDLS5AJ8jEgBrWR5q3zJZlRZCCCHEOatZJtLr168HYNiwYTWuVSbAlX1+TufOnQFYsWJFtXav18vq1asJCQmhb9++ZxquqIvVjnbGQmwa/tZd0CgMTKxH1qMyN8heaSGEEEKck5rl1o4DBw4A0K5duxrXIiIiiIqK4uDBg3WOc+ONN/Lxxx/z6quvsnXrVnr27InX62XFihUUFhby7LPPEh8f39Dhi9qERqHDYyH+AnzHd2JzF2ItPYYvYxk65UJwxTZ1hEIIIYQQp6VZJtIlJSUAhIeH13rd5XKRnZ1d5zghISG8+eab/Nd//Rf//ve/q1axDcNgwoQJ9OvXr84xnE7naUTecpz+vDiBtuC9ELK3oI9+i4FJaNYGyN8OcVeeF3ul5fNSO5mXmmROaifzUjuZl5pkTmon83J2NctEuqHk5+czefJk8vPzefnll+nXrx9ut5tvvvmGp59+mqVLl/Kvf/2LiIiIU45RWlp6FiM+N9jt9iDnJQRlC4fW3bEf34XNU4guyaZi6+eY0T3O+VXp4Ofl/CbzUpPMSe1kXmon81KTzEntzsa82O32Rh3/XNMslwBdLhcAxcXFtV4vKSk55Wr1jz399NN8//33zJo1ixEjRhAeHk7r1q0ZO3YsDz/8MJmZmbz++usNGrv4GdZQCIlBJfXGF9EhsFda+7Ec3oA6vEn2SgshhBDinNIsE+nKsna17YMuLCykoKCg1v3TP7Vs2TIiIyPp1q1bjWuDBg0CYNu2bWcWrKg/pdCu1ujwOPwJafhsgS9DttIc1L5vpIKHEEIIIc4pzTKRrqzrvHLlyhrXVq1aBcDAgQPrHMfj8VBSUoLH46lxLT8/H5BfUZx1tlAIi8FIrFyVBkP7sBz5DnV4o6xKCyGEEOKc0SCJ9IEDB/j+++/Zv39/QwzH4MGDSUlJ4dNPP2XHjh1V7SUlJcyZMwer1cqYMWOq2vPz88nIyKhKjiv169cPn8/HnDlzqrV7PJ6qtvT09AaJWdSTMtDO1hCRgBnfFZ/95Kp0SRZq3xIoza9jACGEEEKI5iHoRLqiooJnnnmG9PR0rrrqKsaPH8/LL79cdf1f//oXY8aMqZYI15fVamXGjBlorRk/fjx//OMf+ctf/sIvf/lL9uzZw9SpU+nQoUNV//nz5zNq1Cjmz59fbZyHHnoIp9PJ3LlzufHGG5k5cyZ/+tOfGDVqFCtXriQtLY0bb7wx2CkQwbKHocNiUIn98IWn/GRVWupKCyGEEOLcEFQiXVZWxs0338yrr76KzWZjxIgRaK2r9RkwYAA7duxg4cKFQQU2aNAg3n77bfr378/nn3/O22+/TWRkJM888wx33XVXvcbo3r07H3zwAddffz3Hjx9n/vz5fPjhh4SGhnL33Xczf/58HA5HUPGJM6AMtCsWotpgxnf70ap0NmrfUtkrLYQQQohzQlDl7/7xj3+wdetWxo4dy/Tp07Hb7TVu6Gvbti2pqamsXr2aBx98MKjgevXqxSuvvFJnv7vvvpu777671mvt27dn5syZQb2+aES2MHRoNCqxP76cXVjztgdWpQ9/h87cgO56ORiWpo5SCCGEEOKUglqRXrhwIUlJSTz++OM/e7NemzZtyMnJCTo4cR4zLOjwOIhODuyVtgUKyNtKs1AZy6D0eBMHKIQQQgjx84JKpLOyskhLS8Ni+fkVQ5fLRWFhYVCBiRbAFoYOjQqsSoe3/U9d6aPfog6uB9Pf1BEKIYQQQpxSUIl0aGgoBQUFdfY7fPgwkZGRwbyEaAkMC9oZh45Kxkzo9qNV6RzU/pVQnNvEAQohhBBCnFpQiXTPnj354YcfyMrKOmWfPXv2sGPHDvr27Rt0cKIFcDghLAKVeCG+8HZVq9LWrA0YmevB9DV1hEIIIYQQtQoqkZ4wYQIVFRVMnTq11tMHjxw5wv/7f/8P0zSZMGHCGQcpzmOGFe2MR0clBVal7YHj4a2lObBvBRTKHnshhBBCNE9BJdIjR47ktttuY9u2bVx55ZWMHj0apRSrVq3i+uuv54orrmD79u387ne/kwNPRN0crlOsSm/EyFwDvponUwohhBBCNLWgyt8BPProo/Tq1YuXXnqJXbt2AZCbm0tubi4dOnTgrrvu4tprr22wQMV5zLCinXEQdQKd0B1f8SFsniKsZbn4MpZBygCIalfv4UpLS0lJSQEgMzMTp9PZWJELIYQQogULOpEGGDVqFKNGjSI/P58jR45gmiYJCQnEx8c3VHyipbC7IDQycNph9k6seVsDq9I5P+A7uBozPAGscniOEEIIIZqPM0qkK0VHRxMdHd0QQ4mWymJDu+Ig8gQ6oRu+kkPY3IVYy4/hz1gG7QZBVIe6xxFCCCGEOEuC2iMtRKOwuyDs5Kp0eHs0BoY2seRuw8hYDl53vYbx+yHMOZRWkdezeYuB36/rfpIQQgghxGmq14r0LbfcEvQLKKV4/fXXg36+aEEstsBe6chCdEJXvCWHsFcUYCvPx79vBaSkQ3y3nx1i2XLNrBcctO/4MQCPTIPEBM3UyTBiuDob70IIIYQQLUS9Eun169fX2q6UQuvaV/sqryklyYs4DfbKCh798OfswXQXYmgT6/Ed6P3LMKPbgi2s1qcuW66Z/rhmyGCDP/+XIrUD7NsPb84PtM/4syTTQgghhGg49UqkFy9eXKNt3rx5/POf/+SKK65g9OjRJCYmAoHjwz/99FMWLVrE2LFjuf322xs2YnF+q1yVjihEx3fDV3wQe0U+1ooCfPvXoNoORideAD/5gub3a2bP0QwZDDNnKAwjcL1nGsycAdOma2bP1QwbChaLJNNCCCGEOHP1SqSTkpKq/fzRRx+xYMECXnzxRS666KJq17p168bFF1/MmDFjuOOOO7jgggsYM2ZMw0Uszn+Ve6Xb9MV/rHJV2o81fzfevUvRMe3B0araUzZvgaxsePyP/0miKxmGYuIEuHOKZvMW6CeHbQohhBCiAQR1s+Hrr79O//79ayTRPzZs2DAuvPBC2R8tTt/JVWkdEY+ZkIY3JAYAq/sE6vA6VM5u+MmWorz8wGPqKQp7VLZX9hNCCCGEOFN2BXaEAAAgAElEQVRBJdL79+8nNja2zn6tW7fmwIEDwbyEaOkcLgiNQiX2wozqgGlYUWis+Rmofd9A+Ylq3WNOVl/ct7/24SrbY6RKoxBCCCEaSFCJtMvlYuPGjXi93lP28Xg8bNy4EZfLFXRwogUzrGhnLDq8Nf64NLyhgS9uVk8hKnMj6uhW0GZV9969IDEhcGOhaVZfrTZNzZvzNYmJgX5CCCGEEA0hqER65MiRZGVl8cADD5CdnV3jek5ODg899BDZ2dmMHDnyjIMULdTJVWkjqQ9mTCp+w44CbCcyUBmLofQ/+zQsFsXUyYrVawI3Fm7dpikrCzxOm65ZvQam3qXkRkMhhBBCNJigTja8//77WbduHV999RVLliyhd+/eJCYmopTi6NGjbN68GZ/PR7t27bjvvvsaOmbRUhjWwGmHFYWYsWn4Cg5iKT6MxVuCkbUJnbkB3fVSMAIf4xHDFTP+DLNe8HPnlP98R0xMhBl/VlL6TgghhBANKqhEOioqigULFvC3v/2Nf//733z33XfVrjscDq677joefPBBoqKiGiRQ0ULZnRAajdGmD+bxnfjL8rD4y7EVHsTctwyd0BOikqu6jxiu6NvHTY+0cVht8bw9/3nSB4bISrQQQgghGlxQiTRAZGQkTzzxBI8++ijbt28nNzcXrTVxcXGkpaURFlb7oRlCnBbDina2hvICdEIfvIWZGCf2Y/FXYMneDJlrMcOvAauj6ikWC5SVrgKgd6+/SxIthBBCiEYRdCJdKSwsjAsvvLAhYhGidnYnhLVGxXVF52zFX5KL1VeKrfgw/ozlkNgbYjs3dZRCCCGEaGGCutlQiLPKsKCdMWhnJGZSX7yuZDQKw/RiObYN4+Bq8JZVdXc6neTn55Ofn4/T6WzCwIUQQghxPjujFemjR4+yZMkSDhw4QGlpKfonh2QAKKV46qmnzuRlhAB7GITFnFyV3o6vLAubpwhbaQ7mwTWopH6B/dJKtnEIIYQQ4uwIOpGePXs2c+fOxTT/U8u3MpFWJ5MZrbUk0qJhKAMd1hrKClBt+uPLP4Q1fweG9mPJ3Y7euwwd1Q5CWtU9lhBCCCFEAwhqa8fChQuZPXs2CQkJPPHEEwwZMgSAefPm8ac//YkBAwagteY3v/mNHBEuGo4tDJyxENsRHdcFb0hkoLk8D5W5HpVV/ZAWIYQQQojGFNSK9Ntvv43NZuONN94gKSmJjRs3AjB06FAAxo0bx2uvvcYzzzzDJZdc0nDRipZNKXRYFJTloZIuxJ9/ENNdiKH9WE/sxbt/CTq2C7haN3WkQgghhGgBglqR3rVrF3379iUpKala+4/3SN9222106NCBuXPnnlmEQvyYNRSccRCZhJnQHW9oIGm2VhSgjmxCZW4A09fEQQohhBCiJQgqkfZ4PMTGxlb97HAEavgWFRVV69e1a1e2bt16BuEJ8RNKoUMj0A4nqk0fzKgfHx2+H3VgGRQebeoohRBCCNECBJVIx8bGcuzYsaqf4+PjAdizZ0+1fjk5Ofj9/jMIT4ha2ELBFYcOj8OM647XFfj8Wb2lGFk/YBxYBd7yJg5SCCGEEOe7oBLpLl26sG/fvqqfBw4ciNaaWbNmUVpaCgRuSNywYQOdOnVqmEiF+BEdEgGOiEDZu6j2+KyBkzTtRZmogytQx/dDLeUYhRBCCCEaSlA3G1588cV88803rF69miFDhtC/f3/S09NZt24d6enpOJ1OioqKUEoxefLkho5ZCLA60K5YcBdhJvaFolwsBbsxTA+WnF3ofUvRUUkQEtHUkQohhBDiPBXUivQvf/lLFi5cSI8eParaXnjhBcaOHUtERASlpaV06tSJv/71rwwfPrzBghWiGocLwqIx4ntAVDt8jkDSbC3LQR1cjzq6DUzZWiSEEEKIxhHUirTdbic1NbVam8vl4oknnuCJJ55okMCEqJPFjna2hooidPKF+AqPYvEUnyyHtxvvgSXo1qnQKqGpIxVCCCHEeSioFWkhmg27C5zRqJhUdHwXfCExAFgrTqCObsbI/A587iYOUgghhBDnI0mkxbnNsKBDY9AOFyQPxB/R9mQ5PI2tYD8cXAEnMps6SiGEEEKch4La2gGBUnevvvoq69ev59ixY3i93lr7KaXYvn170AEKUSd7GLhiwe/BjO+BtywXS9EhrN4SfNk/wP6VmOHx4Ahv6kiFEEIIcR4JKpFev349kyZNwu12o5QiMjKS0NDQho5NiPpRBjo0EsoKUEn90ScO4CvLw+orxV50GPehNaiEC9DJfUHJL2GEEEII0TCCSqSfeeYZ3G43d911F7fffjsul6uh4xLi9FhDwRWL9pVhJvaG4lws+bsC5fCO7UJnLEZHtQ2sXAshhBBCNICglud27dpFnz59uPfeeyWJFs2DUoFDWkJaYSRcAJHt8IZEA2ArO4Y68j3GoW/lxkMhhBBCNJigEumIiAhiY2VlTzQzVgc6LBZtD8NMvhB/eDKmYUVhYivYBwdWoE5kyomHQgghhGgQQSXSF198MVu2bMHj8TR0PEKcGUc4hMUEyuHFdsIbFqghbfEUYeRsRe1fCe6SJg5SCCGEEOeDoBLp++67D5vNxrRp0ygpkaRENCMWG9oZg3Y4IWUQZnQ7fBYnCrAXHUJlrkXl7JATD4UQQghxxoK62TA6Opr33nuPiRMnMnLkSHr27El8fHytfZVSPPXUU2cUpBCnxe4EVxz4vZixPfCW5GLJ34vh92A5thO9byk6KgVaJTZ1pEIIIYQ4hwWVSJeUlHDvvfeSkZGB1prVq1efsq8k0uKsUwY6NAIqClEpF0L+AbxlBdgrjmMrPYY/axPGoe6YXS8DW0hTRyuEEEKIc1RQifRf/vIX1q9fT+fOnbnppptISUmROtKiebGFoZ2x4CnBbJsOxbmYnhMYpg9b/j48+5ejYjuj47qCUk0drRBCCCHOQUEl0osXLyYxMZEFCxYQFhbW0DEJ0TBCwiE0GiMmFR3XGW9FHo6Sw1g8hRi52zEzlqBdceCMbupIhRBCCHEOCupmw4qKCi644AJJokXzZrEHbjy0h0DbwZjR7fHZXIEbD4szUYe+RR3dAv7aj7cXQgghhPg5QSXSPXr04OjRow0dixANz+4CZyy0isOM64E3IgWtDAzTi7VgNyrjGzhxSGpLCyGEEOK0BZVIT548me3bt/P11183dDxCNCzDgg6NQtucqOQLITwFb2jgMCFreT5GzlaM/avBXdzEgQohhBDiXBPUHmmbzcaECRO47777uOaaaxgyZAjx8fGoU9y0NWDAgDMKUogzYgsDVyzaW4aZkg5lefjdhVj8FdgKD+A5tBoV2wWd0h+MoP5JCCGEEKIFCiprmDhxIkoptNZ8+OGHfPTRRz/bf8eOHUEFJ0SDUArtaIUKi8Zo3QHzRDe8nkKMggwsvnIsx3ahM5agW7WBqJSmjlYIIYQQ54igEunrrrvulKvPQjRLVjs6LBoqilFtB6ILj+Arz8dWkY+tNAd/1maMmM6YYZGBY8aFEEIIIeoQVCL99NNPN3QcQjQ+Rzi4YsH04E/uB2X5WDzFGKYXW0EG3gMrUa07oBN7g2Fp6miFEEII0cwFdbOhEOckZaBDI9GOcIy4C9CtO+F1tUEDVk8xxrGdqL1LoTinqSMVQgghxDlAEmnRsthC0a44tN2BbjcEMzIFvz0icKn4MOrIRoxDa8FT2sSBCiGEEKK5k0RatDx2F4RFo1olYCb2xRuejKksGNqHrSADtX8l6vheMP1NHakQQgghmjFJpEXLY7Ghw2LQthBU4gUQ3Q6vqw0AVvcJjGM7Yc83UJTdxIEKIYQQojmTRFq0THYnhMWi7WH4k9MxWyXhs7cCwFaUiXHkO4xD68BT0sSBCiGEEKK5kkRatExKoUMjISwGI6YDZmx3vK1+ssXjwErUsd1g+po6WiGEEEI0Q5JIi5brZG1pbQ9FtRsEEe3wuhIDl05u8VB7lsoWDyGEEELUSs5DFi2bwwXOWLTfjdk2HSry8bkLsXqKsRVlYmZ9jxHVDjMkAkLkoBYhhBBC/EdQK9LHjx/n22+/5fjx49XaMzMzeeCBBxg9ejS///3v2bJlS4MEKUSjOVlbmtBojJiOmHFpeFulYCprYItHfgbqwApUzk7Z4iGEEEKIaoJKpF9++WVuueUWioqKqtpKS0sZP348n3/+OXv37mX58uXceuutZGZmNliwQjQKqyOwxcPm+NEWj4TAJXcBxrFdqL1fw4nDoHUTByuEEEKI5iKoRHr9+vV07NiR1NTUqrYPP/yQY8eOcfXVV/PFF18wbdo0ysvLmTdvXtDBbdmyhUmTJjFgwAD69OnDDTfcwCeffHLa45SUlDBr1ixGjx5N7969ufDCCxkzZgyzZ88OOjZxnnGEgysuUMWj3RDMiGR8jv8c1EL2Foz9q6GisMZTS0tLiY6ORilFaakc5CKEEEK0FEHtkc7JyaF3797V2pYsWYLVauWxxx4jKiqK9u3b89FHH7Fu3bqgAlu3bh233347NpuNq6++mvDwcL788kseeughjhw5wp133lmvcY4ePVq1Mj5kyBBGjBiBx+Ph0KFDLFq0iKlTpwYVnzjPKAMdEoHylGDEtMeM64m3ohjDW4ZherEXZOA9uBIVkYRuNwhsjqaOWAghhBBNLKhEurS0FKfTWfWz1potW7aQlpZGVFRUVXuHDh1YsmTJaY/v8/mYPn06Sinmz59Pjx49AJgyZQrjxo3j+eef58orr6R9+/Y/O47f7+eee+4hNzeX1157jUGDBtV4HSGq2ELQYTHgKUO1HQhFR/B4y3EU7sPqKcY8vhu9bzGEx6PjuoCSojdCCCFESxZUJhAfH8+RI0eqfv7hhx8oLi5m4MCB1fr5fD7sdvtpj7927VoOHTrE6NGjq5JoAJfLxeTJk/H5fHzwwQd1jrNo0SJ++OEHfvvb39ZIogGsVilaIn6icouHw4m/7WB0RBt8oTEA2EqyMHJ2oA6sgJJjTRyoEEIIIZpaUJlknz59+Oyzz/j6668ZNGgQc+fORSnFxRdfXK3fvn37iIuLO+3x169fD8CwYcNqXBs6dGi1Pj9n4cKFAFx55ZVkZWWxdOlSiouLSUlJYfjw4dVW1YUAwLAEtnh4yzCiO2DG98JXXojFU4Lhd2MryMBzcD1GqyTMjsPB7mrqiIUQQgjRRIJKpO+8806++uor7r77biCwtSM9PZ1+/fpV9Tl8+DB79+7lhhtuOO3xDxw4AEC7du1qXIuIiCAqKoqDBw/WOc7WrVsB+O6775g5cyYej6fqWnR0NM899xzp6emnHZ84z9lC0GHRgS0eyf3RxVl4fOU4CjKw+Mqx5u/Gl7EUFZ6AbtMLvx/CnEOx2uLZvMUgfaDGYlFN/S6EEEII0ciCSqQ7duzI/PnzefPNN8nPzyctLY3bb7+9Wp+VK1fSrVs3Lr300tMev6SkBIDw8NoPwHC5XGRn133aXF5eHgAzZszgt7/9LTfffDN2u53PPvuMv/zlL0yZMoWFCxf+7Kq5rFrX7ryfl7BQsFngxCHodgl4T4C3DEqOYi3LxVqwBw6uYOXueJ56OYH2HT8G4JFp0CYRHrjPziUjbU38JpqP8/7zEgSZk9rJvNRO5qUmmZPaybycXUFvEk5LS+Ppp58+5fVx48Yxbty4YIdvEPpkzd9f/OIXPPTQQ1XtEydOJCcnh3/84x+8//77TJ48+ZRjSDmzmux2e8uYF21HGU6UIwozoT+WkkJs7kKs3lLMvAxyC50sWRtJz45X8/gfY0jtAPv2w5vzNQ8/WsGMP7sZMVxWplvM5+U0yJzUTualdjIvNcmc1O5szEsw976dz4K62XD27NksXry4zn5LliwJqlazyxXYd1pcXFzr9ZKSklOuVtc2zsiRI2tcq9zPXbn9Q4garPbAQS3WUIw2vdBxPfBGdMBUlkBJvOK9XNV1LY/fsomeXSoIC1P0TFPMnKEYMhhmz9X4/XKAixBCCHG+CjqR/vrrr+vst3jxYl544YXTHr+yrF1t+6ALCwspKCiodf/0T3Xo0AGAVq1a1bhW2eZ2u087PtGC2F3gikVbrOiOQyEiEW94WzQQ7Sike+QejIxvUMd2Vx0hbhiKiRMUWVmweUvThi+EEEKIxtOohXD9fj+GcfovMWDAACCwz/qnVq1aBVCj1F5tKkve7d27t8a1yrakpKTTjk+0IEqhQ1pBaAzK0Qp/8mDMiERKVKAkntN7FCN3B2r3N1B4pOoI8dTAdzjy8psqcCGEEEI0tkZNpPfu3VvranBdBg8eTEpKCp9++ik7duyoai8pKWHOnDlYrVbGjBlT1Z6fn09GRgb5+dWzluuvvx673c5bb71FTk5OtXFeeuklAK666qrTjk+0MBY72hmDdrgw4rpixqbhdiRR7AlFobGf2IfK2oixbzWUHQcCe6UBYqKbMG4hhBBCNKp632w4bdq0aj9v3LixRlslv9/P/v372bp1a1BVO6xWKzNmzOB3v/sd48ePZ/To0bhcLr788ksOHz7MfffdV7VtA2D+/PnMnj2bqVOnVpXkA0hJSeGRRx5hxowZXHvttVx22WXY7XaWLl3KkSNHuOmmmxg8ePBpxydaILsT7YwFrxvVLp2wsuPsW+Omu20PFtODLX8v3sOrMVyx+NoN4s35YSQmQu9eTR24EEIIIRpLvRPpDz/8sOrPSikOHjxYZy3nrl278sgjjwQV2KBBg3j77beZNWsWn3/+OV6vl06dOnHvvfdy7bXX1nuciRMnkpSUxLx58/jss8/w+/106tSJO++8k7FjxwYVm2ihHK0Cpx6aXmg/nIjDRew9XEbXyEys7hP4s3dxvHgJb70Zxbq1F/DnP9mknrQQQghxHlO6skZcHSpPEtRac+utt3LRRRcxadKkWvvabDbi4uLOi/3HBQUFTR1CsxMVFdVy58XnRhVno8rzMbN2UPztl1iO7yEuLB+/abD5eBe2VQwh6YrrGXhlKihJpFv05+UUZE5qJ/NSO5mXmmROanc25iUqKqpRxz/X1HtF+sc3940ZM4b+/fvX64Y/Ic4rVkfg1ENvBUZcZ1p1z0btK6MoK59WISYXxO2jW4ITYlpjloRD+KkP+wlWaWkpKSkpAGRmZkrxfSGEEKKJBHWzYXp6OqmpqXX227RpEx999FEwLyFE82V3oV2xaKsd1W4I3tj2bM4qx+vX2PBgL9iLOrgW49B6qKi9FroQQgghzn1BJdKPPvoo77//fp393n///VPekCjEOUspCGkFzli0zYY3eShHS3xsya5AA1Z3IZb8Pah9S1DZP4C3oqkjFkIIIUQjCPqI8PpsrTZNEyV7RMX5yLCiQ6NQPjcq3MtXGT6cNgNPaCyO8mPYSrPQx53oPYshpBU6rhsYQf9zE0IIIUQz1Kh1pDMzM6uO6RbivGMLPXmEuIOdeSZrDnvxO9vgs4WjAPuJA6jsH1AZy1AnDlcd1iKEEEKI80O9l8hmz55d7eedO3fWaKtUWUd6w4YNDBky5MwiFKI5c7TCdLbGh2bFIT/e6I4oTIz8XRimB3tBBp5MFzgi0F3DGuXmQyGEEEI0jdNKpJVSaK1RSrFjx45qpw7WJiYmhgceeOCMgxSi2VKKsOhEFq/9gXBKKc4+BNtL8ZgVOPIzsPjKsBbsxpcZghEaidlxeGB/9TlEqoQIIYQQtat3Ij1z5kwgsDf6D3/4A/379+eGG26otW9lHek+ffpgt9sbJlIhmivDig6JBEsIylmEP/UXWHaX4vFW4CjOxFaehz6+B791KSo0Cp3SH2whQb+c3w9hzqFYbfFs3mKQPlDLwS9CCCFEE6h3Ij1mzJiqP3/44YcMHz68WpsQLZotBCPUhbbnYkS3x0wZCn4fXl85tvLj2IqPYFodqD2LIMSJjk8Di+20X2bZcs2sFxy07/gxAI9Mg8QEzdTJMGK4JNNCCCHE2RRUGYE333yzoeMQ4tzncKGdseA7gmrTE7M0D5/bg/JWYPWV4DhxALfFgeloBTYnOiYVDEu9h1+2XDP9cc2QwQZ//i9FagfYtx/enB9on/FnSaaFEEKIs6lRq3YI0ZIopcDRClxxmIYV1WEIOrYD3shUTIsDpf3YCzJQRzdDxlIoOlrvSh5+v2b2HM2QwTBzhqJnmiIsLPA4c4ZiyGCYPVfj90tlECGEEOJsCWpF+pJLLql3X6UUX3/9dTAvI8S5x7CgQyNRfi+aXGj/C5S7FA9eHHm7Mfxu7Pm78NhC0I5WmJ0urlclj81bICsbHv+jwjCqrzobhmLiBLhzimbzFujXt7HenBBCCCF+LKhE+siRIw0dhxDnD4sdHRaFMn0oFP6Ov8Cy+ws8Pjf2E/uweIqx5u3GZ3NgOFyYHYZCaOTPDpmXH3hM7VD79cr2yn5CCCGEaHxBJdI7d+6stV1rTVZWFitXrmTWrFn88pe/5OGHHz6jAIU4J9nC0GHR4HdjRLXD33YY+L/B63NjLzmCrSwX8/geTMOOYXNithsA9lOXlYuJDjzu2w8902pe37e/er+GJFVChBBCiNo16B5ppRRt2rRh7NixvPTSS7zxxhv885//bMiXEOLcYQ/cfKitdoyENMw2/fGHJ+INiQlcLsrEyNsNe75C5ewAb8Uph+rdCxITAjcWmmb1fdCmqXlzviYxMdCvIS1brvnNpECVkOS2L/PINAfjJmiWLZe92EIIIUSj3WyYlpZGr169pMKHaLmUgpAIcMZiWhQqZSA6rie+8Hb4rOEoNPYTBzCO70DtXIQ6tgv83lqHslgUUycrVq+BadM1W7dpysoCj9Oma1avgal3qQZdKa6sEtKpo8GLLyi+XKh48QVFaipMf1ySaSGEECKorR31FR0dzdatWxvzJYRo3pQRuPlQ+9FFWdBxOHiL8SoTlbcTi78Ce/5e3IY1cEiLNQTduiMYNf9pjhiumPFnmPWCnzun/Oc7cGIizPizatDSdz+tElJ5g2PPNJg5I5DMz56rGTYU2eYhhBCixWq0RPrEiRNs3LiR8PDwxnoJIc4NFhs6NArl80BZHmaHX2DxlOHRPhx5uzBML478vbgtIWiHE2Wxo6Pbgar5C6MRwxV9+7jpkTYOqy2et+c/T/rAkAZPZqVKiBBCCFG3oBLpb7/99pTXysrK2L9/P++88w75+fmMGzcu6OCEOG9YHWhnDEqbGEoFjhHf+yUevxdHwR4MXzn2vJ14rHa0NQRtuRQikgLbQ37CYoGy0lUA9O7190ZZEZYqIUIIIUTdgkqkJ06cGDh84mdorRkwYAAPPvhgUIEJcd6xO9FhftB+jKi2+NsPw5KxGI/px34iA4unGNvxnXgNK4YlBLPzSHDF1ppMN7amrBIihBBCnCuCSqSvu+66UybSNpuN2NhYBgwYwKBBg84oOCHOO45wtPaD34vRuiumzwP7luH1e7AXH8Janoc+vgufMjBsNszUX4Az5qyH+eMqITNnUG17R2NWCRFCCCHOJUEl0k8//XRDxyFEy1BZyUOb6KIsVEIaprccMPH6PdjKsrGVZqOVFb/FjmEJxewwGEKjzmqYgSohgeoc06ZrJk4IbOfYtz+QXK9eE7jBUW40FEII0ZI1atUOIUQtlIEOiUSZJmZxFkbShZjuMnw+H2gftvLj2EoOoy0WTGVgWOyYbQdAaMRZDfNsVgkRQgghzkVnnEjn5uby/fffk5ubC0BcXBx9+vQhPj7+jIMT4rxlWP5TFq84G5U6FO0vw6c1yvRhdZ/AXngIj2HFzLBjWO2YSX0h5OxWwTlbVUKEEEKIc1HQiXROTg7//d//zeLFizFNs9o1pRSXXHIJjz32GAkJCWccpBDnpcqyeKYfXZoLqb8Arwev1lCwB6u3GHvBftxY0MqOYTEw2/TF6XSSn3/2ymWcjSohQgghxLkoqEQ6JyeHcePGkZWVRWhoKEOHDiUpKQmtNVlZWaxcuZKvvvqKH374gQULFsjqtBCnYnWgw6JRph9Q6C6XoEwPXm2iCnZh8ZXjOJGB22rH3KVQyo5ucwHYQps6ciGEEKLFCyqR/t///V+ysrK45ppreOyxx4iMjKx2vbCwkKeeeoqPP/6Y5557jpkzZzZIsEKcl2yhgRrTaBQaf6dLsfg/x6PBUbATw1+B/fhOPGhMpcAw0AlpkkwLIYQQTSyoRHr58uUkJyfz9NNPY7FYalyPiIjgqaee4rvvvmPp0qVnGqMQ5z+7E601aBMDhb/LFVh2LsStfDjydmOYHux5u3FrQFkAdTKZDmnqyIUQQogWq+YZxPVQVlZG7969a02iK1ksFnr37k15eXnQwQnRojhc6LBotCMco1U8/s6XQXgi7thumIbt5FHie1DZW1A7v0BlbwNvRVNHLYQQQrRYQa1Ip6amVlXp+Dm5ubmkpqYG8xJCtEyOVoGVadOHEdEGf+pILBlf4onpij1vJ4bpwZG/B7eygGENbPOI6y4r00IIIUQTCGpF+tZbb2XDhg2sWLHilH1WrlzJhg0buOWWW4IOTogW5+SBLdoVh7aHYbTugL/DL9DO1niiu6CVFcPvxpG3C5W9GbXrS1TuDvC6mzpyIYQQosUJakV6wIABjB8/nrvuuotRo0YxatQo2rRpA8DRo0dZuHAhn3/+ORMmTGDgwIEcPXq02vMr+wohalGZTGsNJbkYcd3wo7Ds+wa31jjyd2P4K3Ac34EbVfUcHdutUVamz3a5PSGEEOJcobTW+nSf1K1bN5RSaK1Rqvaasqe6ppRi+/btpx9pEykoKGjqEJqdqKgomZdaNPi8aBNVXgDFuSivGzN3F5YDX6OK83Dk70ZpP6YlFHfrrui4nujuo9DxzW+bh3xeapI5qZ3MS+1kXmqSOand2ZiXqKioRh3/XBP0irQQopEpI3BgC6CLsjHiuuIHLAe+xq074yjYg+Evx3F8J27z5PdhbaITepzTpfFKS0tJSUkBIDMzE0gysYMAACAASURBVKfT2cQRCSGEELULKpF+8803GzoOIURtlIEOiURpjS4+mUxrjeXgYtwYOAp2BbZ55O/CTWUyrdEJ3cEuCagQQgjRmII+IlwIcZYYlsDKtNbokhyMhO74tR/LoaW4VVcc+T9KphWgAvWodWIPsLuaOnohhBDivCWJtBDnAsOCDju5zaM0FyMhLbAynbnsZDK9O1DN4/hO3CfL5yntxUzsBY7wpo5eCCGEOC9JIi3EucKwBpJppQIr04k98VusWA4swa3BXrAnUGc6b1fgOHG/H8P0Yyb2htCIpo5eCCGEOO9IIi3EucSwokMjAyvTJTmB0nhKYdm/FI8ysOfvCiTTx3fi1n606cHwejBT+kJYTFNHL4QQQpxXJJEW4lxjWP9TzaM4ByO+O37DgiXjG9wWK47j2zH8Hhx5u3GbfvD7MUwPZsqF4IwN1KkWQgghxBmTRFqIc1HlDYhKBUrjxXbBr4zAoS10x563G4uvHEf+Xjzah4kfw+/FbJsO4fHNOpn2+yHMORSrLZ7NWwzSB2osluYbrxBCiJarXon00aNHCQsLIzIysrHjEULUl2EJlMYDdHEuRutO+A0rloxvAts88nZj8ZZiL9iPxzQxTT+Gtxwz9SJolQjKaOp3UMOy5ZpZLzho3/FjAB6ZBokJmqmTYcRwSaaFEEI0L/X6P+kll1zCX//616qfp02bxvvvv99oQQkh6ulkMk14HNoWghHdDn/XK8GVgCeqCz57KxQae+EBLMd2oPYvQ+3+GpW3H0xfU0dfzbLlmumPazp1NHjxBcWXCxUvvqBITYXpj2uWLT/tQ1iFEEKIRlWvRFprzY9PEv/www/57rvvGi0oIcRpOLnNQ7tiA8l0RBv83a6G6LZ4IzvjcwT2U9uLD2M9thO1fyXs+Qp1PAP8nqaOHgC/XzN7jmbIYJg5Q9EzTREWFnicOUMxZDDMnqvx+yWZFkII0XzUK5EODw8nKyursWMRQgRLGRASiXbFoe1OjPDW+LuOgtapeCNT8YbFAWArzcaetx3j4FrU9s9QuTvBW97EwcPmLZCVDRMnKAyj+hYOw1BMnKDIygr0E0IIIZqLeu2RvuCCC1i7di3Tpk0jKSkJgJ07dzJ79uw6n6uUYsqUKWcWpRCibkoFkmkUoDC0xt/tKoy9i/FZLGjDjq3kMNbyfJRvOx7TB74K6HwpOr47hDTdwS15+YHH1A61X69sr+wnhBBCNAf1SqQffPBB7rzzTj788MOqth07drBjx446nyuJtBBnkVIQGolWBigjcCNip8vAsOM3FNpiC+yX9hbjOL4dt+kFvwflLcNM6g0hkU1S0SMmOvC4bz/0TKt5fd/+6v2EEEKI5qBeiXRaWhpffPEFP/zwA9nZ2Tz66KP079+fG264obHjE0IEI6QVWhkoZQD58P/Zu/P4qOpz8eOfc2bfkkz2HRLWILK4sAgVFazWBcXq/Slu99aNKrZqrYrSupSrvbbWBdBqN1u1FXfqUiqK4sYiKjuyEwhkz2SZfeac7++PE1CagDBZJgnf9+vVl/cyJ2eeeV6T5Ml3nu/zHXQGutUB+1YTMVmx+bahxkPY6jYR1TVExI8aaUYvGguerG6f6DFyBOTlwnMvCB6aw0HtHboueO4FQV6ecZ0kSZIk9RRHPEfa5XIxbtw4AO666y6Ki4uZNm1alwUmSVIH2dwIVUVRTYhAHUrJRHSrE3XPciKqCWvDVlQ9hq1+E1EthK5HUaNBRL9xiLRCULtvzLzJpDDzRmM6x6zZgisvN9o5duw0iuvPlsGc+xU5T1qSJEnqURL6Tfn+++/jdDo7OxZJkjqbxYlwGsW0HqhFLTgJzezGtOtDIiYL1vqtmOJBrL4dxGIRNC2CiPhRSiYi0kvAYuu2UCedqjDnfnhivsaMm75ZEc/LM4poOUdakiRJ6mkSKqT3bzjcz+fzUVNTg6IoZGVl4fV6OyU4SZI6gcWOUNNRFNU4Ujy3DM3qxLT9faKYsTTuwBzxYfXvJa5FiMUiiHAzDJiEyBkCVne3hTrpVIXRoyIMO+5SzJYc/v7CXMaOscuVaEmSJKlH6tBnt//4xz947rnn2Llz50H/XlpayhVXXMFll13WoeAkSeokJivC2VpMB+pQM/qhWc7FtH0JMUD378MaqMQcqkOJR4iKOERbUCJ+9PzjweHttk2IJhMEA58CMHLE47KIliRJknqshAppXde55ZZbWLx4MUIIUlJSyM/PB6CyspLt27fzwAMPsGzZMh5//HGUJEwBkCTpP6hmhMNrbCQM1qOmZKOVnYO64yO0OhMRsw1rU7kx0aNmPdFYGBFuQY00oheeDJ4cUE3JfhWSJEmS1GMkVEgvWLCAd999l5KSEu644w5OP/30gx7/8MMPefjhh1m8eDELFizg0ksv7ZRgJUnqINUEDq8xHi/UiKLriEFnImwpxkQPswNbw1ZULWJsQowH0LUQSrAJ+o9DpPcHkzXZr0KSJEmSeoSEZly99tpruN1unnvuuTZFNMBpp53GX//6V5xOJ6+++mqHg0yWTdVfoQs92WFIUufaP2valQnuLDBbjYkepZMQngzCOcejmZ0oQsfauAtzzUaUnR+hbFqEUrkeov5kvwJJkiRJ6hESKqS3bdvGuHHjyMzMPOQ1WVlZjB8/nm3btiUcXLJd8fw4HlhyLZF48o9QlqROZ3MjnJngyUU3mVDyRqINOgdc2UQzhhKzZ6BgHCtuq12PUvE5yqZ/ou5eBYF6ECLZr0CSJEmSkqpLT13o7b3RFpOVT8rf4eeLLqEpXJ/scCSp81nsxiZEdy7CbEHNHIA29FxI7088rZSopxiBginShK12HWrlepRNb6FuW4LSuAf0eLJfgSRJkiQlTUKFdElJCStWrMDn8x3ymoaGBpYvX05JSUnCwSXbkxe/g9uaysaaVfz0ransay5PdkiS1PlMVoQzA+HJRVgcqJ4s9KHnIPKOR0vNJ+IdjFDMB/qm1er1KNveh82LUKo3QUx+YiNJkiQdmxIqpKdNm0ZLSwv/8z//w8qVK9s8vmLFCn70ox/h9/u56KKLOhxkspxQ+D0eP+9NctyFVDRv5ydvncvmutXJDkuSOt/+TYjubGOyh80FA6eg95+ISM0y+qYtLhShY2sux1K7AXXnpygb3kTd9yWEfJ3W6uFyuWhoaKChoQGXy9Up95QkSZKkrpDQ1I7p06fz8ccf89FHH3H11VeTmZlJQUEBiqJQUVFBXV0dQggmTZrE9OnTOzvmbtUvbTBPnPc29yy+gm316/jZO9P4xel/YGzRlGSHJkmdS1HAnopQzSiqBT1QZ5yE6EjHtHMpUUyYm8uxBGsxB+tQo0Gi8RAi0ozarw696ETw5Hbr0eKSJEmSlEym++67776j/SJVVTn33HNxuVzs2LGD6upqqqqqqKqqIhgMkp+fz49//GNmz56NqnZpG3aXC4fDOC1uzhhwEVvr17G7aSsf7lxIujOHwZkjkh1eUjgcDsLhcLLD6HH6TF5MVjDbUExmiIdRnWnoKUUokWYECrrJhinShKpHMYXq0bUwBBogEkAx28HuAZPlwO36TF46kcxJ+2Re2ifz0pbMSfu6Iy8Oh6NL79/bKEJ0/PPYyspKampqAMjOziYvL6/DgfUU3+4Dj+sxHv305/x764sAXDHqVq4efUev31R5tLxe72H7449VfS4vugbhJpSQDyXSgohGoGIlatValFADloYdmDTjB3bMmUU8tQSRORgGnoqePQyc6aAofS8vnUDmpH0yL+2TeWlL5qR93ZEXr9fbpffvbTrlM9i8vLw+VTwfilm1cPvER8l2FfDc6kd4fvWj1Pj3ctvERzCrlu++gST1Jvv7pk0WUC2g+FD6T0RzZmPa8xlRxY65aReWSAOWYC2mqJ9oPIgIN6IWVyIKT0KkFSb7VUiSJElSl5HNjEdJURSuPuHnZLsLePTTn/PutpeoD1bzyzP+iMvqSXZ4ktS5FAVsHoRqQTFbEYE61NwyNHc6ph0fEzdb0AO1WJt3ocZD2Oo2Eg03o0dbwF8DxePRXfJjQEmSJKlv6tENzGvXruW6667j5JNPZtSoUVx88cW8+eabCd8vFotxwQUXMGTIEM4+++wOxfaDwdOZM+Vv2M1Ovti3lNvemUZdsKpD95SkHstiN05CTMlDWOyo7iz0snPRC05AT80nknXcgdMQbS27sVSvRSlfgbrhDbQtH0BzpdEqIkmSJEl9SI8tpFesWMH06dNZtWoVZ511Fpdddhk+n4/bb7+d3//+9wnd88knn2T37t2dFuOYosn87pzX8Tqy2N6wnp+8eS7lvs2ddn9J6lFUM8KRjvDkIBzpYLGhlExEK52C8OQTzSgj5sxBAOawD1vNWtSqtbDmdZRNbxszp6OBZL8KSZIkSeo0PbKQjsfjzJ49G0VReOGFF5gzZw533nknCxcuZNCgQcydO5ddu3Yd1T03bNjAM888w2233dapsQ7OHMkT571FUepAagJ7+enbU1lbtaxTn0OSeoz9I/LcWeDJRVhsqLlD0YZdiMgZSjy9lGj6IHTVgqpHsTZsgarVqDs+Qln/Ouqu5dBcLVenJUmSpD6hRxbSy5cvZ/fu3Zx33nkMGzbswL+73W5uvPFG4vE4r7322hHfLxqNctdddzFy5EiuuOKKTo83z9OPx879J8dln4w/2sSdi/4fH+x4o9OfR5J6DIsD4cpEePIQNjeqKxWGnI3e7xT0lFwi2cOJ27woAC1V2GrWoe79EmXTmyib30Wp2yZPRJQkSZJ6vR652XD/aYkTJ05s89iECRMOuuZIzJs3j/LychYuXNhlo+pS7ek8fPZLPLR0Jp+Uv83/fjiDypZyLhvxk2NuPJ50jFDN30z1MNsQwQbUwpPRUnIx7fyEmGpBC9ZhaypH1cLYGjYTjzQSCzVBcyVKyXj07KHgygClR/5NL0mSJEmHldBvr3nz5vH+++9/53VLlixh3rx5R33//W0b/fr1a/NYamoqXq+X8vLyI7rX2rVr+eMf/8jNN99MSUnJUcdyNGxmB784/RkuGT4DgD9/8RC//eRWYlq0S59XkpJm/1QPVxbK/laPtCL0svPR842NiOSOQLN6UBBYAlVG7/S+z1E2LETdurh1dVoerCBJkiT1PgmtSM+bN49p06YxefLkw163ZMkSXn31VWbOnHlU9/f7/QB4PO2Pk3O73VRVffeEjGg0yqxZsygrK+NHP/rRUcWwn8vlOuqvue3039A/cwiPLP0Z/976InWhSh4653k8trSEYuiJEsnLseDYzYsLUtIg7IWQD4I+SDkL6kph9wpUTIhALbTswRQPotZuhEgTRFsgUA2lEyBv+DG1On3svlcOT+alfTIvbcmctE/mpXt1aWuHpmlJPSL8scceo7y8nFdffRWTyZTQPQKBxKYMnFV6GWmWLOZ8cANfVCzl2pfO4MEzXyDXU5zQ/XoSq9WacF76MpkXAAuoHhQzEKxHSemHc1QxofXvodR/jWJ1Y2naiSkWhOY9aCEfsWADomE3Im80ot8YRFoRWPv2LwL5XmmfzEv7ZF7akjlpX3fkxWq1dun9e5surXK3bdtGSkrKUX+d2+0GoKWlpd3H/X7/IVer99uwYQPPPvssM2bMYMiQIUcdQ2cYWzSFR89dSKYzj92NW5n55jl8XftlUmKRpG5jcSBcGYiUXIQtBdXuhsFnoA06E+HtRzR9KFF3PgIFU8yPrXYD5srVKNuXoKx5tXWyRxXo8WS/EkmSJEk6rCNekZ41a9ZB//+XX37Z5t/20zSNnTt3sn79eqZMmXLUQfXv3x+A8vJyhg8fftBjTU1N+Hw+Ro8efdh7bN68GU3TmDt3LnPnzm3z+M6dOxkyZAgej4dVq1YddYxHamDGcOae/zazF1/J9oYN/OydHzJr0nwm9j+ny55TkpJu//HiZhtYFUQwjJo1BM2Th1q+DK3Wju5Ix9K4E1MsgCVQhSncSDTchAjUoPh2QvEYhLcEbG6jF1uSJEmSepgjLqRff/31A/+3oiiUl5d/54a/IUOGcMcddxx1UCeffDJPP/00n3zyCeeee+5Bj3366acAjBkz5rD36N+/PxdffHG7j73yyit4PB7OOussHI6uP744y5XPo+cuZM4HN7Cy4n3uX3IN15/8Sy4ePkNO9JD6NosT1eNBBMMQ9KEgYPCZaKnFmPYsJ6raMAVrsPj3tk72+Jp4uJ54qAHRvBel4ET0/BHgyQOTJdmvRpIkSZIOogghxJFcuH/cnBCCq6++mu9973tcd9117V5rsVjIzs6moKAgoaDi8Thnn3021dXVvPTSS5SVlQFGS8ell17Kzp07eeuttw5M4WhoaMDn8+H1eklPT//O+w8ZMoSSkhIWLVr0ndf6fL6EXkN7ND3O/OWz+efXzwJw3tCruHncg5jUHjmF8JC8Xm+n5qWvkHlp34G8RAMokRajd1qLo4d8qLtXodRvhnATlsZyzNFmAHTVSiy1CD21GJE1FNHvFETWALCn9onNiPK90j6Zl/bJvLQlc9K+7siL1+vt0vv3NkdcwX17BXjatGmceOKJ37kqnHBQZjNz5szh2muvZfr06Zx33nm43W7effddKioquOWWWw4aZffCCy8wb948Zs6cyc0339wlMXUGk2rm5vEPkZ9SwtMr7+Otr/9Gjb+C2ac/g9PiTnZ4ktS1rC6j1cNsg1CjsTo96HS0jBJMe1YSU6xowTqsgb2oehSbbzvxUAOxQB2Kbzei8CRE4WhEWmGf34woSZIk9Q4JLYU+9NBDnR1HG+PGjePvf/87TzzxBP/617+IxWIMHDiQn/70p0ydOrXLn7+rKIrCxcNvIM9TzIMf3sjKiiXc8tZU/vf7z5Plyk92eJLUtfYf4mK2oVicxiEuWQPRUwpg75dQ/RVhhxdz024skQbMYR+mSBOxYD3xYD1K/TaU4nHouWXgzpbtHpIkSVJSHXFrx6HE43EaGxuJRg996Eh+fu8tELvyI5Kva7/iF+9dhS9US4YzlzlnPsegjOO77Pk6i/xIrX0yL+07ZF50DSItKOEmCPlQdND9Vai7lqE070ENNmBpPRURQDfZiaYUIVILEbnDEYUnIzIHgCOt17V7yPdK+2Re2ifz0pbMSftka0f3S7g597PPPuOpp55i9erVxOOHHlOlKAobN25M9Gn6tKFZo5l73tvcs/gKyhu3cOvbF3DPab9nfPH3kx2aJHU91QSONITZjmJxIEKNqGouDDsfvXod7P2SiNmNKViNJbAPVQtj920lHqonFqxHaShHFJyAKBgl2z0kSZKkpEiokP7ggw+YOXMmmqaRmppKYWEhTqezs2M7JuR6inn83Dd54IPr+HLfR/zyvau57uRfcMnwH8uJHtKxwWJHmK1gtkOkGRFqQC04AS21GHXPKjSfA83hxdK0B3O0EXO4wWj3CNQR99eg1G1GKRqDnnsceHLAJA8LkCRJkrpHwkeE67rO3XffzeWXX57wqYGSwW1L5cHvv8DcZXfz9ubneObzByhv3MItpzyMRRYF0rFAUcGe8q3V6SYUdBgyBa1hEKaKz4lZHGghH5bmPahaGGtgH+ZwA7FQPXrTXtTqTYjisYjMgeBKN/qxJUmSJKkLJfSbZtu2bYwaNYqrrrqqs+M5ZplVC7ec8jD904bw1Mpf8u+tL1LZsot7z/gTqfaMZIcnSd3DbEWY0sFsR7G6ECEfamap0RddswH2rSZiaW338FcZs6d9W9EC1cSC9YjG3ei5w6HwRER6f7Cn9Lr+aUmSJKn3SOg3jNPpJDMzs7NjOeYpisK0465lzpnP47R4WFu1nJlvnkO5b3OyQ5Ok7qMoxqg8VyYiJQ/hzEC32VEKTkA7/mJEwQloGaWEs4YRs6UjAFO0GVvdBsz7Pkfd9j7qmhdRv/43Su1WiPqhY3uqO00gECA9PR1FUQgEAskOR5IkSeqghArpU045hQ0bNqDremfHIwFjCs9g7nlvkefpR2VLOTe/dR4rK5YkOyxJ6l6qCeypCE8OpBQibB4UuxsGT0Ebeh5kDSGeOZhIxlA0iwsFsITqsdesxbTnc9j8L5TVC1C3fYjSsAti4WS/IkmSJKmPSaiQvv3224lEIvz6179G07TOjkkC+nmHMO/8dzg+ZxzBWAuzF1/B6xv+SAenFUpS72OygjMdkZILnnyExY7qLUaUTUUbMAXhHUA0vYxIWgm6akURGtbAPuxVX2GqWI6yYSHKmpdRd3wCTXtBO/SoTkmSJEk6Ggn1SL/66quceuqpPPfcc3z44YeMGTOG3Nzcdq9VFIWbbrqpQ0Eeq1LtGTx89ks89tkd/Hvri8xfMZvyxi3MHP+/mFV5EIV0jLE4EWY7WBwQaYFwI2rBcPSM/lC1AarXEbGkYQpWYQnWGKcjNu5E81cT81chfDtQq4ZA8UnomYPBmS4PdJEkSZI6JKEDWYYOHYqiKEe0OqooCps2bUoouJ6gJwx8F0Lw8vqn+MPnv0IgGJ03kV+c8QdSbMkZii4H4bdP5qV9XZIXLQZRP0q4GRFuQhUCPVCHsncNav0mCDRjDlRiDtUZR5EDmtVDzFOISCtAzy6D/BMR6aXg8nbbhI9AIEBRUREAe/bsweWSs6+/TX4PtU/mpS2Zk/bJA1m6X489Ilz6hqIo/NfxN1KUOpAHP/wxX1V+ws1vnsucM/9GUerAZIcnSd3PZDGOGre4UGxuY1ye0FEGnoGWexxqxUriDW60aDbmpr2YIo2Yoi2o9ZvQ/JXEm/YharYas6fzRyMySsCeavRlS5IkSdIRSqiQnjZtWmfHIR2B8cXf5/Hz3mT24ivZ27yDmW+ewz2TnmJM0eRkhyZJyWG2IswZYHG0FtQ+FCUbhp6DVrsdU+VqYlYP8ZAPc8s+zNEWzJFGTJEmo+WjZS9Ub0bkliEKT0B4+8uReZIkSdIRk78tepnS9GHMn7qI47LHEIg2c8/iK1iwdp7chCgd2yxOhCsLkVIAKXkIiwM1eyBi2AVog85EZA4iljGUcNpANLMTBYE5XI+9Zj3Vn7/Op3+9D23FX1DXv4FSuQ5CjSDkVCJJkiTp8DrUGBiPx/nwww9Zt24dPp+PESNGcPHFFwNQXV2Nz+dj4MCBmM3yhLHO5HVk8dsfvMLcZXfzzpbn+cOqOWxr2MDPJj6C3SyPapeOUYoCNjfC4gCL09iQGGpEzRmG8Jai127GVLmOqDUFNeTDHNyHSYvQ32uhMMWMqPyCeLAWpWoDIvc4RMFohLdfp65Qaxo4XRMwW3JYs1Zl7BiByaR0yr3bI3uyJUmSulbCFe7KlSu54447qK6uRgiBoijEYrEDhfSyZcuYNWsWjz32GGeddVanBSwZLCYrt074DQMzhjN/+Ww+2PE6FU3buW/yn8lxFyY7PElKHtVkHDdudYLNbRTUig+1YCQicwiidj1UriPa4oVgDVr9btw2FcL1mMM+4s17iDfvRana2FpQj0KkFXW4h3rpR4In5tvoP2AhAHfMgrxcwcwbYdKpXVdMS51H/mEiSdJ/SmiZZfPmzVx//fXU19dz1VVX8fjjj7dpLTjrrLOw2+28++67nRKo1JaiKEwt+28ePvslUu3pbK1fy03/PJt1VcuTHZokJZ9qNg50cecg0ooQjnR0uxOl8CT0Ef+FXvo9YmkD+aQ8zJp9IWMGNTqWUB326jWYK5ahbHkX9csXWls+1kCwAfSjn52/9CPB7HsFAweo/H6+wrvvKPx+vkJpKcy+V7D0I9maJUmS1BslVEjPnz+faDTKM888w6xZs9pdcXY4HAwYMICNGzd2OEjp8EbmncKTU//NgPThNIbruP1fF/PW139LdliS1DOYLOBIMw50SStC2L0Ihwel3zgiwy7k/Z1R1tfGCKcNIeIpQjfZvlVQr8a8p7Wg/uJ51HWvo+xdDcE60ONH9PSaJpj3pOCU8fDQHIXhxyk4ncZ/H5qjcMp4mPeUQNNkMS1JktTbJFRIf/7554wcOZLx48cf9rr8/HxqamoSCkw6OjnuIh47dyGTSqaiiTiPfXYHj312BzF5ipskGUxWY2ReSh6kFiEcXhSnl8/2avx1TYRIyQT07DIi6WVE3IUHF9Q1a7FUrEDdvAj1y7+irHkJZc8qaKn+zpMS16yFyiq48nIFVT24hUNVFa68XKGy0rhOkiRJ6l0S6pH2+/3k5OR853XRaBRdlzvfu4vD4mL2aU8zIH04f/niId76+m+U+7bwyzP+gNeRlezwJKlnMFuNsXkWF7pupi6oo9kV9IKT0YtPgOqNUL2RSHMtaqgOS6gGVYtgDjdgCjegtewh7tuDqN6IyBgMBaPQMwaCMwMstjZPV99g/Le0pP1w9v/7/uskSZKk3iOhQjorK4vt27d/53VbtmwhPz8/kaeQEqQoCtNH/oRS71AeXHoj66qXc+M/z+aByX9hUOaIZIcnST2H2YpwpLG3Rac5oqA70xFKBLVoDHrOcKjZAFUbiLRkoUZ8mAPVmOJBzJEmzJEmtJYKYr7diJpNqOklkD8KPXsIuLPBbDemiAAZ6cbT7dgJw49rG8aOnRx0nSRJktR7JNTaMXHiRLZt28bixYsPec1rr73Gvn37mDRpUsLBSYkbV/x95p3/LwpTBlAb2MtP357Ku1sXJDssSepRNA3M9gnEbNNYvTMf3VOMcKaD3YNSeDJi+CXog85AzxxKNLOMcGopcbMbAZhifuy+rVj3rsS04wOU1QtQVz2LunkRSu02CLeA0Bk5AvJy4bkXBLp+cB+0rguee0GQlwcju+Dv3P3j9lLSLmLNWlX2YUuSJHUy03333Xff0X7R4MGDeeWVV3jnnXeIRqO4XC5efvllSkpKKC0tZcGCBTzyyCN4PB4efvjhXj0iKBwOJzuEhKXaM5gy4GJ2+Daxu2krn+5ehC9Uy4n5kzB1YIyXw+Ho1XnpKjIv7eupeVn6keDuY4DpDAAAIABJREFUX6hYrNNJST2fxUusLFpiJ6fISb+BTlBMoCooKTmQNRjdkYmiCnSLA83kAD2OokVQ9ZhxWmKgGgI1iMa90LADJegDQLFYyc238NfnVbZsNYpqtxs2b4HfPS74bBnc9XOFkpLOHYHX5vW9b+bf70JONvTv1zPH7fXU98p+sViMRx99FIDbbrsNq9XaLc/b0/OSDDIn7euOvDgcji69f2+jiASPxFu1ahW33HILdXV1KMrBP5SFEKSnpzNv3jxOOOGETgk0WXw+X7JD6DBd6Dy/+nc899UjCARlWSfyyzP+QJYrsbYbr9fbJ/LS2WRe2tcT87J/HN0p441NgKUlRovFcy8Yhe2c+xUmTYhDLIgSaYFQE4oWgXgE3bcHtWodSvNelFBry0e4EQXjR6lQVOL2dOLuPEgtQGSXIfJGsGxLfx79Uyp7q77po87Lg5k/Vjp9jvQRvb4eOLu6J75Xvi1Zc6R7el6SQeakfd2RF6/X26X3720SLqTB2HT4yiuvsGzZMvbu3YumaeTm5jJ+/HguvfRSUlJSOjPWpOhL36gr9rzHQ0tvwh9tIs2eyezTn2ZU3oSjvo/8AdY+mZf29bS8aJrg0ssFpaXGOLpvT9LQdcGs2YIdO+HF5xXj1EFday2o/RBuhGgQRQj05krUfWtRmnZBsAlTsAZzuB61dSyeADRbCnFnLiKtAOEdQCBtIFMun4cvVsAfn32SsWMdnX6y4VG/vh6kp71X/lNzc4Bhx12K2ZLD31+Yy9gx9m7JYU/PSzLInLRPFtLdr0OF9LGgr32j7mvexf1LrmF7wwZUxcS1J93DJcN/3OZThcORP8DaJ/PSvp6Wly+/EvzkVsHv5xuznP/T+g2CGTcJnnhU4YTR33pc6BALGQV1qNEorjUdPViLsm8damM5BOpRQzWYQw2YtG8+XtXMTuLOTGL2HP648H3WVMX5zXNvY88eYBxB3oFWq057fT1AT3uvfJtxMqVGdfU3W4vycmHmjV2/ut+T85IsMiftk4V090tos6HUe+Wn9Ofx895kyoCL0YXGM58/wK8+uJ5gzJ/s0CSpWyQ8jk5RwepCuLMR3iJILUS40iAlD2XwZMTIi9EHn4GeM5Jo5jDCqSXELa0bE+NBbM27cdZ+xYVD7Fwxwo71q7+hrn0ZZfdKaK6EWCS5r086JHkypSRJh5JQIb106VKuuuoqVqxYcchrli9fzlVXXcXHH3+ccHBS17Cbndx56lxuHvcgJsXMR7veZOabP2BP07ZkhyZJXe7b4+ja853j6BQFLE6EOwuRWgjeYoQrA+HMQCk8ETHyYrSy89DzRhHLHk4kfTAxezpCUVFFnP7pVk4vdeCsWI668Z+oXzyLuuo51C3vHTTtI2mvTzqIPJlSkqTDSaiQfumll9i0aRMjR4485DUjR45k48aNvPzyywkHJ3UdRVG4YNiP+N05r5PhzGV341Zu+ufZfLzr7WSHJkldqlPH0Zltracl5iO8/RCeXIQjDSV7MAy/EO24i9CLxhLPGU4483gizhz8EQ1VUTDHWrA3bsdWsQLz1n+jrH0RZcUfUde9irL3K2ipgfjRn0yazHF7fZE8mVKSpMNJqJDeuHEjQ4cOxW63H/Iah8NBWVkZ69evTzg4qesdl3MyT019lxG54wjG/Ny/5Br+8PkctNYNU5LU15hMCjNvVPhsGcyaLVi/QRAMGv+dNduYajHzx0e5Ec9kAXuKUUh7+xltH85UFG8hDP4++oj/Qi+dRCTreD7dHeGrvWFirfOoVS2CNbAPe+WXWMuXom58A3Xln1C/+Cvq1vePepW6S17fMUy2ykiSdDgJnWxYV1d3RGPtsrOzWbNmTSJPIXWjdGc2D5/9Mn/8fA6vbHiaBevmsbFmFfec9hSZrrxkhydJnW7SqQpz7ocn5mvMuOlbm8fyOjgabn8ftcVpbCKMhyHUBGYbitNLLH0QLz76EqNzTQw+6TjisWbMgTpMYR+qiGOONGKONKI1lqPVbkbbtxrSilEyByNyhhu92Q5vu0eRd8vrOwbJkyklSTqchAppj8dDdXX1d15XXV0tB3f3EmbVwoyx91OWfSKPfHIb66qXM2PhFO6aNJ+TCk5LdniS1OkmnaowelSka8aZKQpYHGBxIKxuiIUgGkDEYFujYEtjnOlDL8TRuIN4007iLbWo4QZM4QZMsQAmLYwpsA8RqELz7SBevQlRsRKRVgI5QxCZQxCpeWB1H3LiR5e+vmPIt1tlHppDm3GCslVGko5tCRXSxx9/PJ9++ilbt25l0KBB7V6zbds2vvrqK8aPH9+hAKXuNalkKgPSh/OrD65ne8N6Zv37MqaPvIWrRt/eodMQJaknMpkgGPgUgJEjHu+aItNkAZMFYXNjd6SyaMVGPFad5rpKlKwiRPhEdF85ov5r9JYqYsEGzMF6TJFGVP2bVWq9aRfxmq/RKr9CSclDZAxE5B6PSC8BVwaY7UYB392vr48zWmWM6RyzZguuvJx2D7iRuZWkY1NCPdLTp08nHo9zww038N5777V5/L333uP6669H13Uuu+yyDgcpda/C1FLmnvcW5w25CoHghTWPcseiS6gPfvenEJIkHYKiGtM+XJmo6f0hrR/Ck4PwZKPkD4eyC9CH/xd6/9OJ548mkjGciLuQuMVl9FLrEazBKuzVq7Hu+hjThoWoK/+MuvJp1LWvoez7Cvy1CW1QlA7PaJVR2LZdZ8ZNgu+fY8zi3rFTtspI0rEuoRXpSZMm8d///d88++yz3HzzzaSlpVFcXIyiKJSXl9PY2IgQgiuuuILJkyd3dsxSN7Ca7dwy4WFG5I7n0U9vZ03VZ8xYOIVZk55ksndqssOTpF5NMdvAkYawp4AjhBILIcJNYLWjpGQjYiehN+xG1GxE91cRC9ZhCtRjjjSh6lFMMT+mmB/hryBevxlt31pEeQEiowQyyxCZgxCebNDlUQGdRbbKSJLUnoQKaYC77rqLsrIynn76aXbs2HHQSToDBgzguuuu48ILL+yUIKXkOWPANAZlHs8DS65jp28Tdy76L65vms1FQ2bIVg9J6qj9mxOtLmNzYiwEUT+EmlFy7JA1CD3QAPXboG4rWrAOJeTDFG7AHGlGERqWiA9LxIfeuIt49Ua0lC9QUgoR6aWYU0ron6pSG9Q7NJtaMshWGUmS/lNChbTfb5yCd8EFF3DBBRdQU1NDVVUVALm5uWRnZ3dehFLSFaUOZO75bzN/+Wz+teXvPL3sV6zc9SF3n/YkXkdWssOTpL7BZAWTFWHzGJM5oiGINIPJiuLOQOSPQG/ah1rzNaJlH/FAA2qoAXPEhxoPoupRrKFqRKgavX4bWuVqbI5sbhvrYHNDHFPFKsgbAk5vu/3UkiRJ0tFLqJA+6aSTGDlyJAsWLACMMXeyeO7b7GYnP5v4O0bkjufxz+7kq8qPueGNydx92lOMypuQ7PAkqe9o7aXG4jRaP1wRiAYg0gR2D2SUIsItxgbFuq3owRoI1GAKNGCONhutH/EAJn8Ai38fPxxmp8ofx/7Fn1Ez+0PmYER2mXEqoyPNOFRGFtWSJEkJSXj8XWFhYWfHIvUCZw68hJNLv8ftb/w/djVu5o5Fl3D5yFu5YtStmNSEO4UkKSlcLhcNDT34JI39Ez+sLqPojYcRUT9YXSiOFMg5DhH2oddvh/ptRutH61xqU6QZVWhkuc1kuc2I6i/RfFvRKr5E9+QZB8dkD0VkDkCkFoEtBczWDhXVgUCAoqIiAPbs2YPL5eqsTEiSJPVICVU+ZWVl7Nmzp7NjkXqJkowy5p7/DvOW382/ty7gudWP8OW+j7n7tPnkuIuSHZ4k9T2KYqwcm22trR/p3xz2YrOjutIR+aMRwTqo3oxoKifur0OJ+DCHfJhifhShYY42YY42oTeXo9VuRKv43DjePK0IMvcX1QVgTzWKakmSJOmwEiqkr7vuOq6//noWLVrE2Wef3dkxSb2Aw+Li5997nBPyJ/H4Z3ewoWYlN7wxhdsm/JZTS85PdniS1Hcp6jeHvdg8EI9ANGj0U9ucKCm5iGgYvXkvSt02RHMFsYAPNVSPKdyIKR5AFRrqgU2KO9GqPWh7VhhHnKcWQdYwRNZAREoB2DwdXqmWJEnqqxIqpO12O5dccgm33norCxcu5IwzziAvLw+brf1ja08++eQOBSn1XJMHXERZ1ok8+OEMvq77igc+uI5z9l7BjeMewG52Jjs8SerbVDNYza2tH6kHFdWKw42SOQARCaA37kXUbzEOfAnUowbrMEWaMWlBVBFHDfuwhH3ovp1o1vVou1ciPHnGkeSZQ42iOrWwtaiWPdWSJEn7KUIIcbRfNHToUBRFYf+XKt/xQ3XTpk2JRdcDfHusn2Twer1t8hLXY/z1y9/w4tq5CATFaYO4Z9LvGZBxXJKi7H7t5UWSeWlPl+ckHoV4GCUahGgTRMMoehxCzejNlaj1W1FaKsFfhylchyncgqqFUPjm14GumNCtbjRHBrq7AJFeCOkDEVlDjPYPR2qb6R8d7ZHu6e+VZPWA9/S8JIPMSfu6Iy9er7dL79/bJLQifeGFF35n8SwdW8yqhWtOupsT8k/l10tvYnfjVma++QOuH/NLLiy7Rr5fJKk7ma1gbh2lp7X2U0f9YHWDywvZgxGhJvTmSkTdZrRADQQaUEN1mCItmOLB1vaPJsyRJkTTLrQaN5ojE92dh0jLN6aHZA0xWkGcXqPdpI/r8ZtTJUnqdgmtSB9L5F+8bX3XX7xN4Xp+8/EtLN+zGIAxhZO5feKjpDv79ohEuULSPpmXtpKSEyFA279S7YewH2JBFF2DUCN6YwVqw3aUA0V1vdH+EQ8etFItUNEsTnRbKporF+EtgLQSRM4QgrZsyk46lUBMsGt331uRThaZl7ZkTtonV6S7n5xXJnW6VHsGv5ryNxZu+jNPf/4AKyve57o3TuO2Cb9jQj+5OVWSkuKgyR8p4Iy2rlQHweZBcWdC/nBjpbqpGr1xJ3pzBTF/A2q4tac6FkRBxxzzQ8yP8O9Fr9uAZk1Bd2Vjc+Zwy/hSNjflsvXTzRw/tgiTs+Nj9Q5FjtuTJCnZOrwi3djYyIYNG/D5fOTn53PCCSd0Vmw9gvyLt62j+Yt3p28TD314Ezt8GwH4weDp/HjsAzgt7q4MMSnkCkn7ZF7a6lE5EQK0GGgRlEjA6KmOhVDiMYgGES3V0LADtWkvBOpQQ/WokWZj+oceP+hW4biFxoib2mAGFaF8GtVCBo8byNDxg4wJIM79fdVqu6EcbV6OlUK6R71fegiZk/bJFenul/CKdF1dHXPmzGHx4sXoug4YvdP7C+kXXniBxx9/nCeffJKTTjqpc6KVep0Sbxnzpv6LZ7/8P15e9xT/2vJ3Vld+yqxJ8xmWLd8XkpR0itJOT3W09TTFZnCkoWSUIKIhCNQRb9iF2lhOPOxDCdVhCjVDuAWziGI3x8g1+8h1+TiOnfjjLmrWp9BSn0tKv3zwliKyBiHS+oMrHawu49AZSZKkXiqhQrqhoYFLL72UiooKhg0bxgknnMDzzz9/0DVTpkzhwQcfZNGiRbKQPsZZTTauP/mXjC2cwv99dDOVLeXc8vZULhvxU64cfRtmVf4ilaQew2QFkxVhc4MzHbQoIhZGiTQbGxXTixHxCPjr0Zr2ojfs5KvPGsh219PPW4cpFkDVwqhopJibSUlrRg9WILbYjCkgzixESi4irR9kDUKklyI8eeBIQeipyX71kiRJRyWhQvrJJ5+koqKCn/zkJ9x4440AbQrpnJwcSktLWbVqVcejlPqEkXmn8My0D5i37G7e2/4KL6x5lM/3LmHWpPkUpQ5MdniSJP2n1iPKsboQjjTQIsas6kgz2L0o3kI2h0bx960t/OSqGmKOHWjNVUYLSNjYrKjEQpgUDfQIpnAES7ge3bcVfd+XaLYUdFceIt3YsBgvHg2WdHBngNVpFPWSJEk9WEKF9JIlSxgwYMCBIvpQCgoKWL16dUKBSX2T25rCXZPmMa7oTB7/7E621K1hxhtncs1Jd3PhsGtQD9E7KUlSkqkmUJ1gcSLsaeCOQjxCZdRPZbiZzOFZKObBiFgYAjXE63ehN+1B9/vYubGO/llNONSgsVotNNRoM+ZoM6KlAr12HZrVDdv+jcmebUwC8ZYiMgcZB8HYPcZ4PdWU7CxIkiQdJKFCura2lsmTJ3/ndVarlUAgkMhTSH3caaUXMDxnDA9//FO+3PcRT674BZ+Uv83tEx8nP6VfssOTJOlwvjUBxJ3nYXcgnR0tMcoGtI7Wc6ZBegkiFmb3lnre2lPF5WW7MDnrYP9x5ZHmA0W1SQtjCoUhVIedr9EqHehWT2sbSAGk9YOMEqMNJCUXbC5j06IkSVKSJVRIezweqqurv/O68vJysrKyEnkK6RiQ6crj/85awFub/8bTK+9nbdVyrn/jdK47+RecP/RquTotSb3AyBGQlWPl2QVWHprjRm3tq0aLogebefXjdGqthaSdOgoRC0BLDfHG3ej+SvDXowRrMIUbUeMhTFq0dbxeAGIBCFSh121CtziNEXueXGOFOt0oqrFkUZAxlojIZc0ahbFjBSaTPPxJkqTuk1AhPXr0aJYuXcrWrVsZNGhQu9d88cUXbN68malTp3YoQKlvUxSF84dezYn5p/HbT25hbdUy5i6bxSe73uH27/2OHHdRskOUJOkwTCaFmTfC7HsFs2YLrrxcpbTEzo6ddp57wcPK5VF+9Ys4SmYEEWkGdxZkDUDEYxBpRGuqQmsqR22uxhFpJuKvRo22YIqHUPQYqoh/0wbir0CvXotuddGsefl6Tz73nj6WilAxL/12Jf9wF3Hp1RlMOE1OA5EkqXskNEd61apVXHnllRQUFPCrX/2KsWPHMmzYMKZNm8ZDDz3EqlWruPPOO6muruall15i2LBhXRF7t5BzKtvqqjmVutBZuPHP/HHV/xLRQjgtbm4Ycx/nDL68VxwxLueatk/mpa2+mJOlHwmemK9RXf3NJ0l5eTDzxwqTTm39/hW6MVpPi6BEAxBtgWgItChKJIiTEP69m1FbKlCCPvD7UKMNmKL+A20g36YLBU21IWwugoqXbXV5rK8oZOTk/gw+qRThLQS7F6wOUC1dcihMd+iL75eOkjlpn5wj3f0SPpDlb3/7G7/+9a8RQuByuQgEArhcLsxmM01NTSiKwj333MPll1/e2TF3K/mN2lZXf6NWNO3gNx//lA01nwNwUsHp3Dbht2S7C7rsOTuD/MHePpmXtvpqTpqbAww77lLMlhz+/sJcxo6xH77VQou1HlseRYk247GZaWmoQdHiEG6Glmr0lkrU5r0oIR+Kvxo10ky0JYDTHEFVDv71JVAIazaaIy5S872IlDxESqHRX+0tRaTmGyP9ellh3VffLx0hc9I+WUh3vw6dbLh69WqeeeYZli9fTjAYBIwNhmPGjGHGjBl9Yn60/EZtqzu+UTVd47UNz/DnL39NTIvgtLi59qTZnDf0qh7bOy1/sLdP5qWtvpqTDp00KARpKW4a62sgHkEJNxvHl2thlHgUQk3QUkfl9t1s+KyS8cf58Ki1mKLNqLEQqh5BoW1hrZtsRo+1Ix3hyW/tse6PSC9pPW3Ra4za68GFdV99v3SEzEn7ZCHd/RI+2RBg1KhRPPnkkwgh8Pl86LqO1+vFZJIjiqSOMakmLjn+x4wpmswjn9zGxppVPLHsLj7Y8QY/m/gIhakDkh2iJEmdSVFQzFbjtEOrC+HwHti0eOBAmNQ8KvYO5vU9USb+TyNavBataQ9qcxUEfCjhekzRZiItIZzWKCrCmAiihbGEGxC+7UZhbXWi2b0Idx7Ckw/efoj0/ghvsbFibXGB2XLIo8wlSZL2O6pCeunSpbz33ntUVlZitVoZMmQIF110EUVFRaSnp3dVjNIxrF/aYB49ZyH/3PQX/vTF/7KuejnXvXEGV426nUuOnyFPRZSkvupbI/aweRCuDIhHMedHqAgG2B3xM6hfEeQeZ8yuDjUgWmqo3lXFhq1VnDzUh8dUd2DjoqpFUfYX1qEwllBrYa1a0S1OdFsKujMbkVYIKUUIb5ExGcSTBTY3mGxyjrUkSW0ccWvHz372M9555x0A9n+JoihYrVZ+97vfHdFc6d5IfnTUVrI+Uqtq2c2jn93BF3s/BGBgxvH8bOLvGJRxfLfH0h75UWP7ZF7a6qs56VBrB0eWF00TXHq5YECpxoP3xVFFHCUahKgfPRLg6afC1FWGuOeWZkyBOoR/H2pLFfgbUEJ1qNHmgwrr/6QrZnSLHd3iRndmoacWgKcAMvojUvshUrLAkQ4We7e1g/TV90tHyJy0T7Z2dL8jWpF++eWXefvttzGbzUydOpVhw4YRCAT44IMPWL16NXfeeScffPABHo+nq+OVjmG5nmJ+/f1/sHjbSzy14l621a/jpn+ezf87/iauHHUbVnlAgyT1ed+M2zMx6z4TV15up7TEzY7KTP7x9yhffh7ll3eEUfP8iFgI4mFEPAqhZoS/jvj+zYthH0qgHjXShBoPomoR48RFEUeN+iHqh0AVonYDusmGZnWh29MQKQUIdz6kFyPSio2ea1eG0ZJitsp2EEk6xhzRivTll1/OV199xZ/+9CfGjx9/0GOzZs3ijTfeYM6cOfzwhz/sskCTRf7F21ZPWAnwhWqZu+xuPtr1JgAFKaXccsrDjM6fmLSYekJeeiKZl7b6ak66Y0V6v+8ctyf01qkgMYiFUCItEAsaGxnjUYi0GFNBmitR/TUokUbw16NGGlFjfkxaGEWP85/rzQLQFYvRDmJ1I1yZ6J58SCkEbzHCW4LwZIM9pdOmg/TV90tHyJy0T65Id78jWpHesmULI0eObFNEA9xwww28/vrrbNmypdODk6RD8Tqy+OUZf+DT8n/xxGd3sbd5Bz9fdDFTBlzMDWPuxeuQJ2pKUndzuVw0NDR0y3NNOlVh9KjIocftKeq3eqyNghctBnoM0TpuD28xSjyM0KIQ9kOgnnioFpqrUAO1EGhADTWgRltQ4yFUPWb0WYsYpmgTRJvAvxdRvQ7dZEW3OtGtacYJjCkFkFaI8PZHpOSDJxssztaWkA7t85ckqQc5ou9mv99PcXFxu4/t/3e/3995UUnSEZrQ7weMzJvAX774Nf/c9Bfe2/4Ky/cs5tqTZnPOkMt77Kg8SZI6zmSCYOBTAEaOePzwM6sVxWi9wJgMIpzeA4U1Wtw4kjzih1iodVJICEItaC11xPz7jFXrUD1KoA410mwU1loERcRR0A9sYiTUgGjagVBM6GYHutWF7shC9+RCar5RXKcVG4W2I90YvWeyyI2MktRLHVEhLYRAVdsvSPb/u67rnReVJB0FtzWFm8c/yJkDL+Gxz+5gW/06Hvvs57y7bQG3nPIbStPLkh2iJEk9kcli/M8Cwp4C7m/aQUQ8jBLxQ3oQRQsj4nGItiD8dWj+avBXoQYaIOQzVq1jLaixsHGsOTqK0FBjfoj5IVCNqNvQupHRgbC60B2Z6Kn54M4zxu+lFhoHxjjSjJVrWVxLUq8gP1+S+oyhWaOZf/6/eGPTn3n2i/9jY80qZiycwsXDb+DKUT/DYTm6fk1Jko4x/9kO4swwVqz1uFFgRwLgDbSuWscQUT+EAmj+WmL+GtRANUrEB/46YxNjLGBsYjyoJSQG0WbwVyJq16OrZnSzA2F1ozsz0VMKwJMP3iJESiEiJQfNUgKxmCyuJakHOqLNhkOHDkVJcLOEoihs3Lgxoa/tCeRmhrZ6wyaP2sA+5i//BZ+Uvw1AjruQG8f+ilOKz074vfxdekNekkHmpS2Zk/YdbV46urkxIUI3WkF043hzJdwMsTDEjZYQJRKEcJOxkdFfixqoQQk3oQRqWltCwsYpjO1sZITW0xgPFNcedGcm9ox+BO3ZkF6I8BjFtdEW4gCT9ZgsruX3UPvkZsPud8Qr0omeJN6BE8hZu3Ytc+fOZfXq1cRiMQYOHMjVV1/N+eeff0Rfv2rVKt577z1WrlzJ3r17CQaDFBQUMHnyZG644QZSUlISjk3q2bJc+dw3+U8s3/0uTyybRbW/gnvf/x9OKjidm8b9iqLUgckOUZKk3khRv+m1pvUERl1r7beOI2IhlGgAokEUPYyIxyDiRwQa0IM1iOZqlFADStCHEqw3WkLiYWOutYgbK9f6t1eu90LNWmwHimsXuiMd3Z1n9FynFiFSC4wNja701rYQq7GhsYceeS5JfckRH8jS3VasWME111yDxWLh3HPPxePx8O6771JRUcGtt97KjBkzvvMeEyZMwOfzceKJJ1JWVoaiKKxcuZKNGzdSXFzMiy++SEZGxmHvIf/ibau3rQSEYgH+seYJXl7/FDE9ilm18MPjbuCKUbd2artHb8tLd5F5aUvmpH29YkX6SAhhtIPs/18shBJpbQnRwxALGyvXgQYI1SJaaoziOtDQWly3rlxrsdbiup2nAIRiNqaFWJwIeyqaa39xXWAU16lFxpHndg+Y7UZrSB/ZgC2/h9onV6S7X48spOPxOD/4wQ+oqqpiwYIFDBs2DDAmg1x66aXs3LmTt99+m/79+x/2Ps888wwXXngh2dnZB/5NCMH999/PP/7xD6ZPn86999572HvIb9S2eusPsIqmHTy5YjYrK5YAkOHMZcaY+zit5IJOafforXnpajIvbcmctK9P56W94joabO23DkE8ZmxuDDWDvwY9UIMaqEMJ+XCEG4iGGlHjIRQ9inqIthAAHRWhWtEtDnSbG+HMMvqu3bkIbyGkFBpzrg+0hlh65Ti+Pv1e6QBZSHe/HllIf/LJJ1xzzTVcdNFFPPTQQwc99s4773Drrbdyww03cNtttyV0/5qaGr73ve8xaNAg3nrrrcNeK79R2+rNP8CEECzfs5j5y2dT5d8NwIjc8cwc92CHp3v05rx0JZmXtmRO2ndM5kWddaoiAAAgAElEQVSPt/Zc7y+uAxBv7bmOR1HCfpzmGMGqcoS/FiVUhxJqNFaww82o8YDRFqLHUWl/epZAQVfMCIsN3eJCt3nRPdnGpsbUfIQnD5FWBM5MsLvBZAdzz169PibfK0dAFtLdr0f+Gbpy5UoAJk5se0rdhAkTDromEWaz8bJNpmNvg8axTlEUxhd/nxPzT+Wl9U/y9zVPsLZqGTMWTuH8oVdz1ejbSbWnJztMSZKOFar5mxVhmxtB1kHFtYhHUB0mhLvkm+POowFEuAmCDWgt1YhwI2qkyZgWEm5AiQVbNzXGUIR2YGII0Vjr0efV0PB16+r1/t5rJ7ojAz0lD1IKwJ2P8BYgPHlg94LdCSZbn2oPkaTO0CML6V27dgHQr1+/No+lpqbi9XopLy9P+P6vvvoq8E1Rfjg9pueuh+nteXHh4oYJv2Dq8VfxxCd38+H2f7Jw059ZsuM1fjTmLn54/HVYTNajv28vz0tXkXlpS+akfTIvbZmsVpzuvAMbGonHjOPOo4HWiSERo0Uk3AKhRvBXg78Wgj4I+BCBaog0G1+jRUE3NjWq6KBHMUWjrac0GiP5UEzGhkWzA2wecGWDt8AosNOMDY54cozNjVaXMS4wCZsbj+a9EggESE83FkkaGhr69PusL7+2nqhHFtL7T0n0eDztPu52u6mqqkro3ps2bWL+/PlkZGRw7bXXfuf1gUAgoefpy6xWa5/JS4opk9mTnuGcQVfy1IpfstO3icc/vuv/t3fn8U1V6ePHP0matE03ulNKy1ZSKFspUEBAhMGVRcQNN9QRv4riwqgzMjLjV2bmp+i4AeOo41cRFUUElAERXFAWaQuyI4uWttBCofuWttnu7480obEpbaFL2j7v16uvlHNvbs49nNw8OX3uOXy2/20eSH6W0TFXNTp/uiO1S3OSdqlL2sQ9aRf3dDodFcbKWiVa8AoCTSB4W+yzhtgs9psYTeUQag+uVVb76DWV5WDMg/KzKJXFqKuKwWhf/lxlqrBPx2c1o64ZvUax1qSWVEJVIZRkoZzeZV+tUa1D0fpi8w5E8QlBCeqG4t/VvphMQFf77CG+XWpWbNS12Ah2U/tK7X07ch9rjfeQTtf0QaaOzCMD6ZZy6tQpHnjgAaxWK6+88orz26kQSd3G8eb13/DVLx/z3k8vkFN6gr9+czdDo8YyZ+RCeocktHUVhRCdTIOzkqhU51dnhJrUkDDnXNeKzb5KI2YjKlOlfeTaVo1iqgJTGdbKcvvodWUhSmUR6spiMBagri5GbTaislSjViw16SHYV2u01twcWVUIJZkoZ/fYx7Y1OhQvH/vCMo4AOyDKniISGIkSGAW+wedzsDVenXL+a9HxeGQg7e/vD0BZWZnb7eXl5fWOVtcnJyeHu+++m8LCQpYsWcKoUaMuuZ6iY9GoNUyOv5Mrel3Piv2vs+bw2+w9s50Hv5jENX1v595hfyLYN7ytqymEEBfmMtc14NsFBWpmDLGiOFZqNFe4CbDLsVaW2ZdBryy0j2BXFqOqOIequtQeYFtNrgE2NtTWKrBWQXUxlGWj5B1AceRga3xQdH4ovrWm6AvoiuLX1R5g+wXbg2ytY4o+jcyBLdoNjwykHdPaZWVlMXDgQJdtJSUlFBUVMXTo0EYfLzs7m1mzZnHu3Dlee+01JkyY0JzVFR2Mny6A+0csYEq/u/jPrr+zNfO/fHn8Q7acWMstgx7ipoEPynLjQoj2x3ljo7f93+4CbEs1KrMRzBX2XGyrCcVciVJVDtXlWMtyobIAxViIuroMlbEQlWME22pCZTOjVmyo7HOF2HOwbSYwl0LFGcg/en4WEccc2N4B2HxD7UF1QFcU/64QWJMm4h0I3noZxRYeyyMD6REjRvDWW2+xfft2Jk+e7LJtx44dACQnJzfqWLWD6FdffZVJkyY1e31FxxQV0IO/TvwPB3NT+XfaXzmev5/3977EuqPLuCvxCa6LvwMvtbatqymEEJemdoCt80MhxD7vtWK1p4goVvuotaWyZgTb5BzBVqpLoaoMa2UBlBegVJWgqixCZSxEXV1sn0HEas/BVikW1CjnZxGxmMFSAZV5UHwC5Qyuo9haPYpPIDb/CJSAaAiMRPGLQgmKwmzqBSZA69uiudjthccuTtQJeGQgPXr0aGJiYli/fj2zZs2if3/7/L7l5eW88cYbeHl5ccMNNzj3LywspKioiODgYJe8Z0cQffbsWV599VWuvPLKVj8X0f4N6jqSpVM38kPGOt796XnOlGWxeOfTrD78NvcNm8+4nlOaZUEXIYTwGCoVqGpNzaezB2b2EWyrfQRbqZmmz2xEZa5JEbFUo1hNKNXl9lFsYyEY81FMhWAsR20stAfaVcWUFuTi66VG76NFhc2ZJuIyim3MhcLjNSs5arCptChaH/AJwEsXaL/RMSDKPoKtj7CPYuu72G941Po4l0u3WkHvNwYvbST7D6gZmayg0ch1W1w6j1yQBSAlJYXZs2ej1WqZMmUK/v7+ziXCH3/8cebMmePcd8mSJSxdupS5c+fyyCOPOMsnTpxITk4OiYmJbuekBlz2d0cmfK+rM0+Eb7aa2HDsAz7c9wrFVQUA9Asbyv0j/sIVCZM7bbtcSGfuL/WRNnFP2sVVuxtlVGzONBFs9lFslckIVqN9FNtqto9oV5dTVZrH8888QaifmofvvgWNpQJ1RTEqU1HNKLY9TUSlWFEptnpXcgRqBdk6FJ0PitYPm3cQSkAkin9Xfj0bydrvwzl+NppSczDl1iC6hPlw///ouPwKXYcYyW7NviILsrjyyBFpgFGjRrFixQoWL17Mxo0bMZvNxMXF8dhjjzFt2rRGHSMnJweAffv2sW/fPrf7NBRIC1GbVqNjesJ9XNX3VlYd/DerDv2bo/l7eWLjDMYeu5a7Bj1Jn9ABbV1NIUQH0O5GUVXqmjSLmn97+6P4hZ5PE3He6GjBUpLPhgwrvl427h9yOz46DbaqMvtc2MZC+3zY1YUolaWoqkpQGwtQmcqcudheihWbzZEqUjOjiFIJVZVQVQRl2ZB/GAXoZ1HzVLwWzSBv0OmpVAWRnhfGoZXRZGSH03twFEpAJPiH2+fN1unBqyYnW258FA3w2BFpTyGjI3XJqNF5RZV5fLjvFdYf/QCrYgHg8p5TuTvpKXp0MbRx7TyD9Je6pE3ck3Y574etCov/ZeXs2fOjpVFdYe5DKsZf3v4DO5cR1MwM/Hy9a+avNtlzsR0LzVhNYDWhqiqDakeqSCF6VRUVxefsQXZF/vkg22ZGZbPPKKLmwuGNooBVUaPSaFC8vFG8fLH5BKL4BmPz6woBUSj60JobICPsC9D4BNoXoNFo7Tc+eshotoxItx0JpBsgF/W65MOurpzSDFYcfJXNx1ahoKBWqZnYewZ3DX2C6MBebV29NiX9pS5pE/ekXex+2Kqw4FmFy0bDXXeo6N0LTmTABx8p/LgT/v5c+w+mGxX4KbbzaSK1b3g0VxGg96asKN+eLlJVWhNkF4GxAEyFKMZySs+VkptRQN9uZeioRG2rSRfB1mC6CFAzu4gaRaVF0XqjeNlvflR8QrAFdbPnZfuEowSEQkA38AkCb7/zNz+2YqAtgXTbkUC6AXJRr0s+7NwLDg5mz4kfeX/PP9metQEAtUrD1X1ncmfi40T6x7RxDduG9Je6pE3ck3YBq1Vh5h0KvXvD839XoVafD/dsNoX5CxROZMAnH6o8O82jAZca+HUJCqK4ML9WkF0zkl1zwyNWE7vTzKx4v4znF5TiYy0GUymUF4GlDKWqFFVJPjkniukaYsTHqxqVzVIzP3ZjgmwAFTaVBkWttY9oa/XYvAPBLxxbYDcIiETxi0TxDwN9OPgG2m/adAbazbesugTSbcdjc6SFaI96Bffnf3/3fxzP38+yPS+Slv0tG49/xNe/fsrk+Du5bchjhOm7tnU1hRAeav8BOJMLz/7FNYgGUKtV3HUHPPiwwv4DkNT45RQ8zqXmf6vUatdVHXV+QLA9wK3JyVZ3t7K/xEy62kb/+GowV6OyGO3T7tnMnDhu5N9flvHQrDJ6RZaAMR/MpSgVZefzsi3lqM1VqKzVNTc+1r75UUHjmLnEWmlfjKb8NBQctd8AiQpFpakZ0bYvSmMPtMOwBURBQASKTxiKfwj4dwXfIHuO9kWMaLe7fPoORAJpIVqAIWwI/++qj/j53G7e+2kRe89s44sj7/Hl8RVc2/c2bh08l0j/7m1dTSGEhykotD/2ricjzFHu2K89sud/e9OzzxcA/HE+RHVVmPsQzZOyUjN13+BEDcHhWpZ9Cs//PQC1n6om0LZhs5h5Z6mVM95Wuk80Y7NV2fOya3KyFasFm6ncPkd2RSGYS8BYAqZilMpyVJX2BWnU5nJU5ipUNhMqmyPIdkzlp4Bisf9UV0J1EZQB+bVHtNUoKi8UjXdNsB2A4huCzT+8ZvXHSPCPtOdq+wXbA23HtH41N0P+sI2WbU9xQRJIC9GCEiKG89K1q9h3ZgfL9rzIobOprDu6jC+Pf8SVcbdw2+BH6RbYo62rKYTwEKE1SyGcyICBbiYAOpHhul97cz7/W81zf3XN/17wrMLfn2u+4E+jUTH3IVjwrD0l5q47qHk9FR98pOXHnVr+/pwKjb9jfJlaM4zY7AvRKLZaudnnb35UbBZsVWXYqsuhqsQ+Gl1RZB/RrqpAVVGAuroYtakclcVUE2hbXAJt+4h2TWqKrbpm3uxzUJzurI+C2j6qra4Z1XYsUuMTghIYTfq5CLZtiOCaviFcMTeS6P5RnDgb3CLtKdyTHOkGdPZ8PXckj9G9htpFURT25/7Ih/teYd8Z+wqdapWG3/WZwe1DHiMmKK61qtqqpL/UJW3inrRLx86Rbs5za0pfcTsDShTMnXORN2068rJttt/kZ5vAUgU2M1Xlpcy88QYCvOGdpa/gYyu352ebS6GyDCqLUVcVo7LYR7TVVhMqR352zRLrjaqKAlZFg9pLg6LxxhLcC8udK1u0r0iOtCsZkRailahUKhKjxpAYNYZDZ9P4cN+r7M7Zwte/ruLb9NWM7zmN2xMfo1dw/7auqhCijdQ/iuo6a0d7C6Kh7fK/x1+uYmhiNQkDZuKljWTFR0sYmexz8W2o1gCa8/Nl187PBrBZsejLSD1jQaNSYekzEZtWZQ+0rVX2nGqbGavZaJ/Wz1gK1aVQVQzVFWAqRakqRV1RhNpcgspcgcpSbQ+0f5M+olaBWlUzs4nNhNe5A1RU5KH2C+8w+fSeTgJpIdrAwMhkXrj6Y47m7eGjfa+x89RmtmR8zpaMzxkdezUzB81lQOSItq6mEKINjL9cxd+fg8X/svLgw66jqC059V1Lz/zQlvnfGg0YK+x/CRwy+PWW/SKi1oBGS5UFQEHxCQI/v/OBtmKrmdqvJn3EZgVrNZiraoLtarCZsdnM2KorUFXZc7WpLoLKkpqgu4z8UyXk5xSR0LMMtbUKlbUKm28Yij4M6Bj59O2BBNJCtKF+4Un87crl/FpwiI/2v8r2zC/ZeXITO09uYkBEMjMHz2VkzCTUHjLpvxCidTT7KKoH6Oj5342mUtt/XC7r/gCuwbbNnqOtKFb7tBzWmplHrPZc7byfTbz2rYk/XV1B74hyqCzEFhzrnFKv07RnG5NPZyE8QFzoQJ6d+H+8e+M2rjXcgVat4/C5NP7yzSzuX3sFm375BLPV1NbVFEK0IscoamnxGoYMtrXrIBpgyGD76owffKRgs7nmANtsCh98pBAVZd+v01PVTO/n5Q1aPfgEgF8YdIlGCe2NEtGPuLEDKPIdxH++TsYSdwW2gdMhNhmQ9mxNEkgL4UFiguJ4YuzLfHBLGrcOmoteG0BW8XFe2vY4d60ayaqD/6bCVNbW1RRCiCaz53+r+HEnzF+gcOiwgtFof5y/wJ7/PXdO+8z/bgsaLw1z5ujYutOb+c/5cijdH6PZR9qzlcmsHQ3o7HeQuyN31rvXEu1Sbiplw7EPWHPobQoqzwKg1wZwreF2pif8nqgAz586T/pLXdIm7km7uGrN1eoASksrWiWVpDlm0WhqX+mobQktMCtJA2TWDlcSSDdALup1yYedey3ZLiZrNd+mr2bVwX9zsuQXANQqNZfFXsuNA+5nYORIVM201Gxzk/5Sl7SJe9Iurloz+HMbjHWFuQ+1TDB2qYGmJ/eV1m5LaN3AXQJpV5LaIUQ7oNN4c63hdt6Z8QP/78qPGBZ9BTbFxvasDcz7cjoPrbuab379TPKohRBN5lgkJa6Pmjf/pWLzlyre/JeK3r3t0/D9sLX5x9s6Wv63Q1u0JXTc9mwPZES6AZ76jbctefJIQFtq7XbJLDrK2p//j69/XYXJWgVAiG8E0/rfw+T4uwj2DW+1ulyI9Je6pE3ck3Zx1Roj0m21AMylnpsn9pW2XEynNf96ISPSrmREWoh2qmdwP+aNeYmPb/2J3w+bT6hvJIWV51i250VuW5nEP7Y8yMHcFOS7shDtk5+fH4WFhSiK0mKBkWORlLvuqG+RFBVnztj3Excmbdk5SSAtRDsX5BPK7UMe48NbdvH05UvpHz4Mi83MlozPmffldP7n84n89+j7GM3lbV1VIYSHactFUjoaacvOSQJpIToIrUbHpLibWDJ1A/+etplrDXfgrfElo+gIr//4J2Z+ksiSnfPJKjrW1lUVQniI2oukuNNSi3o4RtsLCwtbfAaN1tJWbSnalgTSQnRAfcMG88TYl/lk5l7mjFxIdGBvjOZyvjjyHvetHc/jG65n8y+fUmUxtnVVhRBtSBZJaT7Slp2TBNJCdGAB3l24ccD/8N6N21l09aeM7XEdapWaQ2dTeXHbo9zy8RBe//FP/JIvSXtCdEaySErzacu2bI18euGezNrRAE+7K9gTeOLd0p6gvbRLfsUZNv2yko3HV5BbftJZ3jd0MNcabmdinxn46wKb7fXaS7u0JmkT96Rd3GuNdmntRT0ulSf3lbZsy9ZoF5m1w5UE0g3w1DdqW/LkC1hbam/tYlNs7D29nY3HP2JH1kbMNvsc1N4aX8b1nMxVfW8lMWoMatWl/eGqvbVLa5A2cU/axb3WapfWXNTjUnl6X2mrtpRAuvV5tXUFhBBtQ61SMyz6coZFX05JVQHfpK/my2MfklV8nG/SP+Ob9M8I94tmUp8buarvLcQExbV1lYUQLcixqAfAkMGve2wQ3R5IW3YeEkgLIQjyCeXGAf/DjIT7OZL3E5t/+ZQtGZ+TV5HDxwcW8/GBxfQLG8qVfW9hQu/pBHrLiIQQQgghgbQQwkmlUpEQMZyEiOE8NHIhO09tZvOvn7IrewtH8/dyNH8v/079K6NirmJinxsY2f13eHv5tnW1hRBCiDYhgbQQwi2dlw/je01jfK9pFBrP8d2JtXz966ekFx5me9YGtmdtwNfLjzE9rmVC7+kkdbscrUbX1tUWQgghWo0E0kKIBoXoI7hp4APcNPAB0gsO8+2J1Ww58QV5FTnOfOoA72DG9ZjMhN7TGdx1NBq1pq2rLYRoAscUakKIxpNZOxrgyXcFtxVPv1u6rXS2drEpNo6c+4ktGZ/zQ8Y6iirznNtCfCMY32saE3pP5zLDJIqLi9uwpp6ns/WVxpJ2cU/apS5pE/dk1o7WJ4F0A+SNWpdcwNzrzO1itVk5kLuT706sZXvmBspM5wPnqMAejIm5hrE9J5MQMfySp9PrCDpzX7kQaRf3pF3qkjZxTwLp1ieBdAPkjVqXXMDck3axM1tN/HT6B74/8QU7sjZSaalwbgv2DWdM7LWM6XEtiVFjOm1OtfQV96Rd3JN2qUvaxD0JpFuf5EgLIZqVVqNjVMyVjIq5kmpLJT8Xp7Hp8Cp2ntpMUWUe648tZ/2x5fjpAhkVcyVjelzLiOgJ+GplWVshhBDtiwTSQogW4+3ly8S+0xkaNh6z1cT+3B/ZnvUlP2Z9RWHlOb5NX8236avRaXwYFj2ecT2uY2TMlQT5hLR11YUQQogGSSAthGgVWo2O4dFXMDz6Ch4d/QJHzv1UM43eRs6UZbHz5CZ2ntyEWqWmX3gSI7tPYmTMJPqEDEClklXBhBBCeB7JkW6A5GDVJblp7km7uNdQuyiKQkbREbZlbmBH1kZOFP3ssj1U35Xk7r9jVMwkkrpd3iFSQKSvuCft4p60S13SJu5JjnTrkxFpIUSbUqlU9A5JoHdIAncnPcW58hzSsr8l9dQ37D2zjQJjLhuPf8TG4x+hVesY1HUUI2MmMbL7JLoH9W7r6gshhOjEZES6AfKNty4ZCXBP2sW9S2kXk6WK/bk7Sc3+htRT33CmLMtle7eAniRFX86wbuMZGjUWf++g5qhyi5O+4p60i3vSLnVJm7gnI9KtTwLpBsgbtS65gLkn7eJec7WLoihkl6aTesoeVB/ITcGqWJzb1So1hrBEkrpdzrBul5MQMdxjp9eTvuKetIt70i51SZu4J4F065PUDiFEu6BSqYgJiiMmKI6bBj5IhamM/bk/suf0VvbkbOVkyS8czdvD0bw9rNj/Gj5eegZ3HW0PrKMvp2eXfnLTohBCiGYlgbQQol3y0wVwWezVXBZ7NQDnynPYe2YbP+VsZc/prRRX5ZOW/S1p2d8C9mXLB3UdxeCuoxnSdTQ9usRLYC2EEOKSSCAthOgQIvyjubrvTK7uOxObYiOz6Cg/5fzAntNbOZCbQmHlOX7IWMcPGesACPIJYVCkPage3HU0vUL6y/LlQgghmkQCaSFEh6NWqZ0zgdw8aA4mazVH8/ZwIHcn+8/s5OdzuympKqyZx3oDAAG6LgzsOtIZWPcJGYBGLZdIIYQQ9ZNPCSFEh6fTeDO4JkC+MxHMVhPH8/ezP3cnB3J3cvhsGmWmYueiMAA+Xr7Ehw1lQMQIEiKH0z98mKy4KIQQwoUE0kKITker0TEgcgQDIkdw+5BHsdos/FJwgP25OzmYm8LBs6lUmErZn/sj+3N/dD4vJiiOhIjh9uA6YhixXQySDiKEEJ2YBNJCiE5Po/aiX3gS/cKTuHXQw9gUG6eKf+Hwud0cPreLn8/t5lTJr86fTb98AoC/Loj+4Un0Cx9KfFgi8eFDCfYNb+OzEUII0VokkBZCiN9Qq9T0CI6nR3A818XfAUBJVSFH8n7i57O7+TlvN0fz9lBuKmFXzhZ25WxxPjfcL5r4sCEYwhKJD0vEEDaYAO8ubXUqQgghWpAE0kII0QhBPiGMirmSUTFXAmC1WThR+DM/n9vNsfx9HMvfx8niX8iryCGvIoftWV86nxsd2KsmsB5C39DBDNOPbavTEEII0YwkkBZCiIugUXvRN2wwfcMGO8uM5nJ+LTjIsbx9zuD6TFkWOaUZ5JRmsOXEWue+Xf1jiQsdSJ+QAfSpeYzwi5a5rYUQoh2RQFoIIZqJXuvvnB3EobS6iOP5+53BdXrhIc6WZ5NbfpLc8pMuI9cB3sHEhQxwCa67B/VBp/Fui9MRQgjRAAmkhRCiBQV6BzM8+gqGR1/hLNP4wk8ntvNrwWHSCw+RXnCYrOLjlFUXsffMdvae2e7cV63S0D2wNz2CDfTs0o+ewfH0DO5HdGAvvNTaNjgjIYQQDhJICyFEKwv0CSYxaiyJUedzpU3WarKKj/NrwUHSCw/za8EhMouOUm4q4WTJL5ws+YVtbHDu76XWEhMUR88u9psiewX3o0eXeKICeqBRa9ritIQQotORQFoIITyATuNN39BB9A0d5CxTFIUCYy6ZxcfILDpKZlHNY/ExqixGMoqOkFF0BDJqH8eHmKA4YoL6EBPUh+6On8A++OkC2uDMhBCi45JAWgghPJRKpSLML4owvyiX1BCbYuNcebZrgF18jJPFv2CyVtnTRQoP1TleiG8E3YP6OAPt7oG96R4UR1RArCyHLoQQF0GunEII0c6oVWq6BsTSNSDWOR0fgNVm5UxZVq3FY9LJLkknuzSdoso8CivPUVh5jgO5O12O56XW0i2gJ9GBvYgK7ElUQCxRAT3oFtCTrv4x6Lx8WvsUhRCiXZBAWgghOgiNWkP3oN50D+rNaK5y2VZeXUJ2aTrZJSc4VZLOqZJfyS5JJ6c0g2prpTMP+7dU2EfFHcF1VEDPmscedAvoQZBPqEzZJ4TotCSQFkKITsDfO8i5DHptNsVGXsVpZ1B9pizL+XO6NJNKSwV5FafJqzjNgdyUOsf19fKja0Askf7difTvToRfNBGO3/27E+IbgVqlbq3TFEKIViWBtBBCdGJqldoZBA+LHu+yTVEUSqoKOFN20h5Yl2W6BNr5FWeotFScv+nRDS+1lnC/bs4g2xFgR/h1J8K/G2H6KHy1fq1xqkII0ewkkBZCCOGWSqWii28YXXzD6B+RVGe7yVLF2YpszpSd5Fx5NufKczhbUfNYfop8Yy4Wm9kZeNdHrw0gzK8rUYExBOpCCdNHEabvSphfFKH6roTpuxLsGyHT+gkhPI4E0kIIIS6Kzssx1V6c2+1Wm4V8Y649yK7I4Wz5+SD7bEU2eeWnqbRUYDSXcbK4jJPFdXO0HdQqNcG+EYTpuzqD6zC/KEJ8Iwj2DXc+dvENk4VqhBCtRgJpIYQQLUKj9nKmjdTHaC4nv+IM+cZcKinlZN4J8o1nKDDmOssLK89hU6wUGHMpMOY2+LoB3sEE+4YR7BPuDLK7+Ibby3ztZY5tWo2uOU9ZCNHJSCAthBCizei1/sR26Utsl74EBwdTVFRUZx+rzUpxVT75xjPkV+TWBNpnKTCeocB4jqLKPIor8yiqysemWCmrLqKsuoiT1D/C7RCg60KQTyhBPiEE+oQQ5B3ym99rttWU++kC5eZJIYSTBNJCCCE8mkatIVQfSag+kviw+vezKTbKqosoqsyjqDKfwspzNb/nUVyV5yx3lFkVC2WmYspMxWSXpjeqLmqVhkDvYIJ8agJub3ug7a8LIsA7CH9dFwK8gwjwDiZAF4S/d6nCv18AACAASURBVBABui7odQESgAvRAUkgLYQQokNQq9Q1I8ih9Ay+8L6KolBmKqbIeI6S6kJKquw/pc7fC2r9bi83msuxKfbR8eKq/CbXzU8bWBNYB+Hv3aUm+O5i/6kpC9AF4acLwk8XgJ8uAL02AB9/HYqiyHzdQnggCaSFEEJ0OiqVikDvYAK9G4i4azFZqymtLqK06nywbQ/CCyivLqHMVFzzWEJ5dXHNYwnV1kr7aHnN6PeZi6ivWqXBTxuAXuePXmsPsP10/vhpA9HrAtBr/Z2Bt+PRsY/9MRC91h8fL70E5EI0IwmkhRBCiEbQabzts4XouzbpeSZr9W8C7WLKqovrlDmDcFMJRlMZRnM5RnMZNsVmz/2uCcQvhQoV3l6++Gr98PXyw8dLj6/WDx+tH75e+vP/rnn09fLDR6t32dex3cfLD1+tvuZ3CdBF5+TRgfSBAwdYsmQJ+/btw2w2ExcXx913383UqVMbfQybzcaKFStYuXIlWVlZ6PV6Ro4cybx58+jZs2fLVV4IIYTAHoCH6CMI0Uc0+bmKouDjryMn71RNcF1GhamcCnOpS7BdYSqlwmT/vb59bIoNBYUqi5Eqi5Ei8pr5PH3w9vLFu9ajzssHHy9fdJrzj95evg3sp6/Zr+7xtBpvtBp7qosQnsBjA+nU1FTuu+8+tFotkydPJiAggM2bN/Pkk0+Sk5PDgw8+2KjjPPvss3z66afExcVx5513UlBQwJdffsmOHTv45JNPiItzP/+pEEII0dZUKhV6nb99FLyJI+G1Kcr5ALrSXEGlucL+u6XW7y6PFVRajFSZjRfct8pidL6GyVqFyVpFWXOceCNoNd7oNN5o1Tr7Y02QbS+r2abRodP41Dzq7M9Re9c8V+d6DC+fOsfyUmudP1q1Di+1F16/Kbdv0+Kl0ckNpZ2QSvHAr3UWi4Vrr72W3NxcVq5cSUJCAgDl5eXMnDmTjIwMNmzY0OCIckpKCnfffTfDhw/nvffeQ6ezzxe6c+dO7r33XoYPH86HH354wWO4m4qps6tviqrOTtrFPWmXuqRN3JN2cc+T28Wm2Ki2VFJlMVJtqaTaWmV/tNiD6ipLZc2jEZOl6vx2axUmS+3tlZis9ue5HMexn7USs7W6rU+3QWqVGi+1ziXA1qi96gTlXi5BuVdNkO4anHtpHM/XolF54aX2sv+u1ti3q7zQqGt+VF54qbUMih1OuDamRc8xOLjx9xV0Bh45Ip2SksLJkyeZMWOGM4gG8Pf356GHHmLevHmsWbOGP/zhDxc8zqpVqwB4/PHHnUE0wOjRoxk7dizbtm0jIyODXr16tcyJCCGEEB2YWqV25k23NJtiw2I1YbJWow/wJa/wHGZrNSarCZO1CrPVhNl2/neTtbpmezVmm+n877W22fevdrvNZK3Gopix2iyYrSb7o82MxWbCYrNgsZmwKbY6dXSMzLcFtUrNypn7CfYNb5PX74w8MpBOS0sDYOzYsXW2jRkzxmWfC0lNTUWv15OUlFRnmyOQ3rVrlwTSQgghhIdTq9TovOz51MF+wahNbb8qpdVmxWoz1wTYjp+aQNtqfzTbTLW2mV3Krb/dbjU7g/TaQbvV8aNYavY9X2YP9u316B3RnyCf0LZulk7FIwPpzMxMAHr06FFnW1BQEMHBwWRlZV3wGEajkby8PAwGAxqNps52R1qI47WEEEIIIZpCo9agUWvQ4dPWVQE8Ow2oo/LIQLq8vByAgIAAt9v9/f3Jzc294DHKysqc+9Z3jNqvVR/JBXJP2sU9aRf3pF3qkjZxT9rFPWmXuqRN3JN2aV1ye6kQQgghhBAXwSMDacdosWNU+bfKy8vrHa12cGyvb8TZUV7fiLUQQgghhBAX4pGBtCN/2V0edElJCUVFRW7zp2vT6/WEh4eTnZ2N1Wqts92RGy2LsgghhBBCiIvhkYH0iBEjANi+fXudbTt27AAgOTm5weMkJydjNBrZs2dPnW2OYzteSwghhBBCiKbwyEB69OjRxMTEsH79eo4cOeIsLy8v54033sDLy4sbbrjBWV5YWEh6ejqFhYUux7nlllsAeO211zCZTM7ynTt3sn37dkaMGCFT3wkhhBBCiIvikSsbgn1RltmzZ6PVapkyZQr+/v5s3ryZ7OxsHn/8cebMmePcd8mSJSxdupS5c+fyyCOPuBxnwYIFrFq1iri4OBISEkhJSeHcuXMA9O3blwceeICpU6c2ul42m40VK1awcuVKsrKy0Ov1jBw5knnz5rW7NJGzZ8+yceNGtm7dyokTJ8jPzycoKIikpCRmz57NkCFDGnWc1NRUZs2aVe/2lStXkpiY2FzVbhUTJ04kJyfH7bZbb72VhQsXNuo4Ham/rFmzhvnz519wn1GjRvH+++9fcJ/22l+++OILfvrpJw4dOsTx48cxm808//zzzJgxw+3+5eXlLFmyhM2bN5OXl0d4eDhXXXUVjzzySJPvzThw4ABLlixh3759mM1m4uLiuPvuu5t07WoJjW0Ts9nMd999x5YtW9i/fz9nzpxBpVIRFxfH9OnTmTlzpttpSuvTXO/PltKUvuL4/HJHp9Nx8ODBJr22p/YVaFq7xMfHN3i877//nqioqAb38+T+cjGfw53h2tKeeOT0d2D/QF6xYgWLFy9m48aNzv/gxx57jGnTpjX6OAsXLiQ+Pp733nuPdevWAdC9e3dGjhxJamoqTz75JDk5OTz44IONOt6zzz7Lp59+SlxcHHfeeScFBQV8+eWX7Nixg08++YS4uLiLOt+28MEHH/Cf//yH2NhYLrvsMkJDQ8nKyuKbb77hm2++4eWXX+a6665r9PGSk5Pdptx07dq1OavdagICArj77rvrlA8cOLDRx+hI/aV///7MnTvX7bZNmzbxyy+/uF1EqT7trb+8/vrr5OTkEBwcTERERL0fzGCfx/7OO+/kyJEjjBkzhsmTJ3P06FGWLVtGamoqK1asQK/XN+p1U1NTue+++9BqtUyePJmAgAA2b97c5GtXS2hsm5w8eZJHH30UPz8/Ro0axcSJEykrK2PLli0sXLiQbdu28e9//xuVStXo126O92dLaUpfcbjhhhuIjo52KWvKlwvw7L4CTWuX+q41WVlZ/Pe//6VPnz6NCqIdPLW/NPVzuLNcW9oVpRMwm83KpEmTlIEDByqHDx92lpeVlSmTJ09WEhISlIyMjAaPs3PnTsVgMCi33367Ul1d7Sz/8ccflfj4eOWOO+5oieq3mE2bNim7du2qU75r1y5lwIABSnJysst51iclJUUxGAzK4sWLW6KabWLChAnKhAkTLukYHa2/1Ke6ulpJTk5WEhISlLy8vAb3b6/9ZceOHUp2draiKIry1ltvKQaDQVm9erXbfV9//XXFYDAoL774otvy119/vVGv2VzXrpbS2DbJzc1VPvroI8VoNLqUV1RUKDNmzFAMBoPy5ZdfNvp1m+P92ZKa0lcWL16sGAwGJSUl5ZJe09P7iqI0rV3qs3DhQsVgMCjvvvtuo5/jyf2lqZ/DneXa0p54ZI50c0tJSeHkyZNMmTKFhIQEZ7m/vz8PPfQQFouFNWvWNHicVatWAfD444+j051fmnT06NGMHTuWXbt2kZGR0fwn0EKuuuoqhg8fXqd8+PDhjBw5kuLiYo4dO9YGNesYOlp/qc8333xDcXExV1xxBWFhYW1dnRZz2WWX1RkxdEdRFFatWoVer+fhhx922fbAAw8QFBTEZ599htKIrLrmuna1lMa2SWRkJLfffju+vr4u5Xq9nnvvvReAXbt2tUgd20Jj26U5eXpfgUtvl+rqav773/+i1Wq5/vrrm7Fmbacpn8Od6drSnnhsakdzSktLA3D7Z+cxY8a47HMhqamp6PV6kpKS6mwbO3Ys27ZtY9euXR3iBkYvLy+Xx8bIzMxk+fLlVFVV0a1bNy677DJCQkJaqootzmQysXbtWs6ePUtgYCBJSUn069ev0c/vLP3ls88+A+Dmm29u0vM6Wn9xyMzM5Ny5c4wdO7bOn1i9vb0ZPnw43377LVlZWQ3myTfXtcuTOa4xTU1juNT3p6fZvXs3Bw4cQKPR0Lt3by677DKXL+AN6Qx9ZfPmzZSUlHD11Vc3+VrRHvvLbz+H5drimTpFIO2YM9rd3NNBQUEEBwe7nbO6NqPRSF5eHgaDwe0F39FpHa/Vnp0+fZoff/yR8PBwDAZDo5+3fv161q9f7/y3j48PjzzyCLNnz26Jara4vLw8nn76aZeycePG8eKLLzZ4Ee8s/SUnJ4edO3cSGRnJuHHjmvTcjtZfHBzXkvo+yBzXocZ82DXHtcvTrV69GnD/gX4hl/L+9ESLFy92+Xd4eDiLFi1yBjUN6Qx95WK/tEP76y/uPofl2uKZOkUg7VjFsL7VEP39/cnNzb3gMRyrLNZ3R6yjvL6VFNsLs9nMH//4R0wmE08++WSjRolCQkL44x//yBVXXEG3bt0oLS0lNTWVf/7zn7z00kv4+/szc+bMVqh985kxYwbJycnExcWh0+lIT09n6dKlbN26lYceeoiPP/74gjdGdZb+smbNGmw2GzNmzGj0iGJH7C+1Nfb/vr6VW2trjmuXJ1u5ciVbt25l1KhRjB8/vtHPu9T3pyfp378/ixYtYsSIEYSFhZGbm8uGDRt46623mDNnDp9++mmjRk47el85deoUqampdOvWrdFfLhzaW3+p73NYri2eqVPkSIvGsdls/PnPf2bXrl3ccsstTJ8+vVHP69u3L/fddx99+vTB19eXyMhIpk2bxjvvvINWq2XJkiXYbLYWrn3zmjt3LsnJyYSEhODv78+QIUN46623GDZsGHv37uWHH35o6yq2OZvNxpo1a1CpVNx4442Nfl5H7C+i6b7//nv+9re/ER0dzUsvvdSk53ak9+ekSZOYPn060dHReHt706NHDx566CGeeeYZqqureeONN9q6ih5h9erVKIrCjBkzUKubFrq0p/5ysZ/Dou10ikC6oW9p5eXl9X4rc3Bsr28E0VHe1DkcPYWiKCxYsIB169Yxbdo0nnvuuUs+psFgYMiQIeTn53eIPxGp1WrnfKfuVsusraP3F7CvMnr69GlGjRpFTEzMJR+vo/SXxv7fN3TNgea5dnmibdu28cgjjxAaGsr7779PRETEJR+zKe/P9mD69Ol4eXk1+lw6al8Be3C5du1a1Gp1k760X4gn9peGPofl2uKZOkUg7cgVcvfhXFJSQlFRkds8odr0ej3h4eFkZ2djtVrrbHfkG7W3RTbg/Dfg1atXM2XKFF544YUmf+OvT3BwMABVVVXNcry25jifysrKC+7XkfuLw6XkK9anI/QXx7Wkvvx3x3WooWsONM+1y9Ns3bqVhx9+mODgYJYvX94sX8IcGvv+bA90Oh1+fn6Nfi90xL7isG3bNnJzc7nsssvo1q1bsx3Xk/pLYz6H5drimTpFID1ixAgAtm/fXmfbjh07ANwuDPFbycnJGI1Gt99eHcd2vFZ7YbPZeOaZZ1izZg3XXXcdL774YpPvnq+PxWLh559/RqVSNWnifE924MABgEZN4dQR+4tDUVER3377LV26dOHKK69slmN2lP7Ss2dPIiIi2LNnD0aj0WVbdXU1u3fvJiIiolEfUs117fIUjiA6MDCQ5cuXN/sHdVPen54uMzOTkpKSRp9LR+srtbXEl3bwnP7S2M9hubZ4pk4RSI8ePZqYmBjWr1/PkSNHnOXl5eW88cYbeHl5ccMNNzjLCwsLSU9Pp7Cw0OU4t9xyCwCvvfYaJpPJWb5z5062b9/OiBEj2tVUZrXfvNdccw0vvfTSBYPo+tpl7969deattFgsvPjii+Tk5DB27Fi6dOnSIufQEn799VdKS0vrlO/evZv33nsPnU7HVVdd5SzvLP2lti+++AKz2czUqVPrnaKrs/SX31KpVNx8880YjUb+9a9/uWx76623KCkp4eabb3a5uclsNpOens7Jkydd9m/qtcuTOYLooKAgli9f3uBfY+prk6a+Pz1ZeXk5R48erVNeUlLCM888A8DkyZNdtnWGvlJbYWEhW7ZsITg4mIkTJ9a7X3vtL035HJZri2dSKY2ZubsDSElJYfbs2Wi1WqZMmYK/vz+bN28mOzubxx9/nDlz5jj3XbJkCUuXLmXu3Lk88sgjLsdZsGABq1atIi4ujvHjxzuXfPb29m53Sz47zlOv1zNr1iy3c0ZPmjSJ/v37u+z/23ZxXNyGDh1KZGQkZWVlzsVGunXrxocfftjm3/ibYsmSJbzzzjuMHj2a6OhodDodx48fZ8eOHajVap577jmXkZHO0l9qmzp1KsePH2fdunXEx8e73aej9ZdVq1bx008/AXD8+HEOHz5MUlKSc/Rn0qRJTJo0CbBPf3j77bc7l/EdMGAAR48eZevWrfTv37/OMr7Z2dn87ne/Izo6mu+++87ldZty7WptjW2T9PR0pk+fjslkYvLkyW6/QEZHRztzVqH+Nmnq+7MtNLZdHOc4cOBADAYDoaGhnD17lq1bt1JcXMyYMWN48803Xb6stte+Ak17Dzm8++67LFq0iHvvvbfO9HW1tdf+0tTP4c5ybWlPOsX0dwCjRo1ixYoVLF68mI0bN2I2m4mLi+Oxxx5j2rRpjT7OwoULiY+PZ+XKlXzwwQfo9XomTJjAvHnz2t3oYk5ODmB/Y7755ptu94mOjna+geszc+ZMtm3bRlpaGkVFRXh5eREbG8uDDz7I73//e4KCgpq97i1p5MiRpKen8/PPP5OWlobJZCI0NJTrrruOe+65h8GDBzf6WB2pvzgcOHCA48ePM3jw4HqD6Atpr/3lp59+Yu3atS5le/bscabuREdHO4MAvV7PBx98wNKlS9m0aRNpaWmEhYVxzz33MHfu3DqLKVxIc127WkJj2yQ/P9/5V5kNGza4PVZycrJLIF2f5nx/tpTGtkuXLl2444472LdvH1u2bKGsrAxfX18MBgPTpk3j5ptvblKqnSf3FWjae8jhUtM6PL2/NPVzuLNcW9qTTjMiLYQQQgghRHPqFDnSQgghhBBCNDcJpIUQQgghhLgIEkgLIYQQQghxESSQFkIIIYQQ4iJIIC2EEEIIIcRFkEBaCCGEEEKIiyCBtBBCCCGEEBdBAmkhhBBCCCEuggTSQgghhBBCXAQJpIUQDYqPj3f5GTBgACNHjmTq1Kk8/fTTbNq0CYvFcsHnT5w4sRVr3DGdPHmShx9+mJEjR9KvXz/i4+NJTU1t62pdsiVLlhAfH8+aNWs6xOsIIToPr7augBCi/bjhhhsAsNlslJWVkZmZyeeff87atWvp0aMH//znPxk8eHCzv+6aNWuYP38+c+fO5ZFHHmn247cHNpuNRx99lCNHjpCYmEiPHj1Qq9WEhYW1ddWEEKLTkkBaCNFoL7zwQp2ykydP8sorr7Bx40ZmzZrFxx9/TP/+/V32+fLLL9Fqta1VzQ4pJyeHI0eOMHz4cD766KO2ro4QQggktUMIcYliY2N57bXXuOmmm6isrOTPf/5znX369OlDbGxsG9Su48jNzQUgJiamjWsihBDCQQJpIUSzePrpp9Hr9fz888/s3r3bZVt9OdL79+/n4YcfZsKECQwcOJAxY8Zw00038fLLL1NRUQHAXXfdxfz58wFYunSpS662I9dVURTWr1/PvHnzuPrqq0lMTGTo0KHcdNNNfPTRR9hstjqvXTtf9tixYzz44IOMGDGCxMRE7rzzTvbs2VPvue7du5fHHnuMsWPHMnDgQMaNG8d9993HF198UWffwsJCFi1axNVXX82gQYMYMWIEs2fPZteuXY1u2/j4eO68804A1q5d6zz/u+66C4DU1FTi4+N5+umnycvL45lnnuHyyy8nISGBZcuWudR7zpw5jBo1ioEDBzJx4kT+93//l7Nnz9Z5zTVr1hAfH8+SJUs4efIkjz32GCNHjiQpKYnZs2fz66+/AmCxWHjzzTed53fllVde0oh5U/8vPv/8c2677TaSkpIYMmQIU6dO5a233qK6urpJr2symXj//fe58cYbGTp0KImJidx0002sWrUKRVEu+nyEEB2bpHYIIZpFQEAA48aNY9OmTaSmpjJ8+PAL7v/9998zZ84cVCoVSUlJDB06lJKSEjIzM3n77be59dZb8fPzY9y4cVgsFvbs2UO/fv1c0kYco9wmk4knnniCoKAg+vTpQ0JCAkVFRezbt4+FCxdy8OBBt2kpAIcOHWLhwoVERkYyevRosrKy2LVrF/fccw+fffYZBoPBZf9ly5bxwgsvoCgKgwYNIjk5mYKCAg4fPkxGRgbXX3+9c9/09HTuvfdezp49S2xsLOPHj6e4uJiUlBR27NjBiy++yNSpUxts2xtuuIG8vDy2b99ObGwsw4YNA6B3794u+xUWFnLTTTdhtVpJSkrCZDLh6+sLwBdffMH8+fOx2WwMHTqUqKgoDh8+zMcff8zXX3/N8uXL6dOnT53Xzs7O5uabbyYgIIDk5GQyMzPZtm0bhw8fZt26dTz77LOkpKQwdOhQunfvTmpqKgsXLkSr1XLLLbc0eG6X8n/x17/+lZUrV+Lt7c2oUaPw8fEhLS2NV155hS1btrBs2TJ8fHwafF2j0cj999/P7t27CQ4OZtiwYajVavbt28eCBQs4ePAgCxcubNK5CCE6CUUIIRpgMBgUg8HQ4H5vvPGGYjAYlD/84Q91nj9hwgSXsjvvvFOJj49XDh48WOc4+/fvV8rKypz/Xr16tWIwGJTFixe7fV2z2axs2rRJqa6udikvKChQZsyYoRgMBiUtLc1l2+LFi53n9fbbb7ts+8c//qEYDAblqaeecilPS0tT4uPjlaSkJCUlJcVlW3V1tbJ161bnvy0WizJlyhTFYDAo77//vmKz2ZzbDh8+rCQnJyuJiYlKfn6+23P6rZSUFMVgMCh/+tOf6t1mMBiUhx9+WKmqqnLZfvr0aWXw4MFKQkKC8t133znLrVar81xvvPFGl+c42txgMCjPP/+8YrVaFUVRFJvNpjz99NOKwWBQrrvuOmXKlCnKmTNnnM/78ccf3f5/X8jF/F989dVXisFgUMaNG6dkZmY6y8vKypTbbrtNMRgMyqJFi9y+zurVq13Kn332WedrlJeXO8sLCgqUm2++WTEYDMqWLVsafT5CiM5DUjuEEM0mODgYgJKSkgb3LSgoICAggIEDB9bZNnjwYPz9/Rv9ul5eXlx11VXodDqX8pCQEJ544gkAvv32W7fPHTZsGPfff79L2Zw5cwDqpKi8/fbbKIrinIKuNp1Ox7hx45z/3rJlC8ePH2fKlCnMmjULlUrl3JaQkMBDDz2E0Whk3bp1jT7Phuh0Ov7yl7/g7e3tUr5q1SqqqqqYPHkyEyZMcJar1WqefPJJIiIiOHjwIPv27atzzNjYWJ588knUavvHhUql4p577gHg119/5ZlnnqFr167O/UePHk1CQgI5OTlkZ2c3qf5N+b/44IMPAHj00Ufp0aOHs9zf359nn30WlUrFJ598gslkuuBrFhQU8Nlnn9G9e3f+/ve/4+fn59wWEhLiHIn+5JNPmnQuQojOQVI7hBDNRqnJJa0dNNZnwIABrFu3jj//+c/cc889df5sfzGOHDnC9u3bOX36NFVVVSiK4sy1zszMdPucMWPG1CkLDg6mS5cunDt3zllmtVpJS0sDaFTKwo4dOwD43e9+53a7Iz3j4MGDDR6rsQYMGEBkZGSdckcQ6i6NRKfTcc0117B8+XJ2795NYmKiy/bk5GS8vFw/Khw3PGq1WpKTk+scMyYmhp9//pm8vDy6d+/e6Po39v/CbDazb98+VCqV23Ny5JAfPXqUo0ePXnBKxrS0NMxmM+PGjavzRQygX79++Pn5cejQoUafhxCi85BAWgjRbIqKigAICgpqcN8//OEPHD9+nNWrV7N69WqCg4MZOnQokyZNYurUqW6DmvqYTCbmz5/P+vXr693HEVD/Vu3R1Nr8/PwoLi52/ruoqIiqqipCQ0MbNVqek5MDwLx585g3b169+znarDlERUW5LXcEodHR0W63O8prB6sO7gJzvV4PQHh4uHOk2t32hkaDf6ux/xfFxcWYzWbCw8PrjL47REdHc/ToUbfnVJvj/+njjz/m448/rne/pt68KIToHCSQFkI0m6NHjwIQFxfX4L5RUVGsXr2alJQUvv/+e9LS0tiyZQvfffcd77zzDp988kmjAnKw3wC4fv16DAYDTz31FAMGDCAwMBCtVktGRgbXXHNNvc9tzOj5xexvtVoBuPzyywkNDa13v9/eMHgp6gsqHRqqu7vtF3pOU9uuIc19vMYc0zGjS0JCAvHx8c3++kKIjk0CaSFEsygrK2Pbtm0AdfKH6+Pl5cXYsWMZO3YsAKdPn2b+/PmkpKTw9ttv89RTTzXqOF9//TUAL7/8cp0UkVOnTjX2FC4oODgYHx8f8vPzKS8vb3BU2jG6OnPmzHrTO1pLREQEGRkZZGdn06tXrzrbT58+DdhHmNuDLl26oNVqyc/Pp6qqyu3MHI09J8eIe3JysnOaRSGEaCy52VAI0SxeeOEFjEYjgwYNYujQoRd1jG7dujlvNjt+/Liz3LEqosVicfu80tJSwH1qw8aNGy+qLr+l0Wic+cCrVq1qcP/LLrsMgG+++aZZXv9SOKYi/O9//1tnm8lk4quvvnLZz9NptVoSExOd84f/1vHjxzl69Ch+fn7069fvgscaNWoUGo2G77//3vlXBCGEaCwJpIUQl+TUqVM8/vjjfPbZZ+j1ev7xj3806nnLli0jPz+/TrljVLt2UBwREQFARkaG22P17NkToE6O61dffeV2kZSLdf/996NSqXjjjTfqzCJhNpuddQe4+uqr6d27N2vXruXtt9/GbDa77G8ymdi8eTPHjh1rtvrV56abbsLHx4cNGzbw/fffO8ttNhuvvvoqZ8+eZdCgQXVunXuilQAAAzhJREFUNPRkjgVqlixZ4vJXh/Lycv72t7+hKAq33nprg7n2kZGR3HDDDWRmZvLHP/6RwsLCOvvs2bOHH374oXlPQAjRIUhqhxCi0Z5++mnAHoCVl5eTmZnJiRMnUBSFnj178s9//rPReaZLly5l0aJF9OvXjx49eqAoCseOHSMjI4Pg4GBmz57t3DcxMZHQ0FA2bdrEXXfdRffu3VGr1dx4443Olfa2bdvGyy+/zFdffUWvXr3IzMzk0KFD/P73v+fdd99tlvNPTk7mqaee4sUXX+SOO+5g8ODBxMbGUlBQwNGjR9Hr9Xz33XeAPW1l6dKlzJ49m5dffpnly5cTHx+Pv78/ubm5nDhxgtLSUv71r3+1eG5ut27dWLhwIfPnz+fBBx8kKSnJuSBLRkYGYWFhLFq0qEXr0NyuueYabr31VlauXMmUKVNcFmQpLCwkMTGRRx99tFHHWrBgAadOnWL9+vVs2bKF/v37ExERQX5+PllZWZw9e5ZZs2Yxfvz4Fj4rIUR7I4G0EKLR1q5dC9iDRH9/fyIiIpg+fToTJ05k4sSJdaZJu5AFCxY4V8jbunUrYB+F/v3vf8+9997rHIUG+010b731Fq+++ioHDhxg165dKIrCsGHDSEpKYsSIEaxYsYJXX32VI0eOkJmZicFgYMmSJSQkJDRbIA1w3333MWjQIJYtW8bevXs5cuQIISEhDBgwgOnTp7vs26dPHz7//HM++OADvv76a/bs2YOiKISHhzN8+HCuvPJKRo8e3Wx1u5Drr7+emJgY3n77bfbu3cuBAwcIDw/ntttuY86cOW5n5/B0CxcuJCkpiU8++YS0tDSsViuxsbHcfffd3HPPPY1a1RDA19eXd999l7Vr17Ju3TqOHTvG/v37CQ0NJTY2llmzZjFlypQWPhshRHukUhwTvwohhBBCCCEaTXKkhRBCCCGEuAgSSAshhBBCCHERJJAWQgghhBDiIkggLYQQQgghxEWQQFoIIYQQQoiLIIG0EEIIIYQQF0ECaSGEEEIIIS6CBNJCCCGEEEJcBAmkhRBCCCGEuAgSSAshhBBCCHERJJAWQgghhBDiIkggLYQQQgghxEX4/715AXw/PGbqAAAAAElFTkSuQmCC\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -902,66 +1145,108 @@ "\n", "t = np.linspace(0, golf_data.distance.max(), 200)\n", "\n", - "for idx in np.random.randint(0, len(angle_trace), 50):\n", + "angle_trace_post_variance_of_shot = angle_trace.posterior[\"variance_of_shot\"].data.flatten()\n", + "for idx in np.random.randint(0, len(angle_trace_post_variance_of_shot), 50):\n", " ax.plot(\n", - " t, forward_angle_model(angle_trace[\"variance_of_shot\"][idx], t), lw=1, color=\"C1\", alpha=0.1\n", + " t,\n", + " forward_angle_model(angle_trace_post_variance_of_shot[idx], t),\n", + " lw=1,\n", + " color=\"C1\",\n", + " alpha=0.1,\n", " )\n", "ax.plot(\n", - " t, forward_angle_model(angle_trace[\"variance_of_shot\"].mean(), t), label=\"Geometry-based model\"\n", + " t,\n", + " forward_angle_model(angle_trace_post_variance_of_shot.mean(), t),\n", + " label=\"Geometry-based model\",\n", ")\n", "\n", "ax.plot(\n", " t,\n", - " scipy.special.expit(logit_trace[\"a\"].mean() * t + logit_trace[\"b\"].mean()),\n", + " scipy.special.expit(\n", + " logit_trace_post_a.reshape(-1, 1) * t + logit_trace_post_a.reshape(-1, 1)\n", + " ).mean(axis=0),\n", " label=\"Logit-binomial model\",\n", ")\n", + "\n", "ax.set_title(\"Comparing the fit of geometry-based and logit-binomial model\")\n", "ax.legend();" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.067504, + "end_time": "2020-12-11T13:31:04.172673", + "exception": false, + "start_time": "2020-12-11T13:31:04.105169", + "status": "completed" + }, + "tags": [] + }, "source": [ "This new model appears to fit much better, and by modelling the geometry of the situation, we may have a bit more confidence in extrapolating the data. This model suggests that a 50 foot putt has much higher chance of going in:" ] }, { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.41% vs 0.00280%\n" - ] - } - ], + "cell_type": "raw", + "metadata": { + "papermill": { + "duration": 0.065853, + "end_time": "2020-12-11T13:31:04.305226", + "exception": false, + "start_time": "2020-12-11T13:31:04.239373", + "status": "completed" + }, + "tags": [] + }, "source": [ "print(\n", - " f\"{100 * forward_angle_model(angle_trace['variance_of_shot'], 50).mean():.2f}% vs {100 * scipy.special.expit(logit_trace['a'] * 50 + logit_trace['b']).mean():.5f}%\"\n", + " f\"{100 * forward_angle_model(angle_trace_post_variance_of_shot, 50).mean():.2f}% vs {100 * scipy.special.expit(logit_trace_post_a * 50 + logit_trace_post_b).mean():.5f}%\"\n", ")" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.066003, + "end_time": "2020-12-11T13:31:04.437506", + "exception": false, + "start_time": "2020-12-11T13:31:04.371503", + "status": "completed" + }, + "tags": [] + }, "source": [ "We can also recreate our prior predictive plot, giving us some confidence that the prior was not leading to unreasonable situations in the posterior distribution: the variance in angle is quite small!" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:04.590506Z", + "iopub.status.busy": "2020-12-11T13:31:04.582893Z", + "iopub.status.idle": "2020-12-11T13:31:06.279478Z", + "shell.execute_reply": "2020-12-11T13:31:06.280400Z" + }, + "papermill": { + "duration": 1.775636, + "end_time": "2020-12-11T13:31:06.280619", + "exception": false, + "start_time": "2020-12-11T13:31:04.504983", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -970,7 +1255,7 @@ ], "source": [ "angle_of_shot = np.random.normal(\n", - " 0, np.random.choice(angle_trace[\"variance_of_shot\"].flatten(), 500)\n", + " 0, np.random.choice(angle_trace_post_variance_of_shot, 500)\n", ") # radians\n", "distance = 20 # feet\n", "\n", @@ -990,7 +1275,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.06979, + "end_time": "2020-12-11T13:31:06.432057", + "exception": false, + "start_time": "2020-12-11T13:31:06.362267", + "status": "completed" + }, + "tags": [] + }, "source": [ "## New Data!\n", "\n", @@ -999,8 +1293,23 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:06.606927Z", + "iopub.status.busy": "2020-12-11T13:31:06.605679Z", + "iopub.status.idle": "2020-12-11T13:31:06.608076Z", + "shell.execute_reply": "2020-12-11T13:31:06.609006Z" + }, + "papermill": { + "duration": 0.1003, + "end_time": "2020-12-11T13:31:06.609213", + "exception": false, + "start_time": "2020-12-11T13:31:06.508913", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "# golf putting data from Broadie (2018)\n", @@ -1042,14 +1351,29 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:06.780515Z", + "iopub.status.busy": "2020-12-11T13:31:06.778776Z", + "iopub.status.idle": "2020-12-11T13:31:07.065004Z", + "shell.execute_reply": "2020-12-11T13:31:07.065700Z" + }, + "papermill": { + "duration": 0.370635, + "end_time": "2020-12-11T13:31:07.065868", + "exception": false, + "start_time": "2020-12-11T13:31:06.695233", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1061,20 +1385,38 @@ "plot_golf_data(golf_data, ax=ax)\n", "t = np.linspace(0, new_golf_data.distance.max(), 200)\n", "\n", - "ax.plot(t, forward_angle_model(angle_trace[\"variance_of_shot\"].mean(), t))\n", + "ax.plot(t, forward_angle_model(angle_trace_post_variance_of_shot.mean(), t))\n", "ax.set_title(\"Comparing the new data set to the old data set, and\\nconsidering the old model fit\");" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.078733, + "end_time": "2020-12-11T13:31:07.217045", + "exception": false, + "start_time": "2020-12-11T13:31:07.138312", + "status": "completed" + }, + "tags": [] + }, "source": [ "This new data set represents ~200 times the number of putt attempts as the old data, and includes putts up to 75ft, compared to 20ft for the old data set. It also seems that the new data represents a different population from the old data: while the two have different bins, the new data suggests higher success for most data. This may be from a different method of collecting the data, or golfers improving in the intervening years." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.071114, + "end_time": "2020-12-11T13:31:07.359738", + "exception": false, + "start_time": "2020-12-11T13:31:07.288624", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Fitting the model on the new data\n", "\n", @@ -1083,19 +1425,24 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [variance_of_shot]\n" - ] + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:07.520281Z", + "iopub.status.busy": "2020-12-11T13:31:07.518775Z", + "iopub.status.idle": "2020-12-11T13:31:18.113152Z", + "shell.execute_reply": "2020-12-11T13:31:18.112342Z" + }, + "papermill": { + "duration": 10.680992, + "end_time": "2020-12-11T13:31:18.113279", + "exception": false, + "start_time": "2020-12-11T13:31:07.432287", + "status": "completed" }, + "tags": [] + }, + "outputs": [ { "data": { "text/html": [ @@ -1113,8 +1460,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [8000/8000 00:15<00:00 Sampling 4 chains, 186 divergences]\n", + " \n", + " 100.00% [4000/4000 00:06<00:00 Sampling 2 chains, 1,035 divergences]\n", " \n", " " ], @@ -1124,36 +1471,38 @@ }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 16 seconds.\n", - "There were 11 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 143 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 13 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 19 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The rhat statistic is larger than 1.05 for some parameters. This indicates slight problems during sampling.\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n" - ] } ], "source": [ "with angle_model(new_golf_data):\n", - " new_angle_trace = pm.sample(1000, tune=1000)" + " new_angle_trace = pm.sample(1000, tune=1000, return_inferencedata=True)" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:18.277254Z", + "iopub.status.busy": "2020-12-11T13:31:18.270562Z", + "iopub.status.idle": "2020-12-11T13:31:18.593368Z", + "shell.execute_reply": "2020-12-11T13:31:18.592669Z" + }, + "papermill": { + "duration": 0.403238, + "end_time": "2020-12-11T13:31:18.593485", + "exception": false, + "start_time": "2020-12-11T13:31:18.190247", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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ePcrAokUfoby8HIDy1g9vvx2GF15wVWmrra2N4cOHYOfOX/DSSyOE7aNGjQQR4ddf92D48KF1HtPU1BRz5szEnj17hSIdCoUC778fUWX2beTI4f8UcvlYiG/9+o3CstXKavqdPy2/Y8bYU6K1y0jygx/84EdLPAoLs8jDw52kUqlQ0n3o0MEqbdLSbpNEIiGpVEoeHu5UWJhFRHL68ss19MILruTgYE+enh4UHPySUA6+4vHw4V0aOLA/OTjYk4uLM61f/xWlp98hDw930tfXJ319ffLwcKeYmC9U+pWU5NOCBeFkbW1F3bq5UEBAX/rmm7UEgKRSKY0aNZJKSwvIw8OdTE1NSVtbmzw83Onw4XiaOnUydenSWTifrVu/o2PHDpKHh7tK/zt3rleJIzn5Ir344nDh/agYc9u2LeTi4kwAqEuXzvSvf00VYj169AD16OFHHTp0IF9fH4qImEuRkfPULrP/yy+x5OBgT+7ubtSrV0+6fv0ixcR8oXK8OXNmkUKRWyXeR4/uCe9XVNRi6trVgZycHMnDw50mTHid7ty5XuuxnzzOzJlhdOXKOfLwcCdtbW0yNTWlPn16E5Gc+vTprfJenzlzUhjnhx/+S15e3cne3o46d7akl18eTdevX6z2ePb2dmRl1YW8vb1o7drVFBDQVzifijL/6ny/evXqqfI5bd36Xa3nmpZ2myZOnEBdunQmR8eu5OLiTGvWrFJp4+3tpXKOyckXafXqz8je3o4AkL29HUVFLa7xGPXtf+bMSRo2bAhZWlpS9+6e5OfnS5s2xVQ79rZtWwgAnT//h8p2JydHGjxYpvZvvry8iJYu/ZA6d7YkBwd78vPzpW3btpC1tRWZmpqSh4c75eY+FD5XV9duZGXVhQIC+tLcue+Rj493le9fdb9zdX/Hrf1vID/4wY+n5yEiklOVrI0xxhhTQ1jYLGza9B3y8h61diiMMcbYM6HFlzgWFxdj3rxIaGnp49atW3W2z83NRWjoZPj6+sPLqyc++GA+SktLmz9Qxhhjgjt37mDWrPerbD937jy8vZtvaSFjjDH2vGnRBO3WrVsICJAhNTVV7RK+oaFvoaysDKdPH8OJE4dx5MgxLFz4YTNHyhhjrLLCwiJ88cXXKoU4tmzZiqNHExEePrcVI2OMMcaeLS26xPHChYuQSCS4e/cu+vcfjJSUK0KFpprau7l549y5JLi5vQAA+N//fkJo6Ft48OBvlfv2MMYYaz7Z2dmYP38RDhxIgLa2NnJzc9GpUycsWBCOoUMHt3Z4jDHG2DOjRe+DVlGt6e7du2q1j48/AIlEolLlydfXG0VFRTh6NFEoucwYY6x5mZiYYO3a1a0dBmOMMfbMa9Nl9m/eTIFUaq5ys00LCwthH2OMMcYYY4w9S1p0Bq2+CgoKIBaLVbZVvC4sLKy2zzffrMM332wAANy6dRvtLS1wNaf66mJilMJJlFFle0kpkJYNlIoM4ejoWGX/tWvXkJeXh44dO8LU1LRe58QYY4wxxhh7vqWnp+PRo3vV7mvTCZq+vj4UCoXKtorXenp61faZMmUypkyZDADw8fHHqZPHcf3GDhzPycGJ7Fxsu3ARmcYmgEgEBYAtvs6w0SpF0fX1KMlIUhnr0IMeGDN3f5VjREREYNmyZfjXv/6FyMjIJjhTxhhjjDHG2PPCx8e7xn1teomjnZ0tHjx4CKLHdUzS0tIAAPb2dnX2z87OhoamNpwcX0Go72QMzrdF5uwNwLmbQpsETRfoO7+NdiNOIlk3DKlZj/t7Gx9CeXFulXFPnz4N4PFyS8YYY4wxxhhrCm06QZPJBqKoqAgXL14StiUl/QldXV34+/eqs/+NGzcgk8kQEREBmUyG0aNHAwAcFTpCm0Xbv0VERAQGDRqMfmPWoM88IKfYBABgIC5B0vapKmPGxcUhPj4eurq6CAkJaYrTZIwxxhhjjDEAbWyJY2TkIuzY8QuSkhIhkUjg6toNwcEv4dNPV+Lbb9ejpKQEq1f/BzNnTlerxL5IJEJ8fDzi4+MBABKJBBERERg34x04xH4MAMjooItlYZ8CJaWQSCQIj4iA1QAr5BwNBQAYZ23FqOGp6ObRG6dPnxbGCg8P5+vPGGOMMcYYY02qRRO04uJiDBo0HNnZOQCAMWMmoFOnjoiN/REAIJcrUFhYqLKkcdOmGISFzYKvrz/KysoQFDQAH320SK3jubu7Y/r06UhLS4OFhQVCQkKEpMrF2ByXcx4AOtoYvzQC/Uy7CPupvAz555ahLPcqjPQAZ8khLFt2CMDjJI+vPWOMMcYYY4w1tRa9UXVL8/HxR1JSUrX73jv1M1ZePAwAmO7ijzU9g1X2F93ciuzDYwEApSTGj6mzYGJur5LkPSkzMxPbt29Heno6pFIpQkJCYGZm1oRnxBhjjDHGGHva+fh4Iykpsdp9bWqJY0sa1tlFSNB2372CfxOp3G9NYvsqtM4tRWn2BWiJFJgiK4WR7+RqxyIiREVFITo6GnK5XNg+Y8YMYbat8tiMMcYYYy0pNzcXDx48QElJSWuHwtgzT1tbG+bm5jAyMmpQ/+c2QesjtYWBlhj5pQrczMvAtdyHcDI2F/aLRBow7P4Rsg4qC4sUXPkP9F1nQ1OvY5WxoqKisHDhQgCATCaDj48PkpKSsH//fmH7ggULWuCsGGOMMcZU5ebmIj09HZaWltDV1eX/NGasGRERioqKcO+e8h5nDUnS2nQVx+Yk1tRCUKeuwus9d69UbWM1ClrtvJQvyuQovL6uSpvMzExER0cDUFZ43LdvH6Kjo7Fv3z7ExsYCAKKjo5GVlVWlL2OMMcZYc3vw4AEsLS2hp6fHyRljzUwkEkFPTw+WlpZ48OBBg8Z4bhM0ABjW2Vl4vruaBE0kEsHA9T3hteLOz1XabN++HXK5HDKZDKNGjVLZFxwcjKCgIMjlcmzfvr0JI2eMMcYYU09JSQl0dXVbOwzGniu6uroNXlL8XCdoQyslaIfSbiC/RFGljdhyGCBSrgQtyUhCWcE9lf3p6ekAAB8fn2qP4evrC+DxDbYZY4wxxloaz5wx1rIa85t7rhO0zvomcDdVXlNWXF6GA6nJVdpoiE2gYxEovJbf3aWyXyqVAkCN1SJPnz4NALCwsGiKkBljjDHGGGPPsOc6QQOU1Rwr7L57udo2EquRwnPFnZ0q+0JCQiCRSLB//37ExcWp7IuLi0N8fDx0dXUREhLShFEzxhhjjD27bGxsEBgYKDxEIhGcnZ2F1xYWFkhISGjUMeRyObp06SL8Z3pziYyMFM7naRMbGwsvL6969/Py8hJqMTSFnJwcBAYGQiKRYNOmTWr3+89//gNnZ2fY2NjU63g7duzAjh076hdkE3ruE7TKhULOZNyrto2484vCc0Xq7ygvyRdem5mZISIiAgAwevRoyGQyREREQCaTYfRoZQXI8PDwGu+dxhhjjDHGqkpISBAeADBv3jzh9ZAhQxo9vra2NpycnBpcCl1dUVFRCA0NbdZjNBczMzM4OjrWu5+jo2OT3gvY2NgYCQkJ9V6RNn36dMybN6/ex2vtBO25LbNfwblSaf3ruY+qbZOnIUWejiMMi68B5cXIvPkL2juNFfZHRkYCUFZrjI+PR3x8PABAIpEI90FjjDHGGGPqmTlzZq37R40aVe9ZkSdpamoKf7Ox6lXMWNbX1q1bmz6Y58hzP4PWSc8IelraAICs4iJkyAuEfUSEz3cnwifiS/wvpbOwfeeulfh8dyKICIDyIsAFCxbg3r17iImJwZIlSxATE4P79+9jwYIFfGEuY4wxxlg9qJOgmZqaCsveVqxYgQkTJqBnz54QiUS4desWEhIS0L9/fwQGBqJXr14IDQ1Fdna2MMbAgQNhYmKCxYsXAwB+/PFHeHp6QiQSYdeuXRg5ciS6du2KsLAwlWOXlpYiPDwcnp6eCAwMRFBQEM6ePavSJiYmBnZ2dujTpw8mTZqE/Px81CU/Px9Tp06Fm5sbvL29MWzYMCQnK+sjVF7i98knn2D8+PHw9fVFr169kJKS0iTjPvkexsTEqLyfFY4fPw4PDw94e3tj6NChWLlyJUQiEQIDA3H16lW8/vrrsLCwEGYNDx06JIzz448/Ijg4GC4uLhg7diwUiscF+ur6vNT1888/w8nJCT179sRrr70mFPSrkJ2djYkTJ8LPzw8BAQHo27cvjh07Jux/77338Ntvv+G3334TEtSioqI6+zUpIjk9qw9vb29Sh3vcCsKG9wgb3qPj6beE7at+PUaW7ywny3eW0/troun+RtD9jaBL3+hRl3eW0apfj6k1PmOMMcZYa7l06VJrh9BoAGjjxo3V7rO2tiZ3d3fKyMggIqKRI0fS7du36YMPPqDVq1cTEVF5eTlNnjyZJk6cqNI3ICCAFi1aJLw+ePAgAaDly5cTEVF6ejqJxWI6cOCA0CYyMpL8/f2pqKiIiIhiY2PJxMREOH5iYiJpamrSyZMniYgoOTmZpFIpBQQE1HqOY8eOpUGDBlFJSQkRES1evJhsbW1JLpernKuvry/l5eUREVFwcDBNmDChScat7j1MSUkhAJSSkkJERHl5edSuXTtasWIFEREVFBRQz549CYDKMd9880168803hdcV47zzzjtERFRYWEiWlpa0YcMGoY06n5e1tXWN3wMiolu3bpGOjg799NNPRET08OFDcnFxIWtra6HN5cuXqUePHlRcXExERIcPH6Z27dpRVlZWjfGr2+9Jtf32vL29qKYc5rlf4ggAXY3a41xWKgDlMsee5tbIKijCmr0nAADrpgRjsIc9Hmz7D8oL78NEuxDuBrexZu8JhAZ6wURP0prhM8YYY4zVS+qm1lvd0zGUmnzM4OBg4ZqnnTuVBd1mzZoFExMTAMrVTi+//LLa14KNHau8lMXc3BzdunXD2bNn0b9/fxQVFeGzzz7Dhg0bIJFIhGNPmTIF33//PWbMmIE1a9agV69e8PPzAwDY29tDJpPh77//rvF4N2/exNatW7Fnzx5oaSn/PJ89ezaioqLwww8/qMT94osvwsDAAIByCeL69eubZNzq3sPKM2cAsGXLFuTl5eGdd94BAOjp6WHy5Mk4ceJEre9nhYr3VVdXF35+fiozj435vCp8/fXXMDc3F4rztW/fHiEhIfjuu++ENnZ2dti5cye0tZUr6Pr27QttbW2cPHkSgwcPrnHshvZrCE7QAHQ16iA8v577EACw+8w1KEpK0c/ZBkM8lYVEJJ1fROG1rwEA4+zvYu5ftth95irG+Xu0fNCMMcYYYwwA0KVLlyrbFAoFpk2bhkuXLkFHRwfZ2dlq35e2U6dOwnNDQ0Pk5uYCAJKTk1FUVIRPPvkEX331ldDGxMREWI53+fJluLm5qYxnZWVVa4J28eJFEBEcHBxUjiuVSnH+/Hm1YmvsuNW9h0+6fPkypFIp9PT0VM5NXbXF3pjPq3J8tra2KtuejE9LSwubN28WioBoaGggKyurzmM1tF9DcIIG5QxahYpCIY/ylNeiuVs/rhYjthopJGheun8B6IuHuY+vWWOMMcYYYy1PU1OzyrahQ4fCwcEBBw8ehFgsFq5xqu94IpFIqDtQYfny5ZDJZGrH15T1COqKrSnGrY/6nFttsTfm86pPfJ999hmioqJw6tQpODk5AVDe1qGu97Gh/RqCEzRUn6C1N9QHAJy7/TgrFlsMgEhLD1RaCOPyv2EteYAORvotGyxjjDHGWCM1xzLDtiQjIwOXLl3CnDlzIBaLAQDFxcWNHtfBwQESiQRXr15VSdC+/vpr2NnZQSaTwcXFBTdv3lTpd+fOnVrHdXV1BaCcobO3twegLO7x4MGDKrNx9dHU47q4uCA9PR2FhYXCLFpd56aOpvq8XFxcVJYzVhff4cOH4enpKSRZ1R1LQ0MD5eXlAJT3y9PU1FSrX1N57qs4AlUTNCLCsO6OEGtr4fCVW9hz9hoAQKQlgU6nx2tM+5jdwLDuTlXGY4wxxhhjrcfMzAxSqRQHDhwQZjia4r5Wurq6mDNnDtauXYuMjAwAyuu0VqxYISQ8YWFhOH78OE6dOgUASElJwa+//lrruHZ2dhg7dixWrVqF0tJSAMCqVavQuXNn4bqthmjqcceNGwdDQ47yAfkAACAASURBVEN88cUXAICioqIqCVFDNNXnNXXqVDx48AA//fQTAGXi98MPP6i06datGy5cuCBUdzxx4kSVZYrm5ubIzMwEoKwoum/fPrX6NZnWrrTYFqo4lpeXk+F3EUIlx/TCXCJSreI4ZvVWWrbjEP37i/8Tqjme2tJPrfEZY4wxxlrL01zFMTExkQICAggAOTk50fz584V9paWlFBAQQGKxmJycnGj8+PEqfY8cOUKenp7k5uZGL730EoWFhREACggIoNTUVBowYAAZGxuTtbU1zZ8/n3bt2kUeHh5Cm4yMDAoNDRXaLFu2TDju/PnzycnJifr160cDBw6kxMRElWPHxMSQra0t9e7dm8aNG0dhYWFkbGxMQ4YMqfFc8/LyaMqUKeTq6kpeXl40ZMgQunbtWrXnunnzZtq6dSs5OTmRWCyutUJkfcat/B7u27ePevToQQCoR48edOTIEeEzcXd3Jy8vLxo5ciR98cUXpKWlJfQbN24cSaVSkkqlNGnSJEpKSlIZ5+LFizRv3jyhzbvvvlvn53Xr1i2VONesWVPj+e7cuZMcHR3Jz8+PRo0aRYsWLRLeo+zsbMrJyaExY8aQlZUVDR8+nGbNmkUWFhbk5OQkVIi8evUqubu7U9++fWnEiBGkUCjU6vekhlZxFBHJn9k5bh8ffyQlJanV1vvnVfgz4x4A4OiwafCX2oKIsHrPcazZewKKEuX/OthI0rHNfSUAQCQ2g3TMQ4hEPBHJGGOMsbbp8uXLcHFxae0w2DPi4cOH6NDhcYG9LVu2YNGiRbh+/XorRtU21fbb8/HxRlJSYrX7+Bq0f3Q16iAkaNdzH8FfaguRSISZw3rjzYDu2HP2Gh7mFqCDoR7w9/eA4gFIkYnSrAvQNnNv5egZY4wxxhhrfn369MGRI0dgbm4OhUKBdevW4Y033mjtsJ4pnKD9o/J1aNf+KbVfwVRfV6WUflZCIOS3/gcAKE5L4ASNMcYYY4w9F0aNGoXBgwfD2NgYRUVFCAoKQnh4eGuH9UzhBO0f1VVyrImOxeMETZGWAP1uM5o1NsYYY4wxxtqC5cuXY/ny5a0dxjONL576R30TtArF6YdAVN5cYTHGGGOMMcaeI5yg/aOr0eOLHZP/KbVfEy1jZ2hIzAFAuA6NMcYYY4wxxhqLE7R/tBPrwURHFwBQUFqM1KLcGtuKRCLVWbS0hGaOjjHGGGOMMfY84ATtHyKRqMHLHBX1TNAyMzMRExODqKgoxMTECDfCY4wxxhhjjD3fOEGrpLmvQyMiLFmyBJaWlpgyZQoWLFiAKVOmwNLSEkuWLKl1WSVjjDHGGGPs2ccJWiUqCVrOw1paNuw6tKioKCxcuBByuRwymQzh4eGQyWSQy+VYuHAhoqKiGncCjDHGGGOMsacaJ2iVVC4UUtcMWn2vQ8vMzER0dDQAIC4uDvv27UN0dDT27duH2NhYAEB0dDSysrIaFjxjjDHG2DPCxsYGgYGBwkMkEsHZ2Vl4bWFhgYSEhEYdQy6Xo0uXLjh9+nTTBF2DyMhI4XyY0tGjR9GzZ0+IRCLcunVL7X5nz57F559/3nyBtRGcoFVSnyWOQP2uQ9u+fbswczZq1CiVfcHBwQgKCoJcLsf27dvrFTNjjDHG2LMoISFBeADAvHnzhNdDhgxp9Pja2tpwcnKCkZFRo8eqTVRUFEJDQ5v1GE+bPn36YOvWrfXuxwnac6hygpac9wjldVxXVp/r0NLT0wEAPj4+1e739fUFAKSlpakbLmOMMcbYM2nmzJm17h81ahRsbGwadQxNTU3Ex8fDycmpUeMw1tQ4QavEVKyHdmI9AIC8rBT3CmoutQ9Udx3a+RrbSqVSAEBSUlK1+yum1y0sLOodN2OMMcbYs0SdBM3U1BSBgYGQSCRYsWIFJkyYoLJsLiEhAf3790dgYCB69eqF0NBQZGdnC2MMHDgQJiYmWLx4MQDgxx9/hKenJ0QiEXbt2oWRI0eia9euCAsLUzl2aWkpwsPD4enpicDAQAQFBeHs2bMqbWJiYmBnZ4c+ffpg0qRJyM/Pr/Oc8/PzMXXqVLi5ucHb2xvDhg1DcnIyACAnJ0c4108++QTjx4+Hr68vevXqhZSUlBrHXL16NZydnWFjY4NNmzZh6NChcHBwwMcff6zSrqCgAFOnTkX37t0RGBiIkSNHCuOuX78e5ubmsLCwEN6LzMxMaGtr486dO8JxOnfuDG9vbxQVFVUby9WrV+Hv7w83NzcMGzYMx48fr9Lmo48+gq+vLwIDA+Hr64t169YJ+7777jt8/PHHSEtLE5a6VoxRW7+nEpGcntWHt7c31VfPX/5N2PAeYcN79Pu9a3W2zzz4Kt3fCLq/EZR/aU2N7TIyMkgikRAAio2NVdkXGxtLAEhXV5cyMzPrHTNjjDHGWE0uXbrU2iE0GgDauHFjtfusra3J3d2dMjIyiIho5MiRdPv2bfrggw9o9erVRERUXl5OkydPpokTJ6r0DQgIoEWLFgmvDx48SABo+fLlRESUnp5OYrGYDhw4ILSJjIwkf39/KioqIiLl33EmJibC8RMTE0lTU5NOnjxJRETJyckklUopICCg1nMcO3YsDRo0iEpKSoiIaPHixWRra0tyuVzlXH19fSkvL4+IiIKDg2nChAm1jrtx40aSSCS0adMmIiL666+/SCQSUXJystDmjTfeoFdeeYVKS0uJiGjlypVkb29PxcXFRES0ZMkS8vDwENp///33BIDWrl0rbAsKChLielJZWRm5uLjQ9OnTiYiotLSUxowZQwAoJSVFaNe1a1e6e/cuERE9ePCAOnbsSIcOHVI5F2tr6yrj19WvtdT22/P29qKachit1kwO26KuRu1x4uFtAMrr0AZ06lprex1pP8hv/Q8AUJx+GPou06ttZ2ZmhoiICCxcuBCjR49GUFAQfH19cfr0acTHxwMAwsPDYWpq2oRnwxhjjDFWlWjjnFY7Nk1c0eRjBgcHw8zMDACwc+dOAMCsWbNgYmICQFnc7eWXX1b7WrCxY8cCAMzNzdGtWzecPXsW/fv3R1FRET777DNs2LABEolEOPaUKVPw/fffY8aMGVizZg169eoFPz8/AIC9vT1kMhn+/vvvGo938+ZNbN26FXv27IGWlvLP89mzZyMqKgo//PCDStwvvvgiDAwMAACBgYFYv359nedDRHj99dcBAO7u7jAxMcG5c+dgb2+PlJQUbN68GYmJidDU1AQAvPXWW5g9ezb27NmDkSNHYsSIEViwYAHu3r2Lzp07CzOMu3btwr/+9S9kZmZCR0dHiOtJ8fHxuHz5Mn755RcAyuWlkydPrnIdWnx8PCwtLQEAHTp0QEBAAPbs2YN+/frVen4N7ddWcYL2hHoXCpH2FZ4Xpx0GEUEkElXbNjIyEoCyWmN8fLyQmEkkEkRERAj7GWOMMcaY+rp06VJlm0KhwLRp03Dp0iXo6OggOztb7Wv9O3XqJDw3NDREbq7yspfk5GQUFRXhk08+wVdffSW0MTExEZZPXr58GW5ubirjWVlZ1ZqgXbx4EUQEBwcHleNKpVKcP696CU1NsdWmQ4cOQuL3ZL8LFy6AiDB79mzo6OgIbWxsbPDokfJvYU9PTyExmzRpEh49eoQZM2bg1VdfRUFBAfbs2YOhQ4fWePzLly9DJBLB2tpa2GZlZVWl3blz5/DWW2+hoKAAWlpauHLlSq3jNrZfW8UJ2hMcKiVoN/Iy6myvZfoCRDomoOJslMvTUZZ7HVrGjtW2FYlEWLBgAaZNm4bY2FikpaXBwsICISEhPHPGGGOMMdZAFTM/lVVcb3Xw4EGIxWLhmrT6jicSiUBEKvuXL18OmUymdnw1/ed9Q9QVW119aur37bffomvXmleODRs2DLt27YKjoyP69u2LgQMHAlDOXu3atQvLli2rz2lUeU9OnjyJl156CZs3b8aYMWMAAKGhoXWeX0P7tWWcoD3B3rCd8PymGgmaSKQBHWlfKP5WTtkWpx+pMUGrYGZmhsmTJzcuUMYYY4yxBmqOZYZtSUZGBi5duoQ5c+ZALBYDAIqLixs9roODAyQSCa5evaqSoH399dews7ODTCaDi4sLbt68qdKvophGTVxdXQEoZ+js7e0BKIuGPHjwoMpsXFN74YUXIBKJcPXqVZUELSoqCiNGjICnpycAYMSIEXjttddgaWmJqVOnQk9PDwMGDEBcXBzu3r1ba1VNFxcXEBFu3bolzBI++Z4cPXoURIRXXnlF2FZcXKwyq6eh8bi+YWlpKUpKStTq97ThKo5PsKuUoN3Iy1Ar+9aRPl7fWpx+uFniYowxxhhj6jEzM4NUKsWBAweEv+V27NjR6HF1dXUxZ84crF27FhkZyv/Iv3XrFlasWCEkUmFhYTh+/DhOnToFAEhJScGvv/5a67h2dnYYO3YsVq1ahdLSUgDAqlWr0LlzZ+F6uOZia2uL119/HZ9++qlQgTEpKQnff/89XFxchHYDBw4EEWHv3r3w8vICAAwfPhybN29G3759qx27QlBQEFxcXLB69WoAQFlZGb744guVNt26dQMR4eDBgwCUlSIPH1b9u9rc3BzZ2dkgIvz0009YuHChWv2eOq1dabGtVXEsLy8nw+8ihEqO6YW5dfZRPDghVHJM32ZT72MyxhhjjDWXp7mKY2JiIgUEBBAAcnJyovnz5wv7SktLKSAggMRiMTk5OdH48eNV+h45coQ8PT3Jzc2NXnrpJQoLCyMAFBAQQKmpqTRgwAAyNjYma2trmj9/Pu3atYs8PDyENhkZGRQaGiq0WbZsmXDc+fPnk5OTE/Xr148GDhxIiYmJKseOiYkhW1tb6t27N40bN47CwsLI2NiYhgwZUuO55uXl0ZQpU8jV1ZW8vLxoyJAhdO3atWrPdfPmzbR161ZycnIisVhcY4XIdevWCW1kMhkREQ0ZMkQYp6IyZkFBAb399tvk6OhIgYGBNGzYMLp8+XKV8YYOHUpvvfWW8Pr27dsEgI4dO1bjeVW4cuUK9e7dm1xdXUkmk1FMTAwBoB49elBCQgIRKStXdunShQYMGECvv/46DRgwgKRSKb377rtERKRQKGjw4MHk6+tL/v7+wvtTV7/W0tAqjiIi+dO7QLMOPj7+Nd53rDbdd67E2cz7AIDjw8PQ09y61vZUXoL0LSag0kIAwC/tY6FvYodh3R1hqq9b/8AZY4wxxprI5cuXVWZCGGMto7bfno+PN5KSEqvdx0scq/HkMsc6ibSQKuomvDx58n/4YMte+ER8ic93Jz7VFykyxhhjjDHGWg4naNWwMzQTnqtTKGT1nuPYmfK4CuN4l0L0c7aBoqQUK3Ydxeo9Ve+UzhhjjDHGGGNP4gStGvWp5JhVUIQ1e0/gzzxbYZur7nVsmfEqYqaMAgCs2XsC2YXy5gmWMcYYY4wx9szgBK0a9VniuPvMNShKSmFi2RfQ0AYAlOZcRpn8IYZ6OqKvszUUJaXYfeZqs8bMGGOMMcYYe/pxglYN1Rm0zFrbPsorAAB0s7aCdns/YXtJ+lEAgId1RwDAw9yCpg6TMcYYY0wtfD08Yy2rMb85TtCqYWVgCo1/7m5+rzAH8tKSGtu2N9QHAJy7nQYd6eN7QFTcD+2v26kAgA5G+s0VLmOMMcZYjbS1tYX7WzHGWkZRURG0tbUb1JcTtGpoa2jCSt9EeJ2SX/Ms2rDujhBra+HwlVs4V2AnbFekH8aes9dw5MptSLS1MKy7U7PGzBhjjDFWHXNzc9y7dw+FhYU8k8ZYMyMiFBYW4t69ezA3N2/QGFpNHNMzw96wPW7lZwFQFgpxMZFW285UXxdhg3tixa6jmLTtPg54iaAhIhQ/OoOZ+34AoIvpg3vCRE/SgtEzxhhjjCkZGRkBAO7fv4+SkppXBTHGmoa2tjakUqnw26uvFk/Qfv55F5YsWQZdXQnKysqwevVn8PHxrrH9oUOHMX/+IohEIpSUlMLZ2RErV34CMzOzGvs0BTtDM/yuXJ1Y53Vo7w7tBUBZrfFqYSe46N+DhojgY3IXvr0mCvsZY4wxxlqDkZFRg/9YZIy1rBZd4vjHH39i3Lg38e2363D48O8ID5+LwYNfRFpaWrXts7OzMWLEaIwZ8yqOHDmAxMQE5OcXYOrU6c0ea30qOYpEIswc1htJ0e/AwDJA2P75cFPMHNYbon+uZ2OMMcYYY4yx2rRogrZs2acYPFiGbt1cAAAjRgyDVGqOtWu/qrb9jRs3kZ+fj4ED+wMANDQ0MGBAIPbti2/2WOtzL7QKpvq6cOseIrwWZSY2eVyMMcYYY4yxZ1eLJmjx8Qfg4+Olss3X1xv79x+otr2razc4Ozthy5atAIDCwkLExu6AVNqwC+7qw64BCRoAlUqOJY9OgUq5ahJjjDHGGGNMPS2WoGVmZiInJwcdO1qobLewsMDNmynV9pFIJPj99z04cCAB1tZd0amTLc6fv4gvvljd7PHaGT6+xu1mXqbaVY80JR2gZaycIUR5CYofnmyO8BhjjDHGGGPPoBYrElJQoLxRs1gsVtkuFuugsLCw2j55eXmQyYbjxReHY9myJSgsLMT69ZtgaWlZ43G++WYdvvlmAwAgNTUN58+fb3DMRpo6yC0rRlFZCQ7+eQoddPTU6qev7QpdXAYA/H3+JxQ9aldHD8YYY4wxxhhrwQRNX195o2aFQqGyXaEohp5e9YnP+vWbcPNmChYvjoRIJIK+vj7c3V9AQIAM166dh4mJSZU+U6ZMxpQpkwEAPj7+cHNza3DMXVN+xx8ZdwEA4s7mcJPaqtWvSG8Uso/8BAAwpatwaEQMjDHGGGOMsedHiy1xNDMzg4mJCdLS0lW2p6Wlwd7erto+165dh4WFFBLJ43uI2dra4OHDhzh06EgzRqtkX49KjpXpWPQTnpc8TASV8z1HGGOMMcYYY3Vr0SIhQUEDkJT0p8q2pKQ/ERTUv9r2lpad8PDhI5SVlQnbUlOVJfn19HSbL9B/NLRQiKZ+F2ga2AAAqLQQJRl/1t6BMcYYY4wxxtDCCdq8eXOwd+9+XL58BQCwe/dvSE1Nw7RpbwMAIiMX4YUXvCCXywEAY8e+ivLycnzxxdcAgLKyMqxc+W906dIZvXr1bPZ4nywUUh+VqzkWpzf/bB9jjDHGGGPs6ddi16ABgLe3FzZv3oQJEyZBV1eCsrIy7N37CywslJUd5XIFCgsLhYqJdnZ22Lv3F8yfvwhbt/4PcrkClpadsHfvLhgYGDR7vA1d4ggAOtJ+KLrxHQCgOP0w8MKceh8/MzMT27dvR3p6OqRSKUJCQmBmZlZ3R8YYY4wxxthTSUQkV69+/FPIx8cfSUlJDe5/Ky8Ttj9FAwAsdA2ROmaR2n1Lc67hYZwTAECkYwLp2AyIROpNWBIRoqKiEB0dLcwmAsrbDkRERCAyUlk0hTHGGGOMMfb08fHxRlJSYrX7WnSJ49Oms74xtP5JqtKK8lBYWqx2X02jrtCQSAEAVJyN0qwLaveNiorCwoULIZfLIZPJEB4eDplMBrlcjoULFyIqKqp+J8IYY4wxxhh7KnCCVgstDU3YGFS+Dk39ZY4ikeiJ69AOq9UvMzMT0dHKWbu4uDjs27cP0dHR2LdvH2JjYwEA0dHRyMrKUjsWxhhjjDHG2NOBE7Q6NKpQSKVy++oWCtm+fbswczZq1CiVfcHBwQgKCoJcLsf27dvrFQtjjDHGGGOs7eMErQ52jSwUUqE4/bBQ/KQ26enK+8T5+PhUu9/X1xeA8v5xjDHGGGOMsWcLJ2h16GrUXnh+PfdhvfpqmbwAkY4JAKC8KA2lOVfq7COVKq9bq6m4yenTpwFAqHzJGGOMMcYYe3aonaAlJ9/AnDnz8M47YQCAH374ERcuXGy2wNoKR+MOwvNrOY/q1VekoQkdi0DhdXHq7yr7Fy9eLDwqhISEQCKRYP/+/YiLi1NpHxcXh/j4eOjq6iIkJKResTDGGGOMMcbaPrUStIMHE+Dm5o3Dh4/i8OGjAABdXV2MHTsBv/22r1kDbG2ORo8TtKs5D+rdX9xxoPBcUSlByyoowqf/24OVvxzBp//bg6yCIgCAmZkZIiIiAACjR4+GTCZDREQEZDIZRo8eDQAIDw+Hqalpg86HMcYYY4wx1napdaPqDz9ciqNHD8Db2wv9+w8CAIwaNRL9+vVBSMgYDBkyqFmDbE22hmbQEmmglMpxtzAHBSUK6GuL1e6vUylBK05LQHlZKf699xTW7D0B08DHs2A+EV8ibHBPvDu0FyIjIwEoqzXGx8cjPj4egOp90BhjjDHGGGPPHrUSNJFIBG9vL+F5BTMzM5SVlTVPZG2EtoYm7Azb4do/158l52XAw6yT2v21jJ2hodsR5UWpoOJsfLfrW6zYqyw20s/ZBu7WFjh3Ow2Hr9zCil3K2cmZw3pjwYIFmDZtGmJjY5GWlgYLCwuEhITwzBljjDHGGGPPMLUStOzsHOTm5sLIyEhl++3bt5GRUb/S808jR+P2QoJ2NedBvRI0kUgEnY4DIL+5GQBw40IcgH5YNyUYQzy7Cu32nL2Gt77ZgTV7TyA00AsmehKYmZlh8uTJTXoujDHGGGOMsbZLrWvQxo8fB19ff3zyyWd48OAhNmzYhLlzI9CzZwCmTn32EwgnI3PheX0LhQCq16F1N7iGfs42KskZAAz1dERfZ2soSkqx+8zVhgfLGGOMMcYYe2qpNYM2e/a7MDY2QlTUx7h9+w4mT34H1tZWWLp0Mf7v/0KbOcTWV7mS49XcxhUK8TS4hevtzKpt52HdEUeu3MbD3IL6B8kYY4wxxhh76qmVoAHApEkTMWnSROTn5wMADAwMmi2otsax0r3QruXU715oAKBpYAVNQweU5SVDolmC3HtHAQRVaffX7VQAQAcj/QbHyhhjjDHGGHt61ftG1QYGBirJ2fz5C5s0oLbIybjSEsfcRyCieo9ReRZNnH0Ue85eU9m/5+w1HLlyGxJtLQzr7tTwYBljjDHGGGNPrRpn0D76aKlaA/zww/+wdOlHTRZQW2ShawgDLTHySxXILi7CQ3k+zHUN6zWGTscBKLz2NQDA1ygZk7/Zgb7O1vCw7oi/bqfiyJXbAIDpg3vCRE/S5OfAGGOMMcYYa/tqTNBWrVoDT0934fXp03/AzMwUVlZdIBKJcOfO30hNTYO/f68WCbQ1iUQiOBq3x58Z9wAoZ9Hqn6D1F567Gd6FibgUR67cFhIzsbaWcB80xhhjjDHG2POpxgStT5/e+OWXWABAdPRyTJv2Nl5+ebRKm+3b4/Dnn2eaN8I2wsnY/HGClvMQfaS29eqvKekALVMPlGb9BQ2UIWGaC6xHLoOmriHKivJwL+kwz5wxxhhjjDH2nKsxQatIzgDg4MFDiIj4oEqbkJBgfPnlN80TWRtTuVDI1Zz6V3IEAHGngSjN+gsAoJN1FO+/OkzYx8kZY4wxxhhjTK0qjtevJyM7OxsmJiYq2zMzM5GcfKNZAmtrHI0el9q/llv/e6EBgE7HgSi4uBIAoLgfj8WL/2qS2BhjjDHGGGPPBrUStBdfHA4vr56YMOF12NhYAwBu3kzB99//gFGjRjZrgG2FaiXH+pfaBwAdaV9AQxsoL0Fp1jmUFd6Hpl6npgqRMcYYY4wx9pRTK0H7/PMVsLTshDVrvkRqqvJeXR07dsSMGf/CnDmzmjXAtqJrpSWOybmPUFZeDk2N+t2lQEPbEDrmfVCcdhAAoLi3F3pdJzZpnIwxxhhjjLGnl1oZhqamJubNex/37t1EdnY6srPTce/eTXzwwRxoamo2d4xtgpGOBBb/VG4sLi/D7YKsBo0j7jxUeK64t6dJYmOMMcYYY4w9G+p9o2ojIyMYGRkJr2fPntukAbVlTsaVrkPLadgyR7FlpQTt/n5QeWmj42KMMcYYY4w9G9Ra4ggAR48ew549e5GWlg4iErb/9tt+rFz5SbME19Y4GnXAobSbAICrOQ8xpLNzvcfQMnGFhl5nlBfeBRVno+ThCehI+zR1qIwxxhhjjLGnkFozaOvXb8Rrr41HSsot7N69F0QEhUKB/ft/h6urS3PH2GaoVnJs2AyaSCSC2HKI8FrOyxwZY4wxxhhj/1ArQfvmmw04d+40tmz5L5ydHbFxYww2b/4Wf/11Gh07WjR3jG1G5SWOVxu4xBF44jq0u5ygMcYYY4wxxpTUStD09HTRrl07AEBZWZmw3czMDKmpac0TWRvkaNz4GTQAEHcMAkTK1aWlmWdQVvj8vIeMMcYYY4yxmqmVoBUUFCItTZlE6OnpYdu27SAi/P77AVy/ntysAbYltgZm0BQp37K/C7JRWFrcoHE0dIygY+4vvFbc39sk8THGGGOMMcaebmolaCNGDEVg4CDcvXsX06e/g7FjJ0Bb2wCDBo3ApEmhzRpgW6KjqQU7QzPh9fXcRw0ei5c5MsYYY4wxxp6kVhXHhQvnY+HC+QCAzp0749ixgzh27Di6dXPBkCGDmjXAtsbRqIOQmF3NeQAPs04NGkdsORR5f8wDACju7wOVl0KkoXZRTcYYY4wxxtgzqN73QQOAHj38MHv2uxgyZBD27Hm+lud1M5EKzy9kNfzaMS1TN2joKZM7Ks5CyaNTjY6NMcYYY4wx9nRTe8qmsLAQyck3kJOTo3IftPnzF2Ho0MHNElxb5GbaUXh+Liu1weNUlNsvur4BgHKZo4557waPl5mZie3btyM9PR1SqRQhISEwMzOruyNjjDHGGGOszVArQfvuu82YNm0m8vPzq+wTiURNHlRb5m72OEE734gZNEC5zLEiQZPf3QVDryX1HoOIEBUVhejoaMjlcmH7jBkzEBERgcjIyOfuM2KMMcYYY+xppdYSxyVLlmHbti3Iz89AeXmRyqNfvz7NHWOb4mxsLlRyvJmXgfwSRYPHEncaBGhoAwBKM8+iNP92vceIiorCwoULIZfLIZPJEB4eDplMBrlcjoULOhUFPAAAIABJREFUFyIqKqrB8THGGGOMMcZalloJmoODPQYPlkFPT6/KvtjYH5s8qLZMrKmlcsPqxlyHpqFjBHHHgcJrxZ2d9eqfmZmJ6OhoAEBcXBz27duH6Oho7Nu3D7GxsQCA6OhoZGVlNThGxhhjjDHGWMtRK0H7v/97E9u2bUd5eXmVfWPHTmjyoNo6d9PKyxwbfh0aAIitRgnP5Xd21Kvv9u3bhZmzUaNGqewLDg5GUFAQ5HI5tm/f3qgYGWOMMcYYYy1DrQTNy8sTn3++BgYG7WBt3RV2ds7C4/Dho80dY5vTVIVCAEDSZaTwvDj9MMrlGWr3TU9PBwD4+PhUu9/X1xcAhJuMM8YYY4wxxto2tYqEjB37Jrp2tccbb4yDnp6usJ2IsHz5Z80WXFulWiikcQmapl5HaHfoiZKHJwAqg/zuLug5vKlWX6lUWfI/KSmp2v2nT58GAFhYWDQqRsYYY4wxxljLUCtBE4lE+P77TdXuE4vFTRnPU8HN9HHCcz4rDUTUqEqJEqtgZYIG5TJHdRO0kJAQzJgxA/v370dcXByCg4OFfXFxcYiPj4euri5CQkIaHBtjjDHGGGOs5ai1xLF7dw9kZmZWuy89/UGTBvQ0sNI3hZG2BACQqSjE/cLcRo0nqXQdmuLeXlBpoVr9zMzMEBERAQAYPXo0ZDIZIiIiIJPJMHr0aABAeHg4TE1NGxUfY4wxxhhjrGWoNYNmZGSEHv/P3p3HRV2tDxz/zLDNgAvgAoaKmgvu2+BGKpoTaWYCXX/t2k1pMZe2WxKgAWH3Zvdq1rXE9n0BTE0UMEtNTVBRM/cFFxa1QcCBYZ3fH3MdJUAHmWHR5/168XK+53y/5zyj/OHzOuf7nKEjGTNmNO3aeWJnZ2fu+/jjz5g7d5bNAmyMFAoFfd08+fXcScC0zdHLpeUNj2ffsjv2LXtSlncAyosozkxG1fE+i54NCwsDTNUaU1JSSElJAUClUpnPQRNCCCGEEEI0DRYlaMuXf8CAAf04cuQoR44crdR38WKeTQJr7Pq6tauUoN3d3qdO4zl1nEzZvgOAaZujpQmaQqEgPDycmTNnEh8fT3Z2Np6engQHB8vKmRBCCCGEEE2MRQna8OFDWbu2+jO6pkx52KoBNRVXFwqpayVHMG1z1O9bCIDh9GqMFWUolBb98wCm7Y7Tp0+vcxxCCCGEEEKIhmPRO2g1JWcA3377hdWCaUr6VjoLre5l7B1aa1A63waAsfhPSs79WucxhRBCCCGEEE2LRQmaqOrqSo5/XMyhtKK8TuMpFEpUHa5sazRkxNdpPCGEEEIIIUTTIwnaDWrpqKajiysApRXlHM47X+cxVd5XyuQbTn6LsY5JnxBCCCGEEKJpkQStDipvc6z7e2iOnmNQqtoCUFGUTUnOpjqPKYQQQgghhGg66j1BW7VqDb6+fowadSd+fv6kpe287jPvvRfL6NHjGDXqTrp08eHxx2fUQ6TXZ+1CIQqlPapOfzNfF534qs5jCiGEEEIIIZoOy8sEXqWiooI9e/bSsWMHWrVqZfFzO3fu4qGHprJjxxZ69erJmjVrCQi4l/37d+Hp6VntM//85yK2bNlKUtKPODk5sWfPXrTae24kbKuz9goagLrzgxQefBcAw8nvMQ59h9eiYsz9CxYssMo8QgghhBBCiMbHohW0JUveoXv3PqSmplFWVsbIkWMZPHg4HTp0JTFxvcWTLVz4JgEBWnr16gnAxIkT8PBoy7vvvlft/X/++ScLFkTz1lv/xMnJCYD+/fvx/fdfWjynLfWzciVHAIe2w7Fz6QiAsSSX4sxkXnvtNfOPEEIIIYQQ4uZlUYL23Xdx/PjjSnx9NXz3XRz79u3n9993sXXrz0RFLbR4spSUn9BoBlVq8/UdTHLyT9Xev3btOlq2bEn37t0qtY8aNdLiOW2pe8s2OCjtAMi4lEteSVGdx1QolKg6P2C+zjvyOc49h9B80Ficew4hV1/3OYQQQgghhBCNk0UJmkqlolu3rgB89dW3PProQ/Tq1ZMBA/qjUjlZNJFOpyMvL4927SpvZfT09OT48RPVPrNv335uu60dK1Z8yJgxdzFihD9PPfUs58/XvWKiNTgo7ejl6mG+3quz1jbHKwnapRPxeI69lxZDA3DzD0YTuozFa7diNBqtMpcQQgghhBCi8bDoHbS8vHz0ej2nT59h/fpktmy5suJlMBRbNJFerwcwb1W8zMnJkcLCwmqfyc3N5fff9/PLL5tJTl6L0Wjk0Uf/jr//XaSn78DBwaHKM8uXr2D58g8ByMrKZt++fRbFd6M6K5zZ87/PP+zbget5fd0HNdqhNHrhrjiLs10JM3r9CV6B7M3IZtPBkyxas4WcnBwe0nSt+1xCCCGEEEKIRsOiBO3hhx+gXbtOlJWV4e8/Cl9fDfv3/0FMzD/p0KG9RRO5uLgAUFxcOaErLi7B2dm52mfs7OwoLS1lwYIw7O1NoUZGRtCjR1/Wr09m4sQJVZ4JCZlOSMh0ADQaP/r27WtRfDfqbodLrNx2FIDT9qVWmS9XX8S7P/bmiXZnAQjxycB97CgAEtMPM2P5Sr5NP8HL/zceV2dVnecTQgghhBBCNA4WJWhz587Cz284Z89mMn58gOlBe3vuumscI0YMt2gid3d3XF1dyc7OqdSenZ3N7bd3qfaZ9u29/vfnlSTQ29tUQOPEiZMWzWtrQ9p0NH/+7cIpq4y5dvdhEs/344l2SQAUn1lLRUkeSseWjB/QnZE+3mw+mMHa3Yd4yK9/rcbW6XTExcWRk5ODh4cHwcHBuLu7WyVuIYQQQgghRN1Y9A7aDz+sxtdXw+TJk8xbFDt0aM+PP65Dp9NZPNm4cWNJS9tVqS0tbRfjxo2p9v7Ro03FQLKyrrzblZNjSvA6duxg8by21MfNE5WdKc/NuJRLTlFBnce8UKAnw9CGP+3+VxylohhDRoK5v7+3qXrk+XzLt1MajUaioqLw8vIiJCSE8PBwQkJC8PLyIioqSt5pE0IIIYQQohGwuMz+X6nVap5/fjbPPfcPiyd75ZUXWb8+mQMHDgKmKo1ZWdnMnPkUAGFh8+nTZxAGgwGAkSPvwM9vOP/5z1LzGP/5z1K6d+9GQIDW4nltyUFpx+BWV1b4dpyv+ypa6+am7aBb9UPNbUVHPzZ/3pNhSljbtHCxeMzo6GgiIiIwGAxotVrmzZuHVqvFYDAQERFBdHR0neMWQgghhBBC1I1FCVp1FAoFPj49KCqyvOz74MGD+OKLj3nssScYNepOXn/9DdavX20+pNpgKKawsLDSak5Cwrfk5Jxj0KBh+Pn5c/ZsJsnJP6JSNZ53r67e5rjjwuk6jzdhYHecHOx594A3Rkxl/EtyfqEs/yiJ6YfZfDADlYM9Ewb2sGg8nU5HTIzpsOuEhASSkpKIiYkhKSmJ+Ph4AGJiYsjNza1z7EIIIYQQQogbV+M7aK+9Fs1rr72OQqEAwM6u+kIejz32cK0mnDRpIpMmTay2b9GiN1i06I1KbW3atOHrrz+r1Rz1bWjrq95Ds8IKmpuLmlkBw1i0Zgubc7szyu0AAF9+9RKhe0zv/D0bMMziAiFxcXHmlbPJkydX6gsMDGTcuHGkpKQQFxfH9OnT6xy/EEIIIYQQ4sbUmKBNm/Yo/v6jMBqNPPfcP1i8+M1K/UqlkrZt29KjR3ebB9nYDWlz5X24HRdOUWGsQKm44cVJAOaMNyViidsPmBO0/oqfUDv4MTNghLn/agsWLKj28+X39jQaTbVz+fr6kpKSQnZ2dp1iFkIIIYQQQtRNjQmat7c33t7eALz5ZgyjR4+qck9N55fdajo1c6eNyoXzBj15JQaO5F+gR8u2dRpToVAwd8IIdCP7cPbTz2ntUkZbx3y2z+5Gq9tHVPvMa6+9Zv58dYLm4WE6TDstLa3a51JTUwHMW02FEEIIIYQQDcOiZZ64uJVV2vR6Pb6+fixYEGX1oJoahULBECtvc7zMvXkLvttUZr5Wnvq81mMEBwejUqlITk4mISGhUl9CQgIpKSmo1WqCg4PrHK8QQgghhBDixlmUoB06dLhKm4uLC/v37yYl5SerB9UUDb26UIgVEzSAr7dc+Ww4/QPlhvO1et7d3Z3Q0FAAgoKC0Gq1hIaGotVqCQoKAmDevHm4ublZLWYhhBBCCCFE7dW4xXHv3n2kp+8BIDs7h08/rbpyo9PlotNJ5T+wzYHVlz00Yz45hg/wUJ2BilIMx77ApffcSvfk6otw7jkEO3Uzyosukasvws1Fbe4PCwsDTNUaU1JSSElJAUClUhEaGmruF0IIIYQQQjQchdFoqPaE4iVL3mHxYtP5Yzk55/DwqPxO1eUiIa+88iL33Xev7SO9ARqNX43vXVmbrriQVl9GAKaz0fIfjkZl72C18QsPryBv6wwA7N360nrSHhQKBUajkSWJ21i6fjvFpVe2Qjo52DMrYBhzxg83V+IEU8n9Vq1aVbqWlTMhhBBCCCHqj0YzmLS0rdX21biCNmfOs8yZ8ywA48aNJyUl0TbR3STcnZzp1qI1R/IvUFpRTrouk2Ftva02vqrTFPJ3zMFYVkhZ7j5KL6Ti2GYISxK3sWiNaQ/kKJ9O9PP2ZG9GNpsOnjS3z51wpaiIu7t7pXElORNCCCGEEKLxsOgdtGslZ1LJ8YpK76FZeZuj0rEFKu+/ma8LDy0jV1/E0vXbAVgREsiXs6fwyn2j+HL2FGJDTOedLV2/nYuFBqvGIoQQQgghhLCNuh3WBUycGGiNOG4KtqrkeJmzz9Pmz0XHvyI5zbStcZRPJ+4e0K3SveMHdGekjzfFpWWs3X3I6rEIIYQQQgghrK/GLY5X69LFp8a+7OwcqwXT1FU6sPr8aauP79hmKA6tfSm9kAoVxbQ8/w3QhX7e1Z9f1t+7HZsPZnA+X29uu14xESGEEEIIIUTDsShBc3Jy4pVXXjRfl5eXc/ZsJqtXr+Xpp0NsFlxTM8DdCwelHaUV5RwtuMAFg57WKherzuHs8yx5W6YC0N3wA3bMZm9GdrX37snIAqBNC5dKxUTc/K+cd6YJXVZtMREhhBBCCCFE/bMoQXvttXCmTLm/Svtzz83mqaeetXpQTZWTnT2DW7Vn+/kMAH7JPkZwp35WnUPd+f8oSHuRCsN5VGXZjG19iOSDdiSmH2b8gO7m+xLTD7P5YAYqB3smDOxR62IiQgghhBBCiPpnUYJWXXIG0KxZM44ePW7VgJq6se26mhO0jVlHrZ6gKeyccO4ewqW9rwMwp8deki/0YsbylYz08aa/dzv2ZGSx+aAphmcDhmE0GisVE7n6fbXE9MPMWL6Speu3M81/EK7OKqvGK4QQQgghhLCcRQladYdUFxRcYuvWbSiVda4zclMZ0+52YvZuAGBj9jGbzOHc4yku7XsDjOV4lO4m6u7niN5wns0HM8yJ2dXnoH35697rFhPZfDCDtbsP8ZBff5vELIQQQgghhLg+ixK0J598Fk9PD/O1QqGgefPmDBjQjy+++MhmwTVFI9p2Mr+H9sfFHLIL8/F0bmHVOexc2qPyDsJw8jsAglr/yuSY/9DedzR26uaUFxVwNm2TeTXsQoGpSEhtiokIIYQQQggh6p9FCdqwYUPYuDHJ1rHcFJztHRnWpiObc04A8HP2MR7oMtD68/g8a07Qio5/RtvBCyk8kGruv3qrYuvmpkIllhQTEUIIIYQQQjQci/YnbtiwztZx3FTGtutq/rwxyzbbHB09RmLvZnq/zVhWSOGhZTXeO2Fgd5wc7Nl08CSJ6Ycr9f21mIgQQgghhBCi4ViUoCmVSn77bQePPDKNwYOHM3jwcB55ZBo7dqRe/+Fb0JirE7TsozaZQ6FQ4NL7BfO1/o/FqByqv9fNRc2sgGEAzFi+kgff/oY3ftjEg29/w4zlKwFTMREpECKEEEIIIUTDsmiL4wcffMSTTz7L0KG+9O7dE4Bjx47j5zeG999/h7//fZotY2xyhrXxRmVnj6G8jCP5Fzijv0h7F1erz6Pu8iAFu8Oo0J+mwnCeTxZO4I8C32rvnTN+OABL12+vsZjI1XQ6HXFxceTk5ODh4UFwcDDu7u5W/w5CCCGEEEKIKxRGo8F4vZu6du3F559/xLBhQyu1b9u2nUceeZxjxw7YLMC60Gj8SEtLa5C5x617nw1ZRwD4dOSDPNp1sE3m0f/xNvk75gBg16wTbYKOoFDWnHfn6otqLCYCYDQaiY6OJiYmBoPBYG5XqVSEhoYSFhYmB1oLIYQQQghRBxrNYNLStlbbZ9EWR09PjyrJGcDw4cO47bZ2dYvuJjWm3e3mz7ba5gig7vYECqdWAJRfOonh5LfXvN/NRU3hgVQKdv1E4YHUKtsao6OjiYiIwGAwoNVqmTdvHlqtFoPBQEREBNHR0Tb7LkIIIYQQQtzqLErQOnXyJiMjo0p7RkYGPj5XCktERLxmvciauDGeV95D+ynLdgma0sEFl56zzdeX9r2B0XjdRdFq6XQ6YmJiAEhISCApKYmYmBiSkpKIj48HICYmhtzc3LoHLoQQQgghhKjCogTN3d2dwYNHMHXqE0REvEZExGtMmzYdP7+xuLu7Exn5OpGRr/P551/ZOt4mw7dNB1zsHQHIuJTLiYI/bTaXi89MFPamEvllufsoPpt4Q+PExcWZV84mT55cqS8wMJBx48ZhMBiIi4urc8xCCCGEEEKIqiwqEvLZZ18yYEA/Tp06zalTp83t3brdXqmS48WLedaPsIlyUNox0qMz684eAkzl9js3b2WTuZSqVjh3D0H/x38AuLR3Iar2E2q8f/78+dW25+TkAKDRaKrt9/X1JSUlhezs6s9TE0IIIYQQQtSNRQna8OFDWbv2h+veN2HCfXUO6GYypl1Xc4L2U9ZR/t59iM3mcun9PPqD70BFKaXntlCctRGndmOqvXfBggXVtnt4eADUWFglNdWUjHt6etY9YCGEEEIIIUQVFm1xtCQ5q819t4oxnpULhdzou2GWsHNpj/r2qebrgt1htZ4vODgYlUpFcnIyCQkJlfoSEhJISUlBrVYTHBxslZiFEEIIIYQQlVmUoIkbM6hVe1wd1QBkFuazR5dp0/ma9w8Hpem9t9JzW2v9Lpq7uzuhoaEABAUFodVqCQ0NRavVEhQUBMC8efNwc3OzbuBCCCGEEEIIQBI0m7JTKpnQ3sd8ver0ftvO16wjzt1DzNcFu2q/ihYWFkZkZCQqlYqUlBQWLlxISkoKAJGRkYSFhVk1ZiGEEEIIIcQVkqDZ2KQOvc2fV536w+bzNesXCnamVbsy3W4MGfG1el6hUBAeHs7Zs2eJjY2t1BceHi6HVAshhBBCCGFDNSZoEybcx1tvLa7PWG5Kd7fvgb3C9Ne8888znNXbttKlnXM7XHo+a76+lB6BsaK81uO4u7sT/ODDOPccQvNBY3HuOYRcfZE1QxVCCCGEEEL8RY0JWl5eHi+8MBeA++9/sMYBPv30c+tHdRNp6ahm9FXFQtacrodVtD4vo3BoDkDZxT8wnPi6Vs8bjUYWr92KJnQZbv7BtBgagJt/MJrQZSxeu9WmxU6EEEIIIYS4ldWYoBkMxRQXFwOg0+lqHODjjz+zflQ3mUkde5k/2/o9NDCdi+bS6znzdUH6fIzlJRY/vyRxG4vWbKG4tIxRPp14NmAYo3w6UVxaxqI1W1iSuM0WYQshhBBCCHHLq/EctLFj/Wnd2os2bVqTnZ1Dly4+1d6XnZ1jo9BuHvd26MWc30xHEGzIOoq+tBgXByebzunS+3n0B5ZiLMmlvOAY+oPv0Kz389d9LldfxNL12wFYERLI3QO6mfsS0w8zY/lKlq7fzjT/Qbg6q2wWvxBCCCGEELeiGhO0N99cyL33TuDEiZO88cYiXnnlxSr3GI1G/vnPt2wa4M2gc/NW9HVrx77cLIrLy0jOPMJk7z42nVPp2JLm/SPITzWtpF1Kj0R9+6PYqdpc87m1uw+bV86uTs4Axg/ozkgfbzYfzGDt7kM85NffZvELIYQQQghxK6oxQQMYNWoko0aNJC8vn6lTH632nvz8ApsEdrO5t0Mv9uVmAaZtjrZO0ACcfZ5Bf2gZ5fmHMZbmcSl9AS2HvXvNZy4U6AHo5+1ZbX9/73ZsPpjB+Xy91eMVQgghhBDiVmdRmf3Zs2eaP+v1evR6fbV9omZXv4e25vQflFdU2HxOhZ0jLXwXma8LD71Hae7v13ymdXMXAPZmZFfbvyfDlGS2aeFipSiFEEIIIYQQl1l8DtoHH3xEly4+tGjRhhYt2tCliw8ffvixDUO7ufi27oCH2lRZ8bxBz2/nT9XLvE7tJ+LYbpzpwlhBfuoL16zCOGFgd5wc7Nl08CSJ6Ycr9SWmH2bzwQxUDvZMGNgDMBWQiY2NJTo6mtjY2GsWlBFCCCGEEEJc2zW3OF72n/+8zVtvLeHRRx+ka1dTyfijR48xf34U+fkFzJ07y6ZB3gyUCiX3dujFisO/AbD69B+M8Ohk83kVCgUthvybC6sGgLGCkswkis8momo/odr73VzUzAoYxqI1W5ixfCUjfbzp792OPRlZbD6YAcCzAcNoqXYiKiqKmJgYDAaD+fnZs2cTGhpKWFiYHGothBBCCCFELSmMRsN1D7Xq39+X9etX4+lZ+b2k7OxsAgLuZc+eVJsFWBcajR9paWkNHYbZ6lP7mbThIwB6tGzDgcB/1FsSk7f1KQoPvw+AXYtutLlvHwq76itJGo1GliRuY+n67RSXlpnbnRzsmRUwjDnjhxMdHU1ERAQAWq0WjUZDWloaycnJAERGRhIeHm7jbyWEEEIIIUTTo9EMJi1ta7V9FiVow4ePZtu2X2rd19AaW4JWWFaCx1evcanMdL7cznvnMqh1+3qZu7zoHOfju2EszQeg2YAFNB8w/5rP5OqLaO87Gjt1c8qLCjibtglXZxU6nQ4vLy8MBgMJCQlMnjzZ/ExCQgJBQUGoVCoyMzNxc3Oz6fcSQgghhBCiqblWgmbRO2gVFRVs2fJrlfZff91KRT0Uu7hZONs7EnhV9cbPj++qt7nt1G1pPnih+frS3hjK8g5d8xk3FzWFB1Ip2PUThQdSzeeexcXFYTAY0Gq1lZIzgMDAQMaNG4fBYCAuLs76X0QIIYQQQoibmEUJWmRkBHfeOR4/P3+mTn2CqVOfwM/PnzvvHE9UVIStY7ypPHL7IPPnr47vpqyivN7mdu7+JA6th5guKkrI2/bUNQuG1CQnx3Q4uUajqbbf19cXMG2BFUIIIYQQQljOogQtIEDL7t2/0a1bV/bvP8D+/Qfo1q0ru3f/xl13aW0d401lbLuueP6vmmN2UQE/ZR2tt7kVSjtaDn8fFHYAlGT/TNGxz2o9joeHB0CN20dTU03vJP71nUUhhBBCCCHEtVn0DlpT1djeQbvs+R2r+M/+TQA8dvtgPhn1YL3On5/6Evr9pvPRlE6taRN4EKWqVbX3LliwoMrnq99Bi4+PJzAw0HzP5XfQ1Go1Z8+elXfQhBBCCCGE+ItrvYNmUZl9YV0PdxlkTtDiM37nv6XFuDhUX1HRFpoNWIDh5LeU609RUXyB/NTncR35SbX3Xp2gXebu7k5oaCgREREEBQUxbtw4fH19SU1NJSUlBYB58+ZJciaEEEIIIUQtWXxQtbCeQa288GnZFoBLZcWsOv1Hvc6vdHChxbB3zddFxz7FcGpVrcYICwsjMjISlUpFSkoKCxcuJCUlBZVKRWRkJGFhYdYOWwghhBBCiJueJGgNQKFQVCoW8vmxnfUeg6rDRFRdHjJf520NocJwweLnFQoF4eHhnD17ltjYWKKiooiNjSUzM5Pw8HA5pFoIIYQQQogbUO8J2qpVa/D19WPUqDvx8/MnLc2y5ESv19OpU3f8/W+OoiQPdRlo/rz+7GHOGy7Vewwthy5FqW4HQIUhh7xtT9e6qqO7uzvTp08nLCyM6dOny7ZGIYQQQggh6sCiBO2HH1ZXaSssLOT//u8Rfvtth8WT7dy5i4cemsonn6xg06YNzJv3DwIC7rWoHHtERCR5efkWz9XYdW7eCr+2nQAoN1bwzfH0eo9B6eROS78V5mtDxvcYTnxd73EIIYQQQgghTCxK0JYseadKm1qt5rnnZvHcc/+weLKFC98kIEBLr149AZg4cQIeHm159933rvnc7t3ppKamMWnSPRbP1RRcvc3xwyOpN3QmWV2p2k9A3X2G+Tpv+0zKCzPrPQ4hhBBCCCFEHbY4KhQKfHx6UFRUZPEzKSk/odEMqtTm6zuY5OSfanymoqKCmTPn8u67S26695qmdB6Ays5USHO37izbz2c0SBwtfN/CrlknAIwluVzc/BjGejxAWwghhBBCCGFSY4L22mvRKJVq7Oyc+eWXzdjZOVf5adXqNgYM6GfRRDqdjry8PNq1q3x4saenJ8ePn6jxuXfeWcbIkX707dvHwq/UdLg7OfNQlysJ67sHqj8LwdaUDs1pecfHgCkBLsnawKV9b1h9Hp1OR2xsLNHR0cTGxqLT6aw+hxBCCCGEEE1ZjeegTZv2KP7+ozAajTz33D9YvPjNSv1KpZK2bdvSo0d3iybS6/UAODlVPu/LycmRwsLCap85c+YMK1Z8xPbtmyyaA2D58hUsX/4hAFlZ2ezbt8/iZxvCXfZt+fB/n789kc705l1p5aBugEjccfacjnN2LAAFuyM4o/eirPngOo9sNBpZvnw5K1asoLi42Nw+a9Yspk+fTkhIyE23OiqEEEIIIcSNqDFB8/b2xtvbG4A334xh9OhRdZrIxcUFoNJ/0E3XJTg7O1f7zOzZL7BwYVSN/dUJCZlOSMh0ADQaP/r27XuDEdePvsDiC/vYfj6DUmMFW+0KCO07pEFiMfb+L3+uO0DpuS0oqMD9TBhtJqWjVLWu07hRUVG8+67p3DWtVotGoyEtLY3k5GTeffddPDw8CA8Pt8ZXEEIIIYT2R+0DAAAgAElEQVQQokmz6B20cePurLHvoYces2gid3d3XF1dyc7OqdSenZ3N7bd3qXJ/QUEB6el7ePPNf+Pvr8XfX8u6dcmkp+/F31/LvHk3z0HIM3uOMH9+79A2yhro/S+F0h630V+hcGoFQEXhWS5umYbRWHHDY+p0OmJiYgBISEggKSmJmJgYkpKSiI+PByAmJobc3Ny6fwEhhBBCCCGauBpX0K528eJFlix5h/T0veTn51eqNpievtfiycaNG0ta2q5KbWlpuwgKuq/Kvc2bN+f48YOV2qZNm87Jkxn8/HOyxXM2BX/r1J/nd6zivEHPaf1FVp/+g0Dvhln5s3Npj+sdn5C7YSIAxWd+RL/vnzTrN++GxouLi8NgMKDVapk8eXKlvsDAQMaNG0dKSgpxcXFMnz69zvELIYQQQgjRlFm0gvbgg4/x44/r6NKlMyNH+jF69Ejzj6trS4sne+WVF1m/PpkDB0yJ19q168jKymbmzKcACAubT58+gzAYDDfwVZouJzt7ZnQfZr5uqGIhl6k63INL7xfM1wW7XsVwZu0NjZWTY1ox1Wg01fb7+voCWHQWnhBCCCGEEDc7i1bQsrKy2bVrO0pl1XzOzc3N4skGDx7EF198zGOPPYFaraK8vJz161fj6Wmq7GgwFFNYWFjlPLD09D3MnfsiBw8exmAw4O+v5aWXnueee8ZbPHdj92SPYbyx7ycqjEY2ZB3h4MVz+Li2bbB4mg9eSOmFVEpyNgFGLv7yEK0n7sC+pWVFYS7z8PAAIC0trdr+1NRUAPPvgBBCCCGEELcyhdFouO7pyFOmPMw333xebaW9n3/+BX//0TYJrq40Gr8aE4PGKHDDx6w89TsAT/sM57/Dgxs0nvKic1xYPZiKwjMA2LfsSat7tqN0bGHxGDqdDi8vLwwGA/Hx8QQGBpr7EhISCAoKQq1Wc/bs2Vol+0IIIYQQQjRVGs1g0tKq3zVn0RbHu+66k8DAKXz55dds3PgzmzZtNv88//zLVg32Vjarp5/584dHUskqzG/AaMBO3Rb3sSvBTgVAWd4BLm5+pFZFQ9zd3QkNDQUgKCgIrVZLaGgoWq2WoKAgAObNmyfJmRBCCCGEEFi4gqZU1nwul0KhoLy8+nPMGlpTW0EzGo0MW/M2Oy6cBuD53qN4a8ikBo4KCo99Tt7mR83XLn1eooXmXxY/bzQaiY6OJiYmptL7hSqVitDQUMLCwuQcNCGEEEIIccuo8wra6NEjqagoqvZn1Kg7rBrsrUyhUBA+QGu+fu/QNs4bLjVgRCbOtz+CS+/nzdf6399Ef/C/Fj+vUCgIDw/n7NmzxMbGEhUVRWxsLJmZmYSHh0tyJoQQQgghxP9YlKC9//67NfZ98cXH1olEAHBP+570d78NgMKyUhbv39zAEZk0H/wvnDrca77O/20WhtOrazWGu7s7Z86coaysjDNnzsi2RiGEEEIIIf7Coi2OAOXl5SQmrufChQtMm/YYe/fuo2dPHxwcHGwd4w1ralscL/v+5B7+tvEzAJo7OJHxt1dxc3Ju4KigolSPbv0YSi+YKi8q7J1xv/tnHFv7WjzG1atlf63WKYQQQgghxK2gzlscT548iY9PPyZNCiYqaiEAq1f/SP/+vhw+fMR6kQoAgrz70rOlqcR+QWkx7xz4tYEjMlE6uOB252rsmnUGwFhWSG7KRMryrfs7oNPpiI2NJTo6mtjYWHQ6nVXHF0IIIYQQorGyKEGbO/clZs58ivz883Ts2AGAV199hU8//YAXXpAqjtamVCgJ7X+n+XrxH5spKG0ch3fbqT1w1yaicHIHoMJwDt36cZTrT9d5bKPRSFRUFF5eXoSEhBAeHk5ISAheXl5ERUXJipsQQgghhLjpWZSg5efnM3fuLJo1a1Zpi5pGM5jCwsZZwbGpe6DzAG5v3goAXXEhb/+xpYEjusK+ZQ/cx64CO1N1z3L9Kf5cP47yonN1Gjc6OpqIiAgMBgNarZZ58+ah1WoxGAxEREQQHR1tjfCFEEIIIYRotCxK0C5ezKu23WAwkJmZZdWAhIm90o7QfldW0d7Yu5GcooIGjKgyRw8/3McmgNL0DmJ5/mH++KwfMZE1r6jm6otw7jmE5oPG4txzCLn6InOfTqcjJiYGMB1gnZSURExMDElJScTHxwMQExNDbm6uDb+VEEIIIYQQDcuiBG3IEA0PPPAoO3akUlJSwvHjx1m7dh3jx09i7Fh/mwZ4K3us62B6uXoAcKmsmAW7kxo4osqcvAJwHf01KEy/Rq0dc+hb8i8qSiofsG00Glm8diua0GW4+QfTYmgAbv7BaEKXsXjtVoxGI3FxceaVs8mTJ1d6PjAwkHHjxmEwGIiLi6u37yeEEEIIIUR9syhB+/e//4WDgz3Dh49m69btdOvWh0mTgunYsQNvvfVPW8d4y7JX2rHId6L5evnh7fxxMbsBI6pK7R1ES78PzdearqBL0lJRfNHctiRxG4vWbKG4tIxRPp14NmAYo3w6UVxaxqI1W1iSuI2cnBzT8xpNtfP4+poqRWZn2/77L1iwwPwjhBBCCCFEfbK4zD7AiRMn2L//AAB9+vSiU6dOtorLKppqmf2rGY1G7kpaTkqmqVLiPe17skb7RANHVdW0sQoWPnbl2qHVYNzvSiKvTI0mdBnFpWWsCAnk7gHdzPckph9mxvKVODnYM8fHhTnPPIVWqyUpqepKoVarJSUlhdjYWKZPn27T7yJHAQghhBBCCFuqc5n9yzp37szEiROYOHECrq6uVglOXJtCoWCR770oMCUNP545wIbMxne0wScb4ZVPr1yX/rmTP9ffSXLab+aVs6uTM4DxA7oz0seb4tIy1Lf3RaVSkZycTEJCQqX7EhISSElJQa1WExwcXB9fRwghhBBCiAZhUYK2cOG/cHRszvz5kea2zz//ioEDh3LixAmbBSdM+rvfxrRuV7b+vZC6mvKKigaMqLLLxT8S8sby6rpO8L9kskyXTr9Tf6eNQx79vD2rfba/dzsACsshNDQUgKCgIMYGjOf+FxYwcEoIj7z6BgonNfPmzcPNza0+vpIQQgghhBANwt6Sm+Ljf2D79k0MGjTQ3Pbss0/Tv39fZs16njVrEq7xtLCGqIF3882JdArLStmjy2TF4d940md4g8ZkNBpZkriNpeu34+ZvWtlKApwzdhHq/S0KjLQsP8GKXsv45HQbYFSVMfZkmKqAtmnhwuywMIxGWLz2Vw5534GiyAFad8XNvyut/YNoNvgOjEajeQuiTqcjLi6OnJwcPDw8CA4Oxt3dvb6+vhBCCCGEEFZn0Qqai4tzpeTsspEj70Cv11s9KFGVl0tLXurjb75+eeePZBXm1/xAPaip+MfKnEFEHPs/KrAD4DanXJ5yCuPnrZUrMCamH2bzwQxUDvZMGNgDhUJBC82dOA8ai8LeodKY5Sh4a82vLEncZtMDra91FIAQQgghhBC2ZtEKmk6XS1FREWq1ulK7Xq/nwoU/bRKYqOrlvmP54thujhZcIK/EwOzfVvLdmMeu/6AN5OqLWLp+O0ANxT+giGYs6v4FlBfh5qDH8cBDzN/9Iur2AezJyGLzwQwAng0YhquzyoIxV7J0/XYupG7g9QURgKl4iEajIS0tjeTkZCIiTO3h4eG1+j7VrQYCaEKXMStgGHPGD69UPEQIIYQQQghbsGgFbeLE8fj5jWHFig/ZuPFnNm78mdjYDxg58k4mTbrH1jGK/1HbO7Dc737z9fcn97Lq1P4GiWXt7sPXLf7xy5/d2NnuPRSOpvfGXOxKmK5+gzO7lrD5YAZODva8OPEO5owfbvGYxaVlvBO3DrDugdaWHAUghBBCCCGErVm0ghYVtQCA2bNfwGAwAKBSqXjuuVlERs63WXCiqjHtuvJ4N18+OpIKwMxt8fh73k4LR1W9xnGhwLS19VrFPzYfzOBYaVcCJmxBlxRAReEZ7JUVvNo5njbntjI75hhuLs61HrPCQXXNA61TUlKIi4uzuBy/pSt30/wH4epcv3/PQgghhBDi1mLRCpqdnR0xMVHodFns3ZvG3r1p6HRZvP56JHZ2draOUfzFm5qJtFG5AHCmMI+wXevqPYbWzU3z782o/uDoq4t/OLj2ovU927F3v/IeY8jQbIy/PUJF6ZV3GC0ds7yowKoHWlu6crd29yGLxxRCCCGEEOJGWJSgKZVqNJoRqFQq+vTpTZ8+vVGpZCWhobRSubBk6JXVo3cO/Mqm7GP1GsOEgd1xcrBn08GTJKYfrtT31+IfAHYuXrQav4n1u6/cV3wqgT8T76Cs4ITFYzoooOjY7zUeQJ6aalpZ9PSsfhWuOpas3AGcz5eCOEIIIYQQwrYsStD69+9X40nXomE80HkAd3uZkh8jRh7Z9BW5xYX1Nr+bi5pZAcMAmLF8JQ++/Q1v/LCJB9/+hhnLVwJXin9cpnRoxhNL4b2rFvzKdOlcWKOh+GySRWOGjB2Mk9Jo1QOta7MaKIQQQgghhC1ZlKB169aV0tLSavteeSXMqgEJyygUClb4TcHdyfQO12n9RZ7c+n2dSszX1pzxw3lx4h04Odiz+WAG76zfXm3xj6uFR8xH4TOfXy7cC0pHAIzFOnQp47m09w1m3z3smmO+EjS20oHWWq2W0NBQtFotQUFBALU+0Lq2q4FCCCGEEELYisJoNFz3f/Qffvgx334bx8MPP0D79l6V3jubO/cldu3abtMgb5RG41fjVribRULGPoJ++sR8/eEdU3i825B6jSFXX0R739HYqZtTXlTA2bRNFhXTKDm3ndyfg6kozDS3OXWYhOsdH5FXpq5xTKPRSHR0NDExMeaiNWAqXBMaGkpYWFitS+IvXruVRWu2ADDSx5v+3u0qHQXw4sQ7mDthRK3GFEIIIYQQojoazeAadyhalKApleoa+xQKBeXl9be1rjZuhQQN4Kmt3/P+IVOS7GLvyO5Jz9GtZZt6jeHqhKg2q3jlhdnk/vw3Ss9tMbfZuXTEdfTXOHlcSYiqG1On0xEfH092djaenp4EBwfXuHKm0+mIi4sjJycHDw8PgoODcXd3rzT+5XPQikvLzO1ODvZyDpoQQgghhLCqOidoY8bcxcaNSbXua2i3SoJWWFbC4FWLOZh3DoDBrdqzZcJMVPYO9RbDjSZoAMbyEvLT/kHhgSVXDWhH9DflLFsHRmPtx7w6ltqstt3oaqAQQgghhBCWqnOCdvjwEbp371ZtX2ZmJrfddlvdIrSRWyVBA9j951mGrXmbkopyAP7ebQgr/P5Wb6s+dUnQLjNkrOTir49jLLlobtu8H+Z+AJm6GxszKiqKiIgIALRaLRqNhrS0NJKTkwGIjIwkPDy80jPW+C5CCCGEEELUpM4JGkB5eTmJieu5cOEC06Y9xt69++jZ0wcHh/pbpamtWylBA1j6xxZm/7byyvXQyTzb6456mXvBggXVfq6tsksZXPzlAUrPX3mvsbhchceYD1F3ebBWc+t0Ory8vDAYDCQkJFQ62DohIYGgoCBUKhWZmZmVtkZKgiaEEEIIIWypzgnayZMn0Wrv4dix43Tu3Iljxw7w+utv8MUXX7Ny5Xc1rq41tFstQTMajTy+5Rs+OWr6znYKJSkBIfi369rAkdWOsaKUgt3z0e97A7jy66nq/AAth76DUtWq0v01JVSxsbGEhISg1WpJSqq6DVer1ZKSkkJsbCzTp0+/7nhCCCGEEEJYw7USNIvK7M+d+xIzZz5Ffv55OnbsAMCrr77Cp59+wAsvvGy9SEWdKBQK3hsejG9r079RubGCv238jFOXchs4stpRKB1oMTiGVuM3Ydesk7ndcOJrzq/sRdHJOIvGycnJAUCj0VTb7+vrC0B2dvXnnwkhhBBCCFHf7C25KT8/n7lzZwGVVxc0msEUFjbOCo63KpW9A/FjpzJ41WLOGS5xoVjPpA0fsWn8M7RwbFrFLhw97qD1pD3kpz5H0ZEPAagwnOPiz/dj8A6mxbB3sVN71Pi8h4epr6ZV1NTUVAA8PT0rtc+fP98a4QshhBBCCFFrFq2gXbyYV227wWAgMzPLqgGJumvv4krc2KnYK0z/vHt0mQT99AnF5WXXebLxUTq2wNXvA9zuXI3S+UoxGkNGHOcTenJ+339x6elL80Fjce45hFx9kfme4OBgVCoVycnJJCQkVBo3ISGBlJQU1Go1wcHBlfoWLFhg/hFCCCGEEKI+WZSgDRmi4YEHHmXHjlRKSko4fvw4a9euY/z4SYwd62/TAMWNucOjM++PuN98vSHrCNM2f02FsaIBo7pxqg4TaXPfftTdrrwrZizJpWznTOKezmGQfz/c/IPRhC5j8dqtGI1G3N3dCQ0NBSAoKAitVktoaCharZagoCAA5s2bV+PZaUIIIYQQQtQ3i4qEFBYW8uSTM/nyy28wGo0oFAoUCgUPP/wA77//LipV49w6d6sVCanO63tSCNu1znw9t9dI/j1kUpM+dLk4M4VTKVNpVpFpbqvAjs3Fd7Pgd18ulat5ceIdzJ0wotbnoAkhhBBCCGFrVimzD6Zqjr///gcAffr0olOnTlYJ0FYkQTNVIZy1PYF3D175BVg4eAKv9BvbgFHVTa6+iBGvvs3DbZJ4vP1mlMZSc1+ZnSv/PjaaH3P92LFwlvmQaZ1OR6tWV6o/6nQ6WTkTQgghhBAN4oaqOBoMBmbNeg5PT286duxKZOTreHt7M3HiBCZOnNDokzNholAoWDJ0Mvd36mdum7dzLW/u29iAUdXN2t2HKShR8EfzJ2l73x4cPf3NffblF/lHpx/4yGcR27esMJfJd3d3rzSGJGdCCCGEEKIxqrGK4/z5UXz66ReMHetPSUkJMTH/wsOjLU8+OaP+ohNWYadU8tnIB/nToGdj9jEA/pH2IwAv9R3TkKHdkAsFegD6eXvi4NoT94CfMJz8joKdL1N+6SQAXdTnIHMWuuTVtPB9i0uOt+Pccwh26maUF10iV1+Em4vaovl0Oh1xcXHk5OTg4eFBcHBwlYRPCCGEEEIIa6hxBW3VqjXs3LmNhIRv+fHHlSQn/8jXX39Xn7EJK1LZO7B63N8Z7dnF3PaPtB+b5Epa6+YuAOzNMJ1fplAoUHeeQpvJB2g++A0MxiuJV0lmEud+6M/Xy+7k9nF30WJoQJViIjUxGo1ERUXh5eVFSEgI4eHhhISE4OXlRVRUlBxiLYQQQgghrK7GBM3V1ZWuXW83X48ceQfFxSVV7isoKLBNZMLqXByc+HHcE1WStJg9G5pUsjFhYHecHOzZdPAkiemHze0KexWbywO5b/cLrLwwHP53zICSCia33sbqgf/io5G7mdDTjeLSMhat2cKSxG01zhMdHU1ERAQGgwGtVsu8efPQarUYDAYiIiKIjo62+XcVQgghhBC3lhoTNLW6amVGlcqpStt9991fpU00XtUlaa/uSmTubz80mRL8bi5qZgUMA2DG8pU8+PY3vPHDJh58+xtmLF+Jrqw5xb0W4ajdzo787ubnHBUl9Cn+mki3uayZeISW9nqWrt/OxUJDlTl0Oh0xMTGA6cy0pKQkYmJiSEpKIj4+HoCYmBhyc3Pr4RsLIYQQQohbRY3voJ04cZLIyNcrtZ08mVFtm2haLidpkzZ8xE9ZRwF4+8AWcgyX+GTkAzjZ1fhr0WjMGT8cgKXrt7P5YAabD5p+D50c7JkVMIw544fz5a97efng3wnpc5Gn26+jTJcOgLGsEI9zK1gzUMVXWcNJShvMlFGjK40fFxdnXjmbPHlypb7AwEDGjRtHSkoKcXFxTJ8+HSGEEEIIIayhxv+JZ2fn8NFHn1Zp/2tbTs4560clbM7FwYm12uk8sulLvj+5F4BvTqRzwaAnfuxUWjg2zrPtLlMoFMydMIKpowfS3nc0durmlBcVcDZtk7m0vqmYiAJHr/G0vjeG4lMrKUhfQFmu6fuqFAYev20jpSd+o6DZc7j0motS1RqAnJwcADQaTbXz+/r6kpKSQnZ2tu2/rBBCCCGEuGXUmKANGzaEjRuTrjvAmDF3WTUgUX+c7Oz5evQjzFGtNJ+TtiHrCCN+XMoPdz7O7S1aN3CE1+fmoqbwQKr5+nJyBpWLiSgUClTegTh1vA9DRgKX0hdQdvF3AByMhVza+zqX9v8b526P49LrOTw8PABqPEcvNdU0p6enp02+lxBCCCGEuDXV+A7aRx8tt2gAS+8TjZOdUsnSYYFEDbzb3Lb/Yg5D1rzNT5lHGjCyuquumIhCoUTdKZg07++Yd/QhThR5XHmgvIjCg//lfHx3JnVcxfCejiQnJ5OQkFBp3ISEBFJSUlCr1QQHB9fnVxJCCCGEEDc5hdFoaDrl+2pJo/GrcQVEVPXZ0Z3M2PodxeVlANgplLw99D6e9hmBQqFo4OhqdnVsf61GuXjtVhat2QLASB9v+nu3Y09GlvmdtZfuGU5Ir0wu7fsnZbrdVcZOPQLLEqG89Z1oNENITU0lJSUFgMjISMLDw231tYQQQgghxE1KoxlMWtrWavsafzUIUW8e7TqY7i1bE7jhE7KK8ik3VjBzewK/nT/Ff4cH4eJQtYpnYzB//vwa+65XTGT2+OGm7Y+dplCSvRH974soPptoft63m+nneM4GPv1pA2nbQKVSERoaSlhYmG2/mBBCCCGEuOXICpqo4qw+j8k/fUTahTPmtp4t2/LtmEfp49auASO7cbn6ohqLifxVae7v6Pf/m6Ljn0NFaaW+cqMDDh3vx63fHBxaD2nUK4tCCCGEEKJxutYKWr0naKtWrSEqaiFqtYry8nKWLHkLjWZwtffm5OSwZMk7bNq0BXt7e/Ly8pkyJZiXXnoee/vrL/5JgnbjispKeWZbHB8fvfL3p7Zz4J1hgTzezbdJJibX2gpZnfLCTPQHllJ46D2MJRer9Nu7D8TF52lUnR9C6eBicRw6nY64uDhycnLw8PAgODgYd3d3i58XQgghhBBNW6NJ0Hbu3MXo0Vp27NhCr149WbNmLVOnTmf//l3VVsN7551lfPTRp/z8cxLNmzfn9OnTDBo0nKefnkFkZM3b2i6TBK3uPj6SyjPb4ikqv7KSFOzdl2UjgmmjataAkdVebRO0yypK9RhOfIX+0DLK/txVdVyHFqhvfwR112k4tNLUmLwajUaio6OJiYnBYLhyOPbVWyabYuIrhBBCCCFqp9EkaPff/yBGo5G4uK/Nbb16DSA4eDJRUQuq3P/tt99TUVHBAw9MMbfNnDmHdeuSOHbswHXnkwTNOvbnZvO3jZ9yIO/KmXce6ubEjrifezv2bsDIaudGE7Srnym9kErhoWUUnfgayg1V7rFv2RN116mouzyCnYtXpb6oqCgiIiIA0Gq1aDQa0tLSSE5OBqToiBBCCCHEraLRJGiurh68/PILzJv3D3Pb1KlPcOjQEbZv32TRGC+++Apff/0dZ84cu+69kqBZj760mOd3rGb54e2V2h/v5stbvvfi5uTcQJFZbsGCBdV+vhEVxToKj35C4aH3KM8/XPUGhRKndlrUXaei6jiZ3PwivLy8MBgMJCQkMHnyZPOtCQkJBAUFoVKpyMzMxM3NrU6xCSGEEEKIxq1RVHHU6XTk5eXRrl3lrYyenp4kJl7/QOzLtm3bzpQpcvZUfXNxcOJ9v/u5r2Nvnvj1W7KLCgD46Egqa88cZMmQ+5jSuX+j3qJX16Tsakond5r1fg6XXnMpyf6FomOfYDj5HcYyvekGYwXFmespzlyPwqEFGcV9GNrVgPq2OyslZwCBgYGMGzeOlJQU4uLimD59utXiFEIIIYQQTUuNB1Vbm15v+o+rk1PlUu1OTo4UFhZaNEZKygZOnTpNRESo1eMTlpnQoSe/T36RKZ36m9tyigp44JfPuSf5A04W6BowuvqnUChwaueP6x0f0fb/sml5xyc4thtb6R5jaT4dlVv56gV4d8pW8rY+SXHWTxgrys33+Pr6ApCdnV2v8QshhBBCiMal3lbQXFxMVe6Ki4srtRcXl+DsfP3tcRkZGTz99GxWrYrD1dW1xvuWL1/B8uUfApCVlc2+ffvqELWoSVjrAQy3c2Phqd84V1oEQOLZg/SM/yePe/bhcc8+qJS34jF7A+G2gShbZeKkW4Pqzx+wKz5t7lXbFVF4eDmFh5ejVHmg6nQ/6s7/R1raDgDKysos+p3973//a/78zDPPWP9rCCGEEEKIBlGv76C5uXny8ssv8MorL5nbpk59gsOHj7Jt2y81PpeTk0NAwL0sWbKI0aNHWTyfvINme3klRby6M5H/HtyGkSu/Sh1dXFnkey/3d+rXqLc91tX13mszFRbZwcUDn3Bm5zLa1fB62fk8+Ol3Ox55/nNadbsPhb36mvPWteCJEEIIIYRoOI2mSMjf/vYQRqOR77//ytzWu/dAgoLuq7aKI0Bubi533TWRyMgIxo8PAEyrZCEh139PRxK0+rPt3Elmbktgt+5spfaRHp35p+Yehrft1DCB2VhtEqWoqNdY89kCJg2BID9HXNUl1Y9p74KTVwBOHSejan8PSqeqZ6RJgiaEEEII0XQ1mgRt585d+PvfxY4dW+jZ04e1a9fxyCOP88cfu/H09CQsbD4rV64mLW0rKpWKS5cuMW7cBMaMGUVwcKB5nCeffJadO7dddz5J0OpXeUUFHx7ZQejORC4U6yv1BXn3JWbweHq0bNtA0dlGbRKlq89BKyk2MKwHTBoC4wdBm5Y1TWCHo8dInNpPwMlrPPauvblYaKC9rz926maUF13iTOrPuLlce8XNEtascimEEEIIIWrWaBI0gFWr1hAVtRC1WkV5eTmLFy/C11cDmErox8evZP/+3ajVal5//Q3CwhZUO47RWPUMqr+SBK1hXCwu4rX0JN458Ctlxgpzu51CydSuGl7tfyddmrdqwAitI1dfdEOJkk6nIz4+nuzsbDw9PQkKCqRZ2WEMp1ZydvcHuDr8WeOzeqUHG851ZjDABvYAACAASURBVHNuN1LzuqKvUOHkYM/0Uf1p9ecxzp07h4eHB8HBwbi7V115uxZZlRNCCCGEqB+NKkGrT5KgNayj+RcI37WOr0+kV2q3/1+iFtpEEzWj0ciSxG0sXb+d4tIyc7uTgz2zAoYxZ/zwG37vTqFQ0NUT7h4E858ZRun57TXeW4Edx8t6kJjlTWp+V1J/3k9e2k8AqFQqQkNDCQsLszgWSdCEEEIIIeqHJGiiQe28cIaX035kQ9aRSu32CiUPdBnAC71HM6CVVwNFV3uL125l0ZotAIzy6UQ/b0/2ZmSz6eBJAF6ceAdzJ4y4obH/miSVF2ZRfHYdBRlryDu5lub2Na8c55WpySnqyLYDCmLjD3I8ByIjIwkPD7+huYUQQgghhG1IgiYahZ+zjvJaejI/Zx+r0je2XVde6D2au9v3QKmot+P5ai1XX4QmdBnFpWWsCAnk7gHdzH2J6YeZsXwlTg727Fz4DK7OqlqPXdOWyS+27CH0y7U80ruEl4cVU3w2kTJd+jXHO/snbDtkx4Mz38a1y93YNetc42rajW7XFEIIIYQQtScJmmhUrpWo9WzZluf7jOaRLoNQ2Ts0QHTX9sWWPbz85XpG+XTiy9lTqvQ/+PY3bD6Ywb8eDuAhv/7VjFCVJVsm3163jTdXb+HZgGG8cp/pqInLq2vFWRvIPZGI2njtQ8KVzrfh2HYkjp6jcPQYib1rb0Bhs+2aQgghhBCietdK0G7Fk4RFA/Nv1xX/dl1JPX+Kt/Zv4vuTeyn/XzGRA3nnmPHrd7y6M5FnfEYwvftQvFxqKnFY/y4UmKpT9vP2rLa/v3c7Nh/M4Hy+vtr+6ixJ3FbjlsnL7W1amA5635uRbX7Ozrkdzt0ex7nb4zyT/jVnM3YQNdaBvqoDlGT/jLG0oNI8FYWZGE5+g+HkNwAoHN04Qy9yjragu1NnWt/uR2/v9lXmvtHtmkIIIYQQovYkQRMNxrfN/7d33/FR1Pkfx1+zfdMDhIRepYNKqCIQkYgopwJnQfTEAnqKyKl3AiIqcuhPz9NTrxFPPD0sx9FsCERFREVCkyICQugkIb1un98fu9nsJhtSyW7g83w89jEz3/nuzDc7bvCd73e+05EPku7gWHEuf/lpM28e/IEiuxWALEsxz+xaz8IfN3B9+97c12Mo17XvhU6jDWqbW0VWDUq+fjx2BqgIVDXJKynj9XXuiUCqGzL5+rotfPnUPRj1Ojb9fJS1uw4y/rIefvW++fk4Jn17Lr3KPbRSdTn47e1XYChO41dXxtGjdQEGjf9z11RbHu34llkdPQXapRiMQ9GPGMbeAR14cNVpXl+3hWlJA+s8XFMIIYQQQtSPDHEUIaPAVkbKgR/4y0/fcLK0oMr+NuYo7r5kMPf2GBK02R9970FLmXFTlaA0fclqTHod22p5D1pdhkxmFZR4e7VG9urEpZ3a8OOxM3zz8zHAf3KSVatWMWnSJMxmM2VlZWgU6NsRvv/sVWyZ32DL/AaXJavG9mVao8lxdaF/4k1Ed7wKfctENPrahU8hhBBCCBGYDHEUzUK0wczj/ZN4pO9IVhzdzT8PbPG7T+1MWSGLd3/B4t1fcHWbS7jnksHc2LEv4Xpjk7UxNtzMw+OG8adPNjN9yeqAQWnmuGFVwll1D4Guy5DJR8YPB+D1dVv45udj3vOpDjtFO77ik0MbyNo8mLS0NFJTUwGYO3cuCxYswKXCnmMQ3ucRwvs8gqqqvPXJh+zY9j9u61lMT8NBnMXpVc4fbywgnl04f9pF7k/PgKJBF9MPfdxQDK2Gom81GF1MbxRN6N0vKIQQQgjRHEkPmghphwrO8tahNJb+kkZmWVGV/WE6Pb/q0JcpXS7j2va9MGrP/98c6vMctOqmsK/PpCPuGRdHozVH4iwr4ne3/oqXX1iMxVIxBb/vc9A0mopZMc91bmfJKWxnv8d+9gfs2T9QlLEVo2Kt+QPRGNHH9kPXciD6Fpd7XgNQdGE1v1cIIYQQ4iIksziKZs/ucvLpif2kHNzC56cO4ArwnK5og4lJnfozpcvlXNWm23m/X61yUDq1bVPAYY3nmsK+vkMmKwe+3NxcVq5cSUZGBgkJCUyePJnY2NgGnfuBJSvoFZXDsqldOLV7FbnpX9CjLWhq8xQERYMuuhe68sDW0r3UGGPr+jELIYQQQlxwJKCJC8qJ4nz+/cs23k/fyU/5mQHrtDZFMLFTP27o0Jcxbbqftyn7z/Vw59r2tPk++Lqme8tqc97zde7k5GS2bE7lnTceJXlwHLbsH3Dk7MBZcrzWn5cmvAP6mH7oYvuji+2HPqY/uuheKDqZhEQIIYQQFw+5B01cUDpExDD/srE8eenV7M3L4P30nXxwZBfpxRXPAcuyFPPPA1v454EthOsMXNuuJzd07Mv17XvT0tQ0k1zUZvr82dddUe29Zb5hqrKnn366yc89ePBgUlNT2XcmlokD5njLXZYc7Lm7sOfuwJ6zE3vuTpwFB4CqwdFVcgJryQmsp9ZWFCpatFGXoI/t776/zRPetBFdUYI8a6cQQgghRFOTHjRxQVBVla3Zx/ngyC4+TP+RM2WFAetpFIUrW3fhxo59ubZ9T3pHxzfoQczV9WT5Dh+sbvp8o17Hdp+hi7UdMlmThp67Z5cObHjnH1XOnZycTGpqKikpKdx3333nbENO1nG++uhvKEX7aB+dT6fYQtSi/eCy1/4H0ZrQRfVEF9PbPVwy2rOM6iE9bkIIIYRo1qQHTVzwFEVhaFwnhsZ14k+Df8V3WUf56MQ+1hzfx6HCbG89l6qyKfMImzKP8Fjax7QPi+aadj25pm0Pxra9pM69a9X1ZH228yBWu4NRvTr7BSSA8Zf1YGSvTnzz8zE+23nAO/lHbLiZ0v1p3nr1ffZYQ8+9bQd8NfVGJk6c6H3fqlWrSE1NxWw2M3ny5GrPraoqixYtYvHiqpOWPDlvHk/MvBlH/l4ceXux5+3Bkb8XZ9ERAvW24bTgyPsRR96PlXYoaCO7VAQ277InirFlgwK3EEIIIUSwSUATFxytRsPIhK6MTOjKi4Mm8HNBFh8d38dHJ37i+6xjqD5h4GRpAW8d2spbh7aioDCoVXuuaduD5HY9GNqqY433rvlOme+rLtPn+6pp6GJt1PfcviZNmsTYsWMZPLjqtP2xsdVP9LFo0SIWLFgAuHvcBg0axLZt29iwYQNPLXgWFS1PPfUUdLnV+x6XvQRH/j5PcNuDPc+9dFkC318IKs6iIziLjmA9+anfHsUQgy6yO9qoS9BFeZaR3dFFXSLhTQghhBDNggQ0cUFTFIXeMfH0jonniQFjyCwr4pMTP7H25M+knjlEga2il0dFJS37BGnZJ/jj7i8wanUMi+vI6IRujI7vyrDWnQjTGWp13laR7p643ccyAu7/8dgZAOKi/Hvsqgt8dVHfc/symUykpqZ6g5nvtP3Vyc3NZfHixYC7x+2mm27y7it/cPbixYuZOXOmX8jT6MMxxA3BEDfE73guSw6Ogp89r/3epbMonYA9boBqy8eesw17TtWhzYo+Gl3UJWij3IFN6wluEt6EEEIIEUokoImLSrw5knt7DOXeHkNxuJykZZ9g/amDrD99kC1nj/lN3291Ovg64whfZxwBQK/RMqRVB0YndGNkfBeGxXUixmgOeJ7rLu/BguVfsOnno6zddbDKFPbf/HwMk17HdZf3bPSfsb7n9u29mzVrVsBp+89lxYoVWCwWkpOT/cIZwMSJExk7diypqamsWLGixnvYADSmlhhMIzDEj/ArVx1lOAoPVYS2fPfSWXQI1VFa7fFUe8E5w5s2sgvaiM7oItzL8m1tRBc0+oga2yuEEEII0RgkoImLlk6jZXjrzgxv3ZmnL7+GfGsZX575hfWnD/DVmcMcLDzrV9/ucvJt1lG+zTrqLesd3dpzjE4Mj+tE75jWaBQNseFmHh43jD99spnpS1YHnMJ+5rhh9b7P7Fzqe+7KvXe1CVG+MjPdQxIHDRoUcH/5LJAZGYF79mpL0ZnRtxiAvsUAv3JVVXGVZeAoPISz6Bf3svAX77bqqH5Ip2ovwJG7C0fuLgI9mlsxtgwY3NyBrjOKLnBQF0IIIYSoKwloQnjEGM1M6tyfSZ37A3CmtJCvMw57etEOs78gq8p79hdksb8gi7cObQXcD8se2qojQ+I6MrBPO+51DuTd1B9rPX1+Y6nP1P0NFR8fD1DtzKlpae5JSBISAt8b11CKoqANa4M2rA0kjPLbVx7eyoObo/AXnIWHcBS5l+cKbwCqNQe7NSdg7xuAxhSHNrwjmvAOaMtfYZ5lREc05jYoGvl1K4QQQoiayTT7QtRSVlkRmzLdQx6/yzrKj7lncKquGt/X0hhG3s8n0eXY4FQuW5e8yYC4Nk1yz1NjTd1fG7m5ubRr1w6LxcLKlSurzAI5adIkzGYzp06dqnG4ZG3Pt2LFCjIzM4mPj2fy5Mm0aNGizsdRVRWXJQtn8VH3qygdZ3E6juKjOIvTcRYfA5etYY1VNGjMbSvCm/flCXVhbdGYWkuIE0IIIS4S55pmXwKaEPVUYreyLeck32cdc7/OHuWs5dw9MeViDWYGtmxPYst2DGzZnv4tErgkKg79eXgwc3XPajsfnnvuOe8sjoFmgVy4cKF7FscGONdU/uUTmTRm+FVVF67SMziLj+IoTq8Ict7146A6Gn4iRYPGFO8Oa2Ft0Zo9y0rbGlMrFEXT8PMJIYQQImgkoAnRBFRVJb04ly1Zx9iec5LtOSfZmXOaQrul5jcDBo2WXtGt6Reb4H7FuJedImLRNOB/yJsyoDVFePINgZWn8ofGCYF1obqcuMrO4Cw54fM6jrPkBC7PdvWPDKgHRYcmrI1fgNOGtXX30IW1RWNOQGOOR2NshXIeAr8QQgghGk4CmhBB4lJdHC7MYUfOKW9o25FzinxbWa2PEaEz0jc23hvY+sTE0zM6jg7hMbUKbr6TfzTGNP61kZubW+dZIGt73PJhlNVN5W8ymTh9+nSjnK+xqE4rzpKT7vBW6gluxcdxlp7AWXISV+lpXNbsmg9UF4oGjbGVO6yZ4tGY49GWhzdTPFqfco0pToZXCiGEEE1IApoQIaS8p21Hzkm2Z59iV+4p9uVncqIkv07HMWv1XBLVip7RcfSMbu1eRrnXowzn5z6zYEtJSWHGjBkkJyezfv36KvuTk5NJTU0lJSWlzrNQBpvqtOIsy8BVehpn6WlcZZ5lpW3VVrf/TmpHQWNs6Q5rlQOcqRUaU5w77HnWFUOMDLMUQgghGuBcAU3+ZCpEE1MUha6RLeka2ZJfd77UW55vLWNffgZ78zLY61nuyTtDjjXws73KnHZ2551hd96ZKvsSzJGewNaa7lHuc3XznLM5h7emmso/GBStEV1EJ4jodM56qqMUZ+kZb2Dzhrgy99JVlomzLAPVlleHs6u4rNnuXrz8fbVorMYd6HyDmzHOs2yFYmqF1rOvfF3RhdWhPUIIIcTFSwKaECEixmhmRHwXRsR38ZapqkqWpdgd2jyB7eeCLA4UnCXbWv2EJBllRWSUFXkfsu2rlTGcrpEt6BbViq4RLejmE+DahkU16H638y3YU/mHAkUXhi6qG0R1O2c91WnDZclyBzZLJq4yz8uSidOz9JZZc4A6DKZQXbgsZ3FZztZct5zWXLU3ztACjdH9UowtAmzHytBLIYQQFx0Z4ihEM5VrLeWAJ6wdKDjLwcKzHCjI4lBhNjaXs17HNGi0dAiPoVNELB3DY+gYEUun8Fg6RsTQMdxdZtLpG/knqb2mnsq/oRrrUQDnm+pyuANXlQCX5e5Zs2R7lmdxWbJR7QVN1jZFH4nG4Als5S/fbUNsRaDzCXny8HAhhBChTO5BE+Ii4nS5OFaSx4GCLA4WZHO4KIcjRTkcLsohvTgXq7NhU8K3NkXQMSLGE9zcoc0d6GJpHx5NnCn8vPbCNcVU/g3V1I8CaGqq04bLmlMR3ixn/QJcoPUGP0uurjQGNIYYFEMMGkO0ZxmDoo8OWO5XxxCDooto1tdICCFEaJOAJoQA3LNKni4t9Aa2w4U5HCnO5XBhNkeKcs85bLK2dIqGNmFRtA2Loq05inbh0bQNi6JdmHtZvh6lN9Xrf4CbQ/gJtUcBBJuqqqiO4kphLhvVmovLlovLmofLluveLn/ZclGtedRp6GVjUjQ+Yc4n1Ol9g5zPfn0kij4KRR/lsx4hk6kIIYQISAKaEKJWiuwWTpTkc6w4j+PF+RwvXy/J43hJPidLCnCqrkY5V5hO7xPaomlrjiLeHEG8OZJ4cyStTRHEmyOIM0UEfID3+ZrKv6Ga66MAQpGqulBthZ4Q5xPgyrdteRWBzpqLaqtYb/Ieu2oouggUQ+Xg5rNuiEKji6xSR6OPQilfN0SB1hz0PzwIIYRoPDKLoxCiViL1JvrEJNAnJvAkGw6XkzOlRRwvyfMEt3zv+rHiPE6XFpJXy2e8lTrsHCrM5lBhzc//amkM8wltkcSXL0f151LTcOLNkRTqVcwOe1DvkQNYsWIFFouF5ORkv3AGMHHiRMaOHUtqaiorVqwIiUcBhPJ9coqiQTHGoDHGQGTXWr9PVVVwWnDZClBt+bhs+aj2Alzl67b8gPu827YCVEfDe5MBVEcxqqMYOE397gz1UDRVg1t5L50uwmcZjqKLQFO+rQuvVCccjWcdjUFCnxBChCAJaEKIWtNptHSIiKFDRIzfbJO+yhx2zpQVcqqkgNOlhZwuXy8r5HRpAadKCjlVWkCZ017r8+ZYS8mxlvITmTXWjdKbaG2KIM4UTitTOC2NYZ6lz7bPegtjGLoAPXT11VweBVDdUNFZs2aFzFDR+lIUBXRmtDozhNVvRk/VZUe1FfgFuaphrsDdi2cvQrUXunv7ytfthY0W8jwNQrXl42zM5+ApukoBriK8VQ53Gk+4UwLsr3hPGIouXIKfEEI0kAQ0IUSjMuv03ue8VUdVVQrtFk6VekKc55VlKSazrIjMMs/SUkS2pRS1DvchFdotFNot/FJUc89cuRiDmVbGcFqa3OGtPNSVB7uWxjBiDGZiDWZijWZiDWFEGYwBJ0NpLo8CWLRoUbX3yZWXX0z3yVWmaPQoJvfjAOpLdTndPWh2T3CzFVas2yut2wpxOcrrFOEqD3medZyWmk9Y5wY6UO0FjT8rp6JB0YZ5Apvn5bcdHqCsYhvPtsanHlXqmeX+PiHEBUvuQRNChDSny0W2taQiuFmKyPIGuOIq5Y5GukeuJgoK0QaTX2iLNZoxqxree/MtnAUl3H/nXVw15ApijO5wl/b1ZmbefR8mVeH0iZNBuwetud0nF8rDMJuK6rK7w5rNN7i5h2Kq9mJPECxGdZTgqrRdvu7yLbMXgdqwGV2DTmuqMexVbJs9L5M73GnNnvd7ynz2o/OpW16mNUqvoBCiUckkIUKIi4KqquTZysgsKyLHWkq2pYRsawk55UtPme++PGtZnXroGkuEzugJdmaiDSai9CaiDCai9Sai9EaiDWai9MaKMp9l+X6jtn6DIFJSUpgxYwbJycmsX7++yv7k5GRSU1NJSUkJ6n1yzWHGzuZMddo898gFCHU+2y6fkFc5+Pm/rxTVWQqu2g9fbj4Ud6DzCXjlAY4AZeXBj0qh0PsenX8ALH8PWhOKxugpM3qCofQUCnEhkklChBAXBUVRaOG5r6y2nC4XebYycqwlfuGtfDvbWkqutZQ8Wyl51jLybWXk2cooslsb1NZih5Vih5UTJfW/p8ig0VaEO73JJ+gZvWEuUm8kQmd0L/UGInRGtuadgg5xdBueSGZZEZF6I2at3ht2QuU+ORmGeX4pWgOKtgUYW9B4d2F6evscZd7Apjp8XyVVy2qzbfd/H87aTUbUiD8VOMtQnWWotrymPbVG7w1taI0oWs+6pmJd0XjCXHmwqxzyvMHP6BMCfY9Z9Rjubd916UUUoqlID5oQQtSDw+Uk32Yhz1pKns0T3Kxl7iDnWc8oyueno4fJs5bhMGpRws0UOKwU2CxB6bU7FwWFCL2BSL2R/IwsSnML6NGpM5d06EyE3hPwdAYiPEt34PMPf+E6A2G68qWecJ2h3hOwNLdhmKJpqaoLnJZzBzu/MFiG6rS4A5bTvY6jYl11lvnVcR/bp26IPLYh6DSGgAERT4hTNAbQGjwB0OCurzF49nvWPcdwL8vL/Ot793vq4Hds/2OWHwdFJwFSNCvSgyaEEI1Mp9F6JxKpK5fqotBm9fbKuSc2sVJot1Bgc09yUmizUmAv81v67i+wWRr1fjsVlSK71d0zGGWCKBMHKePgyf0NOq5eo/WGtTCtgXC9gTCtvkqQ890O0+nZuSUNy8CuDOjZG+Ognnydcdi7f2DyaEZdP45NG75g+Yr/MeO+6Y30KdSf3CfXtBRF4504pCmoLqc7qFUKeeUhriLQVd1PdSHQr37FflxWVKc1NIOhy4bqsrnvYQw5SkVYKw+SmsChr04hUqP3lOlRNHrPsq7beu+x0OhRFL27DTJ8VVRDetCEEKIZUlUVi9NRKdRZKPBbuodRFtmtFNutFDtsFHtC2JFTJ8gsyAWTAY3ZhEvXfP9HwazVY9bp3Uvvug6Tb7lOj0mr86vj3fbUqbwduI67rPwv9c3pPjkJkc2PqqruUOS0oDqtnvDmWfeEONUT6PCUq546VF73qe99b6VjuvdZKgKi7zEuyHsLg0zRgOIJcFqDO7gFCnR1CIbl65W3vcfWGirOWZtjKjrQ6HzW9SiVtlG0IfN7rjmRSUKEEEL4qRIsNAoY9RijI5kxayZ33nePN9AVO2w+Ic9Ksd2z7bNeZLdQ6rBT6rRT4rBR6rBR4rDhUi/Mf2LKg5ujzEJRTh7YHESZw4gKC6e0oJDcjCxwOBnQpy+DLr0co1aLSavHqNFVrGt1GDUV6yatzlPms15eXqnMqNGh1dQuVDenEClCl3tYqa1qyPOGQHfvmreXzWn1hMvyMqvPus9+l83zXqvPuqee0+qz7q7jd0yf/agNehS8aChPkFM0evdwU43eve0NcT5lVeroA4dAnzruUBk4KHrrBTqv53yGuOENemzK+SABTQghREC5ubmsXLmSjIwMEhISmDx5cqPd06WqKjaX0xvWSh3+4a3UYa92X15JEe8u/xCXVsNlQwcT0TLWuy+nsIDsogIw6MFw8Y7U1ymaaoOdO/RpMWp0HD98hJ/37gO7k7bxCcS3bEVOZibHjxwFh5OrRo3mmjFXY9BoMWp1GDRa96u6dZ9tv/oaHQate12raCT0iSalupwV4c8n9JUHPneZtVKItHl6EAMHx4r32MFl9yxt/tuq3fN+O6rqKXfa3OXeejaf91dsi6bT4tqNGBNGB7sZfiSgCSGEaHaee+4572yNY8eOZfDgwaSlpZGamgrAwoULeXL+k5Q67JQ57ZR5lhanw7vuV+a3bafMUVFmcXrqe8q92wHeb3PJX+proqB4w1rl8Gb0rnvCnbaiDg4nZ06ewl5mIdJspmf3S4gKC8eg0aHXaNBrtBUvpdK2336fdaXyvmq2Ffd6TT2TMlRUNAZVVd29ftUEP2+Iq7TtDYUuuzt8qucIjzVuVx8e3edx+C9dDk8Q9SxdDvfzFJtB72XL8ZsxxI8IdjP8SEATQgjR7ITq0Dyny4XV5WDRiy/w/J9e4v6HZ/LgIw97Q5zF6cDqdLD0P++y+pOPuPHXk0kefy0Wpx2r04nV5cDisGN1ObE63WHQb728jmfdvXRgdfmsO50hNxPohUJBCRz2FC1F+QXkZWejOhzgdIHDhaJC5w4d6NG1G3qt1hv0qg2CAYKjTqNBp2jQabSepcZnqa20XU25p0zvu6+a+uXfGwmbojGoqssnbAYKcRXlvmGvch1cVQNh5aDoGwwr16lyXp/tqMEvo4vuGeyPyo/M4iiEEKLZURSFp556ioceeui8DcOsD61GQ5jGQJe4NpBXzJHvtzPg2bZV6r3+1Xb4fj8T7unEfb0b9y+3qqpid7mDnH+Ic2BxODzl7pD4znvLuOnmyUy85WZsLic2p8O9dDn59PPP2fTdZkZelcSgYUO9+6w+dWwuBzanM+B2RT3P0lPubMQZRpuaiur9WavQA21aVKoP6ThJP32wSdrXGDSKguJScdrs7qAZ7YKSU8z493aiIyJpGRsbMBhWhMlAoTFQuKw+dGo1ClrFXaZVNGgVBZ2mfL18W4tWUbxl7v01bVeUBdouzC/gs08/JSfrLAmt45l4403EtWzprSNDc+tOUTTuCU80euTTaxzSgyaEEELUg++z2lauXMnEiRO9+8qf1WY2mzl16lTQAmVKSgozZswgOTmZ9evXV9mfnJxMamoqKSkp3HfffY12XqfLhd3lH+q8Yc7p9At12fn5TLlzKnaXk8ee+AMDBl7uDZLbdu1i6Tv/Rmcy8LvfP47OaMDucmL3HL/i5bOtVt4foK5azXtdLumZvMhpvIFP8QuS3m1FQesJfroawqC21uGz+jCqoeJ87rYpaNB421W+X4NnX/kx/Moq2qXxW9a2rO71fdtSuUwjjxcApAdNCCGEaHQtWrRg3rx5LFiwgEmTJgW8T27u3LlB7e2bPHkys2bNYsOGDaxatapKiExNTcVsNjN58uRGPa9W4/4fRBP6GuumfJyCfdsBkpOT+dMtlZ5p13sEJ95aTerqVHpcP61RQ2R1ysOlb9D793/e5Yl5c7li1EiWvPlmlbD3u8cfZ+fuXTw0axZXjb3au89RJSxW3XaoLhwuV6Vl1fKKurV/j0N1BjyGqJ5LVXGpTtxTeDiC3JoL1zlDnjeUKpUCqDuYlq9XhNGqZRpFweVwkp2Vhd1mY4quPY9Mvr3ZDOGVgCaEEELU0/z58wFYvHgxqamp3mDme59cMDWHEJmZmQnAoEGDAu4fPHgwqampZGRkNEl7AoVLW2YuZBcyuucA+sYmVHnPtR17s3PZQsG9qQAAF8BJREFUahIySpjceUCTtLO+lqQs4f77H+Dqa5JZ8/FHVULdrbdP4dvvv+O5xX9k4uTJVcJe4FDpDBwYq5RVhFan6n45XC6cqlppu6Ksxm3VhdOnLNC23eHgxOmToChExcaiM+i9x7I7HNgcdvejRmr56ArRcOVB+LzTACZY+PwLvDjr983m0SIS0IQQQoh6CtX75HyFeoiMj48HqPaWhLS0NAASEqoGo6bSHNpYW1mZWaCqDBmYSLjeWGX/qL6X8e1HayEjL2AYbY5SUlKY8diCGof6LklZwt333FOLcOgJf1W2nQHC5jm2vWGyctis2HZ51v2XtSvbsWsnO3/cBYpCfNu2tGjRgpy8XLLOngWNQo9evejWvbu7Pqr33OXrLjxtdZ2jLEAbnap6zrJgGDxoEGmH1nhnBn7qqaeC0o7akoAmhBBCNFCLFi2aZPhdfYR6iAzWMMwLrY21dSGFzdqqbS9tZkame1KTpmzceZKbm0u75LvAYmHVqlXcdNNN3n3l98geN61jy+nTTf57QK0xyNUc8qqrn1eYz8TJk7Hb7Ty98FmGX3EFTpeL4bd3YuPN65g0aRKLFy9m5syZIfH7r1qqalGb8rVmzf/UQYMS1ZEjR6hXXDFMTUv79pz1Cwqy1LvuukMdNChRvfzyy9Q//OEx1W4vrtW5EhMTVSGEEEKEtoULF6q4J0RUx44dq86dO1cdO3ast2zhwoXBbmKzaGNt5OTkqCaTSQXUlStX+u1buXKlCqhms1nNzc0NUgsb35IlS1RATU5ODri//DqmpKQ0ccvOn4vxZ1bV5vVzJyYOVKvLME062Hb79h3cfvtd/Pvfb7Jp0xfMnfsHxo371TnHlU+bNh2n00la2rds2bKJb775lgULnm3CVgshhBDifJo/fz4LFy7EZDKRmprK888/T2pqKiaTiYULFwZ9GGZzaWNtlN+XCDBp0iSSk5OZN28eycnJTJo0CQj+fYmNbfLkyZhMJm8PqK/m1gNaW7XpNQSa7N7OpnKh/NxN2ov7/PMvMW5cMn369AZgwoTriI9vzV//+g+ee+6ZKvX37t3HqlVr2L3b3Q1vMBiYPXsm06ZNZ968J4iIiGjK5gshhBDiPAj1YZjQPNpYW6F+X2Jjaw6T5TS2i3EoK1w4P3eTPgctJiaeJ554jLlz/+Atu+uuezlw4BBbtmyqUv/VV19n7tynKC3N8862kp6eTteuvVm79iOuvfaac55PnoMmhBBCCBFYbm5usw+btaWqKosWLWLx4sVYLBZvuW8oDfWZ/eqiOTyn8XxoTj93SDwHLTc3l4KCAtq08U+sCQkJrF1bdUYdgCNH0omPb+33hSlPvEeOpJ+/xgohhBBCXOBCeXKbxnYh9YDWxsXYawgXzs/dZAGtpKQEAKPRf0pXo9FAaWlpte+pWt+9Xd17lix5kyVL3gJg7969DBqU2KB2i8Z39uxZ4uLigt0MEYBcm9Al1yY0yXUJXXJtQlcoXZt//OPvwW7CedW2bRvOnMnwG8qqKApt2iSwZs1q1qxZ7a0bSteloerycwfL0aPHqt3XZAEtPDwcAKvV6ldutdoICwur9j1V67u3q3vPjBn3MWOG+69BgwZdUW3XoQgeuS6hS65N6JJrE5rkuoQuuTahS65NaJLrEjqabBbHFi1aEBMTQ0ZGpl95RkYG3bp1Dfierl27kJV1FlVV/eoD1b5HCCGEEEIIIZqrJp1mf+zYMWzbtsOvbNu2HYwde1XA+snJV1NWVsa+fT/51TebzYwYMfy8tlUIIYQQQgghmlqTBrQ5cx5n3boN7N//MwCfffY5Z85k8NBDDwAwf/7T9Os30Du7Tt++fZg48UZeeunPANjtdv7ylzeYPXtmrabYnzHjnvP0k4iGkOsSuuTahC65NqFJrkvokmsTuuTahCa5LqGjSafZB/joo0947rnnMZtNOJ1OXn31Twwe7H6Y3OOPz2HlytXs27cTs9kMQGFhIQ8//Dt++ulnnE4nY8eOYfHiheh0TfoINyGEEEIIIYQ475o8oAkhhBBCCCGECKxJhzg2lY8++oTBg0cwatTVjBiRxLZt24PdpIuSzWZjzpz56HThHD16tMr+N998i8TE4Vx55VUkJ1/H4cOHm76RF5lPPvmM6667kauvvpZhw0YxfvwN7N69p0o9uTZNb9Omb5g06VaSkpIZOXIM/fsn8pe/vOFXR363Bd8bb/wdRTGxcePXfuXynWl6b7/9Dr16DSApKdnvVVBQ4K0j35ngOnbsGLfeegdjxoyjf/9EEhOH89VXG7375XvT9AJ9Z3r27M+llw721pHrEnwX3DjB7dt3cPvtd7F162b69OnNJ598xrhxv2Lfvh3eh1yL8+/o0aNMmXIXPXp0x+l0Vtm/Zs3HzJv3NLt3p5GQkMAbb/yda66ZwL59OzGZTEFo8cVh2rTpvPbay9x++20AzJkzn6uvHs/evduJj48H5NoEy3vvfchllw1gwYInAfjxx90MHDiMbt26MmHCdfK7LQScPn3ae0+0L/nOBM+cOY8zbdpvAu6T70xwZWdnM2bMtfzrX/8gKWk0qqpyyy1T2bdvP1ddlSTfmyBJSIhn48YNfmV33XUvPXv2AOT3Wai44HrQnn/+JcaNS6ZPn94ATJhwHfHxrfnrX/8R5JZdXIqLS3j33be4++7A/3A+99zz3Hnn7d5/JO+//z6ys3NYtuz9pmzmRWfUqCu94QzgscceITs7m/XrU71lcm2CY9ash/jd72Z5ty+9dAAxMTH88ov7L5fyuy34Hn74UebN+0OVcvnOhCb5zgTXiy/+maFDB5OUNBpwPyT45ZdfYMKE8YB8b4Jl6dIlftvFxcWsXv0x06bdCch1CRUXXEBLTf2SQYMG+pUNHpzIhg1fBqlFF6d+/frSvXu3gPvy8vLYvn2H33XS6/VcdtkAuU7n2cqVH/ptl0/GU/4AeLk2wdOnT28iIyMBcLlcpKT8C6PRyM03TwLkd1uwffzxp+j1esaNS/Yrl+9M6JLvTHCtWLGKUaNG+pV17NiRzp07y/cmiLp06eK3vXz5Cq688gratm0r1yWEXFABLTc3l4KCAtq08R+6kJCQwJEj6UFqlagsPf0ogFynEPD991swmUzccMMEQK5NKFi06Hnatu3CK6+8zmefraZdu3byuy3ISkpKePLJp3nllRer7JPvTHB98slaxowZx5VXXsWvfz2FtLRtgPz/QLCVlJRw5Eg6TqeTqVPvYsSIJJKTr2P58hWAfG9CydKl73DPPXcBcl1CyQV1D1pJSQkARqPRr9xoNFBaWhqMJokA5DqFBlVVee6551m06Blat24NyLUJBfPnz+XJJ+fw3nsfMHp0MmvXrqFDh/aAXJdgeeqpZ3nggem0adOmyoRH8p0Jnvj4eLp378YzzyzFZDKxbNn7DB8+ms2bv6Rdu7aAXJdgyc/PB2D+/Gf44ou1DBx4OVu3pjF6dDJ2u11+p4WIw4cPc+DAIe8faeX3Wei4oHrQwsPDgYrhWuWsVhthYWHBaJIIQK5TaJg37yk6derIY4/N9pbJtQkNiqIwdeoURo26kjlz5st1CaIdO3byww9beeCB6QH3y7UJnvHjx/HCC4u8ExdMnTqF4cOH8sILf5LrEmRarRaACRPGM3Dg5QAMGTKYiRNv4M9/fk2uT4h4++13mTr1NvR6PSC/z0LJBRXQWrRoQUxMDBkZmX7lGRkZdOvWNUitEpV16dIZoJrr1KVKfdH4Xn31dX766WeWLk3xK+/SpTMg1yYYbDZblbI+fXqzb99++d0WRJ9+upayMgtjxowjKSmZ225zT3w0e/bvSUpy9waAfGdCRbduXfnll8PynQmyuLg4jEYj7du38yvv1Kkj6elH5d+aEKCqKu+++553eCPI/wOEkgsqoAGMHTuGbdt2+JVt27aDsWOvClKLRGWxsbEMGpTod53sdjs//riHsWPHBLFlF4c333yLzz77nP/+dxk6nY4jR46QmvoFINcmmBITh6Oqql/Z6dOnvUO15HdbcDz11Dx27NjCxo0b2LhxAx988A4Ar776Ehs3bmDo0CHynQmSuXPnVxl2derUaTp27ADIdyaYtFotI0YM58yZDL/yzMwsOnbsIP/WhIAvv/yK+Ph4+vXr6y2T6xI6LriANmfO46xbt4H9+38G4LPPPufMmQweeuiBILdM+Jo/fw7vvvsemZnuv9KkpLxFy5YtmDp1SpBbdmH74IP/8sc//h9PPvkEe/bsZdu27WzY8AWbN3/nrSPXJjiKiop4442/e7e3b9/B//63invvnQbI77ZQJt+Z4Pj++x/417/e9m5//fUmvvxyIw8+eD8g35lge+KJx1iz5hPS092TSxw7doxVqz5i1qwHAfneBJt7cpCqj0KS6xIaLqhJQgASEweybNnb/OY392I2m3A6naxb97E8lLKJ2Ww2rrnmevLzCwC47bbf0LZtG+807zfe+CvOnj3L+PE3EhZmxmQysW7dJ/IQxPPszjvvweFwkJR0jV/5008/6V2XaxMcixcv5M03l/Leex+i1WooK7Pw8sv/x29/OwOQ322hYPbsx9myZatn/fdcckl3li9/T74zQTJnzu95/fW/sXz5ClwuFw6Hkw8//A8TJlwHyHcm2K65Jpm//vVVJk+eQliYGYfDyUsvLebuu91D6uR7EzyFhYV8/vkG/va316rsk+sSGhRVtag1VxNCCCGEEEIIcb5dcEMchRBCCCGEEKK5koAmhBBCCCGEECFCApoQQgghhBBChAgJaEIIIYQQQggRIiSgCSGEEEIIIUSIkIAmhBBCCCGEECFCApoQQoiA0tPTSUpKxmSKpnPnHiQlJTNiRBKJicNZsOBZ8vLy/OqnpW2jQ4duWCyWWh1/9eqPWL36o/PR9PMiLy+PG26YzPDhoxk4cBjPPPNcsJvEX/7yBr16DaBz5x71PsaBAwdJSkpGUUxs3Ph1I7ZOCCFEfUhAE0IIEVCXLl3YuHEDCQnxTJt2Jxs3buDbbzfy2Wer2bNnHwMHDiM9Pd1bPzIykp49e6DX62t1/OYW0F577a8UFhby/fdfs3nzl7Ru3TrYTeKRR2YyZ87jDTpGz5492LhxQyO1SAghRENJQBNCCFEn8fHx/Pe/y4iKimLq1Lu95b169SQ1dS1arTaIrTt/jh49RufOnQAICwvjwQfvD3KLhBBCXIgkoAkhhKgzvV7PQw/dz/ffb2Hbtu3s2bO3yjA5VVWZO3c+gwZdwZgx4xg16mr+85/3AHjssSf4/PMNfP75BpKSkklKSqasrIz8/Hzuvns6Q4ZcyejRYxk5cgzffvud97y+Q/refvsdxo+/ge7d+/DCCy/5ta+kpIQHHphJ//6JjBp1NUOHjiQl5V/e/VlZWdx66x0MGnQFo0ZdzR13TCM7O7van/fuu6ezdu16b3sXLvyjX1veeec/XH/9TcTFtWfatPsAOHToF6677kYSE4fTv38i99//ECUlJQB8/fUmhg0bhaKY+OCD/zJx4i10796HmTNnY7FYmD37cYYPH82wYaM4evRora7JuT6P4uJi7r//Ifr3TyQxcTjXXXcjv/xy+JzHKykp4f77H+Lyy4eSlJTMDTdM9usxFUIIcX7ogt0AIYQQzdOgQYkAbN26jQcfvJ+NGzegKCbv/uXLV7B8+Ur27/8RvV7Pl19+xcKFi7njjtt5+eX/IycnB4C3337T+55jx46zf/8Bvv32K/R6Pd98s5kbb7yZX37ZR0xMDI88MpPo6Ch++9tZKIrC2rUfsXv3Hi67bAg33zyJbt26ATB9+m/Jzc1j584f0Ol0rFnzMY888hjTp98LwOTJtzF06BA+/PA/AMye/TiTJt3Kpk1fBPxZly5N8QYv3/ZGR0fx4IOPUFhYxKefruaHH7aydOk7WK1Wxo2bwLRpd7JgwZPY7Xauv/4mZsx4kGXL/s3o0aP44IN36NKlF999t4VVq/5LXl4eHTp05+zZbN544xXi4uK47bY7efbZP7J0aco5r0VmZpb389i7dx8DBgzy+zxmzHiQnJxc7+fx7LOLuOaa69m//0eMRmPAYz7wwEysVhvbtn2HVqvllVdeIzn5eu/1FEIIcX5ID5oQQoh6iYqKAiA/Pz/g/lOnTlNSUsrZs2cBuOqqJF58cfE5j9m1axfWrFnuDQAjR16JXq/nhx/S/OqpqsrUqVMAGDCgPzExMezevReAI0eO8P77/+V3v5uFTuf+O+SNN/6K3/xmKgAbN37N5s3f8fjjs73Hmz79Hr755lt2795Tp88AwOFwMGOGO/gNHTqEf/zjDd577wNOnjzFo48+Arh7HB999BHef/+/VXqhbrllMgCxsbH06dObyMgI4uLiPD//CHbu/LHGNvh+Hv369a3yeXzwwXIeffQR7+fx6KOPcOLESd5//8OAx0tPT2fZsg949NFZ3iGr06ffw+HDR1i7dl2dPh8hhBB1Iz1oQggh6qWgoABwB4tA7rhjCu+++x7duvXhxht/xdSpt3H99ePPeUydTseyZR94Jw/RaDTk5eWRkZHhVy8urpU3bABERkZQWFgIwL59+wHo3r2r33sWLnwagD179qEoCrfddqd3n9PppFOnjmRkZDBgQP8af3Zf8fGtMRgMfmV79/5EfHxrIiIivGXdu3dDVVX27v2JLl26eMvbtEnwroeFmf22w8PDvJ/zuVT+PKKiIv0+D1VV/T6PyMhI4uPj2bNnX8Dj7d37E6qq8uijT2AwVPSWde7c6ZxDQYUQQjScBDQhhBD1kpa2HYAhQwYF3B8XF8f27d/z5Zdf8fbb7/LrX0/hhhsmsHz5e9Ue8+WXX2XRohfYunUzPXu6p47v3LkHqqr61as8EYmiKFXq1GT9+k+rBKv6aOikKJXfX3m7Nj9XoDbU9fMI5N//fpNLLune4OMIIYSoPRniKIQQos7sdjt/+9s/ueKKYSQmDgxYZ+vWNE6cOMHVV4/h3XeXsnLlh/zvfyu9955pNBX/BFksFux2O5s2beayywZ4wxmAzWavU9v69u0NwC+/HPGWqarK88+/iMPhoH//vqiqysGDh/zeN2vWo5w+fbpO56pOv359yMzMori42Ft2+PARFEWhX78+jXKO2gr0eRQXF5OVlUX//n0Dvqdfvz4oisKBAwf9yhctep5du2oecimEEKL+JKAJIYSok8zMTG65ZSqFhYUsW/Z2tfU+++xz/v73Jd5tu91Oq1atvEMiW7duTW6u+2HXs2c/zvr1qfTp05u9e38iMzMTgC1bfqgyvLEmXbt2ZcqUW3jllddwOBwALFv2Pt9++z06nY6kpNGMHDmCP/7xBVwuFwAff/wpaWnbadu2bZ3OVZ3bb7+N9u3b8eqrrwPu+9ReeeU1pky5xW94Y1MI9Hm88sprtG/fjilTbg34ni5dujB16m289NKfKSsrA2Dbtu385z/v07t3ryZruxBCXIxkiKMQQoiA0tPTufvuGWRkZPL22++yceMmbDY7FouFCRPG89Zb//SGrT179vLww78DYPbs3zN//hyuu+5annlmESNGJKHX63G5XHz00f+8PWf33HMXN998O6NGXU10dDTJyVczcuQIjh8/zpAhV9K/fz969LiE+Ph4XnjhT4D7XrGXXnqFjIxMrrnmetav/5Tx428gIyPTW2fatN+wZMnfeOyxJ7j88qG0aBFL69atWbq0IiyuWPEBs2Y9St++l9OmTQItW7ZkxYr3q/0s7r57Op9/7n6Yc1JSMq+++ie2b9/hbUtSUjILFsxjzJirADAajaxb9wmzZj1KYuJwrFYrV1wxjD//+UUAtm/fwUMPuScpue223/DWW//khRdeYteu3Rw9eoyoqCgSEtw/d/nxv/ji8ypDGf/1r6V1+jwuu2wIRqOR1q3jWLfuE4xGIwcOHOT++x/yu3a//vUk/vnPv3rf07ZtG8LCwli9enm1sz4KIYRoHIqqWho+SF0IIYQQQgghRIPJEEchhBBCCCGECBES0IQQQgghhBAiREhAE0IIIYQQQogQIQFNCCGEEEIIIUKEBDQhhBBCCCGECBES0IQQQgghhBAiREhAE0IIIYQQQogQIQFNCCGEEEIIIUKEBDQhhBBCCCGECBH/D/n4n8aEHuuCAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1165,14 +1514,16 @@ "plot_golf_data(golf_data, ax=ax)\n", "t = np.linspace(0, new_golf_data.distance.max(), 200)\n", "\n", + "new_angle_trace_post_variance_of_shot = new_angle_trace.posterior[\"variance_of_shot\"].data.flatten()\n", + "\n", "ax.plot(\n", " t,\n", - " forward_angle_model(angle_trace[\"variance_of_shot\"].mean(), t),\n", + " forward_angle_model(angle_trace_post_variance_of_shot.mean(), t),\n", " label=\"Trained on original data\",\n", ")\n", "ax.plot(\n", " t,\n", - " forward_angle_model(new_angle_trace[\"variance_of_shot\"].mean(), t),\n", + " forward_angle_model(new_angle_trace_post_variance_of_shot.mean(), t),\n", " label=\"Trained on new data\",\n", ")\n", "ax.set_title(\"Retraining the model on new data\")\n", @@ -1181,7 +1532,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.072902, + "end_time": "2020-12-11T13:31:18.740184", + "exception": false, + "start_time": "2020-12-11T13:31:18.667282", + "status": "completed" + }, + "tags": [] + }, "source": [ "## A model incorporating distance to hole\n", "\n", @@ -1205,8 +1565,23 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:18.926261Z", + "iopub.status.busy": "2020-12-11T13:31:18.921404Z", + "iopub.status.idle": "2020-12-11T13:31:20.432528Z", + "shell.execute_reply": "2020-12-11T13:31:20.431811Z" + }, + "papermill": { + "duration": 1.619386, + "end_time": "2020-12-11T13:31:20.432672", + "exception": false, + "start_time": "2020-12-11T13:31:18.813286", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1217,88 +1592,88 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "cluster31\n", - "\n", - "31\n", - "\n", - "\n", - "\n", - "variance_of_distance\n", - "\n", - "variance_of_distance\n", - "~\n", - "HalfNormal\n", - "\n", - "\n", - "\n", - "p_good_distance\n", - "\n", - "p_good_distance\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "variance_of_distance->p_good_distance\n", - "\n", - "\n", + "\n", + "31\n", "\n", "\n", - "\n", + "\n", "variance_of_shot\n", - "\n", - "variance_of_shot\n", - "~\n", - "HalfNormal\n", + "\n", + "variance_of_shot\n", + "~\n", + "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_angle\n", - "\n", - "p_good_angle\n", - "~\n", - "Deterministic\n", + "\n", + "p_good_angle\n", + "~\n", + "Deterministic\n", "\n", "\n", "\n", "variance_of_shot->p_good_angle\n", - "\n", - "\n", + "\n", + "\n", "\n", - "\n", + "\n", + "\n", + "variance_of_distance\n", + "\n", + "variance_of_distance\n", + "~\n", + "HalfNormal\n", + "\n", + "\n", "\n", + "p_good_distance\n", + "\n", + "p_good_distance\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "variance_of_distance->p_good_distance\n", + "\n", + "\n", + "\n", + "\n", + "\n", "success\n", - "\n", - "success\n", - "~\n", - "Binomial\n", + "\n", + "success\n", + "~\n", + "Binomial\n", "\n", "\n", "\n", "p_good_distance->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "p_good_angle->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1315,12 +1690,12 @@ " variance_of_distance = pm.HalfNormal(\"variance_of_distance\")\n", " p_good_angle = pm.Deterministic(\n", " \"p_good_angle\",\n", - " 2 * Phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / distances) / variance_of_shot) - 1,\n", + " 2 * phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / distances) / variance_of_shot) - 1,\n", " )\n", " p_good_distance = pm.Deterministic(\n", " \"p_good_distance\",\n", - " Phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distances + OVERSHOT) * variance_of_distance))\n", - " - Phi(-OVERSHOT / ((distances + OVERSHOT) * variance_of_distance)),\n", + " phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distances + OVERSHOT) * variance_of_distance))\n", + " - phi(-OVERSHOT / ((distances + OVERSHOT) * variance_of_distance)),\n", " )\n", "\n", " success = pm.Binomial(\n", @@ -1337,33 +1712,56 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.073634, + "end_time": "2020-12-11T13:31:20.580775", + "exception": false, + "start_time": "2020-12-11T13:31:20.507141", + "status": "completed" + }, + "tags": [] + }, "source": [ "This model still has only 2 dimensions to fit. We might think about checking on `OVERSHOT` and `DISTANCE_TOLERANCE`. Checking the first might involve a call to a local golf course, and the second might require a trip to a green and some time experimenting. We might also think about adding some explicit correlations: it is plausible that less control over angle would correspond to less control over distance, or that longer putts lead to more variance in the angle." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.073528, + "end_time": "2020-12-11T13:31:20.728188", + "exception": false, + "start_time": "2020-12-11T13:31:20.654660", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Fitting the distance angle model" ] }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [variance_of_distance, variance_of_shot]\n" - ] + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:20.921045Z", + "iopub.status.busy": "2020-12-11T13:31:20.884903Z", + "iopub.status.idle": "2020-12-11T13:31:45.271281Z", + "shell.execute_reply": "2020-12-11T13:31:45.270448Z" }, + "papermill": { + "duration": 24.46949, + "end_time": "2020-12-11T13:31:45.271407", + "exception": false, + "start_time": "2020-12-11T13:31:20.801917", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ { "data": { "text/html": [ @@ -1381,8 +1779,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n", + " \n", + " 100.00% [4000/4000 00:03<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -1392,33 +1790,38 @@ }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 6 seconds.\n", - "The acceptance probability does not match the target. It is 0.8798848192814278, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The acceptance probability does not match the target. It is 0.8892228299255789, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The number of effective samples is smaller than 25% for some parameters.\n" - ] } ], "source": [ "with distance_angle_model(new_golf_data):\n", - " distance_angle_trace = pm.sample(1000, tune=1000)" + " distance_angle_trace = pm.sample(1000, tune=1000, return_inferencedata=True)" ] }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:45.443737Z", + "iopub.status.busy": "2020-12-11T13:31:45.437335Z", + "iopub.status.idle": "2020-12-11T13:31:45.748886Z", + "shell.execute_reply": "2020-12-11T13:31:45.749459Z" + }, + "papermill": { + "duration": 0.403084, + "end_time": "2020-12-11T13:31:45.749618", + "exception": false, + "start_time": "2020-12-11T13:31:45.346534", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1442,13 +1845,19 @@ "ax = plot_golf_data(new_golf_data)\n", "t = np.linspace(0, new_golf_data.distance.max(), 200)\n", "\n", + "distance_angle_trace_post_variance_of_shot = distance_angle_trace.posterior[\n", + " \"variance_of_shot\"\n", + "].data.flatten()\n", + "distance_angle_trace_post_variance_of_distance = distance_angle_trace.posterior[\n", + " \"variance_of_distance\"\n", + "].data.flatten()\n", "\n", - "ax.plot(t, forward_angle_model(new_angle_trace[\"variance_of_shot\"].mean(), t), label=\"Just angle\")\n", + "ax.plot(t, forward_angle_model(new_angle_trace_post_variance_of_shot.mean(), t), label=\"Just angle\")\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", - " distance_angle_trace[\"variance_of_shot\"].mean(),\n", - " distance_angle_trace[\"variance_of_distance\"].mean(),\n", + " distance_angle_trace_post_variance_of_shot.mean(),\n", + " distance_angle_trace_post_variance_of_distance.mean(),\n", " t,\n", " ),\n", " label=\"Distance and angle\",\n", @@ -1460,15 +1869,39 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.077472, + "end_time": "2020-12-11T13:31:45.904529", + "exception": false, + "start_time": "2020-12-11T13:31:45.827057", + "status": "completed" + }, + "tags": [] + }, "source": [ "This new model looks better, and fit much more quickly with fewer sampling problems compared to the old model.There is some mismatch between 10 and 40 feet, but it seems generally good. We can come to this same conclusion by taking posterior predictive samples, and looking at the residuals. Here, we see that the fit is being driven by the first 4 bins, which contain ~40% of the data." ] }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:46.104500Z", + "iopub.status.busy": "2020-12-11T13:31:46.099447Z", + "iopub.status.idle": "2020-12-11T13:31:54.838808Z", + "shell.execute_reply": "2020-12-11T13:31:54.839671Z" + }, + "papermill": { + "duration": 8.857338, + "end_time": "2020-12-11T13:31:54.839883", + "exception": false, + "start_time": "2020-12-11T13:31:45.982545", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1487,8 +1920,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [4000/4000 00:07<00:00]\n", + " \n", + " 100.00% [2000/2000 00:06<00:00]\n", " \n", " " ], @@ -1501,9 +1934,9 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -1528,7 +1961,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.080246, + "end_time": "2020-12-11T13:31:55.007208", + "exception": false, + "start_time": "2020-12-11T13:31:54.926962", + "status": "completed" + }, + "tags": [] + }, "source": [ "## A new model\n", "\n", @@ -1542,8 +1984,23 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:31:55.207322Z", + "iopub.status.busy": "2020-12-11T13:31:55.186886Z", + "iopub.status.idle": "2020-12-11T13:32:00.213824Z", + "shell.execute_reply": "2020-12-11T13:32:00.213066Z" + }, + "papermill": { + "duration": 5.126425, + "end_time": "2020-12-11T13:32:00.213955", + "exception": false, + "start_time": "2020-12-11T13:31:55.087530", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1554,102 +2011,102 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "cluster31\n", - "\n", - "31\n", - "\n", - "\n", - "\n", - "variance_of_distance\n", - "\n", - "variance_of_distance\n", - "~\n", - "HalfNormal\n", - "\n", - "\n", - "\n", - "p_good_distance\n", - "\n", - "p_good_distance\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "variance_of_distance->p_good_distance\n", - "\n", - "\n", + "\n", + "31\n", "\n", "\n", - "\n", + "\n", "dispersion\n", - "\n", - "dispersion\n", - "~\n", - "HalfNormal\n", + "\n", + "dispersion\n", + "~\n", + "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_success\n", - "\n", - "p_success\n", - "~\n", - "Normal\n", + "\n", + "p_success\n", + "~\n", + "Normal\n", "\n", "\n", - "\n", + "\n", "dispersion->p_success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "variance_of_shot\n", - "\n", - "variance_of_shot\n", - "~\n", - "HalfNormal\n", + "\n", + "variance_of_shot\n", + "~\n", + "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_angle\n", - "\n", - "p_good_angle\n", - "~\n", - "Deterministic\n", + "\n", + "p_good_angle\n", + "~\n", + "Deterministic\n", "\n", "\n", "\n", "variance_of_shot->p_good_angle\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "variance_of_distance\n", + "\n", + "variance_of_distance\n", + "~\n", + "HalfNormal\n", + "\n", + "\n", + "\n", + "p_good_distance\n", + "\n", + "p_good_distance\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "variance_of_distance->p_good_distance\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "p_good_distance->p_success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "p_good_angle->p_success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1664,12 +2121,12 @@ "\n", " p_good_angle = pm.Deterministic(\n", " \"p_good_angle\",\n", - " 2 * Phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / distances) / variance_of_shot) - 1,\n", + " 2 * phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / distances) / variance_of_shot) - 1,\n", " )\n", " p_good_distance = pm.Deterministic(\n", " \"p_good_distance\",\n", - " Phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distances + OVERSHOT) * variance_of_distance))\n", - " - Phi(-OVERSHOT / ((distances + OVERSHOT) * variance_of_distance)),\n", + " phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distances + OVERSHOT) * variance_of_distance))\n", + " - phi(-OVERSHOT / ((distances + OVERSHOT) * variance_of_distance)),\n", " )\n", "\n", " p = p_good_angle * p_good_distance\n", @@ -1687,19 +2144,24 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [dispersion, variance_of_distance, variance_of_shot]\n" - ] + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:32:00.386413Z", + "iopub.status.busy": "2020-12-11T13:32:00.385662Z", + "iopub.status.idle": "2020-12-11T13:32:46.689454Z", + "shell.execute_reply": "2020-12-11T13:32:46.690036Z" + }, + "papermill": { + "duration": 46.394159, + "end_time": "2020-12-11T13:32:46.690218", + "exception": false, + "start_time": "2020-12-11T13:32:00.296059", + "status": "completed" }, + "tags": [] + }, + "outputs": [ { "data": { "text/html": [ @@ -1717,8 +2179,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n", + " \n", + " 100.00% [4000/4000 00:05<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -1729,13 +2191,6 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 6 seconds.\n" - ] - }, { "data": { "text/html": [ @@ -1753,8 +2208,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [4000/4000 00:14<00:00]\n", + " \n", + " 100.00% [2000/2000 00:11<00:00]\n", " \n", " " ], @@ -1768,20 +2223,35 @@ ], "source": [ "with disp_distance_angle_model(new_golf_data):\n", - " disp_distance_angle_trace = pm.sample(1000, tune=1000)\n", + " disp_distance_angle_trace = pm.sample(1000, tune=1000, return_inferencedata=True)\n", " disp_ppc = pm.sample_posterior_predictive(disp_distance_angle_trace)" ] }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:32:46.875067Z", + "iopub.status.busy": "2020-12-11T13:32:46.874310Z", + "iopub.status.idle": "2020-12-11T13:32:47.184324Z", + "shell.execute_reply": "2020-12-11T13:32:47.183548Z" + }, + "papermill": { + "duration": 0.412102, + "end_time": "2020-12-11T13:32:47.184447", + "exception": false, + "start_time": "2020-12-11T13:32:46.772345", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1792,12 +2262,18 @@ "ax = plot_golf_data(new_golf_data, ax=None)\n", "t = np.linspace(0, new_golf_data.distance.max(), 200)\n", "\n", + "disp_distance_angle_trace_post_variance_of_shot = disp_distance_angle_trace.posterior[\n", + " \"variance_of_shot\"\n", + "].data.flatten()\n", + "disp_distance_angle_trace_post_variance_of_distance = disp_distance_angle_trace.posterior[\n", + " \"variance_of_distance\"\n", + "].data.flatten()\n", "\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", - " distance_angle_trace[\"variance_of_shot\"].mean(),\n", - " distance_angle_trace[\"variance_of_distance\"].mean(),\n", + " disp_distance_angle_trace_post_variance_of_shot.mean(),\n", + " disp_distance_angle_trace_post_variance_of_distance.mean(),\n", " t,\n", " ),\n", " label=\"Distance and angle\",\n", @@ -1805,8 +2281,8 @@ "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", - " disp_distance_angle_trace[\"variance_of_shot\"].mean(),\n", - " disp_distance_angle_trace[\"variance_of_distance\"].mean(),\n", + " disp_distance_angle_trace_post_variance_of_shot.mean(),\n", + " disp_distance_angle_trace_post_variance_of_distance.mean(),\n", " t,\n", " ),\n", " label=\"Dispersed model\",\n", @@ -1817,21 +2293,45 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.08616, + "end_time": "2020-12-11T13:32:47.355541", + "exception": false, + "start_time": "2020-12-11T13:32:47.269381", + "status": "completed" + }, + "tags": [] + }, "source": [ "This new model does better between 10 and 30 feet, as we can also see using the residuals plot - note that this model does marginally worse for very short putts:" ] }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:32:47.538372Z", + "iopub.status.busy": "2020-12-11T13:32:47.537123Z", + "iopub.status.idle": "2020-12-11T13:32:47.857360Z", + "shell.execute_reply": "2020-12-11T13:32:47.857955Z" + }, + "papermill": { + "duration": 0.416613, + "end_time": "2020-12-11T13:32:47.858110", + "exception": false, + "start_time": "2020-12-11T13:32:47.441497", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "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": {}, @@ -1890,11 +2414,11 @@ ], "source": [ "def simulate_from_distance(trace, distance_to_hole, trials=10_000):\n", - " n_samples = trace[\"variance_of_shot\"].shape[0]\n", + " n_samples = len(trace.posterior[\"variance_of_shot\"].data.flatten())\n", "\n", " idxs = np.random.randint(0, n_samples, trials)\n", - " variance_of_shot = trace[\"variance_of_shot\"][idxs]\n", - " variance_of_distance = trace[\"variance_of_distance\"][idxs]\n", + " variance_of_shot = trace.posterior[\"variance_of_shot\"].data.flatten()[idxs]\n", + " variance_of_distance = trace.posterior[\"variance_of_distance\"].data.flatten()[idxs]\n", "\n", " theta = np.random.normal(0, variance_of_shot)\n", " distance = np.random.normal(\n", @@ -1930,14 +2454,29 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:32:48.733914Z", + "iopub.status.busy": "2020-12-11T13:32:48.733163Z", + "iopub.status.idle": "2020-12-11T13:32:49.102371Z", + "shell.execute_reply": "2020-12-11T13:32:49.102952Z" + }, + "papermill": { + "duration": 0.468155, + "end_time": "2020-12-11T13:32:49.103114", + "exception": false, + "start_time": "2020-12-11T13:32:48.634959", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -1950,7 +2489,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.09763, + "end_time": "2020-12-11T13:32:49.300081", + "exception": false, + "start_time": "2020-12-11T13:32:49.202451", + "status": "completed" + }, + "tags": [] + }, "source": [ "We can then use this to work out how many putts a player may need to take from a given distance. This can influence strategic decisions like trying to reach the green in fewer shots, which may lead to a longer first putt, vs. a more conservative approach. We do this by simulating putts until they have all gone in.\n", "\n", @@ -1959,18 +2507,33 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:32:49.515050Z", + "iopub.status.busy": "2020-12-11T13:32:49.512944Z", + "iopub.status.idle": "2020-12-11T13:32:49.518389Z", + "shell.execute_reply": "2020-12-11T13:32:49.517819Z" + }, + "papermill": { + "duration": 0.117688, + "end_time": "2020-12-11T13:32:49.518517", + "exception": false, + "start_time": "2020-12-11T13:32:49.400829", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "def expected_num_putts(trace, distance_to_hole, trials=100_000):\n", " distance_to_hole = distance_to_hole * np.ones(trials)\n", "\n", - " n_samples = trace[\"variance_of_shot\"].shape[0]\n", + " n_samples = trace.posterior[\"variance_of_shot\"].data.flatten().shape[0]\n", "\n", " idxs = np.random.randint(0, n_samples, trials)\n", - " variance_of_shot = trace[\"variance_of_shot\"][idxs]\n", - " variance_of_distance = trace[\"variance_of_distance\"][idxs]\n", + " variance_of_shot = trace.posterior[\"variance_of_shot\"].data.flatten()[idxs]\n", + " variance_of_distance = trace.posterior[\"variance_of_distance\"].data.flatten()[idxs]\n", " n_shots = []\n", " while distance_to_hole.size > 0:\n", " theta = np.random.normal(0, variance_of_shot)\n", @@ -1998,14 +2561,29 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:32:49.732838Z", + "iopub.status.busy": "2020-12-11T13:32:49.728111Z", + "iopub.status.idle": "2020-12-11T13:32:50.771252Z", + "shell.execute_reply": "2020-12-11T13:32:50.770610Z" + }, + "papermill": { + "duration": 1.154563, + "end_time": "2020-12-11T13:32:50.771370", + "exception": false, + "start_time": "2020-12-11T13:32:49.616807", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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"metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T13:33:01.989287Z", + "iopub.status.busy": "2020-12-11T13:33:01.988482Z", + "iopub.status.idle": "2020-12-11T13:33:02.092683Z", + "shell.execute_reply": "2020-12-11T13:33:02.093274Z" + }, + "papermill": { + "duration": 0.217358, + "end_time": "2020-12-11T13:33:02.093445", + "exception": false, + "start_time": "2020-12-11T13:33:01.876087", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "pymc3 3.9.0\n", - "scipy 1.4.1\n", - "pandas 1.0.4\n", - "numpy 1.18.5\n", - "last updated: Mon Jun 15 2020 \n", + "Last updated: Fri Dec 11 2020\n", + "\n", + "Python implementation: CPython\n", + "Python version : 3.7.6\n", + "IPython version : 7.13.0\n", "\n", - "CPython 3.7.7\n", - "IPython 7.15.0\n", - "watermark 2.0.2\n" + "scipy : 1.4.1\n", + "theano : 1.0.5\n", + "pandas : 1.1.5\n", + "pymc3 : 3.10.0\n", + "numpy : 1.18.5\n", + "arviz : 0.10.0\n", + "matplotlib: 3.2.1\n", + "\n", + "Watermark: 2.1.0\n", + "\n" ] } ], @@ -2054,13 +2712,29 @@ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "papermill": { + "duration": 0.106011, + "end_time": "2020-12-11T13:33:02.307058", + "exception": false, + "start_time": "2020-12-11T13:33:02.201047", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "pymc-dev", + "display_name": "Python 3", "language": "python", - "name": "pymc-dev" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -2072,7 +2746,18 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.7.6" + }, + "papermill": { + "duration": 257.277454, + "end_time": "2020-12-11T13:33:02.525770", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2020-12-11T13:28:45.248316", + "version": "2.1.0" } }, "nbformat": 4, From efd61973d43ceced4649e37f282508fdbc6c3a66 Mon Sep 17 00:00:00 2001 From: MarcoGorelli Date: Fri, 11 Dec 2020 13:58:20 +0000 Subject: [PATCH 2/4] :adhesive_bandage: fix wrong update --- docs/source/notebooks/putting_workflow.ipynb | 733 +++++++++---------- 1 file changed, 336 insertions(+), 397 deletions(-) diff --git a/docs/source/notebooks/putting_workflow.ipynb b/docs/source/notebooks/putting_workflow.ipynb index 4322d8fdb3..8e3a97daca 100755 --- a/docs/source/notebooks/putting_workflow.ipynb +++ b/docs/source/notebooks/putting_workflow.ipynb @@ -5,16 +5,16 @@ "execution_count": 1, "metadata": { "execution": { - 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"duration": 0.050541, - "end_time": "2020-12-11T13:28:55.254153", + "duration": 0.043161, + "end_time": "2020-12-11T13:49:32.603430", "exception": false, - "start_time": "2020-12-11T13:28:55.203612", + "start_time": "2020-12-11T13:49:32.560269", "status": "completed" }, "tags": [] @@ -72,10 +72,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.040821, - "end_time": "2020-12-11T13:28:55.335680", + "duration": 0.034846, + "end_time": "2020-12-11T13:49:32.672348", "exception": false, - "start_time": "2020-12-11T13:28:55.294859", + "start_time": "2020-12-11T13:49:32.637502", "status": "completed" }, "tags": [] @@ -93,16 +93,16 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:28:55.430259Z", - "iopub.status.busy": "2020-12-11T13:28:55.429327Z", - "iopub.status.idle": "2020-12-11T13:28:55.431779Z", - "shell.execute_reply": "2020-12-11T13:28:55.432288Z" + "iopub.execute_input": "2020-12-11T13:49:32.753884Z", + "iopub.status.busy": "2020-12-11T13:49:32.753167Z", + "iopub.status.idle": "2020-12-11T13:49:32.756543Z", + "shell.execute_reply": "2020-12-11T13:49:32.755817Z" }, "papermill": { - 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1162,12 +1162,9 @@ "\n", "ax.plot(\n", " t,\n", - " scipy.special.expit(\n", - " logit_trace_post_a.reshape(-1, 1) * t + logit_trace_post_a.reshape(-1, 1)\n", - " ).mean(axis=0),\n", + " scipy.special.expit(logit_trace_post_a.mean() * t + logit_trace_post_b.mean()),\n", " label=\"Logit-binomial model\",\n", ")\n", - "\n", "ax.set_title(\"Comparing the fit of geometry-based and logit-binomial model\")\n", "ax.legend();" ] @@ -1176,10 +1173,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.067504, - "end_time": "2020-12-11T13:31:04.172673", + "duration": 0.05813, + "end_time": "2020-12-11T13:51:42.650028", "exception": false, - "start_time": "2020-12-11T13:31:04.105169", + "start_time": "2020-12-11T13:51:42.591898", "status": "completed" }, "tags": [] @@ -1192,10 +1189,10 @@ "cell_type": "raw", "metadata": { "papermill": { - "duration": 0.065853, - "end_time": "2020-12-11T13:31:04.305226", + "duration": 0.058772, + "end_time": "2020-12-11T13:51:42.767716", "exception": false, - "start_time": "2020-12-11T13:31:04.239373", + "start_time": "2020-12-11T13:51:42.708944", "status": "completed" }, "tags": [] @@ -1210,10 +1207,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.066003, - "end_time": "2020-12-11T13:31:04.437506", + "duration": 0.057827, + "end_time": "2020-12-11T13:51:42.884184", "exception": false, - "start_time": "2020-12-11T13:31:04.371503", + "start_time": "2020-12-11T13:51:42.826357", "status": "completed" }, "tags": [] @@ -1227,16 +1224,16 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:31:04.590506Z", - "iopub.status.busy": "2020-12-11T13:31:04.582893Z", - "iopub.status.idle": "2020-12-11T13:31:06.279478Z", - "shell.execute_reply": "2020-12-11T13:31:06.280400Z" + "iopub.execute_input": "2020-12-11T13:51:43.014912Z", + "iopub.status.busy": "2020-12-11T13:51:43.014126Z", + "iopub.status.idle": "2020-12-11T13:51:44.546149Z", + "shell.execute_reply": "2020-12-11T13:51:44.545569Z" }, "papermill": { - "duration": 1.775636, - "end_time": "2020-12-11T13:31:06.280619", + "duration": 1.602237, + "end_time": "2020-12-11T13:51:44.546270", "exception": false, - "start_time": "2020-12-11T13:31:04.504983", + "start_time": "2020-12-11T13:51:42.944033", "status": "completed" }, "tags": [] @@ -1277,10 +1274,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.06979, - "end_time": "2020-12-11T13:31:06.432057", + "duration": 0.060402, + "end_time": "2020-12-11T13:51:44.667882", "exception": false, - "start_time": "2020-12-11T13:31:06.362267", + "start_time": "2020-12-11T13:51:44.607480", "status": "completed" }, "tags": [] @@ -1296,16 +1293,16 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:31:06.606927Z", - "iopub.status.busy": "2020-12-11T13:31:06.605679Z", - "iopub.status.idle": "2020-12-11T13:31:06.608076Z", - "shell.execute_reply": "2020-12-11T13:31:06.609006Z" + "iopub.execute_input": "2020-12-11T13:51:44.798450Z", + "iopub.status.busy": "2020-12-11T13:51:44.797605Z", + "iopub.status.idle": "2020-12-11T13:51:44.800878Z", + "shell.execute_reply": "2020-12-11T13:51:44.800276Z" }, "papermill": { - 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"duration": 0.078733, - "end_time": "2020-12-11T13:31:07.217045", + "duration": 0.062543, + "end_time": "2020-12-11T13:51:45.336091", "exception": false, - "start_time": "2020-12-11T13:31:07.138312", + "start_time": "2020-12-11T13:51:45.273548", "status": "completed" }, "tags": [] @@ -1409,10 +1406,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.071114, - "end_time": "2020-12-11T13:31:07.359738", + "duration": 0.061774, + "end_time": "2020-12-11T13:51:45.460615", "exception": false, - "start_time": "2020-12-11T13:31:07.288624", + "start_time": "2020-12-11T13:51:45.398841", "status": "completed" }, "tags": [] @@ -1428,16 +1425,16 @@ "execution_count": 18, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:31:07.520281Z", - "iopub.status.busy": "2020-12-11T13:31:07.518775Z", - "iopub.status.idle": "2020-12-11T13:31:18.113152Z", - "shell.execute_reply": "2020-12-11T13:31:18.112342Z" + "iopub.execute_input": "2020-12-11T13:51:45.618876Z", + "iopub.status.busy": "2020-12-11T13:51:45.613249Z", + "iopub.status.idle": "2020-12-11T13:51:56.377157Z", + "shell.execute_reply": "2020-12-11T13:51:56.376415Z" }, "papermill": { - "duration": 10.680992, - "end_time": "2020-12-11T13:31:18.113279", + "duration": 10.854143, + "end_time": "2020-12-11T13:51:56.377277", "exception": false, - "start_time": "2020-12-11T13:31:07.432287", + "start_time": "2020-12-11T13:51:45.523134", "status": "completed" }, "tags": [] @@ -1483,16 +1480,16 @@ "execution_count": 19, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:31:18.277254Z", - "iopub.status.busy": "2020-12-11T13:31:18.270562Z", - "iopub.status.idle": "2020-12-11T13:31:18.593368Z", - "shell.execute_reply": "2020-12-11T13:31:18.592669Z" + "iopub.execute_input": "2020-12-11T13:51:56.536050Z", + "iopub.status.busy": "2020-12-11T13:51:56.534581Z", + "iopub.status.idle": "2020-12-11T13:51:56.882637Z", + "shell.execute_reply": "2020-12-11T13:51:56.883553Z" }, "papermill": { - "duration": 0.403238, - "end_time": "2020-12-11T13:31:18.593485", + "duration": 0.442188, + "end_time": "2020-12-11T13:51:56.883804", "exception": false, - "start_time": "2020-12-11T13:31:18.190247", + "start_time": "2020-12-11T13:51:56.441616", "status": "completed" }, "tags": [] @@ -1534,10 +1531,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.072902, - "end_time": "2020-12-11T13:31:18.740184", + "duration": 0.07271, + "end_time": "2020-12-11T13:51:57.032213", "exception": false, - "start_time": "2020-12-11T13:31:18.667282", + "start_time": "2020-12-11T13:51:56.959503", "status": "completed" }, "tags": [] @@ -1568,16 +1565,16 @@ "execution_count": 20, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:31:18.926261Z", - "iopub.status.busy": "2020-12-11T13:31:18.921404Z", - "iopub.status.idle": "2020-12-11T13:31:20.432528Z", - "shell.execute_reply": "2020-12-11T13:31:20.431811Z" + "iopub.execute_input": "2020-12-11T13:51:57.198494Z", + "iopub.status.busy": "2020-12-11T13:51:57.193020Z", + "iopub.status.idle": "2020-12-11T13:51:58.658877Z", + "shell.execute_reply": "2020-12-11T13:51:58.658284Z" }, "papermill": { - "duration": 1.619386, - "end_time": "2020-12-11T13:31:20.432672", + "duration": 1.555889, + "end_time": "2020-12-11T13:51:58.658995", "exception": false, - "start_time": "2020-12-11T13:31:18.813286", + "start_time": "2020-12-11T13:51:57.103106", "status": "completed" }, "tags": [] @@ -1633,7 +1630,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_distance\n", "\n", "p_good_distance\n", @@ -1647,30 +1644,30 @@ "\n", "\n", "\n", - "\n", + "\n", "success\n", "\n", "success\n", "~\n", "Binomial\n", "\n", - "\n", - "\n", - "p_good_distance->success\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "p_good_angle->success\n", "\n", "\n", "\n", + "\n", + "\n", + "p_good_distance->success\n", + "\n", + "\n", + "\n", "\n", "
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -1714,10 +1711,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.073634, - "end_time": "2020-12-11T13:31:20.580775", + "duration": 0.066386, + "end_time": "2020-12-11T13:51:58.792894", "exception": false, - "start_time": "2020-12-11T13:31:20.507141", + "start_time": "2020-12-11T13:51:58.726508", "status": "completed" }, "tags": [] @@ -1730,10 +1727,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.073528, - "end_time": "2020-12-11T13:31:20.728188", + "duration": 0.068973, + "end_time": "2020-12-11T13:51:58.930059", "exception": false, - "start_time": "2020-12-11T13:31:20.654660", + "start_time": "2020-12-11T13:51:58.861086", "status": "completed" }, "tags": [] @@ -1747,16 +1744,16 @@ "execution_count": 21, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:31:20.921045Z", - "iopub.status.busy": "2020-12-11T13:31:20.884903Z", - "iopub.status.idle": "2020-12-11T13:31:45.271281Z", - "shell.execute_reply": "2020-12-11T13:31:45.270448Z" + "iopub.execute_input": "2020-12-11T13:51:59.099574Z", + "iopub.status.busy": "2020-12-11T13:51:59.078923Z", + "iopub.status.idle": "2020-12-11T13:52:23.409909Z", + "shell.execute_reply": "2020-12-11T13:52:23.410565Z" }, "papermill": { - "duration": 24.46949, - "end_time": "2020-12-11T13:31:45.271407", + "duration": 24.413165, + "end_time": "2020-12-11T13:52:23.410744", "exception": false, - "start_time": "2020-12-11T13:31:20.801917", + "start_time": "2020-12-11T13:51:58.997579", "status": "completed" }, "tags": [] @@ -1780,7 +1777,7 @@ " }\n", " \n", " \n", - " 100.00% [4000/4000 00:03<00:00 Sampling 2 chains, 0 divergences]\n", + " 100.00% [4000/4000 00:04<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -1802,16 +1799,16 @@ "execution_count": 22, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:31:45.443737Z", - "iopub.status.busy": "2020-12-11T13:31:45.437335Z", - "iopub.status.idle": "2020-12-11T13:31:45.748886Z", - "shell.execute_reply": "2020-12-11T13:31:45.749459Z" + "iopub.execute_input": "2020-12-11T13:52:23.575719Z", + "iopub.status.busy": "2020-12-11T13:52:23.568892Z", + "iopub.status.idle": "2020-12-11T13:52:23.865098Z", + "shell.execute_reply": "2020-12-11T13:52:23.864368Z" }, "papermill": { - "duration": 0.403084, - "end_time": "2020-12-11T13:31:45.749618", + "duration": 0.387326, + "end_time": "2020-12-11T13:52:23.865215", "exception": false, - "start_time": "2020-12-11T13:31:45.346534", + "start_time": "2020-12-11T13:52:23.477889", "status": "completed" }, "tags": [] @@ -1871,10 +1868,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.077472, - "end_time": "2020-12-11T13:31:45.904529", + "duration": 0.069645, + "end_time": "2020-12-11T13:52:24.004901", "exception": false, - "start_time": "2020-12-11T13:31:45.827057", + "start_time": "2020-12-11T13:52:23.935256", "status": "completed" }, "tags": [] @@ -1888,16 +1885,16 @@ "execution_count": 23, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:31:46.104500Z", - "iopub.status.busy": "2020-12-11T13:31:46.099447Z", - "iopub.status.idle": "2020-12-11T13:31:54.838808Z", - "shell.execute_reply": "2020-12-11T13:31:54.839671Z" + "iopub.execute_input": "2020-12-11T13:52:24.188246Z", + "iopub.status.busy": "2020-12-11T13:52:24.182997Z", + "iopub.status.idle": "2020-12-11T13:52:32.413489Z", + "shell.execute_reply": "2020-12-11T13:52:32.412907Z" }, "papermill": { - "duration": 8.857338, - "end_time": "2020-12-11T13:31:54.839883", + "duration": 8.339281, + "end_time": "2020-12-11T13:52:32.413603", "exception": false, - "start_time": "2020-12-11T13:31:45.982545", + "start_time": "2020-12-11T13:52:24.074322", "status": "completed" }, "tags": [] @@ -1963,10 +1960,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.080246, - "end_time": "2020-12-11T13:31:55.007208", + "duration": 0.071544, + "end_time": "2020-12-11T13:52:32.557375", "exception": false, - "start_time": "2020-12-11T13:31:54.926962", + "start_time": "2020-12-11T13:52:32.485831", "status": "completed" }, "tags": [] @@ -1987,16 +1984,16 @@ "execution_count": 24, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:31:55.207322Z", - "iopub.status.busy": "2020-12-11T13:31:55.186886Z", - "iopub.status.idle": "2020-12-11T13:32:00.213824Z", - "shell.execute_reply": "2020-12-11T13:32:00.213066Z" + "iopub.execute_input": "2020-12-11T13:52:32.719485Z", + "iopub.status.busy": "2020-12-11T13:52:32.714154Z", + "iopub.status.idle": "2020-12-11T13:52:37.736472Z", + "shell.execute_reply": "2020-12-11T13:52:37.735778Z" }, "papermill": { - "duration": 5.126425, - "end_time": "2020-12-11T13:32:00.213955", + "duration": 5.107287, + "end_time": "2020-12-11T13:52:37.736590", "exception": false, - "start_time": "2020-12-11T13:31:55.087530", + "start_time": "2020-12-11T13:52:32.629303", "status": "completed" }, "tags": [] @@ -2030,7 +2027,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_success\n", "\n", "p_success\n", @@ -2038,7 +2035,7 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "dispersion->p_success\n", "\n", "\n", @@ -2074,7 +2071,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_distance\n", "\n", "p_good_distance\n", @@ -2087,23 +2084,23 @@ "\n", "\n", "\n", - "\n", - "\n", - "p_good_distance->p_success\n", - "\n", - "\n", - "\n", "\n", "\n", "p_good_angle->p_success\n", "\n", "\n", "\n", + "\n", + "\n", + "p_good_distance->p_success\n", + "\n", + "\n", + "\n", "\n", "
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 24, @@ -2147,16 +2144,16 @@ "execution_count": 25, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:32:00.386413Z", - "iopub.status.busy": "2020-12-11T13:32:00.385662Z", - "iopub.status.idle": "2020-12-11T13:32:46.689454Z", - "shell.execute_reply": "2020-12-11T13:32:46.690036Z" + "iopub.execute_input": "2020-12-11T13:52:37.885316Z", + "iopub.status.busy": "2020-12-11T13:52:37.884521Z", + "iopub.status.idle": "2020-12-11T13:53:22.776285Z", + "shell.execute_reply": "2020-12-11T13:53:22.775451Z" }, "papermill": { - "duration": 46.394159, - "end_time": "2020-12-11T13:32:46.690218", + "duration": 44.967872, + "end_time": "2020-12-11T13:53:22.776457", "exception": false, - "start_time": "2020-12-11T13:32:00.296059", + "start_time": "2020-12-11T13:52:37.808585", "status": "completed" }, "tags": [] @@ -2232,16 +2229,16 @@ "execution_count": 26, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:32:46.875067Z", - "iopub.status.busy": "2020-12-11T13:32:46.874310Z", - "iopub.status.idle": "2020-12-11T13:32:47.184324Z", - "shell.execute_reply": "2020-12-11T13:32:47.183548Z" + "iopub.execute_input": "2020-12-11T13:53:22.941196Z", + "iopub.status.busy": "2020-12-11T13:53:22.932495Z", + "iopub.status.idle": "2020-12-11T13:53:23.570451Z", + "shell.execute_reply": "2020-12-11T13:53:23.571182Z" }, "papermill": { - "duration": 0.412102, - "end_time": "2020-12-11T13:32:47.184447", + "duration": 0.722422, + "end_time": "2020-12-11T13:53:23.571334", "exception": false, - "start_time": "2020-12-11T13:32:46.772345", + "start_time": "2020-12-11T13:53:22.848912", "status": "completed" }, "tags": [] @@ -2295,10 +2292,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.08616, - "end_time": "2020-12-11T13:32:47.355541", + "duration": 0.076734, + "end_time": "2020-12-11T13:53:23.725179", "exception": false, - "start_time": "2020-12-11T13:32:47.269381", + "start_time": "2020-12-11T13:53:23.648445", "status": "completed" }, "tags": [] @@ -2312,16 +2309,16 @@ "execution_count": 27, "metadata": { "execution": { - 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"iopub.execute_input": "2020-12-11T13:32:48.230602Z", - "iopub.status.busy": "2020-12-11T13:32:48.226881Z", - "iopub.status.idle": "2020-12-11T13:32:48.541547Z", - "shell.execute_reply": "2020-12-11T13:32:48.540780Z" + "iopub.execute_input": "2020-12-11T13:53:24.520480Z", + "iopub.status.busy": "2020-12-11T13:53:24.519785Z", + "iopub.status.idle": "2020-12-11T13:53:24.814509Z", + "shell.execute_reply": "2020-12-11T13:53:24.815068Z" }, "papermill": { - "duration": 0.418833, - "end_time": "2020-12-11T13:32:48.541693", + "duration": 0.391679, + "end_time": "2020-12-11T13:53:24.815214", "exception": false, - "start_time": "2020-12-11T13:32:48.122860", + "start_time": "2020-12-11T13:53:24.423535", "status": "completed" }, "tags": [] @@ -2457,16 +2454,16 @@ "execution_count": 29, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:32:48.733914Z", - "iopub.status.busy": "2020-12-11T13:32:48.733163Z", - "iopub.status.idle": "2020-12-11T13:32:49.102371Z", - "shell.execute_reply": "2020-12-11T13:32:49.102952Z" + "iopub.execute_input": "2020-12-11T13:53:24.989822Z", + "iopub.status.busy": "2020-12-11T13:53:24.988821Z", + "iopub.status.idle": "2020-12-11T13:53:25.331599Z", + "shell.execute_reply": "2020-12-11T13:53:25.332161Z" }, "papermill": { - "duration": 0.468155, - "end_time": "2020-12-11T13:32:49.103114", + "duration": 0.43407, + "end_time": "2020-12-11T13:53:25.332306", "exception": false, - "start_time": "2020-12-11T13:32:48.634959", + "start_time": "2020-12-11T13:53:24.898236", "status": "completed" }, "tags": [] @@ -2491,10 +2488,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.09763, - "end_time": "2020-12-11T13:32:49.300081", + "duration": 0.088543, + "end_time": "2020-12-11T13:53:25.509958", "exception": false, - "start_time": "2020-12-11T13:32:49.202451", + "start_time": "2020-12-11T13:53:25.421415", "status": "completed" }, "tags": [] @@ -2510,16 +2507,16 @@ "execution_count": 30, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:32:49.515050Z", - "iopub.status.busy": "2020-12-11T13:32:49.512944Z", - "iopub.status.idle": "2020-12-11T13:32:49.518389Z", - "shell.execute_reply": "2020-12-11T13:32:49.517819Z" + "iopub.execute_input": "2020-12-11T13:53:25.705311Z", + "iopub.status.busy": "2020-12-11T13:53:25.704382Z", + "iopub.status.idle": "2020-12-11T13:53:25.709494Z", + "shell.execute_reply": "2020-12-11T13:53:25.708815Z" }, "papermill": { - "duration": 0.117688, - "end_time": "2020-12-11T13:32:49.518517", + "duration": 0.109814, + "end_time": "2020-12-11T13:53:25.709605", "exception": false, - "start_time": "2020-12-11T13:32:49.400829", + "start_time": "2020-12-11T13:53:25.599791", "status": "completed" }, "tags": [] @@ -2564,16 +2561,16 @@ "execution_count": 31, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:32:49.732838Z", - "iopub.status.busy": "2020-12-11T13:32:49.728111Z", - "iopub.status.idle": "2020-12-11T13:32:50.771252Z", - "shell.execute_reply": "2020-12-11T13:32:50.770610Z" + "iopub.execute_input": "2020-12-11T13:53:25.904510Z", + "iopub.status.busy": "2020-12-11T13:53:25.898566Z", + "iopub.status.idle": "2020-12-11T13:53:26.850245Z", + "shell.execute_reply": "2020-12-11T13:53:26.849643Z" }, "papermill": { - "duration": 1.154563, - "end_time": "2020-12-11T13:32:50.771370", + "duration": 1.052276, + "end_time": "2020-12-11T13:53:26.850358", "exception": false, - "start_time": "2020-12-11T13:32:49.616807", + "start_time": "2020-12-11T13:53:25.798082", "status": "completed" }, "tags": [] @@ -2607,79 +2604,21 @@ "fig.suptitle(\"Simulated number of putts from\\na few distances\");" ] }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2020-12-11T13:32:50.979403Z", - "iopub.status.busy": "2020-12-11T13:32:50.978504Z", - "iopub.status.idle": "2020-12-11T13:33:01.770235Z", - "shell.execute_reply": "2020-12-11T13:33:01.769530Z" - }, - "papermill": { - "duration": 10.898058, - "end_time": "2020-12-11T13:33:01.770360", - "exception": false, - "start_time": "2020-12-11T13:32:50.872302", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting watermark\r\n", - " Downloading watermark-2.1.0-py2.py3-none-any.whl (5.7 kB)\r\n", - "Requirement already satisfied: ipython in /opt/conda/lib/python3.7/site-packages (from watermark) (7.13.0)\r\n", - "Collecting importlib-metadata<3.0\r\n", - " Downloading importlib_metadata-2.1.1-py2.py3-none-any.whl (10 kB)\r\n", - "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata<3.0->watermark) (3.1.0)\r\n", - "Requirement already satisfied: pygments in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (2.6.1)\r\n", - "Requirement already satisfied: pickleshare in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.7.5)\r\n", - "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.4.2)\r\n", - "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (3.0.5)\r\n", - "Requirement already satisfied: backcall in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.1.0)\r\n", - "Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.3.3)\r\n", - "Requirement already satisfied: setuptools>=18.5 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (46.1.3.post20200325)\r\n", - "Requirement already satisfied: pexpect in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.8.0)\r\n", - "Requirement already satisfied: jedi>=0.10 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.15.2)\r\n", - "Requirement already satisfied: parso>=0.5.2 in /opt/conda/lib/python3.7/site-packages (from jedi>=0.10->ipython->watermark) (0.5.2)\r\n", - "Requirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.7/site-packages (from pexpect->ipython->watermark) (0.6.0)\r\n", - "Requirement already satisfied: wcwidth in /opt/conda/lib/python3.7/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython->watermark) (0.1.9)\r\n", - "Requirement already satisfied: ipython-genutils in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2->ipython->watermark) (0.2.0)\r\n", - "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2->ipython->watermark) (1.14.0)\r\n", - "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.4.2)\r\n", - "Installing collected packages: importlib-metadata, watermark\r\n", - " Attempting uninstall: importlib-metadata\r\n", - " Found existing installation: importlib-metadata 3.1.1\r\n", - " Uninstalling importlib-metadata-3.1.1:\r\n", - " Successfully uninstalled importlib-metadata-3.1.1\r\n", - "Successfully installed importlib-metadata-2.1.1 watermark-2.1.0\r\n" - ] - } - ], - "source": [ - "!pip install watermark" - ] - }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:33:01.989287Z", - "iopub.status.busy": "2020-12-11T13:33:01.988482Z", - "iopub.status.idle": "2020-12-11T13:33:02.092683Z", - "shell.execute_reply": "2020-12-11T13:33:02.093274Z" + "iopub.execute_input": "2020-12-11T13:53:37.175043Z", + "iopub.status.busy": "2020-12-11T13:53:37.174005Z", + "iopub.status.idle": "2020-12-11T13:53:37.269257Z", + "shell.execute_reply": "2020-12-11T13:53:37.268188Z" }, "papermill": { - "duration": 0.217358, - "end_time": "2020-12-11T13:33:02.093445", + "duration": 0.197734, + "end_time": "2020-12-11T13:53:37.269379", "exception": false, - "start_time": "2020-12-11T13:33:01.876087", + "start_time": "2020-12-11T13:53:37.071645", "status": "completed" }, "tags": [] @@ -2695,13 +2634,13 @@ "Python version : 3.7.6\n", "IPython version : 7.13.0\n", "\n", - "scipy : 1.4.1\n", - "theano : 1.0.5\n", "pandas : 1.1.5\n", + "scipy : 1.4.1\n", "pymc3 : 3.10.0\n", - "numpy : 1.18.5\n", "arviz : 0.10.0\n", + "numpy : 1.18.5\n", "matplotlib: 3.2.1\n", + "theano : 1.0.5\n", "\n", "Watermark: 2.1.0\n", "\n" @@ -2718,10 +2657,10 @@ "execution_count": null, "metadata": { "papermill": { - "duration": 0.106011, - "end_time": "2020-12-11T13:33:02.307058", + "duration": 0.095241, + "end_time": "2020-12-11T13:53:37.459498", "exception": false, - "start_time": "2020-12-11T13:33:02.201047", + "start_time": "2020-12-11T13:53:37.364257", "status": "completed" }, "tags": [] @@ -2749,14 +2688,14 @@ "version": "3.7.6" }, "papermill": { - "duration": 257.277454, - "end_time": "2020-12-11T13:33:02.525770", + "duration": 256.080964, + "end_time": "2020-12-11T13:53:38.600436", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, - "start_time": "2020-12-11T13:28:45.248316", + "start_time": "2020-12-11T13:49:22.519472", "version": "2.1.0" } }, From 03adad74b07ca138c05af631e18cf7960244e508 Mon Sep 17 00:00:00 2001 From: MarcoGorelli Date: Fri, 11 Dec 2020 14:15:31 +0000 Subject: [PATCH 3/4] :adhesive_bandage: raw code cell -> code cell --- docs/source/notebooks/putting_workflow.ipynb | 754 ++++++++++--------- 1 file changed, 385 insertions(+), 369 deletions(-) diff --git a/docs/source/notebooks/putting_workflow.ipynb b/docs/source/notebooks/putting_workflow.ipynb index 8e3a97daca..73dcf940c2 100755 --- a/docs/source/notebooks/putting_workflow.ipynb +++ b/docs/source/notebooks/putting_workflow.ipynb @@ -5,16 +5,16 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:49:27.439635Z", - "iopub.status.busy": "2020-12-11T13:49:27.438754Z", - "iopub.status.idle": "2020-12-11T13:49:32.524550Z", - "shell.execute_reply": "2020-12-11T13:49:32.523575Z" + "iopub.execute_input": "2020-12-11T14:04:44.592202Z", + "iopub.status.busy": "2020-12-11T14:04:44.591398Z", + "iopub.status.idle": "2020-12-11T14:04:50.633269Z", + "shell.execute_reply": "2020-12-11T14:04:50.632147Z" }, "papermill": { - "duration": 5.127954, - "end_time": "2020-12-11T13:49:32.524726", + "duration": 6.095313, + "end_time": "2020-12-11T14:04:50.633464", "exception": false, - "start_time": "2020-12-11T13:49:27.396772", + "start_time": "2020-12-11T14:04:44.538151", "status": "completed" }, "tags": [] @@ -47,16 +47,16 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:49:32.600691Z", - "iopub.status.busy": "2020-12-11T13:49:32.600007Z", - "iopub.status.idle": "2020-12-11T13:49:32.602822Z", - "shell.execute_reply": "2020-12-11T13:49:32.603287Z" + "iopub.execute_input": "2020-12-11T14:04:50.741451Z", + "iopub.status.busy": "2020-12-11T14:04:50.740359Z", + "iopub.status.idle": "2020-12-11T14:04:50.743470Z", + "shell.execute_reply": "2020-12-11T14:04:50.742771Z" }, "papermill": { - "duration": 0.043161, - "end_time": "2020-12-11T13:49:32.603430", + "duration": 0.059711, + "end_time": "2020-12-11T14:04:50.743613", "exception": false, - "start_time": "2020-12-11T13:49:32.560269", + "start_time": "2020-12-11T14:04:50.683902", "status": "completed" }, "tags": [] @@ -72,10 +72,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.034846, - "end_time": "2020-12-11T13:49:32.672348", + "duration": 0.04383, + "end_time": "2020-12-11T14:04:50.832619", "exception": false, - "start_time": "2020-12-11T13:49:32.637502", + "start_time": "2020-12-11T14:04:50.788789", "status": "completed" }, "tags": [] @@ -93,16 +93,16 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:49:32.753884Z", - "iopub.status.busy": "2020-12-11T13:49:32.753167Z", - "iopub.status.idle": "2020-12-11T13:49:32.756543Z", - "shell.execute_reply": "2020-12-11T13:49:32.755817Z" + "iopub.execute_input": "2020-12-11T14:04:50.937808Z", + "iopub.status.busy": "2020-12-11T14:04:50.936882Z", + "iopub.status.idle": "2020-12-11T14:04:50.940855Z", + "shell.execute_reply": "2020-12-11T14:04:50.940203Z" }, "papermill": { - "duration": 0.049674, - "end_time": "2020-12-11T13:49:32.756688", + "duration": 0.065109, + "end_time": "2020-12-11T14:04:50.941009", "exception": false, - "start_time": "2020-12-11T13:49:32.707014", + "start_time": "2020-12-11T14:04:50.875900", "status": "completed" }, "tags": [] @@ -140,16 +140,16 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:49:32.837420Z", - "iopub.status.busy": "2020-12-11T13:49:32.836707Z", - "iopub.status.idle": "2020-12-11T13:49:33.195742Z", - "shell.execute_reply": "2020-12-11T13:49:33.195219Z" + "iopub.execute_input": "2020-12-11T14:04:51.045311Z", + "iopub.status.busy": "2020-12-11T14:04:51.044443Z", + "iopub.status.idle": "2020-12-11T14:04:51.494272Z", + "shell.execute_reply": "2020-12-11T14:04:51.493423Z" }, "papermill": { - "duration": 0.404788, - "end_time": "2020-12-11T13:49:33.195860", + "duration": 0.506677, + "end_time": "2020-12-11T14:04:51.494407", "exception": false, - "start_time": "2020-12-11T13:49:32.791072", + "start_time": "2020-12-11T14:04:50.987730", "status": "completed" }, "tags": [] @@ -195,10 +195,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.035262, - "end_time": "2020-12-11T13:49:33.267282", + "duration": 0.048911, + "end_time": "2020-12-11T14:04:51.589951", "exception": false, - "start_time": "2020-12-11T13:49:33.232020", + "start_time": "2020-12-11T14:04:51.541040", "status": "completed" }, "tags": [] @@ -213,10 +213,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.035077, - "end_time": "2020-12-11T13:49:33.337822", + "duration": 0.044918, + "end_time": "2020-12-11T14:04:51.683836", "exception": false, - "start_time": "2020-12-11T13:49:33.302745", + "start_time": "2020-12-11T14:04:51.638918", "status": "completed" }, "tags": [] @@ -240,16 +240,16 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:49:33.412094Z", - "iopub.status.busy": "2020-12-11T13:49:33.411417Z", - "iopub.status.idle": "2020-12-11T13:50:11.938951Z", - "shell.execute_reply": "2020-12-11T13:50:11.939476Z" + "iopub.execute_input": "2020-12-11T14:04:51.790002Z", + "iopub.status.busy": "2020-12-11T14:04:51.789147Z", + "iopub.status.idle": "2020-12-11T14:05:36.298252Z", + "shell.execute_reply": "2020-12-11T14:05:36.298865Z" }, "papermill": { - "duration": 38.566583, - "end_time": "2020-12-11T13:50:11.939621", + "duration": 44.566183, + "end_time": "2020-12-11T14:05:36.299076", "exception": false, - "start_time": "2020-12-11T13:49:33.373038", + "start_time": "2020-12-11T14:04:51.732893", "status": "completed" }, "tags": [] @@ -274,11 +274,11 @@ "\n", "19\n", "\n", - "\n", + "\n", "\n", - "b\n", + "a\n", "\n", - "b\n", + "a\n", "~\n", "Normal\n", "\n", @@ -290,23 +290,23 @@ "~\n", "Binomial\n", "\n", - "\n", + "\n", "\n", - "b->success\n", + "a->success\n", "\n", "\n", "\n", - "\n", + "\n", "\n", - "a\n", + "b\n", "\n", - "a\n", + "b\n", "~\n", "Normal\n", "\n", - "\n", + "\n", "\n", - "a->success\n", + "b->success\n", "\n", "\n", "\n", @@ -314,7 +314,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -344,10 +344,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.036831, - "end_time": "2020-12-11T13:50:12.013747", + "duration": 0.045454, + "end_time": "2020-12-11T14:05:36.390851", "exception": false, - "start_time": "2020-12-11T13:50:11.976916", + "start_time": "2020-12-11T14:05:36.345397", "status": "completed" }, "tags": [] @@ -361,16 +361,16 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:50:12.110741Z", - "iopub.status.busy": "2020-12-11T13:50:12.105371Z", - "iopub.status.idle": "2020-12-11T13:50:59.715234Z", - "shell.execute_reply": "2020-12-11T13:50:59.714650Z" + "iopub.execute_input": "2020-12-11T14:05:36.526362Z", + "iopub.status.busy": "2020-12-11T14:05:36.496538Z", + "iopub.status.idle": "2020-12-11T14:06:31.838199Z", + "shell.execute_reply": "2020-12-11T14:06:31.837293Z" }, "papermill": { - "duration": 47.665216, - "end_time": "2020-12-11T13:50:59.715358", + "duration": 55.399727, + "end_time": "2020-12-11T14:06:31.838364", "exception": false, - "start_time": "2020-12-11T13:50:12.050142", + "start_time": "2020-12-11T14:05:36.438637", "status": "completed" }, "tags": [] @@ -499,10 +499,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.037115, - "end_time": "2020-12-11T13:50:59.790624", + "duration": 0.047449, + "end_time": "2020-12-11T14:06:31.933744", "exception": false, - "start_time": "2020-12-11T13:50:59.753509", + "start_time": "2020-12-11T14:06:31.886295", "status": "completed" }, "tags": [] @@ -518,16 +518,16 @@ "execution_count": 7, "metadata": { "execution": { - 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"iopub.execute_input": "2020-12-11T13:51:04.348898Z", - "iopub.status.busy": "2020-12-11T13:51:04.348000Z", - "iopub.status.idle": "2020-12-11T13:51:04.655149Z", - "shell.execute_reply": "2020-12-11T13:51:04.655966Z" + "iopub.execute_input": "2020-12-11T14:06:37.594366Z", + "iopub.status.busy": "2020-12-11T14:06:37.593300Z", + "iopub.status.idle": "2020-12-11T14:06:37.983452Z", + "shell.execute_reply": "2020-12-11T14:06:37.984120Z" }, "papermill": { - "duration": 0.357157, - "end_time": "2020-12-11T13:51:04.656172", + "duration": 0.451899, + "end_time": "2020-12-11T14:06:37.984309", "exception": false, - "start_time": "2020-12-11T13:51:04.299015", + "start_time": "2020-12-11T14:06:37.532410", "status": "completed" }, "tags": [] @@ -724,10 +724,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.043416, - "end_time": "2020-12-11T13:51:04.745767", + "duration": 0.060287, + "end_time": "2020-12-11T14:06:38.102919", "exception": false, - "start_time": "2020-12-11T13:51:04.702351", + "start_time": "2020-12-11T14:06:38.042632", "status": "completed" }, "tags": [] @@ -759,10 +759,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.043681, - "end_time": "2020-12-11T13:51:04.834466", + "duration": 0.057594, + "end_time": "2020-12-11T14:06:38.217159", "exception": false, - "start_time": "2020-12-11T13:51:04.790785", + "start_time": "2020-12-11T14:06:38.159565", "status": "completed" }, "tags": [] @@ -790,16 +790,16 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:51:04.940821Z", - "iopub.status.busy": "2020-12-11T13:51:04.939604Z", - "iopub.status.idle": "2020-12-11T13:51:05.296801Z", - "shell.execute_reply": "2020-12-11T13:51:05.297337Z" + "iopub.execute_input": "2020-12-11T14:06:38.343316Z", + "iopub.status.busy": "2020-12-11T14:06:38.342109Z", + "iopub.status.idle": "2020-12-11T14:06:38.798764Z", + "shell.execute_reply": "2020-12-11T14:06:38.799413Z" }, "papermill": { - "duration": 0.418025, - "end_time": "2020-12-11T13:51:05.297476", + "duration": 0.525235, + "end_time": "2020-12-11T14:06:38.799620", "exception": false, - "start_time": "2020-12-11T13:51:04.879451", + "start_time": "2020-12-11T14:06:38.274385", "status": "completed" }, "tags": [] @@ -839,10 +839,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.048691, - "end_time": "2020-12-11T13:51:05.393484", + "duration": 0.058036, + "end_time": "2020-12-11T14:06:38.920040", "exception": false, - "start_time": "2020-12-11T13:51:05.344793", + "start_time": "2020-12-11T14:06:38.862004", "status": "completed" }, "tags": [] @@ -859,16 +859,16 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:51:05.501537Z", - "iopub.status.busy": "2020-12-11T13:51:05.500777Z", - "iopub.status.idle": "2020-12-11T13:51:16.616945Z", - "shell.execute_reply": "2020-12-11T13:51:16.617500Z" + "iopub.execute_input": "2020-12-11T14:06:39.056106Z", + "iopub.status.busy": "2020-12-11T14:06:39.054743Z", + "iopub.status.idle": "2020-12-11T14:06:51.835964Z", + "shell.execute_reply": "2020-12-11T14:06:51.835118Z" }, "papermill": { - "duration": 11.176619, - "end_time": "2020-12-11T13:51:16.617648", + "duration": 12.857753, + "end_time": "2020-12-11T14:06:51.836117", "exception": false, - "start_time": "2020-12-11T13:51:05.441029", + "start_time": "2020-12-11T14:06:38.978364", "status": "completed" }, "tags": [] @@ -933,7 +933,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -971,10 +971,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.048135, - "end_time": "2020-12-11T13:51:16.714427", + "duration": 0.057262, + "end_time": "2020-12-11T14:06:51.951599", "exception": false, - "start_time": "2020-12-11T13:51:16.666292", + "start_time": "2020-12-11T14:06:51.894337", "status": "completed" }, "tags": [] @@ -992,16 +992,16 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:51:16.814640Z", - "iopub.status.busy": "2020-12-11T13:51:16.813581Z", - "iopub.status.idle": "2020-12-11T13:51:21.792724Z", - "shell.execute_reply": "2020-12-11T13:51:21.793243Z" + "iopub.execute_input": "2020-12-11T14:06:52.090431Z", + "iopub.status.busy": "2020-12-11T14:06:52.084797Z", + "iopub.status.idle": "2020-12-11T14:06:57.967097Z", + "shell.execute_reply": "2020-12-11T14:06:57.967735Z" }, "papermill": { - "duration": 5.031228, - "end_time": "2020-12-11T13:51:21.793381", + "duration": 5.954046, + "end_time": "2020-12-11T14:06:57.968161", "exception": false, - "start_time": "2020-12-11T13:51:16.762153", + "start_time": "2020-12-11T14:06:52.014115", "status": "completed" }, "tags": [] @@ -1042,10 +1042,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.056618, - "end_time": "2020-12-11T13:51:21.906253", + "duration": 0.073755, + "end_time": "2020-12-11T14:06:58.111199", "exception": false, - "start_time": "2020-12-11T13:51:21.849635", + "start_time": "2020-12-11T14:06:58.037444", "status": "completed" }, "tags": [] @@ -1059,16 +1059,16 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:51:22.032258Z", - "iopub.status.busy": "2020-12-11T13:51:22.026831Z", - "iopub.status.idle": "2020-12-11T13:51:41.942894Z", - "shell.execute_reply": "2020-12-11T13:51:41.943403Z" + "iopub.execute_input": "2020-12-11T14:06:58.286620Z", + "iopub.status.busy": "2020-12-11T14:06:58.275319Z", + "iopub.status.idle": "2020-12-11T14:07:21.587251Z", + "shell.execute_reply": "2020-12-11T14:07:21.586438Z" }, "papermill": { - "duration": 19.981778, - "end_time": "2020-12-11T13:51:41.943564", + "duration": 23.399773, + "end_time": "2020-12-11T14:07:21.587396", "exception": false, - "start_time": "2020-12-11T13:51:21.961786", + "start_time": "2020-12-11T14:06:58.187623", "status": "completed" }, "tags": [] @@ -1114,16 +1114,16 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:51:42.065073Z", - "iopub.status.busy": "2020-12-11T13:51:42.064268Z", - "iopub.status.idle": "2020-12-11T13:51:42.532651Z", - "shell.execute_reply": "2020-12-11T13:51:42.533176Z" + "iopub.execute_input": "2020-12-11T14:07:21.754452Z", + "iopub.status.busy": "2020-12-11T14:07:21.753252Z", + "iopub.status.idle": "2020-12-11T14:07:22.362843Z", + "shell.execute_reply": "2020-12-11T14:07:22.363525Z" }, "papermill": { - "duration": 0.533788, - "end_time": "2020-12-11T13:51:42.533317", + "duration": 0.703653, + "end_time": "2020-12-11T14:07:22.363721", "exception": false, - "start_time": "2020-12-11T13:51:41.999529", + "start_time": "2020-12-11T14:07:21.660068", "status": "completed" }, "tags": [] @@ -1173,10 +1173,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.05813, - "end_time": "2020-12-11T13:51:42.650028", + "duration": 0.071696, + "end_time": "2020-12-11T14:07:22.507224", "exception": false, - "start_time": "2020-12-11T13:51:42.591898", + "start_time": "2020-12-11T14:07:22.435528", "status": "completed" }, "tags": [] @@ -1186,17 +1186,33 @@ ] }, { - "cell_type": "raw", + "cell_type": "code", + "execution_count": 15, "metadata": { + "execution": { + "iopub.execute_input": "2020-12-11T14:07:22.660543Z", + "iopub.status.busy": "2020-12-11T14:07:22.659555Z", + "iopub.status.idle": "2020-12-11T14:07:22.668212Z", + "shell.execute_reply": "2020-12-11T14:07:22.667393Z" + }, "papermill": { - "duration": 0.058772, - "end_time": "2020-12-11T13:51:42.767716", + "duration": 0.087133, + "end_time": "2020-12-11T14:07:22.668349", "exception": false, - "start_time": "2020-12-11T13:51:42.708944", + "start_time": "2020-12-11T14:07:22.581216", "status": "completed" }, "tags": [] }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6.40% vs 0.00279%\n" + ] + } + ], "source": [ "print(\n", " f\"{100 * forward_angle_model(angle_trace_post_variance_of_shot, 50).mean():.2f}% vs {100 * scipy.special.expit(logit_trace_post_a * 50 + logit_trace_post_b).mean():.5f}%\"\n", @@ -1207,10 +1223,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.057827, - "end_time": "2020-12-11T13:51:42.884184", + "duration": 0.074042, + "end_time": "2020-12-11T14:07:22.815998", "exception": false, - "start_time": "2020-12-11T13:51:42.826357", + "start_time": "2020-12-11T14:07:22.741956", "status": "completed" }, "tags": [] @@ -1221,19 +1237,19 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:51:43.014912Z", - "iopub.status.busy": "2020-12-11T13:51:43.014126Z", - "iopub.status.idle": "2020-12-11T13:51:44.546149Z", - "shell.execute_reply": "2020-12-11T13:51:44.545569Z" + "iopub.execute_input": "2020-12-11T14:07:22.975519Z", + "iopub.status.busy": "2020-12-11T14:07:22.974334Z", + "iopub.status.idle": "2020-12-11T14:07:24.872386Z", + "shell.execute_reply": "2020-12-11T14:07:24.871515Z" }, "papermill": { - "duration": 1.602237, - "end_time": "2020-12-11T13:51:44.546270", + "duration": 1.982792, + "end_time": "2020-12-11T14:07:24.872528", "exception": false, - "start_time": "2020-12-11T13:51:42.944033", + "start_time": "2020-12-11T14:07:22.889736", "status": "completed" }, "tags": [] @@ -1274,10 +1290,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.060402, - "end_time": "2020-12-11T13:51:44.667882", + "duration": 0.080597, + "end_time": "2020-12-11T14:07:25.032472", "exception": false, - "start_time": "2020-12-11T13:51:44.607480", + "start_time": "2020-12-11T14:07:24.951875", "status": "completed" }, "tags": [] @@ -1290,19 +1306,19 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:51:44.798450Z", - "iopub.status.busy": "2020-12-11T13:51:44.797605Z", - "iopub.status.idle": "2020-12-11T13:51:44.800878Z", - "shell.execute_reply": "2020-12-11T13:51:44.800276Z" + "iopub.execute_input": "2020-12-11T14:07:25.198023Z", + "iopub.status.busy": "2020-12-11T14:07:25.196468Z", + "iopub.status.idle": "2020-12-11T14:07:25.200547Z", + "shell.execute_reply": "2020-12-11T14:07:25.199723Z" }, "papermill": { - "duration": 0.072321, - "end_time": "2020-12-11T13:51:44.800999", + "duration": 0.090673, + "end_time": "2020-12-11T14:07:25.200686", "exception": false, - "start_time": "2020-12-11T13:51:44.728678", + "start_time": "2020-12-11T14:07:25.110013", "status": "completed" }, "tags": [] @@ -1348,19 +1364,19 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:51:44.945031Z", - "iopub.status.busy": "2020-12-11T13:51:44.944186Z", - "iopub.status.idle": "2020-12-11T13:51:45.210747Z", - "shell.execute_reply": "2020-12-11T13:51:45.210156Z" + "iopub.execute_input": "2020-12-11T14:07:25.369082Z", + "iopub.status.busy": "2020-12-11T14:07:25.368107Z", + "iopub.status.idle": "2020-12-11T14:07:25.716920Z", + "shell.execute_reply": "2020-12-11T14:07:25.716092Z" }, "papermill": { - "duration": 0.34858, - "end_time": "2020-12-11T13:51:45.210874", + "duration": 0.42811, + "end_time": "2020-12-11T14:07:25.717062", "exception": false, - "start_time": "2020-12-11T13:51:44.862294", + "start_time": "2020-12-11T14:07:25.288952", "status": "completed" }, "tags": [] @@ -1390,10 +1406,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.062543, - "end_time": "2020-12-11T13:51:45.336091", + "duration": 0.07781, + "end_time": "2020-12-11T14:07:25.871546", "exception": false, - "start_time": "2020-12-11T13:51:45.273548", + "start_time": "2020-12-11T14:07:25.793736", "status": "completed" }, "tags": [] @@ -1406,10 +1422,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.061774, - "end_time": "2020-12-11T13:51:45.460615", + "duration": 0.07932, + "end_time": "2020-12-11T14:07:26.028748", "exception": false, - "start_time": "2020-12-11T13:51:45.398841", + "start_time": "2020-12-11T14:07:25.949428", "status": "completed" }, "tags": [] @@ -1422,19 +1438,19 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:51:45.618876Z", - "iopub.status.busy": "2020-12-11T13:51:45.613249Z", - "iopub.status.idle": "2020-12-11T13:51:56.377157Z", - "shell.execute_reply": "2020-12-11T13:51:56.376415Z" + "iopub.execute_input": "2020-12-11T14:07:26.218216Z", + "iopub.status.busy": "2020-12-11T14:07:26.194367Z", + "iopub.status.idle": "2020-12-11T14:07:38.439906Z", + "shell.execute_reply": "2020-12-11T14:07:38.438890Z" }, "papermill": { - "duration": 10.854143, - "end_time": "2020-12-11T13:51:56.377277", + "duration": 12.331638, + "end_time": "2020-12-11T14:07:38.440100", "exception": false, - "start_time": "2020-12-11T13:51:45.523134", + "start_time": "2020-12-11T14:07:26.108462", "status": "completed" }, "tags": [] @@ -1458,7 +1474,7 @@ " }\n", " \n", " \n", - " 100.00% [4000/4000 00:06<00:00 Sampling 2 chains, 1,035 divergences]\n", + " 100.00% [4000/4000 00:07<00:00 Sampling 2 chains, 1,035 divergences]\n", " \n", " " ], @@ -1477,19 +1493,19 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { "execution": { - 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"\n", - "\n", - "p_good_angle->success\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "p_good_distance->success\n", "\n", "\n", "\n", + "\n", + "\n", + "p_good_angle->success\n", + "\n", + "\n", + "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1711,10 +1727,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.066386, - "end_time": "2020-12-11T13:51:58.792894", + "duration": 0.083464, + "end_time": "2020-12-11T14:07:41.602415", "exception": false, - "start_time": "2020-12-11T13:51:58.726508", + "start_time": "2020-12-11T14:07:41.518951", "status": "completed" }, "tags": [] @@ -1727,10 +1743,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.068973, - "end_time": "2020-12-11T13:51:58.930059", + "duration": 0.085266, + "end_time": "2020-12-11T14:07:41.767823", "exception": false, - "start_time": "2020-12-11T13:51:58.861086", + "start_time": "2020-12-11T14:07:41.682557", "status": "completed" }, "tags": [] @@ -1741,19 +1757,19 @@ }, { "cell_type": "code", - 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"duration": 0.071544, - "end_time": "2020-12-11T13:52:32.557375", + "duration": 0.082655, + "end_time": "2020-12-11T14:08:19.631905", "exception": false, - "start_time": "2020-12-11T13:52:32.485831", + "start_time": "2020-12-11T14:08:19.549250", "status": "completed" }, "tags": [] @@ -1981,19 +1997,19 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:52:32.719485Z", - "iopub.status.busy": "2020-12-11T13:52:32.714154Z", - "iopub.status.idle": "2020-12-11T13:52:37.736472Z", - "shell.execute_reply": "2020-12-11T13:52:37.735778Z" + "iopub.execute_input": "2020-12-11T14:08:19.814980Z", + "iopub.status.busy": "2020-12-11T14:08:19.809207Z", + "iopub.status.idle": "2020-12-11T14:08:25.701909Z", + "shell.execute_reply": "2020-12-11T14:08:25.701107Z" }, "papermill": { - "duration": 5.107287, - "end_time": "2020-12-11T13:52:37.736590", + "duration": 5.986977, + "end_time": "2020-12-11T14:08:25.702042", "exception": false, - "start_time": "2020-12-11T13:52:32.629303", + "start_time": "2020-12-11T14:08:19.715065", "status": "completed" }, "tags": [] @@ -2027,7 +2043,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_success\n", "\n", "p_success\n", @@ -2049,7 +2065,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_angle\n", "\n", "p_good_angle\n", @@ -2071,7 +2087,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_distance\n", "\n", "p_good_distance\n", @@ -2084,26 +2100,26 @@ "\n", "\n", "\n", - "\n", - "\n", - "p_good_angle->p_success\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "p_good_distance->p_success\n", "\n", "\n", "\n", + "\n", + "\n", + "p_good_angle->p_success\n", + "\n", + "\n", + "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 24, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -2141,19 +2157,19 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:52:37.885316Z", - "iopub.status.busy": "2020-12-11T13:52:37.884521Z", - "iopub.status.idle": "2020-12-11T13:53:22.776285Z", - "shell.execute_reply": "2020-12-11T13:53:22.775451Z" + "iopub.execute_input": "2020-12-11T14:08:25.926137Z", + "iopub.status.busy": "2020-12-11T14:08:25.890109Z", + "iopub.status.idle": "2020-12-11T14:09:19.058168Z", + "shell.execute_reply": "2020-12-11T14:09:19.057478Z" }, "papermill": { - "duration": 44.967872, - "end_time": "2020-12-11T13:53:22.776457", + "duration": 53.267638, + "end_time": "2020-12-11T14:09:19.058326", "exception": false, - "start_time": "2020-12-11T13:52:37.808585", + "start_time": "2020-12-11T14:08:25.790688", "status": "completed" }, "tags": [] @@ -2206,7 +2222,7 @@ " }\n", " \n", " \n", - " 100.00% [2000/2000 00:11<00:00]\n", + " 100.00% [2000/2000 00:13<00:00]\n", " \n", " " ], @@ -2226,19 +2242,19 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:53:22.941196Z", - "iopub.status.busy": "2020-12-11T13:53:22.932495Z", - "iopub.status.idle": "2020-12-11T13:53:23.570451Z", - "shell.execute_reply": "2020-12-11T13:53:23.571182Z" + "iopub.execute_input": "2020-12-11T14:09:19.267723Z", + "iopub.status.busy": "2020-12-11T14:09:19.258986Z", + "iopub.status.idle": "2020-12-11T14:09:19.604923Z", + "shell.execute_reply": "2020-12-11T14:09:19.604140Z" }, "papermill": { - "duration": 0.722422, - "end_time": "2020-12-11T13:53:23.571334", + "duration": 0.459029, + "end_time": "2020-12-11T14:09:19.605057", "exception": false, - "start_time": "2020-12-11T13:53:22.848912", + "start_time": "2020-12-11T14:09:19.146028", "status": "completed" }, "tags": [] @@ -2292,10 +2308,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.076734, - "end_time": "2020-12-11T13:53:23.725179", + "duration": 0.088455, + "end_time": "2020-12-11T14:09:19.782447", "exception": false, - "start_time": "2020-12-11T13:53:23.648445", + "start_time": "2020-12-11T14:09:19.693992", "status": "completed" }, "tags": [] @@ -2306,19 +2322,19 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:53:23.886985Z", - "iopub.status.busy": "2020-12-11T13:53:23.886306Z", - "iopub.status.idle": "2020-12-11T13:53:24.185794Z", - "shell.execute_reply": "2020-12-11T13:53:24.186350Z" + "iopub.execute_input": "2020-12-11T14:09:19.979169Z", + "iopub.status.busy": "2020-12-11T14:09:19.977668Z", + "iopub.status.idle": "2020-12-11T14:09:20.353926Z", + "shell.execute_reply": "2020-12-11T14:09:20.353279Z" }, "papermill": { - "duration": 0.385086, - "end_time": "2020-12-11T13:53:24.186489", + "duration": 0.480642, + "end_time": "2020-12-11T14:09:20.354049", "exception": false, - "start_time": "2020-12-11T13:53:23.801403", + "start_time": "2020-12-11T14:09:19.873407", "status": "completed" }, "tags": [] @@ -2357,10 +2373,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.078085, - "end_time": "2020-12-11T13:53:24.343406", + "duration": 0.092497, + "end_time": "2020-12-11T14:09:20.539523", "exception": false, - "start_time": "2020-12-11T13:53:24.265321", + "start_time": "2020-12-11T14:09:20.447026", "status": "completed" }, "tags": [] @@ -2380,19 +2396,19 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:53:24.520480Z", - "iopub.status.busy": "2020-12-11T13:53:24.519785Z", - "iopub.status.idle": "2020-12-11T13:53:24.814509Z", - "shell.execute_reply": "2020-12-11T13:53:24.815068Z" + "iopub.execute_input": "2020-12-11T14:09:20.747960Z", + "iopub.status.busy": "2020-12-11T14:09:20.746736Z", + "iopub.status.idle": "2020-12-11T14:09:21.093014Z", + "shell.execute_reply": "2020-12-11T14:09:21.093662Z" }, "papermill": { - "duration": 0.391679, - "end_time": "2020-12-11T13:53:24.815214", + "duration": 0.461462, + "end_time": "2020-12-11T14:09:21.093817", "exception": false, - "start_time": "2020-12-11T13:53:24.423535", + "start_time": "2020-12-11T14:09:20.632355", "status": "completed" }, "tags": [] @@ -2451,19 +2467,19 @@ }, { "cell_type": "code", - 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"start_time": "2020-12-11T13:53:25.421415", + "start_time": "2020-12-11T14:09:21.830050", "status": "completed" }, "tags": [] @@ -2504,19 +2520,19 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:53:25.705311Z", - "iopub.status.busy": "2020-12-11T13:53:25.704382Z", - "iopub.status.idle": "2020-12-11T13:53:25.709494Z", - "shell.execute_reply": "2020-12-11T13:53:25.708815Z" + "iopub.execute_input": "2020-12-11T14:09:22.162266Z", + "iopub.status.busy": "2020-12-11T14:09:22.154576Z", + "iopub.status.idle": "2020-12-11T14:09:22.166373Z", + "shell.execute_reply": "2020-12-11T14:09:22.165747Z" }, "papermill": { - "duration": 0.109814, - "end_time": "2020-12-11T13:53:25.709605", + "duration": 0.130372, + "end_time": "2020-12-11T14:09:22.166509", "exception": false, - "start_time": "2020-12-11T13:53:25.599791", + "start_time": "2020-12-11T14:09:22.036137", "status": "completed" }, "tags": [] @@ -2558,19 +2574,19 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:53:25.904510Z", - "iopub.status.busy": "2020-12-11T13:53:25.898566Z", - "iopub.status.idle": "2020-12-11T13:53:26.850245Z", - "shell.execute_reply": "2020-12-11T13:53:26.849643Z" + "iopub.execute_input": "2020-12-11T14:09:22.397471Z", + "iopub.status.busy": "2020-12-11T14:09:22.381389Z", + "iopub.status.idle": "2020-12-11T14:09:23.483500Z", + "shell.execute_reply": "2020-12-11T14:09:23.482733Z" }, "papermill": { - "duration": 1.052276, - "end_time": "2020-12-11T13:53:26.850358", + "duration": 1.213592, + "end_time": "2020-12-11T14:09:23.483656", "exception": false, - "start_time": "2020-12-11T13:53:25.798082", + "start_time": "2020-12-11T14:09:22.270064", "status": "completed" }, "tags": [] @@ -2606,19 +2622,19 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T13:53:37.175043Z", - "iopub.status.busy": "2020-12-11T13:53:37.174005Z", - "iopub.status.idle": "2020-12-11T13:53:37.269257Z", - "shell.execute_reply": "2020-12-11T13:53:37.268188Z" + "iopub.execute_input": "2020-12-11T14:09:35.819879Z", + "iopub.status.busy": "2020-12-11T14:09:35.819075Z", + "iopub.status.idle": "2020-12-11T14:09:35.941645Z", + "shell.execute_reply": "2020-12-11T14:09:35.940550Z" }, "papermill": { - "duration": 0.197734, - "end_time": "2020-12-11T13:53:37.269379", + "duration": 0.251593, + "end_time": "2020-12-11T14:09:35.941864", "exception": false, - "start_time": "2020-12-11T13:53:37.071645", + "start_time": "2020-12-11T14:09:35.690271", "status": "completed" }, "tags": [] @@ -2634,13 +2650,13 @@ "Python version : 3.7.6\n", "IPython version : 7.13.0\n", "\n", - "pandas : 1.1.5\n", - "scipy : 1.4.1\n", - "pymc3 : 3.10.0\n", "arviz : 0.10.0\n", - "numpy : 1.18.5\n", "matplotlib: 3.2.1\n", + "numpy : 1.18.5\n", "theano : 1.0.5\n", + "pymc3 : 3.10.0\n", + "scipy : 1.4.1\n", + "pandas : 1.1.5\n", "\n", "Watermark: 2.1.0\n", "\n" @@ -2657,10 +2673,10 @@ "execution_count": null, "metadata": { "papermill": { - "duration": 0.095241, - "end_time": "2020-12-11T13:53:37.459498", + "duration": 0.122674, + "end_time": "2020-12-11T14:09:36.190761", "exception": false, - "start_time": "2020-12-11T13:53:37.364257", + "start_time": "2020-12-11T14:09:36.068087", "status": "completed" }, "tags": [] @@ -2688,14 +2704,14 @@ "version": "3.7.6" }, "papermill": { - "duration": 256.080964, - "end_time": "2020-12-11T13:53:38.600436", + "duration": 297.873406, + "end_time": "2020-12-11T14:09:36.425650", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, - "start_time": "2020-12-11T13:49:22.519472", + "start_time": "2020-12-11T14:04:38.552244", "version": "2.1.0" } }, From 0a809e7f7b5aca98b9c491655eaf17006b875bb5 Mon Sep 17 00:00:00 2001 From: MarcoGorelli Date: Fri, 11 Dec 2020 14:34:59 +0000 Subject: [PATCH 4/4] :bug: fix incorrect formula --- docs/source/notebooks/putting_workflow.ipynb | 766 +++++++++---------- 1 file changed, 383 insertions(+), 383 deletions(-) diff --git a/docs/source/notebooks/putting_workflow.ipynb b/docs/source/notebooks/putting_workflow.ipynb index 73dcf940c2..b21bc99a9d 100755 --- a/docs/source/notebooks/putting_workflow.ipynb +++ b/docs/source/notebooks/putting_workflow.ipynb @@ -5,16 +5,16 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:04:44.592202Z", - "iopub.status.busy": "2020-12-11T14:04:44.591398Z", - "iopub.status.idle": "2020-12-11T14:04:50.633269Z", - "shell.execute_reply": "2020-12-11T14:04:50.632147Z" + "iopub.execute_input": "2020-12-11T14:26:30.474023Z", + "iopub.status.busy": "2020-12-11T14:26:30.473304Z", + "iopub.status.idle": "2020-12-11T14:26:35.429817Z", + "shell.execute_reply": "2020-12-11T14:26:35.429131Z" }, "papermill": { - "duration": 6.095313, - "end_time": "2020-12-11T14:04:50.633464", + "duration": 5.00459, + "end_time": "2020-12-11T14:26:35.429941", "exception": false, - "start_time": "2020-12-11T14:04:44.538151", + "start_time": "2020-12-11T14:26:30.425351", "status": "completed" }, "tags": [] @@ -47,16 +47,16 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:04:50.741451Z", - "iopub.status.busy": "2020-12-11T14:04:50.740359Z", - "iopub.status.idle": "2020-12-11T14:04:50.743470Z", - "shell.execute_reply": "2020-12-11T14:04:50.742771Z" + "iopub.execute_input": "2020-12-11T14:26:35.520925Z", + "iopub.status.busy": "2020-12-11T14:26:35.519924Z", + "iopub.status.idle": "2020-12-11T14:26:35.523183Z", + "shell.execute_reply": "2020-12-11T14:26:35.522572Z" }, "papermill": { - "duration": 0.059711, - "end_time": "2020-12-11T14:04:50.743613", + "duration": 0.05026, + "end_time": "2020-12-11T14:26:35.523296", "exception": false, - "start_time": "2020-12-11T14:04:50.683902", + "start_time": "2020-12-11T14:26:35.473036", "status": "completed" }, "tags": [] @@ -72,10 +72,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.04383, - "end_time": "2020-12-11T14:04:50.832619", + "duration": 0.040155, + "end_time": "2020-12-11T14:26:35.604783", "exception": false, - "start_time": "2020-12-11T14:04:50.788789", + "start_time": "2020-12-11T14:26:35.564628", "status": "completed" }, "tags": [] @@ -93,16 +93,16 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:04:50.937808Z", - "iopub.status.busy": "2020-12-11T14:04:50.936882Z", - "iopub.status.idle": "2020-12-11T14:04:50.940855Z", - "shell.execute_reply": "2020-12-11T14:04:50.940203Z" + "iopub.execute_input": "2020-12-11T14:26:35.698064Z", + "iopub.status.busy": "2020-12-11T14:26:35.697343Z", + "iopub.status.idle": "2020-12-11T14:26:35.700820Z", + "shell.execute_reply": "2020-12-11T14:26:35.700129Z" }, "papermill": { - "duration": 0.065109, - "end_time": "2020-12-11T14:04:50.941009", + "duration": 0.055342, + "end_time": "2020-12-11T14:26:35.700938", "exception": false, - "start_time": "2020-12-11T14:04:50.875900", + "start_time": "2020-12-11T14:26:35.645596", "status": "completed" }, "tags": [] @@ -140,16 +140,16 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:04:51.045311Z", - "iopub.status.busy": "2020-12-11T14:04:51.044443Z", - "iopub.status.idle": "2020-12-11T14:04:51.494272Z", - "shell.execute_reply": "2020-12-11T14:04:51.493423Z" + "iopub.execute_input": "2020-12-11T14:26:35.796190Z", + "iopub.status.busy": "2020-12-11T14:26:35.795377Z", + "iopub.status.idle": "2020-12-11T14:26:36.162600Z", + "shell.execute_reply": "2020-12-11T14:26:36.161952Z" }, "papermill": { - "duration": 0.506677, - "end_time": "2020-12-11T14:04:51.494407", + "duration": 0.420127, + "end_time": "2020-12-11T14:26:36.162723", "exception": false, - "start_time": "2020-12-11T14:04:50.987730", + "start_time": "2020-12-11T14:26:35.742596", "status": "completed" }, "tags": [] @@ -195,10 +195,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - 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"duration": 0.451899, - "end_time": "2020-12-11T14:06:37.984309", + "duration": 0.355484, + "end_time": "2020-12-11T14:28:05.381296", "exception": false, - "start_time": "2020-12-11T14:06:37.532410", + "start_time": "2020-12-11T14:28:05.025812", "status": "completed" }, "tags": [] @@ -724,10 +724,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.060287, - "end_time": "2020-12-11T14:06:38.102919", + "duration": 0.050805, + "end_time": "2020-12-11T14:28:05.483333", "exception": false, - "start_time": "2020-12-11T14:06:38.042632", + "start_time": "2020-12-11T14:28:05.432528", "status": "completed" }, "tags": [] @@ -759,10 +759,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.057594, - "end_time": "2020-12-11T14:06:38.217159", + "duration": 0.050642, + "end_time": "2020-12-11T14:28:05.585239", "exception": false, - "start_time": "2020-12-11T14:06:38.159565", + "start_time": "2020-12-11T14:28:05.534597", "status": "completed" }, "tags": [] @@ -777,7 +777,7 @@ "I am skipping a derivation of the probability of making a putt given the accuracy variance and distance to the hole, but it is a fun exercise in geometry, and turns out to be\n", "\n", "$$\n", - "p(\\text{success} | \\sigma_{\\text{angle}}, \\text{distance}) = 2 \\Phi\\left( \\frac{ \\arcsin (R - r) / \\text{distance}}{\\sigma_{\\text{angle}}}\\right),\n", + "p(\\text{success} | \\sigma_{\\text{angle}}, \\text{distance}) = 2 \\Phi\\left( \\frac{ \\arcsin \\left((R - r) / \\text{distance}\\right)}{\\sigma_{\\text{angle}}}\\right),\n", "$$\n", "\n", "where $\\Phi$ is the normal cumulative density function, $R$ is the radius of the cup (turns out 2.125 inches), and $r$ is the radius of the golf ball (around 0.84 inches).\n", @@ -790,16 +790,16 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:06:38.343316Z", - "iopub.status.busy": "2020-12-11T14:06:38.342109Z", - "iopub.status.idle": "2020-12-11T14:06:38.798764Z", - "shell.execute_reply": "2020-12-11T14:06:38.799413Z" + "iopub.execute_input": "2020-12-11T14:28:05.705897Z", + "iopub.status.busy": "2020-12-11T14:28:05.704407Z", + "iopub.status.idle": "2020-12-11T14:28:06.069999Z", + "shell.execute_reply": "2020-12-11T14:28:06.070622Z" }, "papermill": { - "duration": 0.525235, - "end_time": "2020-12-11T14:06:38.799620", + "duration": 0.434138, + "end_time": "2020-12-11T14:28:06.070778", "exception": false, - "start_time": "2020-12-11T14:06:38.274385", + "start_time": "2020-12-11T14:28:05.636640", "status": "completed" }, "tags": [] @@ -839,10 +839,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.058036, - "end_time": "2020-12-11T14:06:38.920040", + "duration": 0.054538, + "end_time": "2020-12-11T14:28:06.180308", "exception": false, - "start_time": "2020-12-11T14:06:38.862004", + "start_time": "2020-12-11T14:28:06.125770", "status": "completed" }, "tags": [] @@ -859,16 +859,16 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:06:39.056106Z", - "iopub.status.busy": "2020-12-11T14:06:39.054743Z", - "iopub.status.idle": "2020-12-11T14:06:51.835964Z", - "shell.execute_reply": "2020-12-11T14:06:51.835118Z" + "iopub.execute_input": "2020-12-11T14:28:06.302487Z", + "iopub.status.busy": "2020-12-11T14:28:06.301653Z", + "iopub.status.idle": "2020-12-11T14:28:17.130892Z", + "shell.execute_reply": "2020-12-11T14:28:17.130205Z" }, "papermill": { - "duration": 12.857753, - "end_time": "2020-12-11T14:06:51.836117", + "duration": 10.896636, + "end_time": "2020-12-11T14:28:17.131004", "exception": false, - "start_time": "2020-12-11T14:06:38.978364", + "start_time": "2020-12-11T14:28:06.234368", "status": "completed" }, "tags": [] @@ -933,7 +933,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -971,10 +971,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.057262, - "end_time": "2020-12-11T14:06:51.951599", + "duration": 0.054736, + "end_time": "2020-12-11T14:28:17.241795", "exception": false, - "start_time": "2020-12-11T14:06:51.894337", + "start_time": "2020-12-11T14:28:17.187059", "status": "completed" }, "tags": [] @@ -992,16 +992,16 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:06:52.090431Z", - "iopub.status.busy": "2020-12-11T14:06:52.084797Z", - "iopub.status.idle": "2020-12-11T14:06:57.967097Z", - "shell.execute_reply": "2020-12-11T14:06:57.967735Z" + "iopub.execute_input": "2020-12-11T14:28:17.396475Z", + "iopub.status.busy": "2020-12-11T14:28:17.381193Z", + "iopub.status.idle": "2020-12-11T14:28:22.332699Z", + "shell.execute_reply": "2020-12-11T14:28:22.333271Z" }, "papermill": { - "duration": 5.954046, - "end_time": "2020-12-11T14:06:57.968161", + "duration": 5.036602, + "end_time": "2020-12-11T14:28:22.333417", "exception": false, - "start_time": "2020-12-11T14:06:52.014115", + "start_time": "2020-12-11T14:28:17.296815", "status": "completed" }, "tags": [] @@ -1042,10 +1042,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.073755, - "end_time": "2020-12-11T14:06:58.111199", + "duration": 0.062887, + "end_time": "2020-12-11T14:28:22.459562", "exception": false, - "start_time": "2020-12-11T14:06:58.037444", + "start_time": "2020-12-11T14:28:22.396675", "status": "completed" }, "tags": [] @@ -1059,16 +1059,16 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:06:58.286620Z", - "iopub.status.busy": "2020-12-11T14:06:58.275319Z", - "iopub.status.idle": "2020-12-11T14:07:21.587251Z", - "shell.execute_reply": "2020-12-11T14:07:21.586438Z" + "iopub.execute_input": "2020-12-11T14:28:22.618438Z", + "iopub.status.busy": "2020-12-11T14:28:22.613260Z", + "iopub.status.idle": "2020-12-11T14:28:42.735327Z", + "shell.execute_reply": "2020-12-11T14:28:42.734535Z" }, "papermill": { - "duration": 23.399773, - "end_time": "2020-12-11T14:07:21.587396", + "duration": 20.213485, + "end_time": "2020-12-11T14:28:42.735454", "exception": false, - "start_time": "2020-12-11T14:06:58.187623", + "start_time": "2020-12-11T14:28:22.521969", "status": "completed" }, "tags": [] @@ -1114,16 +1114,16 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:07:21.754452Z", - "iopub.status.busy": "2020-12-11T14:07:21.753252Z", - "iopub.status.idle": "2020-12-11T14:07:22.362843Z", - "shell.execute_reply": "2020-12-11T14:07:22.363525Z" + "iopub.execute_input": "2020-12-11T14:28:42.884037Z", + "iopub.status.busy": "2020-12-11T14:28:42.881679Z", + "iopub.status.idle": "2020-12-11T14:28:43.385304Z", + "shell.execute_reply": "2020-12-11T14:28:43.385878Z" }, "papermill": { - "duration": 0.703653, - "end_time": "2020-12-11T14:07:22.363721", + "duration": 0.586164, + "end_time": "2020-12-11T14:28:43.386032", "exception": false, - "start_time": "2020-12-11T14:07:21.660068", + "start_time": "2020-12-11T14:28:42.799868", "status": "completed" }, "tags": [] @@ -1173,10 +1173,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.071696, - "end_time": "2020-12-11T14:07:22.507224", + "duration": 0.065858, + "end_time": "2020-12-11T14:28:43.517897", "exception": false, - "start_time": "2020-12-11T14:07:22.435528", + "start_time": "2020-12-11T14:28:43.452039", "status": "completed" }, "tags": [] @@ -1190,16 +1190,16 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:07:22.660543Z", - "iopub.status.busy": "2020-12-11T14:07:22.659555Z", - "iopub.status.idle": "2020-12-11T14:07:22.668212Z", - "shell.execute_reply": "2020-12-11T14:07:22.667393Z" + "iopub.execute_input": "2020-12-11T14:28:43.656507Z", + "iopub.status.busy": "2020-12-11T14:28:43.655761Z", + "iopub.status.idle": "2020-12-11T14:28:43.660705Z", + "shell.execute_reply": "2020-12-11T14:28:43.661243Z" }, "papermill": { - "duration": 0.087133, - "end_time": "2020-12-11T14:07:22.668349", + "duration": 0.077517, + "end_time": "2020-12-11T14:28:43.661395", "exception": false, - "start_time": "2020-12-11T14:07:22.581216", + "start_time": "2020-12-11T14:28:43.583878", "status": "completed" }, "tags": [] @@ -1223,10 +1223,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.074042, - "end_time": "2020-12-11T14:07:22.815998", + "duration": 0.067016, + "end_time": "2020-12-11T14:28:43.816023", "exception": false, - "start_time": "2020-12-11T14:07:22.741956", + "start_time": "2020-12-11T14:28:43.749007", "status": "completed" }, "tags": [] @@ -1240,16 +1240,16 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:07:22.975519Z", - "iopub.status.busy": "2020-12-11T14:07:22.974334Z", - "iopub.status.idle": "2020-12-11T14:07:24.872386Z", - "shell.execute_reply": "2020-12-11T14:07:24.871515Z" + "iopub.execute_input": "2020-12-11T14:28:43.964011Z", + "iopub.status.busy": "2020-12-11T14:28:43.962134Z", + "iopub.status.idle": "2020-12-11T14:28:45.610067Z", + "shell.execute_reply": "2020-12-11T14:28:45.607215Z" }, "papermill": { - "duration": 1.982792, - "end_time": "2020-12-11T14:07:24.872528", + "duration": 1.727115, + "end_time": "2020-12-11T14:28:45.610239", "exception": false, - "start_time": "2020-12-11T14:07:22.889736", + "start_time": "2020-12-11T14:28:43.883124", "status": "completed" }, "tags": [] @@ -1290,10 +1290,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.080597, - "end_time": "2020-12-11T14:07:25.032472", + "duration": 0.069789, + "end_time": "2020-12-11T14:28:45.757313", "exception": false, - "start_time": "2020-12-11T14:07:24.951875", + "start_time": "2020-12-11T14:28:45.687524", "status": "completed" }, "tags": [] @@ -1309,16 +1309,16 @@ "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:07:25.198023Z", - "iopub.status.busy": "2020-12-11T14:07:25.196468Z", - "iopub.status.idle": "2020-12-11T14:07:25.200547Z", - "shell.execute_reply": "2020-12-11T14:07:25.199723Z" + "iopub.execute_input": "2020-12-11T14:28:45.920871Z", + "iopub.status.busy": "2020-12-11T14:28:45.919776Z", + "iopub.status.idle": "2020-12-11T14:28:45.923439Z", + "shell.execute_reply": "2020-12-11T14:28:45.922821Z" }, "papermill": { - "duration": 0.090673, - "end_time": "2020-12-11T14:07:25.200686", + "duration": 0.096526, + "end_time": "2020-12-11T14:28:45.923558", "exception": false, - "start_time": "2020-12-11T14:07:25.110013", + "start_time": "2020-12-11T14:28:45.827032", "status": "completed" }, "tags": [] @@ -1367,16 +1367,16 @@ "execution_count": 18, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:07:25.369082Z", - "iopub.status.busy": "2020-12-11T14:07:25.368107Z", - "iopub.status.idle": "2020-12-11T14:07:25.716920Z", - "shell.execute_reply": "2020-12-11T14:07:25.716092Z" + "iopub.execute_input": "2020-12-11T14:28:46.069897Z", + "iopub.status.busy": "2020-12-11T14:28:46.068787Z", + "iopub.status.idle": "2020-12-11T14:28:46.351333Z", + "shell.execute_reply": "2020-12-11T14:28:46.351891Z" }, "papermill": { - "duration": 0.42811, - "end_time": "2020-12-11T14:07:25.717062", + "duration": 0.359381, + "end_time": "2020-12-11T14:28:46.352063", "exception": false, - "start_time": "2020-12-11T14:07:25.288952", + "start_time": "2020-12-11T14:28:45.992682", "status": "completed" }, "tags": [] @@ -1406,10 +1406,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.07781, - "end_time": "2020-12-11T14:07:25.871546", + "duration": 0.073176, + "end_time": "2020-12-11T14:28:46.496213", "exception": false, - "start_time": "2020-12-11T14:07:25.793736", + "start_time": "2020-12-11T14:28:46.423037", "status": "completed" }, "tags": [] @@ -1422,10 +1422,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.07932, - "end_time": "2020-12-11T14:07:26.028748", + "duration": 0.071076, + "end_time": "2020-12-11T14:28:46.637853", "exception": false, - "start_time": "2020-12-11T14:07:25.949428", + "start_time": "2020-12-11T14:28:46.566777", "status": "completed" }, "tags": [] @@ -1441,16 +1441,16 @@ "execution_count": 19, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:07:26.218216Z", - "iopub.status.busy": "2020-12-11T14:07:26.194367Z", - "iopub.status.idle": "2020-12-11T14:07:38.439906Z", - "shell.execute_reply": "2020-12-11T14:07:38.438890Z" + "iopub.execute_input": "2020-12-11T14:28:46.828485Z", + "iopub.status.busy": "2020-12-11T14:28:46.797367Z", + "iopub.status.idle": "2020-12-11T14:28:57.185536Z", + "shell.execute_reply": "2020-12-11T14:28:57.184881Z" }, "papermill": { - "duration": 12.331638, - "end_time": "2020-12-11T14:07:38.440100", + "duration": 10.473771, + "end_time": "2020-12-11T14:28:57.185685", "exception": false, - "start_time": "2020-12-11T14:07:26.108462", + "start_time": "2020-12-11T14:28:46.711914", "status": "completed" }, "tags": [] @@ -1474,7 +1474,7 @@ " }\n", " \n", " \n", - " 100.00% [4000/4000 00:07<00:00 Sampling 2 chains, 1,035 divergences]\n", + " 100.00% [4000/4000 00:06<00:00 Sampling 2 chains, 1,035 divergences]\n", " \n", " " ], @@ -1496,16 +1496,16 @@ "execution_count": 20, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:07:38.625373Z", - "iopub.status.busy": "2020-12-11T14:07:38.622903Z", - "iopub.status.idle": "2020-12-11T14:07:39.007431Z", - "shell.execute_reply": "2020-12-11T14:07:39.008832Z" + "iopub.execute_input": "2020-12-11T14:28:57.347617Z", + "iopub.status.busy": "2020-12-11T14:28:57.345919Z", + "iopub.status.idle": "2020-12-11T14:28:57.653994Z", + "shell.execute_reply": "2020-12-11T14:28:57.654684Z" }, "papermill": { - "duration": 0.476915, - "end_time": "2020-12-11T14:07:39.009161", + "duration": 0.397099, + "end_time": "2020-12-11T14:28:57.654848", "exception": false, - "start_time": "2020-12-11T14:07:38.532246", + "start_time": "2020-12-11T14:28:57.257749", "status": "completed" }, "tags": [] @@ -1547,10 +1547,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.084181, - "end_time": "2020-12-11T14:07:39.197563", + "duration": 0.09474, + "end_time": "2020-12-11T14:28:57.830925", "exception": false, - "start_time": "2020-12-11T14:07:39.113382", + "start_time": "2020-12-11T14:28:57.736185", "status": "completed" }, "tags": [] @@ -1573,7 +1573,7 @@ "P(\\text{good distance}) = P(\\text{distance} < u < \\text{distance} + 3)\n", "$$\n", "\n", - "it uses `Phi`, the cumulative normal density function we implemented earlier." + "it uses `phi`, the cumulative normal density function we implemented earlier." ] }, { @@ -1581,16 +1581,16 @@ "execution_count": 21, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:07:39.411105Z", - "iopub.status.busy": "2020-12-11T14:07:39.399586Z", - "iopub.status.idle": "2020-12-11T14:07:41.439518Z", - "shell.execute_reply": "2020-12-11T14:07:41.438699Z" + "iopub.execute_input": "2020-12-11T14:28:58.007473Z", + "iopub.status.busy": "2020-12-11T14:28:58.002435Z", + "iopub.status.idle": "2020-12-11T14:28:59.529311Z", + "shell.execute_reply": "2020-12-11T14:28:59.528665Z" }, "papermill": { - "duration": 2.161465, - "end_time": "2020-12-11T14:07:41.439653", + "duration": 1.620123, + "end_time": "2020-12-11T14:28:59.529447", "exception": false, - "start_time": "2020-12-11T14:07:39.278188", + "start_time": "2020-12-11T14:28:57.909324", "status": "completed" }, "tags": [] @@ -1646,7 +1646,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_distance\n", "\n", "p_good_distance\n", @@ -1660,7 +1660,7 @@ "\n", "\n", "\n", - "\n", + "\n", "success\n", "\n", "success\n", @@ -1683,7 +1683,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -1727,10 +1727,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.083464, - "end_time": "2020-12-11T14:07:41.602415", + "duration": 0.075357, + "end_time": "2020-12-11T14:28:59.679827", "exception": false, - "start_time": "2020-12-11T14:07:41.518951", + "start_time": "2020-12-11T14:28:59.604470", "status": "completed" }, "tags": [] @@ -1743,10 +1743,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.085266, - "end_time": "2020-12-11T14:07:41.767823", + "duration": 0.07455, + "end_time": "2020-12-11T14:28:59.828947", "exception": false, - "start_time": "2020-12-11T14:07:41.682557", + "start_time": "2020-12-11T14:28:59.754397", "status": "completed" }, "tags": [] @@ -1760,16 +1760,16 @@ "execution_count": 22, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:07:41.967943Z", - "iopub.status.busy": "2020-12-11T14:07:41.950417Z", - "iopub.status.idle": "2020-12-11T14:08:08.754642Z", - "shell.execute_reply": "2020-12-11T14:08:08.753804Z" + "iopub.execute_input": "2020-12-11T14:28:59.998693Z", + "iopub.status.busy": "2020-12-11T14:28:59.988392Z", + "iopub.status.idle": "2020-12-11T14:29:23.866394Z", + "shell.execute_reply": "2020-12-11T14:29:23.865734Z" }, "papermill": { - "duration": 26.898776, - "end_time": "2020-12-11T14:08:08.754791", + "duration": 23.962166, + "end_time": "2020-12-11T14:29:23.866523", "exception": false, - "start_time": "2020-12-11T14:07:41.856015", + "start_time": "2020-12-11T14:28:59.904357", "status": "completed" }, "tags": [] @@ -1793,7 +1793,7 @@ " }\n", " \n", " \n", - " 100.00% [4000/4000 00:04<00:00 Sampling 2 chains, 0 divergences]\n", + " 100.00% [4000/4000 00:03<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -1815,16 +1815,16 @@ "execution_count": 23, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:08:08.935196Z", - "iopub.status.busy": "2020-12-11T14:08:08.929008Z", - "iopub.status.idle": "2020-12-11T14:08:09.300022Z", - "shell.execute_reply": "2020-12-11T14:08:09.299240Z" + "iopub.execute_input": "2020-12-11T14:29:24.053175Z", + "iopub.status.busy": "2020-12-11T14:29:24.052006Z", + "iopub.status.idle": "2020-12-11T14:29:24.352263Z", + "shell.execute_reply": "2020-12-11T14:29:24.352818Z" }, "papermill": { - "duration": 0.464173, - "end_time": "2020-12-11T14:08:09.300196", + "duration": 0.410839, + "end_time": "2020-12-11T14:29:24.352971", "exception": false, - "start_time": "2020-12-11T14:08:08.836023", + "start_time": "2020-12-11T14:29:23.942132", "status": "completed" }, "tags": [] @@ -1884,10 +1884,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.080711, - "end_time": "2020-12-11T14:08:09.460932", + "duration": 0.077146, + "end_time": "2020-12-11T14:29:24.508016", "exception": false, - "start_time": "2020-12-11T14:08:09.380221", + "start_time": "2020-12-11T14:29:24.430870", "status": "completed" }, "tags": [] @@ -1901,16 +1901,16 @@ "execution_count": 24, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:08:09.655743Z", - "iopub.status.busy": "2020-12-11T14:08:09.649813Z", - "iopub.status.idle": "2020-12-11T14:08:19.466323Z", - "shell.execute_reply": "2020-12-11T14:08:19.467107Z" + "iopub.execute_input": "2020-12-11T14:29:24.739633Z", + "iopub.status.busy": "2020-12-11T14:29:24.703280Z", + "iopub.status.idle": "2020-12-11T14:29:33.287446Z", + "shell.execute_reply": "2020-12-11T14:29:33.287967Z" }, "papermill": { - "duration": 9.926969, - "end_time": "2020-12-11T14:08:19.467292", + "duration": 8.702319, + "end_time": "2020-12-11T14:29:33.288124", "exception": false, - "start_time": "2020-12-11T14:08:09.540323", + "start_time": "2020-12-11T14:29:24.585805", "status": "completed" }, "tags": [] @@ -1934,7 +1934,7 @@ " }\n", " \n", " \n", - " 100.00% [2000/2000 00:07<00:00]\n", + " 100.00% [2000/2000 00:06<00:00]\n", " \n", " " ], @@ -1976,10 +1976,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.082655, - "end_time": "2020-12-11T14:08:19.631905", + "duration": 0.079527, + "end_time": "2020-12-11T14:29:33.447908", "exception": false, - "start_time": "2020-12-11T14:08:19.549250", + "start_time": "2020-12-11T14:29:33.368381", "status": "completed" }, "tags": [] @@ -2000,16 +2000,16 @@ "execution_count": 25, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:08:19.814980Z", - "iopub.status.busy": "2020-12-11T14:08:19.809207Z", - "iopub.status.idle": "2020-12-11T14:08:25.701909Z", - "shell.execute_reply": "2020-12-11T14:08:25.701107Z" + "iopub.execute_input": "2020-12-11T14:29:33.658251Z", + "iopub.status.busy": "2020-12-11T14:29:33.642707Z", + "iopub.status.idle": "2020-12-11T14:29:38.666473Z", + "shell.execute_reply": "2020-12-11T14:29:38.665728Z" }, "papermill": { - "duration": 5.986977, - 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"duration": 0.533478, - "end_time": "2020-12-11T14:09:21.727008", + "duration": 0.459809, + "end_time": "2020-12-11T14:30:27.674135", "exception": false, - "start_time": "2020-12-11T14:09:21.193530", + "start_time": "2020-12-11T14:30:27.214326", "status": "completed" }, "tags": [] @@ -2504,10 +2504,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.101929, - "end_time": "2020-12-11T14:09:21.931979", + "duration": 0.099132, + "end_time": "2020-12-11T14:30:27.872907", "exception": false, - "start_time": "2020-12-11T14:09:21.830050", + "start_time": "2020-12-11T14:30:27.773775", "status": "completed" }, "tags": [] @@ -2523,16 +2523,16 @@ "execution_count": 31, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:09:22.162266Z", - "iopub.status.busy": "2020-12-11T14:09:22.154576Z", - "iopub.status.idle": "2020-12-11T14:09:22.166373Z", - "shell.execute_reply": "2020-12-11T14:09:22.165747Z" + "iopub.execute_input": "2020-12-11T14:30:28.087625Z", + "iopub.status.busy": "2020-12-11T14:30:28.085519Z", + "iopub.status.idle": "2020-12-11T14:30:28.091027Z", + "shell.execute_reply": "2020-12-11T14:30:28.090333Z" }, "papermill": { - "duration": 0.130372, - "end_time": "2020-12-11T14:09:22.166509", + "duration": 0.118929, + "end_time": "2020-12-11T14:30:28.091167", "exception": false, - "start_time": "2020-12-11T14:09:22.036137", + "start_time": "2020-12-11T14:30:27.972238", "status": "completed" }, "tags": [] @@ -2577,16 +2577,16 @@ "execution_count": 32, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:09:22.397471Z", - "iopub.status.busy": "2020-12-11T14:09:22.381389Z", - "iopub.status.idle": "2020-12-11T14:09:23.483500Z", - "shell.execute_reply": "2020-12-11T14:09:23.482733Z" + "iopub.execute_input": "2020-12-11T14:30:28.309598Z", + "iopub.status.busy": "2020-12-11T14:30:28.308204Z", + "iopub.status.idle": "2020-12-11T14:30:29.324093Z", + "shell.execute_reply": "2020-12-11T14:30:29.324687Z" }, "papermill": { - "duration": 1.213592, - "end_time": "2020-12-11T14:09:23.483656", + "duration": 1.133479, + "end_time": "2020-12-11T14:30:29.324829", "exception": false, - "start_time": "2020-12-11T14:09:22.270064", + "start_time": "2020-12-11T14:30:28.191350", "status": "completed" }, "tags": [] @@ -2625,16 +2625,16 @@ "execution_count": 34, "metadata": { "execution": { - "iopub.execute_input": "2020-12-11T14:09:35.819879Z", - "iopub.status.busy": "2020-12-11T14:09:35.819075Z", - "iopub.status.idle": "2020-12-11T14:09:35.941645Z", - "shell.execute_reply": "2020-12-11T14:09:35.940550Z" + "iopub.execute_input": "2020-12-11T14:30:40.356504Z", + "iopub.status.busy": "2020-12-11T14:30:40.355741Z", + "iopub.status.idle": "2020-12-11T14:30:40.457831Z", + "shell.execute_reply": "2020-12-11T14:30:40.458397Z" }, "papermill": { - "duration": 0.251593, - "end_time": "2020-12-11T14:09:35.941864", + "duration": 0.21495, + "end_time": "2020-12-11T14:30:40.458553", "exception": false, - "start_time": "2020-12-11T14:09:35.690271", + "start_time": "2020-12-11T14:30:40.243603", "status": "completed" }, "tags": [] @@ -2651,12 +2651,12 @@ "IPython version : 7.13.0\n", "\n", "arviz : 0.10.0\n", - "matplotlib: 3.2.1\n", - "numpy : 1.18.5\n", "theano : 1.0.5\n", - "pymc3 : 3.10.0\n", + "numpy : 1.18.5\n", "scipy : 1.4.1\n", "pandas : 1.1.5\n", + "pymc3 : 3.10.0\n", + "matplotlib: 3.2.1\n", "\n", "Watermark: 2.1.0\n", "\n" @@ -2673,10 +2673,10 @@ "execution_count": null, "metadata": { "papermill": { - "duration": 0.122674, - "end_time": "2020-12-11T14:09:36.190761", + "duration": 0.134134, + "end_time": "2020-12-11T14:30:40.698803", "exception": false, - "start_time": "2020-12-11T14:09:36.068087", + "start_time": "2020-12-11T14:30:40.564669", "status": "completed" }, "tags": [] @@ -2704,14 +2704,14 @@ "version": "3.7.6" }, "papermill": { - "duration": 297.873406, - "end_time": "2020-12-11T14:09:36.425650", + "duration": 255.275777, + "end_time": "2020-12-11T14:30:40.961063", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, - "start_time": "2020-12-11T14:04:38.552244", + "start_time": "2020-12-11T14:26:25.685286", "version": "2.1.0" } },