{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "77435fe9", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:53.167276Z", "start_time": "2024-01-14T06:29:51.956274Z" } }, "outputs": [ { "data": { "text/html": [ "
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varcoefseTpvalr2adj_r2llhlmodelgrouplabel
0age0.9948891.9692490.5052130.6136250.1272890.103656-2.8738254.863603allagein years
3age22.63401715.4953201.4607000.1493150.178147-0.013619-8.36123853.629272young kidsagein years
4black-84.79661282.150125-1.0322150.3024540.1272890.103656-246.18571576.592491allother factors=1 if black
\n", "
" ], "text/plain": [ " var coef se T pval r2 adj_r2 \\\n", "0 age 0.994889 1.969249 0.505213 0.613625 0.127289 0.103656 \n", "3 age 22.634017 15.495320 1.460700 0.149315 0.178147 -0.013619 \n", "4 black -84.796612 82.150125 -1.032215 0.302454 0.127289 0.103656 \n", "\n", " ll hl model group label \n", "0 -2.873825 4.863603 all age in years \n", "3 -8.361238 53.629272 young kids age in years \n", "4 -246.185715 76.592491 all other factors =1 if black " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import sys\n", "sys.path.append('../')\n", "import pandas as pd\n", "import numpy as np\n", "import forestplot as fp\n", "pd.set_option('display.max_rows', 100)\n", "\n", "df = (pd.read_csv('../examples/data/sleep-mmodel.csv')\n", " .query(\"model=='all' | model=='young kids'\")\n", " )\n", "df.head(3)" ] }, { "cell_type": "code", "execution_count": 2, "id": "5f763314", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:53.183275Z", "start_time": "2024-01-14T06:29:53.168276Z" } }, "outputs": [], "source": [ "std_opts = dict(\n", " dataframe = df,\n", " estimate = \"coef\",\n", " ll =\"ll\", \n", " hl = \"hl\",\n", " varlabel = \"var\",\n", " model_col = \"model\",\n", " return_df=True,\n", ")" ] }, { "cell_type": "markdown", "id": "6142132a", "metadata": {}, "source": [ "## Normie usage" ] }, { "cell_type": "code", "execution_count": 3, "id": "ab687a5f", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:53.327273Z", "start_time": "2024-01-14T06:29:53.185275Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vanilla\n", "_df, ax = fp.mforestplot(**std_opts)" ] }, { "cell_type": "code", "execution_count": 4, "id": "d7b6f307", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:53.487273Z", "start_time": "2024-01-14T06:29:53.329274Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vanilla\n", "# Color rows and add borders\n", "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, despine=False)" ] }, { "cell_type": "markdown", "id": "ebe57789", "metadata": {}, "source": [ "## Make table" ] }, { "cell_type": "code", "execution_count": 5, "id": "791995ab", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:53.693273Z", "start_time": "2024-01-14T06:29:53.488277Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vanilla\n", "# Color rows\n", "# Add annotation and make it a table\n", "# Add right annotations\n", "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n", " annote=[\"label\"], annoteheaders=[\"Description\"], \n", " rightannote=[\"group\"],\n", " right_annoteheaders=[\"Group\"],\n", " table=True)" ] }, { "cell_type": "markdown", "id": "ed53a7b0", "metadata": {}, "source": [ "## Variable Groups" ] }, { "cell_type": "code", "execution_count": 6, "id": "8aed4a14", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:53.709273Z", "start_time": "2024-01-14T06:29:53.694275Z" } }, "outputs": [], "source": [ "std_opts = dict(\n", " dataframe = df,\n", " estimate = \"coef\",\n", " ll =\"ll\", \n", " hl = \"hl\",\n", " varlabel = \"label\",\n", " model_col = \"model\",\n", " return_df=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "id": "318cc600", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:53.977273Z", "start_time": "2024-01-14T06:29:53.710275Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# With groups\n", "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n", " groupvar=\"group\",\n", " rightannote=[\"group\"],\n", " right_annoteheaders=[\"Group\"],\n", " variable_header=\"Covariate\",\n", " table=True)" ] }, { "cell_type": "code", "execution_count": 8, "id": "be321e3d", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:54.229276Z", "start_time": "2024-01-14T06:29:53.978276Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# With groups and group ordering\n", "group_order = [\"family factors\", \"health factors\", \"labor factors\", \"age\", \"occupation\", \"area of residence\", \"other factors\"]\n", "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n", " groupvar=\"group\",\n", " group_order=group_order,\n", " rightannote=[\"group\"],\n", " right_annoteheaders=[\"Group\"],\n", " variable_header=\"Covariate\",\n", " table=True)" ] }, { "cell_type": "code", "execution_count": 9, "id": "f03a5834", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:54.483274Z", "start_time": "2024-01-14T06:29:54.230274Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# With groups and group ordering\n", "group_order = [\"family factors\", \"health factors\", \"labor factors\", \"age\", \"occupation\", \"area of residence\", \"other factors\"]\n", "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n", " groupvar=\"group\",\n", " group_order=group_order,\n", " rightannote=[\"group\"],\n", " right_annoteheaders=[\"Group\"],\n", " variable_header=\"Covariate\",\n", " capitalize=\"capitalize\", \n", " table=True)" ] }, { "cell_type": "code", "execution_count": 10, "id": "7d79cfb4", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:54.671276Z", "start_time": "2024-01-14T06:29:54.485276Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add groups\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " )" ] }, { "cell_type": "code", "execution_count": 11, "id": "61a4f6e1", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:54.877273Z", "start_time": "2024-01-14T06:29:54.672276Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add groups\n", "# With border + color alternate rows\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " despine=False,\n", " color_alt_rows=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 12, "id": "a13aa1ec", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:55.178273Z", "start_time": "2024-01-14T06:29:54.878278Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add groups\n", "# Add annotation on right\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " rightannote=['group'],\n", " right_annoteheaders=['Variable group'],\n", " )" ] }, { "cell_type": "markdown", "id": "97b1b74b", "metadata": {}, "source": [ "## More annotations on right" ] }, { "cell_type": "code", "execution_count": 13, "id": "b6015e90", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:55.193273Z", "start_time": "2024-01-14T06:29:55.179276Z" } }, "outputs": [], "source": [ "std_opts = dict(\n", " dataframe = df,\n", " estimate = \"coef\",\n", " ll =\"ll\", \n", " hl = \"hl\",\n", " varlabel = \"var\",\n", " model_col = \"model\",\n", " rightannote=['label','group'],\n", " right_annoteheaders=['Description', 'Group'],\n", " return_df=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "id": "8e3ffe37", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:55.385273Z", "start_time": "2024-01-14T06:29:55.194274Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# No groups\n", "# Add multiple annotation on right\n", "_df, ax = fp.mforestplot(**std_opts,\n", " )" ] }, { "cell_type": "code", "execution_count": 15, "id": "c0490d02", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:55.557274Z", "start_time": "2024-01-14T06:29:55.386276Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# No groups\n", "# Add annotation on right\n", "# No flush\n", "_df, ax = fp.mforestplot(**std_opts,\n", " flush=False,\n", " )" ] }, { "cell_type": "code", "execution_count": 16, "id": "a1b2d527", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:55.747273Z", "start_time": "2024-01-14T06:29:55.558275Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# No groups\n", "# Add annotation on right\n", "# Add row colors\n", "# No flush\n", "_df, ax = fp.mforestplot(**std_opts,\n", " flush=False,\n", " color_alt_rows=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 17, "id": "1728abdc", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:56.003273Z", "start_time": "2024-01-14T06:29:55.748276Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# W/ groups\n", "# Add annotation on right\n", "# Add row colors\n", "# No flush\n", "std_opts = dict(\n", " dataframe = df,\n", " estimate = \"coef\",\n", " ll =\"ll\", \n", " hl = \"hl\",\n", " varlabel = \"label\",\n", " model_col = \"model\",\n", " rightannote=['var','group'],\n", " right_annoteheaders=['Field', 'Group'],\n", " return_df=True,\n", ")\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " flush=False,\n", " color_alt_rows=True,\n", " )" ] }, { "cell_type": "markdown", "id": "eb0b237d", "metadata": {}, "source": [ "## More annotations on left" ] }, { "cell_type": "code", "execution_count": 18, "id": "75f99ad7", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:56.018275Z", "start_time": "2024-01-14T06:29:56.004276Z" } }, "outputs": [], "source": [ "std_opts = dict(\n", " dataframe = df,\n", " estimate = \"coef\",\n", " ll =\"ll\", \n", " hl = \"hl\",\n", " varlabel = \"label\",\n", " model_col = \"model\",\n", " rightannote=['var','group'],\n", " right_annoteheaders=['Field', 'Group'],\n", " annote=['var','group'],\n", " annoteheaders=['Field', 'Group'], \n", " return_df=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "id": "04e5ce20", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:56.240276Z", "start_time": "2024-01-14T06:29:56.019276Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# No groups\n", "_df, ax = fp.mforestplot(**std_opts,\n", " )" ] }, { "cell_type": "code", "execution_count": 20, "id": "a85f328f", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:56.527274Z", "start_time": "2024-01-14T06:29:56.241275Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " )" ] }, { "cell_type": "code", "execution_count": 21, "id": "90c7e697", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:56.889274Z", "start_time": "2024-01-14T06:29:56.528276Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " color_alt_rows=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 22, "id": "4b638345", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:57.190273Z", "start_time": "2024-01-14T06:29:56.890275Z" } }, "outputs": [ { "data": { "image/png": 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2mQVw7tw5KlWqlON6Z8+eJTw8HIPBANwf4qrT6Yoj5GKVmprKpEmTWLNmDVevXuX27dsopQDj++fatWskJSXRunVrbb+kpqZy69atYotdFI4S7cSVL18euH9XIKvi5eW5556jbt26fPPNN+j1epo1a4aLiwuQ94m7bNky5s2bx9mzZ0lOTqZPnz7Z8tbpdNq6D+rRowc3b95kxowZvP3227zzzjtMmTJFfgtGlFrS+OdNLiCEEMYkJSVpHbV/duCyXL58GSsrK6ysrIoztFLv+vXrtG7dmrlz5xIWFsbq1au1LxMBbGxssk0gc+/ePW30lKurKy+99BJhYWHFHndxmjhxIjt27GDz5s14e3vj5eWlpeW0f7LY29tTtmxZIiIi8PPzK9aYReEqlb8T984777BgwQL+85//MHz4cO39rBM3ISGBhIQEbt26pVXiLVu2MGLECObNm0d8fDy9evV6pG0OGTKEv/76i/DwcBYtWsSWLVsKtUxCFKeJEyeyfft2Nm/eTEJCQrYOSX4b/6zz7M6dO/zrX/8q1viLWtYFRPfu3YmJiWHhwoXZ0o3tI2PtkBDi6XH06FGWLVtmdJlly5Zx9OjRYoro6REbG0tycjItWrQgLS2Nbdu2kZycrD273bp1a5YsWUJaWhr//e9/+fnnn7Uv1nv16kVkZCQ//vgjGRkZZGRkcODAgZIsTpGIioqiWrVqeHt7s2vXLq5fv6591rRq1Yrjx4+zf/9+bty4wejRo4H7d5BNTU0JCgrigw8+4NKlS8D9xwBOnjxZYmURj6dUduJef/11kpKS0Ol0+Pv7a+8bO3GjoqJwcHCgQYMGnD9/nt9//z3fF1ZbtmzhzJkzADg4OGBmZpbjHTshSgtp/I2TCwghRF7q1q370Iief+rTpw9169YtpoieHr6+vgwfPpz69evTuHFj2rZti4uLC82bNwdgxowZ3Lx5E0dHR3744Qfatm2rXZd5e3sTFhbGrFmzcHR0xMnJSZuo7mkyfvx4Dh8+jLOzM4sWLWLy5MmMHz+ejRs3UqVKFWbPnk3Hjh15/vnnefnllwG0fTRv3jx8fHx4/vnn0ev1vPDCC/z5558lWBrxOEplJ87MzEw7wR9k7MTt06ePNtte3759GT16NLt27crXhConT57kpZdeQq/XExgYyL/+9S8aN25cFEUTolhI42+cXEAIIfJiZWVFhQoVjC5ToUIFGUr5mObNm0dCQgLHjh3jjTfe4LffftMm3yhfvrw2kmTmzJns3LmT1q1ba+sGBgZy4MABbty4wfXr19m8eXNJFaPI+Pn5cfz4ca5evcqqVat49913uXnzJu3atQOgS5cuXL16lb///ptLly7h7++PtbU1AJaWlsyfP5/o6GgSExOJioqic+fOJVkc8Rh0Kr8Poz1BIiMj6devHydPnpRZIoUoAhcuXMDd3Z3MzEymTp3Kxo0b5W7SA27cuIG5uTmWlpZcvHiRxo0b88UXX2gdXlF61atXj71795Z0GKIUadasGYcPH37ofSsrK65cuVICEZVOzZo149ChQ/ladu3atbz77rskJSVha2vLoEGD+Pe//13EEZYugYGBHDt2DBMTE+rUqcMXX3yBj49PSYclClGJTmzyOLy9vYH70/5LB06IohEUFJSt8V+5cmVJh/REiYiIyHYB8fbbb0sHTohn2IM/wyKKXufOneXOUR4iIyNLOgRRxEpdJ+7s2bMlHYIQTz1p/I2TCwghhBBClKRS+UycEEIIIYQQQjyrSt2dOCGEEKKo6HQ60tLSSjoMUcpInRFCFDfpxAkhhBD/Y2Jigl6vL+kwRCkjdUYIUdxkOKUQQgghhBBClCLSiRNCCCGEEEKIUkQ6cUIIIYQQQghRikgnTgghhBBCCCFKkaeqExcZGUnNmjUxMzNDp9ORlJRULNsNDg5Gp9MRGhqaY3p0dDQ6nQ6dTkdCQkKxxCSEEEIIIYR4Oj1Vs1MOHTqUv//+m5dffplq1apRtmzZYtlumzZtMBgMBAQEFMv2hBBCCCGEEM+uQu/EpaenY2ZWMn3DkydPAvDpp5/i7e2dr3UKI95evXrRq1evAuUhhBBCCCGEEPmR53DKXr16UbFiRczNzbG2tubFF1/kzz//1NI9PT3R6XRMnTqVWrVqYW5uDsD169cZPHgwnp6eWFtb06RJE3bv3q2tN2fOHKpUqYKlpSXm5ubUrVuXH374Idc4lFJ88cUX1KlTB0tLSypXrsz48eO5d+8ecP8HWjMyMgDw8fHB09Mzx3weN95Vq1ZRs2ZNypUrh52dHc8//zx79uwBHh5OmZqaypAhQ7C1taVy5cps3br1oTjy2l5gYCA6nY4xY8bQrFkzypcvT5MmTYiJidGW+fvvv3nttddwdXWlXLlyPPfcc1r6+fPn6dGjB25ubhgMBtq0acOxY8dy3b9CCCGEEEKI0iHPTlxMTAzNmzdnwIAB+Pn5ERERQbdu3R5abuLEidSpU4fXX3+dzMxMOnbsyBdffEGlSpXo0KEDf/zxB23atCEqKgqAc+fOUadOHYKDg+nYsSPHjx+nd+/eREdH5xjHZ599xuDBg7lw4QLdu3cnPT2dqVOnEhISAqD9C9CvXz/69+9vtFyPEu/du3cJDg4mJiaGN954g3bt2nHr1i3OnDmTY95Tp07l888/x8TEhGbNmj30rFx+9k+WWbNm4e7ujoODA/v27WP8+PEAXL58mRdeeIF169ZRoUIFevfujVKKmzdvcufOHV588UXWrFmDr68vrVu3JjIykhYtWhAfH290vwghhBBCCCGebHl24tasWUNAQADW1tb4+voCcOLECeLi4rItN3bsWL777ju+//57Dh8+zN69e7G2tsbPzw9HR0eqVKnCvXv3WLJkCXC/c9KpUyfs7Oxwc3PD0dGRlJQU9u3bl2McCxYsAGDevHl8/fXXrF+/HoAvv/ySe/fuMXfuXG3ZCRMmMGHCBKPlepR4MzIyyMjIwNbWlk6dOjFp0iSt05mTlStXAjB37ly+/vprFi1alC09P/sny1tvvcXKlSuZNGkSAL///jsAK1as4Pr16zz33HMcOnSIxYsXc/ToUWrXrs3GjRs5c+YMrq6uVKtWDTc3NypVqkR8fLzRu51CCCGEEEKIJ5/Rh8FOnTqFn59fjrM8Xrt2DVdXV+11kyZNtP9n3U27ffs28+bNy7be6dOnSU1NJSAgIMfhfdeuXcsxlqw8a9SoAUD16tWB+3e1Lly4QJUqVYwV5SGPEq+VlRWfffYZkyZNon379gBUrFiR5cuXExgY+FDesbGxAFSrVg2AqlWr5liW3Lb3oHr16gFgMBgAtGNx7tw5ABo1aoSJyf/3xc3MzLT8Y2Nj88xfCCGEEEIIUboYvRO3ceNGkpKSqFOnDgkJCVy5ckVLU0plWzbr2TJAex7N1dWVe/fuoZRCKcWdO3dYsGABf/31F8eOHcPU1JRTp06RmZlJzZo1c8z3n3meOHECQBt2aGJigru7+yMU+dHjBejbty+xsbHExcUxb948Ll68yJQpU3LM283NLVuMWROuPMr2smRNuqLT6bK97+XlBcCvv/5KZmam9n56erqWf/369cnMzNTyv3nzJuPGjcvX/hFCCCGEEEI8mYx24pydnYH7d+RCQkJo06ZNvjKtX78+zz//PHFxcTRs2JC33nqLTp064erqyubNm3FwcMDExISMjAxGjhxJ69atOXXqlNE83377beD+s29vvvkmHTt2BODNN9/EwsIiX3E9brxwf1906tSJKVOm8P333wP/f3fsn7JmqhwxYgRvvvkmgwYNeuTt5aV3797Y29vz+++/06hRIwYPHkyDBg04duwYbdu2xdvbm8OHD9OkSRPeeust2rZti6urK0ePHn3MvSSEEEIIIYR4EhjtxHXr1o0333yTMmXKsH37dsaMGZO/TE1MWL9+PW+99Ra3bt1i6dKl/P7777Rt25aAgAAqVqzIf/7zH5ydndm5cyf169encePGRvMcOnQoCxcuxM3NjW+//RYTExPGjBnz0HDBx5FXvACtW7fmt99+46uvvuL48eO0a9eOjz76KMf8xo0bx6BBg8jIyGDHjh2MHTv2kbeXlwoVKrB79246depEbGwsy5YtIz09HVtbWywtLQkPD6dnz56cP3+eb775hqioKHr37q0N8RRCCCGEEEKUTjqV2/hFIYQQ4hnToEEDDh06VNJhiFJE6kzhkP0oxKPJc3ZKIYQQQgghhBBPDunECSGEEEIIIUQpIp04IYQQQgghhChFpBMnhBBCCCGEEKWIdOKEEEIIIYQQohSRTpwQQgghhBBClCLSiRNCCCGEEEKIUkQ6cUIIIYQQxeDevXtcuXKFe/fulXQoQohSzqykAxBCCCGEeJplZGSwZs0a9u7di4mJCZmZmTRp0oRu3bphampa0uEJIUohuRMnhBBCCFGE1qxZw759+0hLSyMlJYW0tDT27dvHmjVrSjo08QBPT08iIyNLOoynllKKUaNG4ezsjMFgoEqVKiQnJ5doTMHBwXh6ehpdJjIyMs9lSkKJduJSU1PZuHEjR48efeR1je30w4cP07BhQ2xsbHB0dOSjjz7KM7+KFStiMBiwsLCgVatWj7zNolIS2yxs0igKgKVLlxIYGFjSYTzVHqftK0rR0dHodDqWLl1qdLnAwMA8lxHiSXPv3j0SEhIASEhIyPXvypUr7Nmzh9TU1Gzrp6amsnfvXq5cuWJ0/Qf/ZBhm4Zg7dy5//PFHSYfxzNm+fTufffYZu3btIiEhgQMHDmBhYVGiMbm4uODj41OiMTyuEhlOGR8fz3vvvcfOnTuJi4vj66+/pm7duo+Uh7GdPnz4cOrXr8+BAwfQ6XTcvHkzz/wuXrwIQGhoKHv27HnkbRaV0lS55s6dy4svvoivr29JhyJK0JEjR9i1axfDhw8v6VCeOY/T9hWlMmXKUK1aNfR6fYnGIURRiImJ4eTJkwDs3r071+WSkpJQSuWYlpmZyY4dO7CyssrXNqtWrUq1atUePViRzdy5c3FwcJDrlWIWFxeHi4uLVoft7e1LOCKYPn16SYfw2ErkTpyZmRkhISGcPXsWV1fXx8pj+vTphIeH55gWFxdH06ZNMTU1xcTEpNAqibFtFpWS2Objkm+2BNzvxM2fP7+kw3gmFVXb97jc3Nw4ceIEr732WonGIURR8PDw4IUXXgDghRdeyPXvxRdfRKfT5ZiHiYkJL774otH1H/zz8PAoziKWqKioKJo0aYKtrS22trb07dtXS7t16xZ9+/bF2dkZT09Ppk2bpnWUQ0NDs42oGjBgAMHBwcD96xSDwcD58+cZPHgwBoNBe53l9OnTNGvWDL1ez6BBg4qnsI8hNjaW5s2b4+joiF6vp1u3bmRkZGjpoaGhtG/fnnnz5uHq6oqpqak2KurevXsMGDAAOzs73N3dWbRokbZeeHg4vr6+2Nra4ujoyKxZs/Id04YNG6hduzZ2dna0aNGCqKgo4P5nk8FgYMiQIZw7d07b740bN85XvoGBgUyfPp1+/fpha2ub7XyKjo6mZcuW2NjYULduXfbu3aulGatDLVq0MDoCb9GiRTg6OuLl5cXatWuzpRnbpqenJ3PmzKF58+Y51qH169dTr149DAYDzs7OzJw5U0sLDw+nZs2aGAwGXn75ZeLi4ozvGFXCPDw81PLly/O9fGBgoNLr9crc3Fy1bNkyW9o777yj9Hq90ul0qnz58kqv1yu9Xq/Wr1+f7/wnTpz4UL65bTMlJUXZ2dmpPXv2ZFu+atWq6ujRo0oppc6dO6defPFFZW1trXx9fR9a9nHKuWTJElW7dm01e/ZsVaFCBeXp6akOHTqUr3xPnDihGjdurAwGgzIYDKpPnz5aWmJiourTp49ycnJSHh4eaurUqSozMzPH/fLmm2+qvn37KqWU+uSTT3Lc7zExMUqp+8d48eLF6oUXXlA2NjZq4MCB+YpVFK3JkycrFxcXZW1trTw9PdWBAwe0tJ9++knVqlVL2draqsDAQHXixAktDVC7d+9WSil14cIFBahz584ppZRydnZW5cqVUyYmJlo9GDJkiFLqfr1t3ry5mj59unJ2dn6kelsSPvroI+Xp6amsra2Vt7e32rJlS7Z0QK1fv141bdpUWVlZqebNm2tp27dvVzVq1FB6vV699NJLKjY2Vkvr1auXqlChgrKyslL+/v4qOjo6X/EYOz8L0vZFREQoKysrtWPHDlW1alVlbm6uJk6cqKV//PHHytXVVTk4OKihQ4eq1NRULS23OrR582YthgfrS5bLly+rFi1aKBsbG9WxY0dVv359tWTJkjy3mVfbd/36dRUcHKxcXFyUXq9XderUUVevXlVKKXX37l315ptvKltbW1WxYkX1+eef57g/6tevn+c+E+JB+akzq1atUsOGDVODBg3S/oYNG6ZWrVpVDBGWDv/cj926dVMhISEqMzNTpaamqr///ltL69u3r2rdurW6ffu2On36tHJzc1NLly5VShm/XsmS27Wnh4eHqlmzpjp9+rQ6evSoArJt90kSGxurdu7cqdLT09Xp06dV2bJl1datW7X0iRMnKltbWzV8+HCVnJysBgwYoHbu3KmUUupf//qX6tixo7p79646fPiwMjc3V8eOHVNKKfXrr7+qkydPKqWUWr58uTIzM1N37tzJM55Tp06psmXLqk2bNqm0tDQ1fvx4VaVKFZWWlqYts2TJEuXj4/PIZW3evLlydnZWS5cuVZmZmapq1apaWqNGjdSMGTNURkaGWrBggXJxcVHp6elKKeN16MH99M/r7L179yobGxv1559/quvXr6vXXntNeXh45GubHh4eytPTU/3999/qzz//zFaHDh48qMqWLavWrl2r0tPT1a1bt9Tx48eVUkpduXJF2draqp07d6q0tDTVs2dP1bVrV6P7pdR14rLktNMLmmde+eaUNmzYMPXmm29qr3fu3KkaNmyovTZ2oB83niVLlihzc3P13nvvqfT0dNWlSxfVvXv3fOUnjaJQSqm//vpLWVpaqgsXLiil7n8YxMfHK6XyboiNdeKUyr2RXrJkibKwsFChoaEqPT1dde7cOd/1tiRs2bJFXbt2TWVmZqqBAweqxo0bZ0sHVO3atdXBgwdVdHS0at26tVIq74Z47dq16u7duyopKUnVrVtXjR07Nl/xGDs/szxO2xcREaHKli2r2rZtq2JjY9WyZcvUlClTlFJKbdy4UXl7e6sLFy6o+Ph4Va1aNfXpp58qpYzXoX/up3924lq3bq0GDRqkUlNT1U8//aSsra21TpyxbebV9rVt21a1bt1aXblyRWVmZqpjx46p5ORkpZTxi5YHSSdOPKq86oy1tbXS6XSqcePGqn///io4OFj1799fNW/e/JGuB552/9yPgwcPVn5+fmrr1q0qIyNDez89PV2VLVtWRUZGau89eI1S0OuVH374QXttYmKidXyedO7u7mrFihXa64kTJyo/P7+HlsvMzFRWVlbq4MGD2nsNGzbM8YutM2fOKEBdvHgxz+1PmTJFBQYGaq/v3r2rzM3Ns7X/BenEjRw58qH3f/31V2VlZaWdR0lJSQrQvnjOrQ49KKfr7Lfeekv169dPe/3zzz9rnbi8tunh4aEWLVqkrftgHRo0aFCu1z2zZ89Wr7zyivZ648aNqkKFCrnvFKVUkQ2nzLpV+s+/Q4cOFdUmS0RwcDBr1qzhzp07AHz55Ze8+eabABw6dIi//vqLUaNGYWJiQnBwMJcuXeL06dMF3q6DgwOzZs3C1NQUX19frl69mq/1bG1t2b17N9u3b8fU1JTq1asD96c//vbbbxk3bhxWVlb4+PgwYMAAli9fXuBYASZPnoyPjw++vr6YmJjkO15RNKysrEhNTWXJkiVcunQJV1dXbejdd999R+PGjXnllVcwMzNj3LhxnD9/ngMHDhR4u5UrV2bixImYmppSt27dJ7oetGnTBgcHB3Q6HQEBATnGOm3aNBo1aoSHhwdbt24FYNmyZQQEBNCsWTPMzMzo3bt3tudlXn/9dSwsLLC0tMz3uVvU52d6ejorV67E1dWVoKAgxo8fD8DChQsZPHgwFStWxN7eng4dOmhlMVaHjLl8+TLbtm1j3LhxlClThldffZWaNWtq6ca2Cbm3fZcuXWLTpk3Mnz8fJycndDodtWrVonz58iil+Oyzzxg7diwWFhb4+fnh6+ub6/PPQhSm27dvo5Ri3759LFu2jP/+978sW7aMnTt3ys8LGDFnzhxefPFFgoKC8PT0ZNWqVcD9eRVSU1Nxd3fXlnV3dyc2NrZQtmtpaan9X6fTkZmZWSj5FrbU1FTGjRtHlSpV0Ov1XLx48aFnL21tbR9a79q1ayQlJdG6dWvt2vzYsWPcunULuD9MMygoCHd3d+2ZwX/mm5PY2Nhsx8TCwgJHR8dCOy45leXs2bPcuXMHe3t7DAYDbm5umJubaxMO5VaH8hITE0PFihVzTMtrmwDly5fX/v9gHbpw4QKVK1fONd/w8HDtmPTo0UPrW+SmyCY2ebAwT7P69evj6enJjz/+SPv27fn5559ZsGABkP1AZ/nngX5cFhYWmJjc74M/SiMzZ84cJk2aRFBQEGXLlmXGjBn06tVLGsVnjLu7Oz///DMffvghU6ZMoWPHjnz22Wc4ODgUaUNcmurB/v37mTBhAkePHiUpKSnH53dz+1DJaojh/sQFD47fX7ZsGfPmzePs2bMkJyfTp0+fPGMp6vNTp9Np8T7o7NmzREREMG3aNOB+Z69Fixba9nOrQ8ZkPXvi5uaWY7qxbULubd+FCxcAcpwI6sGLlqxjkZqaql20iNLt9u3b3L59u0RjyPPZlf9JT08nMTHxkdcrbtbW1lhbW5doDFZWVsyePZsZM2awbNky+vbtS7t27XBwcKBs2bLExsbi7e0N3J+cLqtN0el02TodiYmJ2T574P6kS6XdxIkT2bFjB5s3b8bb2xsvL698rWdvb0/ZsmWJiIjAz8/vofQuXbrg6+vL77//TlJSUr7zdXNzIyIiQnudkpJCfHx8rm19YXB1dcXKyirX6+rc6lBek21ZW1tna1PS0tLyvU1j3N3dtcmQcirLSy+9RFhYWL7zK7JOXE4XBHB/etEGDRoU1WZLRHBwMEuWLOHWrVu0a9cOGxsboGAHuqhIoyiytGzZkpYtW3LhwgW6devGrFmzmDVrVr4a4qy68ODFSJanoR5cv36d1q1bM3fuXMLCwli9ejUffvhhvtY11hBv2bKFESNGEBYWxvPPP6/dtc9LXudnUXF1dWXAgAGMHDkyx/Tc6pAxWReGSUlJ2gfpPz8gjW0zN1kd3FOnTmW7swd5X7SI0u3w4cMl/jM2X3zxRbGuV9QCAwNL/CdhVq9eTatWrbC3t8fJyQkLCwvKlSuHqakpPXv2ZMaMGfj5+XH16lW++uorpkyZAoCTkxMnTpzg8uXLbNy4kS1btvD6669ny9vV1ZVffvmFXr16kZaWhk6no2zZsiVRzMcWFRVFtWrV8Pb2ZteuXVy/fj3Hz+R/MjU1JSgoiA8++IAvv/wSFxcXrl69SkJCAlWrViUqKooBAwZgMBi0O1eJiYm53pnK0qNHDz788EO2b99OixYtmD59Ou7u7gQEBBRKeXMSEBCAq6sr48ePZ+zYsZQvX56TJ09qk7LkVofy0rJlS2bOnMn48eO5fv16ts//vLZpTP/+/WnatCkrVqyge/fuKKU4deoUtWrVolevXsyaNYsff/yRjh07AvDrr78a3X9yJ64Q9O7dmzFjxhAdHc0333yjvV+QA11UpFEUcH8GydTUVOrXr4/BYKB8+fLaFy95NcROTk7s2bMHT0/PHH9GwNXVlatXr3L27Fm8vb25deuW9sVGaREbG0tycjItWrQgLS2Nbdu2kZycTEZGRp7Dn4w1xFFRUTg4ONCgQQPOnz/P77//TtWqVfOMJ6/zs6gEBwczYcIEWrZsSd26dUlOTiYqKgo/Pz+jdciYKlWq4O7uzpIlSxg2bBizZs3KNsTc2DaNcXFxoW3btgwdOpRly5ZRqVIlzp8/j6WlJfb29kYvWkTpVr9+/RI9jhs2bDA6i+GkSZNyTXtSZz8s6btwAJs3b2bEiBHcvXsXd3d3fvjhB+2aYv78+QwbNgxvb28sLCwYPHiwNqqhR48erFy5ksqVK/PGG2/Qo0ePh36jb8qUKdrslFZWVqxfv56GDRsWexkLYvz48QQFBeHs7EyrVq2YPHky48ePx9PTk3bt2hldd968eYwZM4bnn3+emzdvUqFCBaZNm0bVqlWZO3cu77//PpMnTyY4OJiBAwcSGBjI8ePHcXJyyjXPypUr8/333zNixAji4uLw9fXlp59+wsys6H7NzMzMjJ9//pmQkBC8vLxISUmhatWqrFixAkdHR6N1yJjg4GD2799PlSpVqFWrFm+99ZZ2Hue1TWP8/f1Zu3YtkyZNYtiwYZibm9OnTx9mz56Nt7c3YWFhjB49mgEDBqDT6WjYsCGbN2/OPUOjT8wVkT/++EObuezB2dQenCkxL0/KxCZZOnbsmG22nCznzp1THTp0UE5OTkqv16uGDRuqqKioAsXzzwdDp0yZkm1mPGOCg4NVhQoVlF6vV7Vr11abN2/W0hITE1VQUJBycnJSlSpVUh9++KE2+92NGzdUkyZNlKWlpRo0aJAaOHDgQw8K79y5U1WvXl1ZW1srFxcX9csvvyil7h+Pn3/+WVvO1NRURURE5HsfiMIXERGh6tWrp/R6vXJyclLBwcHZZp8KCwvTZqds3rx5ttkpv/zyS2UwGFS1atXU2rVrH5rYJDMzUwUHBytbW1tlZ2enevbsqZS6X2/9/f215R6l3paE4cOHK71er2rVqqVWrFih6tWrp5o0aaKlk8OEHVkiIiKUv7+/tg9eeuklpZRSN2/eVK1atVIGg0G98MILatWqVcrJySlfk5sYOz+zPO7EJqamprmmf/rpp6p69epKr9crV1dXNX78eG09Y3UoS077KTIyUlWuXFk5OTmpjz76SL3wwgvZZqfMbZt5tX03btxQ/fv3V25ubloblzXzV1JSknrnnXeUh4eHsrGxUVWrVs02gUEWmdhEPKq86gyQ65/4f3LuCfFodErl42lFIYQQ4hnQoEGDp24CLlG08qozNjY2OT6zZ21tLc9lPkDOPSEeTdHd4xRCCCGEeMZJR00IURSK7CcGhBBCCCGEEEIUPunECSGEEEIIIUQpIsMphRBCiP/JzMzM1zTdQjxI6owQorhJJ04IIYT4H6XUU/Fbh6J4SZ0RQhQ3GU4phBBCCCGEEKWIdOKEEEIIIYQQohSRTpwQQgghRC5SUlK4evUqKSkpJR2KEEJo5Jk4IYQQQoh/yMjIYN26dRw8eBATExMyMzPx9/enU6dOmJqalnR4QpQ6Sin+9a9/sXz5clJSUnB0dOTIkSNYWlqWWEzBwcFERkYSHR2d6zKRkZEEBwcbXaYklOiduNTUVDZu3MjRo0cfed3g4GA8PT1zTDt8+DANGzbExsYGR0dHPvroozzzq1ixIgaDAQsLC1q1avXI2ywqJbFNIUTp9DhtX1GKjo5Gp9OxdOlSo8sFBgbmuYwQxS2rA5eWlkZKSgppaWkcPHiQdevWlXRoQpRK27dv57PPPmPXrl0kJCRw4MABLCwsSjQmFxcXfHx8SjSGx1Uid+Li4+N577332LlzJ3FxcXz99dfUrVv3kfIwttOHDx9O/fr1OXDgADqdjps3b+aZ38WLFwEIDQ1lz549j7zNolKaK5cQong9TttXlMqUKUO1atXQ6/UlGocQ/3Tv3j2jwyNTUlI4cOAA6enp2d5PS0vjwIEDvPDCC5ibm2vv//MnBszNzUv84lSIJ01cXBwuLi5Uq1YNAHt7+xKOCKZPn17SITy2ErkTZ2ZmRkhICGfPnsXV1fWx8pg+fTrh4eE5psXFxdG0aVNMTU0xMTEptEpibJtFpSS2KYQonYqq7Xtcbm5unDhxgtdee61E4xDiny5evMiBAwdy/duzZw9KqRzXVUqxZ88ebVngofWzvhgWjy8qKoomTZpga2uLra0tffv2Be4PbXv55Ze1kUqHDh3Cx8eHN998U1t3ypQpuLq6YmNjg5eXFwcPHtTS3njjDVxcXLC2tiYgIICYmJhiL1thiI2NpXnz5jg6OqLX6+nWrRsZGRlaemhoKO3bt2fevHm4urpiampKZGQkcP9LjAEDBmBnZ4e7uzuLFi3S1gsPD8fX1xdbW1scHR2ZNWtWvmPasGEDtWvXxs7OjhYtWhAVFQXc/2wyGAwMGTKEc+fOYTAYMBgMNG7cOF/5BgYGMn36dPr164etrS06nU5Li46OpmXLltjY2FC3bl327t2rpeVWhwBatGhhdATeokWLcHR0xMvLi7Vr12ZLM7ZNT09P5syZQ/PmzdHr9QwaNCjbuuvXr6devXoYDAacnZ2ZOXOmlhYeHk7NmjUxGAy8/PLLxMXFGd0vJdKJMxgM+Pn5YWLy6Js3ttOHDx+OwWAgJiaGwYMHa5UkLCysQPHmts3U1FTs7e2zHTyAatWq8ccffwDGD/TjlnPp0qXUqVOHOXPm4OLigpeXF4cPH85XvtIoiiy5Hc/AwEAWLFiAq6sr06dPZ/z48bi4uGh12lijWJDG/0nz8ccf4+XlhY2NDT4+PmzdujVbuk6nIywsjBdeeAFra2sCAwO1NGMN8eOeK7du3aJv3744Ozvj6enJtGnTtIvMgrR9kZGRWFtbExERQbVq1bCwsCA0NFRL/+STT3Bzc8PR0ZG3336btLQ0LS23OrRlyxYtBp1O99DohitXrvDiiy+i1+vp1KkTSUlJ2dJz22Zebd+NGzfo168frq6uGAwGfH19uXbtGmD8okU8eypWrEhAQECuf02bNs12ofggnU5H06ZNtWWBh9avWLFicRbnqTRhwgQaNmzIjRs3uHr1KmPGjNHS9u3bR7t27WjQoAH9+/dnx44drFy5EoC///6bmTNn8ssvv3Dr1i327t1L5cqVtXU7d+7MuXPnuHz5Mvfu3eOLL74o9rIVBp1Ox5QpU7h8+TK//fYb69evZ8eOHdmW2bt3L2fPnuX06dP0799fu+6eMGEC8fHxxMXFsX79ekJCQjh+/DgAer2etWvXcvPmTT755BPGjRvH3bt384zn9OnTdO7cmdmzZ3P16lWaNm1K+/btSU9Px9XVlYSEBBYuXIiXlxcJCQkkJCSwb9++fJd33rx5BAYGcuPGDapWraq93717d9q0aUNCQgKDBg2ia9euWmfWWB2KiIggISGB0aNHP7Stffv28f777xMREcHhw4eJjY3Nlm5smwCffvopixYtYu/evSxevJgTJ04A8Msvv9CtWzc++OADrl+/zunTp2nfvj0AV69epWvXrnz++efEx8djZ2fHiBEjjO6TUjc7pbGdPn/+fBISEqhUqRKLFi3SKkmHDh2KZJtly5alV69eLFmyRHtv165d6PV6fH19gbwP9OOUE+DUqVNcvnyZixcv0qBBA2bPnp2vskijKCDv47l27VrWr1/PzJkzsbGxoXfv3mzatAkwXocet/F/EtWuXZtff/2VxMREWrZsyaRJkx5aZty4cXz00UccO3aMsmXLAnk3xI97rgwfPpxLly5x5swZwsPDWbhwIcuWLQMK3valpqYyZ84cIiIiWLx4MWZm90fab9q0iQULFnDw4EFOnDhBeHg4ixcvBozXoZdeekmLISdBQUFUqVKF+Ph4BgwYwMmTJ7U0Y9sE421fUFAQsbGxHDlyhJs3b/Ltt99qD8wbu2gRzx4LCwv0en2uf05OTgQEBDz0I95lypQhICAAJycnbVngofVlKGXB2drasnv3brZv346pqSnVq1fX0ry9venatStWVlb0798fDw8PbXislZUVqampLFmyhEuXLuHq6pptVMLrr7+OhYUFlpaW+Pr6cvXq1WIvW2FwdXWlWbNmmJqa4uPjg7Oz80Nl8fLyYt68eZQvX57FixfTrFkzlFJ89tlnjB07FgsLC/z8/PD19dW+bGvQoAFVqlQBoHHjxqSnp3Pjxo084/nuu+9o3Lgxr7zyCmZmZowbN47z589rd6sL6o033qBv377odDrtDt+hQ4f466+/GDVqFCYmJgQHB3Pp0iVOnz4NGK9DxixfvpzOnTtrdxUfvJuW1zYBxowZQ/Xq1alduzYmJibacfnqq6947bXXeP311zE1NcXa2pqaNWsCsGzZMgICAmjWrBlmZmb07t2b3bt3G42zyDpxWd/C/vPv0KFDRbXJEhEcHMyaNWu4c+cOAF9++aV29yo/B/pxOTg4MGvWLExNTR+pEZJGUUDexzMkJARHR0fMzMx49913sbS05N69e4DxOvS4jf+TqE2bNjg4OKDT6QgICMixTk+bNo1GjRrh4eGh3anLqyF+nHMlIyODb7/9lnHjxmFlZYWPjw8DBgxg+fLlhVLW9PR0Vq5ciaurK0FBQYwfPx6AhQsXMnjwYCpWrIi9vT0dOnTQypJXHcrN5cuX2bZtG+PGjaNMmTK8+uqr2odYXtuE3Nu+S5cusWnTJubPn4+TkxM6nY5atWpRvnz5PC9ahMhJp06d8Pf3p0yZMpibm1OmTBltdsrcODs7Y2lp+dCfs7Nz8QX+lJgzZw4vvvgiQUFBeHp6smrVKi3NYDDk+H8Ad3d3fv75Z3bs2IGHhwddu3YlPj5eS1+2bBn169fH1taW7777Ltdhs0+61NRUxo0bR5UqVdDr9Vy8ePGhstja2j603rVr10hKSqJ169batfmxY8e4desWcH+YZlBQEO7u7toNifzso9jYWNzd3bXXFhYWODo6PnQX63HlVJazZ89y584d7O3tMRgMuLm5YW5urn2BaKwOGRMTE5Pr3fS8tglQvnx57f86nY7MzEwALly4kO0L83/mGx4erh2THj16aH2L3BRZJy7rW9h//jVo0KCoNlki6tevj6enJz/++COJiYn8/PPP9OzZE8jfgX5cFhYW2m3xBytIXqRRFJD38cw6/lZWVg99E22sDj1u4/8k2r9/P61bt8bJyYlhw4blWI7cPlSMNcSPc67Ex8eTmpqa7QPS3d290D4cdTrdQ+d8VlkmTZqklWXhwoXa0Me86lBuzp8/D9x/Xi4nxrYJubd9Fy5cAMhxIqi8LlqEyImpqSmdO3dmypQpjBw5kilTptC5c2ejPy/wz6HBeb0vcmdlZcXs2bOJjY1l0qRJ9O3b96EJZHLTsmVLIiIiOHPmDBcvXtSG9m/ZsoURI0Ywb9484uPj6dWrV1EWoUhNnDiR7du3s3nzZm0kRn7Y29tTtmxZbcRXQkICd+7c4V//+hcAXbp0oXz58vz+++8cO3Ys3/G4ubll+0xKSUkhPj4+17a+MLi6umJlZZWtn3Hv3j38/f2Bx69D1tbW3L59W3v94GMEeW3TGHd392wjT/5ZlgdHsdy6dSvPWOVOXCEIDg5myZIlrFy5knbt2mFjYwMU7EAXFWkURZbcjmdejNWhx238nzTXr1+ndevWdO/enZiYGBYuXJjvdY01xI97rjg4OFC2bNlsH5AXL14s0g9HuF+WKVOmaGVJSkrip59+0tIfpw5ZW1sD2S9q//kBaWybucnq4J46deqhtLwuWkTpkZSUxOXLl4v17+bNm2RmZnLz5s0c04Fs/89Nccf9qH9PWkdz9erVXL9+HVNTU5ycnLCwsKBcuXJ5rnfkyBF++eUXMjIyMBgMlC9fXvuSKioqCgcHBxo0aMD58+f5/fff830N9KSJioqiWrVqeHt7s2vXLq5fv56vspiamhIUFMQHH3zApUuXgPuPAWR1LqKiomjUqFG256rzk2+PHj3Yu3cv27dvJyMjg+nTp+Pu7q49N1oUAgICcHV1Zfz48dqXpSdPntSehX7cOtSyZUvCwsK4fv06J0+e5MMPP8z3No3p378///3vf1mxYgVpaWmkpqZqw/p79epFZGQkP/74IxkZGWRkZOQ5FLXIfmKgMO42lRa9e/dmzJgxREdH880332jvP3igx44dS/ny5Tl58qQ26UNJWL16Na1atcLe3v6RG8XU1FTq16+fr0bxwYdOxZPH2PHMi7E6FBUVxYABAzAYDNodusTExFL3kH9sbCzJycm0aNGCtLQ0tm3bRnJyMhkZGXn+yG+vXr2YNWsWP/74Ix07dgTg119/JSAg4LHPFVNTU3r27MmMGTPw8/Pj6tWrfPXVV0yZMqVQypub4OBgJkyYQMuWLalbty7JyclERUXh5+f32HWoSpUquLu7s2TJEoYNG8asWbOyDTE3tk1jXFxcaNu2LUOHDmXZsmVUqlSJ8+fPY2lpib29vXbR8uWXX+Li4sLVq1dJSEiQtqqUOXr0aL4nCCtOWc+nFnSZktSkSROaNGlS0mFoNm/ezIgRI7h79y7u7u788MMP2rPHxiQkJDBy5EjOnj2Lubk5bdu25d133wWgT58+/PTTT7i4uFCnTh1Gjx7NiBEjGDduHFOnTi3qIhWq8ePHExQUhLOzM61atWLy5MmMHz8eT09P2rVrZ3TdefPmMWbMGJ5//nlu3rxJhQoVmDZtGlWrVmXu3Lm8//77TJ48meDgYAYOHEhgYCDHjx/Hyckp1zwrV67M999/z4gRI4iLi8PX15effvpJe8a6KJiZmfHzzz8TEhKCl5cXKSkpVK1alRUrVuDo6PjYdSg4OJj9+/dTpUoVatWqxVtvvaU9F5/XNo3x9/dn7dq1TJo0iWHDhmFubk6fPn2YPXs23t7ehIWFMXr0aAYMGIBOp6Nhw4Zs3rw59/I/2u4qHH/++ScvvPACcH/GtcGDBzNs2DA6duyYrRNUWjg5OfHKK6/w999/07RpU+39ghzooiKNogDjxzMvxurQ4zb+TxpfX1/tN9cqVqzImDFj+Pvvv2nevHmez1EZa4gLcq7Mnz+fYcOG4e3tjYWFBYMHD6ZPnz6FWeyH9O7dm1u3btGjRw8uXbqEpaUl/fv3x8/P77HrkJmZGcuXL2fAgAFMnz6df//739l+J9TYNvOyYsUKRo0aRePGjUlKSsLd3Z3Vq1djb29v9KJFlB5169Z94n47dcOGDdq5mNMESFmK+nwtKCsrq5IOIZsHJ417UGBgoDZV/tKlS7X3s4amBwYG8ttvv+W4rsFgYNu2bdney3oEprTx8/N7aHKmB9vgB2cZ/idLS0vmz5/P/PnzH0rr06fPQ3U1vxNwtW/fXpttMSfBwcEEBwfnK68HZR3vnHh6erJ+/foc03KrQw/KaT+VLVv2oXX79euXr21GR0dne/3P35rs0KFDrpOOBQYGPtJEMDpVWh9YEUIIIQpZvXr1nsg7PeLJ1axZM3bt2gWgzYaak+Tk5OIKqVRq1qzZU/nIjRBFpdT9xIAQQgghxJMot7tZT9pdLiFE6VciwymFEEIIIZ42V65cKekQhBDPCLkTJ4QQQgghhBCliHTihBBCCCGEEKIUkeGUQgghxP/odLpsv1snRH5InRFCFDfpxAkhhBD/Y2Jigl6vL+kwRCkjdUYIUdxkOKUQQgghhBBClCLSiRNCCCGEEEKIUkQ6cUIIIYQQQghRikgnTgghhBBCCCFKkTw7cRcuXKBFixaUK1cOnU7Hhg0bCj2I6OhodDodOp1Oey/rdXR09GPleevWLTp27Ii1tTU6nY4FCxYUUrRCCCGEEEIIUXLynJ1y+vTpREZGUrt2bVq2bIm3t3ehB2FjY0NISEih5vn5558TFhaGh4cH/fv357nnnitQfpGRkbRo0QIPD4/H7lgKIYQQQgghREHl2Yk7efIkAO+++y79+/cvkiDs7OyYO3duoeaZFXefPn2YPHlyoeZdUGlpaZQpU6akwxBCCCGEEEKUQkaHUwYGBhIeHg7Am2++qQ1vnDNnDlWqVMHS0hJzc3Pq1q3LDz/8oK0XHByMTqejT58+vPLKK5QrV442bdoQExND586dsbS05Pnnn+fcuXNAzsMpHzR16lR0Oh2DBw/W3psxYwY6nY5BgwY9tHxwcDBfffUVAFOmTEGn0xEZGcmKFSuoWbMm1tbWlC1blqpVq7Jw4cJs6y5fvpz69etjbW2NnZ0dgwcP1u7CAcTExGSLNTk5mX/961/4+PhgZWXFc889x/Lly7X8QkND0el0dOnShW7dulGuXDlWrlzJb7/9xgsvvICNjQ1WVlbUrl2bzz77zNjhEEIIIYQQQgjjnbguXbrg5uYGQOvWrQkJCcHGxoZz585Rp04dgoOD6dixI8ePH6d3794PDTNcsWIFVlZW2NnZsW3bNurWrUtCQgLe3t4cOHCADz74IF9B9uvXD1NTU77//ntSUlIACAsLA6BXr14PLd+mTRtq1KgBgL+/PyEhIVSsWJGYmBi8vb3p3bs33bt35+LFi7z99tvs378fgMWLF9OnTx+OHj3Kyy+/TNu2bTl16hQVK1akc+fOAFhbWxMSEqIN/+zXrx9z5szB1NSUbt26cerUKfr06cO3336bLaa1a9dy5swZgoKCqFChAsOHD2fPnj20adOGnj17Ymtry+HDh/O1P4QQQgghhBDPMJWH5s2bK0AtWbJEey8pKUl98803avz48WrEiBGqQoUKClArV65USinVt29fBaiWLVsqpZSaOHGiAlSFChVURkaGCgsLU4CqWbOmUkqpc+fOKUA9GE7W63PnzimllHr11VcVoNauXauuXLmiTExMlJubm8rIyMgx7qwYJk6cqL2XkpKivv/+exUaGqpGjBihqlatqgA1depUpZRStWrVUoD6+OOPtXVSU1OVUkpFREQoQHl4eGhpV65c0eKMjo5WSik1d+5cBajnn38+W9m9vb1VWlqatm6jRo0UoL766iv1559/qtTUVJWenp7X4RBCCFGE6tevX9IhiFJG6kzhkP0oxKPJ85m4f0pNTSUgIIBjx449lHbt2rVsr7PuhhkMBgAqV66MiYkJ1tbWwP2hiPk1YMAANmzYwIoVK0hISCAzM5OePXtiYpL/X0lo3749W7duzTXurOGdAQEBWpqxZ9ey7jyWK1cODw8PAKpXrw7cH3b5oEaNGmFm9v+7++OPP2bo0KEMGDAApRRWVlZMnjyZd999N9/lEUIIIYQQQjx7Hvl34v766y+OHTuGqakpp06dIjMzk5o1awKglMq2rKmpqdHXj6Jdu3ZUqFCBjRs38s033wA5D6XMTUJCgtaBi4iIIDMzk1deeSVb3F5eXgAcPHhQWy89PT1b7JmZmVqap6cnAHfv3uX8+fMAREVFAWiduizm5ubZXjdo0ICjR49y8+ZNIiMjSUtLY/To0dr2hBBCCCGEECInj3wnzsHBARMTEzIyMhg5ciR37tzh1KlTRRFbNmZmZvTt25eZM2eya9cuqlevTr169fK9vqWlJVZWViQlJREaGoqtra02aUuWkJAQBg0axL/+9S/27dtHuXLliIuLY9u2bbi7uwNw8eJFBgwYQJUqVfj3v/9Nly5d+OGHH2jdujVNmjRhzZo1AAwbNsxoPO3btycjIwMfHx8SExNJSUnB3t6+QB1dIYQQQgghxNPvke/EVaxYkf/85z84Ozuzc+dO6tevT+PGjYsitocMGDBA+/+j3IWD+8Miv/nmGypVqsSvv/6KwWCgS5cu2ZYZOHAgy5Ytw9fXl02bNvHTTz9pv4vn6enJqFGj0Ov1fPXVV9oMlF9//TXvvvsuqamprF69Gm9vb5YsWZJnfIGBgcTFxbFy5Uo2btxIw4YNWb16da4zdAohhBBCCCEEgE79cwzkE65GjRqcOHGC06dP4+PjU9LhCCGEeIo0aNCAQ4cOlXQYohSROlM4ZD8K8WgeeThlSdm6dSvbtm0jKiqKl156STpwQgghhBBCiGdSqenErVq1ihUrVtCgQQP5UWwhhBBCCCHEM+uRn4krKUuXLiU9PZ1ffvlFm0VSCCGEEEIIIZ41paYTJ4QQQgghhBCiFA2nFEIIIYpaZmYmiYmJJR2GKGWkzgghipt04oQQQoj/UUpRpkyZkg5DlDJSZ4QQxU2GUwohhBBCCCFEKSKdOCGEEEKIx5CSkpLtXyGEKC4ynFIIIYQQ4hFkZGSwbt06Dh48CMAHH3yAv78/nTp1wtTUtISjE0I8C+ROnBBCCCHEI8jqwKWlpQGQlpbGwYMHWbduXckGJp45hw8fpmHDhtjY2ODo6MhHH31UKPkGBwfj6emZ7b0FCxZgMBgwGAzodDr27NlTKNvKsmzZMipXroxer8fNzY3du3cXav5PG+nEPQE8PT0JDg5+7PUjIyMfOtGEEAWnlGLUqFE4OztjMBioUqUKycnJBc43OjoanU7H0qVLs71fsWJFDAYDFhYWtGrVqsDbeVB8fDyvvfYaer0eOzs7unbtWqj5C/GsSElJydaBy5LVkZOhlaI4DR8+nPr163Pz5k2uXLlSoOvJB7m4uODj45PtvWHDhpGQkEBCQkKhbONBycnJDBw4kNDQUBITEzlz5gzPPfdcgfNdt24dYWFhBQ/wCSSduCeAj48PLi4uJR2GEOIftm/fzmeffcauXbtISEjgwIEDWFhYFDjfMmXKUK1aNfR6fbb3L168SEJCAqNHjy7wNv7pk08+4cKFC5w/f54bN26wcOHCAueZkJBAaGgot27dKoQIhSgdEhMTMTHJ+fLJxMREfm5AFKu4uDiaNm2KqakpJiYm2NvbF0q+06dPJzw8vFDyyo/4+HhSU1MJDAwEwMLCAmtr6wLnK504UaTCw8OZPn16SYchhPiHuLg4XFxcqFatGgD29vaF8ryLm5sbJ06c4LXXXitwXvkVFxfHc889p3UcHR0dC5xnQkICkyZNkk6ceKbo9XoyMzNzTMvMzHzoyxnx6DZt2kSlSpXIyMjQ3lu9ejWdOnXSXut0OsLCwnjhhRewtrbWLv4BpkyZgqurKzY2Nnh5eWnPLgYGBrJgwQJcXV2ZPn0648ePx8XFhT/++AOAjz/+GC8vL2xsbPDx8WHr1q3Z4jK2zcDAQKZPn06/fv2wtbVFp9MV/o55wPDhwzEYDMTExDB48GBtmGNWh+WNN97AxcUFa2trAgICiImJASA0NJTRo0dTv3592rZty08//YSTkxNfffUVAC1atHisESHvv/8+b7zxRrb3hgwZwty5c/Nc18/Pjzp16gBQq1YtrSw3btwgNjaW5s2b4+joiF6vp1u3btnqxY0bN+jXrx+urq4YDAZ8fX25du0ahw4dwmAwsGrVKpYvX67luWrVKgBu3bpF3759cXZ2xtPTk2nTpqGU0vI1djzDwsKoWrUqer0eZ2fnQvlS9HEUWSeuUaNGLF68ONt7tWrV4siRI8D94UQtW7bExsaGunXrsnfvXm25gpxEuZ24xuRVocPDw/H19cXW1hZHR0dmzZqVbX1jBzo0NJT27dszb948XF1dMTU1JTIykuTkZK1CmZmZ8eGHHz4U1yeffIKbmxuOjo68/fbb2YZuLFq0CEdHR7y8vFi7dm2eZRTiQXmdn7nVW4CoqCiaNGmCra0ttra29O3bF7g/rPfll1/WxtEfOnQIHx8f3nzzTYA8G2Jj24yMjMTa2pqIiAiqVauGhYUFoaGhRbZ/4uLiMBgMDBkyhHPnzmnnauPGjQHjbUK5cuX44osvsLe3Z9u2bbRp04a6dety584dtmzZ8ljPE1y/fh1LS0uioqK092JjY6lYsWKeQ7fWrFmDwWBg5cqV2T7I3n//fSDv9nb9+vXUq1cPg8GAs7MzM2fOBKBLly74+voC//+hm/UaYMOGDdSuXRs7OztatGiRLXZjx/POnTt0794dR0dHbGxs8PX15d69e/naT0IUB3Nzc/z9/R/6bbgyZcrg7++Publ5CUX29HjllVcwNzdn/fr12nsLFixg+PDh2ZYbN24cH330EceOHaNs2bIA/P3338ycOZNffvmFW7dusXfvXipXrqyts3btWtavX8/MmTOxsbGhd+/ebNq0CYDatWvz66+/kpiYSMuWLZk0adJDseW0zSzz5s0jMDCQGzduULVq1ULbHzmZP38+CQkJVKpUiUWLFmnDHDt06ABA586dOXfuHJcvX+bevXt88cUX2rrLli1jzZo1HDp0iDVr1vDll1/y/fffAxAREfFYI0KGDh3Kjz/+yOXLl4H7d6zXrVtHv3798lz3t99+0zrSx48f18piZ2eHTqdjypQpXL58md9++43169ezY8cObd2goCBiY2M5cuQIN2/e5Ntvv8XS0pIGDRqQkJBAr169CAoK0vLs1asXcL8TfOnSJc6cOUN4eDgLFy5k2bJl2eLK7XgOHDiQmTNnkpiYyKlTp2jbtu0j7avCUmSduHfeeYf//Oc/2uvw8HDs7e218a3du3enTZs2JCQkMGjQILp27apd0D3uSZTXiWuMsQqt1+tZu3YtN2/e5JNPPmHcuHHcvXs32/rGTty9e/dy9uxZTp8+Tf/+/TExMcHS0lKrUE2bNn0onk2bNrFgwQIOHjzIiRMnCA8P1y669+3bx/vvv09ERASHDx8mNjY2X2UUIkte5yfkXG8BJkyYQMOGDblx4wZXr15lzJgx2jr79u2jXbt2NGjQgP79+7Njxw5WrlwJkGdDbGybAKmpqcyZM4eIiAgWL16MmVnRTa7r6upKQkICCxcuxMvLSztX9+3bBxhvEzIyMoiKiiI0NJSePXsyadIkypYtyx9//MFLL730WM8T2Nvb06NHDz799FPtvc8//5z+/fvnecHYrVu3HD/IsjqextrbX375hW7duvHBBx9w/fp1Tp8+Tfv27QH44YcfHvrQzXp9+vRpOnfuzOzZs7l69SpNmzalffv2pKena3nndjy/+eYbzp8/z/nz50lMTOS7776TH1IWJcrZ2RlLS8tsf3379uXYsWNa3czqwD14p0g8Pp1Ox9tvv619Th05coSEhARefPHFbMtNmzaNRo0a4eHhoX0BZWVlRWpqKkuWLOHSpUu4urpmG2IYEhKCo6MjZmZmvPvuu1haWmpfFLVp0wYHBwd0Oh0BAQFcvXr1odhy2maWN954g759+6LT6bJ9cVUSXn/9dSwsLLC0tMTX1zdbWbp164aPjw/ly5fnvffew8bGpsBflnl6evLSSy+xaNEiAJYsWULnzp0LfGfa1dWVZs2aYWpqio+PD87OzlpZLl26xKZNm5g/fz5OTk7odDpq1apF+fLljeaZkZHBt99+y7hx47CyssLHx4cBAwawfPnybMvldjxtbW1Zs2YNf/75JzY2NiU2L0WRdeK6d+/OlStX2LlzJwD/+c9/tG9QDh06xF9//cWoUaMwMTEhODiYS5cucfr0aeDxT6K8TlxjjFXoBg0aUKVKFQAaN25Meno6N27cyLa+sRPXy8uLefPmUb58eRYvXkyzZs3yjGfhwoUMHjyYihUrYm9vT4cOHbRZepYvX07nzp21b7kHDRqUrzIKkcXY+Zklt3pra2vL7t272b59O6amplSvXl1bx9vbm65du2JlZUX//v3x8PDQ7hQZa4jz2iZAeno6K1euxNXVlaCgIMaPH18k+yY/jLUJaWlpfPDBB1hbW9O0aVOef/75bBcJj+udd95h6dKl3L59m9TUVJYuXcqQIUMKXBZj7e1XX33Fa6+9xuuvv46pqSnW1tbUrFkzzzy/++47GjduzCuvvIKZmRnjxo3j/PnzHDhwQFsmt+Npa2vL6dOn+f7777l79y41a9aUKdtFiUpKSnroPaUUO3fuZMqUKcD9UUCdO3eWulqI+vXrx6FDh/jzzz9z/IyC++3FP7m7u/Pzzz+zY8cOPDw86Nq1K/Hx8Vq6wWAA7l8z/vMLov3799O6dWucnJwYNmxYtuF1xraZn7TitmzZMurXr4+trS3fffddtrJk7YN//r+g3nnnHRYtWkRKSgoLFy7knXfeKXCeqampjBs3jipVqqDX67l48aJWlgsXLgA8NAFLXrKev3N3d9fec3d3f+imSG7Hc+PGjeh0Ovz9/fH39+fw4cOPtP3CUmSduLJlyzJo0CD+85//EB0dzR9//KE9/3H27Fnu3LmDvb09BoMBNzc3zM3NtW+nH/ckyuvENcZYhY6NjSUoKAh3d3dtuNA/Yyrsk/rs2bNMmjRJG/q0cOFC7YMkJiaGihUrPnKeQmQxdn5mya3ezpkzhxdffJGgoCA8PT218eVg/Dwy1hDntU24/81sYX7YFERebUJWnIUZ73PPPUfdunX55ptvWL16Nc2aNSuUCZGMtbcXLlzI92iGB8XGxmb7cLSwsMDR0THbB2Rux7NHjx5MnjyZGTNm4OzszNixY7MNuxWiOCQlJXH58mVtaFhubt68CSBDKIuAXq8nKCiISZMmsWXLFnr37p3vdVu2bElERARnzpzh4sWLDz0Gk5Pr16/TunVrunfvTkxMTIk951QYtmzZwogRI5g3bx7x8fHaEMKi1rJlS2xtbRkwYAA+Pj7a8+QFMXHiRLZv387mzZu14aNZsj5nTp06lev6OY3kcHBwoGzZstk+ky5evIibm1u+YvLx8WHVqlVcuXIFPz+/QvlC9XEU6cQmb731Fhs3bmTMmDEMHjxY+4bK1dUVKysrbVhPQkIC9+7dw9/fv8An0eOcuHnp0qUL5cuX5/fff+fYsWMFzi8/XF1dmTJlirZ/kpKS+OmnnwCwtrbm9u3b2rL/nOZYiPzI7fzMi5WVFbNnzyY2NpZJkybRt2/ffM3GZqwhLm1Kok2A+99yLliwINdvpR9VXu2tu7s7J0+ezHX93IY5urm5ZftwTElJIT4+Pt8fkEOGDOGvv/4iPDycRYsWsWXLlnytJ0RhOXr0KMuWLXvoGZl/yitdFMywYcNYu3Ytb7zxBuXKlcvXOkeOHOGXX34hIyMDg8FA+fLl8/WFWmxsLMnJybRo0YK0tDS2bdtGcnJyqfwSKSoqCgcHBxo0aMD58+f5/fffi23W1GHDhrFixYpC+YyC+2WpVq0a3t7e7Nq1i+vXr2tlcXFxoW3btgwdOpTz588DcP78ea5fv66t7+rqyvHjx7l9+zYZGRkkJydjampKz549mTFjBsnJyZw7d46vvvqKoKCgPOOJj4/np59+4u7du5QvXx69Xl9iXzAXaSfOzc2NDh06sH79egYOHKi9HxAQgKurK+PHj+fOnTsAnDx5kmvXrhXoJHrcEzcvUVFRNGrUKNusP0V9MgQHB7NgwQKOHj0K3P/9jN9++w2431ENCwvj+vXrnDx5MsdJUYTIS27nZ15Wr17N9evXMTU1xcnJCQsLi3x9uBpriEubkmgT4P4zDklJSdowjoLKq73t378///3vf1mxYgVpaWmkpqZy/PhxbX17e3vKli3L/v37AbRZKnv06MHevXvZvn07GRkZTJ8+HXd3dwICAvKMacuWLZw5cwa4/22pmZnZE3MHVjw76tatS58+fejTp4/R5fJKFwVTuXJl7O3tefvtt/O9TkJCAm+99Rb29vZUrlyZSpUq8e677+a5nq+vr/aba40bN6Zt27a4uLjQvHnzghShRPTp0wcPDw9cXFzo27cvo0ePZteuXYwbN67It12/fn2qVq3Kyy+/XCj5jR8/nsOHD+Ps7MyiRYuYPHky48ePZ+PGjQCsWLECHx8fGjdujMFgoF27dly5ckVb/6233sLc3Bw3NzdcXV35+uuvgfsTw9jb2+Pt7U1gYCCDBw/O1/mckZGRbeLBQ4cOldhd26KbGeB/6tevj42NDXZ2dv+/UTMzfv75Z0JCQvDy8iIlJYWqVauyYsWKbCdRxYoVGTNmDH///TfNmzfPcya3hIQERo4cydmzZzE3N6dt27b5OnHzMnfuXN5//30mT55McHAwAwcOJDAwkOPHj+Pk5FTg/HPSu3dvbt26RY8ePbh06RKWlpb0798fPz8/goOD2b9/P1WqVKFWrVq89dZbOU7+IkRecjo/87J582ZGjBjB3bt3cXd354cffnhohq6cjB8/nqCgIJydnWnVqpXWEHt6etKuXbuCFKPYGWsTipKZmRm+vr4PTeP8uPJqb/39/Vm7di2TJk1i2LBhmJub06dPH2bPng3cHyb50UcfERISwsCBA9Hr9cTExFC5cmW+//57RowYQVxcHL6+vvz000/5mozm5MmTvP3221y7dg29Xs+//vUvbVZQIYqLlZUVVlZWeS5XoUKFYojm2TVjxgxat26d48iNnB61gfszhmd96f1PWTMew/1Z0oFsMx3PmzePefPmaa//2dbmts1/5l2cssrxIIPBwLZt27K917Nnz1zX9fT0fCj+vGaAzmlfpKSkMHHiREaOHPnIP7Hg6emZY55+fn4PfbY+eG1va2urzSafExcXlxyPjY2NjdE76bkdT2dn54cmZSspOmWsRhZQXFwcAQEBbN68OV8Pwwshio+cn6VPZGQk/fr14+TJkzJjYxGpV69etp+8EcLZ2TnHyU2srKy4cuUKzZo1Y9euXSUQ2dOlWbNmHDp0CLg/27i/vz+1a9dm7dq1hfL8ryhaixcv5r333qNz585FPoO0uK/I9nDfvn3ZtGkTEyZMkAtEIZ4wcn6WPt7e3sD9KfilAydE8XlwaJYoHjVq1NCGZ4vSYeDAgY/0aIYouCLrxH3zzTdFlbUQooDk/Cx9zp49W9IhCCGEEOIJUaQTmwghhBBCCCGEKFwyYFUIIYT4H51OJz/bIh6Z1BkhRHGTTpwQQgjxPyYmJuj1+pIOQ5QyUmeEEMVNhlMKIYQQQgghRCkinTghhBBCCCGEKEWkEyeEEEIIIYQQpYh04oQQQgghhBCiFMmzE6fT6dDpdERHRxdJANHR0do2jFm6dCk6nY7AwMBHyn/06NE4Ojqi0+no0qVLASIVQgghhBBCiJL3RN6J8/T0RKfTERkZWaB8fvnlF2bOnElSUhJDhgzh1VdfLXBsRd2pFUIIIYQQQghjnuqfGDh58iQADRs2ZOHChSUcTXZpaWmUKVOmpMMQQgghhBBClDL5vhO3fft2atSogbW1Nb179yY1NVVLCwsLo1GjRtjY2ODh4cF7773HnTt3ALh06RLNmjXDwcGBMmXK4OjoSO/evUlISMhxO56ensTExADQokULdDodS5cu1dIzMzMZPXo0tra2uLm5sXLlyhzzWbp0KUFBQQDs3r0bnU5HaGgof/zxBwEBAdja2lKmTBlcXFwYNmxYtvIcOHCANm3a4OjoiJWVFQEBAdy5cyfbkE8vLy/tbqFSii+++II6depgaWlJ5cqVGT9+PPfu3QMgMjISnU6Hp6cnoaGh2NvbM2jQIG7evEnXrl1xcHDAwsICLy8vBg8enN9DIoQQQgghhHgG5bsTN2bMGPz9/UlPT2flypUsX74cgC1bttCxY0fOnTtHx44dcXBw4OOPP+btt98G4Pbt29y9e5f27dszcOBAbG1tWblyJaNHj85xO/3798fa2hqAzp07ExISQs2aNbX0PXv2sGPHDho2bEhcXByDBw/m1q1bD+VTs2ZNWrduDYCbmxshISEEBARw7do1ypYtS+fOnenfvz+mpqZ8+umnfPzxxwAcP36cwMBAtm3bRo0aNejevTvx8fGkpqYSEhKi5d+vXz9CQkKoWLEin332GYMHD+bChQt0796d9PR0pk6dmm15gJiYGL788ks6d+5MnTp1+Oijj/jhhx+oUqUK/fr1o0aNGuzbty+/h0QIIYQQQgjxLFJ5ABSg1qxZo5RSqk+fPgpQb7/9tlJKqbZt2ypAtW7dWoWEhKghQ4YoQOl0OpWcnKyUUuq3335TM2fOVO+9957q1KmTAlSVKlWUUkqdO3dO20YWDw8PBaiIiAjtvSVLlihA2dnZqbt376rU1FRlamqqAPXrr7/mGHvWOs2bN8/2/s6dO9W0adPUu+++q1588UUtfqWUevvttxWgOnTooC2fnp6uMjIysu2Pc+fOaek1atRQgFq6dKlSSqkjR44oQJmYmKi7d++qiIgIbZ+cOnVKW+/9999XgAoJCVEHDx5Ut2/fVunp6XkdEiGEEEWkfv36JR2CKGWkzhQO2Y9CPJp8PxNXr149AAwGAwBJSUkA2gQf27ZtY9u2bQ92Djl79ix//vknvXr1eii/a9eu5XfT2dSoUQMLCwsALC0tuXXrlhZLfkyfPp2xY8fmGs+5c+cACAgI0NJMTU2N5pm1D2rUqAFA9erVgftDPy9cuKAt5+zsTOXKlbXXI0aM4OjRoyxcuJB58+ZhampK9+7dWb58OSYmT+ScM0IIIYQQQogSlu+egpnZ/f7eP38KwNPTE4D58+ejlNL+zpw5Q+3atVm9ejUAAwYMICUlRXutlMp1W1mdpszMzFzjyCmW/Mja/uTJk0lPT2fmzJnZ4vHy8gLg4MGD2jqZmZlaelbn6sHYsvbBiRMnAIiKitKWdXd315YzNzfPFoudnR2bN2/m9u3bHD16lFq1arFq1Sr27t37yOUSQgghhBBCPBsKPDvlsGHD2LRpE++//z779u2jXLly/PHHH1y/fp1z587h7OwMwM8//8yQIUPYtGlTnnm6u7tz9uxZJkyYQFhYGO+9915Bw9RkxbNixQrOnj3LunXrsqW/9dZbfPnll6xfv57AwECqVq3K7t272b9/PwaDAXd3d2JiYhg2bBhVq1Zl6tSpvP322wwbNoyQkBB27tzJjh07AHjzzTe1u4Y5mTFjBmFhYdSpU4eyZctqd/T0en2hlVcIIYQQQgjxdCnwmL1XXnmF//73v9StW5dNmzbx448/YmJiok3qMXHiRFq0aMH169c5fPhwjkMZ/yk0NJTKlSuzf/9+5s2bx5UrVwoapuaTTz6hfv36xMTEcObMGUaOHJktvXbt2kRGRtKqVSuOHTvGypUr0ev1lC1bFoCZM2dSsWJFNm/ezLx587h79y5Dhw5l4cKFuLm58e2332JiYsKYMWOYN2+e0Vj8/PwwMzNj3bp1LFu2DGdnZ+bPn4+vr2+hlVcIIYQQQgjxdNEpY+MahRBCiGdIgwYNOHToUEmHIUoRqTOFQ/ajEI9GZs8QQgghhBBCiFJEOnFCCCGEEEIIUYpIJ04IIYQQQgghShHpxAkhhBBCCCFEKVLgnxgQQgghnhaZmZkkJiaWdBiilJE6I4QobtKJE0IIIf5HKUWZMmVKOgxRykidEUIUNxlOKYQQQgghhBCliHTihBBCCPHMS0lJ4erVq6SkpJR0KEIIkScZTimEEEKIZ1ZGRgbr1q3j4MGDmJiYkJmZib+/P506dcLU1LSkwxNCiBzJnTghhBBCPLOyOnBpaWmkpKSQlpbGwYMHWbduXUmHJvIpNDSU4OBgAJYuXUpgYGCOyx05cgSDwYDBYMDMzIwPP/ww39sIDg4mNDS04MEWEmPlLIgePXpgMBiwsrLCzCz/93qio6PR6XQF2vayZcuoXLkyer0eNzc3du/eXaD8nnYl2olLTU1l48aNHD169JHXDQ4OxtPTM8e0w4cP07BhQ2xsbHB0dOSjjz7Kd76enp5aQ1BaREZG5rovnlYFaYiNeRobxcKg0+mIjo4G7p8jkZGROS5X2sv5IGPlfFwleQERHx/Pa6+9hl6vx87Ojq5duz52XkI8ae7du0diYuIj/129epUDBw6QlpaWLb+0tDQOHDjA1atX88wDeOi9e/fulcRuEHl47rnnSEhIICEhgaZNm+a4zLp16wgLCyvmyJ4c3333HQkJCWzYsCHH9ISEBEJDQ7l161ahbjc5OZmBAwcSGhpKYmIiZ86c4bnnnitwvk/z8SyR4ZTx8fG899577Ny5k7i4OL7++mvq1q37SHm4uLjg4+OTY9rw4cOpX78+Bw4cQKfTcfPmzXzn6+Pjg4uLyyPFIopfVkMMFEmnq7B99913wP0Od6tWrR5KT0hIYO7cuYwcORIbG5viDq/QPCvlfFz5qbfr1q3DxMSEDh06FOq2P/nkEy5cuMD58+fR6/Vcu3atwHk+68dTPDkuXrzImTNnHnm95ORklFI5piml2LNnD5aWlnnmc+DAgWyvfXx8qFy58iPHI0reunXrMDMzK/Q2+GmRkJDApEmTGDBgQKG2+/Hx8aSmpmqfjRYWFlhYWBQ436f5eJbInTgzMzNCQkI4e/Ysrq6uj5XH9OnTCQ8PzzEtLi6Opk2bYmpqiomJCfb29vnONzw8nOnTpz9WTEI8rqxGsbC/2XrSPCvlLIii+tYwLi6O5557Dr1eD4Cjo2OB85TjKZ4UFStWJCAg4JH/mjZtmusoAJ1OR9OmTfPMA3jovYoVKxZn8Z9KZ8+exd/fH1tbW/r06cOLL77I0qVLgft3SocOHYper6d+/fr8/fffD60/Y8YMKlSogJeXF4cPH85ze4cOHcJgMLBq1SqWL1+ujZpYtWqVtsydO3cICgrCYDDwwgsvPNJNgqKSWzmjo6Np2bIlNjY21K1bl71792ppH3/8MV5eXtjY2ODj48PWrVvzta0uXbrg6+sLQK1atTAYDNrrLD///DM1atTAzs6Or776Kl/5+vn5UadOnWz5GgwGbty4QWxsLM2bN8fR0RG9Xk+3bt3IyMjQ1r1x4wb9+vXD1dVVi+fatWt5Hs9bt27Rt29fnJ2d8fT0ZNq0adm+0AkMDGT69On069cPW1vbbO1EWFgYVatWRa/X4+zszMKFC/NVzsJWIp04g8GAn58fJiaPvvkWLVpgMBiwsLB46Jv+4cOHYzAYiImJYfDgwdoBy+uCKDk52egQp+DgYAYOHEhwcPAjn7ibN2/Gw8MDFxcXZs2ahZWVlTYsLSoqihYtWmBnZ0ft2rWz3brOq3ItWrQIR0dHvLy8WLt2bb5iyWubcP9DKywsjBdeeAFra+t83+XKrbE4ffo0lpaWrF69GoCkpCQ8PDz45ZdftHXXr19PvXr1MBgMODs7M3PmTC0tPDycmjVrYjAYePnll4mLi8t3WQviaWgU8zJ9+nTs7OyoXr06U6dOzTYk98CBA1StWhUnJyfGjRv30LqnT5+mWbNm6PV6Bg0alK/tlVQ5C8JYOT/55BPc3NxwdHTk7bff1oZj5fWBk5uiuoBYs2YNBoOBlStXZsv3/fffB/Kut7mdn3kdzw0bNlC7dm3s7Oxo0aIFUVFRWlpkZCTW1tZERERQrVo1LCwstKGid+7coXv37jg6OmJjY4Ovr68MTRN5srCwQK/XP/Kfk5MTAQEBD/3OW5kyZQgICMDJySnPPICH3iuMOwjPurfeegt/f3+uXr1K586ds33ezp49m19++YXo6GhWrlzJH3/8kW3dgwcPkpKSQmxsLPXr12f27Nl5bq9BgwYkJCTQq1cvgoKCtGGXvXr10pZZvHgxvXr14uLFi5w/f167tikpxsrZvXt32rRpQ0JCAoMGDaJr167aZ1Ht2rX59ddfSUxMpGXLlkyaNClf2/vhhx+0fX38+HESEhIe2vdfffUVv/76K6GhoTleP+Tkt99+eyjfhIQE7Ozs0Ol0TJkyhcuXL/Pbb7+xfv16duzYoa0bFBREbGwsR44c4ebNm3z77bdYWlrmeTyHDx/OpUuXOHPmDOHh4SxcuJBly5Zli2vevHkEBgZy48YNqlatqr0/cOBAZs6cSWJiIqdOnaJt27b5KmdhK3UTm0RERJCQkMDo0aMfSps/fz4JCQlUqlSJRYsWaQcsr1uolpaWeY6RXrVqFR06dCA2NjbfJ25ycjK9evVi9uzZREdHc/v2bZKTkwFIT0/n1VdfpWnTply9epXZs2fTuXNnbTiIscq1b98+3n//fSIiIjh8+DCxsbF5xpKfbWYZN24cH330EceOHaNs2bL5yju3xqJy5crMmDGDoUOHcunSJcaPH0/79u1p1KgRAL/88gvdunXjgw8+4Pr165w+fZr27dsDcPXqVbp27crnn39OfHw8dnZ2jBgxIl/xFMTT0igas2/fPmbNmsX+/fvZt29ftoeHk5KSaNeuHR988AEXLlzAysrqofU/+eQTlixZwu7du1m8eDEnTpzIc5slUc6Cyq2cmzZtYsGCBRw8eJATJ04QHh7O4sWLAfL8wMlNUV1AdOvWLcd8Z82aBRivt8bOT2PH8/Tp03Tu3JnZs2dz9epVmjZtSvv27UlPT9fyTk1NZc6cOURERLB48WLtGcpvvvmG8+fPc/78eRITE/nuu+/kh5TFY3F2dsbS0vKhP2dn52zLderUCX9/f8qUKYO5uTllypTRZqcUJePKlSts27aNkSNHUqZMGTp27Ii7u7uWvnz5coYPH46trS3Vq1enY8eO2davXLkyEydOxNTUlLp163L16tVCiat379688sorWFlZUbly5ULL93HlVs5Dhw7x119/MWrUKExMTAgODubSpUucPn0agDZt2uDg4IBOpyMgIKBQy7Fo0SKsrKyoV69eoeTr6upKs2bNMDU1xcfHB2dnZy3fS5cusWnTJubPn4+TkxM6nY5atWpRvnx5o3lmZGTw7bffMm7cOKysrPDx8WHAgAEsX74823JvvPEGffv2RafTZfsi0tbWljVr1vDnn39iY2NTYvNSFFknLuvb3n/+HTp0qKg2WaQ6duzI66+/jqWlZb5P3I0bN2JjY0O3bt0wNzdn8ODBWtqBAwe4ePEi48ePx8zMjFdeeYXnn3+eb7/9Ns/KtXz5cjp37qx9y53fOyHGtvmgadOm0ahRIzw8PPJ1NymvxmLYsGHUrVuXDh068OOPPzJt2jRt3a+++orXXnuN119/HVNTU6ytralZsyZwf5aigIAAmjVrhpmZGb179y6WmYqehUZxxYoVdOzYkWrVqmFnZ0fv3r21tI0bN6LX6wkKCsLc3Jx33333ofUnT56Mj48Pvr6+mJiYFFpZC7ucBZVbORcuXMjgwYOpWLEi9vb2dOjQQaubxj5wCqooLiCM1Vtj56cx3333HY0bN+aVV17BzMyMcePGcf78+WzPDaWnp7Ny5UpcXV0JCgpi/PjxwP0Px9OnT/P9999z9+5datasKdO8i8eSlJSUr/dNTU3p3LkzU6ZMYeTIkUyZMoXOnTtLvStBWSOWKlWqlGN6TEyM0SGrDz7HqNPpyMzMLJS4iirfx5VbPGfPnuXOnTvY29tjMBhwc3PD3NxceyZ7//79tG7dGicnJ4YNG5brc6EFiUmn0xVKvqmpqYwbN44qVaqg1+u5ePGilu+FCxcAcp0jIzdZz989+MWAu7v7QzdFbG1tc1x/48aN6HQ6/P398ff3z9dw3aJQZBObZFWUp8WDvfr8nrjnzp3LtQGKjY3F0dERc3Nz7b2sCpRX5YqJiaFBgwaPXAZj23xQbpU2Nw82FlkebCx0Oh3jxo2jVatWjBkzJtuDsBcuXMDPzy/XfMPDwzEYDABkZmYWywyG+WkUs/yzUZwwYQJHjx4lKSnpsZ/3NBZTYTWK586do2HDhjmm5fXh+GA8WTEV9gdkYZWzoIzVhYiICO0LifT0dFq0aAHc/8CZNGkSa9as4erVq9y+fbvQylIU+91YvTV2fhoTGxubrf2ysLDA0dExW1uj0+m0c/tBPXr04ObNm8yYMYO3336bd955hylTpsgFdSFISkrKtWPzrLl8+XKuaY/znJOx/J4EVlZWOY6qeFJlXSckJiZq1yQP/gi7tbU1t2/f1l7/c3bRgihTpswT8flTEK6urlhZWeV4LX79+nVat27N3LlzCQsLY/Xq1Y80U3Jxj4yYOHEiO3bsYPPmzXh7e+Pl5aWlZX3OnDp1KtcvGHM6ng4ODpQtW5bY2Fi8vb2B+5Mjubm55SsmHx8fVq1axe3bt3n//fcZMmRItseEikuRdeJy+nAG2L59+2N1QEojGxsbbfphINtzHW5ubly7do3U1FRtyOLFixdp2bJlnpXrcRsvY9ssCGONBdzvfE2YMIH27duzYMECBg8ejIeHB3D/BDx58mSu+b700ktPzNSwT1OjaKxuFvWH49PA1dWVAQMGMHLkyIfSjH3g5EdxXkDkVW+NnZ+Q+/F0c3MjIiJCe52SkkJ8fHy+PyCHDBmifSi+8sorNG3atMSeOXiaHD16NNtzRc+yfz778qTlV9iaNGlCkyZNSjqMfKtatSoeHh588cUXjBw5ktDQUG7evKl9mdOyZUuWLVtGu3bt2Lp1K9999x2tW7culG27urqydetWbt++Tfny5bl3716+Zih9kgQEBODq6sr48eMZO3Ys5cuX5+TJk9ja2nLp0iWSk5Np0aIFaWlpbNu2jeTkZDIyMvL1ZZm9vT1ly5Zl//79dO3alVu3bhXp7MRRUVFUq1YNb29vdu3axfXr17XrFxcXF9q2bcvQoUNZtmwZlSpV4vz581haWmpfuOd2PHv27MmMGTPw8/Pj6tWrfPXVV0yZMiXPeOLj49m/fz+tWrWifPny6PX6XPs8RU3uxBWhVq1a8c4777B//36qVaumPcdnamqqzV41Y8YMxo0bR3h4OPv37+fLL7/E1NTUaOVq2bIlM2fOZPz48Vy/fj3fnQVj2ywIY42Fo6Mjn3zyCTY2NoSFhdG+fXv69+/P9u3b0el09O/fn6ZNm7JixQq6d++OUopTp05Rq1YtevXqxaxZs/jxxx+18e6//vqrNhtYXg4cOECPHj0YMWJEoTxL9zQ1iq1bt2by5MmMHz+eq1evMm/ePC3OF198keHDh3P48GF8fHwICQkptDugxV3OohIcHMyECRNo2bIldevWJTk5maioKPz8/Ix+4ORHcV5AxMbGGq23xs5PyP149ujRgw8//JDt27fTokULpk+fjru7e77O3S1btlC5cmV8fHxwcHDAzMysxD4gnzZ169Z95GFHpZmx55L79OlTaNvZsGFDoeZXFErTXTi4f520dOlSBgwYwMcff0xISAhubm5aWzB79mx69uyJg4MDHTt2pHfv3ly5cqVQtv3WW2+xc+dO3NzcKFeuHOPHj+edd94plLyLi5mZGT///DMhISF4eXmRkpJC1apVWbFiBb6+vtpPcVWsWJExY8bw999/07x5c/bs2ZNn3hYWFnz00UeEhIQwcOBA9Ho9MTExRVaW8ePHExQUhLOzM61atdKuXTw9PWnXrh0rVqxg1KhRNG7cmKSkJNzd3Vm9erXWicvteM6fP59hw4bh7e2NhYUFgwcPztd5nJGRwSeffELfvn2B+zNrfv7550VWfqNUCfjjjz+UXq9Xer1e6XQ6Vb58eaXX61WfPn3yncfEiRNVy5Ytc0zz8PBQy5cvf6zYmjdvrqZMmZLtvb59+6o333xTe92yZUs1ceLEfOX38ccfK0dHR1W1alW1ePFiBahbt24ppZQ6ceKEat68ubK1tVW1atVSYWFh2nqJiYkqKChIOTk5qUqVKqkPP/xQZWZmKqWUSklJUcHBwcrW1lY1bdpUff3118rDwyNf8RjbplJKAWr37t35yutB586dUx06dFBOTk5Kr9erhg0bqqioKHXixAnl7OysLly4oJRS6tKlS8rBwUHNnz9fW3f9+vXKz89P6fV65eTkpEaNGqWlRUREKH9/f2Vra6vs7OzUSy+99NC2czpmWesC+T5WSim1ZMkS5e/vr72eMmWKat68eZ7lVEqp4cOHK71er2rVqqVWrFih6tWrp5o0afJQTKampjlu+z//+Y9ycXFRer1eVapUSdseoO7evauUUmr37t2qME7blJQU1bdvX2UwGFTjxo3VpEmTlJ+fn5Y+d+5c5eTkpKpUqaK2bNmiAHXu3Dml1P3z6+eff9aWNTU1VREREU9kOQsir3J++umnqnr16kqv1ytXV1c1fvx4pZRShw8fVjVr1lSOjo6qZ8+e6uOPP1YGg0Ft2LAhW/651du4uDjVvHlzZW1trZycnLRzpW/fvurf//63ttyjtENZ6z/YjmXJq94aOz+Vyvl4KqVUWFiYqlWrlrK1tVXNmzdXJ06c0NKM1Y/58+crHx8fZWNjo9zd3dXs2bPzXcbC8Nxzz6nk5GT5ewr+gFz/CnM79evXL/GyPg1/9evXz3YuxsXFqbS0NKWUUjt27FDW1tYqPj6+WNsDIZ5kOqVK+cDfJ9yFCxdwd3cnMzOTqVOnsnHjxod+FFSI4paSkkJiYiJOTk4kJyfTvXt3ateuzYwZM0o6NCFKVL169WTI4VPC2dk5x2cAraysCu2uDUCzZs3YtWtXoeX3rGrWrFm2ye9Gjx7NkiVLSEtLw93dnRkzZvDKK6+UYIRCPFmKbDiluC8oKIhjx45hYmJCnTp1WLlyZUmHJASxsbG0a9eOq1evar+5OGHChJIOSwghCk1hdtRE8ZsxY4Z8sSiEEdKJK2KRkZElHYIQD/H29ubvv/8u6TCEEEIIIcRjKHU/9i2EEEIIIYQQzzLpxAkhhBBCCCFEKSLDKYUQQoj/0el0hfrbiOLZIHVGCFHcpBMnhBBC/I+JiQl6vb6kwxCljNQZIURxk+GUQgghhBBCCFGKSCdOCCGEEEIIIUoR6cQJIYQQQgghRCkinTghhBBCCCGEKEXy7MTpdDp0Oh3R0dH5yjAwMBCdTsfSpUsLGFreMjIyCA4OxmAwoNPpGDVqVJFvUwghhBBCCCFKUqm+E7d27Vq++eYbzMzMeOedd2jWrFmB8ouOjtY6rUIIIYQQQgjxJCoVPzGQnp6OmdnDoZ48eRKAtm3bMn/+/OIOy6i0tDTKlClT0mEIIYQQQgghnjKPfCfuvffew9PTEwsLC8qXL09AQACRkZEPLXfu3DmaNWuGpaUlLVq0yDYc848//uDll1/GwcEBR0dH2rdvT1RUlJbu6emJTqdj6tSp1KpVC3Nz84fyDw0N5YMPPgBg+fLl2hDObdu2Ua9ePfR6PWXKlMHDw4OJEydmW3fTpk00bdoUW1tbbGxsaNeuHdHR0Xh5eWnLPDiMNC0tjenTp1O9enUsLS2pUaMGn3zyCZmZmQAsXboUnU5H06ZNGTJkCNbW1kydOpXo6GhefvllbG1tKVeuHNWqVXsoFiGEEEIIIYR4FI98J+7cuXP4+/vj4OBAdHQ0mzZtomvXrpw9exZra2ttuRkzZtCtWzdu3rxJZGQkXbp04dChQ1y6dInmzZuTkJBAu3btSE1NZcOGDRw6dIi//voLW1tbLY+JEyfSpUsXatas+VAcAQEB+Pv7c/DgQWrUqEGbNm2oWbMmf/31Fw4ODjRq1Ii0tDTWrVvH5MmTqVGjBj169GDbtm20a9cOgFdeeQUnJyd+/fVXbGxs6NevH0uWLAEgJCQEABsbG8aNG8fs2bNxdXWlR48ehIWFMXLkSO7du8eYMWO0mPbu3cu1a9fo1asX3t7ejB8/ni1bttC6dWu8vLw4c+YMBw8efNRdLoQQQgghhBCaR+7Effnll/zwww9ER0dTpUoVypcvT3x8PH/++SeNGzfWlhs6dCiffPIJ8fHxuLi4cPjwYY4fP87GjRtJSEggMDCQDRs2AFCvXj2OHDnC999/z6BBg7Q8xo4dy+TJk3OM4+WXX+bAgQMcPHiQRo0aMXfuXAAaNGiAk5MTv/32G9evX8fHx4dDhw6xY8cOevTowbx58wAYPny49v+soY8TJkzQOnFZ+SmlWLhwIQCrVq2iefPmrF+/nk6dOvGf//wnWyfO2tqagwcPYjAYANi4cSMALVq04OWXX6ZGjRoyxFIIIYQQQghRII/Uibt+/Tp16tTh0qVLD6Vdu3Yt2+saNWoA4ODggIODA5cvX+bixYvasMqsdIDq1atz5MgRYmJisuXRpEmTRwkPgCFDhvDFF1/kGt+5c+eA+3fyshjrWF27do3k5ORsMVevXh2AS5cukZqaqi1bq1YtrQMH94d8Xrx4kQ8++ICxY8dibm7OO++8w+zZsx+5XEIIIYQQQggBj/hM3O7du7l06RKOjo5cvnyZlJQUrdOilMq27N9//w1AfHw88fHxAFSsWBFPT08ATpw4oS2b9Tych4dHtjxyehYuL6tXrwbuP6eWkZHBkCFDssWX9dzbg8Ma09PTATA1NdXey3rezdHREUtLy2wxZ8Xr4uJC2bJlc43X29ubvXv3kpiYyC+//IKdnR1z5szhwoULj1wuIYQQQgghhIBHvBPn7OwM3L879e6773L27FmSkpJyXHbhwoXEx8dz5MgR0tPT8fPzo2bNmtja2jJt2jQiIiLo0KEDqamp/P777zg7O9OlS5cCF8jZ2ZnExETmz5/P1q1b+e9//5stPSQkhI0bNzJv3jxOnz6Ns7Mzv/76K3/88QfOzs6ULVuW1NRUevXqhYeHBzNnzmTIkCHMmTOHXr168fLLLxMWFgbAsGHDjMYydOhQoqKiqF69Ounp6cTHx2NqaoqVlVWByymEEEIIIYR4Nj3Snbjnn3+ecePGYWtry7Zt2+jZsydubm45Ljt69Giio6M5c+YMzZs35/vvv0en0+Hq6kpERARt2rRh7969HDp0iHbt2hEREYGdnV2BC/Tll19SvXp1/vrrL27fvs3gwYOzpbdu3ZqNGzfSuHFj9uzZw/fff4+7uzsAZcuWZebMmTg6OrJ69Wo+/fRTAKZOncqUKVMoX748q1atws7OjtmzZ/Pvf//baCyNGzcmKSmJ1atXs2bNGqpVq8bKlSuzTd4ihBBCCCGEEI9Cp/45DlIIIYR4RjVo0IBDhw6VdBiiFJE6UzhkPwrxaB75d+KEEEIIIYQQQpQc6cQJIYQQQgghRCkinTghhBBCCCGEKEWkEyeEEEIIIYQQpYh04oQQQgghhBCiFJFOnBBCCCGEEEKUItKJE0IIIYQQQohSxKykAxBCCCGEKE3u3btHYmIier2+pEMRQjyj5E6cEEIIIUQ+ZGRk8O233zJq1CimTp3KqFGjtPdFyQkNDSU4OLikwyhWCxYswGAwYDAY0Ol07NmzJ9/r6nQ6oqOjiy64XCilGDVqFM7OzhgMBqpUqUJycnKxx/G0kE7cI1i2bBmVK1dGr9fj5ubG7t27i2xbwcHBhIaGFnq+FStWxGAwYGFhQatWrXLdtqenZ6FvW5ReJdXgl6T8nCs5KcmLicOHD9OwYUNsbGxwdHTko48+KpE4hHharVmzhn379pGWlkZKSgppaWna+0IUp2HDhpGQkEBCQkJJh5Jv27dv57PPPmPXrl0kJCRw4MABLCwsCpzv3Llz+eOPPwohwtJFOnH5lJyczMCBAwkNDSUxMZEzZ87w3HPPlXRYj+zixYskJCQwevToXJdxcXHBx8enGKMS4smTn3PlSTN8+HDq16/PzZs3uXLlSqF0Jo8cOcL8+fMLHpwQpdy9e/fYu3cvqampD6Xt3buXe/fulUBUQpQecXFxuLi4UK1aNQDs7e0xNTUtcL7SiRNGxcfHk5qaSmBgIAAWFhZYW1uXbFBFZPr06YSHh5d0GEKIRxQXF0fTpk0xNTXFxMQEe3v7AucpnTgh7ktMTMTEJPfLpsTExGKM5ul37949BgwYgJ2dHe7u7ixatEhLS0tLY+jQoej1eurXr8/ff/+tpYWGhmYbPTFgwIBsX2jduHGDfv364erqisFgwNfXl2vXrhVLmYrTG2+8gYuLC9bW1gQEBBATE5Mt/fjx4/j5+eHg4MDYsWO192/dukXfvn1xdnbG09OTadOmoZTS0gMDA5k+fTr9+vXD1tYWnU6XZyxxcXEYDAaGDBnCuXPntGGgjRs3BiA8PBxfX19sbW1xdHRk1qxZD8XaunVr7O3tsbOz4/XXXwfud94MBgPnz59n8ODBWr7nz58HICoqihYtWmBnZ0ft2rXZsGFDtnx1Oh1hYWG88MILWFtba9f4AFOmTMHV1RUbGxu8vLw4ePBgPvZ68SqyTlyjRo1YvHhxtvdq1arFkSNHAIiOjqZly5bY2NhQt25d9u7dqy338ccf4+XlhY2NDT4+PmzdujVbPkWx040daD8/P+rUqaOVIauS3LhxI898w8LCqFq1Knq9HmdnZxYuXKilZWRkMG3aNKpUqYJer8fLy4vt27dr6Xfu3CEoKAiDwcALL7zAzZs3gftjiqdNm4anpyfOzs707duXW7duaett2LCB2rVrY2dnR4sWLYiKisrXPmjRokWuw8eWLl1KnTp1mDNnDi4uLnh5eXH48GEtffPmzXh4eODi4sKsWbOwsrJ65obflTbh4eHUrFkTg8HAyy+/TFxcnJZ24MABqlatipOTE+PGjcu23oNj7y9evPjQUMv169dTr149DAYDzs7OzJw5s1jKU5zy+sABGDt2LPb29tSrVy/bBYax8zMyMhJra2siIiKoVq0aFhYW+RpWPXz4cAwGAzExMdk+yMLCwgDjH+bG2qEKFSowdOjQbB+6Q4cOBfJuh0JDQ2nfvj3z5s3D1dUVU1NTIiMjgfvtbZMmTbC1tcXW1pa+ffvmf+cLUUL0ej2ZmZlG00XhmTBhAvHx8cTFxbF+/XpCQkI4fvw4ALNnz+aXX34hOjqalStXPtJdmKCgIGJjYzly5Ag3b97k22+/xdLSsqiKUWI6d+7MuXPnuHz5Mvfu3eOLL77Ilv7555+zceNGDh48yPz584mIiADuf55cunSJM2fOEB4ezsKFC1n2f+zdd1gU1/oH8O+yNGm7SxVwKYIaGypowAoW4tV4TaxRIyUGNRosMeZGBQVjxBajEmNuol4MGqJJTKy5moDYxXYt14ZRRJpSlK64LLy/P7jMzxVYOgv6fp5nH2Vn5sx7zs6cM2fnzNnISJVtN2zYAC8vLzx+/Bjt27evNhYbGxvk5ORg06ZNcHR0FIaBnj59GkDZubN7925kZ2dj3bp1CAoKwtOnTwEA+fn5GDJkCNzc3JCamor09HThumTu3LnIycmBnZ0dvv32WyFdOzs7KJVKjBgxAv369UNGRgbWrFmDMWPG4O7duyqxBQUFYe3atbh27Rp0dXUBADdv3sSqVatw7tw55OXl4dSpU3B2dq7Dp9DIqJFERkZS165dhb+jo6Opf//+wt+vv/46rVy5kkpKSmjjxo1kbW1NSqWSiIgOHz5MmZmZVFpaSlOnTqU+ffqopA2AunTpQmfPnqXExETy9vYmIqIbN26QoaEhJScnExFRamoqZWVlVRtrcXExOTs7U3BwMBUXF9Pvv/9Ourq6dOfOHWGde/fuEQAh7ZqytLSkX3/9lYiIcnNz6d69e8Ky1atXk729PV2+fFmINykpiYiI/Pz8SCqV0u+//075+flkZ2dH33zzDRERRUREkK2tLd25c4fy8/PJ29ub/P39iYjor7/+Il1dXfr999+puLiYgoODqV27dlRcXKwSV0hICA0ePLjSmCtbFhERQXp6evTxxx+TUqmksWPH0jvvvENERAUFBSSTyWjXrl1UVFREwcHBBEAlr6x5SU9PJ5lMRseOHaPi4mKaOHEijRs3joiI8vPzydTUlCIjI6moqIjCwsJUPk8AdOLECSIiSk5OVll29uxZ0tXVpd27d5NSqaS8vDy6fv26JrLYYCo7H86fP0+3b98mIqLt27eTtrY2PXnyRFjfzMyMIiIiSKlU0owZM2jAgAFEVP35GRsbS7q6ujR8+HBKTU2lyMhIWrZsWY1jtbe3p+3bt1d4f/fu3fT06VMqKCigbt260aJFi4Rl6uohorJz38nJqUKa6uqh8nKQyWQ0e/ZsKiwspICAADp27BgREY0fP57mzJlDpaWlpFAo6ObNmzXOY2Nzc3PTdAisGYuKiqLAwECaNm2a8HJzc6OoqChNh9biPX/ulZaWkpGREZ09e1Z4r1evXvTPf/6TiIhee+01+v7774Vln376Kfn5+RFRxTr7/fffF5alpaURgGZV5zSE59vlyvj4+FBAQIDK+levXhX+fvPNN2nRokWkVCpJV1eXjh49Kix7sTw9PT1p3rx5dYqzqvbkeXfv3iUAlJKSQkRl55yNjQ2VlJRUuU1lbd+JEydIX1+fioqKVGJ/vk0FQPv27auQXlJSEuno6NBnn31GaWlpNcqbJjTanbh33nkH6enpOHbsGADgq6++wuzZswEAFy5cwI0bNzB//nxoaWnB398fDx48wJ07dwAAb7zxBszNzSESieDh4YGMjIwK6YeFheH111+Hvb29cKfOyMgICoUCERERePDgAWxsbGo0nCguLg4pKSkIDg6GtrY2hg0bht69e+PHH3+sdznIZDL89NNP+O9//wsTExOVCUO2bNmCBQsWoFu3bgDKvqmQy+XC8smTJ2PYsGEwMjKCs7OzUA47duzA1KlT4eTkBCMjIyxatAhRUVEoLS3Fzp070adPHwwbNgza2toICgpCUlIS4uLi6p0Xc3NzrF69GmKxGC4uLkI8Bw8ehImJCcaPHw89PT1Mnz693vtijSsyMhIeHh4YMGAAtLW1MXnyZGGinoMHD0IikcDHxwd6enr46KOPapzu1q1bMWrUKIwePRpisRjGxsbo1KlTY2VDY3r27Il27doBAPr06QOlUqlyZ97T0xP+/v4Qi8WYMmUKTpw4AYVCUaPzU6lU4ocffoCNjQ18fHwQHBxc73hHjx4NfX19GBoaqpy7QPX1UFXU1UPlHB0dsWHDBhgYGGDz5s0YMGAAgLJ68cSJE4iOjoZYLMZrr71W7zwy1hTGjx8vnPMKhQJKpRJA2d1ukUgEExMTDUf4csjMzERBQQG8vb2FUQDXrl0T7vbfv38fbdq0qXW6ycnJAPBKPPcfGRkJNzc3yGQy7Ny5U2VIJADo6OgI/zcxMUF+fr7w6NDzbYBcLkdqaqrKtjKZrEFjTU1NhY+PD+RyOVxcXABAiDc5ORmOjo5qhzJXlaaFhQX09PSE92qaF7lcjn//+984cuQI7O3tMW7cOGRlZdU2W42u0Tpxurq6mDZtGr766iskJibi6tWrGDVqFAAgISEBT548gZmZGaRSKWxtbaGnpyfMsHPmzBl4e3vD0tISgYGBFQ48oGELvaYfdF0cPHgQIpEI7u7ucHd3VxmCmJycrPb27PO390UikXBxlJqaWuEEUygUyMzMrLBMX18fFhYWDZIXfX194SR6Pp579+7Bzs6u3umzppOQkICYmBihcZwwYQKePHkCoO6NI1D9Mf2yUNfgABUbRyJCQUFBjc5PkUgEqVTaoPGqa8zr+pmpq4fKVdXQf/HFFxg0aBB8fHzg4OCAqKioWu+fMU0Qi8WYOHEiIiMj8dtvvwnDzMrPqfz8fE2G99IwMzODrq4uYmNjhSFyT548wSeffAIAMDY2Vinr8llCgbI69Pk67vlnFcvrrL/++quxs6BRhw8fxty5c7FhwwZkZWVh0qRJatdPTk6Gvb09zM3Noaurq9ImpaSkwNbWtlHjHTt2LAwMDHDp0iVcu3ZNZZlcLkdCQoLan/F4vs0tZ2tri8zMTJWJiGqTl8GDByM2NhZ3795FSkpKpY9NaFqjTmzywQcf4ODBg1i4cCGmT58uzEBjY2MDIyMj4cTMyclBUVER3N3d8ejRI3h7e+Odd97B/fv3VZ4hq4m6FHp9P2h1nJycEBUVhfT0dLi6umLGjBnCMrlcjtu3b9c6TVtb2wonmK6uLiwsLCose/bsGbKyshr1BDQxMVGpJHmGrubPxsYGQ4cOFc6/vLw84TNU1ziWK28gX3yQv67HdEujrsF5UXJyMoyMjGBqaqqR87O6xry6z6yyxhFQXw9Vx8jICGvWrEFqaiqWLl0KPz8/nhSCtShKpRK5ubnCnTjWsMRiMXx8fLB48WI8ePAAAJCRkSHUVYMHD0ZkZCSUSiV+//137Ny5U9jW0tISt27dwsOHD7F161YcPnxYWGZtbY3hw4dj5syZwuQXSUlJePToURPmrvHFx8fD3NwcPXv2RFJSEi5dulShjt24cSMKCwsRExODc+fOYfz48cKXFCtXrkRhYSHu3buHrVu3wsfHp9Hjff3111We5S6Pd8SIESAizJs3DwUFBSAiYX6NcjY2Njh37hxKS0vx7NkzKBQKeHh4oE2bNli5ciVKSkrwxx9/4MyZM5g4cWK18Vy+fBnnzp1DSUkJpFIpDAwMGvzL1YbQqJ04W1tbjBw5Env37sXUqVOF9z08PGBjY4Pg4GDh2//bt28Ld5IKCwsxcOBAFBcX488//0RhYWGNfkizroVenw9anaysLOzfvx9Pnz6FgYEBJBKJSjwBAQEICwtDXFwciAi5ublISEioNt3Jkydj69atSExMRGFhIVasWIFJkyZBS0sLEyZMwKlTpxAdHY2SkhKsWLECcrkcHh4e9cqLOkOGDMH169dx5swZPH78WJiSvSGmjWWNY9KkSTh69Ch+/fVXlJSUoKSkRBjSN2jQIFy7dg0XL15ETk4OAgMDVWafsrS0xMmTJ5GcnCwMkS43ZcoU/Pbbb9ixYweKi4uhUCiEB9FfJuoaHAA4fvw44uLi8PTpU6xZswbvvvsuAGjk/KyuMa+uHrKxsUFGRobwXvlwJnX1UHV27dqFR48eQSwWw9LSEvr6+mjVqlUD55wx1pJt2LABTk5O6N27NyQSCfr374///ve/AMomNsnMzIS5uTl27dqFyZMnC9tNmDABjo6OcHZ2xrlz5zBhwgSVdHfs2AEnJyf06dMHUqkUb775JtLT05s0b43N19dXmGzOz88PCxYswPHjx4UJQfT19dG+fXu0b98evr6++Pnnn4W7lOHh4TAzM0Pbtm3h5eWF6dOnw9fXt1HjXb9+PYKCguDk5IRHjx5h6tSp8PLyQkZGBoyNjRETE4Nbt27BwcEB5ubmCAwMVNl+2bJl+PPPPyGVSuHo6IgrV65AW1sbBw4cwJEjR2BhYYF58+bh559/rtFQ2pycHHzwwQcwMzODs7Mz7OzsavVoSZNp7IfuVq1apfIwZbl79+7RyJEjydLSkiQSCfXq1Yvi4+OJiGj27NkkkUioc+fOtGPHDurRowf17dtX2BZVPMAZGxtLPXr0IIlEQpaWluTv7y9MNlCdW7dukaenJ8lkMurcuXOFBx3rMrHJw4cPaeDAgSSTyUgmk9HgwYPpr7/+EpYrlUpasWIFtWvXjkxMTMjOzk54ONrPz48+/fRTYd3BgwdTSEgIEZU98Pv555+TnZ0dWVpako+PD+Xm5grr7tu3jzp37kwymYw8PT3p1q1bFWKry8Qmzz+MumzZMvL09BT+/vLLL8nCwoLat29PmzdvJgCUl5dX47JiTS82Npbc3d1JJpORqakpDR06VFi2fv16srS0pHbt2tHhw4dVJi/ZsmULSaVS6tChA+3evbvCJDZ79+4lV1dX4TycP39+E+esYVV2Pnz//fdkZWVFdnZ2tGTJEpo6dSqZm5tTeno6hYSE0IcffkheXl5kbGxMY8aMofz8fGFbdednbGwsicXiOsda2cPd2dnZNGTIEJJKpdS/f3+KiooiS0tLYXITdfUQUVl94+/vLxwnEydOFN5XVw+pq2P8/f2pdevWJJFIqEuXLnTo0KE657mh8cQmrCYACC83NzeVv1nd8LnHWO2IiCp54KyBpKWlwcPDA4cOHXopJzdg/y85ORlyuRylpaVYvnw5Dh482CCTqTDGWFPq2bMnLly4oOkwWDP3/OgENzc3lefdG/Gy6qXG5x5jtdNowyn9/PzQrVs3fPLJJ9yBewX4+PjA3NwcrVu3xtGjR/HDDz9oOiTGGGOsURgbG9fqfcYYa2jajZXw999/31hJs2ao/Ed8GWOMsZfd8z9s37NnT777xhhrco06sQljjDHGGGOMsYbFnTjGGGOMMcYYa0EabTglY4wx1tKUlpbyb9axWuNjhjHW1LgTxxhjjP0PEVX5A+eMVYWPGcZYU+PhlIwxxhhjjDHWgnAnjjHGGGOsDp49e6byL2OMNRUeTskYY4wxVgslJSXYs2cPzp49CwBYvHgx3N3d8fbbb0MsFms4OsbYq4DvxDHGGGOM1UJ5B664uBgAUFxcjLNnz2LPnj2aDYw1mtDQUAwZMkTTYQg2btwIqVQKqVQKkUiEkydP1nhbkUiExMTExguuCkSE+fPnw8rKClKpFO3atUNhYWGTx/Gy0GgnLjExESKRCNu2bdNkGPVy9OhRaGs3zA1NLy+vFl0WddHcKkWmObVthBpbmzZtIJVKoa+vX6tjNDQ0FP7+/o0XmBoXL15Er169YGJiAgsLC6xdu1YjcTD2Mnv27JlKB65ceUeOh1Y2nD179mDfvn213i4nJwehoaEqP8r+sgkMDEROTg5ycnI0HUqNRUdH45tvvsHx48eRk5ODuLg46Ovr1zvd9evX4+rVqw0QYcui0U6cjo4OOnToAIlEoskwGHsl1aeRq2vD2pKkpKQgJycHCxYs0HQoNTZ79my4ubkhOzsb6enpDdKZvHz5MsLDw+sfHGMvidzcXGhpVX75pKWlxT830IDq04lbunTpS92Ja4nS0tJgbW2NDh06AADMzMwaZPgxd+I0wNbWFrdu3cKoUaM0GQZjr6T6NHKvQieuJUpLS0O/fv0gFouhpaUFMzOzeqfJnTjGVEkkEpSWlla6rLS0lL+YbgAXLlyAVCpFVFQUtm/fLgwbjIqKAgDk5eXBz88PVlZWcHBwQFhYGIgIADB27Fi4uLgAADp37gypVAoXFxekp6fD0NAQRITc3Fzs2LEDJSUlyM7ORo8ePQCUja4yNjZGbGwsOnToAH19fYSGhlaI7+HDh7Czs0N0dHTTFEgdvPvuu7C2toaxsTE8PDxw//59leXXr1+Hq6srzM3NsWjRIuF9dWULlI0aW7FiBd577z3IZDKIRKJqY0lLS4NUKsWMGTNw79494fPs06cPACAmJgYuLi6QyWSwsLDA6tWrK8Tq7e0NMzMzmJqaYvTo0QDKOm9SqRRJSUmYPn26kG5SUhIAID4+HgMHDoSpqSm6dOmCAwcOqKQrEomwb98+9O/fH8bGxvDy8hKWLVu2DDY2NjAxMYGjo6Pw/Gtz0miduFatWuG7776DmZkZ/vzzT7zxxhvo1q0bnjx5gsOHD6sdx+vg4IAvvvgCnp6ekEgkmDZtmrDsyZMneOedd2BhYQETExO4uLigqKhIbSw1OXHr80GXKykpgbe3N0JCQoT3EhMTMXjwYJiYmKBbt244deqUSlyDBg2CRCLB22+/jYKCghqVbWhoKHx9fTF//nyYmprC1dUVN2/erNE+a1pBPW/Xrl0YNmwYAOD27ds4dOgQAODXX3/F3Llzq91nUVERAgICYGpqCrlcjm+//bbS/bSESvFlUVUjV+7AgQPo0qULTE1NMXDgQMTHxwNQ37DOmDEDq1atAgCcOHECly5dAlB2d6j8OZGaVv5Lly7F4MGDUVJS0lhFUC/VNTgAsGjRIpiZmaFHjx4q52dVZQvU7fwEyspYKpXi/v37Kg1ZeUdbXWNeUlKCsLAwtGvXDhKJBI6OjsI52Lp1a8ycOVOl0Z05cyaAsmcbwsLC4ODgACsrK/j5+al8IRAaGoq///3v2LBhA2xsbCAWi3H06FEAZfVt3759IZPJIJPJ4OfnV/PCZ0zD9PT04O7uXuG34XR0dODu7g49PT0NRfby6NmzJ3JycjBp0iT4+PgIwwYnTZoEoKzOe/DgAe7evYuYmBhs2rQJkZGRAIBffvlFuCtz/fp15OTk4OrVq7CyskKrVq2QnJyM6OhovPfee7h+/TquX7+Orl27CvtWKBT44osvEBsbi82bN1d4ZKa4uBhjx47FrFmzmvXjIGPGjMG9e/fw8OFDFBUV4bvvvlNZ/s9//hMHDx7E2bNnER4ejtjYWADqy7bchg0b4OXlhcePH6N9+/bVxmJjY4OcnBxs2rQJjo6Owud5+vRpAGVfjOzevRvZ2dlYt24dgoKC8PTpUwBAfn4+hgwZAjc3N6SmpiI9PR1BQUEAgLlz5yInJwd2dnb49ttvhXTt7OygVCoxYsQI9OvXDxkZGVizZg3GjBmDu3fvqsQWFBSEtWvX4tq1a9DV1QUA3Lx5E6tWrcK5c+eQl5eHU6dOwdnZuQ6fQuNqtE5cSUkJ4uPjERoaiokTJ2Lp0qXQ1dXF1atXMXTo0GrH8X799df49ttvcerUKWzevBm3bt0CAHz//fdISkpCUlIScnNzsXPnzmp/ZLO6E7c+H/TzFixYUOGi65133sEbb7yBnJwcTJs2DePGjRMuTH18fNCuXTtkZWUhICAAt2/frmHpAgcPHkSXLl2QmZkJDw8PfPDBBzXaJ1B9BfWiTp06CReaX331lXDBdePGDeHCX90+lyxZgqysLKSlpWHv3r2YM2cOrl+/rrKPllIpviyqauQA4M6dOxgzZgzWrFmDjIwM9OvXD3//+9+hVCrVNqzPHyezZ8/GsmXLAKgeJ0D1lf+BAwewbds27Nq1q9nO8qauwQHK8tC+fXtkZGSgd+/ewvmprmzL1fb8BIDw8PBKG7KRI0cCUN+Yf/nll/juu+/wyy+/IDc3F6dOnRKGujx8+LBCo7tp0yYAZXXxpk2bEBMTg7t37+LBgweYM2eOSlynTp1CQkIC7ty5gylTpghD0JYsWYJevXrh8ePHyMjIwMKFC+vyMbBmyMrKCoaGhhVeVlZWmg6tQb399tsqHbnyDtzbb7+t2cBeASUlJfjxxx8RFBQEIyMjODk5ISAgANu3b692244dO+LWrVs4efIkxo4di3PnzlVoo5RKJX744QfY2NjAx8cHwcHBKmnMmjULbdq0wSeffNLgeWtIo0ePhr6+PgwNDeHi4oKMjAyV5WFhYbC2toaTkxO8vLwQHR1d47J999134efnB5FIpPJFZF317NkT7dq1AwD06dMHSqUSjx8/BlDWnmppaSEsLAz6+vrQ0dGBm5tbtWnGxcUhJSUFwcHB0NbWxrBhw9C7d2/8+OOPFcrh9ddfh729Pf744w8AgJGRERQKBSIiIvDgwQPY2Ng0yMiWhtZonbji4mIsXrwYxsbG6NevH3r37g1DQ8Nq75qVW7hwIV577TV06dIFWlpawsEnk8lw584d/Pzzz3j69Ck6depUows9dSdufT7ocrt27cK+ffuwY8cO4e7ChQsXcOPGDcyfPx9aWlrw9/fHgwcPcOfOHTx8+BB//vkngoKCoKOjgxEjRqBTp041Khug7I6Gv78/xGIxpkyZghMnTkChUKjdZ7nqKqgXdejQAampqSgqKsLNmzfRvXt33LlzRyg/dfskInzzzTdYtGgR9PX14erqChcXlwp3X1tKpfgq2LlzJ/r06YNhw4ZBW1sbQUFBSEpKQlxcnNrtOnXqhFu3biEnJwf29va4ceMGgLJnyxwdHYX11FX+t2/fxtSpU7F7926Ym5s3fOYaiLoGBwA8PT0rPT9rUra1PT9rQl1jvmXLFixYsADdunUDUPaNqVwurzbNHTt2YOrUqXBycoKRkREWLVqEqKgolWFmjo6O2LBhAwwMDLB582YMGDAAQFk9fuLECURHR0MsFuO1116rdx5Z81DViJKajjRpKcRiMcaMGSN8WbVs2TKMGTOm2X7x9DLJysqCQqFQqafkcjlSU1Or3bZz586Ij4/HtWvXEBAQIFwLltd/QNnIK6lUWun2GRkZ2LFjB9zd3eudj8YWGRkJNzc3yGQy7Ny5U2VIJACVGyAmJibIz8+vcdnKZLIGjTU1NRU+Pj6Qy+VCh7o83uTkZDg6Olb5HKq6NC0sLFTujNc0L3K5HP/+979x5MgR2NvbY9y4ccjKyqptthpdo/5OXPlJUNXJoI6BgYHwf5FIJFwYTJgwAdnZ2Vi5ciU+/PBDzJo1C8uWLau24nz+xF2wYAF27doFAwMDvPnmm/X6oMutXbsWHTt2hImJifBeQkICnjx5otJ719PTQ05OjvDgs62tbQ1Ko6IXTz4iQkFBgdp9llNXQVVGV1cXjo6O+M9//gNjY2O4uLjg3LlziI+PR+fOnbF///4q95mZmYmCggJ4e3sLnVuFQqEy7CojIwNxcXFCY8g0KzU1VaUC19fXh4WFRbUNZPk5dvr0afTv3x/Z2dm4ceMGzMzMVIZNqjuPNm/eDH19fZVOX3OUmpqKBQsW4OjRo8jOzgYAlQayqvOzJmVb2/OzJiIjI7FhwwYkJCSgsLAQvr6+wrLk5OQ6DRN5MS9yuRwKhQKZmZnCXZeqPusvvvgCS5cuhY+PD3R1dbFy5UphmFRzV1BQ8NJ1SJrKw4cPNR1CoymvB+rKyMgIRkZGDRTNy0NHR6dC58Pc3By6urpITU1F27ZtAZR9Wfj89VRVI7Q6deqE//znPzAwMIC7uzv+8Y9/wNTUtMajASwtLREaGooJEyagW7duGDRoUB1z1rgOHz6MuXPnYt++fejduzfef/99tesnJyfDzc2tRmXbGMof8bh06RIKCgpUrgHkcjkSEhJQUlJS5bV+ZZ+3ra0tMjMzoVAohNFzKSkpGDx4cI1iGjx4MAYPHozk5GSMHz8eq1evrvTRCU1qkT/2PWPGDMyYMQPnzp3DsGHD0K9fPwwfPlztNupO3L/++qteHzQA/Pjjj3j99dexbNkyLFmyBEDZN9pGRkaVDhstf0amoKBAeAj6xemKayo5ORnGxsYwNTVVu8/66NSpE7Zt24bevXujS5cuOHToEIgIrVq1UrvPkpIS6OrqIjY2Fq6urpWm3VIqxZdNVY2cra2tMDYeKJtOOysrq0ID+WLD2rp1awBlk54EBAQgPT0dERERKsNUqrNs2TIEBQXhnXfewb///e9m+622ugbnRcnJyTAyMoKpqWmNyrahVdeYy+Vy3L59u8phzOqOk+c7nykpKdDV1YWFhUW1MRkZGWHNmjVYuXIlIiMj4efnhzfffLNFTAhx5coVlWd+Wc29+FzNy6S+eevbty/69u3bQNG8PGxsbPDHH38gPz8fBgYGKCoqgqGhISZOnIiVK1fC1dUVGRkZ2Lp1q8oXwWZmZtDV1cWZM2cwbtw45OXlwcTEBJ06dUJwcDAWLFgAIyMjlJaW4sGDB7Ua7jt69GgsWrQI48aNw/nz54XOTnMSHx8Pc3Nz9OzZE0lJSbh06VKFxxc2btyIVatWIS4uDufOnUNUVBTEYnG1ZdtY8QYEBKhMXpObm4s2bdpgxIgRmDdvHubNm4fly5fD0NAQV65cQffu3YXtbWxscO7cOUyaNAnFxcUQiUTw8PBAmzZtsHLlSgQFBSEmJgZnzpzBli1bqo3n8uXLUCgUcHNzg1QqhYGBQYN/udoQWlwn7vDhw3B2doaTkxPMzc2hra1do4JVd+KamZnV+YMu5+TkhJ9++gnDhg1D165dMWrUKHh4eMDGxgbBwcFYtGgRDAwMcPv2bchkMrRr1w5yuRwREREIDAzE6tWrVYY8Vuf48eOIi4tDt27dsGbNGvj4+ACA2n3W5OKqKp06dUJ4eDgOHTqEDh06ICAgAP3796/RPn18fLB48WJs2bIF1tbWyMjIQE5OjkqF0hIqxZdNVY3chAkT8PnnnyM6OhoDBw7EihUrIJfL4eHhIWxbVcPasWNH7N+/H5s2bUJycjICAwOFLzVqQl9fH7/99ht69eqFjz/+GOvXr2+EnNefugYHqHh+vvvuuwBQo7JtjFjVNeYBAQEICwuDq6sr3N3dkZeXh0ePHgnnoI2NDTIyMpCQkIC2bdsKx8nkyZMRGhoKHx8fWFhYYMWKFZg0aVKNhrzs2rULQ4YMgZmZGSwtLaGvr49WrVo1Whk0pG7dusHJyUnTYTRbS5curXLZ83eAXyYHDhyod974LlzlPvjgAxw7dgy2trZo1aoVgoODMWvWLISHhyMwMBBt27aFvr4+pk+frvIZ6OvrY+3atZgzZw6mTp0KiUSC+/fvo3PnzsjPz0e/fv0AAG5ubhVmbayJkJAQXL9+HSNHjsSZM2dgbGzcYHluCL6+vti/fz+sra3RtWtXLFiwAHPnzkVQUBCWL18OfX19tG/fXmgLfv75Z2FkRXVl2xjWr1+Pf/zjH/jss8/g7++PqVOnwsvLC9evX4elpSViYmLw0UcfwcHBAUSEjh07qjyWs2zZMmFSLyMjI+zduxe9evXCgQMHMH36dKxfvx42Njb4+eefa1R/5+TkYN68eUhISICenh6GDx+Ojz76qDGLoG6okZQnHRERQX5+fkRE5OnpSbGxsRXWO3HihMp79vb2tH37duFvsVgsbBceHk5OTk5kYmJCcrmc1qxZU6N40tLSCAAdO3aMiIjef/99GjJkiLD81q1b5OnpSTKZjDp37kz79u2rNk4iotjYWBKLxcLf4eHhZGhoSFeuXCEionv37tHIkSPJ0tKSJBIJ9erVi+Lj44mI6OjRo+Ts7EyWlpa0du1a6t+/P0VERFSbl5CQEHrjjTdowIABZGxsTOPHj6eCggJhubp9vhhvTUVFRZG+vj49e/aMiIicnJzo888/r9E+CwoKaNasWWRvb08mJibUvn17+uWXX4S8DB48mIiISktLaezYsdS5c2fKy8urdYys9r766iuytrYmiURCdnZ2wvv79u2jzp07k0wmI09PT7p165bKdmlpaeTp6UnGxsZkaWlJ4eHhREQ0bdo0GjhwIBERJScnEwA6efKksJ2npyctW7as0lieP8fOnTtH+vr6tHXr1gbNb108f4yW+/7778nKyors7OxoyZIlNHXqVDI3N6f09HQKCQmhDz/8kLy8vMjY2JjGjBlD+fn5wrbqyrau52e5F+tOIqLs7GwaMmQISaVS6t+/P0VFRZGlpSUtWrSIiIiUSiWtWLGC2rVrRyYmJmRnZ0dRUVHC9qWlpeTv708ymYxMTU1p4sSJwvuff/452dnZkaWlJfn4+FBubq7acivn7+9PrVu3JolEQl26dKFDhw7VOc8NrXv37lRYWMivOr4AVPnSdGyN9XJzc9N4DC/Dy83NTdOnP2MtiojohTFRrNkLDQ1FYmIitm3bpulQGGPspdKjRw8eLlkPVlZWlT4zaGRkhPT0dA1E1PgGDBiA48ePazqMFm/AgAG4cOGCpsNgrMVoccMpGWOMMdY8vawdNcYYa264E9cC1eTHfxljjDHGGGMvp0b7nTjGGGOMMcYYYw2PO3GMMcYYY4wx1oLwcErGGGPsf0QiUZ1/s5O9uviYYYw1Ne7EMcYYY/+jpaXVIn50nDUvfMwwxpoaD6dkjDHGGGOMsRaEO3GMMcYYYzVQVFSE9PR0FBUVaToUxtgrjodTMsYYY4ypUVJSgp9++gmnTp2ClpYWSktL0bdvX4wfP17ToTHGXlF8J44xxhhjTI2ffvoJp0+fRnFxMZ49e4bi4mKcPn0aP/30k6ZDYy/YuHEjpFIppFIpRCIRTp48WWGdrKwsjBo1ChKJBKamphg3bpwGIq2fmuSzKiKRCImJiY0XXBWICPPnz4eVlRWkUinatWuHwsLCJo/jZaHRTpxCocDBgwdx5cqVWm/r7+8PBweHSpddvHgRvXr1gomJCSwsLLB27dp6Rlq1llZZtGnTBlKpFPr6+hgyZIhGYvDy8sK2bds0sm9WfzU5hiIjI+Hs7AyJRAJbW1ucOHGiiaOsv7qeK6GhofD392+8wNRoyrqPsZakqKgIOTk5dXqlp6fj5MmTUCgUKmkqFAqcOnUKAOqcdk5ODg/NbGCBgYFC2VZl3bp1SE5ORlJSEh4/foxNmzY1XYANpCb5bG6io6PxzTff4Pjx48jJyUFcXBz09fXrne769etx9erVBoiwZdHIcMqsrCx8/PHHOHbsGNLS0vCvf/0L3bp1q1Ua1tbWcHJyqnTZ7Nmz4ebmhri4OIhEImRnZzdE2JUKDAxEYGAggLJvNirzfGUhkUiQmZnZaPFUJyUlBUDZhWZtvrVhrFx1x1BhYSGmTp2KrVu3YvLkySgqKmqR02+3xHOlMeq+y5cv4/jx45g9e3YDRMiYZty/fx+3b9+u07YFBQUgokqXlZaWAkC9vqhq3749OnToUOftWe2lpaWhe/fuwqyiFhYWGo7o1ZCWlgZra2vheDczM2uQdNevXw9zc3O4uLg0SHothUbuxGlra2POnDlISEiAjY1NndJYsWIFYmJiKl2WlpaGfv36QSwWQ0tLq8EOkrriyoK9SrKysqBQKODl5QUA0NfXh7GxsWaDekU0Rt13+fJlhIeHN0B0jGmOvb09+vfvX6fXoEGDqvySVkur7DKqrmn3798f9vb2TVkULUZ8fDz69u0LmUwGmUwGPz8/leXr1q2Dra0tLCws8OGHH9boy8KffvoJUqkUP/zwA7Zv3y6MpPrHP/4BoOyObUBAAExNTSGXy/Htt982St6awrvvvgtra2sYGxvDw8MD9+/fV1l+/fp1uLq6wtzcHIsWLRLez8vLg5+fH6ysrODg4ICwsDCVLzG8vLywYsUKvPfee5DJZFWeG89LS0uDVCrFjBkzcO/ePaHc+/TpAwCIiYmBi4sLZDIZLCwssHr16gqxent7w8zMDKamphg9ejSAss6bVCpFUlISpk+fLqSblJQEoOwYGjhwIExNTdGlSxccOHBAJV2RSIR9+/ahf//+MDY2Fq5bAGDZsmWwsbGBiYkJHB0dcfbs2RqUehMjDbO3t6ft27fXeH0vLy+SSCSkp6dHgwcPVlk2a9YskkgkJBKJyMDAgCQSCUkkEtq7d2+16d66dYv69OlDUqmUpFIp+fr6qiz/8ssvycbGhszNzWnmzJmkUCgqpAGATpw4Ify9a9cukkgkpKOjQ7q6ukI8n3zySY3yWtU+9fX16dtvvyVTU1P6448/yNvbm1xcXKiwsJBiY2PJzs6OduzYQXK5nNq0aUO7d++ukHZISEiF8svNzSVfX1+ytLQke3t7Wr58OZWWlhIRUa9evei7775TWb9Tp0506dIlIiK6d+8eDRo0iIyNjcnFxYVOnjwprPfw4UMaOHAgmZiY0FtvvUVubm4UERFRozJgjeezzz4ja2trMjY2JgcHB4qLixOWqfs8y1V2DPXo0YOMjY0JAJmYmAjH/KNHj4iIKDo6mjp27EgSiYSGDh1KqampjZvJBlBZPqOjo6lr164klUrJ3NycVq1apbK+n58fLVy4kExNTal79+5048YNYfn+/fupc+fOJJPJyMvLi27duiUsi42NJSMjIzpy5Ai1b9+e9PT0KCQkpNoYq6v7Jk2aRK1btyYjIyNyd3enxMREYVulUknLly8nZ2dnMjExIQcHB/rzzz+JiMjKyopatWpFWlpaQpozZswgIqLS0lJavnw52dvbk6WlJfn6+lJubq5KOYwYMYLWr19P1tbWpKWlRbGxsURUfX2rSW5ubpoOgTVDUVFRFBgYSNOmTRNegYGBFBUVxcdMA3mxHMePH09z5syh0tJSUigUdPPmTWHZwYMHqW3btpScnExZWVnUoUMH+vrrryuk+eJ1WTk/Pz96//33K7z/ySef0FtvvUVPnz6lixcvkp6eHl27dq0Bcte4Ksvn7t276enTp1RQUEDdunWjRYsWqaw/YsQISktLozt37pChoSEdOXKEiMrKxtvbm/Lz8+nOnTtka2tL27ZtE7b19PQkKysr2rZtG5WWllL79u1rHGdERAQ5OTlVeP/8+fN0+/ZtIiLavn07aWtr05MnT4iIKC8vj1q3bk2ffvopPX36lBQKBV24cEFl+8r6EsXFxeTs7EzBwcFUXFxMv//+O+nq6tKdO3dUyqFLly509uxZSkxMJG9vbyIiunHjBhkaGlJycjIREaWmplJWVlaN89lUWlwnrlxlF1b1SVMTlYU66vapo6ND8+bNo/DwcDIzM6PTp09Tz5496cyZMxQbG0sGBgY0Z84cevLkCf34449kbGxMOTk5KulXVn7qTtzIyEjq2rWrsG50dDT1799f+Pv111+nlStXUklJCW3cuJGsra1JqVQSEZG3tzdNmzaNFAoF7d+/n4yNjbkTp2HVVVDqPs9yVZ2D9+7dIwBC2uXS09NJJpPRsWPHqLi4mCZOnEjjxo1rhNw1rMryqa7BCQkJITMzM4qIiCClUkkzZsygAQMGEBHRX3/9Rbq6uvT7779TcXExBQcHU7t27ai4uJiIyjpxurq6NHz4cEpNTaXIyEhatmxZjWOtqu5T15ivXr2a7O3t6fLly0RUdiwkJSUJy6tqdCMiIsjW1pbu3LlD+fn55O3tTf7+/irlJpPJaPbs2VRYWEgBAQF07NgxIlJf32oaX5CzypiYmFCfPn1oypQp5O/vT1OmTKE+ffqQiYkJHzMN5MVynD59Orm6utIff/xBJSUlKsvefPNNlS/PPvnkE5owYUKFNGtzXVZaWkpGRkZ09uxZ4b1evXrRP//5zzrlpylVlc9yPj4+FBAQoLL+1atXhb/ffPNNWrRoESmVStLV1aWjR48Ky15sAz09PWnevHl1irOq9uR5d+/eJQCUkpJCRGVfoNjY2FQ4Bp5XWdt34sQJ0tfXp6KiIpXYn29TAdC+ffsqpJeUlEQ6Ojr02WefUVpaWo3ypgmNNpyy/Jbmi68LFy401i7rRSaT4cSJE4iOjoZYLMZrr70mLNu0aROmT5+ONm3awMzMDCNHjmz0iRrU7bO4uBiLFy+GsbEx+vXrh969e8PQ0FB4OLpVq1ZYt24dWrVqhXfeeQdEhHPnzqndX0lJCX788UcEBQXByMgITk5OCAgIwPbt2wEA77zzDtLT03Hs2DEAwFdffSU8I3PhwgXcuHED8+fPh5aWFvz9/fHgwQPcuXMHDx8+xJ9//omgoCDo6OhgxIgR6NSpU2MVG6shIyMjKBQKRERE4MGDB7CxsRGG3qn7POsjMjISHh4eGDBgALS1tTF58uQWOeEJAPTs2RPt2rUDAPTp0wdKpRKPHz8Wlnt6esLf3x9isRhTpkzBiRMnoFAosHPnTvTp0wfDhg2DtrY2goKCkJSUhLi4OGFbpVKJH374ATY2NvDx8UFwcHC94x09ejT09fVhaGgIFxcXZGRkCMu2bNmCBQsWCM8l29jYQC6XV5vmjh07MHXqVDg5OcHIyAiLFi1CVFSU8IwQADg6OmLDhg0wMDDA5s2bMWDAAADq61vGmqO8vDycPn0akZGR+O233xAZGYnTp08jLy9P06G9tL744gsMGjQIPj4+cHBwQFRUlLAsISEBS5cuFa4tN23ahIKCgnrtLzMzEwUFBfD29hbSvXbtWov9jCMjI+Hm5gaZTIadO3dWeK5TR0dH+L+JiQny8/OFxyGebwPkcjlSU1NVtpXJZA0aa2pqKnx8fCCXy4Xn2srjTU5OhqOjozB0uTZpWlhYQE9PT3ivpnmRy+X497//jSNHjsDe3h7jxo1DVlZWbbPV6BqtE1fVLEw9e/ZsrF3WS1NXFtWpbp9SqVTl3+dpa2sLY5RFIhGMjY2Rn5+vdn/Vnbi6urqYNm0avvrqKyQmJuLq1asYNWqUEOuTJ09gZmYGqVQKW1tb6OnpIScnRxiXbGtrW+eyYA1PXQWl7vOsj4SEBMTExAjH9IQJE/DkyZMGyE3TU9fgABUbRyJCQUEBUlNTVc4xfX19WFhYqDQqIpGo0vO6PtQ15snJyXB2dq51mi/mRS6XQ6FQqEzcVFVDr66+ZUzT8vPzkZaWpvIqp1QqkZubC6VSqbLNi+tX1+ay6hkZGWHNmjVITU3F0qVL4efnh9zcXABlXzYtW7ZMuLYsKCjA/v3767U/MzMz6OrqIjY2Vkj3yZMn+OSTTxoiO03q8OHDmDt3LjZs2ICsrCxMmjRJ7frJycmwt7eHubk5dHV1VdqklJSURr+GGzt2LAwMDHDp0iVcu3ZNZZlcLkdCQgJKSkqq3P75Nrecra0tMjMzVWaVrU1eBg8ejNjYWNy9excpKSkVntNrDvhO3P80dWVRnYbaZ1FRETIzM6t9cLomJ+4HH3yAgwcPYuHChZg+fTrEYrEQq5GRUYUpk93d3YUJLZ7vgLbEmQpfRlVVUOo+z/qwsbHB0KFDhTTz8vKEc6ylUdfgvCg5ORlGRkYwNTWFra2tyjn27NkzZGVlNWoDWV1jLpfL1c7aV1njCKBCXlJSUqCrq1ujiZvU1beMadrFixfx3Xffqbyq8+L6Fy9ebIJIX267du3Co0ePIBaLYWlpCX19fbRq1QpA2c9Mbdy4UfiJqsLCQvznP/+p1/7EYjF8fHywePFiPHjwAACQkZFR51lNNSk+Ph7m5ubo2bMnkpKScOnSpQp17MaNG1FYWIiYmBicO3cO48ePh1gsxsSJE7Fy5UoUFhbi3r172Lp1K3x8fBo93tdffx1SqRT79u0DACHeESNGgIgwb948YabYy5cvq2xvY2ODc+fOobS0FM+ePYNCoYCHhwfatGmDlStXoqSkBH/88QfOnDmDiRMnVhvP5cuXce7cOZSUlEAqlcLAwKDBv1xtCHwn7n+aurKoTn32+ejRI2zbtg3FxcVYtWoVOnToAFdXV7Xb1OTEtbW1xciRI7F3715MnTpVeN/DwwM2NjYIDg4W7qzcvn0bmZmZaNeuHeRyOSIiIqBUKhEWFlbvYXms/tRVUOo+z/qYNGkSjh49il9//RUlJSUoKSlRGUbYkqhrcADg+PHjiIuLw9OnT7FmzRq8++67AIAJEybg1KlTiI6ORklJCVasWAG5XA4PD49GjVVdYx4QEICwsDDExcWBiJCbm4uEhARhuY2NDTIyMoT3yocWTZ48GVu3bkViYiIKCwuxYsUKTJo0qUZDXtTVt4xpmpubG6ZNm6byqs6L67u5uTVBpC+3Q4cOoUuXLpBKpViwYAF++eUX6OrqAiirf+bPn48JEyZAKpWiffv2+O233+q9zw0bNsDJyQm9e/eGRCJB//798d///rfe6TY1X19f2Nvbw9raGn5+fliwYAGOHz+OoKAgAGWjQNq3b4/27dvD19cXP//8szCyIjw8HGZmZmjbti28vLwwffp0+Pr6Nmq869evR1BQEJycnPDo0SNMnToVXl5eyMjIgLGxMWJiYnDr1i04ODjA3Nxc+GmvcsuWLcOff/4JqVQKR0dHXLlyBdra2jhw4ACOHDkCCwsLzJs3Dz///HOVP0/2vJycHHzwwQcwMzODs7Mz7Ozs8NFHHzVW9utOEw/iXb16VZjp7PnZ1GozQ1lDT2zi7+9PrVu3JolEQl26dKFDhw6pLP/666/ptddeI4lEQjY2NhQcHFwhDTTgxCbq9ln+sUVERJCfnx8RlT2sGRsbS7GxsWRra0vvvfceSaVScnNzo7/++qtC2lXNTunj40OWlpZkZ2dHn3/+uTA7ZblVq1apPBxb7t69ezRy5EiytLQkiURCvXr1ovj4eCIiOnr0KDk7O5OlpSWtXbuW+vfvzxObaFhsbCz16NGDJBIJWVpakr+/vzAxB5H6z7NcbSc2Kd+vu7s7yWQyMjU1paFDhzZ85hpYZfn8/vvvycrKiuzs7GjJkiU0depUMjc3p/T0dAoJCaEPP/yQvLy8yNjYmMaMGUP5+fnCtvv27RNmp/T09KwwO6VYLK5zrJXVfdnZ2TRkyBCSSqXUv39/ioqKIktLS2FyE6VSSStWrKB27dqRiYkJ2dnZUVRUlLB9aWkp+fv7C5/ZxIkThfc///xzsrOzI0tLS/Lx8akwO2VVdXR19a0m8SQVrDIAqnzxMdMwuBwZqx0RURW/YMlapKNHj8Lf3x+JiYkNnnZaWho8PDxw6NAhnpyEMfZS6tmzZ7Md9s80p3zihxcZGxujffv2fMw0AD73GKsdjfzYN2t5/Pz80K1bN3zyySfcgWOMMfZKycvLA5X9LJPKq6XOXMgYa/m0NR0Aa1heXl6Nchfu+++/b/A0GWOMMcYYY7XHd+IYY4wxxhhjrAXhO3GMMcbY/5SWlvLPHbBa42OGMdbUuBPHGGOM/Q8RVfnbeIxVhY8ZxlhT4+GUjDHGGGOMMdaCcCeOMcYYY4wxxloQ7sQxxhhjjNXTs2fPkJGRgWfPnmk6FMbYK4A7cYwxxhhj9bB7924sXrwYX375JRYvXozdu3ejpKRE02G1aG3atIFUKoW+vj6GDBmisszf3x+hoaGaCayZ2LhxI6RSKaRSKUQiEU6ePFnjbUUiUaP8HFV1iAjz58+HlZUVpFIp2rVrh8LCwiaP42XRaJ24+hxcdbVt2zZ4eXk1+n6ep4l8MlZf6o7bxMREiEQiDUbXPKi7gFAnNDQU/v7+jReYGhcvXkSvXr1gYmICCwsLrF27ViNxMPaqOXv2LIqLi/Hs2TMUFxfj7Nmz2LNnj6bDatFSUlKQk5ODBQsWaDqUZikwMBA5OTnIycnRdCg1Fh0djW+++QbHjx9HTk4O4uLioK+vX+90169fj6tXrzZAhC1Lo3XiWuLBVRevSj7Zy4WP2+q1xAuI2bNnw83NDdnZ2UhPT2+QzuTly5cRHh5e/+AYa8GKioqQm5tb4ZWRkQEAKC4uVlm/uLgYcXFxyMjIqHS7oqIiTWSDMY1KS0uDtbU1OnToAAAwMzODWCyud7rciWOMMdaipaWloV+/fhCLxdDS0oKZmVm90+ROHGNlX+rExcVVeKkbfUNEOHnyZKXbpaSkNGH0L6cnT57Ax8cHUqkU/fv3R3Z2trDMy8sLK1aswHvvvQeZTAaRSIT09HQYGhqCiJCbm4sdO3agpKQE2dnZ6NGjBwDgyy+/hKOjI0xMTODk5IQ//vhDSLOoqAgTJkyAiYkJ+vXrh5kzZ6p8URYTE4NOnTpBKpXib3/7G9LS0pqsLCrz7rvvwtraGsbGxvDw8MD9+/dVll+/fh2urq4wNzfHokWLhPfz8vLg5+cHKysrODg4ICwsDEQkLK+sbKuTlpYGqVSKGTNm4N69e8JIoD59+gAoKzsXFxfIZDJYWFhg9erVFWL19vaGmZkZTE1NMXr0aABlnTepVIqkpCRMnz5dSDcpKQkAEB8fj4EDB8LU1BRdunTBgQMHVNIViUTYt28f+vfvD2NjY5XRfMuWLYONjQ1MTEzg6OiIs2fP1qDUm5bGOnEHDhxAly5dYGpqioEDByI+Pl5YlpCQAHd3d8hkMvj6+mLQoEHYtm1bjdNeuXIlWrduDUdHR1y8eLFG+3x+SFlKSkqF8cLqPuiq/OMf/8C7776r8t6MGTOwfv16tdvNmDEDq1atAgCcOHECly5dAlD2LfuePXuQmpoKT09PWFhYQCKRYPz48Spj7w8dOgR7e3tYW1tj9erVMDIyEvJSVFSEgIAAmJqaQi6X49tvv602H+zV9O9//xsdO3aEqakptm7dKrx/9OhRGBsbIzY2Fh06dIC+vj5CQ0NfqeO2ugYHABYtWgQzMzP06NEDN2/eFN5XVw9VVbbVmT17NqRSKe7fv6/SkO3btw+A+sa8pKQEYWFhaNeuHSQSCRwdHREdHQ0AaN26NWbOnKnS6M6cORNA2QVqWFgYHBwcYGVlBT8/P+Tl5QnphoaG4u9//zs2bNgAGxsbiMViHD16FEBZw9q3b1/IZDLIZDL4+fnVvPAZ04A2bdrAw8Ojwqtfv35VbiMSidCvX79Kt2vTpk0TRv9y2rx5MyZNmoSUlBQkJSVh165dKss3bNgALy8vPH78GO3bt4eVlRVatWqF5ORkREdH47333sP169dx/fp1dO3aFQDQpUsXnD9/Hrm5uRg8eDCWLl0qpPfll1/i3r17SE1NxebNm/H7778LyzIyMjBu3Dj885//RFZWFkxNTTF37twmKYeqjBkzBvfu3cPDhw9RVFSE7777TmX5P//5Txw8eBBnz55FeHg4YmNjAZS1Jw8ePMDdu3cRExODTZs2ITIyUmXbF8u2OjY2NsjJycGmTZvg6OgojAQ6ffo0AEAikWD37t3Izs7GunXrEBQUhKdPnwIA8vPzMWTIELi5uSE1NRXp6ekICgoCAMydOxc5OTmws7PDt99+K6RrZ2cHpVKJESNGoF+/fsjIyMCaNWswZswY3L17VyW2oKAgrF27FteuXYOuri4A4ObNm1i1ahXOnTuHvLw8nDp1Cs7OznX4FBqXRjpxd+7cwZgxY7BmzRpkZGSgX79++Pvf/w6lUgkA+OCDD+Du7o6MjAyMGTMGp06dqnHaZ8+exbNnz5Camgo3NzesWbOmRvusico+aHVmzpyJX3/9FQ8fPgQA5ObmYs+ePXjvvffUbtepUyfhwm727NlYtmwZAODGjRtwcXGBSCTCsmXL8PDhQ/znP//B3r17ceTIEQBAYWEhJk2ahDVr1iAxMRH5+fkqD40uWbIEWVlZSEtLw969ezFnzhxcv369xmXAXh1bt27F+fPnERoaKlSY5RQKBb744gvExsZi8+bN0NbWfqWOW3UNDlDWUWvfvj0yMjLQu3dvfPDBBwBqVg9VVrbVCQ8Pr7QhGzlyJAD1jfmXX36J7777Dr/88gtyc3Nx6tQpYajLw4cPKzS6mzZtAgB8//332LRpE2JiYnD37l08ePAAc+bMUYnr1KlTSEhIwJ07dzBlyhRoaZU1OUuWLEGvXr3w+PFjZGRkYOHChXX5GBhrMvr6+pBIJBVelpaWACr+2LeOjg48PDxgaWlZ6XYN8RzQq27y5MkYNmwYjIyM4OzsLAxtLffuu+/Cz88PIpFIaJs6duyIW7du4eTJkxg7dizOnTsntFEA8MYbb8Dc3BwikQgeHh4qae7YsQMzZsyAsbExOnbsqPKsdGRkJDw8PDBgwABoa2tj8uTJOHHiRBOUQtVGjx4NfX19GBoawsXFpUL5hIWFwdraGk5OTvDy8kJ0dDRKSkrw448/IigoCEZGRnByckJAQAC2b9+usm1lZVsfPXv2RLt27QAAffr0gVKpxOPHjwGUtadaWloICwuDvr4+dHR04ObmVm2a5Xe8g4ODoa2tjWHDhqF379748ccfK5TD66+/Dnt7e+HOq5GRERQKBSIiIvDgwQPY2Ng0yMiWhqaRTtzOnTvRp08fDBs2DNra2ggKCkJSUhLi4uKQnp6OP//8E/PmzYOOjg7eeustyOXyGqft7OyMkJAQiMVidOvWTTho1e2zpir7oNVxcHDA0KFDhbsGERERGDNmDCQSidrtOnXqhFu3biEnJwf29va4ceMGgLI7hI6OjrCxscGAAQMgFovh5OQEKysrIZ8HDx6EiYkJxo8fDz09PUyfPl1Il4jwzTffYNGiRdDX14erqytcXFx4MhZWqW+//RZGRkbo0aNHhcpfqVTihx9+gI2NDXx8fBAcHPxKHbfqGhwA8PT0hL+/P8RiMaZMmYITJ05AoVDUqB6qrGzrS11jvmXLFixYsADdunUDUPaNaU3q3B07dmDq1KlwcnKCkZERFi1ahKioKJSWlgrrODo6YsOGDTAwMMDmzZsxYMAAAIBMJsOJEycQHR0NsViM1157rd55ZEyT3N3doVQqoVAooFQqcenSJfj5+cHQ0BBWVlaaDu+lZGhoKPxfJBKp1D1AWT3zos6dOyM+Ph7Xrl1DQECA0Ikrr//OnDkDb29vWFpaIjAwUGUY4b1792BnZ1dpLAkJCYiJiRFGLEyYMAFPnjxpiGzWWWRkJNzc3CCTybBz506VvACqXzyYmJggPz8fWVlZUCgUKm2AXC5HamqqyraVlW19pKamwsfHB3K5XOhQl8ebnJwMR0dH4UvA2qRpYWEBPT094b2a5kUul+Pf//43jhw5Ant7e4wbNw5ZWVm1zVaj00gnLjU1VeUA0dfXh4WFBVJTU4XhU1WdKNWp6qRWt8+aqstBO2vWLHz77bd49uwZNm3ahFmzZlW7TXklc/r0afTv3x9WVla4ceMGzMzMIBKJoFAoEBQUJAx/SklJEQ52dZVMZmYmCgoK4O3tLVQ0165dUxkCxVi58nNJJBJVqPxFIhGkUqnKe6/ScauuwQEqNo5EhIKCghrVQ5WVbX2pa8yTk5PrNEzkxbzI5XIoFApkZmYK71VVZ37xxRcYNGgQfHx84ODggKioqFrvn7HmZMyYMYiMjMRvv/2GyMhInD59WjjPCgoKNBwdK9epUyf85z//gYGBAdzd3XHx4kVcv34dLi4uePToEby9vfHOO+/g/v37wqiDciYmJsjNzRX+fn5yGhsbGwwdOlQYsZCXl6eyblM7fPgw5s6diw0bNiArKwuTJk1Su35ycjLs7e1hbm4OXV1dlTYpJSUFtra2jRrv2LFjYWBggEuXLuHatWsqy+RyORISEtT+ZMeLd8IBwNbWFpmZmVAoFMJ7tcnL4MGDERsbi7t37yIlJaXSxyY0rfpxOo3A1tZWGHsLlP1AZlZWFmxtbWFiYgKgbOhh+QVAQ/xwprp9liuvcBvyxBs8eDBkMhkCAgLg5OQkDFNSp3Xr1gCAPXv2ICAgAOnp6YiIiBAuFkNCQnDkyBEcOnQIbdu2haOjo7CtukrGzMwMurq6iI2Nhaura0NlkTEAr9ZxO3bsWLi4uODSpUsoKChQycuLkpOTYWRkBFNT0xrVQw2tvDHft28fevfujffff19luVwux+3bt6v8GYXKGkegrE59saHX1dWFhYVFtTEZGRlhzZo1WLlyJSIjI+Hn54c333yz2lEKjL2ooKCgWXSSHj58CKVSWeX1Q/ljFZpmZGQEIyMjTYehMZ06dUJwcDAWLFgAIyMjlJaW4sGDB7CyssLVq1dRWFiIgQMHori4GH/++ScKCwtRUlICsVgMb29vREREYMSIEThw4AD+/e9/4+233wYATJo0CatXr8avv/6Kt956CwBw/vx5eHh4aCSf8fHxMDc3R8+ePZGUlIRLly5VeHZt48aNWLVqFeLi4nDu3DlERUVBLBZj4sSJWLlyJVxdXZGRkYGtW7cKj0c0ZrwBAQGQSqXCl3q5ublo06YNRowYgXnz5mHevHlYvnw5DA0NceXKFXTv3l3Y3sbGBufOncOkSZNQXFwsDIdt06YNVq5ciaCgIMTExODMmTPYsmVLtfFcvnwZCoUCbm5ukEqlMDAwaPAvVxuCRjpxEyZMwOeff47o6GgMHDgQK1asgFwuh4eHB0QiEezt7fHdd99h3rx5CA0NRXZ2dr2nIFW3TwCwtLTEyZMn4eDggNmzZzdENgWBgYGYOXOmykOw1enYsSP279+PTZs2ITk5GYGBgViyZAmAsoO9Q4cOaNu2LY4fP45Hjx4JDceQIUMwa9YsnDlzBh06dBCmRxeLxRCLxfDx8cHixYuxZcsWWFtbIyMjAzk5OTV6MJWx6rwqx626BgcAjh8/jri4OHTr1g1r1qwRJjiqrh5qrFjVNeYBAQEICwuDq6sr3N3dkZeXh0ePHqFt27YAyhrHjIwMJCQkoG3btsjLy4OJiQkmT56M0NBQ+Pj4wMLCAitWrMCkSZNqNORl165dGDJkCMzMzGBpaQl9fX20atWq0cqAvbyuXLlSq+fmG8uLEz/UdnlT6du3L/r27avpMDSmc+fOyM/PFyakcXNzEyZ6cnFxEX6mpU2bNli4cCFu3rwJT09PnDx5EitXrsTEiRNhYWGBN998E8OHDxcu7Nu2bYt9+/ZhwYIFCAgIgEgkQq9evXDo0CGN5NPX1xf79++HtbU1unbtigULFmDu3LkICgrC8uXLoa+vj/bt2wttwc8//yyMrAgPD0dgYCDatm0LfX19TJ8+Hb6+vo0a7/r16/GPf/wDn332Gfz9/TF16lR4eXnh+vXrsLS0RExMDD766CM4ODiAiNCxY0eVRyqWLVsmTOplZGSEvXv3olevXjhw4ACmT5+O9evXw8bGBj///DOcnJyqjScnJwfz5s1DQkIC9PT0MHz4cHz00UeNWQR1opFOnLOzM37++WfMnTsXaWlpcHFxwf79+4UH+Ldt24aAgAB8+eWXmDNnDmxtbevdA65un2FhYZg/fz6+//57hIWFCRMuNAQ3Nze0b98ef/vb32q8TefOnaGrqwttbW24u7vj4cOHwh2N4OBg+Pj4wMrKCkOGDMFnn32G4OBgODg44M0338SaNWvw1ltvQSaT4ZNPPsHu3buF8tuwYQMWLlyI3r17Izs7G61bt0ZYWBh34liDeFWOW3UNDlD2DNrChQtx8eJFvPHGG/jiiy8AVF8PNYbqGvN58+ahpKQEvr6+SE9Ph1QqxcqVK4VOnJeXF8aMGYOePXtCJBJh6NChiIqKgp+fnzDjaFFREYYOHYoNGzbUKKZDhw5h7ty5ePr0KeRyOX755ZcaTRbF2Iu6detWo4uyxnTgwAH4+vqqzGT4osa+CK6plngXrrIZel+csbx8Rt1y5TPhvsja2lplOPmLd2U2bNigUo89P8O4gYEBDh06BENDQ6SkpKBPnz4qk0R5eXnVap6FhvTiIw9SqRR//vmnynsTJ04U/l8+EVdlNy1MTEzUfulQVdnWhL+/f6W/X+rr61vhHHm+bDt16oTDhw9Xme6AAQNUZoEu16FDB7Xxvlhu5by8vPCf//ynyu2aCxFVlQMNevDgASwsLKCtrY3Y2Fi89dZbuHfvXrOcGaY6z549w9tvv423335bZbKGxpScnAy5XI7S0lIsX74cBw8e1FjFwlhN8XHLmoMePXo0izs7rOUYMGAAjh8/rvJM/ouen22XVW7AgAG4cOGCpsOo0u7du/HRRx+hoKAAMpkM06ZNw6effqrpsNgrTCN34qqzYcMGREREoLi4GHK5HLt27WqRHbjNmzfj448/xpgxYyo8h9KYfHx8cO3aNWhpaaFr16744YcfmmzfjNUVH7eMsZbMyMio0ufzWuLdL1bRmDFjMGbMGE2HwZigWd6JY4wxxjSB78Sx2iq/E8fqp7nfiWOsudHITwwwxhhjjDHGGKsb7sQxxhhjjDHGWAvSLJ+JY4wxxjRBJBKhuLhY02GwFoaPGcZYU+NOHGOMMfY/Wlpa/KPjrNb4mGGMNTUeTskYY4wxxhhjLQh34hhjjDHGGGOsBeFOHGOMMcYYY4y1INyJY4wxxhhjjLEW5JXsxPn7+0MkEiE0NFTToTDGGGOMMcZYrbzUs1MmJibC0dERAEBEwvtvvPEGpFIpPDw8NBUaY4wxxhhjjNXJS92Jq8qkSZMwadIkTYfBGGOMMcYYY7VWo+GUiYmJGDduHKytrSGTyTBw4ECcPXsWAPDkyROEhITgtddeQ6tWrdCmTRts3rwZAKBUKrFhwwZ06dIFBgYGsLKywmeffQag4pDGxMREiEQiiEQiYb/lf2/cuBFOTk6QSqV4//338fTpUwDA1atX4eHhAZlMBh0dHVhbWyMwMBAKhULlLtzzaSUmJlbYNxHhu+++Q9euXWFoaAhnZ2cEBwejqKgIAHD06FGIRCI4ODggLCwMlpaWsLS0xJo1a+pR9IwxxhhjjDFWe9V24goLCzFo0CD88ssvaN++PQYNGoSjR49i0KBBuHv3LqZOnYrPPvsMGRkZmDhxIlxdXXH79m0AQEhICObOnYuEhASMGTMGnp6euHXrVq2DXLZsGTw9PaGrq4t//etfCA4OBgBkZmZCV1cXY8aMwZQpUyAWi/H111/jyy+/hImJCd577z0hjTlz5mDOnDkwMTGpkP4333yD6dOnIzk5Ge+88w6USiWWL1+OOXPmqKx3//597NixA/369UNmZiY+/fRT/PXXX7XOD2OMMcYYY4zVVbXDKQ8ePIh79+6hbdu2wh2pUaNGYc+ePVi7di2ioqIAADExMejRowcAoLi4GESE8PBwAMAPP/yAUaNGCctq67vvvsNbb72FvXv34u2330ZkZCTWrl2LwYMHQ0dHB6dOnUJmZiY6dOiA1NRUHDlyBAsWLMCSJUsQEREBAFi/fn2V6W/cuBEAsGHDBvj5+eHKlSvo3r07tmzZgg0bNgjricViHDlyBK1bt4a9vT2SkpJw5coVtGvXrtZ5YowxxhhjjLG6qLYTl5iYCADo0KGDMNTxtddeA1B2ZwoAdHV1hQ4cAOjo6CAzMxMFBQUAoDKBiI6OTqX7KSkpqTKGjh07quw3KysLz549w5dffolFixZVWD8zM7O6bKkoz+OL+yktLUVycrKwXuvWrdG6dWsAgFQqRVJSkpBHxhhjjDHGGGsK1Q6ndHBwAADcvn1bmOExPj4eAGBvbw8AUCgUuHz5srCNUqmEubk5jIyMAEB4fq58GQAYGhoCAPLy8gAA165dqzKGmzdvAoAwFNPc3Bx6enrYtWsXAOCzzz6DUqnEqlWrAPz/TJRisVhIo7S0tNo8lqdfnj8tLS3I5XJhPW3t/+/zPv/sHmOMMcYYY4w1lWrvxL355ptwcHDA3bt3MXDgQJibm+O3335Dq1atMG/ePOTm5iIqKgqDBw/G22+/jezsbLRr1w6rVq3C7NmzERYWhnfffRdjxoyBUqmElpYWduzYIdy5+/7776GtrY0ffvihyhimT5+Offv2Yf/+/QAAHx8fAICVlRUAYMeOHUhISMCePXtUtrOysoKuri4UCgUmTZoEe3t7oaP3vA8//BCBgYGYM2cOjh07hiNHjgAA3n//fejr69egGBljjDHGGGOsaVR7J87Q0BAxMTEYM2YMbt26hejoaHh6eiImJgbOzs7YvHkzFi9eDHNzc/zwww84d+4cnJ2dAQBLly7FunXr4OjoiF9++QUxMTFo3749gLKO2KRJk1BcXIwDBw7go48+qjKGzz77DMePH8ezZ8/g5+eHzz//HACwbt06uLm54f79+7h79y7mzZunsp2uri5WrVoFCwsL7Nq1C19//XWl6c+cORObNm2Cra0tfvzxR2hpaWHhwoUqz8MxxhhjjDHGWHMgoud/BbuZKR+yeO/ePWHII2OMMdZYevbsiQsXLmg6DNaC8DHTMLgcGaudGv1OHGOMMcYYY4yx5oE7cYwxxhhjjDHWglQ7sYkmNeORnowxxhhjjDGmEXwnjjHGGGOMMcZaEO7EMcYYY4wxxlgLwp04xhhjjDHGGGtBuBPHGGOMMcYYYy0Id+IYY4wxxjSkqKgI6enpKCoq0nQojLEWpFnPTskYY4wx9jIqKSnBTz/9hFOnTkFLSwulpaXo27cvxo8fD7FYrOnwGGPNHN+JY4wxxhhrYj/99BNOnz6N4uJiPHv2DMXFxTh9+jR++uknTYfGmEb4+/vDwcFB02G0GBq9E6dQKPDnn3+iTZs26NatW6229ff3x9GjR5GYmFhh2cWLF/HBBx8gPj4eenp6WLBgAT7++OMGivrlp65sWwovLy8MGTIEwcHBmg6FsWYhMTERjo6OiIiIgL+/v6bDYaxZKSoqqtdwxpycnFqt/+zZM5w8eRJKpVLlfYVCgVOnTmHQoEHQ09Orczy1pa+vD319/SbbX3O2Z88eaGlpYeTIkZoO5aVTXdlaW1vDycmpiaNquTTSicvKysLHH3+MY8eOIS0tDf/6179q3YlT90HPnj0bbm5uiIuLg0gkQnZ2dkOE3Sg0UVnwScQ0JScnB+vXr8e8efNgYmKi6XBeKtWVrY6ODjp06ACJRKKB6Bhr3u7fv4/bt2/XefsTJ07Uav2CggIQUaXLSktLceTIERgZGdU5ntpq3749OnTo0GT7a8727NkDbW1t7sQ1gurKdsWKFU0cUQtHGpCdnU0XL16kkpISsre3p+3btzdo+g4ODg2eZmPx8/Oj999//6XfZ1Pz9PSkZcuWaToM9oJ79+4RAEpOTtZ0KC8dLtuG4ebmpukQmAY8ffqUsrOz6/Ryc3Or9TYPHz6kmTNn0rRp0yq8PvzwQ3r48GGd46nL6+nTp5r+CCqce0qlkpYvX07Ozs5kYmJCDg4O9OeffxIRUW5uLvn6+pKlpSXZ29vT8uXLqbS0lIiIIiIiqEuXLrRmzRpq3bo1OTg40IULF4R09+7dS+3atSMTExOytLSkr7/+moiIzp8/TxKJhHR0dEhXV5ckEglJJBL64YcfhG0B0N69e6lfv35kZGREnp6eREQUEhJCgwcPFtZ7//33yc/PT/j70aNH5O/vT9bW1iSRSKhr166UkZFRr/IqLS2l5cuXk729PVlaWpKvry/l5ubWaJ/qyvbF6ycnJyeKiIgQ8unj40Mff/wxyWQy6tGjB924cUNYd9KkSdS6dWsyMjIid3d3SkxMrFHZenl5kUQiIT09PZVyrC6f5e1eVFQUdezYkWQyGW3ZsqVe5dqSaKQT97zaduLUfdCzZs0iiURCIpGIDAwMhINk79691ab7KlQWze0k+uCDD2jlypVERHT8+HH6z3/+I3yOv/32W7UVVEhICI0YMYLWr19P1tbWpKWlRbGxsUSkWgnFxMRQmzZtKDU1Vdj2yy+/JBsbGzI3N6eZM2eSQqEQlnl6elJYWBj5+/uTVColDX3X0eiuXbtGQ4YMIVNTU5LJZDRq1Chh2f79+6lz584kk8nIy8uLbt26JSyzt7enNWvW0IABA8jExISmTp0qLCssLKTx48eTubk5GRsbU9euXYWLgzFjxpCxsTEBIBMTE+HYLKfu8wRAJ06cICKi5ORkAkD37t0Ttt2zZw91796dJBIJWVpaCsdVfdy6dYu8vLxIJpNR586daf/+/SrL1e2zqrKNjY0lsVgsrLd9+3ayt7cX/gZAv/76K7m4uJCZmRktXLhQWBYdHU1du3YlqVRK5ubmtGrVKmGZurI9dOiQcK4/X441yaefnx8FBASQn58fSSQS6tevHz1+/Lgepdr8cSeO1VZdj5moqCgKDAxU6cAFBgZSVFRUA0fYMrxYjqtXryZ7e3u6fPkyERGlpqZSUlISEZXVTd7e3pSfn0937twhW1tb2rZtGxGVXZfp6enRxx9/TEqlksaOHUvvvPOOkK6lpSX9+uuvRFR2ffd8W1KedlVfdAOgLl260NmzZykxMZG8vb2JqPrrsuHDh5O3tzelp6dTaWkpXbt2jQoLC+tQSv8vIiKCbG1t6c6dO5Sfn0/e3t7k7+9fo32qK9vqOnGmpqYUERFBSqWSZsyYQQMGDBDW3b17Nz19+pQKCgqoW7dutGjRIpWYq7uJ8GI5VpfP8uvPoUOHUk5ODn311VdkZWVV26JssTR+dVrXO3GVfdD1SfNVqiyay0kUHh5O7733HhERde/eXbjQHTx4MN29e7faCiokJIRkMhnNnj2bCgsLKSAggI4dO0ZE/18JJSYmko2NDZ08eVLY7uDBg9S2bVtKTk6mrKws6tChg9C5Lt/WysqKtm3bRqWlpdS+fftq89LS5OXlUevWrenTTz+lp0+fkkKhEL58+Ouvv0hXV5d+//13Ki4upuDgYGrXrh0VFxcTUdn55eDgQDdv3qT//ve/BIBu3rxJRESbNm0iDw8PevLkCZWWltL169dJqVQK+1V3t0jd56muE3f27FnS1dWl3bt3k1KppLy8PLp+/Xq9yqe4uJicnZ0pODiYiouL6ffffyddXV26c+dOtftUV7Y16cQNHz6c0tLS6M6dO2RoaEhHjhwhorIvfm7fvi1sp62tTU+ePKlR2T6f/vOduOry6efnRwYGBrR7924qKCggOzs7+uabb+pTtM0ed+JanvIvMF58GRsbN8n+63rMKJVKioqKog8//JBmzZpFH374IUVFRanUma+SF8uxffv2ldY3SqWSdHV16ejRo8J7z1+3lF87lJSUEBHRZ599RgMHDhTW7dChA02YMIGuXr1aaRzVXZft27evwvvqrsvS0tJU2smGMnjwYAoNDRX+jo2NJV1dXSopKal2n1WVLVH1nbjRo0cLy86fP08ikYiePXtWIR0fHx8KCAhQea8u15/q8lne7sXHxxNR2Q0BkUhUZfovm0abnVIqlVb6unDhQmPtsl62bNmCBQsWCM/m2djYQC6Xo6SkBD/++COCgoJgZGQEJycnBAQEYPv27cK25ubmWL16NcRiMVxcXJCRkSEsk8lk+Omnn/Df//4XJiYmtZ51JywsDK+//jrs7e3xxx9/VLv+gwcP8PvvvyM8PByWlpYQiUTo3LkzDAwMarXfF+3YsQNTp06Fk5MTjIyMsGjRIkRFRaG0tFRYJzw8HBKJBN26dVMpg6p06tQJt27dQk5ODuzt7XHjxg0AQEpKChwdHWu0T0dHR2zYsAEGBgbYvHkzBgwYICx7+vQpRo0aheDgYPTt21d4f9OmTZg+fTratGkDMzMzjBw5ssLzDO+++y78/PwgEokQHx9f53Jrrg4cOAAtLS2EhYVBX18fOjo6cHNzAwDs3LkTffr0wbBhw6CtrY2goCAkJSUhLi5O2H7hwoV47bXX0KVLF2hpaQmft0wmw507d/Dzzz/j6dOn6NSpU62mylb3eVZl69atGDVqFEaPHg2xWAxjY2N06tSpliWiKi4uDikpKQgODoa2tjaGDRuG3r1748cff6x2n+rKtiZWrlwpPJfq5eWF6OhoAEDPnj3Rrl07AECfPn2gVCrx+PHjRs0nALz11lsYPXo0DA0N4ezsXKNzm7GmlJ+fX6v3mwuxWIyJEyfiiy++QFBQEL744gtMnDiRf17gf5KTk+Hs7Fzh/aysLCgUCsjlcuE9uVyO1NRU4W99fX1oaZVd4opEIpXrhoMHD0IkEsHd3R3u7u64ePFireKSyWS1zgeABp9rIDU1tUIZKBQKZGZmVrvPqsq2JnR0dIT/m5iYgIhQUFAAAIiMjISbmxtkMhl27txZ5XOftaEun+XKr3FFIlGD7LOlaLSJTWo7U5OmNWZlsXjxYri7u6Nr167YtGlTrS7oWkJlUa62J1Hnzp0RHx+P06dPo3///sjOzsaNGzdgZmYGkUikdp9WVlYA1JdPbGwsrl69il69eqm8n5CQgNjYWISFhQEAlEolBg4cqLJObcu9pUlOToajo6Nw3D7vxXLX19eHhYWFyjH//JcCzx/zEyZMQHZ2NlauXIkPP/wQs2bNwrJly2p8UVKXck9OToarq2utt1MnNTUVFhYWKrPDPX/eq9unurKtiRcbyPIL0dTUVCxYsABHjx4VJmuqb2NVXT6Bqj/rl1VpaSnS0tI0HQZrIE31WTbEfur7pczLRi6X4/bt2xgyZIjK++bm5tDV1UVqairatm0LoOzLX1tb2xql6+TkhKioKOTn5+Mf//gHZsyYgXPnzgnLdXR0al23vnjdk5ubC0NDQyEfAPDXX3/V+wvG59na2qrU1SkpKdDV1YWFhYVQT1e1z6rK9sW8KJVKFBYWVhlDcnIyjI2NYWpqisOHD2Pu3LnYt28fevfujffff7/C+nUpW3X5TEpKqlVaL5tG68RJpdJK34+OjkbPnj0ba7d19ipVFs3lJGrdujWAstmKAgICkJ6ejoiICLi4uFS7z5oYPnw4evbsibfffhvnz5+HtbU1gLK7rAEBAZg3b16d4n4ZyOVyJCQkoKSkpEIHy9bWFrGxscLfz549Q1ZWVo2P+RkzZgjH+bBhw9CvXz8MHz4cgGoHpbbKj9nc3NwKeanPrHKVsbW1RWZmJhQKBXR1dQGUHX+DBw+udp/qyrayc1ed5ORk4UufsWPHwsXFBZcuXUJBQQEcHR1V1q1L2VaXz1dRYWEhvvvuO02HwRpIU32WfMw0vICAAISFhcHV1RXu7u7Iy8vDo0eP0LZtW0ycOBErV66Eq6srMjIysHXrVixbtqzaNLOysnDmzBkMGTIEBgYGkEgkFa5XbWxs8McffyA/Px8GBgYoKioSrrGqYmlpiVu3buHhw4c4ePAgDh8+jNGjRwMom/F7+PDhmDlzJiIjI2FnZ4ekpCQYGhrCzMyszuUzefJkhIaGwsfHBxYWFlixYgUmTZoELS2taveprmwtLS1x9uxZPH78GAsXLqxwR/v48eOIi4tDt27dsGbNGvj4+AAA4uPjYW5ujp49eyIpKQmXLl1C+/bt61226vL5quM7cf/zKlUWzekk6tixI/bv349NmzYhOTkZgYGBWLJkSYPtc926dbh58yZGjRqFY8eOQU9PD/7+/liyZAkGDx6Mbt26obCwEPHx8Q1+N6c5GzFiBObNm4d58+Zh+fLlMDQ0xJUrV9C9e3dMmDABn3/+OaKjozFw4ECsWLECcrkcHh4e1aZ7+PBhODs7w8nJCebm5tDW1lY55s3MzKCrq4szZ85g3LhxyMvLq9FPDVhaWuLkyZNwcHDA7NmzVZZNmTIF/fr1w44dO/DOO++AiPDXX3+hc+fOtS6Xch4eHmjTpg1WrlyJoKAgxMTE4MyZM9iyZUu1+1RXtpaWligtLcWpU6cgFouxZs2aCvveuHEjVq1ahbi4OJw/fx47d+4EUNZABgQEQCqVIioqCkBZJ7BNmzZ1Ltvq8vkqMjQ0xLRp0zQdBquFpUuXVrmsKT7LAwcO8DHTAA4cOKDy97x581BSUgJfX1+kp6dDKpVi5cqVaNu2LcLDwxEYGIi2bdtCX18f06dPh6+vb7X7KCkpwbp16+Dn5wcAcHV1xT//+U+VdT744AMcO3YMtra2aNWqFYKDgzFr1iy16U6YMAE//PADnJ2d8e6772LChAlQKBTC8h07dmD+/Pno06cPCgoKIJfLsWvXrnp14vz8/JCamgpPT08UFRVh6NCh2LBhQ432qa5sP/nkE4wdOxavvfYaQkJCcOrUKZX9du3aFZ9++ikuXbqEYcOGYfXq1QAAX19f7N+/H9bW1ujatSsWLFiAuXPnIigoCMuXL69z2VaXz1da0z+GR3T16lVhtrTnZ5L09fWtcRoNPbGJUqmkFStWCDNJ2tnZCTNE5ebmko+PD1laWpKdnR19/vnnKrNTOjk5CeksW7ZMmEXy4cOHNHDgQJLJZCSTyWjw4MH0119/qew3LS2NPD09ydjYmCwtLSk8PFxYhkpmkiMievz4MfXt25cMDQ1p2rRpNHXqVJWJTR4/fkxTpkwhW1tbkkgk1KVLF5WJHtTtk6jysi0tLaXPP/+c7OzsyNLSknx8fCrMTlk+ocKJEydqPKPjtGnThAeOyyesKJ+ERN0+q4qz3PMP5j5+/JicnZ1Vjq+vv/6aXnvtNZJIJGRjY0PBwcGVbvsyu379Or3xxhtkZmZGpqam1LdvX2HZvn37hNkpPT09K8xO+fz5JRaLhVkkw8PDycnJiUxMTEgul9OaNWsq7Perr74SZk61s7MT3lf3eW7ZsoWkUil16NCBdu/eXWF2yr1795Krq6swU+T8+fPrWiyCW7dukaenpzBr44sPs6vbp7qyDQgIIAMDAxo0aBCtW7euwsQmH3/8MVlbW1ObNm3owIEDwrLvv/+erKysyM7OjpYsWUJTp04lc3NzSk9PF9apqmyfT7+y2SmryueLD6EPHjyYQkJCal6ILRBPbNLyoJJJTcpfTYGPmYbB5dj8hYSEqFxvMs0SEb1CTwAyxlgzJhKJcO/evVpPgMQaTs+ePZvtBFyscs8/O/o8Y2Nj5OXlNfr++ZhpGFyOzV9oaCgSExOxbds2TYfC0IjDKRljjDHGGltTdNQYY2WdONZ8cCeOMcaaCR4YwRhjjLGa4KldGGOMMcYYY6wF4TtxjDHG2P+UlpZW+9MPjL2IjxnGWFPjThxjjDH2P0RUr98zZK8mPmYYY02Nh1MyxhhjjDHGWAvCnTjGGGOMMcYYa0G4E8cYY4wxVk/Pnj1DRkYGnj17pulQGGOvAO7EMcYYY4zVw+7du7F48WJ8+eWXWLx4MXbv3o2SkhJNh/XSmjBhAqRSKYyMjKCt3fDTOzg4OMDf379B0rp8+TKkUimkUim0tbXx+eefN0i6LyN/f384ODhoOowWQ6OdOIVCgYMHD+LKlSu13lbdB33x4kX06tULJiYmsLCwwNq1a+sVJ1cW9ePl5dUs4mA109jH0LZt2yASiZCYmNgg6TX2+fmySExMhEgkwrZt2zQdCmMvnbNnz6K4uBjPnj1DcXExzp49iz179mg6rJfWzp07kZOTgwMHDjRK+k5OTrC2tm6QtLp3746cnBzk5OSgX79+DZJmS7Vnzx7s27evyuXW1tZwcnJqwohaNo1c8WRlZeHjjz/GsWPHkJaWhn/961/o1q1brdJQ90HPnj0bbm5uiIuLg0gkQnZ2dr3i3blzJwDg6NGjGDJkSL3SqkxjVBZAWeeJsdpq7GNIIpGgQ4cODTabW2Ofny1FTk4O1q9fj3nz5sHExKTCch0dHXTo0AESiUQD0THWchQVFdV4SGT5esXFxSrvFxcXIy4uDv3794eenl6N0tLT04O+vn7tgmWNIiYmRtMhvJT27NkDbW1tjBw5stLlK1asaOKIWjaN3InT1tbGnDlzkJCQABsbmzqlsWLFiipPsrS0NPTr1w9isRhaWlowMzOrT7iNLiYmhg9c9soYNWoUbt26BVtbW02H8lLJycnB0qVLkZeXV+lyW1tb3Lp1C6NGjWriyBhrWVJSUhAXF1ej18mTJ6tMh4hw8uTJGqeVkpLShLls/kpKShAWFoZ27dpBIpHA0dER0dHRNdo2JiYGnTp1glQqxd/+9jekpaUJy0JDQ/H3v/8dGzZsgI2NDcRiMY4ePYrCwsJqR6Hs3bsXPXr0gFQqhZWVFVatWgUASE1NhaenJywsLCCRSDB+/PhGH05LRAgLC4ODgwOsrKzg5+enUv8/fvwY7733HmxsbCCVSuHi4oLMzEwA6sv2xdFTzs7OwgiO0NBQ+Pr6Yv78+TA1NYWrqytu3rwprPvuu+/C2toaxsbG8PDwwP379wEAFy5cgFQqRVRUFLZv3y6Uc1RUFABg4MCBkEql0NfXr/BlrLp8lo8w+fHHH9GpUyeYmppi69atDVzSzZdGOnFSqRSurq7Q0qr97tV90LNnz4ZUKsX9+/cxffp04SBRd+u23KteWcyYMUNI/8SJE7h06RKAsjLds2dPtZVFVfl80ZEjRyCXy1XKaN26dbC1tYWFhQU+/PBDlW80vby8sGLFCrz33nuQyWQQiUT1yif7f9evX4e3tzfMzMxgamqK0aNH12i7oqIiBAQEwNTUFHK5HN9++63KcpFIhH379qF///4wNjYW7uYtXrxY7bBHdQ3Ol19+CUdHR5iYmMDJyQl//PFH/TJfA/Hx8Rg4cCBMTU3RpUuXCsN2qjo/garL9ujRoyp537Fjh8qwcJFIhN9++w3dunWDubk5Fi1aJCyLiYmBi4sLZDIZLCwssHr1amHZ2LFj4eLiAgDo3LmzUH4AcPjwYaGuEYlEFS461eXT398fU6dOhb+/P6RSKfr371/vkQ2MNXdt2rSBh4dHjV7qhseJRCL069evxmm1adOmCXPZ/H355Zf47rvv8MsvvyA3NxenTp1Chw4dqt0uIyMD48aNwz//+U9kZWXB1NQUc+fOVVnn1KlTSEhIwJ07dzBlyhRoaWnB0NBQ7bDHc+fOYfz48Vi8eDEePXqEO3fu4O9//zuAss962bJlePjwIf7zn/9g7969OHLkSIOUQ1W+//57bNq0CTExMbh79y4ePHiAOXPmCMt9fHyQmpqKy5cvIzs7Gz/++CMMDQ0B1L1sAeDgwYPo0qULMjMz4eHhgQ8++EBYNmbMGNy7dw8PHz5EUVERvvvuOwBAz549kZOTg0mTJsHHx0co50mTJgEAYmNjkZOTgwULFtQ6n+XrnDlzBp999hmCgoJqV5AtWIub2ETdBx0eHo6cnBzY2dnh22+/FQ6Sqm7bPu9Vryw6deqE+Ph4AGUdt2XLlgEAbty4ARcXlxqdRJXl83n379+Hj48Pdu7cKdyB/f3337Fx40acPXsWt27dQkxMDDZv3qyy3YYNG+Dl5YXHjx+jffv29conK5Ofn48hQ4bAzc0NqampSE9Pr3HFt2TJEmRlZSEtLQ179+7FnDlzcP36dZV1goKCsHbtWly7dg26uroAgGXLlql9hkFdg9OlSxecP38eubm5GDx4MJYuXVqP3FdPqVRixIgR6NevHzIyMrBmzRqMGTMGd+/eBaD+/KxP2QLAli1bcOjQIZw9exbh4eGIjY0FUDYMdffu3cjOzsa6desQFBSEp0+fAgB++eUXXL16FUBZBzInJ0f4e+jQoUJdU9t8AkBUVBRGjhyJ1NRUJCUlYdeuXbUvUMZaEH19fUgkkhq9LC0tAVT8sW8dHR14eHjA0tKyxmnxUEpVW7ZswYIFC4THbWxsbCCXy6vdLjIyEh4eHhgwYAC0tbUxefJknDhxQmUdR0dHbNiwAQYGBti8eTMGDBhQbbpbt27FqFGjMHr0aIjFYhgbG6NTp05CbAMGDIBYLIaTkxOsrKyQkZFRh1zX3I4dOzB16lQ4OTnByMgIixYtQlRUFEpLS/HgwQP8/vvvCA8Ph6WlJUQiETp37gwDAwMAdS9boOzLdX9/f4jFYkyZMgUnTpyAQqEAAIwePRr6+vowNDSEi4tLg5SBunyWCw8Ph0QiQbdu3Rq93JuTRuvElX/z++LrwoULjbXLennVK4tOnTrh1q1byMnJgb29PW7cuAGgbFiJo6NjjU4idfl8+vQpRo0aheDgYPTt21d4f9OmTZg+fTratGkDMzMzjBw5skL5vfvuu/Dz84NIJBI6mqx+Dhw4AC0tLYSFhUFfXx86Ojpwc3OrdjsiwjfffINFixZBX18frq6ucHFxqXB3JywsDK+//jrs7e1rdNesugbnjTfegLm5OUQiETw8PBq9ki4f2hQcHAxtbW0MGzYMvXv3xo8//ghA/flZ17Itt3LlSuGZXy8vL2FEQM+ePdGuXTsAQJ8+faBUKvH48eNGzScAvPXWWxg9ejQMDQ3h7Oz8SjWQTPOsrKxgaGhY4WVlZaXp0FS4u7tDR0cHenp60NHRgbu7O95++21Nh9WiJScnw9nZudbbJSQkICYmRrjunDBhAp48eaKyjkwma9B4FAoFgoKChNFcKSkpIKJa76M2UlNTVa5T5XI5FAoFMjMzkZycDABVzh1R17IFVL+wMDExARGhoKAAQNk1sZubG2QyGXbu3NkgZaAun+XKrxVEIlGjl3tz0mgTm1T2rW9z1hCVBQCUlpZWGPJX18rC1dW10mUKhQJLly7FTz/9hIyMDOTn59f7oO3cuTPi4+Nx+vRpYcjUjRs3YGZmBpFIpPYkKm9M1eUzNjYWV69eRa9evVTeT0hIQGxsLMLCwgCU3RkYOHCgyjp1KT+mXnJyMhwdHWs9pDkzMxMFBQXw9vYWjnOFQlHhOazafmbVNThnzpzBkiVLcOXKFRQUFNT5WdqaSk1NhYWFhcqEBHK5HKmpqUK8VZ2fdS3bci82kPn5+UJMCxYswNGjR4UhjfU976vLJ/D/jSNQ1kA+/8UNY42t/OKwpu9rypgxYzBixAjk5uZCIpHUeDITVjW5XI7bt2/XesIqGxsbDB06tEaP0tQlnsqEhITgyJEjOHToENq2bQtHR8cG3XdlbG1tVerqlJQU6OrqwsLCQqin//rrL+ELxuepK9vnO0JKpRKFhYVVxpCcnAxjY2OYmpri8OHDmDt3Lvbt24fevXvj/fffr7C+jo5OrdstdflMSkqqVVovm0brxJV3al4UHR2Nnj17NtZu6+xVryxat24NoGzmoICAAKSnpyMiIkJ4rkbdSVQTw4cPR8+ePfH222/j/PnzwmycNjY2CAgIwLx58+qdB1ZzcrkcCQkJKCkpgVgsrvF2ZmZm0NXVRWxsbJWdmLrGA1Te4Dx69Aje3t5Yv3499u3bh127djX6T1bY2toiMzMTCoVCGA6akpKCwYMHC/FWdX6qK9sXvyXMzc1VG0dycrJwF6/8ubdLly6hoKCgwnlfl9k+q8snax4KCgqaXaelOXj48KGmQxA8H0tjPzdqZGQEIyOjRt1HcxAQEICwsDC4urrC3d0deXl5ePToEdq2bat2u0mTJmH16tX49ddf8dZbbwEAzp8/Dw8Pj3rFM2XKFPTr1w87duzAO++8AyLCX3/9JXwJ3qFDB7Rt2xbHjx/Ho0ePqq3f62vy5MkIDQ2Fj48PLCwssGLFCkyaNAlaWlqwtrbG8OHDMXPmTERGRsLOzg5JSUkwNDSEmZmZ2rK1tLTE2bNn8fjxYyxcuFD4IrHc8ePHERcXh27dumHNmjXw8fEBUPZ8tbm5OXr27ImkpCRcunSpwiMwNjY2+OOPP5Cfnw8DAwMUFRUJj03UJZ+vOr4T9z9cWQAdO3bE/v37sWnTJiQnJyMwMBBLliwB0DAn0bp163Dz5k2MGjUKx44dg56eHvz9/bFkyRIMHjwY3bp1Q2FhIeLj4xu0g8AqGjFiBObNm4d58+Zh+fLlMDQ0xJUrV9C9e3e124nFYvj4+GDx4sXYsmULrK2tkZGRgZycnHo9r6iuwUlNTUVhYSEGDhyI4uJi/PnnnygsLKx1B7Q2yicZWLlyJYKCghATE4MzZ85gy5YtANSfn+rK1tLSEqWlpTh16hTEYjHWrFlTYd8bN27EqlWrEBcXh/Pnzws/oRAfH4+AgACVGb1yc3OFyRDKO9hnzpzBuHHjkJeXV+lPDdQmn6x5uHLlCk6dOqXpMJqdyMhITYcgaMpY+vbtq/JYwstq3rx5KCkpga+vL9LT0yGVSrFy5cpqr8vatm2Lffv2YcGCBQgICIBIJEKvXr1w6NChesXj7u6O3bt3Y+nSpQgMDISenh58fX2xZs0aBAcHw8fHB1ZWVhgyZAg+++wzBAcHw8HBAW+++Wa99lsVPz8/YaK7oqIiDB06FBs2bBCW79ixA/Pnz0efPn1QUFAAuVyOXbt2wczMTG3ZfvLJJxg7dixee+01hISEVKh7unbtik8//RSXLl3CsGHDhEm2fH19sX//flhbW6Nr165YsGAB5s6di6CgICxfvhwA8MEHH+DYsWOwtbVFq1atEBwcjFmzZtUrn68yjfxO3H//+1/0798fAJCXl4fp06cjMDAQb731Fr7//ntNhMSVBcqGVOrq6kJbWxvu7u54+PChcCeuIU4isViMn376Ca+//jqmTZuG77//HpMnT0ZeXh4mTJiABw8ewNDQEFOmTOFOXCMzNjZGTEwMPvroIzg4OICI0LFjR7XTZZfbsGEDFi5ciN69eyM7OxutW7dGWFhYvSedqarBcXFxEX77sU2bNli4cCFu3rwJT0/PGsVbF9ra2jhw4ACmT5+O9evXw8bGBj///LMw3FPd+amubDt27IiAgAC88cYb8PDwwNy5c7F+/XqVfevr66Ndu3YQi8XYvXu38FMM69evxz/+8Q989tlnwqyRXl5euH79OiwtLaGvr4+1a9dizpw5mDp1KiQSiTC9c13zyZqHbt26vbKfibpJjHx9fZswkqodOHCgSWN5Fe7CAWXXDAsWLKh0IrtyXl5eUCqVlb4fFxdX6TahoaHV7ruy2bUBYOTIkZVOlufq6lphgq+PPvqoxunWhUgkQlBQUJUTZ8lksiqn21dXtj179kRiYqLw94cffqiy3NraWvjJgedJpVL8+eefKu9NnDixwrbqyqCyz0ZdPsvb2HL9+vV7pZ6JE9GrlFvGGGvGRCIR7t27p/KzA6xp9ejRg+96NSPqhlqpe1anKQ0YMADHjx/XdBgt3oABA5rt5HesTGhoKBITEyvtxLGmp5E7cYwxxhhj1TEyMqr0ecBX5W4UY81JTe5isqbDnTjGGGsmeGAEY6rS09M1HQJjjDVLPLULY4wxxhhjjLUg3IljjDHGGGOMsRaEh1Myxhhj/yMSiVBcXKzpMFgLw8cMY6ypcSeOMcYY+x8tLS1IJBJNh8FaGD5mGGNNjYdTMsYYY4wxxlgLwp04xhhjjDHGGGtBuBPHGGOMMcYYYy0Id+IYY4wxxhhjrAVplE5cYmIiRCIRRCJRYyRfwdGjR9GpUydoa2tDJBKhoKCgSfbLGGOMMcYYY02t3p04f39/iEQihIaGNkA4dTNz5kzcvHkT3t7emDNnDnR1deuVXnPIE2OMMcYYY4xVpkX9xEBxcTF0dHQqvH/79m0AwNdff422bds2dVhVUiqV0NZuUUXMGGOMMcYYa+aqvROXmJiIcePGwdraGjKZDAMHDsTZs2cBlN2x+v777wEAS5cuhUgkgr+/v8r2UVFRsLe3h0wmw0cffaSy7F//+he6desGIyMjtGvXDmFhYVAqlQCAbdu2QSQSoV+/fpgxYwaMjY2xfPnyCvGJRCKUlJQAAJycnODg4AAAmDRpEtq0aQM9PT0YGxtj0KBB+O9//yts9/jxY8yePRtOTk7Q19dH27ZtceDAAbV5unr1Kv72t7/B3NwcFhYW+Pvf/474+HghTQcHB4hEIixfvhydO3eGnp4eAGD9+vXCfiwsLODl5aWyHWOMMcYYY4zVlNpOXGFhIQYNGoRffvkF7du3x6BBg3D06FEMGjQId+/exRtvvIGOHTsCANzd3TFnzhy88cYbKmksXLgQ/fr1Q15eHtavX4+YmBgAwLfffov3338f2dnZGDt2LMRiMYKCgip01E6dOoUjR45g0qRJld5lmzNnjvD/9957D1OmTAEA3L9/H56enggICICrqytiY2Mxfvx4AEBpaSnefvttfPXVV3j27BkmT56Mtm3bIiEhoco8PXjwAJ6enjh8+DA8PDzQo0cPHDhwAF5eXsjOzlaJKSQkBF27dsXo0aNx584dfPTRR8jLy4O/vz+8vb2RlJSEBw8eVP/pMMYYY4wxxtiLSI1du3YRAGrbti2VlpYSEdHbb79NAGjhwoVEROTn50cAKCQkRNju3r17BIAA0Llz54iIaMCAAQSA1qxZQ0REnTp1IgA0ZswYmjNnDr377rsEgKysrIiIKCIiggCQsbExZWdnqwtT2Ne9e/eE91JSUig8PJw+/fRTCgwMFNZJTU2l8+fPEwDS19entLQ0YRuFQlFlnlatWkUAyMvLS3ive/fuBIC+/fZbIiKyt7cnALR48WJhnRs3bhAAcnFxocOHD1NycjIRESmVSrV5Yowx1vTc3Nw0HQJrYfiYaRhcjozVjtoHthITEwEAHTp0EGaafO211wCU3emqiR49egAApFIpAAgzR5anvXv3bpX109PTVWaX7Ny5s7BtTf31119wdXWtdJbKzMxM3Lt3DwBgZ2cHa2trYVll5LqRWgAAR+RJREFUz9uVK4+3/C4dUFYWly9frlAWffv2Ff7fsWNHLF26FOHh4Rg6dCiAsvL85Zdf0KVLl1rlizHGGGOMMcbUDqcsf77s9u3bICIAEJ7lsre3BwCIxWIAZUMUK1M+sceLPzdQnva+fftARMIrISEBRkZGwnrlz5XVxsGDB1FQUICuXbsiJycH6enpwjIigqOjIwAgKSkJDx8+FJaVP49XWZ7K471165bw3otlUVnMJSUlCAoKQlZWFu7fv49PP/0U8fHxWLduXa3zxRhjjDHGGGNq78S9+eabcHBwwN27dzFw4ECYm5vjt99+Q6tWrYRnz+RyOQBgx44dyM3Nxdtvvy10ktQJDAzEzJkzMXnyZIwaNQqlpaW4cOECLC0tcfTo0XplysrKCkDZHbk5c+bg8uXLKstdXV3Rv39/nDhxAr169cLf/vY3pKamYtiwYZg1a1aleZo8eTLCwsIQGxuLkSNHQqFQ4NKlS7CyssLYsWOrjCU5ORnu7u4YMGAALC0tcerUKQCo9d1FxhhjjDHGGAOquRNnaGiImJgYjBkzBrdu3UJ0dDQ8PT0RExMDZ2dnAMDUqVPRp08fpKamIjw8HBcvXqzRjj/44ANs2bIFjo6O+OWXX/D777/D3NwcAQEB9c7U+PHj8f7770NHRwfR0dFYuHChynItLS3s2bMHs2bNgo6ODiIjI3Hr1i3hbltlebKxsUFsbCzeeOMNnDp1ChcuXMCbb76J2NhYmJqaVhmLiYkJXn/9dZw6dQqbN29GWloaJkyYgODg4HrnkzHGGGOMMfbqEVH5OEnGGGPsFdezZ09cuHBB02GwFoSPmYbB5chY7VT7O3GMMcYYY4wxxpoP7sQxxhhjjDHGWAvCnTjGGGOMMcYYa0G4E8cYY4wxxhhjLQh34hhjjDHGGGOsBeFOHGOMMcYYY4y1INyJY4wxxhhjjLEWhDtxjDHGGHulFRUVIT09HUVFRZoOhTHGakRb0wEwxhhjjGlCSUkJfvrpJ5w6dQpaWlooLS1F3759MX78eIjFYk2HxxhjVeI7cYwxxhh7Jf300084ffo0iouL8ezZMxQXF+P06dP46aefNB3aK08kEiExMbHSZRMmTIBUKoWRkRG0tRvufoSXlxc+//zzBkuvuXJwcMDRo0ebfL9EhPnz58PKygpSqRTt2rVDYWFhk8fxstBoJ06hUODgwYO4cuVKrbf19/eHg4NDpcsuXryIXr16wcTEBBYWFli7dm216XFlwV4loaGh8Pf3r3TZ5cuXIZVKIZVKoa2t3WDH6NGjRxv0/Gmutm3bBi8vL43suy51H2MtQVFREXJychr0lZ6ejpMnT0KhUKjsS6FQ4NSpU0hPT69ROgBqtV8esll/O3fuRE5ODg4cOKDpUJq19evX4+rVq5oOQxAdHY1vvvkGx48fR05ODuLi4qCvr1/vdJtbPpuKRq6osrKy8PHHH+PYsWNIS0vDv/71L3Tr1q1WaVhbW8PJyanSZbNnz4abmxvi4uIgEomQnZ1dr3h37twJoOwidMiQIfVKi7Hmrnv37sKFiaY6Iy3B5cuXcfz4ccyePVvToQgauu4Dmmc+2avn/v37uH37doOmWVBQACKqdFlpaSmOHDkCIyOjGqV14sSJGu+3ffv26NChQ43XZ6yu1q9fD3Nzc7i4uGg6FABAWloarK2thePfzMysQdJtbvlsKhq5E6etrY05c+YgISEBNjY2dUpjxYoViImJqXRZWloa+vXrB7FYDC0trQY7SBhjrNzly5cRHh6u6TBUNEbd1xzzyV499vb26N+/f4O+Bg0aBJFIVOn+tLS0MGjQoBqlA6BW+7W3t2/KomvRrl+/DldXV5ibm2PRokU12iY1NRWenp6wsLCARCLB+PHjUVJSIix//Pgx3nvvPdjY2EAqlcLFxQWZmZkV0jly5AjkcjnS0tIaLD8NiYgQFhYGBwcHWFlZwc/PD3l5eQDKOjVSqRRJSUmYPn26MLomKSlJ2P7OnTsYMGAAJBIJpk2bppL2unXrYGtrCwsLC3z44YcoLi4Wlnl5eWHFihV47733IJPJqjyHnpeWlgapVIoZM2bg3r17Qjx9+vQBAMTExMDFxQUymQwWFhZYvXq1yvbXr1+Ht7c3zMzMYGpqitGjR9con/Hx8Rg4cCBMTU3RpUuXCnduRSIR9u3bh/79+8PY2Fjli+tly5bBxsYGJiYmcHR0xNmzZ6vNZ5MjDbO3t6ft27fXeH0vLy+SSCSkp6dHgwcPVlk2a9YskkgkJBKJyMDAgCQSCUkkEtq7d2+16QKgAwcOUI8ePcjMzIwWLlxYYZ3Y2FgSi8Uq76WkpNCAAQPI3NycTExMaNy4caRUKoXljx49In9/f7K2tiaJREJdu3aljIwMIiLy9PSkZcuWERFRTEwMtWnThlJTU2tcFozVVUhICPn5+dHChQvJ1NSUunfvTjdu3Kiw3vPHaLm1a9eSg4MDGRsbU9u2benw4cMqy/fs2UPdu3cniURClpaWtHLlSiJSPX+USiUNGTKElixZ0kg5rL9bt26Rl5cXyWQy6ty5M+3fv19YZmVlRa1atSItLS2hnpkxYwYREUVERJCnpyetWLGCrKysyMHBgS5cuCBse+/ePRo0aBAZGxuTi4sLnTx5UlgWGxtLRkZGdOTIEWrfvj3p6elRSEhItbFWV/dNmjSJWrduTUZGRuTu7k6JiYnCtkqlkpYvX07Ozs5kYmJCDg4O9Oeff1abz9LSUlq+fDnZ29uTpaUl+fr6Um5urpBuSEgIjRgxgtavX0/W1takpaVFsbGxQtn26dOHpFIpSaVS8vX1reWn03jc3Nw0HQJrQlFRURQYGEjTpk0TXoGBgRQVFVXjNPiYaRgvliMAGjFiBKWlpdGdO3fI0NCQjhw5orJOZddlqampdOzYMVIqlXTnzh3S1dWlP/74Q1g+fPhw8vb2pvT0dCotLaVr165RYWEhEf1/m5eYmEg2NjYq9XNzExERQba2tnTnzh3Kz88nb29v8vf3V1mnqmtse3t76tSpE925c4euXLlCAOjmzZtERHTw4EFq27YtJScnU1ZWFnXo0IG+/vprYVtPT0+ysrKibdu2UWlpKbVv375WMTs5OVV4//z583T79m0iItq+fTtpa2vTkydPiIgoLy+PWrduTZ9++ik9ffqUFAqFSptaVT6Li4vJ2dmZgoODqbi4mH7//XfS1dWlO3fuCOsAoC5dutDZs2cpMTGRvL29iYjoxo0bZGhoSMnJyURUdkxlZWXVOJ9NpcV14sqFhIRU6MTVJ02uLNirJCQkhMzMzCgiIoKUSiXNmDGDBgwYUGG9yjpxhw8fpszMTCotLaWpU6dSnz59hGVnz54lXV1d2r17NymVSsrLy6Pr168Tker5M3/+fBoxYgSVlpY2Yi7rriaVf1WNUUREBOnr61NoaCgplUoaM2YMvfPOO8Ly119/nVauXEklJSW0ceNGsra2Fr74iY2NJV1dXRo+fDilpqZSZGRkhfJXp6q6b/fu3fT06VMqKCigbt260aJFi4Rlq1evJnt7e7p8+TIRldVpSUlJNcqnuguIkJAQkslkNHv2bCosLKSAgAA6duwYERGNHz+e5syZQ6WlpaRQKISLh+aAL8hfLUqlkqKioujDDz+kWbNm0YcffkhRUVEqX8YSERkbGxOACi9jY2M+ZhpIZZ24q1evCn+/+eabKnUXUeXXZS+Sy+W0Y8cOIiJKS0tT6bC8yNPTkxYtWkQ9evSgTZs21SUbTWbw4MEUGhoq/F3efpSUlAjvqevE/fLLL8LfWlpaQv385ptv0qpVq4Rln3zyCU2YMEH429PTk+bNm1enmKtqT5539+5dAkApKSlEVPZFi42NjUq+KsvPi/k8ceIE6evrU1FRkUrsz7epAGjfvn0V0ktKSiIdHR367LPPKC0trUZ504RGeyZOKpVW+n50dDR69uzZWLutl7CwMFhbWwMou10cHR2NgQMHqt3GxsZGGBLq5OQEKysrZGRkAAAePHiA33//HTdv3oSlpSUAoHPnzirbP336FKNGjUJwcDD69u3b0FlirEqenp7C5CZTpkzB66+/DoVCAd3/a+/O46Kq+j+Af4ZBQBhg2GVgWASFFMFEQUuFxOUxy1KL1GSJQFvMBS03ChEVjEww00p9RDJNzacgKzQR10LSxyU3FIFkE1DZFVnm/P7g4f4cYRaWYUC+79eLlzNz5t77Pcd7z71nzj3namnJXW78+PHc6+HDhyM1NZV7v337dkyZMoW71UFfXx8DBgyQWn7v3r1ISkpCenq6UrdhqENaWhry8vIQFhYGTU1NTJw4ESNGjMCePXsQFhamcHlHR0eEh4cDANzc3LgyOnv2LK5evYo//vgDGhoaCAwMxNy5c5GZmcmNEaivr8d3330HoVAIPz+/DslP0/8HALi6unJ1FABs27YNS5cu5cYlK3uL+65duxASEsKNTV6+fDkmTJiA7du3Q0Oj8U59e3t7xMXFAQC2bt3KLWtkZISTJ0/iyJEj8PHxgbOzc/sySEgb8fl8zJgxA1OmTEF5eTkMDQ1bnGihsrKyxeVlfU46Rq9evbjXBgYGSpV3bW0tIiIisG/fPhQXF6OyspIb+5ibmwsAMudUAIDU1FRcunQJw4YNa2f0qpWfnw+xWMy9F4vFqK2tRUlJCSwsLBQur6enx73m8XiQSCQAgKysLKSmpmLt2rUAGs9JT14LGxkZdUQWOPn5+Vi6dCmOHTvGjeV+/P/M3t6eO6+0Zp1mZmbQ1tbmPhOLxcjPz5f6Xkt5EYvF+O2337B69WpERkbilVdewZYtW2BqatrarKmUyhpxTRMjdCdUWZCe5Mn9nTGGqqoqGBsby13uzz//xCeffIKLFy+iqqpK6qI/NzcXQ4YMkbv8+vXr8cwzz8DAwKB9GVAhZSt/WeSdHB88eCA1Vk1bW1uqvuTxeDJ/BGurhIQExMXFISsrC9XV1fD39+fScnNz4ejo2Op1KnMBIetE/9lnnyEiIgJ+fn7Q0tJCdHQ0Zs6c2eoYyNOpsrJSbY2j+/fvt2m5rjRuSl9fH/r6+uoOo8Pl5ubC3d1d4ffCw8Nx9OhRJCcno2/fvrC3t+fSmuqsmzdvNvuBscmLL76IoUOH4tVXX8Vff/3F/bjf1VhZWUmdk/Ly8qClpQUzMzPus8fP88oSiUQIDg5GaGhoh8SpjNdeew2urq44f/48qqqqmv2fZWVloaGhQeazG1vKp5WVFUpKSqR+nM7Ly4OPj49SMfn4+MDHxwe5ubnw9fXFp59+2mysnrpRT5wMVFmQniQ3NxcCgUBhA+7evXsYN24cYmNjkZSUhL1790o9gkAsFiucQW7Pnj3w8PBAZGQkPvnkkw6Jv6MpU/m39eQoEAg69UeuQ4cOYcGCBUhKSsKIESPw9ttvS6U3/Z/JmnlXVj6VuYCQRSAQICYmBtHR0UhISEBAQAAmTZoEQ0PDVuSMPK3OnTunlmdYtcc333yj7hA43t7eT83Mwps2bcK6deuQlpaG9PR07N69W+EyGRkZcHJyQt++fXHixAncu3cP5eXlABpnNn/xxRfx3nvvISEhATY2Nrh9+zb09PSkflzbsGEDrl27hilTpuD48eNSP+h1FbNmzcLKlSvh5+cHMzMzREVFYebMmVI9ViKRCOnp6Zg5cybq6urA4/EU3m0TGBiITz75BD4+PnBzc0N1dTUyMjIU/kDbHhkZGQgODoZQKOT+j8vLy2FtbY2XXnoJoaGhCA0NxZo1a6Cnp4eLFy9i8ODBcvM5fPhwWFtbIzo6GitWrEBKSgr+/PNPbNu2TWE8Fy5cQG1tLdzd3SEUCqGrq9vhP652BOqJewxVFqQnOXHiBNLS0uDm5oaYmBi8+eabCpfJz89HdXU1XnjhBdTV1eH3339HdXU19wtZUFAQRo4ciV27duGNN94AYww3b96Uuo3YwcEB+/btw8SJEzFo0CBMmTJFldlsE2Uqf5FIhOLiYmRlZaFv376oqKhQ2Ls4fPhwiEQihIWFYfny5dDV1cWNGze4GblUISMjA6amphg6dChu376N8+fPo3///lx6cHAw1q5diyFDhsDT0xMVFRW4d+8e+vbtKzefylxAyLJ3716MHTsWJiYmMDc3h46ODnr37q2S/JPux93dXWof7QoiIiLkpj85u586PS29cDo6Oujfvz+3L+zfv1+q91+WsLAw+Pn5wcLCAmPHjsWqVasQFhYGOzs7TJo0Cbt27cLixYvx3HPPoaqqCmKxGHv37pW6LuPz+di3bx88PDwwe/Zs7Ny5U2X5bKuAgABuJs6amhpMmDCBu329SWRkJDdro0AgQGJiosI7v2bNmoWKigpMnz4dhYWF0NPTQ1BQkEobcbGxsfjoo4+watUqBAYGIiQkBN7e3rhy5QrMzc2RkpKChQsXws7ODowxPPPMMzh16pTCfB48eBBz5sxBbGwsRCIR9u/fL/fuuCZlZWUIDQ1FVlYWtLW18eKLL2LhwoUqy3+bqWMg3qVLl7iZzh6fTa01M5R19MQmOjo6LC4ujolEIiYSiVqc0bKlAbTnzp1jAwYMYGZmZmzGjBns888/Z0KhkB08eJAxxtj9+/dZUFAQs7KyYoaGhszFxYWb6OHxAZb3799njo6OXWqWNvL0Cg8PZ++//z7z9vZm+vr6bNq0aayysrLZ91qa2GTevHnM0NCQDRw4kO3atYs9++yz7Pnnn+fSExMT2ZAhQ7jZKRcvXswYa378bNy4kenp6bGLFy+qKJftc/36debl5cXNTvnk4GeJRMICAwOZkZERMzY2ZjNmzGCMNQ7c9vT05L4XGRnJvLy8uPfZ2dls8uTJzNzcnBkaGrJhw4axjIwMxphyg/TlaanuKy0tZWPHjmVCoZCNGjWK7d69m5mbm3MTBNTX17OoqCjWr18/ZmBgwGxsbKRm5pOVT4lEwlavXs1sbGyYubk58/PzazY7paw6OjAwkPXp04erE5OTk9uc545Gk1SQlqCFSU2a/mif6RhUjoS0Do8xGU+6JIQQQnqYoUOH4uzZs+oOg3QxssbJ6+vro3///rTPdAA69ghpHbU87JsQQgghpLuoqKgAa3wsk9Rf08OVCSGks1EjjhBCCCGEEEK6EWrEEUIIIYQQQkg3orLZKQkhhJDuRiKRcDMME6Is2mcIIZ2NGnGEEELI/zDG2vQMQNKz0T5DCOlsdDslIYQQQgghhHQj1IgjhBBCCCGEkG6EGnGEEEIIIW3w6NEjqX8JIaSzUCOOEEIIIaQVGhoacODAAXz88ccAgI8//hgHDhxAQ0ODmiMjRDE7OzscO3as07fLGMPixYthYWEBoVCIfv36obq6utPjeFpQI+5/rK2tIRQKoaOjg7Fjx6o7nHbLyckBj8dDfHy8ukMhpEeJj4+Ht7e3WrZ97tw5DBs2DAYGBjAzM8P69evVEgchT7uffvoJZ86cQV1dHQCgrq4OZ86cwU8//aTewAh5TGxsLC5duqTuMDhHjhzBli1bcOLECZSVlSEtLQ06OjrtXm9Xy2dnoUbc/+Tl5aGsrAxLly5VdygdolevXnBycoKhoaG6QyHkqXThwgVs3LhR3WFImTdvHtzd3VFaWoqioiIEBga2e51dMZ+EqNOjR4+kGnBNmhpydGsl6Sq6WuOmoKAAlpaWcHJyAgCYmJiAz+e3e71dLZ+dhRpxTykrKytcv34dU6ZMUXcohDyVumLjpqCgACNHjgSfz4eGhgZMTEzavc6umE9C1Km8vBwaGi1fPmloaNAz4zpIRkYGnn/+eRgZGcHIyAgBAQFcmre3N9avX49JkybByMgIU6ZMQWVlJZceGRkJkUgEAwMD2Nvb48yZM1xaTk4OfHx8YGBgADc3N5w+fZpL4/F4+PHHH+Hm5gZTU1MsX76cS0tJSYGrqyuMjIxgZmaGTz/9lEvz8PDA1q1bpeIfOHAgLly40JFFIoUxhrVr18LOzg4WFhYICAhARUUFgMZGjVAoxO3btzFnzhwIhULufZPMzEyMHj0ahoaGmD17ttS6N2zYACsrK5iZmeH999+X+sHC29sbUVFReOutt2BkZAQej6cw1oKCAgiFQrz77rvIzs7m4nnuuecAyC9bALhy5QrGjRsHExMTGBsbY+rUqUrlMyMjAy+88AKMjY3h4uKCgwcPSq2Xx+MhKSkJo0aNgr6+vtRdNPL2oa5CpY04WQVw7Ngx2Nra4rvvvoONjQ3EYjH+85//cMvJK3Rvb2+sXr2ae+/o6Ch1y6C8Qn/zzTdhaWkJfX19DB8+HP/880+78rd3715MnDgRAHDjxg0kJycDAP7zn/9gwYIFCreZlZUFT09PGBkZwd/fH2PGjJHKi7yDSJZDhw5xOzGPx8OpU6ek0u3s7PDZZ5/By8urxQM3MTERzz77LIRCISwsLLBu3ToA8isLb29vbNq0CSKRCFFRUQgLC4OlpSX3q0hNTQ2Cg4NhbGwMsViMr7/+uhWlTFSlPcenrBMrIHu/XblyJfz9/bF48WIYGxtjyJAhuHbtGrecrGPl119/hY2NjdRYk7179+LVV19VVdFw+ZRVD/Xp0wfvvfee1Mnovffek1o+Ojoaffr0gb29Pc6dO8d9Lu8C4tixY9DX10dqaiqcnJygo6ODlStXKox13rx5EAqF+Oeff6ROZElJSQDk10MNDQ1Yu3Yt+vXrB0NDQ9jb2+PIkSMK8ymvTgAa/79ffvllxMXFQSQSgc/nc2MwFO1DhHRlhoaGkEgkLaZJJBK6A6aDfPLJJxg2bBju37+P4uJiLFu2TCp969atCA8PR15eHnJzc/HZZ58BAK5du4Z169YhPT0dFRUVOH36NBwdHbnl3njjDYwfPx5lZWWYPXs2Xn/9danzy7Zt25CcnIwzZ85g48aNSE1NBdD4/37gwAGUlpZiw4YNWLFiBR4+fAgA+OCDD/DFF19w60hJSYGJiQkGDx6squLBzp07sXnzZqSkpODWrVsoLCzE/PnzAQALFixAWVkZbGxs8PXXX6OsrIx732TDhg3YsWMHTp48ia1bt+L69esAGs+5mzZtwpkzZ3D9+nWkpKQ0a6DGxcXB29sb9+/fR//+/RXGKhKJUFZWhs2bN8Pe3p6L548//gAgv2wrKysxduxYuLu7Iz8/H0VFRVixYoXCfNbX1+Oll17CyJEjUVxcjJiYGEybNg23bt2Sim3FihVYv349Ll++DC0tLQCK96GuQmWNOEUFcPfuXfz111/IyMhATEwMAgMDUV5ernSht2Wb06ZNQ3Z2Nu7cuYOamhp888037crjgAEDkJGRAQD44osvuAuRq1evwtXVVeE233nnHXh6eqK4uBjTpk2TuphT5iBqyYQJE7idWJYvv/wSX3/9NU6fPi114Kanp8PX1xcff/wx7t27h8zMTLz88ssA5FcWAHDgwAEkJiZi3bp1MDAwwKxZs/Drr78CaKyI7969i4KCAiQmJmL+/Pm4cuWKMkVMVKStxycg/8SqaL/95Zdf4OLigpKSEgwfPhzvvPMOlybrWJk4cSK0tbWRmJjIfXfTpk2YN2+eyspHUT10586dZiejzZs3c8s33VKVn58Pd3d3xMTEcGmKLiBqa2vx2WefITU1FVu3boWmpqbCeDdu3NjiiWzy5MkA5NdDn3/+Ob755hv88MMPKC8vx+nTp7lbXeTlU1GdAACnT59GVlYWMjMzERQUxPVeKLo4I6Qr09bWhqenZ7MHfPfq1Quenp7Q1tZWU2RPFyMjI5w8eRJHjhwBn8+Hs7OzVPr7778PDw8P6OnpYfr06dyPTwKBALW1tdixYwcKCwshEom4uxLOnj2Lq1evYvHixdDQ0EBgYCAKCwuRmZnJrTc6OhqWlpZwcHCAt7c3t96hQ4eiX79+AIDnnnsO9fX1uH//PoDGer2oqAjHjx8H0HhNqMpzFADs2rULISEhcHBwgEAgwPLly7F7926ZPzA8adWqVXBwcICrqys0NDRQXFwMANi8eTPmzJkDa2trmJiYYPLkyTh58qTUsm+++SYCAgLA4/G46+D2kFe2Bw8ehIaGBtauXQsdHR306tUL7u7uCteZlpaGvLw8hIWFQVNTExMnTsSIESOwZ88eqe+tXbsWHh4esLW1xeHDhwHI34e6EpU14hQVQO/evbFhwwb07t0bb7zxBhhjSE9PV7rQ27LNqVOnQkdHB3p6enB1deV22LZycnJCfn4+ampqcO3aNQwePBiZmZlSjThZ2ywqKsLvv/+O0NBQ9OrVC6+88grEYjG3bmUOorZatmwZnJ2d4eLiInXgbt++HVOmTMHUqVPB5/Ohr6+PAQMGAFBcWcyfPx9mZmbQ1NTEwoULoaenh5qaGjDGsGXLFixfvhw6OjoYMmQIXF1dm/UQks7V1uMTkH9iVbTfent7IzAwEHw+H0FBQTh58iRqa2sByD5WeDwe3n//fe5XzgsXLqCsrAxjxoxRWfm0px4CGu8QCA8PB5/Ph5ubG5cXZS4g6uvr8d1330EkEsHPzw9hYWHtzo+8um/btm1YunQp3NzcADT+Yvp4XSSLMhcQ9vb2iIuLg66uLrZu3YrRo0cDUHxxRogqWFhYQE9Pr9mfhYVFq9f16quvSjXkmhpwqr5DoCf57LPPMGbMGPj5+cHOzg67d++WSn+8EW1gYMDdTikWi/Hbb7/h6NGjsLW1xeuvv467d+8CaLwD6sGDBzAxMYFQKISVlRW0tbWlfviWtd78/Hz4+flBLBZz13iMMQCAlpYWZs+ejS+++AI5OTm4dOmSyoez5OfnS9XVYrEYtbW1KCkpUWp5PT097jWPx+Pq7qysLERERHB3X2zevBlVVVVSyxoZGXVADv6fvLLNzc2Fvb29zFuY5a3TzMxM6kcVsViM/Px8qe+1lBd5+1BXorJGnKIC0NTU5O6j5fF40NfXR2VlpdKF3pZtJiQkwN3dHUZGRvj++++5HaSttLS0YG9vj//+97/cbUrp6enIyMjAwIED5W4zJycHAKS6th+nzEHUVrq6utzrxw/c3Nxcmd3FiioLoVAIoLFx8HgFWFJSgqqqKowbN47Ly+XLl6VuuyKdr63HJyD/xKpov33y5MgY49LlHZ9vvfUWzp49i7///rtTfuFsTz0EyD85KrqA4PF43PHUUeSVrbzjXh5lLiBknegVXZwRogqyzqFtObfy+XxMmzYNkZGRABpvT582bVqHTNJAGgkEAsTExCA/Px8REREICAiQOd4wNzcXtra23HsfHx+kpqbi1q1byMvL48ZYiUQiCAQC7s6CsrIy1NTUwNPTU+F6X3vtNejq6uL8+fO4fPlys+++8847+OWXX7Bs2TLMmTNH5fuClZWV1DkpLy8PWlpaMDMz4z57srdYGSKRCJGRkVz5VFVV4eeff+6QmGWRV7ZisRhZWVlyH9/RUj6trKxQUlLC/VAMNJaRlZWVUjHJ2oe6EsX36bSDj48PfHx8kJubC19fX3z66actFkJNTQ1KSkpga2uLhw8fcoXedG9qXl4efHx8ADRe4DRdgNTX1zd7voSsbR46dAgLFixAUlISRowYgbfffrtD8jhgwADEx8djxIgRcHFxQXJyMhhj6N27t9xtGhgYAGgcIN10ofP4jFYikQjBwcEIDQ3tkDiVIRaLcePGjRbTlKksWmJiYgItLS2kpqZiyJAhHRovaZ+2HJ/A/59Yo6OjkZCQgICAAEyaNAmGhoat2m9zc3Ohr68PY2NjhcenoaEh/Pz8EBERgbS0NGzatKljCkGGxyv/luohoO0nx6YLiM6iqGybjntZj1aRlc+21gmA/H2op6qqquqwH+pI6925c6ddy5eWlnZQJE8ngUAAgUDQqmX27t2LsWPHwsTEBObm5tDR0UHv3r259F27duHll19GQ0MD4uPj8fnnnwNovFujtrYW7u7uEAqF0NXV5X4YGz58OEQiEcLCwrB8+XLo6urixo0b3IQaQOPt+uvWrUNaWhr++usvfP/99wAax/IGBwdDKBRyPzyVl5fD2toaQGOdOHnyZCQmJuLLL79sV3kpY9asWVi5ciX8/PxgZmaGqKgozJw5U6rHSiQSIT09HTNnzkRdXR14PB53TpMlMDAQn3zyCXx8fODm5obq6mpkZGSo9BpOXtm+9NJLCA0NRWhoKNasWQM9PT1cvHhRarxhS/kcPnw4rK2tER0djRUrViAlJQV//vkntm3bpjAeeftQV6KyRpyiArh37x7i4+Px5ptvYt26dXBycsKQIUPQ0NAgt9DNzc1x5swZ3L9/H8uWLZOajUjeNjMyMmBqaoqhQ4fi9u3bOH/+vFKDMRUZMGAANm7ciOTkZDg5OSE4OBijRo1SuM3+/fvD1tYW33zzDUJDQ7Fy5UqUlpZyv9yo4yAKCgrCyJEjsWvXLu4Wups3b2LgwIFKVRYt4fP58PPzw8cff4xt27bB0tISxcXFKCsr65DyJ23T1uMTkH9iVbTfnjhxAmlpaXBzc0NMTAz8/PwAKHd8zp07FwMHDsRHH30kdSJXBWUqf5FIhOLiYmRlZaFv376oqKjgfpyRt15FFxAdTVHZBgcHY+3atRgyZAg8PT1RUVGBe/fuoW/fvnLz2dY6AVB8cdYTXbx4UWpcNOlcCQkJal3+aff888/j+eefb9UyycnJWLBgAR4+fAixWIwffvhBqgHi5OQEHx8fFBUVITQ0FK+//joAoKysDKGhocjKyoK2tjZefPFFLFy4EEDjXSa//fYb5s+fD3t7ezx69Aj9+/fHrl27uDpYR0cH/fr1A5/Px4EDB7iem9jYWHz00UdYtWoVAgMDERISAm9vb1y5cgXm5uYAAHd3dxgYGMDY2LjdZaZIQEAA8vPz4eXlhZqaGkyYMAFxcXFS34mMjOQmuxIIBEhMTMSwYcPkrnfWrFmoqKjA9OnTUVhYCD09PQQFBan0+lNR2aakpGDhwoWws7MDYwzPPPOM1LAcWfk8ePAg5syZg9jYWIhEIuzfvx8ODg4K45G3D3UlKmvEKSoACwsLnDhxAgsXLoSDgwN++ukn8Hg8aGpqyi30Dz/8EK+99hqcnZ0RHh4uddKTt01/f3/8/PPPsLS0xKBBg7B06VIsWLAAK1aswJo1a9qcz4EDB6Kurg5Dhw6FlpYWdHV1uft5FW0zPj4ewcHB+PzzzzF//nxYWVlxF9LqOIg8PT1x4MABREREYO7cudDW1oa/vz9iYmKUqixkiYuLw7JlyzBixAiUlpaiT58+WLt2LTXi1Kitxycg/8SqaL8dNGgQlixZgvPnz2PixIlcz58yx6ejoyNMTEzw/vvvq7x8FNVDQOP4vmnTpmHo0KHg8XiYMGGCwtsClbmA6GiKyjY0NBQNDQ3w9/dHUVERhEIhoqOjuUacrHy2p05QdHHWE7m5uSl1cUHaLiIiQmaav79/m9d78ODBdi3fE7S2Fw4AduzYITd91KhR2L59e7PPvb298d///lfmcnZ2dlITZT1p7ty53EyXj/P392/2//z4JFEFBQXYtGkTN1O5qvF4PKxYsYKbqbElo0ePlpoFuknTkJ4m9fX1Uu/fe++9ZjMuN2maZbgtAgMDW3x+qaKyHTBgAA4dOiRzvbLy6eTkJDdeWcOqFO1DXQWPtXdgWBscO3YMgYGBzXainqawsJCbDCQ1NRWvvPIKsrOzu+QMOKTnUNXxuXLlSuTk5Eg9RqM1Vq1ahWvXrik9uQghbfHss89Sj9hT6vGxqk96cmhGa4wePRonTpxo8/Kk0ejRo3H27Fmlvts0SVZLDYL24PF4yM7Ohp2dXauWCwgIwK+//opPPvkEH3zwQYfGRIgsKh0TR+SLi4vDjh07UFdXB7FYjL1791IDjpAnXLt2DZ6ennBxccGBAwfUHQ4hpJsSCAQtjjtsSy8RUa/29AbJ09Z+jZ07d3ZwJIQoppaeOEIIIaQrop440lrUE9cxWtMTRwhR4SMGCCGEEEIIIYR0PGrEEUIIIYQQQkg3QmPiCCGEkP/h8Xioq6tTdxikm6F9hhDS2agRRwghhPyPhoZGj37oOGkb2mcIIZ2NbqckhBBCCCGEkG6EeuIIIYQQQlqhpqYG5eXl1ANHCFEbasQRQgghhCihoaEB+/btw+nTp6GhoQGJRMJ9zufz1RwdIaQnodspCSGEEEKUsG/fPvzxxx+oq6vDo0ePuAlN9u3bp+bICFGenZ2dyh6YLg9jDIsXL4aFhQWEQiH69euH6urqTo/jaaHWRlxtbS1++eUXXLx4sdXLBgYGws7OrsW0c+fOYdiwYTAwMICZmRnWr1/fzkgJIUQ58fHx8Pb2Vsu2qe4jpO1qampQVlYm86+oqAinTp1CbW1ts2VPnz6NoqIiucvX1NSoIVekJbGxsbh06ZK6w1C5rpbPI0eOYMuWLThx4gTKysqQlpYGHR2ddq+3q+Wzs6jldsq7d+9i0aJFOH78OAoKCvDvf/8bbm5urVqHpaUlHBwcWkybN28e3N3dkZaWBh6Ph9LSUoXrCwwMxJ49e9C7d29oaGjgmWeewbZt2/DMM8+0Kq6WxMbGYsyYMXB1dW33upqUlZUhNjYWoaGhMDAw6LD1XrhwASdOnMC8efM6bJ2kZ+kp+1BXzGdb6j5FumI+CVGFf/75Bzdu3JCZXlVVBcZYi2kSiQRHjx6FQCCQuXz//v3h5OTU7jhJ+8XGxsLU1LRDr8u6oq6Wz4KCAlhaWnLHgYmJSYest6vls7OopSdOU1MT8+fPR1ZWFkQiUZvWERUVhZSUlBbTCgoKMHLkSPD5fGhoaCi9k/j5+aGsrAz5+fmwtLTEwoUL2xTbk1TxC0FZWRkiIiJQUVHRoeu9cOECNm7c2KHrJD1LT9mHumI+21r3ydMV80mIKtja2mLUqFEy/8aMGQMej9fishoaGhgzZozc5W1tbTs5R90bj8fDjz/+CDc3N5iammL58uXN0pOSkjBq1Cjo6+tzd0AwxrB27VrY2dnBwsICAQEB3LVSbGwshEIhbt++jTlz5kAoFHLvu5v25jMzMxOjR4+GoaEhZs+eLbXuDRs2wMrKCmZmZnj//felnoPo7e2NqKgovPXWWzAyMpJ5TDyuoKAAQqEQ7777LrKzs7l4nnvuOQBASkoKXF1dYWRkBDMzM3z66adSy1+5cgXjxo2DiYkJjI2NMXXqVKXymZGRgRdeeAHGxsZwcXHBwYMHpdYrax8CgMjISIhEIhgYGMDe3h5nzpxRmM9Ox9TM1taWffvtt0p/39vbmxkaGjJtbW3m4+MjlfbBBx8wQ0NDxuPxmK6uLjM0NGSGhoYsMTFR4XoDAgLY22+/zb2PjY1lQ4cO5d4DYImJiWzkyJFMIBAwLy8vxhhjEomErVmzhtna2jJzc3Pm7+/PysvLGWOMbdiwocV4/vnnH8YYYw8fPmRvv/02MzIyYtbW1uyrr77itlddXc18fX2Zqakp09fXZ4MGDWIPHz5kjDE2bdo0pq+vzwAwAwMDZmhoyAYNGsQtO3PmTNanTx8mEAiYp6cny8nJ4dJsbW1ZTEwMGz16NDMwMGAhISFcmoWFBevduzfT0NDgYn333XcVlh3pfsLDw5mfnx9btGgRMzIyYs8++yy7evWqVPpLL73EYmNjmaWlJdPQ0GCpqamMMcauX7/OvL29mZGRERs4cCD7+eefueWepn2orfncsWMH8/LyYlFRUczCwoLZ2dmxs2fPcstmZ2ezMWPGMH19febq6spOnTrFpaWmpjKBQMCOHj3K+vfvz7S1tVl4eLjCWBXVffLqhPr6erZmzRrm6OjIDAwMmJ2dHfv9998V5lNe3ceY4n3oueeeY0KhkAmFQubv79/K/x3VcXd3V3cIpAvbvXs3mzt3Lps9ezb35+7uznbv3q3u0Lq9J489AOzFF19kBQUFLDMzk+np6bGjR49Kpbu4uLAzZ86wnJwcNm7cOMZYYx1sZWXFMjMzWWVlJRs3bhwLDAyUWndrrz27ovbk09bWlg0YMIBlZmayixcvMgDs2rVrjDHGfvnlF9a3b1+Wm5vL7t69y5ycnNiXX37JLevl5cUsLCxYfHw8k0gkrH///q2K2cHBodnnf/31F7tx4wZjjLFvv/2WaWpqsgcPHjDGGKuoqGB9+vRhS5YsYQ8fPmS1tbVS51RZ+ayrq2OOjo4sLCyM1dXVsV9//ZVpaWmxzMxM7juy9qGrV68yPT09lpubyxhjLD8/n929e1fpfHaWbteIaxIeHt6sEdeedTY14hoaGtjly5eZs7Mzi4iI4NJVUVl8+OGH7JVXXmEPHz5k586dY9ra2uzy5cuMMcY2b97Mhg8fzh48eMAkEgm7cuUKq6+v55bNzs5mALgd7HEHDhxgDx8+ZFVVVczNzY0tX75cKhY7Ozt27do19vfff0sduE35aekAI0+X8PBwZmxszHbs2MHq6+vZu+++y0aPHi2VbmRkxObNm8eqq6tZcHAwO378uFKV4tOwD7Unnzt27GA6Ojps5cqVrL6+nk2bNo298cYbXLqHhweLjo5mDQ0NbNOmTczS0pI7tlNTU5mWlhZ78cUXWX5+PktISGCRkZFKxy2rrpFXJ3z66afM1taWXbhwgTHWeLK6ffu2UvmUV/fJ2ocYY8zX15fNnz+fSSQSVltbK1UHqRs14og89fX1bPfu3SwoKIgFBgayoKAg5u7uzng8HgPA9PX11R1it9VSI+7SpUvc+0mTJknVXQBYUlJSs/X4+PiwlStXcu+b6tWGhgbus6ehEdeefNra2rIffviBe6+hocHVz5MmTWLr1q3j0j788EM2ffp07r2XlxcLDQ1tU8zKXB/cunWLAWB5eXmMscYfTkQikVS+WsrPk/k8efIk09HRYTU1NVKxP35OlbUP3b59m/Xq1YutWrWKFRQUKJU3dVDZ7ZRNXZpP/p09e1ZVm2y3b7/9FiYmJvD19YW/vz9WrFghlb527Vp4eHjA1tYWhw8fBgDs2rULISEhcHBwgEAgwPLly7F7925u2mFZGGPYsmULli9fDh0dHQwZMgSurq44deoUAMDIyAiZmZnYv38/Hj58iAEDBig9ffHUqVOho6MDPT09uLq6ori4WCp92bJlcHZ2houLCzQ0NJqlk57B29sbgYGB4PP5CAoKwsmTJ6UG7Nvb2yMuLg66urrYunUrRo8ejbS0NOTl5SEsLAyampqYOHEiRowYgT179qgxJx2vvfl0dHREeHg4+Hw+3NzcuGPs7NmzuHr1KhYvXgwNDQ0EBgaisLAQmZmZ3LL19fX47rvvIBKJ4Ofnh7CwsHbnR16dsG3bNixdupQblywSiSAWixWuU5m6r6V9CGis306ePIkjR46Az+fD2dm53XkkpDPw+XzMmDEDCQkJ+PHHH5GQkAAA3Fi5yspKdYb31OnVqxf32sDAoFn5GhkZNVsmPz9fqg4Ti8Wora1FSUmJ6gJVg/bmU09Pj3vN4/G4ujsrKwsRERHcdfvmzZtRVVUltWxL5d4e+fn58PPzg1gs5sa1NR1Tubm5sLe3h4ZG65os+fn5MDMzg7a2NveZWCxGfn6+1PdayotYLMZvv/2Go0ePwtbWFq+//jru3r3b2mypnMoacbJmZxo6dKiqNtlufn5+KC0txZUrV7Bs2bJmjaaOrCxKSkpQVVWFcePGcQfK5cuXufuZp0+fjlWrViE6OhoWFhZYvnw5GhoalMpHQkIC3N3dYWRkhO+//77ZQGxdXV3u9eMHLulZnjw5MsakKmpZ+7sylWJ31958yjs5PnjwACYmJhAKhbCysoK2tjbKysqkvi8UCjskH03k1Qm5ublwdHRs9TqVqftkneg/++wzjBkzBn5+frCzs8Pu3btbvX1C1Km+vh7l5eWor69Xdyg9Rm5urlLjCq2srKTq6ry8PGhpacHMzIz77PHzX3elqnyKRCJERkZy1+1VVVX4+eefOyRmWV577TXo6uri/PnzuHz5slSaWCxGVlaW3GvglvJpZWWFkpISqR+n8/LyYGVlpVRMPj4+SE1Nxa1bt5CXl9dsnF5XQD1x7dTWg8jExARaWlpITU3lDpQHDx7gww8/5L7z7rvv4urVq0hJScHXX3+NQ4cOyV0nABw6dAgLFixAXFwc7t69i5kzZ7YqP09DxUZaLzc3F/r6+jA2Npb7PWUqxadhH1JVPkUiEQQCQbNpxz09PTsk7pYoqhPEYrHcGflk5VOZuk8WgUCAmJgY5OfnIyIiAgEBASgvL1cyR4SQnmLTpk2orq5GSkoK/vrrL0yfPl3hMrNmzcL27duRk5OD6upqREVFYebMmVI9OSKRCOnp6ZBIJHj06FGLj43o6lSVz8DAQGzatIl7/Fd1dTX++9//qiwfQOMEJB4eHhAKhUhKSgIA7pzw0ksvgTGG0NBQbobYCxcuSC3fUj6HDx8Oa2trREdHo6GhAYcPH8aff/6JGTNmKIznwoULSE9PR0NDA4RCIXR1dTv8x9WOQD1x7dTWg4jP58PPzw8ff/wxCgsLAQDFxcXcxdShQ4dw69YtAICpqSk0NTWldqCmRuCff/4JAFwPXkZGBkxNTTF06FDcvn0b58+fb9XFkUgkQnFxMbKysqTWS54+J06cQFpaGh4+fIiYmBj4+fkpXEaZSvFp2IdUlc/hw4dDJBIhLCwMDx48AADcuHFDpbf5KKoTgoODsXbtWqSlpYExhvLyci5PgOx8KlP3ybJ3717cu3cPfD4f5ubm0NHRQe/evTs454SQ7k5HRwf9+vVDYGAgDhw4oFQvSkBAAEJCQuDl5YW+ffvC3NwccXFxUt+JjIzE77//DqFQCHt7+zY9r1jdVJXPWbNmYfHixZg+fTqEQiH69++PH3/8UVXZANA4y+SKFSvg4OCAe/fuISQkBN7e3iguLoa+vj5SUlJw/fp12NnZwdTUFHPnzpVavqV8ampq4uDBgzh69CjMzMwQGhqK/fv3y3w82ePKysrwzjvvwMTEBI6OjrCxsemwGes7lDoG4l26dImb6ezx2dRaM0OZqiY2kQUAO3nyZLPPJRIJW716NbOxsWHm5ubMz89PaoY2xhg7fvw4c3Z2Zvr6+szS0pKlp6czxhirqqpiH3zwAbO1tWUGBgasf//+3EDTjRs3MgcHB2ZgYMDEYjGLiYlptu0vvviCWVpaMkNDQ2ZjY8MYY6y0tJSNHTuWCYVCNmrUKLZ7925mbm7ODQZ+smz4fD43Y1xTfgIDA5mRkREzNjZmM2bMULIESXcSHh7Oxo8fz0aPHs309fWZr68vq6qqkkqXdXxdv36deXl5cbM2Pjko+GnZh9qazx07djBPT0/ue5GRkdxstow1Tko0efJkZm5uzgwNDdmwYcNYRkYGY6xxYDqfz29zzC3VfYrqhPr6ehYVFcX69evHDAwMmI2NjdRMe7Lyqajuk7cPBQYGsj59+jBDQ0Pm4uLCkpOT25znjkYTmxBlAOD+3N3dpd6TtmlpYpPs7Gz1BENIN8BjTMaTKwkhT62VK1ciJycH8fHx6g6FkC5l6NChT91t/6TjPT7Jhru7O86dOwcA0NfX75Z3H3QFTx57PB4P2dnZsLOzU19QhHRhannYNyGEEEJId1VRUQHW+JgmAOBeUwOu4zDGqAFHiBya6g6AENL5Vq5cqe4QCCGEEEJIG1FPHCGEEEIIIYR0I9SII4QQQgghhJBuhCY2IYQQQv5HIBDA2dlZ3WG0SUlJiVLP6euKKPbO19XizsnJwd27d9UdBiHdBo2JI4QQQv7H2dm5285O2Z1n1qTYO193jZsQ0ohupySEEEIIIYSQboQacYQQQgghhBDSjVAjjhBCCPmf2bNnqzuENqPY1aO7xt5d4yaENKKJTQghhBBCCCGkG6GeOEIIIYQQQgjpRqgRRwghpEe6ePEiRowYgUGDBuHll19GRUUFlxYVFQVHR0c4OTnh0KFD3Ofnzp3DoEGD4OjoiHnz5kFdN7N88cUXcHJywsCBA/HRRx9xn3f1uD/++GO4urpi8ODBGD9+PAoKCri0rh77k5KTk+Hk5ARHR0dER0erOxwpNTU18PDwgJubGwYOHIjw8HAAwP379zFu3Dj069cP48aNQ2lpKbeMrPInhHRRjBBCCOmBhg4dyo4dO8YYY2z79u0sLCyMMcbYlStXmKurK6upqWFZWVmsb9++rL6+njHG2LBhw9gff/zBJBIJ+9e//sV+/fXXTo/76NGjzMfHh9XU1DDGGCsqKuoWcTPGWHl5Ofc6Li6OzZkzp9vE/rj6+nrWt29fduvWLfbo0SPm6urKrly5ou6wOBKJhFVWVjLGGKutrWUeHh7szz//ZB9++CGLiopijDEWFRXFPvroI8aY/PInhHRN1BNHCCGkR8rIyMDo0aMBAOPGjcOBAwcAAImJiZg+fTq0tbVhb28PR0dHpKeno7CwEBUVFRgxYgR4PB78/f3x008/dXrcW7ZswdKlS6GtrQ0AMDc37xZxA4CBgQH3urq6Gjwer9vE/rj09HQ4Ojqib9++0NLSwvTp05GYmKjusDg8Hg8CgQAAUFdXh7q6OvB4PCQmJiIgIAAAEBAQwJWlrPInhHRd1IgjhBDSI7m4uCApKQkAsH//fuTm5gIA8vPzIRaLue9ZW1sjPz8f+fn5sLa2bvZ5Z7tx4wZOnjwJT09PeHl54a+//uoWcTdZsWIFxGIxvvvuO6xatQpA94m9iax4u5KGhgYMHjwY5ubmGDduHDw9PVFUVARLS0sAgKWlJYqLiwF0j/wQQqRRI44QQshTa+zYsXBxcWn2l5iYiH//+9/48ssv4e7ujsrKSmhpaQFAi2OueDyezM87O+76+nqUlpYiLS0NMTEx8PX1BWOsS8StKHYAWLNmDXJzc/Hmm29i06ZNALpGmbdGV43rcXw+HxcuXEBeXh7S09Nx+fJlmd/tDvkhhEjTVHcAhBBCiKocOXJEbvrhw4cBNPZu/fLLLwAaeyGaeuUAIC8vDyKRCNbW1sjLy2v2uSrIi3vLli2YOnUqeDwePDw8oKGhgbt373aJuBXF/riZM2di0qRJiIiI6DKxK0tWvF2RUCiEt7c3kpOTYWFhgcLCQlhaWqKwsJC7Fbc75YcQ0oh64gghhPRITbeSSSQSrF69Gu+88w4AYPLkyfj+++/x6NEjZGdn4+bNm/Dw8IClpSX09fWRlpYGxhgSEhLwyiuvdHrcr776Ko4ePQqgsfFZW1sLU1PTLh83ANy8eZN7nZSUBGdnZwBdv8yfNGzYMNy8eRPZ2dmora3F999/j8mTJ6s7LE5JSQnKysoAAA8fPsSRI0fg7OyMyZMnY+fOnQCAnTt3cmUpq/wJIV0X9cQRQgjpkfbs2YMvv/wSADB16lS89dZbAICBAwfC19cXAwYMgKamJr788kvw+XwAjb1ggYGBePjwISZOnIiJEyd2etxBQUEICgqCi4sLtLS0sHPnTvB4vC4fNwAsXboUGRkZ0NDQgK2tLb766isAXb/Mn6SpqYlNmzZhwoQJaGhoQFBQEAYOHKjusDiFhYUICAhAQ0MDJBIJfH198dJLL2HEiBHw9fXF9u3bYWNjg/379wOQX/6EkK6Jx1q6EZoQQgghhBBCSJdEt1MSQgghhBBCSDdCjThCCCGEEEII6UaoEUcIIYQQQggh3Qg14gghhBBCCCGkG6FGHCGEEEIIIYR0I9SII4QQQgghhJBuhBpxhBBCCCGEENKN0MO+CSGEkHaQSCTIy8tDdXW1ukMhRO309PRgbW0NDQ3qJyBElehh34QQQkg7FBcX49GjR7CysqILV9KjSSQS5OfnQ1tbG+bm5uoOh5CnGp1tCCGEkHYoKyuDhYUFNeBIj6ehoQELCwuUl5erOxRCnnp0xiGEEELaoaGhAb169VJ3GIR0Cb169UJ9fb26wyDkqUeNOEIIIaSdeDyeukMgpEugY4GQzkGNOEIIIYQQQgjpRqgRRwghhHQRffr0AY/Hk/nXp08fdYeoFt7e3ti2bVuLaRMnTsTOnTtbTMvJyQGPx+u2t/fV1NQgKSkJixYtwpw5c7Bo0SIkJSWhpqam02OJj4/HyJEjufc8Hg+ZmZmdHgchpBE9YoAQQgjpIoqKitqV3hP99ttv6g5BJWpqarBu3TqUlJSgrq4OAFBVVYXDhw/j/PnzWLJkCXR0dNQcJSFEXagnjhBCCCGkizl8+LBUA65JXV0dSkpKcPjwYTVFRgjpCqgnjhBCCOlACxYswIULF1S2fm9v71YvM3jwYMTGxjb7PCYmBmlpaThw4AD32QcffAA+n4/Y2FgUFBTgnXfewalTp2BsbIwlS5YgJCQEABAYGAhra2usXr0aAHDs2DHMmjULeXl5AAA7OzvMnTsXCQkJ+Oeff/Cvf/0LO3fu5HqPPv30U2zYsAE8Hg+rVq1CSEgIbt68CUdHR7l5KSwsxIQJE+Dv74/FixfD29sbs2bNQnBwMBoaGrBkyRLEx8fDwMAAixYtklo2Pj4eq1atQklJCUxNTbF69Wq8+eabrS5PZe3du5crj9bKzMyERCJpMa2urg7Jycm4efNmq9drbW2NN954Q2Z6dHQ0tm7diuLiYojFYqxZswZTpkxp9XYIIapFPXGEEEJIDzVr1iwkJyejrKwMAFBfX4+9e/fCz88PADBjxgxYW1ujoKAAP/zwA5YvX46UlBSl179v3z4kJycjOzsbly5dQnx8PAAgOTkZn3/+OY4cOYLMzEwcP35cqfXl5OTAy8sLc+fOxeLFi5ulb926FQcPHsT58+dx9uxZ/PDDD1xadXU15s2bh99++w2VlZX4448/MHjwYKXz0tlkNeCaNDQ0qGS7Dg4OOHnyJMrLyxEeHo5Zs2ahsLBQJdsihLQd9cQRQgghHailHi9lKTM9+7Fjx9q8/idZWlpi9OjR2L9/P0JCQpCcnAxTU1O4u7sjNzcXp06dwsGDB6Gjo4PBgwcjODgY3377LXx8fJRa/7x58yASiQAAL7/8MtdDuW/fPrz11lsYOHAgACA8PBy7du2Su66rV69i9erViIqKwowZM1r8zr59+7BgwQKIxWIAwLJly6TKS0NDA5cvX4aNjQ0sLS1haWmpVD7aSl6PlyKLFi1CVVWVzHSBQNCsp7EjvP7669zrN954A1FRUUhPT+/w7RBC2od64gghhJAeLCAggGtA7dq1i+uFKygogLGxMfT19bnv2traIj8/X+l1Pz6bpq6uLtcoKSgo4BpaAKRey/Ldd9/BysoKr732mszvPLleW1tb7rWenh727t2Lr776CpaWlpg0aRKuX7+udF46m5eXl8yHyPfq1QteXl4q2W5CQgIGDx4MoVAIoVCIy5cv4+7duyrZFiGk7agRRwghhPRgr776Ki5duoTLly/j4MGD3BgxkUiE+/fvo7Kykvvu7du3YWVlBaCxUfTgwQMu7c6dO0pv09LSUmqsWG5ursJlVq5cCVNTU8ycOVPmrYSWlpZS67p9+7ZU+oQJE/D777+jsLAQzs7O3Pi+rmj8+PEwMzNr1pDr1asXzMzMMH78+A7f5j///IOQkBBs2rQJ9+7dQ1lZGVxcXMAY6/BtEULahxpxhBBCSBdhYWHRrvS20NHRwWuvvYaZM2fCw8MDNjY2ABp7x5577jksW7YMNTU1uHTpErZv38418gYPHoxff/0V9+/fx507d1p1G6mvry927NiBa9eu4cGDB1i1apXCZXr16oX9+/ejuroafn5+LY4Z8/X1xcaNG5GXl4fS0lJER0dzaUVFRUhKSkJ1dTW0tbUhEAjA5/OVjrmz6ejoYMmSJRg/fjwEAgF4PB4EAgHGjx+vsscLVFdXg8fjwczMDACwY8cOXL58ucO3QwhpP2rEEUIIIV3EnTt3wBiT+dea3q7WCAgIwN9//83dStlkz549yMnJgUgkwpQpUxAREYFx48YBAPz8/ODm5gY7OzuMHz++VeO/Jk6ciHnz5uGFF16Ao6MjRowYAQDQ1taWu5yWlhb+85//oLi4GEFBQc0aciEhIZgwYQLc3NwwZMgQTJ06lUuTSCRYv349RCIRjI2Ncfz4cWzevFnpmNVBR0cHkydPxvr16/HVV19h/fr1mDx5ssqeDzdgwAAsWrQII0aMgIWFBf7++288//zzKtkWIaR9eIz6yAkhhJA2u3btGp555hl1h9Eut2/fhrOzM+7cuQMDA4NO3/61a9fg4uKCR48eQVOT5lzr7p6GY4KQro564gghhJAeTCKR4PPPP8f06dM7tQH3448/ora2FqWlpViyZAlefvllasARQoiSqBFHCCGE9FDV1dUwMDDA77//joiIiE7d9tdffw0zMzM4ODiAz+djy5Ytnbp9QgjpzugnL0IIIaSH0tPTk/ssMlVKTk5Wy3YJIeRpQD1xhBBCSDvR8HJCGtGxQEjnoEYcIYQQ0g58Ph91dXXqDoOQLqGuro7GNhLSCagRRwghhLSDUChEUVFRi88tI6QnkUgkKCoqgqGhobpDIeSpR48YIIQQQtpBIpEgLy8P1dXV6g6FELXT09ODtbU1NDSon4AQVaJGHCGEEEIIIYR0I/QzCSGEEEIIIYR0I9SII4QQQgghhJBuhBpxhBBCCCGEENKNUCOOEEIIIYQQQroRasQRQgghhBBCSDfyfwJj586h3bbSAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Keep borders\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " color_alt_rows=True,\n", " **{'despine':False, \"figsize\":(4,8)}\n", " )" ] }, { "cell_type": "code", "execution_count": 23, "id": "d76ca4f3", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:57.490275Z", "start_time": "2024-01-14T06:29:57.191275Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Keep borders\n", "# Add X-label\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " color_alt_rows=True,\n", " **{'despine':False, \"figsize\":(4,8)}\n", " )" ] }, { "cell_type": "markdown", "id": "87064f6e", "metadata": {}, "source": [ "## Legends" ] }, { "cell_type": "code", "execution_count": 24, "id": "ed624191", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:57.792274Z", "start_time": "2024-01-14T06:29:57.491277Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "# Add x-label\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " modellabels=[\"Model 1\", \"Model 2\"],\n", " xlabel=\"X-label\",\n", " color_alt_rows=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 25, "id": "db778836", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:58.094273Z", "start_time": "2024-01-14T06:29:57.793275Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "# Add x-label\n", "# Legend at top\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " modellabels=[\"Model 1\", \"Model 2\"],\n", " xlabel=\"X-label\",\n", " color_alt_rows=True,\n", " bbox_to_anchor=(.5,.95)\n", " )" ] }, { "cell_type": "code", "execution_count": 26, "id": "829652cb", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:58.394273Z", "start_time": "2024-01-14T06:29:58.095276Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "# Add x-label\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " modellabels=[\"Model 1\", \"Model 2\"],\n", " xlabel=\"X-label\",\n", " color_alt_rows=True,\n", "# bbox_to_anchor=None,\n", " )" ] }, { "cell_type": "markdown", "id": "2d9b3712", "metadata": {}, "source": [ "## More models (cluttered)" ] }, { "cell_type": "code", "execution_count": 27, "id": "dd76ff36", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:58.426274Z", "start_time": "2024-01-14T06:29:58.395275Z" } }, "outputs": [ { "data": { "text/html": [ "
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varcoefseTpvalr2adj_r2llhlmodelgrouplabel
0age0.9948891.9692490.5052136.136249e-010.1272890.103656-2.8738254.863603allagein years
1age1.4828932.8854620.5139196.077171e-010.1803820.139106-4.1972377.163023menagein years
2age0.9532002.9432090.3238647.463431e-010.1091050.053425-4.8467216.753121womenagein years
3age22.63401715.4953201.4607001.493148e-010.178147-0.013619-8.36123853.629272young kidsagein years
4black-84.79661282.150125-1.0322153.024539e-010.1272890.103656-246.18571576.592491allother factors=1 if black
5black-132.967109132.581166-1.0029113.167759e-010.1803820.139106-393.957639128.023420menother factors=1 if black
6black-68.350631108.901754-0.6276365.308819e-010.1091050.053425-282.953621146.252360womenother factors=1 if black
7black-119.741039296.432953-0.4039406.876932e-010.178147-0.013619-712.695230473.213151young kidsother factors=1 if black
8clerical22.50582748.9632630.4596476.459627e-010.1272890.103656-73.685593118.697248alloccupation=1 if clerical worker
9clerical-229.275962102.888221-2.2283992.665377e-020.1803820.139106-431.814921-26.737003menoccupation=1 if clerical worker
10clerical106.50725861.1273211.7423848.281375e-020.1091050.053425-13.950911226.965427womenoccupation=1 if clerical worker
11clerical-239.902574211.760200-1.1328972.617642e-010.178147-0.013619-663.486040183.680893young kidsoccupation=1 if clerical worker
12construc113.929558105.0451371.0845772.786145e-010.1272890.103656-92.438240320.297357alloccupation=1 if construction worker
13construc65.696059107.8892080.6089225.430737e-010.1803820.139106-146.687512278.079631menoccupation=1 if construction worker
14construc361.756430428.2648340.8447033.991782e-010.1091050.053425-482.1869461205.699805womenoccupation=1 if construction worker
15construc-186.415201358.223501-0.5203886.047082e-010.178147-0.013619-902.968890530.138488young kidsoccupation=1 if construction worker
16educ-7.2105587.516736-0.9592673.378725e-010.1272890.103656-21.9776607.556543alllabor factorsyears of schooling
17educ-7.5454209.720341-0.7762504.382610e-010.1803820.139106-26.68024111.589402menlabor factorsyears of schooling
18educ-6.27839711.869883-0.5289355.973743e-010.1091050.053425-29.66931817.112525womenlabor factorsyears of schooling
19educ-20.97211626.974032-0.7774934.399230e-010.178147-0.013619-74.92821232.983981young kidslabor factorsyears of schooling
20gdhlth-82.58043458.204717-1.4187931.565620e-010.1272890.103656-196.92727231.766405allhealth factors=1 if in good or excel. health
21gdhlth-188.28450880.476539-2.3396202.001135e-020.1803820.139106-346.705309-29.863707menhealth factors=1 if in good or excel. health
22gdhlth-24.49158387.716867-0.2792127.803399e-010.1091050.053425-197.347402148.364236womenhealth factors=1 if in good or excel. health
23gdhlth-141.814976203.213022-0.6978644.879582e-010.178147-0.013619-548.301540264.671589young kidshealth factors=1 if in good or excel. health
24lhrwage21.60569731.9893010.6754044.997212e-010.1272890.103656-41.23930384.450696alllabor factorslog hourly wage
25lhrwage3.54475247.0459230.0753479.399931e-010.1803820.139106-89.06674596.156249menlabor factorslog hourly wage
26lhrwage-22.58048253.782320-0.4198506.749978e-010.1091050.053425-128.56451283.403547womenlabor factorslog hourly wage
27lhrwage35.609317122.3237380.2911077.719733e-010.178147-0.013619-209.074589280.293223young kidslabor factorslog hourly wage
28prot-9.24943039.771462-0.2325648.161916e-010.1272890.103656-87.38297668.884117allother factors=1 if Protestant
29prot-20.96732852.201060-0.4016656.882393e-010.1803820.139106-123.72688881.792233menother factors=1 if Protestant
30prot1.06664361.8980470.0172329.862667e-010.1091050.053425-120.910327123.043614womenother factors=1 if Protestant
31prot-24.173124127.566497-0.1894948.503450e-010.178147-0.013619-279.344111230.997863young kidsother factors=1 if Protestant
32selfe-21.27417963.303918-0.3360647.369588e-010.1272890.103656-145.638720103.090363alllabor factors=1 if self employed
33selfe3.48409477.5857070.0449069.642142e-010.1803820.139106-149.246005156.214193menlabor factors=1 if self employed
34selfe-90.685936112.556497-0.8056934.212746e-010.1091050.053425-312.491002131.119130womenlabor factors=1 if self employed
35selfe-370.956512241.153473-1.5382591.292427e-010.178147-0.013619-853.335278111.422255young kidslabor factors=1 if self employed
36smsa-40.65355739.507723-1.0290033.039595e-010.1272890.103656-118.26897136.961857allarea of residence=1 if live in smsa
37smsa-27.63142752.418593-0.5271305.985235e-010.1803820.139106-130.81920875.556354menarea of residence=1 if live in smsa
38smsa-57.14640061.521030-0.9288923.539449e-010.1091050.053425-178.38041764.087616womenarea of residence=1 if live in smsa
39smsa43.429572138.6830890.3131577.552474e-010.178147-0.013619-233.977910320.837053young kidsarea of residence=1 if live in smsa
40south82.48698046.3775711.7785967.589350e-020.1272890.103656-8.624685173.598644allarea of residence=1 if live in south
41south79.40169464.4398321.2321832.189217e-010.1803820.139106-47.450305206.253693menarea of residence=1 if live in south
42south114.62293469.3004941.6539999.952837e-020.1091050.053425-21.941379251.187246womenarea of residence=1 if live in south
43south71.851381136.0101120.5282805.992538e-010.178147-0.013619-200.209350343.912111young kidsarea of residence=1 if live in south
44spsepay-0.0010050.002648-0.3797397.042954e-010.1272890.103656-0.0062070.004196allother factorsspousal wage income
45spsepay0.0030690.0049240.6233445.335697e-010.1803820.139106-0.0066240.012762menother factorsspousal wage income
46spsepay-0.0005080.003621-0.1403248.885302e-010.1091050.053425-0.0076440.006628womenother factorsspousal wage income
47spsepay-0.0047010.011443-0.4108496.826471e-010.178147-0.013619-0.0275910.018188young kidsother factorsspousal wage income
48totwrk-0.1519220.020366-7.4594303.698705e-130.1272890.103656-0.191934-0.111911alllabor factorsmins worked per week
49totwrk-0.1910080.029765-6.4171525.964764e-100.1803820.139106-0.249602-0.132414menlabor factorsmins worked per week
50totwrk-0.1255120.032713-3.8367831.621349e-040.1091050.053425-0.189977-0.061048womenlabor factorsmins worked per week
51totwrk-0.1129950.076363-1.4797121.441818e-010.178147-0.013619-0.2657430.039753young kidslabor factorsmins worked per week
52yrsmarr-0.0759582.009356-0.0378029.698602e-010.1272890.103656-4.0234643.871548allfamily factorsyears married
53yrsmarr0.2241162.9347910.0763659.391834e-010.1803820.139106-5.5531206.001352menfamily factorsyears married
54yrsmarr-1.4141372.931985-0.4823146.300539e-010.1091050.053425-7.1919394.363665womenfamily factorsyears married
55yrsmarr-31.21114416.914011-1.8452836.993267e-020.178147-0.013619-65.0442042.621915young kidsfamily factorsyears married
\n", "
" ], "text/plain": [ " var coef se T pval r2 \\\n", "0 age 0.994889 1.969249 0.505213 6.136249e-01 0.127289 \n", "1 age 1.482893 2.885462 0.513919 6.077171e-01 0.180382 \n", "2 age 0.953200 2.943209 0.323864 7.463431e-01 0.109105 \n", "3 age 22.634017 15.495320 1.460700 1.493148e-01 0.178147 \n", "4 black -84.796612 82.150125 -1.032215 3.024539e-01 0.127289 \n", "5 black -132.967109 132.581166 -1.002911 3.167759e-01 0.180382 \n", "6 black -68.350631 108.901754 -0.627636 5.308819e-01 0.109105 \n", "7 black -119.741039 296.432953 -0.403940 6.876932e-01 0.178147 \n", "8 clerical 22.505827 48.963263 0.459647 6.459627e-01 0.127289 \n", "9 clerical -229.275962 102.888221 -2.228399 2.665377e-02 0.180382 \n", "10 clerical 106.507258 61.127321 1.742384 8.281375e-02 0.109105 \n", "11 clerical -239.902574 211.760200 -1.132897 2.617642e-01 0.178147 \n", "12 construc 113.929558 105.045137 1.084577 2.786145e-01 0.127289 \n", "13 construc 65.696059 107.889208 0.608922 5.430737e-01 0.180382 \n", "14 construc 361.756430 428.264834 0.844703 3.991782e-01 0.109105 \n", "15 construc -186.415201 358.223501 -0.520388 6.047082e-01 0.178147 \n", "16 educ -7.210558 7.516736 -0.959267 3.378725e-01 0.127289 \n", "17 educ -7.545420 9.720341 -0.776250 4.382610e-01 0.180382 \n", "18 educ -6.278397 11.869883 -0.528935 5.973743e-01 0.109105 \n", "19 educ -20.972116 26.974032 -0.777493 4.399230e-01 0.178147 \n", "20 gdhlth -82.580434 58.204717 -1.418793 1.565620e-01 0.127289 \n", "21 gdhlth -188.284508 80.476539 -2.339620 2.001135e-02 0.180382 \n", "22 gdhlth -24.491583 87.716867 -0.279212 7.803399e-01 0.109105 \n", "23 gdhlth -141.814976 203.213022 -0.697864 4.879582e-01 0.178147 \n", "24 lhrwage 21.605697 31.989301 0.675404 4.997212e-01 0.127289 \n", "25 lhrwage 3.544752 47.045923 0.075347 9.399931e-01 0.180382 \n", "26 lhrwage -22.580482 53.782320 -0.419850 6.749978e-01 0.109105 \n", "27 lhrwage 35.609317 122.323738 0.291107 7.719733e-01 0.178147 \n", "28 prot -9.249430 39.771462 -0.232564 8.161916e-01 0.127289 \n", "29 prot -20.967328 52.201060 -0.401665 6.882393e-01 0.180382 \n", "30 prot 1.066643 61.898047 0.017232 9.862667e-01 0.109105 \n", "31 prot -24.173124 127.566497 -0.189494 8.503450e-01 0.178147 \n", "32 selfe -21.274179 63.303918 -0.336064 7.369588e-01 0.127289 \n", "33 selfe 3.484094 77.585707 0.044906 9.642142e-01 0.180382 \n", "34 selfe -90.685936 112.556497 -0.805693 4.212746e-01 0.109105 \n", "35 selfe -370.956512 241.153473 -1.538259 1.292427e-01 0.178147 \n", "36 smsa -40.653557 39.507723 -1.029003 3.039595e-01 0.127289 \n", "37 smsa -27.631427 52.418593 -0.527130 5.985235e-01 0.180382 \n", "38 smsa -57.146400 61.521030 -0.928892 3.539449e-01 0.109105 \n", "39 smsa 43.429572 138.683089 0.313157 7.552474e-01 0.178147 \n", "40 south 82.486980 46.377571 1.778596 7.589350e-02 0.127289 \n", "41 south 79.401694 64.439832 1.232183 2.189217e-01 0.180382 \n", "42 south 114.622934 69.300494 1.653999 9.952837e-02 0.109105 \n", "43 south 71.851381 136.010112 0.528280 5.992538e-01 0.178147 \n", "44 spsepay -0.001005 0.002648 -0.379739 7.042954e-01 0.127289 \n", "45 spsepay 0.003069 0.004924 0.623344 5.335697e-01 0.180382 \n", "46 spsepay -0.000508 0.003621 -0.140324 8.885302e-01 0.109105 \n", "47 spsepay -0.004701 0.011443 -0.410849 6.826471e-01 0.178147 \n", "48 totwrk -0.151922 0.020366 -7.459430 3.698705e-13 0.127289 \n", "49 totwrk -0.191008 0.029765 -6.417152 5.964764e-10 0.180382 \n", "50 totwrk -0.125512 0.032713 -3.836783 1.621349e-04 0.109105 \n", "51 totwrk -0.112995 0.076363 -1.479712 1.441818e-01 0.178147 \n", "52 yrsmarr -0.075958 2.009356 -0.037802 9.698602e-01 0.127289 \n", "53 yrsmarr 0.224116 2.934791 0.076365 9.391834e-01 0.180382 \n", "54 yrsmarr -1.414137 2.931985 -0.482314 6.300539e-01 0.109105 \n", "55 yrsmarr -31.211144 16.914011 -1.845283 6.993267e-02 0.178147 \n", "\n", " adj_r2 ll hl model group \\\n", "0 0.103656 -2.873825 4.863603 all age \n", "1 0.139106 -4.197237 7.163023 men age \n", "2 0.053425 -4.846721 6.753121 women age \n", "3 -0.013619 -8.361238 53.629272 young kids age \n", "4 0.103656 -246.185715 76.592491 all other factors \n", "5 0.139106 -393.957639 128.023420 men other factors \n", "6 0.053425 -282.953621 146.252360 women other factors \n", "7 -0.013619 -712.695230 473.213151 young kids other factors \n", "8 0.103656 -73.685593 118.697248 all occupation \n", "9 0.139106 -431.814921 -26.737003 men occupation \n", "10 0.053425 -13.950911 226.965427 women occupation \n", "11 -0.013619 -663.486040 183.680893 young kids occupation \n", "12 0.103656 -92.438240 320.297357 all occupation \n", "13 0.139106 -146.687512 278.079631 men occupation \n", "14 0.053425 -482.186946 1205.699805 women occupation \n", "15 -0.013619 -902.968890 530.138488 young kids occupation \n", "16 0.103656 -21.977660 7.556543 all labor factors \n", "17 0.139106 -26.680241 11.589402 men labor factors \n", "18 0.053425 -29.669318 17.112525 women labor factors \n", "19 -0.013619 -74.928212 32.983981 young kids labor factors \n", "20 0.103656 -196.927272 31.766405 all health factors \n", "21 0.139106 -346.705309 -29.863707 men health factors \n", "22 0.053425 -197.347402 148.364236 women health factors \n", "23 -0.013619 -548.301540 264.671589 young kids health factors \n", "24 0.103656 -41.239303 84.450696 all labor factors \n", "25 0.139106 -89.066745 96.156249 men labor factors \n", "26 0.053425 -128.564512 83.403547 women labor factors \n", "27 -0.013619 -209.074589 280.293223 young kids labor factors \n", "28 0.103656 -87.382976 68.884117 all other factors \n", "29 0.139106 -123.726888 81.792233 men other factors \n", "30 0.053425 -120.910327 123.043614 women other factors \n", "31 -0.013619 -279.344111 230.997863 young kids other factors \n", "32 0.103656 -145.638720 103.090363 all labor factors \n", "33 0.139106 -149.246005 156.214193 men labor factors \n", "34 0.053425 -312.491002 131.119130 women labor factors \n", "35 -0.013619 -853.335278 111.422255 young kids labor factors \n", "36 0.103656 -118.268971 36.961857 all area of residence \n", "37 0.139106 -130.819208 75.556354 men area of residence \n", "38 0.053425 -178.380417 64.087616 women area of residence \n", "39 -0.013619 -233.977910 320.837053 young kids area of residence \n", "40 0.103656 -8.624685 173.598644 all area of residence \n", "41 0.139106 -47.450305 206.253693 men area of residence \n", "42 0.053425 -21.941379 251.187246 women area of residence \n", "43 -0.013619 -200.209350 343.912111 young kids area of residence \n", "44 0.103656 -0.006207 0.004196 all other factors \n", "45 0.139106 -0.006624 0.012762 men other factors \n", "46 0.053425 -0.007644 0.006628 women other factors \n", "47 -0.013619 -0.027591 0.018188 young kids other factors \n", "48 0.103656 -0.191934 -0.111911 all labor factors \n", "49 0.139106 -0.249602 -0.132414 men labor factors \n", "50 0.053425 -0.189977 -0.061048 women labor factors \n", "51 -0.013619 -0.265743 0.039753 young kids labor factors \n", "52 0.103656 -4.023464 3.871548 all family factors \n", "53 0.139106 -5.553120 6.001352 men family factors \n", "54 0.053425 -7.191939 4.363665 women family factors \n", "55 -0.013619 -65.044204 2.621915 young kids family factors \n", "\n", " label \n", "0 in years \n", "1 in years \n", "2 in years \n", "3 in years \n", "4 =1 if black \n", "5 =1 if black \n", "6 =1 if black \n", "7 =1 if black \n", "8 =1 if clerical worker \n", "9 =1 if clerical worker \n", "10 =1 if clerical worker \n", "11 =1 if clerical worker \n", "12 =1 if construction worker \n", "13 =1 if construction worker \n", "14 =1 if construction worker \n", "15 =1 if construction worker \n", "16 years of schooling \n", "17 years of schooling \n", "18 years of schooling \n", "19 years of schooling \n", "20 =1 if in good or excel. health \n", "21 =1 if in good or excel. health \n", "22 =1 if in good or excel. health \n", "23 =1 if in good or excel. health \n", "24 log hourly wage \n", "25 log hourly wage \n", "26 log hourly wage \n", "27 log hourly wage \n", "28 =1 if Protestant \n", "29 =1 if Protestant \n", "30 =1 if Protestant \n", "31 =1 if Protestant \n", "32 =1 if self employed \n", "33 =1 if self employed \n", "34 =1 if self employed \n", "35 =1 if self employed \n", "36 =1 if live in smsa \n", "37 =1 if live in smsa \n", "38 =1 if live in smsa \n", "39 =1 if live in smsa \n", "40 =1 if live in south \n", "41 =1 if live in south \n", "42 =1 if live in south \n", "43 =1 if live in south \n", "44 spousal wage income \n", "45 spousal wage income \n", "46 spousal wage income \n", "47 spousal wage income \n", "48 mins worked per week \n", "49 mins worked per week \n", "50 mins worked per week \n", "51 mins worked per week \n", "52 years married \n", "53 years married \n", "54 years married \n", "55 years married " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = (pd.read_csv('../examples/data/sleep-mmodel.csv')\n", "# .query(\"model=='all' | model=='young kids'\")\n", " )\n", "\n", "df" ] }, { "cell_type": "code", "execution_count": 28, "id": "2598332a", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:58.502274Z", "start_time": "2024-01-14T06:29:58.498276Z" } }, "outputs": [], "source": [ "std_opts = dict(\n", " dataframe = df,\n", " estimate = \"coef\",\n", " ll =\"ll\", \n", " hl = \"hl\",\n", " varlabel = \"label\",\n", " model_col = \"model\",\n", " rightannote=['var','group'],\n", " right_annoteheaders=['Field', 'Group'],\n", " annote=['var','group'],\n", " annoteheaders=['Field', 'Group'], \n", " return_df=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "id": "fa720385", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:58.886274Z", "start_time": "2024-01-14T06:29:58.503274Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "# Add x-label\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " xlabel=\"X-label\",\n", " color_alt_rows=True,\n", "# bbox_to_anchor=None,\n", " )" ] }, { "cell_type": "code", "execution_count": 30, "id": "c49b0695", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:59.280276Z", "start_time": "2024-01-14T06:29:58.887276Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "# Add x-label\n", "modellabels=[\"Have young kids\", \"Men\", \"Women\", \"Full sample\"]\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " modellabels=modellabels,\n", " xlabel=\"X-label\",\n", " color_alt_rows=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 31, "id": "d18b526f", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:59.659276Z", "start_time": "2024-01-14T06:29:59.281274Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "# Add x-label\n", "# Legend at top\n", "modellabels=[\"Have young kids\", \"Women\", \"Men\", \"Full sample\"]\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " modellabels=modellabels,\n", " xlabel=\"X-label\",\n", " color_alt_rows=True,\n", " bbox_to_anchor=(.5,.95)\n", " )" ] }, { "cell_type": "code", "execution_count": 32, "id": "3e5a3acf", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:59.914274Z", "start_time": "2024-01-14T06:29:59.660277Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "# Add x-label\n", "# Legend at top\n", "modellabels=[\"Have young kids\", \"Women\", \"Men\", \"Full sample\"]\n", "_df, ax = fp.mforestplot(**std_opts,\n", " modellabels=modellabels,\n", " xlabel=\"X-label\",\n", " color_alt_rows=True,\n", " flush=False,\n", " )" ] }, { "cell_type": "markdown", "id": "a66d80ba", "metadata": {}, "source": [ "## Camera ready" ] }, { "cell_type": "code", "execution_count": 33, "id": "41399ed7", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:29:59.930274Z", "start_time": "2024-01-14T06:29:59.915274Z" } }, "outputs": [ { "data": { "text/html": [ "
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varcoefseTpvalr2adj_r2llhlmodelgrouplabel
0age0.9948891.9692490.5052130.6136250.1272890.103656-2.8738254.863603allagein years
3age22.63401715.4953201.4607000.1493150.178147-0.013619-8.36123853.629272young kidsagein years
4black-84.79661282.150125-1.0322150.3024540.1272890.103656-246.18571576.592491allother factors=1 if black
7black-119.741039296.432953-0.4039400.6876930.178147-0.013619-712.695230473.213151young kidsother factors=1 if black
8clerical22.50582748.9632630.4596470.6459630.1272890.103656-73.685593118.697248alloccupation=1 if clerical worker
\n", "
" ], "text/plain": [ " var coef se T pval r2 adj_r2 \\\n", "0 age 0.994889 1.969249 0.505213 0.613625 0.127289 0.103656 \n", "3 age 22.634017 15.495320 1.460700 0.149315 0.178147 -0.013619 \n", "4 black -84.796612 82.150125 -1.032215 0.302454 0.127289 0.103656 \n", "7 black -119.741039 296.432953 -0.403940 0.687693 0.178147 -0.013619 \n", "8 clerical 22.505827 48.963263 0.459647 0.645963 0.127289 0.103656 \n", "\n", " ll hl model group label \n", "0 -2.873825 4.863603 all age in years \n", "3 -8.361238 53.629272 young kids age in years \n", "4 -246.185715 76.592491 all other factors =1 if black \n", "7 -712.695230 473.213151 young kids other factors =1 if black \n", "8 -73.685593 118.697248 all occupation =1 if clerical worker " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = (pd.read_csv('../examples/data/sleep-mmodel.csv')\n", " .query(\"model=='all' | model=='young kids'\")\n", " )\n", "std_opts = dict(\n", " dataframe = df,\n", " estimate = \"coef\",\n", " ll =\"ll\", \n", " hl = \"hl\",\n", " varlabel=\"label\",\n", " model_col=\"model\",\n", ")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 34, "id": "398b9198", "metadata": { "ExecuteTime": { "end_time": "2024-01-14T06:30:00.199273Z", "start_time": "2024-01-14T06:29:59.931276Z" }, "code_folding": [] }, "outputs": [ { "data": { "image/png": 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