From ee738f95ed796a69ece8bee84fb6ee8041ba55aa Mon Sep 17 00:00:00 2001 From: Naser Al Madi <77322034+nalmadi@users.noreply.github.com> Date: Fri, 7 Jun 2024 20:33:37 +0000 Subject: [PATCH] added formatting bar values to guide --- docs/guide.ipynb | 364 ++++++++++++++++++++++++++++++++++--------- docs/sample_plot.png | Bin 14254 -> 79696 bytes 2 files changed, 287 insertions(+), 77 deletions(-) diff --git a/docs/guide.ipynb b/docs/guide.ipynb index 68d121f..5b5f023 100644 --- a/docs/guide.ipynb +++ b/docs/guide.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -95,24 +95,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:257: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df.applymap(validate)\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "plot_likert.plot_likert(data, plot_likert.scales.agree);" + "plot_likert.plot_likert(data, plot_likert.scales.agree)" ] }, { @@ -126,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -223,7 +229,7 @@ "9 Strongly agree Neither agree nor disagree" ] }, - "execution_count": null, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -256,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -269,7 +275,7 @@ " 'Strongly agree']" ] }, - "execution_count": null, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -294,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -318,13 +324,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:257: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df.applymap(validate)\n", "Oh no, something went wrong! The message in the exception is:\n", "A response was found with value `Strongly disagree`, which is not one of the values in the provided scale: ['strongly disagree', 'disagree', 'neither agree nor disagree', 'agree', 'strongly agree']. If this is unexpected, you might want to double-check for extra whitespace, capitalization, spelling, or type (int versus str).\n" ] @@ -350,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -363,7 +371,7 @@ " 'Completely acceptable']" ] }, - "execution_count": null, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -374,7 +382,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -383,7 +391,7 @@ "['1', '2', '3', '4', '5']" ] }, - "execution_count": null, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -412,7 +420,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -434,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -443,7 +451,7 @@ "\n", "axes = plot_likert.plot_likert(data, plot_likert.scales.agree);\n", "\n", - "axes.get_figure().savefig('sample_plot.png');" + "axes.get_figure().savefig('sample_plot.png')" ] }, { @@ -455,7 +463,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -473,25 +481,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:257: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df.applymap(validate)\n", + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:310: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " responses_to_first_question = responses_per_question[0]\n" + ] + }, { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_likert.plot_likert(data, plot_likert.scales.agree,\n", - " plot_percentage=True);" + " plot_percentage=True)" ] }, { @@ -505,25 +521,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:257: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df.applymap(validate)\n" + ] + }, { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_likert.plot_likert(data, plot_likert.scales.agree,\n", - " colors=plot_likert.colors.likert5);" + " colors=plot_likert.colors.likert5)" ] }, { @@ -538,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -572,25 +594,181 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:257: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df.applymap(validate)\n", + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:310: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " responses_to_first_question = responses_per_question[0]\n" + ] + }, { "data": { - "image/png": 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hYidPnnz5iy++uAQAb775pmd5ebl84cKFuc1t8+WXXzqlpqbazp8/P3/NmjXO4eHh1bGxsdWAYVLIDz/88GJrzpp9p1CpVF0qKysTs7OzrZ955hnf7du3nzV3TDeLiQwREZmVQqGQtm3b5pKXl5fv5eWlbck2TzzxRAmAEgD44YcfnLVabUldIvO/qK2thbW19f+6m1bb383SarWwsrrxT72/v39tayYxrXkc2LVERERmJZfLpQkTJhTMnz/fs/Frubm5Vvfdd19gZGRkWGRkZNjPP/9sBwCLFi1ymzBhgt/OnTvtdu3a5TxnzhwftVodnpqaqgSAdevWuURFRYX5+/tHbt++3R4w/KhPmzbNJzIyMiwkJCT8gw8+cAeALVu2OMTGxoYOHDgwKDg4OLJxDE888YRfZGRkWFBQUMTMmTM71C3fsGGDU0BAQERERETYpEmTfAcMGBAEALNmzeowatSogK5du6ofeuihgObqUFpaKhszZox/VFRUWFhYWPjatWudG5e9ZcsWh+7du4cOHTq0U0BAQMTIkSMD9Ho9AGDTpk0OYWFh4SEhIeFjxozxr6qqEgDg7e0dNX36dO/w8PCwuikW6mRkZCg6d+6sDgkJCZ8xY0Z9XTIzMxXBwcERAJCQkGATFRUVplarw0NCQsJPnjypBIDBgwcHRkREhAUFBUV8+OGH7nXbfvTRR+7+/v6RUVFRYWPHju04YcIEPwB4+OGH/R9//HG/6Oho9fTp031SU1OVffv2DY6IiAiLjY0NTUxMtPmr97il2CJDRERmN3v27CtRUVERb731Vn7D5dOmTfOdNWvW5fvuu688KytLcd999wWfPXs2te71IUOGVAwePPja8OHDS5566qmrdcu1Wq04efJk+oYNG5zefvvtDkOHDj318ccfuzs5OelSUlLSq6qqRLdu3dQjRowoBYC0tDRVYmJiqlqtrmkc28KFC3M8PT11Wq0WvXr1Cj1y5IhtVFRU9QsvvNBx3759GWq1umbEiBEBDbfJysqyOXLkSIa9vb00YsSIgKbq8Prrr3sNGDCg9JtvvskuLCyUx8XFhY0cObLU0dFR33Bf6enptklJSWf9/f1rY2Nj1Tt37rTv27dvxbRp0wJ+/vnnzOjoaM3o0aP9P/jgA48333zzCgC4ublp09LS0hvX5dlnn/WbPHlywfPPP1/07rvvejT1XnzyyScezz777OXp06cXV1dXC63W0Ej25ZdfZnt6eurKy8tFly5dwsePH3+1urpa9uGHH3odP348zdnZWd+rV6+QiIiI+mkc8vLyFMePH8+wsrJCfHx8yNKlS89HRUVp9uzZYzd9+nS/33777dSN3uMbYSJDRERm5+rqqh8zZkzRe++9187W1rb+h/zQoUOOWVlZ9ZM1lpeXy0tKSm7YmzBmzJirANCrV6+K2bNnKwBg165djhkZGaoff/zRBQDKysrkaWlpNgqFQoqOjq5oKokBgFWrVrmuXLnSXavVioKCAuvk5GQbnU4HX19fTd02Y8eOLV62bFl9YjB06NBr9vb20l/VYd++fY47duxwXrRoUXvAMGHl6dOnFV27dr2uiywqKqoiMDCwFgAiIiIqz5w5o3B0dNT5+PhooqOjNQAwadKkos8++6wdgCsAMGHChKtowvHjx+1/+umnMwAwbdq0onfeecen8Trx8fEVH374odelS5cUY8eOvRoVFaUBgPfff99z69atzgCQn59vnZqaapObm2vdo0ePMk9PTx0AjB49+uqpU6ds6vb10EMPXbWyskJJSYksMTHRfsyYMfXzEdXU1Ii/Oj5OTk7XJXTNYSJDRERtwmuvvXa5a9eu4WPHjq2f+0mSJBw/fjxdpVLd1MSANjY2EgBYWVlBp9MJ477EggULLjz88MOlDdfdsmWLg0qlavJHMyMjQ/Hpp596Hjt2LN3Dw0P38MMP+1dXV98wkbKzs6vfX3N1kCQJ33777emYmBjNX+1LqVTWbyeXy6HVasWNyndwcGg2CZDJZH95LJ955pnivn37Vnz//fdOw4cPD/7kk0/Oy2Qy7N+/3yEhISHDwcFB371799CqqqobHgd7e3s9AOh0Ojg4OGgzMjLSGq9zq+9xfX1uZSMiIqLbzdPTUzdixIirX331Vf34iz59+pS+++677eqeHz582Lbxdvb29rrS0tIb/p4NGTKk5D//+Y+HRqMRAHDixAnljba7evWq3NbWVu/q6qq7ePGi1b59+5wAIDo6uvrixYvKzMxMBQBs2LDBtbl9NFeHAQMGlC5YsMCzbszLoUOH/lS35sTExFTn5OQoUlJSlACwevVqt759+5bdaLuuXbuWf/HFF64A8MUXX7g1tU5aWpoiLCxMM2fOnCv33XfftaSkJNtr167JnZycdA4ODvrExESb5ORkO2PdKo4cOeJQUFAgr62txaZNm1ya2qerq6vex8enpm7Mjl6vx6+//mr7V8enpdgiQ0RE9VpyunRreuONN/JXrVpV30WzdOnSi5MnT/YLCQkJ1+l0okePHmW9evW60HCbJ554onj69On+n3/+uee33357prl9z5w5szA7O1sZFRUVJkmScHV1rd22bVuz6wNAfHx8VWRkZGVgYGCkl5dXTWxsbDkA2NvbSwsXLjw/dOjQYJVKpY+Jialobh/N1eG9997LnTp1qp9arQ7X6/XC19dXs3fv3tMtOU4qlUr6/PPPs8eMGROo0+kQExNT+fLLLxfcaLvFixdfGDt2bKePP/64/dChQ681tc7atWtdv/76azcrKyvJw8Oj9p133slzdHTUL1261KNTp04RnTp1qq6rb0BAQO3MmTPz4uLiwpycnLRBQUHVTk5Ouqb2u27durNTpkzp+P7773tptVoxevTo4vj4+KqWvMd/RUjSLbXk3LK4uDgpISHhT8s3BwY2sfad454JE0xeZlL//iYv8062NjXK3CHccZY9t9yk5UnSyyYt73YSQhyTJCnudu83OTk5OyYmpvDGa1JjdeM49Ho9JkyY4BccHFw9d+7cK+aOy9TqjkNtbS3uu+++oEmTJhVOmDDh2u0sIzk52T0mJsa/qdfYtURERHQLPv74Y3e1Wh0eHBwcUVpaKp81a9ZdmRDOnj27g/FU7Qg/Pz/N+PHjr5myfHYtERER3YK5c+deuRtbYBpbunTpJXOWf0clMnYdOyL67bfhGBoKmbU1riYl4cRbb6Hy4kW0HzQI4a+8Apv27XE1ORlJr72GqpwcuPXogS7vvguZjQ1S5s1D7rZtAIBun32G3J9+Qs6WLa0Sq82QIbAOD4fMzg61WVmo/OYbAIDMzQ22DzwAefv20JeUoPrnn6E9dw7C3h6qRx6B3M0NNUlJqN69GwCg6NYNcnd3VP30U6vE+b/oEhUFlUoFAaCyqgpnsrNRUloKN1dXBHbsCKVSidKyMmSePo1qjQbOjo4IDQ6GTCbD6bNnUVBUBACIUKtRUFiIK4V35T879V57UIUOzjIIGZB3VY+vf9MgK1+Hzh2tMKaHEi52Amev6LDyQDUKyySEesnxVH8bKOTAusMa/H7WcC2I54bY4PezWhw906ILqJrMvxf2w2NjQuDpqcKWrecwYvSPAAC12gX/XTIYsV3bIft8Gf7vxX3YuesCOnSwww/fjoA61AVf/DcFL71yEADw4owuCFO7YNqze8xZHSIykRZ1LQkhfIQQm4QQWUKIs0KIT4UQSiGEmxBirxCiXAjxaWsHeyM2np4QMhkyP/kEFzZuhEfv3oiZNw9Kd3d0XbgQ2vJypH3wAZwjItDlvfcAAOoXX0TZ2bMoOHwY4a++CgBwj4+HwsWl1ZKYOrVpfzoLDapRoyBzczMkKno9VKNHA0olFLGxkNnaQnP0KJQ9ekDm4gJhawtlt26o3r+/VeO8VaVlZTh97hzOX7oEezs7hAQGwtraGuEhIdDqdDiTnQ17e3uEBgUBAPz9/FBZWYmr164h0N8fAODs5ARrK6u7PokBgDOXdVj3azW2Hq+Br5sME++xgaOtwNSBNqiqlfDtUQ06usvxVD/DJRxGdVMi/5oeaTk6jOmpBACEdZDD3kbW5pKYOuu/zvzTsnVrhkEd6opZsw+itlaHb9bdD0dHBZ6bHgM3Vxss/HciZr3YFUFBznBzs8ELz3fGG2/+aoboicgcbpjICCEEgI0AfpAkKRhAMABbAP8CUA3g/wFoEyPoihMTcfjJJ5H95ZdI/ec/UXPtGhyCguD9wAOQK5XIWroU2WvXIm/nTrh16waVry/ktrYoP3MGJWlpsFKpAJkM4a++ipT581s11uqdO6E5evS6ZTJPT8g9PVGbloaaY8egOXIEwsYG1mo1hEIBfUUFtNnZhpUVCij79YMmIQFSZducF+1MdjaKiotxraQEer0ekCS0c3eHTCbDhZwc5Obno7CoCM5OTrBRKiGXy1FZVYXyigrI5XIAQKC/P06fO2fmmrQNX/+mwYnzOqTnaqHVAXpJQvdAK1hbCfyUVIM9qbVIPK9FiJcVPBwElFaGlpsLhToorQWEAMb0VGL9r//zdDSt4oVZ+/HRosTrlnXu7IHOMR5YtyETiz8/gYUfJ8LJSYlHHgqGncoK+ZcrsHuP4eQGe3trvPNWPD5ZnITCwqqmiiCiO1BLupYGAqiWJGkFAEiSpBNCzARwHsAbkiT9IoQIas0gW0qqra1/7BQZCYWzM3J37ICtj+HChdVXDF2Z1ZcvAwBUvr64+N13iHzjDQDA2ZUr0fGxx1CSloaSlBQTRw/InJ0BAFJZ2XX3Mmdn1KamQtG5M+yffBLaXMOEsFZ+fij/+WeTx9lScrkcvbt3BwDUarXIPHMGHu6Gy0PU1NRcd29rY4P8K1cQFGC4yvel3Fx0aN8e5RUVKK9o9qzGu4qtAvhogj0AoEIjYfUBDeI6Gb7C1yoM16G4Wm64d3eU4VBmLcb2MrTO7DxZg35qa1wo1ON8YYsultkmBPg7AgBycg2fgUs55QCATp0csW7DKUydHIUDe8bg9wTDd7rfPd6YMbNttlASUetoSSITAeC66wpIklQqhMgGEAQg6UY7EEJMBTAVAPz8/G46yJtlHxCA7osXo/LSJaTMm4egqVMbB1T/8NyaNbjyyy+QKxSoysvDPRs34tDjjyNm3jx49OqFa6mpSHzlFeiqzPsfni43F2WLF0Pm5ATd5cuwe+wxVO/ZA0WXLlB27w59ZSWqtm6Fvg11weh0OpxITYWtrS06dewIfz8/VPxF61FOXh6Kr16FTCaDRqNB15gYJKWkICQwEC7OzigvL0d6VhbqLh51t9HUAgu3VcLLWYaHuyvxYJwCOcWNjkWD633uTq1FyiUtrOUCxeV6/L+H7PD+j5WYeI8SYd5WuFCow7K91ahpm71MTWrw1cWRo/kICFmBjn4OSEouxLYfH8Qrrx3C1MmReOnFrigorMJTU3YiPb3YfAFboCmLi2Nv5/6+eNa1RdelWbNmjfOECRMCjx8/ntqlS5e22WxIbZJJTr+WJGmpJElxkiTFeXg0OUfVbWMfGIj41auhr63F4YkToSkoQNUlw4BqG0/DxKo27QwXEKy8eBEAUHHuHEozMxHy3HM4v2EDHEJC0GHYMOwbORIOwcHwGTmyVWOuo792DQAgHByuu69bLlVUQJebC6vAQEg6HbTnz8NmyBBUbtkCfWEhlL17myTOm3G1pAS5+fkoKy+Hi5MTNBrDlbiVCgUAQGG8r6qurr+vqKxER19f5F2+DDuVCh7u7khISoJKpYJnK39+2jK9BKTn6LAntRbnCnRQd7BCsbElxsXe8FV2sTPcF5Yall8ukXCpWI8RXZXYn14Lb1cZ4gKs8Y9vK9DBRY6eQdbmqUwLncs2XEnex9vQEuXdwXB/9qxh+eXLlTj6+2UMG9oRtbU67N13Ef9e2A8T//Yz0tKL8f9e726ewOmmrV+/3rVr167lq1evbvYKuU2pm9CQ7l4tSWTSAFyXoQshHAG0B/DnkXlmZNO+PXqtWgWFiwvOr18Pl5gYdLj/fuRs2wZdTQ2CpkyB//jx8BoyBEUJCfWJDGBoxWnXty/OrlwJIZdDbmMDv0cfhdLVFcI4XuN2sgoMhHVYGABA5ugI65gYoKYGusuXYR0eDkVsLJQ9ekDSaFCbkfHHhjIZbPr3R/WuXfX/nlqHhUFuHOjcVrg4OyMkMBDt27VDR19fODo4oKamBlcKCqDX6+Hr7Y0O7dvD3c0NJaWlqNb8MdWIra0tXJ2dcSk3F0IIyGUyeHl6QmFtDSFuOMXIHSnCR46J9yjRJ9QaI7oqEOgpR0mlHkeytKjVSRgarcDACGt06WiFrHwtCsr+uNBleycZInzl2HWyBjIBKKyAvmprONgItKGPDO4f5o/HxoQAAHx97fG3pyJQXl6L5BMFGPtoCJ59JhqzXuyC0lINvvs+q347a2sZ3p3XGzNnH4BMZhgL9OgjwYiJdoeVVRuqIDWrpKRE9vvvv9uvWLEi+/vvv3cFDC2648eP9wsICIjo1atXcL9+/YJWrFjhAgDe3t5R06dP9w4PDw9bvny5y8aNGx07d+6sDg8PDxs2bFinukklDx48qOrWrVtoREREWJ8+fYLPnz/ftjN3uiUt+ZbvBqASQkwAACGEHMACAJ9KktSmRtTZ+flB6e4OmZUVwl56CbELFyJ24UJoCgpw/KWXYO3ggPBXXkFJWhqSXnvtum3D//53pC9cCH1tLQp++QX5u3cj9PnnUZKRgUs//njbY1X27AnbgQMBAHJPT6geeAByHx9UbtoEfVERbAYNAmQyVH7/PdDgR17RvTu0585BX1QE1NRAs38/FJGRgLU1qg8fvu1x3iqtVgtHBwcEBQTAx8sLpWVlSMnIQE1tLdJPnYKVlRUC/f1RXl6OjKys67YN9PfH2QsXIEkSiq9eRWFxMfx9fVFeUYHLBTe8AvcdqaJaQoCHHON6KTE4UoHT+Tp8uqMKJVUSvthTDVulwCM9lLhQpMOKfde3yj/aU4nvf6+BVg+kXtIh8bwWI2OVuFikw5Gs2mZKNL3Zs2Lx/vw+AICYaA8sWzIYveO98PiE7cg8dRULP+gLhUKORx//CSUlf0xS/OKMLvh553lkZFxFeXkt5sz9FRPGh8He3hrvvv+7uapDN+Grr75y7t+/f0l0dLTGxcVFe/DgQdXq1atdLl68qDh9+nTq+vXrzyUmJto33MbNzU2blpaWPmLEiLL58+d7HThw4FRaWlp6165dK9955x1PjUYjZsyY4bdp06Yzqamp6RMnTix8+eWXvc1VR2o9LZqiQAjhC+AzAGEAPABskCRpmvG1bACOABQArgG4V5KkP59XbMQpCkyHUxTcXpyi4PbjFAUtZ6opCswxRmbAgAFBM2bMuDJ69OjSefPmtbtw4YJCq9WKmJiYyhdeeKEIAO69997AcePGFT/11FNXvb29o/bu3ZsZEhJSs27dOqdnn33W39PTsxYAamtrRWxsbPns2bMvDxgwIMzHx0cDGCYp9PDwqD106FDWX8VCbdNfTVHQogviSZJ0EcBIABBC9AKwTgjRVZKk45IkNbljIiKiG7l8+bL8t99+c8jMzLR9/vnnodPphBBCam5CwzoODg56AJAkCX369CndvHnzdddpOHr0qG1QUFBVUlJSRtN7oDvFTXcgS5J0WJKkjpIkHW+NgIiI6O6xZs0al9GjRxfn5uaezMnJOZmfn3/Cx8enxtXVVfvDDz+46HQ6XLx40erIkSMOTW3fv3//ioSEBPuUlBQlAJSWlspOnDihjI6Ori4uLrbatWuXHQBoNBqRkJBgY8q6kWncUVMUEBHR/6alp0vfLt98843r7Nmz8xsue/DBB6+mp6fbeHl51QQFBUV4eXnVREREVDo7O+sab9+hQwftkiVLsseOHduppqZGAMDcuXNzoqOjNevXrz8zY8YMv7KyMrlOpxPTp0+/HBcXx1O77zBMZIiIyGyOHDlyqvGyOXPmXAEMZzM5OTnp8/Pz5d26dQuLjY2tBICcnJyTDdcfOXJk2ciRI9Mb76dXr15VCQkJbersWrr9mMgQEVGbNGTIkODS0lJ5bW2tmD17dp6fnx8vGkN/wkSGiIjapKNHj7I1hW6IV4siIiIii8VEhoiIiCwWExkiIiKyWExkiIiIyGJxsC8REdUT4sPbOkWBJL18w+vSvPrqq+2/++47N5lMJslkMixevPj8wIEDK95+++12M2fOLKy7im9r2bJli8OCBQs89+7de7o1y6HWwUSGiIjMZteuXXY7duxwPnnyZJqtra2Ul5dnpdFoBAAsWbLEc8qUKcVNJTJarRZWVpb5E2bJsbdF7FoiIiKzycnJsXZ1ddXa2tpKAODl5aX19/evnTdvXrsrV65Y9+vXL6RHjx4hAKBSqbpMmTLFJzQ0NHz37t32b731lmdwcHBEcHBwxNtvv90OADIzMxWdOnWKGDt2bMegoKCI3r17B5eXlwsA2L9/vyokJCRcrVaHT5s2zSc4ODiiYSw6nQ4dO3aMzM3Ntap77ufnV/+8zt69e1WdO3dWh4WFhXfp0kWdnJysBICysjLZ/fff3ykwMDBiyJAhgdHR0eoDBw6omop98eLFrlFRUWFqtTr88ccf76jVGi6Rs3HjRsfOnTurw8PDw4YNG9appKSEv9M3wANERERmM2rUqNLc3FyFv79/5Pjx4/22bt1qDxiu7tuuXbva/fv3n6q7+m9VVZWsR48eFZmZmWkqlUr/1VdfuR07diw9ISEhffXq1R6HDh2yBYALFy7YzJgx48rp06dTnZycdKtXr3YBgMmTJwcsXrz4fEZGRppcLpcaxyKXy/HII48ULVu2zBUANm3a5BgWFlbVoUOH6y7EFxMTU/37779npKenp82dOzfnlVde8QGADz74wMPZ2Vl35syZ1Pnz5+ekpaXZ1W3TMHYPDw/tt99+65qQkJCRkZGRJpPJpM8//9wtLy/Pav78+V4HDhw4lZaWlt61a9fKd955x7O1jv2dgokMERGZjZOTkz4lJSXt008/Pe/h4aGdOHFi4KJFi9yaWlcul2PSpElXAWDfvn32999//zVHR0e9k5OT/oEHHri6d+9eBwDw9vbW9OrVqwoAunTpUpmdna0sLCyUV1RUyAYPHlwBABMnTixuqozp06cXrl+/3g0Ali9f7j5p0qTCxusUFxfL77///sDg4OCIV155xffUqVM2AHD48GH7cePGFQNAt27dqkNCQiqbin379u0OKSkpqpiYmDC1Wh3+yy+/OJ49e1a5b98+uzNnzth0795drVarw9evX+924cIFxa0f3bsDO+mIiMisrKysMHz48LLhw4eXRUdHV61Zs8ZtxowZRY3XUygU+paMLVEoFPWtLXK5XKqqqmrxP+1BQUG17u7u2h9//NEhKSnJ7ocffjjbeJ1XX33Vu1+/fmU7d+48k5mZqRg4cGBoC2Kqj12SJDFmzJiizz77LKfhOl999ZVTnz59Sjdv3nyupfESW2SIiMiMkpOTlSdPnlTWPU9MTLT18fGpAQA7Oztdc2NEBgwYUL5t2zbnsrIyWWlpqWzbtm0uAwYMKGuuHHd3d52dnZ1+z549dgCwZs0a1+bWffrppwsmT54cMGLEiOKmEqfS0lJ5XYxLlixxr1seHx9fvn79ehcAOHbsmM2pU6dsm9r/0KFDS7ds2eKSk5NjBQCXL1+Wnzp1StG/f/+KhIQE+5SUFKWxHNmJEyeUTe2D/sAWGSIiqteS06Vvp9LSUvmMGTP8SktL5XK5XPL399esWrXqPABMnDixcOjQoSGenp41jWfJ7tOnT+Xjjz9e1LVr1zAAePLJJwt69+5dlZmZ2WxXzJIlS7KfeeaZjjKZDPHx8WUODg66ptYbN25cyfPPPy+fOnXqn1qFAODVV1/Nnzx5csD777/fYciQIdfqls+ePbvg0Ucf9Q8MDIwIDAysDgoKqnZxcflTGbGxsdVz5szJGTRoUIher4e1tbW0aNGiC4MGDapYsmRJ9tixYzvV1NQIAJg7d25OdHS0pgWH8q4lJOlP451aVVxcnJSQkPCn5ZsDA00ah6ndM2GCyctM6t/f5GXeydamRpk7hDvOsueWm7Q8SXrZpOXdTkKIY5Ikxd3u/SYnJ2fHxMT8aRzInaikpETm5OSkB4DXX3+9fV5envWKFSsuNl7vwIEDqpkzZ/oeO3bspiat1Gq1qKmpESqVSkpNTVXee++9IWfOnEmxsbEx7Q/tHSg5Odk9JibGv6nX2CJDRER3ha+//tppwYIFXjqdTnh7e2u++uqr7MbrvP766+1XrlzpsWLFipsep1JWVibr27dvaG1trZAkCR999NF5JjGtj4kMERHdFaZMmXJ1ypQpV/9qnfnz5+fPnz8//1b27+Liok9JSUm/tejoVnGwLxHR3U2v1+uFuYMgao7x89nsNBVtpkVmxJkz5g7hjtPP3AG0wMaNGwEADz30kJkjubF+lnBALcwXz1rumJU7SEpBQUG4h4dHiUwmYzcItSl6vV4UFBQ4AUhpbp02k8jQ3ckSEhiiO5lWq52cn5+/LD8/PxJspae2Rw8gRavVTm5uBSYyRER3sdjY2CsARpo7DqJbxeybzGr79u3Yvn27ucMgIiILxRYZMqv8/Fs6OYCIiAgAW2SIiIjIgjGRISIiIovFRIaIiIgsFsfIkFm5ubmZOwQiIrJgTGTIrEaMGGHuEIiIyIKxa4mIiIgsFhMZMqvNmzdj8+bN5g6DiIgsFLuWyKyKiorMHQIREVkwtsgQERGRxWIiQ0RERBaLiQwRERFZLI6RIbNq3769uUMgIiILxkSGzGro0KHmDoGIiCwYu5aIiIjIYjGRIbPauHEjNm7caO4wiIjIQrFricyqtLTU3CEQEZEFY4sMERERWSwmMkRERGSxmMgQERGRxeIYGTIrHx8fc4dAREQWjIkMmdXgwYPNHQIREVkwdi0RERGRxWIiQ2a1YcMGbNiwwdxhEBGRhWLXEplVVVWVuUMgIiILxhYZIiIislhMZIiIiMhiMZEhIiIii8UxMmRWAQEB5g6BiIgsGBMZMqt+/fqZOwQiIrJg7FoiIiIii8VEhsxq7dq1WLt2rbnDICIiC8WuJTIrrVZr7hCIiMiCsUWGiIiILBYTGSIiIrJYTGSIiIjIYnGMDJlVSEiIuUMgIiILxkSGzKpXr17mDoGIiCwYu5aIiIjIYjGRIbNauXIlVq5cae4wiIjIQjGRISIiIovFRIaIiIgsFhMZIiIislhMZIiIiMhi8fRrMquIiAhzh0BERBaMiQyZVbdu3cwdAhERWTB2LZFZ1dbWora21txhEBGRhWIiQ2b15Zdf4ssvvzR3GEREZKGYyBAREZHFYiJDREREFouDfW/S5sBAc4fQ6hyXLzdZWQEBAQCA/fv3m6zMtalRJiuLWsey50z3GTUHSXrZ3CEQWQy2yBAREZHFYiJDREREFouJDBEREVksJjJERERksZjIEBERkcViIkNEREQWi4kMERERWSwmMkRERGSxmMgQERGRxWIiQ0RERBaLiQwRERFZLCYyREREZLGYyBAREZHFYiJDREREFouJDBEREVksJjJERERksZjIEBERkcViIkNEREQWi4kMERERWSwmMkRERGSxmMgQERGRxWIiQ0RERBaLiYwZ2HXsiPhVq3Dfb79h2LFj6Pnf/0Ll6wsAaD9oEAbu2IH7k5MRv3o1bL29AQBuPXpg8J49uPfwYXS4//76fXX77DN4Dx9ulnr8FVsbG8RERKBXt27o3aMHosPDYaNUAgDcXF3RvUsX9O3ZEzEREfXLnR0d0SM2FvHdusHDza1+XxFqNdq5u5ulHm2NlRx4Z4wdvpjigHG9DMetvbMMr45UYfHT9nhnjB3CveUAAGeVwBujVPhkoj0e7ams38fgSGs82UfZ5P7vJkFBztjz80MozJuK0qLp+HnbaHTq5AQAeHBkJ2SlTURV6XPYu/Nh+Ps7AgD69/PB+dNP40rOFDz2aEj9vn74bjjGjQ01Sz2I7nYtSmSEED5CiE1CiCwhxFkhxKdCCKUQYogQ4pgQ4qTxfmBrB3wnsPH0hJDJkPnJJ7iwcSM8evdGzLx5ULq7o+vChdCWlyPtgw/gHBGBLu+9BwBQv/giys6eRcHhwwh/9VUAgHt8PBQuLsjZssWc1WmSQqEAAGRfvIj8K1fg4uyM0KAgWFtbIzwkBFqdDmeys2Fvb4/QoCAAgL+fHyorK3H12jUE+vsDAJydnGBtZYUrhYXmqkqbMqKLAi524rplUwfawMtJhq9/00CnlzBtsC1srYEB4dawUwrsPFmDIVEKtHMUsFcKDIpU4PuEGjPVoO3w7mAHmUxg7tu/YcWqNAwZ7Idlnw+Cp6cK69cOQ2lZDWb//RfEdm2HVf+9FwDwz7fjkZ5RjJ27L2LB+30BAIMG+sLdzRbr1measzpEdy2rG60ghBAANgL4jyRJDwoh5ACWAvgXgJUARkiSlCuEiASwA4B3K8Z7RyhOTMThJ5+sf+4zYgQcgoLg/cADkCuVyFq6FHk7dsA5MhK+o0ZB5esLua0trp04garLl+HZrx8gkyH81VeRPGeOGWvSvNKyMiSnptY/93R3h0qlQjt3d8hkMlzIyUFhUREc7O3Rvl072CiVkMvlKCsvh6amBm4uLgCAQH9/ZJ4+ba5qtCnerjIMjlJgU4IGY3raAAB83WTwdZNjb2oN9qXVolYrYVI/W8R2sobCWqCkSkJ6rg4jYgGltcCQKGvsSa1BebVk5tqY3+Ff89B/8Hf1z58YF4qIcDeMeywUNjZWePdfv+Pb706jW5wnJowPQ6dOTrCzs8bR3y/jUk45HhjmD5lMYMG/+uJvU3eZsSZEd7cbJjIABgKoliRpBQBIkqQTQswEcB7AG5IklRvXSwVgK4RQSpKkaZ1w7wxSbW39Y6fISCicnZG7YwdsfXwAANVXrhjuL18GAKh8fXHxu+8Q+cYbAICzK1ei42OPoSQtDSUpKSaOvmUk6Y8fSns7O1hbW6OgqAg2NoYf4JqamuvubW1skH/lCoICAgAAl3Jz0aF9e5RXVKC8osLE0bc9AsDEvjbYm1aL7EJ9/XJ3B0Oj6rVKw/G+WiEZlwv8fqYW96it8coIFbILdACAEC851h/m1xMAamv/OI6xXdvBzc0W327MQoCxGyknx/C5u5Rj+BPXKcAJy1em4d8L+wEAPvp3IqZNicLxxAIcO37FxNETUZ2WJDIRAI41XCBJUqkQIhtAEIAk4+KHARxvKokRQkwFMBUA/Pz8/odw7yz2AQHovngxKi9dQsq8eQiaOvX6FcQfXQjn1qzBlV9+gVyhQFVeHu7ZuBGHHn8cMfPmwaNXL1xLTUXiK69AV1Vl4lr8NVtbW0SGhaGquhqnz56FrzFZa0pOXh6Kr16FTCaDRqNB15gYJKWkICQwEC7OzigvL0d6Vhb0en2z+7hT9Q61hpuDwK8Ha+HjYkhebBUC8kadww0+Mjh7RY/X1lfAzV7gYpEeM4ba4rujGvQNs8a9UQqUVUtYub8aedfuvuPZUGioC37cOALnzpXg/17ch9de6Xbd6w2P6aJPk7D952zY2FjhwoUyHD8yDn0GfINlSwZjyCA/HEu8jPETd6CyUmviWhDdvW7LYF8hRASA9wFMa+p1SZKWSpIUJ0lSnIeHx+0o0uLZBwYifvVq6GtrcXjiRGgKClB16RIAwxgaALBp1w4AUHnxIgCg4tw5lGZmIuS553B+wwY4hISgw7Bh2DdyJByCg+EzcqR5KtMMla0tOkdEQNLrcSI1FTW1taiurgYAKI1jaOrG0lQZl1dVV6OishIdfX2Rd/ky7FQqeLi7IyEpCSqVCp536efHxU7A0VaGtx62w+SBtgCA+GBr3KO2BgA4G8fNOKsM94VlhpaZ0ioJ5wr0iPS1gk4PZOTqMDZeiRX7q5F3VY/hXRRmqE3bERbmin07H0ZNjR4D79uI/PxKnMsuBQD4+NgDALw7GO7PnisBAJw6dQ0nThRi7pweWLIsBVGR7nj0kWBEdV2LiHA3jH9cbZ7KEN2lWpLIpAGIbbhACOEIoD2ATCGED4DvAUyQJOnM7Q/xzmPTvj16rVoFhYsLzq9fD5eYGHS4/37kbNsGXU0NgqZMgf/48fAaMgRFCQn1iQxgaMVp17cvzq5cCSGXQ25jA79HH4XS1RVCLjdjra6nVCgQExEBa2tr5F6+DAd7e3i4uaGgsBB6vR6+3t7o0L493N3cUFJaimrNHw15tra2cHV2xqXcXAghIJfJ4OXpCYW1NYQQf1HqnSvhrBb/2VWF/+yqwo/HDMfq5EUtvj2qwcUiHbp3skb/cGsMiVKgqkbCsXN/dF/KZcBD3RTY8JsGQhi6qeI6WcHHTQbZXXzeoo+PPfb+/DDc3W3x+Rcn0aN7ezz2aAjWf50JjUaLV1+OxfPPxmD0g4E4+EsOzp4tqd82NNQFQ+/riI/+nQi5XEClssKUv0WinYcKVlZ38UElMoOWdC3tBvCeEGKCJEmrjYN9FwD4FIASwFYAf5ck6VArxnlHsfPzg9J4OnHYSy/VL9+sVuP4Sy8hfPZshL/yCq4lJyPp9dev2zb8739H+sKF0NfWouCXX5C/ezdCn38e11JScOnHH01aj79iY2NT39rSqWPH+uX7Dx9G+qlT6OTvj0B/f5SWlf1pMG+gvz/OXrgASZJQfPUqCouL4e/ri7LyclwuKDBpPdqKvGv6+i6g8mpDwlpQqseFQj2W7a3GhL42eLSnEsXlEpbsrkJVg5OSBkcqkJqjQ75x+x8SajC0swJlVRJ+Srp7z14K7OQET08VAOC9f/auXy4U/8a4J7fjg3f74MP3++DI0ct4asrO67Zd+K978Nqcw6ip0WHHz+fxw49n8Y83e+L3hMtY+1WGSetBdLcTDQdlNruSEL4APgMQBsADwAZJkqYJIeYAeA1AVoPV75UkqdmRb3FxcVJCQsL/FrUZbQ4MNHcIrc5x+XJzh9Cq1qZGmTsE+h8te+7O/oxK0st/WiaEOCZJUpwZwiFq01rSIgNJki4CGAkAQoheANYJIbpKkjQPwLxWjI+IiIioWS1KZBqSJOkwgI43XJGIiIiolXFUGhEREVksJjJERERksZjIEBERkcViIkNEREQWi4kMERERWSwmMkRERGSxmMgQERGRxWIiQ0RERBaLiQwRERFZLCYyREREZLGYyBAREZHFYiJDREREFouJDBEREVksJjJERERksZjIEBERkcViIkNEREQWi4kMERERWSwmMkRERGSxmMgQERGRxWIiQ0RERBaLiQwRERFZLCFJkkkLjIuLkxISEkxaJrVdK1euBABMmjTJrHEQtXVCiGOSJMWZOw6itoYtMkRERGSxmMgQERGRxbIydwB0dxs9erS5QyAiIgvGRIbMysnJydwhEBGRBWPXEplVSkoKUlJSzB0GERFZKLbIkFnVncEWGRlp5kiIiMgSsUWGiIiILBYTGSIiIrJYTGSIiIjIYjGRISIiIovFwb5kVo8++qi5QyAiIgvGRIbMSqVSmTsEIiKyYOxaIrNKSkpCUlKSucMgIiILxUSGzIqJDBER/S+YyBAREZHFYiJDREREFouJDBEREVksJjJERERksXj6NZnVE088Ye4QiIjIgjGRIbOytrY2dwhERGTB2LVEZvX777/j999/N3cYRERkoZjIkFmlpqYiNTXV3GEQEZGFYiJDREREFouJDBEREVksJjJERERksZjIEBERkcUSkiSZtkAhCgCcv427dAdQeBv3d7eXZ44yWZ5ll2eOMu/G8jpKkuRhwhiILILJE5nbTQiRIElSHMuz3DJZnmWXZ44yWR4R1WHXEhEREVksJjJERERkse6ERGYpy7P4MlmeZZdnjjJZHhEBuAPGyBAREdHd605okSEiIqK7FBMZIiIislhtPpERQsiFEIlCiC3G5wFCiCNCiNNCiA1CCIVx+f8JIVKEENsaLOsjhPioheXYCCGOCiGShRCpQoh/tHJ5vkKIvUKINGN5LxiXuwohdgohsoz3LsblDxvXOyiEcDMuCxRCbLiJY7lcCHFFCJHSYFmrlddE+UOFEJnGY/l347IvhRAnhBDzG6w3Rwgx6hb2b9L6mfo9NPVntEG5JvkONigvWwhxUgiRJIRIMC5rzffRWQjxrRAiQwiRLoSIb8X3MNRYr7pbqRDiRVN+D4nuOJIktekbgFkAvgKwxfj8awBjjY8/BzDd+Pg3GBKzOQBGABAAdgBwbWE5AoC98bE1gCMAerZieV4AuhofOwA4BSAcwL8A/N24/O8A3jc+3gdABWA8gP8zLlsHIPgmjuU9ALoCSGmwrNXKa1S2HMAZAJ0AKAAkA4gGsMz4+k4ATsbjsvkWyzBp/Uz9Hpr6M2rq72CD8rIBuDda1prv4yoAk42PFQCcW7O8Rt+JfAAdTVEeb7zdqbc23SIjhPAB8ACAZcbnAsBAAN8aV1kFYFTd6jD8cVcBqIXhi/+TJEnFLSlLMig3PrU23qRWLC9PkqTjxsdlANIBeAN40FhO4/L0AJR15Qkh+gLIlyQpqyXlGcs5AKBxfK1WXiPdAZyWJOmsJEk1ANbD8N7aCiFkMBxLHYC3Acy9lQJMXT9Tv4em/owCpv0O3kCrHFMhhBMMCfB/AUCSpBpJkq61VnmNDAJwRpKk8yYqj+jOZO5M6q9uMPyxjAXQH8AWGC7bfbrB674w/vcN4EkAiQDWwvDf8R4A1jdZnhxAEoByAO+3dnkN9usP4AIARwDXGiwXdc8BDAFwDMBmGFoufsZN/qfboKyGLRatWl6DfT8CY+tLg+P3KYCPjcf8JQCdAfz3f/zMmKt+JnkPTf0ZhYm/g8b9nANw3Hisprbm+2j8zB0FsNIY+zIAdqb43ABYDuB5U35OeePtTryZPYBmAwOGA1hsfHzDP6KNtn0Thv9oRhr/EH8EQHYTZTsD2AugT2uXB8De+IfqIePza41ev9rENhMAvAhDt8K3AL4AoGphef5o5oe+NcprsI8mE5lG62wG0AHAGzB0X0y5hc+Nyetn6vfQVJ9RmOk7CMDbeN8Ohi7Ie1rrmAKIA6AF0MP4/N8A3mnt9xCGLqxCAJ6m+szwxtudejN7AM0GBrwL4BIM/eX5ACoBfGn88lsZ14kHsKPRdh3wR1/+fhj+g50LYMhNlv8mgNmtWR4MzfA7AMxqsCwTgJfxsReAzEbbqGD8T9e4rR2AiWjhjz7+/EPfquU12M91xw7AawBea/D8QQBvAQgBsNy4bMfN/qE2df3M8R6a6jMKM38Hjdu/BeDl1jqmANoDyG7wvC+ArSb43DwI4GdTf2Z44+1OvLXZMTKSJL0mSZKPJEn+AMYC2CNJ0hMw/Bf6iHG1iQA2Ndr0HRj+wAOALQxjCPQw/CFolhDCQwjhbHxsC0OTbnorlidg6JdPlyRpYYOXfjSW01x5swEskiSp9mbK+wumKu93AMHGM14UMLynPwKAEMIahv80/9WgDMDwA6i4yXIaa7X6mfo9NPVn1NTfQWO97IQQDnWPAdwLIAWtdEwlScoHcFEIEWpcNAhAWmuV18A4GAbt1jH1957ozmHuTKolNxibtY2PO8HQp30awDcAlA3W64IGYyxg+HFMBbC94XrNlBENQx/5CRj+cL7ZyuX1geGP0QkYxjwkAbgfgBuA3QCyAOxCg/5wGP7T3drg+RhjeYcAeLTgOK4DkAfDQMxLAP7WmuU1Uf79MJzZcwbAG42O2yTjY2GM8ySMZ27cxP5NWj9Tv4em/oya+jvYYN/Jxltq3eekld/HzgASjMf1BwAurVyeHYAiAE4Nlpnse8gbb3fajVMUEBERkcVqs11LRERERDfCRIaIiIgsFhMZIiIislhMZIiIiMhiMZEhIiIii8VEhpokhNAZZ+dNEUJ8I4Qw+fUqhBD9hRC9TF1ug/L7GmceTjJet6Xhaw2Pz+a667sQEZFpMZGh5lRJktRZkqRIADUAnmnJRkIIq9sYQ38AZktkADwB4F3jcahq9FrD41MM4DnTh0dERExkqCUOAggyXnV1uRDiqBAiUQjxIAAIISYJIX4UQuwBsFsIYS+EWCGEOCmEOCGEeNi43r1CiF+FEMeNrTz2xuXZQoh/GJefFEKohRD+MCRPM40tH32FECOEEEeMZe8SQngat/cQQuw0tp4sE0KcF0K4G18bb4w3SQixRAghb1w5IcQg4z5PGuunFEJMBvAogHeEEF/e4Pj8CsOs1xBCBAohtgshjgkhDgoh1MblY4ytN8lCiAMNjtsmIcQ+IUSWEGJug5hmGddPEUK8aFzmL4RIF0J8Yazrz3UtRUKIGUKINOPxXm9c1tz7FdHgmJwQQgTf7AeCiKjNMPcV+XhrmzcA5cZ7Kxgulz4dwHwA443LnWG4Sq8dgEkwXEnX1fja+wA+brAvFxgmGzwAwM647FX8cWXabAD/Z3z8LIyTS8I4z06j/dRdxHEygAXGx5/COG8TgKEwXG3XHUAYDBNRWhtfWwxgQqN62gC4CCDE+Hw1gBeNj1cCeOQGx0cOw9Vthxqf7wYQbHzcA4bL+gOGKxXXTYbobLyfBMOViN1guOx8CgyTGMYa17eDYULKVBiumOsPwwSHnY3bf93g/ciF8cq5Dfbf3Pv1CYAnjMsVAGzN/XnjjTfeeLvV2+3sBqA7i60QIsn4+CAMcwodBjBSCPGycbkNAD/j452SJBUbHw+GYW4eAIAkSVeFEMMBhAM4ZJiiCAoYWjLqbDTeHwPwUDMx+QDYIITwMm5/zri8D4DRxrK2CyGuGpcPgiEp+N1Ypi2AK432GQrgnCRJp4zPV8HQTfRxMzHUqTs+3jDMd7TT2MLUC8A3xvIAQGm8PwRgpRDi6wZ1BQzHrQgAhBAb8ce0B99LklTRYHlfGObjOSdJUpJx22MwJDeA4fL6XwohfoDhMvuAYZ6ipt6vXwG8IYTwAbBRkqSsG9SViKjNYiJDzamSJKlzwwXC8Ov8sCRJmY2W9wBQcYP9CRh+tMc187rGeK9D85/LTwAslCTpRyFEfxhabG5U5ipJkl67wXq3okqSpM7GQdA7YEh+VgK41vi4AYAkSc8Yj9MDAI4JIWLrXmq86g3K1TR4rIMhOYNxv/cAGAFDkhIFQ/3/9H4BSBdCHDFus00IMU2SpD03KJeIqE3iGBm6GTsA/J8xoYEQoksz6+1Eg8GvQggXAL8B6C2ECDIusxNChNygvDIADg2eOwHIMT6e2GD5IRjGs0AIcS8MXVCAoZvnESFEO+NrrkKIjo3KyATgXxcXgCcB7L9BXPUkSaoEMAPASwAqAZwTQowxlieEEDHGx4GSJB2RJOlNAAUAfI27GGKMyxbAKGNdDgIYJYRQCcMM0KONy5okhJAB8JUkaS8MXXZOMHRJNfl+CSE6ATgrSdIiGLoNo1taXyKitoaJDN2MdwBYAzghhEg1Pm/KPAAudYNbAQyQJKkAhjEh64QQJ2Do3lDfoLzNAEbXDfaFoQXmGyHEMQCFDdb7B4B7hRApMMwMnA+gTJKkNABzAPxsLHMnAK+GBUiSVA3gKeN+TwLQA/j8xofiun3UzUg9DoYznf5mrHcqgAeNq31gHEycAkMXXbJx+VEA3xm3/06SpARJko7D0LpzFMARGMYMJf5FCHIAa43xJwJYJEnSNTT/fj0KIMXYNRYJw7ggIiKLxNmvyeIJIZQAdJIkaYUQ8QD+01T3TlsjhJgEIE6SpOfNHQsRkaXiGBm6E/gB+NrYxVIDYIqZ4yEiIhNhiwwRERFZLI6RISIiIovFRIaIiIgsFhMZIiIislhMZIiIiMhiMZEhIiIii/X/Aej4Mg5HNJlHAAAAAElFTkSuQmCC\n", + "image/png": 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Strongly disagreeDisagreeNeither agree nor disagreeAgreeStrongly agree
Q11.23451.4987651.51.5123451.9876
\n", + "
" + ], + "text/plain": [ + " Strongly disagree Disagree Neither agree nor disagree Agree \\\n", + "Q1 1.2345 1.498765 1.5 1.512345 \n", + "\n", + " Strongly agree \n", + "Q1 1.9876 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "precomputed_counts = pd.DataFrame(\n", + " {'Strongly disagree': {'Q1': 1.2345},\n", + " 'Disagree': {'Q1': 1.4987654},\n", + " 'Neither agree nor disagree': {'Q1': 1.500000},\n", + " 'Agree': {'Q1': 1.512345},\n", + " 'Strongly agree': {'Q1': 1.9876}}\n", + ")\n", + "precomputed_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_likert.plot_counts(precomputed_counts, plot_likert.scales.agree, bar_labels=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "plot_likert.__internal__.BAR_LABEL_FORMAT = \"%.0f\"" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_likert.plot_counts(precomputed_counts, plot_likert.scales.agree, bar_labels=True)" ] }, { @@ -604,25 +782,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:257: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df.applymap(validate)\n" + ] + }, { "data": { - "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_likert.plot_likert(data, plot_likert.scales.agree,\n", - " figsize=(10,3));" + " figsize=(10,3))" ] }, { @@ -645,19 +829,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:257: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df.applymap(validate)\n" + ] + }, { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -665,8 +855,8 @@ "ax = plot_likert.plot_likert(data, plot_likert.scales.agree)\n", "\n", "ax.figure.set_size_inches(8, 2)\n", - "ax.xaxis.set_label_text('# of awesome people');\n", - "ax.set_yticklabels(['Second question', 'First question']);" + "ax.xaxis.set_label_text('# of awesome people')\n", + "ax.set_yticklabels(['Second question', 'First question'])" ] }, { @@ -687,7 +877,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -704,19 +894,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:257: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df.applymap(validate)\n", + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:257: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df.applymap(validate)\n", + "/home/codespace/.python/current/lib/python3.10/site-packages/plot_likert/plot_likert.py:310: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " responses_to_first_question = responses_per_question[0]\n" + ] + }, { "data": { - "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -758,7 +958,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -820,7 +1020,7 @@ "Q2 2.0 " ] }, - "execution_count": null, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -845,19 +1045,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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nTx+rnY+G7IdBhoiI7kubNm363t49kPVxsS8RERFpFoMMERERaRaDDBEREWkWgwwRERFpFhf7EhHRbYWFhYnNOV5YWNgdz0sjIonjx4+/8NFHH/0IAK+88op/eXm5fu7cuUWNPWbVqlXeOTk5rrNmzSpesWJFq+jo6FuJiYm3gJqLQr7zzjtnrXnV7PuFm5tb15s3bx4+ffp0i+eff77Dtm3bTtm7p7vFIENERHbl7Oystm7d2vr8+fPFAQEBxqY85plnnikBUAIAn3/+eSuj0VhSG2T+HdXV1WjRosW/O4zVxrtbRqMRTk53fqsPCQmptmaIsebzwENLRERkV3q9XqWlpV2aNWuWf/37ioqKnAYPHhwWGxsbFRsbG/Xll1+6A8C8efPapKWlBX/11VfuO3bsaDVjxowgg8EQnZOT4wIAa9asaR0XFxcVEhISu23bNg+g5k194sSJQbGxsVGRkZHRb7/9ti8AbN682TMxMbHzgAEDwiMiImLr9/DMM88Ex8bGRoWHh8dMnjy5fe3t69at8w4NDY2JiYmJGjduXIf+/fuHA8CUKVPaDx8+PLRbt26GJ554IrSxfSgtLdWNGjUqJC4uLioqKip65cqVrerX3rx5s2ePHj06p6SkdAoNDY0ZNmxYqNlsBgBs3LjRMyoqKjoyMjJ61KhRIRUVFQIAgYGBcZMmTQqMjo6Oqr3EQq38/HznLl26GCIjI6PT09Nv70tBQYFzREREDABkZGS0jIuLizIYDNGRkZHRx44dcwGAgQMHhsXExESFh4fHvPPOO761j3333Xd9Q0JCYuPi4qJSU1M7pqWlBQPAyJEjQ55++ung+Ph4w6RJk4JycnJc+vbtGxETExOVmJjY+fDhwy1/6TVuKs7IEBGR3U2bNu1iXFxczKuvvlpc9/aJEyd2mDJlyoXBgweXnzhxwnnw4MERp06dyqm9f9CgQTcGDhx4fciQISW///3vr9XebjQa5dixY3nr1q3zfu2119qnpKQcf++993y9vb1N2dnZeRUVFdK9e3fD0KFDSwEgNzfX7fDhwzkGg6Gqfm9z58495+/vbzIajejVq1fn/fv3u8bFxd166aWXOu7atSvfYDBUDR06NLTuY06cONFy//79+R4eHmro0KGhDe3D9OnTA/r371/68ccfn758+bI+KSkpatiwYaVeXl7mumPl5eW5Hjly5FRISEh1YmKi4auvvvLo27fvjYkTJ4Z++eWXBfHx8ZUjRowIefvtt/1eeeWViwDQpk0bY25ubl79fXnhhReCx48ff+nFF1+88uabb/o19Fr8/e9/93vhhRcuTJo06eqtW7fEaKyZJFu1atVpf39/U3l5uXTt2jV6zJgx127duqV75513Ag4dOpTbqlUrc69evSJjYmJuX8bh/PnzzocOHcp3cnJCcnJy5MKFC8/ExcVVfvPNN+6TJk0K/u67747f6TW+EwYZIiKyOx8fH/OoUaOuzJ49u62rq+vtN/J9+/Z5nThx4vbFGsvLy/UlJSV3PJowatSoawDQq1evG9OmTXMGgB07dnjl5+e7ffHFF60BoKysTJ+bm9vS2dlZxcfH32goxADAsmXLfJYuXeprNBrl0qVLLbKyslqaTCZ06NChsvYxqampVxctWnQ7GKSkpFz38PBQv7QPu3bt8tq+fXurefPmtQNqLlh58uRJ527duv3kEFlcXNyNsLCwagCIiYm5WVhY6Ozl5WUKCgqqjI+PrwSAcePGXfnggw/aArgIAGlpadfQgEOHDnn84x//KASAiRMnXnn99deD6m+TnJx845133gn48ccfnVNTU6/FxcVVAsBbb73lv2XLllYAUFxc3CInJ6dlUVFRi549e5b5+/ubAGDEiBHXjh8/3rJ2rCeeeOKak5MTSkpKdIcPH/YYNWpUWO19VVVV8kvPj7e3908CXWMYZIiIyCH85S9/udCtW7fo1NTUy7W3KaVw6NChPDc3N3U3Y7Vs2VIBgJOTE0wmk1jGkjlz5vwwcuTI0rrbbt682dPNza3BN838/Hzn999/3z8zMzPPz8/PNHLkyJBbt27dMUi5u7vfHq+xfVBK4ZNPPjmZkJBQ+Utjubi43H6cXq+H0WiUO9X39PRsNATodLpffC6ff/75q3379r3x2WefeQ8ZMiTi73//+xmdTofdu3d7ZmRk5Ht6epp79OjRuaKi4o7Pg4eHhxkATCYTPD09jfn5+bn1t7nX1/j2/tzLg4iIiJqbv7+/aejQoddWr159e/1Fnz59St988822tV9/++23rvUf5+HhYSotLb3j+9mgQYNK/vu//9uvsrJSAODo0aMud3rctWvX9K6urmYfHx/T2bNnnXbt2uUNAPHx8bfOnj3rUlBQ4AwA69at82lsjMb2oX///qVz5szxr13zsm/fvp/tW2MSEhJunTt3zjk7O9sFAJYvX96mb9++ZXd6XLdu3co/+ugjHwD46KOP2jS0TW5urnNUVFTljBkzLg4ePPj6kSNHXK9fv6739vY2eXp6mg8fPtwyKyvL3bJvN/bv3+956dIlfXV1NTZu3Ni6oTF9fHzMQUFBVbVrdsxmM/71r3+5/tLz01SckSEiotua8nFpa/rP//zP4mXLlt0+RLNw4cKz48ePD46MjIw2mUzSs2fPsl69ev1Q9zHPPPPM1UmTJoV8+OGH/p988klhY2NPnjz58unTp13i4uKilFLi4+NTvXXr1ka3B4Dk5OSK2NjYm2FhYbEBAQFViYmJ5QDg4eGh5s6deyYlJSXCzc3NnJCQcKOxMRrbh9mzZxc999xzwQaDIdpsNkuHDh0qd+7cebIpz5Obm5v68MMPT48aNSrMZDIhISHh5tSpUy/d6XHz58//ITU1tdN7773XLiUl5XpD26xcudJn/fr1bZycnJSfn1/166+/ft7Ly8u8cOFCv06dOsV06tTpVu3+hoaGVk+ePPl8UlJSlLe3tzE8PPyWt7e3qaFx16xZc2rChAkd33rrrQCj0SgjRoy4mpycXNGU1/iXiFL3NJNzz5KSklRGRkazjLUpLOzOG2nIw2lpNqlzecwYm9S5H83e3uAfG3QHi/6w2CZ1lJpqkzr2ICKZSqmk5h43KyvrdEJCwuU7b0n11a7jMJvNSEtLC46IiLg1c+bMi/buy9Zqn4fq6moMHjw4fNy4cZfT0tKuN2eNrKws34SEhJCG7uOhJSIionvw3nvv+RoMhuiIiIiY0tJS/ZQpUx7IQDht2rT2lo9qxwQHB1eOGTPmui3r89ASERHRPZg5c+bFB3EGpr6FCxf+aM/6nJEhIiIizWpSkBGRIBHZKCInROSUiLwvIi4i0kZEdopIuYi8b+1miYiIiOq6Y5AREQGwAcDnSqkIABEAXAH8DcAtAP8PwP27wo6IiIgcVlNmZAYAuKWUWgIASikTgMkA0lDzqad/oibQEBEREdlUUxb7xgD4yXkFlFKlInIaQDiAI3caQESeA/AcAAQHB991k0REZBsT5l9NbM7xPnrBp0nnpVmxYkWrtLS0sEOHDuV07dqVfxxTk9lksa9SaqFSKkkpleTn1+A1qoiI6AG2du1an27dupUvX7680TPkNqT2gob04GpKkMkF8JOELiJeANoBKLBGU0RE9OAoKSnRHTx40GPJkiWnP/vsMx+g5to8Y8aMCQ4NDY3p1atXRL9+/cKXLFnSGgACAwPjJk2aFBgdHR21ePHi1hs2bPDq0qWLITo6Ouqxxx7rVHtRyb1797p17969c0xMTFSfPn0izpw508Ke+0nW0ZQg8zUANxFJAwAR0QOYA+B9pVTFLz6SiIjoDlavXt3qkUceKYmPj69s3bq1ce/evW7Lly9vffbsWeeTJ0/mrF279vvDhw971H1MmzZtjLm5uXlDhw4tmzVrVsCePXuO5+bm5nXr1u3m66+/7l9ZWSnp6enBGzduLMzJyckbO3bs5alTpwbaax/Jeu64RkYppURkBIAPROT/AfADsE4p9VcAsKyV8QLgLCLDAfxKKfWzq1sSERE1ZP369T7p6ekXAWDkyJFXV6xY4WM0GuWJJ564ptfrERwcbHzooYd+ckHEtLS0awCwa9cu98LCwpY9evQwAEB1dbUkJiaWHz161OXEiROuAwYMiARqLlLo5+dXbet9I+tr0pl9lVJnAQwDABHpBWCNiHRTSh1SSoVYsT8iIrqPXbhwQf/dd995FhQUuL744oswmUwiIqqxCxrW8vT0NAOAUgp9+vQp3bRp0/d17z9w4IBreHh4xZEjR/Kt2D45gLte7KuU+lYp1VEpdcgaDRER0YNjxYoVrUeMGHG1qKjo2Llz544VFxcfDQoKqvLx8TF+/vnnrU0mE86ePeu0f/9+z4Ye/8gjj9zIyMjwyM7OdgGA0tJS3dGjR13i4+NvXb161WnHjh3uAFBZWSkZGRktbblvZBu81hIREd3W1I9LN5ePP/7YZ9q0acV1b/vNb35zLS8vr2VAQEBVeHh4TEBAQFVMTMzNVq1ameo/vn379sYFCxacTk1N7VRVVSUAMHPmzHPx8fGVa9euLUxPTw8uKyvTm0wmmTRp0oWkpCR+tPs+wyBDRER2s3///uP1b5sxY8ZFoObTTN7e3ubi4mJ99+7doxITE28CwLlz547V3X7YsGFlw4YNy6s/Tq9evSoyMjL46dr7HIMMERE5pEGDBkWUlpbqq6urZdq0aeeDg4N50hj6GQYZIiJySAcOHOBsCt2RTc7sS0RERGQNDDJERESkWQwyREREpFkMMkRERKRZXOxLRES3ibyTeOetmk6pqXc8L83LL7/c7tNPP22j0+mUTqfD/PnzzwwYMODGa6+91nby5MmXa8/iay2bN2/2nDNnjv/OnTtPWrMOWQeDDBER2c2OHTvct2/f3urYsWO5rq6u6vz5806VlZUCAAsWLPCfMGHC1YaCjNFohJOTNt/CtNy7I+KhJSIisptz58618PHxMbq6uioACAgIMIaEhFS/8cYbbS9evNiiX79+kT179owEADc3t64TJkwI6ty5c/TXX3/t8eqrr/pHRETERERExLz22mttAaCgoMC5U6dOMampqR3Dw8NjevfuHVFeXi4AsHv3brfIyMhog8EQPXHixKCIiIiYur2YTCZ07NgxtqioyKn26+Dg4Ntf19q5c6dbly5dDFFRUdFdu3Y1ZGVluQBAWVmZ7vHHH+8UFhYWM2jQoLD4+HjDnj173Brqff78+T5xcXFRBoMh+umnn+5oNNacImfDhg1eXbp0MURHR0c99thjnUpKSvg+fQd8goiIyG6GDx9eWlRU5BwSEhI7ZsyY4C1btngANWf3bdu2bfXu3buP1579t6KiQtezZ88bBQUFuW5ububVq1e3yczMzMvIyMhbvny53759+1wB4IcffmiZnp5+8eTJkzne3t6m5cuXtwaA8ePHh86fP/9Mfn5+rl6vV/V70ev1ePLJJ68sWrTIBwA2btzoFRUVVdG+ffufnIgvISHh1sGDB/Pz8vJyZ86cee5Pf/pTEAC8/fbbfq1atTIVFhbmzJo161xubq577WPq9u7n52f85JNPfDIyMvLz8/NzdTqd+vDDD9ucP3/eadasWQF79uw5npubm9etW7ebr7/+ur+1nvv7BYMMERHZjbe3tzk7Ozv3/fffP+Pn52ccO3Zs2Lx589o0tK1er8e4ceOuAcCuXbs8Hn/88eteXl5mb29v869//etrO3fu9ASAwMDAyl69elUAQNeuXW+ePn3a5fLly/obN27oBg4ceAMAxo4de7WhGpMmTbq8du3aNgCwePFi33Hjxl2uv83Vq1f1jz/+eFhERETMn/70pw7Hjx9vCQDffvutx+jRo68CQPfu3W9FRkbebKj3bdu2eWZnZ7slJCREGQyG6H/+859ep06dctm1a5d7YWFhyx49ehgMBkP02rVr2/zwww/O9/7sPhh4kI6IiOzKyckJQ4YMKRsyZEhZfHx8xYoVK9qkp6dfqb+ds7OzuSlrS5ydnW/Ptuj1elVRUdHkP9rDw8OrfX19jV988YXnkSNH3D///PNT9bd5+eWXA/v161f21VdfFRYUFDgPGDCgcxN6ut27UkpGjRp15YMPPjhXd5vVq1d79+nTp3TTpk3fN7Vf4owMERHZUVZWlsuxY8dcar8+fPiwa1BQUBUAuLu7mxpbI9K/f//yrVu3tiorK9OVlpbqtm7d2rp///5ljdXx9fU1ubu7m7/55ht3AFixYoVPY9s+++yzl8aPHx86dOjQqw0Fp9LSUn1tjwsWLPCtvT05Obl87dq1rQEgMzOz5fHjx10bGj8lJaV08+bNrc+dO+cEABcuXNAfP37c+ZFHHrmRkZHhkZ2d7WKpozt69KhLQ2PQ/+KMDBER3daUj0s3p9LSUn16enpwaWmpXq/Xq5CQkMply5adAYCxY8deTklJifT396+qf5XsPn363Hz66aevdOvWLQoAfve7313q3bt3RUFBQaOHYhYsWHD6+eef76jT6ZCcnFzm6elpami70aNHl7z44ov655577mezQgDw8ssvF48fPz70rbfeaj9o0KDrtbdPmzbt0lNPPRUSFhYWExYWdis8PPxW69atf1YjMTHx1owZM849+uijkWazGS1atFDz5s374dFHH72xYMGC06mpqZ2qqqoEAGbOnHkuPj6+sglP5QNLlPrZeierSkpKUhkZGc0y1qawsGYZx1E8nJZmkzqXx4yxSZ370eztre3dgiYt+sNim9RRaqpN6tiDiGQqpZKae9ysrKzTCQkJP1sHcj8qKSnReXt7mwFg+vTp7c6fP99iyZIlZ+tvt2fPHrfJkyd3yMzMvKuLVhqNRlRVVYmbm5vKyclx+dWvfhVZWFiY3bJlS9u+0d6HsrKyfBMSEkIauo8zMkRE9EBYv36995w5cwJMJpMEBgZWrl69+nT9baZPn95u6dKlfkuWLLnrdSplZWW6vn37dq6urhalFN59990zDDHWxyBDREQPhAkTJlybMGHCtV/aZtasWcWzZs0qvpfxW7dubc7Ozs67t+7oXnGxLxHRg81sNpvF3k0QNcby/dnoZSo0PSMztLDQ3i1okre9G2jEhg0bAABPPPGEnTtp3Ecv2LsDbfrohft37cp9IPvSpUvRfn5+JTqdjodByKGYzWa5dOmSN4DsxrbRdJCh+4sjBxii+5XRaBxfXFy8qLi4OBacpSfHYwaQbTQaxze2AYMMEdEDLDEx8SKAYfbug+heMX2Tw9i2bRu2bdtm7zaIiEhDOCNDDqO4+J4+KEBERA8wzsgQERGRZjHIEBERkWYxyBAREZFmcY0MOYw2bdrYuwUiItIYBhlyGEOHDrV3C0REpDE8tERERESaxSBDDmPTpk3YtGmTvdsgIiIN4aElchhXrlyxdwtERKQxnJEhIiIizWKQISIiIs1ikCEiIiLN4hoZchjt2rWzdwtERKQxDDLkMFJSUuzdAhERaQwPLREREZFmMciQw9iwYQM2bNhg7zaIiEhDeGiJHEZpaam9WyAiIo3hjAwRERFpFoMMERERaRaDDBEREWkW18iQwwgKCrJ3C0REpDEMMuQwBg4caO8WiIhIY3hoiYiIiDSLQYYcxrp167Bu3Tp7t0FERBrCQ0vkMCoqKuzdAhERaQxnZIiIiEizGGSIiIhIsxhkiIiISLO4RoYcRmhoqL1bICIijWGQIYfRr18/e7dAREQaw0NLREREpFkMMuQwVq5ciZUrV9q7DSIi0hAeWiKHYTQa7d0CERFpDGdkiIiISLMYZIiIiEizGGSIiIhIs7hGhhxGZGSkvVsgIiKNYZAhh9GrVy97t0BERBrDQ0tERESkWQwy5DCWLl2KpUuX2rsNIiLSEAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0ix+/JocRkxMjL1bICIijWGQIYfRvXt3e7dAREQaw0NL5DCqq6tRXV1t7zaIiEhDGGTIYaxatQqrVq2ydxtERKQhDDJERESkWQwyREREpFlc7Gslm8LC7N1Cs4r+8kur1+jbty8AoLCw0Oq1Zm9vbfUa9O9Z9IfF9m6hWSk11d4tEN2XOCNDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrVpCAjIkEislFETojIKRF5X0RcRGSQiGSKyDHLvwOs3TARERFRrTsGGRERABsAfK6UigAQAcAVwN8AXAYwVCkVB2AsgBVW7JWIiIjoJ5oyIzMAwC2l1BIAUEqZAEwGkAbghFKqyLJdDgBXEXGxSqdERERE9TQlyMQAyKx7g1KqFMBpAOF1bh4J4JBSqrL+ACLynIhkiEjGpUuX/o12iYiIiP5Xsyz2FZEYAG8BmNjQ/UqphUqpJKVUkp+fX3OUJCIiImpSkMkFkFj3BhHxAtAOQIGIBAH4DECaUqqw+VskIiIialhTgszXANxEJA0AREQPYA6A9wG4ANgC4M9KqX1W65KIiIioAXcMMkopBWAEgCdF5ASAKwDMSqm/AngRNetkXhGRI5b/2lq1YyIiIiILp6ZspJQ6C2AYAIhILwBrRKSbUuoNAG9YsT8iIiKiRjUpyNSllPoWQEcr9EJERER0V3iJAiIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0ixRStm0YFJSksrIyLBpTdKGpUuXAgDGjRtn1z6IHJGIZCqlkuzdB5Gj4YwMERERaRaDDBEREWmWk70bIKo1YsQIe7dAREQawyBDDsPb29veLRARkcbw0BI5jOzsbGRnZ9u7DSIi0hDOyJDDqP00W2xsrJ07ISIireCMDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWF/uSw3jqqafs3QIREWkMgww5DDc3N3u3QEREGsNDS+Qwjhw5giNHjti7DSIi0hAGGXIYDDJERHS3GGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIs/jxa3IYzzzzjL1bICIijWGQIYfRokULe7dAREQaw0NL5DAOHjyIgwcP2rsNIiLSEAYZchg5OTnIycmxdxtERKQhDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWaKUsm1BkUsAzjRwly+AyzZogXVYx5Z1bFmLde7vOh2VUn7N1QzR/cLmQaYxIpKhlEpiHda5n+rYshbrsA7Rg4iHloiIiEizGGSIiIhIsxwpyCxkHda5D+vYshbrsA7RA8dh1sgQERER3S1HmpEhIiIiuisMMkRERKRZdg8yInJaRI6JyBERybByLb2IHBaRzVYav6WIHBCRLBHJEZH/skYdS60OIrJTRHIttV6yUp3FInJRRLKtMX69WikiUiAiJ0Xkz1aqYZP9seHrY7PvOUs9q/4M1aljk98LItJKRD4RkXwRyRORZCvU6GzZj9r/SkXkj81dh+hBZfc1MiJyGkCSUsrqJ6QSkSkAkgB4KaWGWGF8AeCulCoXkRYA/gngJaXUd1aoFQAgQCl1SEQ8AWQCGK6Uym3mOg8DKAewXCkV25xj16ujB3AcwCAAPwI4CGC0hvfHVq+Pzb7nLPWs+jNUp85p2OD3gogsA7BXKbVIRJwBuCmlrluxnh7AOQA9lVINnRiUiO6S3WdkbEVEggD8GsAia9VQNcotX7aw/GeVpKiUOq+UOmT5/zIAeQACrVBnD4CrzT1uA3oAOKmUOqWUqgKwFsBvmruIrfbHhq+Pzb7nbPEzZEsi4g3gYQD/AwBKqSprhhiLRwEUMsQQNR9HCDIKwJcikikiz1mxznsA/gTAbMUatVPvRwBcBPCVUmq/NetZaoYA6ArA6rWsKBDA2Tpf/wgrvPHbg7VfHxt+z70HG/wMWdji90IogEsAllgOly0SEXcr1aqVCmCNlWsQPVAcIcj0UUp1A/AYgD9Ypv6blYgMAXBRKZXZ3GPXp5QyKaW6AAgC0ENErHb4AgBExAPApwD+qJQqtWYtunu2eH1s8T1ny58hC6v/XgDgBKAbgP9WSnUFcAOAVdZmAYDl0NUwAB9bqwbRg8juQUYpdc7y70UAn6HmEENz6w1gmOW4+1oAA0RkpRXq3GaZot4JIMVaNSxrIj4FsEoptcFadWzkHIAOdb4OstymWbZ+faz8PWfTnyEb/V74EcCPdWawPkFNsLGWxwAcUkpdsGINogeOXYOMiLhbFkLCMqX7KwDN/mkSpdRflFJBSqkQ1EztfqOUGtPcdUTET0RaWf7fFTULV/Obu45lfEHNsf08pdRca9SwsYMAIkQk1PKXayqAL+zc0z2z1etjq+85W/0MATb9vVAM4KyIdLbc9CiAZl2MXc9o8LASUbOz94yMP4B/ikgWgAMAtiilttm5p39HAICdInIUNW/MXymlrPUx1d4Afoeav4xrP9b5eHMXEZE1AP4FoLOI/Cgi/6e5awCAUsoI4EUA21GzMHa9UiqnuevYan9go9cHtv2esxVb/l74vwBWWZ6/LgBmWaOIJZANAqD1mVMih2P3j18TERER3St7z8gQERER3TMGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhm6JyKiRGROna+nisirzTT2UhF5sjnGukOdUZYrHu+sd3uIiFRYPjKdKyLLLSe3IyIiB8MgQ/eqEsATIuJr70bqEhGnu9j8/wCYoJTq38B9hZbT/seh5izDTzVDe0RE1MwYZOheGQEsBDC5/h31Z1REpNzy7yMisltENorIKRGZLSLPiMgBETkmImF1hhkoIhkictxynZ/aiyO+LSIHReSoiEysM+5eEfkCDZyZVURGW8bPFpG3LLe9AqAPgP8Rkbcb20mllAk1J2ULtDwu0bIPmSKyXUQCLLenW2ZvjorIWsttr4rIChH5l4icEJEJltvFsh/Zlr5+W2c/donIJyKSLyKrLGcIhuW5qh3/HcttfiLyqeX5OCgivS2396tzEr7DtWfJJSK6H93NX69E9X0A4KiI/O0uHpMAIArAVQCnACxSSvUQkZdQc5bVP1q2C0HN9XXCUHPm2nAAaQBKlFLdRcQFwD4R+dKyfTcAsUqp7+sWE5H2AN4CkAjgGmquqDxcKfWaiAwAMFUpldFYsyLSEkBPAC9ZDi/9HcBvlFKXLAHkrwCeRc3FBkOVUpW1lwywiAfwEAB3AIdFZAuAZNScRTYBgC+AgyKyx7J9VwAxAIoA7APQW0TyAIwAYFBKqTrj/38A3lVK/VNEglFzVuQoAFMB/EEptU9qLlp5q7H9IyLSOgYZumdKqVIRWQ4gHUBFEx92UCl1HgBEpBBAbRA5BqDuIZ71SikzgBMicgqAATXX3ImvM9vjDSACQBWAA/VDjEV3ALuUUpcsNVcBeBjA53foM0xEjgAIRc0p8o9KzVWlYwF8ZZko0QM4b9n+KGpOdf95vbE3KqUqAFRY1uL0QM1M0BrLbM8FEdlt6bPUsh8/Wno9gppA9x1qwsj/iMhmALWXIBgIINrSCwB4WYLLPgBzLfu6oXY8IqL7EYMM/bveA3AIwJI6txlhOWwpIjoAznXuq6zz/+Y6X5vx0+/H+tfOUAAEwP9VSm2ve4eIPALgxr00/wsKlVJdLGuA9onIMADfA8hRSiU3sP2vUROQhgL4TxGJq9N3XXe6Jkjd58cEwEkpZRSRHqi5qOGTqLkm1QDUPMcPKaXqz7jMtsz8PG7pfbBSyioXLyUisjeukaF/i1LqKoD1qFk4W+s0ag7lAMAwAPfyiZ9RIqKzrJvpBKAANYdOJtV+gkhEIqXmYny/5ACAfiLiKyJ61FyBeHdTm1BKXUbNYaO/WHrwE5FkS/0WIhJjCWsdlFI7AbyMmpkiD8sQvxGRliLSBsAjqLmw414Av7Ws+fFDTQA60FgPllkWb6XUVtSsSUqw3PUlag7H1W7XxfJvmFLqmFLqLUs9Q1P3l4hIazgjQ81hDmpmCWp9BGCj1Fy9eBvubbbkB9S8uXsBeF4pdUtEFqHmUMshyyLYSwCG/9IgSqnzIvJnADtRM6OzRSm18S57+RzAq6hZK/MkgHki4o2an5/3ABwHsNJymwCYp5S6bjnkc9RS2xfA60qpIhH5DDXrZLJQM0PzJ6VUsYg0Fjg8UfN8trSMP8VyezqAD6Tmys1OAPYAeB7AH0WkP2pmuXIA/OMu95eISDN49WsiK5Ga8+qUK6XesXcvRET3Kx5aIiIiIs3ijAwRERFpFmdkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEiz/n9dAraQGRTXbAAAAABJRU5ErkJggg==\n", + "image/png": 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