From e01a8cf65f9f122d882d09d13fb4452a65c2dbab Mon Sep 17 00:00:00 2001 From: Christian Lorentzen Date: Fri, 6 Jan 2023 19:57:01 +0100 Subject: [PATCH] ENH change standard deviation to standard error (#9) - compute_bias: change bias_stddev to bias_stderr - plot_bias use bias_stderr for errorbars --- .../regression_on_workers_compensation.ipynb | 166 +++++++++++------- .../calibration/identification.py | 17 +- src/model_diagnostics/calibration/plots.py | 4 +- .../calibration/tests/test_identification.py | 13 +- 4 files changed, 128 insertions(+), 72 deletions(-) diff --git a/docs/examples/regression_on_workers_compensation.ipynb b/docs/examples/regression_on_workers_compensation.ipynb index 0d2156c..9f66ba4 100644 --- a/docs/examples/regression_on_workers_compensation.ipynb +++ b/docs/examples/regression_on_workers_compensation.ipynb @@ -485,7 +485,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "id": "9a176508-87d9-4b45-b9c1-436becc205f3", "metadata": {}, @@ -626,8 +625,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 13min 36s, sys: 27.6 s, total: 14min 3s\n", - "Wall time: 2min 2s\n" + "CPU times: user 12min 12s, sys: 18.3 s, total: 12min 30s\n", + "Wall time: 1min 41s\n" ] } ], @@ -784,7 +783,7 @@ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Reliability Diagram HGBT_Poisson Poisson HGBT')" + "" ] }, "execution_count": 18, @@ -793,7 +792,7 @@ }, { "data": { - "image/png": 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", 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\n", "text/plain": [ "
" ] @@ -810,21 +809,18 @@ " y_pred=df_pred_test[\"OLS\"],\n", " ax=axes[0],\n", ")\n", - "axes[0].set_title(axes[0].get_title() + \" OLS\")\n", "\n", "plot_reliability_diagram(\n", " y_obs=y_test,\n", " y_pred=df_pred_test[\"GLM_Poisson\"],\n", " ax=axes[1]\n", ")\n", - "axes[1].set_title(axes[1].get_title() + \" Poisson GLM\")\n", "\n", "plot_reliability_diagram(\n", " y_obs=y_test,\n", " y_pred=df_pred_test[\"HGBT_Poisson\"],\n", " ax=axes[2]\n", ")\n", - "axes[2].set_title(axes[2].get_title() + \" Poisson HGBT\")\n", "#fig.set_layout_engine(layout=\"tight\")" ] }, @@ -874,7 +870,7 @@ " model\n", " bias_mean\n", " bias_count\n", - " bias_stddev\n", + " bias_stderr\n", " p_value\n", " \n", " \n", @@ -884,7 +880,7 @@ " Trivial\n", " -391.458696\n", " 20505\n", - " 56480.368800\n", + " 394.427909\n", " 0.320979\n", " \n", " \n", @@ -892,7 +888,7 @@ " OLS\n", " -158.226277\n", " 20505\n", - " 53049.749161\n", + " 370.470343\n", " 0.669314\n", " \n", " \n", @@ -900,7 +896,7 @@ " GLM_Poisson\n", " -142.672362\n", " 20505\n", - " 53048.066624\n", + " 370.458593\n", " 0.700150\n", " \n", " \n", @@ -908,7 +904,7 @@ " HGBT_Poisson\n", " -94.439905\n", " 20505\n", - " 53100.300161\n", + " 370.823364\n", " 0.798976\n", " \n", " \n", @@ -916,11 +912,11 @@ "" ], "text/plain": [ - " model bias_mean bias_count bias_stddev p_value\n", - "0 Trivial -391.458696 20505 56480.368800 0.320979\n", - "1 OLS -158.226277 20505 53049.749161 0.669314\n", - "2 GLM_Poisson -142.672362 20505 53048.066624 0.700150\n", - "3 HGBT_Poisson -94.439905 20505 53100.300161 0.798976" + " model bias_mean bias_count bias_stderr p_value\n", + "0 Trivial -391.458696 20505 394.427909 0.320979\n", + "1 OLS -158.226277 20505 370.470343 0.669314\n", + "2 GLM_Poisson -142.672362 20505 370.458593 0.700150\n", + "3 HGBT_Poisson -94.439905 20505 370.823364 0.798976" ] }, "execution_count": 19, @@ -975,7 +971,7 @@ " Gender\n", " bias_mean\n", " bias_count\n", - " bias_stddev\n", + " bias_stderr\n", " p_value\n", " \n", " \n", @@ -986,7 +982,7 @@ " F\n", " -4693.414762\n", " 4441\n", - " 61676.821475\n", + " 925.511027\n", " 4.115092e-07\n", " \n", " \n", @@ -995,7 +991,7 @@ " M\n", " 797.845767\n", " 16064\n", - " 54899.756026\n", + " 433.155234\n", " 6.550241e-02\n", " \n", " \n", @@ -1004,7 +1000,7 @@ " F\n", " -1212.773117\n", " 4441\n", - " 58523.230496\n", + " 878.188822\n", " 1.673504e-01\n", " \n", " \n", @@ -1013,7 +1009,7 @@ " M\n", " 133.310235\n", " 16064\n", - " 51432.053128\n", + " 405.795301\n", " 7.425259e-01\n", " \n", " \n", @@ -1022,7 +1018,7 @@ " F\n", " -184.995122\n", " 4441\n", - " 58572.701607\n", + " 878.931176\n", " 8.333048e-01\n", " \n", " \n", @@ -1031,7 +1027,7 @@ " M\n", " -130.971952\n", " 16064\n", - " 51418.078829\n", + " 405.685045\n", " 7.468195e-01\n", " \n", " \n", @@ -1040,7 +1036,7 @@ " F\n", " -303.384575\n", " 4441\n", - " 58351.353739\n", + " 875.609671\n", " 7.289956e-01\n", " \n", " \n", @@ -1049,7 +1045,7 @@ " M\n", " -36.675756\n", " 16064\n", - " 51556.136879\n", + " 406.774313\n", " 9.281593e-01\n", " \n", " \n", @@ -1057,15 +1053,15 @@ "" ], "text/plain": [ - " model Gender bias_mean bias_count bias_stddev p_value\n", - "0 Trivial F -4693.414762 4441 61676.821475 4.115092e-07\n", - "1 Trivial M 797.845767 16064 54899.756026 6.550241e-02\n", - "2 OLS F -1212.773117 4441 58523.230496 1.673504e-01\n", - "3 OLS M 133.310235 16064 51432.053128 7.425259e-01\n", - "4 GLM_Poisson F -184.995122 4441 58572.701607 8.333048e-01\n", - "5 GLM_Poisson M -130.971952 16064 51418.078829 7.468195e-01\n", - "6 HGBT_Poisson F -303.384575 4441 58351.353739 7.289956e-01\n", - "7 HGBT_Poisson M -36.675756 16064 51556.136879 9.281593e-01" + " model Gender bias_mean bias_count bias_stderr p_value\n", + "0 Trivial F -4693.414762 4441 925.511027 4.115092e-07\n", + "1 Trivial M 797.845767 16064 433.155234 6.550241e-02\n", + "2 OLS F -1212.773117 4441 878.188822 1.673504e-01\n", + "3 OLS M 133.310235 16064 405.795301 7.425259e-01\n", + "4 GLM_Poisson F -184.995122 4441 878.931176 8.333048e-01\n", + "5 GLM_Poisson M -130.971952 16064 405.685045 7.468195e-01\n", + "6 HGBT_Poisson F -303.384575 4441 875.609671 7.289956e-01\n", + "7 HGBT_Poisson M -36.675756 16064 406.774313 9.281593e-01" ] }, "execution_count": 20, @@ -1083,23 +1079,23 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 25, "id": "a57d6452-5f93-409b-82e2-36350fa86545", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5, 1.0, 'Bias Plot OLS')" ] }, - "execution_count": 21, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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Fda0SZv5TkrTtmZQmb6TpzOd3uz4HCgAAoDkQoAAAAJxEgAIAAHASAQoAAMBJBCgAAAAnEaAAAACcRIACAABwEgEKAADASQQoAAAAJxGgAAAAnESAAgAAcBIBCgAAwEkEKAAAACcRoAAAAJxEgAIAAHASAQoAAMBJBCgAAAAnEaAAAACcRIACAABwEgEKAADASQQoAAAAJxGgAAAAnESAAgAAcBIBCgAAwEkEKAAAACcRoAAAAJxEgAIAAHASAQoAAMBJBCgAAAAnEaAAAACcRIACAABwEgEKAADASQQoAAAAJxGgAAAAnESAAgAAcBIBCgAAtAl19Yb9/tqcgw6PWxoBCgAAtHorthQq+ZV/2R9PXPS9LnvhK63YUuiSeghQAACgVVuxpVD3v7tOxbYqh/Gi0krd/+46l4QoAhQAAGi16uoNzflsm051sO742JzPtrX44TwCFAAAaLXW5hxUYWnlaZcbkgpLK7U252DLFSUCFAAAaKVKyir197V7z3puS/Js0VcDAAA4g5q6en21vUQZ1jyt3lFy1ofmIoN8m7kyRwQoAADgcj8WlynDmqtP1udr/5Fq+/ggc4h+2lehssqaU54H5SYpOsRXQ7uHtVitEgEKAAC4iK2yRp9tLFC6NU8bcw/bx8MDfXTTkDilJprUMyrI/i08N8khRLkd+++sMQnycHdTSyJAAQCAFlNfbyjrpwPKsObqiy1FqqqtlyR5urtpRJ9IpVnMurJ3hLw8Gk/THtUvRgvuGKJZn251aGUQHeKrWWMSNKpfTItvBwEKAAA0u9yDFfpoXZ4yrHnKP3zUPt4zMlBpFrPGDo5TRJDPaZ8/ql+MLo0PV//ZKyVJiyddpOE9I1p8z9NxBCgAANAsKmvq9M+tRUq35uo/uw7Yx4N8PDVmUKzSLGYNNIXIze3sQtCJYWlo9zCXhSeJAAUAAJqQYRjalFeqdGuuPt1YoLLKWvuySy7orDSLWSl9o+Xn7eHCKs8fAQoAAJy3/UeqtHR9vtKtufqx+Ih9PC7UT+MSTRqXaJI5zN+FFTYtAhQAADgntXX1+nrHPqVbc/XV9hLVHuvZ5OPprlH9opVmMSupR2e5u/BQW3MhQAEAAKfsKilThjVPH63L1/4jjd+KG2gOVWqiSWMGxirEz8uFFTY/AhQAAPhVZZU1WrapUOnWXK3fe9g+3jnAW78ZHKdUi1m9o4NcV2ALI0ABAIBTqq839F3OQWVYc/X5lkJV1jT0bPJwd9OI3hFKtZg1onekvD073qV1CVCn8cYbb+ill15SUVGRBg4cqNdff11Dhw51dVkAADS7/MNH9VF2njKyc5V7sLFn0wURAUqzmPWbIXEtfu251oYAdQoffvihpkyZooULF2rYsGF69dVXlZKSoh07digyMtLV5QEA0OQqa+q0cluxMqy5+mbXfhnHrpkS6OOpMQNjlGoxa7A59Kx7NrV3BKhTeOWVV3Tvvfdq0qRJkqSFCxdq+fLlevvttzV9+nQXVyeVl5dLkvz9/e1/yNXV1aqpqZGnp6d8fHxOmuvn5yd394ZdrDU1NaqurpaHh4d8fX3PaW5FRYUMw5Cvr688PBp6edTW1qqqqkru7u7y8/M7p7lHjx5VfX29fHx85OnZ8OdZV1enyspKp+a6ubnJ37/x67KVlZWqq6uTt7e3vLy8nJ5bX1+vo0cb/i8sICDAPreqqkq1tbXy8vKSt7e303MNw1BFRcVpf5/OzD2b331T/J2c6vfZFH8nx3+f5/t38svf5/n+nZzu93m+fycn/j7P9+/kdL9P3iN4j/i1371hGNp9qEZLsvP1jw35sp3Qs+niHmFKs5g1ql+0jJoq+2scX68r3iPKK2t0oqZ+j3CKAQdVVVWGh4eH8cknnziMjx8/3rjhhhtO+ZzKykqjtLTUfsvNzTUkGaWlpc1SoxqupWiUlJTYx5599llDknHPPfc4zPX39zckGTk5OfaxefPmGZKM3/72tw5zw8PDDUnGli1b7GNvvvmmIcm48cYbHeZ27drVkGSsXbvWPvbuu+8akozk5GSHuQkJCYYkY/Xq1faxTz75xJBkXHLJJQ5zLRaLIclYtmyZfWzlypWGJGPgwIEOc6+44gpDkpGenm4f++abbwxJRnx8vMPc6667zpBkLFq0yD62fv16Q5IRGxvrMHfcuHGGJGP+/Pn2sR9//NGQZISEhDjMnTBhgiHJePHFF+1jeXl5hiTD09PTYe4DDzxgSDJmzZplHzt06JD991ldXW0fnzZtmiHJmDZtmn2surraPvfQoUP28VmzZhmSjAceeMDh9Tw9PQ1JRl5enn3sxRdfNCQZEyZMcJgbEhJiSDJ+/PFH+9j8+fMNSca4ceMc5sbGxhqSjPXr19vHFi1aZEgyrrvuOoe58fHxhiTjm2++sY+lp6cbkowrrrjCYe7AgQMNScbKlSvtY8uWLTMkGRaLxWHuJZdcYkhy+He6evVqQ5KRkJDgMDc5OdmQZLz77rv2sbVr1xqSjK5duzrMvfHGGw1Jxptvvmkf27JliyHJCA8Pd5j729/+1pBkzJs3zz6Wk5NjSDL8/f0d5t5zzz2GJOPZZ5+1j5WUlNh/nyd65JFHDEnGU089ZR87cuSIfe6RI0fs40899ZQhyXjkkUcc1sF7RAPeIxqc6j1if1mlETL0N0bMpNeNrk8us9/6zvjECLnsdiPtLsf3k9byHuHm5WOvtbyqpsnfI0pLS8/687vjnfX1K/bv36+6ujpFRUU5jEdFRamoqOiUz5k7d65CQkLsN7PZ3BKlAgBw1urlpq+2F+u+v2Xr4rmrFDribnlHdpe3h5vGDIzV3+4eqjtDd6r0m/fkV1fu6nJbPTfDOH6UE5JUUFCguLg4rVmzRklJSfbxJ554Qv/617/03XffnfScqqoqVVU19sGw2Wwym80qLS1VcHBwk9fI7vlfn8vueQ7hnctcDuHxHtEe3yO2FxxShjVXn24u1r6yavvr9Y0J1G8GxehmS1d1CvBxWG9rfY84Ulmji174tyRp2zMp8nZXk75HVFRUKCQk5Kw+vwlQv1BdXS1/f38tWbJEY8eOtY9PmDBBhw8f1j/+8Y9fXYfNZjvrXwAAAE3tSFWtlm8qUIY1T9Y9h+zjnfy99JvBJqVaTLowpu19PlVU1yph5j8lNQQof++mPZXbmc9vTiL/BW9vbyUmJmrVqlX2AFVfX69Vq1Zp8uTJri0OAIDTMAxDa3MOKt2ap883F+poTZ0kyd1NurJ3pNIsJl3VJ6pD9mxqDgSoU5gyZYomTJggi8WioUOH6tVXX1V5ebn9W3kAALQWhaUNPZuWZOfp5wMV9vEe4QFKtZh105A4RQV37J5NzYEAdQq33HKL9u3bp5kzZ6qoqEiDBg3SihUrTjqxHAAAV6iqrVPmtmJlWPP07537dOwavgrw9tD1A2KVdpFJQ7p0omdTMyJAncbkyZM5ZAcAaFW25JdqSXaelm7I1+GKxp5IQ7s39Gy6tl+0Anz4aG8J/JQBAGjFDpVXa+mGfGVY87St0GYfjw721bhEk8YlmtQtPOAMa0BzIEABANDK1NUb+r+d+7TEmqfMbcWqrmu4iK+3h7tG9o1SaqJJw3tGyMOdQ3SuQoACAKCVyNlfriXZufooO19Ftkr7eN/YYKVZzLphYKw6BXi7sEIcR4ACAMCFyqtq9fnmQmVY87T254P28VB/L40dFKdUi0l9Y0NcWCFOhQAFAEALMwxD2XsOKd2aq2WbClVR3diz6fJeEUpNNCs5IVI+nh4urhSnQ4ACAKCFFNsq9dG6PC2x5umn/Y3Xm+vW2V+pFrNuHmJSdAg9m9oCAhQAAM2ourZeq34oVro1V//6sbFnk7+3h0b3j1GqxayLutGzqa0hQAEA0Ay2FdiUkZ2rpevzdeiEnk0Xdeuk1ESzrhsQo0B6NrVZ/OYAAGgihyuq9enGAqVbc7Ulv7FnU1Swj24aYlJqokk9IgJdWCGaCgEKAIDzUFdv6D+79ivdmquV24pVXdvQs8nLw00jE6KUmmjW8J7h8vTgIr7tCQEKAIBzsOdAuZYcu4hvYWljz6Y+0UFKs5g1dnCcwujZ1G4RoAAAOEsV1bX6YnOR0q25+i6nsWdTiJ+XbhwUqzSLWX1jgzkhvAMgQAEAcAaGYWjd3sPKONaz6UhVrSTJzU26LD5caRazRiZEydeLnk0dCQEKAIBTKLFV6uP1+cqw5mr3vsaeTV3C/JWaaNLNiSbFhvq5sEK4EgEKAIBjqmvr9dX2EmVYc/X1j/tUd6xpk5+Xh67tH600i1lDu4XJnYv4dngEKABAh7ejqEzp1oaeTQfKq+3jQ7qEKs1i1ugBMQry9XJhhWhtCFAAgA6p9GiNPt1YoCXWXG3MK7WPRwT56KYhcUpNNCs+kp5NODUCFACgw6ivN7Rm9wGlW3P1z61FqjrWs8nT3U1XXxipNItZV/SKoGcTfhUBCgDQ7uUerFBGdp4+ys5T/uGj9vHeUUFKtZg0dnCcwgN9XFgh2hoCFACgXTpaXacVWwuV/n2esn46YB8P8vW092zqHxdCzyacEwIUAKDdMAxDG3IPK92ap2UbC1R2Qs+mSy8IV6rFpJS+0fRswnkjQAEA2rx9ZVX6ZH2eMqx52llyxD5u6uSn1ESzbk6Mk6mTvwsrRHtDgAIAtEk1dfVavb1E6dY8rd5RYu/Z5OPpruv6xyjVYtLF3TvTswnNggAFAGhTdhY39Gz6ZH2+9h9p7Nk0yNzQs+n6gTEKpmcTmhkBCgDQ6tkqa/TZxgJlWPO0IfewfTw80Fs3DTEpNdGknlFBrisQHQ4BCgDQKtXXG/r2pwPKyM7TF1sKVVnT0LPJw91NV/Vp6Nl0Ze8IedGzCS5AgAIAtCp5hyq0JDtPS7LzlHeosWdTz8hApVnMGjs4ThFB9GyCaxGgAAAuV1lTp39uLVKGNU//2b1fRsP54Ary8dSYQbFKTTRpkDmUnk0dTImtUiVlVfbHlTV19vvbCmwntaOIDPJRZLBvi9RGgAIAuIRhGNqUV6qM7Fz9Y0OByipr7csuuaCzUi0mjeobIz9vejZ1VO99t1evrdp5ymXjFmadNPbI1T312MhezV2WJAIUAKCFHThSpU/W5yvDmqcdxWX28bhQP41LNGlcoknmMHo2Qbp9WBeNTIg66/mRLXholwAFAGh2tXX1+nrHPmVk52rVDyWqPdazydvTXdf2i1ZqolmXXEDPJjiKDPZtsUNyziJAAQCaza6SI8rIztXH6/K174RzWQaaQjTOYtYNA2IV4k/PJrQ9BCgAQJMqq6zR8k2FSrfmat3ew/bxzgHe+s3gOKVazOodTc8mtG0EKADAeauvN/RdzkFlZOfqi81FOnrs21Ie7m4a0TtC4xLNuqpPpLw96dmE9oEABQA4ZwWHj+qj7DxlZOdp78EK+/gFEQFKtZh10+C4VnsOC3A+CFCt2C/7X/yalux/AaDjqqypU+a2YqVbc/XNrsaeTYE+nhozMEbjEs0a0oWeTWjfCFCt2Jn6X5xKS/a/ANCxGIahrQU2pVsbejaVHq2xL7u4R5hSE826tn+0/L35WEHHwF96K/bL/heVNXX2xmFL7ks6ZQdWAGhKB8urtXR9vtKtudpe1NizKTbEVzcf69nUtXOACysEXIMA1Yr9sv9FRXVjl96E2GD+Tw9As6itq9e/d+5XujVXX/5QrJq6xp5N1yREKc1i1qXx4fKgZxM6MD6BAQCSpJ/2HVFGdp4+ys5zOP+yf1yIUi0m3TAwVqH+3i6sEGg9CFAA0IEdqarV58d6Nln3HLKPd/L30m8Gm5RqMenCmGAXVgi0TgQoAOhgDMPQ9z8fUro1V59vLlRFdUPPJnc36YpeEUqzmHX1hVH0bALOgAAFAB1EYelRfbwuXxnWXP18oLFnU/fwAKVaTLp5iElRtEIBzgoBCgDasaraOn25rUTp1lz9e+c+HbuGrwK8PTR6QIzSLGYldu1EzybASQQoAGiHthaUKsOap6Ub8nW4orFn09DuYUpNNOm6/jEK8OEjADhX/OsBgHbiUHm1/rEhXxnZedpaYLOPRwf76ubEOI1LNKt7OD2bgKZAgAKANqyu3tC/d+5TRnaeMrcWq7quXpLk7eGukQlRSrWYNLxnBD2bgCZGgAKANujn/eXKyM7VR9n5KrJV2scTYoKVZjHpxkFx6hRAzyaguRCgAKCNKK+q1eebC5WRnae1OQft46H+Xho7KE7jEk3qFxfiwgqBjoMABQCtmGEYyt5zSBnWPC3bVKDyE3o2De/Z0LMpOSFSPp4ev7ImAE2JAAUArVCxrVIfrcvTEmueftpfbh/v2tlfaRazbhoSp5gQPxdWCHRsBCgAaCWqa+u16odiZWTn6esdJfaeTX5ejT2bLupGzyagNWhXffq7desmNzc3h9sf//hHhzmbNm3S8OHD5evrK7PZrBdffPGk9WRkZKhPnz7y9fVV//799fnnn7fUJgDogH4otOmZz7bp4rmrdP976/TV9obwZOnaSS/ePEDf/z5Z/506UEO7hxGegFai3e2BeuaZZ3TvvffaHwcFBdnv22w2XXPNNUpOTtbChQu1efNm3XXXXQoNDdXvfvc7SdKaNWt02223ae7cubr++uv1/vvva+zYsVq3bp369evX4tsDoH0qrajRpxvzlW7N0+b8Uvt4ZJCPbk40aVyiSRdEBLqwQgBn0u4CVFBQkKKjo0+57L333lN1dbXefvtteXt7q2/fvtqwYYNeeeUVe4B67bXXNGrUKD3++OOSpD/84Q/KzMzU/PnztXDhwhbbDgDtT129of/s2q+M7Dz9c2uRqmsbejZ5ebgp+cIopVnMGt4zXJ4e7ergANAutbt/pX/84x/VuXNnDR48WC+99JJqa2vty7KysnT55ZfL27uxN0pKSop27NihQ4cO2eckJyc7rDMlJUVZWVktswEA2p29Byr0ysodGv7CVxr/9lp9trFA1bX16hMdpJnXJ+i7p5K14I5EjegTSXgC2oh2tQfq4Ycf1pAhQxQWFqY1a9ZoxowZKiws1CuvvCJJKioqUvfu3R2eExUVZV/WqVMnFRUV2cdOnFNUVHTa162qqlJVVZX9sc1mO+1cAB3D0eo6fbGlUOnWXH37U2PPpmBfT40dHKc0i1l9Y4M5pwloo1p9gJo+fbpeeOGFM8754Ycf1KdPH02ZMsU+NmDAAHl7e+u//uu/NHfuXPn4+DRbjXPnztWcOXOabf0A2gbDMLQ+97AyrLn6bGOhjlQ17AF3c5Muiw9XmsWskQlR8vWiZxPQ1rX6ADV16lRNnDjxjHN69OhxyvFhw4aptrZWP//8s3r37q3o6GgVFxc7zDn++Ph5U6ebc7rzqiRpxowZDuHNZrPJbDafsWYA7UdJWaU+WZevdGuudu9r7NnUJcxfqYkm3ZRoUlwoPZuA9qTVB6iIiAhFRESc03M3bNggd3d3RUZGSpKSkpL09NNPq6amRl5eXpKkzMxM9e7dW506dbLPWbVqlR599FH7ejIzM5WUlHTa1/Hx8WnWPVwAWp+aunp9tb1EGdZcrd6xT3XHmjb5ernruv4xSk00a1j3MLlzEV+gXWr1AepsZWVl6bvvvtOIESMUFBSkrKwsPfbYY7rjjjvs4ei3v/2t5syZo7vvvltPPvmktmzZotdee03z5s2zr+eRRx7RFVdcoZdfflmjR4/WBx98IKvVqjfffNNVmwagFdlRVKYMa64+WZ+vA+XV9vEhXUKVZjFr9IAYBfl6ubBCAC2h3QQoHx8fffDBB5o9e7aqqqrUvXt3PfbYYw6H1kJCQrRy5Uo9+OCDSkxMVHh4uGbOnGlvYSBJl1xyid5//339/ve/11NPPaWePXtq6dKl9IACOrDSozX6bGOBMqy52pjX2LMpPNBHNyfGKTXRpPjIoDOsAUB742YYhuHqItobm82mkJAQlZaWKjg4uMnWW1Fdq4SZ/5QkbXsmRf7e7Sb/Aq1Ofb2hrJ8OKN2aqxVbilR1rGeTp7ubrr4wUqmJZl3RO0JetB0A2g1nPr/5BAaAE+QerNCS7Dwtyc5T/uGj9vFeUYFKs5g1dnCcwgM55xHo6AhQADq8ypo6rdhSpHRrrtbsPmAfD/L11I2DYpWaaNYAUwg9mwDYEaAAdEiGYWhjXqnSrbn6bGOByiobr1pwWXy4Ui0mpfSNpmcTgFMiQAHoUPaVVWnp+oaeTTtLjtjHTZ38NC7RpJuHmGQO83dhhQDaAgIUgHavpq5eX+/Yp3RrrlZvL1HtsZ5NPp7HezaZdHGPzvRsAnDWCFAA2q2dxWXKyM7Tx+vytf9I4/UqB5lDlWoxaczAWAXTswnAOSBAAWhXbJU1WraxUBnZuVq/97B9PDzQW78ZHKdUi1m9oujZBOD8EKAAtHn19Ya+zTmgDGuevthSqMqahp5NHu5uGtE7UmkWk0b0iaRnE4AmQ4AC0GblHarQR9n5WrIuV7kHG3s2xUcGKs1i0tjBcYoM8nVhhQDaKwIUgDalsqZO/9xapCXZefpm134dv5ZCkI+nrh8YqzSLSYPMofRsAtCsCFAAWj3DMLQ5v1QZ1jz9Y0O+bCf0bErq0VlpF5k0qm+M/Lzp2QSgZRCgALRaB45UaemGhov4bi8qs4/Hhfrp5kSTUhPp2QTANQhQAFqV2rp6/evHfcqw5mnV9mLV1DUco/P2dNeovtFKs5h1yQX0bALgWgQoAK3C7n1HlGHN00fr8rSvrLFn0wBTiFItZt0wIFYh/vRsAtA6EKAAuMyRqlot31SgdGuesvccso+HBRzv2WRSn+hgF1YIAKdGgALQogzD0Nqcg0q35unzzYU6WlMnqaFn05W9IpRqMeuqPpHy9qRnE4DWiwAFoEUUHD6qj9flKSM7T3sOVNjHe0QEKM1i1k2D4xQZTM8mAG0DAQpAs6msqVPmtmJlZOfp3zv32Xs2BXh7aMzAWKVazBrShZ5NANqecwpQK1asUGBgoC677DJJ0htvvKG//OUvSkhI0BtvvKFOnTo1aZEA2pYt+aXKsOZq6YYClR6tsY8P6x6mNItZ1/aPlr83//8GoO06p3ewxx9/XC+88IIkafPmzZo6daqmTJmi1atXa8qUKVq0aFGTFgmg9TtUXq2lG/KVbs3TD4U2+3hMiK/GJZo0LtGkrp0DXFghADSdcwpQOTk5SkhIkCR99NFHuv766/X8889r3bp1uu6665q0QACtV129of/buU8Z1lxlbjuhZ5OHu67pG6U0i1mXxofLg55NANqZcwpQ3t7eqqhoOAn0yy+/1Pjx4yVJYWFhstlsZ3oqgHYgZ3+5Mqy5+mhdnoptjT2b+sUFK81i1g0DYxXq7+3CCgGgeZ1TgLrssss0ZcoUXXrppVq7dq0+/PBDSdKPP/4ok8nUpAUCaB3Kq2q1fHOhMqy5+v7nxp5Nnfy9NHZwnFITzUqIpWcTgI7hnALU/Pnz9cADD2jJkiVasGCB4uLiJElffPGFRo0a1aQFAnAdwzBk3XNI6d/navnmQlVUN/RscneTrjjWs+nqCyPl48lFfAF0LOcUoLp06aJly5adND5v3rzzLgiA6xWVVuqjdXlakp2nnP3l9vHu4QFKtZh002CTokPo2QSg4zrv7xFXVlaqurraYSw4mN34QFtTVVunVT+UKN2aq//7cZ/qj/Vs8vf20PUDYpRqMcvStRM9mwBA5xigysvL9eSTTyo9PV0HDhw4aXldXd15FwagZWwrsCndmqulG/J1uKKxZ9PQbmEaZzFpdP8YBfjQswkATnRO74pPPPGEVq9erQULFujOO+/UG2+8ofz8fP35z3/WH//4x6auEUATO1xRrX9sKFC6NVdbCxq/ORsV7HOsZ5NZ3cPp2QQAp3NOAeqzzz7T//7v/+rKK6/UpEmTNHz4cMXHx6tr16567733dPvttzd1nQDOU129oW927Ve6NVeZW4tVXVcvSfLycNM1CdEaZzHp8p4R9GwCgLNwTgHq4MGD6tGjh6SG850OHjwoqaG9wf3339901QE4bz/vL9eS7Dx9tC5PhaWV9vELY4KVZjHpxkFxCgugZxMAOOOcAlSPHj2Uk5OjLl26qE+fPkpPT9fQoUP12WefKTQ0tIlLBOCsiupafb65SOnWXK3NOWgfD/Hz0thBDRfx7RcX4sIKAaBtO6cANWnSJG3cuFFXXHGFpk+frjFjxmj+/PmqqanRK6+80tQ1AjgLhmFo3d5DSv8+T8s2Faj8WM8mNzfp8p4RSrWYlHxhlHy96NkEAOfrnALUY489Zr+fnJys7du3Kzs7W/Hx8RowYECTFQfg15XYKvXRunxlZOfqp32NPZu6dvZXaqJJNw0xKTbUz4UVAkD70yTfTe7atau6du3aFKsCcBaqa+v11fZipVvz9K8f96nuWNMmPy8PXdc/RmkWk4Z2D6NnEwA0k7MOUH/605/0u9/9Tr6+vvrTn/50xrkPP/zweRcG4GTbi2xK/z5PSzfk62B5YwNbS9dOSrWYNHpArALp2QQAze6s32nnzZun22+/Xb6+vme8ZIubmxsBCmhCpRU1+nRjvjKy87Qpr9Q+Hhnko5sTTRqXaNIFEYEurBAAOp6zDlA5OTmnvG8YDYcOOFQANJ36ekP/2b1fGdY8rdhapOraxp5NyRdGKfVYzyZPD3cXVwoAHdM57+v/61//qnnz5mnnzp2SpJ49e+rRRx/VPffc02TFAR3N3gMVWpKdq4/W5Sv/8FH7eJ/oIKVazBo7KFadA31cWCEAQDrHADVz5ky98soreuihh5SUlCRJysrK0mOPPaa9e/fqmWeeadIigfbsaHWdvthSqAxrnrJ+ary2ZLCvp24cFKc0i1n94oLZywsArcg5BagFCxboL3/5i2677Tb72A033KABAwbooYceIkABv8IwDK3PPawMa56WbSxQWVWtpIaeTZfFhyvVYtY1CfRsAoDW6pwCVE1NjSwWy0njiYmJqq2tPe+igPaqpKxSn6xrOCF8V8kR+7g5zE+piWbdnGhSHD2bAKDVO6cAdeedd2rBggUndR1/8803uZAw8As1dfX6anuJMqx5Wr2jxN6zydfLXdf1i1Gqxaxh3cPkzkV8AaDNOOsANWXKFPt9Nzc3vfXWW1q5cqUuvvhiSdJ3332nvXv3avz48U1fJdAG/Vhcpgxrrj5Zn6/9Rxp7Ng3uEqo0i1mjB8Qo2NfLhRUCAM7VWQeo9evXOzxOTEyUJO3evVuSFB4ervDwcG3durUJywPaFltljT7bWKB0a5425h62j4cH+ujmIXFKtZgUHxnkugIBAE3irAPU6tWrm7MOoM2qrzf07U8HlG7N1RdbilR1rGeTp7ubruoTqTSLWVf0jpAXPZsAoN3gmg/AOco9WKGP1uVpSXae8g419mzqFRWoNItZYwfHKZyeTQDQLhGgACdU1tTpn1uLlG7N1X92NfZsCvL11A0DY5VmMWuAKYSeTQDQzhGggF9hGIY25ZUq3ZqrTzcWqKyysVXHpfGdlWYxK6VvND2bAKADIUABp7H/SJWWrs9XujVXPxY39myKC/VTqsWkm4eYZA7zd2GFAABXIUABJ6itq9fXO/Yp3Zqrr7aXqPZYzyYfT3dd2y9aaRazLu7RmZ5NANDBEaAASbtKypRhzdNH6/K1/0iVfXygOVRpFpOuHxCrED96NgEAGhCg0GGVVdZo2aZCpVtztX7vYft45wBv3TQkTqkWs3pF0bMJAHAyAhQ6lPp6Q9/lHFSGNVefbylUZU1DzyYPdzeN6B2pNItJI/pE0rMJAHBGbeZT4rnnntMll1wif39/hYaGnnLO3r17NXr0aPn7+ysyMlKPP/74SRc3/vrrrzVkyBD5+PgoPj5eixcvPmk9b7zxhrp16yZfX18NGzZMa9eubYYtQkvKP3xUf1q1U1f+99e67S/f6uP1+aqsqVd8ZKCeuq6PsmZcpbcmWHRN32jCEwDgV7WZPVDV1dVKTU1VUlKS/vrXv560vK6uTqNHj1Z0dLTWrFmjwsJCjR8/Xl5eXnr++eclSTk5ORo9erTuu+8+vffee1q1apXuuecexcTEKCUlRZL04YcfasqUKVq4cKGGDRumV199VSkpKdqxY4ciIyNbdJtxfipr6rRyW7EyrLn6Ztd+GQ3ngyvQx1NjBsYq1WLSYHMoPZsAAE5zM4zjHyttw+LFi/Xoo4/q8OHDDuNffPGFrr/+ehUUFCgqKkqStHDhQj355JPat2+fvL299eSTT2r58uXasmWL/Xm33nqrDh8+rBUrVkiShg0bposuukjz58+XJNXX18tsNuuhhx7S9OnTz6pGm82mkJAQlZaWKjg4uAm2ukFFda0SZv5TkrTtmRT5e7eZ/NtiDMPQlnyb0q25+seGfNlO6NmU1KOz0i4yaVTfGPl507MJAODImc/vdvMJnJWVpf79+9vDkySlpKTo/vvv19atWzV48GBlZWUpOTnZ4XkpKSl69NFHJTXs5crOztaMGTPsy93d3ZWcnKysrKwW2Q6cmwNHqrR0Q4EyrLnaXlRmH48N8dU4i1njhpjUpTM9mwAATaPdBKiioiKH8CTJ/rioqOiMc2w2m44ePapDhw6prq7ulHO2b99+2teuqqpSVVXjV99tNtt5bQvOTm1dvf5v5z6lf5+nVduLVVPXsDPV29Ndo/pGK9Vi0iUXhMuDnk0AgCbm0gA1ffp0vfDCC2ec88MPP6hPnz4tVNG5mTt3rubMmePqMjqM3fuOKMOap4/X5amkrDG4DjCFKDXRpBsGxinEn55NAIDm49IANXXqVE2cOPGMc3r06HFW64qOjj7p23LFxcX2Zcf/e3zsxDnBwcHy8/OTh4eHPDw8Tjnn+DpOZcaMGZoyZYr9sc1mk9lsPqu6cXaOVNVq+aYCZVjzZN1zyD4eFuCt3wyOU6rFpD7RTXe+GQAAZ+LSABUREaGIiIgmWVdSUpKee+45lZSU2L8tl5mZqeDgYCUkJNjnfP755w7Py8zMVFJSkiTJ29tbiYmJWrVqlcaOHSup4STyVatWafLkyad9bR8fH/n4+DTJdqCRYRham3NQGdl5Wr6pUEdr6iRJ7m7SiN6RSrWYdFWfKHl70nYAANCy2sw5UHv37tXBgwe1d+9e1dXVacOGDZKk+Ph4BQYG6pprrlFCQoLuvPNOvfjiiyoqKtLvf/97Pfjgg/Zwc99992n+/Pl64okndNddd+mrr75Senq6li9fbn+dKVOmaMKECbJYLBo6dKheffVVlZeXa9KkSa7Y7A6psPSoPsrO05LsPP18oMI+3iMiQKmJZt00JE5Rwb4urBAA0NG1mQA1c+ZMvfPOO/bHgwcPliStXr1aV155pTw8PLRs2TLdf//9SkpKUkBAgCZMmKBnnnnG/pzu3btr+fLleuyxx/Taa6/JZDLprbfesveAkqRbbrlF+/bt08yZM1VUVKRBgwZpxYoVJ51YjqZVVVunzG3FyrDm6d879+nYNXwV4O2h6wfEKu0ik4Z06UTPJgBAq9Dm+kC1BfSBOntb8ku1JDtPSzfk63BFjX18WPcwpVrMuq5/dLvYTgBA69ch+0Ch7ThUXq1/bMhXujVP2wobWz7EhPjq5iEmjUs0qVt4gAsrBADgzAhQaBF19Yb+b+c+LbHmKXNbsarrGi7i6+3hrpF9o5RmMeuyeHo2AQDaBgIUmlXO/nItyc7VR9n5KrJV2sf7xQUrNdGsGwfFKtTf24UVAgDgPAIUmlx5Va0+31yoDGue1v580D7eyd9LNw5q6NnUNzbEhRUCAHB+CFBoEoZhKHvPIaVbc7VsU6Eqqht7Nl3eK0JpFrOuvjBSPp5cxBcA0PYRoHBeim2V+mhdnpZY8/TT/nL7ePfwAI1LNOnmISZFh9CzCQDQvhCg4LTq2nqt+qFY6dZc/evHxp5N/t4eGt0/RmkXmWXpSs8mAED7RYDCWdtWYFNGdq6Wrs/XoRN6Nl3UrZNSLWaN7h+jAB/+pAAA7R+fdjijwxXV+nRjgdKtudqS39izKSrYx96zqUdEoAsrBACg5RGgcJK6ekP/2bVf6dZcrdxWrOrahp5NXh5uGpkQpVSLWcPjw+XpwUV8AQAdEwEKdnsOlGvJsYv4FpY29my6MCZYaRaTbhwUp7AAejYBAECA6uAqqmv1xeYipVtz9V1OY8+mED8vjR0Uq1SLWf3i6NkEAMCJCFAdkGEYWrf3sDKO9Ww6UlUrSXJzk4b3jFCaxaTkC6Pk60XPJgAAToUA1YGU2Cr18fp8ZVhztXtfY8+mrp39lZpo0k1DTIoN9XNhhQAAtA0EqHauurZeX20vUYY1V1//uE91x5o2+Xl56Lr+MUqzmDS0exg9mwAAcAIBqp3aUVSmdGtDz6YD5dX28cSunZRmMWn0gFgF0rMJAIBzwidoG3J875Ekrc05qOE9I+Th3rjnqPRojT7dWKAl1lxtzCu1j0cENfZsio+kZxMAAOeLANVGrNhSqFmfbrU/nrjoe8WE+Or/jU5QsJ+XMrJztWJLkaqO9WzydHdT8oVRSrWYdEWvCHo2AQDQhAhQbcCKLYW6/911Mn4xXlhaqQfeX+cw1ic6SKkWs8YOilXnQJ+WKxIAgA6EANXK1dUbmvPZtpPC04ncJP12WBfdcpFZ/eNCOCEcAIBmRoBq5dbmHHToCn4qhqTrB8RqgCm0RWoCAKCj48SYVq6k7Mzhydl5AADg/BGgWrnIIN8mnQcAAM4fAaqVG9o9TDEhvjrdWU1ukmJCfDW0e1hLlgUAQIdGgGrlPNzdNGtMgiSdFKKOP541JsGhHxQAAGheBKg2YFS/GC24Y4gigx3bEkSH+GrBHUM0ql+MiyoDAKBj4lt4bcSofjG6ND5c/WevlCQtnnTRSZ3IAQBAy2APVBtyYlga2j2M8AQAgIsQoAAAAJxEgAIAAHASAQoAAMBJBCgAAAAnEaAAAACcRIACAABwEgEKAADASQQoAAAAJxGgAAAAnESAAgAAcBIBCgAAwEkEKAAAACcRoAAAAJxEgAIAAHASAQoAAMBJBCgAAAAnEaAAAACcRIACAABwEgEKAADASQQoAAAAJxGgAAAAnESAAgAAcBIBCgAAwEkEKAAAACcRoAAAAJzUZgLUc889p0suuUT+/v4KDQ095Rw3N7eTbh988IHDnK+//lpDhgyRj4+P4uPjtXjx4pPW88Ybb6hbt27y9fXVsGHDtHbt2mbYIgAA0Fa1mQBVXV2t1NRU3X///Wect2jRIhUWFtpvY8eOtS/LycnR6NGjNWLECG3YsEGPPvqo7rnnHv3zn/+0z/nwww81ZcoUzZo1S+vWrdPAgQOVkpKikpKS5to0AADQxni6uoCzNWfOHEk65R6jE4WGhio6OvqUyxYuXKju3bvr5ZdfliRdeOGF+uabbzRv3jylpKRIkl555RXde++9mjRpkv05y5cv19tvv63p06c30dYAAIC2rM3sgTpbDz74oMLDwzV06FC9/fbbMgzDviwrK0vJyckO81NSUpSVlSWpYS9Xdna2wxx3d3clJyfb55xKVVWVbDabww0AALRfbWYP1Nl45plndNVVV8nf318rV67UAw88oCNHjujhhx+WJBUVFSkqKsrhOVFRUbLZbDp69KgOHTqkurq6U87Zvn37aV937ty59j1kAACg/XPpHqjp06ef8sTvE29nCi6/9P/+3//TpZdeqsGDB+vJJ5/UE088oZdeeqkZt6DBjBkzVFpaar/l5uY2+2sCAADXcekeqKlTp2rixIlnnNOjR49zXv+wYcP0hz/8QVVVVfLx8VF0dLSKi4sd5hQXFys4OFh+fn7y8PCQh4fHKeec7rwqSfLx8ZGPj8851wkAANoWlwaoiIgIRURENNv6N2zYoE6dOtnDTVJSkj7//HOHOZmZmUpKSpIkeXt7KzExUatWrbJ/e6++vl6rVq3S5MmTm61OAADQtrSZc6D27t2rgwcPau/evaqrq9OGDRskSfHx8QoMDNRnn32m4uJiXXzxxfL19VVmZqaef/55TZs2zb6O++67T/Pnz9cTTzyhu+66S1999ZXS09O1fPly+5wpU6ZowoQJslgsGjp0qF599VWVl5fbv5UHAADQZgLUzJkz9c4779gfDx48WJK0evVqXXnllfLy8tIbb7yhxx57TIZhKD4+3t6S4Lju3btr+fLleuyxx/Taa6/JZDLprbfesrcwkKRbbrlF+/bt08yZM1VUVKRBgwZpxYoVJ51YDgAAOi4348Tv+aNJ2Gw2hYSEqLS0VMHBwU223orqWiXMbGj6ue2ZFPl7t5n8CwBAq+fM53e76wMFAADQ3AhQAAAATiJAAQAAOIkABQAA4CQCFAAAgJMIUAAAAE4iQAEAADiJAAUAAOAkAhQAAICTCFAAAABOIkABAAA4iQAFAADgJAIUAACAkwhQAAAATiJAAQAAOIkABQAA4CQCFAAAgJMIUAAAAE4iQAEAADiJAAUAAOAkAhQAAICTCFAAAABOIkABAAA4iQAFAADgJAIUAACAkwhQAAAATiJAAQAAOIkABQAA4CQCFAAAgJMIUAAAAE4iQAEAADiJAAUAAOAkAhQAAICTCFAAAABOIkABAAA4iQAFAADgJAIUAACAkwhQAAAATiJAAQAAOIkABQAA4CQCFAAAgJMIUAAAAE4iQAEAADiJAAUAAOAkAhQAAICTCFAAAABOIkABAAA4iQAFAADgJAIUAACAkwhQAAAATiJAAQAAOIkABQAA4CQCFAAAgJPaRID6+eefdffdd6t79+7y8/PTBRdcoFmzZqm6utph3qZNmzR8+HD5+vrKbDbrxRdfPGldGRkZ6tOnj3x9fdW/f399/vnnDssNw9DMmTMVExMjPz8/JScna+fOnc26fQAAoG1pEwFq+/btqq+v15///Gdt3bpV8+bN08KFC/XUU0/Z59hsNl1zzTXq2rWrsrOz9dJLL2n27Nl688037XPWrFmj2267TXfffbfWr1+vsWPHauzYsdqyZYt9zosvvqg//elPWrhwob777jsFBAQoJSVFlZWVLbrNAACg9XIzDMNwdRHn4qWXXtKCBQv0008/SZIWLFigp59+WkVFRfL29pYkTZ8+XUuXLtX27dslSbfccovKy8u1bNky+3ouvvhiDRo0SAsXLpRhGIqNjdXUqVM1bdo0SVJpaamioqK0ePFi3XrrrWdVm81mU0hIiEpLSxUcHNxk21xRXauEmf+UJG17JkX+3p5Ntm4AADo6Zz6/28QeqFMpLS1VWFiY/XFWVpYuv/xye3iSpJSUFO3YsUOHDh2yz0lOTnZYT0pKirKysiRJOTk5KioqcpgTEhKiYcOG2eecSlVVlWw2m8MNAAC0X20yQO3atUuvv/66/uu//ss+VlRUpKioKId5xx8XFRWdcc6Jy0983qnmnMrcuXMVEhJiv5nN5nPcMgAA0Ba4NEBNnz5dbm5uZ7wdP/x2XH5+vkaNGqXU1FTde++9Lqrc0YwZM1RaWmq/5ebmurokAADQjFx6Es3UqVM1ceLEM87p0aOH/X5BQYFGjBihSy65xOHkcEmKjo5WcXGxw9jxx9HR0Wecc+Ly42MxMTEOcwYNGnTaGn18fOTj43PG7QAAAO2HSwNURESEIiIizmpufn6+RowYocTERC1atEju7o47z5KSkvT000+rpqZGXl5ekqTMzEz17t1bnTp1ss9ZtWqVHn30UfvzMjMzlZSUJEnq3r27oqOjtWrVKntgstls+u6773T//fef59YCAID2ok2cA5Wfn68rr7xSXbp00X//939r3759Kioqcjgv6be//a28vb119913a+vWrfrwww/12muvacqUKfY5jzzyiFasWKGXX35Z27dv1+zZs2W1WjV58mRJkpubmx599FE9++yz+vTTT7V582aNHz9esbGxGjt2bEtvNgAAaKXaxPfgMzMztWvXLu3atUsmk8lh2fEuDCEhIVq5cqUefPBBJSYmKjw8XDNnztTvfvc7+9xLLrlE77//vn7/+9/rqaeeUs+ePbV06VL169fPPueJJ55QeXm5fve73+nw4cO67LLLtGLFCvn6+rbMxgIAgFavzfaBas3oAwUAQNvTIfpAAQAAuAoBCgAAwEkEKAAAACcRoAAAAJzEWcitWImtUiVlVfbHlTV19vvbCmzy9fJwmB8Z5KPIYL4tCABAcyNAtWLvfbdXr63aecpl4xaefHHjR67uqcdG9mrusgAA6PAIUK3Y7cO6aGRC1K9PPCYyiMvJAADQEghQrVhksC+H5AAAaIU4iRwAAMBJBCgAAAAnEaAAAACcRIACAABwEgEKAADASQQoAAAAJxGgAAAAnESAAgAAcBIBCgAAwEkEKAAAACcRoAAAAJxEgAIAAHASAQoAAMBJnq4uoD0yDEOSZLPZXFwJAAA4W8c/t49/jp8JAaoZlJWVSZLMZrOLKwEAAM4qKytTSEjIGee4GWcTs+CU+vp6FRQUKCgoSG5ubk26bpvNJrPZrNzcXAUHBzfpugEAaO2a83PQMAyVlZUpNjZW7u5nPsuJPVDNwN3dXSaTqVlfIzg4mAAFAOiwmutz8Nf2PB3HSeQAAABOIkABAAA4iQDVxvj4+GjWrFny8fFxdSkAALS41vI5yEnkAAAATmIPFAAAgJMIUAAAAE4iQAEAADiJAAUAAOAkAlQbMXHiRLm5uZ1027Vrl6tLAwCgWR3/DLzvvvtOWvbggw/Kzc1NEydObNGaCFBtyKhRo1RYWOhw6969u6vLAgCg2ZnNZn3wwQc6evSofayyslLvv/++unTp0uL1EKDaEB8fH0VHRzvcPDw8XF0WAADNbsiQITKbzfr444/tYx9//LG6dOmiwYMHt3g9BCgAANAm3HXXXVq0aJH98dtvv61Jkya5pBYCVBuybNkyBQYG2m+pqamuLgkAgBZzxx136JtvvtGePXu0Z88e/ec//9Edd9zhklo8XfKqOCcjRozQggUL7I8DAgJcWA0AAC0rIiJCo0eP1uLFi2UYhkaPHq3w8HCX1EKAakMCAgIUHx/v6jIAAHCZu+66S5MnT5YkvfHGGy6rgwAFAADajFGjRqm6ulpubm5KSUlxWR0EKAAA0GZ4eHjohx9+sN93FQIUAABoU4KDg11dgtwMwzBcXQQAAEBbQhsDAAAAJxGgAAAAnESAAgAAcBIBCgAAwEkEKAAAACcRoAAAAJxEgAIAAHASAQoAmtiVV16pRx991NVlAGhGBCgA7VJRUZEeeeQRxcfHy9fXV1FRUbr00ku1YMECVVRUuLo8AG0cl3IB0O789NNPuvTSSxUaGqrnn39e/fv3l4+PjzZv3qw333xTcXFxuuGGG1xd5mnV1dXJzc1N7u78Py7QWvGvE0C788ADD8jT01NWq1VpaWm68MIL1aNHD914441avny5xowZI0k6fPiw7rnnHkVERCg4OFhXXXWVNm7caF/P7NmzNWjQIP3tb39Tt27dFBISoltvvVVlZWX2OeXl5Ro/frwCAwMVExOjl19++aR6qqqqNG3aNMXFxSkgIEDDhg3T119/bV++ePFihYaG6tNPP1VCQoJ8fHy0d+/e5vsBAThvBCgA7cqBAwe0cuVKPfjggwoICDjlHDc3N0lSamqqSkpK9MUXXyg7O1tDhgzR1VdfrYMHD9rn7t69W0uXLtWyZcu0bNky/etf/9If//hH+/LHH39c//rXv/SPf/xDK1eu1Ndff61169Y5vN7kyZOVlZWlDz74QJs2bVJqaqpGjRqlnTt32udUVFTohRde0FtvvaWtW7cqMjKyKX8sAJqaAQDtyLfffmtIMj7++GOH8c6dOxsBAQFGQECA8cQTTxj//ve/jeDgYKOystJh3gUXXGD8+c9/NgzDMGbNmmX4+/sbNpvNvvzxxx83hg0bZhiGYZSVlRne3t5Genq6ffmBAwcMPz8/45FHHjEMwzD27NljeHh4GPn5+Q6vc/XVVxszZswwDMMwFi1aZEgyNmzY0DQ/BADNjnOgAHQIa9euVX19vW6//XZVVVVp48aNOnLkiDp37uww7+jRo9q9e7f9cbdu3RQUFGR/HBMTo5KSEkkNe6eqq6s1bNgw+/KwsDD17t3b/njz5s2qq6tTr169HF6nqqrK4bW9vb01YMCAptlYAM2OAAWgXYmPj5ebm5t27NjhMN6jRw9Jkp+fnyTpyJEjiomJcTgX6bjQ0FD7fS8vL4dlbm5uqq+vP+t6jhw5Ig8PD2VnZ8vDw8NhWWBgoP2+n5+f/dAigNaPAAWgXencubNGjhyp+fPn66GHHjrteVBDhgxRUVGRPD091a1bt3N6rQsuuEBeXl767rvv1KVLF0nSoUOH9OOPP+qKK66QJA0ePFh1dXUqKSnR8OHDz+l1ALQ+nEQOoN35n//5H9XW1spisejDDz/UDz/8oB07dujdd9/V9u3b5eHhoeTkZCUlJWns2LFauXKlfv75Z61Zs0ZPP/20rFbrWb1OYGCg7r77bj3++OP66quvtGXLFk2cONGh/UCvXr10++23a/z48fr444+Vk5OjtWvXau7cuVq+fHlz/QgANDP2QAFody644AKtX79ezz//vGbMmKG8vDz5+PgoISFB06ZN0wMPPCA3Nzd9/vnnevrppzVp0iTt27dP0dHRuvzyyxUVFXXWr/XSSy/pyJEjGjNmjIKCgjR16lSVlpY6zFm0aJGeffZZTZ06Vfn5+QoPD9fFF1+s66+/vqk3HUALcTMMw3B1EQAAAG0Jh/AAAACcRIACAABwEgEKAADASQQoAAAAJxGgAAAAnESAAgAAcBIBCgAAwEkEKAAAACcRoAAAAJxEgAIAAHASAQoAAMBJBCgAAAAn/X9lWzg/yCdpJQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -1109,11 +1105,12 @@ } ], "source": [ - "plot_bias(\n", + "ax = plot_bias(\n", " y_obs=y_test,\n", " y_pred=m_ols.predict(X_test),\n", " feature=X_test[\"Gender\"],\n", - ")" + ")\n", + "ax.set_title(ax.get_title() + \" OLS\")" ] }, { @@ -1126,23 +1123,23 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, "id": "8c1eade0-cbc1-4919-8edd-a380491cc03d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5, 1.0, 'Bias Plot OLS')" ] }, - "execution_count": 22, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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JMWARERERSYwBi4iIiEhiDFhEREREEmPAIiIiIpIYAxYRERGRxBiwiIiIiCTGgEVEREQkMQYsIiIiIokxYBERERFJjAGLiIiISGIMWEREREQSY8AiIiIikhgDFhEREZHEGLCIiIiIJMaARURERCQxswlYc+bMgUwmM7l5enqK+zMyMjB+/Hg4ODhAq9Wif//+SEhIMDlGbGws/P39YWVlBb1ej8mTJyMnJ8ek5sCBA2jVqhXUajUaNGiA0NDQQn1ZsWIF6tWrB41GA29vbxw9erRcxkxERETmyWwCFgC8+OKLiIuLE2+HDh0S902aNAk///wztmzZgoMHD+LOnTt4/fXXxf25ubnw9/dHVlYWDh8+jPXr1yM0NBSzZs0Sa27cuAF/f390794dp06dwsSJExEYGIjdu3eLNZs2bUJwcDBmz56NkydPonnz5vDz80NiYmLFPAlERERU5ZlVwFIqlXB2dhZvjo6OAIDk5GSsWbMGixYtwksvvYTWrVtj3bp1OHz4MI4cOQIA2LNnDy5cuIBvv/0WLVq0QO/evTF//nysWLECWVlZAICQkBC4u7tj4cKFaNy4MYKCgjBgwAAsXrxY7MOiRYswevRojBw5El5eXggJCYGVlRXWrl1b8U8IERERVUlmFbCuXLkCV1dX1K9fH0OGDEFsbCwA4MSJE8jOzoavr69Y6+npiTp16iAqKgoAEBUVhaZNm8LJyUms8fPzg8FgwPnz58WagsfIr8k/RlZWFk6cOGFSI5fL4evrK9YQERERKSu7AyXl7e2N0NBQNGrUCHFxcZg7dy46d+6Mc+fOIT4+HiqVCnZ2dib3cXJyQnx8PAAgPj7eJFzl78/f96Qag8GAhw8f4sGDB8jNzS2y5tKlS0/sf2ZmJjIzM8Vtg8FQ8sETERGRWTGbgNW7d2/x82bNmsHb2xt169bF5s2bYWlpWYk9K5kFCxZg7ty5ld0NIiIiqgBmdYqwIDs7OzRs2BBXr16Fs7MzsrKykJSUZFKTkJAAZ2dnAICzs3OhdxXmbz+tRqfTwdLSEo6OjlAoFEXW5B+jONOnT0dycrJ4u3XrVqnHTERERObBbANWamoqrl27BhcXF7Ru3RoWFhaIjIwU98fExCA2NhY+Pj4AAB8fH5w9e9bk3X4RERHQ6XTw8vISawoeI78m/xgqlQqtW7c2qTEajYiMjBRriqNWq6HT6UxuREREVD2ZTcB6//33cfDgQdy8eROHDx/G//3f/0GhUODNN9+Era0tAgICEBwcjP379+PEiRMYOXIkfHx80L59ewDAyy+/DC8vLwwdOhSnT5/G7t27MXPmTIwfPx5qtRoAMHbsWFy/fh1TpkzBpUuX8N///hebN2/GpEmTxH4EBwfj66+/xvr163Hx4kWMGzcOaWlpGDlyZKU8L0RERFT1mM0arL/++gtvvvkm7t27h5o1a6JTp044cuQIatasCQBYvHgx5HI5+vfvj8zMTPj5+eG///2veH+FQoEdO3Zg3Lhx8PHxgbW1NYYPH4558+aJNe7u7ti5cycmTZqEpUuXonbt2li9ejX8/PzEmkGDBuHu3buYNWsW4uPj0aJFC4SHhxda+E5ERETPL5kgCEJld+J5ZDAYYGtri+TkZJ4uJKJqKT0rB16z8i7UfGGeH6xUZvM3vYnqMo7nRXl/vUr6+9tsThESERERmQvGcCIiM5JoyEBiSubTCx+RywBjKc5T6G3U0Os0ZegZERXEgEVEZEbComOxNPJKieu93e0RfeN+iesn9PDApJ4Ny9I1IiqAAYuIyIwM8a6Dnl7/vKkmIzsXA0Ly/lXX1rE+0FgoTOofn8F6Wr3eRl1OPSd6vjBgUbVW2tMpPD1CVZ1epzH5Hk3PyhE/93LVPXVBb2nriahs+JNF1VppT6fw9Ej1xbBNRBWJAYuqtdKeTuHpkeqLYZuIKhIDFlVrz3o6haoPhm0iqkj87UJEzwWGbSKqSLzQKBEREZHEGLCIiIiIJMaARURERCQxBiwiIiIiiTFgEREREUmMAYuIiIhIYnxfMhGZ4BXPiYieHQMWEZngFc+JiJ4dAxYRmeAVz4mInh0DFhGZ4BXPiYieHRe5ExEREUmMAYuIiIhIYgxYRERERBJjwCIiIiKSGAMWERERkcQYsIiIiIgkxoBFREREJDEGLCIiIiKJMWARERERSYwBi4iIiEhiDFhEREREEmPAIiIiIpIYAxYRERGRxBiwiIiIiCTGgEVEREQkMQYsIiIiIokxYBERERFJjAGLiIiISGIMWEREREQSY8AiIiIikhgDFhEREZHElJXdASq7REMGElMyS1yvt1FDr9OUY4+IiIgIMKMZrAULFqBt27awsbGBXq9Hv379EBMTY1LTrVs3yGQyk9vYsWNNamJjY+Hv7w8rKyvo9XpMnjwZOTk5JjUHDhxAq1atoFar0aBBA4SGhhbqz4oVK1CvXj1oNBp4e3vj6NGjko/5acKiY/HK8kMlvoVFx1Z4H4mIiJ5HZjODdfDgQYwfPx5t27ZFTk4OPvjgA7z88su4cOECrK2txbrRo0dj3rx54raVlZX4eW5uLvz9/eHs7IzDhw8jLi4Ow4YNg4WFBT7++GMAwI0bN+Dv74+xY8ciLCwMkZGRCAwMhIuLC/z8/AAAmzZtQnBwMEJCQuDt7Y0lS5bAz88PMTEx0Ov1FfSMAEO866Cnl5O4nZGdiwEhUQCArWN9oLFQmNTrbdQV1jciIqLnmdkErPDwcJPt0NBQ6PV6nDhxAl26dBHbrays4OzsXOQx9uzZgwsXLmDv3r1wcnJCixYtMH/+fEydOhVz5syBSqVCSEgI3N3dsXDhQgBA48aNcejQISxevFgMWIsWLcLo0aMxcuRIAEBISAh27tyJtWvXYtq0aeUx/CLpdRqTU37pWf/MxHm56mClMpsvLxERUbViNqcIH5ecnAwAsLe3N2kPCwuDo6MjmjRpgunTpyM9PV3cFxUVhaZNm8LJ6Z9ZHz8/PxgMBpw/f16s8fX1NTmmn58foqLyZoaysrJw4sQJkxq5XA5fX1+xpiiZmZkwGAwmNyIiIqqezHKKw2g0YuLEiejYsSOaNGkitr/11luoW7cuXF1dcebMGUydOhUxMTH44YcfAADx8fEm4QqAuB0fH//EGoPBgIcPH+LBgwfIzc0tsubSpUvF9nnBggWYO3du2QdNREREZsMsA9b48eNx7tw5HDp0yKR9zJgx4udNmzaFi4sLevTogWvXruGFF16o6G6amD59OoKDg8Vtg8EANze3SuwRERERlRezC1hBQUHYsWMHfv31V9SuXfuJtd7e3gCAq1ev4oUXXoCzs3Ohd/slJCQAgLhuy9nZWWwrWKPT6WBpaQmFQgGFQlFkTXFrvwBArVZDreYicyIioueB2azBEgQBQUFB+PHHH7Fv3z64u7s/9T6nTp0CALi4uAAAfHx8cPbsWSQmJoo1ERER0Ol08PLyEmsiIyNNjhMREQEfHx8AgEqlQuvWrU1qjEYjIiMjxRoiIiJ6vpnNDNb48eOxYcMG/PTTT7CxsRHXTNna2sLS0hLXrl3Dhg0b0KdPHzg4OODMmTOYNGkSunTpgmbNmgEAXn75ZXh5eWHo0KH47LPPEB8fj5kzZ2L8+PHi7NLYsWPx5ZdfYsqUKRg1ahT27duHzZs3Y+fOnWJfgoODMXz4cLRp0wbt2rXDkiVLkJaWJr6rkIiIiJ5vZhOwVq5cCSDvYqIFrVu3DiNGjIBKpcLevXvFsOPm5ob+/ftj5syZYq1CocCOHTswbtw4+Pj4wNraGsOHDze5bpa7uzt27tyJSZMmYenSpahduzZWr14tXqIBAAYNGoS7d+9i1qxZiI+PR4sWLRAeHl5o4TsRERE9n8wmYAmC8MT9bm5uOHjw4FOPU7duXezateuJNd26dcMff/zxxJqgoCAEBQU99fGIiIjo+WM2a7CIiIiIzAUDFhEREZHEGLCIiIiIJMaARURERCQxBiwiIiIiiTFgEREREUmMAYuIiIhIYgxYRERERBJjwCIiIiKSGAMWERERkcQYsIiIiIgkxoBFREREJDEGLCIiIiKJMWARERERSYwBi4iIiEhiDFhEREREEmPAIiIiIpIYAxYRERGRxBiwiIiIiCTGgEVEREQkMQYsIiIiIokxYBERERFJjAGLiIiISGIMWEREREQSY8AiIiIikhgDFhEREZHEGLCIiIiIJMaARURERCSxMgWs8PBwHDp0SNxesWIFWrRogbfeegsPHjyQrHNERERE5qhMAWvy5MkwGAwAgLNnz+K9995Dnz59cOPGDQQHB0vaQSIiIiJzoyzLnW7cuAEvLy8AwPfff49XXnkFH3/8MU6ePIk+ffpI2kEiIiIic1OmGSyVSoX09HQAwN69e/Hyyy8DAOzt7cWZLSIiIqLnVZlmsDp16oTg4GB07NgRR48exaZNmwAAly9fRu3atSXtIBEREVFJ5RoF8fOjN+6js0dNKOSyCu9HmWawvvzySyiVSmzduhUrV65ErVq1AAC//PILevXqJWkHiYiIiEoi/FwcfBcdFLdHrDuGTp/uQ/i5uArvS5lmsOrUqYMdO3YUal+8ePEzd4iIiIiotMLPxWHctychPNYen5yBcd+exMp/tUKvJi4V1p9nvg5WRkYGDAaDyY2IiKqmx0+fFNwmMle5RgFzf75QKFwBENvm/nyhQr/fyzSDlZaWhqlTp2Lz5s24d+9eof25ubnP3DEiIpJW+Lk4zN5+Xtwese4YXGw1mN3Xq0L/sicqrfSsHCQYMpFoyEBCSt7HxEcfEwyZ+PNeGuKSM4q9vwAgLjkDR2/ch88LDhXS5zIFrClTpmD//v1YuXIlhg4dihUrVuD27dv46quv8Mknn0jdRyIiekZV7fQJEQCkZeYgMSUTCQUCU/72P22ZSM3MkeTxElOKD2FSK1PA+vnnn/HNN9+gW7duGDlyJDp37owGDRqgbt26CAsLw5AhQ6TuJ5VAVXnnBBFVnJL83D/t9IkMeadPeno58zWDJJGWmSMGpARDBhINmUhMyZttSkzJ3y5dcLJSKeCk00Bvo4Zep4GTjRp6nRpOOg3+TsnE/J0Xn3oMvY3mWYZVKmUKWPfv30f9+vUBADqdDvfv3weQd/mGcePGSdc7KjFO/RM9f0r6c3/0xv0qd/qEzFNqfnAqEJQKBqm7jz6mZZV8qZD1o+BU00YtBignnQZ6nRp6Gw2cdHmBSqsuPrLkGgWsPnQD8ckZRf4hIQPgbKtBO3f70g+6jMoUsOrXr48bN26gTp068PT0xObNm9GuXTv8/PPPsLOzk7iLVdeKFSvw+eefIz4+Hs2bN8fy5cvRrl27Cu8Hp/6pPHFmtGoqyc/9S55O+CP2AUJ/v1GiY16/m8qA9RwSBAGpBU7V3S0w65TwWFt6KYKTVq18NNtkGpwKBqmnBaeSUshlmN3XC+O+PQkZYPJzkf9qNbuvV4W+dpVpVCNHjsTp06fRtWtXTJs2DX379sWXX36J7OxsLFq0SOo+VkmbNm1CcHAwQkJC4O3tjSVLlsDPzw8xMTHQ6/UV1o+SvnOCU/9UFpwZrZpK8nM/YeMpyABk5BhLfNwZ287h+5N/oUdjJ7zkqYensw1kMr5umKv84JRQzGxTwTVPpQlONmolaurUcLLRmIQnfcHZJxs1rCUITqXRq4kLVv6rFWZvP48EQ6bY7lxJr1llGv2kSZPEz319fXHp0iWcOHECDRo0QLNmzSTrXFW2aNEijB49GiNHjgQAhISEYOfOnVi7di2mTZtWYf142tQ/kDf132LebjjZqOGgVaOmjQYO1io4aNWwsQDsrS3gYm8DR23efkuFgOzsbCgUCmg0/5yvTktLAwBYWlpCLs+7wkd2djaysrIK1aanp0MQBGg0GigUCgBATk4OMjMzIZfLYWlpWabahw8fwmg0Qq1WQ6nM+/bNzc1FRkZGiWuLkpGRgdzcXKhUKlhYWJgcVyaTwcrK6om1RqMRDx8+BABYW1uLtZmZmcjJyYGFhQVUKlWpawVBEP8tlZWVlfjLLisrC9nZ2aWqVSqVUKvVT/x6Fqzdf+X+E2dIlg9uju4eNUr0tZfi+yT/6/ms3yePfz3znot0qORWT60tzdf+Wb9PCn4982sFQcDfyWnYezHhqT/3mY+ClYO1Bdq718Chaw+Q/DC72HqlXIYco4CTsUk4GZuEz3fHoJadJTo3qIFuHg7o6ukCS3XeOIr7ehb1PfXP85EJK9U/v3Kq8mtEcd8n+WOHSrrvk7K8RiiVSmQK8kfvoMvArbsG3E3NwoMMo7goPMHwEIkpmXiYXfKArVXnr3HKOy1Xw1KBmloVatlr4WxrCb1OAzu1DCq5UKLXk9L83Ev1GtHZXYfdEzqhxfxIAEDoyLbmdSX3x9WtWxevv/76cxOusrKycOLECfj6+optcrkcvr6+iIqKKvI+mZmZ5XK9sJK+IyIlIxdX76Yj+sYD7DgTh/VRf2JRxGXM3XUZE7acxxtfHcFLCw+i+dw98Jy1B42mbEXrD7Zg6JpoTNp0Ch/tuACPV8fDyef/sD7iBE7dSsKt++lYtXY9tFotBg8ebPJ4Xl5e0Gq1OHnypNi2adMmaLVavPrqqya1bdu2hVarxW+//Sa27dixA1qt1uQ5BoAuXbpAq9Vi9+7dYtu+ffug1Wrh4+NjUtu7d29otVr8+OOPYtvRo8eKfH769+8PrVaLsLAwse3s2bPQarXw8PAwqR06dCi0Wi1WrVoltl27dg1arVb8rwb53n77bWi1WixdulRsi4uLg1arLXQ6PTg4GFqtFh9//LHYlpycDK1WC61Wi5ycfxaDzpgxA1qtFjNmzBDbcnJyxNrk5GSx/eOPP4ZWq0VwcLDJ49nZ2UGr1SIu7p8rHC9duhRarRZj3n77qTMk07ecgNZGh6FDh5rs9/DwgFarxdmzZ8W2sLAwaLVa9O/f36S2efPm0Gq1OHLkiNj2448/QqvVonfv3ia1Pj4+0Gq12Ldvn9i2e/duaLVadOnSxaTW19cXWq3W5ILIv/32G7RaLdq2bQvA9NRnndbd8d3GTeL2yZMnodVqxX9qn2/w4MHQarUIDQ0V2y5evAitVot69eqZ1AYEBECr1WLFihViW2xsLLRarcksd0Z2LgLfnQz7F5rj3QUh2HriL3x18Bo+/P4k6r7xIeqPXAj/Zb+h/ceRaDjzF7T95CCm/3QJJdFCdhMnZ/nB4ngYPu3fFDL8c7okX35bN9V1/PXf4Wicego9PPVQK+W4nfQQG4/fwdjvzqLl/AgErj+OjUdj8emyEGi1WgQEBJgcq169etBqtbh48WKh57j/2Kkm21X1NeLIkSPQarVo3ry52Faw35+t+0Hclvo1QhAEJD/MRtT5G3B8sSNcfF5DyMFrmPfzBYzfcBLtZ2xGw+AN8Jq9G83m7IHvol8xZPVRTPvpEhZGXsfa329ix5k4HL15H3/efyiGKxuNEi/UtIZPfXuknt+P5Ojv8d5L9bD8zZbY/LYPXledQeyi/uj698+IfK8bvhvTHksGt8RHA1pjvG9jtNHL4F3fAe6O1lgdsgJarRZvv/22yThq1aoFrVaLa9euiW2rVq2CVqut8NeIQ7/9Kra1c7evtLM3JZ7BWrZsGcaMGQONRoNly5Y9sfbdd9995o5VZX///Tdyc3Ph5ORk0u7k5IRLl4p+4VuwYAHmzp0reV9K+o6IzupYbF3/FXr498Prbw7HvbRM3E/LQujGHyCotajfuDkMmUakZubACBmUNo5IA/Dblb/FY6jaDoQjgLn7E4H9iY9aXeA2aSsuIBuvrfg9b2bMWgU0ew02+lgc/PMh0m3vwsFaheRsGSCv2CnjxxmF53s9UXauEemZuUjLyoHSvjbkcguc/CsFlwwJSMvKxYUMO9i0eRWXdG2Q8JRF0Sm5StToMRp3bezx8+k7sFYrYGmhhMy+LpQZcvydnovk9GxYqRUVN8ASevzUp9Mb8/B5jBE1z8U982kEo1HAg/QspCttoa7TFDEPtQj9/QbupWXhZtw91Py/GbDQ1kC3z/fjXmoWUjJzgBp+cBnhh/CHQPiW0+KxtE17AADO3zH9g8yY9RBylSWexlGWKn7+tNMnJ346hdyUe6ideRNfj2iLh1m5OHztb7z1/gJY1GuJDBtH7L2YgL0XEwDUh/OwxYi1ysCZv5LQxNUW8sd+jh5/jm/U6Y1On+4zu9PLj48j7C877Hs0DucSHiPvVF0uLBzcoHRyww8n/xJP2523bQ+nt7zwvwcNsGZWODIehSKnwf8BAHzyS4HfKUp7WNQA8ufhbTRK1LS2wPkTR5Cbeg8Tx46Ci50VnHRqbP3fWoStXoGgwGFYPOdTAHmzRKq3OwAAhv64SPwjb5c8E0L2P98TJA2ZIAgluqypu7s7jh8/DgcHB7i7uxd/QJkM169fl6yDVdGdO3dQq1YtHD582OQvoilTpuDgwYOIjo4udJ/MzExkZv7zDWwwGODm5obk5GTodLoy9yXXKKDTp/ue+s6JfZM6wZib89Rp3YzsXCQmpyM+KQ1JD3OQkgXcS8vEvdQsxCel4UF6Nh48zMX9tCz8nZopnoYoDRu1Eo42ajhYq2BvrYKtRgF7Kws42VnB0UYDR2sV7CwV0FoA9tZqaK3/mXp/lun//BfKgr9c8tcTdWtQo0qdIlQqLfAwOxdpmTn4OzkF6Vm5MMot8DDbiPTMHCSnZyLlYRYycwVk5gJpmblIz8qBIT1vLUVmbt6F+dKy8o6RnpWD9KxcZOdWzlW7LRQyWKkUsLJQwFpjAWuVAlYqJdQKwFKlgI2lClq1BaxUCmiUMqgUArRqC9haW8JKrYC1SgmFkAONUoYaNlawsVTBSqWEYMwt9WmivZf+xsQt5wr9vOTHg5X/aoWejfXi197S0hLpWbm4l5qFO/dTcDclA4ZMI5IycvF3aib+TsnE3ZSHuJ+WjfvpObiflonSXizaQiGDvZUFHLRq8WfAXquCTiWDvbUFajno4GithoNWBa1SAAQjXl5+BAmGzFL/3KdkZKPpnD0AgHUj2qBLQz0UctkTTyULgoCbSTnYH3MXey8l4vStJJPH09uo8ZKnHh3dbdHevQaO3UrF+A1/PPE57lLftsqfIvz1enKRp8nzx/Hlmy3QspY17qZmIyVbJq5ruvMgFYmGTPydlo27qVlIMGSU6rVSp1HCUauC3kYFVztrcb1TDUsFHKwUcK1hjVr2NrBUKSp1GUFVPEVoNBphlCvRdO5eAMCFeX4mp6alYDAYYGtr+9Tf3yUOWMXJv/vztBAyKysLVlZW2Lp1K/r16ye2Dx8+HElJSfjpp5+eeoySfoFKIv/dREDR75wor3cRCoKAtKxc3E/Nwt+PQti91EzcS8vK+zy/Le2f9tL+mwKZDKhhpXq0Zixv3VjeLFneLxtHrQr2+Z9bq6GzVBb5vVjcO66e9TkSBAFZBWaF0sVAk/cxLyTlhR/xY1YO0jNz82oeu09+ECrNgtOyUMplsFYr84LOo4+WqrwgY6VWIjUjG/tj7j71OO3r28NKpRT7/c848j7PKed/S6FWymGtVsLqUd8tVQpYq/PCW96YTMeosZBjUcSVJ65FsrRQoH19+0d/ROR9H2eUYh1LPjsrC3Gto6NWlbfGscD3rfi9rFVDpyn6+/ZJyvpzn56VA69ZeafPyvrL525KJvbHJGLfxUT8duWuyVvyLRQyyGWyYgNFfvg7NPWlZ549FgQBuUYBOUYB2blG5OQKyDbmfczJFZBjNJrsyzEakf1oX35dbn5bgX05RiMyc4xYFnkFKRnSXOASAGwtLUwWgesfuyRB/qJxjUXVm/U1J1J8jz9JSX9/l/lR16xZg8WLF+PKlSsA8s6pTpw4EYGBgWU9pNlQqVRo3bo1IiMjxYBlNBoRGRmJoKCgCu9PZb1zQiaTQatWQqtWoo5D4cWgjzMaBRgysvF3ahbuPwpdfz/6eP9RKPv7URC7n5aFB+lZEATg/qPtK4lPfQgo5TLYF/il5mCtgp2VCltP/PXE9UTTfjiLpIfZyMjKRVrW44EoFw8LBqdHASk/HJXn/7aSyQAri38CgpVKKQYIq8e2iw5LeR8fv49K+eTllyWdGQ0LbP/EX5JZOcYCoTHvOU3Lysl7PrNykV4gWJpu//M8p2fnFAqw+U95Zo4RmTlZuJ9W9uf4cQ+zc4sMlxoLufhGEMfHAn9ee17wd9SqUMNaBQuFJEtci1WZ75iqaaPGG23c8EYbN2Tm5OLojfuIvJiIyEsJuHX/IVDkd02e/GtuvbkqCjpLVV4Iyn0UgowCcsSPBcOSEdn5+x615xqFSpuRfZytpUXetZpsHrt2U4GPDE7PnzIFrFmzZmHRokV45513xFNkUVFRmDRpEmJjYzFv3jxJO1kVBQcHY/jw4WjTpg3atWuHJUuWIC0tTXxXYUXr1cQFHRs4ilP/lfnOieLI5TLYWeUFnpLIyTXiQXp24ZmwombHHq1lyTEKee+iSSndeoKk9GxM+/7s0wufQK2UFw49T5hN+Sc0PV77TzDSWMgrZXZYqmvKqJRyqJQq2D09f5eYIAjIzDGazPgVnDkrGI5NglpWLq4mpuD0X8lPfYzBbd3Qo7GTODPqoFXBSqWocjP1VeHnXq1UoLNHTXT2qInZfb2w6tfrWPDL0xfhH735oNz6ZKGQQSmXQ6mQwUIhh1L+6KNCBoVcBotH+5QKOSzkMpM65aOPCYYMnIxNeupjfTGwGQa0diu3sZD5KlPAWrlyJb7++mu8+eabYturr76KZs2a4Z133nkuAtagQYNw9+5dzJo1C/Hx8WjRogXCw8MLLXyvSAVfVCvznRNSUSrkqGmjRk0b9dOLAWTm5JrOhD2aKTty4x4iLz59+svLxQbuNbXiTJGVSmFy+ik/9Dw+O2SlzltbpCznGYuKVtWuKZNPJpNBY6GAxkIBe+uShfV8Udfu4c2vjzy17rUWtczmgptV6edeJpOhWW27EtWO6lgPHk42YvhRyGVFBiOlQm7SXjAsKeWP9uXXyvMClBRBuKTfK7Wk/OuBqpUyBazs7Gy0adOmUHvr1q1N3kpe3QUFBVXKKUEqmlqpgIutJVxsTd9d1aSWbYkC1oevvGg2v1QrSlWYIZFSO3d7uNhqqtS/06huSvocz/Cv2Ktqlxa/V+hZlelP7qFDh2LlypWF2letWsV/9ExVTv4LZXEv5TLkvZuQL5RFq0ozJM8q/9QnUPT1oICK/3ca1U11eY6ryzio8pQ4YAUHB4s3mUyG1atXo0mTJggMDERgYCCaNm2Kr7/+utDVe4kqG18oqaD8U596nempZ2dbDf9vp0Sqy3NcXcZBlaPEpwj/+OMPk+3WrVsDgHjVVkdHRzg6OuL8+fOF7ktU2arqeiKqHNXt1GdVVF2e4+oyDqp4JQ5Y+/fvL89+EJU7vlBSQdXp1GdVVV2e4+oyDqpYPJ9HzxW+UBIRUUVgwCIiIiKSGAMWERERkcQYsIiIiIgkxoBFREREJDEGLCIiIiKJMWARERERSYwBi4iIiEhiDFhEREREEmPAIiIiIpIYAxYRERGRxBiwiIiIiCTGgEVEREQkMQYsIiIiIokxYBERERFJjAGLiIiISGIMWEREREQSY8AiIiIikhgDFhEREZHEGLCIiIiIJMaARURERCQxBiwiIiIiiTFgEREREUmMAYuIiIhIYgxYRERERBJjwCIiIiKSGAMWERERkcQYsIiIiIgkxoBFREREJDEGLCIiIiKJMWARERERSYwBi4iIiEhiDFhEREREEmPAIiIiIpIYAxYRERGRxBiwiIiIiCRmFgHr5s2bCAgIgLu7OywtLfHCCy9g9uzZyMrKMqmRyWSFbkeOHDE51pYtW+Dp6QmNRoOmTZti165dJvsFQcCsWbPg4uICS0tL+Pr64sqVKyY19+/fx5AhQ6DT6WBnZ4eAgACkpqaW3xNAREREZsUsAtalS5dgNBrx1Vdf4fz581i8eDFCQkLwwQcfFKrdu3cv4uLixFvr1q3FfYcPH8abb76JgIAA/PHHH+jXrx/69euHc+fOiTWfffYZli1bhpCQEERHR8Pa2hp+fn7IyMgQa4YMGYLz588jIiICO3bswK+//ooxY8aU75NAREREZkNZ2R0oiV69eqFXr17idv369RETE4OVK1fiiy++MKl1cHCAs7NzkcdZunQpevXqhcmTJwMA5s+fj4iICHz55ZcICQmBIAhYsmQJZs6ciddeew0A8M0338DJyQnbtm3D4MGDcfHiRYSHh+PYsWNo06YNAGD58uXo06cPvvjiC7i6upbHU0BERERmxCxmsIqSnJwMe3v7Qu2vvvoq9Ho9OnXqhO3bt5vsi4qKgq+vr0mbn58foqKiAAA3btxAfHy8SY2trS28vb3FmqioKNjZ2YnhCgB8fX0hl8sRHR1dbH8zMzNhMBhMbkRERFQ9mcUM1uOuXr2K5cuXm8xeabVaLFy4EB07doRcLsf333+Pfv36Ydu2bXj11VcBAPHx8XBycjI5lpOTE+Lj48X9+W1PqtHr9Sb7lUol7O3txZqiLFiwAHPnzi3jiIuWaMhAYkqmuJ2RnSt+fuGOARoLhUm93kYNvU4jaR+IiIiosEoNWNOmTcOnn376xJqLFy/C09NT3L59+zZ69eqFgQMHYvTo0WK7o6MjgoODxe22bdvizp07+Pzzz8WAVZmmT59u0j+DwQA3N7dnOmZYdCyWRl4pct+AkKhCbRN6eGBSz4bP9JhERET0dJUasN577z2MGDHiiTX169cXP79z5w66d++ODh06YNWqVU89vre3NyIiIsRtZ2dnJCQkmNQkJCSIa7byPyYkJMDFxcWkpkWLFmJNYmKiyTFycnJw//79Ytd+AYBarYZarX5qn0tjiHcd9PRyenrhI3obaR+fiIiIilapAatmzZqoWbNmiWpv376N7t27o3Xr1li3bh3k8qcvHzt16pRJUPLx8UFkZCQmTpwotkVERMDHxwcA4O7uDmdnZ0RGRoqBymAwIDo6GuPGjROPkZSUhBMnTojvUNy3bx+MRiO8vb1LNBap6HUanvIjIiKqgsxiDdbt27fRrVs31K1bF1988QXu3r0r7sufNVq/fj1UKhVatmwJAPjhhx+wdu1arF69WqydMGECunbtioULF8Lf3x8bN27E8ePHxdkwmUyGiRMn4qOPPoKHhwfc3d3x4YcfwtXVFf369QMANG7cGL169cLo0aMREhKC7OxsBAUFYfDgwXwHIREREQEwk4AVERGBq1ev4urVq6hdu7bJPkEQxM/nz5+PP//8E0qlEp6enti0aRMGDBgg7u/QoQM2bNiAmTNn4oMPPoCHhwe2bduGJk2aiDVTpkxBWloaxowZg6SkJHTq1Anh4eHQaP6ZKQoLC0NQUBB69OgBuVyO/v37Y9myZeX4DBAREZE5MYuANWLEiKeu1Ro+fDiGDx/+1GMNHDgQAwcOLHa/TCbDvHnzMG/evGJr7O3tsWHDhqc+FhERET2fzPY6WERERERVFQMWERERkcQYsIiIiIgkxoBFREREJDEGLCIiIiKJMWARERERSYwBi4iIiEhiDFhEREREEmPAIiIiIpIYAxYRERGRxBiwiIiIiCTGgEVEREQkMQYsIiIiIokxYBERERFJjAGLiIiISGIMWEREREQSY8AiIiIikhgDFhEREZHEGLCIiIiIJMaARURERCQxBiwiIiIiiTFgEREREUmMAYuIiIhIYgxYRERERBJTVnYHiKhqSTRkIDElU9zOyM4VP79wxwCNhcKkXm+jhl6nqbD+ERGZAwYsIjIRFh2LpZFXitw3ICSqUNuEHh6Y1LNheXeLiMisMGARkYkh3nXQ08upxPV6G3U59oaIyDwxYBGRCb1Ow1N+RETPiAGLiKga45o6osrBgEVEVI1xTR1R5WDAIiKqxrimjqhyMGAREVVjXFNHVDl4oVEiIiIiiTFgEREREUmMpwiJiMwI3xVIZB4YsIiIzAjfFUhkHhiwiIjMCN8VSGQeGLCIiMwI3xVIZB64yJ2IiIhIYpzBIqLnAheHE1FFMpsZrHr16kEmk5ncPvnkE5OaM2fOoHPnztBoNHBzc8Nnn31W6DhbtmyBp6cnNBoNmjZtil27dpnsFwQBs2bNgouLCywtLeHr64srV0wXlN6/fx9DhgyBTqeDnZ0dAgICkJqaKv2giUgyYdGxeGX5IfFWcEH4gJAok32vLD+EsOjYSuwtEZk7s5rBmjdvHkaPHi1u29jYiJ8bDAa8/PLL8PX1RUhICM6ePYtRo0bBzs4OY8aMAQAcPnwYb775JhYsWIBXXnkFGzZsQL9+/XDy5Ek0adIEAPDZZ59h2bJlWL9+Pdzd3fHhhx/Cz88PFy5cgEaT99fskCFDEBcXh4iICGRnZ2PkyJEYM2YMNmzYUIHPBhGVBheHE1FFMquAZWNjA2dn5yL3hYWFISsrC2vXroVKpcKLL76IU6dOYdGiRWLAWrp0KXr16oXJkycDAObPn4+IiAh8+eWXCAkJgSAIWLJkCWbOnInXXnsNAPDNN9/AyckJ27Ztw+DBg3Hx4kWEh4fj2LFjaNOmDQBg+fLl6NOnD7744gu4urpWwDNBJcXTQpSPi8OJqCKZzSlCAPjkk0/g4OCAli1b4vPPP0dOTo64LyoqCl26dIFKpRLb/Pz8EBMTgwcPHog1vr6+Jsf08/NDVFTeqYIbN24gPj7epMbW1hbe3t5iTVRUFOzs7MRwBQC+vr6Qy+WIjo6WftD0THhaiIiIKoPZzGC9++67aNWqFezt7XH48GFMnz4dcXFxWLRoEQAgPj4e7u7uJvdxcnIS99WoUQPx8fFiW8Ga+Ph4sa7g/Yqr0ev1JvuVSiXs7e3FmqJkZmYiM/OfmRSDwVDisVPZ8bQQERFVhkoNWNOmTcOnn376xJqLFy/C09MTwcHBYluzZs2gUqnw9ttvY8GCBVCrq/4vxQULFmDu3LmV3Y3nDk8LERFRZajUgPXee+9hxIgRT6ypX79+ke3e3t7IycnBzZs30ahRIzg7OyMhIcGkJn87f91WcTUF9+e3ubi4mNS0aNFCrElMTDQ5Rk5ODu7fv1/s+jAAmD59uklINBgMcHNzK7aeiIiIzFelBqyaNWuiZs2aZbrvqVOnIJfLxdN1Pj4+mDFjBrKzs2FhYQEAiIiIQKNGjVCjRg2xJjIyEhMnThSPExERAR8fHwCAu7s7nJ2dERkZKQYqg8GA6OhojBs3TjxGUlISTpw4gdatWwMA9u3bB6PRCG9v72L7q1arzWKmjYiIiJ6dWSxyj4qKwpIlS3D69Glcv34dYWFhmDRpEv71r3+J4emtt96CSqVCQEAAzp8/j02bNmHp0qUms0YTJkxAeHg4Fi5ciEuXLmHOnDk4fvw4goKCAAAymQwTJ07ERx99hO3bt+Ps2bMYNmwYXF1d0a9fPwBA48aN0atXL4wePRpHjx7F77//jqCgIAwePJjvICQiIiIAZrLIXa1WY+PGjZgzZw4yMzPh7u6OSZMmmYQnW1tb7NmzB+PHj0fr1q3h6OiIWbNmiZdoAIAOHTpgw4YNmDlzJj744AN4eHhg27Zt4jWwAGDKlClIS0vDmDFjkJSUhE6dOiE8PFy8BhaQd0mIoKAg9OjRA3K5HP3798eyZcsq5skgIiKiKk8mCIJQ2Z14HhkMBtja2iI5ORk6na6yu0NEJLn0rBx4zdoNALgwzw9WKrP4m76Q6jKO50V5f71K+vvbLE4REhEREZkTBiwiIiIiiTFgEREREUmMAYuIiIhIYgxYRERERBJjwCIiIiKSGAMWERERkcQYsIiIiIgkxoBFREREJDEGLCIiIiKJMWARERERSYwBi4iIiEhiDFhEREREEmPAIiIiIpIYAxYRERGRxBiwiIiIiCTGgEVEREQkMQYsIiIiIokxYBERERFJjAGLiIiISGIMWEREREQSY8AiIiIikhgDFhEREZHEGLCIiIiIJMaARURERCQxBiwiIiIiiTFgEREREUmMAYuIiIhIYgxYRERERBJjwCIiIiKSGAMWERERkcQYsIiIiIgkxoBFREREJDEGLCIiIiKJKSu7A0RERFVJoiEDiSmZ4nZGdq74+YU7BmgsFCb1ehs19DpNhfWPzAMDFhERUQFh0bFYGnmlyH0DQqIKtU3o4YFJPRuWd7fIzDBgERERFTDEuw56ejmVuF5voy7H3pC5YsAiIiIqQK/T8JQfPTMuciciIiKSGAMWERERkcQYsIiIiIgkZhYB68CBA5DJZEXejh07BgC4efNmkfuPHDlicqwtW7bA09MTGo0GTZs2xa5du0z2C4KAWbNmwcXFBZaWlvD19cWVK6bvJrl//z6GDBkCnU4HOzs7BAQEIDU1tXyfBCIiIjIbZhGwOnTogLi4OJNbYGAg3N3d0aZNG5PavXv3mtS1bt1a3Hf48GG8+eabCAgIwB9//IF+/fqhX79+OHfunFjz2WefYdmyZQgJCUF0dDSsra3h5+eHjIwMsWbIkCE4f/48IiIisGPHDvz6668YM2ZM+T8RREREZBbMImCpVCo4OzuLNwcHB/z0008YOXIkZDKZSa2Dg4NJrYWFhbhv6dKl6NWrFyZPnozGjRtj/vz5aNWqFb788ksAebNXS5YswcyZM/Haa6+hWbNm+Oabb3Dnzh1s27YNAHDx4kWEh4dj9erV8Pb2RqdOnbB8+XJs3LgRd+7cqbDnhIiIiKouswhYj9u+fTvu3buHkSNHFtr36quvQq/Xo1OnTti+fbvJvqioKPj6+pq0+fn5ISoq78JxN27cQHx8vEmNra0tvL29xZqoqCjY2dmZzJz5+vpCLpcjOjq62D5nZmbCYDCY3IiIiKh6MsuAtWbNGvj5+aF27dpim1arxcKFC7Flyxbs3LkTnTp1Qr9+/UxCVnx8PJycTC8e5+TkhPj4eHF/ftuTavR6vcl+pVIJe3t7saYoCxYsgK2trXhzc3Mrw8iJiIjIHFRqwJo2bVqxi9fzb5cuXTK5z19//YXdu3cjICDApN3R0RHBwcHw9vZG27Zt8cknn+Bf//oXPv/884ocUrGmT5+O5ORk8Xbr1q3K7hIRERGVk0q9kvt7772HESNGPLGmfv36Jtvr1q2Dg4MDXn311ace39vbGxEREeK2s7MzEhISTGoSEhLg7Ows7s9vc3FxMalp0aKFWJOYmGhyjJycHNy/f1+8f1HUajXUav47BSIioudBpQasmjVrombNmiWuFwQB69atw7Bhw0wWrxfn1KlTJkHJx8cHkZGRmDhxotgWEREBHx8fAIC7uzucnZ0RGRkpBiqDwYDo6GiMGzdOPEZSUhJOnDghvkNx3759MBqN8Pb2LvFYiIiIqPoyq/9FuG/fPty4cQOBgYGF9q1fvx4qlQotW7YEAPzwww9Yu3YtVq9eLdZMmDABXbt2xcKFC+Hv74+NGzfi+PHjWLVqFQBAJpNh4sSJ+Oijj+Dh4QF3d3d8+OGHcHV1Rb9+/QAAjRs3Rq9evTB69GiEhIQgOzsbQUFBGDx4MFxdXcv/SSAiIiJRoiEDiSmZ4nZGdq74+YU7BmgsFCb1eht1hfyvSbMKWGvWrEGHDh3g6elZ5P758+fjzz//hFKphKenJzZt2oQBAwaI+zt06IANGzZg5syZ+OCDD+Dh4YFt27ahSZMmYs2UKVOQlpaGMWPGICkpCZ06dUJ4eDg0mn++GGFhYQgKCkKPHj0gl8vRv39/LFu2rPwGTkREREUKi47F0sgrRe4bEBJVqG1CDw9M6tmwvLsFmSAIQrk/ChViMBhga2uL5ORk6HS6yu4OEZHk0rNy4DVrNwDgwjw/WKnM6m96MhOPz2A9zbPOYJX09ze/24mIiMhs6XWaCjnlV1oMWEREJImquhaGqDIwYBERkSSq6loYosrAgEVERJIY4l0HPb2cnl74iN6G1wak6osBi4iIJFFV18IQVQaz/F+ERERERFUZAxYRERGRxBiwiIiIiCTGgEVEREQkMQYsIiIiIokxYBERERFJjAGLiIiISGIMWEREREQSY8AiIiIikhgDFhEREZHEGLCIiIiIJMaARURERCQxBiwiIiIiiSkruwPPK0EQAAAGg6GSe0JEREQllf97O//3eHEYsCpJSkoKAMDNza2Se0JERESllZKSAltb22L3y4SnRTAqF0ajEXfu3IGNjQ1kMllld6fMDAYD3NzccOvWLeh0usruTrl4HsYIPB/jfB7GCDwf4+QYqw9zG6cgCEhJSYGrqyvk8uJXWnEGq5LI5XLUrl27srshGZ1OZxY/GM/ieRgj8HyM83kYI/B8jJNjrD7MaZxPmrnKx0XuRERERBJjwCIiIiKSGAMWPRO1Wo3Zs2dDrVZXdlfKzfMwRuD5GOfzMEbg+Rgnx1h9VNdxcpE7ERERkcQ4g0VEREQkMQYsIiIiIokxYBERERFJjAGLiIiISGIMWFSsOXPmQCaTmdw8PT1LdN+NGzdCJpOhX79+5dvJZ1SWMSYlJWH8+PFwcXGBWq1Gw4YNsWvXrgrqcdmUZZxLlixBo0aNYGlpCTc3N0yaNAkZGRkV1OOyuX37Nv71r3/BwcEBlpaWaNq0KY4fP/7E+xw4cACtWrWCWq1GgwYNEBoaWjGdfQalHecPP/yAnj17ombNmtDpdPDx8cHu3bsrsMelV5avZb7ff/8dSqUSLVq0KN9OPqOyjDEzMxMzZsxA3bp1oVarUa9ePaxdu7aCelw2ZRlnWFgYmjdvDisrK7i4uGDUqFG4d+9eBfVYGrySOz3Riy++iL1794rbSuXTv2Vu3ryJ999/H507dy7PrkmmNGPMyspCz549odfrsXXrVtSqVQt//vkn7OzsKqCnz6Y049ywYQOmTZuGtWvXokOHDrh8+TJGjBgBmUyGRYsWVUR3S+3Bgwfo2LEjunfvjl9++QU1a9bElStXUKNGjWLvc+PGDfj7+2Ps2LEICwtDZGQkAgMD4eLiAj8/vwrsfcmVZZy//vorevbsiY8//hh2dnZYt24d+vbti+joaLRs2bICe18yZRljvqSkJAwbNgw9evRAQkJCBfS2bMo6xjfeeAMJCQlYs2YNGjRogLi4OBiNxgrqdemVZZy///47hg0bhsWLF6Nv3764ffs2xo4di9GjR+OHH36owN4/I4GoGLNnzxaaN29eqvvk5OQIHTp0EFavXi0MHz5ceO2118qlb1Ip7RhXrlwp1K9fX8jKyiq/TpWD0o5z/PjxwksvvWTSFhwcLHTs2FHinkln6tSpQqdOnUp1nylTpggvvviiSdugQYMEPz8/KbsmqbKMsyheXl7C3LlzJeiR9J5ljIMGDRJmzpxZptevilSWMf7yyy+Cra2tcO/evXLqlfTKMs7PP/9cqF+/vknbsmXLhFq1aknZtXLHU4T0RFeuXIGrqyvq16+PIUOGIDY29on18+bNg16vR0BAQAX18NmVZozbt2+Hj48Pxo8fDycnJzRp0gQff/wxcnNzK7DHZVOacXbo0AEnTpzA0aNHAQDXr1/Hrl270KdPn4rqbqlt374dbdq0wcCBA6HX69GyZUt8/fXXT7xPVFQUfH19Tdr8/PwQFRVVnl19JmUZ5+OMRiNSUlJgb29fTr18NmUd47p163D9+nXMnj27Anr5bMoyxvz7fPbZZ6hVqxYaNmyI999/Hw8fPqygXpdeWcbp4+ODW7duYdeuXRAEAQkJCdi6dWuVfv0pUmUnPKq6du3aJWzevFk4ffq0EB4eLvj4+Ah16tQRDAZDkfW//fabUKtWLeHu3buCIAhmMYNV2jE2atRIUKvVwqhRo4Tjx48LGzduFOzt7YU5c+ZUcM9Lp7TjFARBWLp0qWBhYSEolUoBgDB27NgK7HHpqdVqQa1WC9OnTxdOnjwpfPXVV4JGoxFCQ0OLvY+Hh4fw8ccfm7Tt3LlTACCkp6eXd5fLpCzjfNynn34q1KhRQ0hISCjHnpZdWcZ4+fJlQa/XCzExMYIglG0GviKVZYx+fn6CWq0W/P39hejoaGHnzp1C3bp1hREjRlRgz0unrN+vmzdvFrRarfj607dvX7M7c8CARSX24MEDQafTCatXry60z2AwCPXq1RN27doltplDwHrck8YoCHm/kN3c3IScnByxbeHChYKzs3NFdVESTxvn/v37BScnJ+Hrr78Wzpw5I/zwww+Cm5ubMG/evAruaclZWFgIPj4+Jm3vvPOO0L59+2LvY44BqyzjLCgsLEywsrISIiIiyqN7kijtGHNycoQ2bdoIK1euFNuqesAqy9exZ8+egkajEZKSksS277//XpDJZNXq+/X8+fOCi4uL8Nlnn4l/FDZt2lQYNWpUeXdXUlzkTiVmZ2eHhg0b4urVq4X2Xbt2DTdv3kTfvn3FtvyFl0qlEjExMXjhhRcqrK9l9aQxAoCLiwssLCygUCjEtsaNGyM+Ph5ZWVlQqVQV1dVn8rRxfvjhhxg6dCgCAwMBAE2bNkVaWhrGjBmDGTNmQC6veqsLXFxc4OXlZdLWuHFjfP/998Xex9nZudBC6ISEBOh0OlhaWpZLP59VWcaZb+PGjQgMDMSWLVsKnRqtSko7xpSUFBw/fhx//PEHgoKCAOS9/giCAKVSiT179uCll14q936XRlm+ji4uLqhVqxZsbW1N7iMIAv766y94eHiUW3/LqizjXLBgATp27IjJkycDAJo1awZra2t07twZH330EVxcXMq1z1Kpeq+SVGWlpqbi2rVrRX5ze3p64uzZszh16pR4e/XVV9G9e3ecOnUKbm5uldDj0nvSGAGgY8eOuHr1qsm7di5fvgwXFxezCVfA08eZnp5eKETlh0qhiv770o4dOyImJsak7fLly6hbt26x9/Hx8UFkZKRJW0REBHx8fMqlj1IoyzgB4LvvvsPIkSPx3Xffwd/fvzy7+MxKO0adTlfo9Wfs2LFo1KgRTp06BW9v74rodqmU5evYsWNH3LlzB6mpqSb3kcvlqF27drn19VmUZZzm+PpTpMqdQKOq7L333hMOHDgg3LhxQ/j9998FX19fwdHRUUhMTBQEQRCGDh0qTJs2rdj7m8MpwtKOMTY2VrCxsRGCgoKEmJgYYceOHYJerxc++uijyhpCiZR2nLNnzxZsbGyE7777Trh+/bqwZ88e4YUXXhDeeOONyhrCUx09elRQKpXCf/7zH+HKlSviqbBvv/1WrJk2bZowdOhQcfv69euClZWVMHnyZOHixYvCihUrBIVCIYSHh1fGEEqkLOMMCwsTlEqlsGLFCiEuLk68FTzVVJWUZYyPq+qnCMsyxpSUFKF27drCgAEDhPPnzwsHDx4UPDw8hMDAwMoYQomUZZzr1q0TlEql8N///le4du2acOjQIaFNmzZCu3btKmMIZcaARcUaNGiQ4OLiIqhUKqFWrVrCoEGDhKtXr4r7u3btKgwfPrzY+5tDwCrLGA8fPix4e3sLarVaqF+/vvCf//zHZE1WVVTacWZnZwtz5swRXnjhBUGj0Qhubm7Cv//9b+HBgwcV3/lS+Pnnn4UmTZoIarVa8PT0FFatWmWyf/jw4ULXrl1N2vbv3y+0aNFCUKlUQv369YV169ZVXIfLqLTj7Nq1qwCg0O1JP7+VrSxfy4KqesAShLKN8eLFi4Kvr69gaWkp1K5dWwgODq6y66/ylWWcy5YtE7y8vARLS0vBxcVFGDJkiPDXX39VYK+fnUwQzGm+jYiIiKjq4xosIiIiIokxYBERERFJjAGLiIiISGIMWEREREQSY8AiIiIikhgDFhEREZHEGLCIiIiIJMaARUQl1q1bN0ycOPGJNfXq1cOSJUsqpD9PI5PJsG3btsruRqV42tehJF9LIio7BiwiktSxY8cwZsyYyu5GiYwYMQL9+vUrt+NPmzYNnp6eJm2XLl2CTCbDiBEjTNpDQ0OhVqvx8OHDcuvPs5gzZw5kMhlkMhmUSiXq1auHSZMmmfxfPCL6BwMWEUmqZs2asLKyquxuVAndu3dHTEwM4uPjxbb9+/fDzc0NBw4cMKndv38/2rdvD0tLywruZcm9+OKLiIuLw82bN/Hpp59i1apVeO+99yq7W0RVEgMWEZVKTk4OgoKCYGtrC0dHR3z44Ycm/+H+8VNTMpkMq1evxv/93//BysoKHh4e2L59u7j/wIEDkMlkiIyMRJs2bWBlZYUOHTogJibG5HF/+ukntGrVChqNBvXr18fcuXORk5Mj7r9y5Qq6dOkCjUYDLy8vREREPPNYDx48iHbt2kGtVsPFxQXTpk0zecyUlBQMGTIE1tbWcHFxweLFi01OvXXq1AkWFhYmYerAgQMYP3487t+/j5s3b5q0d+/eHQCQmZmJ999/H7Vq1YK1tTW8vb0LBbJDhw6hc+fOsLS0hJubG959912kpaUVO5bVq1fDzs4OkZGRhfbNmzcPTZo0KdTeokULfPjhh+K2UqmEs7MzateujUGDBmHIkCHi1/J///sf2rRpAxsbGzg7O+Ott95CYmIiAEAQBDRo0ABffPGFyfFPnToFmUyGq1evFttvInPFgEVEpbJ+/XoolUocPXoUS5cuxaJFi7B69eon3mfu3Ll44403cObMGfTp0wdDhgzB/fv3TWpmzJiBhQsX4vjx41AqlRg1apS477fffsOwYcMwYcIEXLhwAV999RVCQ0Pxn//8BwBgNBrx+uuvQ6VSITo6GiEhIZg6deozjfP27dvo06cP2rZti9OnT2PlypVYs2YNPvroI7EmODgYv//+O7Zv346IiAj89ttvOHnypLjf2toabdu2xf79+8W2AwcOoEePHujYsaPYfv36dcTGxooBKygoCFFRUdi4cSPOnDmDgQMHolevXrhy5QoA4Nq1a+jVqxf69++PM2fOYNOmTTh06BCCgoKKHMtnn32GadOmYc+ePejRo0eh/aNGjcLFixdx7Ngxse2PP/7AmTNnMHLkyGKfI0tLS2RlZQEAsrOzMX/+fJw+fRrbtm3DzZs3xdOgMpkMo0aNwrp160zuv27dOnTp0gUNGjQo9jGIzFbl/q9pIjInXbt2FRo3biwYjUaxberUqULjxo3F7bp16wqLFy8WtwEIM2fOFLdTU1MFAMIvv/wiCIIg7N+/XwAg7N27V6zZuXOnAEB4+PChIAiC0KNHD+Hjjz826cv//vc/wcXFRRAEQdi9e7egVCqF27dvi/t/+eUXAYDw448/Fjue4cOHC6+99lqR+z744AOhUaNGJmNdsWKFoNVqhdzcXMFgMAgWFhbCli1bxP1JSUmClZWVMGHCBLFtxowZQsOGDQVBEITz588LOp1OyMnJET7++GNh2LBhgiAIwpo1awSNRiNkZGQIf/75p6BQKEzGkv8cTJ8+XRAEQQgICBDGjBljsv+3334T5HK5+Jzlfx2mTJkiuLi4COfOnTOp79q1q0k/e/fuLYwbN07cfuedd4Ru3bqJ27NnzxaaN28ubh8/flxwdHQUBgwYUOTzd+zYMQGAkJKSIgiCINy+fVtQKBRCdHS0IAiCkJWVJTg6OgqhoaFF3p/I3HEGi4hKpX379pDJZOK2j48Prly5gtzc3GLv06xZM/Fza2tr6HQ68fRRUTUuLi4AINacPn0a8+bNg1arFW+jR49GXFwc0tPTcfHiRbi5ucHV1dWkX8/i4sWL8PHxMRlrx44dkZqair/++gvXr19HdnY22rVrJ+63tbVFo0aNTI7TrVs3XL58GXFxcThw4AA6deoEhUKBrl27iqf9Dhw4gA4dOkCtVuPs2bPIzc1Fw4YNTcZ78OBBXLt2TXw+QkNDTfb7+fnBaDTixo0b4mMvXLgQX3/9NQ4dOoQXX3zxieMdPXo0vvvuO2RkZCArKwsbNmwwmUUEgLNnz0Kr1cLS0hLt2rWDj48PvvzySwDAiRMn0LdvX9SpUwc2Njbo2rUrACA2NhYA4OrqCn9/f6xduxYA8PPPPyMzMxMDBw4s8deEyJwoK7sDRFT9WVhYmGzLZDIYjcZia/JDTX5Namoq5s6di9dff73QsTUajdTdlVTHjh2hUqmwf/9+7N+/Xwwebdu2xd9//43r16/jwIEDePvttwHkjVWhUODEiRNQKBQmx9JqtWLN22+/jXfffbfQ49WpU0f8vHPnzti5cyc2b96MadOmPbGfffv2hVqtxo8//giVSoXs7GwMGDDApKZRo0bYvn07lEolXF1doVKpAABpaWnw8/ODn58fwsLCULNmTcTGxsLPz088hQgAgYGBGDp0KBYvXox169Zh0KBBfEMEVVsMWERUKtHR0SbbR44cgYeHR6EwIKVWrVohJiam2LU6jRs3xq1btxAXFyfOfh05cuSZHrNx48b4/vvvIQiCGPh+//132NjYoHbt2qhRowYsLCxw7NgxMdQkJyfj8uXL6NKli3gcS0tLcZH6wYMHMXnyZAB5gbJ9+/ZYs2YNbt26Ja6/atmyJXJzc5GYmIjOnTsX+3xcuHDhqWuX2rVrh6CgIPTq1QtKpRLvv/9+sbVKpRLDhw/HunXroFKpMHjw4ELvaFSpVEU+5qVLl3Dv3j188skncHNzAwAcP368UF2fPn1gbW2NlStXIjw8HL/++usT+09kzhiwiKhUYmNjERwcjLfffhsnT57E8uXLsXDhwnJ9zFmzZuGVV15BnTp1MGDAAMjlcpw+fRrnzp3DRx99BF9fXzRs2BDDhw/H559/DoPBgBkzZpTo2MnJyTh16pRJm4ODA/79739jyZIleOeddxAUFISYmBjMnj0bwcHBkMvlsLGxwfDhwzF58mTY29tDr9dj9uzZkMvlJqcVgbzLNSxevBhAXjjK17VrV3zxxRfiYngAaNiwIYYMGYJhw4Zh4cKFaNmyJe7evYvIyEg0a9YM/v7+mDp1Ktq3b4+goCAEBgbC2toaFy5cQEREhHjKLl+HDh2wa9cu9O7dG0ql8okXFw0MDETjxo0B5IXJkqpTpw5UKhWWL1+OsWPH4ty5c5g/f36hOoVCgREjRmD69Onw8PB45tO4RFUZ12ARUakMGzYMDx8+RLt27TB+/HhMmDCh3C8s6ufnhx07dmDPnj1o27Yt2rdvj8WLF6Nu3boAALlcjh9//FHsV2BgoPgOw6c5cOAAWrZsaXKbO3cuatWqhV27duHo0aNo3rw5xo4di4CAAMycOVO876JFi+Dj44NXXnkFvr6+6NixIxo3blzotGX37t2RkpKCjh07Qqn85+/arl27IiUlRbycQ75169Zh2LBheO+999CoUSP069fPZKasWbNmOHjwIC5fvozOnTujZcuWmDVrlskatII6deqEnTt3YubMmVi+fHmxz4WHhwc6dOgAT09PeHt7l+j5A/KufRYaGootW7bAy8sLn3zySaFLMuQLCAhAVlbWE9+dSFQdyAShwAVsiIiozNLS0lCrVi0sXLgQAQEBld2dUhMEAR4eHvj3v/+N4ODgcnmM3377DT169MCtW7fg5ORULo9BVBXwFCERURn98ccfuHTpEtq1a4fk5GTMmzcPAPDaa69Vcs9K7+7du9i4cSPi4+PLZXYpMzMTd+/exZw5czBw4ECGK6r2GLCIiJ7BF198gZiYGKhUKrRu3Rq//fYbHB0dK7tbpabX6+Ho6IhVq1ahRo0akh//u+++Q0BAAFq0aIFvvvlG8uMTVTU8RUhEREQkMS5yJyIiIpIYAxYRERGRxBiwiIiIiCTGgEVEREQkMQYsIiIiIokxYBERERFJjAGLiIiISGIMWEREREQSY8AiIiIiktj/AxFPoE+/DaEWAAAAAElFTkSuQmCC", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1152,32 +1149,33 @@ } ], "source": [ - "plot_bias(\n", + "ax = plot_bias(\n", " y_obs=y_test,\n", " y_pred=m_ols.predict(X_test),\n", " feature=X_test[\"LogWeeklyPay\"],\n", - ")" + ")\n", + "ax.set_title(ax.get_title() + \" OLS\")" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 28, "id": "b17d2803-158c-4467-87f0-c008b66eb18b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5, 1.0, 'Bias Plot HGBT_Poisson')" ] }, - "execution_count": 23, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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\n", "text/plain": [ "
" ] @@ -1187,11 +1185,12 @@ } ], "source": [ - "plot_bias(\n", + "ax = plot_bias(\n", " y_obs=y_test,\n", " y_pred=m_hgbt_poisson.predict(X_test),\n", " feature=X_test[\"LogWeeklyPay\"],\n", - ")" + ")\n", + "ax.set_title(ax.get_title() + \" HGBT_Poisson\")" ] }, { @@ -1204,23 +1203,23 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 29, "id": "ed065707-1d71-41e0-8b4e-f70b4478c7db", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5, 1.0, 'Bias Plot OLS')" ] }, - "execution_count": 24, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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\n", "text/plain": [ "
" ] @@ -1230,17 +1229,62 @@ } ], "source": [ - "plot_bias(\n", + "ax = plot_bias(\n", " y_obs=y_test,\n", " y_pred=m_ols.predict(X_test),\n", " feature=X_test[\"Age\"],\n", - ")" + ")\n", + "ax.set_title(ax.get_title() + \" OLS\")" ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "1a798c9e-ab5a-410d-9db0-da6561691c0e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Bias Plot GLM_Poisson')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plot_bias(\n", + " y_obs=y_test,\n", + " y_pred=m_glm_poisson.predict(X_test),\n", + " feature=X_test[\"Age\"],\n", + ")\n", + "ax.set_title(ax.get_title() + \" GLM_Poisson\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "acd89e59-0f24-4ee4-8582-c19f5ebbc56a", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "jupyter", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, diff --git a/src/model_diagnostics/calibration/identification.py b/src/model_diagnostics/calibration/identification.py index 8c12f91..a607f7f 100644 --- a/src/model_diagnostics/calibration/identification.py +++ b/src/model_diagnostics/calibration/identification.py @@ -128,7 +128,7 @@ def compute_bias( Observed values of the response variable. For binary classification, y_obs is expected to be in the interval [0, 1]. y_pred : array-like of shape (n_obs) or (n_obs, n_models) - Predicted values of the conditional expectation of Y, :math:`E(Y|X)`. + Predicted values of the conditional expectation of Y, \(E(Y|X)\). feature : array-like of shape (n_obs) or None Some feature column. functional : str @@ -149,6 +149,11 @@ def compute_bias( Returns ------- df : pyarrow Table + The result table contains at least the columns: + + - `bias_mean`: Mean of the bias + - `bias_cout`: Number of data rows + - `bias_stderr`: Standard error, i.e. standard deviation of `bias_mean` Notes ----- @@ -267,7 +272,13 @@ def compute_bias( cnames[-1] = feature_name df = df.rename_columns(cnames) - # Add p-value of 2-sided t-test. + # Add column standard error. + df = df.append_column( + "bias_stderr", + pc.divide(df.column("bias_stddev"), pc.sqrt(df.column("bias_count"))), + ) + + # Add column with p-value of 2-sided t-test. s_ = df.column("bias_stddev").to_numpy() p_value = np.full_like(s_, fill_value=np.nan) mask: npt.ArrayLike = s_ > 0 @@ -297,7 +308,7 @@ def compute_bias( col_selection.append(model_col_name) if feature_name is not None and feature_name in df.column_names: col_selection.append(feature_name) - col_selection += ["bias_mean", "bias_count", "bias_stddev", "p_value"] + col_selection += ["bias_mean", "bias_count", "bias_stderr", "p_value"] df_list.append(df.select(col_selection)) return pa.concat_tables(df_list) diff --git a/src/model_diagnostics/calibration/plots.py b/src/model_diagnostics/calibration/plots.py index f1b12ff..ff83420 100644 --- a/src/model_diagnostics/calibration/plots.py +++ b/src/model_diagnostics/calibration/plots.py @@ -167,14 +167,14 @@ def plot_bias( min_max = pc.min_max(df[feature_name]).as_py() ax.hlines(0, min_max["min"], min_max["max"], color="k", linestyles="dotted") # bias plot - if df["bias_stddev"].null_count > 0: + if df["bias_stderr"].null_count > 0: ax.plot(df[feature_name], df["bias_mean"], "o-") else: ax.errorbar( df[feature_name], df["bias_mean"], - yerr=df["bias_stddev"], + yerr=df["bias_stderr"], fmt="o-", capsize=4, ) diff --git a/src/model_diagnostics/calibration/tests/test_identification.py b/src/model_diagnostics/calibration/tests/test_identification.py index 9abf2bc..e23efd8 100644 --- a/src/model_diagnostics/calibration/tests/test_identification.py +++ b/src/model_diagnostics/calibration/tests/test_identification.py @@ -121,7 +121,7 @@ def test_compute_bias(feature, f_grouped): "feature": f_grouped, "bias_mean": [0.5, -1], "bias_count": [2, 3], - "bias_stddev": np.sqrt([0.25 + 0.25, (1 + 1 + 0) / 2]), + "bias_stderr": np.sqrt([(0.25 + 0.25), (1 + 1 + 0) / 2]) / np.sqrt([2, 3]), "p_value": [ ttest_1samp([1, 0], 0).pvalue, ttest_1samp([0, -2, -1], 0).pvalue, @@ -146,9 +146,9 @@ def test_compute_bias_feature_none(): ) df_expected = pa.table( { - "bias_mean": [-0.4], # (1 + 0 + 0 - 2 - 1)/5 + "bias_mean": [-0.4], # (1 + 0 + 0 - 2 - 1) / 5 "bias_count": [5], - "bias_stddev": [np.std([1, 0, 0, -2, -1], ddof=1)], + "bias_stderr": [np.std([1, 0, 0, -2, -1], ddof=1) / np.sqrt(5)], "p_value": [ ttest_1samp([1, 0, 0, -2, -1], 0).pvalue, ], @@ -181,8 +181,9 @@ def test_compute_bias_numerical_feature(): "feature": 0.045 + 0.1 * np.arange(10), "bias_mean": 0.955 - 0.1 * np.arange(10), "bias_count": n_steps * np.ones(n_bins, dtype=np.int64), - "bias_stddev": [ - np.std(bias[n : n + n_steps], ddof=1) for n in range(0, n_obs, n_steps) + "bias_stderr": [ + np.std(bias[n : n + n_steps], ddof=1) / np.sqrt(n_steps) + for n in range(0, n_obs, n_steps) ], "p_value": [ ttest_1samp(bias[n : n + n_steps], 0).pvalue @@ -211,7 +212,7 @@ def test_compute_bias_multiple_predictions(): "nice_feature": [1.0, 2, 1, 2], "bias_mean": [0.0, -1, 2, 1], "bias_count": [5] * 4, - "bias_stddev": [0.0] * 4, + "bias_stderr": [0.0] * 4, "p_value": [np.nan] * 4, } )