{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Influence Measures for GLM Logit\n", "\n", "\n", "Based on draft version for GLMInfluence, which will also apply to discrete Logit, Probit and Poisson, and eventually be extended to cover most models outside of time series analysis.\n", "\n", "The example for logistic regression was used by Pregibon (1981) \"Logistic Regression diagnostics\" and is based on data by Finney (1947).\n", "\n", "GLMInfluence includes the basic influence measures but still misses some measures described in Pregibon (1981), for example those related to deviance and effects on confidence intervals." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import os.path\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from statsmodels.genmod.generalized_linear_model import GLM\n", "from statsmodels.genmod import families" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import statsmodels.stats.tests.test_influence\n", "test_module = statsmodels.stats.tests.test_influence.__file__\n", "cur_dir = cur_dir = os.path.abspath(os.path.dirname(test_module))\n", "\n", "file_name = 'binary_constrict.csv'\n", "file_path = os.path.join(cur_dir, 'results', file_name)\n", "df = pd.read_csv(file_path, index_col=0)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Generalized Linear Model Regression Results \n", "==============================================================================\n", "Dep. Variable: constrict No. Observations: 39\n", "Model: GLM Df Residuals: 36\n", "Model Family: Binomial Df Model: 2\n", "Link Function: logit Scale: 1.0000\n", "Method: IRLS Log-Likelihood: -14.614\n", "Date: Tue, 17 Dec 2019 Deviance: 29.227\n", "Time: 23:39:34 Pearson chi2: 34.2\n", "No. Iterations: 7 \n", "Covariance Type: nonrobust \n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "const -2.8754 1.321 -2.177 0.029 -5.464 -0.287\n", "log_rate 4.5617 1.838 2.482 0.013 0.959 8.164\n", "log_volumne 5.1793 1.865 2.777 0.005 1.524 8.834\n", "===============================================================================\n" ] } ], "source": [ "res = GLM(df['constrict'], df[['const', 'log_rate', 'log_volumne']],\n", " family=families.Binomial()).fit(attach_wls=True, atol=1e-10)\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## get the influence measures\n", "\n", "GLMResults has a `get_influence` method similar to OLSResults, that returns and instance of the GLMInfluence class. This class has methods and (cached) attributes to inspect influence and outlier measures.\n", "\n", "This measures are based on a one-step approximation to the the results for deleting one observation. One-step approximations are usually accurate for small changes but underestimate the magnitude of large changes. Event though large changes are underestimated, they still show clearly the effect of influential observations\n", "\n", "In this example observation 4 and 18 have a large standardized residual and large Cook's distance, but not a large leverage. Observation 13 has the largest leverage but only small Cook's distance and not a large studentized residual.\n", "\n", "Only the two observations 4 and 18 have a large impact on the parameter estimates." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "infl = res.get_influence(observed=False)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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dfb_constdfb_log_ratedfb_log_volumnecooks_dstandard_residhat_diagdffits_internal
Case
41.073359-0.930200-1.0179530.4290853.6813520.0867451.134573
180.959508-0.827905-0.8476660.3281523.0555420.0953860.992197
19-0.2591200.202363-0.0048830.066770-1.1500950.131521-0.447560
290.236747-0.1949840.0286430.0653700.9847290.1682190.442844
310.116501-0.0996020.1321970.0553820.7137710.2459170.407609
24-0.1281070.041039-0.1004100.051950-1.4202610.071721-0.394777
13-0.093083-0.0094630.1775320.046492-0.8470460.162757-0.373465
23-0.1961190.1274820.0356890.031168-1.0655760.076085-0.305786
33-0.088174-0.013657-0.0021610.027481-1.2381850.051031-0.287130
6-0.0922350.1709800.0380800.0262300.6614780.1524310.280520
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" ], "text/plain": [ " dfb_const dfb_log_rate dfb_log_volumne cooks_d standard_resid \\\n", "Case \n", "4 1.073359 -0.930200 -1.017953 0.429085 3.681352 \n", "18 0.959508 -0.827905 -0.847666 0.328152 3.055542 \n", "19 -0.259120 0.202363 -0.004883 0.066770 -1.150095 \n", "29 0.236747 -0.194984 0.028643 0.065370 0.984729 \n", "31 0.116501 -0.099602 0.132197 0.055382 0.713771 \n", "24 -0.128107 0.041039 -0.100410 0.051950 -1.420261 \n", "13 -0.093083 -0.009463 0.177532 0.046492 -0.847046 \n", "23 -0.196119 0.127482 0.035689 0.031168 -1.065576 \n", "33 -0.088174 -0.013657 -0.002161 0.027481 -1.238185 \n", "6 -0.092235 0.170980 0.038080 0.026230 0.661478 \n", "\n", " hat_diag dffits_internal \n", "Case \n", "4 0.086745 1.134573 \n", "18 0.095386 0.992197 \n", "19 0.131521 -0.447560 \n", "29 0.168219 0.442844 \n", "31 0.245917 0.407609 \n", "24 0.071721 -0.394777 \n", "13 0.162757 -0.373465 \n", "23 0.076085 -0.305786 \n", "33 0.051031 -0.287130 \n", "6 0.152431 0.280520 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summ_df = infl.summary_frame()\n", "summ_df.sort_values('cooks_d', ascending=False)[:10]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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Pr21YZmaWp6zJ4TPAIwCSWoD9gBMi4kTgFFa+qsnMzLq5rMmhHx/fy/AFkr6K29LleXw87pKZmfUAWZPDfOBL6fMDgYci4q10eQPgrXIvMjOz7inrqKy/Bs5Lb4z7HPD9gnW7AE/UOjAzM8tP1ktZL07vjt4Z+GVEXF2wem3gN/UIzszM8pH1zIGIuA64rkz592oakZmZ5a4rA++ZmVkvUTE5SGqTtGP6/KN0udJjeeNCNjOzeuuoWWkCsKDgeaUhu83MrIfpaOC9Mwuej29INGZm1hTc52BmZiU6muzn9C5sJyLirBrEY2ZmTaCjPofxRcsBqEy99r4IJwczsx6iYrNSRKzW/gC2AZ4HTgKGkkwPOpRkBrjnga3rHqmZmTVM1pvgLgGuiIhzC8peBH4haTXgUmDPWgdnZmb5yNohvRMwu8K6WSTDapiZWQ+RNTm8BexdYd0+dGFUVkkjJc2T9Iykk8qsP0HSE5IekXS7pE2zbtvMzGoja7PSlcDJ6XSgvwNeATYEvgaMBX6eZSOS+pA0Qe1NcoPdLEnTIqJwVNc5QGtEvCfp+8C5wNczxmlmZjWQNTmcTnJV0vHA0WmZgL+TJIbxGbezI/BMRDwHIGkyyfwQK5JDRNxZUP8BYEzGbZuZWY1kHbL7I+A0SecD2wKfAl4GHimY9CeLQcBLBcsLSPozKjkK+O9yKySNJTlrYciQIV0IwczMOpN5yG6AiHgTuLeK9+voPomVK0pjgFZgtwqxXA5cDtDa2upxn8zMaqhLyaEGFgCDC5Y3ARYVV5K0F/BTYLeIeL9BsZmZWarRYyvNAjaXNEzSGsBhwLTCCpK2J5mW9ICIWNzg+MzMjAYnh4hYDhwLzACeBKZExOOSJkg6IK02CVgL+J2kuZKmVdicmZnVSaOblYiI6cD0orLTC57v1eiYzMxsZR6y28zMSmRKDpK+IOmfCpYHSrpB0qOSzktvbjMzsx4i65nDRODzBcuTgP2AvwLfB06pcVxmZpajrMlhS9KB9yT1BQ4BfhQRB5NccnpEfcIzM7M8ZE0OawFvp893BPoDt6TLDwO+RdnMrAfJmhwWAtulz/cFHiu4B2Ed4L1aB2ZmZvnJeinrDcDPJe1O0tdwRsG6HYCnaxyXmZnlKGtyGA8sI5nUZyJwQcG67UiG8TYzsx4i66isbcDZFdaNqmlEZmaWO98EZ2ZmJSqeOUh6noLhtCPi0w2JyMzMctdRs9JvqTDXgpmZ9WwVk0NEjG9gHGZm1kSyjq30lU7W/1ttwjEzs2aQtUP695K2K7dC0okkl7eamVkPkTU5TAH+R9KwwkJJxwPnAj+sdWBmZpafrMnhaOBB4DZJ6wNI+iHJzXDHR8S/1yk+MzPLQabkEBEfkcz3/DeSM4hxwEXACRHxf+sYn5mZ5SDzTXARsQz4KrAGSR/DuIi4qF6BmZlZfjq6Ce7qCqsWAxsC2xXUiYj4Vq2DMzOzfHR0E9yuVL4J7u/AlwuWfbOcmVkP0tFNcEMbGIeZmTURD7xnZmYlss7ngKRPAN8BdgPWBV4D7gKuigjPBGdm1oNkHT5jI5K5on8JtAKfAIYDlwAPSdqwbhGamVnDZW1WOpdkrugvR8SwiNglIoYBXwIGAL+oV4BmZtZ4WZPDvsDJEXF/YWFE/Ak4Fdi/1oGZmVl+siaHtYBFFdYtSNebmVkPkTU5zAO+UWHdGOCp2oRjZmbNIOvVSucBV6cdz9cDLwMbkYy3tBeVE4eZmXVDmZJDRFybXso6AbiiYNUrwNERcX09gjMzs3xkvs8hIi6XdAWwBcl9Dq8D89IRW83MrAfJnBxgxdDdT9YpFjMzaxKZh8+QtK2kGyUtkbRc0mJJUyRtW88Azcys8bLeIT2cZCa4rwC3AJOAW4E9gAckfT7rG0oaKWmepGcknVRm/a6SHk4T0CFZt2tmZrWTtVnpHOAxYM+IeKe9UNLawMx0/T6dbURSH+BSYG+S+yNmSZoWEU8UVHsROBL4t4yxmZlZjWVtVtoZOKcwMQCky78Adsm4nR2BZyLiuYj4AJgMHFi0zfkR8Qjgjm4zs5xkTQ6dTeaTdbKfQcBLBcsL0jIzM2siWZPDg8ApaTPSCpL6Az8BHsi4HZUpW6VZ5CSNlTRb0uwlS5asyibMzKyCrH0Op5DM3fCCpFv4+A7p/YEWYPeM21kADC5Y3oTKYzZ1KCIuBy4HaG1t9TSlZmY1lOnMISL+TNLvcAcwAjgBGJku7xwRszK+3yxgc0nDJK1BMvzGtC5HbWZmdZX5PoeIeCQiDomIDSOib/rzaxHxaBe2sRw4FphBcjPdlIh4XNIESQdActmspAXAocCvJT3etV/JrDEuueQSWltbWXPNNTnyyCNXWnfFFVew2WabsdZaazFy5EgWLVqlE2Sz3FRMDpJWk/RVSdt0UGdbSV/tyhtGxPSI+D8R8ZmIODstOz0ipqXPZ0XEJhHRPyIGRsTWXdm+WaNsvPHGnHrqqXznO99Zqfzuu+/mlFNO4eabb+b1119n2LBhHH744TlFabZqOjpzGAPcAPy9gzrvADdI8iffep3Ro0czatQoBg4cuFL5H/7wBw499FC23npr1lhjDU477TTuuecenn322ZwiNeu6zpLDbyLi+UoVImI+8J/At2ocl1m3FRFExErLAI899lheIZl1WUfJYQfgtgzbmAm01iYcs+5vv/32Y8qUKTzyyCMsXbqUCRMmIIn33nsv79DMMusoOawNvJFhG2+kdc0M2HPPPTnzzDM5+OCD2XTTTRk6dChrr702m2yySd6hmWXWUXJ4Fdg0wzaGpHXNLHXMMcfw9NNPs3jxYg4++GCWL1/ONttUvLbDrOl0lBzuI1tfwpFpXbNeZfny5Sxbtoy2tjba2tpYtmzZirLHHnuMiODFF19k7NixHHfccayzzjp5h2yWWUfJ4SJgT0kXpjesrURSX0kXkwzbfWG9AjRrRlPnLGTYyKNoaWlh4sSJXHvttbS0tPCzn/2MZcuWccQRR7DWWmux4447sssuu3DWWWflHbJZl6jwqoqSldLxwPnAaySd0y+kqzYlGXZ7IHBiRFxc5zg71NraGrNnz84zBOtFps5ZyMk3PcrSD9tWlLX07cM5o7dl1PYeRzKrqXMWMmnGPBa9uZSNB7QwbsQW3n8NJumhiCh7QVGHYytFxEWSHgZOAg4iGUcJYCnJWEsTI+LeGsZq1vQmzZi3UmIAWPphG5NmzPPBLaPiBLvwzaWcfFMy2IL3YXPodOC9iLgHuEfSasB6afFrEdHWwcvMeqxFby7tUrmVcoJtfl0ZW+mjiFicPpwYrNfaeEBLl8qtlBNs88ucHMwsMW7EFrT07bNSWUvfPowbsUVOEXU/tUiwU+cs5IsT72DYSbfyxYl3MHXOwlqFZzg5mHXZqO0Hcc7obRk0oAUBgwa0NF1ndLMfOKtNsO19FgvfXErwcZ9Fs/2e3VnWyX7MrMCo7Qc1VTIo1B06e9vjWNWrldxnUX9ODmY9THc5cFaTYN1nUX9ODpYLX+NeP73hwLnxgBYWlvl9fFFA7bjPwRrO7cX11RuupvJFAfXn5GAN11Gzh1WvNxw4u8NFAd2dm5Ws4XpDs0eequ3s7S6a+aKAnsDJwRrO7cX15wOnVcvNStZwvaHZw6y785mDNVxvafaoJ1/tZfXm5GC5cLPHqusON7lZ9+fkYNbNdJeb3Jqdz7465uTQpPzBtUp8tVf1fPbVOXdINyHfJGYd6Q03udWb77XpnM8cmlAtmg185tFzjRuxRdlpSpvtaq9m/gw2w9lXM+8fcHJoStV+cJvhlLnZP/jdWXe42qsZPoMdyftem2bfP+BmpaZUbbNB3qfMbharv1HbD+L+k/bg+Yn7c/9JezTNAaVd3p/BzuR9r02z7x9wcshNR5OxVPvBzfuUuTt88K2+8v4MdibvsZmaff+Am5Vy0dkpZbXNBnmfMjfig+9mq+aW92cwi3rfa9PRZ7Q77B8nhxxk6XCu5oObd4dlvT/43aG9trfL+zOYt84+o1n2T2dfgOr9BcnJIQf1/madd4dlvQ8MveEmsO5+ZpT3Z7AWqjk4d/YZ7Wz/dJZcGvEFyckhB404pcxzeIp6Hxi6Q3ttNbrLmVFnB8/uPERKtQfnLJ/RjvZPZ8mlEV+Qem1yqPabWTWv7w2n3NUeGLp7e201n49GnRlVE2N3SWCrqtqDc7Wf0c6SSyO+IDU8OUgaCVwM9AGuiIiJRevXBK4GPg+8Bnw9IubXMoYsH+yO/nGq/ceoxTfreie3PNs7u3t7bbWfr0Z16FcTYyMSWJ5f4Ko9OFf7BbCz5NKIL0gNvZRVUh/gUmBfYCvgcElbFVU7CngjIjYDLgR+Ues4OrvUsrPr9GtxqWY116lXex9BZ6+vdn21Otu/nV2G2Ozxd/b+jRgeo9oY653A6v0Z70xnf4PO1ld7qWxnl7M34j6NRt/nsCPwTEQ8FxEfAJOBA4vqHAj8Nn1+I7CnJNUyiM4+2J394+Td5l1tcurs9dWur1bW9tpKybXZ4+/s/Rvxj19tjPVOYPX+jHemFgfnar4AdpZcGnGfRqOblQYBLxUsLwB2qlQnIpZLegsYCLxaWEnSWGAswJAhQ7oURGenZJ394+Td5l1tcqr2lLneybG7t9dW+/lqxJU+1cZY736zen/GO9PZ36ARf6PO+u3q3eHf6ORQ7gwgVqEOEXE5cDlAa2tryfqOdPbB7uwfJ+8O5WoPntW2Z9Y7OXb39tpqP19Q/3/8amOs98Gx3p/xLPI+OOet0c1KC4DBBcubAIsq1ZG0OvAPwOu1DKKzU7LOThnzvvW+2maHak+Z693s0d3ba6v9fDVCLWKs5/hO9f6MW+cU0aUv3dW9WXKw/yuwJ7AQmAUcERGPF9Q5Btg2Io6WdBgwOiK+1tF2W1tbY/bs2TWNtdlvQurJVyvVQrPHn/f7Z5F3jHlerdRbSHooIlrLrmtkckiD2Q+4iORS1isj4mxJE4DZETFNUj/gGmB7kjOGwyLiuY62WY/kYGbW03WUHBp+n0NETAemF5WdXvB8GXBoo+MyM7OPechuMzMr4eRgZmYlnBzMzKyEk4OZmZVwcjAzsxJODmZmVsLJwczMSjg5mJlZCScHMzMr4eRgZmYlGj62Uj1IWgK8sIovX4+iuSKajOOrjuOrXrPH6PhW3aYRsX65FT0iOVRD0uxKA081A8dXHcdXvWaP0fHVh5uVzMyshJODmZmVcHJIpxptYo6vOo6ves0eo+Org17f52BmZqV85mBmZiWcHMzMrESvTg6SRkqaJ+kZSSflHU8xSfMlPSpprqTcJ8mWdKWkxZIeKyhbV9IfJT2d/lynyeIbL2lhug/npnOY5xXfYEl3SnpS0uOSjkvLm2IfdhBfU+xDSf0k/VnSX9L4zkzLh0l6MN1//0/SGk0W31WSni/Yf5/LI76u6rV9DpL6AH8F9gYWALOAwyPiiVwDKyBpPtAaEU1xA42kXYF3gasjYpu07Fzg9YiYmCbYdSLiJ00U33jg3Yg4L4+YCkn6FPCpiHhY0trAQ8Ao4EiaYB92EN/XaIJ9KElA/4h4V1Jf4D7gOOAE4KaImCzpV8BfIuKyJorvaOCWiLix0TFVozefOewIPBMRz0XEB8Bk4MCcY2pqEXEP8HpR8YHAb9PnvyU5mOSiQnxNIyJejoiH0+fvAE8Cg2iSfdhBfE0hEu+mi33TRwB7AO0H3jz3X6X4uqXenBwGAS8VLC+gif4RUgHcJukhSWPzDqaCDSPiZUgOLsAGOcdTzrGSHkmbnXJr9iokaSiwPfAgTbgPi+KDJtmHkvpImgssBv4IPAu8GRHL0yq5/h8XxxcR7fvv7HT/XShpzbzi64renBxUpqzZsvwXI2IHYF/gmLTZxLrmMuAzwOeAl4Hz8w0HJK0F/BdwfES8nXc8xcrE1zT7MCLaIuJzwCYkZ/9blqvW2KgK3rgoPknbACcD/wgMB9YFcml27arenBwWAIMLljcBFuUUS1kRsSj9uRj4Pck/Q7N5JW2rbm+zXpxzPCuJiFfSf9iPgP8g532YtkX/F3BdRNyUFjfNPiwXX7PtwzSmN4G7gJ2BAZJWT1c1xf9xQXwj0+a6iIj3gd/QBPsvi3LejnUAAAaMSURBVN6cHGYBm6dXOqwBHAZMyzmmFST1TzsFkdQf2Ad4rONX5WIa8K30+beAm3OMpUT7QTd1EDnuw7TD8j+BJyPigoJVTbEPK8XXLPtQ0vqSBqTPW4C9SPpF7gQOSavluf/KxfdUQeIXSX9IM/4fl+i1VysBpJfkXQT0Aa6MiLNzDmkFSZ8mOVsAWB24Pu/4JN0A7E4yBPErwBnAVGAKMAR4ETg0InLpFK4Q3+4kzSEBzAe+196+n0N8XwLuBR4FPkqLTyFp1899H3YQ3+E0wT6U9FmSDuc+JF9sp0TEhPR/ZTJJk80cYEz6Lb1Z4rsDWJ+kKXsucHRBx3XT6tXJwczMyuvNzUpmZlaBk4OZmZVwcjAzsxJODmZmVsLJwczMSjg5WLchaR9J/y3pNUnLJP1V0i+Kh3OQFJJ+llec9SJplKQTypTvnv7Ou+cQlvVQTg7WLUg6BZgBLAO+C4wAfkUyouksSYMrv7rHGEUyAmmxh4Fd0p9mNbF651XM8iXpK8DPgIsi4kcFq+6W9HuSoaWvBr6SR3zlSFqzUTdipeMfPdCI97Lew2cO1h38mGQo7pOLV0TE88BEYHdJOxWskqSfSlogaamke4onWZE0QtKfJL0l6V0lEz+dXlRnO0nTJL2Rbud+SV8uqnNV+j67pNtbCpwrabqkh4pjlvQpScslHZ8ury/p12kz2XuSXpJ0vaRBhe9BMjTEoLQJKZTM91G2WUmJH6W/0weSXpZ0iaRPFsUSkn4m6YdKJqR5R9Ldkrbu4O9hvYCTgzW1dEC13UiGP15WoVr7mFh7FJR9E9gPOJak6WlD4HZJ66bb/XT6uueBrwMHABcA/QveewfgTyTDMvwLcDDwGjBT0ueLYvgHkiEcbiAZRfd6krOZHSRtVVT3iPTnDenPdUmay04GRgLjgM2B+yX1S+ucBUwHlpA0Ie1CMs5RJWenv88fga8C56b74VZJxf/3Y4D9SSam+TbJMB43FwxmZ71RRPjhR9M+SA7qAZzTQZ1+aZ1/T5cDeJVkVq72OkOBD4Gz0uVD0nqf7GC7t5MM7LZGQVmftGxqQdlV6bYOLHp9C/BWcewk4+tM7+B9+5CMGBzAQUXvs6BM/d3Turuny+3J5qqiemPSegcUlAXwNNC3oKx933wh77+/H/k9fOZgza7cvBtZTI+Iv7cvRMR8knb5XdKiuSTJYrKkQyStNMFOOqrmbsDvgI8krZ5+kxYwEyieW2M5cEthQUQsJRn++p/TETmRtC2wHclZReH7fV/J3MPvptt6MV21xSr87jsDawLXFpVPTre9W1H5HyPiw4LlR9OfQ1bhva2HcHKwZvcqsJTkm38l7esKZ/Z7pUy9V0hnCYuIZ0iueFoNuAb4m5JJ6tsPnOuSfIM/jSSJFD6OBdYpap5ZHBFtZd7zapKzgN3T5W8A71AwrLSkHwD/TpJ0RpOM979zurq9Wakr1k1/rjRyaiSzpb1WsL5d8Qiw7R3pq/Le1kO4TdGaWkQsl3QPsLekflG+3+GA9OcdBWUblqm3IbCwYNt3Ancqmbbxi8AEkjb5ocCbJMNWX0rRt/yC139UuFjhV7ib5CxgjKS7SYa/vjE9q2h3GHB7RJzYXiBpWIXtZdF+sN8IeLxgm6sDA0kShFmHfOZg3cEkkoPaz4tXpAfRnwD3xMfz9QLsp2SSpPZ6Q0m+jf9v8TYi4v2IuIOk07Y/MCxtkrqXpAno4YiYXfzIEnhEBHAdSTv+fiQzlRUnm0+QnJEU+naZzb1P0o/RmQfSuocVlX+d5Avh3Rm2Yb2czxys6UXE7eklphPSg/zVwBvADsBJJJ2+3yh62VLgNkmTSNrfzwTeBi4EkHQ0Sb/BdJLmqPVIrhZaxMczdZ0A3APMkPSfJM0066Xv2yciTsr4K1ydbvtX6XsVH5z/B/hJeqPfn0muujqEUk8A60r6PjAbWBYRjxZXiojXJV0AnCzp7+nvuCXJvSL3AbdmjNt6MScH6xYi4ixJs4AfkczD+wmS5pqrSa4GKm43vxr4O3AJyQF9FnBYQb2/kFxyeg6wAUlTzH3AP7c3+UTEw5KGk8wo90uSy1WXkNyJ/KsuxP6UpNlAaxprcRPUBGBA+rv1I0keI4DniupdQXL28/O0/gtU7ov5aRrr0cC/kjQlXQ2cXNQcZlaWZ4IzM7MS7nMwM7MSTg5mZlbCycHMzEo4OZiZWQknBzMzK+HkYGZmJZwczMyshJODmZmV+P95i0wmRgbvoAAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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gzMysuLImkP1JEsZfgHemj1IeQsTMCqc/TxhVBFkv492ufikzs+Lo9OHYO0HWPpDMlPilpLe3ettmZlk1O6Ga1dfyBJJuc39gkzZs28wsEw/H3n7tSCBmZrkr+pTT/YETiJn1S55Tvv0yT2lrZtZJPBx7+zmBmFm/5eHY28tNWGZm1hAnEDMza0g7EshrwA+B59uwbTMzK4iW94FERAAfa/V2zcysWDLVQCS9Iml1lccqSUsl3Sxpv3YHbGZmxZC1CevrwDMk86BfA1wCXEsyuOKfgOuAbYFZkg5uQ5xmZlYwWZuwXgSeAsZFxNpxACRtCMwiSS67AjOBs4CbWxynmZkVTNYayMnAN0qTB0BEvAR8E/hURKwBpgL/0NoQzcysiLLWQLasUXY9YIv09XP40mAzaxHP51FsWU/29wPnStqydKGkrYBz0vUAo0iasxomaTNJt0hakD5vWqHMrpJ+I+khSf8n6aPN7NPMiqdnPo/Fy1cSvD6fx/S5i/MOzVJZE8ipwPbAwvSk/kNJtwBPkiSNU9NyY4AfNxnTZGBOROwIzEnfl3sJ+HhEvBM4CLhE0rAm92tmBeL5PIovUwKJiG5gR+BSYANgbPr8H8COEXFfWu7siDi7yZjGA1elr68CJlSI57GIWJC+fgZ4Fhje5H7NrEA8n0fxZb6RMCKWAae3MZYeW0XEknSfS8qbzcpJ2p0kmT1eZf0kYBLAqFGjWhyqmbXLiGFDWVwhWXg+j+LoVYe3pGGSxkk6StIBkt7SyE4lzZb0YIXH+F5uZxvgB8DxEfFapTIRMTUiuiKia/hwV1LMOoXn8yi+zDUQSeeR1EAGA0oXr5R0YUR8qTc7jYj9a+xnqaRt0trHNiTNU5XKbQL8HDg7Iu7pzf7NrPg8n0fxZUogkj5DcrXVVcDVJHefbw1MBM6R9HxEXNqimGYAxwJT0uebKsSzAfATYFpEXN+i/ZpZwXg+j2LLWgP5NHBpRHymZNlDwBxJfyW50bBVCWQKcJ2kE0jufj8CQFIXcFJEnAh8BPgAsLmk49KfOy4i5rUoBjMzqyNrAtmBpGZQyU9JO6lbISKeB94wKGN6JdiJ6eurSWpCZmaWk6yd6M8DO1dZtxOe+8PMbMDJmkCmAxekV1+9CUDSmyQdAZxP0h9hZmYDSNYEMhl4kGSmwZWSFgMrSYZ0fwg4sz3hmZlZUWXqA4mIFyW9D/gQ8H5gM+AF4A7gZ9XuwTAzs/6rN3eiv0bSlDW9feGYmVmn8NDrZmbWkKo1EEmvAJFxOxERg1sTkpmZdYJaTVhfJ3sCMTOzAaZqAmnBsOxmZtaPuQ/EzMwa4gRiZmYNcQIxM7OGOIGYmVlDnEDMzKwhdROIpA0k/U7SAX0RkJmZdYa6CSQiVgN/B6xpfzhmZtYpsjZhzQaqzmNuZmYDT9bBFC8GfpTOBTIdWELZXeoR8VSLYzMzswLLmkDuTp9PB06rUmZQ8+GYmVmnyJpAJuFxsczMrETWCaUub3cgZmbWWTJPKNVD0hiSGQmfj4jHWh+SmZl1gsw3Eko6Lp0L/WGSPpFHJC2WdGzbojMzs8LKVAORdBRwBckc6OcAfwK2Bo4BrpC0KiJ+3LYozcyscLI2YZ0BXBMRx5Qt/76kHwKTAScQM7MBJGsT1hhgWpV1PwDe0ZpwQNJmkm6RtCB93rRG2U3SZrRLW7V/MzPLJmsCWQGMrLJuRLq+VSYDcyJiR2BO+r6aL5M0q5mZWR/LmkBmAV+VtGfpQkm7k5zEb25hTOOBq9LXVwETKhWS9I/AVsAvW7hvMzPLKGsCOZ2klnG3pCck/UrS48BvgJdI+khaZauIWAKQPm9ZXiAdUuWbVL8rvrTsJEndkrqXLVvWwjDNzAa2rDcSPiNpV+BE4P0k94HMA74NXBERvWrCkjSb5Cqucmdl3MSngZkR8bSkmgUjYiowFaCrq8t305uZtUjVBCLpOuDMiHhc0tHALyLiEuCSZncaEVVH9pW0VNI2EbFE0jbAsxWK7Qm8X9KngY2BDSStiIha/SVmZtZCtZqw/gXYPH39A+Dt7Q8HgBlAz82JxwI3lReIiGMiYlREjAY+D0xz8jAz61u1EshSYPf0tei7wRSnAAdIWgAckL5HUpckj8llZlYQiqicFyT9B3AyyUyEb6L2jIQREYNbH15rdXV1RXd3d95hmJl1DEn3RURXpXW1OtFPBX4N7EzSuX0N8EzrwzMzs05UNYFExGskSQNJxwEXR8QDfRSXmZkVXNbLeLdrdyBmZtZZMg/nbmZmVsoJxMzMGuIEYmZmDXECMTOzhrQkgUh6byu2Y2ZmnSPrjIRvIGl74GPAx4G3AYNaFZSZmRVfrxKIpI2AI0jGqHo/SQ3mPpI71s3MbADJlEAk7U+SND4MDAX+TDI+1tERcW37wjMzs6KqNZz7TiTNUxNJprN9GfgpySyBvyUZZt1Dm5iZDVC1aiAPkYzAey9wAfDjiFgOIOktfRCbmZkVWK2rsF4iaaYaDbwjfTYzMwNqJ5AtgeNJaiKfAe6TNF/S54ERfRGcmZkVV9UEEhEvRcRVEbEfSe3jXGAD4EJgPknz1vskDemLQM3MrFgy3UgYEU9HxAURMQZ4H/B94C8kfSNLJP1nG2M0M7MC6vWd6BHx64j4JLANcBTwG+DEVgdmZmbFVjWBSLpC0g7V1kfEyxHx44g4BPB8IWZmA0ytGshxwPAsG4mIpS2JxszMOoZH4zUzs4Y4gZiZWUPqjYX1z5L+PsuGIuKKFsRjZmYdol4COSvjdgJwAjEzG0DqJZAPA/P6IhAzM+ss9RLIkoj4Y59EkpK0GfBjkrvfFwIfiYg/Vyg3Cric5BLiAA6JiIV9FqiZ2QBXxE70ycCciNgRmJO+r2QacFFE7ATsTjK8vJmZ9ZEiJpDxJHOOkD5PKC8gaWdgvYi4BSAiVkTES30XopmZ1UogHwQe7qtASmwVEUsA0uctK5T5O2C5pBslzZV0kaSKc7JLmiSpW1L3smXL2hi2mdnAUiuBjAc2LV0g6bDyyaQk/Z2kGb3ZqaTZkh6s8BifcRPrkczJ/nlgLPBWkjvn3yAipkZEV0R0DR+e6cZ6MzPLoFYn+qnAtcDTAOk3/OtJTtj3l5TbFDi0NzuNiP2rrZO0VNI2EbFE0jZU7ttYBMyNiCfSn5kOvIdklGAzM+sDtWogyris1WYAx6avjwVuqlDmXmBTST1Vin3Jp7nNzGzAKmIn+hTgAEkLgAPS90jqknQ5QESsIWm+miNpPkli+++c4jUzG5Dq3QfS5yLieWC/Csu7KZl3JL0C6119GJqZmZWoVwOJjMvMzGyAqVcDmSrpr2XLvi9pRcn7N7c4JjMz6wC1EsidvLG2cUeFcsvTsmZmNoBUTSARsU8fxmFmZh2miFdhmZlZB2joKixJ40iugFoG3BgRL7Y0KjMzK7yqNRBJG0j6tqQlkp6TdGm6bAZwM/B1kkmk5ksa0VcBm5lZMdRqwjod+DQwG7gOmJg+jwU+ArwTOBoYDJzd3jDNzKxoajVhHQN8OSLOB5A0k2SYkZMi4oa0zCOStiAZN8vMzAaQWjWQ7Vn38tyeS3jnl5V7gGRWQDMzG0BqJZAhQOkkTT2vXy4rtxpYv5VBmZlZ8XkoEzMza4iHMjEzs4Z4KBMzM2uIhzIxM7OGeCgTMzNrSK070adJ2qFs2Vsl+YorMzOrWQOZCPTMOY6kQcACYJd2B2VmZsXX2yYstSUKMzPrOO4DMTOzhjiBmJlZQ+rdSDhJ0j+lr0VyX8inJC0pKxcRcW7LozMzs8KqVwP5V5Kh2s8GziJJIieULCt9mA04l156KV1dXQwePJjjjjtunXXXXXcdO+20E29+85vZeeedmT59ej5BmrVJrRsJ3bxlVseIESM4++yzmTVrFitXrly7fPHixUycOJGbbrqJgw46iJkzZ3LEEUewcOFCttxyyxwjNmsdJwmzJhx22GFMmDCBzTfffJ3lixYtYtiwYRx88MFI4tBDD2WjjTbi8ccfzylSs9bLlEAkDZH0PklHSDpc0l6ShrQjIEmbSbpF0oL0edMq5S6U9JCkRyR9R5IvMbbC6OrqYqeddmLGjBmsWbOG6dOnM3jwYN71rnflHZpZy9TsRJc0GLgQ+ATJ1LU9J+kAVkm6DPhCRKxuYUyTgTkRMUXS5PT9GWVxvRfYC+j5b7wb2Bu4vYVxmDVs0KBBfPzjH+foo49m1apVbLDBBlx//fVstNFGeYdm1jK1hjIR8DPgFOAXwCeBg4CD09e3AJ8FWt0zOB64Kn19FTChQpkgmfBqA5LEtj6wtMVxmDVs9uzZnH766dx+++2sXr2aO+64gxNPPJF58+blHZpZy9SqgRwOfBA4PCJ+UmH95ZIOA66TdFhE3NiimLaKiCUAEbFE0ht6HCPiN5JuA5aQ1IoujYhHKm1M0iRgEsCoUaNaFKJZbfPmzeMDH/gAXV1dAIwdO5Y99tiD2bNns+uuu+YcnVlr1OoDOQq4rkryACBNGtcDx/Rmp5JmS3qwwmN8xp9/O7ATsC0wEthX0geqxDg1Iroiomv48OGVipg17NVXX2XVqlWsWbOGNWvWsGrVKl599VXGjh3LXXfdtbbGMXfuXO666y73gVi/UqsGshvZ7u/4GXBBb3YaEftXWydpqaRt0trHNsCzFYp9GLgnIlakP3Mz8B48sZX1sYknn86Pp35r7furr76ac889l/POO4/zzjuPww8/nKVLlzJ8+HC+8IUvcOCBB+YYrVlr1Uogw4GnMmzjKaCVF7bPAI4FpqTPN1XZ5yckfY2kCWtv4JIWxmBW1/S5i3lgywPZ/oz91i4buv4gdh2fDFh9yimncMopp+QVnlnb1WrC2hB4OcM2VpN0aLfKFOAASQuAA9L3SOqSdHla5gbgcWA+8ADwQET8tIUxmNV10axHWfnKmnWWrXxlDRfNejSniMz6Vr2xsEZKemudMtu2KhiAiHge2K/C8m7gxPT1GpIrwcxy88zylb1abtbf1EsgN2TYRs8gi2YDyohhQ1lcIVmMGDY0h2jM+l6tBHJ8n0Vh1oFOGzeGM2+cv04z1tD1B3HauDE5RmXWd2oNpnhVtXVmBhN2GwkkfSHPLF/JiGFDOW3cmLXLzfq7ek1YZlbDhN1GOmHYgOXReM3MrCFOIAWyYMEChgwZwsSJE/MOxcysLieQAjn55JMZO3Zs3mGYmWXiBFIQ1157LcOGDWO//d5wC4yZWSE5gRTAiy++yDnnnMM3v/nNvEMxM8vMCaQAvvjFL3LCCSew3Xbb5R2KmVlmvow3Z/PmzWP27NnMnTs371DMzHrFCSRnt99+OwsXLlw72dWKFStYs2YNDz/8MPfff3/O0ZmZVaeIgTOMVVdXV3R3d+cdxjpeeuklXnzxxbXvv/GNb7Bw4UIuu+wyPAGWmeVN0n0R0VVpnWsgOdtwww3ZcMMN177feOONGTJkiJOHmRWeE0jOps9dvO5YSuM/wXkeGsPMOoATSI6mz128zmiui5ev5Mwb5wN4fCUzKzxfxpsjz2hnZp3MCSRHntHOzDqZE0iOqs1c5xntzKwTOIHk6LRxYxi6/qB1lnlGOzPrFO5Ez5FntDOzTuYEkjPPaGdmncpNWGZm1hAnEDMza4gTiJmZNaRwCUTSEZIekvSapIoDeKXlDpL0qKQ/SJrclzGamVkBEwjwIHAYcGe1ApIGAd8FDgZ2Bo6StHPfhGdmZlDAq7Ai4hEASbWK7Q78ISKeSMteC4wHHm57gGZmBhSzBpLFSODpkveL0mVvIGmSpG5J3cuWLeuT4MzMBoJcaiCSZgNbV1h1VkTclGUTFZZVnBkrIqYCU9P9LpP0x8yBrmsL4LkGf7YvOL7mOL7mOL7mFDm+7autyCWBRMT+TW5iEbBdyfttgWcy7LfhWZokdVeblasIHF9zHF9zHF9zih5fNZ3ahHUvsKOkHSRtABwJzMg5JjOzAaVwCUTShyUtAvYEfi5pVrp8hKSZABHxKnAKMAt4BLguIh7KK2Yzs4GoiFdh/QT4SYXlzwCHlLyfCczsw9Cm9uG+GuH4muP4muP4mlP0+CpSRMW+ZzMzs5oK14RlZmadwQnEzMwa4gRSRyeMuSVpoaT5kuZJ6i5APCaVkTIAAAjPSURBVFdIelbSgyXLNpN0i6QF6fOmBYvvPEmL02M4T9IhtbbRxti2k3SbpEfSMeFOTZcX4vjViK8Qxy+NZYik30l6II3xS+nyHST9Nj2GP06v4CxSfFdKerLkGO6aR3y94T6QGtIxtx4DDiC59+Re4KiIKNSQKZIWAl0RUYgbkSR9AFgBTIuIv0+XXQi8EBFT0kS8aUScUaD4zgNWRMQ38oipJLZtgG0i4n5JbwbuAyYAx1GA41cjvo9QgOMHoGQcpI0iYoWk9YG7gVOBzwE3RsS1kr4HPBARlxUovpOAn0XEDX0dU6NcA6lt7ZhbEbEa6Blzy2qIiDuBF8oWjweuSl9fRXLSyUWV+AohIpZExP3p67+SXKY+koIcvxrxFUYkVqRv108fAewL9Jyc8zyG1eLrOE4gtWUecytnAfxS0n2SJuUdTBVbRcQSSE5CwJY5x1PJKZL+L23iyq2JrYek0cBuwG8p4PEriw8KdPwkDZI0D3gWuAV4HFie3kMGOf8vl8cXET3H8CvpMfyWpMF5xZeVE0htmcfcytleEfFukuHtT06baKx3LgPeBuwKLAG+mWcwkjYG/hf494h4Mc9YKqkQX6GOX0SsiYhdSYY52h3YqVKxvo2qZMdl8Un6e+BM4B3AWGAzIJcm3t5wAqmtoTG3+lp6kyUR8SzJTZi75xtRRUvT9vOedvRnc45nHRGxNP2nfg34b3I8hmm7+P8CP4yIG9PFhTl+leIr0vErFRHLgduB9wDDJPXcPF2I/+WS+A5KmwcjIl4G/oeCHMNanEBqK/yYW5I2SjszkbQRcCDJpFxFMwM4Nn19LJBl1OU+03NyTn2YnI5h2sH6feCRiLi4ZFUhjl+1+Ipy/NJYhksalr4eCuxP0ldzG3B4WizPY1gpvt+XfEEQSf9MEf+P1+GrsOpIL0e8BBgEXBERX8k5pHVIeiuvD/2yHvCjvGOUdA2wD8kQ1UuBc4HpwHXAKOAp4IiIyKUju0p8+5A0vwSwEPhkT59DH8f2PuAuYD7wWrr4CyT9DLkfvxrxHUUBjl8a47tIOskHkXxJvi4izk//V64laR6aC0xMv+0XJb5bgeEkTefzgJNKOtsLyQnEzMwa4iYsMzNriBOImZk1xAnEzMwa4gRiZmYNcQIxM7OGOIFYvyPpQEk3S3pe0ipJj0n6evnwGpJC0gV5xdkukiZI+lyF5fukv/M+OYRl/ZATiPUrkr4AzAJWAScC44DvkYxme6+k7ar/dL8xgWTk2XL3A3umz2ZNK9yc6GaNkvRB4ALgkoj4bMmqOyT9hGTo8WnAB/OIrxJJg/vqZrZ0zKp7+mJfNjC4BmL9yekkw7SfWb4iIp4EpgD7SNqjZJUknSVpkaSVku4sn8hH0jhJv5b0F0krlEwwdk5ZmX+QNEPSn9Pt/ErS+8vKXJnuZ890eyuBCyXNlHRfecyStpH0qqR/T98Pl/RfaZPcS5KelvQjSSNL90EyTMfItLkqlMwXU7EJS4nPpr/TaklLJF0qaZOyWELSBZI+o2TSo79KukPSO2v8PayfcwKxfiEdJG9vkqGxV1Up1jOO2b4lyz4OHAKcQtLMtRUwR9Jm6Xbfmv7ck8BHgQ8BFwMblez73cCvSYbI+ATwL8DzwGxJ/1gWw1tIhtO4hmT05B+R1IreLWnnsrJHp8/XpM+bkTTNnQkcBJwG7Aj8StKQtMyXgZnAMpLmqj1Jxqaq5ivp73ML8M/Ahelx+Lmk8vPDROBQksmPjicZVuWmkgEKbaCJCD/86PgHyYk/gK/VKDMkLfOf6fsAniOZHa6nzGjgFeDL6fvD03Kb1NjuHJLB+jYoWTYoXTa9ZNmV6bbGl/38UOAv5bGTjIc0s8Z+B5GMFh3Ah8v2s6hC+X3Ssvuk73sS0pVl5Sam5T5UsiyABcD6Jct6js178/77+5HPwzUQ6y8qzd2SxcyI+FvPm4hYSNJPsGe6aB5JQrlW0uGS1pnIKR1NdW/geuA1Seul38gFzAbK52Z5FfhZ6YKIWEkyPPox6UisSNoF+AeS2knp/j6lZC7tFem2nkpXjWngd38PMBi4umz5tem29y5bfktEvFLyfn76PKqBfVs/4ARi/cVzwEqSGkQ1PetKZ5lcWqHcUtLZ6iLiDyRXcr0J+AHwJ0m/ldRzct2MpCbwRZJEU/o4Bdi0rCno2YhYU2Gf00hqE/uk7z8G/JWSIccl/RvwnySJ6TCS+SLek67uacLqjc3S53VGzY1k1r7nS9b3KB/9t6fzv5F9Wz/gtkvrFyLiVUl3AgdIGhKV+0E+lD7fWrJsqwrltgIWl2z7NuA2JVOM7gWcT9JHMBpYTjKs+Xcpqy2U/PxrpW+r/Ap3kNQmJkq6g2R49BvS2kmPI4E5EfH/ehZI2qHK9rLoSQhbAw+VbHM9YHOSJGJWlWsg1p9cRHLi+2r5ivREewZwZ7w+/zTAIUom4uopN5rkW/1vyrcRES9HxK0kHc0bATukzV93kTQ33R8R3eWPLIFHRAA/JOlXOIRkxrzyhLQhSc2m1PEVNvcySb9KPfekZY8sW/5Rki+Xd2TYhg1groFYvxERc9LLa89PE8E04M/Au4HJJB3VHyv7sZXALyVdRNIf8CXgReBbAJJOIunHmEnS9LUFyVVQz/D6jHGfA+4EZkn6PkmT0BbpfgdFxOSMv8K0dNvfS/dVfgL/BXBGerPk70iuJjucN3oY2EzSp4BuYFVEzC8vFBEvSLoYOFPS39LfcSeSe2nuBn6eMW4boJxArF+JiC9Luhf4LMm80huSNA1NI7nKqbwdfxrwN+BSkpP+vcCRJeUeILnc9mvAliTNPncDx/Q0L0XE/ZLGksxs+B2SS3WXkdzx/b1exP57Sd1AVxpreXPX+cCw9HcbQpJgxgFPlJW7nKQW9dW0/B+p3jd0VhrrScCnSZqtpgFnljW9mb2BZyQ0M7OGuA/EzMwa4gRiZmYNcQIxM7OGOIGYmVlDnEDMzKwhTiBmZtYQJxAzM2uIE4iZmTXk/wPMav5rgtK9cAAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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