{ "cells": [ { "cell_type": "markdown", "id": "b7f2a29f", "metadata": {}, "source": [ "# Predicting Medical Expenses for Insurance and Analyzing Factors" ] }, { "cell_type": "markdown", "id": "6a204b11", "metadata": {}, "source": [ "Author: Isabella Robles" ] }, { "cell_type": "markdown", "id": "0931e3d3", "metadata": {}, "source": [ "Course Project, UC Irvine, Math 10, S24" ] }, { "cell_type": "markdown", "id": "420369dc", "metadata": {}, "source": [ "Yes, I would like to post my notebook on the course's website" ] }, { "cell_type": "markdown", "id": "0cfba92b", "metadata": {}, "source": [ "# Introduction" ] }, { "cell_type": "markdown", "id": "dcd3dce2", "metadata": {}, "source": [ "Within this dataset I will be looking at medical insurance charges and the the relationship it shares with personal attributes such as gender, body mass index(BMI), region they live in, whether they smoke or not, and the amount of children they have. Medical charges are an important cost in people's lives, which incur through hospitals visits, doctor's appointments and check-ups, medications, surgeries, etc. Through this analysis, I'm hoping to uncover significant models, data, and values that can help explain the variability in medical insurance charges. Also, I hope it will help me have a better understanding of how these components factor in medical costs.\n", "\n", "Furthermore, it can be used to study how these features influence insurance costs and develop predictive models for estimating healthcare expenses." ] }, { "cell_type": "markdown", "id": "0f5d0d2e", "metadata": {}, "source": [ "# Section 1: Overview of the dataset & cleaning it up" ] }, { "cell_type": "markdown", "id": "50ee871f", "metadata": {}, "source": [ "Before I start my analysis and deep dive of the dataset, I need to import all my necessary packages, so my code works smoothly" ] }, { "cell_type": "code", "execution_count": 1, "id": "81264780", "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn.linear_model import LinearRegression, LogisticRegression\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "from sklearn.linear_model import Lasso, Ridge\n", "from itertools import combinations\n", "from sklearn.model_selection import KFold, cross_val_score\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.metrics import r2_score\n", "from sklearn.inspection import DecisionBoundaryDisplay\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf\n", "from statsmodels.stats.outliers_influence import variance_inflation_factor" ] }, { "cell_type": "markdown", "id": "df0baa4a", "metadata": {}, "source": [ "Reference: This dataset contains 7 columns including: age, sex, bmi, the number of children, if they are a smoker, region and medical charge. It is a dataset from Kaggle, here is the link: https://www.kaggle.com/datasets/willianoliveiragibin/healthcare-insurance" ] }, { "cell_type": "code", "execution_count": 2, "id": "ea3a899f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
531female25.7400nosoutheast3756.62160
646female33.4401nosoutheast8240.58960
737female27.7403nonorthwest7281.50560
837male29.8302nonortheast6406.41070
960female25.8400nonorthwest28923.13692
1025male26.2200nonortheast2721.32080
\n", "
" ], "text/plain": [ " age sex bmi children smoker region charges\n", "0 19 female 27.900 0 yes southwest 16884.92400\n", "1 18 male 33.770 1 no southeast 1725.55230\n", "2 28 male 33.000 3 no southeast 4449.46200\n", "3 33 male 22.705 0 no northwest 21984.47061\n", "4 32 male 28.880 0 no northwest 3866.85520\n", "5 31 female 25.740 0 no southeast 3756.62160\n", "6 46 female 33.440 1 no southeast 8240.58960\n", "7 37 female 27.740 3 no northwest 7281.50560\n", "8 37 male 29.830 2 no northeast 6406.41070\n", "9 60 female 25.840 0 no northwest 28923.13692\n", "10 25 male 26.220 0 no northeast 2721.32080" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "df = pd.read_csv('insurance.csv')\n", "# This is an example of entries 0-10\n", "df.head(11)" ] }, { "cell_type": "markdown", "id": "a6fe9a20", "metadata": {}, "source": [ "## Cleaning" ] }, { "cell_type": "code", "execution_count": 3, "id": "2b66eee6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agesexbmichildrensmokerregioncharges
\n", "
" ], "text/plain": [ "Empty DataFrame\n", "Columns: [age, sex, bmi, children, smoker, region, charges]\n", "Index: []" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#locating to see if there is any missing data, and there isn't! So, we do need to clean up the data\n", "df_missing = df[df.isna().any(axis=1)]\n", "df_missing" ] }, { "cell_type": "markdown", "id": "d48624e4", "metadata": {}, "source": [ "## Visualization with Seaborn" ] }, { "cell_type": "markdown", "id": "39e56693", "metadata": {}, "source": [ "This is a little overview of the data that provides some basic statistics like the mean, standard deviation, minimum and maximum values, the quartiles, and the count. " ] }, { "cell_type": "code", "execution_count": 4, "id": "29f4a159", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agebmichildrencharges
count1338.0000001338.0000001338.0000001338.000000
mean39.20702530.6633971.09491813270.422265
std14.0499606.0981871.20549312110.011237
min18.00000015.9600000.0000001121.873900
25%27.00000026.2962500.0000004740.287150
50%39.00000030.4000001.0000009382.033000
75%51.00000034.6937502.00000016639.912515
max64.00000053.1300005.00000063770.428010
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" ], "text/plain": [ " age bmi children charges\n", "count 1338.000000 1338.000000 1338.000000 1338.000000\n", "mean 39.207025 30.663397 1.094918 13270.422265\n", "std 14.049960 6.098187 1.205493 12110.011237\n", "min 18.000000 15.960000 0.000000 1121.873900\n", "25% 27.000000 26.296250 0.000000 4740.287150\n", "50% 39.000000 30.400000 1.000000 9382.033000\n", "75% 51.000000 34.693750 2.000000 16639.912515\n", "max 64.000000 53.130000 5.000000 63770.428010" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "markdown", "id": "4301b2f8", "metadata": {}, "source": [ "### Histograms" ] }, { "cell_type": "markdown", "id": "a97c78c3", "metadata": {}, "source": [ "Here, I use seaborn to create a a chart with a distribution of the charges. It takes the amount of charges and does a count on them, by creating a histogram." ] }, { "cell_type": "code", "execution_count": 5, "id": "9dceb3c0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/wiqui/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of Charges')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(df, x=\"charges\", color='tab:purple')\n", "plt.title(\"Distribution of Charges\")" ] }, { "cell_type": "markdown", "id": "1e0ebf44", "metadata": {}, "source": [ "Similarly, I create another histogram with the distribution of charges, however I include the regions and the amount of times those specific regions have those charges" ] }, { "cell_type": "code", "execution_count": 6, "id": "5459b1e3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/wiqui/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(df, x='charges', hue='region', palette='cool')" ] }, { "cell_type": "markdown", "id": "e290504a", "metadata": {}, "source": [ "### Bar Plots" ] }, { "cell_type": "markdown", "id": "857a8192", "metadata": {}, "source": [ "The configurations of these bar plots were adapted from a Kaggle Data Analysis of this dataset by Marie. This is the link: https://www.kaggle.com/code/mariapushkareva/medical-insurance-cost-with-linear-regression" ] }, { "cell_type": "markdown", "id": "baaa0a3d", "metadata": {}, "source": [ "Now, I want to look at the average sum of charges within each region. The x-axis represents the average sum of charges, and the y-axis is the regions." ] }, { "cell_type": "code", "execution_count": 7, "id": "0a394e7d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "charges = df['charges'].groupby(df.region).sum().sort_values(ascending = True)\n", "f, ax = plt.subplots(1, 1, figsize=(8, 6))\n", "ax = sns.barplot(x = charges.head(), y = charges.head().index, palette='Purples')" ] }, { "cell_type": "markdown", "id": "fe5f8c1f", "metadata": {}, "source": [ "From the previous chart, we can tell that the southeast has the highest amount of medical charges, then the northeast, then the northwest, then the least amount of medical charges is the southwest. This leaves me with questions such as how is the insurance designed in these areas? Are these areas more developed, therefore more professional qualified workers? Does the southeast have more people living there? These are some external factors that one can think about when looking at the data." ] }, { "cell_type": "markdown", "id": "cd13aa25", "metadata": {}, "source": [ "Now, I've created a barplot using seaborn which analyzes the effects of the region that one lives in and their sex on the medical insurance charges" ] }, { "cell_type": "markdown", "id": "156948b7", "metadata": {}, "source": [ "The x-axis is the region, the y-axis is the charges, and the legend is sex" ] }, { "cell_type": "code", "execution_count": 8, "id": "df76d77e", "metadata": {}, "outputs": [ { "data": { "image/png": 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++9q5c6eef/55/elPf9Lq1atv4F4CAAAANx73kOGKGjVqpH/84x+SpJEjR+qNN95QQECA4uLiJEkvv/yy3n//ff3www9q2bKlRo8eba1bq1YtrV+/Xp9++ql69uxZbNu5ubmaMGGCVq5cqaioKElS7dq1tXbtWk2dOlVt27a9AXsIAAAA2INAhitq2LCh9drNzU3VqlVTZGSkNS8oKEiSdOTIEUnSBx98oP/+7//WgQMHdPr0aeXn56tx48YX3XZycrLOnDmjDh06uMzPz89XkyZNSnlPAAAAgLKFQIYrcnd3d3nvcDhc5jkcDklSUVGRPv30Uz3//PMaP368oqKi5Ovrq7feekubNm266LaLiookSYsXL9Ztt93msszT07M0dwMAAAAocwhkKFVr1qxRq1atNGDAAGve3r17L1nfoEEDeXp6Ki0tjcsTgVJyox+ncTWyj510eV0We+SxIAAAOxDIUKruvPNOffzxx1qyZIlq1aql2bNna8uWLapVq9ZF6319fTV8+HA9//zzKioq0r333qucnBytX79elStX1tNPP32D9wAAAAC4cQhkKFXPPvuskpKS9Pjjj8vhcOjJJ5/UgAEDrGHxL+a1115TYGCgxo0bp3379qlKlSpq2rSpRo0adQM7BwAAAG48hzHG2N3ErSInJ0dOp1PZ2dny8/NzWXbmzBmlpqaqVq1a8vLysqlD8N8B5UFZvBxwdernOnM2V5LkVdFHbWv90eaOiuOSRQBAabpcNjgfzyEDAAAAAJtwySIAAACAG2Lw4MHKzMyUJFWvXl2TJk2yuSP7EcgAAAAA3BCZmZk6fPiw3W2UKVyyCAAAAAA2IZABAAAAgE24ZPEGY1BLe9nx/XOt9K2H/6YAAKC0EMhuEDc3N0lSfn6+vL29be6m/Dp16pQkyd3d/YZ9JtdK33r4bwoAAEoLgewGqVixoipVqqTMzEy5u7urQgWuFr2RjDE6deqUjhw5oipVqlgBGQAAALATgewGcTgcCgkJUWpqqg4cOGB3O+VWlSpVFBwcbHcbAAAAgCQC2Q3l4eGhOnXqKD8/3+5WyiV3d3fOjAEAAKBMsfW6ue+++07dunVTaGioHA6HFi5c6LK8T58+cjgcLlPLli1davLy8jRw4EAFBATIx8dH3bt316FDh1xqsrKyFBsbK6fTKafTqdjYWB0/ftylJi0tTd26dZOPj48CAgI0aNCg6xKcKlSoIC8vLyYbJsIYAAAAyhpbA1lubq4aNWqkKVOmXLKmU6dOSk9Pt6avv/7aZfmQIUO0YMECzZs3T2vXrtXJkyfVtWtXFRYWWjW9evVSUlKSEhISlJCQoKSkJMXGxlrLCwsL1aVLF+Xm5mrt2rWaN2+evvjiCw0bNqz0dxoAAAAA/o+tlyx27txZnTt3vmyNp6fnJe/5yc7O1vTp0zV79my1b99ekjRnzhyFhYVp+fLl6tixo1JSUpSQkKCNGzeqRYsWkqRp06YpKipKu3btUr169bR06VIlJyfr4MGDCg0NlSSNHz9effr00ZgxY+Tn51eKew0AAAAAvynzQ/2tWrVKgYGBqlu3ruLi4nTkyBFrWWJiogoKChQTE2PNCw0NVUREhNavXy9J2rBhg5xOpxXGJKlly5ZyOp0uNREREVYYk6SOHTsqLy9PiYmJl+wtLy9POTk5LhMAAAAAXK0yHcg6d+6suXPnauXKlRo/fry2bNmiBx54QHl5eZKkjIwMeXh4qGrVqi7rBQUFKSMjw6oJDAwstu3AwECXmqCgIJflVatWlYeHh1VzMePGjbPuS3M6nQoLC/td+wsAAACgfCnToyw+/vjj1uuIiAg1b95c4eHhWrx4sXr06HHJ9Ywxcjgc1vvzX/+emguNHDlSQ4cOtd7n5OQQygAAAABctTJ9huxCISEhCg8P1549eyRJwcHBys/PV1ZWlkvdkSNHrDNewcHBOnz4cLFtZWZmutRceCYsKytLBQUFxc6cnc/T01N+fn4uEwAAAABcrZsqkB07dkwHDx5USEiIJKlZs2Zyd3fXsmXLrJr09HTt2LFDrVq1kiRFRUUpOztbmzdvtmo2bdqk7Oxsl5odO3YoPT3dqlm6dKk8PT3VrFmzG7FrAAAAAMohWy9ZPHnypH7++WfrfWpqqpKSkuTv7y9/f3/Fx8fr0UcfVUhIiPbv369Ro0YpICBAjzzyiCTJ6XSqX79+GjZsmKpVqyZ/f38NHz5ckZGR1qiL9evXV6dOnRQXF6epU6dKkvr376+uXbuqXr16kqSYmBg1aNBAsbGxeuutt/Trr79q+PDhiouL46wXAAAAgOvG1kC2detW3X///db7c/djPf3003r//ff1448/6uOPP9bx48cVEhKi+++/X/Pnz5evr6+1zjvvvKOKFSuqZ8+eOn36tNq1a6eZM2e6PAR47ty5GjRokDUaY/fu3V2efebm5qbFixdrwIABat26tby9vdWrVy+9/fbb1/srAAAAAFCO2RrIoqOjZYy55PIlS5ZccRteXl6aPHmyJk+efMkaf39/zZkz57LbqVGjhhYtWnTFzwMAAAAGDx6szMxMSVL16tU1adIkmzvCzapMj7IIAAAAlEWZmZkXHTgOuFY31aAeAAAAAHArIZABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBOeQwYAAHAD8CBhABdDIAMAANeEYFEyPEgYwMUQyAAAwDUhWABA6eEeMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABswrD3AAAAwC3ozWc/truFYrKPnXR5XdZ6HPHBUzf8MzlDBgAAAAA2IZABAAAAgE24ZBEAcN15VfS56GsAAMo7AhkA4LprEdbZ7hYAACiTuGQRAAAAAGxCIAMAAAAAm3DJIoAy7d/rfrK7hWJO5RW4vC6LPQIAgJsDZ8gAAAAAwCacIcMtp6w9YLCsPwBRsuchiAAAAOAMGQAAAADYhkAGAAAAADYhkAEAAACATbiHDNdk8ODByszMlCRVr15dkyZNsrkjAAAA4OZFIMM1yczM1OHDh+1uAwAAALglcMkiAAAAANiEQAYAAAAANiGQAQAAAIBNuIcMAAAAZdq/1/1kdwvFnMorcHldFnvEzYEzZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNbA1k3333nbp166bQ0FA5HA4tXLjQWlZQUKAXXnhBkZGR8vHxUWhoqJ566in98ssvLtuIjo6Ww+FwmZ544gmXmqysLMXGxsrpdMrpdCo2NlbHjx93qUlLS1O3bt3k4+OjgIAADRo0SPn5+ddr1wEAAADA3kCWm5urRo0aacqUKcWWnTp1Stu2bdNLL72kbdu26csvv9Tu3bvVvXv3YrVxcXFKT0+3pqlTp7os79Wrl5KSkpSQkKCEhAQlJSUpNjbWWl5YWKguXbooNzdXa9eu1bx58/TFF19o2LBhpb/TAAAAAPB/bB32vnPnzurcufNFlzmdTi1btsxl3uTJk3XPPfcoLS1NNWrUsOZXqlRJwcHBF91OSkqKEhIStHHjRrVo0UKSNG3aNEVFRWnXrl2qV6+eli5dquTkZB08eFChoaGSpPHjx6tPnz4aM2aM/Pz8SmN3AQAAAMDFTXUPWXZ2thwOh6pUqeIyf+7cuQoICNBdd92l4cOH68SJE9ayDRs2yOl0WmFMklq2bCmn06n169dbNREREVYYk6SOHTsqLy9PiYmJl+wnLy9POTk5LhMAAAAAXK2b5sHQZ86c0d///nf16tXL5YxV7969VatWLQUHB2vHjh0aOXKkvv/+e+vsWkZGhgIDA4ttLzAwUBkZGVZNUFCQy/KqVavKw8PDqrmYcePGafTo0aWxewAAXFJZe+DszfBA3Ida/8HuFgDgqtwUgaygoEBPPPGEioqK9K9//ctlWVxcnPU6IiJCderUUfPmzbVt2zY1bdpUkuRwOIpt0xjjMv9qai40cuRIDR061Hqfk5OjsLCwq98xAAAAAOVamb9ksaCgQD179lRqaqqWLVt2xfu5mjZtKnd3d+3Zs0eSFBwcrMOHDxery8zMtM6KBQcHFzsTlpWVpYKCgmJnzs7n6ekpPz8/lwkAAAAArlaZPkN2Lozt2bNH3377rapVq3bFdXbu3KmCggKFhIRIkqKiopSdna3NmzfrnnvukSRt2rRJ2dnZatWqlVUzZswYpaenW+stXbpUnp6eatas2XXaOwAAcL28+ezHdrdQTPaxky6vy2KPIz54yu4WgHLH1kB28uRJ/fzzz9b71NRUJSUlyd/fX6GhofrjH/+obdu2adGiRSosLLTOYvn7+8vDw0N79+7V3Llz9eCDDyogIEDJyckaNmyYmjRpotatW0uS6tevr06dOikuLs4aDr9///7q2rWr6tWrJ0mKiYlRgwYNFBsbq7feeku//vqrhg8frri4OM56AQAAALhubL1kcevWrWrSpImaNGkiSRo6dKiaNGmil19+WYcOHdJ//vMfHTp0SI0bN1ZISIg1nRsd0cPDQytWrFDHjh1Vr149DRo0SDExMVq+fLnc3Nysz5k7d64iIyMVExOjmJgYNWzYULNnz7aWu7m5afHixfLy8lLr1q3Vs2dPPfzww3r77bdv7BcCAAAAoFyx9QxZdHS0jDGXXH65ZZIUFham1atXX/Fz/P39NWfOnMvW1KhRQ4sWLbritgAAAACgtJT5QT0AAAAA4FZVpgf1AAAAAHDr8Kroc9HX5RmBDAAAAMAN0SKss90tlDlcsggAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYhEAGAAAAADYhkAEAAACATQhkAAAAAGATnkMGANeosl+Vi74GAAC4VgQyALhGjz0zzO4WAADALYJLFgEAAADAJgQyAAAAALAJlywC15lXRZ+LvgYAAAAIZMB11iKss90tAAAAoIzikkUAAAAAsAmBDAAAAABswiWLZdi/1/1kdwvFnMorcHldFnsEAAC43ngmJUoLgQwAAAC4RjyTEqWFSxYBAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmjLIIAACuCcN9A0DpIZABAIBrwnDfAFB6uGQRAAAAAGxCIAMAAAAAm5RKIMvJydHChQuVkpJSGpsDAAAAgHKhRIGsZ8+emjJliiTp9OnTat68uXr27KmGDRvqiy++KNUGAQAAAOBWVaJA9t1336lNmzaSpAULFsgYo+PHj+vdd9/V66+/XqoNAgAA3Aq8Kvq4TAAglXCUxezsbPn7+0uSEhIS9Oijj6pSpUrq0qWL/va3v5VqgwAAALeCFmGd7W4BQBlUojNkYWFh2rBhg3Jzc5WQkKCYmBhJUlZWlry8vEq1QQAAAAC4VZXoDNmQIUPUu3dvVa5cWTVq1FB0dLSk3y5ljIyMLM3+AAAAAOCWVaJANmDAAN1zzz06ePCgOnTooAoVfjvRVrt2be4hAwAAAICrVKJAJknNmzdXw4YNlZqaqjvuuEMVK1ZUly5dSrM3AAAAALillegeslOnTqlfv36qVKmS7rrrLqWlpUmSBg0apDfeeKNUGwQAAACAW1WJAtnIkSP1/fffa9WqVS6DeLRv317z588vteYAAAAA4FZWoksWFy5cqPnz56tly5ZyOBzW/AYNGmjv3r2l1hwAAAAA3MpKdIYsMzNTgYGBxebn5ua6BLQr+e6779StWzeFhobK4XBo4cKFLsuNMYqPj1doaKi8vb0VHR2tnTt3utTk5eVp4MCBCggIkI+Pj7p3765Dhw651GRlZSk2NlZOp1NOp1OxsbE6fvy4S01aWpq6desmHx8fBQQEaNCgQcrPz7/qfQEAAACAa1WiQHb33Xdr8eLF1vtzIWzatGmKioq66u3k5uaqUaNGmjJlykWXv/nmm5owYYKmTJmiLVu2KDg4WB06dNCJEyesmiFDhmjBggWaN2+e1q5dq5MnT6pr164qLCy0anr16qWkpCQlJCQoISFBSUlJio2NtZYXFhaqS5cuys3N1dq1azVv3jx98cUXGjZs2FXvCwAAAABcqxJdsjhu3Dh16tRJycnJOnv2rCZNmqSdO3dqw4YNWr169VVvp3Pnzurc+eJPrTfGaOLEiXrxxRfVo0cPSdKsWbMUFBSkTz75RP/1X/+l7OxsTZ8+XbNnz1b79u0lSXPmzFFYWJiWL1+ujh07KiUlRQkJCdq4caNatGgh6f8Hx127dqlevXpaunSpkpOTdfDgQYWGhkqSxo8frz59+mjMmDHy8/MrydcEAAAAAJdVojNkrVq10rp163Tq1CndcccdWrp0qYKCgrRhwwY1a9asVBpLTU1VRkaGYmJirHmenp5q27at1q9fL0lKTExUQUGBS01oaKgiIiKsmg0bNsjpdFphTJJatmwpp9PpUhMREWGFMUnq2LGj8vLylJiYeMke8/LylJOT4zIBAAAAwNUq8XPIIiMjNWvWrNLsxUVGRoYkKSgoyGV+UFCQDhw4YNV4eHioatWqxWrOrZ+RkXHR+90CAwNdai78nKpVq8rDw8OquZhx48Zp9OjR17hnAAAAAPCbEp0hu/Cs0LnpxIkTpT4QxoWDhBhjrjhwyIU1F6svSc2FRo4cqezsbGs6ePDgZfsCAAAAgPOVKJBVqVJFVatWLTZVqVJF3t7eCg8P1yuvvKKioqISNxYcHCxJxc5QHTlyxDqbFRwcrPz8fGVlZV225vDhw8W2n5mZ6VJz4edkZWWpoKCg2Jmz83l6esrPz89lAgAAAICrVaJANnPmTIWGhmrUqFFauHChFixYoFGjRum2227T+++/r/79++vdd9/VG2+8UeLGatWqpeDgYC1btsyal5+fr9WrV6tVq1aSpGbNmsnd3d2lJj09XTt27LBqoqKilJ2drc2bN1s1mzZtUnZ2tkvNjh07lJ6ebtUsXbpUnp6epXZPHAAAAABcqET3kM2aNUvjx49Xz549rXndu3dXZGSkpk6dqhUrVqhGjRoaM2aMRo0adcntnDx5Uj///LP1PjU1VUlJSfL391eNGjU0ZMgQjR07VnXq1FGdOnU0duxYVapUSb169ZIkOZ1O9evXT8OGDVO1atXk7++v4cOHKzIy0hp1sX79+urUqZPi4uI0depUSVL//v3VtWtX1atXT5IUExOjBg0aKDY2Vm+99ZZ+/fVXDR8+XHFxcZz1ukBlvyoXfQ0AAADg2pUokG3YsEEffPBBsflNmjTRhg0bJEn33nuv0tLSLrudrVu36v7777feDx06VJL09NNPa+bMmRoxYoROnz6tAQMGKCsrSy1atNDSpUvl6+trrfPOO++oYsWK6tmzp06fPq127dpp5syZcnNzs2rmzp2rQYMGWaMxdu/e3eXZZ25ublq8eLEGDBig1q1by9vbW7169dLbb79dgm/n1vbYMzybDQAAACgtJQpkt99+u6ZPn17sksTp06crLCxMknTs2LFiox9eKDo6WsaYSy53OByKj49XfHz8JWu8vLw0efJkTZ48+ZI1/v7+mjNnzmV7qVGjhhYtWnTZGgAAAAAoTSUKZG+//bYee+wxffPNN7r77rvlcDi0ZcsW/fTTT/r8888lSVu2bNHjjz9eqs0CAAAAwK2kRIGse/fu2r17tz744APt2rVLxhh17txZCxcuVM2aNSVJf/nLX0qzTwAAAAC45VxzICsoKFBMTIymTp2qcePGXY+eAAAAAKBcuOZh793d3bVjx44rPpwZAAAAAHB5JXoO2VNPPaXp06eXdi8AAAAAUK6U6B6y/Px8/fd//7eWLVum5s2by8fHx2X5hAkTSqU5AAAAALiVlSiQ7dixQ02bNpUk7d6922UZlzICAAAAwNUpUSD79ttvS7sPAAAAACh3SnQPGQAAAADg9yvRGTLptwc/f/bZZ0pLS1N+fr7Lsi+//PJ3NwYAAAAAt7oSnSGbN2+eWrdureTkZC1YsEAFBQVKTk7WypUr5XQ6S7tHAAAAALgllSiQjR07Vu+8844WLVokDw8PTZo0SSkpKerZs6dq1KhR2j0CAAAAwC2pRIFs79696tKliyTJ09NTubm5cjgcev755/Xhhx+WaoMAAAAAcKsqUSDz9/fXiRMnJEm33XabduzYIUk6fvy4Tp06VXrdAQAAAMAtrESDerRp00bLli1TZGSkevbsqcGDB2vlypVatmyZ2rVrV9o9AgAAAMAtqUSBbMqUKTpz5owkaeTIkXJ3d9fatWvVo0cPvfTSS6XaIAAAAADcqkoUyPz9/a3XFSpU0IgRIzRixIhSawoAAAAAyoMSP4esqKhIP//8s44cOaKioiKXZffdd9/vbgwAAAAAbnUlCmQbN25Ur169dODAARljXJY5HA4VFhaWSnMAAAAAcCsrUSB79tln1bx5cy1evFghISFyOByl3RcAAAAA3PJKFMj27Nmjzz//XHfeeWdp9wMAAAAA5UaJnkPWokUL/fzzz6XdCwAAAACUK1d9huyHH36wXg8cOFDDhg1TRkaGIiMj5e7u7lLbsGHD0usQAAAAAG5RVx3IGjduLIfD4TKIR9++fa3X55YxqAcAAAAAXJ2rDmSpqanXsw8AAAAAKHeuOpCFh4dbr8eNG6egoCCXM2SS9NFHHykzM1MvvPBC6XUIAAAAALeoEg3qMXXqVP3hD38oNv+uu+7SBx988LubAgAAAIDyoESBLCMjQyEhIcXmV69eXenp6b+7KQAAAAAoD0oUyMLCwrRu3bpi89etW6fQ0NDf3RQAAAAAlAclejD0M888oyFDhqigoEAPPPCAJGnFihUaMWKEhg0bVqoNAgAAAMCtqkSBbMSIEfr11181YMAA5efnS5K8vLz0wgsvaOTIkaXaIAAAAADcqkoUyBwOh/75z3/qpZdeUkpKiry9vVWnTh15enqWdn8AAAAAcMsqUSA7p3Llyrr77rtLqxcAAAAAKFdKNKgHAAAAAOD3I5ABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNynwgq1mzphwOR7HpueeekyT16dOn2LKWLVu6bCMvL08DBw5UQECAfHx81L17dx06dMilJisrS7GxsXI6nXI6nYqNjdXx48dv1G4CAAAAKIfKfCDbsmWL0tPTrWnZsmWSpMcee8yq6dSpk0vN119/7bKNIUOGaMGCBZo3b57Wrl2rkydPqmvXriosLLRqevXqpaSkJCUkJCghIUFJSUmKjY29MTsJAAAAoFz6XQ+GvhGqV6/u8v6NN97QHXfcobZt21rzPD09FRwcfNH1s7OzNX36dM2ePVvt27eXJM2ZM0dhYWFavny5OnbsqJSUFCUkJGjjxo1q0aKFJGnatGmKiorSrl27VK9eveu0dwAAAADKszJ/hux8+fn5mjNnjvr27SuHw2HNX7VqlQIDA1W3bl3FxcXpyJEj1rLExEQVFBQoJibGmhcaGqqIiAitX79ekrRhwwY5nU4rjElSy5Yt5XQ6rRoAAAAAKG1l/gzZ+RYuXKjjx4+rT58+1rzOnTvrscceU3h4uFJTU/XSSy/pgQceUGJiojw9PZWRkSEPDw9VrVrVZVtBQUHKyMiQJGVkZCgwMLDY5wUGBlo1F5OXl6e8vDzrfU5Ozu/cQwAAAADlyU0VyKZPn67OnTsrNDTUmvf4449bryMiItS8eXOFh4dr8eLF6tGjxyW3ZYxxOct2/utL1Vxo3LhxGj169LXuBgAAAABIuokuWTxw4ICWL1+uZ5555rJ1ISEhCg8P1549eyRJwcHBys/PV1ZWlkvdkSNHFBQUZNUcPny42LYyMzOtmosZOXKksrOzrengwYPXulsAAAAAyrGbJpDNmDFDgYGB6tKly2Xrjh07poMHDyokJESS1KxZM7m7u1ujM0pSenq6duzYoVatWkmSoqKilJ2drc2bN1s1mzZtUnZ2tlVzMZ6envLz83OZAAAAAOBq3RSXLBYVFWnGjBl6+umnVbHi/2/55MmTio+P16OPPqqQkBDt379fo0aNUkBAgB555BFJktPpVL9+/TRs2DBVq1ZN/v7+Gj58uCIjI61RF+vXr69OnTopLi5OU6dOlST1799fXbt2ZYRFAAAAANfNTRHIli9frrS0NPXt29dlvpubm3788Ud9/PHHOn78uEJCQnT//fdr/vz58vX1tereeecdVaxYUT179tTp06fVrl07zZw5U25ublbN3LlzNWjQIGs0xu7du2vKlCk3ZgcBAAAAlEs3RSCLiYmRMabYfG9vby1ZsuSK63t5eWny5MmaPHnyJWv8/f01Z86c39UnAAAAAFyLm+YeMgAAAAC41RDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsUqYDWXx8vBwOh8sUHBxsLTfGKD4+XqGhofL29lZ0dLR27tzpso28vDwNHDhQAQEB8vHxUffu3XXo0CGXmqysLMXGxsrpdMrpdCo2NlbHjx+/EbsIAAAAoBwr04FMku666y6lp6db048//mgte/PNNzVhwgRNmTJFW7ZsUXBwsDp06KATJ05YNUOGDNGCBQs0b948rV27VidPnlTXrl1VWFho1fTq1UtJSUlKSEhQQkKCkpKSFBsbe0P3EwAAAED5U9HuBq6kYsWKLmfFzjHGaOLEiXrxxRfVo0cPSdKsWbMUFBSkTz75RP/1X/+l7OxsTZ8+XbNnz1b79u0lSXPmzFFYWJiWL1+ujh07KiUlRQkJCdq4caNatGghSZo2bZqioqK0a9cu1atX78btLAAAAIBypcyfIduzZ49CQ0NVq1YtPfHEE9q3b58kKTU1VRkZGYqJibFqPT091bZtW61fv16SlJiYqIKCApea0NBQRUREWDUbNmyQ0+m0wpgktWzZUk6n06q5lLy8POXk5LhMAAAAAHC1ynQga9GihT7++GMtWbJE06ZNU0ZGhlq1aqVjx44pIyNDkhQUFOSyTlBQkLUsIyNDHh4eqlq16mVrAgMDi312YGCgVXMp48aNs+47czqdCgsLK/G+AgAAACh/ynQg69y5sx599FFFRkaqffv2Wrx4saTfLk08x+FwuKxjjCk270IX1lys/mq2M3LkSGVnZ1vTwYMHr7hPAAAAAHBOmQ5kF/Lx8VFkZKT27Nlj3Vd24VmsI0eOWGfNgoODlZ+fr6ysrMvWHD58uNhnZWZmFjv7diFPT0/5+fm5TAAAAABwtW6qQJaXl6eUlBSFhISoVq1aCg4O1rJly6zl+fn5Wr16tVq1aiVJatasmdzd3V1q0tPTtWPHDqsmKipK2dnZ2rx5s1WzadMmZWdnWzUAAAAAcD2U6VEWhw8frm7duqlGjRo6cuSIXn/9deXk5Ojpp5+Ww+HQkCFDNHbsWNWpU0d16tTR2LFjValSJfXq1UuS5HQ61a9fPw0bNkzVqlWTv7+/hg8fbl0CKUn169dXp06dFBcXp6lTp0qS+vfvr65duzLCIgAAAIDrqkwHskOHDunJJ5/U0aNHVb16dbVs2VIbN25UeHi4JGnEiBE6ffq0BgwYoKysLLVo0UJLly6Vr6+vtY133nlHFStWVM+ePXX69Gm1a9dOM2fOlJubm1Uzd+5cDRo0yBqNsXv37poyZcqN3VkAAAAA5U6ZDmTz5s277HKHw6H4+HjFx8dfssbLy0uTJ0/W5MmTL1nj7++vOXPmlLRNAAAAACiRm+oeMgAAAAC4lRDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsUqYD2bhx43T33XfL19dXgYGBevjhh7Vr1y6Xmj59+sjhcLhMLVu2dKnJy8vTwIEDFRAQIB8fH3Xv3l2HDh1yqcnKylJsbKycTqecTqdiY2N1/Pjx672LAAAAAMqxMh3IVq9ereeee04bN27UsmXLdPbsWcXExCg3N9elrlOnTkpPT7emr7/+2mX5kCFDtGDBAs2bN09r167VyZMn1bVrVxUWFlo1vXr1UlJSkhISEpSQkKCkpCTFxsbekP0EAAAAUD5VtLuBy0lISHB5P2PGDAUGBioxMVH33XefNd/T01PBwcEX3UZ2dramT5+u2bNnq3379pKkOXPmKCwsTMuXL1fHjh2VkpKihIQEbdy4US1atJAkTZs2TVFRUdq1a5fq1at3nfYQAAAAQHlWps+QXSg7O1uS5O/v7zJ/1apVCgwMVN26dRUXF6cjR45YyxITE1VQUKCYmBhrXmhoqCIiIrR+/XpJ0oYNG+R0Oq0wJkktW7aU0+m0ai4mLy9POTk5LhMAAAAAXK2bJpAZYzR06FDde++9ioiIsOZ37txZc+fO1cqVKzV+/Hht2bJFDzzwgPLy8iRJGRkZ8vDwUNWqVV22FxQUpIyMDKsmMDCw2GcGBgZaNRczbtw4654zp9OpsLCw0thVAAAAAOVEmb5k8Xx//etf9cMPP2jt2rUu8x9//HHrdUREhJo3b67w8HAtXrxYPXr0uOT2jDFyOBzW+/NfX6rmQiNHjtTQoUOt9zk5OYQyAAAAAFftpjhDNnDgQP3nP//Rt99+q9tvv/2ytSEhIQoPD9eePXskScHBwcrPz1dWVpZL3ZEjRxQUFGTVHD58uNi2MjMzrZqL8fT0lJ+fn8sEAAAAAFerTAcyY4z++te/6ssvv9TKlStVq1atK65z7NgxHTx4UCEhIZKkZs2ayd3dXcuWLbNq0tPTtWPHDrVq1UqSFBUVpezsbG3evNmq2bRpk7Kzs60aAAAAAChtZfqSxeeee06ffPKJ/v3vf8vX19e6n8vpdMrb21snT55UfHy8Hn30UYWEhGj//v0aNWqUAgIC9Mgjj1i1/fr107Bhw1StWjX5+/tr+PDhioyMtEZdrF+/vjp16qS4uDhNnTpVktS/f3917dqVERYBAAAAXDdlOpC9//77kqTo6GiX+TNmzFCfPn3k5uamH3/8UR9//LGOHz+ukJAQ3X///Zo/f758fX2t+nfeeUcVK1ZUz549dfr0abVr104zZ86Um5ubVTN37lwNGjTIGo2xe/fumjJlyvXfSQAAAADlVpkOZMaYyy739vbWkiVLrrgdLy8vTZ48WZMnT75kjb+/v+bMmXPNPQIAAABASZXpe8gAAAAA4FZGIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBLIL/Otf/1KtWrXk5eWlZs2aac2aNXa3BAAAAOAWRSA7z/z58zVkyBC9+OKL2r59u9q0aaPOnTsrLS3N7tYAAAAA3IIIZOeZMGGC+vXrp2eeeUb169fXxIkTFRYWpvfff9/u1gAAAADcgghk/yc/P1+JiYmKiYlxmR8TE6P169fb1BUAAACAW1lFuxsoK44eParCwkIFBQW5zA8KClJGRsZF18nLy1NeXp71Pjs7W5KUk5NTKj2dyj1ZKtspb87kn7a7hZtOaf1mrweOg2vHMVAyHAe3Fo6DkimrxwHHQMlwHFy70jwGzm3LGHPZOoe5UkU58csvv+i2227T+vXrFRUVZc0fM2aMZs+erZ9++qnYOvHx8Ro9evSNbBMAAADATeTgwYO6/fbbL7mcM2T/JyAgQG5ubsXOhh05cqTYWbNzRo4cqaFDh1rvi4qK9Ouvv6patWpyOBzXtV9cXE5OjsLCwnTw4EH5+fnZ3Q5ww3EMABwHgMRxUBYYY3TixAmFhoZeto5A9n88PDzUrFkzLVu2TI888og1f9myZXrooYcuuo6np6c8PT1d5lWpUuV6tomr5Ofnx/98UK5xDAAcB4DEcWA3p9N5xRoC2XmGDh2q2NhYNW/eXFFRUfrwww+VlpamZ5991u7WAAAAANyCCGTnefzxx3Xs2DG9+uqrSk9PV0REhL7++muFh4fb3RoAAACAWxCB7AIDBgzQgAED7G4DJeTp6alXXnml2KWkQHnBMQBwHAASx8HNhFEWAQAAAMAmPBgaAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDLc1GrWrKmJEyfa3QZgO44FlEerVq2Sw+HQ8ePH7W4FsB3Hw82LQIabwsyZM8v8Q7f3798vh8OhpKQku1vBLawsHwuEQlxP0dHRGjJkiN1tXFZ8fLwaN25sdxsoB8rq8UAoLBkCGQAAKLMKCgrsbgEoMzgebk0EMpSazz//XJGRkfL29la1atXUvn175ebmqqioSK+++qpuv/12eXp6qnHjxkpISLDWu9i/piQlJcnhcGj//v1atWqV/vznPys7O1sOh0MOh0Px8fFW7alTp9S3b1/5+vqqRo0a+vDDD61ljz76qAYOHGi9HzJkiBwOh3bu3ClJOnv2rHx9fbVkyRJJkjFGb775pmrXri1vb281atRIn3/+ubV+VlaWevfurerVq8vb21t16tTRjBkzJEm1atWSJDVp0kQOh0PR0dGl9t3i5lIWjwVJ+t///V89/vjjqlq1qqpVq6aHHnpI+/fvt5Zv2bJFHTp0UEBAgJxOp9q2batt27a5bCM+Pl41atSQp6enQkNDNWjQIEm//WvtgQMH9Pzzz1u9oXyKjo7WoEGDNGLECPn7+ys4ONjld5qWlqaHHnpIlStXlp+fn3r27KnDhw9by8+dZfroo49Uu3ZteXp66umnn9bq1as1adIk6/d1/m83MTFRzZs3V6VKldSqVSvt2rVLkpSdnS03NzclJiZK+u3/8f7+/rr77rutdf/nf/5HISEh1vsrHSerVq3SPffcIx8fH1WpUkWtW7fWgQMHNHPmTI0ePVrff/+91ePMmTNL98vFTacsHQ/nfPXVV2rWrJm8vLxUu3ZtjR49WmfPnrWWT5gwQZGRkfLx8VFYWJgGDBigkydPWssPHDigbt26qWrVqvLx8dFdd92lr7/+Wvv379f9998vSapataocDof69OlTul/orcoApeCXX34xFStWNBMmTDCpqanmhx9+MO+99545ceKEmTBhgvHz8zP/8z//Y3766SczYsQI4+7ubnbv3m2MMebbb781kkxWVpa1ve3btxtJJjU11eTl5ZmJEycaPz8/k56ebtLT082JEyeMMcaEh4cbf39/895775k9e/aYcePGmQoVKpiUlBRjjDHvvvuuiYiIsLbbuHFjExAQYN577z1jjDHr1683FStWtLY3atQo84c//MEkJCSYvXv3mhkzZhhPT0+zatUqY4wxzz33nGncuLHZsmWLSU1NNcuWLTP/+c9/jDHGbN682Ugyy5cvN+np6ebYsWPX90tHmVRWj4Xc3FxTp04d07dvX/PDDz+Y5ORk06tXL1OvXj2Tl5dnjDFmxYoVZvbs2SY5OdkkJyebfv36maCgIJOTk2OMMeazzz4zfn5+5uuvvzYHDhwwmzZtMh9++KExxphjx46Z22+/3bz66qtWbyif2rZta/z8/Ex8fLzZvXu3mTVrlnE4HGbp0qWmqKjINGnSxNx7771m69atZuPGjaZp06ambdu21vqvvPKK8fHxMR07djTbtm0z33//vTl+/LiJiooycXFx1u/r7Nmz1jHTokULs2rVKrNz507Tpk0b06pVK2t7TZs2NW+//bYxxpikpCRTtWpV4+HhYbKzs40xxvTv3988/vjjxpgrHycFBQXG6XSa4cOHm59//tkkJyebmTNnmgMHDphTp06ZYcOGmbvuusvq8dSpUzfui0eZVNaOh4SEBOPn52dmzpxp9u7da5YuXWpq1qxp4uPjrZp33nnHrFy50uzbt8+sWLHC1KtXz/zlL3+xlnfp0sV06NDB/PDDD2bv3r3mq6++MqtXrzZnz541X3zxhZFkdu3aZdLT083x48dvyPd8syOQoVQkJiYaSWb//v3FloWGhpoxY8a4zLv77rvNgAEDjDFX/kuoMcbMmDHDOJ3OYtsODw83f/rTn6z3RUVFJjAw0Lz//vvGGGN++OEH43A4TGZmpvn111+Nu7u7ef31181jjz1mjDFm7NixpkWLFsYYY06ePGm8vLzM+vXrXT6jX79+5sknnzTGGNOtWzfz5z//+aLfQWpqqpFktm/ffolvCeVBWT0Wpk+fburVq2eKioqsmry8POPt7W2WLFly0X05e/as8fX1NV999ZUxxpjx48ebunXrmvz8/IvWh4eHm3feeeeiy1B+tG3b1tx7770u8+6++27zwgsvmKVLlxo3NzeTlpZmLdu5c6eRZDZv3myM+e0voO7u7ubIkSPFtjt48GCXeeeOmeXLl1vzFi9ebCSZ06dPG2OMGTp0qOnatasxxpiJEyeaP/7xj6Zp06Zm8eLFxhhj6tate9XHybFjx4wk6x/pLvTKK6+YRo0aXe1XhXKgrB0Pbdq0MWPHjnVZb/bs2SYkJOSS+/Dpp5+aatWqWe8jIyNdAtzFejj/zzFcGZcsolQ0atRI7dq1U2RkpB577DFNmzZNWVlZysnJ0S+//KLWrVu71Ldu3VopKSml8tkNGza0XjscDgUHB+vIkSOSpIiICFWrVk2rV6/WmjVr1KhRI3Xv3l2rV6+W9NulJ23btpUkJScn68yZM+rQoYMqV65sTR9//LH27t0rSfrLX/6iefPmqXHjxhoxYoTWr19fKvuAW0dZPRYSExP1888/y9fX1/pt+/v768yZM9bv+8iRI3r22WdVt25dOZ1OOZ1OnTx5UmlpaZKkxx57TKdPn1bt2rUVFxenBQsWuFzmApxz/m9RkkJCQnTkyBGlpKQoLCxMYWFh1rIGDRqoSpUqLsdBeHi4qlevXqLPO3f54bnffnR0tNasWaOioiKtXr1a0dHRio6O1urVq5WRkaHdu3dbfw5c6Tjx9/dXnz591LFjR3Xr1k2TJk1Senr6tX9BKFfK0vGQmJioV1991eXvOXFxcUpPT9epU6ckSd9++606dOig2267Tb6+vnrqqad07Ngx5ebmSpIGDRqk119/Xa1bt9Yrr7yiH3744Rq/EVyIQIZS4ebmpmXLlumbb75RgwYNNHnyZNWrV0+pqamSVOx+EmOMNa9ChQrWvHOu5aZVd3d3l/cOh0NFRUXW6/vuu0+rVq2y/iCOiIhQYWGhfvzxR61fv9661+vcOosXL1ZSUpI1JScnW/eRde7cWQcOHNCQIUP0yy+/qF27dho+fPhV94pbX1k9FoqKitSsWTOX33ZSUpJ2796tXr16SZL69OmjxMRETZw4UevXr1dSUpKqVaum/Px8SVJYWJh27dql9957T97e3howYIDuu+8+bjJHMZf6LZ7/ez/fhfN9fHxK/HnntnPut3/ffffpxIkT2rZtm9asWaPo6Gi1bdtWq1ev1rfffqvAwEDVr1/fWudKx8mMGTO0YcMGtWrVSvPnz1fdunW1cePGa+oX5UtZOh6Kioo0evRol9/3jz/+qD179sjLy0sHDhzQgw8+qIiICH3xxRdKTEzUe++9J+n//3n0zDPPaN++fYqNjdWPP/6o5s2ba/LkydfUI1wRyFBqHA6HWrdurdGjR2v79u3y8PDQihUrFBoaqrVr17rUrl+/3voD8Ny/+pz/r4wXDh3v4eGhwsLCEvUVHR2tVatWadWqVYqOjpbD4VCbNm309ttv6/Tp09YZiwYNGsjT01NpaWm68847Xabz//WqevXq6tOnj+bMmaOJEydaAyd4eHhIUon7xK2jLB4LTZs21Z49exQYGFjs9+10OiVJa9as0aBBg/Tggw/qrrvukqenp44ePeqyHW9vb3Xv3l3vvvuuVq1apQ0bNujHH3/8Xb2h/GjQoIHS0tJ08OBBa15ycrKys7Ot4+BSSvr7cjqdaty4saZMmSKHw6EGDRqoTZs22r59uxYtWmSdHZOu7jiRfhu8aeTIkVq/fr0iIiL0ySef/K4eUT7ZcTw0bdpUu3btKvb7vvPOO1WhQgVt3bpVZ8+e1fjx49WyZUvVrVtXv/zyS7HthIWF6dlnn9WXX36pYcOGadq0aVZfEn8XulYEMpSKTZs2aezYsdq6davS0tL05ZdfKjMzU/Xr19ff/vY3/fOf/9T8+fO1a9cu/f3vf1dSUpIGDx4sSVbgiY+P1+7du7V48WKNHz/eZfs1a9bUyZMntWLFCh09etQ6rX41oqOjtXPnTv34449q06aNNW/u3Llq2rSp/Pz8JEm+vr4aPny4nn/+ec2aNUt79+7V9u3b9d5772nWrFmSpJdffln//ve/9fPPP2vnzp1atGiR9T/NwMBAeXt7KyEhQYcPH1Z2dvbv/l5x8ymrx0Lv3r0VEBCghx56SGvWrFFqaqpWr16twYMH69ChQ9bnz549WykpKdq0aZN69+4tb29vaxszZ87U9OnTtWPHDu3bt0+zZ8+Wt7e3wsPDrd6+++47/e///m+xIAdIUvv27dWwYUP17t1b27Zt0+bNm/XUU0+pbdu2at68+WXXrVmzpjZt2qT9+/fr6NGj1r/4X43o6GjNmTNHbdu2lcPhUNWqVdWgQQPNnz/fZUTcKx0nqampGjlypDZs2KADBw5o6dKl2r17t/XnQM2aNZWamqqkpCQdPXpUeXl5JfqeUD7YcTy8/PLL+vjjjxUfH6+dO3cqJSVF8+fP1z/+8Q9J0h133KGzZ89q8uTJ1v/nP/jgA5dtDBkyREuWLFFqaqq2bdumlStXWsdAeHi4HA6HFi1apMzMTJfRGXEZ9t2+hltJcnKy6dixo6levbrx9PQ0devWNZMnTzbGGFNYWGhGjx5tbrvtNuPu7m4aNWpkvvnmG5f1165dayIjI42Xl5dp06aN+eyzz1wGMjDGmGeffdZUq1bNSDKvvPKKMebigwg0atTIWm7Mb4MbVK9e3TRv3tyad26ghOHDh7usW1RUZCZNmmTq1atn3N3dTfXq1U3Hjh3N6tWrjTHGvPbaa6Z+/frG29vb+Pv7m4ceesjs27fPWn/atGkmLCzMVKhQwWWUJJQfZflYSE9PN0899ZQJCAgwnp6epnbt2iYuLs4abW7btm2mefPmxtPT09SpU8d89tlnLttdsGCBadGihfHz8zM+Pj6mZcuWLjePb9iwwTRs2NB4enoa/ngpvy422MBDDz1knn76aWOMMQcOHDDdu3c3Pj4+xtfX1zz22GMmIyPDqr3UwBi7du0yLVu2NN7e3tYxcTUD4RhjzFdffWUkmSlTpljzBg8ebCSZHTt2uHzO5Y6TjIwM8/DDD5uQkBDj4eFhwsPDzcsvv2wKCwuNMcacOXPGPProo6ZKlSpGkpkxY0aJvkPcOsri8ZCQkGBatWplvL29jZ+fn7nnnnusEXONMWbChAkmJCTEeHt7m44dO5qPP/7YZbt//etfzR133GE8PT1N9erVTWxsrDl69Ki1/quvvmqCg4ONw+Gw9hOX5zDmvJsVAAAAAAA3DJcsAgAAAIBNCGQAAAAAYBMCGQAAAADYhEAGAAAAADYhkAEAAACATQhkAAAAAGATAhkAAAAA2IRABgDAdVCzZk1NnDjR7jYAAGUcD4YGAOA6yMzMlI+PjypVqmR3KwCAMoxABgDAefLz8+Xh4WF3GwCAcoJLFgEA5Vp0dLT++te/aujQoQoICFCHDh2UnJysBx98UJUrV1ZQUJBiY2N19OhRa50TJ06od+/e8vHxUUhIiN555x1FR0dryJAhVs2FlyympaXpoYceUuXKleXn56eePXvq8OHD1vL4+Hg1btxYs2fPVs2aNeV0OvXEE0/oxIkTN+JrAADYhEAGACj3Zs2apYoVK2rdunV644031LZtWzVu3Fhbt25VQkKCDh8+rJ49e1r1Q4cO1bp16/Sf//xHy5Yt05o1a7Rt27ZLbt8Yo4cffli//vqrVq9erWXLlmnv3r16/PHHXer27t2rhQsXatGiRVq0aJFWr16tN95447rtNwDAfhXtbgAAALvdeeedevPNNyVJL7/8spo2baqxY8dayz/66COFhYVp9+7dCgkJ0axZs/TJJ5+oXbt2kqQZM2YoNDT0kttfvny5fvjhB6WmpiosLEySNHv2bN11113asmWL7r77bklSUVGRZs6cKV9fX0lSbGysVqxYoTFjxlyX/QYA2I9ABgAo95o3b269TkxM1LfffqvKlSsXq9u7d69Onz6tgoIC3XPPPdZ8p9OpevXqXXL7KSkpCgsLs8KYJDVo0EBVqlRRSkqKFchq1qxphTFJCgkJ0ZEjR37XvgEAyjYCGQCg3PPx8bFeFxUVqVu3bvrnP/9ZrC4kJER79uyRJDkcDpdllxsjyxhTrP5i893d3V2WOxwOFRUVXd1OAABuStxDBgDAeZo2baqdO3eqZs2auvPOO10mHx8f3XHHHXJ3d9fmzZutdXJycqygdjENGjRQWlqaDh48aM1LTk5Wdna26tevf133BwBQthHIAAA4z3PPPadff/1VTz75pDZv3qx9+/Zp6dKl6tu3rwoLC+Xr66unn35af/vb3/Ttt99q586d6tu3rypUqHDRs2CS1L59ezVs2FC9e/fWtm3btHnzZj311FNq27aty+WSAIDyh0AGAMB5QkNDtW7dOhUWFqpjx46KiIjQ4MGD5XQ6VaHCb39sTpgwQVFRUeratavat2+v1q1bq379+vLy8rroNh0OhxYuXKiqVavqvvvuU/v27VW7dm3Nnz//Ru4aAKAM4sHQAAD8Trm5ubrttts0fvx49evXz+52AAA3EQb1AADgGm3fvl0//fST7rnnHmVnZ+vVV1+VJD300EM2dwYAuNkQyAAAKIG3335bu3btkoeHh5o1a6Y1a9YoICDA7rYAADcZLlkEAAAAAJswqAcAAAAA2IRABgAAAAA2IZABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADY5P8BN+D1KaGpbYQAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1,1, figsize=(10, 5))\n", "ax = sns.barplot(x='region', y= 'charges', hue='sex', data=df, palette='BuPu')" ] }, { "cell_type": "markdown", "id": "95a5e692", "metadata": {}, "source": [ "From this data, we can tell that men tend to have higher medical insurance charges than females do in most regions. The only exception is the northwest, which is pretty even in medical charges, yet males have slightly less medical charges than females." ] }, { "cell_type": "markdown", "id": "45909ccd", "metadata": {}, "source": [ "I produce a similar barplot as the previous one except, instead of sex, I use the person's smoking habits. " ] }, { "cell_type": "markdown", "id": "f7eef499", "metadata": {}, "source": [ "The x-axis is the region, the y-axis is the charges, and the legend is whether they are a smoker or not" ] }, { "cell_type": "code", "execution_count": 9, "id": "5a123318", "metadata": {}, "outputs": [ { "data": { "image/png": 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Ut29fLVu2TB4eHlbNqlWrNGHCBGs0xqFDh2rRokXWcg8PD23cuFHjxo1T7969reEy58yZc/0OBgAAAIDv7fjx40pLS9PmzZvd/s/fUNkayJYuXXrJZT4+Pnr33Xe/cx3e3t5auHChFi5ceMmawMBArVy58rLrad26tTZs2PCd2wMAAADQcHXp0kUlJSV67rnnrDviGjLbB/UAAAAAgPpy5MgRu1u4Kg1uUA8AAAAAaCwIZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYhO8hAwAAAHBFdvR68rpur2fGzOu6PTtwhQwAAAAAbEIgAwAAV2XixIlKTExUYmKiJk6caHc7AOAmLi5OEyZM0LRp0xQYGKjQ0FClpKRYy/Py8jRs2DA1b95c/v7+GjFihAoLC23rl0AGAACuSnFxsQoLC1VYWKji4mK72wGAWpYvXy5fX1/t3LlTzz//vJ5++mmlp6fLGKPhw4fr+PHj2rp1q9LT03X48GE98MADtvXKM2QAAAAAbiidOnXSU089JUlq166dFi1apPfee0+StHfvXuXm5ioiIkKStGLFCnXs2FG7d+9W9+7dr3uvXCEDAAAAcEPp1KmT23RYWJiKioqUk5OjiIgIK4xJUlRUlFq0aKGcnJzr3aYkAhkAAACAG4ynp6fbtMPhUE1NjYwxcjgcteovNf96IJABAAAAaBSioqKUl5enY8eOWfOys7NVWlqqDh062NITgQwAAABAo9CvXz916tRJI0eO1Mcff6xdu3bpoYceUp8+fdStWzdbemJQDwAAAOAqTZw40RpltFWrVnrxxRdt7ghXwuFwaP369Ro/frzuuusuNWnSRAMGDNDChQtt64lABgBXyeXruuh7AEDjce7rHxqbnhkz7W7hO23ZsqXWvPXr11vvW7durb/97W/Xr6HvQCADgKs0dsgjdrcAAABuEASyBmzHX3fa3UItFeUVbu8bYo89H+xhdwsAAADAFWFQDwAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAFyUMcbuFhq0+jg+BDIAAAAAbjw9PSVJp0+ftrmThu3c8Tl3vOqCURYBAAAAuPHw8FCLFi1UVFQkSWrWrJkcDofNXTUcxhidPn1aRUVFatGihTw8POq8LgIZAAAAgFpCQ0MlyQplqK1FixbWcaorAhkAAACAWhwOh8LCwhQcHKyqqiq722lwPD09v9eVsXMIZAAAAAAuycPDo16CBy6OQT0AAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJvYGshefvllderUSf7+/vL391dsbKz+8Y9/WMuNMUpJSVF4eLh8fHwUFxenAwcOuK2joqJC48ePV1BQkHx9fTV06FB98cUXbjUlJSVKSkqSy+WSy+VSUlKSTpw44VaTl5enIUOGyNfXV0FBQZowYYIqKyuv2b4DAAAAgK2B7KabbtKzzz6rPXv2aM+ePbrnnns0bNgwK3Q9//zzmjdvnhYtWqTdu3crNDRU/fv318mTJ611TJo0SevWrdPq1au1bds2nTp1SoMHD1Z1dbVVk5iYqKysLKWmpio1NVVZWVlKSkqylldXV2vQoEEqLy/Xtm3btHr1aq1du1ZTpky5fgcDAAAAQKPT1M6NDxkyxG165syZevnll7Vjxw5FRUVpwYIFevLJJ3XvvfdKkpYvX66QkBC9/vrreuSRR1RaWqqlS5dqxYoV6tevnyRp5cqVioiI0KZNm5SQkKCcnBylpqZqx44d6tGjhyRpyZIlio2N1cGDBxUZGam0tDRlZ2fr2LFjCg8PlyTNnTtXo0eP1syZM+Xv738djwoAAACAxsLWQHa+6upqvfHGGyovL1dsbKxyc3NVUFCg+Ph4q8bpdKpPnz7KyMjQI488oszMTFVVVbnVhIeHKzo6WhkZGUpISND27dvlcrmsMCZJPXv2lMvlUkZGhiIjI7V9+3ZFR0dbYUySEhISVFFRoczMTN19993X5yAAAHARO/660+4W3FSUV7i9b2j9SVLPB3t8dxEANAC2B7J9+/YpNjZW33zzjZo3b65169YpKipKGRkZkqSQkBC3+pCQEB09elSSVFBQIC8vLwUEBNSqKSgosGqCg4NrbTc4ONit5sLtBAQEyMvLy6q5mIqKClVU/P9fSmVlZVe62wAAAABg/yiLkZGRysrK0o4dO/Sb3/xGo0aNUnZ2trXc4XC41Rtjas270IU1F6uvS82FZs+ebQ0U4nK5FBERcdm+AAAAAOB8tgcyLy8v3XbbberWrZtmz56tzp0768UXX1RoaKgk1bpCVVRUZF3NCg0NVWVlpUpKSi5bU1hYWGu7xcXFbjUXbqekpERVVVW1rpydb/r06SotLbVex44du8q9BwAAANCY2R7ILmSMUUVFhW655RaFhoYqPT3dWlZZWamtW7eqV69ekqSuXbvK09PTrSY/P1/79++3amJjY1VaWqpdu3ZZNTt37lRpaalbzf79+5Wfn2/VpKWlyel0qmvXrpfs1el0WkP2n3sBAAAAwJWy9RmyJ554QgMHDlRERIROnjyp1atXa8uWLUpNTZXD4dCkSZM0a9YstWvXTu3atdOsWbPUrFkzJSYmSpJcLpfGjBmjKVOmqGXLlgoMDNTUqVMVExNjjbrYoUMHDRgwQMnJyVq8eLEkaezYsRo8eLAiIyMlSfHx8YqKilJSUpJeeOEFHT9+XFOnTlVycjIhCwAAwGYNceAYBrdBfbE1kBUWFiopKUn5+flyuVzq1KmTUlNT1b9/f0nStGnTdObMGY0bN04lJSXq0aOH0tLS5OfnZ61j/vz5atq0qUaMGKEzZ86ob9++WrZsmTw8PKyaVatWacKECdZojEOHDtWiRYus5R4eHtq4caPGjRun3r17y8fHR4mJiZozZ851OhIAAAAAGiNbA9nSpUsvu9zhcCglJUUpKSmXrPH29tbChQu1cOHCS9YEBgZq5cqVl91W69attWHDhsvWAAAAAEB9sn3Ye/ywuHxdF30PAAAA4OoRyHBVxg55xO4WAAAAgBtGgxtlEQAAAAAaCwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYhEAGAAAAADYhkAEAAACATQhkAAAAAGATAhkAAAAA2IRABgAAAAA2IZABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYhEAGAAAAADYhkAEAAACATZra3QAAAPhhcfm6LvoeAHD1CGQAAOCqjB3yiN0tAMANg1sWAQAAAMAmXCEDAAAArhK37qK+EMgAAACAq8Stu6gv3LIIAAAAADYhkAEAAACATQhkAAAAAGATAhkAAAAA2IRABgAAAAA2IZABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYxNZANnv2bHXv3l1+fn4KDg7W8OHDdfDgQbea0aNHy+FwuL169uzpVlNRUaHx48crKChIvr6+Gjp0qL744gu3mpKSEiUlJcnlcsnlcikpKUknTpxwq8nLy9OQIUPk6+uroKAgTZgwQZWVlddk3wEAAADA1kC2detWPfbYY9qxY4fS09N19uxZxcfHq7y83K1uwIABys/Pt17vvPOO2/JJkyZp3bp1Wr16tbZt26ZTp05p8ODBqq6utmoSExOVlZWl1NRUpaamKisrS0lJSdby6upqDRo0SOXl5dq2bZtWr16ttWvXasqUKdf2IAAAAABotJraufHU1FS36VdffVXBwcHKzMzUXXfdZc13Op0KDQ296DpKS0u1dOlSrVixQv369ZMkrVy5UhEREdq0aZMSEhKUk5Oj1NRU7dixQz169JAkLVmyRLGxsTp48KAiIyOVlpam7OxsHTt2TOHh4ZKkuXPnavTo0Zo5c6b8/f2vxSEAAAAA0Ig1qGfISktLJUmBgYFu87ds2aLg4GC1b99eycnJKioqspZlZmaqqqpK8fHx1rzw8HBFR0crIyNDkrR9+3a5XC4rjElSz5495XK53Gqio6OtMCZJCQkJqqioUGZm5kX7raioUFlZmdsLAAAAAK5UgwlkxhhNnjxZP/3pTxUdHW3NHzhwoFatWqXNmzdr7ty52r17t+655x5VVFRIkgoKCuTl5aWAgAC39YWEhKigoMCqCQ4OrrXN4OBgt5qQkBC35QEBAfLy8rJqLjR79mzrmTSXy6WIiIi6HwAAAAAAjY6ttyye7/HHH9fevXu1bds2t/kPPPCA9T46OlrdunVTmzZttHHjRt17772XXJ8xRg6Hw5o+//33qTnf9OnTNXnyZGu6rKyMUAYAAADgijWIK2Tjx4/X3//+d73//vu66aabLlsbFhamNm3a6NChQ5Kk0NBQVVZWqqSkxK2uqKjIuuIVGhqqwsLCWusqLi52q7nwSlhJSYmqqqpqXTk7x+l0yt/f3+0FAAAAAFfK1kBmjNHjjz+ut956S5s3b9Ytt9zynZ/5+uuvdezYMYWFhUmSunbtKk9PT6Wnp1s1+fn52r9/v3r16iVJio2NVWlpqXbt2mXV7Ny5U6WlpW41+/fvV35+vlWTlpYmp9Oprl271sv+AgAAAMD5bL1l8bHHHtPrr7+uv/3tb/Lz87OuULlcLvn4+OjUqVNKSUnRfffdp7CwMB05ckRPPPGEgoKC9POf/9yqHTNmjKZMmaKWLVsqMDBQU6dOVUxMjDXqYocOHTRgwAAlJydr8eLFkqSxY8dq8ODBioyMlCTFx8crKipKSUlJeuGFF3T8+HFNnTpVycnJXPkCAAAAcE3YeoXs5ZdfVmlpqeLi4hQWFma91qxZI0ny8PDQvn37NGzYMLVv316jRo1S+/bttX37dvn5+VnrmT9/voYPH64RI0aod+/eatasmd5++215eHhYNatWrVJMTIzi4+MVHx+vTp06acWKFdZyDw8Pbdy4Ud7e3urdu7dGjBih4cOHa86cOdfvgAAAAABoVGy9QmaMuexyHx8fvfvuu9+5Hm9vby1cuFALFy68ZE1gYKBWrlx52fW0bt1aGzZs+M7tAQAAAEB9aBCDegAAAABAY0QgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsUi+BrKysTOvXr1dOTk59rA4AAAAAGoU6BbIRI0Zo0aJFkqQzZ86oW7duGjFihDp16qS1a9fWa4MAAAAAcKOqUyD74IMPdOedd0qS1q1bJ2OMTpw4oT/96U965pln6rVBAAAAALhR1SmQlZaWKjAwUJKUmpqq++67T82aNdOgQYN06NChem0QAAAAAG5UdQpkERER2r59u8rLy5Wamqr4+HhJUklJiby9veu1QQAAAAC4UTWty4cmTZqkkSNHqnnz5mrdurXi4uIkfXsrY0xMTH32BwAAAAA3rDoFsnHjxumOO+7QsWPH1L9/fzVp8u2FtrZt2/IMGQAAAABcoToFMknq1q2bOnXqpNzcXN16661q2rSpBg0aVJ+9AQAAAMANrU7PkJ0+fVpjxoxRs2bN1LFjR+Xl5UmSJkyYoGeffbZeGwQAAACAG1WdAtn06dP1z3/+U1u2bHEbxKNfv35as2ZNvTUHAAAAADeyOt2yuH79eq1Zs0Y9e/aUw+Gw5kdFRenw4cP11hwAAAAA3MjqdIWsuLhYwcHBteaXl5e7BTQAAAAAwKXVKZB1795dGzdutKbPhbAlS5YoNja2fjoDAAAAgBtcnW5ZnD17tgYMGKDs7GydPXtWL774og4cOKDt27dr69at9d0jAAAAANyQ6nSFrFevXvroo490+vRp3XrrrUpLS1NISIi2b9+url271nePAAAAAHBDqvP3kMXExGj58uX12QsAAAAANCp1CmRlZWUXne9wOOR0OuXl5fW9mgIAAACAxqBOtyy2aNFCAQEBtV4tWrSQj4+P2rRpo6eeeko1NTWXXc/s2bPVvXt3+fn5KTg4WMOHD9fBgwfdaowxSklJUXh4uHx8fBQXF6cDBw641VRUVGj8+PEKCgqSr6+vhg4dqi+++MKtpqSkRElJSXK5XHK5XEpKStKJEyfcavLy8jRkyBD5+voqKChIEyZMUGVlZV0OEQAAAAB8pzoFsmXLlik8PFxPPPGE1q9fr3Xr1umJJ57Qj370I7388ssaO3as/vSnP+nZZ5+97Hq2bt2qxx57TDt27FB6errOnj2r+Ph4lZeXWzXPP/+85s2bp0WLFmn37t0KDQ1V//79dfLkSatm0qRJWrdunVavXq1t27bp1KlTGjx4sKqrq62axMREZWVlKTU1VampqcrKylJSUpK1vLq6WoMGDVJ5ebm2bdum1atXa+3atZoyZUpdDhEAAAAAfKc63bK4fPlyzZ07VyNGjLDmDR06VDExMVq8eLHee+89tW7dWjNnztQTTzxxyfWkpqa6Tb/66qsKDg5WZmam7rrrLhljtGDBAj355JO69957rW2HhITo9ddf1yOPPKLS0lItXbpUK1asUL9+/SRJK1euVEREhDZt2qSEhATl5OQoNTVVO3bsUI8ePST9/yH6Dx48qMjISKWlpSk7O1vHjh1TeHi4JGnu3LkaPXq0Zs6cKX9//7ocKgAAAAC4pDpdIdu+fbt+8pOf1Jr/k5/8RNu3b5ck/fSnP1VeXt5Vrbe0tFSSFBgYKEnKzc1VQUGB4uPjrRqn06k+ffooIyNDkpSZmamqqiq3mvDwcEVHR1s127dvl8vlssKYJPXs2VMul8utJjo62gpjkpSQkKCKigplZmZetN+KigqVlZW5vQAAAADgStUpkN10001aunRprflLly5VRESEJOnrr79WQEDAFa/TGKPJkyfrpz/9qaKjoyVJBQUFkqSQkBC32pCQEGtZQUGBvLy8am3rwprg4OBa2wwODnaruXA7AQEB8vLysmouNHv2bOuZNJfLZe07AAAAAFyJOt2yOGfOHN1///36xz/+oe7du8vhcGj37t3617/+pTfffFOStHv3bj3wwANXvM7HH39ce/fu1bZt22otczgcbtPGmFrzLnRhzcXq61JzvunTp2vy5MnWdFlZGaEMAAAAwBWrUyAbOnSoPv30U/35z3/WwYMHZYzRwIEDtX79et18882SpN/85jdXvL7x48fr73//uz744APddNNN1vzQ0FBJ3169CgsLs+YXFRVZV7NCQ0NVWVmpkpISt6tkRUVF6tWrl1VTWFhYa7vFxcVu69m5c6fb8pKSElVVVdW6cnaO0+mU0+m84v0EAAAAgPNd9S2LVVVVuvvuu1VRUaHZs2frrbfe0rp16zR79mwrjF0pY4wef/xxvfXWW9q8ebNuueUWt+W33HKLQkNDlZ6ebs2rrKzU1q1brbDVtWtXeXp6utXk5+dr//79Vk1sbKxKS0u1a9cuq2bnzp0qLS11q9m/f7/y8/OtmrS0NDmdTnXt2vWq9gsAAAAArsRVXyHz9PTU/v37v/OWwSvx2GOP6fXXX9ff/vY3+fn5Wc9quVwu+fj4yOFwaNKkSZo1a5batWundu3aadasWWrWrJkSExOt2jFjxmjKlClq2bKlAgMDNXXqVMXExFijLnbo0EEDBgxQcnKyFi9eLEkaO3asBg8erMjISElSfHy8oqKilJSUpBdeeEHHjx/X1KlTlZyczAiLAAAAAK6JOg3q8dBDD110UI+r9fLLL6u0tFRxcXEKCwuzXmvWrLFqpk2bpkmTJmncuHHq1q2b/v3vfystLU1+fn5Wzfz58zV8+HCNGDFCvXv3VrNmzfT222/Lw8PDqlm1apViYmIUHx+v+Ph4derUSStWrLCWe3h4aOPGjfL29lbv3r01YsQIDR8+XHPmzPne+wkAAAAAF1OnZ8gqKyv1f//v/1V6erq6desmX19ft+Xz5s27ovUYY76zxuFwKCUlRSkpKZes8fb21sKFC7Vw4cJL1gQGBmrlypWX3Vbr1q21YcOG7+wJAAAAAOpDnQLZ/v371aVLF0nSp59+6rasPm5lBAAAAIDGoE6B7P3336/vPgAAAACg0anTM2QAAAAAgO+vTlfIpG+/+PmNN95QXl6eKisr3Za99dZb37sxAAAAALjR1ekK2erVq9W7d29lZ2dr3bp1qqqqUnZ2tjZv3iyXy1XfPQIAAADADalOgWzWrFmaP3++NmzYIC8vL7344ovKycnRiBEj1Lp16/ruEQAAAABuSHUKZIcPH9agQYMkSU6nU+Xl5XI4HPrtb3+rv/zlL/XaIAAAAADcqOoUyAIDA3Xy5ElJ0o9+9CPt379fknTixAmdPn26/roDAAAAgBtYnQb1uPPOO5Wenq6YmBiNGDFCEydO1ObNm5Wenq6+ffvWd48AAAAAcEOqUyBbtGiRvvnmG0nS9OnT5enpqW3btunee+/Vf/3Xf9VrgwAAAABwo6pTIAsMDLTeN2nSRNOmTdO0adPqrSkAAAAAaAzq/D1kNTU1+uyzz1RUVKSamhq3ZXfdddf3bgwAAAAAbnR1CmQ7duxQYmKijh49KmOM2zKHw6Hq6up6aQ4AAAAAbmR1CmSPPvqounXrpo0bNyosLEwOh6O++wIAAACAG16dAtmhQ4f05ptv6rbbbqvvfgAAAACg0ajT95D16NFDn332WX33AgAAAACNyhVfIdu7d6/1fvz48ZoyZYoKCgoUExMjT09Pt9pOnTrVX4cAAAAAcIO64kB2++23y+FwuA3i8fDDD1vvzy1jUA8AAAAAuDJXHMhyc3OvZR8AAAAA0OhccSBr06aN9X727NkKCQlxu0ImSa+88oqKi4v1+9//vv46BAAAAIAbVJ0G9Vi8eLF+/OMf15rfsWNH/fnPf/7eTQEAAABAY1CnQFZQUKCwsLBa81u1aqX8/Pzv3RQAAAAANAZ1CmQRERH66KOPas3/6KOPFB4e/r2bAgAAAIDGoE5fDP3rX/9akyZNUlVVle655x5J0nvvvadp06ZpypQp9dogAAAAANyo6hTIpk2bpuPHj2vcuHGqrKyUJHl7e+v3v/+9pk+fXq8NAgAAAMCNqk6BzOFw6LnnntN//dd/KScnRz4+PmrXrp2cTmd99wcAAAAAN6w6BbJzmjdvru7du9dXLwAAAADQqNRpUA8AAAAAwPdHIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCa2BrIPPvhAQ4YMUXh4uBwOh9avX++2fPTo0XI4HG6vnj17utVUVFRo/PjxCgoKkq+vr4YOHaovvvjCraakpERJSUlyuVxyuVxKSkrSiRMn3Gry8vI0ZMgQ+fr6KigoSBMmTFBlZeW12G0AAAAAkGRzICsvL1fnzp21aNGiS9YMGDBA+fn51uudd95xWz5p0iStW7dOq1ev1rZt23Tq1CkNHjxY1dXVVk1iYqKysrKUmpqq1NRUZWVlKSkpyVpeXV2tQYMGqby8XNu2bdPq1au1du1aTZkypf53GgAAAAD+V1M7Nz5w4EANHDjwsjVOp1OhoaEXXVZaWqqlS5dqxYoV6tevnyRp5cqVioiI0KZNm5SQkKCcnBylpqZqx44d6tGjhyRpyZIlio2N1cGDBxUZGam0tDRlZ2fr2LFjCg8PlyTNnTtXo0eP1syZM+Xv71+Pew0AAAAA32rwz5Bt2bJFwcHBat++vZKTk1VUVGQty8zMVFVVleLj46154eHhio6OVkZGhiRp+/btcrlcVhiTpJ49e8rlcrnVREdHW2FMkhISElRRUaHMzMxL9lZRUaGysjK3FwAAAABcqQYdyAYOHKhVq1Zp8+bNmjt3rnbv3q177rlHFRUVkqSCggJ5eXkpICDA7XMhISEqKCiwaoKDg2utOzg42K0mJCTEbXlAQIC8vLysmouZPXu29Vyay+VSRETE99pfAAAAAI2LrbcsfpcHHnjAeh8dHa1u3bqpTZs22rhxo+69995Lfs4YI4fDYU2f//771Fxo+vTpmjx5sjVdVlZGKAMAAABwxRr0FbILhYWFqU2bNjp06JAkKTQ0VJWVlSopKXGrKyoqsq54hYaGqrCwsNa6iouL3WouvBJWUlKiqqqqWlfOzud0OuXv7+/2AgAAAIAr9YMKZF9//bWOHTumsLAwSVLXrl3l6emp9PR0qyY/P1/79+9Xr169JEmxsbEqLS3Vrl27rJqdO3eqtLTUrWb//v3Kz8+3atLS0uR0OtW1a9frsWsAAAAAGiFbb1k8deqUPvvsM2s6NzdXWVlZCgwMVGBgoFJSUnTfffcpLCxMR44c0RNPPKGgoCD9/Oc/lyS5XC6NGTNGU6ZMUcuWLRUYGKipU6cqJibGGnWxQ4cOGjBggJKTk7V48WJJ0tixYzV48GBFRkZKkuLj4xUVFaWkpCS98MILOn78uKZOnark5GSuegEAAAC4ZmwNZHv27NHdd99tTZ97HmvUqFF6+eWXtW/fPr322ms6ceKEwsLCdPfdd2vNmjXy8/OzPjN//nw1bdpUI0aM0JkzZ9S3b18tW7ZMHh4eVs2qVas0YcIEazTGoUOHun33mYeHhzZu3Khx48apd+/e8vHxUWJioubMmXOtDwEAAACARszWQBYXFydjzCWXv/vuu9+5Dm9vby1cuFALFy68ZE1gYKBWrlx52fW0bt1aGzZs+M7tAQAAAEB9+UE9QwYAAAAANxICGQAAAADYhEAGAAAAADYhkAEAAACATQhkAAAAAGATAhkAAAAA2IRABgAAAAA2IZABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYhEAGAAAAADYhkAEAAACATQhkAAAAAGATAhkAAAAA2IRABgAAAAA2IZABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYhEAGAAAAADYhkAEAAACATQhkAAAAAGATAhkAAAAA2IRABgAAAAA2IZABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYxNZA9sEHH2jIkCEKDw+Xw+HQ+vXr3ZYbY5SSkqLw8HD5+PgoLi5OBw4ccKupqKjQ+PHjFRQUJF9fXw0dOlRffPGFW01JSYmSkpLkcrnkcrmUlJSkEydOuNXk5eVpyJAh8vX1VVBQkCZMmKDKysprsdsAAAAAIMnmQFZeXq7OnTtr0aJFF13+/PPPa968eVq0aJF2796t0NBQ9e/fXydPnrRqJk2apHXr1mn16tXatm2bTp06pcGDB6u6utqqSUxMVFZWllJTU5WamqqsrCwlJSVZy6urqzVo0CCVl5dr27ZtWr16tdauXaspU6Zcu50HAAAA0Og1tXPjAwcO1MCBAy+6zBijBQsW6Mknn9S9994rSVq+fLlCQkL0+uuv65FHHlFpaamWLl2qFStWqF+/fpKklStXKiIiQps2bVJCQoJycnKUmpqqHTt2qEePHpKkJUuWKDY2VgcPHlRkZKTS0tKUnZ2tY8eOKTw8XJI0d+5cjR49WjNnzpS/v/91OBoAAAAAGpsG+wxZbm6uCgoKFB8fb81zOp3q06ePMjIyJEmZmZmqqqpyqwkPD1d0dLRVs337drlcLiuMSVLPnj3lcrncaqKjo60wJkkJCQmqqKhQZmbmJXusqKhQWVmZ2wsAAADAxU2cOFGJiYlKTEzUxIkT7W6nQWiwgaygoECSFBIS4jY/JCTEWlZQUCAvLy8FBARctiY4OLjW+oODg91qLtxOQECAvLy8rJqLmT17tvVcmsvlUkRExFXuJQAAANB4FBcXq7CwUIWFhSouLra7nQahwQaycxwOh9u0MabWvAtdWHOx+rrUXGj69OkqLS21XseOHbtsXwAAAABwvgYbyEJDQyWp1hWqoqIi62pWaGioKisrVVJSctmawsLCWusvLi52q7lwOyUlJaqqqqp15ex8TqdT/v7+bi8AAAAAuFINNpDdcsstCg0NVXp6ujWvsrJSW7duVa9evSRJXbt2laenp1tNfn6+9u/fb9XExsaqtLRUu3btsmp27typ0tJSt5r9+/crPz/fqklLS5PT6VTXrl2v6X4CAAAAaLxsHWXx1KlT+uyzz6zp3NxcZWVlKTAwUK1bt9akSZM0a9YstWvXTu3atdOsWbPUrFkzJSYmSpJcLpfGjBmjKVOmqGXLlgoMDNTUqVMVExNjjbrYoUMHDRgwQMnJyVq8eLEkaezYsRo8eLAiIyMlSfHx8YqKilJSUpJeeOEFHT9+XFOnTlVycjJXvQAAAABcM7YGsj179ujuu++2pidPnixJGjVqlJYtW6Zp06bpzJkzGjdunEpKStSjRw+lpaXJz8/P+sz8+fPVtGlTjRgxQmfOnFHfvn21bNkyeXh4WDWrVq3ShAkTrNEYhw4d6vbdZx4eHtq4caPGjRun3r17y8fHR4mJiZozZ861PgQAAKCRmDhxojWIQatWrfTiiy/a3BGAhsDWQBYXFydjzCWXOxwOpaSkKCUl5ZI13t7eWrhwoRYuXHjJmsDAQK1cufKyvbRu3VobNmz4zp4BAADq4tzocgBwvgb7DBkAAAAA3OgIZAAAAABgE1tvWQQAAABwbezo9aTdLdRS4SyxLglV5Jc0uB57Zsy87tvkChkAAAAA2IQrZMA1xqhaAOcBAACXQiADrjFG1QI4DwAAuBRuWQQAAAAAmxDIAAAAAMAm3LIIAABuOA1t5Dap4Y8uJ9kzwhzQ2HGFDAAAAABswhUyAAAAANeFyzilmvPeg0AGAAAA4PoYW9nR7hYaHG5ZBAAAAACbcIUMN5yG9pA0D3HjemuIP2OcBwAAXBxXyAAAAADAJlwhAwAAuA4YzADAxRDIAAAArgMGMwBwMdyyCAAAAAA2IZABAAAAgE0IZAAAAABgE54hA64xHuIGAADApRDIgGuMh7gB/jABAMClEMgAANccf5gAAODieIYMAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAAAAALAJgQwAAAAAbEIgAwAAAACbEMgAAAAAwCYEMgAAAACwCYEMAAAAAGxCIAMAAAAAmxDIAAAAAMAmDTqQpaSkyOFwuL1CQ0Ot5cYYpaSkKDw8XD4+PoqLi9OBAwfc1lFRUaHx48crKChIvr6+Gjp0qL744gu3mpKSEiUlJcnlcsnlcikpKUknTpy4HrsIAAAAoBFr0IFMkjp27Kj8/HzrtW/fPmvZ888/r3nz5mnRokXavXu3QkND1b9/f508edKqmTRpktatW6fVq1dr27ZtOnXqlAYPHqzq6mqrJjExUVlZWUpNTVVqaqqysrKUlJR0XfcTAAAAQOPT1O4GvkvTpk3droqdY4zRggUL9OSTT+ree++VJC1fvlwhISF6/fXX9cgjj6i0tFRLly7VihUr1K9fP0nSypUrFRERoU2bNikhIUE5OTlKTU3Vjh071KNHD0nSkiVLFBsbq4MHDyoyMvL67SwAAACARqXBXyE7dOiQwsPDdcstt+iXv/ylPv/8c0lSbm6uCgoKFB8fb9U6nU716dNHGRkZkqTMzExVVVW51YSHhys6Otqq2b59u1wulxXGJKlnz55yuVxWDQAAAABcCw36ClmPHj302muvqX379iosLNQzzzyjXr166cCBAyooKJAkhYSEuH0mJCRER48elSQVFBTIy8tLAQEBtWrOfb6goEDBwcG1th0cHGzVXEpFRYUqKiqs6bKysqvfSQAAAACNVoMOZAMHDrTex8TEKDY2VrfeequWL1+unj17SpIcDofbZ4wxteZd6MKai9VfyXpmz56tGTNmfOd+AAAAAMDFNPhbFs/n6+urmJgYHTp0yHqu7MKrWEVFRdZVs9DQUFVWVqqkpOSyNYWFhbW2VVxcXOvq24WmT5+u0tJS63Xs2LE67xsAAACAxucHFcgqKiqUk5OjsLAw3XLLLQoNDVV6erq1vLKyUlu3blWvXr0kSV27dpWnp6dbTX5+vvbv32/VxMbGqrS0VLt27bJqdu7cqdLSUqvmUpxOp/z9/d1eAAAAAHClGvQti1OnTtWQIUPUunVrFRUV6ZlnnlFZWZlGjRolh8OhSZMmadasWWrXrp3atWunWbNmqVmzZkpMTJQkuVwujRkzRlOmTFHLli0VGBioqVOnKiYmxhp1sUOHDhowYICSk5O1ePFiSdLYsWM1ePBgRlgEAAAAcE016ED2xRdf6MEHH9RXX32lVq1aqWfPntqxY4fatGkjSZo2bZrOnDmjcePGqaSkRD169FBaWpr8/PysdcyfP19NmzbViBEjdObMGfXt21fLli2Th4eHVbNq1SpNmDDBGo1x6NChWrRo0fXdWQAAAACNToMOZKtXr77scofDoZSUFKWkpFyyxtvbWwsXLtTChQsvWRMYGKiVK1fWtU0AAAAAqJMf1DNkAAAAAHAjIZABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYhEAGAAAAADYhkAEAAACATQhkAAAAAGATAhkAAAAA2IRABgAAAAA2IZABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYhEAGAAAAADYhkAEAAACATQhkAAAAAGATAhkAAAAA2IRABgAAAAA2IZABAAAAgE0IZAAAAABgEwIZAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYhEAGAAAAADYhkAEAAACATQhkAAAAAGATAhkAAAAA2IRABgAAAAA2IZABAAAAgE0IZBf4P//n/+iWW26Rt7e3unbtqg8//NDulgAAAADcoAhk51mzZo0mTZqkJ598Up988onuvPNODRw4UHl5eXa3BgAAAOAGRCA7z7x58zRmzBj9+te/VocOHbRgwQJFRETo5Zdftrs1AAAAADcgAtn/qqysVGZmpuLj493mx8fHKyMjw6auAAAAANzImtrdQEPx1Vdfqbq6WiEhIW7zQ0JCVFBQcNHPVFRUqKKiwpouLS2VJJWVldVLT+Wny+tlPY3O2YrvroGb+vqZvRY4D+qAc6BOOA9uMJwHddJQzwPOgTriPLhq9XkOnFuXMeaydQSyCzgcDrdpY0yteefMnj1bM2bMqDU/IiLimvQGXDOuuXZ3ANiP8wDgPACuwTlw8uRJuVyuSy4nkP2voKAgeXh41LoaVlRUVOuq2TnTp0/X5MmTremamhodP35cLVu2vGSIw7VVVlamiIgIHTt2TP7+/na3A1x3nAMA5wEgcR40BMYYnTx5UuHh4ZetI5D9Ly8vL3Xt2lXp6en6+c9/bs1PT0/XsGHDLvoZp9Mpp9PpNq9FixbXsk1cIX9/f/7xQaPGOQBwHgAS54HdLndl7BwC2XkmT56spKQkdevWTbGxsfrLX/6ivLw8Pfroo3a3BgAAAOAGRCA7zwMPPKCvv/5aTz/9tPLz8xUdHa133nlHbdq0sbs1AAAAADcgAtkFxo0bp3HjxtndBurI6XTqqaeeqnUrKdBYcA4AnAeAxHnwQ+Iw3zUOIwAAAADgmuCLoQEAAADAJgQyAAAAALAJgQwAAAAAbEIgww/azTffrAULFtjdBmA7zgU0Rlu2bJHD4dCJEyfsbgWwHefDDxeBDD8Iy5Yta/Bfun3kyBE5HA5lZWXZ3QpuYA35XCAU4lqKi4vTpEmT7G7jslJSUnT77bfb3QYagYZ6PhAK64ZABgAAGqyqqiq7WwAaDM6HGxOBDPXmzTffVExMjHx8fNSyZUv169dP5eXlqqmp0dNPP62bbrpJTqdTt99+u1JTU63PXeyvKVlZWXI4HDpy5Ii2bNmiX/3qVyotLZXD4ZDD4VBKSopVe/r0aT388MPy8/NT69at9Ze//MVadt9992n8+PHW9KRJk+RwOHTgwAFJ0tmzZ+Xn56d3331XkmSM0fPPP6+2bdvKx8dHnTt31ptvvml9vqSkRCNHjlSrVq3k4+Ojdu3a6dVXX5Uk3XLLLZKkn/zkJ3I4HIqLi6u3Y4sfloZ4LkjSv//9bz3wwAMKCAhQy5YtNWzYMB05csRavnv3bvXv319BQUFyuVzq06ePPv74Y7d1pKSkqHXr1nI6nQoPD9eECRMkffvX2qNHj+q3v/2t1Rsap7i4OE2YMEHTpk1TYGCgQkND3X5O8/LyNGzYMDVv3lz+/v4aMWKECgsLreXnrjK98soratu2rZxOp0aNGqWtW7fqxRdftH6+zv/ZzczMVLdu3dSsWTP16tVLBw8elCSVlpbKw8NDmZmZkr79Nz4wMFDdu3e3PvvXv/5VYWFh1vR3nSdbtmzRHXfcIV9fX7Vo0UK9e/fW0aNHtWzZMs2YMUP//Oc/rR6XLVtWvwcXPzgN6Xw45+2331bXrl3l7e2ttm3basaMGTp79qy1fN68eYqJiZGvr68iIiI0btw4nTp1ylp+9OhRDRkyRAEBAfL19VXHjh31zjvv6MiRI7r77rslSQEBAXI4HBo9enT9HtAblQHqwZdffmmaNm1q5s2bZ3Jzc83evXvNSy+9ZE6ePGnmzZtn/P39zV//+lfzr3/9y0ybNs14enqaTz/91BhjzPvvv28kmZKSEmt9n3zyiZFkcnNzTUVFhVmwYIHx9/c3+fn5Jj8/35w8edIYY0ybNm1MYGCgeemll8yhQ4fM7NmzTZMmTUxOTo4xxpg//elPJjo62lrv7bffboKCgsxLL71kjDEmIyPDNG3a1FrfE088YX784x+b1NRUc/jwYfPqq68ap9NptmzZYowx5rHHHjO333672b17t8nNzTXp6enm73//uzHGmF27dhlJZtOmTSY/P998/fXX1/ago0FqqOdCeXm5adeunXn44YfN3r17TXZ2tklMTDSRkZGmoqLCGGPMe++9Z1asWGGys7NNdna2GTNmjAkJCTFlZWXGGGPeeOMN4+/vb9555x1z9OhRs3PnTvOXv/zFGGPM119/bW666Sbz9NNPW72hcerTp4/x9/c3KSkp5tNPPzXLly83DofDpKWlmZqaGvOTn/zE/PSnPzV79uwxO3bsMF26dDF9+vSxPv/UU08ZX19fk5CQYD7++GPzz3/+05w4ccLExsaa5ORk6+fr7Nmz1jnTo0cPs2XLFnPgwAFz5513ml69elnr69Kli5kzZ44xxpisrCwTEBBgvLy8TGlpqTHGmLFjx5oHHnjAGPPd50lVVZVxuVxm6tSp5rPPPjPZ2dlm2bJl5ujRo+b06dNmypQppmPHjlaPp0+fvn4HHg1SQzsfUlNTjb+/v1m2bJk5fPiwSUtLMzfffLNJSUmxaubPn282b95sPv/8c/Pee++ZyMhI85vf/MZaPmjQINO/f3+zd+9ec/jwYfP222+brVu3mrNnz5q1a9caSebgwYMmPz/fnDhx4roc5x86AhnqRWZmppFkjhw5UmtZeHi4mTlzptu87t27m3Hjxhljvvs/ocYY8+qrrxqXy1Vr3W3atDH/8R//YU3X1NSY4OBg8/LLLxtjjNm7d69xOBymuLjYHD9+3Hh6eppnnnnG3H///cYYY2bNmmV69OhhjDHm1KlTxtvb22RkZLhtY8yYMebBBx80xhgzZMgQ86tf/eqixyA3N9dIMp988skljhIag4Z6LixdutRERkaampoaq6aiosL4+PiYd99996L7cvbsWePn52fefvttY4wxc+fONe3btzeVlZUXrW/Tpo2ZP3/+RZeh8ejTp4/56U9/6jave/fu5ve//71JS0szHh4eJi8vz1p24MABI8ns2rXLGPPtf0A9PT1NUVFRrfVOnDjRbd65c2bTpk3WvI0bNxpJ5syZM8YYYyZPnmwGDx5sjDFmwYIF5he/+IXp0qWL2bhxozHGmPbt21/xefL1118bSdYf6S701FNPmc6dO1/poUIj0NDOhzvvvNPMmjXL7XMrVqwwYWFhl9yH//mf/zEtW7a0pmNiYtwC3MV6OP/3GL4btyyiXnTu3Fl9+/ZVTEyM7r//fi1ZskQlJSUqKyvTl19+qd69e7vV9+7dWzk5OfWy7U6dOlnvHQ6HQkNDVVRUJEmKjo5Wy5YttXXrVn344Yfq3Lmzhg4dqq1bt0r69taTPn36SJKys7P1zTffqH///mrevLn1eu2113T48GFJ0m9+8xutXr1at99+u6ZNm6aMjIx62QfcOBrquZCZmanPPvtMfn5+1s92YGCgvvnmG+vnu6ioSI8++qjat28vl8sll8ulU6dOKS8vT5J0//3368yZM2rbtq2Sk5O1bt06t9tcgHPO/1mUpLCwMBUVFSknJ0cRERGKiIiwlkVFRalFixZu50GbNm3UqlWrOm3v3O2H53724+Li9OGHH6qmpkZbt25VXFyc4uLitHXrVhUUFOjTTz+1fg9813kSGBio0aNHKyEhQUOGDNGLL76o/Pz8qz9AaFQa0vmQmZmpp59+2u3/OcnJycrPz9fp06clSe+//7769++vH/3oR/Lz89NDDz2kr7/+WuXl5ZKkCRMm6JlnnlHv3r311FNPae/evVd5RHAhAhnqhYeHh9LT0/WPf/xDUVFRWrhwoSIjI5WbmytJtZ4nMcZY85o0aWLNO+dqHlr19PR0m3Y4HKqpqbHe33XXXdqyZYv1izg6OlrV1dXat2+fMjIyrGe9zn1m48aNysrKsl7Z2dnWc2QDBw7U0aNHNWnSJH355Zfq27evpk6desW94sbXUM+Fmpoade3a1e1nOysrS59++qkSExMlSaNHj1ZmZqYWLFigjIwMZWVlqWXLlqqsrJQkRURE6ODBg3rppZfk4+OjcePG6a677uIhc9RyqZ/F83/ez3fhfF9f3zpv79x6zv3s33XXXTp58qQ+/vhjffjhh4qLi1OfPn20detWvf/++woODlaHDh2sz3zXefLqq69q+/bt6tWrl9asWaP27dtrx44dV9UvGpeGdD7U1NRoxowZbj/f+/bt06FDh+Tt7a2jR4/qZz/7maKjo7V27VplZmbqpZdekvT/fx/9+te/1ueff66kpCTt27dP3bp108KFC6+qR7gjkKHeOBwO9e7dWzNmzNAnn3wiLy8vvffeewoPD9e2bdvcajMyMqxfgOf+6nP+XxkvHDrey8tL1dXVdeorLi5OW7Zs0ZYtWxQXFyeHw6E777xTc+bM0ZkzZ6wrFlFRUXI6ncrLy9Ntt93m9jr/r1etWrXS6NGjtXLlSi1YsMAaOMHLy0uS6twnbhwN8Vzo0qWLDh06pODg4Fo/3y6XS5L04YcfasKECfrZz36mjh07yul06quvvnJbj4+Pj4YOHao//elP2rJli7Zv3659+/Z9r97QeERFRSkvL0/Hjh2z5mVnZ6u0tNQ6Dy6lrj9fLpdLt99+uxYtWiSHw6GoqCjdeeed+uSTT7Rhwwbr6ph0ZeeJ9O3gTdOnT1dGRoaio6P1+uuvf68e0TjZcT506dJFBw8erPXzfdttt6lJkybas2ePzp49q7lz56pnz55q3769vvzyy1rriYiI0KOPPqq33npLU6ZM0ZIlS6y+JP4vdLUIZKgXO3fu1KxZs7Rnzx7l5eXprbfeUnFxsTp06KDf/e53eu6557RmzRodPHhQ//mf/6msrCxNnDhRkqzAk5KSok8//VQbN27U3Llz3dZ/880369SpU3rvvff01VdfWZfVr0RcXJwOHDigffv26c4777TmrVq1Sl26dJG/v78kyc/PT1OnTtVvf/tbLV++XIcPH9Ynn3yil156ScuXL5ck/fGPf9Tf/vY3ffbZZzpw4IA2bNhg/aMZHBwsHx8fpaamqrCwUKWlpd/7uOKHp6GeCyNHjlRQUJCGDRumDz/8ULm5udq6dasmTpyoL774wtr+ihUrlJOTo507d2rkyJHy8fGx1rFs2TItXbpU+/fv1+eff64VK1bIx8dHbdq0sXr74IMP9O9//7tWkAMkqV+/furUqZNGjhypjz/+WLt27dJDDz2kPn36qFu3bpf97M0336ydO3fqyJEj+uqrr6y/+F+JuLg4rVy5Un369JHD4VBAQICioqK0Zs0atxFxv+s8yc3N1fTp07V9+3YdPXpUaWlp+vTTT63fAzfffLNyc3OVlZWlr776ShUVFXU6Tmgc7Dgf/vjHP+q1115TSkqKDhw4oJycHK1Zs0Z/+MMfJEm33nqrzp49q4ULF1r/zv/5z392W8ekSZP07rvvKjc3Vx9//LE2b95snQNt2rSRw+HQhg0bVFxc7DY6Iy7DvsfXcCPJzs42CQkJplWrVsbpdJr27dubhQsXGmOMqa6uNjNmzDA/+tGPjKenp+ncubP5xz/+4fb5bdu2mZiYGOPt7W3uvPNO88Ybb7gNZGCMMY8++qhp2bKlkWSeeuopY8zFBxHo3LmztdyYbwc3aNWqlenWrZs179xACVOnTnX7bE1NjXnxxRdNZGSk8fT0NK1atTIJCQlm69atxhhj/vu//9t06NDB+Pj4mMDAQDNs2DDz+eefW59fsmSJiYiIME2aNHEbJQmNR0M+F/Lz881DDz1kgoKCjNPpNG3btjXJycnWaHMff/yx6datm3E6naZdu3bmjTfecFvvunXrTI8ePYy/v7/x9fU1PXv2dHt4fPv27aZTp07G6XQafr00XhcbbGDYsGFm1KhRxhhjjh49aoYOHWp8fX2Nn5+fuf/++01BQYFVe6mBMQ4ePGh69uxpfHx8rHPiSgbCMcaYt99+20gyixYtsuZNnDjRSDL79+93287lzpOCggIzfPhwExYWZry8vEybNm3MH//4R1NdXW2MMeabb74x9913n2nRooWRZF599dU6HUPcOBri+ZCammp69eplfHx8jL+/v7njjjusEXONMWbevHkmLCzM+Pj4mISEBPPaa6+5rffxxx83t956q3E6naZVq1YmKSnJfPXVV9bnn376aRMaGmocDoe1n7g8hzHnPawAAAAAALhuuGURAAAAAGxCIAMAAAAAmxDIAAAAAMAmBDIAAAAAsAmBDAAAAABsQiADAAAAAJsQyAAAAADAJgQyAACugZtvvlkLFiywuw0AQAPHF0MDAHANFBcXy9fXV82aNbO7FQBAA0YgAwDgPJWVlfLy8rK7DQBAI8EtiwCARi0uLk6PP/64Jk+erKCgIPXv31/Z2dn62c9+pubNmyskJERJSUn66quvrM+cPHlSI0eOlK+vr8LCwjR//nzFxcVp0qRJVs2Ftyzm5eVp2LBhat68ufz9/TVixAgVFhZay1NSUnT77bdrxYoVuvnmm+VyufTLX/5SJ0+evB6HAQBgEwIZAKDRW758uZo2baqPPvpIzz77rPr06aPbb79de/bsUWpqqgoLCzVixAirfvLkyfroo4/097//Xenp6frwww/18ccfX3L9xhgNHz5cx48f19atW5Wenq7Dhw/rgQcecKs7fPiw1q9frw0bNmjDhg3aunWrnn322Wu23wAA+zW1uwEAAOx222236fnnn5ck/fGPf1SXLl00a9Ysa/krr7yiiIgIffrppwoLC9Py5cv1+uuvq2/fvpKkV199VeHh4Zdc/6ZNm7R3717l5uYqIiJCkrRixQp17NhRu3fvVvfu3SVJNTU1WrZsmfz8/CRJSUlJeu+99zRz5sxrst8AAPsRyAAAjV63bt2s95mZmXr//ffVvHnzWnWHDx/WmTNnVFVVpTvuuMOa73K5FBkZecn15+TkKCIiwgpjkhQVFaUWLVooJyfHCmQ333yzFcYkKSwsTEVFRd9r3wAADRuBDADQ6Pn6+lrva2pqNGTIED333HO16sLCwnTo0CFJksPhcFt2uTGyjDG16i8239PT0225w+FQTU3Nle0EAOAHiWfIAAA4T5cuXXTgwAHdfPPNuu2229xevr6+uvXWW+Xp6aldu3ZZnykrK7OC2sVERUUpLy9Px44ds+ZlZ2ertLRUHTp0uKb7AwBo2AhkAACc57HHHtPx48f14IMPateuXfr888+Vlpamhx9+WNXV1fLz89OoUaP0u9/9Tu+//74OHDighx9+WE2aNLnoVTBJ6tevnzp16qSRI0fq448/1q5du/TQQw+pT58+brdLAgAaHwIZAADnCQ8P10cffaTq6molJCQoOjpaEydOlMvlUpMm3/7anDdvnmJjYzV48GD169dPvXv3VocOHeTt7X3RdTocDq1fv14BAQG666671K9fP7Vt21Zr1qy5nrsGAGiA+GJoAAC+p/Lycv3oRz/S3LlzNWbMGLvbAQD8gDCoBwAAV+mTTz7Rv/71L91xxx0qLS3V008/LUkaNmyYzZ0BAH5oCGQAANTBnDlzdPDgQXl5ealr16768MMPFRQUZHdbAIAfGG5ZBAAAAACbMKgHAAAAANiEQAYAAAAANiGQAQAAAIBNCGQAAAAAYBMCGQAAAADYhEAGAAAAADYhkAEAAACATQhkAAAAAGATAhkAAAAA2OT/AUZi/OwLi0ZrAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1,1, figsize=(10, 5))\n", "ax = sns.barplot(x='region', y= 'charges', hue='smoker', data=df, palette='PuRd')" ] }, { "cell_type": "markdown", "id": "5bf353c8", "metadata": {}, "source": [ "From this chart, we can conclude that smokers in all regions have higher medical costs compared to non-smokers. This is expected because smokers are more perceptible to lung and heart issues. Hence, the higher medical charges." ] }, { "cell_type": "markdown", "id": "5b6e995f", "metadata": {}, "source": [ "Finally, I will be looking at a very similar chart, once again. However, instead of smoking habits, I use the amount of children they have. " ] }, { "cell_type": "code", "execution_count": 10, "id": "38ce3967", "metadata": {}, "outputs": [], "source": [ "#When I was doing this I was getting an error so I forcefully have to conver the numpy.int64 into a string\n", "df['children'] = df['children'].astype(str)" ] }, { "cell_type": "code", "execution_count": 11, "id": "444f70b6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, 1, figsize=(10, 5))\n", "ax = sns.barplot(x='region', y='charges', hue='children', data=df, palette='BuPu')" ] }, { "cell_type": "markdown", "id": "5a9b2587", "metadata": {}, "source": [ "This chart holds a lot of varying data. In the southwest, people who have 2 children incur the highest amount of medical charges. In the southeast, people who have 3 children incur the highest amount of medical charges. Similarly, in the northwest, people who have 3 children incur the highest amount of medical charges. In the northeast, people who have 1 child incur the highest amount of medical charges" ] }, { "cell_type": "markdown", "id": "f94b35e2", "metadata": {}, "source": [ "What I found interesting is that for every region, people who had 5 kids had the least amount of medical charges. Considering the amount of kids, you would expect it to be on the higher side. " ] }, { "cell_type": "markdown", "id": "9b3c03f1", "metadata": {}, "source": [ "# Section 2: Data Analysis" ] }, { "cell_type": "markdown", "id": "6be5d30a", "metadata": {}, "source": [ "## 2.1 Linear Regression & Multi-Linear Regression" ] }, { "cell_type": "markdown", "id": "bbf0a809", "metadata": {}, "source": [ "### Single Variable Linear Regression" ] }, { "cell_type": "markdown", "id": "68bc80d8", "metadata": {}, "source": [ "Quickly creating a fresh dataset to work with. I personally like making new ones so old data does not get complicated with the new one. I am also converting the smoking habit variable into a numerical one instead of a categorical one." ] }, { "cell_type": "code", "execution_count": 12, "id": "0e168508", "metadata": {}, "outputs": [], "source": [ "dfreg = df.copy()\n", "dfreg['smoker']=dfreg['smoker'].replace({'yes': 1, 'no': 0})" ] }, { "cell_type": "code", "execution_count": 13, "id": "1c49588a", "metadata": {}, "outputs": [], "source": [ "# Splitting the testing and training data\n", "df_train, df_test = train_test_split(dfreg, test_size=0.5, random_state=0, stratify=df['sex'])" ] }, { "cell_type": "markdown", "id": "add7ddf7", "metadata": {}, "source": [ "Starting off with single variable linear regression, I am seeing how the the four features, age, bmi, amount of children, and smoking habits can affect the medical charges. " ] }, { "cell_type": "code", "execution_count": 14, "id": "e2cce340", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature: age, Train R^2 Score: 0.07107561005175234, Test R^2 Score: 0.10382549378652717\n", "Feature: bmi, Train R^2 Score: 0.04348328676829405, Test R^2 Score: 0.03042333839488698\n", "Feature: children, Train R^2 Score: 0.002596877727849556, Test R^2 Score: 0.0014353181766214584\n", "Feature: smoker, Train R^2 Score: 0.6107554823806964, Test R^2 Score: 0.6272669198275533\n" ] } ], "source": [ "features = ['age','bmi','children', 'smoker']\n", "\n", "#find the best predictor of charges\n", "from sklearn.linear_model import LinearRegression\n", "for feature in features: \n", " # Perform linear regression on each individual feature\n", " lreg = LinearRegression()\n", " lreg.fit(df_train[[feature]], df_train['charges'])\n", " \n", " # Calculating Training and testing scores\n", " score_train = lreg.score(df_train[[feature]], df_train['charges'])\n", " score_test = lreg.score(df_test[[feature]], df_test['charges'])\n", " \n", " # Printing the Training and Testing Scores to compare\n", " print(f'Feature: {feature}, Train R^2 Score: {score_train}, Test R^2 Score: {score_test}')" ] }, { "cell_type": "markdown", "id": "afda9876", "metadata": {}, "source": [ "We can see that the best feature of predicitng medical charges is whether or not the person is a smoker." ] }, { "cell_type": "markdown", "id": "38854c16", "metadata": {}, "source": [ "### Multi-Linear Regression & Single Linear Regression w/ 15 Models" ] }, { "cell_type": "markdown", "id": "8561d906", "metadata": {}, "source": [ "Now, I am doing linear regression with 15 different models, which holds different combinations of the features, trying to determine which combination is the best in predicting the medical charges. " ] }, { "cell_type": "code", "execution_count": 15, "id": "b5671535", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('age',): 0.07 0.10\n", "('bmi',): 0.04 0.03\n", "('children',): 0.00 0.00\n", "('smoker',): 0.61 0.63\n", "('age', 'bmi'): 0.10 0.13\n", "('age', 'children'): 0.07 0.11\n", "('age', 'smoker'): 0.70 0.74\n", "('bmi', 'children'): 0.05 0.04\n", "('bmi', 'smoker'): 0.65 0.66\n", "('children', 'smoker'): 0.61 0.63\n", "('age', 'bmi', 'children'): 0.11 0.13\n", "('age', 'bmi', 'smoker'): 0.73 0.76\n", "('age', 'children', 'smoker'): 0.70 0.74\n", "('bmi', 'children', 'smoker'): 0.66 0.66\n", "('age', 'bmi', 'children', 'smoker'): 0.74 0.76\n", "best subset: ('age', 'bmi', 'children', 'smoker') 0.76\n" ] } ], "source": [ "# List to store the best subset\n", "best_subset = []\n", "best_score = 0\n", "\n", "# For-loop that goes through each model\n", "for L in range(1, len(features) + 1):\n", " for subset in combinations(features, L):\n", " \n", " # Perform Linear Regression \n", " lreg = LinearRegression()\n", " lreg.fit(df_train[list(subset)], df_train['charges'])\n", " \n", " #Calculating testing and training scores\n", " test_score = lreg.score(df_test[list(subset)], df_test['charges'])\n", " train_score = lreg.score(df_train[list(subset)], df_train['charges'])\n", " \n", " print(f'{subset}: {train_score:.2f} {test_score:.2f}')\n", " \n", " # checking to see which test score is the best\n", " if test_score > best_score:\n", " best_score = test_score\n", " best_subset = subset\n", " \n", "# Printing the best subset and it's score \n", "print(f'best subset: {best_subset} {best_score:.2f}')" ] }, { "cell_type": "markdown", "id": "fa89fc40", "metadata": {}, "source": [ "We can conclude that the best combination of features is when it includes all four of the features, age, bmi, amount of children, and smoking habits. " ] }, { "cell_type": "markdown", "id": "f28be29f", "metadata": {}, "source": [ "### Multi-Linear Regression with Categorical Data" ] }, { "cell_type": "markdown", "id": "fe416703", "metadata": {}, "source": [ "Now, I am using multi-linear regression while using categorical data. This takes all of the the features, as well as the categorical data values to predict the medical insurance charges. This is a great tool because categorical variables play a key role in determining those costs, not just the numeric ones." ] }, { "cell_type": "code", "execution_count": 16, "id": "d6b12a66", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total R2: 0.7472962085818743 \n" ] } ], "source": [ "# Setting the features that I will be using and making the region into unique values\n", "features = ['age','bmi','children', 'smoker']\n", "region = dfreg['region'].unique()\n", "\n", "total_rsm = 0\n", "total_rsr = 0\n", "\n", "for r in region:\n", " # Getting the testing and training values of the dataset using the region\n", " df_train_region = df_train[df_train['region'] == r]\n", " df_test_region = df_test[df_test['region'] == r]\n", " \n", " # Performing Linear Regression and fitting the model\n", " lreg3 = LinearRegression()\n", " lreg3.fit(df_train_region[features], df_train_region['charges'])\n", " \n", " # Calculating the error to compare with the MSE and RSR values\n", " err = np.sum((df_test_region['charges'] - lreg3.predict(df_test_region[features])) ** 2)\n", " total_rsr += err\n", " \n", "ttotal_mse = total_rsr/ len(df_test)\n", "ttotal_r2 = 1 - ttotal_mse / np.var(df_test['charges'])\n", "\n", "print(f'Total R2: {ttotal_r2} ')" ] }, { "cell_type": "markdown", "id": "76e5350c", "metadata": {}, "source": [ "The R^2 value is pretty high, as it is closer to 1. When it is closer to 1, it means that the model is a good form of predicting the target variable, the medical charges." ] }, { "cell_type": "markdown", "id": "49744599", "metadata": {}, "source": [ "## 2.2 Correlation Map" ] }, { "cell_type": "markdown", "id": "748b90df", "metadata": {}, "source": [ "Reference for the Correlation Map was based off a past data analysis done and posted on Kaggle by Marie. This is the link: https://www.kaggle.com/code/mariapushkareva/medical-insurance-cost-with-linear-regression" ] }, { "cell_type": "markdown", "id": "69af7691", "metadata": {}, "source": [ "Here I use seaborn to construct a correlation map between all the variables within my data set. Based on the correlation matrix, we can easily see the correlation coefficients between each variable within the dataset. The darker the color is, the more positive relationship two variables have with each other. It's not surprising that smoking and charges have higher positive coefficients, which signifies a positive relationship between smoking and the result of charges." ] }, { "cell_type": "markdown", "id": "852aef52", "metadata": {}, "source": [ "This another way of telling us how signficant of an impact that smoking has on medical charges. On the other hand, gender has the least amount of impact regarding the medical charges." ] }, { "cell_type": "code", "execution_count": 17, "id": "d5ae225c", "metadata": {}, "outputs": [], "source": [ "# CHANGING THE CATEGORICAL DATA INTO NUMERICAL NUMBERS TO WORK WITH \n", "df_new = df.copy()\n", "df_new.drop('region', inplace=True, axis=1)\n", "df_new\n", "df_new['sex'] = df_new['sex'].replace({'male': 1, 'female': 0})\n", "df_new['smoker']=df_new['smoker'].replace({'yes': 1, 'no': 0})" ] }, { "cell_type": "code", "execution_count": 18, "id": "b3247a86", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(1, 1, figsize=(15,10))\n", "ax = sns.heatmap(df_new.corr(), annot=True, fmt=\".2f\", cmap='PuRd')" ] }, { "cell_type": "markdown", "id": "9588debc", "metadata": {}, "source": [ "## 2.3 Feature Scaling" ] }, { "cell_type": "markdown", "id": "b3da2e05", "metadata": {}, "source": [ "I wanted to look at feature scaling and how it works with linear regression. It allows the data to be more readible and makes it easier to work with. However, for ordinary least squares (OLS) regression, the scale of features does not matter. Yet, there are some other machine learning methods that I use later on within this project that utilize the scaled data." ] }, { "cell_type": "markdown", "id": "1f505610", "metadata": {}, "source": [ "### Min-Max Scaling" ] }, { "cell_type": "markdown", "id": "126a1248", "metadata": {}, "source": [ "Min-max simply scales the data to be in the range [0,1]" ] }, { "cell_type": "markdown", "id": "7fdff5ec", "metadata": {}, "source": [ "#### Making new Dataset To Work With" ] }, { "cell_type": "markdown", "id": "fd6d4b80", "metadata": {}, "source": [ "Once again, I making a new copy of the original data set and converting the smoking habit categorical values into numerical ones." ] }, { "cell_type": "code", "execution_count": 19, "id": "7ca0e33a", "metadata": {}, "outputs": [], "source": [ "df_medicaldata = df.copy()\n", "df_medicaldata['smoker']=df_medicaldata['smoker'].replace({'yes': 1, 'no': 0})" ] }, { "cell_type": "code", "execution_count": 20, "id": "ea7f9c67", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " age sex bmi children smoker region charges\n", "0 0.021739 female 0.321227 0.0 1.0 southwest 16884.92400\n", "1 0.000000 male 0.479150 0.2 0.0 southeast 1725.55230\n", "2 0.217391 male 0.458434 0.6 0.0 southeast 4449.46200\n", "3 0.326087 male 0.181464 0.0 0.0 northwest 21984.47061\n", "4 0.304348 male 0.347592 0.0 0.0 northwest 3866.85520\n", "... ... ... ... ... ... ... ...\n", "1333 0.695652 male 0.403820 0.6 0.0 northwest 10600.54830\n", "1334 0.000000 female 0.429379 0.0 0.0 northeast 2205.98080\n", "1335 0.000000 female 0.562012 0.0 0.0 southeast 1629.83350\n", "1336 0.065217 female 0.264730 0.0 0.0 southwest 2007.94500\n", "1337 0.934783 female 0.352704 0.0 1.0 northwest 29141.36030\n", "\n", "[1338 rows x 7 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Setting features and creating a new data frame with just those values\n", "features2 = ['age', 'bmi', 'children', 'smoker']\n", "new_df = df_medicaldata[features2]\n", "\n", "# Performing Min-Max Scaling\n", "scaler = MinMaxScaler()\n", "fitting = scaler.fit(new_df)\n", "\n", "#Creating new Dataframe with scaled data\n", "scaled_features = scaler.transform(new_df)\n", "new_medicaldata_df = pd.DataFrame(scaled_features, columns = features2)\n", "df_medicaldata[features2] = new_medicaldata_df\n", "df_medicaldata" ] }, { "cell_type": "markdown", "id": "f05d10c3", "metadata": {}, "source": [ "### Standard Scaler" ] }, { "cell_type": "markdown", "id": "a1407d4b", "metadata": {}, "source": [ "Standard scaling scales the data to have mean 0 and standard deviation." ] }, { "cell_type": "markdown", "id": "0f293c7e", "metadata": {}, "source": [ "#### Making new Dataset to work with" ] }, { "cell_type": "markdown", "id": "3378703e", "metadata": {}, "source": [ "Just like for min-max scaling, I made a new copy of the original data set and converting the smoking habit categorical values into numerical ones." ] }, { "cell_type": "code", "execution_count": 21, "id": "a7b9093c", "metadata": {}, "outputs": [], "source": [ "df_medicaldata2 = df.copy()\n", "df_medicaldata2['smoker']=df_medicaldata2['smoker'].replace({'yes': 1, 'no': 0})" ] }, { "cell_type": "code", "execution_count": 22, "id": "00b260ec", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1338 rows × 7 columns

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" ], "text/plain": [ " age sex bmi children smoker region charges\n", "0 -1.438764 female -0.453320 -0.908614 1.970587 southwest 16884.92400\n", "1 -1.509965 male 0.509621 -0.078767 -0.507463 southeast 1725.55230\n", "2 -0.797954 male 0.383307 1.580926 -0.507463 southeast 4449.46200\n", "3 -0.441948 male -1.305531 -0.908614 -0.507463 northwest 21984.47061\n", "4 -0.513149 male -0.292556 -0.908614 -0.507463 northwest 3866.85520\n", "... ... ... ... ... ... ... ...\n", "1333 0.768473 male 0.050297 1.580926 -0.507463 northwest 10600.54830\n", "1334 -1.509965 female 0.206139 -0.908614 -0.507463 northeast 2205.98080\n", "1335 -1.509965 female 1.014878 -0.908614 -0.507463 southeast 1629.83350\n", "1336 -1.296362 female -0.797813 -0.908614 -0.507463 southwest 2007.94500\n", "1337 1.551686 female -0.261388 -0.908614 1.970587 northwest 29141.36030\n", "\n", "[1338 rows x 7 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Peforming Standard Scaling\n", "news_df = df_medicaldata2[features2]\n", "scaler = StandardScaler()\n", "fitting2 = scaler.fit(news_df)\n", "\n", "# Putting Scaled Values into a new dataframe\n", "scaled_features2 = scaler.transform(news_df)\n", "new_medicaldata_df2 = pd.DataFrame(scaled_features2, columns = features2)\n", "df_medicaldata2[features2] = new_medicaldata_df2\n", "df_medicaldata2" ] }, { "cell_type": "markdown", "id": "51c513e1", "metadata": {}, "source": [ "### Scaling with Linear Regression" ] }, { "cell_type": "markdown", "id": "12c1ee8b", "metadata": {}, "source": [ "Here I am using the scaled features to calculate the R^2 through Linear Regression to see how good of a model this is." ] }, { "cell_type": "code", "execution_count": 42, "id": "d2d16f3b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LinearRegression()\n", "0.749694530346479\n", "LinearRegression()\n", "0.749694530346479\n" ] } ], "source": [ "# Performing Linear Regression with Min-Max Scaling\n", "lreg = LinearRegression()\n", "x = df_medicaldata[features2]\n", "y = df_medicaldata['charges']\n", "print(lreg.fit(x,y))\n", "print(lreg.score(x,y))\n", "\n", "# Performing Linear Regression with Standard Scaling\n", "lreg2 = LinearRegression()\n", "x2 = df_medicaldata2[features2]\n", "y2 = df_medicaldata2['charges']\n", "print(lreg2.fit(x2,y2))\n", "print(lreg2.score(x2,y2))" ] }, { "cell_type": "markdown", "id": "6495af22", "metadata": {}, "source": [ "As you can see, feature scaling does not affect the linear regression because it just scales the data by a specific amount. It produces a similar score that we saw from earlier through multi-linear regrssion." ] }, { "cell_type": "markdown", "id": "7ba37757", "metadata": {}, "source": [ "## 2.4 Ridge and Lasso Regression" ] }, { "cell_type": "markdown", "id": "0cb951dc", "metadata": {}, "source": [ "Within this section I am using Ridge and Lasso Regression. These are two forms of regularization that discourages learning a more complex or flexible model. This prevents overfitting the data, so the analysis of the data won't be inaccurate. " ] }, { "cell_type": "markdown", "id": "3de2cd3a", "metadata": {}, "source": [ "### Lasso Regression" ] }, { "cell_type": "markdown", "id": "234d95f0", "metadata": {}, "source": [ "In order to do the Lasso Regression, I will use an alpha level of 0.1. In addition, I will combine it with cross-validation, to estimate the performance of different models to choose the best one, and to estimates its prediction error on the new data. " ] }, { "cell_type": "code", "execution_count": 43, "id": "5b79d046", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fold 1 R^2 score: 0.761186850652237\n", "Fold 2 R^2 score: 0.7140983166223692\n", "Fold 3 R^2 score: 0.7391605810720623\n", "Fold 4 R^2 score: 0.7545657719345518\n", "Fold 5 R^2 score: 0.7646207525851663\n", "Average R^2 score: 0.7467264545732772\n", "Standard Deviation of R^2 0.01850730494031663\n" ] } ], "source": [ "# I will be using the df_new dataset that I created earlier when I made the correlation matrix\n", "featuresr = ['age', 'bmi', 'children', 'smoker']\n", "target = ['charges']\n", "Lasreg = Lasso(alpha = 0.1) \n", "kf = KFold(n_splits=5, shuffle=True, random_state=1)\n", "\n", "scores2 = []\n", "\n", "# Performing Cross-Validation\n", "k = 1\n", "for train_index, test_index in kf.split(df_new):\n", "\n", " X2_train, X2_test = df_new[featuresr].iloc[train_index], df_new[featuresr].iloc[test_index]\n", " y2_train, y2_test = df_new[target].iloc[train_index], df_new[target].iloc[test_index]\n", "\n", " # Performing Lasso Regression\n", " Lasreg.fit(X2_train, y2_train)\n", "\n", " \n", " y2_pred = Lasreg.predict(X2_test)\n", "\n", " score = r2_score(y2_test, y2_pred)\n", " scores2.append(score)\n", "\n", " k += 1\n", "\n", " \n", " print(f\"Fold {k-1} R^2 score:\", score)\n", " \n", "# Printing average r^2 Score and average standard deviation of R^2\n", "print(\"Average R^2 score:\", np.mean(scores2))\n", "print(\"Standard Deviation of R^2\", np.std(scores2))" ] }, { "cell_type": "markdown", "id": "01121bb8", "metadata": {}, "source": [ "As shown the data has an average R^2 Score of 0.75, which signals that this is a strong combination of values when it comes to analyzing the data." ] }, { "cell_type": "markdown", "id": "c2f067a7", "metadata": {}, "source": [ "### Ridge Regression" ] }, { "cell_type": "markdown", "id": "d24ecef9", "metadata": {}, "source": [ "As I do Ridge Regression, I will also be looking at the intercept and slope/coefficients of the regression, as well as it's coefficients. In addition, I will be utilizing an alpha value of 0.1 for the Ridge Regression." ] }, { "cell_type": "code", "execution_count": 44, "id": "756679d4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Y-Intercept: [-11564.48470539]\n", "Coefficients: [ 251.75851294 314.08630133 438.85903117 23623.9650244 ]\n" ] }, { "data": { "text/plain": [ "0.7952353564956216" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Setting the X and Y Values\n", "XR = df_new[features]\n", "yr = df_new[target]\n", "\n", "# Splitting the Data\n", "XR_train, XR_test, YR_train, YR_test = train_test_split(XR, yr, test_size=0.25, random_state=0)\n", "\n", "# Fitting the model\n", "ridgereg = Ridge(alpha=0.01)\n", "ridgereg.fit(XR_train , YR_train)\n", "\n", "# Printing the y-intercept and coefficients of the fitted Ridge Regression Model\n", "print(f'Y-Intercept: {ridgereg.intercept_}')\n", "print(f'Coefficients: {ridgereg.coef_[0]}')\n", "\n", "# Calculating the Ridge Score indiciating the proportion of variance that can be explained by the model\n", "ridgereg.score(XR_test, YR_test)" ] }, { "cell_type": "markdown", "id": "273597be", "metadata": {}, "source": [ "From the score that we received from the Ridge Regression we can tell that the acurracy of the model is good and strong, since it is close to one as it is around 0.80." ] }, { "cell_type": "markdown", "id": "f370dfe6", "metadata": {}, "source": [ "Even though the two regularization methods seem similar, they hold some differences. The difference between lasso and ridge is that lasso tends to produce sparse solutions as it encourages the coefficients to be exactly 0, or close to 0. This can be useful because it aids in selecting a subset of the features. In addition, ridge regression has a closed-form solution, while Lasso does not. " ] }, { "cell_type": "markdown", "id": "7c34e80a", "metadata": {}, "source": [ "## Little Data Refresh for the next 2 sections" ] }, { "cell_type": "code", "execution_count": 45, "id": "63c87f22", "metadata": {}, "outputs": [], "source": [ "# Create a new dataframe by copying the original data frame\n", "df_new2 = df.copy()\n", "\n", "# Replacing sex and smoking habits with numerical values\n", "df_new2['sex'] = df_new2['sex'].replace({'male': 1, 'female': 0})\n", "df_new2['smoker']=df_new2['smoker'].replace({'yes': 1, 'no': 0})\n", "\n", "# Setting the features and labels\n", "features5 = ['age', 'bmi']\n", "label = 'smoker'\n", "df_new2.dropna(subset=features + [label], inplace=True)\n", "\n", "# scale the features using similar code from earlier\n", "scaler = StandardScaler()\n", "df_new2[features5] = scaler.fit_transform(df_new2[features5])\n", "\n", "X4 = df_new2[features5]\n", "y4 = df_new2[label]" ] }, { "cell_type": "markdown", "id": "8c17fdc4", "metadata": {}, "source": [ "## 2.5 Logisitic Regression" ] }, { "cell_type": "markdown", "id": "a47ef069", "metadata": {}, "source": [ "### Multiclass Classification" ] }, { "cell_type": "markdown", "id": "65d760bf", "metadata": {}, "source": [ "Multiclass Classification assignes entities with two or more classes. Each entity is assigned to one class without any overlap. By combining it with logistic regression, it converts the loss function to the cross-entropy loss function and predict probability distribution to a multinomial probability distribution. " ] }, { "cell_type": "code", "execution_count": 46, "id": "3235db82", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training accuracy: 0.798\n", "Test accuracy: 0.788\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Splitting the data\n", "X4_train, X4_test, y4_train, y4_test = train_test_split(X4, y4, test_size=0.25, random_state=0)\n", "\n", "#(1) Performing Logistic Regression\n", "clf = LogisticRegression(penalty=None)\n", "clf.fit(X4_train, y4_train)\n", "\n", "#(2) Report the accuracy of the model\n", "score_train = clf.score(X4_train, y4_train)\n", "score_test = clf.score(X4_test, y4_test)\n", "print(f\"Training accuracy: {score_train:.3f}\")\n", "print(f\"Test accuracy: {score_test:.3f}\")\n", "\n", "#(3) Visualize the decision boundary\n", "fig, ax = plt.subplots()\n", "db_display = DecisionBoundaryDisplay.from_estimator(clf, X4, grid_resolution = 200, response_method = 'predict', cmap= 'BuPu', alpha = 0.5, ax=ax)\n", "sns.scatterplot(data = df_new2, x = X4[features5[0]], y = X4[features5[1]], hue = \"smoker\")\n", "\n", "# Titles and Labels\n", "ax.set_title('Smoker Logistic Regression Decision Boundary')\n", "ax.set_xlabel('Age')\n", "ax.set_ylabel('Bmi')\n", "\n", "# Show Plot\n", "plt.show() " ] }, { "cell_type": "markdown", "id": "ef1503c7", "metadata": {}, "source": [ "This graph does not seem that useful as there is no clear boundary lines or distinctions. This is probably do to the data used. Age, Bmi, and Smoking habits does not seem like the best choices to graph with. However, the acurracy values are quite useful. They are close 0.80, which is relatively high accuracy. Even though the graph may seem confusing and not helpful, the three variables have a great strong connection when prediciting an accurate value for the medical insurance charges." ] }, { "cell_type": "markdown", "id": "dcd82682", "metadata": {}, "source": [ "## 2.6 kNN Classifier" ] }, { "cell_type": "markdown", "id": "dd9e30b3", "metadata": {}, "source": [ "To start with kNN classifier, I want to find the optimal value of k, that is going to work well with my data" ] }, { "cell_type": "code", "execution_count": 47, "id": "54dbe0c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The best k is 8 with an average accuracy of 0.7877\n" ] } ], "source": [ "# USING THE DF_NEW2 DATASET BECAUSE IT HAS THE FEATURES NUMERICAL INSTEAD OF CATEGORICAL MINUS THE REGION COLUMN\n", "# FIND THE BEST VALUE OF 'k' TO WORK WITH\n", "\n", "k = range(1,10)\n", "\n", "kf = KFold(n_splits = 5, shuffle=True, random_state=0)\n", "\n", "average_accuracies = []\n", "for _ in k:\n", " scores = []\n", " \n", " for train_index, test_index in kf.split(df):\n", " \n", " # Splitting the Data\n", " X_train, X_test = df_new2[features5].iloc[train_index], df_new2[features5].iloc[test_index]\n", " y_train, y_test = df_new2[label].iloc[train_index], df_new2[label].iloc[test_index]\n", " \n", " # Performing kNN Classifier\n", " kNN = KNeighborsClassifier(n_neighbors=_)\n", " \n", " kNN.fit(X_train, y_train)\n", "\n", " \n", " y_pred = kNN.predict(X_test)\n", " \n", " # Calculating Score\n", " score = accuracy_score(y_test, y_pred)\n", " scores.append(score)\n", " \n", " # Calculating accuracies\n", " average_accuracy = np.mean(scores)\n", " average_accuracies.append(average_accuracy)\n", "\n", "# determining best k-value with the best accuracy\n", "best_k = k[np.argmax(average_accuracies)]\n", "best_accuracy = max(average_accuracies)\n", "\n", "print(f\"The best k is {best_k} with an average accuracy of {best_accuracy:.4f}\")" ] }, { "cell_type": "markdown", "id": "2afd978b", "metadata": {}, "source": [ "Utilizing the optimal k value we found and redoing the K-Nearest Neighbors Classifcation again." ] }, { "cell_type": "code", "execution_count": 48, "id": "a4ffb51c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The accuracy of the model is: 0.80\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 9\n", "\n", "knn = KNeighborsClassifier(n_neighbors=k)\n", "knn.fit(X4,y4)\n", "\n", "#(2)\n", "y_pred3 = knn.predict(X4)\n", "accuracy = accuracy_score(y4, y_pred3)\n", "\n", "print(f\"The accuracy of the model is: {accuracy:.2f}\")\n", "\n", "#(3)\n", "from sklearn.inspection import DecisionBoundaryDisplay\n", "fig, ax = plt.subplots()\n", "db_display = DecisionBoundaryDisplay.from_estimator(knn, X4, grid_resolution = 200, response_method = 'predict', cmap= 'PuRd', alpha = 0.5, ax=ax)\n", "sns.scatterplot(data = df_new2, x = X4[features5[0]], y = X4[features5[1]], hue = \"sex\")\n", "\n", "ax.set_title('Region Logistic Regression Decision Boundary')\n", "ax.set_xlabel('age')\n", "ax.set_ylabel('bmi')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b4664e46", "metadata": {}, "source": [ "Just like the Multiclass Classification for Logistic Regression, the graph for the kNN Classifier does not seem as useful to us in easily identifying patterns within the data. However, we get that same accuracy score of 0.80, which like I said earlier, is a relatively high value. Hence, the three variables age, bmi, and region have a strong correlation to the predicting medical charges. " ] }, { "cell_type": "markdown", "id": "63ccdf78", "metadata": {}, "source": [ "# Section 3: Testing/Playing around with Statsmodel" ] }, { "cell_type": "markdown", "id": "4691144b", "metadata": {}, "source": [ "References: These were some references that I used to get a good sense of how statsmodel works. They helped me understand the coding and tables, and utilizing the package to do linear regression: \n", "https://www.youtube.com/watch?v=U7D1h5bbpcs, https://www.youtube.com/watch?v=XynxBvUGgFk, https://www.youtube.com/watch?v=_XAurJJQ7jw" ] }, { "cell_type": "markdown", "id": "26b727e1", "metadata": {}, "source": [ "Here I am taking my original dataset and analyzing it using statsmodel. I am going to look at the different indepdent variables within the dataset and see how it affects the dependent variable, medical charges. Along with this, I will be checking some assumptions about the dataset that we might initially have regarding the data, as well. " ] }, { "cell_type": "markdown", "id": "811fc301", "metadata": {}, "source": [ "## Fresh Dataset " ] }, { "cell_type": "markdown", "id": "1461faa5", "metadata": {}, "source": [ "I am just recopying the original dataset and swapping out all the string values of region into numerical values" ] }, { "cell_type": "code", "execution_count": 49, "id": "16d07b14", "metadata": {}, "outputs": [], "source": [ "df_stats = df.copy()\n", "df_stats\n", "df_stats['region'] = df_stats['region'].replace({'southwest': 1, 'southeast': 2, 'northeast': 3, 'northwest': 4})\n", "df_stats['sex'] = df_stats['sex'].replace({'male': 1, 'female': 0})\n", "df_stats['smoker']=df_stats['smoker'].replace({'yes': 1, 'no': 0})" ] }, { "cell_type": "code", "execution_count": 50, "id": "a23a6672", "metadata": {}, "outputs": [], "source": [ "# my code orginally wasn't working because I needed to convert the dtype of children from an object to an int64\n", "df_stats['children'] = df_stats['children'].astype(int)" ] }, { "cell_type": "code", "execution_count": 51, "id": "aba27460", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "age int64\n", "sex int64\n", "bmi float64\n", "children int64\n", "smoker int64\n", "region int64\n", "charges float64\n", "dtype: object\n" ] } ], "source": [ "# Double checking that the dtype of children was changed\n", "print(df_stats.dtypes)" ] }, { "cell_type": "markdown", "id": "be0dc248", "metadata": {}, "source": [ "Here I am using the statsmodel to apply an OLS regression to the data. I set my features/x-variables to be age, smoker, region, bmi, sex, and children. My y-varialbe is the medical insurance charges." ] }, { "cell_type": "code", "execution_count": 52, "id": "eb3268d2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: charges R-squared: 0.750\n", "Model: OLS Adj. R-squared: 0.749\n", "Method: Least Squares F-statistic: 666.8\n", "Date: Wed, 12 Jun 2024 Prob (F-statistic): 0.00\n", "Time: 22:52:53 Log-Likelihood: -13549.\n", "No. Observations: 1338 AIC: 2.711e+04\n", "Df Residuals: 1331 BIC: 2.715e+04\n", "Df Model: 6 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const -1.299e+04 1076.314 -12.067 0.000 -1.51e+04 -1.09e+04\n", "age 257.4339 11.894 21.644 0.000 234.101 280.767\n", "smoker 2.383e+04 412.180 57.822 0.000 2.3e+04 2.46e+04\n", "region 281.4127 151.914 1.852 0.064 -16.604 579.430\n", "bmi 330.4350 27.738 11.913 0.000 276.020 384.850\n", "sex -128.9691 333.057 -0.387 0.699 -782.342 524.404\n", "children 473.5249 137.731 3.438 0.001 203.331 743.718\n", "==============================================================================\n", "Omnibus: 298.485 Durbin-Watson: 2.092\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 709.154\n", "Skew: 1.207 Prob(JB): 1.02e-154\n", "Kurtosis: 5.625 Cond. No. 334.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "featuress = ['age','smoker','region','bmi','sex','children']\n", "Xs = df_stats[featuress]\n", "ys= df_stats['charges']\n", "Xs = sm.add_constant(Xs)\n", "model = sm.OLS(ys, Xs).fit()\n", "model.params\n", "print(model.summary())" ] }, { "cell_type": "markdown", "id": "9b0b905b", "metadata": {}, "source": [ "## Checking Assumptions of Linear Relationships" ] }, { "cell_type": "markdown", "id": "da3c75f9", "metadata": {}, "source": [ "These are a set of scatterplots that have all the independent variables(sex, age, children, bmi, smoker) on the x-axis and the dependent variable(charges) on the y-axis. " ] }, { "cell_type": "markdown", "id": "9dd4ae2e", "metadata": {}, "source": [ "I am able to use this data to cross reference with the chart above. For instance, if you look at the coefficent values(coef), The very large coefficents and very small coefficients correlates with a lack of linearity. However, we see that BMI and Age have more of a linear trend comapred to the the rest of the dependent variables. " ] }, { "cell_type": "code", "execution_count": 53, "id": "f4f4e430", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams[\"figure.figsize\"] = (20,15)\n", "fig, ((ax1, ax2), (ax3, ax4), (ax5, ax6)) = plt.subplots(3,2)\n", "\n", "# Creating Scatter plot for Age and Residuals\n", "ax1.scatter(Xs['age'], ys)\n", "ax1.set_xlabel('Age')\n", "ax1.set_ylabel('Charges')\n", "\n", "# Creating Scatter plot for Children and Charges\n", "ax2.scatter(Xs['children'], ys)\n", "ax2.set_xlabel('Children')\n", "ax2.set_ylabel('Charges')\n", "\n", "# Creating Scatter plot for Region and Charges\n", "ax3.scatter(Xs['region'], ys)\n", "ax3.set_xlabel('Region')\n", "ax3.set_ylabel('Charges')\n", "\n", "# Creating Scatter plot for BMI and Charges\n", "ax4.scatter(Xs['bmi'], ys)\n", "ax4.set_xlabel('BMI')\n", "ax4.set_ylabel('Charges')\n", "\n", "# Creating Scatter plot for Sex and Charges\n", "ax5.scatter(Xs['sex'], ys)\n", "ax5.set_xlabel('Sex')\n", "ax5.set_ylabel('Charges')\n", "\n", "# Creating Scatter plot for Smoking Habits and Charges\n", "ax6.scatter(Xs['smoker'], ys)\n", "ax6.set_xlabel('Smoker')\n", "ax6.set_ylabel('Charges')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "fcf1fe39", "metadata": {}, "source": [ "## Checking Assumptions of Multicollinearity" ] }, { "cell_type": "code", "execution_count": 54, "id": "a8ccbcca", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'age': 1.0153181878142519,\n", " 'smoker': 1.0066139993562166,\n", " 'region': 1.025545147468304,\n", " 'bmi': 1.0402422340134285,\n", " 'sex': 1.008878673337003,\n", " 'children': 1.002254148665187}" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "{Xs.columns[i]: variance_inflation_factor(Xs.values, i) for i in range(1, Xs.shape[1])}" ] }, { "cell_type": "markdown", "id": "195fead6", "metadata": {}, "source": [ "Here we are looking at the values of the variance inflation factor, which is a measure of the amount of multicollinearity in regression analysis. Multicollinearity exists when there is a correlation between multiple indepdendent variables in a multi-linear regression model. " ] }, { "cell_type": "markdown", "id": "1d058cc4", "metadata": {}, "source": [ "None of the independent variables have a high VIF(variance inflation factor), so they are useful for the data. If one of the variables were to have a high VIF, then you would have to take them of the data analysis" ] }, { "cell_type": "markdown", "id": "c82d95e5", "metadata": {}, "source": [ "## Checking Assumptions of Homoscedasticity " ] }, { "cell_type": "markdown", "id": "888c5d1e", "metadata": {}, "source": [ "Homoscedasticity is the measure of constant variance within the model. This takes the residuals within the model and uses the variance of those residuals to see if they are unequal over a range of measured values. In this case it is seeing if there is equal or similar variance in the independent variables(sex, age, bmi, gender, region, children). Most of the data should be near the vertical line at 0, which it is, however there is some data that is further away from this line scattered in smaller clusters." ] }, { "cell_type": "code", "execution_count": 55, "id": "de831527", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "residuals = model.resid\n", "plt.scatter(ys, residuals, color='m')\n", "plt.plot(ys, [0]*len(ys), color='k')" ] }, { "cell_type": "markdown", "id": "0ae64914", "metadata": {}, "source": [ "## Checking Assumptions of Autocorrelation of Errors" ] }, { "cell_type": "code", "execution_count": 56, "id": "ea81b5e1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(residuals.index, residuals, color='m')" ] }, { "cell_type": "markdown", "id": "2f7c81a7", "metadata": {}, "source": [ "This assumption is when you are not able to catch the error within the model. Above is an error chart, which relays this. If there is a pattern that is noticeable, then that means that there is an error that is correlated. And if that happens, you have to see what variables are causing this error and go back and change them to get rid of this autocorrelation, so, you can have more accurate variables that capture more patterns of the data." ] }, { "cell_type": "markdown", "id": "2ea50e8f", "metadata": {}, "source": [ "There doesn't seem to be an apparent pattern within my data, so the variables are a good fit for the data analysis." ] }, { "cell_type": "markdown", "id": "c836e23f", "metadata": {}, "source": [ "## Checking Assumptions of Residual Normality" ] }, { "cell_type": "markdown", "id": "68057f27", "metadata": {}, "source": [ "Within the data, the residuals should be normal. This can be shown throw a QQPlot, which all the residuals should ideally be in a straight line. If there is more deviation then that means the residuals are not normally distributed." ] }, { "cell_type": "markdown", "id": "fadd5768", "metadata": {}, "source": [ "Below, we can see that there is some disparity towards the very end of the line, once it hits the 1.5 theoretical quanties. Those data points must not have residuals that are normally distributed." ] }, { "cell_type": "code", "execution_count": 57, "id": "cef1a613", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "residuals = model.resid\n", "sm.qqplot(residuals)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 58, "id": "cff6ccb8", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/wiqui/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pnTt3BmbWX/dv//ZvzS5Mkvbt26f7779f48aNkyT17NlTb7zxhg4cOCDpq9l0Xl6e5s2bpwcffFCStHbtWrndbq1fv17p6en1ntfv98vv9wf2KyoqQlIvAACh1qQZ9YIFC5SWlqadO3fqs88+U1lZWdAWKvfcc4927typjz/+WJL05z//WXv37tVPfvITSV/N7EtLS5WWlhZ4jdPp1PDhw1VQUNDgeXNycuRyuQJbQkJCyGoGACCUmjSjfvXVV7VmzRpNmzYt1PUE+eUvf6ny8nIlJyerXbt2qqmp0csvv6xHHnlEklRaWipJcrvdQa9zu906c+ZMg+fNzMzUnDlzAvsVFRWENQDASk0K6qqqKg0bNizUtdTxhz/8QevWrdP69evVt29fFRUVKSMjQ16vN+iqc4fDEfQ6Y0ydY1/ndDrldDpbrG4AAEKlSUvfP//5z7V+/fpQ11LHc889p+eff16TJ09Wv379NG3aND399NPKyfnqazQej0fS32bWV/l8vjqzbAAAWqMmzai//PJLrVy5Ujt27NCdd96p6OjooPbc3NyQFPfFF1/olluC/5Zo165d4OK1xMREeTwe5efn66677pL01Wx/9+7dWrRoUUhqAAAgkpoU1IcOHdKAAQMkSUeOHAlqa2zJ+UZNmDBBL7/8snr06KG+ffvqww8/VG5urn72s58FflZGRoays7OVlJSkpKQkZWdnq2PHjpoyZUrI6gAAIFKaFNS7du0KdR31Wrp0qebPn68ZM2bI5/PJ6/UqPT1dL7zwQqDP3LlzVVlZqRkzZqisrExDhgzR9u3bFRsbG5YaAQBoSU3+HnU4xMbGKi8vT3l5eQ32cTgcysrKUlZWVtjqAgAgXJoU1CNGjGh0ifvdd99tckEAAOBvmhTUVz+fvqq6ulpFRUU6cuRInYd1AACApmtSUC9ZsqTe41lZWbp06VKzCgIAAH/TpO9RN+SnP/1pyO7zDQAAQhzU+/btU4cOHUJ5SgAA2rQmLX1ffVLVVcYYlZSU6MCBA5o/f35ICgMAAE0MapfLFbR/yy23qHfv3nrppZeCnmQFAACap0lBvXr16lDXAQAA6tGsG54UFhbq+PHjcjgc6tOnT+B+2wAAIDSaFNQ+n0+TJ0/We++9p1tvvVXGGJWXl2vEiBHasGGDvv3tb4e6TgAA2qQmBfWsWbNUUVGho0eP6nvf+54k6dixY5o+fbpmz56tN954I6RFonUbe/9DKvFdqLft9NmzSg5zPQDQmjQpqN955x3t2LEjENKS1KdPH73yyitcTIY6SnwXlPxoTr1tJ+c/HOZqAKB1adL3qGtra+s8g1qSoqOjA8+KBgAAzdekoP7xj3+sp556Sp9++mng2Pnz5/X0009r5MiRISsOAIC2rklBvWzZMl28eFE9e/bU3/3d3+k73/mOEhMTdfHiRS1dujTUNQIA0GY16TPqhIQEHTx4UPn5+froo49kjFGfPn00atSoUNcHAECbdkMz6nfffVd9+vRRRUWFJGn06NGaNWuWZs+ercGDB6tv3756//33W6RQAADaohsK6ry8PP3iF79Q586d67S5XC6lp6crNzc3ZMUBANDW3VBQ//nPf9Z9993XYHtaWpoKCwubXRQAAPjKDQX1X/7yl3q/lnVVVFSU/vrXvza7KAAA8JUbCurbbrtNhw8fbrD90KFD6t69e7OLAgAAX7mhoP7JT36iF154QV9++WWdtsrKSr344osaP358yIoDAKCtu6GvZ/3617/Wpk2b9N3vflczZ85U79695XA4dPz4cb3yyiuqqanRvHnzWqpWAADanBsKarfbrYKCAj3xxBPKzMyUMUaS5HA4NGbMGC1fvlxut7tFCgUAoC264Rue3HHHHXr77bdVVlamkydPyhijpKQkdenSpSXqAwCgTWvSnckkqUuXLho8eHAoawEAAN/QpHt9AwCA8CCoAQCwGEENAIDFCGoAACxGUAMAYDGCGgAAixHUAABYjKAGAMBiBDUAABYjqAEAsBhBDQCAxQhqAAAsRlADAGAxghoAAIsR1AAAWIygBgDAYgQ1AAAWI6gBALAYQQ0AgMUIagAALEZQAwBgMeuD+vz58/rpT3+q+Ph4dezYUQMGDFBhYWGg3RijrKwseb1excTEKDU1VUePHo1gxQAAhI7VQV1WVqa7775b0dHR2rp1q44dO6bf/e53uvXWWwN9Fi9erNzcXC1btkz79++Xx+PR6NGjdfHixcgVDgBAiERFuoDGLFq0SAkJCVq9enXgWM+ePQP/2xijvLw8zZs3Tw8++KAkae3atXK73Vq/fr3S09PDXTIAACFl9Yx6y5YtGjRokP7hH/5B3bp101133aXXXnst0F5cXKzS0lKlpaUFjjmdTg0fPlwFBQUNntfv96uioiJoAwDARlYH9alTp7RixQolJSVp27ZtevzxxzV79mz9+7//uySptLRUkuR2u4Ne53a7A231ycnJkcvlCmwJCQkt9yYAAGgGq4O6trZW3//+95Wdna277rpL6enp+sUvfqEVK1YE9XM4HEH7xpg6x74uMzNT5eXlge3cuXMtUj8AAM1ldVB3795dffr0CTr2ve99T2fPnpUkeTweSaoze/b5fHVm2V/ndDrVuXPnoA0AABtZfTHZ3XffrRMnTgQd+/jjj3XHHXdIkhITE+XxeJSfn6+77rpLklRVVaXdu3dr0aJFYa8XiKSx9z+kEt+Fetu6d4vX1rc2hrkiAKFgdVA//fTTGjZsmLKzszVp0iT96U9/0sqVK7Vy5UpJXy15Z2RkKDs7W0lJSUpKSlJ2drY6duyoKVOmRLh6ILxKfBeU/GhOvW0frc4MczUAQsXqoB48eLA2b96szMxMvfTSS0pMTFReXp6mTp0a6DN37lxVVlZqxowZKisr05AhQ7R9+3bFxsZGsPK2p7HZ3OmzZ5Uc5noA4GZhdVBL0vjx4zV+/PgG2x0Oh7KyspSVlRW+olBHY7O5k/MfDnM1AHDzsPpiMgAA2jqCGgAAixHUAABYjKAGAMBiBDUAABYjqAEAsBhBDQCAxQhqAAAsRlADAGAxghoAAIsR1AAAWIygBgDAYgQ1AAAWI6gBALAYQQ0AgMUIagAALEZQAwBgMYIaAACLEdQAAFiMoAYAwGIENQAAFiOoAQCwGEENAIDFCGoAACxGUAMAYDGCGgAAixHUAABYjKAGAMBiBDUAABYjqAEAsBhBDQCAxQhqAAAsRlADAGAxghoAAIsR1AAAWIygBgDAYlGRLgCwXfGpUxowNLXetu7d4rX1rY3hLQhAm0JQA9dQIyn50Zx62z5anRneYgC0OSx9AwBgMWbUlhh7/0Mq8V2ot43lVQBouwhqS5T4LrC8CgCog6VvAAAsRlADAGAxghoAAIsR1AAAWIygBgDAYgQ1AAAWa1VBnZOTI4fDoYyMjMAxY4yysrLk9XoVExOj1NRUHT16NHJFAgAQQq3me9T79+/XypUrdeeddwYdX7x4sXJzc7VmzRp997vf1W9+8xuNHj1aJ06cUGxsbISqrV9jNzU5ffasksNcDwDAfq0iqC9duqSpU6fqtdde029+85vAcWOM8vLyNG/ePD344IOSpLVr18rtdmv9+vVKT0+PVMn1auymJifnPxzmagAArUGrWPp+8sknNW7cOI0aNSroeHFxsUpLS5WWlhY45nQ6NXz4cBUUFDR4Pr/fr4qKiqANAAAbWT+j3rBhgw4ePKj9+/fXaSstLZUkud3uoONut1tnzpxp8Jw5OTlasGBBaAsFAKAFWD2jPnfunJ566imtW7dOHTp0aLCfw+EI2jfG1Dn2dZmZmSovLw9s586dC1nNAACEktUz6sLCQvl8Pg0cODBwrKamRnv27NGyZct04sQJSV/NrLt37x7o4/P56syyv87pdMrpdLZc4QAAhIjVM+qRI0fq8OHDKioqCmyDBg3S1KlTVVRUpF69esnj8Sg/Pz/wmqqqKu3evVvDhg2LYOUAAISG1TPq2NhYpaSkBB3r1KmT4uPjA8czMjKUnZ2tpKQkJSUlKTs7Wx07dtSUKVMiUTIAACFldVBfj7lz56qyslIzZsxQWVmZhgwZou3bt1v3HWoAAJqi1QX1e++9F7TvcDiUlZWlrKysiNQDAEBLsvozagAA2jqCGgAAixHUAABYjKAGAMBire5iMgA3rvjUKQ0YmlrnePdu8dr61sbwFwTguhHUQBtQI9X75LaPVmeGvxgAN4SlbwAALEZQAwBgMYIaAACLEdQAAFiMoAYAwGIENQAAFiOoAQCwGEENAIDFCGoAACxGUAMAYDGCGgAAixHUAABYjKAGAMBiBDUAABYjqAEAsBhBDQCAxQhqAAAsRlADAGAxghoAAIsR1AAAWIygBgDAYgQ1AAAWI6gBALAYQQ0AgMUIagAALEZQAwBgMYIaAACLEdQAAFgsKtIFAIic4lOnNGBoar1t3bvFa+tbG8NbEIA6CGqgDauRlPxoTr1tH63ODG8xAOpFUAPNwIwUQEsjqIFmYEYKoKVxMRkAABYjqAEAsBhBDQCAxQhqAAAsRlADAGAxghoAAIsR1AAAWIzvUeO6jb3/IZX4LtTbdvrsWSWHuR4AaAsIaly3Et+FBm/ucXL+w2GuBgDaBpa+AQCwmNVBnZOTo8GDBys2NlbdunXTAw88oBMnTgT1McYoKytLXq9XMTExSk1N1dGjRyNUMQAAoWV1UO/evVtPPvmkPvjgA+Xn5+vKlStKS0vT5cuXA30WL16s3NxcLVu2TPv375fH49Ho0aN18eLFCFYOAEBoWP0Z9TvvvBO0v3r1anXr1k2FhYW69957ZYxRXl6e5s2bpwcffFCStHbtWrndbq1fv17p6en1ntfv98vv9wf2KyoqWu5NAADQDFYH9TeVl5dLkuLi4iRJxcXFKi0tVVpaWqCP0+nU8OHDVVBQ0GBQ5+TkaMGCBS1fcIjwKEUAaLtaTVAbYzRnzhzdc889SklJkSSVlpZKktxud1Bft9utM2fONHiuzMxMzZkzJ7BfUVGhhISEFqg6NHiUIgC0Xa0mqGfOnKlDhw5p7969ddocDkfQvjGmzrGvczqdcjqdIa8RAIBQs/pisqtmzZqlLVu2aNeuXbr99tsDxz0ej6S/zayv8vl8dWbZAAC0RlYHtTFGM2fO1KZNm/Tuu+8qMTExqD0xMVEej0f5+fmBY1VVVdq9e7eGDRsW7nIBAAg5q5e+n3zySa1fv15vvfWWYmNjAzNnl8ulmJgYORwOZWRkKDs7W0lJSUpKSlJ2drY6duyoKVOmRLh6AACaz+qgXrFihSQpNTU16Pjq1av1T//0T5KkuXPnqrKyUjNmzFBZWZmGDBmi7du3KzY2NszV3jwauqc39/MGgPCzOqiNMdfs43A4lJWVpaysrJYvqI1o6J7e3M8bAMLP6s+oAQBo66yeUQOIHG60A9iBoAZQL260A9iBpW8AACzGjBpoRRq6Il/iqnzgZkVQA61IQ1fkS1yVD9ysWPoGAMBiBDUAABYjqAEAsBhBDQCAxQhqAAAsRlADAGAxghoAAIsR1AAAWIygBgDAYgQ1AAAWI6gBALAYQQ0AgMV4KEcrV3zqlAYMTa23rXu3eG19a2N4CwIAhBRB3crVSA0+Temj1ZnhLQYAEHIsfQMAYDGCGgAAixHUAABYjKAGAMBiXEx2E2vsivBPz5+T97aEettOnz2r5BasC6jP2PsfUonvQr1tfIMBbRlBfRNr7Irwk/MfbrQNCLcS3wW+wQDUg6VvAAAsxowaQKvW0JI5y+W4WRDUAFq1hpbMWS7HzYKlbwAALMaMOsQau3KVq6kBADeKoA6xxq5c5WpqAMCNYukbAACLMaMGEFItceOSxm7e05SPlBqrsbGbAdlyJTk3h2lbCGoAIdUSNy651s17btS1PqKy/cYr3BymbWHpGwAAizGjBlpIU++1ztJlaIR6ubylsIyNayGogRbS1Huts3QZGqFeLm8pLGPjWlj6BgDAYsyoAcu0liVbAOFBUAOWaS1LtgDCg6VvAAAsxowawA1rq8vzTb2Sv7G2xsaroZ/X1DFu7Td6aasIagA3rK0uzzf1Sv5rtd3oz2vqGLf2G720VQQ1AKBRja0kMNtueQQ1AKBRja0kMNtueVxMBgCAxW6aGfXy5cv129/+ViUlJerbt6/y8vL0ox/9KNJlAfiatnoRWjiFe4xDfYFduJfSW8MtXG+KoP7DH/6gjIwMLV++XHfffbf+5V/+RWPHjtWxY8fUo0ePSJcH4P9rqxehhVO4xzjUF9iFeym9NdzC9aYI6tzcXD322GP6+c9/LknKy8vTtm3btGLFCuXk1P0/wO/3y+/3B/bLy8slSRUVFc2upebKFVVXXq63zdTWtuo2W+poiTZb6gh3my11tESbLXW0RJstdbREW82VKyH5b/H1auy/2aGsJTY2Vg6Ho2kvNq2c3+837dq1M5s2bQo6Pnv2bHPvvffW+5oXX3zRSGJjY2NjYwvLVl5e3uSca/Uz6s8++0w1NTVyu91Bx91ut0pLS+t9TWZmpubMmRPYr62t1f/93/8pPj6+6X/xNFFFRYUSEhJ07tw5de7cOaw/u61hrMODcQ4Pxjl8QjHWsbGxTf75rT6or/pmwBpjGgxdp9Mpp9MZdOzWW29tqdKuS+fOnfllCxPGOjwY5/BgnMMnUmPd6r+e1bVrV7Vr167O7Nnn89WZZQMA0Nq0+qBu3769Bg4cqPz8/KDj+fn5GjZsWISqAgAgNG6Kpe85c+Zo2rRpGjRokIYOHaqVK1fq7NmzevzxxyNd2jU5nU69+OKLdZbiEXqMdXgwzuHBOIdPpMfaYYwxEfnJIbZ8+XItXrxYJSUlSklJ0ZIlS3TvvfdGuiwAAJrlpglqAABuRq3+M2oAAG5mBDUAABYjqAEAsBhBDQCAxQjqEHn55Zc1bNgwdezYscG7nJ09e1YTJkxQp06d1LVrV82ePVtVVVVBfQ4fPqzhw4crJiZGt912m1566SV983q/3bt3a+DAgerQoYN69eqlV199tc7P2rhxo/r06SOn06k+ffpo8+bNIXuvrdHy5cuVmJioDh06aODAgXr//fcjXZI19uzZowkTJsjr9crhcOjNN98MajfGKCsrS16vVzExMUpNTdXRo0eD+vj9fs2aNUtdu3ZVp06dNHHiRH3yySdBfcrKyjRt2jS5XC65XC5NmzZNn3/+eVCf6/kdaa1ycnI0ePBgxcbGqlu3bnrggQd04sSJoD6MdfOtWLFCd955Z+AuYkOHDtXWrVsD7a1yjJt8l3AEeeGFF0xubq6ZM2eOcblcddqvXLliUlJSzIgRI8zBgwdNfn6+8Xq9ZubMmYE+5eXlxu12m8mTJ5vDhw+bjRs3mtjYWPPP//zPgT6nTp0yHTt2NE899ZQ5duyYee2110x0dLT5z//8z0CfgoIC065dO5OdnW2OHz9usrOzTVRUlPnggw9adAxstWHDBhMdHW1ee+01c+zYMfPUU0+ZTp06mTNnzkS6NCu8/fbbZt68eWbjxo1Gktm8eXNQ+8KFC01sbKzZuHGjOXz4sHn44YdN9+7dTUVFRaDP448/bm677TaTn59vDh48aEaMGGH69+9vrly5Euhz3333mZSUFFNQUGAKCgpMSkqKGT9+fKD9en5HWrMxY8aY1atXmyNHjpiioiIzbtw406NHD3Pp0qVAH8a6+bZs2WL++7//25w4ccKcOHHC/OpXvzLR0dHmyJEjxpjWOcYEdYitXr263qB+++23zS233GLOnz8fOPbGG28Yp9MZeKrK8uXLjcvlMl9++WWgT05OjvF6vaa2ttYYY8zcuXNNcnJy0LnT09PND3/4w8D+pEmTzH333RfUZ8yYMWby5MnNfn+t0Q9+8APz+OOPBx1LTk42zz//fIQqstc3g7q2ttZ4PB6zcOHCwLEvv/zSuFwu8+qrrxpjjPn8889NdHS02bBhQ6DP+fPnzS233GLeeecdY4wxx44dM5KC/ljct2+fkWQ++ugjY8z1/Y7cTHw+n5Fkdu/ebYxhrFtSly5dzL/+67+22jFm6TtM9u3bp5SUFHm93sCxMWPGyO/3q7CwMNBn+PDhQXe/GTNmjD799FOdPn060CctLS3o3GPGjNGBAwdUXV3daJ+CgoKWeGtWq6qqUmFhYZ3xSEtLa5PjcaOKi4tVWloaNH5Op1PDhw8PjF9hYaGqq6uD+ni9XqWkpAT67Nu3Ty6XS0OGDAn0+eEPfyiXyxXU51q/IzeT8vJySVJcXJwkxrol1NTUaMOGDbp8+bKGDh3aaseYoA6T0tLSOg8J6dKli9q3bx94oEh9fa7uX6vPlStX9NlnnzXap6HHft7MmvIYVPzN1TFqbPxKS0vVvn17denSpdE+3bp1q3P+bt26Nfpv+5u/IzcLY4zmzJmje+65RykpKZIY61A6fPiwvvWtb8npdOrxxx/X5s2b1adPn1Y7xgR1I7KysuRwOBrdDhw4cN3nq++xm+Ybj+Os73Gd3zze1D7hfta2TRiP5mnK+F3r33ZT+9wMZs6cqUOHDumNN96o08ZYN1/v3r1VVFSkDz74QE888YSmT5+uY8eOBdpb2xgT1I2YOXOmjh8/3uh29a/ha/F4PHX+iiorK1N1dXXgr676+vh8Pkm6Zp+oqCjFx8c32qctPvaTx6A2j8fjkaRGx8/j8aiqqkplZWWN9vnLX/5S5/x//etfG/23/c3fkZvBrFmztGXLFu3atUu333574DhjHTrt27fXd77zHQ0aNEg5OTnq37+/fv/737faMSaoG9G1a1clJyc3unXo0OG6zjV06FAdOXJEJSUlgWPbt2+X0+nUwIEDA3327NkTdPn+9u3b5fV61bNnz0Cfbz7Sc/v27Ro0aJCio6Mb7dMWH/vJY1CbJzExUR6PJ2j8qqqqtHv37sD4DRw4UNHR0UF9SkpKdOTIkUCfoUOHqry8XH/6058Cff74xz+qvLw8qM+1fkdaM2OMZs6cqU2bNundd99VYmJiUDtj3XKMMfL7/a13jG/o0jM06MyZM+bDDz80CxYsMN/61rfMhx9+aD788ENz8eJFY8zfLtUfOXKkOXjwoNmxY4e5/fbbgy7V//zzz43b7TaPPPKIOXz4sNm0aZPp3LlzvV/Pevrpp82xY8fMqlWr6nw963/+539Mu3btzMKFC83x48fNwoUL+XpWdLRZtWqVOXbsmMnIyDCdOnUyp0+fjnRpVrh48WLg36skk5ubaz788MPA19cWLlxoXC6X2bRpkzl8+LB55JFH6v06y+2332527NhhDh48aH784x/X+3WWO++80+zbt8/s27fP9OvXr96vszT2O9KaPfHEE8blcpn33nvPlJSUBLYvvvgi0Iexbr7MzEyzZ88eU1xcbA4dOmR+9atfmVtuucVs377dGNM6x5igDpHp06cbSXW2Xbt2BfqcOXPGjBs3zsTExJi4uDgzc+bMoK9iGWPMoUOHzI9+9CPjdDqNx+MxWVlZga9mXfXee++Zu+66y7Rv39707NnTrFixok49//Ef/2F69+5toqOjTXJystm4cWOLvO/W4pVXXjF33HGHad++vfn+978f+EoMjNm1a1e9/3anT59ujPnqa0Mvvvii8Xg8xul0mnvvvdccPnw46ByVlZVm5syZJi4uzsTExJjx48ebs2fPBvW5cOGCmTp1qomNjTWxsbFm6tSppqysLKjP9fyOtFb1jbEks3r16kAfxrr5fvaznwV+17/97W+bkSNHBkLamNY5xjzmEgAAi/EZNQAAFiOoAQCwGEENAIDFCGoAACxGUAMAYDGCGgAAixHUAABYjKAGAMBiBDUAABYjqAEAsBhBDQCAxf4fPzsB21hjmvoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(residuals)" ] }, { "cell_type": "markdown", "id": "33d84e15", "metadata": {}, "source": [ "Here is a chart which shows that the data does not seem as normally distributed as I initially perceived it in the first chart. There are two extra peaks that seem to offset the data. Hence, that means there is some variables within my data that are not suitable for the analysis. " ] }, { "cell_type": "code", "execution_count": 59, "id": "496cd5db", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-4.2959689949214545e-12" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ANOTHER WAY OF TELLING THAT THE RESIDUALS ARE NORMALLY DISTRIBUTED IS IF THE MEAN IS CLOSE TO 0\n", "np.mean(residuals)" ] }, { "cell_type": "markdown", "id": "6a2e8e75", "metadata": {}, "source": [ "## Checking Assumptions of Residual Relation with Independent Variables" ] }, { "cell_type": "markdown", "id": "6ef32dfa", "metadata": {}, "source": [ "Within this assumption, the residuals should not give any relation with the indepdent variables." ] }, { "cell_type": "code", "execution_count": 60, "id": "f2789680", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax1, ax2), (ax3, ax4), (ax5, ax6)) = plt.subplots(3,2)\n", "\n", "# Creating Scatter plot for Age and Residuals\n", "ax1.scatter(Xs['age'], residuals)\n", "ax1.set_xlabel('Age')\n", "ax1.set_ylabel('residuals')\n", "\n", "# Creating Scatter plot for Children and Residuals\n", "ax2.scatter(Xs['children'], residuals)\n", "ax2.set_xlabel('Children')\n", "ax2.set_ylabel('residuals')\n", "\n", "# Creating Scatter plot for Region and Residuals\n", "ax3.scatter(Xs['region'], residuals)\n", "ax3.set_xlabel('Region')\n", "ax3.set_ylabel('residuas')\n", "\n", "# Creating Scatter plot for BMI and Residuals\n", "ax4.scatter(Xs['bmi'], residuals)\n", "ax4.set_xlabel('BMI')\n", "ax4.set_ylabel('residuals')\n", "\n", "# Creating Scatter plot for Sex and Residuals\n", "ax5.scatter(Xs['sex'], residuals)\n", "ax5.set_xlabel('Sex')\n", "ax5.set_ylabel('residuals')\n", "\n", "# Creating Scatter plot for Smoking Habits and Residuals\n", "ax6.scatter(Xs['smoker'], residuals)\n", "ax6.set_xlabel('Smoker')\n", "ax6.set_ylabel('residuals')\n", "\n", "# Show Plot\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d8606dcc", "metadata": {}, "source": [ "The residuals does not seem to be showing a residual pattern. So, the residuals show no relation with the indepdent variables." ] }, { "cell_type": "markdown", "id": "e5bf4902", "metadata": {}, "source": [ "# Conclusion/Summary" ] }, { "cell_type": "markdown", "id": "77e16de0", "metadata": {}, "source": [ "In this work, we looked at different personal attributes/variables and whether/how they are related to medical insurance costs. We did an overview/basic analysis of the data, use multiple staistical/machine linear models such as regressions and classifications to investigate the relationship between the independent variables of personal attributes and the dependent variables of medical charges. Then, I utilized a new package, statsmodel, to do an OLS Regression of the data to notice any patterns within the data, and look over assumptions that we may have about the Linear Regression of the model. Overall, smoking habits seems to be the best telling variable regarding medical insurance charges. The other variables play an important role with medical charges, but they don't make as great of an impact as smoking does." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }