{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Author: [Pratik Sharma](https://github.com/sharmapratik88/)\n", "# Project 1 - Applied Statistics\n", "\n", "**Data Description**: The data at hand contains medical costs of people characterized by certain attributes.\n", "\n", "**Domain**: Healthcare\n", "\n", "**Context**: Leveraging customer information is paramount for most businesses. In the case of an insurance company, attributes of customers like the ones mentioned below can be crucial in making business decisions. Hence, knowing to explore and generate value out of such data can be an invaluable skill to have.\n", "\n", "**Attribute Information**\n", "* **`age`**: age of primary beneficiary\n", "* **`sex`**: insurance contractor gender, female, male\n", "* **`bmi`**: Body mass index, providing an understanding of body weights that are relatively high or low relative to height, objective index of body weight (kg/m^2) using the ratio of height to weight, ideally 18.5 to 24.9\n", "* **`children`**: Number of children covered by health insurance / Number of dependents\n", "* **`smoker`**: Smoking\n", "* **`region`**: the beneficiary's residential area in the US, northeast, southeast, southwest, northwest\n", "* **`charges`**: Individual medical costs billed by health insurance.\n", "\n", "**Learning Outcomes**\n", "* Exploratory Data Analysis\n", "* Practicing statistics using Python\n", "* Hypothesis testing" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Importing packages\n", "import pandas as pd, numpy as np, scipy.stats as stats, matplotlib.pyplot as plt, seaborn as sns\n", "import matplotlib.style as style; style.use('fivethirtyeight')\n", "from statsmodels.stats.proportion import proportions_ztest\n", "from statsmodels.formula.api import ols\n", "import statsmodels.api as sm\n", "pd.options.display.max_rows = 4000\n", "from scipy.stats import chi2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Reading the data as a dataframe\n", "insurance = pd.read_csv('insurance.csv')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\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" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# first five rows of insurance dataframe\n", "insurance.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1338, 7)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Printing out shape of the data\n", "insurance.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset is of 1338 rows and 7 columns" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "age int64\n", "sex object\n", "bmi float64\n", "children int64\n", "smoker object\n", "region object\n", "charges float64\n", "dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Data type of each attribute\n", "insurance.dtypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Numeric attributes: `age`, `bmi`, `children`, `charges`\n", "\n", "Object attributes: `sex`, `smoker`, `region`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "age 0\n", "sex 0\n", "bmi 0\n", "children 0\n", "smoker 0\n", "region 0\n", "charges 0\n", "dtype: int64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking the presence of missing values\n", "insurance.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset has no null values" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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
\n", "
" ], "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": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Five point summary of numerical attributes\n", "insurance.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Measure of CT (3Ms) and Distributions\n", "\n", "Measure of central tendency describes the entire dataset with a single value or metric which represents the middle or center of distribution. It is also known as measure of center or central location.\n", "\n", "Determining 3Ms and checking the distribution of `age`, `bmi` and `charges` columns" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of 'Age' alongwith measure of CT (3Ms)\n", "age_mean = insurance['age'].mean()\n", "age_median = insurance['age'].median()\n", "age_mode = insurance['age'].mode()\n", "\n", "fig, ax_hist = plt.subplots(figsize = (12.8, 6))\n", "ax_hist = sns.distplot(insurance['age'])\n", "\n", "ax_hist.axvline(age_mean, color = 'r', linestyle = '--', label = 'Mean')\n", "ax_hist.axvline(age_median, color = 'g', linestyle = '-', label = 'Median')\n", "ax_hist.axvline(age_mode[0], color = 'b', linestyle = '-', label = 'Mode')\n", "ax_hist.set_title('3Ms and Distribution of Age')\n", "\n", "plt.legend(); plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of 'BMI' alongwith measure of CT (3Ms)\n", "bmi_mean = insurance['bmi'].mean()\n", "bmi_median = insurance['bmi'].median()\n", "bmi_mode = insurance['bmi'].mode()\n", "\n", "fig, ax_hist = plt.subplots(figsize = (12.8, 6))\n", "ax_hist = sns.distplot(insurance['bmi'])\n", "\n", "ax_hist.axvline(bmi_mean, color = 'r', linestyle = '--', label = 'Mean')\n", "ax_hist.axvline(bmi_median, color = 'g', linestyle = '-', label = 'Median')\n", "ax_hist.axvline(bmi_mode[0], color = 'b', linestyle = '-', label = 'Mode')\n", "ax_hist.set_title('3Ms and Distribution of BMI')\n", "\n", "plt.legend(); plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of 'Charges' alongwith measure of CT (3Ms)\n", "charges_mean = insurance['charges'].mean()\n", "charges_median = insurance['charges'].median()\n", "charges_mode = insurance['charges'].mode()\n", "\n", "fig, ax_hist = plt.subplots(figsize = (12.8, 6))\n", "ax_hist = sns.distplot(insurance['charges'])\n", "\n", "ax_hist.axvline(charges_mean, color = 'r', linestyle = '--', label = 'Mean')\n", "ax_hist.axvline(charges_median, color = 'g', linestyle = '-', label = 'Median')\n", "ax_hist.axvline(charges_mode[0], color = 'b', linestyle = '-', label = 'Mode')\n", "ax_hist.set_title('3Ms and Distribution of Charges')\n", "\n", "plt.legend(); plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Measure of skewness\n", "Skewness is a measure of extent to which a distribution differs from a normal distribution.\n", "\n", "The rule of thumb I would use here:\n", "* If the skewness is between -0.5 and 0.5, the data are **fairly symmetrical**\n", "* If the skewness is between -1 and -0.5(negatively skewed) or between 0.5 and 1(positively skewed), the data are **moderately skewed**\n", "* If the skewness is less than -1(negatively skewed) or greater than 1(positively skewed), the data are **highly skewed**\n", "\n", "Determining skewness of `age`, `bmi` and `charges` columns and ploting the results after fitting a norm distribution" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Skewness of 'Age': 0.056\n", "\n", "Skewness of 'BMI': 0.284\n", "\n", "Skewness of 'Charges': 1.516\n", "\n" ] } ], "source": [ "# Measure of Skewness and kurtosis for 'age', 'bmi' and 'charges' columns\n", "print(\"Skewness of 'Age': {}\\n\".format(insurance['age'].skew().round(3)))\n", "\n", "print(\"Skewness of 'BMI': {}\\n\".format(insurance['bmi'].skew().round(3)))\n", "\n", "print(\"Skewness of 'Charges': {}\\n\".format(insurance['charges'].skew().round(3)))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Fitting a normal distribution and ploting the result\n", "h = np.asarray(insurance['age'])\n", "h = sorted(h)\n", " \n", "#use the scipy stats module to fit a normal distirbution with same mean and standard deviation\n", "fit = stats.norm.pdf(h, np.mean(h), np.std(h)) \n", " \n", "#plot both series on the histogram\n", "fig, ax_hist = plt.subplots(figsize = (12.8, 6))\n", "plt.plot(h, fit, '-', linewidth = 2, color = 'goldenrod', label = 'Normal distribution')\n", "plt.hist(h, density = True, color = 'lightsteelblue', label = 'Actual distribution')\n", "\n", "ax_hist.axvline(age_mean, color = 'r', linestyle = '--', label = 'Mean')\n", "ax_hist.axvline(age_median, color = 'g', linestyle = '-', label = 'Median')\n", "ax_hist.axvline(age_mode[0], color = 'b', linestyle = '-', label = 'Mode')\n", "ax_hist.set_title('Fitting a Normal Distribution and Checking Skewness of Age')\n", "\n", "plt.legend(); plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see in the above graph that **`age`** is **positively (right, Mode < Median < Mean) skewed** with **skewness score 0.056 (fairly symmetrical)**." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Fitting a normal distribution and ploting the result\n", "h = np.asarray(insurance['bmi'])\n", "h = sorted(h)\n", " \n", "#use the scipy stats module to fit a normal distirbution with same mean and standard deviation\n", "fit = stats.norm.pdf(h, np.mean(h), np.std(h)) \n", " \n", "#plot both series on the histogram\n", "fig, ax_hist = plt.subplots(figsize = (12.8, 6))\n", "plt.plot(h, fit, '-', linewidth = 2, color = 'goldenrod', label = 'Normal distribution')\n", "plt.hist(h, density = True, color = 'lightsteelblue', label = 'Actual distribution')\n", "\n", "ax_hist.axvline(bmi_mean, color = 'r', linestyle = '--', label = 'Mean')\n", "ax_hist.axvline(bmi_median, color = 'g', linestyle = '-', label = 'Median')\n", "ax_hist.axvline(bmi_mode[0], color = 'b', linestyle = '-', label = 'Mode')\n", "ax_hist.set_title('Fitting a Normal Distribution and Checking Skewness of BMI')\n", "\n", "plt.legend(); plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see in the above graph that **`bmi`** is **positively (right, median < mean)** skewed with **skewness score 0.284 (fairly symmetrical)**." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Fitting a normal distribution and ploting the result\n", "h = np.asarray(insurance['charges'])\n", "h = sorted(h)\n", " \n", "#use the scipy stats module to fit a normal distirbution with same mean and standard deviation\n", "fit = stats.norm.pdf(h, np.mean(h), np.std(h)) \n", " \n", "#plot both series on the histogram\n", "fig, ax_hist = plt.subplots(figsize = (12.8, 6))\n", "plt.plot(h, fit, '-', linewidth = 2, color = 'goldenrod', label = 'Normal distribution')\n", "plt.hist(h, density = True, color = 'lightsteelblue', label = 'Actual distribution')\n", "\n", "ax_hist.axvline(charges_mean, color = 'r', linestyle = '--', label = 'Mean')\n", "ax_hist.axvline(charges_median, color = 'g', linestyle = '-', label = 'Median')\n", "ax_hist.axvline(charges_mode[0], color = 'b', linestyle = '-', label = 'Mode')\n", "ax_hist.set_title('Fitting a Normal Distribution and Checking Skewness of Charges')\n", "\n", "plt.legend(); plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see in the above graph that **`charges`** is **positively (right, mode < median < mean)** skewed with **skewness score 1.516 (highly skewed)**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Outliers\n", "In statistics, an outlier is an observation point that is distant from other observations.\n", "\n", "**Ways to detect outliers**\n", "* ***Box Plot***: In descriptive statistics, a box plot is a method for graphically depicting groups of numerical data through their quartiles. Box plots may also have lines extending vertically from the boxes (whiskers) indicating variability outside the upper and lower quartiles, hence the terms box-and-whisker plot and box-and-whisker diagram. Outliers may be plotted as individual points.\n", "\n", "* ***Scatter Plot***: A scatter plot , is a type of plot or mathematical diagram using Cartesian coordinates to display values for typically two variables for a set of data. The data are displayed as a collection of points, each having the value of one variable determining the position on the horizontal axis and the value of the other variable determining the position on the vertical axis.\n", "\n", "* ***Z-score***: The Z-score is the signed number of standard deviations by which the value of an observation or data point is above the mean value of what is being observed or measured. In most of the cases a threshold of 3 or -3 is used i.e if the Z-score value is greater than or less than 3 or -3 respectively, that data point will be identified as outliers.\n", "\n", "* ***IQR score***: The interquartile range (IQR), also called the midspread or middle 50%, or technically H-spread, is a measure of statistical dispersion, being equal to the difference between 75th and 25th percentiles, or between upper and lower quartiles, IQR = Q3 − Q1. In other words, the IQR is the first quartile subtracted from the third quartile; these quartiles can be clearly seen on a box plot on the data. It is a measure of the dispersion similar to standard deviation or variance, but is much more robust against outliers.\n", "\n", "I would be using Boxplot (to visualize), IQR (to display the columns) for outliers" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
agesexbmichildrensmokerregioncharges
\n", "
" ], "text/plain": [ "Empty DataFrame\n", "Columns: [age, sex, bmi, children, smoker, region, charges]\n", "Index: []" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Outlier in Age')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Outliers in Age\n", "Q3 = insurance['age'].quantile(0.75)\n", "Q1 = insurance['age'].quantile(0.25)\n", "IQR = Q3 - Q1 \n", "display(insurance.loc[(insurance['age'] < (Q1 - 1.5 * IQR)) | (insurance['age'] > (Q3 + 1.5 * IQR))])\n", "\n", "plt.figure(figsize = (12.8 , 6))\n", "sns.boxplot(insurance['age'], palette = 'copper').set_title('Outlier in Age')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
agesexbmichildrensmokerregioncharges
11658male49.060nosoutheast11381.32540
28646female48.072nonortheast9432.92530
40147male47.521nosoutheast8083.91980
54354female47.410yessoutheast63770.42801
84723male50.381nosoutheast2438.05520
86037female47.602yessouthwest46113.51100
104722male52.581yessoutheast44501.39820
108852male47.741nosoutheast9748.91060
131718male53.130nosoutheast1163.46270
\n", "
" ], "text/plain": [ " age sex bmi children smoker region charges\n", "116 58 male 49.06 0 no southeast 11381.32540\n", "286 46 female 48.07 2 no northeast 9432.92530\n", "401 47 male 47.52 1 no southeast 8083.91980\n", "543 54 female 47.41 0 yes southeast 63770.42801\n", "847 23 male 50.38 1 no southeast 2438.05520\n", "860 37 female 47.60 2 yes southwest 46113.51100\n", "1047 22 male 52.58 1 yes southeast 44501.39820\n", "1088 52 male 47.74 1 no southeast 9748.91060\n", "1317 18 male 53.13 0 no southeast 1163.46270" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Outlier in BMI')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Outliers in BMI\n", "Q3 = insurance['bmi'].quantile(0.75)\n", "Q1 = insurance['bmi'].quantile(0.25)\n", "IQR = Q3 - Q1 \n", "display(insurance.loc[(insurance['bmi'] < (Q1 - 1.5 * IQR)) | (insurance['bmi'] > (Q3 + 1.5 * IQR))])\n", "\n", "plt.figure(figsize = (12.8 , 6))\n", "sns.boxplot(insurance['bmi'], palette = 'copper').set_title('Outlier in BMI')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
agesexbmichildrensmokerregioncharges
1427male42.130yessoutheast39611.7577
1930male35.300yessouthwest36837.4670
2334female31.921yesnortheast37701.8768
2931male36.302yessouthwest38711.0000
3022male35.600yessouthwest35585.5760
\n", "
" ], "text/plain": [ " age sex bmi children smoker region charges\n", "14 27 male 42.13 0 yes southeast 39611.7577\n", "19 30 male 35.30 0 yes southwest 36837.4670\n", "23 34 female 31.92 1 yes northeast 37701.8768\n", "29 31 male 36.30 2 yes southwest 38711.0000\n", "30 22 male 35.60 0 yes southwest 35585.5760" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Outlier in Charges Using Boxplot')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Outliers in Charges\n", "Q3 = insurance['charges'].quantile(0.75)\n", "Q1 = insurance['charges'].quantile(0.25)\n", "IQR = Q3 - Q1 \n", "display(insurance.loc[(insurance['charges'] < (Q1 - 1.5 * IQR)) | (insurance['charges'] > (Q3 + 1.5 * IQR))].head(5))\n", "\n", "plt.figure(figsize = (12.8 , 6))\n", "sns.boxplot(insurance['charges'], palette = 'copper').set_title('Outlier in Charges Using Boxplot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`age` column has no outliers while the columns such as `bmi` and `charges` have the outliers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distribution of categorical columns (including children)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Convert children to categorical\n", "insurance['children'] = pd.Categorical(insurance['children'])\n", "\n", "# Replace non-smoker with 0 and smoker with 1\n", "insurance['smoker'] = insurance['smoker'].replace({'no': 0, 'yes': 1})\n", "\n", "# Replace male with 1 and female with 0\n", "insurance['sex'] = insurance['sex'].replace({'female': 0, 'male': 1})" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of sex - Male - 1, Female - 0\n", "plt.figure(figsize = (12.8 , 6))\n", "\n", "insurance['sex'].value_counts().plot.bar(color = sns.color_palette('deep', 2))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of children\n", "plt.figure(figsize = (12.8 , 6))\n", "\n", "insurance['children'].value_counts().plot.bar(color = sns.color_palette('deep', 6))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of region\n", "plt.figure(figsize = (12.8 , 6))\n", "\n", "insurance['region'].value_counts().plot.bar(color = sns.color_palette('deep', 4))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Count of Smokers by Sex')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Count of smokers vs sex, Male - 1, Female - 0\n", "fig = plt.figure(figsize = (12.8, 6))\n", "\n", "sns.countplot(x = 'smoker', hue = 'sex', palette = 'hls', data = insurance).set_title('Count of Smokers by Sex')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of charges for non-smokers')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of charges for smokers category\n", "fig = plt.figure(figsize=(12.8, 6))\n", "\n", "ax = fig.add_subplot(121)\n", "sns.distplot(insurance[(insurance['smoker'] == 1)]['charges'], color = 'c', \n", " ax = ax).set_title('Distribution of charges for smokers')\n", "\n", "ax= fig.add_subplot(122)\n", "sns.distplot(insurance[(insurance['smoker'] == 0)]['charges'], color = 'b', \n", " ax = ax).set_title('Distribution of charges for non-smokers')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Count of Smoker for Age >18 by Sex')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Count of smokers vs age (<18 and >18)\n", "# Sex: Male - 1, Female - 0\n", "fig = plt.figure(figsize = (12.8, 6))\n", "\n", "ax = fig.subplots(1, 2)\n", "sns.countplot(x = 'smoker', hue = 'sex', palette = 'Dark2', \n", " data = insurance[(insurance['age'] <= 18)], ax = ax[0]).set_title('Count of Smoker for Age <=18 by Sex')\n", "\n", "sns.countplot(x = 'smoker', hue = 'sex', palette = 'Dark2', \n", " data = insurance[(insurance['age'] > 18)], ax = ax[1]).set_title('Count of Smoker for Age >18 by Sex')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of Charges for Male and Female by Smoker and Non-smokers')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of charges for male and female smoker and non-smokers\n", "\n", "fig = plt.figure(figsize = (12.8, 6))\n", "\n", "ax = sns.boxplot(x = 'smoker', y = 'charges', hue = 'sex', palette = 'Accent', data = insurance)\n", "ax = sns.stripplot(x = 'smoker', y = 'charges', hue = 'sex', palette = 'Accent', data = insurance, \n", " jitter = True, dodge = True, linewidth = 0.5)\n", "ax.set_title('Distribution of Charges for Male and Female by Smoker and Non-smokers')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of Charges by Number of Children')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Boxplot for medical charges by number of children\n", "fig = plt.figure(figsize = (12.8, 6))\n", "\n", "ax = sns.boxplot(x = 'children', y = 'charges', palette = 'afmhot', data = insurance)\n", "ax = sns.stripplot(x = 'children', y = 'charges', palette = 'afmhot', data = insurance, \n", " jitter = True, dodge = True, linewidth = 0.5)\n", "ax.set_title('Distribution of Charges by Number of Children')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of Charges by Region')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Boxplot for medical charges by region\n", "fig = plt.figure(figsize = (12.8, 6))\n", "\n", "ax = sns.boxplot(x = 'region', y = 'charges', palette = 'afmhot', data = insurance)\n", "ax = sns.stripplot(x = 'region', y = 'charges', palette = 'afmhot', data = insurance, \n", " jitter = True, dodge = True, linewidth = 0.5)\n", "ax.set_title('Distribution of Charges by Region')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of charges for patients with BMI greater than 30')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of charges for patients with BMI greater than 30\n", "fig = plt.figure(figsize = (12.8, 6))\n", "\n", "sns.distplot(insurance[(insurance['bmi'] >= 30)]['charges'], color = 'b').set_title(\n", " 'Distribution of charges for patients with BMI greater than 30')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of charges for patients with BMI less than 30')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution of charges for patients with BMI less than 30\n", "fig = plt.figure(figsize = (12.8, 6))\n", "\n", "sns.distplot(insurance[(insurance['bmi'] < 30)]['charges'], color = 'm').set_title(\n", " 'Distribution of charges for patients with BMI less than 30')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are almost equal number of male and female records in the dataset. People with zero children are the most in the dataset. Most of the people are from southwest region. Smokers spend most on the treatments and the count of male smokers is higher in the dataset against the female smokers. People with 5 children, on average, has less medical expenditures compared to the other groups." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pair plot that includes all the columns of the data frame" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# Replace 0 with no and 1 with yes\n", "insurance['smoker'] = insurance['smoker'].replace({0: 'no', 1: 'yes'})\n", "\n", "# Replace 1 with male and 0 with female\n", "insurance['sex'] = insurance['sex'].replace({0: 'female', 1: 'male'})" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(insurance, hue = 'smoker')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(insurance, hue = 'sex', palette = 'husl')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(insurance, hue = 'region', palette = 'Set1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Statistical evidence: *Do charges of people who smoke differs significantly from the people who don't*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**T-test**: A t-test is a type of inferential statistic which is used to determine if there is a significant difference between the means of two groups which may be related in certain features.\n", "\n", "**H0 = Charges for smokers and non-smokers don't differ significantly**\n", "\n", "**H1 = Charges for smokers and non-smokers differs significantly**" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean of Charges for Smokers: 32050.23\n", "Mean of Charges for Non-smokers: 8434.27\n", "\n", "With a p-value of 0.0 the difference is significant. aka |We reject the null|\n", "Charges differs significantly.\n" ] } ], "source": [ "smokers = np.array(insurance[insurance['smoker'] == 'yes']['charges'])\n", "non_smokers = np.array(insurance[insurance['smoker'] == 'no']['charges'])\n", "\n", "print('Mean of Charges for Smokers: {}'.format(smokers.mean().round(2)))\n", "print('Mean of Charges for Non-smokers: {}\\n'.format(non_smokers.mean().round(2)))\n", "\n", "#performing an independent T-test\n", "t, p_value = stats.ttest_ind(smokers, non_smokers, axis = 0)\n", "if p_value <0.05:\n", " \n", " print(f'With a p-value of {round(p_value, 4)} the difference is significant. aka |We reject the null|')\n", " print('Charges differs significantly.')\n", "\n", "else:\n", " \n", " print(f'With a p-value of {round(p_value, 4)} the difference is not significant. aka |We fail to reject the null|')\n", " print(\"Charges don't differ significantly.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Statistical evidence:** ***Does bmi of males differ significantly from that of females?***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**H0 = BMI of male and female don't differ significantly**\n", "\n", "**H1 = BMI of male and female differs significantly**" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean of Charges for Smokers: 30.94\n", "Mean of Charges for Non-smokers: 30.38\n", "\n", "With a p-value of 0.09 the difference is not significant. aka |We fail to reject the null|\n", "BMI of male and female don't differ significantly.\n" ] } ], "source": [ "male_bmi = np.array(insurance[insurance['sex'] == 'male']['bmi'])\n", "female_bmi = np.array(insurance[insurance['sex'] == 'female']['bmi'])\n", "\n", "print('Mean of Charges for Smokers: {}'.format(male_bmi.mean().round(2)))\n", "print('Mean of Charges for Non-smokers: {}\\n'.format(female_bmi.mean().round(2)))\n", "\n", "#performing an independent T-test\n", "t, p_value = stats.ttest_ind(male_bmi, female_bmi, axis = 0)\n", "if p_value <0.05:\n", " \n", " print(f'With a p-value of {round(p_value, 4)} the difference is significant. aka |We reject the null|')\n", " print('BMI of male and female differs significantly.')\n", "\n", "else:\n", " \n", " print(f'With a p-value of {round(p_value, 4)} the difference is not significant. aka |We fail to reject the null|')\n", " print(\"BMI of male and female don't differ significantly.\")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of BMI of Female')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualizing\n", "fig = plt.figure(figsize=(12.8, 6))\n", "\n", "ax = fig.add_subplot(121)\n", "sns.distplot(insurance[(insurance['sex'] == 'male')]['bmi'], color = 'orange', \n", " ax = ax).set_title('Distribution of BMI of Male')\n", "\n", "ax= fig.add_subplot(122)\n", "sns.distplot(insurance[(insurance['sex'] == 'female')]['bmi'], color = 'green', \n", " ax = ax).set_title('Distribution of BMI of Female')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Statistical evidence: *Is the proportion of smokers significantly different in different genders?*\n", "\n", "**H0: Proportion of smokers in male and female are equal**\n", "\n", "**H1: Proportion of smokers in male and female are not equal**" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "female_smokers = insurance[insurance['sex'] == 'female'].smoker.value_counts()[1] # number of female smokers\n", "male_smokers = insurance[insurance['sex'] == 'male'].smoker.value_counts()[1] # number of male smokers\n", "n_females = insurance['sex'].value_counts()['female'] # number of females in the data\n", "n_males = insurance['sex'].value_counts()['male'] #number of males in the data" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[115, 159] [662, 676]\n", "Proportion of smokers in females, males = 0.17%, 0.24% respectively\n" ] } ], "source": [ "print([female_smokers, male_smokers] , [n_females, n_males])\n", "print(f'Proportion of smokers in females, males = {round(115/662,2)}%, {round(159/676,2)}% respectively')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Proportions are different, but are they statistically significant?" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "With a p-value of 0.0053 the difference is significant. aka |We reject the null|\n", "Proportion of smokers in male and female are not equal.\n" ] } ], "source": [ "stat, p_value = proportions_ztest([female_smokers, male_smokers] , [n_females, n_males])\n", "\n", "if p_value < 0.05:\n", " print(f'With a p-value of {round(p_value, 4)} the difference is significant. aka |We reject the null|')\n", " print('Proportion of smokers in male and female are not equal.')\n", "\n", "else:\n", " print(f'With a p-value of {round(p_value, 4)} the difference is not significant. aka |We fail to reject the null|')\n", " print('Proportion of smokers in male and female are equal.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Broader category\n", "Chi-square test is used to compare categorical variables.\n", "\n", "**H0: Smoker and Gender are independent**\n", "\n", "**H1: Smoker and Gender are not independent**" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Contigency Table:\n" ] }, { "data": { "text/plain": [ "array([[547, 115],\n", " [517, 159]], dtype=int64)" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Observed Values:\n" ] }, { "data": { "text/plain": [ "array([[547, 115],\n", " [517, 159]], dtype=int64)" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Expected Values:\n" ] }, { "data": { "text/plain": [ "array([[526.43348281, 135.56651719],\n", " [537.56651719, 138.43348281]])" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "contingency_table = pd.crosstab(insurance['sex'], insurance['smoker'])\n", "print('Contigency Table:')\n", "display(np.array(contingency_table))\n", "\n", "#Observed Values\n", "Observed_Values = contingency_table.values\n", "print('Observed Values:')\n", "display(Observed_Values)\n", "\n", "b = stats.chi2_contingency(contingency_table)\n", "Expected_Values = b[3]\n", "print('Expected Values:')\n", "display(Expected_Values)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "no_of_rows = len(contingency_table.iloc[0:2, 0])\n", "\n", "no_of_columns = len(contingency_table.iloc[0, 0:2])\n", "\n", "ddof = (no_of_rows - 1)*(no_of_columns - 1) #degree of freedom\n", "\n", "alpha = 0.05 #alpha value\n", "\n", "chi_square = sum([(o-e)**2./e for o,e in zip(Observed_Values, Expected_Values)]) #chi square\n", "\n", "chi_square_statistic = chi_square[0] + chi_square[1] #chi square statistic\n", "\n", "critical_value = chi2.ppf(q = 1-alpha, df = ddof) #critical value\n", "\n", "p_value = 1-chi2.cdf(x = chi_square_statistic,df = ddof) #p-value" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Significance level: 0.05\n", "Degree of Freedom: 1\n", "chi-square statistic: 7.765921028604451\n", "critical_value: 3.841458820694124\n", "p-value: 0.005324114164320548\n" ] } ], "source": [ "print('Significance level: ', alpha)\n", "print('Degree of Freedom: ', ddof)\n", "print('chi-square statistic: ', chi_square_statistic)\n", "print('critical_value: ', critical_value)\n", "print('p-value: ', p_value)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reject H0, there is a relationship between 2 categorical variables based on critical values.\n", "Proportion of Smokers and Gender are independent.\n", "Reject H0, there is a relationship between 2 categorical variables based on p-values.\n", "Proportion of Smokers and Gender are independent.\n" ] } ], "source": [ "if chi_square_statistic >= critical_value:\n", " print('Reject H0, there is a relationship between 2 categorical variables based on critical values.')\n", " print('Proportion of Smokers and Gender are independent.')\n", " \n", "else:\n", " print('Fail to reject H0, there is no relationship between 2 categorical variables based on critical values.')\n", " print('Proportion of Smokers and Gender are not independent.')\n", " \n", "if p_value <= alpha:\n", " print('Reject H0, there is a relationship between 2 categorical variables based on p-values.')\n", " print('Proportion of Smokers and Gender are independent.')\n", "\n", "else:\n", " print('Fail to reject H0, there is no relationship between 2 categorical variables based on p-values.')\n", " print('Proportion of Smokers and Gender are not independent.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Statistical evidence: *Is the distribution of bmi across women with no children, one child and two children, the same?*\n", "\n", "**ANOVA**, also known as analysis of variance, is used to compare multiple (three or more) samples with a single test. There are 2 major flavors of ANOVA\n", "1. **One-way ANOVA**: It is used to compare the difference between the three or more samples/groups of a single independent variable.\n", "2. **MANOVA**: MANOVA allows us to test the effect of one or more independent variable on two or more dependent variables. In addition, MANOVA can also detect the difference in co-relation between dependent variables given the groups of independent variables.\n", "\n", "The hypothesis being tested in ANOVA is\n", "* H0: All pairs of samples are same i.e. all sample means are equal\n", "* H1: At least one pair of samples is significantly different" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "F_onewayResult(statistic=0.3344720147757968, pvalue=0.7158579926754841)" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "anova = insurance[['bmi', 'sex', 'children']].copy()\n", "anova = anova[anova['sex'] == 'female']\n", "anova.drop('sex', axis = 1, inplace = True)\n", "\n", "anova = anova.loc[(anova['children'] == 0) | (anova['children'] == 1) | (anova['children'] == 2)]\n", "anova['children'] = anova['children'].replace({0: 'No Child', 1: '1 Child', 2: '2 Child'})\n", "anova = anova.reset_index(drop = True)\n", "\n", "groups = anova.groupby('children').groups\n", "\n", "no_child = anova['bmi'][groups['No Child']]\n", "one_child = anova['bmi'][groups['1 Child']]\n", "two_child = anova['bmi'][groups['2 Child']]\n", "\n", "# Perform the ANOVA\n", "stats.f_oneway(no_child, one_child, two_child)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: bmi R-squared: 0.001\n", "Model: OLS Adj. R-squared: -0.002\n", "Method: Least Squares F-statistic: 0.3345\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 0.716\n", "Time: 02:18:13 Log-Likelihood: -1821.7\n", "No. Observations: 566 AIC: 3649.\n", "Df Residuals: 563 BIC: 3662.\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "========================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------\n", "Intercept 30.0527 0.482 62.305 0.000 29.105 31.000\n", "children[T.2 Child] 0.5971 0.736 0.811 0.417 -0.848 2.043\n", "children[T.No Child] 0.3089 0.600 0.515 0.607 -0.869 1.487\n", "==============================================================================\n", "Omnibus: 6.792 Durbin-Watson: 1.891\n", "Prob(Omnibus): 0.034 Jarque-Bera (JB): 6.671\n", "Skew: 0.234 Prob(JB): 0.0356\n", "Kurtosis: 2.747 Cond. No. 4.24\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Another way\n", "model = ols('bmi ~ children', data = anova).fit()\n", "print(model.summary())" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " sum_sq df F PR(>F)\n", "children 24.590123 2.0 0.334472 0.715858\n", "Residual 20695.661583 563.0 NaN NaN\n" ] } ], "source": [ "# ANOVA table\n", "aov_table = sm.stats.anova_lm(model, typ=2)\n", "print(aov_table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Higher F statistic implies a relationship between the variables. Generally, we take the cutoff for p-value as 0.05 (which is 95% significance level). **We fail to reject our null hypothesis and conclude that the distribution of bmi across women with no children, one child and two children is same i.e. means are ~equal.**" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualizing\n", "fig, ax_hist = plt.subplots(figsize = (12.8, 6))\n", "\n", "sns.distplot(insurance[(insurance['sex'] == 'female') & (insurance['children'] == 0)]['bmi'], \n", " color = 'orange', hist = False, label = 'No Child')\n", "ax_hist.axvline(insurance[(insurance['sex'] == 'female') & (insurance['children'] == 0)]['bmi'].mean(), \n", " color = 'orange', linestyle = '--', label = 'No Child Mean')\n", "\n", "sns.distplot(insurance[(insurance['sex'] == 'female') & (insurance['children'] == 1)]['bmi'], \n", " color = 'green', hist = False, label = '1 Child')\n", "ax_hist.axvline(insurance[(insurance['sex'] == 'female') & (insurance['children'] == 1)]['bmi'].mean(), \n", " color = 'green', linestyle = '--', label = '1 Child Mean')\n", "\n", "sns.distplot(insurance[(insurance['sex'] == 'female') & (insurance['children'] == 2)]['bmi'], \n", " color = 'blue', hist = False, label = '2 Child')\n", "ax_hist.axvline(insurance[(insurance['sex'] == 'female') & (insurance['children'] == 2)]['bmi'].mean(), \n", " color = 'blue', linestyle = '--', label = '2 Child Mean')\n", "\n", "plt.suptitle('Distribution of BMI of Female with 0, 1, 2 Children'); plt.legend(); plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }