Files
Data-Visualization/Seaborn/.ipynb_checkpoints/11. Box Plot-checkpoint.ipynb
2020-05-09 17:30:08 +05:30

1302 lines
1.3 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<!DOCTYPE html>\n",
"<html>\n",
"<body>\n",
"<div align=\"center\">\n",
"<h3>Prepared by Asif Bhat</h3>\n",
" \n",
"<h1>Data Visualization With Seaborn</h1>\n",
"\n",
"<h3>Follow Me on - <a href=\"https://www.linkedin.com/in/asif-bhat/\">LinkedIn</a>&nbsp; <a href=\"https://mobile.twitter.com/_asifbhat_\">Twitter</a>&nbsp; <a href=\"https://www.instagram.com/datasciencescoop/?hl=en\">Instagram</a>&nbsp; <a href=\"https://www.facebook.com/datasciencescoop/\">Facebook</a></h3>\n",
"\n",
"</div>\n",
"</body>\n",
"</html>"
]
},
{
"cell_type": "code",
"execution_count": 674,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib as mpl"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Box Plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### The box plot is a standardized way of displaying the distribution of data based on the five number summary: minimum, first quartile, median, third quartile, and maximum."
]
},
{
"cell_type": "code",
"execution_count": 840,
"metadata": {},
"outputs": [],
"source": [
"# Recover default matplotlib settings\n",
"mpl.rcParams.update(mpl.rcParamsDefault)\n",
"%matplotlib inline\n",
"sns.set_style(\"white\")"
]
},
{
"cell_type": "code",
"execution_count": 841,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>age</th>\n",
" <th>sex</th>\n",
" <th>bmi</th>\n",
" <th>children</th>\n",
" <th>smoker</th>\n",
" <th>region</th>\n",
" <th>charges</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>19</td>\n",
" <td>female</td>\n",
" <td>27.900</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>southwest</td>\n",
" <td>16884.92400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>18</td>\n",
" <td>male</td>\n",
" <td>33.770</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>southeast</td>\n",
" <td>1725.55230</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>28</td>\n",
" <td>male</td>\n",
" <td>33.000</td>\n",
" <td>3</td>\n",
" <td>no</td>\n",
" <td>southeast</td>\n",
" <td>4449.46200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>33</td>\n",
" <td>male</td>\n",
" <td>22.705</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>northwest</td>\n",
" <td>21984.47061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>32</td>\n",
" <td>male</td>\n",
" <td>28.880</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>northwest</td>\n",
" <td>3866.85520</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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": 841,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"insurance.head()"
]
},
{
"cell_type": "code",
"execution_count": 842,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1edd712cda0>"
]
},
"execution_count": 842,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Simple boxplot\n",
"plt.figure(figsize=(8,6))\n",
"sns.boxplot(insurance.bmi)"
]
},
{
"cell_type": "code",
"execution_count": 848,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1edd8b64630>"
]
},
"execution_count": 848,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Vertical boxplot\n",
"sns.set_style(\"darkgrid\")\n",
"plt.figure(figsize=(8,6))\n",
"sns.boxplot(x= insurance.smoker , y= insurance.charges )"
]
},
{
"cell_type": "code",
"execution_count": 849,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1edd8dfe080>"
]
},
"execution_count": 849,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Explicit ordering using \"order\" parameter\n",
"plt.figure(figsize=(8,6))\n",
"sns.boxplot(x= insurance.smoker , y= insurance.charges , order = ['no' , 'yes'])"
]
},
{
"cell_type": "code",
"execution_count": 850,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ticket</th>\n",
" <th>requestor</th>\n",
" <th>RequestorSeniority</th>\n",
" <th>ITOwner</th>\n",
" <th>FiledAgainst</th>\n",
" <th>TicketType</th>\n",
" <th>Severity</th>\n",
" <th>Priority</th>\n",
" <th>daysOpen</th>\n",
" <th>Satisfaction</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>1929</td>\n",
" <td>1 - Junior</td>\n",
" <td>50</td>\n",
" <td>Systems</td>\n",
" <td>Issue</td>\n",
" <td>2 - Normal</td>\n",
" <td>0 - Unassigned</td>\n",
" <td>3</td>\n",
" <td>1 - Unsatisfied</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>1587</td>\n",
" <td>2 - Regular</td>\n",
" <td>15</td>\n",
" <td>Software</td>\n",
" <td>Request</td>\n",
" <td>1 - Minor</td>\n",
" <td>1 - Low</td>\n",
" <td>5</td>\n",
" <td>1 - Unsatisfied</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>925</td>\n",
" <td>2 - Regular</td>\n",
" <td>15</td>\n",
" <td>Access/Login</td>\n",
" <td>Request</td>\n",
" <td>2 - Normal</td>\n",
" <td>0 - Unassigned</td>\n",
" <td>0</td>\n",
" <td>0 - Unknown</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>413</td>\n",
" <td>4 - Management</td>\n",
" <td>22</td>\n",
" <td>Systems</td>\n",
" <td>Request</td>\n",
" <td>2 - Normal</td>\n",
" <td>0 - Unassigned</td>\n",
" <td>20</td>\n",
" <td>0 - Unknown</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>318</td>\n",
" <td>1 - Junior</td>\n",
" <td>22</td>\n",
" <td>Access/Login</td>\n",
" <td>Request</td>\n",
" <td>2 - Normal</td>\n",
" <td>1 - Low</td>\n",
" <td>1</td>\n",
" <td>1 - Unsatisfied</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ticket requestor RequestorSeniority ITOwner FiledAgainst TicketType \\\n",
"0 1 1929 1 - Junior 50 Systems Issue \n",
"1 2 1587 2 - Regular 15 Software Request \n",
"2 3 925 2 - Regular 15 Access/Login Request \n",
"3 4 413 4 - Management 22 Systems Request \n",
"4 5 318 1 - Junior 22 Access/Login Request \n",
"\n",
" Severity Priority daysOpen Satisfaction \n",
"0 2 - Normal 0 - Unassigned 3 1 - Unsatisfied \n",
"1 1 - Minor 1 - Low 5 1 - Unsatisfied \n",
"2 2 - Normal 0 - Unassigned 0 0 - Unknown \n",
"3 2 - Normal 0 - Unassigned 20 0 - Unknown \n",
"4 2 - Normal 1 - Low 1 1 - Unsatisfied "
]
},
"execution_count": 850,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"helpdesk.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 851,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 504x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7,6))\n",
"sns.boxplot(helpdesk.daysOpen )\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 852,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1edd71db668>"
]
},
"execution_count": 852,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,6))\n",
"sns.boxplot(x= helpdesk.FiledAgainst , y= helpdesk.daysOpen )"
]
},
{
"cell_type": "code",
"execution_count": 853,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1edd57ea208>"
]
},
"execution_count": 853,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,6))\n",
"sns.boxplot(x= fish.Species , y= fish.Weight)"
]
},
{
"cell_type": "code",
"execution_count": 854,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>gender</th>\n",
" <th>race/ethnicity</th>\n",
" <th>parental level of education</th>\n",
" <th>lunch</th>\n",
" <th>test preparation course</th>\n",
" <th>math score</th>\n",
" <th>reading score</th>\n",
" <th>writing score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>female</td>\n",
" <td>group B</td>\n",
" <td>bachelor's degree</td>\n",
" <td>standard</td>\n",
" <td>none</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>female</td>\n",
" <td>group C</td>\n",
" <td>some college</td>\n",
" <td>standard</td>\n",
" <td>completed</td>\n",
" <td>69</td>\n",
" <td>90</td>\n",
" <td>88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>female</td>\n",
" <td>group B</td>\n",
" <td>master's degree</td>\n",
" <td>standard</td>\n",
" <td>none</td>\n",
" <td>90</td>\n",
" <td>95</td>\n",
" <td>93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>male</td>\n",
" <td>group A</td>\n",
" <td>associate's degree</td>\n",
" <td>free/reduced</td>\n",
" <td>none</td>\n",
" <td>47</td>\n",
" <td>57</td>\n",
" <td>44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>male</td>\n",
" <td>group C</td>\n",
" <td>some college</td>\n",
" <td>standard</td>\n",
" <td>none</td>\n",
" <td>76</td>\n",
" <td>78</td>\n",
" <td>75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>female</td>\n",
" <td>group B</td>\n",
" <td>associate's degree</td>\n",
" <td>standard</td>\n",
" <td>none</td>\n",
" <td>71</td>\n",
" <td>83</td>\n",
" <td>78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>female</td>\n",
" <td>group B</td>\n",
" <td>some college</td>\n",
" <td>standard</td>\n",
" <td>completed</td>\n",
" <td>88</td>\n",
" <td>95</td>\n",
" <td>92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>male</td>\n",
" <td>group B</td>\n",
" <td>some college</td>\n",
" <td>free/reduced</td>\n",
" <td>none</td>\n",
" <td>40</td>\n",
" <td>43</td>\n",
" <td>39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>male</td>\n",
" <td>group D</td>\n",
" <td>high school</td>\n",
" <td>free/reduced</td>\n",
" <td>completed</td>\n",
" <td>64</td>\n",
" <td>64</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>female</td>\n",
" <td>group B</td>\n",
" <td>high school</td>\n",
" <td>free/reduced</td>\n",
" <td>none</td>\n",
" <td>38</td>\n",
" <td>60</td>\n",
" <td>50</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" gender race/ethnicity parental level of education lunch \\\n",
"0 female group B bachelor's degree standard \n",
"1 female group C some college standard \n",
"2 female group B master's degree standard \n",
"3 male group A associate's degree free/reduced \n",
"4 male group C some college standard \n",
"5 female group B associate's degree standard \n",
"6 female group B some college standard \n",
"7 male group B some college free/reduced \n",
"8 male group D high school free/reduced \n",
"9 female group B high school free/reduced \n",
"\n",
" test preparation course math score reading score writing score \n",
"0 none 72 72 74 \n",
"1 completed 69 90 88 \n",
"2 none 90 95 93 \n",
"3 none 47 57 44 \n",
"4 none 76 78 75 \n",
"5 none 71 83 78 \n",
"6 completed 88 95 92 \n",
"7 none 40 43 39 \n",
"8 completed 64 64 67 \n",
"9 none 38 60 50 "
]
},
"execution_count": 854,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stdperf = pd.read_csv(\"studentp.csv\")\n",
"stdperf.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 855,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x1728 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Adjust width of boxes\n",
"plt.subplots(figsize = (14,24))\n",
"plt.subplot(3,1,1)\n",
"\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , width=.7 )\n",
"\n",
"plt.subplot(3,1,2)\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['reading score'] , width=.5)\n",
"\n",
"plt.subplot(3,1,3)\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['writing score'] , width=.25)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 856,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (6,7))\n",
"sns.boxplot(x= exercise.kind , y= exercise.pulse)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 857,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Show groups with different colors using \"hue\"\n",
"plt.figure(figsize = (6,7))\n",
"sns.boxplot(x= exercise.kind , y= exercise.pulse , hue=exercise.diet)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 862,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (14,8))\n",
"plt.text(1.5,105, \"Box Plot\", fontsize = 50, color='Black')\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n",
" width=.7 , hue=stdperf['test preparation course'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 863,
"metadata": {},
"outputs": [],
"source": [
"sns.set_style(\"white\")"
]
},
{
"cell_type": "code",
"execution_count": 864,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dOqQxY8Z4ojbAIxguCQAAYE1lhqGPP/5YS5YsUf/+/TVgwAD9+c9/9kRdAAAAqCBmEQMqpswwZIyRJNfQuOrVK/dFAAAAgN+PWcSAiiszDN1zzz166KGHdOzYMT322GOKjY31RF0AAACoAGYRAyquzDB066236pZbbtHu3bsVGRmpFi1aeKIuAAAAAHCrMsNQUlKSli5dqqZNGdAJAAAAwH+UGYZq1aqlSZMmKTIyUna7XZIUHx/v9sIAAAAAwJ3KDEM33HCDJCnz32umAAAAAIA/KDMMPf300/r000+1Z88eRUZGMoECAL8VkJGhWosXV3q7trNnJUkmOLhS2w3IyJBCQyu1TQAArKTMMPTKK6/o4MGDateunf72t7/p66+/1vDhwz1RGwB4jDundk3/d896ZOPGldtwaChT0gIA8DuUGYa2bdumDz74QJL08MMPKy4uzu1FAYCnDRo0yG1tMyUtAABVk72sDRwOh5xOp6QLC7BeXHwVAAAAAHxZmT1D3bt3V+/evdWmTRtt375d3bt390RdAAAAAOBWZYahgQMH6vbbb9f+/fv15z//Wc2bN/dEXQAAeAUTaQCAdZQZhlJTU7V3716NHDlSAwcO1H333af777/fE7UBAOBRTKQBANZSZhhaunSpawKFuXPnqm/fvoQhAIBfYiINALCWMsOQ3W5XjRo1JEnVqlVjAgUAAGAJ7hgyyXBJoGopMwzdeeed6tOnj1q3bq0dO3YoJibGE3UBAAB4jbuGHjJcEqhaygxDTz75pKKjo5Wenq77779fLVq08ERdAAAAXuOuIZMMlwSqljLXGdqzZ4/y8vJ02WWXafLkyfryyy89URcAAAAAuFWZYWjs2LGqXr265syZoyFDhujNN9/0RF0AAAAA4FZlhqHAwEA1a9ZMhYWFatu2rYqKijxRFwAAAAC4VZlhyGaz6fnnn1enTp30f//3f6pZs6Yn6gIAAAAAtypzAoWZM2fq+++/V6dOnbRlyxbNnDnTE3UBAAAAgFuVGYYiIiLUuXNnSdLNN9/s9oIAAAAAwBPKDEMAAACAVbH4rn8jDAEAAAAlYPFd/1dmGPr000+1ZMkS5eXluf62cOFCtxYFAAAAeBuL7/q/MsPQ66+/rhdffFH16tXzRD0AAAAA4BFlhqGwsDB16NDBE7UAAAAAgMeUGoZSUlIkSdWqVdPo0aN13XXXyWazSZLi4+M9Ux0AAAAAuEmpYejEiROSpDZt2kiSTp486ZmKAAAAAMADSg1DTz/9tCRp9uzZevLJJ11/f+WVV9xfFQAAAAC4WalhaNmyZfrf//1f7du3Txs3bpQkOZ1OFRYW6vnnn/dYgQAAAADgDqWGoT/96U+65ZZbNHfuXCUkJEiS7Ha76tat67HiAACVZ/369Vq7dm25tk1PT5f0n+lfyxIbG6vo6OjfXBsAAN5gL+2G6tWrq0mTJhozZowyMjJ07NgxHT58WKtXr/ZkfQAALwgPD1d4eLi3ywAAwK3KnFp78ODBKiwsVEZGhoqKitSgQQPdc889nqgNAFCJoqOj6b0BAOAXSu0Zuig3N1fvvvuuWrdurRUrVig/P98TdQEAAACAW5UZhgIDL3QenT9/XkFBQSosLHR7UQAAAADgbmWGoS5duujNN99UixYtFBcXp+DgYE/UBQAAAABuVeY1Qw899JDr586dO+vqq692Zz0AAAAA4BFlhqG0tLRLrhWaN2+eW4sCAAAAAHcrMwxNnTpVL730ksLCwjxRDwAAAAB4RJlhqFmzZurYsaMnagEAAAAAjykzDN15552Kj49XVFSU62+TJ092a1EAAAAA4G5lhqHk5GQNGjRItWvX9kQ9ANxg/fr1Wrt2bbm2TU9PlyQlJSWVa/vY2FgW8gQAAD6pzDBUr149de/e3RO1AKgCwsPDvV0CAACAR5QZhoKCgvToo4+qVatWstlskqTnnnvO7YUBqDzR0dH03gAAAPyXMsMQJ1AAAAAA/FGZYeiBBx6o1B1mZmaqR48emj9/vgIDAzVixAjZbDY1a9ZMY8eOld1ur9T9AQAAAEBJPJo8CgsLNWbMGAUFBUm6MCtdYmKilixZImOM1q1b58lyAAAAAFhYmT1DlWnq1Knq1auX3n77bUnSjh071KFDB0lSp06d9Pnnn6tLly6eLAkAKqwis/NJzNCHqoXZJQHgPzzWM7RixQpFRETof/7nf1x/M8a4JmUIDg5WTk6Op8oBAI8JDw9nlj74JI5dAP7OYz1Dy5cvl81m05dffqmdO3dq+PDhysrKct1+9uxZhYaGeqocAPjNmJ0PvozjFwD+w2NhaPHixa6f+/Xrp3Hjxmn69OnasmWLOnbsqI0bN+rmm2/2VDmWwXAIAAAAoGRenbpt+PDhmjVrluLj41VYWKiuXbt6sxzLYzgEAAAArMSjEyhclJyc7Pp50aJF3ijBMhgOAQAAAJSMRX0AAAAAWBJhCAAAAIAlEYYAAAAAWJJXrhnyRczKBgAAAPgXwpAbMCMbAAAAUPURhsqJWdkAAAAA/8I1QwAAAAAsiTAEAAAAwJIIQwAAAAAsiWuGgApw56yCEjMLAgAAeBJhCHATZhUEAACo2ghDQAUwqyAAAID/IAwBAABYTEWGfUssKA//RRgCAADAr2LoN/wVYQgAAMBiGPYNXMDU2oCbZGVlaeTIkcrOzvZ2KQAAACgBYQhwk9TUVO3cuVMpKSneLgUAAAAlIAwBbpCVlaW0tDQZY5SWlkbvEAAAQBXENUOAG6SmpsrpdEqSnE6nUlJSlJCQ4OWqAAAAinPngvK+MKsgPUOAG2zYsEEOh0OS5HA4tGHDBi9XBAAA8PuEh4f73cyC9AwBbtC5c2etXbtWDodDgYGB6ty5s7dLAgAAuITVZxakZwhwg7i4ONntF15edrtd8fHxXq4IAAAA/40wBLhBRESEYmJiZLPZFBMT43ddygAAAP6AYXKAm8TFxenQoUP0CgEAAFRR9Ay5AYttQrrQOzRp0iR6hQAAgF/wx3NcwpAbsNgmAAAA/I0/nuMShioZi20CAADA3/jrOS5hqJKVtNgmrMkfu5IBAIA1+es5LmGokrHYJi7yx65kAABgTf56jksYqmSdO3dWYOCFSfpYbNO6/LUrGQAAWJO/nuMShioZi21C8t+uZAAAYE3+eo5LGKpkLLYJyX+7kgEAgDX56zkuYcgN4uLi1LJlS79JzKg4f+1KBgAA1uWP57iB3i7AH11cbBPWFRcXp7S0NEn+1ZUMALjU+vXrtXbt2nJtm56eLklKSkoq1/axsbGKjo7+zbUBlckfz3HpGQLcwF+7kgEAv094eDifCUAVQs8Q4CZxcXE6dOgQvUIA4Oeio6PpvQF8FGEIcBN/7EoGUBzDowDAtxGGAADwAIZGAUDVQxgCAOA3YngUAPg2JlAAAAAAYEmEIQAAAACWRBgCAAAAYEmEIQAAAPyqrKwsjRw5UtnZ2d4uBahUhCEAAAD8qtTUVO3cuVMpKSneLgWoVIQhAAAAlCorK0tpaWkyxigtLY3eIfgVwhDgJgwpAAD4g9TUVDmdTkmS0+mkdwh+hTAEuAlDCgAA/mDDhg1yOBySJIfDoQ0bNni5IqDyEIYAN2BIAQDAX3Tu3FmBgYGSpMDAQHXu3NnLFQGVhzAEuAFDCgAA/iIuLk52+4VTRrvdrvj4eC9XBFQewhDgBgwpAAD4i4iICMXExMhmsykmJkbh4eHeLgmoNIQhwA0YUgAA8CdxcXFq2bIlvULwO4Ge2lFhYaFGjhypo0ePqqCgQE888YSuueYajRgxQjabTc2aNdPYsWNd3bCAL4uLi1NaWpokhhQAAHxfRESEJk2a5O0ygErnseSxcuVK1alTR0uWLNG8efM0YcIETZ48WYmJiVqyZImMMVq3bp2nygHciiEFAAAAVZ/HwtDdd9+tZ5991vV7QECAduzYoQ4dOkiSOnXqpC+++MJT5QBux5ACAACAqs1jYSg4OFghISHKzc3VM888o8TERBljZLPZXLfn5OR4qhwAAAAAFufRC3R++ukn9e/fX3/605907733Frs+6OzZswoNDfVkOYBbsegqAABA1eaxMHTy5EkNHDhQL7zwgnr27ClJatWqlbZs2SJJ2rhxo9q3b++pcgC3YtFVAACAqs9jYWjOnDk6c+aMZs+erX79+qlfv35KTEzUrFmzFB8fr8LCQnXt2tVT5QBuxaKrAAAAVZ/HptYeNWqURo0adcnfFy1a5KkSAI8padHVhIQEL1cFAACAX2JRH8ANWHQVAACg6vNYzxBgJSy6CgCAtaxfv15r164t17bp6emSpKSkpHJtHxsbq+jo6N9cG0pHzxDgBiy6CgAAShMeHs65QRVBzxDgJnFxcTp06BC9QgAAWEB0dDS9Nz6IMAS4SUREhCZNmuTtMgAAAFAKhskBAAAAsCTCEAAAAABLIgwBAAAAsCTCEAAAAABLIgwBAAAAsCTCEAAAAABLIgwBAAAAsCTCEAAAAABLIgwBAAAAsCTCEAAAAABLIgwBAAAAsCTCEAAAAABLIgwBAAAAsCTCEAAAAABLIgwBAAAAsKRAbxcAAHC/wsJCHTlyRHl5ed4uBRUQFBSkJk2aqFq1at4uBQD8EmEIACzgyJEjql27tq6++mrZbDZvl4NyMMYoMzNTR44cUWRkpLfLAQC/xDA5ALCAvLw81a1blyDkQ2w2m+rWrUtvHgC4EWEIACyCIOR7eM4AwL0IQwBgQfn5+Vq2bFmF77dt2zbt2rXLDRVVjh9//FHbtm2TJA0ZMkQFBQVerggAUJURhgDAgk6cOPGbwtDy5cuVkZHhhooqx+rVq7V3715J0syZM1W9enUvVwQAqMqYQAEALGjOnDnau3ev3nzzTT388MNKSkpSdna2JGnUqFFq3ry5RowYoUOHDik/P1+PPvqorrzySn322WfasWOHrrnmGl122WWSpC1btmjOnDmy2+06ceKE4uPj9dBDD6lfv34KDw/XmTNn9Pbbb2vcuHE6ePCgnE6nEhMT1bFjR3Xv3l3t27fXnj17FBYWpldffVVOp1NJSUnKyclRdna2HnzwQfXp06dYe7NmzdKoUaOKbXPnnXfqr3/9q6pVq6brrrtOiYmJWrVqlU6cOKGkpCQ5HA7ZbDaNGjVKLVq00F133aV27dopPT1ddevW1axZsxQQEOB6jA4cOKBRo0apsLBQQUFBmjlzps6dO1diW7fddps+//xzSRd6pHr16qWjR49q+fLlcjqdeuaZZ/T3v/+92OPZvXt3bd26VTNnzlRAQICuuOIKvfTSS8wcBwCeZHzMAw884O0SAMDn/Otf/yr2++HDh82DDz5ojDFm2rRpZvHixcYYY9LT002vXr1MTk6OueOOO0xmZqbJzMw0K1euNMYYM3z4cLNhw4ZibW3evNl069bN5Ofnm/Pnz5vY2Fhz8uRJ07dvX7N69WpjjDGLFy8206ZNM8YYk5WVZbp3726MMSY6Otps3brVGGPM1KlTzfz5880PP/xgPvnkE2OMMcePHzddunQxxphi7ZW2zRtvvGGWLFniajsvL88MHjzYrFmzxvU4XPwcadGihTl27Jgxxpj4+HjzzTffFPu/EhISXP/rxx9/bD777LNS27r11ltd90tMTDSbN282y5cvNwkJCcYYU+Lj6XQ6zV133WVOnjxpjDFm5syZJiUlpcznDr4tMzPTvPjiiyYrK8vbpQB+rbyZgZ4hALC43bt3a/PmzVq1apUk6cyZMwoJCdHo0aM1evRo5ebm6r777vvVNm644QbXkLRmzZrp0KFDkuSaEnr37t36+uuvtX37dkmSw+FQdna2AgMDddNNN0mS2rVrp40bN6p79+5asGCBVq9erZCQEDkcDtd+LrZXr169Urf5b/v27XPto2XLljp+/LgkKTw8XI0bN5YkNW7cWPn5+cXul56erhtuuEGS1L17d0nS5MmTS2zrl4wxl9Rb0uOZlZWljIwMJSYmSrow499tt91W6v8B/5CamqqdO3cqJSVFCQkJ3i4HsDzCEABYkN1ul9PplCRFRUXpvvvu07333qvMzEwtW7ZMGRkZ2rFjh/7yl78oPz9fnTt31p/+9CfZbLZiJ/sX7dy5U0VFRSooKNAXKeCzAAAgAElEQVTevXt11VVXSfrPbGhRUVFq1KiREhISlJeXp7feekthYWFyOBzatWuXWrRooa+//lrXXHON5s+fr7Zt26pPnz7avHmzNmzY4NrPxfZK28Zms7n+r4uaNm2qr776Snfeead27typevXqFWurNE2bNtX333+vW2+9VStXrtTp06dLbcvhcOjs2bOqVq2a65qli4+zpBIfz3vvvVeNGjXS7NmzVbt2ba1bt061atUq5zMIX5SVlaW0tDQZY5SWlqb4+HiFh4d7uyzA0ghDAGBBdevWVWFhoaZPn66EhAQlJSUpNTVVubm5evrpp1W/fn2dOHFC999/v2rVqqWBAwcqMDBQbdq00YwZM9SkSRM1bdrU1Z7D4dBjjz2mU6dO6YknnlBERESx/fXq1UujRo1S3759lZubqz59+riCwrx583Ts2DFddtllGjJkiP75z39q3Lhx+vDDD1WnTh0FBARcMitcdHR0idtcf/31mjZtWrHahg0bptGjR2v+/PlyOByaOHFiuR6jYcOGacyYMXrrrbcUFBSk6dOnKzo6usS2+vfvr/j4eDVp0sR1LdUvlfR4Vq9eXUlJSXr88cdljFFwcLCmTZtWvicQPik1NdUV1p1OJ71DQBVgMyV9xVeF9ejRQytWrPB2GQDgU3bu3KmWLVu6pe0tW7bogw8+0MyZMyt835iYGK1atUo1atRwQ2X+wZ3PHTyrd+/eOn/+vOv3mjVraunSpV6sCPBf5c0MTK0NAADgAZ07d1Zg4IVBOYGBgercubOXKwLAMDkAwO/SsWNHdezY8TfdNy0trZKrAaquuLg41zFvt9sVHx/v5YoA0DMEAADgAREREYqJiZHNZlNMTAyTJwBVAD1DAAAAHhIXF6dDhw7RKwRUEYQhAAAAD4mIiNCkSZO8XQaAf2OYHAAAAABLomcIAFBuIyZM0InTpyutvfphYZoyenSltQcAQEUQhgAA5Xbi9Gml9+xZeQ3+7/9WXlsAAFQQYQgAUKWtWLFCGzZsUF5eng4dOqTHHntMLVq00IQJExQQEKAaNWpowoQJcjqdev7559WoUSMdPnxYf/jDHzR+/Hjl5OQoKSlJ2dnZkqRRo0apefPmXv6vAABVAWEIAFDl5ebm6t1339WBAweUkJCgWrVqaeLEiWrZsqXWrl2rKVOmaNiwYTpw4IDeffdd1axZU7GxsTpx4oTef/993XzzzerTp48OHDigF198UUuXLvX2vwQAqAIIQwCAKq9FixaSpMaNG6ugoEC5ublq2bKlJOmmm27SK6+8Ikm68sorFRISIkmqX7++8vPztXv3bm3evFmrVq2SJJ05c8YL/wEAoCoiDAEAqjybzVbs9wYNGmjXrl1q0aKFtm3bpquvvrrE7SQpKipK9913n+69915lZmZq2bJlnigZAOADCEMAAJ/z8ssva8KECTLGKCAg4FfXbUlISFBSUpJSU1OVm5urp59+2oOVAgCqMsIQAKDc6oeFVeoMcPXDwsrcpkePHq6fa9SoobS0NEnS4sWLL9k2NTW1xJ9nz579e8oEAPgpwhAAoNxYEwgA4E/s3i4AAAAAALyBMAQAAADAkghDAAAAACyJMAQAAADAkghDAAAAgAdlZWVp5MiRys7O9nYpluf12eScTqfGjRunH3/8UdWrV9fLL7+sq666yttlAQBKMOHlMTpzuvI+vEPDwjV61EuV1t5vERMTo1WrVqlGjRol3p6SkqIePXqoWrVqZba1dOlSnTx5UoMHD67sMgH4kdTUVO3cuVMpKSlKSEjwdjmW5vUwtHbtWhUUFCglJUXffvutpkyZorfeesvbZQEASnDmdLbi+1XeF1YpyQcrrS13mTt3ru6//35vlwHAT2RlZSktLU3GGKWlpSk+Pl7h4eHeLsuyvB6Gvv76a/3P//yPJKlt27b64YcfvFwRAKAqycvL04svvqhjx46psLBQI0eOVEpKig4fPqyioiI98sgj6t69u/r166fmzZtrz549qlWrltq3b69NmzbpzJkzmj9/vtatW6d169YpNzdX2dnZeuqpp9S1a1fXfn766SeNHj1a+fn5qlGjhiZMmKBNmzbpxIkTGjJkiGbPnq1XXnlF27ZtkzFGAwYMULdu3fTVV19p0qRJCgsLk91uV9u2bb34aAGo6lJTU+V0OiVdGCFF75B3ef2aodzcXIWEhLh+DwgIkMPh8GJFAICq5IMPPtDll1+ulJQUTZkyRVu3blV4eLg++OADvffee3rttdeUlZUlSWrdurUWLFiggoICBQUF6b333tM111yjbdu2SZLOnTun9957T/Pnz9eUKVOKfd5MnTpV/fr1U3Jysh599FHNmDFDDz74oOrXr6+ZM2dqw4YNOnLkiD744AMtXLhQc+bM0ZkzZzR58mS98soreu+999SkSROvPEYAfMeGDRtc7z0Oh0MbNmzwckXW5vWeoZCQEJ09e9b1u9PpVGCg18sCAFQR+/fvV6dOnSRJ1157rZYuXapbb71V0oXPkKZNm+rw4cOSpOuuu06SFBoaqmuuucb1c35+viTppptukt1uV7169RQaGuoKUZK0e/duzZ07V++8846MMZdcI7R7927t2LFD/fr1k3ThJObYsWP6+eefFRkZKUlq166dDh065K6HAoAf6Ny5s9auXSuHw6HAwEB17tzZ2yVZmtd7htq1a6eNGzdKkr799ltde+21Xq4IAFCVNG3aVN9//70k6fDhw/r444/11VdfSbowumD37t3l7pHZsWOHJOnkyZPKzc1V3bp1XbdFRUVp6NChSk5O1vjx411D6Gw2m5xOp6KiotSxY0clJydrwYIF6tatm5o0aaL69etr3759kuSqEwBKExcXJ7v9wim43W5XfHy8lyuyNq93wXTp0kWff/65evXqJWOMJk2a5O2SAABVSK9evTRy5Ej17dtXRUVFeuedd7R48WL17t1b+fn5evrpp4uFml9z8uRJPfzww8rJydHYsWMVEBDgum348OEaN26c8vPzlZeXp6SkJElS+/bt9fjjj2vhwoXaunWr+vTpo3Pnzik2NlYhISGaPn26hg8fruDgYAUHByssLMwtjwMA/xAREaGYmBh98skniomJYfIEL7MZY4y3i6iIHj16aMWKFd4uAwB8ys6dO9WyZcvf3Y4vT629YsUK7d+/X0OHDvXI/ipLZT13AKqOrKwszZgxQy+88AJhyE3Kmxm83jMEAPAd3l4TCAD8QUREBKOhqgjCEADAEnr06OHtEgAAVYzXJ1AAAAAAAG8gDAGARfjYJaIQzxkAuBthCAAsICgoSJmZmZxc+xBjjDIzMxUUFOTtUgDAb3HNEABYQJMmTXTkyBGdOHHC26WgAoKCgsq9hhIAoOIIQwBgAdWqVVNkZKS3ywAAoEphmBwAAAAASyIMAQAAALAkwhAAAAAAS/K5a4aOHj3KwnkAAAAASnX06NFybWczzLMKAAAAwIIYJgcAAADAkghDAAAAACyJMAQAAADAkghDAAAAACyJMAQAAADAkghDJVixYoVmzJjxm++/ZcsWDRkypNK3PXLkiGJiYipcT1xcnI4cOVLh+8H3XTyWjxw5ori4OG+XgxIsWrSo3NuOGDFCK1asqFD7Gzdu1IgRIypaFrxkyJAhKigoKPX2NWvW6Oeffy719n79+mnLli0V2ufSpUs1a9asCt0HFVfauUVZz/ltt91WKfsfMWKENm7c+LvaiImJUX5+fqXUg4or6VhYsWKF1q1bV+p9KuN5lyp2vlqaWbNmaenSpb+7lspGGPIhdevWVaNGjbxdBoBK9NZbb5V723r16qlBgwZurAbeNnPmTFWvXr3U2xcuXKjc3NxSb+cY8T1lPefAr+nRo4fuvPNOb5fh03xu0VVP+fbbb/Xwww8rNzdXgwcP1h133KF//OMfWrx4sWub119/XXXq1NHLL7+s7du3q7CwUIMHD1bt2rV18OBBDRo0SFlZWYqOjtbgwYP1448/6uWXX5Yk1alTR5MmTSq2z5UrV2rBggWqXr26rr76ar300kv68MMPtXz5cjmdTj3zzDN64403JF1I+ocOHVJ+fr4effRRde/evVhbM2fO1GeffaZGjRopOztbkpSTk6OkpCTX76NGjVLz5s21bNkyLV68WGFhYapWrZqrrV/u99SpU3r//fdlt9t14403aujQoaW2Z0Xp6el68cUXFRgYqICAAE2bNk0NGzbUlClT9PXXX0uS7rnnHj388MMaMWKEAgMDdezYMRUUFKh79+5av369fvrpJ82ePVtXXnmlXnnlFW3btk3GGA0YMEDdunUrtr9ly5Zp6dKlcjqduvPOOzV48OASj5+SbN26VTNnzlRAQICuuOIKvfTSSyoqKtKwYcOUkZGhxo0ba9u2bdq0aVOJx2zt2rXd+2BWcStWrND69euVl5enEydOqH///lq3bp327NmjYcOGKTY2VosWLdLq1avlcDhUu3ZtzZo1S0ePHr3kGFmxYoVOnz6tcePGKSkpSWPHjtXBgwfldDqVmJiojh076p577tHVV1+t6tWra9y4cQoKCtLXX3+tqVOnKjAwUKGhoZoxY4ZCQkJcNe7bt08jR45UzZo1VbNmTYWFhUmSVq1adcnrOCsrS0OHDlVBQYEiIyO1efNmrVmzpth+x48fX+JrvaT2/FFubq6SkpKUk5Oj7OxsPfjgg+rTp48WL16sv/3tb7Lb7WrXrp2GDx+u1atXa968eQoMDNTll1+uadOmKTc3Vy+88IJyc3NVVFSkZ599VrfccovWr1+vN998U5LUqlUrjR8/XrGxsVq1apUOHjyoKVOmyOl06syZMxo1apTOnDmjnTt3avjw4VqyZIlSUlL00UcfyWazqXv37urfv79Gjx6t8PDwEuuw2//z/edXX32lSZMmKSwsTHa7XW3btpUkJScnX9LmwYMHXe9bl19+uY4ePark5GRFR0crKipKUVFRGjhwoEaPHq38/HzVqFFDEyZMUOPGjUtsz8q+++47DRw4UFlZWerdu7fi4+MVExOjVatW6fjx4yU+zgUFBXr++ed17Ngx1alTR2+88YaqVavmarOk4/DAgQMaNWqUCgsLFRQUpJkzZ0qSUlJS9M477yg3N1fjxo1T69atNX/+fH388ccKDAxU+/bt9cILL+jMmTMlHrMoztOf/SUdC3PmzFG9evXUq1cvjR8/Xj/88IPq1auno0ePur5sK+l5/7X/oX79+uU+t/3Xv/6lCRMmKCAgwPXav+yyy0o8rqosg0ssX77cDBo0yDidTnPy5EkTHR1tioqKzFtvvWXOnTtnjDFm9OjR5u9//7tZvXq1SUxMNMYYk5GRYV599VWzefNm0717d5Ofn2/OnTtnOnToYIwx5sEHHzR79uwxxhiTmprq2jYxMdFkZWWZ2NhYk5OTY4wxZuLEiSY5OdksX77cJCQkFKsvJyfH3HHHHSYzM9NkZmaalStXFrv9xx9/NL179zZFRUUmJyfH3HLLLebw4cNm2rRpZvHixcYYY9LT002vXr1MZmamueuuu8y5c+eMw+Ewffr0McuXLy+23+zsbNOtWzfX/z506FCzadOmEtuzqkWLFpmXXnrJFBQUmC+++ML8+OOPJi0tzTz11FPG6XSagoIC07NnT7Nr1y4zfPhwM3v2bGPMheNo6tSpxhhjXn/9dfPee++ZTz/91HVM5eXlmfvuu8+cPn3ata+TJ0+aLl26mPPnz5uioiIzceJEc+TIkVKPn+nTp5vDhw+bBx980DidTnPXXXeZkydPGmOMmTlzpklJSTHvv/++q469e/eaFi1aGGNKPmatbvny5eaRRx4xxhjz0UcfmZ49exqn02m+/PJL88QTT5iioiIza9YsU1RUZIwxZuDAgearr74q8Rgxxphbb73VGGPM4sWLzbRp04wxxmRlZZnu3bsbY4yJjo42O3bsKFbDlClTzNtvv22KiorMmjVrzNGjR4vdPnjwYLNp0yZjjDFz5841w4cPL/V1PHHiRLNo0SJjjDGbNm0y0dHRl+y3pNd6ae35ox9++MF88sknxhhjjh8/brp06WKMMaZHjx7mm2++McZceP4KCwvN4MGDzUcffWSMMeavf/2rOX36tJkyZYp5//33XfePjo42+fn5Jjo62vVanDVrljl69KiJjo42eXl55uOPPza7du0yxhizcuVKk5SUZIwxpm/fvmbv3r1mz549plevXsbhcJiioiLTr18/s2/fPlfNJdXxSz169DD79+83xhgzZswY88Ybb5Ta5pNPPmk+/fRTY4wxKSkppm/fvsYYY5o3b26ysrKMMcY8++yzrm2++OIL89xzz5VZo9UsX77cDBgwwDidTnP48GHTrVs3Y4xxPeelPc6tWrUyhw8fNsZceP6/++67Yu2WdBwmJCSYDRs2GGOM+fjjj81nn31mhg8fbv7yl7+4ahk7dqzZtWuX6dmzpykoKDBOp9M89dRTJi0trcRjtqioyFUrLvDkZ78xJR8Lb7zxhlmyZIlZs2aNefbZZ40xxmRmZpobb7zRHD58uMTnvaz/oSLntg888ID517/+ZYwxZs2aNWbw4MGlHlcXa61q6BkqxY033iibzaa6deuqdu3aOnXqlOrWravhw4crODhY+/fvV9u2bZWenu76Rq1+/foaMmSItmzZombNmrm6vQMDLzzM+/bt0/jx4yVJhYWFioyMdO3v8OHDuuaaa1zf7t50003atGmT2rRpU2w7SQoJCdHo0aM1evRo5ebm6r777it2+969e3X99dfLbrcrJCRE1157rSRp9+7d2rx5s1atWiVJOnPmjA4dOqSmTZuqZs2akqQbbrjB1c7F/R46dEhZWVl6/PHHJUlnz57V4cOHS2zPqnr27Kl58+Zp0KBBql27toYMGaJ9+/apffv2stlsqlatmtq0aaN9+/ZJuvAtsCSFhoYqKirK9XNBQYF2796tHTt2qF+/fpIkh8OhY8eOKTQ0VNKFY6VZs2YKCgqSJI0cOVLbt28v9fj5paysLGVkZCgxMVGSlJeXp9tuu01ZWVnq1KmTJKlp06aKiIiQ9OvHrJW1bNlSklS7dm01bdpUNptNYWFhys/Pl91uV7Vq1fTcc8+pVq1aOn78uBwOR4nHyC/t3r1bX3/9tbZv3y7pwvN+sSfmvx/3hIQEzZkzRw8//LAaNmxY7Fs+SdqzZ4/rb+3atdP+/ftLfR3v27dPDzzwgCSpffv2xdq5uN/S3jtKas8f1atXTwsWLNDq1asVEhIih8MhSZo8ebLmz5+vGTNmqG3btjLG6MUXX9TcuXO1dOlSRUVFKTY2Vvv27dO9994rSWrYsKFCQkJ04sQJhYaGqm7dupKkp59+utg+GzRooNmzZysoKEhnz54t1vMnXXhOjh07pgEDBkiSTp8+rUOHDrneT0qq45d+/vln1/Pbrl07HTp0qNQ29+3b5/psuPHGG/Xhhx9KksLDwxUeHu6qZ+7cuXrnnXdkjFG1atXKrNGKWrVqJZvNpvr16ysvL6/YbaU9zmFhYWrSpImkC8fi+fPni92vpOMwPT3d1dbF0R4fffSRrrvuOlc7eXl52r9/v9q0aePqaWrfvr327NlT4jGblZXljofEp3nys1/69WPh4nmpJEVERBR7nf33817W/1CRc9uMjAzXZ+JNN92kV155pdTjqqrimqFSfP/995KkEydO6Ny5c6pWrZreeOMNzZw5Uy+//LJq1KghY4yioqJc2+bk5OjRRx+VJNlstkvajIyM1NSpU5WcnKwXXnhBnTt3dt3WpEkT7du3T+fOnZN0YSjTxQ+qXw5tkC4ceDt27NBf/vIXvf3225o+fbrrw/nifrZv3y6n06lz585p7969kqSoqCgNGDBAycnJeu2113Tvvffqyiuv1P79+5WXlyen0+k6Efvlfps0aaLGjRtr/vz5Sk5OVt++fdWmTZsS27OqdevW6cYbb9SCBQt0991365133lHTpk1d3eSFhYX65ptvdNVVV0kq+fi4KCoqSh07dlRycrIWLFigbt26ud78JLmes4sX3D7zzDOqW7duqcfPL4WHh6tRo0aaPXu2kpOTlZCQoI4dO+raa6/VN998I+lC+P3lSXhpx6yV/drzt2vXLq1du1avvfaaRo8eLafTKWNMiceIJBljJF143v/4xz8qOTlZ8+bN09133+0a3vbf7wEffvihHnjgASUnJ6tZs2ZKTU0tdntUVJTr+fzhhx8klf46/uVz/+233xZr5+J+S3qtl9aeP5o/f77atm2rGTNm6O6773Y9Z6mpqRo/frwWLVqknTt36ptvvlFKSooGDx7smhhjzZo1atq0qb766itJF0LImTNnVL9+fZ05c0anTp2SJNeQlIsmTpyoZ555RlOnTtW1117r2qfNZnN99lxzzTVauHChkpOT1aNHD9cXX5JKrOOX6tev7zpBu/gZVlqbvzxGvvvuO1cbvzwuo6KiNHToUCUnJ2v8+PHq2rVrmTVa0a+9d5T2OP/afaSSj8OmTZu6nteVK1cqOTm5xLaioqK0fft2ORwOGWO0bds2RUZGlnjM1qlTp+L/sJ/z5Gd/Wfdv1qyZ6z389OnTOnDgQLnuV9L/UJFz2wYNGmjXrl2SpG3btunqq68u9biqqugZKkVeXp769++vc+fO6aWXXlJISIjatWunBx54QLVq1VJoaKgyMjLUo0cPffnll+rdu7eKior01FNPldrmuHHjNHz4cBUVFUm68GGXkZEh6UKKHzx4sPr37y+73a4rr7xSQ4cO1ccff3xJO/Xr19eJEyd0//33q1atWho4cKAroUsXvrW+++671bNnTzVo0MD1zWNCQoKSkpKUmpqq3NxcPf3004qIiNBjjz2mPn36qE6dOsrPz1dgYGCxcBUREaEBAwaoX79+Kioq0uWXX65u3bqV2J5VXX/99XrhhRc0a9Ys2e12vfjii7ruuuu0detWxcfHq7CwUHfffbfr25lfExMTo61bt6pPnz46d+6cYmNji30rfPE569u3r2w2m6Kjo3X55ZeX6/ix2+1KSkrS448/LmOMgoODNW3aNN1www0aMWKEHnroIV122WWqUaOGpJKPWfy6q666SjVr1lSPHj1UvXp11a9fXxkZGWrbtu0lx4h0oSdu6NChmjRpkkaNGqW+ffsqNzdXffr0uSQEXfSHP/xBI0aMUK1atVStWrVLrg8bO3ashgwZonfffVcRERGqUaNGqa/jxx57TMOGDdOqVavUoEGDYu8lF5X23lFSe/4oOjpa48aN04cffqg6deooICBABQUFat68uXr27Knw8HA1bNhQbdq0UW5urh555BHVqVNHwcHBuuOOOxQdHa2RI0fqk08+UV5enl566SVVr15dY8eO1f/7f/9PdrtdrVq10h/+8AfXPu+77z49+eSTrolzLn5BccMNN2jYsGGaP3++brnlFvXu3VsFBQVq3bq1GjZs6Lp/69atL6njl6ZPn+4a6RAcHKywsDC1aNGixDaHDh2qkSNHav78+apdu3aJx8jw4cM1btw45efnKy8vT0lJSaW2h5KV53EuSUnH4bBhwzRmzBi99dZbCgoK0vTp07Vjx44S79utWzf17t1bTqdTN954o2JjY3XTTTddcsyWtx4r8eRnf1nuuOMObdy4Ub169VK9evUUFBRU7NqyivwPrVq1Kve57csvv6wJEybIGKOAgABNmjRJV1xxRYnH1cXQVNXYzMWvm2BJDodD8+bN0xNPPCFJeuihh5SYmKibbrrJy5XBk/75z3/q3Llzuv3223XgwAENGjRIa9eu9XZZ8IANGzYoPDxcrVu31hdffKE5c+Zo4cKF3i4LVcjKlSvVpk0bXXXVVVq2bJn++c9/avLkyd4uy+/wOOP32Ldvn3bt2qU//vGPys7O1j333KP169czU2E5EPMtLjAwUOfPn9cDDzygatWqqXXr1pdcNwD/d8UVV+i5557Tm2++KYfDoTFjxni7JHhIkyZNNHLkSAUEBMjpdCopKcnbJaGKady4sYYMGaKaNWvKbrdfMhMqKgePM36Pxo0ba8aMGVqwYIGKioo0dOhQglA50TMEAAAAwJKYQAEAAACAJRGGAAAAAFgSYQgAAACAJRGGAAC/y48//qht27aVevuWLVsuWWS2pL/9Vrfddlu5tisqKtKjjz6q3r176/Tp027ZR1ny8/O1bNkySdKKFSu0bt26SmkXAPDbEIYAAL/L6tWrXYs7V2UnTpxQdna2li5d6lrQ1hs1XAxDPXr00J133umVOgAAFzC1NgD4qYs9D7m5ucrOztZTTz2lrl276h//+IcWL17s2u7111/Xnj17NGPG/2/vbkOa/tc4jr+32sh5Q5ahLhWXdiOZ3UMgSNKTijIcaQiaBik+yIoSFG1pVrbsQKBSZmWKsqHCjKyEKCoxCMF6EAWWimhlzpskl5qb7jyIxqn03/8cOOf/P3m9Hu93fX/77sk+u76/Xf9ApVIRHx+PVqvl4sWLzJs3j8DAQAoKCmhsbOTx48dMTEzQ09NDamoqkZGRNDQ0oFKpWL16Ne/fv/+p9q80NTVRWVmJUqlk48aNZGZmotfrKS4uJiAggKamJtra2jhy5Ai5ubmuAaQnTpxg5cqVM9a8desWVVVVqNVqgoODKSgowGAw0N3dzcmTJ78bVNve3s6ZM2cAWLhwIYWFhWg0GgwGAx0dHQQGBjI5OQlAdnY2O3fuJCoqiubmZu7evYvRaKS+vh6z2cz09DTbtm0jIyODmpoa7t27h8PhwNPTk5KSEsrKyujo6KC0tBSn04mPjw8JCQkYjUbX1Ppdu3aRnJxMdnY2arWad+/eYbVaMRqNf2p4oxBCiD9POkNCCPEbGxsb48aNG1RUVGA0GnE4HHR3d1NeXk51dTU6nY6Wlhbg6xEuk8nEnj17MBgMlJaWUlNTg6+vLw0NDQDYbDauXLnC5aKlleEAAARwSURBVMuXKS8vx9fXl9jYWFJSUoiIiJi19mxGRkYoKSmhsrISs9lMf38/T548Ye/evdy8eROAhoYG4uPjKSsrY8uWLVRXV3P69Gny8/NnrPnx40dKSkqoqqrCbDbj6elJbW0teXl5hIaGfheEAAwGA3l5eVRXVxMVFcW1a9dobm7my5cv1NXVcfz4ccbHx2d9D0NDQ1y9ehWTyYTFYmF0dBSbzcbIyAiVlZWYTCYcDgcvXrwgPT2d0NBQDh065Lr+4cOHvH37lrq6OkwmE7dv36a9vR0ArVbL9evXSUpKora29o8/bCGEEP826QwJIcRvbPPmzSiVSnx8fPDy8mJ4eJjFixeTlZWFu7s7XV1drFu3DgCdTgfA8PAwVquVo0ePAjAxMUFkZCRBQUGsWrUK+Drg71u35F/NVns2PT09DA8Pk5aWBsDnz5/p7e0lJiaGhIQE4uLisNlsrFixgtevX/P06VOampoA+PTp04w1e3t7CQ0NxcPDw7UHLS0tbN26dcbXd3Z2curUKQDsdjs6nY43b94QEREBfA0k/v7+P133bUxfb28vy5cvZ8GCBQDk5OQAoFKpOHbsGBqNhg8fPuBwOGZdf9OmTSgUClQqFWvXrqWzsxOAsLAwAPz8/Hj27Nkf7KQQQoj/hIQhIYT4jb18+RKAwcFBbDYbbm5uFBcX8+jRIwAOHDjg+lKvVH49LODt7Y2fnx+XLl3C09OTBw8eoNFo6OvrQ6FQ/LSGQqFgenqa0dHRWWvPJiAgAH9/fyoqKlCpVFgsFsLCwvDw8CA8PJxz586h1+sBWLZsGTExMezevZuhoSHXszcz1ezs7GRsbAyNRkNra6sr6M1Ep9Nx/vx5tFotbW1tDAwMMH/+fO7cuUNycjL9/f309/cDoFarGRgYAODVq1cABAUF0dXVxeTkJGq1msOHD5OYmMj9+/epr69nfHwcvV6P0+lEqVQyPT393fohISFYLBZSUlKw2+08f/6c2NhY194KIYT475EwJIQQv7HBwUGSk5MZHR0lLy8PDw8PNmzYQGxsLBqNBi8vL6xWKwEBAa5rlEolubm5pKWl4XQ6cXd3p6ioiL6+vhnXCA8Pp6ioiJCQkF/W/tGiRYtISUkhKSmJqakpli5dyo4dOwCIi4vj4MGDFBYWApCenk5ubi51dXXYbLbvjpr9WDMjI4P9+/ejVCoJCgoiMzPTFWJ+lJ+fT1ZWFlNTUwCcPXsWnU5HW1sbcXFxaLVavL29XfeUk5NDY2MjwcHBrvVSU1NJTExEoVAQHR3NmjVrcHNzQ6/Xo1arWbJkCVarlfXr12O327lw4YKrkxQdHU1rayv79u3Dbrezfft2eTZICCH+RxTOX/1sJ4QQ4v+SxWKhq6uLzMzMv/pWhBBCiL8l+QMFIYQQQgghxJwknSEhhBBCCCHEnCSdISGEEEIIIcScJGFICCGEEEIIMSdJGBJCCCGEEELMSRKGhBBCCCGEEHOShCEhhBBCCCHEnCRhSAghhBBCCDEn/RM7fbKBNAnFSwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (14,6))\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n",
" width=.7 , hue=stdperf['test preparation course'] , palette= 'rainbow')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 865,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (14,6))\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n",
" width=.7 , hue=stdperf['test preparation course'] , \n",
" palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} )\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 866,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Remove the top and right axis spines\n",
"plt.figure(figsize = (14,6))\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n",
" width=.7 , hue=stdperf['test preparation course'] , \n",
" palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} )\n",
"sns.despine()\n",
"# More about sns.despine() here - https://seaborn.pydata.org/tutorial/aesthetics.html\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 867,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (14,6))\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n",
" width=.7 , hue=stdperf['test preparation course'] , \n",
" palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} )\n",
"sns.despine(left=True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 807,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Changing Linewidth\n",
"plt.figure(figsize = (14,6))\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n",
" width=.7 , hue=stdperf['test preparation course'] , \n",
" palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} ,linewidth = 3)\n",
"sns.despine(left=True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 869,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (14,6))\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n",
" width=.7 , hue=stdperf['test preparation course'] , \n",
" palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} ,linewidth = 2)\n",
"sns.despine(left=True)\n",
"plt.xticks(rotation=45)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 870,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Add a notch to the box\n",
"plt.figure(figsize = (14,6))\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n",
" width=.7 , hue=stdperf['test preparation course'] , \n",
" palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} ,linewidth = 2 , notch=True )\n",
"sns.despine(left=True)\n",
"plt.xticks(rotation=45)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 871,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Change the size of outlier markers\n",
"plt.figure(figsize = (16,8))\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n",
" width=.7 , hue=stdperf['test preparation course'] , \n",
" palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} ,linewidth = 2 , fliersize= 15)\n",
"sns.despine(left=True)\n",
"plt.xticks(rotation=45)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 872,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Change the size of outlier markers\n",
"sns.set(rc={\"axes.facecolor\":\"#b0deff\",\"axes.grid\":False,\n",
" 'xtick.labelsize':15,'ytick.labelsize':15,\n",
" 'axes.labelsize':20,'figure.figsize':(20.0, 9.0)})\n",
"sns.boxplot(x= stdperf['parental level of education'] , y= stdperf['math score'] , \n",
" width=.7 , hue=stdperf['test preparation course'] , \n",
" palette= {\"none\":'#FFB74D' , \"completed\":'#9CCC65'} ,linewidth = 2 , fliersize= 15)\n",
"sns.despine(left=True)\n",
"plt.xticks(rotation=45)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 873,
"metadata": {},
"outputs": [],
"source": [
"mpl.rcParams.update(mpl.rcParamsDefault)\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 874,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x792 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,11))\n",
"sns.set(rc={\"axes.grid\":False,\n",
" 'xtick.labelsize':15,'ytick.labelsize':15,\n",
" 'axes.labelsize':20,'figure.figsize':(20.0, 9.0)})\n",
"params = dict(data=employment ,x = employment.Age ,y = employment.Unemployed)\n",
"sns.stripplot(**params , size=8,jitter=0.35,palette=['#33FF66','#FF6600'],edgecolor='black',linewidth=1 , alpha = 1)\n",
"sns.boxplot(**params ,palette=['#BDBDBD','#E0E0E0'],linewidth=6)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 875,
"metadata": {},
"outputs": [],
"source": [
"mpl.rcParams.update(mpl.rcParamsDefault)\n",
"%matplotlib inline\n",
"sns.set_style(\"darkgrid\")"
]
},
{
"cell_type": "code",
"execution_count": 876,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>diet</th>\n",
" <th>pulse</th>\n",
" <th>time</th>\n",
" <th>kind</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>low fat</td>\n",
" <td>85</td>\n",
" <td>1 min</td>\n",
" <td>rest</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>low fat</td>\n",
" <td>85</td>\n",
" <td>15 min</td>\n",
" <td>rest</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>low fat</td>\n",
" <td>88</td>\n",
" <td>30 min</td>\n",
" <td>rest</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2</td>\n",
" <td>low fat</td>\n",
" <td>90</td>\n",
" <td>1 min</td>\n",
" <td>rest</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2</td>\n",
" <td>low fat</td>\n",
" <td>92</td>\n",
" <td>15 min</td>\n",
" <td>rest</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id diet pulse time kind\n",
"0 1 low fat 85 1 min rest\n",
"1 1 low fat 85 15 min rest\n",
"2 1 low fat 88 30 min rest\n",
"3 2 low fat 90 1 min rest\n",
"4 2 low fat 92 15 min rest"
]
},
"execution_count": 876,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exercise.head()"
]
},
{
"cell_type": "code",
"execution_count": 877,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1296x1152 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(18,16))\n",
"sns.catplot(x=\"kind\", y=\"pulse\",col=\"diet\",data=exercise, kind=\"box\");\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 878,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x1728 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Displaying multiple violin plots using subplot function. \n",
"fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (20,24))\n",
"sns.swarmplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris , color=\".10\" , size=8,)\n",
"sns.boxplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris )\n",
"sns.swarmplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , color=\".10\", size=8)\n",
"sns.boxplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris)\n",
"sns.swarmplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris , color=\".10\", size=8)\n",
"sns.boxplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris)\n",
"sns.swarmplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris , color=\".10\", size=8)\n",
"sns.boxplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 879,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x1728 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (20,24))\n",
"sns.swarmplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris, size=8,)\n",
"sns.boxplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris ,boxprops={'facecolor':'None'})\n",
"sns.swarmplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , size=8)\n",
"sns.boxplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris ,boxprops={'facecolor':'None'})\n",
"sns.swarmplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris , size=8)\n",
"sns.boxplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris ,boxprops={'facecolor':'None'})\n",
"sns.swarmplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris, size=8)\n",
"sns.boxplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris ,boxprops={'facecolor':'None'})\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 880,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x1728 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (20,24))\n",
"sns.swarmplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris, size=8)\n",
"sns.boxplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris , showfliers=False,whiskerprops={'linewidth':0},showcaps=False,boxprops={'facecolor':'None' , 'linewidth' : 3 })\n",
"sns.swarmplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris, size=8)\n",
"sns.boxplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , showfliers=False,whiskerprops={'linewidth':0},showcaps=False,boxprops={'facecolor':'None' , 'linewidth' : 3})\n",
"sns.swarmplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris, size=8)\n",
"sns.boxplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris , showfliers=False,whiskerprops={'linewidth':0},showcaps=False,boxprops={'facecolor':'None' , 'linewidth' : 3})\n",
"sns.swarmplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris , size=8)\n",
"sns.boxplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris , showfliers=False,whiskerprops={'linewidth':0},showcaps=False,boxprops={'facecolor':'None' , 'linewidth' : 3})\n",
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}