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SiddheshKukade/Assignment3.ipynb

Created May 27, 2023 03:07
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Assignment3.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "0102304a",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "db763562",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" }\n",
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" 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>diagnosis</th>\n",
" <th>radius_mean</th>\n",
" <th>texture_mean</th>\n",
" <th>perimeter_mean</th>\n",
" <th>area_mean</th>\n",
" <th>smoothness_mean</th>\n",
" <th>compactness_mean</th>\n",
" <th>concavity_mean</th>\n",
" <th>concave points_mean</th>\n",
" <th>...</th>\n",
" <th>texture_worst</th>\n",
" <th>perimeter_worst</th>\n",
" <th>area_worst</th>\n",
" <th>smoothness_worst</th>\n",
" <th>compactness_worst</th>\n",
" <th>concavity_worst</th>\n",
" <th>concave points_worst</th>\n",
" <th>symmetry_worst</th>\n",
" <th>fractal_dimension_worst</th>\n",
" <th>Unnamed: 32</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>842302</td>\n",
" <td>M</td>\n",
" <td>17.99</td>\n",
" <td>10.38</td>\n",
" <td>122.80</td>\n",
" <td>1001.0</td>\n",
" <td>0.11840</td>\n",
" <td>0.27760</td>\n",
" <td>0.30010</td>\n",
" <td>0.14710</td>\n",
" <td>...</td>\n",
" <td>17.33</td>\n",
" <td>184.60</td>\n",
" <td>2019.0</td>\n",
" <td>0.16220</td>\n",
" <td>0.66560</td>\n",
" <td>0.7119</td>\n",
" <td>0.2654</td>\n",
" <td>0.4601</td>\n",
" <td>0.11890</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>842517</td>\n",
" <td>M</td>\n",
" <td>20.57</td>\n",
" <td>17.77</td>\n",
" <td>132.90</td>\n",
" <td>1326.0</td>\n",
" <td>0.08474</td>\n",
" <td>0.07864</td>\n",
" <td>0.08690</td>\n",
" <td>0.07017</td>\n",
" <td>...</td>\n",
" <td>23.41</td>\n",
" <td>158.80</td>\n",
" <td>1956.0</td>\n",
" <td>0.12380</td>\n",
" <td>0.18660</td>\n",
" <td>0.2416</td>\n",
" <td>0.1860</td>\n",
" <td>0.2750</td>\n",
" <td>0.08902</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>84300903</td>\n",
" <td>M</td>\n",
" <td>19.69</td>\n",
" <td>21.25</td>\n",
" <td>130.00</td>\n",
" <td>1203.0</td>\n",
" <td>0.10960</td>\n",
" <td>0.15990</td>\n",
" <td>0.19740</td>\n",
" <td>0.12790</td>\n",
" <td>...</td>\n",
" <td>25.53</td>\n",
" <td>152.50</td>\n",
" <td>1709.0</td>\n",
" <td>0.14440</td>\n",
" <td>0.42450</td>\n",
" <td>0.4504</td>\n",
" <td>0.2430</td>\n",
" <td>0.3613</td>\n",
" <td>0.08758</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>84348301</td>\n",
" <td>M</td>\n",
" <td>11.42</td>\n",
" <td>20.38</td>\n",
" <td>77.58</td>\n",
" <td>386.1</td>\n",
" <td>0.14250</td>\n",
" <td>0.28390</td>\n",
" <td>0.24140</td>\n",
" <td>0.10520</td>\n",
" <td>...</td>\n",
" <td>26.50</td>\n",
" <td>98.87</td>\n",
" <td>567.7</td>\n",
" <td>0.20980</td>\n",
" <td>0.86630</td>\n",
" <td>0.6869</td>\n",
" <td>0.2575</td>\n",
" <td>0.6638</td>\n",
" <td>0.17300</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>84358402</td>\n",
" <td>M</td>\n",
" <td>20.29</td>\n",
" <td>14.34</td>\n",
" <td>135.10</td>\n",
" <td>1297.0</td>\n",
" <td>0.10030</td>\n",
" <td>0.13280</td>\n",
" <td>0.19800</td>\n",
" <td>0.10430</td>\n",
" <td>...</td>\n",
" <td>16.67</td>\n",
" <td>152.20</td>\n",
" <td>1575.0</td>\n",
" <td>0.13740</td>\n",
" <td>0.20500</td>\n",
" <td>0.4000</td>\n",
" <td>0.1625</td>\n",
" <td>0.2364</td>\n",
" <td>0.07678</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>564</th>\n",
" <td>926424</td>\n",
" <td>M</td>\n",
" <td>21.56</td>\n",
" <td>22.39</td>\n",
" <td>142.00</td>\n",
" <td>1479.0</td>\n",
" <td>0.11100</td>\n",
" <td>0.11590</td>\n",
" <td>0.24390</td>\n",
" <td>0.13890</td>\n",
" <td>...</td>\n",
" <td>26.40</td>\n",
" <td>166.10</td>\n",
" <td>2027.0</td>\n",
" <td>0.14100</td>\n",
" <td>0.21130</td>\n",
" <td>0.4107</td>\n",
" <td>0.2216</td>\n",
" <td>0.2060</td>\n",
" <td>0.07115</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>565</th>\n",
" <td>926682</td>\n",
" <td>M</td>\n",
" <td>20.13</td>\n",
" <td>28.25</td>\n",
" <td>131.20</td>\n",
" <td>1261.0</td>\n",
" <td>0.09780</td>\n",
" <td>0.10340</td>\n",
" <td>0.14400</td>\n",
" <td>0.09791</td>\n",
" <td>...</td>\n",
" <td>38.25</td>\n",
" <td>155.00</td>\n",
" <td>1731.0</td>\n",
" <td>0.11660</td>\n",
" <td>0.19220</td>\n",
" <td>0.3215</td>\n",
" <td>0.1628</td>\n",
" <td>0.2572</td>\n",
" <td>0.06637</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>566</th>\n",
" <td>926954</td>\n",
" <td>M</td>\n",
" <td>16.60</td>\n",
" <td>28.08</td>\n",
" <td>108.30</td>\n",
" <td>858.1</td>\n",
" <td>0.08455</td>\n",
" <td>0.10230</td>\n",
" <td>0.09251</td>\n",
" <td>0.05302</td>\n",
" <td>...</td>\n",
" <td>34.12</td>\n",
" <td>126.70</td>\n",
" <td>1124.0</td>\n",
" <td>0.11390</td>\n",
" <td>0.30940</td>\n",
" <td>0.3403</td>\n",
" <td>0.1418</td>\n",
" <td>0.2218</td>\n",
" <td>0.07820</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>567</th>\n",
" <td>927241</td>\n",
" <td>M</td>\n",
" <td>20.60</td>\n",
" <td>29.33</td>\n",
" <td>140.10</td>\n",
" <td>1265.0</td>\n",
" <td>0.11780</td>\n",
" <td>0.27700</td>\n",
" <td>0.35140</td>\n",
" <td>0.15200</td>\n",
" <td>...</td>\n",
" <td>39.42</td>\n",
" <td>184.60</td>\n",
" <td>1821.0</td>\n",
" <td>0.16500</td>\n",
" <td>0.86810</td>\n",
" <td>0.9387</td>\n",
" <td>0.2650</td>\n",
" <td>0.4087</td>\n",
" <td>0.12400</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>568</th>\n",
" <td>92751</td>\n",
" <td>B</td>\n",
" <td>7.76</td>\n",
" <td>24.54</td>\n",
" <td>47.92</td>\n",
" <td>181.0</td>\n",
" <td>0.05263</td>\n",
" <td>0.04362</td>\n",
" <td>0.00000</td>\n",
" <td>0.00000</td>\n",
" <td>...</td>\n",
" <td>30.37</td>\n",
" <td>59.16</td>\n",
" <td>268.6</td>\n",
" <td>0.08996</td>\n",
" <td>0.06444</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.2871</td>\n",
" <td>0.07039</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>569 rows × 33 columns</p>\n",
"</div>"
],
"text/plain": [
" id diagnosis radius_mean texture_mean perimeter_mean area_mean \n",
"0 842302 M 17.99 10.38 122.80 1001.0 \\\n",
"1 842517 M 20.57 17.77 132.90 1326.0 \n",
"2 84300903 M 19.69 21.25 130.00 1203.0 \n",
"3 84348301 M 11.42 20.38 77.58 386.1 \n",
"4 84358402 M 20.29 14.34 135.10 1297.0 \n",
".. ... ... ... ... ... ... \n",
"564 926424 M 21.56 22.39 142.00 1479.0 \n",
"565 926682 M 20.13 28.25 131.20 1261.0 \n",
"566 926954 M 16.60 28.08 108.30 858.1 \n",
"567 927241 M 20.60 29.33 140.10 1265.0 \n",
"568 92751 B 7.76 24.54 47.92 181.0 \n",
"\n",
" smoothness_mean compactness_mean concavity_mean concave points_mean \n",
"0 0.11840 0.27760 0.30010 0.14710 \\\n",
"1 0.08474 0.07864 0.08690 0.07017 \n",
"2 0.10960 0.15990 0.19740 0.12790 \n",
"3 0.14250 0.28390 0.24140 0.10520 \n",
"4 0.10030 0.13280 0.19800 0.10430 \n",
".. ... ... ... ... \n",
"564 0.11100 0.11590 0.24390 0.13890 \n",
"565 0.09780 0.10340 0.14400 0.09791 \n",
"566 0.08455 0.10230 0.09251 0.05302 \n",
"567 0.11780 0.27700 0.35140 0.15200 \n",
"568 0.05263 0.04362 0.00000 0.00000 \n",
"\n",
" ... texture_worst perimeter_worst area_worst smoothness_worst \n",
"0 ... 17.33 184.60 2019.0 0.16220 \\\n",
"1 ... 23.41 158.80 1956.0 0.12380 \n",
"2 ... 25.53 152.50 1709.0 0.14440 \n",
"3 ... 26.50 98.87 567.7 0.20980 \n",
"4 ... 16.67 152.20 1575.0 0.13740 \n",
".. ... ... ... ... ... \n",
"564 ... 26.40 166.10 2027.0 0.14100 \n",
"565 ... 38.25 155.00 1731.0 0.11660 \n",
"566 ... 34.12 126.70 1124.0 0.11390 \n",
"567 ... 39.42 184.60 1821.0 0.16500 \n",
"568 ... 30.37 59.16 268.6 0.08996 \n",
"\n",
" compactness_worst concavity_worst concave points_worst symmetry_worst \n",
"0 0.66560 0.7119 0.2654 0.4601 \\\n",
"1 0.18660 0.2416 0.1860 0.2750 \n",
"2 0.42450 0.4504 0.2430 0.3613 \n",
"3 0.86630 0.6869 0.2575 0.6638 \n",
"4 0.20500 0.4000 0.1625 0.2364 \n",
".. ... ... ... ... \n",
"564 0.21130 0.4107 0.2216 0.2060 \n",
"565 0.19220 0.3215 0.1628 0.2572 \n",
"566 0.30940 0.3403 0.1418 0.2218 \n",
"567 0.86810 0.9387 0.2650 0.4087 \n",
"568 0.06444 0.0000 0.0000 0.2871 \n",
"\n",
" fractal_dimension_worst Unnamed: 32 \n",
"0 0.11890 NaN \n",
"1 0.08902 NaN \n",
"2 0.08758 NaN \n",
"3 0.17300 NaN \n",
"4 0.07678 NaN \n",
".. ... ... \n",
"564 0.07115 NaN \n",
"565 0.06637 NaN \n",
"566 0.07820 NaN \n",
"567 0.12400 NaN \n",
"568 0.07039 NaN \n",
"\n",
"[569 rows x 33 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('cancer_data_set_batch_3.csv')\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e704c727",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(569, 33)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "9c06009c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['id', 'diagnosis', 'radius_mean', 'texture_mean', 'perimeter_mean',\n",
" 'area_mean', 'smoothness_mean', 'compactness_mean', 'concavity_mean',\n",
" 'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean',\n",
" 'radius_se', 'texture_se', 'perimeter_se', 'area_se', 'smoothness_se',\n",
" 'compactness_se', 'concavity_se', 'concave points_se', 'symmetry_se',\n",
" 'fractal_dimension_se', 'radius_worst', 'texture_worst',\n",
" 'perimeter_worst', 'area_worst', 'smoothness_worst',\n",
" 'compactness_worst', 'concavity_worst', 'concave points_worst',\n",
" 'symmetry_worst', 'fractal_dimension_worst', 'Unnamed: 32'],\n",
" dtype='object')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "800d69c5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"id 0\n",
"diagnosis 0\n",
"radius_mean 0\n",
"texture_mean 0\n",
"perimeter_mean 0\n",
"area_mean 0\n",
"smoothness_mean 0\n",
"compactness_mean 0\n",
"concavity_mean 0\n",
"concave points_mean 0\n",
"symmetry_mean 0\n",
"fractal_dimension_mean 0\n",
"radius_se 0\n",
"texture_se 0\n",
"perimeter_se 0\n",
"area_se 0\n",
"smoothness_se 0\n",
"compactness_se 0\n",
"concavity_se 0\n",
"concave points_se 0\n",
"symmetry_se 0\n",
"fractal_dimension_se 0\n",
"radius_worst 0\n",
"texture_worst 0\n",
"perimeter_worst 0\n",
"area_worst 0\n",
"smoothness_worst 0\n",
"compactness_worst 0\n",
"concavity_worst 0\n",
"concave points_worst 0\n",
"symmetry_worst 0\n",
"fractal_dimension_worst 0\n",
"Unnamed: 32 569\n",
"dtype: int64\n"
]
}
],
"source": [
"print(df.isna().sum())"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1fdf3f7c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" }\n",
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" .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>diagnosis</th>\n",
" <th>radius_mean</th>\n",
" <th>texture_mean</th>\n",
" <th>perimeter_mean</th>\n",
" <th>area_mean</th>\n",
" <th>smoothness_mean</th>\n",
" <th>compactness_mean</th>\n",
" <th>concavity_mean</th>\n",
" <th>concave points_mean</th>\n",
" <th>...</th>\n",
" <th>radius_worst</th>\n",
" <th>texture_worst</th>\n",
" <th>perimeter_worst</th>\n",
" <th>area_worst</th>\n",
" <th>smoothness_worst</th>\n",
" <th>compactness_worst</th>\n",
" <th>concavity_worst</th>\n",
" <th>concave points_worst</th>\n",
" <th>symmetry_worst</th>\n",
" <th>fractal_dimension_worst</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>842302</td>\n",
" <td>M</td>\n",
" <td>17.99</td>\n",
" <td>10.38</td>\n",
" <td>122.80</td>\n",
" <td>1001.0</td>\n",
" <td>0.11840</td>\n",
" <td>0.27760</td>\n",
" <td>0.30010</td>\n",
" <td>0.14710</td>\n",
" <td>...</td>\n",
" <td>25.380</td>\n",
" <td>17.33</td>\n",
" <td>184.60</td>\n",
" <td>2019.0</td>\n",
" <td>0.16220</td>\n",
" <td>0.66560</td>\n",
" <td>0.7119</td>\n",
" <td>0.2654</td>\n",
" <td>0.4601</td>\n",
" <td>0.11890</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>842517</td>\n",
" <td>M</td>\n",
" <td>20.57</td>\n",
" <td>17.77</td>\n",
" <td>132.90</td>\n",
" <td>1326.0</td>\n",
" <td>0.08474</td>\n",
" <td>0.07864</td>\n",
" <td>0.08690</td>\n",
" <td>0.07017</td>\n",
" <td>...</td>\n",
" <td>24.990</td>\n",
" <td>23.41</td>\n",
" <td>158.80</td>\n",
" <td>1956.0</td>\n",
" <td>0.12380</td>\n",
" <td>0.18660</td>\n",
" <td>0.2416</td>\n",
" <td>0.1860</td>\n",
" <td>0.2750</td>\n",
" <td>0.08902</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>84300903</td>\n",
" <td>M</td>\n",
" <td>19.69</td>\n",
" <td>21.25</td>\n",
" <td>130.00</td>\n",
" <td>1203.0</td>\n",
" <td>0.10960</td>\n",
" <td>0.15990</td>\n",
" <td>0.19740</td>\n",
" <td>0.12790</td>\n",
" <td>...</td>\n",
" <td>23.570</td>\n",
" <td>25.53</td>\n",
" <td>152.50</td>\n",
" <td>1709.0</td>\n",
" <td>0.14440</td>\n",
" <td>0.42450</td>\n",
" <td>0.4504</td>\n",
" <td>0.2430</td>\n",
" <td>0.3613</td>\n",
" <td>0.08758</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>84348301</td>\n",
" <td>M</td>\n",
" <td>11.42</td>\n",
" <td>20.38</td>\n",
" <td>77.58</td>\n",
" <td>386.1</td>\n",
" <td>0.14250</td>\n",
" <td>0.28390</td>\n",
" <td>0.24140</td>\n",
" <td>0.10520</td>\n",
" <td>...</td>\n",
" <td>14.910</td>\n",
" <td>26.50</td>\n",
" <td>98.87</td>\n",
" <td>567.7</td>\n",
" <td>0.20980</td>\n",
" <td>0.86630</td>\n",
" <td>0.6869</td>\n",
" <td>0.2575</td>\n",
" <td>0.6638</td>\n",
" <td>0.17300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>84358402</td>\n",
" <td>M</td>\n",
" <td>20.29</td>\n",
" <td>14.34</td>\n",
" <td>135.10</td>\n",
" <td>1297.0</td>\n",
" <td>0.10030</td>\n",
" <td>0.13280</td>\n",
" <td>0.19800</td>\n",
" <td>0.10430</td>\n",
" <td>...</td>\n",
" <td>22.540</td>\n",
" <td>16.67</td>\n",
" <td>152.20</td>\n",
" <td>1575.0</td>\n",
" <td>0.13740</td>\n",
" <td>0.20500</td>\n",
" <td>0.4000</td>\n",
" <td>0.1625</td>\n",
" <td>0.2364</td>\n",
" <td>0.07678</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>564</th>\n",
" <td>926424</td>\n",
" <td>M</td>\n",
" <td>21.56</td>\n",
" <td>22.39</td>\n",
" <td>142.00</td>\n",
" <td>1479.0</td>\n",
" <td>0.11100</td>\n",
" <td>0.11590</td>\n",
" <td>0.24390</td>\n",
" <td>0.13890</td>\n",
" <td>...</td>\n",
" <td>25.450</td>\n",
" <td>26.40</td>\n",
" <td>166.10</td>\n",
" <td>2027.0</td>\n",
" <td>0.14100</td>\n",
" <td>0.21130</td>\n",
" <td>0.4107</td>\n",
" <td>0.2216</td>\n",
" <td>0.2060</td>\n",
" <td>0.07115</td>\n",
" </tr>\n",
" <tr>\n",
" <th>565</th>\n",
" <td>926682</td>\n",
" <td>M</td>\n",
" <td>20.13</td>\n",
" <td>28.25</td>\n",
" <td>131.20</td>\n",
" <td>1261.0</td>\n",
" <td>0.09780</td>\n",
" <td>0.10340</td>\n",
" <td>0.14400</td>\n",
" <td>0.09791</td>\n",
" <td>...</td>\n",
" <td>23.690</td>\n",
" <td>38.25</td>\n",
" <td>155.00</td>\n",
" <td>1731.0</td>\n",
" <td>0.11660</td>\n",
" <td>0.19220</td>\n",
" <td>0.3215</td>\n",
" <td>0.1628</td>\n",
" <td>0.2572</td>\n",
" <td>0.06637</td>\n",
" </tr>\n",
" <tr>\n",
" <th>566</th>\n",
" <td>926954</td>\n",
" <td>M</td>\n",
" <td>16.60</td>\n",
" <td>28.08</td>\n",
" <td>108.30</td>\n",
" <td>858.1</td>\n",
" <td>0.08455</td>\n",
" <td>0.10230</td>\n",
" <td>0.09251</td>\n",
" <td>0.05302</td>\n",
" <td>...</td>\n",
" <td>18.980</td>\n",
" <td>34.12</td>\n",
" <td>126.70</td>\n",
" <td>1124.0</td>\n",
" <td>0.11390</td>\n",
" <td>0.30940</td>\n",
" <td>0.3403</td>\n",
" <td>0.1418</td>\n",
" <td>0.2218</td>\n",
" <td>0.07820</td>\n",
" </tr>\n",
" <tr>\n",
" <th>567</th>\n",
" <td>927241</td>\n",
" <td>M</td>\n",
" <td>20.60</td>\n",
" <td>29.33</td>\n",
" <td>140.10</td>\n",
" <td>1265.0</td>\n",
" <td>0.11780</td>\n",
" <td>0.27700</td>\n",
" <td>0.35140</td>\n",
" <td>0.15200</td>\n",
" <td>...</td>\n",
" <td>25.740</td>\n",
" <td>39.42</td>\n",
" <td>184.60</td>\n",
" <td>1821.0</td>\n",
" <td>0.16500</td>\n",
" <td>0.86810</td>\n",
" <td>0.9387</td>\n",
" <td>0.2650</td>\n",
" <td>0.4087</td>\n",
" <td>0.12400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>568</th>\n",
" <td>92751</td>\n",
" <td>B</td>\n",
" <td>7.76</td>\n",
" <td>24.54</td>\n",
" <td>47.92</td>\n",
" <td>181.0</td>\n",
" <td>0.05263</td>\n",
" <td>0.04362</td>\n",
" <td>0.00000</td>\n",
" <td>0.00000</td>\n",
" <td>...</td>\n",
" <td>9.456</td>\n",
" <td>30.37</td>\n",
" <td>59.16</td>\n",
" <td>268.6</td>\n",
" <td>0.08996</td>\n",
" <td>0.06444</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.2871</td>\n",
" <td>0.07039</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>569 rows × 32 columns</p>\n",
"</div>"
],
"text/plain": [
" id diagnosis radius_mean texture_mean perimeter_mean area_mean \n",
"0 842302 M 17.99 10.38 122.80 1001.0 \\\n",
"1 842517 M 20.57 17.77 132.90 1326.0 \n",
"2 84300903 M 19.69 21.25 130.00 1203.0 \n",
"3 84348301 M 11.42 20.38 77.58 386.1 \n",
"4 84358402 M 20.29 14.34 135.10 1297.0 \n",
".. ... ... ... ... ... ... \n",
"564 926424 M 21.56 22.39 142.00 1479.0 \n",
"565 926682 M 20.13 28.25 131.20 1261.0 \n",
"566 926954 M 16.60 28.08 108.30 858.1 \n",
"567 927241 M 20.60 29.33 140.10 1265.0 \n",
"568 92751 B 7.76 24.54 47.92 181.0 \n",
"\n",
" smoothness_mean compactness_mean concavity_mean concave points_mean \n",
"0 0.11840 0.27760 0.30010 0.14710 \\\n",
"1 0.08474 0.07864 0.08690 0.07017 \n",
"2 0.10960 0.15990 0.19740 0.12790 \n",
"3 0.14250 0.28390 0.24140 0.10520 \n",
"4 0.10030 0.13280 0.19800 0.10430 \n",
".. ... ... ... ... \n",
"564 0.11100 0.11590 0.24390 0.13890 \n",
"565 0.09780 0.10340 0.14400 0.09791 \n",
"566 0.08455 0.10230 0.09251 0.05302 \n",
"567 0.11780 0.27700 0.35140 0.15200 \n",
"568 0.05263 0.04362 0.00000 0.00000 \n",
"\n",
" ... radius_worst texture_worst perimeter_worst area_worst \n",
"0 ... 25.380 17.33 184.60 2019.0 \\\n",
"1 ... 24.990 23.41 158.80 1956.0 \n",
"2 ... 23.570 25.53 152.50 1709.0 \n",
"3 ... 14.910 26.50 98.87 567.7 \n",
"4 ... 22.540 16.67 152.20 1575.0 \n",
".. ... ... ... ... ... \n",
"564 ... 25.450 26.40 166.10 2027.0 \n",
"565 ... 23.690 38.25 155.00 1731.0 \n",
"566 ... 18.980 34.12 126.70 1124.0 \n",
"567 ... 25.740 39.42 184.60 1821.0 \n",
"568 ... 9.456 30.37 59.16 268.6 \n",
"\n",
" smoothness_worst compactness_worst concavity_worst \n",
"0 0.16220 0.66560 0.7119 \\\n",
"1 0.12380 0.18660 0.2416 \n",
"2 0.14440 0.42450 0.4504 \n",
"3 0.20980 0.86630 0.6869 \n",
"4 0.13740 0.20500 0.4000 \n",
".. ... ... ... \n",
"564 0.14100 0.21130 0.4107 \n",
"565 0.11660 0.19220 0.3215 \n",
"566 0.11390 0.30940 0.3403 \n",
"567 0.16500 0.86810 0.9387 \n",
"568 0.08996 0.06444 0.0000 \n",
"\n",
" concave points_worst symmetry_worst fractal_dimension_worst \n",
"0 0.2654 0.4601 0.11890 \n",
"1 0.1860 0.2750 0.08902 \n",
"2 0.2430 0.3613 0.08758 \n",
"3 0.2575 0.6638 0.17300 \n",
"4 0.1625 0.2364 0.07678 \n",
".. ... ... ... \n",
"564 0.2216 0.2060 0.07115 \n",
"565 0.1628 0.2572 0.06637 \n",
"566 0.1418 0.2218 0.07820 \n",
"567 0.2650 0.4087 0.12400 \n",
"568 0.0000 0.2871 0.07039 \n",
"\n",
"[569 rows x 32 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Dropping the Unnamed column\n",
"df = df.drop([\"Unnamed: 32\"],axis=1)\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "891107d0",
"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>diagnosis</th>\n",
" <th>radius_mean</th>\n",
" <th>texture_mean</th>\n",
" <th>perimeter_mean</th>\n",
" <th>area_mean</th>\n",
" <th>smoothness_mean</th>\n",
" <th>compactness_mean</th>\n",
" <th>concavity_mean</th>\n",
" <th>concave points_mean</th>\n",
" <th>...</th>\n",
" <th>radius_worst</th>\n",
" <th>texture_worst</th>\n",
" <th>perimeter_worst</th>\n",
" <th>area_worst</th>\n",
" <th>smoothness_worst</th>\n",
" <th>compactness_worst</th>\n",
" <th>concavity_worst</th>\n",
" <th>concave points_worst</th>\n",
" <th>symmetry_worst</th>\n",
" <th>fractal_dimension_worst</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>842302</td>\n",
" <td>M</td>\n",
" <td>17.99</td>\n",
" <td>10.38</td>\n",
" <td>122.80</td>\n",
" <td>1001.0</td>\n",
" <td>0.11840</td>\n",
" <td>0.27760</td>\n",
" <td>0.30010</td>\n",
" <td>0.14710</td>\n",
" <td>...</td>\n",
" <td>25.380</td>\n",
" <td>17.33</td>\n",
" <td>184.60</td>\n",
" <td>2019.0</td>\n",
" <td>0.16220</td>\n",
" <td>0.66560</td>\n",
" <td>0.7119</td>\n",
" <td>0.2654</td>\n",
" <td>0.4601</td>\n",
" <td>0.11890</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>842517</td>\n",
" <td>M</td>\n",
" <td>20.57</td>\n",
" <td>17.77</td>\n",
" <td>132.90</td>\n",
" <td>1326.0</td>\n",
" <td>0.08474</td>\n",
" <td>0.07864</td>\n",
" <td>0.08690</td>\n",
" <td>0.07017</td>\n",
" <td>...</td>\n",
" <td>24.990</td>\n",
" <td>23.41</td>\n",
" <td>158.80</td>\n",
" <td>1956.0</td>\n",
" <td>0.12380</td>\n",
" <td>0.18660</td>\n",
" <td>0.2416</td>\n",
" <td>0.1860</td>\n",
" <td>0.2750</td>\n",
" <td>0.08902</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>84300903</td>\n",
" <td>M</td>\n",
" <td>19.69</td>\n",
" <td>21.25</td>\n",
" <td>130.00</td>\n",
" <td>1203.0</td>\n",
" <td>0.10960</td>\n",
" <td>0.15990</td>\n",
" <td>0.19740</td>\n",
" <td>0.12790</td>\n",
" <td>...</td>\n",
" <td>23.570</td>\n",
" <td>25.53</td>\n",
" <td>152.50</td>\n",
" <td>1709.0</td>\n",
" <td>0.14440</td>\n",
" <td>0.42450</td>\n",
" <td>0.4504</td>\n",
" <td>0.2430</td>\n",
" <td>0.3613</td>\n",
" <td>0.08758</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>84348301</td>\n",
" <td>M</td>\n",
" <td>11.42</td>\n",
" <td>20.38</td>\n",
" <td>77.58</td>\n",
" <td>386.1</td>\n",
" <td>0.14250</td>\n",
" <td>0.28390</td>\n",
" <td>0.24140</td>\n",
" <td>0.10520</td>\n",
" <td>...</td>\n",
" <td>14.910</td>\n",
" <td>26.50</td>\n",
" <td>98.87</td>\n",
" <td>567.7</td>\n",
" <td>0.20980</td>\n",
" <td>0.86630</td>\n",
" <td>0.6869</td>\n",
" <td>0.2575</td>\n",
" <td>0.6638</td>\n",
" <td>0.17300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>84358402</td>\n",
" <td>M</td>\n",
" <td>20.29</td>\n",
" <td>14.34</td>\n",
" <td>135.10</td>\n",
" <td>1297.0</td>\n",
" <td>0.10030</td>\n",
" <td>0.13280</td>\n",
" <td>0.19800</td>\n",
" <td>0.10430</td>\n",
" <td>...</td>\n",
" <td>22.540</td>\n",
" <td>16.67</td>\n",
" <td>152.20</td>\n",
" <td>1575.0</td>\n",
" <td>0.13740</td>\n",
" <td>0.20500</td>\n",
" <td>0.4000</td>\n",
" <td>0.1625</td>\n",
" <td>0.2364</td>\n",
" <td>0.07678</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>564</th>\n",
" <td>926424</td>\n",
" <td>M</td>\n",
" <td>21.56</td>\n",
" <td>22.39</td>\n",
" <td>142.00</td>\n",
" <td>1479.0</td>\n",
" <td>0.11100</td>\n",
" <td>0.11590</td>\n",
" <td>0.24390</td>\n",
" <td>0.13890</td>\n",
" <td>...</td>\n",
" <td>25.450</td>\n",
" <td>26.40</td>\n",
" <td>166.10</td>\n",
" <td>2027.0</td>\n",
" <td>0.14100</td>\n",
" <td>0.21130</td>\n",
" <td>0.4107</td>\n",
" <td>0.2216</td>\n",
" <td>0.2060</td>\n",
" <td>0.07115</td>\n",
" </tr>\n",
" <tr>\n",
" <th>565</th>\n",
" <td>926682</td>\n",
" <td>M</td>\n",
" <td>20.13</td>\n",
" <td>28.25</td>\n",
" <td>131.20</td>\n",
" <td>1261.0</td>\n",
" <td>0.09780</td>\n",
" <td>0.10340</td>\n",
" <td>0.14400</td>\n",
" <td>0.09791</td>\n",
" <td>...</td>\n",
" <td>23.690</td>\n",
" <td>38.25</td>\n",
" <td>155.00</td>\n",
" <td>1731.0</td>\n",
" <td>0.11660</td>\n",
" <td>0.19220</td>\n",
" <td>0.3215</td>\n",
" <td>0.1628</td>\n",
" <td>0.2572</td>\n",
" <td>0.06637</td>\n",
" </tr>\n",
" <tr>\n",
" <th>566</th>\n",
" <td>926954</td>\n",
" <td>M</td>\n",
" <td>16.60</td>\n",
" <td>28.08</td>\n",
" <td>108.30</td>\n",
" <td>858.1</td>\n",
" <td>0.08455</td>\n",
" <td>0.10230</td>\n",
" <td>0.09251</td>\n",
" <td>0.05302</td>\n",
" <td>...</td>\n",
" <td>18.980</td>\n",
" <td>34.12</td>\n",
" <td>126.70</td>\n",
" <td>1124.0</td>\n",
" <td>0.11390</td>\n",
" <td>0.30940</td>\n",
" <td>0.3403</td>\n",
" <td>0.1418</td>\n",
" <td>0.2218</td>\n",
" <td>0.07820</td>\n",
" </tr>\n",
" <tr>\n",
" <th>567</th>\n",
" <td>927241</td>\n",
" <td>M</td>\n",
" <td>20.60</td>\n",
" <td>29.33</td>\n",
" <td>140.10</td>\n",
" <td>1265.0</td>\n",
" <td>0.11780</td>\n",
" <td>0.27700</td>\n",
" <td>0.35140</td>\n",
" <td>0.15200</td>\n",
" <td>...</td>\n",
" <td>25.740</td>\n",
" <td>39.42</td>\n",
" <td>184.60</td>\n",
" <td>1821.0</td>\n",
" <td>0.16500</td>\n",
" <td>0.86810</td>\n",
" <td>0.9387</td>\n",
" <td>0.2650</td>\n",
" <td>0.4087</td>\n",
" <td>0.12400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>568</th>\n",
" <td>92751</td>\n",
" <td>B</td>\n",
" <td>7.76</td>\n",
" <td>24.54</td>\n",
" <td>47.92</td>\n",
" <td>181.0</td>\n",
" <td>0.05263</td>\n",
" <td>0.04362</td>\n",
" <td>0.00000</td>\n",
" <td>0.00000</td>\n",
" <td>...</td>\n",
" <td>9.456</td>\n",
" <td>30.37</td>\n",
" <td>59.16</td>\n",
" <td>268.6</td>\n",
" <td>0.08996</td>\n",
" <td>0.06444</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.2871</td>\n",
" <td>0.07039</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>569 rows × 32 columns</p>\n",
"</div>"
],
"text/plain": [
" id diagnosis radius_mean texture_mean perimeter_mean area_mean \n",
"0 842302 M 17.99 10.38 122.80 1001.0 \\\n",
"1 842517 M 20.57 17.77 132.90 1326.0 \n",
"2 84300903 M 19.69 21.25 130.00 1203.0 \n",
"3 84348301 M 11.42 20.38 77.58 386.1 \n",
"4 84358402 M 20.29 14.34 135.10 1297.0 \n",
".. ... ... ... ... ... ... \n",
"564 926424 M 21.56 22.39 142.00 1479.0 \n",
"565 926682 M 20.13 28.25 131.20 1261.0 \n",
"566 926954 M 16.60 28.08 108.30 858.1 \n",
"567 927241 M 20.60 29.33 140.10 1265.0 \n",
"568 92751 B 7.76 24.54 47.92 181.0 \n",
"\n",
" smoothness_mean compactness_mean concavity_mean concave points_mean \n",
"0 0.11840 0.27760 0.30010 0.14710 \\\n",
"1 0.08474 0.07864 0.08690 0.07017 \n",
"2 0.10960 0.15990 0.19740 0.12790 \n",
"3 0.14250 0.28390 0.24140 0.10520 \n",
"4 0.10030 0.13280 0.19800 0.10430 \n",
".. ... ... ... ... \n",
"564 0.11100 0.11590 0.24390 0.13890 \n",
"565 0.09780 0.10340 0.14400 0.09791 \n",
"566 0.08455 0.10230 0.09251 0.05302 \n",
"567 0.11780 0.27700 0.35140 0.15200 \n",
"568 0.05263 0.04362 0.00000 0.00000 \n",
"\n",
" ... radius_worst texture_worst perimeter_worst area_worst \n",
"0 ... 25.380 17.33 184.60 2019.0 \\\n",
"1 ... 24.990 23.41 158.80 1956.0 \n",
"2 ... 23.570 25.53 152.50 1709.0 \n",
"3 ... 14.910 26.50 98.87 567.7 \n",
"4 ... 22.540 16.67 152.20 1575.0 \n",
".. ... ... ... ... ... \n",
"564 ... 25.450 26.40 166.10 2027.0 \n",
"565 ... 23.690 38.25 155.00 1731.0 \n",
"566 ... 18.980 34.12 126.70 1124.0 \n",
"567 ... 25.740 39.42 184.60 1821.0 \n",
"568 ... 9.456 30.37 59.16 268.6 \n",
"\n",
" smoothness_worst compactness_worst concavity_worst \n",
"0 0.16220 0.66560 0.7119 \\\n",
"1 0.12380 0.18660 0.2416 \n",
"2 0.14440 0.42450 0.4504 \n",
"3 0.20980 0.86630 0.6869 \n",
"4 0.13740 0.20500 0.4000 \n",
".. ... ... ... \n",
"564 0.14100 0.21130 0.4107 \n",
"565 0.11660 0.19220 0.3215 \n",
"566 0.11390 0.30940 0.3403 \n",
"567 0.16500 0.86810 0.9387 \n",
"568 0.08996 0.06444 0.0000 \n",
"\n",
" concave points_worst symmetry_worst fractal_dimension_worst \n",
"0 0.2654 0.4601 0.11890 \n",
"1 0.1860 0.2750 0.08902 \n",
"2 0.2430 0.3613 0.08758 \n",
"3 0.2575 0.6638 0.17300 \n",
"4 0.1625 0.2364 0.07678 \n",
".. ... ... ... \n",
"564 0.2216 0.2060 0.07115 \n",
"565 0.1628 0.2572 0.06637 \n",
"566 0.1418 0.2218 0.07820 \n",
"567 0.2650 0.4087 0.12400 \n",
"568 0.0000 0.2871 0.07039 \n",
"\n",
"[569 rows x 32 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Removoving the null values \n",
"df = df.dropna(axis=1)\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "271c6a51",
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>diagnosis</th>\n",
" <th>radius_mean</th>\n",
" <th>texture_mean</th>\n",
" <th>perimeter_mean</th>\n",
" <th>area_mean</th>\n",
" <th>smoothness_mean</th>\n",
" <th>compactness_mean</th>\n",
" <th>concavity_mean</th>\n",
" <th>concave points_mean</th>\n",
" <th>...</th>\n",
" <th>radius_worst</th>\n",
" <th>texture_worst</th>\n",
" <th>perimeter_worst</th>\n",
" <th>area_worst</th>\n",
" <th>smoothness_worst</th>\n",
" <th>compactness_worst</th>\n",
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" <tr>\n",
" <th>0</th>\n",
" <td>842302</td>\n",
" <td>1</td>\n",
" <td>17.99</td>\n",
" <td>10.38</td>\n",
" <td>122.80</td>\n",
" <td>1001.0</td>\n",
" <td>0.11840</td>\n",
" <td>0.27760</td>\n",
" <td>0.30010</td>\n",
" <td>0.14710</td>\n",
" <td>...</td>\n",
" <td>25.380</td>\n",
" <td>17.33</td>\n",
" <td>184.60</td>\n",
" <td>2019.0</td>\n",
" <td>0.16220</td>\n",
" <td>0.66560</td>\n",
" <td>0.7119</td>\n",
" <td>0.2654</td>\n",
" <td>0.4601</td>\n",
" <td>0.11890</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>842517</td>\n",
" <td>1</td>\n",
" <td>20.57</td>\n",
" <td>17.77</td>\n",
" <td>132.90</td>\n",
" <td>1326.0</td>\n",
" <td>0.08474</td>\n",
" <td>0.07864</td>\n",
" <td>0.08690</td>\n",
" <td>0.07017</td>\n",
" <td>...</td>\n",
" <td>24.990</td>\n",
" <td>23.41</td>\n",
" <td>158.80</td>\n",
" <td>1956.0</td>\n",
" <td>0.12380</td>\n",
" <td>0.18660</td>\n",
" <td>0.2416</td>\n",
" <td>0.1860</td>\n",
" <td>0.2750</td>\n",
" <td>0.08902</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>84300903</td>\n",
" <td>1</td>\n",
" <td>19.69</td>\n",
" <td>21.25</td>\n",
" <td>130.00</td>\n",
" <td>1203.0</td>\n",
" <td>0.10960</td>\n",
" <td>0.15990</td>\n",
" <td>0.19740</td>\n",
" <td>0.12790</td>\n",
" <td>...</td>\n",
" <td>23.570</td>\n",
" <td>25.53</td>\n",
" <td>152.50</td>\n",
" <td>1709.0</td>\n",
" <td>0.14440</td>\n",
" <td>0.42450</td>\n",
" <td>0.4504</td>\n",
" <td>0.2430</td>\n",
" <td>0.3613</td>\n",
" <td>0.08758</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>84348301</td>\n",
" <td>1</td>\n",
" <td>11.42</td>\n",
" <td>20.38</td>\n",
" <td>77.58</td>\n",
" <td>386.1</td>\n",
" <td>0.14250</td>\n",
" <td>0.28390</td>\n",
" <td>0.24140</td>\n",
" <td>0.10520</td>\n",
" <td>...</td>\n",
" <td>14.910</td>\n",
" <td>26.50</td>\n",
" <td>98.87</td>\n",
" <td>567.7</td>\n",
" <td>0.20980</td>\n",
" <td>0.86630</td>\n",
" <td>0.6869</td>\n",
" <td>0.2575</td>\n",
" <td>0.6638</td>\n",
" <td>0.17300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>84358402</td>\n",
" <td>1</td>\n",
" <td>20.29</td>\n",
" <td>14.34</td>\n",
" <td>135.10</td>\n",
" <td>1297.0</td>\n",
" <td>0.10030</td>\n",
" <td>0.13280</td>\n",
" <td>0.19800</td>\n",
" <td>0.10430</td>\n",
" <td>...</td>\n",
" <td>22.540</td>\n",
" <td>16.67</td>\n",
" <td>152.20</td>\n",
" <td>1575.0</td>\n",
" <td>0.13740</td>\n",
" <td>0.20500</td>\n",
" <td>0.4000</td>\n",
" <td>0.1625</td>\n",
" <td>0.2364</td>\n",
" <td>0.07678</td>\n",
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" <tr>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>564</th>\n",
" <td>926424</td>\n",
" <td>1</td>\n",
" <td>21.56</td>\n",
" <td>22.39</td>\n",
" <td>142.00</td>\n",
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" <td>0.11590</td>\n",
" <td>0.24390</td>\n",
" <td>0.13890</td>\n",
" <td>...</td>\n",
" <td>25.450</td>\n",
" <td>26.40</td>\n",
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" <td>0.4107</td>\n",
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" <td>0.07115</td>\n",
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" <tr>\n",
" <th>565</th>\n",
" <td>926682</td>\n",
" <td>1</td>\n",
" <td>20.13</td>\n",
" <td>28.25</td>\n",
" <td>131.20</td>\n",
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" <td>0.09780</td>\n",
" <td>0.10340</td>\n",
" <td>0.14400</td>\n",
" <td>0.09791</td>\n",
" <td>...</td>\n",
" <td>23.690</td>\n",
" <td>38.25</td>\n",
" <td>155.00</td>\n",
" <td>1731.0</td>\n",
" <td>0.11660</td>\n",
" <td>0.19220</td>\n",
" <td>0.3215</td>\n",
" <td>0.1628</td>\n",
" <td>0.2572</td>\n",
" <td>0.06637</td>\n",
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" <tr>\n",
" <th>566</th>\n",
" <td>926954</td>\n",
" <td>1</td>\n",
" <td>16.60</td>\n",
" <td>28.08</td>\n",
" <td>108.30</td>\n",
" <td>858.1</td>\n",
" <td>0.08455</td>\n",
" <td>0.10230</td>\n",
" <td>0.09251</td>\n",
" <td>0.05302</td>\n",
" <td>...</td>\n",
" <td>18.980</td>\n",
" <td>34.12</td>\n",
" <td>126.70</td>\n",
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" <td>0.3403</td>\n",
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" <td>0.07820</td>\n",
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" <td>0.15200</td>\n",
" <td>...</td>\n",
" <td>25.740</td>\n",
" <td>39.42</td>\n",
" <td>184.60</td>\n",
" <td>1821.0</td>\n",
" <td>0.16500</td>\n",
" <td>0.86810</td>\n",
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" <td>0.4087</td>\n",
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" <tr>\n",
" <th>568</th>\n",
" <td>92751</td>\n",
" <td>0</td>\n",
" <td>7.76</td>\n",
" <td>24.54</td>\n",
" <td>47.92</td>\n",
" <td>181.0</td>\n",
" <td>0.05263</td>\n",
" <td>0.04362</td>\n",
" <td>0.00000</td>\n",
" <td>0.00000</td>\n",
" <td>...</td>\n",
" <td>9.456</td>\n",
" <td>30.37</td>\n",
" <td>59.16</td>\n",
" <td>268.6</td>\n",
" <td>0.08996</td>\n",
" <td>0.06444</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.2871</td>\n",
" <td>0.07039</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
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"</div>"
],
"text/plain": [
" id diagnosis radius_mean texture_mean perimeter_mean \n",
"0 842302 1 17.99 10.38 122.80 \\\n",
"1 842517 1 20.57 17.77 132.90 \n",
"2 84300903 1 19.69 21.25 130.00 \n",
"3 84348301 1 11.42 20.38 77.58 \n",
"4 84358402 1 20.29 14.34 135.10 \n",
".. ... ... ... ... ... \n",
"564 926424 1 21.56 22.39 142.00 \n",
"565 926682 1 20.13 28.25 131.20 \n",
"566 926954 1 16.60 28.08 108.30 \n",
"567 927241 1 20.60 29.33 140.10 \n",
"568 92751 0 7.76 24.54 47.92 \n",
"\n",
" area_mean smoothness_mean compactness_mean concavity_mean \n",
"0 1001.0 0.11840 0.27760 0.30010 \\\n",
"1 1326.0 0.08474 0.07864 0.08690 \n",
"2 1203.0 0.10960 0.15990 0.19740 \n",
"3 386.1 0.14250 0.28390 0.24140 \n",
"4 1297.0 0.10030 0.13280 0.19800 \n",
".. ... ... ... ... \n",
"564 1479.0 0.11100 0.11590 0.24390 \n",
"565 1261.0 0.09780 0.10340 0.14400 \n",
"566 858.1 0.08455 0.10230 0.09251 \n",
"567 1265.0 0.11780 0.27700 0.35140 \n",
"568 181.0 0.05263 0.04362 0.00000 \n",
"\n",
" concave points_mean ... radius_worst texture_worst perimeter_worst \n",
"0 0.14710 ... 25.380 17.33 184.60 \\\n",
"1 0.07017 ... 24.990 23.41 158.80 \n",
"2 0.12790 ... 23.570 25.53 152.50 \n",
"3 0.10520 ... 14.910 26.50 98.87 \n",
"4 0.10430 ... 22.540 16.67 152.20 \n",
".. ... ... ... ... ... \n",
"564 0.13890 ... 25.450 26.40 166.10 \n",
"565 0.09791 ... 23.690 38.25 155.00 \n",
"566 0.05302 ... 18.980 34.12 126.70 \n",
"567 0.15200 ... 25.740 39.42 184.60 \n",
"568 0.00000 ... 9.456 30.37 59.16 \n",
"\n",
" area_worst smoothness_worst compactness_worst concavity_worst \n",
"0 2019.0 0.16220 0.66560 0.7119 \\\n",
"1 1956.0 0.12380 0.18660 0.2416 \n",
"2 1709.0 0.14440 0.42450 0.4504 \n",
"3 567.7 0.20980 0.86630 0.6869 \n",
"4 1575.0 0.13740 0.20500 0.4000 \n",
".. ... ... ... ... \n",
"564 2027.0 0.14100 0.21130 0.4107 \n",
"565 1731.0 0.11660 0.19220 0.3215 \n",
"566 1124.0 0.11390 0.30940 0.3403 \n",
"567 1821.0 0.16500 0.86810 0.9387 \n",
"568 268.6 0.08996 0.06444 0.0000 \n",
"\n",
" concave points_worst symmetry_worst fractal_dimension_worst \n",
"0 0.2654 0.4601 0.11890 \n",
"1 0.1860 0.2750 0.08902 \n",
"2 0.2430 0.3613 0.08758 \n",
"3 0.2575 0.6638 0.17300 \n",
"4 0.1625 0.2364 0.07678 \n",
".. ... ... ... \n",
"564 0.2216 0.2060 0.07115 \n",
"565 0.1628 0.2572 0.06637 \n",
"566 0.1418 0.2218 0.07820 \n",
"567 0.2650 0.4087 0.12400 \n",
"568 0.0000 0.2871 0.07039 \n",
"\n",
"[569 rows x 32 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Encoding categorical data \n",
"#Making Male as 1 and Female as 0\n",
"from sklearn import preprocessing\n",
"le = preprocessing.LabelEncoder()\n",
"\n",
"# Encode labels in column 'diagnosis'.\n",
"df['diagnosis']= le.fit_transform(df['diagnosis'])\n",
" \n",
"df['diagnosis'].unique()\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "366bcc22",
"metadata": {},
"outputs": [
{
"data": {
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" <th>perimeter_mean</th>\n",
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" <td>569.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>3.037183e+07</td>\n",
" <td>0.372583</td>\n",
" <td>14.127292</td>\n",
" <td>19.289649</td>\n",
" <td>91.969033</td>\n",
" <td>654.889104</td>\n",
" <td>0.096360</td>\n",
" <td>0.104341</td>\n",
" <td>0.088799</td>\n",
" <td>0.048919</td>\n",
" <td>...</td>\n",
" <td>16.269190</td>\n",
" <td>25.677223</td>\n",
" <td>107.261213</td>\n",
" <td>880.583128</td>\n",
" <td>0.132369</td>\n",
" <td>0.254265</td>\n",
" <td>0.272188</td>\n",
" <td>0.114606</td>\n",
" <td>0.290076</td>\n",
" <td>0.083946</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.250206e+08</td>\n",
" <td>0.483918</td>\n",
" <td>3.524049</td>\n",
" <td>4.301036</td>\n",
" <td>24.298981</td>\n",
" <td>351.914129</td>\n",
" <td>0.014064</td>\n",
" <td>0.052813</td>\n",
" <td>0.079720</td>\n",
" <td>0.038803</td>\n",
" <td>...</td>\n",
" <td>4.833242</td>\n",
" <td>6.146258</td>\n",
" <td>33.602542</td>\n",
" <td>569.356993</td>\n",
" <td>0.022832</td>\n",
" <td>0.157336</td>\n",
" <td>0.208624</td>\n",
" <td>0.065732</td>\n",
" <td>0.061867</td>\n",
" <td>0.018061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>8.670000e+03</td>\n",
" <td>0.000000</td>\n",
" <td>6.981000</td>\n",
" <td>9.710000</td>\n",
" <td>43.790000</td>\n",
" <td>143.500000</td>\n",
" <td>0.052630</td>\n",
" <td>0.019380</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>7.930000</td>\n",
" <td>12.020000</td>\n",
" <td>50.410000</td>\n",
" <td>185.200000</td>\n",
" <td>0.071170</td>\n",
" <td>0.027290</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.156500</td>\n",
" <td>0.055040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>8.692180e+05</td>\n",
" <td>0.000000</td>\n",
" <td>11.700000</td>\n",
" <td>16.170000</td>\n",
" <td>75.170000</td>\n",
" <td>420.300000</td>\n",
" <td>0.086370</td>\n",
" <td>0.064920</td>\n",
" <td>0.029560</td>\n",
" <td>0.020310</td>\n",
" <td>...</td>\n",
" <td>13.010000</td>\n",
" <td>21.080000</td>\n",
" <td>84.110000</td>\n",
" <td>515.300000</td>\n",
" <td>0.116600</td>\n",
" <td>0.147200</td>\n",
" <td>0.114500</td>\n",
" <td>0.064930</td>\n",
" <td>0.250400</td>\n",
" <td>0.071460</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>9.060240e+05</td>\n",
" <td>0.000000</td>\n",
" <td>13.370000</td>\n",
" <td>18.840000</td>\n",
" <td>86.240000</td>\n",
" <td>551.100000</td>\n",
" <td>0.095870</td>\n",
" <td>0.092630</td>\n",
" <td>0.061540</td>\n",
" <td>0.033500</td>\n",
" <td>...</td>\n",
" <td>14.970000</td>\n",
" <td>25.410000</td>\n",
" <td>97.660000</td>\n",
" <td>686.500000</td>\n",
" <td>0.131300</td>\n",
" <td>0.211900</td>\n",
" <td>0.226700</td>\n",
" <td>0.099930</td>\n",
" <td>0.282200</td>\n",
" <td>0.080040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>8.813129e+06</td>\n",
" <td>1.000000</td>\n",
" <td>15.780000</td>\n",
" <td>21.800000</td>\n",
" <td>104.100000</td>\n",
" <td>782.700000</td>\n",
" <td>0.105300</td>\n",
" <td>0.130400</td>\n",
" <td>0.130700</td>\n",
" <td>0.074000</td>\n",
" <td>...</td>\n",
" <td>18.790000</td>\n",
" <td>29.720000</td>\n",
" <td>125.400000</td>\n",
" <td>1084.000000</td>\n",
" <td>0.146000</td>\n",
" <td>0.339100</td>\n",
" <td>0.382900</td>\n",
" <td>0.161400</td>\n",
" <td>0.317900</td>\n",
" <td>0.092080</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>9.113205e+08</td>\n",
" <td>1.000000</td>\n",
" <td>28.110000</td>\n",
" <td>39.280000</td>\n",
" <td>188.500000</td>\n",
" <td>2501.000000</td>\n",
" <td>0.163400</td>\n",
" <td>0.345400</td>\n",
" <td>0.426800</td>\n",
" <td>0.201200</td>\n",
" <td>...</td>\n",
" <td>36.040000</td>\n",
" <td>49.540000</td>\n",
" <td>251.200000</td>\n",
" <td>4254.000000</td>\n",
" <td>0.222600</td>\n",
" <td>1.058000</td>\n",
" <td>1.252000</td>\n",
" <td>0.291000</td>\n",
" <td>0.663800</td>\n",
" <td>0.207500</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 32 columns</p>\n",
"</div>"
],
"text/plain": [
" id diagnosis radius_mean texture_mean perimeter_mean \n",
"count 5.690000e+02 569.000000 569.000000 569.000000 569.000000 \\\n",
"mean 3.037183e+07 0.372583 14.127292 19.289649 91.969033 \n",
"std 1.250206e+08 0.483918 3.524049 4.301036 24.298981 \n",
"min 8.670000e+03 0.000000 6.981000 9.710000 43.790000 \n",
"25% 8.692180e+05 0.000000 11.700000 16.170000 75.170000 \n",
"50% 9.060240e+05 0.000000 13.370000 18.840000 86.240000 \n",
"75% 8.813129e+06 1.000000 15.780000 21.800000 104.100000 \n",
"max 9.113205e+08 1.000000 28.110000 39.280000 188.500000 \n",
"\n",
" area_mean smoothness_mean compactness_mean concavity_mean \n",
"count 569.000000 569.000000 569.000000 569.000000 \\\n",
"mean 654.889104 0.096360 0.104341 0.088799 \n",
"std 351.914129 0.014064 0.052813 0.079720 \n",
"min 143.500000 0.052630 0.019380 0.000000 \n",
"25% 420.300000 0.086370 0.064920 0.029560 \n",
"50% 551.100000 0.095870 0.092630 0.061540 \n",
"75% 782.700000 0.105300 0.130400 0.130700 \n",
"max 2501.000000 0.163400 0.345400 0.426800 \n",
"\n",
" concave points_mean ... radius_worst texture_worst perimeter_worst \n",
"count 569.000000 ... 569.000000 569.000000 569.000000 \\\n",
"mean 0.048919 ... 16.269190 25.677223 107.261213 \n",
"std 0.038803 ... 4.833242 6.146258 33.602542 \n",
"min 0.000000 ... 7.930000 12.020000 50.410000 \n",
"25% 0.020310 ... 13.010000 21.080000 84.110000 \n",
"50% 0.033500 ... 14.970000 25.410000 97.660000 \n",
"75% 0.074000 ... 18.790000 29.720000 125.400000 \n",
"max 0.201200 ... 36.040000 49.540000 251.200000 \n",
"\n",
" area_worst smoothness_worst compactness_worst concavity_worst \n",
"count 569.000000 569.000000 569.000000 569.000000 \\\n",
"mean 880.583128 0.132369 0.254265 0.272188 \n",
"std 569.356993 0.022832 0.157336 0.208624 \n",
"min 185.200000 0.071170 0.027290 0.000000 \n",
"25% 515.300000 0.116600 0.147200 0.114500 \n",
"50% 686.500000 0.131300 0.211900 0.226700 \n",
"75% 1084.000000 0.146000 0.339100 0.382900 \n",
"max 4254.000000 0.222600 1.058000 1.252000 \n",
"\n",
" concave points_worst symmetry_worst fractal_dimension_worst \n",
"count 569.000000 569.000000 569.000000 \n",
"mean 0.114606 0.290076 0.083946 \n",
"std 0.065732 0.061867 0.018061 \n",
"min 0.000000 0.156500 0.055040 \n",
"25% 0.064930 0.250400 0.071460 \n",
"50% 0.099930 0.282200 0.080040 \n",
"75% 0.161400 0.317900 0.092080 \n",
"max 0.291000 0.663800 0.207500 \n",
"\n",
"[8 rows x 32 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "518e2ad9",
"metadata": {},
"outputs": [],
"source": [
"df = df.drop('id',axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "b7e9da7a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['diagnosis', 'radius_mean', 'texture_mean', 'perimeter_mean',\n",
" 'area_mean', 'smoothness_mean', 'compactness_mean', 'concavity_mean',\n",
" 'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean',\n",
" 'radius_se', 'texture_se', 'perimeter_se', 'area_se', 'smoothness_se',\n",
" 'compactness_se', 'concavity_se', 'concave points_se', 'symmetry_se',\n",
" 'fractal_dimension_se', 'radius_worst', 'texture_worst',\n",
" 'perimeter_worst', 'area_worst', 'smoothness_worst',\n",
" 'compactness_worst', 'concavity_worst', 'concave points_worst',\n",
" 'symmetry_worst', 'fractal_dimension_worst'],\n",
" dtype='object')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "78342b01",
"metadata": {},
"outputs": [],
"source": [
"# *********************************** 1.Scatter Plot **************************************"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "5070dfc9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'A scatter plot of *y* vs. *x* with varying marker size and/or color.'"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''A scatter plot of *y* vs. *x* with varying marker size and/or color.'''"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "a6327def",
"metadata": {},
"outputs": [],
"source": [
"# x --> x data \n",
"# y --> y data \n",
"# color --> color"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "67fad5a0",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(df['radius_mean'],df['texture_mean'],color = \"GREEN\")\n",
"plt.xlabel('Radius mean')\n",
"plt.ylabel('Texture mean')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "d31fca4c",
"metadata": {},
"outputs": [],
"source": [
"#Note : paletee = any_one(deep, muted, pastel, bright, dark)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "b2e91554",
"metadata": {},
"outputs": [],
"source": [
"# ******************************************** 2.BAR Plot *******************************"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "fbc71893",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"sns.countplot(x=\"diagnosis\", data=df, palette=\"pastel\")\n",
"plt.title(\"Diagnosis Count\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "d8950555",
"metadata": {},
"outputs": [],
"source": [
"# ********************************** 3.PIE Plot ***********************************"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "827ea394",
"metadata": {},
"outputs": [],
"source": [
"#autopct --> percentage \n",
"#explode --> add gap between the entites (3D View)\n",
"#startangle --> starting angle \n",
"#title --> title for graph"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "f73a2bf9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"df[\"diagnosis\"].value_counts().plot(kind=\"pie\", autopct=\"%1.1f%%\", explode=[0,0.1], \n",
" colors=[\"red\", \"green\"], startangle=90)\n",
"plt.title(\"Diagnosis Proportion\")\n",
"plt.ylabel(\"\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "a6dfd6cb",
"metadata": {},
"outputs": [],
"source": [
"# ******************************* 4.Area Plot ***************************************"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "9576ca1a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Kdeplot allows us to estimate the probability density function of the continuous or non-parametric \\nfrom our data set curve in one or more dimensions it means we can create plot a single graph \\nFor multiple samples which helps in more efficient data visualization.'"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''Kdeplot allows us to estimate the probability density function of the continuous or non-parametric \n",
"from our data set curve in one or more dimensions it means we can create plot a single graph \n",
"For multiple samples which helps in more efficient data visualization.'''"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "f63a6559",
"metadata": {},
"outputs": [],
"source": [
"# data --> dataframe \n",
"# x --> X values \n",
"# hue --> data to visualize \n",
"# fill --> making the plot solid by filling the colours \n",
"# alpha --> Intensity of the colors \n",
"# linewidth --> width of the line \n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "2271572b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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se+65x8rPzw+d88knn1hnnHGG1aFDB6t3797WPffcY7377rvNbsd28sknH/IazX1ND5dRkiXJcrlcVkZGhnXyySdbN998s/X55583+5i2fB1ra2utH//4x1aXLl0sSaFsB7aDW7Ro0SGvc7jt504++WTryy+/tMaOHWulpaVZ/fv3t5566qlDHr99+3Zr3LhxVmpqqpWVlWXdf//91rJlyw55zsNlO9xWhu+//7511llnWR06dLAyMjKsyy67zNq4cWOTcw58LktKSpocP9y2eAAAZ3JZFqueAAAAAADgFFwjDwAAAACAg1DkAQAAAABwEIo8AAAAAAAOQpEHAAAAAMBBKPIAAAAAADgIRR4AAAAAAAdJMh3AjgKBgPLz85Weni6Xy2U6DgAAAAAgxlmWpZqaGvXu3VsJCUcec6fINyM/P185OTmmYwAAAAAA4syePXvUt2/fI55DkW9Genq6pOAXMCMjw3AaAAAAAECsq66uVk5OTqiPHglFvhkHptNnZGRQ5AEAAAAAUdOSy7tZ7A4AAAAAAAehyAMAAAAA4CAUeQAAAAAAHIRr5AEAAAAAbWZZlnw+n/x+v+kotpaYmKikpKSwbHFOkQcAAAAAtInX61VBQYHq6upMR3GEjh07qlevXkpJSWnX81DkAQAAAACtFggEtHPnTiUmJqp3795KSUkJy2hzLLIsS16vVyUlJdq5c6cGDx6shIS2X+lOkQcAAAAAtJrX61UgEFBOTo46duxoOo7tdejQQcnJydq9e7e8Xq/S0tLa/FwsdgcAAAAAaLP2jCzHm3B9rfiKAwAAAADgIBR5AAAAAAAchCIPAAAAAIia888/X3feeackacCAAZozZ47RPK21a9cuuVwurV271lgGFrsDAAAAABjxxRdfqFOnTqZjtEpOTo4KCgrUvXt3Yxko8gAAAAAAI3r06GE6QqslJiYqOzvbaAam1gMAAAAAIsLtduuGG25Q586d1atXL82aNavJ/QdPrZ89e7aGDRumTp06KScnR7/85S9VW1vb5DF//etfQ1veXXHFFZo9e7a6dOkSuv+hhx7SiBEj9Le//U0DBgxQZmamrr32WtXU1ITO8Xg8+tWvfqWePXsqLS1NZ599tr744ovQ/RUVFfrJT36iHj16qEOHDho8eLCef/55SYdOrT/SuZFCkQcAAAAARMTdd9+tlStX6s0339R7772nFStWKDc397DnJyQk6Mknn9SGDRv0wgsv6IMPPtA999wTuv+TTz7Rrbfeql//+tdau3atfvCDH+iPf/zjIc+zfft2vfHGG1qyZImWLFmilStX6uGHHw7df8899+gf//iHXnjhBeXm5mrQoEEaP368ysvLJUkPPvigNm7cqHfeeUebNm3S008/fdip9K05N1yYWg8AAAAACLva2lo9++yzeumll3ThhRdKkl544QX17dv3sI85sAieFByt/8Mf/qBbb71V//u//ytJ+vOf/6wJEyborrvukiQdf/zx+vTTT7VkyZImzxMIBDR//nylp6dLkq6//notX75cf/zjH+V2u/X0009r/vz5mjBhgqTgKP+yZcv07LPP6u6771ZeXp5OPfVUjRo1KpTlcFpzbrgYH5GfO3euBgwYoLS0NI0ZM0arV68+7LkbNmzQVVddpQEDBsjlch11dcOHH35YLperyYcBAAAAABB527dvl9fr1ZgxY0LHunbtqhNOOOGwj3n//fd14YUXqk+fPkpPT9f111+vsrIy1dXVSZK2bNmi0aNHN3nMwX+WgmX6QImXpF69eqm4uDiUq7GxUWeddVbo/uTkZI0ePVqbNm2SJP3iF7/QwoULNWLECN1zzz369NNPD5u5NeeGi9Ei/8orr2jq1KmaMWOGcnNzNXz4cI0fPz70BT5YXV2djj32WD388MNHXVzgiy++0F/+8hedcsopkYgOAAAAAAijXbt26Yc//KFOOeUU/eMf/9CaNWs0d+5cSZLX623VcyUnJzf5s8vlUiAQaPHjJ0yYoN27d+s3v/mN8vPzdeGFF4ZmAbTn3HAxWuRnz56tm2++WVOmTNGQIUM0b948dezYUc8991yz559++ul67LHHdO211yo1NfWwz1tbW6uf/OQn+utf/6pjjjkmUvEBAAAAAIdx3HHHKTk5WZ9//nnoWEVFhbZu3drs+WvWrFEgENCsWbN0xhln6Pjjj1d+fn6Tc0444YQmi9JJOuTPLcmVkpKiTz75JHSssbFRX3zxhYYMGRI61qNHD02ePFkvvfSS5syZo2eeeeawz9mac8PB2DXyXq9Xa9as0bRp00LHEhISNG7cOK1atapdz33bbbfp0ksv1bhx4/SHP/zhqOd7PB55PJ7Qn6urq9v1+gAAAAAQ7zp37qybbrpJd999t7p166aePXvqv/7rv5SQ0Px48qBBg9TY2Kg///nPuuyyy/TJJ59o3rx5Tc654447dO6552r27Nm67LLL9MEHH+idd96Ry+Vqca5OnTrpF7/4he6++2517dpV/fr106OPPqq6ujrddNNNkqTp06dr5MiROvnkk+XxeLRkyRKddNJJzT5fa84NF2Mj8qWlpfL7/crKympyPCsrS4WFhW1+3oULFyo3N1czZ85s8WNmzpypzMzM0C0nJ6fNrw8AAAAACHrsscd0zjnn6LLLLtO4ceN09tlna+TIkc2eO3z4cM2ePVuPPPKIhg4dqpdffvmQXnfWWWdp3rx5mj17toYPH66lS5fqN7/5jdLS0lqV6+GHH9ZVV12l66+/Xqeddpq2bdumd999NzSjOyUlRdOmTdMpp5yic889V4mJiVq4cGGzz9Wac8PFZVmWFdFXOIz8/Hz16dNHn376qcaOHRs6fs8992jlypVNpl80Z8CAAbrzzjubLGS3Z88ejRo1SsuWLQtdG3/++edrxIgRR1wYr7kR+ZycHFVVVSkjI6NtbxAAAAAAYlhDQ4N27typgQMHtrpIh9PNN9+szZs369///rexDC11pK9ZdXW1MjMzW9RDjU2t7969uxITE1VUVNTkeFFR0VEXsjucNWvWqLi4WKeddlromN/v10cffaSnnnpKHo9HiYmJhzwuNTX1iNfcAwAAAADs4fHHH9cPfvADderUSe+8845eeOGF0PZ08cJYkU9JSdHIkSO1fPlyTZw4UVJwr7/ly5fr9ttvb9NzXnjhhfrmm2+aHJsyZYpOPPFE3Xvvvc2WeAAAAACAc6xevVqPPvqoampqdOyxx+rJJ5/Uz372M9OxospYkZekqVOnavLkyRo1apRGjx6tOXPmyO12a8qUKZKkG264QX369AldF+H1erVx48bQ7/ft26e1a9eqc+fOGjRokNLT0zV06NAmr9GpUyd169btkOMAAAAAAOd59dVXTUcwzmiRnzRpkkpKSjR9+nQVFhZqxIgRWrp0aWgBvLy8vCYrGubn5+vUU08N/fnxxx/X448/rvPOO08rVqyIdnwAAAAAAKLO2GJ3dtaaRQYAxDbLksqrpcJyyeeXeneXumdKrdjhBAAAICbZZbE7J3H8YncAYHeFZdKbnwR//b6MjtIFp0nDB1HoAQAAEH0UeQBoxsfrpA9zpUAzc5aq66Q3P5Y+3yRdc4F0THr08wEAACB+JRz9FACIL2u2SMvXNF/iv6+wTHp2ibSnODq5AAAAAIkiDwBNbNsrvb2q5ee7G6QXl0o78iOXCQAAAPg+ptYDwH7ueukfK48+En8wn1969QNpyiVSVtfIZAMAAIg1v3s+uq83Y0p0Xy+SGJEHgP0+yJUavG17rKdRWrBMqqoNbyYAAACYNXfuXA0YMEBpaWkaM2aMVq9ebToSRR4ApOD17l99277nqK6TXlspBQLhyQQAAACzXnnlFU2dOlUzZsxQbm6uhg8frvHjx6u42OwiSRR5AJD0zufBPePba2+xtHJt+58HAAAA5s2ePVs333yzpkyZoiFDhmjevHnq2LGjnnvuOaO5KPIA4t72fVJeUfie7+N10u7C8D0fAAAAos/r9WrNmjUaN25c6FhCQoLGjRunVatasTpyBFDkAcS9zzeG9/kCVnCf+UZfeJ8XAAAA0VNaWiq/36+srKwmx7OyslRYaHbUhiIPIK5V1Ejb9kXmef+9LvzPCwAAAFDkAcS1LzaH59r45qxaL5VVRea5AQAAEFndu3dXYmKiioqaXoNZVFSk7OxsQ6mCKPIA4lajT1rbzpXqj8Tnl97+LHLPDwAAgMhJSUnRyJEjtXz58tCxQCCg5cuXa+zYsQaTSUlGXx0ADFq/Q6r3RPY1duRL3+6VBveN7OsAAAAg/KZOnarJkydr1KhRGj16tObMmSO3260pU6YYzUWRBxC3vtkRndf5IFca1EdyuaLzegAAAE4ww2wXbpFJkyappKRE06dPV2FhoUaMGKGlS5cesgBetFHkAcSluobobRFXWCZt3CWdPDA6rwcAAIDwuf3223X77bebjtEE18gDiEub84LbxEXLiq+kQCB6rwcAAIDYRZEHEJc27oru65VWRW8qPwAAAGIbRR5A3Kn3SDvzo/+6n34T/dcEAABA7KHIA4g7m3dHd1r9AcWVwRXsAQAAgPagyAOIO5t2m3vtTxiVBwAAQDtR5AHEFb8/eqvVN2d3obSvxNzrAwAAwPko8gDiyp5iyeszm2HVBrOvDwAAAGejyAOIKzsKTCcIXqPvrjedAgAAAE5FkQcQV3YYWK3+YP6AlLvVdAoAAAA4VZLpAAAQLQ0eqaDUdIqgr76Vzj5FcrlMJwEAADDkg4ei+3r/EeXXiyBG5AHEjZ0FZrada05FjbRtn+kUAAAAOJyPPvpIl112mXr37i2Xy6U33njDdKQQijyAuGGH6+O/78vNphMAAADgcNxut4YPH665c+eajnIIptYDiBs7bXB9/Pdt2yvV1kmdO5pOAgAAgINNmDBBEyZMMB2jWYzIA4gLNXVSWbXpFE0FLGn9TtMpAAAA4DQUeQBxIa/IdILmrdtuOgEAAACchiIPIC7sLTGdoHkFZVJJpekUAAAAcBKKPIC4sKfYdILDY1QeAAAArUGRBxDzfD6psMx0isNbv0OybLItHgAAAOyPVesBxLyCcskfMJ3i8Cprg9fw9882nQQAAAAH1NbWatu2baE/79y5U2vXrlXXrl3Vr18/g8ko8gDigJ2n1R+wcRdFHgAAxJn/eMh0giP68ssvdcEFF4T+PHXqVEnS5MmTNX/+fEOpgijyAGKeE4r85t3SxWMkl8t0EgAAAEjS+eefL8um1z9yjTyAmLfPpivWf191nTNyAgAAwDyKPICYVlkj1dSZTtEym3abTgAAAAAnoMgDiGl23T++ORR5AAAAtARFHkBMy7fxtnMHq6ix9zZ5AAAAsAeKPICYVuCwYsyoPAAAcBq7LghnR+H6WlHkAcS0onLTCVpn617TCQAAAFomOTlZklRX55AFiWzgwNfqwNeurdh+DkDMqqyR6j2mU7ROYVlwcb70jqaTAAAAHFliYqK6dOmi4uLgXr8dO3aUi710m2VZlurq6lRcXKwuXbooMTGxXc9HkQcQs5w2rf6ArXukkSeYTgEAAHB02dnZkhQq8ziyLl26hL5m7UGRBxCzChw2rf6Ab/dS5AEAgDO4XC716tVLPXv2VGNjo+k4tpacnNzukfgDKPIAYpZTR+R35ks+n5TEd2gAAOAQiYmJYSupODoWuwMQs5y6lZvXJ+0uMp0CAAAAdkWRBxCTauqk2nrTKdpu6x7TCQAAAGBXFHkAManQodfHH7CNbegAAABwGBR5ADHJqdfHH1BeE9w+DwAAADgYRR5ATHLq9fHft6PAdAIAAADYEUUeQEwqrjCdoP227zOdAAAAAHZEkQcQc3w+qSIGpqXvKpAsy3QKAAAA2A1FHkDMKamSAjFQgOs8zl+0DwAAAOFHkQcQc2JhWv0BO/JNJwAAAIDdUOQBxJxYKvJcJw8AAICDUeQBxJziStMJwmdPcfCafwAAAOAAijyAmFMSQyPyPr+0t8R0CgAAANgJRR5ATPF4pSq36RThtavQdAIAAADYCUUeQEyJpWn1B+wuMp0AAAAAdkKRBxBTYmmhuwP2lUh+v+kUAAAAsAuKPICYEotFvtEn7Ss1nQIAAAB2QZEHEFNicWq9xHXyAAAA+A5FHkBMKa00nSAydlPkAQAAsB9FHkDMqPdItfWmU0TG3mIpEDCdAgAAAHZAkQcQM0qrTCeIHK9Pyuc6eQAAAIgiDyCGxOq0+gPYhg4AAAASRR5ADInlEXlJ2lNsOgEAAADsgCIPIGbEepHfS5EHAACAKPIAYkhZjBd5d0Psv0cAAAAcHUUeQEzw+6WKGtMpIo/p9QAAAKDIA4gJ5TVSwDKdIvIo8gAAAKDIA4gJsb5i/QFcJw8AAADjRX7u3LkaMGCA0tLSNGbMGK1evfqw527YsEFXXXWVBgwYIJfLpTlz5hxyzsyZM3X66acrPT1dPXv21MSJE7Vly5YIvgMAdhDrC90dUFIlNXhMpwAAAIBJRov8K6+8oqlTp2rGjBnKzc3V8OHDNX78eBUXNz/kVFdXp2OPPVYPP/ywsrOzmz1n5cqVuu222/TZZ59p2bJlamxs1EUXXSS32x3JtwLAsHgp8pYl7S0xnQIAAAAmuSzLMnZV6ZgxY3T66afrqaeekiQFAgHl5OTojjvu0H333XfExw4YMEB33nmn7rzzziOeV1JSop49e2rlypU699xzW5SrurpamZmZqqqqUkZGRoseA8Csv/5Lyi81nSI6zh0uXXCa6RQAAAAIp9b0UGMj8l6vV2vWrNG4ceO+C5OQoHHjxmnVqlVhe52qquAwXdeuXQ97jsfjUXV1dZMbAGcpj6P/bVnwDgAAIL4ZK/KlpaXy+/3KyspqcjwrK0uFhYVheY1AIKA777xTZ511loYOHXrY82bOnKnMzMzQLScnJyyvDyA6auqkBq/pFNGTXxqcYg8AAID4ZHyxu0i67bbbtH79ei1cuPCI502bNk1VVVWh2549e6KUEEA4lMXJ9fEHeBrjZ00AAAAAHCrJ1At3795diYmJKioqanK8qKjosAvZtcbtt9+uJUuW6KOPPlLfvn2PeG5qaqpSU1Pb/ZoAzCiLo2n1B+wrkXp0MZ0CAAAAJhgbkU9JSdHIkSO1fPny0LFAIKDly5dr7NixbX5ey7J0++236/XXX9cHH3yggQMHhiMuABuLyyIfJwv7AQAA4FDGRuQlaerUqZo8ebJGjRql0aNHa86cOXK73ZoyZYok6YYbblCfPn00c+ZMScEF8jZu3Bj6/b59+7R27Vp17txZgwYNkhScTr9gwQK9+eabSk9PD11vn5mZqQ4dOhh4lwAiLZ4WujuALegAAADil9EiP2nSJJWUlGj69OkqLCzUiBEjtHTp0tACeHl5eUpI+G7SQH5+vk499dTQnx9//HE9/vjjOu+887RixQpJ0tNPPy1JOv/885u81vPPP68bb7wxou8HgBnxWORLKiSfT0oy+l0cAAAAJhjdR96u2EcecA7Lkv7nb5LPbzpJ9P30Uimnp+kUAAAACAdH7CMPAOFQVRufJV4KLngHAACA+EORB+Bo5TWmE5jDdfIAAADxiSIPwNHibQ/578tn5XoAAIC4RJEH4GjxPCJfUSPVNZhOAQAAgGijyANwtHgekZekgjLTCQAAABBtFHkAjlYRxyPyEtPrAQAA4hFFHoBjBQIU+XxG5AEAAOIORR6AY1W5JX/AdAqzCinyAAAAcYciD8Cx4v36eEmqrGXBOwAAgHhDkQfgWPG8Yv33cZ08AABAfKHIA3Cs8mrTCeyBlesBAADiC0UegGNR5INY8A4AACC+UOQBOFa8r1h/QAFT6wEAAOIKRR6AI1lWcKE3BFfvd9ebTgEAAIBoocgDcKRqt+Tzm05hH1wnDwAAED8o8gAciWn1TVHkAQAA4gdFHoAjUeSbosgDAADED4o8AEdiD/mmispNJwAAAEC0UOQBOBIj8k1V1Eoer+kUAAAAiAaKPABHYg/5pixLKmRUHgAAIC5Q5AE4ElvPHYoiDwAAEB8o8gAcp94TvKEpFrwDAACIDxR5AI7D9fHNY0QeAAAgPlDkATgO18c3r7RS8vtNpwAAAECkUeQBOA4j8s3zB6TiStMpAAAAEGkUeQCOwx7yh1fIdfIAAAAxjyIPwHEYkT+8Aq6TBwAAiHkUeQCOU0mRPyxG5AEAAGIfRR6Ao/h8UnWd6RT2VVwhWZbpFAAAAIgkijwAR6mspageiacx+DUCAABA7KLIA3AUSurRFXGdPAAAQEyjyANwFBa6O7pCijwAAEBMo8gDcJQKRuSPqqjCdAIAAABEEkUegKMwIn90xYzIAwAAxDSKPABHocgfXUWt5PGaTgEAAIBIocgDcJQqptYflWVJxZWmUwAAACBSKPIAHKPeIzUw0twihWWmEwAAACBSKPIAHINp9S3HgncAAACxiyIPwDEo8i3HFnQAAACxiyIPwDEo8i1XUhG8Vh4AAACxhyIPwDEo8i3n9fH1AgAAiFUUeQCOUcmK9a1SxPR6AACAmESRB+AYlYwwtwpb0AEAAMQmijwARwgEpCq36RTOwog8AABAbKLIA3CEarfkD5hO4SzFbEEHAAAQkyjyAByB6+Nbr7xGavSZTgEAAIBwo8gDcARWYG89y5JKKk2nAAAAQLhR5AE4QgUj8m3CdfIAAACxhyIPwBGYWt82RVwnDwAAEHMo8gAcgan1bcOCdwAAALGHIg/AEaoYkW8TijwAAEDsocgDsD2fT6qtN53CmdwNUm2d6RQAAAAIJ4o8ANurrA2uwI62Ka40nQAAAADhRJEHYHusWN8+rFwPAAAQWyjyAGyvkoXu2oUReQAAgNhCkQdge4zItw8L3gEAAMQWijwA22NEvn1KK1ljAAAAIJZQ5AHYHiPy7eP1BRcMBAAAQGygyAOwPfaQbz8WvAMAAIgdFHkAttbgkeo9plM4HwveAQAAxA6KPABbY0p4eLDgHQAAQOygyAOwtQoWuguLEoo8AABAzKDIA7A1RuTDo6xa8vtNpwAAAEA4UOQB2Bor1oeHPxAs8wAAAHA+ijwAW2MP+fBh5XoAAIDYQJEHYGtMrQ8fVq4HAACIDRR5ALZGkQ8fVq4HAACIDRR5ALZVWyc1+kyniB0llaYTAAAAIBwo8gBsi9H48Kqs5QcjAAAAsYAiD8C22EM+vCyLUXkAAIBYQJEHYFuMyIcf18kDAAA4H0UegG2xh3z4sXI9AACA81HkAdgWe8iHHyPyAAAAzme8yM+dO1cDBgxQWlqaxowZo9WrVx/23A0bNuiqq67SgAED5HK5NGfOnHY/JwD7Ymp9+JVQ5AEAABzPaJF/5ZVXNHXqVM2YMUO5ubkaPny4xo8fr+Li4mbPr6ur07HHHquHH35Y2dnZYXlOAPYUCEhVFPmwq66TGjymUwAAAKA9jBb52bNn6+abb9aUKVM0ZMgQzZs3Tx07dtRzzz3X7Pmnn366HnvsMV177bVKTU0Ny3MCsKdqtxSwTKeITSVVphMAAACgPYwVea/XqzVr1mjcuHHfhUlI0Lhx47Rq1aqoPqfH41F1dXWTGwCzmFYfOVwnDwAA4GzGinxpaan8fr+ysrKaHM/KylJhYWFUn3PmzJnKzMwM3XJyctr0+gDChz3kI4ciDwAA4GzGF7uzg2nTpqmqqip027Nnj+lIQNxjRD5y2IIOAADA2ZJMvXD37t2VmJiooqKiJseLiooOu5BdpJ4zNTX1sNfcAzCDPeQjh5XrAQAAnM3YiHxKSopGjhyp5cuXh44FAgEtX75cY8eOtc1zAjCDPeQjx90g1TWYTgEAAIC2MjYiL0lTp07V5MmTNWrUKI0ePVpz5syR2+3WlClTJEk33HCD+vTpo5kzZ0oKLma3cePG0O/37duntWvXqnPnzho0aFCLnhOAMzC1PrKKK6QBvUynAAAAQFsYLfKTJk1SSUmJpk+frsLCQo0YMUJLly4NLVaXl5enhITvJg3k5+fr1FNPDf358ccf1+OPP67zzjtPK1asaNFzArA/n0+qrTedIrYVV1LkAQAAnMplWRY7NR+kurpamZmZqqqqUkZGhuk4QNwprZTmvm46RWwbdaJ0KVccAQAA2EZreiir1gOwHRa6izy2oAMAAHAuijwA22EP+cgrqTSdAAAAAG1FkQdgOxT5yKv3SLV1plMAAACgLSjyAGyHFeujo7jSdAIAAAC0BUUegO0wIh8dXCcPAADgTBR5ALZTSZGPCq6TBwAAcCaKPABbqWuQPI2mU8QHptYDAAA4E0UegK0wrT56SitNJwAAAEBbUOQB2AoL3UVPg1eqdptOAQAAgNaiyAOwFUbko4sF7wAAAJyHIg/AVijy0cV18gAAAM5DkQdgKxT56GJEHgAAwHko8gBspYpr5KOKLegAAACchyIPwDYCAamKxdeiqrRSsizTKQAAANAaFHkAtlHtlvwB0ynii9fHTgEAAABOQ5EHYBsVFEojmF4PAADgLBR5ALbBQndmsOAdAACAs1DkAdhGebXpBPGJLegAAACchSIPwDYYkTeDEXkAAABnocgDsA2KvBllVcEdAwAAAOAMFHkAtkGRN8Pn52sPAADgJBR5ALZQ75EavKZTxC+m1wMAADgHRR6ALTAibBYL3gEAADgHRR6ALbBivVnsJQ8AAOAcFHkAtsCIvFklTK0HAABwDIo8AFuoqDWdIL6VVUt+v+kUAAAAaAmKPABbYGq9Wf5AsMwDAADA/ijyAGyhkqn1xrFyPQAAgDNQ5AEY5/dL1XWmU4CV6wEAAJyBIg/AuIoaybJMpwAj8gAAAM5AkQdgHAvd2QMr1wMAADgDRR6AcWw9Zw8VtVKjz3QKAAAAHA1FHoBxrFhvD5YllVSaTgEAAICjocgDMI5tz+yDIg8AAGB/FHkAxlVQ5G2DBe8AAADsjyIPwKhAQKpksTvbYAs6AAAA+6PIAzCqyi35A6ZT4ABWrgcAALA/ijwAo1jozl6q3FKDx3QKAAAAHAlFHoBRFHn7YXo9AACAvVHkARjFivX2w4J3AAAA9kaRB2AUI/L2w4g8AACAvVHkARhVUWM6AQ7GiDwAAIC9UeQBGGNZFHk7YuV6AAAAe6PIAzCmqpat5+yoziPV1JlOAQAAgMOhyAMwhoXu7Ivp9QAAAPZFkQdgDAvd2RdFHgAAwL4o8gCMKef6eNsqosgDAADYFkUegDGMyNsXI/IAAAD2RZEHYAxF3r5Kq4K7CgAAAMB+KPIAjAgE2HrOzhp9/PcBAACwK4o8ACMqath6zu6Kyk0nAAAAQHMo8gCMYOs5+2PBOwAAAHuiyAMwoqzKdAIcDQveAQAA2BNFHoARpRR526PIAwAA2BNFHoARTK23v/Ka4KJ3AAAAsBeKPAAjmFpvf5YllVSaTgEAAICDUeQBRJ3HK9XWm06BlmDlegAAAPuhyAOIOqbVOwcr1wMAANgPRR5A1LHQnXNQ5AEAAOyHIg8g6rg+3jlKKPIAAAC2Q5EHEHWMyDuHu0GqrTOdAgAAAN9HkQcQdVwj7yxMrwcAALAXijyAqLIsqZwi7ygUeQAAAHuhyAOIqmq31OgznQKtwRZ0AAAA9kKRBxBVJZWmE6C1GJEHAACwF4o8gKiiyDtPaaUUCJhOAQAAgAMo8gCiqoQV6x3HH2CnAQAAADuhyAOIKkbknamQ6+QBAABsgyIPIKpKK00nQFuw4B0AAIB9UOQBRE1NndTgNZ0CbcGCdwAAAPZBkQcQNUyrdy5G5AEAAOyDIg8gaijyzlVbL7nrTacAAACARJEHEEUUeWdjej0AAIA9UOQBRA1F3tmYXg8AAGAPxov83LlzNWDAAKWlpWnMmDFavXr1Ec9ftGiRTjzxRKWlpWnYsGF6++23m9xfW1ur22+/XX379lWHDh00ZMgQzZs3L5JvAUALsWK9s7EFHQAAgD0YLfKvvPKKpk6dqhkzZig3N1fDhw/X+PHjVVxc3Oz5n376qa677jrddNNN+uqrrzRx4kRNnDhR69evD50zdepULV26VC+99JI2bdqkO++8U7fffrv++c9/RuttAWiGu16q85hOgfZgaj0AAIA9uCzLsky9+JgxY3T66afrqaeekiQFAgHl5OTojjvu0H333XfI+ZMmTZLb7daSJUtCx8444wyNGDEiNOo+dOhQTZo0SQ8++GDonJEjR2rChAn6wx/+0KJc1dXVyszMVFVVlTIyMtrzFgHst6tAemGp6RRoj8QEadp/SomJppMAAADEntb0UGMj8l6vV2vWrNG4ceO+C5OQoHHjxmnVqlXNPmbVqlVNzpek8ePHNzn/zDPP1D//+U/t27dPlmXpww8/1NatW3XRRRcdNovH41F1dXWTG4Dw4vp45/MH+O8IAABgB8aKfGlpqfx+v7Kyspocz8rKUmFhYbOPKSwsPOr5f/7znzVkyBD17dtXKSkpuvjiizV37lyde+65h80yc+ZMZWZmhm45OTnteGcAmsP11bGB/44AAADmGV/sLtz+/Oc/67PPPtM///lPrVmzRrNmzdJtt92m999//7CPmTZtmqqqqkK3PXv2RDExEB+4vjo2UOQBAADMSzL1wt27d1diYqKKioqaHC8qKlJ2dnazj8nOzj7i+fX19br//vv1+uuv69JLL5UknXLKKVq7dq0ef/zxQ6blH5CamqrU1NT2viUAh2FZUglFPiZQ5AEAAMwzNiKfkpKikSNHavny5aFjgUBAy5cv19ixY5t9zNixY5ucL0nLli0Lnd/Y2KjGxkYlJDR9W4mJiQoEAmF+BwBaqqJG8vpMp0A4FPMDGQAAAOOMjchLwa3iJk+erFGjRmn06NGaM2eO3G63pkyZIkm64YYb1KdPH82cOVOS9Otf/1rnnXeeZs2apUsvvVQLFy7Ul19+qWeeeUaSlJGRofPOO0933323OnTooP79+2vlypV68cUXNXv2bGPvE4h3RYzixox6j1RVK2V2Np0EAAAgfhkt8pMmTVJJSYmmT5+uwsJCjRgxQkuXLg0taJeXl9dkdP3MM8/UggUL9MADD+j+++/X4MGD9cYbb2jo0KGhcxYuXKhp06bpJz/5icrLy9W/f3/98Y9/1K233hr19wcgiOvjY0thOUUeAADAJKP7yNsV+8gD4fXKB9Lm3aZTIFzOP1U6b4TpFAAAALHFEfvIA4gfxUytjykseAcAAGBWm4r8jh07wp0DQIzyNkoVtaZTIJxY8wAAAMCsNhX5QYMG6YILLtBLL72khoaGcGcCEEOKK4LbzyF2VNZKHq/pFAAAAPGrTUU+NzdXp5xyiqZOnars7GzdcsstWr16dbizAYgBLHQXeyyL6fUAAAAmtanIjxgxQk888YTy8/P13HPPqaCgQGeffbaGDh2q2bNnq6SkJNw5ATgURT42FZSZTgAAABC/2rXYXVJSkq688kotWrRIjzzyiLZt26a77rpLOTk5uuGGG1RQUBCunAAciuupYxMj8gAAAOa0q8h/+eWX+uUvf6levXpp9uzZuuuuu7R9+3YtW7ZM+fn5uvzyy8OVE4ADWZZUyMhtTGJEHgAAwJyktjxo9uzZev7557VlyxZdcsklevHFF3XJJZcoISH4c4GBAwdq/vz5GjBgQDizAnCYsirJ6zOdApFQWin5fFJSm/4WAQAAQHu06Z9gTz/9tH7605/qxhtvVK9evZo9p2fPnnr22WfbFQ6As+UzahuzApZUXCn17m46CQAAQPxpU5FftmyZ+vXrFxqBP8CyLO3Zs0f9+vVTSkqKJk+eHJaQAJyJ6dexrbCcIg8AAGBCm66RP+6441RaWnrI8fLycg0cOLDdoQDEhvxDv00ghvCDGgAAADPaVOQty2r2eG1trdLS0toVCEBssCxWrI91rFwPAABgRqum1k+dOlWS5HK5NH36dHXs2DF0n9/v1+eff64RI0aENSAAZyqrkjyNplMgkorLgz+wcblMJwEAAIgvrSryX331laTgiPw333yjlJSU0H0pKSkaPny47rrrrvAmBOBITLuOfV5f8Ac23buYTgIAABBfWlXkP/zwQ0nSlClT9MQTTygjIyMioQA4HyvWx4eCMoo8AABAtLXpGvnnn3+eEg/giBiRjw8FXCcPAAAQdS0ekb/yyis1f/58ZWRk6MorrzziuYsXL253MADOZVlSIUU+LvADGwAAgOhrcZHPzMyUa/+KRpmZmRELBMD5SipZ6C5esDMBAABA9LW4yD///PPN/h4ADra3xHQCREu9R6qokY5JN50EAAAgfrTpGvn6+nrV1dWF/rx7927NmTNH7733XtiCAXCuPcWmEyCamF4PAAAQXW0q8pdffrlefPFFSVJlZaVGjx6tWbNm6fLLL9fTTz8d1oAAnGcfI/JxhSIPAAAQXW0q8rm5uTrnnHMkSa+99pqys7O1e/duvfjii3ryySfDGhCAs9R7pNIq0ykQTRR5AACA6GpTka+rq1N6evCCyPfee09XXnmlEhISdMYZZ2j37t1hDQjAWfaVBFetR/xghwIAAIDoalORHzRokN544w3t2bNH7777ri666CJJUnFxMfvLA3GO6+Pjj7tBqnabTgEAABA/2lTkp0+frrvuuksDBgzQmDFjNHbsWEnB0flTTz01rAEBOAsr1scnptcDAABET4u3n/u+q6++WmeffbYKCgo0fPjw0PELL7xQV1xxRdjCAXAWy2Khu3hVUCad0M90CgAAgPjQpiIvSdnZ2crOzm5ybPTo0e0OBMC5SiolT6PpFDCBEXkAAIDoaVORd7vdevjhh7V8+XIVFxcrEAg0uX/Hjh1hCQfAWfKKTCeAKRR5AACA6GlTkf/Zz36mlStX6vrrr1evXr3kcrnCnQuAA+0sMJ0AptTUSbV1UueOppMAAADEvjYV+XfeeUdvvfWWzjrrrHDnAeBgjMjHt4JyaTBFHgAAIOLatGr9Mccco65du4Y7CwAHK6mUautNp4BJ+aWmEwAAAMSHNhX53//+95o+fbrq6urCnQeAQ+1iWn3c4zp5AACA6GjT1PpZs2Zp+/btysrK0oABA5ScnNzk/tzc3LCEA+AcuwpNJ4BpBYzIAwAAREWbivzEiRPDHAOA03F9PKrrJHe91KmD6SQAAACxrU1FfsaMGeHOAcDBuD4eB+SXSYP7mk4BAAAQ29p0jbwkVVZW6v/+7/80bdo0lZeXSwpOqd+3b1/YwgFwBq6PxwFcJw8AABB5bRqRX7duncaNG6fMzEzt2rVLN998s7p27arFixcrLy9PL774YrhzArAxro/HARR5AACAyGvTiPzUqVN144036ttvv1VaWlro+CWXXKKPPvoobOEA2F8gIO3IN50CdsGCdwAAAJHXpiL/xRdf6JZbbjnkeJ8+fVRYyNAcEE/2lUoNXtMpYBdVbqmuwXQKAACA2NamIp+amqrq6upDjm/dulU9evRodygAzrFtr+kEsJt8RuUBAAAiqk1F/kc/+pH++7//W42NjZIkl8ulvLw83XvvvbrqqqvCGhCAvW1jfUscJJ/r5AEAACKqTUV+1qxZqq2tVY8ePVRfX6/zzjtPgwYNUnp6uv74xz+GOyMAm6prYHEzHIrPBAAAQGS1adX6zMxMLVu2TJ988om+/vpr1dbW6rTTTtO4cePCnQ+AjW3fJ1mW6RSwGxa8AwAAiKxWF/lAIKD58+dr8eLF2rVrl1wulwYOHKjs7GxZliWXyxWJnABsiGn1aM6BBe86ph39XAAAALReq6bWW5alH/3oR/rZz36mffv2adiwYTr55JO1e/du3XjjjbriiisilROAzVgW287h8FjwDgAAIHJaNSI/f/58ffTRR1q+fLkuuOCCJvd98MEHmjhxol588UXdcMMNYQ0JwH72lki19aZTwK7yy6RBfU2nAAAAiE2tGpH/+9//rvvvv/+QEi9J//Ef/6H77rtPL7/8ctjCAbCvzbtNJ4CdseAdAABA5LSqyK9bt04XX3zxYe+fMGGCvv7663aHAmB/W/JMJ4CdseAdAABA5LSqyJeXlysrK+uw92dlZamioqLdoQDYW0mlVFZtOgXs7MCCdwAAAAi/VhV5v9+vpKTDX1afmJgon8/X7lAA7G0T0+rRAix4BwAAEBmtWuzOsizdeOONSk1NbfZ+j8cTllAA7I3r49ESBSx4BwAAEBGtKvKTJ08+6jmsWA/Etmq3VFhuOgWcIJ8F7wAAACKiVUX++eefj1QOAA6xcVdwD3ngaAop8gAAABHRqmvkAWD9TtMJ4BSVtSx4BwAAEAkUeQAtVlEj7SsxnQJOwn7yAAAA4UeRB9Bi63eYTgCnYeV6AACA8KPIA2gxptWjtRiRBwAACD+KPIAWKamUiitMp4DTUOQBAADCjyIPoEWYVo+2qKyV6j2mUwAAAMQWijyAo7Is6RuKPNqI6+QBAADCiyIP4KjyioIr1gNtQZEHAAAIL4o8gKP6ervpBHAyrpMHAAAIL4o8gCNq9EkbWa0e7VBYbjoBAABAbKHIAziizbslT6PpFHCyihoWvAMAAAgnijyAI2JaPcKB6fUAAADhQ5EHcFhVtdKOfNMpEAso8gAAAOFDkQdwWGu3BbeeA9qLIg8AABA+FHkAzbIs6ettplMgVhRS5AEAAMKGIg+gWTsL2Dse4VNeI3m8plMAAADEBoo8gGZ99a3pBIgllsX0egAAgHChyAM4RL0nuO0cEE4UeQAAgPCgyAM4xLrtks9vOgViTUG56QQAAACxgSIP4BC5W00nQCxiwTsAAIDwoMgDaGJfiVRcYToFYlFpldToM50CAADA+YwX+blz52rAgAFKS0vTmDFjtHr16iOev2jRIp144olKS0vTsGHD9Pbbbx9yzqZNm/SjH/1ImZmZ6tSpk04//XTl5eVF6i0AMYXReESKZUmFTK8HAABoN6NF/pVXXtHUqVM1Y8YM5ebmavjw4Ro/fryKi4ubPf/TTz/Vddddp5tuuklfffWVJk6cqIkTJ2r9+vWhc7Zv366zzz5bJ554olasWKF169bpwQcfVFpaWrTeFuBY3kZp/Q7TKRDLmF4PAADQfi7LsixTLz5mzBidfvrpeuqppyRJgUBAOTk5uuOOO3Tfffcdcv6kSZPkdru1ZMmS0LEzzjhDI0aM0Lx58yRJ1157rZKTk/W3v/2tzbmqq6uVmZmpqqoqZWRktPl5AKf5aqv0z09Mp0AsO/V46UdnmU4BAABgP63pocZG5L1er9asWaNx48Z9FyYhQePGjdOqVauafcyqVauanC9J48ePD50fCAT01ltv6fjjj9f48ePVs2dPjRkzRm+88cYRs3g8HlVXVze5AfEol73jEWFsQQcAANB+xop8aWmp/H6/srKymhzPyspSYWFhs48pLCw84vnFxcWqra3Vww8/rIsvvljvvfeerrjiCl155ZVauXLlYbPMnDlTmZmZoVtOTk473x3gPCWV0t7mr2oBwqakQvKztSEAAEC7GF/sLpwCgYAk6fLLL9dvfvMbjRgxQvfdd59++MMfhqbeN2fatGmqqqoK3fbs2ROtyIBtfMVoPKLAHwj+0AgAAABtl2Tqhbt3767ExEQVFRU1OV5UVKTs7OxmH5OdnX3E87t3766kpCQNGTKkyTknnXSSPv7448NmSU1NVWpqalveBhAT/H5p3TbTKRAvCsqk7G6mUwAAADiXsRH5lJQUjRw5UsuXLw8dCwQCWr58ucaOHdvsY8aOHdvkfElatmxZ6PyUlBSdfvrp2rJlS5Nztm7dqv79+4f5HQCxY+seyd1gOgXiRQFb0AEAALSLsRF5SZo6daomT56sUaNGafTo0ZozZ47cbremTJkiSbrhhhvUp08fzZw5U5L061//Wuedd55mzZqlSy+9VAsXLtSXX36pZ555JvScd999tyZNmqRzzz1XF1xwgZYuXap//etfWrFihYm3CDgCi9whmtiCDgAAoH2MFvlJkyappKRE06dPV2FhoUaMGKGlS5eGFrTLy8tTQsJ3kwbOPPNMLViwQA888IDuv/9+DR48WG+88YaGDh0aOueKK67QvHnzNHPmTP3qV7/SCSecoH/84x86++yzo/7+ACeoqZN27DOdAvGkqFyyLMnlMp0EAADAmYzuI29X7COPePLJN9L7X5pOgXhz2xVS9y6mUwAAANiHI/aRB2APLHIHEwq5Th4AAKDNKPJAHMsvlYorTadAPKLIAwAAtB1FHohjaxmNhyEUeQAAgLajyANxyu+X1u8wnQLxqogiDwAA0GYUeSBOfbtXqveYToF4VVsv1daZTgEAAOBMFHkgTn3DaDwMY3o9AABA21DkgTjk8Upb95hOgXhHkQcAAGgbijwQhzbtlnx+0ykQ7yjyAAAAbUORB+LQuu2mEwAseAcAANBWFHkgztTUSbsKTacApLJqydtoOgUAAIDzUOSBOLNhp2RZplMAwc9hUYXpFAAAAM5DkQfizIZdphMA3yksM50AAADAeSjyQBypqpX2lZhOAXyHEXkAAIDWo8gDcWTjLqbVw15YuR4AAKD1KPJAHGFaPeympIIfLgEAALQWRR6IE1W1Un6p6RRAU16fVFFjOgUAAICzUOSBOLFhFyOfsCem1wMAALQORR6IExt3mU4ANK+IIg8AANAqFHkgDtTUMa0e9sXK9QAAAK1DkQfiwJY8ptXDvhiRBwAAaB2KPBAHNu02nQA4vMpaqcFjOgUAAIBzUOSBGNfgkXYXmk4BHBnT6wEAAFqOIg/EuK17JX/AdArgyCjyAAAALUeRB2LcZqbVwwG4Th4AAKDlKPJADPP5pO37TKcAjo695AEAAFqOIg/EsJ2FktdnOgVwdKWV7KwAAADQUhR5IIZt3WM6AdAyXp9UUWM6BQAAgDNQ5IEY9i1FHg7CdfIAAAAtQ5EHYlRhmVTlNp0CaDlWrgcAAGgZijwQo7buNZ0AaB2KPAAAQMtQ5IEYxfXxcJoSijwAAECLUOSBGOSul/JLTacAWqe8RmpklwUAAICjosgDMejbvWzlBeexLKmYUXkAAICjosgDMehbro+HQ3GdPAAAwNFR5IEYEwhIOwtMpwDahhF5AACAo6PIAzFmX6lU7zGdAmgbRuQBAACOjiIPxBim1cPJistNJwAAALA/ijwQY7ZR5OFgdR6pts50CgAAAHujyAMxpLZOKmREEw7H9HoAAIAjo8gDMWR7PtvOwflY8A4AAODIKPJADNm2z3QCoP2KK00nAAAAsDeKPBAjLEvaQZFHDCji8hAAAIAjosgDMaKgLLhQGOB0pVVcIgIAAHAkFHkgRmxnNB4xotEnVdSYTgEAAGBfFHkgRmzPN50ACB8WvAMAADg8ijwQA7yN0t5i0ymA8GHBOwAAgMOjyAMxYFeh5A+YTgGEDwveAQAAHB5FHogBXB+PWFNSaToBAACAfVHkgRiws8B0AiC8yqokv990CgAAAHuiyAMOV+1m9BKxJ2AFt6EDAADAoSjygMPtYLV6xKgiVq4HAABoFkUecLgdTKtHjGILOgAAgOZR5AGH20WRR4yiyAMAADSPIg84WHGFVFNnOgUQGVwjDwAA0DyKPOBgXB+PWFZZK3kbTacAAACwH4o84GAUecQyy2JHBgAAgOZQ5AGHCgSkvCLTKYDI4jp5AACAQ1HkAYfaVyp5mHaMGFdcaToBAACA/VDkAYdiWj3iASPyAAAAh6LIAw61k23nEAe4Rh4AAOBQFHnAgRp90r4S0ymAyKupkxo8plMAAADYC0UecKA9xZLPbzoFEB1cJw8AANAURR5wIKbVI55wnTwAAEBTFHnAgVjoDvGEEXkAAICmKPKAwzR4pMIy0ymA6GFEHgAAoCmKPOAwu4ukgGU6BRA9JRR5AACAJijygMNwfTziTZ1HctebTgEAAGAfFHnAYSjyiEdcJw8AAPAdijzgIHUNUkml6RRA9HGdPAAAwHco8oCD7CyQLK6PRxyiyAMAAHyHIg84yK5C0wkAM5iJAgAA8B2KPOAgu7g+HnGKIg8AAPAdijzgEDV1UmmV6RSAGQ1eqdptOgUAAIA92KLIz507VwMGDFBaWprGjBmj1atXH/H8RYsW6cQTT1RaWpqGDRumt99++7Dn3nrrrXK5XJozZ06YUwPRxWr1iHeMygMAAAQZL/KvvPKKpk6dqhkzZig3N1fDhw/X+PHjVVxc3Oz5n376qa677jrddNNN+uqrrzRx4kRNnDhR69evP+Tc119/XZ999pl69+4d6bcBRBxFHvGOBe8AAACCjBf52bNn6+abb9aUKVM0ZMgQzZs3Tx07dtRzzz3X7PlPPPGELr74Yt1999066aST9Pvf/16nnXaannrqqSbn7du3T3fccYdefvllJScnR+OtABG1m4XuEOfYSx4AACDIaJH3er1as2aNxo0bFzqWkJCgcePGadWqVc0+ZtWqVU3Ol6Tx48c3OT8QCOj666/X3XffrZNPPvmoOTwej6qrq5vcADuprJEqakynAMxq04h8ICB566S6MsldKtWVS/UVUkO15PeFPSPCLOCX/I2SzxP8PQAAkCQlmXzx0tJS+f1+ZWVlNTmelZWlzZs3N/uYwsLCZs8vLPxuuPKRRx5RUlKSfvWrX7Uox8yZM/W73/2ulemB6GFaPSCVVkqWJblczdxZXyFV50t1JVJtsVRXKnlqJF+DJOvwT5qYIqV0klLSpQ5dpY5dpQ7dpE7dpY49pATjE9dik78x+N+orlxqqAj+9/NUS411ktcd/NXvPfRxCUlSUqqUlCalZu7/79VV6thdyugrpXSM/nsBAMAAo0U+EtasWaMnnnhCubm5cjX7r71DTZs2TVOnTg39ubq6Wjk5OZGKCLQa+8cDktcnVdVKXdIVHKEt2yZV7Aje6tt4Ab3fK9V7g4+vymt6X0KS1DlL6pwtZfSRMnOChbGFf7dgv/pKqSZfqimQ3MXBW32ljvgDlsMJ+IIfBK87OMuiYsf37nQFfwCT2U865lip22ApKSU87wEAAJsxWuS7d++uxMREFRUVNTleVFSk7OzsZh+TnZ19xPP//e9/q7i4WP369Qvd7/f79dvf/lZz5szRrl27DnnO1NRUpaamtvPdAJHD/vGAJMtS8a48dUn4UirZLAUaI/t6AZ9UvS94y18TPJbUQcrsu78sDpDSe0sJiZHN4STeOqlmn1S1N/h1q8kPjq5HhSW5S4K3/DVSQrLU/QQpa2iw1PPfCQAQQ4wW+ZSUFI0cOVLLly/XxIkTJQWvb1++fLluv/32Zh8zduxYLV++XHfeeWfo2LJlyzR27FhJ0vXXX9/sNfTXX3+9pkyZEpH3AURSWZVUHa1/BwN25PcFy2H1PhUnbNbx/fKO/phI8dVLZd8Gb1KwLGbmBEt9lwHBkft4KYyWFRxdr9oTvFXvDY6S20WgUSpeH7yldJZyzpB6j5KS00wnAwCg3YxPrZ86daomT56sUaNGafTo0ZozZ47cbneodN9www3q06ePZs6cKUn69a9/rfPOO0+zZs3SpZdeqoULF+rLL7/UM888I0nq1q2bunXr1uQ1kpOTlZ2drRNOOCG6bw4IA6bVI275vcGR3Zr84Oi4pGJ3J8OhDhJo/G56v3RQse8vpfeREo3/VRsejQ3Bsl69d3953yv5PaZTtYy3Vtr+vrTr31KfkVLOmVJqZ9OpAABoM+P/upg0aZJKSko0ffp0FRYWasSIEVq6dGloQbu8vDwlfG+xoTPPPFMLFizQAw88oPvvv1+DBw/WG2+8oaFDh5p6C0BEsdAd4k7Av78o5klWoMldtivyBzuk2CcFF2HLzPnultzBbMaW8PuCo+0HLi0Ijba34bp2O/F7pLxPpX1rpIHnSX3HxM8MCgBATHFZluXwv5XDr7q6WpmZmaqqqlJGRobpOIhzsxZKtfWmUwBR4i6RyrfvX23+UEkJAU07599KcDn1ry6X1LGblN5r/613cDE9k9O9PbXfLUJXW7R/UboSyYqD7d46dpeOnyB1Pc50EgAAWtVDjY/IAzi8kkpKPOJEY4NUullqqDziab5Agirq09Sto1P/x7D2b7tWKhV9893h1PRgqezUI7j9XVqmlNYl+Gt7R/D9PslbE9yOr6FKqi//7lZXFsXF6GyorlRa+zcpe7h0/CXBre0AAHAAijxgY0yrR1yoKQhuJdfCEeBidycHF/nD8Owv2hU7D70vISlY5pM7BlfNT0wJHktICk4Lt6zgJQhWIPg19HmCMxp8DVJjfXCBPhxZ4dfByzmGXBnclQAAAJujyAM2RpFHTPN5g6Pw9eWtelixu5NO6lEaoVA2FPB9V/QROfXlUu5z0sDzpf7nSC6X6UQAABwWRR6wKcuS8lixHrGqvkIq2Sj5W78XvO0XvINzWQFpxwfBWSJDrpQSk00nAgCgWQlHPwWACUXlUp1DdnYCWqVqj1S4rk0lXpJKKPKItJJNUu7zzIIAANgWRR6wKabVI+YE/FLxhuCq9O3Yxqy8voP8AaY9I8Jq8qUv/xocnQcAwGYo8oBNUeQRU3weqeCr4LZm7eS3ElRa1zEMoYCj8FQHR+YrdplOAgBAExR5wIYCASmvyHQKIEy8bqkgV/LWhu0pS+qYXo8o8Xulr1+WyneYTgIAQAhFHrChgjLJ07bLhwF7qa8IjsT7wrvgQ1EtRR5RFGiU1i0IbpMIAIANUOQBG2JaPWJCbXFwUbuAL+xPzcr1iLqAT/pmoVS61XQSAAAo8oAdUeTheDWFwe3l2rGo3ZGwcj2MCPik9a9yzTwAwDiKPGAzfr+0p9h0CqAdqvOl0s0RfYnKhjR5/YkRfQ2gWQdG5msKTScBAMQxijxgM3tLpMbwz0QGoqNqr1QW+anHllxMr4c5vgZp3cvBNSAAADCAIg/YDNPq4VhVe6Xy6C0GRpGHUZ4a6euXgrsyAAAQZRR5wGYo8nCkmoKolniJIg8bqCuT1v1d8jONCgAQXRR5wEYafdK+EtMpgFaqLZJKt0T9ZSnysIXqvdKWf5lOAQCIMxR5wEbyiiR/wHQKoBXcpVJJZBe2O5xi9pKHXRR+LeWtMp0CABBHKPKAjTCtHo5SXxHRLeaOxt2YIrc32chrA4fYvkwqi+7lJQCA+EWRB2yEIg/H8NZKxRsky+wUEqbXwzasgLThteB18wAARBhFHrCJBo9UyL//4AS+BqlwXXA/bcOK3J1NRwC+42uQ1r8q+RtNJwEAxDiKPGATuwqlgJkZykDL+RuDJd7vNZ1EEiPysKHaImnrO6ZTAABiHEUesIkdTKuH3QUCUvF6qbHOdJKQIha8gx0V5AZ/4AUAQIRQ5AGb2EWRh92VbZEaqkynaKK0rpMsZrLAjrYsCe7qAABABFDkARuoqZNKKk2nAI6gcndwyrDNeP2JKq/vYDoGcCi/V9qwiOvlAQARQZEHbIDV6mFr7hKpYqfpFIfFgnewrdqi4LZ0AACEGUUesIEd+aYTAIfhqZFKNplOcURcJw9b27ua/eUBAGFHkQdsgOvjYUs+r1T0jfG94o+GEXnY3uY3Ja99FokEADgfRR4wrKxKqnKbTgEcxNq/Qr1Ntpk7kmJG5GF3nprg4ncAAIQJRR4wjGn1sKWybZKn2nSKFqlsSJPHl2g6BnBkJRulgrWmUwAAYgRFHjCM/eNhO9X5Uo1zfsJkyaViN6PycICt70j1laZTAABiAEUeMCgQ4Pp42ExDlVT2rekUrcZ18nAEv0fa8i/TKQAAMYAiDxiUXyo12P8SZMQLn1cq3iDJMp2k1Vi5Ho5Rvl3KzzWdAgDgcBR5wCCm1cM2LCt4Da8DFrdrDiPycJRt70kNzliDAgBgTxR5wCAWuoNtVOyUGipNp2gzVq6Ho/gaWMUeANAuFHnAEG+jtLfYdApAkrtUqsoznaJdPP4kVdSnmY4BtFzZVqnga9MpAAAORZEHDMkrkvwB0ykQ9xrrpdLNplOERWEt0+vhMN8ulTy1plMAAByIIg8Ysp1p9TAtEAgubhfwmU4SFhR5OI6vPljmAQBoJYo8YMj2faYTIO6Vb5O8sTMaWFCbbjoC0HrF66WybaZTAAAchiIPGFDtlkoqTadAXKstlmpia1pIESPycKotSyR/o+kUAAAHocgDBjAaD6Ma66XSLaZThF21J1V1jcmmYwCt11Ap7fzQdAoAgINQ5AEDuD4exhy4Lt7ym04SEVwnD8fa85lUU2A6BQDAISjyQJRZlrSTIg9TKrbH1HXxB6PIw7GsgLT5X8G/JAAAOAqKPBBlBWVSncd0CsQld6lUHdvXdVDk4Wg1+dK+L0ynAAA4AEUeiDKuj4cRPk9MXhd/sMIaijwcbscH7C0PADgqijwQZVwfj6izLKlkoxSI/VWxy+o7qtHPX21wMF+DtO090ykAADbHv3aAKPJ4pb3FplMg7lTulhqqTKeIioDlUrG7k+kYQPsUrZMqdppOAQCwMYo8EEU7CyR/wHQKxJWGymCRjyMFtemmIwDtt+UtKRCbu0sAANqPIg9E0bd7TSdAXPH7pJJNkuJrFez8Goo8YkBdqZT3qekUAACbosgDUbSD6+MRTWVbgovcxRmKPGLGro/i5rIYAEDrUOSBKCmplCpZiBjRUlMguUtMpzCi1N1RvgB/vSEGBBqlb5eaTgEAsCH+pQNEyTam1SNaGuuksm2mUxjjtxJUVMuCd4gRJZuk8u2mUwAAbIYiD0TJNvaPRzRYAal4k2TF9yJZTK9HTNn6NgvfAQCaoMgDUdDok/KKTKdAXKjYKXlrTKcwjiKPmFJXxsJ3AIAmKPJAFOwskHwMpiDS6iukqj2mU9gCRR4xh4XvAADfQ5EHomAr3QqR5m+USjabTmEbpXWdWPAOsSXQKH37rukUAACb4F85QBSw0B0irnSr5I+/reYOJ2C5VFjb2XQMILxKNkrlO0ynAADYAEUeiLCicqnKbToFYlpNgVQXn1vNHQnT6xGTWPgOACCKPBBx3zIaj0hqrI/rreaOhCKPmFRXKu35zHQKAIBhFHkgwijyiBjLCk61jfOt5g5nX3WG6QhAZOxaKXnYnQIA4hlFHoigeo+0t9h0CsSsyl38Y/4Iyuo6qL4xyXQMIPz8Xmnbe6ZTAAAMosgDEbR9nxSwTKdATGqokirzTKewNUsu7athVB4xqugbqWKX6RQAAEMo8kAEbWHbOURCwCeVbJLET4mOZi/T6xHLtr4tBQKmUwAADKDIAxESCLDtHCKk9FvJ12A6hSNQ5BHT3MXSvtWmUwAADKDIAxGyu0hq8JpOgZhTWyS5i0yncIz86nRZTFxALNvxoeSpNZ0CABBlFHkgQrZw+TLCrbFBKvvWdApHqfclq6y+o+kYQOT4PdL2ZaZTAACijCIPRMhWro9HOFmWVLopeH08WoXp9Yh5hV+z+CUAxBmKPBABxRVSBbuCIZyq8oIr1aPVKPKIC1vfYuE7AIgjFHkgAphWj7DyVLPNVDtQ5BEXaoukfV+YTgEAiBKKPBABmynyCJeAn63m2qnE3UkeX6LpGEDk7fiAhe8AIE5Q5IEwq3ZLBWWmUyBmlH0rNdabTuFoAculPdWZpmMAkef3SNveM50CABAFFHkgzDbnie2uEB7uEqm20HSKmLC7kiKPOFG0jktxACAOUOSBMNu023QCxARfg1S6xXSKmLG7qovpCED0bH0reFkOACBmUeSBMKr3SHkMoKK9LEsq2cxWc2FUUJMuX4C/8hAn3CXSnlWmUwAAIoh/1QBhtCVPCjCtHu1VlSc1VJpOEVN8gQTtq043HQOInl0fsWUlAMQwWxT5uXPnasCAAUpLS9OYMWO0evXqI56/aNEinXjiiUpLS9OwYcP09ttvh+5rbGzUvffeq2HDhqlTp07q3bu3brjhBuXn50f6bQBMq0f7NbDVXKQwvR5xxe+Vtr599PMAAI5kvMi/8sormjp1qmbMmKHc3FwNHz5c48ePV3FxcbPnf/rpp7ruuut000036auvvtLEiRM1ceJErV+/XpJUV1en3NxcPfjgg8rNzdXixYu1ZcsW/ehHP4rm20Ic8jZKO/h5Edoj4JNKNoqt5iKDBe8Qd0q3SMWbTKcAAESAy7LMrq89ZswYnX766XrqqackSYFAQDk5Obrjjjt03333HXL+pEmT5Ha7tWTJktCxM844QyNGjNC8efOafY0vvvhCo0eP1u7du9WvX7+jZqqurlZmZqaqqqqUkZHRxneGePPNdmnxR6ZTwNGKN0ru5n+IifZLSfTr3rM/VoKLH5QgjqRmSGNuk5JSTScBABxFa3qo0RF5r9erNWvWaNy4caFjCQkJGjdunFatan6RllWrVjU5X5LGjx9/2PMlqaqqSi6XS126dGn2fo/Ho+rq6iY3oLU27DKdAI5WU0CJjzCvP1EFNZ1NxwCiy1Mt7fzQdAoAQJgZLfKlpaXy+/3KyspqcjwrK0uFhc0v/V1YWNiq8xsaGnTvvffquuuuO+xPNWbOnKnMzMzQLScnpw3vBvHM45W27zOdAo7VWCeVbTOdIi7srDzGdAQg+vaulqq59gsAYonxa+QjqbGxUddcc40sy9LTTz992POmTZumqqqq0G3Pnj1RTIlYsHWP5GPLXrRFIBCcUm/xAYqG7eUUecQhKyBt+Vfw+w0AICYkmXzx7t27KzExUUVFRU2OFxUVKTs7u9nHZGdnt+j8AyV+9+7d+uCDD454jUFqaqpSU7l2DG3HtHq0WcV2yVtrOkXc2FudqUZ/gpITKTSIMzUF0t7PpX5jTScBAISB0RH5lJQUjRw5UsuXLw8dCwQCWr58ucaObf4vmrFjxzY5X5KWLVvW5PwDJf7bb7/V+++/r27dukXmDQBiWj3awV0iVfPhiSZfIIFt6BC/dnwg1VeYTgEACAPjU+unTp2qv/71r3rhhRe0adMm/eIXv5Db7daUKVMkSTfccIOmTZsWOv/Xv/61li5dqlmzZmnz5s166KGH9OWXX+r222+XFCzxV199tb788ku9/PLL8vv9KiwsVGFhobxer5H3iNi2OY9p9WiDxobg1lCIuh0VTK9HnAo0Spv/ZToFACAMjE6tl4LbyZWUlGj69OkqLCzUiBEjtHTp0tCCdnl5eUpI+O7nDWeeeaYWLFigBx54QPfff78GDx6sN954Q0OHDpUk7du3T//85z8lSSNGjGjyWh9++KHOP//8qLwvxI9vdphOAMexrOB+8QGf6SRxaXv5MdJxplMAhlTskPK/knqfajoJAKAdjO8jb0fsI4+WctdLs1+RAvxfhNYo3y5VsaimKS5ZmnrmKnVOYZYW4lRSmjTmdimV7RgBwE4cs4884HTrd1Li0UruUkq8YZZcTK9HfPM1SFvfMp0CANAOFHmgHZhWj1ZpbJBKN5tOAUnbyruajgCYVbJJKlpvOgUAoI0o8kAblVdL+0pMp4BjWAGpZAPXxdvEtrKuClgu0zEAs7a+LXnY/hIAnIgiD7QRo/FolfLtkqfGdArsV+9LVl5VpukYgFmNddIWVrEHACeiyANtYFnSum2mU8AxaovZL96GtpR2Mx0BMK90i1Sw1nQKAEArUeSBNsgrksoZXEVLeN3sF29TW8u6m44A2MO3S6WGatMpAACtQJEH2mAto/FoiYBPKt4gWX7TSdCM8voOKnZ3Mh0DMM/XIG1+MzjdDADgCBR5oJW8jdLGnaZTwBFKNgevQYVtMb0e2K98u7TnM9MpAAAtRJEHWmnjLsnLwuM4mso8qa7UdAocxRam1wPf2f6+VFNoOgUAoAUo8kArMa0eR1VfIVUwbcMJ8qvTVdmQZjoGYA+WX9r4D8nfaDoJAOAoKPJAK5RWSrsZrMCRNNYHr4sX15o6gSWX1hf3NB0DsA93SXDxOwCArVHkgVZYs9V0AthawC8Vrw8ucgfH+KaIIg80kb9GKt5kOgUA4Ago8kAL+XzsHY+jKNkc3G4OjlLs7szq9cDBNv9Tqq80nQIAcBgUeaCFNu6W6jymU8C2KndLdSWmU6CNGJUHDuKrl9a/KvmZYQQAdkSRB1roy82mE8C23KUsbudw64uzTEcA7KcmX9rG9fIAYEcUeaAFiiukPcWmU8CWPLVSCdeSOl1lQ5p2V2aajgHYz74vpcJ1plMAAA5CkQda4PONphPAlnweqeib4JZNcLwv83ubjgDY05YlwdXsAQC2QZEHjqKuQfpmh+kUsJ0DK9T7WTghVmwq6SG3N9l0DMB+/F7pm4VSY4PpJACA/SjywFGs2SI1stYPvs+ypNLNkqfGdBKEkd9K0FeFvUzHAOyprkzasEgKBEwnAQCIIg8cUSDAIndoRsUOppnGqNz8XrIs0ykAmyrfLm1713QKAIAo8sARbdwlVdeZTgFbqd4nVe0xnQIRUtHQQdsrupqOAdjX3s+lfWtMpwCAuEeRB47g0/WmE8BW3KVS2TbTKRBhq/b0NR0BsLetb0sVu0ynAIC4RpEHDmP7PqmgzHQK2IanWirZKIl517FuR0VX7atONx0DsC/LH1z8rpZ9WQHAFIo8cBgff2M6AWyjsW7/NnMs8hQv/p3X33QEwN58DdLXL0kNVaaTAEBcosgDzdhXIu0qMJ0CtuDzSIVfS/5G00kQRVtLu6nY3cl0DMDePNXBMt9YbzoJAMQdijzQDEbjISlY3gu/DpZ5xBVLLn2c1890DMD+3CXSugX8sBMAoowiDxyksEzakmc6BYwL+IPT6RvZtiBerS/qqcLazqZjAPZXtUf65hXJ7zOdBADiBkUeOMiHX4l9pONdICAVrw9OG0XcsuTSe9uPMx0DcIbybdJ6yjwARAtFHvie/FJpK1uExzcrIJVskOorTCeBDeysOEZby7qZjgE4Q9m30vpXgzOaAAARRZEHvufDr0wngFGWJRVvkurYdxDfWbb9OAUsl+kYgDOUbaXMA0AUUOSB/fKKpG17TaeAMZYllWyW6kpMJ4HNlNZ11Cd5OaZjAM5RukVa93fJ5zWdBABiFkUe2O+9L0wngDGWFfyHp7vIdBLY1Ee7B6i0rqPpGIBzlG+T1r4oeVkwFAAigSIPSFq/I7h3POKQZUmlm6XaQtNJYGO+QILe3HwCC2ECrVG9V/rqeamhynQSAIg5FHnEPb9f+iDXdAoYYVlSySaplpF4HN3e6kyt2ssUe6BV3CVS7nNSbbHpJAAQUyjyiHufb5IqakynQNRZllSyUXLzj0u03Ac7BmpvdYbpGICzNFRJa56VSraYTgIAMYMij7hWUyd9tNZ0CkRdICAVbwiOFAGt4LcS9NqGIapvTDIdBXAWv0f6ZqG069+mkwBATKDII669u1ryNJpOgagK+KWidVJdqekkcKgqT5oWbzqJLemAVrOkHculDf9gRXsAaCeKPOLWzgJpw07TKRBV/kapcK3UUGk6CRxuW3k3vbvtONMxAGcq+kb68hnWJwGAdqDIIy75fNLbq0ynQFT5PFLBV5KHBREQHqv39dXqfX1MxwCcqa5U+vKv0l72fgWAtqDIIy6t/FoqZTec+OGtlfJzpUb2M0Z4vbttkDaVdDcdA3CmgE/a+pb0zSvsNw8ArUSRR9wpKJM+/cZ0CkRNfYWU/1VwoSUgzAKWS//YOETbyruajgI4V8kmafVcqWi96SQA4BgUecQVv19682MpYJlOgqioLZIK10mW33QSxDC/laBX15+sXZVdTEcBnMvrlja8Jq1bKHlqTacBANujyCOufPiVVFRuOgUizrKkip3BUR7xUxtEXmMgUQvWDdPOii6mowDOVrpZ+vwpac9nwa1CAQDNosgjbuwqkD5l1l7sC/il4o1S5W7TSRBnGgOJ+vs3w7S9/BjTUQBn8zVI3y6VvnhaKt9uOg0A2BJFHnGhwSO98e/gQC1i2IGV6etKTCdBnGoMJGrh+mEsgAeEg7tEWvs3ad3fpdpi02kAwFYo8ogLb34iVblNp0BENVRJ+WuCK9QDBvkCCXpt48n6qiDbdBQgNpRukVY/LW34h1TH9XEAIElJpgMAkfbpemkzs6xjW9Xe/dMvmXIBewhYLv1rywmqa0zWWf32mI4DxABLKvpGKt4gZQ+X+p0ldWLmC4D4RZFHTNtdKC3/0nQKREzAL5VuldxFppMAh7Dk0vs7jlOtN0UXHbddLpfpREAMsALBS6gK1ko9TgwW+sy+plMBQNRR5BGzqmql11aw1VzM8tZJJRuCWxYBNvbZ3hzVeFN1xYmblJjANyQgPKzgziQlm6TMflKf06WeQ6SERNPBACAqKPKISd5G6e/Lpdp600kQETUFUtk29oeHY2wo7qlab4quHbpeaUk+03GA2FKVF7xte1fqfZrUe6SUlmk6FQBEFIvdIeZYlrT4I/aLj0kBv1S8KbjwESUeDrO7soue/+pUVTWkmo4CxCZvrbTrI+nTOdJXL0qF6yR/o+lUABARjMgj5iz9XNqSZzoFwq6hOjiF0sc0CzhXsbuTns09TdcN+0a90tlhAYgMS6rYEbwlpko9TpKyhkrHHCslMIYFIDZQ5BFT/v21tHqT6RQIKysgVe6WKvPEqvSIBTXeVM1fe6quGrJRx3crMx0HiG1+j1S4NnhL7hi8jr7HEKnLAEo9AEejyCNm5G6VPsg1nQJh5XUHR+HZGx4xxutP1Cvrh2r8oG0a3Wef6ThAfGisk/Z9GbwldZC6Hy91P1HqepyUlGI6HQC0CkUeMeHrbdKST02nQNhYgeAIfOVuMQqPWBWwXHrn28Eqq+ug8YO2K8HFZx2IGl+9VPh18OZKlI4ZIHUbLHU7XurY1XQ6ADgqijwcb/0O6Z8fBxe5Qwzw1Eilm9lWDnFj9b6+KqvvqP83ZINSk1jEEYg6yy+Vbw/evl0qdTgmOEp/zHFS12OlJBaoBGA/Lsui/hysurpamZmZqqqqUkZGhuk4OIK130r/+oS94mNCwCdV7JKq94lReMSjHh3dmjR0vbp1ZEFHwDZcCVJ6b+mYgcFbZj8pkXEwAJHRmh5KkW8GRd4ZvtgkvfM5I/ExobZYKt8m+b2mkwBGpSX5dNWQjRrUlf0zAVtKSJIy+gQXy+vSX8rMkRKTTacCECNa00P5kSIcacVX0sq1plOg3bxuqWyb1FBhOglgCw2+JC1YN0znD9ylc/rtlstlOhGAJgK+/Tup7A7+2ZUopWfvL/X9gsU+pZPZjADiAkUejhIISP/6NDilHg7mb5Qqdko1BWIaPdCUJZc+3DlQe6szdMWJm9Qh2Wc6EoDDsfzBS8Kq90nav+puh67BQp+ZI2X0lTr1ZKs7AGHH1PpmMLXenuo90qIPpZ0FppOgzaxA8B87lbuDoxoAjigztUFXnLRJ/btUmY4CoK0SU4LX2Wf2Df6a0UdKyzSdCoANMbUeMaekUlr4vlReYzoJ2sSypNpCqXKX5POYTgM4RpUnTS+sHaGz++fpvP67lJjAz94Bx/F7g3//Ve767lhKJym9j5TeK1ju03tJaQweAWg5ijxs75vtwT3ivQzgOo9lSe4SqXKn1MhK3EBbWHLp37v7a0tpN008cbN6pdeajgSgvbxuqWxr8HZASmepc3bwmvvO+28du4nFMgA0h6n1zWBqvT00+qR3V0trtphOglazLKm2SKrKkxrrTKcBYkaCy9LoPnt1/oBd7DkPxIOEZKlTD6lzVvDWqWfwltrZdDIAEcDUejheQZm0eKVUymWhzhIIBKfQV+2RfIzAA+EWsFz6bG+ONhT31H8cu1PDswoZrANiWaBRqskP3r4vqYPUuafUsXvw1qlH8Ne0TEbwgTjBiHwzGJE3x++XPv5G+vfXkj9gOg1azO+VqvOlmn3BFekBREXPTm5dMHCnTuhWyr/dAQT3ue9wTLDUd+ga/P2BX1MzWT0fsDlG5OFIe4ulf30iFVeaToIW89QEC7y7KLgiPYCoKnZ30ivrh6pHR7fO7LdHQ3sWKymB/xeBuBXwBdemcZccep8rQUrNkNK67L9l7v/z/l9T06XkDtFODKCNGJFvBiPy0VXXIL2/Jrg3PJ9GBwj4JXdxsMB72UYAsJOOyY06JatQI7ILldXZbToOAKdJSAoW+pT04Mr6KZ2k5AO/dgwW/eSOwan9SWlSUipT+YEwYkQejuDzSas3Sx+vC+4RDxuzLKmhKnj9u7tEslhkC7CjusZkfbY3R5/tzVGPjm4N6VmiwV3L1Du9hn9rAzi6gE+qrwjeWsT1XaFPTPnu18SU4EJ9Sft/TUgK3hL3/96VKCUk7v81KThbICGx6a+uhOD9od8nHHR/YtPHAHGGIo+oCwSkddullWulSnZRsjdPzf4pesWSr8F0GgCtUFLXSSt3ddLKXQPUKdmrfl2qNKBLpXIyqpTV2a0EF1OgALSXFVzc1vgCt67vfjCQmPTdDw4O/BAhMSX4Q4QDP2QI/eAhrektuUNwtkFyx+DzADbGJxRR4/cHC/zH66RyZmTbk2UFp8u7S4MF3vhfzADCwd2Yok0lPbSppIckKTnBr6zOtcruXKte6bXK6lSrnp3cSk7k+noATmQFZxPIJ/nDNM0zMSVY6EOXF3QObvuX0jl46UHqgV8zWEQQRlDkEXF1DVLuVmn1JqmGLcXt58A0uroyqb48uAI9gJjWGEjU3upM7a3ODB1zydIxHRrUo5NbPTu5Q+W+W8d6Ru8BxB+/N3hrqDzKia5g2W+yeGBm8NcDiwqmdIpCYMQbijwiwrKkvKJggd+4S/JxSbV9BAKSpyr4F1N9RXD6vPhHOhDvLLlUXt9B5fUdtKW0e+h4UkJAPfYX+17pterVuUZZnd1KSeQbOwBIluStDd60r/lTEpKlDl2+t2NAl+CWgAd+ZbcAtAFFHmFVXCFt2Cl9s0OqYPq8Pfg8kqc6uFidp5riDqBVfIEEFdSkq6AmXWsLg8dcstS9Y516pdeod3qN+mTUKLtzLVvfAUBzAo2H3xZQkhJTmxb7UNnvIqUdE1w0EDiILYr83Llz9dhjj6mwsFDDhw/Xn//8Z40ePfqw5y9atEgPPvigdu3apcGDB+uRRx7RJZdcErrfsizNmDFDf/3rX1VZWamzzjpLTz/9tAYPHhyNtxNXAgFpT7G0dU/wVlplOlEcsyypsU7yuqVGd7Cwe2skf6PpZABijCWXSuo6qaSuk9YVZUuSEl3BkfsDxb53eo16dmJRPQA4Kr8nuDNQbWHz9yd3/G6afmhU/3tT+Zm6H5eMF/lXXnlFU6dO1bx58zRmzBjNmTNH48eP15YtW9SzZ89Dzv/000913XXXaebMmfrhD3+oBQsWaOLEicrNzdXQoUMlSY8++qiefPJJvfDCCxo4cKAefPBBjR8/Xhs3blRaWlq032JMafRJ+aXS3hJpV6GUVyh5faZTxRHLCl6v5WuQGuuDxd23/9fGesliNAyAGX4rQYW16SqsTVduQfBYUkJAPfdPyc/uHFxUj2n5ANBKjXXBW01+8/cnJAVL/YFbWkZwIb6UzlJqevCW0jm4cj9ihsuyLKM/Kh8zZoxOP/10PfXUU5KkQCCgnJwc3XHHHbrvvvsOOX/SpElyu91asmRJ6NgZZ5yhESNGaN68ebIsS71799Zvf/tb3XXXXZKkqqoqZWVlaf78+br22muPmqm6ulqZmZmqqqpSRkZGmN6ps/j9wa3hyqqlksrglPnCsuCIe4DBlfCz9q+26m+UAt7grz7P/oVWPMHf+zz7t4DjPwAA53LJUmaaR907BhfS696xTsek1euYDg3qktbACD4AREpiyv5V9w+sxN8pONofunX4bgu+A9vxJSSaTh1XWtNDjY7Ie71erVmzRtOmTQsdS0hI0Lhx47Rq1apmH7Nq1SpNnTq1ybHx48frjTfekCTt3LlThYWFGjduXOj+zMxMjRkzRqtWrWq2yHs8Hnk8321VUVUVnB9eXV3d5vdmJ35/cLE5ry84ou5pDN4aPFJDo1RXL7k9krteqq6Tat1SdX2wW+J7LCs44m1ZkgLf+/PBv//+zR+8Bfb/6vdLli/454Cv6Y2CDiBO1Hukwqo0SWmSjgkdd8lS52SvOqfuvyV71TG5UR2TG9UhqVFpSX6lJvmUkuhXSpJfyS6/khMDSkoIKMFl7O0AgEN4JLVyEauEJCkpNXidfkJq8PeJycEfChy4JSQHjyUkS4lJwcckJAWPuRKDt4Sk4A8FEpIkl2v/sf33uRK+u8X5Vn4H+mdLxtqNFvnS0lL5/X5lZWU1OZ6VlaXNmzc3+5jCwsJmzy8sLAzdf+DY4c452MyZM/W73/3ukOM5OTkteyMAAAAAAIRBTU2NMjMzj3iO8Wvk7WDatGlNRvkDgYDKy8vVrVs3uVzR/xF/dXW1cnJytGfPnrid2g/z+BzCDvgcwg74HMIO+BzCDvgcRpZlWaqpqVHv3r2Peq7RIt+9e3clJiaqqKioyfGioiJlZ2c3+5js7Owjnn/g16KiIvXq1avJOSNGjGj2OVNTU5WamtrkWJcuXVrzViIiIyOD/0FgHJ9D2AGfQ9gBn0PYAZ9D2AGfw8g52kj8AUYvQkhJSdHIkSO1fPny0LFAIKDly5dr7NixzT5m7NixTc6XpGXLloXOHzhwoLKzs5ucU11drc8///ywzwkAAAAAgFMYn1o/depUTZ48WaNGjdLo0aM1Z84cud1uTZkyRZJ0ww03qE+fPpo5c6Yk6de//rXOO+88zZo1S5deeqkWLlyoL7/8Us8884wkyeVy6c4779Qf/vAHDR48OLT9XO/evTVx4kRTbxMAAAAAgLAwXuQnTZqkkpISTZ8+XYWFhRoxYoSWLl0aWqwuLy9PCd9bvfDMM8/UggUL9MADD+j+++/X4MGD9cYbb4T2kJeke+65R263Wz//+c9VWVmps88+W0uXLnXMHvKpqamaMWPGIdP9gWjicwg74HMIO+BzCDvgcwg74HNoH8b3kQcAAAAAAC0X3xv1AQAAAADgMBR5AAAAAAAchCIPAAAAAICDUOQBAAAAAHAQirxNPPTQQ3K5XE1uJ554oulYiHEfffSRLrvsMvXu3Vsul0tvvPFGk/sty9L06dPVq1cvdejQQePGjdO3335rJixi2tE+izfeeOMh3yMvvvhiM2ERk2bOnKnTTz9d6enp6tmzpyZOnKgtW7Y0OaehoUG33XabunXrps6dO+uqq65SUVGRocSIRS35HJ5//vmHfD+89dZbDSVGrHr66ad1yimnKCMjQxkZGRo7dqzeeeed0P18PzSPIm8jJ598sgoKCkK3jz/+2HQkxDi3263hw4dr7ty5zd7/6KOP6sknn9S8efP0+eefq1OnTho/frwaGhqinBSx7mifRUm6+OKLm3yP/Pvf/x7FhIh1K1eu1G233abPPvtMy5YtU2Njoy666CK53e7QOb/5zW/0r3/9S4sWLdLKlSuVn5+vK6+80mBqxJqWfA4l6eabb27y/fDRRx81lBixqm/fvnr44Ye1Zs0affnll/qP//gPXX755dqwYYMkvh/aAdvP2cRDDz2kN954Q2vXrjUdBXHK5XLp9ddf18SJEyUFR+N79+6t3/72t7rrrrskSVVVVcrKytL8+fN17bXXGkyLWHbwZ1EKjshXVlYeMlIPREpJSYl69uyplStX6txzz1VVVZV69OihBQsW6Oqrr5Ykbd68WSeddJJWrVqlM844w3BixKKDP4dScER+xIgRmjNnjtlwiDtdu3bVY489pquvvprvhzbAiLyNfPvtt+rdu7eOPfZY/eQnP1FeXp7pSIhjO3fuVGFhocaNGxc6lpmZqTFjxmjVqlUGkyFerVixQj179tQJJ5ygX/ziFyorKzMdCTGsqqpKUvAfrpK0Zs0aNTY2NvmeeOKJJ6pfv358T0TEHPw5PODll19W9+7dNXToUE2bNk11dXUm4iFO+P1+LVy4UG63W2PHjuX7oU0kmQ6AoDFjxmj+/Pk64YQTVFBQoN/97nc655xztH79eqWnp5uOhzhUWFgoScrKympyPCsrK3QfEC0XX3yxrrzySg0cOFDbt2/X/fffrwkTJmjVqlVKTEw0HQ8xJhAI6M4779RZZ52loUOHSgp+T0xJSVGXLl2anMv3RERKc59DSfrxj3+s/v37q3fv3lq3bp3uvfdebdmyRYsXLzaYFrHom2++0dixY9XQ0KDOnTvr9ddf15AhQ7R27Vq+H9oARd4mJkyYEPr9KaecojFjxqh///569dVXddNNNxlMBgDmff9SjmHDhumUU07RcccdpxUrVujCCy80mAyx6LbbbtP69etZqwZGHe5z+POf/zz0+2HDhqlXr1668MILtX37dh133HHRjokYdsIJJ2jt2rWqqqrSa6+9psmTJ2vlypWmY2E/ptbbVJcuXXT88cdr27ZtpqMgTmVnZ0vSISuQFhUVhe4DTDn22GPVvXt3vkci7G6//XYtWbJEH374ofr27Rs6np2dLa/Xq8rKyibn8z0RkXC4z2FzxowZI0l8P0TYpaSkaNCgQRo5cqRmzpyp4cOH64knnuD7oU1Q5G2qtrZW27dvV69evUxHQZwaOHCgsrOztXz58tCx6upqff755xo7dqzBZIC0d+9elZWV8T0SYWNZlm6//Xa9/vrr+uCDDzRw4MAm948cOVLJyclNvidu2bJFeXl5fE9E2Bztc9icAwsl8/0QkRYIBOTxePh+aBNMrbeJu+66S5dddpn69++v/Px8zZgxQ4mJibruuutMR0MMq62tbfIT/J07d2rt2rXq2rWr+vXrpzvvvFN/+MMfNHjwYA0cOFAPPvigevfu3WQ1cSAcjvRZ7Nq1q373u9/pqquuUnZ2trZv36577rlHgwYN0vjx4w2mRiy57bbbtGDBAr355ptKT08PXeeZmZmpDh06KDMzUzfddJOmTp2qrl27KiMjQ3fccYfGjh3LCs0Im6N9Drdv364FCxbokksuUbdu3bRu3Tr95je/0bnnnqtTTjnFcHrEkmnTpmnChAnq16+fampqtGDBAq1YsULvvvsu3w/twoItTJo0yerVq5eVkpJi9enTx5o0aZK1bds207EQ4z788ENL0iG3yZMnW5ZlWYFAwHrwwQetrKwsKzU11brwwgutLVu2mA2NmHSkz2JdXZ110UUXWT169LCSk5Ot/v37WzfffLNVWFhoOjZiSHOfP0nW888/Hzqnvr7e+uUvf2kdc8wxVseOHa0rrrjCKigoMBcaMedon8O8vDzr3HPPtbp27WqlpqZagwYNsu6++26rqqrKbHDEnJ/+9KdW//79rZSUFKtHjx7WhRdeaL333nuh+/l+aB77yAMAAAAA4CBcIw8AAAAAgINQ5AEAAAAAcBCKPAAAAAAADkKRBwAAAADAQSjyAAAAAAA4CEUeAAAAAAAHocgDAAAAAOAgFHkAAAAAAByEIg8AQJw7//zzdeedd4b+PGDAAM2ZM8dYHgAAcGQUeQAAHODGG2+Uy+WSy+VScnKyBg4cqHvuuUcNDQ1hf60vvvhCP//5z8P+vAcceC+33nrrIffddtttcrlcuvHGGyP2+gAAOB1FHgAAh7j44otVUFCgHTt26E9/+pP+8pe/aMaMGWF/nR49eqhjx45hf97vy8nJ0cKFC1VfXx861tDQoAULFqhfv34RfW0AAJyOIg8AgEOkpqYqOztbOTk5mjhxosaNG6dly5aF7i8rK9N1112nPn36qGPHjho2bJj+/ve/N3kOt9utG264QZ07d1avXr00a9asQ17n+1Prd+3aJZfLpbVr14bur6yslMvl0ooVKyRJFRUV+slPfqIePXqoQ4cOGjx4sJ5//vkjvpfTTjtNOTk5Wrx4cejY4sWL1a9fP5166qlNzg0EApo5c6YGDhyoDh06aPjw4XrttddC9/v9ft10002h+0844QQ98cQTTZ7jxhtv1MSJE/X444+rV69e6tatm2677TY1NjYeMScAAHZEkQcAwIHWr1+vTz/9VCkpKaFjDQ0NGjlypN566y2tX79eP//5z3X99ddr9erVoXPuvvturVy5Um+++abee+89rVixQrm5ue3K8uCDD2rjxo165513tGnTJj399NPq3r37UR/305/+tEnhf+655zRlypRDzps5c6ZefPFFzZs3Txs2bNBvfvMb/ed//qdWrlwpKVj0+/btq0WLFmnjxo2aPn267r//fr366qtNnufDDz/U9u3b9eGHH+qFF17Q/PnzNX/+/Ha9dwAATEgyHQAAALTMkiVL1LlzZ/l8Pnk8HiUkJOipp54K3d+nTx/dddddoT/fcccdevfdd/Xqq69q9OjRqq2t1bPPPquXXnpJF154oSTphRdeUN++fduVKy8vT6eeeqpGjRolKTii3xL/+Z//qWnTpmn37t2SpE8++UQLFy4MjfRLksfj0f/8z//o/fff19ixYyVJxx57rD7++GP95S9/0Xnnnafk5GT97ne/Cz1m4MCBWrVqlV599VVdc801oePHHHOMnnrqKSUmJurEE0/UpZdequXLl+vmm29u1/sHACDaKPIAADjEBRdcoKefflput1t/+tOflJSUpKuuuip0v9/v1//8z//o1Vdf1b59++T1euXxeELXu2/fvl1er1djxowJPaZr16464YQT2pXrF7/4ha666irl5ubqoosu0sSJE3XmmWce9XE9evTQpZdeqvnz58uyLF166aWHjORv27ZNdXV1+sEPftDkuNfrbTIFf+7cuXruueeUl5en+vp6eb1ejRgxosljTj75ZCUmJob+3KtXL33zzTdteMcAAJhFkQcAwCE6deqkQYMGSQpOQx8+fLieffZZ3XTTTZKkxx57TE888YTmzJmjYcOGqVOnTrrzzjvl9Xrb/JoJCcGr8CzLCh07+LryCRMmaPfu3Xr77be1bNkyXXjhhbrtttv0+OOPH/X5f/rTn+r222+XFCzjB6utrZUkvfXWW+rTp0+T+1JTUyVJCxcu1F133aVZs2Zp7NixSk9P12OPPabPP/+8yfnJyclN/uxyuRQIBI6aEQAAu+EaeQAAHCghIUH333+/HnjggdDK75988okuv/xy/f927p6lkSgK4/izJCpCHBCJpLEYnRSJoJgpFJlIikDSCCKIjTCFhRAsFJIiJNooKAqSxsYihVqkSJkUfgBt/ACCYGMjCiIWFr7gbheM+0LKvfD/wcAw914OZ7qHw8zS0pLGx8c1PDys6+vr1pmRkRF1dXW1Bdynp6e2Pd+Fw2FJ0t3dXevZ1x/ffd3n+75OT09VqVR0dHTUUR/ZbFZvb296f39XJpP5bT0ej6unp0e3t7dyHKftGhoaavU9PT2tXC6niYkJOY6jm5ubjuoDAGAiJvIAABhqYWFBhUJBh4eHyufzikajqtfruri4UH9/vw4ODnR/f694PC5JCoVCWl5eVqFQ0MDAgAYHB1UqlVpT9z/p7e3V1NSUdnd3Zdu2Hh4eVC6X2/Zsbm7KdV2Njo7q9fVVjUZDsVisox4CgYCurq5a99/19fUpn89rfX1dn5+f8jxPz8/POj8/l2VZ8n1f0WhUx8fHOjs7k23bOjk50eXlpWzb7vRVAgBgFCbyAAAYKhgManV1VXt7e3p5eVG5XFYikVAmk1EqlVIkEtHc3Fzbmf39fSWTSc3OziqdTsvzPLmu+8861WpVHx8fcl1Xa2tr2t7eblvv7u5WsVjU2NiYZmZmFAgEVKvVOu7DsixZlvXX9a2tLW1sbGhnZ0exWEzZbFbNZrMV1FdWVjQ/P6/FxUVNTk7q8fFRuVyu4/oAAJjmx8+vH70BAAAAAID/GhN5AAAAAAAMQpAHAAAAAMAgBHkAAAAAAAxCkAcAAAAAwCAEeQAAAAAADEKQBwAAAADAIAR5AAAAAAAMQpAHAAAAAMAgBHkAAAAAAAxCkAcAAAAAwCAEeQAAAAAADPIL2Y8TY1gFLtcAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 8))\n",
"sns.kdeplot(data=df, x=\"radius_mean\", hue=\"diagnosis\", fill=True, alpha=0.5, \n",
" linewidth=0, palette=\"bright\")\n",
"plt.title(\"Radius Mean Distribution\")\n",
"plt.xlabel(\"Radius Mean\")\n",
"plt.ylabel(\"Density\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "099616b2",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 27,
"id": "97f61237",
"metadata": {},
"outputs": [],
"source": [
"# *********************************** 5.Histogram Plot *******************************"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "c40e0643",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Plot univariate or bivariate histograms to show distributions of datasets.'"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''Plot univariate or bivariate histograms to show distributions of datasets.'''"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "f63adc2e",
"metadata": {},
"outputs": [],
"source": [
"# data --> dataframe \n",
"# hue --> Elements to visulaize \n",
"# kde --> add line in histogram "
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "f6ba52af",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 8))\n",
"sns.histplot(data=df, x=\"area_se\", hue=\"diagnosis\", kde=True, palette=\"pastel\")\n",
"plt.title(\"Area SE Distribution\")\n",
"plt.xlabel(\"Area SE\")\n",
"plt.ylabel(\"Count\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "f559d12b",
"metadata": {},
"outputs": [],
"source": [
"# ******************************** 6.Count Plot **********************************"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "6518a2cc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Show the counts of observations in each categorical bin using bars.'"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''Show the counts of observations in each categorical bin using bars.'''"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "51c81fe7",
"metadata": {},
"outputs": [],
"source": [
"# x --> x data \n",
"# hue --> data for plotting \n",
"# data --> dataframe "
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "8ea0b9ef",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 8))\n",
"sns.countplot(x=\"perimeter_worst\", hue=\"diagnosis\", data=df, palette=\"muted\")\n",
"plt.title(\"Perimeter Worst Count\")\n",
"plt.xlabel(\"Perimeter Worst\")\n",
"plt.ylabel(\"Count\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "9aeb403e",
"metadata": {},
"outputs": [],
"source": [
"# ******************************** 7.Box Plot ***********************************"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "8a0d6cf3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'raw a box plot to show distributions with respect to categories.'"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''raw a box plot to show distributions with respect to categories.'''"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "575e0d22",
"metadata": {},
"outputs": [],
"source": [
"# x --> x data \n",
"# y --> y data \n",
"# data --> dataframe "
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "27e0024b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 8))\n",
"sns.boxplot(x=\"diagnosis\", y=\"radius_worst\", data=df, palette=\"pastel\")\n",
"plt.title(\"Radius Worst Box Plot\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "6e8e0b6e",
"metadata": {},
"outputs": [],
"source": [
"# ********************************************* 8.Voiline Plot *****************************"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "47bed09a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Draw a voiline like graph'"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''Draw a voiline like graph'''"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "06ea03d2",
"metadata": {},
"outputs": [],
"source": [
"# x --> x data \n",
"# y --> y data \n",
"# data --> datafram"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "a59f3fc4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 8))\n",
"sns.violinplot(x=\"diagnosis\", y=\"texture_worst\", data=df, palette=\"bright\")\n",
"plt.title(\"Texture Worst Violin Plot\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "f0baac1c",
"metadata": {},
"outputs": [],
"source": [
"# ************************************ 9.Swarm Plot ********************************"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "1b6746be",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'\\nDraw a categorical scatterplot with points adjusted to be non-overlapping.'"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''\n",
"Draw a categorical scatterplot with points adjusted to be non-overlapping.'''"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "ecb6923e",
"metadata": {},
"outputs": [],
"source": [
"# x --> x data \n",
"# y --> y data \n",
"# data --> datafram"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "decf7fe9",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_3475/578718560.py:2: FutureWarning: Passing `palette` without assigning `hue` is deprecated.\n",
" sns.swarmplot(x=\"diagnosis\", y=\"smoothness_worst\", data=df, palette=\"pastel\")\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 8))\n",
"sns.swarmplot(x=\"diagnosis\", y=\"smoothness_worst\", data=df, palette=\"pastel\")\n",
"plt.title(\"Smoothness Worst Swarm Plot\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "942f9cd5",
"metadata": {},
"outputs": [],
"source": [
"# ***************************************** 10.Regression Plot *****************************"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "bc425924",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Plot data and a linear regression model fit.'"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''Plot data and a linear regression model fit.'''"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "b96fdcae",
"metadata": {},
"outputs": [],
"source": [
"# x --> x data \n",
"# y --> y data \n",
"# data --> datafram\n",
"# scatter_kws --> scatter point properties \n",
"# line_kws --> line properties "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "11881cf0",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 50,
"id": "985f0f9c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 8))\n",
"sns.regplot(x=\"radius_mean\", y=\"texture_mean\", data=df, scatter_kws={\"color\": \"green\"}, \n",
" line_kws={\"color\": \"red\"})\n",
"plt.title(\"Radius Mean vs Texture Mean Regression Plot\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "7a75db9f",
"metadata": {},
"outputs": [],
"source": [
"# ******************************** 11.FacetGrid ********************************"
]
},
{
"cell_type": "code",
"execution_count": 90,
"id": "dd025c7b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'This plot allows you to create multiple plots based on one or more categorical variables, with each plot representing a subset of the data.'"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''This plot allows you to create multiple plots based on one or more categorical variables, with each plot representing a subset of the data.'''"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3202e281",
"metadata": {},
"outputs": [],
"source": [
"# data --> datafram\n",
"# hue --> Elements to visulaize \n",
"# col --> Column Name\n"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "8a320e27",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x300 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"facet = sns.FacetGrid(data=df, col='diagnosis', hue='diagnosis', palette='bright')\n",
"facet.map(sns.scatterplot, 'radius_mean', 'texture_mean')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6d101097",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 53,
"id": "8160a5af",
"metadata": {},
"outputs": [],
"source": [
"# *************************************************** 12.Heatmap **********************************************"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cbc9befe",
"metadata": {},
"outputs": [],
"source": [
"'''This plot allows you to visualize the correlation between different variables in the dataset using color-coded cells.\n",
"\n",
"'''"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d208b19d",
"metadata": {},
"outputs": [],
"source": [
"# corr --> The correlation matrix to be plotted.\n",
"# cmap --> The color map to be used for the heatmap.\n",
"# annot --> Whether to show the correlation values in each cell."
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "ad11fb30",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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