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shindishella/06211950010014.ipynb

Created March 3, 2020 08:22
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06211950010014.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd #export file csv/excel\n",
"import numpy as np #digunakan untuk operasi array dan vektor pada saat analisis data\n",
"import matplotlib.pyplot as plt #membuat plot\n",
"import seaborn as sns #library untuk membuat plot"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#mengambil data dengan format excel\n",
"#data = pd.read_excel('D:/Praktikum Data Mining/Iris Dataset.xlsx',sheet_name='Sheet1')\n",
"data = pd.read_csv('D:/Praktikum Data Mining/Indian Liver Patient.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Praktikum"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Praktikum"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Age</th>\n",
" <th>Gender</th>\n",
" <th>TB</th>\n",
" <th>DB</th>\n",
" <th>Alkphos</th>\n",
" <th>Agpt</th>\n",
" <th>Sgot</th>\n",
" <th>TP</th>\n",
" <th>ALB</th>\n",
" <th>Class</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>65</td>\n",
" <td>Female</td>\n",
" <td>0.7</td>\n",
" <td>0.1</td>\n",
" <td>187</td>\n",
" <td>16</td>\n",
" <td>18</td>\n",
" <td>6.8</td>\n",
" <td>3.3</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>62</td>\n",
" <td>Male</td>\n",
" <td>10.9</td>\n",
" <td>5.5</td>\n",
" <td>699</td>\n",
" <td>64</td>\n",
" <td>100</td>\n",
" <td>7.5</td>\n",
" <td>3.2</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>62</td>\n",
" <td>Male</td>\n",
" <td>7.3</td>\n",
" <td>4.1</td>\n",
" <td>490</td>\n",
" <td>60</td>\n",
" <td>68</td>\n",
" <td>7.0</td>\n",
" <td>3.3</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>58</td>\n",
" <td>Male</td>\n",
" <td>1.0</td>\n",
" <td>0.4</td>\n",
" <td>182</td>\n",
" <td>14</td>\n",
" <td>20</td>\n",
" <td>6.8</td>\n",
" <td>3.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>72</td>\n",
" <td>Male</td>\n",
" <td>3.9</td>\n",
" <td>2.0</td>\n",
" <td>195</td>\n",
" <td>27</td>\n",
" <td>59</td>\n",
" <td>7.3</td>\n",
" <td>2.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>46</td>\n",
" <td>Male</td>\n",
" <td>1.8</td>\n",
" <td>0.7</td>\n",
" <td>208</td>\n",
" <td>19</td>\n",
" <td>14</td>\n",
" <td>7.6</td>\n",
" <td>4.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>26</td>\n",
" <td>Female</td>\n",
" <td>0.9</td>\n",
" <td>0.2</td>\n",
" <td>154</td>\n",
" <td>16</td>\n",
" <td>12</td>\n",
" <td>7.0</td>\n",
" <td>3.5</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>29</td>\n",
" <td>Female</td>\n",
" <td>0.9</td>\n",
" <td>0.3</td>\n",
" <td>202</td>\n",
" <td>14</td>\n",
" <td>11</td>\n",
" <td>6.7</td>\n",
" <td>3.6</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>17</td>\n",
" <td>Male</td>\n",
" <td>0.9</td>\n",
" <td>0.3</td>\n",
" <td>202</td>\n",
" <td>22</td>\n",
" <td>19</td>\n",
" <td>7.4</td>\n",
" <td>4.1</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>55</td>\n",
" <td>Male</td>\n",
" <td>0.7</td>\n",
" <td>0.2</td>\n",
" <td>290</td>\n",
" <td>53</td>\n",
" <td>58</td>\n",
" <td>6.8</td>\n",
" <td>3.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>57</td>\n",
" <td>Male</td>\n",
" <td>0.6</td>\n",
" <td>0.1</td>\n",
" <td>210</td>\n",
" <td>51</td>\n",
" <td>59</td>\n",
" <td>5.9</td>\n",
" <td>2.7</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>72</td>\n",
" <td>Male</td>\n",
" <td>2.7</td>\n",
" <td>1.3</td>\n",
" <td>260</td>\n",
" <td>31</td>\n",
" <td>56</td>\n",
" <td>7.4</td>\n",
" <td>3.0</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>64</td>\n",
" <td>Male</td>\n",
" <td>0.9</td>\n",
" <td>0.3</td>\n",
" <td>310</td>\n",
" <td>61</td>\n",
" <td>58</td>\n",
" <td>7.0</td>\n",
" <td>3.4</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>74</td>\n",
" <td>Female</td>\n",
" <td>1.1</td>\n",
" <td>0.4</td>\n",
" <td>214</td>\n",
" <td>22</td>\n",
" <td>30</td>\n",
" <td>8.1</td>\n",
" <td>4.1</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>61</td>\n",
" <td>Male</td>\n",
" <td>0.7</td>\n",
" <td>0.2</td>\n",
" <td>145</td>\n",
" <td>53</td>\n",
" <td>41</td>\n",
" <td>5.8</td>\n",
" <td>2.7</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>25</td>\n",
" <td>Male</td>\n",
" <td>0.6</td>\n",
" <td>0.1</td>\n",
" <td>183</td>\n",
" <td>91</td>\n",
" <td>53</td>\n",
" <td>5.5</td>\n",
" <td>2.3</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>38</td>\n",
" <td>Male</td>\n",
" <td>1.8</td>\n",
" <td>0.8</td>\n",
" <td>342</td>\n",
" <td>168</td>\n",
" <td>441</td>\n",
" <td>7.6</td>\n",
" <td>4.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>33</td>\n",
" <td>Male</td>\n",
" <td>1.6</td>\n",
" <td>0.5</td>\n",
" <td>165</td>\n",
" <td>15</td>\n",
" <td>23</td>\n",
" <td>7.3</td>\n",
" <td>3.5</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>40</td>\n",
" <td>Female</td>\n",
" <td>0.9</td>\n",
" <td>0.3</td>\n",
" <td>293</td>\n",
" <td>232</td>\n",
" <td>245</td>\n",
" <td>6.8</td>\n",
" <td>3.1</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>40</td>\n",
" <td>Female</td>\n",
" <td>0.9</td>\n",
" <td>0.3</td>\n",
" <td>293</td>\n",
" <td>232</td>\n",
" <td>245</td>\n",
" <td>6.8</td>\n",
" <td>3.1</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>51</td>\n",
" <td>Male</td>\n",
" <td>2.2</td>\n",
" <td>1.0</td>\n",
" <td>610</td>\n",
" <td>17</td>\n",
" <td>28</td>\n",
" <td>7.3</td>\n",
" <td>2.6</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>51</td>\n",
" <td>Male</td>\n",
" <td>2.9</td>\n",
" <td>1.3</td>\n",
" <td>482</td>\n",
" <td>22</td>\n",
" <td>34</td>\n",
" <td>7.0</td>\n",
" <td>2.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>62</td>\n",
" <td>Male</td>\n",
" <td>6.8</td>\n",
" <td>3.0</td>\n",
" <td>542</td>\n",
" <td>116</td>\n",
" <td>66</td>\n",
" <td>6.4</td>\n",
" <td>3.1</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>40</td>\n",
" <td>Male</td>\n",
" <td>1.9</td>\n",
" <td>1.0</td>\n",
" <td>231</td>\n",
" <td>16</td>\n",
" <td>55</td>\n",
" <td>4.3</td>\n",
" <td>1.6</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>63</td>\n",
" <td>Male</td>\n",
" <td>0.9</td>\n",
" <td>0.2</td>\n",
" <td>194</td>\n",
" <td>52</td>\n",
" <td>45</td>\n",
" <td>6.0</td>\n",
" <td>3.9</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>34</td>\n",
" <td>Male</td>\n",
" <td>4.1</td>\n",
" <td>2.0</td>\n",
" <td>289</td>\n",
" <td>875</td>\n",
" <td>731</td>\n",
" <td>5.0</td>\n",
" <td>2.7</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>34</td>\n",
" <td>Male</td>\n",
" <td>4.1</td>\n",
" <td>2.0</td>\n",
" <td>289</td>\n",
" <td>875</td>\n",
" <td>731</td>\n",
" <td>5.0</td>\n",
" <td>2.7</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>34</td>\n",
" <td>Male</td>\n",
" <td>6.2</td>\n",
" <td>3.0</td>\n",
" <td>240</td>\n",
" <td>1680</td>\n",
" <td>850</td>\n",
" <td>7.2</td>\n",
" <td>4.0</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>20</td>\n",
" <td>Male</td>\n",
" <td>1.1</td>\n",
" <td>0.5</td>\n",
" <td>128</td>\n",
" <td>20</td>\n",
" <td>30</td>\n",
" <td>3.9</td>\n",
" <td>1.9</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>84</td>\n",
" <td>Female</td>\n",
" <td>0.7</td>\n",
" <td>0.2</td>\n",
" <td>188</td>\n",
" <td>13</td>\n",
" <td>21</td>\n",
" <td>6.0</td>\n",
" <td>3.2</td>\n",
" <td>Non-Liver</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",
" </tr>\n",
" <tr>\n",
" <th>553</th>\n",
" <td>46</td>\n",
" <td>Male</td>\n",
" <td>10.2</td>\n",
" <td>4.2</td>\n",
" <td>232</td>\n",
" <td>58</td>\n",
" <td>140</td>\n",
" <td>7.0</td>\n",
" <td>2.7</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>554</th>\n",
" <td>73</td>\n",
" <td>Male</td>\n",
" <td>1.8</td>\n",
" <td>0.9</td>\n",
" <td>220</td>\n",
" <td>20</td>\n",
" <td>43</td>\n",
" <td>6.5</td>\n",
" <td>3.0</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>555</th>\n",
" <td>55</td>\n",
" <td>Male</td>\n",
" <td>0.8</td>\n",
" <td>0.2</td>\n",
" <td>290</td>\n",
" <td>139</td>\n",
" <td>87</td>\n",
" <td>7.0</td>\n",
" <td>3.0</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>556</th>\n",
" <td>51</td>\n",
" <td>Male</td>\n",
" <td>0.7</td>\n",
" <td>0.1</td>\n",
" <td>180</td>\n",
" <td>25</td>\n",
" <td>27</td>\n",
" <td>6.1</td>\n",
" <td>3.1</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>557</th>\n",
" <td>51</td>\n",
" <td>Male</td>\n",
" <td>2.9</td>\n",
" <td>1.2</td>\n",
" <td>189</td>\n",
" <td>80</td>\n",
" <td>125</td>\n",
" <td>6.2</td>\n",
" <td>3.1</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>558</th>\n",
" <td>51</td>\n",
" <td>Male</td>\n",
" <td>4.0</td>\n",
" <td>2.5</td>\n",
" <td>275</td>\n",
" <td>382</td>\n",
" <td>330</td>\n",
" <td>7.5</td>\n",
" <td>4.0</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>559</th>\n",
" <td>26</td>\n",
" <td>Male</td>\n",
" <td>42.8</td>\n",
" <td>19.7</td>\n",
" <td>390</td>\n",
" <td>75</td>\n",
" <td>138</td>\n",
" <td>7.5</td>\n",
" <td>2.6</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>560</th>\n",
" <td>66</td>\n",
" <td>Male</td>\n",
" <td>15.2</td>\n",
" <td>7.7</td>\n",
" <td>356</td>\n",
" <td>321</td>\n",
" <td>562</td>\n",
" <td>6.5</td>\n",
" <td>2.2</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>561</th>\n",
" <td>66</td>\n",
" <td>Male</td>\n",
" <td>16.6</td>\n",
" <td>7.6</td>\n",
" <td>315</td>\n",
" <td>233</td>\n",
" <td>384</td>\n",
" <td>6.9</td>\n",
" <td>2.0</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>562</th>\n",
" <td>66</td>\n",
" <td>Male</td>\n",
" <td>17.3</td>\n",
" <td>8.5</td>\n",
" <td>388</td>\n",
" <td>173</td>\n",
" <td>367</td>\n",
" <td>7.8</td>\n",
" <td>2.6</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>563</th>\n",
" <td>64</td>\n",
" <td>Male</td>\n",
" <td>1.4</td>\n",
" <td>0.5</td>\n",
" <td>298</td>\n",
" <td>31</td>\n",
" <td>83</td>\n",
" <td>7.2</td>\n",
" <td>2.6</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>564</th>\n",
" <td>38</td>\n",
" <td>Female</td>\n",
" <td>0.6</td>\n",
" <td>0.1</td>\n",
" <td>165</td>\n",
" <td>22</td>\n",
" <td>34</td>\n",
" <td>5.9</td>\n",
" <td>2.9</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>565</th>\n",
" <td>43</td>\n",
" <td>Male</td>\n",
" <td>22.5</td>\n",
" <td>11.8</td>\n",
" <td>143</td>\n",
" <td>22</td>\n",
" <td>143</td>\n",
" <td>6.6</td>\n",
" <td>2.1</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>566</th>\n",
" <td>50</td>\n",
" <td>Female</td>\n",
" <td>1.0</td>\n",
" <td>0.3</td>\n",
" <td>191</td>\n",
" <td>22</td>\n",
" <td>31</td>\n",
" <td>7.8</td>\n",
" <td>4.0</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>567</th>\n",
" <td>52</td>\n",
" <td>Male</td>\n",
" <td>2.7</td>\n",
" <td>1.4</td>\n",
" <td>251</td>\n",
" <td>20</td>\n",
" <td>40</td>\n",
" <td>6.0</td>\n",
" <td>1.7</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>568</th>\n",
" <td>20</td>\n",
" <td>Female</td>\n",
" <td>16.7</td>\n",
" <td>8.4</td>\n",
" <td>200</td>\n",
" <td>91</td>\n",
" <td>101</td>\n",
" <td>6.9</td>\n",
" <td>3.5</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>569</th>\n",
" <td>16</td>\n",
" <td>Male</td>\n",
" <td>7.7</td>\n",
" <td>4.1</td>\n",
" <td>268</td>\n",
" <td>213</td>\n",
" <td>168</td>\n",
" <td>7.1</td>\n",
" <td>4.0</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>570</th>\n",
" <td>16</td>\n",
" <td>Male</td>\n",
" <td>2.6</td>\n",
" <td>1.2</td>\n",
" <td>236</td>\n",
" <td>131</td>\n",
" <td>90</td>\n",
" <td>5.4</td>\n",
" <td>2.6</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>571</th>\n",
" <td>90</td>\n",
" <td>Male</td>\n",
" <td>1.1</td>\n",
" <td>0.3</td>\n",
" <td>215</td>\n",
" <td>46</td>\n",
" <td>134</td>\n",
" <td>6.9</td>\n",
" <td>3.0</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>572</th>\n",
" <td>32</td>\n",
" <td>Male</td>\n",
" <td>15.6</td>\n",
" <td>9.5</td>\n",
" <td>134</td>\n",
" <td>54</td>\n",
" <td>125</td>\n",
" <td>5.6</td>\n",
" <td>4.0</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>573</th>\n",
" <td>32</td>\n",
" <td>Male</td>\n",
" <td>3.7</td>\n",
" <td>1.6</td>\n",
" <td>612</td>\n",
" <td>50</td>\n",
" <td>88</td>\n",
" <td>6.2</td>\n",
" <td>1.9</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>574</th>\n",
" <td>32</td>\n",
" <td>Male</td>\n",
" <td>12.1</td>\n",
" <td>6.0</td>\n",
" <td>515</td>\n",
" <td>48</td>\n",
" <td>92</td>\n",
" <td>6.6</td>\n",
" <td>2.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>575</th>\n",
" <td>32</td>\n",
" <td>Male</td>\n",
" <td>25.0</td>\n",
" <td>13.7</td>\n",
" <td>560</td>\n",
" <td>41</td>\n",
" <td>88</td>\n",
" <td>7.9</td>\n",
" <td>2.5</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>576</th>\n",
" <td>32</td>\n",
" <td>Male</td>\n",
" <td>15.0</td>\n",
" <td>8.2</td>\n",
" <td>289</td>\n",
" <td>58</td>\n",
" <td>80</td>\n",
" <td>5.3</td>\n",
" <td>2.2</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>577</th>\n",
" <td>32</td>\n",
" <td>Male</td>\n",
" <td>12.7</td>\n",
" <td>8.4</td>\n",
" <td>190</td>\n",
" <td>28</td>\n",
" <td>47</td>\n",
" <td>5.4</td>\n",
" <td>2.6</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>578</th>\n",
" <td>60</td>\n",
" <td>Male</td>\n",
" <td>0.5</td>\n",
" <td>0.1</td>\n",
" <td>500</td>\n",
" <td>20</td>\n",
" <td>34</td>\n",
" <td>5.9</td>\n",
" <td>1.6</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>579</th>\n",
" <td>40</td>\n",
" <td>Male</td>\n",
" <td>0.6</td>\n",
" <td>0.1</td>\n",
" <td>98</td>\n",
" <td>35</td>\n",
" <td>31</td>\n",
" <td>6.0</td>\n",
" <td>3.2</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>580</th>\n",
" <td>52</td>\n",
" <td>Male</td>\n",
" <td>0.8</td>\n",
" <td>0.2</td>\n",
" <td>245</td>\n",
" <td>48</td>\n",
" <td>49</td>\n",
" <td>6.4</td>\n",
" <td>3.2</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>581</th>\n",
" <td>31</td>\n",
" <td>Male</td>\n",
" <td>1.3</td>\n",
" <td>0.5</td>\n",
" <td>184</td>\n",
" <td>29</td>\n",
" <td>32</td>\n",
" <td>6.8</td>\n",
" <td>3.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>582</th>\n",
" <td>38</td>\n",
" <td>Male</td>\n",
" <td>1.0</td>\n",
" <td>0.3</td>\n",
" <td>216</td>\n",
" <td>21</td>\n",
" <td>24</td>\n",
" <td>7.3</td>\n",
" <td>4.4</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>583 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" Age Gender TB DB Alkphos Agpt Sgot TP ALB Class\n",
"0 65 Female 0.7 0.1 187 16 18 6.8 3.3 Liver\n",
"1 62 Male 10.9 5.5 699 64 100 7.5 3.2 Liver\n",
"2 62 Male 7.3 4.1 490 60 68 7.0 3.3 Liver\n",
"3 58 Male 1.0 0.4 182 14 20 6.8 3.4 Liver\n",
"4 72 Male 3.9 2.0 195 27 59 7.3 2.4 Liver\n",
"5 46 Male 1.8 0.7 208 19 14 7.6 4.4 Liver\n",
"6 26 Female 0.9 0.2 154 16 12 7.0 3.5 Liver\n",
"7 29 Female 0.9 0.3 202 14 11 6.7 3.6 Liver\n",
"8 17 Male 0.9 0.3 202 22 19 7.4 4.1 Non-Liver\n",
"9 55 Male 0.7 0.2 290 53 58 6.8 3.4 Liver\n",
"10 57 Male 0.6 0.1 210 51 59 5.9 2.7 Liver\n",
"11 72 Male 2.7 1.3 260 31 56 7.4 3.0 Liver\n",
"12 64 Male 0.9 0.3 310 61 58 7.0 3.4 Non-Liver\n",
"13 74 Female 1.1 0.4 214 22 30 8.1 4.1 Liver\n",
"14 61 Male 0.7 0.2 145 53 41 5.8 2.7 Liver\n",
"15 25 Male 0.6 0.1 183 91 53 5.5 2.3 Non-Liver\n",
"16 38 Male 1.8 0.8 342 168 441 7.6 4.4 Liver\n",
"17 33 Male 1.6 0.5 165 15 23 7.3 3.5 Non-Liver\n",
"18 40 Female 0.9 0.3 293 232 245 6.8 3.1 Liver\n",
"19 40 Female 0.9 0.3 293 232 245 6.8 3.1 Liver\n",
"20 51 Male 2.2 1.0 610 17 28 7.3 2.6 Liver\n",
"21 51 Male 2.9 1.3 482 22 34 7.0 2.4 Liver\n",
"22 62 Male 6.8 3.0 542 116 66 6.4 3.1 Liver\n",
"23 40 Male 1.9 1.0 231 16 55 4.3 1.6 Liver\n",
"24 63 Male 0.9 0.2 194 52 45 6.0 3.9 Non-Liver\n",
"25 34 Male 4.1 2.0 289 875 731 5.0 2.7 Liver\n",
"26 34 Male 4.1 2.0 289 875 731 5.0 2.7 Liver\n",
"27 34 Male 6.2 3.0 240 1680 850 7.2 4.0 Liver\n",
"28 20 Male 1.1 0.5 128 20 30 3.9 1.9 Non-Liver\n",
"29 84 Female 0.7 0.2 188 13 21 6.0 3.2 Non-Liver\n",
".. ... ... ... ... ... ... ... ... ... ...\n",
"553 46 Male 10.2 4.2 232 58 140 7.0 2.7 Liver\n",
"554 73 Male 1.8 0.9 220 20 43 6.5 3.0 Liver\n",
"555 55 Male 0.8 0.2 290 139 87 7.0 3.0 Liver\n",
"556 51 Male 0.7 0.1 180 25 27 6.1 3.1 Liver\n",
"557 51 Male 2.9 1.2 189 80 125 6.2 3.1 Liver\n",
"558 51 Male 4.0 2.5 275 382 330 7.5 4.0 Liver\n",
"559 26 Male 42.8 19.7 390 75 138 7.5 2.6 Liver\n",
"560 66 Male 15.2 7.7 356 321 562 6.5 2.2 Liver\n",
"561 66 Male 16.6 7.6 315 233 384 6.9 2.0 Liver\n",
"562 66 Male 17.3 8.5 388 173 367 7.8 2.6 Liver\n",
"563 64 Male 1.4 0.5 298 31 83 7.2 2.6 Liver\n",
"564 38 Female 0.6 0.1 165 22 34 5.9 2.9 Non-Liver\n",
"565 43 Male 22.5 11.8 143 22 143 6.6 2.1 Liver\n",
"566 50 Female 1.0 0.3 191 22 31 7.8 4.0 Non-Liver\n",
"567 52 Male 2.7 1.4 251 20 40 6.0 1.7 Liver\n",
"568 20 Female 16.7 8.4 200 91 101 6.9 3.5 Liver\n",
"569 16 Male 7.7 4.1 268 213 168 7.1 4.0 Liver\n",
"570 16 Male 2.6 1.2 236 131 90 5.4 2.6 Liver\n",
"571 90 Male 1.1 0.3 215 46 134 6.9 3.0 Liver\n",
"572 32 Male 15.6 9.5 134 54 125 5.6 4.0 Liver\n",
"573 32 Male 3.7 1.6 612 50 88 6.2 1.9 Liver\n",
"574 32 Male 12.1 6.0 515 48 92 6.6 2.4 Liver\n",
"575 32 Male 25.0 13.7 560 41 88 7.9 2.5 Liver\n",
"576 32 Male 15.0 8.2 289 58 80 5.3 2.2 Liver\n",
"577 32 Male 12.7 8.4 190 28 47 5.4 2.6 Liver\n",
"578 60 Male 0.5 0.1 500 20 34 5.9 1.6 Non-Liver\n",
"579 40 Male 0.6 0.1 98 35 31 6.0 3.2 Liver\n",
"580 52 Male 0.8 0.2 245 48 49 6.4 3.2 Liver\n",
"581 31 Male 1.3 0.5 184 29 32 6.8 3.4 Liver\n",
"582 38 Male 1.0 0.3 216 21 24 7.3 4.4 Non-Liver\n",
"\n",
"[583 rows x 10 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Age</th>\n",
" <th>Gender</th>\n",
" <th>TB</th>\n",
" <th>DB</th>\n",
" <th>Alkphos</th>\n",
" <th>Agpt</th>\n",
" <th>Sgot</th>\n",
" <th>TP</th>\n",
" <th>ALB</th>\n",
" <th>Class</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>65</td>\n",
" <td>Female</td>\n",
" <td>0.7</td>\n",
" <td>0.1</td>\n",
" <td>187</td>\n",
" <td>16</td>\n",
" <td>18</td>\n",
" <td>6.8</td>\n",
" <td>3.3</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>62</td>\n",
" <td>Male</td>\n",
" <td>10.9</td>\n",
" <td>5.5</td>\n",
" <td>699</td>\n",
" <td>64</td>\n",
" <td>100</td>\n",
" <td>7.5</td>\n",
" <td>3.2</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>62</td>\n",
" <td>Male</td>\n",
" <td>7.3</td>\n",
" <td>4.1</td>\n",
" <td>490</td>\n",
" <td>60</td>\n",
" <td>68</td>\n",
" <td>7.0</td>\n",
" <td>3.3</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>58</td>\n",
" <td>Male</td>\n",
" <td>1.0</td>\n",
" <td>0.4</td>\n",
" <td>182</td>\n",
" <td>14</td>\n",
" <td>20</td>\n",
" <td>6.8</td>\n",
" <td>3.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>72</td>\n",
" <td>Male</td>\n",
" <td>3.9</td>\n",
" <td>2.0</td>\n",
" <td>195</td>\n",
" <td>27</td>\n",
" <td>59</td>\n",
" <td>7.3</td>\n",
" <td>2.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age Gender TB DB Alkphos Agpt Sgot TP ALB Class\n",
"0 65 Female 0.7 0.1 187 16 18 6.8 3.3 Liver\n",
"1 62 Male 10.9 5.5 699 64 100 7.5 3.2 Liver\n",
"2 62 Male 7.3 4.1 490 60 68 7.0 3.3 Liver\n",
"3 58 Male 1.0 0.4 182 14 20 6.8 3.4 Liver\n",
"4 72 Male 3.9 2.0 195 27 59 7.3 2.4 Liver"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Age</th>\n",
" <th>Gender</th>\n",
" <th>TB</th>\n",
" <th>DB</th>\n",
" <th>Alkphos</th>\n",
" <th>Agpt</th>\n",
" <th>Sgot</th>\n",
" <th>TP</th>\n",
" <th>ALB</th>\n",
" <th>Class</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>578</th>\n",
" <td>60</td>\n",
" <td>Male</td>\n",
" <td>0.5</td>\n",
" <td>0.1</td>\n",
" <td>500</td>\n",
" <td>20</td>\n",
" <td>34</td>\n",
" <td>5.9</td>\n",
" <td>1.6</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>579</th>\n",
" <td>40</td>\n",
" <td>Male</td>\n",
" <td>0.6</td>\n",
" <td>0.1</td>\n",
" <td>98</td>\n",
" <td>35</td>\n",
" <td>31</td>\n",
" <td>6.0</td>\n",
" <td>3.2</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>580</th>\n",
" <td>52</td>\n",
" <td>Male</td>\n",
" <td>0.8</td>\n",
" <td>0.2</td>\n",
" <td>245</td>\n",
" <td>48</td>\n",
" <td>49</td>\n",
" <td>6.4</td>\n",
" <td>3.2</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>581</th>\n",
" <td>31</td>\n",
" <td>Male</td>\n",
" <td>1.3</td>\n",
" <td>0.5</td>\n",
" <td>184</td>\n",
" <td>29</td>\n",
" <td>32</td>\n",
" <td>6.8</td>\n",
" <td>3.4</td>\n",
" <td>Liver</td>\n",
" </tr>\n",
" <tr>\n",
" <th>582</th>\n",
" <td>38</td>\n",
" <td>Male</td>\n",
" <td>1.0</td>\n",
" <td>0.3</td>\n",
" <td>216</td>\n",
" <td>21</td>\n",
" <td>24</td>\n",
" <td>7.3</td>\n",
" <td>4.4</td>\n",
" <td>Non-Liver</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age Gender TB DB Alkphos Agpt Sgot TP ALB Class\n",
"578 60 Male 0.5 0.1 500 20 34 5.9 1.6 Non-Liver\n",
"579 40 Male 0.6 0.1 98 35 31 6.0 3.2 Liver\n",
"580 52 Male 0.8 0.2 245 48 49 6.4 3.2 Liver\n",
"581 31 Male 1.3 0.5 184 29 32 6.8 3.4 Liver\n",
"582 38 Male 1.0 0.3 216 21 24 7.3 4.4 Non-Liver"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.tail()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(583, 10)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 583 entries, 0 to 582\n",
"Data columns (total 10 columns):\n",
"Age 583 non-null int64\n",
"Gender 583 non-null object\n",
"TB 583 non-null float64\n",
"DB 583 non-null float64\n",
"Alkphos 583 non-null int64\n",
"Agpt 583 non-null int64\n",
"Sgot 583 non-null int64\n",
"TP 583 non-null float64\n",
"ALB 583 non-null float64\n",
"Class 583 non-null object\n",
"dtypes: float64(4), int64(4), object(2)\n",
"memory usage: 45.6+ KB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Age</th>\n",
" <th>TB</th>\n",
" <th>DB</th>\n",
" <th>Alkphos</th>\n",
" <th>Agpt</th>\n",
" <th>Sgot</th>\n",
" <th>TP</th>\n",
" <th>ALB</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>583.000000</td>\n",
" <td>583.000000</td>\n",
" <td>583.000000</td>\n",
" <td>583.000000</td>\n",
" <td>583.000000</td>\n",
" <td>583.000000</td>\n",
" <td>583.000000</td>\n",
" <td>583.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>44.746141</td>\n",
" <td>3.298799</td>\n",
" <td>1.486106</td>\n",
" <td>290.576329</td>\n",
" <td>80.713551</td>\n",
" <td>109.910806</td>\n",
" <td>6.483190</td>\n",
" <td>3.141852</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>16.189833</td>\n",
" <td>6.209522</td>\n",
" <td>2.808498</td>\n",
" <td>242.937989</td>\n",
" <td>182.620356</td>\n",
" <td>288.918529</td>\n",
" <td>1.085451</td>\n",
" <td>0.795519</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>4.000000</td>\n",
" <td>0.400000</td>\n",
" <td>0.100000</td>\n",
" <td>63.000000</td>\n",
" <td>10.000000</td>\n",
" <td>10.000000</td>\n",
" <td>2.700000</td>\n",
" <td>0.900000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>33.000000</td>\n",
" <td>0.800000</td>\n",
" <td>0.200000</td>\n",
" <td>175.500000</td>\n",
" <td>23.000000</td>\n",
" <td>25.000000</td>\n",
" <td>5.800000</td>\n",
" <td>2.600000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>45.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.300000</td>\n",
" <td>208.000000</td>\n",
" <td>35.000000</td>\n",
" <td>42.000000</td>\n",
" <td>6.600000</td>\n",
" <td>3.100000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>58.000000</td>\n",
" <td>2.600000</td>\n",
" <td>1.300000</td>\n",
" <td>298.000000</td>\n",
" <td>60.500000</td>\n",
" <td>87.000000</td>\n",
" <td>7.200000</td>\n",
" <td>3.800000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>90.000000</td>\n",
" <td>75.000000</td>\n",
" <td>19.700000</td>\n",
" <td>2110.000000</td>\n",
" <td>2000.000000</td>\n",
" <td>4929.000000</td>\n",
" <td>9.600000</td>\n",
" <td>5.500000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age TB DB Alkphos Agpt \\\n",
"count 583.000000 583.000000 583.000000 583.000000 583.000000 \n",
"mean 44.746141 3.298799 1.486106 290.576329 80.713551 \n",
"std 16.189833 6.209522 2.808498 242.937989 182.620356 \n",
"min 4.000000 0.400000 0.100000 63.000000 10.000000 \n",
"25% 33.000000 0.800000 0.200000 175.500000 23.000000 \n",
"50% 45.000000 1.000000 0.300000 208.000000 35.000000 \n",
"75% 58.000000 2.600000 1.300000 298.000000 60.500000 \n",
"max 90.000000 75.000000 19.700000 2110.000000 2000.000000 \n",
"\n",
" Sgot TP ALB \n",
"count 583.000000 583.000000 583.000000 \n",
"mean 109.910806 6.483190 3.141852 \n",
"std 288.918529 1.085451 0.795519 \n",
"min 10.000000 2.700000 0.900000 \n",
"25% 25.000000 5.800000 2.600000 \n",
"50% 42.000000 6.600000 3.100000 \n",
"75% 87.000000 7.200000 3.800000 \n",
"max 4929.000000 9.600000 5.500000 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.describe()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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" <th></th>\n",
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" <th>TB</th>\n",
" <th>DB</th>\n",
" <th>Alkphos</th>\n",
" <th>Agpt</th>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>27</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" <tr>\n",
" <th>553</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>556</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>557</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>558</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <th>559</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <tr>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <tr>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <tr>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>567</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>568</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>569</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>570</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>571</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>572</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>573</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>574</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>575</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>576</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>577</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>578</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>579</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>580</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>581</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>582</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>583 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" Age Gender TB DB Alkphos Agpt Sgot TP ALB Class\n",
"0 False False False False False False False False False False\n",
"1 False False False False False False False False False False\n",
"2 False False False False False False False False False False\n",
"3 False False False False False False False False False False\n",
"4 False False False False False False False False False False\n",
"5 False False False False False False False False False False\n",
"6 False False False False False False False False False False\n",
"7 False False False False False False False False False False\n",
"8 False False False False False False False False False False\n",
"9 False False False False False False False False False False\n",
"10 False False False False False False False False False False\n",
"11 False False False False False False False False False False\n",
"12 False False False False False False False False False False\n",
"13 False False False False False False False False False False\n",
"14 False False False False False False False False False False\n",
"15 False False False False False False False False False False\n",
"16 False False False False False False False False False False\n",
"17 False False False False False False False False False False\n",
"18 False False False False False False False False False False\n",
"19 False False False False False False False False False False\n",
"20 False False False False False False False False False False\n",
"21 False False False False False False False False False False\n",
"22 False False False False False False False False False False\n",
"23 False False False False False False False False False False\n",
"24 False False False False False False False False False False\n",
"25 False False False False False False False False False False\n",
"26 False False False False False False False False False False\n",
"27 False False False False False False False False False False\n",
"28 False False False False False False False False False False\n",
"29 False False False False False False False False False False\n",
".. ... ... ... ... ... ... ... ... ... ...\n",
"553 False False False False False False False False False False\n",
"554 False False False False False False False False False False\n",
"555 False False False False False False False False False False\n",
"556 False False False False False False False False False False\n",
"557 False False False False False False False False False False\n",
"558 False False False False False False False False False False\n",
"559 False False False False False False False False False False\n",
"560 False False False False False False False False False False\n",
"561 False False False False False False False False False False\n",
"562 False False False False False False False False False False\n",
"563 False False False False False False False False False False\n",
"564 False False False False False False False False False False\n",
"565 False False False False False False False False False False\n",
"566 False False False False False False False False False False\n",
"567 False False False False False False False False False False\n",
"568 False False False False False False False False False False\n",
"569 False False False False False False False False False False\n",
"570 False False False False False False False False False False\n",
"571 False False False False False False False False False False\n",
"572 False False False False False False False False False False\n",
"573 False False False False False False False False False False\n",
"574 False False False False False False False False False False\n",
"575 False False False False False False False False False False\n",
"576 False False False False False False False False False False\n",
"577 False False False False False False False False False False\n",
"578 False False False False False False False False False False\n",
"579 False False False False False False False False False False\n",
"580 False False False False False False False False False False\n",
"581 False False False False False False False False False False\n",
"582 False False False False False False False False False False\n",
"\n",
"[583 rows x 10 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.isnull()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Age 0\n",
"Gender 0\n",
"TB 0\n",
"DB 0\n",
"Alkphos 0\n",
"Agpt 0\n",
"Sgot 0\n",
"TP 0\n",
"ALB 0\n",
"Class 0\n",
"dtype: int64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.isnull().sum()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 0.7\n",
"1 10.9\n",
"2 7.3\n",
"3 1.0\n",
"4 3.9\n",
"5 1.8\n",
"6 0.9\n",
"7 0.9\n",
"8 0.9\n",
"9 0.7\n",
"10 0.6\n",
"11 2.7\n",
"12 0.9\n",
"13 1.1\n",
"14 0.7\n",
"15 0.6\n",
"16 1.8\n",
"17 1.6\n",
"18 0.9\n",
"19 0.9\n",
"20 2.2\n",
"21 2.9\n",
"22 6.8\n",
"23 1.9\n",
"24 0.9\n",
"25 4.1\n",
"26 4.1\n",
"27 6.2\n",
"28 1.1\n",
"29 0.7\n",
" ... \n",
"553 10.2\n",
"554 1.8\n",
"555 0.8\n",
"556 0.7\n",
"557 2.9\n",
"558 4.0\n",
"559 42.8\n",
"560 15.2\n",
"561 16.6\n",
"562 17.3\n",
"563 1.4\n",
"564 0.6\n",
"565 22.5\n",
"566 1.0\n",
"567 2.7\n",
"568 16.7\n",
"569 7.7\n",
"570 2.6\n",
"571 1.1\n",
"572 15.6\n",
"573 3.7\n",
"574 12.1\n",
"575 25.0\n",
"576 15.0\n",
"577 12.7\n",
"578 0.5\n",
"579 0.6\n",
"580 0.8\n",
"581 1.3\n",
"582 1.0\n",
"Name: TB, Length: 583, dtype: float64"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['TB']"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\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>Age</th>\n",
" <th>TB</th>\n",
" <th>DB</th>\n",
" <th>Alkphos</th>\n",
" <th>Agpt</th>\n",
" <th>Sgot</th>\n",
" <th>TP</th>\n",
" <th>ALB</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Age</th>\n",
" <td>1.000000</td>\n",
" <td>0.011763</td>\n",
" <td>0.007529</td>\n",
" <td>0.080425</td>\n",
" <td>-0.086883</td>\n",
" <td>-0.019910</td>\n",
" <td>-0.187461</td>\n",
" <td>-0.265924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TB</th>\n",
" <td>0.011763</td>\n",
" <td>1.000000</td>\n",
" <td>0.874618</td>\n",
" <td>0.206669</td>\n",
" <td>0.214065</td>\n",
" <td>0.237831</td>\n",
" <td>-0.008099</td>\n",
" <td>-0.222250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DB</th>\n",
" <td>0.007529</td>\n",
" <td>0.874618</td>\n",
" <td>1.000000</td>\n",
" <td>0.234939</td>\n",
" <td>0.233894</td>\n",
" <td>0.257544</td>\n",
" <td>-0.000139</td>\n",
" <td>-0.228531</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Alkphos</th>\n",
" <td>0.080425</td>\n",
" <td>0.206669</td>\n",
" <td>0.234939</td>\n",
" <td>1.000000</td>\n",
" <td>0.125680</td>\n",
" <td>0.167196</td>\n",
" <td>-0.028514</td>\n",
" <td>-0.165453</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Agpt</th>\n",
" <td>-0.086883</td>\n",
" <td>0.214065</td>\n",
" <td>0.233894</td>\n",
" <td>0.125680</td>\n",
" <td>1.000000</td>\n",
" <td>0.791966</td>\n",
" <td>-0.042518</td>\n",
" <td>-0.029742</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sgot</th>\n",
" <td>-0.019910</td>\n",
" <td>0.237831</td>\n",
" <td>0.257544</td>\n",
" <td>0.167196</td>\n",
" <td>0.791966</td>\n",
" <td>1.000000</td>\n",
" <td>-0.025645</td>\n",
" <td>-0.085290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TP</th>\n",
" <td>-0.187461</td>\n",
" <td>-0.008099</td>\n",
" <td>-0.000139</td>\n",
" <td>-0.028514</td>\n",
" <td>-0.042518</td>\n",
" <td>-0.025645</td>\n",
" <td>1.000000</td>\n",
" <td>0.784053</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALB</th>\n",
" <td>-0.265924</td>\n",
" <td>-0.222250</td>\n",
" <td>-0.228531</td>\n",
" <td>-0.165453</td>\n",
" <td>-0.029742</td>\n",
" <td>-0.085290</td>\n",
" <td>0.784053</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age TB DB Alkphos Agpt Sgot TP \\\n",
"Age 1.000000 0.011763 0.007529 0.080425 -0.086883 -0.019910 -0.187461 \n",
"TB 0.011763 1.000000 0.874618 0.206669 0.214065 0.237831 -0.008099 \n",
"DB 0.007529 0.874618 1.000000 0.234939 0.233894 0.257544 -0.000139 \n",
"Alkphos 0.080425 0.206669 0.234939 1.000000 0.125680 0.167196 -0.028514 \n",
"Agpt -0.086883 0.214065 0.233894 0.125680 1.000000 0.791966 -0.042518 \n",
"Sgot -0.019910 0.237831 0.257544 0.167196 0.791966 1.000000 -0.025645 \n",
"TP -0.187461 -0.008099 -0.000139 -0.028514 -0.042518 -0.025645 1.000000 \n",
"ALB -0.265924 -0.222250 -0.228531 -0.165453 -0.029742 -0.085290 0.784053 \n",
"\n",
" ALB \n",
"Age -0.265924 \n",
"TB -0.222250 \n",
"DB -0.228531 \n",
"Alkphos -0.165453 \n",
"Agpt -0.029742 \n",
"Sgot -0.085290 \n",
"TP 0.784053 \n",
"ALB 1.000000 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"korelasi=data.corr()\n",
"korelasi"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f,ax = plt.subplots(figsize=(10, 10))\n",
"sns.heatmap(korelasi, annot=True, linewidths=.05, fmt= '.1f', ax=ax)\n",
"plt.title(\"Correlation between Columns of Data Liver Indian\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1e0f8a82da0>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data['Class'].value_counts().plot.bar()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(data['Class'].value_counts().index, data['Class'].value_counts().values, alpha=1)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"Type = data['Class'].value_counts()\n",
"\n",
"sns.barplot(Type.index, Type.values, alpha=0.5)\n",
"plt.title(\"Bar Chart\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Pie Chart')"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Type.plot.pie(autopct='%.1f%%',shadow=True)\n",
"plt.title('Pie Chart')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Pie Chart')"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Type.plot.pie(autopct='%.3f',shadow=False)\n",
"plt.title('Pie Chart')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x1e0f852bfd0>"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = data['TB']\n",
"y = data['DB']\n",
"plt.scatter(x,y, alpha=1)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1524x1440 with 72 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(data, hue=\"Class\")\n",
"g.map_diag(plt.hist)\n",
"g.map_offdiag(plt.scatter)\n",
"g.add_legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1e0f8053cc0>"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(data['Age'])"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1e0fc5dc3c8>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data['TP'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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