2146 lines
75 KiB
Plaintext
2146 lines
75 KiB
Plaintext
{
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"cells": [
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"cell_type": "code",
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"execution_count": 42,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.preprocessing import MinMaxScaler\n",
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"from collections import Counter"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 34,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Found cached dataset liver (/Users/natalia.szymczyk/.cache/huggingface/datasets/mstz___liver/liver/1.0.0/3115a4001e742dc2c89457a3906d35982a649915f71f35fc5e6d025c786eeacf)\n",
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"100%|██████████| 1/1 [00:00<00:00, 684.45it/s]\n"
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]
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}
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],
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"source": [
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"from datasets import load_dataset\n",
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"\n",
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"dataset = load_dataset(\"mstz/liver\")['train']"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 35,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Dataset({\n",
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" features: ['age', 'is_male', 'total_bilirubin', 'direct_ribilubin', 'alkaline_phosphotase', 'alamine_aminotransferasi', 'aspartate_aminotransferase', 'total_proteins', 'albumin', 'albumin_to_globulin_ratio', 'class'],\n",
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" num_rows: 583\n",
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"})"
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]
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},
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"execution_count": 35,
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"output_type": "execute_result"
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"dataset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 36,
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"metadata": {},
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"outputs": [],
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"source": [
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"dataset = dataset.to_pandas()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 37,
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"metadata": {},
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"outputs": [],
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"source": [
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"train, test = train_test_split(dataset, test_size=0.2, random_state=42)\n",
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"train, val = train_test_split(train, test_size=0.2, random_state=42)"
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]
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},
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{
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||
" age is_male total_bilirubin direct_ribilubin alkaline_phosphotase \\\n",
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"107 36 True 0.8 0.2 158 \n",
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||
" alamine_aminotransferasi aspartate_aminotransferase total_proteins \\\n",
|
||
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|
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" <td>0.2</td>\n",
|
||
" <td>276</td>\n",
|
||
" <td>102</td>\n",
|
||
" <td>190</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.9</td>\n",
|
||
" <td>0.93</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>34</td>\n",
|
||
" <td>True</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>1.20</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>307</th>\n",
|
||
" <td>30</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0.8</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>174</td>\n",
|
||
" <td>21</td>\n",
|
||
" <td>47</td>\n",
|
||
" <td>4.6</td>\n",
|
||
" <td>2.3</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>512</th>\n",
|
||
" <td>56</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.3</td>\n",
|
||
" <td>195</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>28</td>\n",
|
||
" <td>5.8</td>\n",
|
||
" <td>2.6</td>\n",
|
||
" <td>0.80</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>94 rows × 11 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" age is_male total_bilirubin direct_ribilubin alkaline_phosphotase \\\n",
|
||
"582 38 True 1.0 0.3 216 \n",
|
||
"453 46 True 0.7 0.2 224 \n",
|
||
"89 60 True 4.0 1.9 238 \n",
|
||
"71 75 False 0.8 0.2 188 \n",
|
||
"124 28 True 0.6 0.1 177 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"236 22 True 0.8 0.2 300 \n",
|
||
"487 32 True 0.7 0.2 276 \n",
|
||
"27 34 True 6.2 3.0 240 \n",
|
||
"307 30 True 0.8 0.2 174 \n",
|
||
"512 56 True 1.0 0.3 195 \n",
|
||
"\n",
|
||
" alamine_aminotransferasi aspartate_aminotransferase total_proteins \\\n",
|
||
"582 21 24 7.3 \n",
|
||
"453 40 23 7.1 \n",
|
||
"89 119 350 7.1 \n",
|
||
"71 20 29 4.4 \n",
|
||
"124 36 29 6.9 \n",
|
||
".. ... ... ... \n",
|
||
"236 57 40 7.9 \n",
|
||
"487 102 190 6.0 \n",
|
||
"27 1680 850 7.2 \n",
|
||
"307 21 47 4.6 \n",
|
||
"512 22 28 5.8 \n",
|
||
"\n",
|
||
" albumin albumin_to_globulin_ratio class \n",
|
||
"582 4.4 1.50 1 \n",
|
||
"453 3.0 0.70 0 \n",
|
||
"89 3.3 0.80 0 \n",
|
||
"71 1.8 0.60 0 \n",
|
||
"124 4.1 1.40 1 \n",
|
||
".. ... ... ... \n",
|
||
"236 3.8 0.90 1 \n",
|
||
"487 2.9 0.93 0 \n",
|
||
"27 4.0 1.20 0 \n",
|
||
"307 2.3 1.00 0 \n",
|
||
"512 2.6 0.80 1 \n",
|
||
"\n",
|
||
"[94 rows x 11 columns]"
|
||
]
|
||
},
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"val"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
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"<style scoped>\n",
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|
||
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|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>age</th>\n",
|
||
" <th>is_male</th>\n",
|
||
" <th>total_bilirubin</th>\n",
|
||
" <th>direct_ribilubin</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>1</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>407</th>\n",
|
||
" <td>12</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <td>157</td>\n",
|
||
" <td>108</td>\n",
|
||
" <td>7.2</td>\n",
|
||
" <td>3.7</td>\n",
|
||
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|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>90</th>\n",
|
||
" <td>60</td>\n",
|
||
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|
||
" <td>5.7</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>0</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>402</th>\n",
|
||
" <td>42</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>162</td>\n",
|
||
" <td>155</td>\n",
|
||
" <td>108</td>\n",
|
||
" <td>8.1</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.90</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>268</th>\n",
|
||
" <td>40</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>14.5</td>\n",
|
||
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|
||
" <td>358</td>\n",
|
||
" <td>50</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>5.7</td>\n",
|
||
" <td>2.1</td>\n",
|
||
" <td>0.50</td>\n",
|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
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|
||
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|
||
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|
||
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||
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|
||
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||
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|
||
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|
||
" <td>...</td>\n",
|
||
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|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>516</th>\n",
|
||
" <td>60</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0.9</td>\n",
|
||
" <td>0.3</td>\n",
|
||
" <td>168</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>24</td>\n",
|
||
" <td>6.7</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.80</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>305</th>\n",
|
||
" <td>54</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>0.7</td>\n",
|
||
" <td>195</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>7.9</td>\n",
|
||
" <td>3.7</td>\n",
|
||
" <td>0.90</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>167</th>\n",
|
||
" <td>47</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.5</td>\n",
|
||
" <td>292</td>\n",
|
||
" <td>64</td>\n",
|
||
" <td>67</td>\n",
|
||
" <td>5.6</td>\n",
|
||
" <td>1.8</td>\n",
|
||
" <td>0.47</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>312</th>\n",
|
||
" <td>27</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>1.3</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>106</td>\n",
|
||
" <td>25</td>\n",
|
||
" <td>54</td>\n",
|
||
" <td>8.5</td>\n",
|
||
" <td>4.8</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>329</th>\n",
|
||
" <td>21</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0.7</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>211</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>23</td>\n",
|
||
" <td>7.3</td>\n",
|
||
" <td>4.1</td>\n",
|
||
" <td>1.20</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>117 rows × 11 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" age is_male total_bilirubin direct_ribilubin alkaline_phosphotase \\\n",
|
||
"355 19 True 1.4 0.8 178 \n",
|
||
"407 12 True 1.0 0.2 719 \n",
|
||
"90 60 True 5.7 2.8 214 \n",
|
||
"402 42 False 0.5 0.1 162 \n",
|
||
"268 40 True 14.5 6.4 358 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"516 60 True 0.9 0.3 168 \n",
|
||
"305 54 False 1.4 0.7 195 \n",
|
||
"167 47 False 3.0 1.5 292 \n",
|
||
"312 27 True 1.3 0.6 106 \n",
|
||
"329 21 True 0.7 0.2 211 \n",
|
||
"\n",
|
||
" alamine_aminotransferasi aspartate_aminotransferase total_proteins \\\n",
|
||
"355 13 26 8.0 \n",
|
||
"407 157 108 7.2 \n",
|
||
"90 412 850 7.3 \n",
|
||
"402 155 108 8.1 \n",
|
||
"268 50 75 5.7 \n",
|
||
".. ... ... ... \n",
|
||
"516 16 24 6.7 \n",
|
||
"305 36 16 7.9 \n",
|
||
"167 64 67 5.6 \n",
|
||
"312 25 54 8.5 \n",
|
||
"329 14 23 7.3 \n",
|
||
"\n",
|
||
" albumin albumin_to_globulin_ratio class \n",
|
||
"355 4.6 1.30 1 \n",
|
||
"407 3.7 1.00 0 \n",
|
||
"90 3.2 0.78 0 \n",
|
||
"402 4.0 0.90 0 \n",
|
||
"268 2.1 0.50 0 \n",
|
||
".. ... ... ... \n",
|
||
"516 3.0 0.80 0 \n",
|
||
"305 3.7 0.90 1 \n",
|
||
"167 1.8 0.47 0 \n",
|
||
"312 4.8 NaN 1 \n",
|
||
"329 4.1 1.20 1 \n",
|
||
"\n",
|
||
"[117 rows x 11 columns]"
|
||
]
|
||
},
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"test"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\n",
|
||
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|
||
" text-align: right;\n",
|
||
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|
||
"</style>\n",
|
||
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>age</th>\n",
|
||
" <th>total_bilirubin</th>\n",
|
||
" <th>direct_ribilubin</th>\n",
|
||
" <th>alkaline_phosphotase</th>\n",
|
||
" <th>alamine_aminotransferasi</th>\n",
|
||
" <th>aspartate_aminotransferase</th>\n",
|
||
" <th>total_proteins</th>\n",
|
||
" <th>albumin</th>\n",
|
||
" <th>albumin_to_globulin_ratio</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>372.000000</td>\n",
|
||
" <td>372.000000</td>\n",
|
||
" <td>372.000000</td>\n",
|
||
" <td>372.000000</td>\n",
|
||
" <td>372.000000</td>\n",
|
||
" <td>372.000000</td>\n",
|
||
" <td>372.000000</td>\n",
|
||
" <td>372.000000</td>\n",
|
||
" <td>371.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>44.680108</td>\n",
|
||
" <td>3.415860</td>\n",
|
||
" <td>1.494355</td>\n",
|
||
" <td>286.473118</td>\n",
|
||
" <td>72.986559</td>\n",
|
||
" <td>110.147849</td>\n",
|
||
" <td>6.500269</td>\n",
|
||
" <td>3.150806</td>\n",
|
||
" <td>0.959515</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>16.054568</td>\n",
|
||
" <td>6.736683</td>\n",
|
||
" <td>2.877245</td>\n",
|
||
" <td>242.459927</td>\n",
|
||
" <td>147.472734</td>\n",
|
||
" <td>306.425153</td>\n",
|
||
" <td>1.100049</td>\n",
|
||
" <td>0.806994</td>\n",
|
||
" <td>0.336514</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>11.000000</td>\n",
|
||
" <td>2.700000</td>\n",
|
||
" <td>0.900000</td>\n",
|
||
" <td>0.300000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>32.000000</td>\n",
|
||
" <td>0.800000</td>\n",
|
||
" <td>0.200000</td>\n",
|
||
" <td>170.000000</td>\n",
|
||
" <td>24.000000</td>\n",
|
||
" <td>25.000000</td>\n",
|
||
" <td>5.775000</td>\n",
|
||
" <td>2.575000</td>\n",
|
||
" <td>0.700000</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>205.500000</td>\n",
|
||
" <td>35.000000</td>\n",
|
||
" <td>42.000000</td>\n",
|
||
" <td>6.600000</td>\n",
|
||
" <td>3.100000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>58.000000</td>\n",
|
||
" <td>2.625000</td>\n",
|
||
" <td>1.300000</td>\n",
|
||
" <td>298.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>86.250000</td>\n",
|
||
" <td>7.200000</td>\n",
|
||
" <td>3.800000</td>\n",
|
||
" <td>1.100000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>85.000000</td>\n",
|
||
" <td>75.000000</td>\n",
|
||
" <td>19.700000</td>\n",
|
||
" <td>2110.000000</td>\n",
|
||
" <td>1350.000000</td>\n",
|
||
" <td>4929.000000</td>\n",
|
||
" <td>9.600000</td>\n",
|
||
" <td>5.500000</td>\n",
|
||
" <td>2.800000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" age total_bilirubin direct_ribilubin alkaline_phosphotase \\\n",
|
||
"count 372.000000 372.000000 372.000000 372.000000 \n",
|
||
"mean 44.680108 3.415860 1.494355 286.473118 \n",
|
||
"std 16.054568 6.736683 2.877245 242.459927 \n",
|
||
"min 4.000000 0.400000 0.100000 63.000000 \n",
|
||
"25% 32.000000 0.800000 0.200000 170.000000 \n",
|
||
"50% 45.000000 1.000000 0.300000 205.500000 \n",
|
||
"75% 58.000000 2.625000 1.300000 298.000000 \n",
|
||
"max 85.000000 75.000000 19.700000 2110.000000 \n",
|
||
"\n",
|
||
" alamine_aminotransferasi aspartate_aminotransferase total_proteins \\\n",
|
||
"count 372.000000 372.000000 372.000000 \n",
|
||
"mean 72.986559 110.147849 6.500269 \n",
|
||
"std 147.472734 306.425153 1.100049 \n",
|
||
"min 10.000000 11.000000 2.700000 \n",
|
||
"25% 24.000000 25.000000 5.775000 \n",
|
||
"50% 35.000000 42.000000 6.600000 \n",
|
||
"75% 60.000000 86.250000 7.200000 \n",
|
||
"max 1350.000000 4929.000000 9.600000 \n",
|
||
"\n",
|
||
" albumin albumin_to_globulin_ratio \n",
|
||
"count 372.000000 371.000000 \n",
|
||
"mean 3.150806 0.959515 \n",
|
||
"std 0.806994 0.336514 \n",
|
||
"min 0.900000 0.300000 \n",
|
||
"25% 2.575000 0.700000 \n",
|
||
"50% 3.100000 1.000000 \n",
|
||
"75% 3.800000 1.100000 \n",
|
||
"max 5.500000 2.800000 "
|
||
]
|
||
},
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"numerical_features = ['age', 'total_bilirubin', 'direct_ribilubin', 'alkaline_phosphotase',\n",
|
||
" 'alamine_aminotransferasi', 'aspartate_aminotransferase', 'total_proteins', 'albumin',\n",
|
||
" 'albumin_to_globulin_ratio']\n",
|
||
"train[numerical_features].describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Rozkład częstości dla klas:\n",
|
||
"1: 30.38%\n",
|
||
"0: 69.62%\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"label_counter = Counter(train['class'])\n",
|
||
"print(\"\\nRozkład częstości dla klas:\")\n",
|
||
"for label in label_counter.keys():\n",
|
||
" print(f\"{label}: {label_counter[label] / len(train) * 100:.2f}%\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"scaler = MinMaxScaler()\n",
|
||
"train[numerical_features] = scaler.fit_transform(train[numerical_features])\n",
|
||
"test[numerical_features] = scaler.fit_transform(test[numerical_features])\n",
|
||
"val[numerical_features] = scaler.fit_transform(val[numerical_features])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
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|
||
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|
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|
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|
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|
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|
||
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|
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|
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|
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" age is_male total_bilirubin direct_ribilubin \\\n",
|
||
"107 0.395062 True 0.005362 0.005102 \n",
|
||
"33 0.419753 False 0.029491 0.056122 \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\n",
|
||
" alkaline_phosphotase alamine_aminotransferasi \\\n",
|
||
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|
||
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|
||
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|
||
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|
||
"48 0.055203 0.021642 \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"425 0.018075 0.036567 \n",
|
||
"\n",
|
||
" aspartate_aminotransferase total_proteins albumin \\\n",
|
||
"107 0.005693 0.478261 0.282609 \n",
|
||
"33 0.009353 0.420290 0.456522 \n",
|
||
"534 0.012810 0.768116 0.673913 \n",
|
||
"204 0.003050 0.536232 0.521739 \n",
|
||
"48 0.003457 0.478261 0.456522 \n",
|
||
".. ... ... ... \n",
|
||
"42 0.007320 0.492754 0.304348 \n",
|
||
"179 0.002847 0.405797 0.195652 \n",
|
||
"430 0.004473 0.304348 0.217391 \n",
|
||
"475 0.006303 0.753623 0.695652 \n",
|
||
"425 0.023383 0.231884 0.347826 \n",
|
||
"\n",
|
||
" albumin_to_globulin_ratio class \n",
|
||
"107 0.080 1 \n",
|
||
"33 0.200 1 \n",
|
||
"534 0.280 1 \n",
|
||
"204 0.280 1 \n",
|
||
"48 0.280 0 \n",
|
||
".. ... ... \n",
|
||
"42 0.120 1 \n",
|
||
"179 0.072 0 \n",
|
||
"430 0.120 0 \n",
|
||
"475 0.280 1 \n",
|
||
"425 0.440 0 \n",
|
||
"\n",
|
||
"[371 rows x 11 columns]"
|
||
]
|
||
},
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"train"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 58,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"train.dropna(inplace=True)\n",
|
||
"test.dropna(inplace=True)\n",
|
||
"val.dropna(inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
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|
||
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|
||
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
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|
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|
||
" <td>0.478261</td>\n",
|
||
" <td>0.282609</td>\n",
|
||
" <td>0.080</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>0.419753</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0.029491</td>\n",
|
||
" <td>0.056122</td>\n",
|
||
" <td>0.169516</td>\n",
|
||
" <td>0.036567</td>\n",
|
||
" <td>0.009353</td>\n",
|
||
" <td>0.420290</td>\n",
|
||
" <td>0.456522</td>\n",
|
||
" <td>0.200</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>534</th>\n",
|
||
" <td>0.432099</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0.016086</td>\n",
|
||
" <td>0.035714</td>\n",
|
||
" <td>0.081583</td>\n",
|
||
" <td>0.058209</td>\n",
|
||
" <td>0.012810</td>\n",
|
||
" <td>0.768116</td>\n",
|
||
" <td>0.673913</td>\n",
|
||
" <td>0.280</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>204</th>\n",
|
||
" <td>0.209877</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0.004021</td>\n",
|
||
" <td>0.005102</td>\n",
|
||
" <td>0.035173</td>\n",
|
||
" <td>0.012687</td>\n",
|
||
" <td>0.003050</td>\n",
|
||
" <td>0.536232</td>\n",
|
||
" <td>0.521739</td>\n",
|
||
" <td>0.280</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48</th>\n",
|
||
" <td>0.345679</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0.002681</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.055203</td>\n",
|
||
" <td>0.021642</td>\n",
|
||
" <td>0.003457</td>\n",
|
||
" <td>0.478261</td>\n",
|
||
" <td>0.456522</td>\n",
|
||
" <td>0.280</td>\n",
|
||
" <td>0</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",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>0.469136</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0.085791</td>\n",
|
||
" <td>0.158163</td>\n",
|
||
" <td>0.276991</td>\n",
|
||
" <td>0.011194</td>\n",
|
||
" <td>0.007320</td>\n",
|
||
" <td>0.492754</td>\n",
|
||
" <td>0.304348</td>\n",
|
||
" <td>0.120</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>179</th>\n",
|
||
" <td>0.876543</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0.101877</td>\n",
|
||
" <td>0.229592</td>\n",
|
||
" <td>0.157792</td>\n",
|
||
" <td>0.014925</td>\n",
|
||
" <td>0.002847</td>\n",
|
||
" <td>0.405797</td>\n",
|
||
" <td>0.195652</td>\n",
|
||
" <td>0.072</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>430</th>\n",
|
||
" <td>0.604938</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0.004021</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.058134</td>\n",
|
||
" <td>0.007463</td>\n",
|
||
" <td>0.004473</td>\n",
|
||
" <td>0.304348</td>\n",
|
||
" <td>0.217391</td>\n",
|
||
" <td>0.120</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>475</th>\n",
|
||
" <td>0.419753</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0.024129</td>\n",
|
||
" <td>0.045918</td>\n",
|
||
" <td>0.120664</td>\n",
|
||
" <td>0.081343</td>\n",
|
||
" <td>0.006303</td>\n",
|
||
" <td>0.753623</td>\n",
|
||
" <td>0.695652</td>\n",
|
||
" <td>0.280</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>425</th>\n",
|
||
" <td>0.666667</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.018075</td>\n",
|
||
" <td>0.036567</td>\n",
|
||
" <td>0.023383</td>\n",
|
||
" <td>0.231884</td>\n",
|
||
" <td>0.347826</td>\n",
|
||
" <td>0.440</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>371 rows × 11 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" age is_male total_bilirubin direct_ribilubin \\\n",
|
||
"107 0.395062 True 0.005362 0.005102 \n",
|
||
"33 0.419753 False 0.029491 0.056122 \n",
|
||
"534 0.432099 True 0.016086 0.035714 \n",
|
||
"204 0.209877 True 0.004021 0.005102 \n",
|
||
"48 0.345679 False 0.002681 0.000000 \n",
|
||
".. ... ... ... ... \n",
|
||
"42 0.469136 True 0.085791 0.158163 \n",
|
||
"179 0.876543 True 0.101877 0.229592 \n",
|
||
"430 0.604938 False 0.004021 0.000000 \n",
|
||
"475 0.419753 True 0.024129 0.045918 \n",
|
||
"425 0.666667 True 0.000000 0.000000 \n",
|
||
"\n",
|
||
" alkaline_phosphotase alamine_aminotransferasi \\\n",
|
||
"107 0.046409 0.014179 \n",
|
||
"33 0.169516 0.036567 \n",
|
||
"534 0.081583 0.058209 \n",
|
||
"204 0.035173 0.012687 \n",
|
||
"48 0.055203 0.021642 \n",
|
||
".. ... ... \n",
|
||
"42 0.276991 0.011194 \n",
|
||
"179 0.157792 0.014925 \n",
|
||
"430 0.058134 0.007463 \n",
|
||
"475 0.120664 0.081343 \n",
|
||
"425 0.018075 0.036567 \n",
|
||
"\n",
|
||
" aspartate_aminotransferase total_proteins albumin \\\n",
|
||
"107 0.005693 0.478261 0.282609 \n",
|
||
"33 0.009353 0.420290 0.456522 \n",
|
||
"534 0.012810 0.768116 0.673913 \n",
|
||
"204 0.003050 0.536232 0.521739 \n",
|
||
"48 0.003457 0.478261 0.456522 \n",
|
||
".. ... ... ... \n",
|
||
"42 0.007320 0.492754 0.304348 \n",
|
||
"179 0.002847 0.405797 0.195652 \n",
|
||
"430 0.004473 0.304348 0.217391 \n",
|
||
"475 0.006303 0.753623 0.695652 \n",
|
||
"425 0.023383 0.231884 0.347826 \n",
|
||
"\n",
|
||
" albumin_to_globulin_ratio class \n",
|
||
"107 0.080 1 \n",
|
||
"33 0.200 1 \n",
|
||
"534 0.280 1 \n",
|
||
"204 0.280 1 \n",
|
||
"48 0.280 0 \n",
|
||
".. ... ... \n",
|
||
"42 0.120 1 \n",
|
||
"179 0.072 0 \n",
|
||
"430 0.120 0 \n",
|
||
"475 0.280 1 \n",
|
||
"425 0.440 0 \n",
|
||
"\n",
|
||
"[371 rows x 11 columns]"
|
||
]
|
||
},
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"train"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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||
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||
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|
||
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||
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||
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||
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||
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||
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||
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||
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|
||
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||
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|
||
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||
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|
||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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|
||
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||
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||
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|
||
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||
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||
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|
||
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||
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||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
||
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|
||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
],
|
||
"text/plain": [
|
||
" age is_male total_bilirubin direct_ribilubin \\\n",
|
||
"355 0.174419 True 0.030000 0.049645 \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"516 0.651163 True 0.013333 0.014184 \n",
|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
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|
||
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|
||
"\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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|
||
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|
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||
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|
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|
||
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|
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|
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" age is_male total_bilirubin direct_ribilubin \\\n",
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