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Simple Breast cancer prediction using Logistic Regression
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Breast cancer prediction using Logistic Regression\n",
"##### Malignant: 1\n",
"##### Benign: 0"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"from sklearn.datasets import load_breast_cancer\n",
"from sklearn.cross_validation import train_test_split\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.metrics import accuracy_score"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [],
"source": [
"cancer = load_breast_cancer()"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['malignant', 'benign'], dtype='<U9')"
]
},
"execution_count": 163,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cancer.target_names"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(cancer.data,columns=cancer.feature_names)\n",
"df['diagnosis'] = pd.Series(cancer.target) # malignant --> 1, benign --> 0"
]
},
{
"cell_type": "code",
"execution_count": 165,
"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>mean radius</th>\n",
" <th>mean texture</th>\n",
" <th>mean perimeter</th>\n",
" <th>mean area</th>\n",
" <th>mean smoothness</th>\n",
" <th>mean compactness</th>\n",
" <th>mean concavity</th>\n",
" <th>mean concave points</th>\n",
" <th>mean symmetry</th>\n",
" <th>mean fractal dimension</th>\n",
" <th>...</th>\n",
" <th>worst texture</th>\n",
" <th>worst perimeter</th>\n",
" <th>worst area</th>\n",
" <th>worst smoothness</th>\n",
" <th>worst compactness</th>\n",
" <th>worst concavity</th>\n",
" <th>worst concave points</th>\n",
" <th>worst symmetry</th>\n",
" <th>worst fractal dimension</th>\n",
" <th>diagnosis</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>17.99</td>\n",
" <td>10.38</td>\n",
" <td>122.80</td>\n",
" <td>1001.0</td>\n",
" <td>0.11840</td>\n",
" <td>0.27760</td>\n",
" <td>0.3001</td>\n",
" <td>0.14710</td>\n",
" <td>0.2419</td>\n",
" <td>0.07871</td>\n",
" <td>...</td>\n",
" <td>17.33</td>\n",
" <td>184.60</td>\n",
" <td>2019.0</td>\n",
" <td>0.1622</td>\n",
" <td>0.6656</td>\n",
" <td>0.7119</td>\n",
" <td>0.2654</td>\n",
" <td>0.4601</td>\n",
" <td>0.11890</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>20.57</td>\n",
" <td>17.77</td>\n",
" <td>132.90</td>\n",
" <td>1326.0</td>\n",
" <td>0.08474</td>\n",
" <td>0.07864</td>\n",
" <td>0.0869</td>\n",
" <td>0.07017</td>\n",
" <td>0.1812</td>\n",
" <td>0.05667</td>\n",
" <td>...</td>\n",
" <td>23.41</td>\n",
" <td>158.80</td>\n",
" <td>1956.0</td>\n",
" <td>0.1238</td>\n",
" <td>0.1866</td>\n",
" <td>0.2416</td>\n",
" <td>0.1860</td>\n",
" <td>0.2750</td>\n",
" <td>0.08902</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>19.69</td>\n",
" <td>21.25</td>\n",
" <td>130.00</td>\n",
" <td>1203.0</td>\n",
" <td>0.10960</td>\n",
" <td>0.15990</td>\n",
" <td>0.1974</td>\n",
" <td>0.12790</td>\n",
" <td>0.2069</td>\n",
" <td>0.05999</td>\n",
" <td>...</td>\n",
" <td>25.53</td>\n",
" <td>152.50</td>\n",
" <td>1709.0</td>\n",
" <td>0.1444</td>\n",
" <td>0.4245</td>\n",
" <td>0.4504</td>\n",
" <td>0.2430</td>\n",
" <td>0.3613</td>\n",
" <td>0.08758</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>11.42</td>\n",
" <td>20.38</td>\n",
" <td>77.58</td>\n",
" <td>386.1</td>\n",
" <td>0.14250</td>\n",
" <td>0.28390</td>\n",
" <td>0.2414</td>\n",
" <td>0.10520</td>\n",
" <td>0.2597</td>\n",
" <td>0.09744</td>\n",
" <td>...</td>\n",
" <td>26.50</td>\n",
" <td>98.87</td>\n",
" <td>567.7</td>\n",
" <td>0.2098</td>\n",
" <td>0.8663</td>\n",
" <td>0.6869</td>\n",
" <td>0.2575</td>\n",
" <td>0.6638</td>\n",
" <td>0.17300</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>20.29</td>\n",
" <td>14.34</td>\n",
" <td>135.10</td>\n",
" <td>1297.0</td>\n",
" <td>0.10030</td>\n",
" <td>0.13280</td>\n",
" <td>0.1980</td>\n",
" <td>0.10430</td>\n",
" <td>0.1809</td>\n",
" <td>0.05883</td>\n",
" <td>...</td>\n",
" <td>16.67</td>\n",
" <td>152.20</td>\n",
" <td>1575.0</td>\n",
" <td>0.1374</td>\n",
" <td>0.2050</td>\n",
" <td>0.4000</td>\n",
" <td>0.1625</td>\n",
" <td>0.2364</td>\n",
" <td>0.07678</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 31 columns</p>\n",
"</div>"
],
"text/plain": [
" mean radius mean texture mean perimeter mean area mean smoothness \\\n",
"0 17.99 10.38 122.80 1001.0 0.11840 \n",
"1 20.57 17.77 132.90 1326.0 0.08474 \n",
"2 19.69 21.25 130.00 1203.0 0.10960 \n",
"3 11.42 20.38 77.58 386.1 0.14250 \n",
"4 20.29 14.34 135.10 1297.0 0.10030 \n",
"\n",
" mean compactness mean concavity mean concave points mean symmetry \\\n",
"0 0.27760 0.3001 0.14710 0.2419 \n",
"1 0.07864 0.0869 0.07017 0.1812 \n",
"2 0.15990 0.1974 0.12790 0.2069 \n",
"3 0.28390 0.2414 0.10520 0.2597 \n",
"4 0.13280 0.1980 0.10430 0.1809 \n",
"\n",
" mean fractal dimension ... worst texture worst perimeter \\\n",
"0 0.07871 ... 17.33 184.60 \n",
"1 0.05667 ... 23.41 158.80 \n",
"2 0.05999 ... 25.53 152.50 \n",
"3 0.09744 ... 26.50 98.87 \n",
"4 0.05883 ... 16.67 152.20 \n",
"\n",
" worst area worst smoothness worst compactness worst concavity \\\n",
"0 2019.0 0.1622 0.6656 0.7119 \n",
"1 1956.0 0.1238 0.1866 0.2416 \n",
"2 1709.0 0.1444 0.4245 0.4504 \n",
"3 567.7 0.2098 0.8663 0.6869 \n",
"4 1575.0 0.1374 0.2050 0.4000 \n",
"\n",
" worst concave points worst symmetry worst fractal dimension diagnosis \n",
"0 0.2654 0.4601 0.11890 0 \n",
"1 0.1860 0.2750 0.08902 0 \n",
"2 0.2430 0.3613 0.08758 0 \n",
"3 0.2575 0.6638 0.17300 0 \n",
"4 0.1625 0.2364 0.07678 0 \n",
"\n",
"[5 rows x 31 columns]"
]
},
"execution_count": 165,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"diagnosis\n",
"0 212\n",
"1 357\n",
"dtype: int64"
]
},
"execution_count": 166,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby('diagnosis').size()"
]
},
{
"cell_type": "code",
"execution_count": 167,
"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.countplot(df['diagnosis'],label='count')\n",
"plt.title(\"Distribution of malignant(1) and benign(0) tumor\");"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [],
"source": [
"# df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Selecting feature columns**"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [],
"source": [
"# X = df[['mean perimeter']]"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [],
"source": [
"# features = ['mean perimeter','mean area', 'mean texture','mean concavity', 'worst concavity']\n",
"# X = df[features]"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [],
"source": [
"X = df.drop('diagnosis', axis = 1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Target variable**"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [],
"source": [
"y = df['diagnosis']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Splitting the data into training and test set"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test= train_test_split(X,y,test_size=0.3)"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [],
"source": [
"model = LogisticRegression()"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
" penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
" verbose=0, warm_start=False)"
]
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [],
"source": [
"y_pred = model.predict(X_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Accuracy:**"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9590643274853801"
]
},
"execution_count": 177,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"accuracy_score(y_test, y_pred)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using [Kaggle data](https://www.kaggle.com/uciml/breast-cancer-wisconsin-data)\n",
"Ok it's the same except for the column diagnosis lol"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv(\"data/breast-cancer-wisconsin-data/data.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>diagnosis</th>\n",
" <th>radius_mean</th>\n",
" <th>texture_mean</th>\n",
" <th>perimeter_mean</th>\n",
" <th>area_mean</th>\n",
" <th>smoothness_mean</th>\n",
" <th>compactness_mean</th>\n",
" <th>concavity_mean</th>\n",
" <th>concave points_mean</th>\n",
" <th>...</th>\n",
" <th>texture_worst</th>\n",
" <th>perimeter_worst</th>\n",
" <th>area_worst</th>\n",
" <th>smoothness_worst</th>\n",
" <th>compactness_worst</th>\n",
" <th>concavity_worst</th>\n",
" <th>concave points_worst</th>\n",
" <th>symmetry_worst</th>\n",
" <th>fractal_dimension_worst</th>\n",
" <th>Unnamed: 32</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>842302</td>\n",
" <td>M</td>\n",
" <td>17.99</td>\n",
" <td>10.38</td>\n",
" <td>122.80</td>\n",
" <td>1001.0</td>\n",
" <td>0.11840</td>\n",
" <td>0.27760</td>\n",
" <td>0.3001</td>\n",
" <td>0.14710</td>\n",
" <td>...</td>\n",
" <td>17.33</td>\n",
" <td>184.60</td>\n",
" <td>2019.0</td>\n",
" <td>0.1622</td>\n",
" <td>0.6656</td>\n",
" <td>0.7119</td>\n",
" <td>0.2654</td>\n",
" <td>0.4601</td>\n",
" <td>0.11890</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>842517</td>\n",
" <td>M</td>\n",
" <td>20.57</td>\n",
" <td>17.77</td>\n",
" <td>132.90</td>\n",
" <td>1326.0</td>\n",
" <td>0.08474</td>\n",
" <td>0.07864</td>\n",
" <td>0.0869</td>\n",
" <td>0.07017</td>\n",
" <td>...</td>\n",
" <td>23.41</td>\n",
" <td>158.80</td>\n",
" <td>1956.0</td>\n",
" <td>0.1238</td>\n",
" <td>0.1866</td>\n",
" <td>0.2416</td>\n",
" <td>0.1860</td>\n",
" <td>0.2750</td>\n",
" <td>0.08902</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>84300903</td>\n",
" <td>M</td>\n",
" <td>19.69</td>\n",
" <td>21.25</td>\n",
" <td>130.00</td>\n",
" <td>1203.0</td>\n",
" <td>0.10960</td>\n",
" <td>0.15990</td>\n",
" <td>0.1974</td>\n",
" <td>0.12790</td>\n",
" <td>...</td>\n",
" <td>25.53</td>\n",
" <td>152.50</td>\n",
" <td>1709.0</td>\n",
" <td>0.1444</td>\n",
" <td>0.4245</td>\n",
" <td>0.4504</td>\n",
" <td>0.2430</td>\n",
" <td>0.3613</td>\n",
" <td>0.08758</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>84348301</td>\n",
" <td>M</td>\n",
" <td>11.42</td>\n",
" <td>20.38</td>\n",
" <td>77.58</td>\n",
" <td>386.1</td>\n",
" <td>0.14250</td>\n",
" <td>0.28390</td>\n",
" <td>0.2414</td>\n",
" <td>0.10520</td>\n",
" <td>...</td>\n",
" <td>26.50</td>\n",
" <td>98.87</td>\n",
" <td>567.7</td>\n",
" <td>0.2098</td>\n",
" <td>0.8663</td>\n",
" <td>0.6869</td>\n",
" <td>0.2575</td>\n",
" <td>0.6638</td>\n",
" <td>0.17300</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>84358402</td>\n",
" <td>M</td>\n",
" <td>20.29</td>\n",
" <td>14.34</td>\n",
" <td>135.10</td>\n",
" <td>1297.0</td>\n",
" <td>0.10030</td>\n",
" <td>0.13280</td>\n",
" <td>0.1980</td>\n",
" <td>0.10430</td>\n",
" <td>...</td>\n",
" <td>16.67</td>\n",
" <td>152.20</td>\n",
" <td>1575.0</td>\n",
" <td>0.1374</td>\n",
" <td>0.2050</td>\n",
" <td>0.4000</td>\n",
" <td>0.1625</td>\n",
" <td>0.2364</td>\n",
" <td>0.07678</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 33 columns</p>\n",
"</div>"
],
"text/plain": [
" id diagnosis radius_mean texture_mean perimeter_mean area_mean \\\n",
"0 842302 M 17.99 10.38 122.80 1001.0 \n",
"1 842517 M 20.57 17.77 132.90 1326.0 \n",
"2 84300903 M 19.69 21.25 130.00 1203.0 \n",
"3 84348301 M 11.42 20.38 77.58 386.1 \n",
"4 84358402 M 20.29 14.34 135.10 1297.0 \n",
"\n",
" smoothness_mean compactness_mean concavity_mean concave points_mean \\\n",
"0 0.11840 0.27760 0.3001 0.14710 \n",
"1 0.08474 0.07864 0.0869 0.07017 \n",
"2 0.10960 0.15990 0.1974 0.12790 \n",
"3 0.14250 0.28390 0.2414 0.10520 \n",
"4 0.10030 0.13280 0.1980 0.10430 \n",
"\n",
" ... texture_worst perimeter_worst area_worst smoothness_worst \\\n",
"0 ... 17.33 184.60 2019.0 0.1622 \n",
"1 ... 23.41 158.80 1956.0 0.1238 \n",
"2 ... 25.53 152.50 1709.0 0.1444 \n",
"3 ... 26.50 98.87 567.7 0.2098 \n",
"4 ... 16.67 152.20 1575.0 0.1374 \n",
"\n",
" compactness_worst concavity_worst concave points_worst symmetry_worst \\\n",
"0 0.6656 0.7119 0.2654 0.4601 \n",
"1 0.1866 0.2416 0.1860 0.2750 \n",
"2 0.4245 0.4504 0.2430 0.3613 \n",
"3 0.8663 0.6869 0.2575 0.6638 \n",
"4 0.2050 0.4000 0.1625 0.2364 \n",
"\n",
" fractal_dimension_worst Unnamed: 32 \n",
"0 0.11890 NaN \n",
"1 0.08902 NaN \n",
"2 0.08758 NaN \n",
"3 0.17300 NaN \n",
"4 0.07678 NaN \n",
"\n",
"[5 rows x 33 columns]"
]
},
"execution_count": 197,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['id', 'diagnosis', 'radius_mean', 'texture_mean', 'perimeter_mean',\n",
" 'area_mean', 'smoothness_mean', 'compactness_mean', 'concavity_mean',\n",
" 'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean',\n",
" 'radius_se', 'texture_se', 'perimeter_se', 'area_se', 'smoothness_se',\n",
" 'compactness_se', 'concavity_se', 'concave points_se', 'symmetry_se',\n",
" 'fractal_dimension_se', 'radius_worst', 'texture_worst',\n",
" 'perimeter_worst', 'area_worst', 'smoothness_worst',\n",
" 'compactness_worst', 'concavity_worst', 'concave points_worst',\n",
" 'symmetry_worst', 'fractal_dimension_worst', 'Unnamed: 32'],\n",
" dtype='object')"
]
},
"execution_count": 198,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.columns"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {},
"outputs": [],
"source": [
"data = data.drop([\"Unnamed: 32\",'id'], axis = 1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Taking all features**"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {},
"outputs": [],
"source": [
"X = data.drop('diagnosis', axis = 1)"
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {},
"outputs": [],
"source": [
"data['diagnosis'] = data['diagnosis'].astype('category').cat.codes # converting into binary numbers"
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {},
"outputs": [],
"source": [
"y = data['diagnosis']"
]
},
{
"cell_type": "code",
"execution_count": 202,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test= train_test_split(X,y,test_size=0.3)"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
" penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
" verbose=0, warm_start=False)"
]
},
"execution_count": 203,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model1 = LogisticRegression()\n",
"model1.fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 204,
"metadata": {},
"outputs": [],
"source": [
"y_pred = model1.predict(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 205,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9473684210526315"
]
},
"execution_count": 205,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"accuracy_score(y_test, y_pred)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Taking 5 features**"
]
},
{
"cell_type": "code",
"execution_count": 206,
"metadata": {},
"outputs": [],
"source": [
"features = [\"perimeter_mean\", \"texture_mean\",\"area_mean\",\"concave points_worst\", \"concavity_worst\"]"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 955.5x900 with 30 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g = sns.pairplot(data, vars = features, hue=\"diagnosis\");"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"# g.savefig(\"plot.png\",dpi=500)"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {},
"outputs": [],
"source": [
"X_feature = data[features]"
]
},
{
"cell_type": "code",
"execution_count": 208,
"metadata": {},
"outputs": [],
"source": [
"y_target = data['diagnosis']"
]
},
{
"cell_type": "code",
"execution_count": 209,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test= train_test_split(X_feature, y_target,test_size=0.3)"
]
},
{
"cell_type": "code",
"execution_count": 210,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
" penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
" verbose=0, warm_start=False)"
]
},
"execution_count": 210,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model3 = LogisticRegression()\n",
"model3.fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 211,
"metadata": {},
"outputs": [],
"source": [
"y_pred = model3.predict(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 212,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9122807017543859"
]
},
"execution_count": 212,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"accuracy_score(y_test, y_pred)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"### New dataset"
]
},
{
"cell_type": "code",
"execution_count": 215,
"metadata": {},
"outputs": [],
"source": [
"columns = [\"perimeter_mean\", \"texture_mean\",\"area_mean\",\"concave points_worst\", \"concavity_worst\",'diagnosis']"
]
},
{
"cell_type": "code",
"execution_count": 216,
"metadata": {},
"outputs": [],
"source": [
"cancer_df = data[columns]"
]
},
{
"cell_type": "code",
"execution_count": 217,
"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>perimeter_mean</th>\n",
" <th>texture_mean</th>\n",
" <th>area_mean</th>\n",
" <th>concave points_worst</th>\n",
" <th>concavity_worst</th>\n",
" <th>diagnosis</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>122.80</td>\n",
" <td>10.38</td>\n",
" <td>1001.0</td>\n",
" <td>0.2654</td>\n",
" <td>0.7119</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>132.90</td>\n",
" <td>17.77</td>\n",
" <td>1326.0</td>\n",
" <td>0.1860</td>\n",
" <td>0.2416</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>130.00</td>\n",
" <td>21.25</td>\n",
" <td>1203.0</td>\n",
" <td>0.2430</td>\n",
" <td>0.4504</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>77.58</td>\n",
" <td>20.38</td>\n",
" <td>386.1</td>\n",
" <td>0.2575</td>\n",
" <td>0.6869</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>135.10</td>\n",
" <td>14.34</td>\n",
" <td>1297.0</td>\n",
" <td>0.1625</td>\n",
" <td>0.4000</td>\n",
" <td>M</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" perimeter_mean texture_mean area_mean concave points_worst \\\n",
"0 122.80 10.38 1001.0 0.2654 \n",
"1 132.90 17.77 1326.0 0.1860 \n",
"2 130.00 21.25 1203.0 0.2430 \n",
"3 77.58 20.38 386.1 0.2575 \n",
"4 135.10 14.34 1297.0 0.1625 \n",
"\n",
" concavity_worst diagnosis \n",
"0 0.7119 M \n",
"1 0.2416 M \n",
"2 0.4504 M \n",
"3 0.6869 M \n",
"4 0.4000 M "
]
},
"execution_count": 217,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cancer_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 218,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"e:\\merishna!!\\merishna\\aid\\un_workshop\\unworkshop\\lib\\site-packages\\pandas\\core\\frame.py:3781: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" return super(DataFrame, self).rename(**kwargs)\n"
]
}
],
"source": [
"cancer_df.rename(columns = {'concave points_worst':'concave_portion','concavity_worst': 'concavity'}, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 221,
"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>perimeter_mean</th>\n",
" <th>texture_mean</th>\n",
" <th>area_mean</th>\n",
" <th>concave_portion</th>\n",
" <th>concavity</th>\n",
" <th>diagnosis</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>122.80</td>\n",
" <td>10.38</td>\n",
" <td>1001.0</td>\n",
" <td>0.2654</td>\n",
" <td>0.7119</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>132.90</td>\n",
" <td>17.77</td>\n",
" <td>1326.0</td>\n",
" <td>0.1860</td>\n",
" <td>0.2416</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>130.00</td>\n",
" <td>21.25</td>\n",
" <td>1203.0</td>\n",
" <td>0.2430</td>\n",
" <td>0.4504</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>77.58</td>\n",
" <td>20.38</td>\n",
" <td>386.1</td>\n",
" <td>0.2575</td>\n",
" <td>0.6869</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>135.10</td>\n",
" <td>14.34</td>\n",
" <td>1297.0</td>\n",
" <td>0.1625</td>\n",
" <td>0.4000</td>\n",
" <td>M</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" perimeter_mean texture_mean area_mean concave_portion concavity \\\n",
"0 122.80 10.38 1001.0 0.2654 0.7119 \n",
"1 132.90 17.77 1326.0 0.1860 0.2416 \n",
"2 130.00 21.25 1203.0 0.2430 0.4504 \n",
"3 77.58 20.38 386.1 0.2575 0.6869 \n",
"4 135.10 14.34 1297.0 0.1625 0.4000 \n",
"\n",
" diagnosis \n",
"0 M \n",
"1 M \n",
"2 M \n",
"3 M \n",
"4 M "
]
},
"execution_count": 221,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cancer_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 222,
"metadata": {},
"outputs": [],
"source": [
"cancer_df.to_csv(\"data/hamro_dataset.csv\", index=False)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "unworkshop",
"language": "python",
"name": "unworkshop"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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