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Assignment Results (Author - Riyajshaikh7@gmail.com)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### In Part 1 , we are going to solve Modelling problem given for predicting breast cancer. \n",
"#### In part 2, we will go through sample codes and review them"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Part 1 Modelling challenge"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Assignment questions and their references to answer in notebook.\n",
"\n",
"#### Python Coding and Data Set\n",
"Load in the data file and header file provided\n",
"The dataframe does not currently have a header, load in the header file and attach it to the dataframe\n",
"Comment on any steps you might take to evaluate or transform the dataset.\n",
"Compute the mean and median smoothness and compactness for benign and malignant tumors - do they differ? Explain how you would identify this.\n",
"Write a function to generate bootstrap samples of the data. \n",
"##### ( line 1 to 26 are answering above set of questions )\n",
"#### Exploratory Analysis\n",
"Identify 2-3 variables that are predictive of a malignant tumor.\n",
"Display the relationship visually and write 1-2 sentences explaining the relationship.\n",
"##### ( line 28 to 29 are answering above set of questions )\n",
"#### Modeling\n",
"Build a model to predict the malignant tumors.\n",
"Use at least two classification techniques; compare and contrast the advantages and disadvantages of each.\n",
"Identify how you would control for overfitting in each classification technique.\n",
"Evaluate the performance of each model.\n",
"In each model, identify the most important predictive variables and explain how you identified them.\n",
"##### ( line 31 and above are answering above set of questions )\n",
"#### Explanation\n",
"To Technical Audiences\n",
"Explain the limitations of your analysis and identify possible further steps you could take.\n",
"To Non-Technical Audiences\n",
"Write a short summary of your analysis, explaining how your model works and how it performs.\n",
"Briefly explain the factors that contributed to malignant vs benign tumor identification.\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"## Importing libraries for data analysis\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import seaborn as sns\n",
"from sklearn.preprocessing import LabelEncoder\n",
"\n",
"from sklearn.ensemble import ExtraTreesClassifier # Library for feature importance purpose\n",
"\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.metrics import accuracy_score,classification_report,confusion_matrix\n",
"from sklearn.model_selection import train_test_split,cross_val_score\n",
"from sklearn.model_selection import GridSearchCV, KFold # For Fine tuning model hyper parameters"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" .dataframe thead th {\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>842302</th>\n",
" <th>M</th>\n",
" <th>17.99</th>\n",
" <th>10.38</th>\n",
" <th>122.8</th>\n",
" <th>1001</th>\n",
" <th>0.1184</th>\n",
" <th>0.2776</th>\n",
" <th>0.3001</th>\n",
" <th>0.1471</th>\n",
" <th>...</th>\n",
" <th>25.38</th>\n",
" <th>17.33</th>\n",
" <th>184.6</th>\n",
" <th>2019</th>\n",
" <th>0.1622</th>\n",
" <th>0.6656</th>\n",
" <th>0.7119</th>\n",
" <th>0.2654</th>\n",
" <th>0.4601</th>\n",
" <th>0.1189</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</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>24.99</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",
" </tr>\n",
" <tr>\n",
" <th>1</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>23.57</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",
" </tr>\n",
" <tr>\n",
" <th>2</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>14.91</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",
" </tr>\n",
" <tr>\n",
" <th>3</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>22.54</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",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>843786</td>\n",
" <td>M</td>\n",
" <td>12.45</td>\n",
" <td>15.70</td>\n",
" <td>82.57</td>\n",
" <td>477.1</td>\n",
" <td>0.12780</td>\n",
" <td>0.17000</td>\n",
" <td>0.1578</td>\n",
" <td>0.08089</td>\n",
" <td>...</td>\n",
" <td>15.47</td>\n",
" <td>23.75</td>\n",
" <td>103.40</td>\n",
" <td>741.6</td>\n",
" <td>0.1791</td>\n",
" <td>0.5249</td>\n",
" <td>0.5355</td>\n",
" <td>0.1741</td>\n",
" <td>0.3985</td>\n",
" <td>0.12440</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 32 columns</p>\n",
"</div>"
],
"text/plain": [
" 842302 M 17.99 10.38 122.8 1001 0.1184 0.2776 0.3001 \\\n",
"0 842517 M 20.57 17.77 132.90 1326.0 0.08474 0.07864 0.0869 \n",
"1 84300903 M 19.69 21.25 130.00 1203.0 0.10960 0.15990 0.1974 \n",
"2 84348301 M 11.42 20.38 77.58 386.1 0.14250 0.28390 0.2414 \n",
"3 84358402 M 20.29 14.34 135.10 1297.0 0.10030 0.13280 0.1980 \n",
"4 843786 M 12.45 15.70 82.57 477.1 0.12780 0.17000 0.1578 \n",
"\n",
" 0.1471 ... 25.38 17.33 184.6 2019 0.1622 0.6656 0.7119 0.2654 \\\n",
"0 0.07017 ... 24.99 23.41 158.80 1956.0 0.1238 0.1866 0.2416 0.1860 \n",
"1 0.12790 ... 23.57 25.53 152.50 1709.0 0.1444 0.4245 0.4504 0.2430 \n",
"2 0.10520 ... 14.91 26.50 98.87 567.7 0.2098 0.8663 0.6869 0.2575 \n",
"3 0.10430 ... 22.54 16.67 152.20 1575.0 0.1374 0.2050 0.4000 0.1625 \n",
"4 0.08089 ... 15.47 23.75 103.40 741.6 0.1791 0.5249 0.5355 0.1741 \n",
"\n",
" 0.4601 0.1189 \n",
"0 0.2750 0.08902 \n",
"1 0.3613 0.08758 \n",
"2 0.6638 0.17300 \n",
"3 0.2364 0.07678 \n",
"4 0.3985 0.12440 \n",
"\n",
"[5 rows x 32 columns]"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Read the csv file\n",
"breast_Cancer_master = pd.read_csv('/home/riyaj007/Documents/GA/breast-cancer.csv')\n",
"breast_Cancer_master.head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# get the column names\n",
"breast_Cancer_master.columns=['ID','diagnosis','radius_mean','radius_sd_error',\n",
"'radius_worst','texture_mean','texture_sd_error','texture_worst','perimeter_mean','perimeter_sd_error',\n",
"'perimeter_worst','area_mean','area_sd_error','area_worst','smoothness_mean',\n",
"'smoothness_sd_error','smoothness_worst','compactness_mean','compactness_sd_error',\n",
"'compactness_worst','concavity_mean','concavity_sd_error','concavity_worst',\n",
"'concave_points_mean','concave_points_sd_error','concave_points_worst','symmetry_mean',\n",
"'symmetry_sd_error','symmetry_worst','fractal_dimension_mean','fractal_dimension_sd_error',\n",
"'fractal_dimension_worst']"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
" .dataframe thead th {\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>ID</th>\n",
" <th>diagnosis</th>\n",
" <th>radius_mean</th>\n",
" <th>radius_sd_error</th>\n",
" <th>radius_worst</th>\n",
" <th>texture_mean</th>\n",
" <th>texture_sd_error</th>\n",
" <th>texture_worst</th>\n",
" <th>perimeter_mean</th>\n",
" <th>perimeter_sd_error</th>\n",
" <th>...</th>\n",
" <th>concavity_worst</th>\n",
" <th>concave_points_mean</th>\n",
" <th>concave_points_sd_error</th>\n",
" <th>concave_points_worst</th>\n",
" <th>symmetry_mean</th>\n",
" <th>symmetry_sd_error</th>\n",
" <th>symmetry_worst</th>\n",
" <th>fractal_dimension_mean</th>\n",
" <th>fractal_dimension_sd_error</th>\n",
" <th>fractal_dimension_worst</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</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>24.99</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",
" </tr>\n",
" <tr>\n",
" <th>1</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>23.57</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",
" </tr>\n",
" <tr>\n",
" <th>2</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>14.91</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",
" </tr>\n",
" <tr>\n",
" <th>3</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>22.54</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",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>843786</td>\n",
" <td>M</td>\n",
" <td>12.45</td>\n",
" <td>15.70</td>\n",
" <td>82.57</td>\n",
" <td>477.1</td>\n",
" <td>0.12780</td>\n",
" <td>0.17000</td>\n",
" <td>0.1578</td>\n",
" <td>0.08089</td>\n",
" <td>...</td>\n",
" <td>15.47</td>\n",
" <td>23.75</td>\n",
" <td>103.40</td>\n",
" <td>741.6</td>\n",
" <td>0.1791</td>\n",
" <td>0.5249</td>\n",
" <td>0.5355</td>\n",
" <td>0.1741</td>\n",
" <td>0.3985</td>\n",
" <td>0.12440</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 32 columns</p>\n",
"</div>"
],
"text/plain": [
" ID diagnosis radius_mean radius_sd_error radius_worst \\\n",
"0 842517 M 20.57 17.77 132.90 \n",
"1 84300903 M 19.69 21.25 130.00 \n",
"2 84348301 M 11.42 20.38 77.58 \n",
"3 84358402 M 20.29 14.34 135.10 \n",
"4 843786 M 12.45 15.70 82.57 \n",
"\n",
" texture_mean texture_sd_error texture_worst perimeter_mean \\\n",
"0 1326.0 0.08474 0.07864 0.0869 \n",
"1 1203.0 0.10960 0.15990 0.1974 \n",
"2 386.1 0.14250 0.28390 0.2414 \n",
"3 1297.0 0.10030 0.13280 0.1980 \n",
"4 477.1 0.12780 0.17000 0.1578 \n",
"\n",
" perimeter_sd_error ... concavity_worst concave_points_mean \\\n",
"0 0.07017 ... 24.99 23.41 \n",
"1 0.12790 ... 23.57 25.53 \n",
"2 0.10520 ... 14.91 26.50 \n",
"3 0.10430 ... 22.54 16.67 \n",
"4 0.08089 ... 15.47 23.75 \n",
"\n",
" concave_points_sd_error concave_points_worst symmetry_mean \\\n",
"0 158.80 1956.0 0.1238 \n",
"1 152.50 1709.0 0.1444 \n",
"2 98.87 567.7 0.2098 \n",
"3 152.20 1575.0 0.1374 \n",
"4 103.40 741.6 0.1791 \n",
"\n",
" symmetry_sd_error symmetry_worst fractal_dimension_mean \\\n",
"0 0.1866 0.2416 0.1860 \n",
"1 0.4245 0.4504 0.2430 \n",
"2 0.8663 0.6869 0.2575 \n",
"3 0.2050 0.4000 0.1625 \n",
"4 0.5249 0.5355 0.1741 \n",
"\n",
" fractal_dimension_sd_error fractal_dimension_worst \n",
"0 0.2750 0.08902 \n",
"1 0.3613 0.08758 \n",
"2 0.6638 0.17300 \n",
"3 0.2364 0.07678 \n",
"4 0.3985 0.12440 \n",
"\n",
"[5 rows x 32 columns]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"breast_Cancer_master.head()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"B 357\n",
"M 211\n",
"Name: diagnosis, dtype: int64"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Getting count of diagnosis\n",
"breast_Cancer_master.diagnosis.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ID 0\n",
"diagnosis 0\n",
"radius_mean 0\n",
"radius_sd_error 0\n",
"radius_worst 0\n",
"texture_mean 0\n",
"texture_sd_error 0\n",
"texture_worst 0\n",
"perimeter_mean 0\n",
"perimeter_sd_error 0\n",
"perimeter_worst 0\n",
"area_mean 0\n",
"area_sd_error 0\n",
"area_worst 0\n",
"smoothness_mean 0\n",
"smoothness_sd_error 0\n",
"smoothness_worst 0\n",
"compactness_mean 0\n",
"compactness_sd_error 0\n",
"compactness_worst 0\n",
"concavity_mean 0\n",
"concavity_sd_error 0\n",
"concavity_worst 0\n",
"concave_points_mean 0\n",
"concave_points_sd_error 0\n",
"concave_points_worst 0\n",
"symmetry_mean 0\n",
"symmetry_sd_error 0\n",
"symmetry_worst 0\n",
"fractal_dimension_mean 0\n",
"fractal_dimension_sd_error 0\n",
"fractal_dimension_worst 0\n",
"dtype: int64"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Check for any missing/NA values\n",
"breast_Cancer_master.isna().sum()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Compute mean for benign\n",
"benign = breast_Cancer_master[breast_Cancer_master['diagnosis']=='B']\n",
"b_mean = benign.smoothness_mean\n",
"\n",
"# Compute median\n",
"b_median = benign.median(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(357, 32)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benign.shape"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ID 908916.000000\n",
"radius_mean 12.200000\n",
"radius_sd_error 17.390000\n",
"radius_worst 78.180000\n",
"texture_mean 458.400000\n",
"texture_sd_error 0.090760\n",
"texture_worst 0.075290\n",
"perimeter_mean 0.037090\n",
"perimeter_sd_error 0.023440\n",
"perimeter_worst 0.171400\n",
"area_mean 0.061540\n",
"area_sd_error 0.257500\n",
"area_worst 1.108000\n",
"smoothness_mean 1.851000\n",
"smoothness_sd_error 19.630000\n",
"smoothness_worst 0.006530\n",
"compactness_mean 0.016310\n",
"compactness_sd_error 0.018400\n",
"compactness_worst 0.009061\n",
"concavity_mean 0.019090\n",
"concavity_sd_error 0.002808\n",
"concavity_worst 13.350000\n",
"concave_points_mean 22.820000\n",
"concave_points_sd_error 86.920000\n",
"concave_points_worst 547.400000\n",
"symmetry_mean 0.125400\n",
"symmetry_sd_error 0.169800\n",
"symmetry_worst 0.141200\n",
"fractal_dimension_mean 0.074310\n",
"fractal_dimension_sd_error 0.268700\n",
"fractal_dimension_worst 0.077120\n",
"dtype: float64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"b_median"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ID 895633.000000\n",
"radius_mean 17.300000\n",
"radius_sd_error 21.460000\n",
"radius_worst 114.200000\n",
"texture_mean 930.900000\n",
"texture_sd_error 0.102000\n",
"texture_worst 0.131900\n",
"perimeter_mean 0.150800\n",
"perimeter_sd_error 0.086240\n",
"perimeter_worst 0.189600\n",
"area_mean 0.061490\n",
"area_sd_error 0.544900\n",
"area_worst 1.127000\n",
"smoothness_mean 3.654000\n",
"smoothness_sd_error 58.380000\n",
"smoothness_worst 0.006208\n",
"compactness_mean 0.028550\n",
"compactness_sd_error 0.037100\n",
"compactness_worst 0.014200\n",
"concavity_mean 0.017680\n",
"concavity_sd_error 0.003739\n",
"concavity_worst 20.580000\n",
"concave_points_mean 29.020000\n",
"concave_points_sd_error 137.900000\n",
"concave_points_worst 1302.000000\n",
"symmetry_mean 0.143400\n",
"symmetry_sd_error 0.355900\n",
"symmetry_worst 0.402900\n",
"fractal_dimension_mean 0.182000\n",
"fractal_dimension_sd_error 0.310300\n",
"fractal_dimension_worst 0.087580\n",
"dtype: float64"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Compute mean for malignant\n",
"malignant = breast_Cancer_master[breast_Cancer_master['diagnosis']=='M']\n",
"m_mean = malignant.smoothness_mean\n",
"\n",
"m_median = malignant.median(axis=0)\n",
"m_median"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(426, 32)\n"
]
}
],
"source": [
"# create bootstrap sample of data\n",
"def sample(data):\n",
" sample = data.sample(frac = .75)\n",
" return sample\n",
"\n",
"breast_Cancer_master_sample = sample(breast_Cancer_master)\n",
"print(breast_Cancer_master_sample.shape)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(211, 32)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"malignant.shape"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 5, 'Correlation of malignant')"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"le = LabelEncoder()\n",
"#malignant['diagnosis'] = le.fit_transform(malignant['diagnosis'])\n",
"corr = malignant.iloc[:,0:].corr()\n",
"#colormap = sns.diverging_palette(220, 10, as_cmap = True)\n",
"plt.figure(figsize=(20,20))\n",
"sns.heatmap(corr, cbar = True, square = True, annot=True, fmt= '.2f',annot_kws={'size': 8},\n",
" linewidths=2, linecolor='white')\n",
"plt.title('Correlation of malignant', y=5, size=15)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Getting important features \n",
"\n",
"plt.figure(figsize=(12,6))\n",
"model=ExtraTreesClassifier(random_state=42)\n",
"x=breast_Cancer_master.drop(columns=['ID','diagnosis'],axis=1)\n",
"y=breast_Cancer_master.diagnosis\n",
"\n",
"model.fit(x,y)\n",
"#aa=model.feature_importances_\n",
"feat_importances = pd.Series(model.feature_importances_, index=x.columns)\n",
"feat_importances.nlargest(n=len(breast_Cancer_master.columns),keep='first').plot(kind='bar')\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### From above feature immportance columns we can see that \n",
"\n",
"1.Concavity_worst , concave_points_sd_Error fractal_dimension_mean , concase_points_worst are top features\n",
"which are contributing to overall score. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Modelling"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Building Logistic Regression Model"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 0.9559859154929577\n",
"Confusion Matrix: \n",
" [[349 8]\n",
" [ 17 194]]\n",
"Report \n",
" precision recall f1-score support\n",
"\n",
" B 0.95 0.98 0.97 357\n",
" M 0.96 0.92 0.94 211\n",
"\n",
" accuracy 0.96 568\n",
" macro avg 0.96 0.95 0.95 568\n",
"weighted avg 0.96 0.96 0.96 568\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/riyaj007/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"
]
}
],
"source": [
"log_model = LogisticRegression()\n",
"\n",
"x = breast_Cancer_master.drop(['ID','diagnosis'],axis=1)\n",
"y = breast_Cancer_master.diagnosis\n",
"\n",
"x_train,x_test,y_train,y_test = train_test_split(x,y,test_size=0.3,random_state=42)\n",
"\n",
"log_model.fit(x_train,y_train)\n",
"pred = log_model.predict(x)\n",
"\n",
"print('Accuracy:',accuracy_score(y,pred))\n",
"print('Confusion Matrix: \\n',confusion_matrix(y,pred))\n",
"print('Report \\n',classification_report(y,pred))\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Building Random Forest Model"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 0.9876760563380281\n",
"Confusion Matrix: \n",
" [[354 3]\n",
" [ 4 207]]\n",
"Report \n",
" precision recall f1-score support\n",
"\n",
" B 0.99 0.99 0.99 357\n",
" M 0.99 0.98 0.98 211\n",
"\n",
" accuracy 0.99 568\n",
" macro avg 0.99 0.99 0.99 568\n",
"weighted avg 0.99 0.99 0.99 568\n",
"\n"
]
}
],
"source": [
"\n",
"\n",
"Rf_model = RandomForestClassifier()\n",
"\n",
"x = breast_Cancer_master.drop(['ID','diagnosis'],axis=1)\n",
"y = breast_Cancer_master.diagnosis\n",
"\n",
"x_train,x_test,y_train,y_test = train_test_split(x,y,test_size=0.3,random_state=42)\n",
"\n",
"Rf_model.fit(x_train,y_train)\n",
"pred = Rf_model.predict(x)\n",
"\n",
"print('Accuracy:',accuracy_score(y,pred))\n",
"print('Confusion Matrix: \\n',confusion_matrix(y,pred))\n",
"print('Report \\n',classification_report(y,pred))\n"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.9470886075949367\n"
]
}
],
"source": [
"print(np.mean(cross_val_score(Rf_model, x_train, y_train, cv=5)))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"new_predict = x.copy()\n",
"new_predict['Actual'] = y\n",
"new_predict['Predict'] = pred\n",
"new_predict.to_csv('new_predict.csv')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"B 358\n",
"M 210\n",
"Name: Predict, dtype: int64"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"new_predict.Predict.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"B 357\n",
"M 211\n",
"Name: diagnosis, dtype: int64"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"breast_Cancer_master.diagnosis.value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Reducing Overfitting using cross-validation "
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 0.9859154929577465\n",
"Confusion Matrix: \n",
" [[353 4]\n",
" [ 4 207]]\n",
"Report \n",
" precision recall f1-score support\n",
"\n",
" B 0.99 0.99 0.99 357\n",
" M 0.98 0.98 0.98 211\n",
"\n",
" accuracy 0.99 568\n",
" macro avg 0.98 0.98 0.98 568\n",
"weighted avg 0.99 0.99 0.99 568\n",
"\n"
]
}
],
"source": [
"# Using cross validation to reduce overfitting\n",
"\n",
"param_grid = {\n",
" 'n_estimators': [5, 10, 15, 20],\n",
" 'max_depth': [2, 5, 7, 9]\n",
" }\n",
"\n",
"fold = KFold(n_splits = 5, shuffle = True)\n",
"\n",
"grid_clf = GridSearchCV(Rf_model, param_grid, cv=fold)\n",
"grid_clf.fit(x_train, y_train)\n",
"\n",
"pred = grid_clf.predict(x)\n",
"\n",
"print('Accuracy:',accuracy_score(y,pred))\n",
"print('Confusion Matrix: \\n',confusion_matrix(y,pred))\n",
"print('Report \\n',classification_report(y,pred))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Explanation to Technical Audience"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1.We have used two common methods - Logistic regression & Random forest to predict our labels. \n",
"\n",
"2.The f1 score for Logistic regression is 0.96, for random forest is 0.99. \n",
" \n",
"\n",
"3.Based on the f1 score, precision and recall , we can conclude that random forest performance is better than Logistic regression\n",
"\n",
"4.Since the difference in the evaluation metrics between the training and testing data set is not high we can conclude that our model do not suffer from overfitting. \n",
"\n",
"5.To improve our model we can perform hyperparameter tuning and 5 fold cross validation for . Since it's a binary classfication problem we can check hyperparameter tuning on the threshold as well. The default threshold is 0.5 which can be altered to better suit model.\n",
"\n",
"6.We need to evaluate model in un seen data so that we can better informed about "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Explanation to non Technical Audience"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Thanks for reading the code and results. In summary we have achieved the following:\n",
"\n",
"1. We had information about 568 patient out of which 211 were having malignant breast cancer cells. Along with patients data , we had 32 variables information about them such as 'radius_mean','radius_sd_error',\n",
"'radius_worst','texture_mean','texture_sd_error','texture_worst','perimeter_mean','perimeter_sd_error',\n",
"'perimeter_worst','area_mean','area_sd_error','area_worst'\n",
"\n",
"2.We created a machine learning model so that we can identify using above other parameters and their values if the cancer is malignant or benign. We had total accuracy of 99% and total false positives detected were 8. Hence these models are working good under given dataset.\n",
"\n",
"3.We have also identified top 10 variables which were important for identifying cells are Benign or malugnant. Some of them are - Concavity_worst , concave_points_sd_Error fractal_dimension_mean , concase_points_worst"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"====================================================================================================\n",
"====================================================================================================\n",
"====================================================================================================\n",
"====================================================================================================\n"
]
}
],
"source": [
"print(\"==\"*50)\n",
"print(\"==\"*50)\n",
"print(\"==\"*50)\n",
"print(\"==\"*50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Part 2 Code Review for Student codes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code\n",
"Feel free to comment on style, library usage, or other improvements.\n",
"### Methodology\n",
"#Feel free to comment on the student's data setup, modeling methodology, and model evaluation.\n",
"### Conceptual Understanding\n",
"#Finally, feel free to add any suggestions or takeaways on how the student could continue to improve their understanding of these concepts."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Student code 1"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"1.#!/usr/bin/env python\n",
"\n",
"2.import pandas as pd\n",
"3.import numpy as np\n",
"4.from sklearn import LinearRegression\n",
"5.from sklearn.cross_validation import cross_val_score\n",
"\n",
"6.# Load data\n",
"7.d = pd.read_csv('../data/train.csv')\n",
"\n",
"\n",
"8.# Setup data for prediction\n",
"9.x1 = data.SalaryNormalized\n",
"10.x2 = pd.get_dummies(data.ContractType)\n",
"\n",
"11.# Setup model\n",
"12.model = LinearRegression()\n",
"\n",
"13.# Evaluate model\n",
"14.from sklearn.cross_validation import cross_val_score\n",
"15.from sklearn.cross_validation import train_test_split\n",
"16.scores = cross_val_score(model, x2, x1, cv=1, scoring='mean_absolute_error')\n",
"17.print(scores.mean())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Review below"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Line 4 - Write as from sklearn.linear_model import LinearRegression\n",
"\n",
"Line 5 - write as from sklearn.model_selection import cross_val_score\n",
"\n",
"Line 7 - Define default path first using the OS variables\n",
"\n",
"Line 7 - Give meannigful variable names such as Breast_Cancer_train_Data\n",
"\n",
"Line 8 - This is NLP dataset - needs to clean and vectorise data before passing for model\n",
"\n",
"Line 9 - Salary needs to cleaned for strings, invalid values before passing to final variable\n",
"\n",
"Line 9- notation to give data as dataframe['column_name']\n",
"\n",
"Line 14 -write as from sklearn.model_selection\n",
"\n",
"Line 15 -These libraries can be imported at the start itlse rather than in between code. This keeps consistancy \n",
"and understanding of code\n",
"\n",
"Line 13- training code not available \n",
"\n",
"Line 16 -CV parameters randomised , grid search \n",
"\n",
"Line 16 -scoring parameter name is wrong correct is neg_mean_absolute_error\n",
"\n",
"Line 16 - cross validation requires atleast 2 splits"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Overall feedback -\n",
"\n",
"Student did good efforts into first his first model. For further quick improvements I would suggest:\n",
"\n",
"1.Use IDEs to build code so that all libraries , their dependencies get imported consistantly\n",
"\n",
"2.Understand that data collection itselft takes 80% of code and keep data cleaning and exploration parts in code\n",
"\n",
"3.Use multiple algorithms before finalizing on best one\n",
"\n",
"4.Do feature engineering before training"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Student code 2"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"1.#!/usr/bin/env python\n",
"\n",
"2.import pandas as pd\n",
"3.import numpy as np\n",
"4.from sklearn.linear_model import LinearRegression\n",
"5.from sklearn.cross_validation import cross_val_score\n",
"\n",
"6.# Load data\n",
"7.data = pd.read_csv('../data/train.csv')\n",
"\n",
"\n",
"8.# Setup data for prediction\n",
"9.y = data.SalaryNormalized\n",
"10.X = pd.get_dummies(data.ContractType)\n",
"\n",
"11.# Setup model\n",
"12.model = LinearRegression()\n",
"\n",
"13.# Evaluate model\n",
"14.scores = cross_val_score(model, X, y, cv=5, scoring='mean_absolute_error')\n",
"15.print(scores.mean())\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Review below"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Overall - comments could be more meaningful\n",
"\n",
"Line 14 - X should be a data frame to be used on cross validation\n",
"\n",
"Line 10 - pd.get_dummies as mentioned in student 1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Methodology & conceptual understanding\n",
"\n",
"1.Data should be evaluated for missing values\n",
"\n",
"2.There should be a check for correlated features\n",
"\n",
"3.Explaratory data analysis is not done which is very important.\n",
"\n",
"4.There is no feature engineering/scaling completed for data.\n",
"\n",
"5.The student needs to review concept of cross validation\n",
"\n",
"6.Creating Train, Test, and Eval set is important and needs to be part of code before training"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Thank You ! Hope you have enjoyed reading assignment results."
]
}
],
"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": "3.7.6"
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"nbformat": 4,
"nbformat_minor": 2
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