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From: Prasad Chavan <97186762+prasad-chavan1@users.noreply.github.com> Date: Sun, 8 Oct 2023 11:20:23 +0530 Subject: [PATCH 2/2] Heart attack analysis code Added file for heart attack analysis algo and some markdown code --- .../G133_Heart_Attack_Analysis.ipynb | 1030 +++++++++++++++++ 1 file changed, 1030 insertions(+) create mode 100644 Add Python Code/G133_Heart_Attack_Analysis.ipynb diff --git a/Add Python Code/G133_Heart_Attack_Analysis.ipynb b/Add Python Code/G133_Heart_Attack_Analysis.ipynb new file mode 100644 index 0000000..5f53deb --- /dev/null +++ b/Add Python Code/G133_Heart_Attack_Analysis.ipynb @@ -0,0 +1,1030 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Heart Attack Analysis\n", + "**Introduction**\n", + "\n", + " A heart attack occurs when an artery supplying your heart with blood and oxygen becomes blocked. A blood clot can form and block your arteries, causing a heart attack. This Heart Attack Analysis helps to understand the chance of attack occurrence in persons based on varied health conditions.\n", + "\n", + "**Dataset**\n", + "\n", + "The dataset is Heart_Attack_Analysis_Data.csv. It has been uploaded to canvas. \n", + "This dataset contains data about some hundreds of patients mentioning Age, Sex, Exercise Include Angia(1=YES, 0=NO), Chest Pain Type(Value 1: typical angina, Value2: atypical angina, Value 3: non-anginal pain, Value 4: asymptomatic), ECG Results, Blood Pressure, Cholesterol, Blood Sugar, Family History (Number of persons affected in the family), Maximum Heart Rate, Target -0=LESS CHANCE , 1= MORE CHANCE\n", + "\n", + "**Copyright @Prasad-chavan1**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Dataset\n", + "Please change file location if required." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#load dataframe from csv\n", + "datafile = \"CSV FILE LINK\"\n", + "\n", + "#load data from csv (github)\n", + "data_github = \"https://raw.githubusercontent.com/prasad-chavan1/Hacktoberfest-Machine-Learning-diseases/main/Add%20Python%20Code/Heart_Attack_Analysis_Data.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### model build and evaluate implemenation " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.colors import ListedColormap\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", + "from sklearn.datasets import make_moons, make_circles, make_classification\n", + "from sklearn.neural_network import MLPClassifier\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.svm import SVC\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.gaussian_process import GaussianProcessClassifier\n", + "from sklearn.gaussian_process.kernels import RBF\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n", + "from sklearn.naive_bayes import GaussianNB\n", + "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import accuracy_score, log_loss, precision_recall_fscore_support\n", + "from sklearn.decomposition import PCA as sklearnPCA\n", + "from sklearn.linear_model import SGDClassifier\n", + "from matplotlib.colors import ListedColormap\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.metrics import roc_curve, auc\n", + "from sklearn.model_selection import StratifiedKFold\n", + "from sklearn.metrics import mean_absolute_error\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import scipy.stats as stats\n", + "import numpy as np\n", + "from matplotlib.pyplot import figure\n", + "\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "class HeartAttackAnalysis:\n", + "\n", + " # -------------------------------\n", + " # init all classifier and data\n", + " # -------------------------------\n", + " def __init__(self, filename) -> None:\n", + " self.names = [\"Nearest Neighbors\", \"Linear SVM\", \"RBF SVM\", \"Gaussian Process\",\n", + " \"Decision Tree\", \"Random Forest\", \"Neural Net\", \"AdaBoost\",\n", + " \"Naive Bayes\", \"QDA\", \"SGDClassifier\" , \"LogisticRegression\"]\n", + "\n", + " # List of classifiers used building model.\n", + " self.classifiers = [\n", + " KNeighborsClassifier(5),\n", + " SVC(kernel=\"linear\", C=0.025),\n", + " SVC(gamma=2, C=1),\n", + " GaussianProcessClassifier(1.0 * RBF(1.0)),\n", + " DecisionTreeClassifier(max_depth=20),\n", + " RandomForestClassifier(max_depth=5, n_estimators=10),\n", + " MLPClassifier(alpha=1, max_iter=1000),\n", + " AdaBoostClassifier(),\n", + " GaussianNB(),\n", + " QuadraticDiscriminantAnalysis(),\n", + " SGDClassifier(),\n", + " LogisticRegression()]\n", + "\n", + " # List of classifiers used building model.\n", + " self.classifiers_kfold = [\n", + " KNeighborsClassifier(5),\n", + " SVC(kernel=\"linear\", C=0.025),\n", + " SVC(gamma=2, C=1),\n", + " GaussianProcessClassifier(1.0 * RBF(1.0)),\n", + " DecisionTreeClassifier(max_depth=20),\n", + " RandomForestClassifier(max_depth=5, n_estimators=10),\n", + " MLPClassifier(alpha=1, max_iter=1000),\n", + " AdaBoostClassifier(),\n", + " GaussianNB(),\n", + " QuadraticDiscriminantAnalysis(),\n", + " SGDClassifier(),\n", + " LogisticRegression()]\n", + "\n", + " self.df = pd.read_csv(filename, dtype=np.float64)\n", + " \n", + " # Keep orignal data for backup\n", + " self.df_org = self.df.copy()\n", + " \n", + " # Tranform categorical data\n", + " self.df[\"CP_Type\"] = pd.Categorical(self.df[\"CP_Type\"],categories=[0,1,2,3])\n", + " self.df[\"Sex\"] = pd.Categorical(self.df[\"Sex\"],categories=[0,1])\n", + " self.df[\"BloodSugar\"] = pd.Categorical(self.df[\"BloodSugar\"],categories=[0,1])\n", + " self.df[\"ECG\"] = pd.Categorical(self.df[\"ECG\"],categories=[0,1,2])\n", + " self.df[\"ExerciseAngia\"] = pd.Categorical(self.df[\"ExerciseAngia\"],categories=[0,1])\n", + " self.df[\"Target\"] = pd.Categorical(self.df[\"Target\"],categories=[0,1])\n", + " \n", + " pass\n", + "\n", + " # -------------------------------\n", + " # Outlier replacement\n", + " # -------------------------------\n", + " def ReplaceOutlierWithMean(self, df, col):\n", + " \n", + " mean = df[col].mean()\n", + " zscore = np.abs(stats.zscore(self.df_norm[col]))\n", + " df[col] = np.where((zscore<3),df[col], mean)\n", + " \n", + " return df\n", + " \n", + " # -------------------------------\n", + " # Preprocess all dataset\n", + " # -------------------------------\n", + " def PreProcess(self):\n", + " \n", + " self.df_norm = self.df.copy()\n", + " \n", + " # columns required Normalization\n", + " col_names = ['Age', 'BloodPressure', 'Cholestrol', 'MaxHeartRate', \"FamilyHistory\"]\n", + " \n", + " # Remove Outlier\n", + " for c in col_names:\n", + " self.df_norm = self.ReplaceOutlierWithMean(self.df_norm, c)\n", + " \n", + " # Normalization using zscore.\n", + " features = self.df_norm[col_names]\n", + " scaler = StandardScaler().fit(features.values)\n", + " features = scaler.transform(features.values)\n", + " self.df_norm[col_names] = features\n", + " \n", + " # PCA\n", + " pca = PCA(n_components=2)\n", + " \n", + " self.X_train, self.X_test, self.y_train, self.y_test = self.SampleData()\n", + " \n", + " self.X_train_pca = pca.fit_transform(self.X_train)\n", + " self.X_test_pca = pca.transform(self.X_test)\n", + " \n", + " \n", + " # -------------------------------\n", + " # Random test train data split\n", + " # -------------------------------\n", + " def SampleData(self):\n", + " x = self.df_norm.drop(['Target'], axis=1)\n", + " y = self.df_norm['Target']\n", + " X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.20, random_state=130788)\n", + " return X_train, X_test, y_train, y_test\n", + " \n", + " \n", + " # -----------------------------------------------------\n", + " # Build and evaluate model using random test train slit.\n", + " # ----------------------------------------------------\n", + " def Run(self):\n", + "\n", + " log_cols=[\"Classifier\", \"Accuracy\", \"Prediction\", \"Recall\", \"F-Score\"]\n", + " self.log = pd.DataFrame(columns=log_cols)\n", + " \n", + " fig= plt.figure(figsize=(20,20))\n", + " \n", + " index = 0\n", + " for clf in self.classifiers:\n", + " \n", + " # Train\n", + " model = clf.fit(self.X_train_pca, self.y_train)\n", + " name = self.names[index]\n", + "\n", + " y_score_1 =None\n", + " b = False\n", + " if hasattr(model, 'decision_function') : \n", + " y_score_1 = model.decision_function(self.X_train_pca)\n", + " b = True\n", + " \n", + " # Test\n", + " train_predictions = clf.predict(self.X_test_pca)\n", + "\n", + " # evaluate score\n", + " acc = accuracy_score(self.y_test, train_predictions)\n", + " prf = precision_recall_fscore_support(self.y_test, train_predictions, average=\"binary\")\n", + "\n", + " log_entry = pd.DataFrame([[name, acc*100, prf[0]*100, prf[1]*100,prf[2]*100]], columns=log_cols)\n", + " self.log = self.log.append(log_entry)\n", + " \n", + " # Pot decision region\n", + " self.plot_decision_region(clf, index, name)\n", + " \n", + " index += 1\n", + " \n", + " plt.show()\n", + " pass\n", + "\n", + " # -------------------------------\n", + " # Build and evaluate model and cross validate using kFold\n", + " # -------------------------------\n", + " def BuildEvaluateUsingKFold(self):\n", + " \n", + " X = self.df_norm.drop(['Target'], axis=1)\n", + " y = self.df_norm['Target']\n", + " \n", + " pca = PCA(n_components=2)\n", + " \n", + " X_pca = pca.fit_transform(X)\n", + " \n", + " fig= plt.figure(figsize=(20,20))\n", + " \n", + " index = 0\n", + " splits = 5 \n", + " kf = StratifiedKFold(n_splits=splits, random_state=1, shuffle=False) \n", + " for clf in self.classifiers_kfold:\n", + " \n", + " mae_train = []\n", + " mae_test = []\n", + " for train_index, test_index in kf.split(X_pca, y):\n", + " X_train, X_test = X_pca[train_index], X_pca[test_index]\n", + " y_train, y_test = y[train_index], y[test_index] \n", + " \n", + " clf.fit(X_train, y_train)\n", + " \n", + " y_train_pred = clf.predict(X_train)\n", + " y_test_pred = clf.predict(X_test)\n", + " mae_train.append(mean_absolute_error(y_train, y_train_pred))\n", + " mae_test.append(mean_absolute_error(y_test, y_test_pred))\n", + " \n", + " self.plot_graph_kfold(mae_train, mae_test, index, self.names[index], splits)\n", + " index += 1\n", + " \n", + " plt.show()\n", + "\n", + " # -------------------------------\n", + " # Plot graph for kfold\n", + " # -------------------------------\n", + " def plot_graph_kfold(self, mae_train, mae_test, index, name, splits):\n", + " folds = range(1, splits + 1)\n", + " \n", + " g = plt.subplot2grid((4,4), (int(index/4),int(index%4)))\n", + " \n", + " g.plot(folds, mae_train, 'o-', color='green', label='train')\n", + " g.plot(folds, mae_test, 'o-', color='red', label='test')\n", + " g.legend()\n", + " #g.grid()\n", + " g.set_xlabel('Number of fold')\n", + " g.set_ylabel('Mean Absolute Error')\n", + " g.set_title(name)\n", + "\n", + " \n", + " # -------------------------------\n", + " # Plot graph decision region\n", + " # -------------------------------\n", + " def plot_decision_region(self, clf, index, name):\n", + " self.plot_decision_regions(self.X_train_pca, self.y_train, clf, index = index, name=name)\n", + " \n", + " # -------------------------------\n", + " # Plot graph decision region\n", + " # -------------------------------\n", + " def plot_decision_regions(self, X, y, classifier, resolution=0.20, index = 1, name=\"\"):\n", + " # setup marker generator and color map\n", + " markers = ('s', 'x', 'o', '^', 'v')\n", + " colors = ('red', 'blue', 'lightgreen', 'gray', 'cyan')\n", + " cmap = ListedColormap(colors[:len(np.unique(y))])\n", + "\n", + " # plot the decision surface\n", + " x1_min, x1_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", + " x2_min, x2_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", + " xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),\n", + " np.arange(x2_min, x2_max, resolution))\n", + " Z = classifier.predict(np.array([xx1.ravel(), xx2.ravel()]).T)\n", + " Z = Z.reshape(xx1.shape)\n", + " \n", + " g = plt.subplot2grid((4,4), (int(index/4),int(index%4)))\n", + " g.contourf(xx1, xx2, Z, alpha=0.4, cmap=cmap)\n", + " g.set_xlim(xx1.min(), xx1.max())\n", + " g.set_ylim(xx2.min(), xx2.max())\n", + "\n", + " for idx, cl in enumerate(np.unique(y)):\n", + " g.scatter(x=X[y == cl, 0], \n", + " y=X[y == cl, 1],\n", + " alpha=0.6, \n", + " c=[cmap(idx)],\n", + " edgecolor='black',\n", + " marker=markers[idx], \n", + " label=cl)# plot decision regions for training set\n", + " \n", + " g.set_title(name)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "ha = None\n", + "try:\n", + " ha = HeartAttackAnalysis(datafile)\n", + "except:\n", + " ha = HeartAttackAnalysis(data_github)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data set statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AgeBloodPressureCholestrolMaxHeartRateFamilyHistory
count303.000000303.000000303.000000303.000000303.000000
mean54.366337131.623762246.264026149.6468651.204620
std9.08210117.53814351.83075122.9051611.096825
min29.00000094.000000126.00000071.0000000.000000
25%47.500000120.000000211.000000133.5000000.000000
50%55.000000130.000000240.000000153.0000001.000000
75%61.000000140.000000274.500000166.0000002.000000
max77.000000200.000000564.000000202.0000005.000000
\n", + "
" + ], + "text/plain": [ + " Age BloodPressure Cholestrol MaxHeartRate FamilyHistory\n", + "count 303.000000 303.000000 303.000000 303.000000 303.000000\n", + "mean 54.366337 131.623762 246.264026 149.646865 1.204620\n", + "std 9.082101 17.538143 51.830751 22.905161 1.096825\n", + "min 29.000000 94.000000 126.000000 71.000000 0.000000\n", + "25% 47.500000 120.000000 211.000000 133.500000 0.000000\n", + "50% 55.000000 130.000000 240.000000 153.000000 1.000000\n", + "75% 61.000000 140.000000 274.500000 166.000000 2.000000\n", + "max 77.000000 200.000000 564.000000 202.000000 5.000000" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ha.df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 303 entries, 0 to 302\n", + "Data columns (total 11 columns):\n", + "Age 303 non-null float64\n", + "Sex 303 non-null category\n", + "CP_Type 303 non-null category\n", + "BloodPressure 303 non-null float64\n", + "Cholestrol 303 non-null float64\n", + "BloodSugar 303 non-null category\n", + "ECG 303 non-null category\n", + "MaxHeartRate 303 non-null float64\n", + "ExerciseAngia 303 non-null category\n", + "FamilyHistory 303 non-null float64\n", + "Target 303 non-null category\n", + "dtypes: category(6), float64(5)\n", + "memory usage: 14.4 KB\n" + ] + } + ], + "source": [ + "ha.df.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Missing value check\n", + "- No missing/invalid values in data set." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Age 0\n", + "Sex 0\n", + "CP_Type 0\n", + "BloodPressure 0\n", + "Cholestrol 0\n", + "BloodSugar 0\n", + "ECG 0\n", + "MaxHeartRate 0\n", + "ExerciseAngia 0\n", + "FamilyHistory 0\n", + "Target 0\n", + "dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ha.df.isna().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Feature correlation analysis\n", + "Identify relevant, irrelevant attributes for building model. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(figsize=(10, 6))\n", + "\n", + "dftmp = ha.df_org.copy()\n", + "cols = ha.df_org.columns\n", + "scaler = StandardScaler()\n", + "scaler.fit(dftmp)\n", + "dftmp[cols] = scaler.transform(dftmp)\n", + "\n", + "corr = dftmp.corr(method='pearson')\n", + "hm = sns.heatmap(round(corr,2), annot=True, ax=ax, cmap=\"coolwarm\",fmt='.2f',\n", + " linewidths=.05)\n", + "f.subplots_adjust(top=0.93)\n", + "t= f.suptitle('Heart attack Correlation Heatmap', fontsize=14)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Data distribuion and outliers observation using boxplot**" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ha.df.boxplot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Preprocess data\n", + "* Replace outlier with mean\n", + "* Normalize data using zscore\n", + "* Reduce dimentions using PCA (no. of components 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "ha.PreProcess()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Visualize data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(ha.X_train_pca[:, 0], ha.X_train_pca[:, 1], c=ha.y_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Build and test model \n", + "We will build and evaluate models using following classifiers \n", + "\n", + "**Model selction method:** test train random split \n", + "\n", + "**Model accurracy metrices:** Accuracy, Prediction,\tRecall,\tF-Score\n", + "\n", + "* Nearest Neighbors\n", + "* Linear SVM\n", + "* RBF SVM\n", + "* Gaussian Process\n", + "* Decision Tree\n", + "* Random Forest\n", + "* Neural Net\n", + "* AdaBoost\n", + "* Naive Bayes\n", + "* QDA\n", + "* LogisticRegression\n", + "\n", + "Graph will show decision boundires for all classifier for trained data" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ha.Run()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model Evaluation metrics using test data" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ClassifierAccuracyPredictionRecallF-Score
0Nearest Neighbors75.40983671.42857183.33333376.923077
0Linear SVM78.68852577.41935580.00000078.688525
0RBF SVM77.04918072.22222286.66666778.787879
0Gaussian Process80.32786978.12500083.33333380.645161
0Decision Tree62.29508260.60606166.66666763.492063
0Random Forest77.04918072.22222286.66666778.787879
0Neural Net78.68852577.41935580.00000078.688525
0AdaBoost68.85245964.86486580.00000071.641791
0Naive Bayes78.68852575.75757683.33333379.365079
0QDA78.68852577.41935580.00000078.688525
0SGDClassifier73.77049269.44444483.33333375.757576
0LogisticRegression78.68852577.41935580.00000078.688525
\n", + "
" + ], + "text/plain": [ + " Classifier Accuracy Prediction Recall F-Score\n", + "0 Nearest Neighbors 75.409836 71.428571 83.333333 76.923077\n", + "0 Linear SVM 78.688525 77.419355 80.000000 78.688525\n", + "0 RBF SVM 77.049180 72.222222 86.666667 78.787879\n", + "0 Gaussian Process 80.327869 78.125000 83.333333 80.645161\n", + "0 Decision Tree 62.295082 60.606061 66.666667 63.492063\n", + "0 Random Forest 77.049180 72.222222 86.666667 78.787879\n", + "0 Neural Net 78.688525 77.419355 80.000000 78.688525\n", + "0 AdaBoost 68.852459 64.864865 80.000000 71.641791\n", + "0 Naive Bayes 78.688525 75.757576 83.333333 79.365079\n", + "0 QDA 78.688525 77.419355 80.000000 78.688525\n", + "0 SGDClassifier 73.770492 69.444444 83.333333 75.757576\n", + "0 LogisticRegression 78.688525 77.419355 80.000000 78.688525" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ha.log" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ig= plt.figure(figsize=(8,7))\n", + "tmpdf = ha.log.melt('Classifier', var_name='cols', value_name='vals')\n", + "g = sns.barplot(y=\"Classifier\", x=\"vals\", hue='cols', data=tmpdf, orient = 'h')\n", + "g.set(xlabel='Score')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model cross verification using StratifiedKFold\n", + "We have used cross verfication using StratifiedKFold method for model selection.\n", + "A model thats fits the training set well but testing set poorly is said to be overfit to the training set and a model that fits both sets poorly is said to be underfit.\n", + "\n", + "The strategy involves the following steps:\n", + "\n", + "- split the dataset into training and test sets\n", + "- train the model with the training set\n", + "- test the model on the training and test sets\n", + "- calculate the **Mean Absolute Error (MAE)** for training and test sets\n", + "- plot and interpret results\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ha.BuildEvaluateUsingKFold()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Mean Absolute Error (MAE) analysis\n", + "\n", + "We have observed MAE point (>30) for **Nearest Neighbors, RBF SVM, Decision Tree, Random Forest, Neural Net, AdaBoost, SGDClassifier**. So the model **underfits** the some portion of the test data. \n", + "\n", + "We have observed MAE point (<20) for test and training set for **Linear SVM, RBF SVM, Decision Tree, Random Forest, AdaBoost, Naive Bayes, QDA.** SO the model is **overfits** the some portion of data. \n", + " \n", + "We have observed all MAE point are between .30 and .20 for **Leaner SVM, Gaussian Process, QDA and Logistic regression.**\n", + "So model is **best fit** for all portion of test and train data.\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conclusion\n", + "**Leaner SVM, Gaussian Process, QDA and Logistic regression.** model best fit and provides simillar accuracy, recall and f-score.\n", + "Gaussian Process provide best accuracy but mean MAE is hight than Logistic regression.\n", + "\n", + "We recommend **Logistic regression** because it mean MAE is lowest in best fit model \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}