Skip to content
Permalink
master
Switch branches/tags

Name already in use

A tag already exists with the provided branch name. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Are you sure you want to create this branch?
Go to file
 
 
Cannot retrieve contributors at this time
{
"cells": [
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import classification_report\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.metrics import confusion_matrix\n",
"from scipy import stats\n",
"import pylab as pl\n",
"from IPython.core.display import display, HTML # Displays the HTML"
]
},
{
"cell_type": "code",
"execution_count": 28,
"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>Population</th>\n",
" <th>Area (sq. mi.)</th>\n",
" <th>Pop. Density</th>\n",
" <th>GDP ($ per capita)</th>\n",
" <th>Literacy (%)</th>\n",
" <th>Infant mortality</th>\n",
" <th>Development Index</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>9944201</td>\n",
" <td>1284000</td>\n",
" <td>7.7</td>\n",
" <td>1200</td>\n",
" <td>47.5</td>\n",
" <td>93.82</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5450661</td>\n",
" <td>43094</td>\n",
" <td>126.5</td>\n",
" <td>31100</td>\n",
" <td>100.0</td>\n",
" <td>4.56</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>26783383</td>\n",
" <td>437072</td>\n",
" <td>61.3</td>\n",
" <td>1500</td>\n",
" <td>40.4</td>\n",
" <td>50.25</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>9439</td>\n",
" <td>102</td>\n",
" <td>92.5</td>\n",
" <td>3400</td>\n",
" <td>97.0</td>\n",
" <td>7.35</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>3431932</td>\n",
" <td>176220</td>\n",
" <td>19.5</td>\n",
" <td>12800</td>\n",
" <td>98.0</td>\n",
" <td>11.95</td>\n",
" <td>3</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Population Area (sq. mi.) Pop. Density GDP ($ per capita) \\\n",
"0 9944201 1284000 7.7 1200 \n",
"1 5450661 43094 126.5 31100 \n",
"2 26783383 437072 61.3 1500 \n",
"3 9439 102 92.5 3400 \n",
"4 3431932 176220 19.5 12800 \n",
"\n",
" Literacy (%) Infant mortality Development Index \n",
"0 47.5 93.82 2 \n",
"1 100.0 4.56 4 \n",
"2 40.4 50.25 2 \n",
"3 97.0 7.35 4 \n",
"4 98.0 11.95 3 "
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"Development Index.csv\") # Linking up the Excel Document to code\n",
"df.head() # Testing to make sure that is has linked up properly and all the columns with information are there"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(225, 7)\n"
]
}
],
"source": [
"print(df.shape) "
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1b655c3a730>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 465.625x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.FacetGrid(df,hue='Development Index',height=5)\\ # Creating a FacetGrid with a height of 5\n",
".map(plt.scatter,'Population','Area (sq. mi.)')\\ # making the chart a scatter chart\n",
".add_legend() # ensuring the grid has worked properly"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x1b654574130>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1185.62x1080 with 42 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(df,hue='Development Index') # Creating pairplots of all combinations with Development Index"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"X = df.iloc[:, :-1].values # X = feature variables\n",
"y = df.iloc[:, -1].values # Y = the target"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.3, random_state = 0) \n",
"# Splitting the data collected into train and test\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1 3 1 3 2 2 3 3 3 1 2 2 2 3 1 3 2 1 3 1 3 2 3 0 0 2 3 0 1 2 1 3 1 2 2 1 2\n",
" 2 3 3 0 3 2 3 1 3 1 3 3 3 1 3 2 3 2 0 2 3 2 2 2 3 3 3 2 2 3 2 2 1 1 2 2 1\n",
" 3 3 3 2 2 2 2 1 3 3 2 1 3 1 2 2 1 3 0 2 2 3 2 1 3 2 3 1 0 3 3 3 2 2 2 2 3\n",
" 2 2 2 2 1 2 3 2 2 2 2 1 2 3 1 3 2 1 2 3 3 1 1 2 2 1 2 1 2 1 3 2 2 3 2 3 3\n",
" 2 2 1 2 0 2 2 2 0 1 1 2 2 1 1 3 1 1 0 2 3 3 3 2 1 3 1 3 1 2 1 2 1 0 2 2 2\n",
" 2 2 1 2 2 3 1 1 3 3 2 2 2 3 3 2 3 2 2 3 3 1 1 0 3 1 3 2 1 3 3 3 3 2 2 1 3\n",
" 2 0 1]\n"
]
}
],
"source": [
"# Here it is converting the object data type into int data types using LabelEncoder for Linear Regression \n",
"XL = df.iloc[:, :-1].values # X -> Feature Variables\n",
"yL = df.iloc[:, -1].values # y -> Target\n",
"\n",
"from sklearn.preprocessing import LabelEncoder\n",
"\n",
"le = LabelEncoder()\n",
"Y_train= le.fit_transform(yL)\n",
"\n",
"print(Y_train) # This Y train is categorical into numerical"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"X_trainL, X_testL, y_trainL, y_testL = train_test_split(XL, Y_train, test_size = 0.3, random_state = 0)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LinearRegression \n",
"\n",
"modelLR = LinearRegression()\n",
"modelLR.fit(X_trainL, y_trainL)\n",
"\n",
"Y_pred = modelLR.predict(X_testL)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"y-intercept : 2.327563345709885\n",
"beta coefficients : [-2.98766975e-10 -4.03330714e-09 6.43108266e-06 2.16394402e-05\n",
" 1.17444919e-03 -1.84263581e-02]\n",
"Mean Abs Error MAE : 0.2603902029365314\n",
"Mean Sqrt Error MSE : 0.09653243397853753\n",
"Root Mean Sqrt Error RMSE: 0.3106966912899742\n",
"r2 value : 0.8650238963662662\n"
]
}
],
"source": [
"from sklearn import metrics\n",
"# calculating the residuals\n",
"print('y-intercept :' , modelLR.intercept_)\n",
"print('beta coefficients :' , modelLR.coef_)\n",
"print('Mean Abs Error MAE :' ,metrics.mean_absolute_error(y_testL,Y_pred))\n",
"print('Mean Sqrt Error MSE :' ,metrics.mean_squared_error(y_testL,Y_pred))\n",
"print('Root Mean Sqrt Error RMSE:' ,np.sqrt(metrics.mean_squared_error(y_testL,Y_pred)))\n",
"print('r2 value :' ,metrics.r2_score(y_testL,Y_pred))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 1 0.00 0.00 0.00 4\n",
" 2 0.67 0.20 0.31 10\n",
" 3 0.36 0.16 0.22 31\n",
" 4 0.45 1.00 0.62 23\n",
"\n",
" accuracy 0.44 68\n",
" macro avg 0.37 0.34 0.29 68\n",
"weighted avg 0.41 0.44 0.36 68\n",
"\n",
"[[ 0 0 3 1]\n",
" [ 0 2 6 2]\n",
" [ 0 1 5 25]\n",
" [ 0 0 0 23]]\n",
"accuracy is 0.4411764705882353\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Ryan\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n"
]
}
],
"source": [
"# Summary of the predictions made by the classifier\n",
"print(classification_report(y_test, y_pred))\n",
"print(confusion_matrix(y_test, y_pred))\n",
"# Accuracy score\n",
"print('accuracy is',accuracy_score(y_pred,y_test))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.neighbors import KNeighborsClassifier\n",
"\n",
"Model = KNeighborsClassifier(n_neighbors=8)\n",
"Model.fit(X_train, y_train)\n",
"\n",
"y_pred = Model.predict(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 1 0.00 0.00 0.00 4\n",
" 2 0.21 0.40 0.28 10\n",
" 3 0.47 0.48 0.48 31\n",
" 4 0.44 0.30 0.36 23\n",
"\n",
" accuracy 0.38 68\n",
" macro avg 0.28 0.30 0.28 68\n",
"weighted avg 0.39 0.38 0.38 68\n",
"\n",
"[[ 0 2 2 0]\n",
" [ 1 4 4 1]\n",
" [ 0 8 15 8]\n",
" [ 0 5 11 7]]\n",
"accuracy is 0.38235294117647056\n"
]
}
],
"source": [
"# Summary of the predictions made by the classifier\n",
"print(classification_report(y_test, y_pred))\n",
"print(confusion_matrix(y_test, y_pred))\n",
"# Accuracy score\n",
"\n",
"print('accuracy is',accuracy_score(y_pred,y_test))"
]
},
{
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}