{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# k-NN Project 2: Dating Classification\n",
"\n",
"The data can be downloaded from {Download}`here<./assests/datasets/datingTestSet2.txt>`.\n",
"\n",
"\n",
"## Background\n",
"Helen dated several people and rated them using a three-point scale: 3 is best and 1 is worst. She also collected data from all her dates and recorded them in the file attached. These data contains 3 features:\n",
"\n",
"- Number of frequent flyer miles earned per year\n",
"- Percentage of time spent playing video games\n",
"- Liters of ice cream consumed per week\n",
"\n",
"We would like to predict her ratings of new dates when we are given the three features. \n",
"\n",
"The data contains four columns, while the first column refers to `Mileage`, the second `Gamingtime`, the third `Icecream` and the fourth `Rating`. \n",
"\n",
"## Look at Data\n",
"\n",
"We first load the data and store it into a DataFrame."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
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" 0 1 2 3\n",
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"4 38344 1.669788 0.134296 1"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv('./assests/datasets/datingTestSet2.txt', sep='\\t', header=None)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To make it easier to read, we would like to change the name of the columns."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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Mileage
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Gamingtime
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Icecream
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Rating
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"text/plain": [
" Mileage Gamingtime Icecream Rating\n",
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"2 26052 1.441871 0.805124 1\n",
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"4 38344 1.669788 0.134296 1"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = df.rename(columns={0: \"Mileage\", 1: \"Gamingtime\", 2: 'Icecream', 3: 'Rating'})\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since now we have more than 2 features, it is not suitable to directly draw scatter plots. We use `seaborn.pairplot` to look at the pairplot. From the below plots, before we apply any tricks, it seems that `Milegae` and `Gamingtime` are better than `Icecream` to classify the data points. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.pairplot(data=df, hue='Rating')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Applying kNN\n",
"\n",
"Similar to the previous example, we will apply both methods for comparisons. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from assests.codes.knn import encodeNorm\n",
"X = np.array(df[['Mileage', 'Gamingtime', 'Icecream']])\n",
"y = np.array(df['Rating'])\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=40, stratify=y)\n",
"\n",
"X_train_norm, parameters = encodeNorm(X_train)\n",
"X_test_norm, _ = encodeNorm(X_test, parameters=parameters)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.93\n"
]
}
],
"source": [
"# Using our codes.\n",
"from assests.codes.knn import classify_kNN\n",
"\n",
"n_neighbors = 10\n",
"y_pred = np.array([classify_kNN(row, X_train_norm, y_train, k=n_neighbors)\n",
" for row in X_test_norm])\n",
"\n",
"acc = np.mean(y_pred == y_test)\n",
"print(acc)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.93\n"
]
}
],
"source": [
"# Using sklearn.\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.metrics import accuracy_score\n",
"\n",
"steps = [('scaler', MinMaxScaler()),\n",
" ('knn', KNeighborsClassifier(n_neighbors, weights=\"uniform\",\n",
" metric=\"euclidean\", algorithm='brute'))]\n",
"pipe = Pipeline(steps=steps)\n",
"pipe.fit(X_train, y_train)\n",
"y_pipe = pipe.predict(X_test)\n",
"print(accuracy_score(y_pipe, y_test))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Choosing `k` Value\n",
"Similar to the previous section, we can run tests on `k` value to choose one to be used in our model using `GridSearchCV`."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4\n"
]
}
],
"source": [
"from sklearn.model_selection import GridSearchCV, cross_val_score\n",
"n_list = list(range(1, 101))\n",
"parameters = dict(knn__n_neighbors=n_list)\n",
"clf = GridSearchCV(pipe, parameters)\n",
"clf.fit(X, y)\n",
"print(clf.best_estimator_.get_params()[\"knn__n_neighbors\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From this result, in this case the best `k` is `4`. The corresponding cross-validation score is computed below."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.952\n"
]
}
],
"source": [
"cv_scores = cross_val_score(clf.best_estimator_, X, y, cv=5)\n",
"print(np.mean(cv_scores))"
]
}
],
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