{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CS50 HBS Data Science Seminar\n",
"**Harvard University**
\n",
"**Spring 2017**
\n",
"**Christine Zhang**
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import libraries"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import random\n",
"import sklearn as sk\n",
"from sklearn.neighbors import KNeighborsRegressor as KNN\n",
"from sklearn.cross_validation import train_test_split as sk_split\n",
"from sklearn.linear_model import LinearRegression as Lin_Reg\n",
"import time\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Handling Missing Data\n",
"\n",
"We will be handling the problem of datasets with missing values. Clearly, we cannot simply remove entire rows or columns that contain missing values. In this problem, we explore two different ways to fill in missing values."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part (a): Model Based Data Imputation"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def fill_knn(missing_df, full_df, no_y_ind, with_y_ind, k):\n",
" #preparing data in array form\n",
" \n",
" #training data\n",
" x_train = missing_df.loc[with_y_ind, 'x'].values\n",
" x_train = x_train.reshape((len(with_y_ind), 1)) #make x_train array into a 2D array\n",
" y_train = missing_df.loc[with_y_ind, 'y'].values\n",
" \n",
" #testing data\n",
" x_test = missing_df.loc[no_y_ind, 'x']\n",
" x_test = x_test.values.reshape((len(no_y_ind), 1)) #make x_test array into a 2D array\n",
" y_test = full_df.loc[no_y_ind, 'y'].values\n",
" \n",
" #fit knn model\n",
" neighbours = KNN(n_neighbors=k)\n",
" neighbours.fit(x_train, y_train)\n",
" \n",
" #predict y-values\n",
" predicted_y = neighbours.predict(x_test)\n",
" \n",
" #score predictions\n",
" r = neighbours.score(x_test, y_test)\n",
" \n",
" #fill in missing y-values\n",
" predicted_df = missing_df.copy()\n",
" predicted_df.loc[no_y_ind, 'y'] = pd.Series(predicted_y, index=no_y_ind)\n",
" \n",
" return predicted_df, r\n",
"\n",
"def fill_lin_reg(missing_df, full_df, no_y_ind, with_y_ind):\n",
" #preparing data in array form\n",
" \n",
" #training data\n",
" x_train = missing_df.loc[with_y_ind, 'x'].values\n",
" x_train = x_train.reshape((len(with_y_ind), 1)) #make x_train array into a 2D array\n",
" y_train = missing_df.loc[with_y_ind, 'y'].values\n",
" \n",
" #testing data\n",
" x_test = missing_df.loc[no_y_ind, 'x'].values\n",
" x_test = x_test.reshape((len(no_y_ind), 1)) #make x_test array into a 2D array\n",
" y_test = full_df.loc[no_y_ind, 'y'].values\n",
" \n",
" #fit linear model\n",
" regression = Lin_Reg()\n",
" regression.fit(x_train, y_train)\n",
" \n",
" #predict y-values\n",
" predicted_y = regression.predict(x_test)\n",
" \n",
" #score predictions\n",
" r = regression.score(x_test, y_test)\n",
" \n",
" #fill in missing y-values\n",
" predicted_df = missing_df.copy()\n",
" predicted_df.loc[no_y_ind, 'y'] = pd.Series(predicted_y, index=no_y_ind)\n",
" \n",
" return predicted_df, r"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"KNN can be used to predict values by averaging the y values of the k nearest x neighbors. First you find the k data points closest to you and then you average their y values to get an estimation of the missing y values. This works on more uniform sets or sets with repeating patterns because it captures trends in data. \n",
"\n",
"Linear regression can be used to predict values by fitting the datapoints to a slope plus a y intercept. This works better on datasets with linear trends and is significantly less successful/accurate on quadratics, cubics, etc. We can plug in the missing indexes into the linear regression equation and use the outputed y value as our prediction. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part (b): Which Model is Better?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Solution:**"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def plot_missing(ax1, ax2, predicted_knn, r_knn, predicted_lin, r_lin, k, no_y_ind, with_y_ind):\n",
" # KNN plot given values\n",
" ax1.scatter(predicted_knn.loc[with_y_ind]['x'].values, \n",
" predicted_knn.loc[with_y_ind]['y'].values, \n",
" color='blue')\n",
" \n",
" # KNN plot predicted values\n",
" ax1.scatter(predicted_knn.loc[no_y_ind]['x'].values, \n",
" predicted_knn.loc[no_y_ind]['y'].values, \n",
" color='red')\n",
" \n",
" # Calculate R squared of KNN predictions\n",
" ax1.set_title('KNN, R^2:' + str(r_knn))\n",
"\n",
" # Linear Regression plot given values\n",
" ax2.scatter(predicted_lin.loc[with_y_ind]['x'].values, \n",
" predicted_lin.loc[with_y_ind]['y'].values,\n",
" color='blue')\n",
"\n",
" # Linear Regression plot predicted values\n",
" ax2.scatter(predicted_lin.loc[no_y_ind]['x'].values, \n",
" predicted_lin.loc[no_y_ind]['y'].values, \n",
" color='green')\n",
"\n",
" # Plot linear regression r squared value\n",
" ax2.set_title('Lin Reg, R^2:' + str(r_lin))\n",
" \n",
" return ax1, ax2\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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TC180awG/eqjFr+1K6VS7Xct5zRWSll+5o1Hr52zRopkve7XrPVseslkQ/+AH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WCjNBGNx2wAf0wTCvphGp2Xea1AVXsBrADw9RzLcIuIbIcJNW+CdfmXte7tqnqDqu5K2uaLqnqT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\nimWGJPBkJfZ6aKenNIBV6CldTOR7JK3TXpW11bfI+M01K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arPFys3z+9PQe/p/xGwjGIoQDk66D7CWyv/GN7KB0JALf+hZcfHF2c53n/a5dsHq1+znn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\n+IGQ8cOJI+N3u1P6cOfca5IPppIOb3SwmY3K98p/L/aSZcN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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#number of neighbours\n",
"k = 10\n",
"\n",
"#plot predicted points\n",
"fig, ((ax1, ax2), (ax3, ax4), (ax5, ax6), (ax7, ax8), (ax9, ax10), (ax11, ax12)) = plt.subplots(6, 2, figsize=(25, 20))\n",
"\n",
"def graph (full_df, missing_df, ax1, ax2):\n",
"\n",
" # Separate dataset into two: missing indexes and not missing indexes\n",
" no_y_ind = missing_df[missing_df['y'].isnull()].index\n",
" with_y_ind = missing_df[missing_df['y'].notnull()].index\n",
"\n",
" # Find predicted KNN values\n",
" predicted_knn, r_knn = fill_knn(missing_df, \n",
" full_df, \n",
" no_y_ind, \n",
" with_y_ind, \n",
" k)\n",
"\n",
" # Find predicted linear regression values\n",
" predicted_lin, r_lin = fill_lin_reg(missing_df, \n",
" full_df, \n",
" no_y_ind, \n",
" with_y_ind)\n",
"\n",
" # Plot both on separate graphs\n",
" ax1, ax2 = plot_missing(ax1, \n",
" ax2, \n",
" predicted_knn, r_knn,\n",
" predicted_lin, r_lin,\n",
" k,\n",
" no_y_ind, \n",
" with_y_ind)\n",
" \n",
"missing_df_1 = pd.read_csv('dataset_1_missing.txt')\n",
"full_df_1 = pd.read_csv('dataset_1_full.txt')\n",
"missing_df_2 = pd.read_csv('dataset_2_missing.txt')\n",
"full_df_2 = pd.read_csv('dataset_2_full.txt')\n",
"missing_df_3 = pd.read_csv('dataset_3_missing.txt')\n",
"full_df_3 = pd.read_csv('dataset_3_full.txt')\n",
"missing_df_4 = pd.read_csv('dataset_4_missing.txt')\n",
"full_df_4 = pd.read_csv('dataset_4_full.txt')\n",
"missing_df_5 = pd.read_csv('dataset_5_missing.txt')\n",
"full_df_5 = pd.read_csv('dataset_5_full.txt')\n",
"missing_df_6 = pd.read_csv('dataset_6_missing.txt')\n",
"full_df_6 = pd.read_csv('dataset_6_full.txt')\n",
"\n",
"graph (full_df_1, missing_df_1, ax1, ax2)\n",
"graph (full_df_2, missing_df_2, ax3, ax4)\n",
"graph (full_df_3, missing_df_3, ax5, ax6)\n",
"graph (full_df_4, missing_df_4, ax7, ax8)\n",
"graph (full_df_5, missing_df_5, ax9, ax10)\n",
"graph (full_df_6, missing_df_6, ax11, ax12)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at the plots, linear regression fitting worked better on datasets 1 and 6 while KNN worked better on datasets 2, 3, 4, and 5. Overall, the more linear the dataset is, the more accurate a linear regression model will work. This is because KNN uses nearest neighbors, so for example in dataset 1, there was high variability caused by using the local values of nearest neighbors. Even though the dataset was roughly linear, it produced a jagged pattern that lowered the r squared value. This reasoning also explains why linear regression had a higher r squared value for dataset 6. However, KNN was very successful for dataset 2 because the data was clumped together in a tight pattern. Linear regression was less successful because the data was split into two clusters so averaging it out to form a line of best fit did not work as accurately. This logic applies to graphs 3, 4, and 5 as linear regression oversimplied the patterns of the data. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [Root]",
"language": "python",
"name": "Python [Root]"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}