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@molliemarie
Created August 12, 2015 16:25
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Thinkful Data Science"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Two: Analyzing Data\n",
"##Lesson Three: Linear Regression and Correlation"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import statsmodels.api as sm\n",
"\n",
"# Import data\n",
"loansData = pd.read_csv('https://spark-public.s3.amazonaws.com/dataanalysis/loansData.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Clean FICO data"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"81174 735-739\n",
"99592 715-719\n",
"80059 690-694\n",
"15825 695-699\n",
"33182 695-699\n",
"Name: FICO.Range, dtype: object\n"
]
}
],
"source": [
"# FICO DATA\n",
"print(loansData['FICO.Range'][0:5])"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Split into numbers - will return in form [###, ###]\n",
"cleanFICORange = loansData['FICO.Range'].map(lambda x: x.split('-'))"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"81174 [735, 739]\n",
"99592 [715, 719]\n",
"80059 [690, 694]\n",
"15825 [695, 699]\n",
"33182 [695, 699]\n",
"Name: FICO.Range, dtype: object\n"
]
}
],
"source": [
"print(cleanFICORange[0:5])"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# We have a string inside a list. Need to convert each string to integer\n",
"# To do this, we use a list comprehension\n",
"# We could either choose the first element, last element, or an average value\n",
"# The \"[0]\" at the end makes it so that we only choose the first element\n",
"cleanFICOScore = cleanFICORange.map(lambda x: [int(n) for n in x][0])"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"81174 [735, 739]\n",
"99592 [715, 719]\n",
"80059 [690, 694]\n",
"15825 [695, 699]\n",
"33182 [695, 699]\n",
"Name: FICO.Range, dtype: object\n"
]
}
],
"source": [
"print((cleanFICORange.head(5)))"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# According to Thinkful, to understand better, check out: http://carlgroner.me/Python/2011/11/09/An-Introduction-to-List-Comprehensions-in-Python.html\n",
"\n",
"# Assign cleaned score to new column called \"FICO.Score\"\n",
"loansData['FICO.Score'] = cleanFICOScore"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"81174 735\n",
"99592 715\n",
"80059 690\n",
"15825 695\n",
"33182 695\n",
"Name: FICO.Score, dtype: int64"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loansData['FICO.Score'].head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Plot FICO Data"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x1120925f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Histogram\n",
"plt.figure()\n",
"p = loansData['FICO.Score'].hist()\n",
"plt.savefig('FicoScore_hist.png')"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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wcV0Hx3Go102KxQKLi3Vc12HPnhzxuEGlUkYIJcyvri6zsnKB5WWdcrnK8nKd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\nUv61EOI3ANxJB+seDvV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KuSwBErI8otfLePIkIUkidnbKXL+eIEkmk0kJTUt47bU2qlpf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du2n9nLefdxnPO/FQjkeusQ3MuA/cR+6q/7qa3bzSgK28+hCrX/LO3EuW8e5eRCiAzwW6i6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\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lusqwde3S+ZjPNm2l5NdLgxAMxoASplnGMFRyuRl0vR9VHWpo1+azEbxeaWpb7W1HToFA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\n2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2EBPgvAVSKSEJGDWHDQ01jQ0d/GosQnsOvqjfLdbm2GWelRtwvIqurbMKmr15O4l49z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\nkiSZ4aTBliRJkiRJMsP5LwCDlENsFsD6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1120b8780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Scatterplot matrix\n",
"plt.close()\n",
"a = pd.scatter_matrix(loansData, alpha=0.05, figsize=(10,10), diagonal='hist')\n",
"plt.savefig('FicoScore_ScatterMatrix.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Clean Interest Rate Data"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"81174 8.90%\n",
"99592 12.12%\n",
"80059 21.98%\n",
"15825 9.99%\n",
"33182 11.71%\n",
"Name: Interest.Rate, dtype: object\n"
]
}
],
"source": [
"print(loansData['Interest.Rate'].head(5))"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# CLEAN INTEREST RATE DATA\n",
"clean_ir = loansData[\"Interest.Rate\"].map(lambda x: round(float(x.rstrip(\"%\"))/100, 4))\n",
"loansData[\"Interest.Rate\"] = clean_ir"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"81174 0.0890\n",
"99592 0.1212\n",
"80059 0.2198\n",
"15825 0.0999\n",
"33182 0.1171\n",
"Name: Interest.Rate, dtype: float64\n"
]
}
],
"source": [
"print(loansData['Interest.Rate'].head(5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Clean Loan Length Data"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"81174 36 months\n",
"99592 36 months\n",
"80059 60 months\n",
"15825 36 months\n",
"33182 36 months\n",
"Name: Loan.Length, dtype: object\n"
]
}
],
"source": [
"print(loansData['Loan.Length'].head(5))"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# CLEAN LOAN LENGTH DATA\n",
"clean_loanLength = loansData[\"Loan.Length\"].map(lambda x: float(x.rstrip(\"months\")))\n",
"loansData[\"Loan.Length\"] = clean_loanLength"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"81174 36\n",
"99592 36\n",
"80059 60\n",
"15825 36\n",
"33182 36\n",
"Name: Loan.Length, dtype: float64\n"
]
}
],
"source": [
"print(loansData['Loan.Length'].head(5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Linear Regression!!!"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Linear regression model: \n",
"# InterestRate = b + a1(FICOScore) + a2(LoanAmount)\n",
"\n",
"intrate = loansData['Interest.Rate']\n",
"loanamt = loansData['Amount.Requested']\n",
"fico = loansData['FICO.Score']\n",
"\n",
"# Create y and x variables\n",
"# The dependent variable\n",
"y = np.matrix(intrate).transpose()\n",
"# The independent variables shaped as columns\n",
"x1 = np.matrix(fico).transpose()\n",
"x2 = np.matrix(loanamt).transpose()\n",
"# put the two columns together to create an input matrix \n",
"x = np.column_stack([x1,x2])\n",
"\n",
"# Create linear model\n",
"X = sm.add_constant(x)\n",
"model = sm.OLS(y,X)\n",
"f = model.fit()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Results Summary"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"simpletable\">\n",
"<caption>OLS Regression Results</caption>\n",
"<tr>\n",
" <th>Dep. Variable:</th> <td>y</td> <th> R-squared: </th> <td> 0.657</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Model:</th> <td>OLS</td> <th> Adj. R-squared: </th> <td> 0.656</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 2388.</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Date:</th> <td>Wed, 12 Aug 2015</td> <th> Prob (F-statistic):</th> <td> 0.00</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>20:10:41</td> <th> Log-Likelihood: </th> <td> 5727.6</td> \n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 2500</td> <th> AIC: </th> <td>-1.145e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Df Residuals:</th> <td> 2497</td> <th> BIC: </th> <td>-1.143e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Df Model:</th> <td> 2</td> <th> </th> <td> </td> \n",
"</tr>\n",
"<tr>\n",
" <th>Covariance Type:</th> <td>nonrobust</td> <th> </th> <td> </td> \n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <td></td> <th>coef</th> <th>std err</th> <th>t</th> <th>P>|t|</th> <th>[95.0% Conf. Int.]</th> \n",
"</tr>\n",
"<tr>\n",
" <th>const</th> <td> 0.7288</td> <td> 0.010</td> <td> 73.734</td> <td> 0.000</td> <td> 0.709 0.748</td>\n",
"</tr>\n",
"<tr>\n",
" <th>x1</th> <td> -0.0009</td> <td> 1.4e-05</td> <td> -63.022</td> <td> 0.000</td> <td> -0.001 -0.001</td>\n",
"</tr>\n",
"<tr>\n",
" <th>x2</th> <td> 2.107e-06</td> <td> 6.3e-08</td> <td> 33.443</td> <td> 0.000</td> <td> 1.98e-06 2.23e-06</td>\n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <th>Omnibus:</th> <td>69.496</td> <th> Durbin-Watson: </th> <td> 1.979</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Prob(Omnibus):</th> <td> 0.000</td> <th> Jarque-Bera (JB): </th> <td> 77.811</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Skew:</th> <td> 0.379</td> <th> Prob(JB): </th> <td>1.27e-17</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Kurtosis:</th> <td> 3.414</td> <th> Cond. No. </th> <td>2.96e+05</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<class 'statsmodels.iolib.summary.Summary'>\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: y R-squared: 0.657\n",
"Model: OLS Adj. R-squared: 0.656\n",
"Method: Least Squares F-statistic: 2388.\n",
"Date: Wed, 12 Aug 2015 Prob (F-statistic): 0.00\n",
"Time: 20:10:41 Log-Likelihood: 5727.6\n",
"No. Observations: 2500 AIC: -1.145e+04\n",
"Df Residuals: 2497 BIC: -1.143e+04\n",
"Df Model: 2 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [95.0% Conf. Int.]\n",
"------------------------------------------------------------------------------\n",
"const 0.7288 0.010 73.734 0.000 0.709 0.748\n",
"x1 -0.0009 1.4e-05 -63.022 0.000 -0.001 -0.001\n",
"x2 2.107e-06 6.3e-08 33.443 0.000 1.98e-06 2.23e-06\n",
"==============================================================================\n",
"Omnibus: 69.496 Durbin-Watson: 1.979\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 77.811\n",
"Skew: 0.379 Prob(JB): 1.27e-17\n",
"Kurtosis: 3.414 Cond. No. 2.96e+05\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The condition number is large, 2.96e+05. This might indicate that there are\n",
"strong multicollinearity or other numerical problems.\n",
"\"\"\""
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f.summary()"
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},
{
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