#!/usr/bin/env python
# coding: utf-8

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get_ipython().run_line_magic('pylab', 'inline')
import linreg
import pandas as pd


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linreg.lab_experiments()


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linreg.linreg_example()


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linreg.make_data_points()


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linreg.lab_experiments()


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linreg.lab_experiments(1000,2003)


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x,y = linreg.make_data_points()
linreg.make_single_plot(x,y,'Force','Acceleration','Lab Experiment')


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linreg.lab_experiment()


# ---
# data exploration
# ---

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import pandas as pd
#loansDataRaw = pd.read_csv('https://spark-public.s3.amazonaws.com/dataanalysis/loansData.csv')
loansmin = pd.read_csv('../datasets/loanf.csv')


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loansmin.head()


# ---
# data analysis  
# ---

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a = pd.scatter_matrix(loansmin,alpha=0.6,figsize=(9,9), diagonal='kde')


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a = pd.scatter_matrix(loansmin,alpha=0.05,figsize=(9,9), diagonal='kde')


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