{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "%pylab inline\n",
    "pylab.rcParams['figure.figsize'] = (12, 7)\n",
    "\n",
    "import pop_rel_5_base\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best model: Pipeline(memory=None,\n",
      "     steps=[('polynomialfeatures', PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)), ('linearregression', LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=True))])\n",
      "Training error:\n",
      "RMSE: 93.55149784836121\n",
      "Rsq: 0.5382782732540343\n",
      "Test error:\n",
      "RMSE: 46.125252148291736\n",
      "Rsq: 0.5344478444386802\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = pop_rel_5_base.basemodel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best model: Pipeline(memory=None,\n",
      "     steps=[('polynomialfeatures', PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)), ('linearregression', LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=True))])\n",
      "Training error:\n",
      "RMSE: 101.45161930408847\n",
      "Rsq: 0.38044818794933577\n",
      "Test error:\n",
      "RMSE: 51.75587810304219\n",
      "Rsq: 0.4293502114515424\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Pipeline(memory=None,\n",
       "     steps=[('polynomialfeatures', PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)), ('linearregression', LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=True))])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pop_rel_5_base.firstNonZeroPop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best model: Pipeline(memory=None,\n",
      "     steps=[('polynomialfeatures', PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)), ('linearregression', LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False))])\n",
      "Training error:\n",
      "RMSE: 82.73206633295496\n",
      "Rsq: 0.5879903312990828\n",
      "Test error:\n",
      "RMSE: 42.163949016123404\n",
      "Rsq: 0.6212672537146233\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Pipeline(memory=None,\n",
       "     steps=[('polynomialfeatures', PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)), ('linearregression', LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False))])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pop_rel_5_base.nthNonZeroPop(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best model: Pipeline(memory=None,\n",
      "     steps=[('polynomialfeatures', PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)), ('linearregression', LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=True))])\n",
      "Training error:\n",
      "RMSE: 79.90308271485766\n",
      "Rsq: 0.6156855315355054\n",
      "Test error:\n",
      "RMSE: 41.278649987794466\n",
      "Rsq: 0.637004477053178\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Pipeline(memory=None,\n",
       "     steps=[('polynomialfeatures', PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)), ('linearregression', LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=True))])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pop_rel_5_base.nthNonZeroPop(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:whitelist]",
   "language": "python",
   "name": "conda-env-whitelist-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
