Projects/ExploringRegressionDataset.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building a regression model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Installing library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting yellowbrick\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/d1/cf/6d6ab47c0759d246262f9bdb53e89be3814bf1774bc51fffff995f5859f9/yellowbrick-1.0.1-py3-none-any.whl (378kB)\n",
      "\u001b[K     |████████████████████████████████| 389kB 1.6MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: cycler>=0.10.0 in /home/ramjan/anaconda3/lib/python3.7/site-packages (from yellowbrick) (0.10.0)\n",
      "Requirement already satisfied: numpy>=1.13.0 in /home/ramjan/anaconda3/lib/python3.7/site-packages (from yellowbrick) (1.16.3)\n",
      "Requirement already satisfied: scikit-learn>=0.20 in /home/ramjan/anaconda3/lib/python3.7/site-packages (from yellowbrick) (0.20.3)\n",
      "Requirement already satisfied: scipy>=1.0.0 in /home/ramjan/anaconda3/lib/python3.7/site-packages (from yellowbrick) (1.2.1)\n",
      "Requirement already satisfied: matplotlib!=3.0.0,>=2.0.2 in /home/ramjan/anaconda3/lib/python3.7/site-packages (from yellowbrick) (3.0.3)\n",
      "Requirement already satisfied: six in /home/ramjan/anaconda3/lib/python3.7/site-packages (from cycler>=0.10.0->yellowbrick) (1.12.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /home/ramjan/anaconda3/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (1.1.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /home/ramjan/anaconda3/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (2.4.0)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /home/ramjan/anaconda3/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (2.8.0)\n",
      "Requirement already satisfied: setuptools in /home/ramjan/anaconda3/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib!=3.0.0,>=2.0.2->yellowbrick) (41.0.1)\n",
      "Installing collected packages: yellowbrick\n",
      "Successfully installed yellowbrick-1.0.1\n"
     ]
    }
   ],
   "source": [
    "!pip install yellowbrick"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## kc_house_data\n",
    "\n",
    "Source: https://www.kaggle.com/junkal/selecting-the-best-regression-model/data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read and upload dataset from your local machine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>sqft_lot</th>\n",
       "      <th>floors</th>\n",
       "      <th>waterfront</th>\n",
       "      <th>view</th>\n",
       "      <th>...</th>\n",
       "      <th>grade</th>\n",
       "      <th>sqft_above</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
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       "      <td>...</td>\n",
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       "      <td>1951</td>\n",
       "      <td>1991</td>\n",
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       "      <td>-122.319</td>\n",
       "      <td>1690</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>98028</td>\n",
       "      <td>47.7379</td>\n",
       "      <td>-122.233</td>\n",
       "      <td>2720</td>\n",
       "      <td>8062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2487200875</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>604000</td>\n",
       "      <td>4</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1960</td>\n",
       "      <td>5000</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>1050</td>\n",
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       "      <td>1965</td>\n",
       "      <td>0</td>\n",
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       "      <td>47.5208</td>\n",
       "      <td>-122.393</td>\n",
       "      <td>1360</td>\n",
       "      <td>5000</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>20150218T000000</td>\n",
       "      <td>510000</td>\n",
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       "      <td>2.00</td>\n",
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       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>0</td>\n",
       "      <td>98074</td>\n",
       "      <td>47.6168</td>\n",
       "      <td>-122.045</td>\n",
       "      <td>1800</td>\n",
       "      <td>7503</td>\n",
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       "           id             date   price  bedrooms  bathrooms  sqft_living  \\\n",
       "0  7129300520  20141013T000000  221900         3       1.00         1180   \n",
       "1  6414100192  20141209T000000  538000         3       2.25         2570   \n",
       "2  5631500400  20150225T000000  180000         2       1.00          770   \n",
       "3  2487200875  20141209T000000  604000         4       3.00         1960   \n",
       "4  1954400510  20150218T000000  510000         3       2.00         1680   \n",
       "\n",
       "   sqft_lot  floors  waterfront  view  ...  grade  sqft_above  sqft_basement  \\\n",
       "0      5650     1.0           0     0  ...      7        1180              0   \n",
       "1      7242     2.0           0     0  ...      7        2170            400   \n",
       "2     10000     1.0           0     0  ...      6         770              0   \n",
       "3      5000     1.0           0     0  ...      7        1050            910   \n",
       "4      8080     1.0           0     0  ...      8        1680              0   \n",
       "\n",
       "   yr_built  yr_renovated  zipcode      lat     long  sqft_living15  \\\n",
       "0      1955             0    98178  47.5112 -122.257           1340   \n",
       "1      1951          1991    98125  47.7210 -122.319           1690   \n",
       "2      1933             0    98028  47.7379 -122.233           2720   \n",
       "3      1965             0    98136  47.5208 -122.393           1360   \n",
       "4      1987             0    98074  47.6168 -122.045           1800   \n",
       "\n",
       "   sqft_lot15  \n",
       "0        5650  \n",
       "1        7639  \n",
       "2        8062  \n",
       "3        5000  \n",
       "4        7503  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_data = pd.read_csv('datasets/kc_house_data.csv')\n",
    "\n",
    "house_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shape of datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(21613, 21)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 21613 entries, 0 to 21612\n",
      "Data columns (total 21 columns):\n",
      "id               21613 non-null int64\n",
      "date             21613 non-null object\n",
      "price            21613 non-null int64\n",
      "bedrooms         21613 non-null int64\n",
      "bathrooms        21613 non-null float64\n",
      "sqft_living      21613 non-null int64\n",
      "sqft_lot         21613 non-null int64\n",
      "floors           21613 non-null float64\n",
      "waterfront       21613 non-null int64\n",
      "view             21613 non-null int64\n",
      "condition        21613 non-null int64\n",
      "grade            21613 non-null int64\n",
      "sqft_above       21613 non-null int64\n",
      "sqft_basement    21613 non-null int64\n",
      "yr_built         21613 non-null int64\n",
      "yr_renovated     21613 non-null int64\n",
      "zipcode          21613 non-null int64\n",
      "lat              21613 non-null float64\n",
      "long             21613 non-null float64\n",
      "sqft_living15    21613 non-null int64\n",
      "sqft_lot15       21613 non-null int64\n",
      "dtypes: float64(4), int64(16), object(1)\n",
      "memory usage: 3.5+ MB\n"
     ]
    }
   ],
   "source": [
    "house_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check `NaN` values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id               0\n",
       "date             0\n",
       "price            0\n",
       "bedrooms         0\n",
       "bathrooms        0\n",
       "sqft_living      0\n",
       "sqft_lot         0\n",
       "floors           0\n",
       "waterfront       0\n",
       "view             0\n",
       "condition        0\n",
       "grade            0\n",
       "sqft_above       0\n",
       "sqft_basement    0\n",
       "yr_built         0\n",
       "yr_renovated     0\n",
       "zipcode          0\n",
       "lat              0\n",
       "long             0\n",
       "sqft_living15    0\n",
       "sqft_lot15       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In information of meta data, dates are in object formate you should have to make into date formate so that it make sense and use it as a feature of dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th>2</th>\n",
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       "      <td>770</td>\n",
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       "      <td>1933</td>\n",
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       "      <td>2720</td>\n",
       "      <td>8062</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2487200875</td>\n",
       "      <td>2014-12-09</td>\n",
       "      <td>604000</td>\n",
       "      <td>4</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1960</td>\n",
       "      <td>5000</td>\n",
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       "      <th>4</th>\n",
       "      <td>1954400510</td>\n",
       "      <td>2015-02-18</td>\n",
       "      <td>510000</td>\n",
       "      <td>3</td>\n",
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       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>0</td>\n",
       "      <td>98074</td>\n",
       "      <td>47.6168</td>\n",
       "      <td>-122.045</td>\n",
       "      <td>1800</td>\n",
       "      <td>7503</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id       date   price  bedrooms  bathrooms  sqft_living  sqft_lot  \\\n",
       "0  7129300520 2014-10-13  221900         3       1.00         1180      5650   \n",
       "1  6414100192 2014-12-09  538000         3       2.25         2570      7242   \n",
       "2  5631500400 2015-02-25  180000         2       1.00          770     10000   \n",
       "3  2487200875 2014-12-09  604000         4       3.00         1960      5000   \n",
       "4  1954400510 2015-02-18  510000         3       2.00         1680      8080   \n",
       "\n",
       "   floors  waterfront  view  ...  grade  sqft_above  sqft_basement  yr_built  \\\n",
       "0     1.0           0     0  ...      7        1180              0      1955   \n",
       "1     2.0           0     0  ...      7        2170            400      1951   \n",
       "2     1.0           0     0  ...      6         770              0      1933   \n",
       "3     1.0           0     0  ...      7        1050            910      1965   \n",
       "4     1.0           0     0  ...      8        1680              0      1987   \n",
       "\n",
       "   yr_renovated  zipcode      lat     long  sqft_living15  sqft_lot15  \n",
       "0             0    98178  47.5112 -122.257           1340        5650  \n",
       "1          1991    98125  47.7210 -122.319           1690        7639  \n",
       "2             0    98028  47.7379 -122.233           2720        8062  \n",
       "3             0    98136  47.5208 -122.393           1360        5000  \n",
       "4             0    98074  47.6168 -122.045           1800        7503  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_data['date'] = pd.to_datetime(house_data['date'])\n",
    "\n",
    "house_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observation of yr_renovated vs sqft_basement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>sqft_basement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16754</th>\n",
       "      <td>0</td>\n",
       "      <td>1380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14936</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8777</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13235</th>\n",
       "      <td>2000</td>\n",
       "      <td>1070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7770</th>\n",
       "      <td>0</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1246</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4287</th>\n",
       "      <td>0</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20951</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19775</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13896</th>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       yr_renovated  sqft_basement\n",
       "16754             0           1380\n",
       "14936             0              0\n",
       "8777              0              0\n",
       "13235          2000           1070\n",
       "7770              0            210\n",
       "1246              0              0\n",
       "4287              0            280\n",
       "20951             0              0\n",
       "19775             0              0\n",
       "13896             0            140"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_data[['yr_renovated', 'sqft_basement']].sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find age of house by subtracting  from `year of sold date `  to `year of build  date`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "house_data['house_age'] = house_data['date'].dt.year - house_data['yr_built']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Label encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "house_data['renovated'] = house_data['yr_renovated'].apply(lambda x : 0 if x == 0 else 1)\n",
    "\n",
    "house_data['sqft_basement'] = house_data['sqft_basement'].apply(lambda x : 0 if x == 0 else 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Drop un wanted features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>sqft_lot</th>\n",
       "      <th>floors</th>\n",
       "      <th>waterfront</th>\n",
       "      <th>view</th>\n",
       "      <th>condition</th>\n",
       "      <th>grade</th>\n",
       "      <th>sqft_above</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "      <th>house_age</th>\n",
       "      <th>renovated</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>221900</td>\n",
       "      <td>3</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1180</td>\n",
       "      <td>5650</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>1180</td>\n",
       "      <td>0</td>\n",
       "      <td>1340</td>\n",
       "      <td>5650</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>538000</td>\n",
       "      <td>3</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2570</td>\n",
       "      <td>7242</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2170</td>\n",
       "      <td>1</td>\n",
       "      <td>1690</td>\n",
       "      <td>7639</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>180000</td>\n",
       "      <td>2</td>\n",
       "      <td>1.00</td>\n",
       "      <td>770</td>\n",
       "      <td>10000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>770</td>\n",
       "      <td>0</td>\n",
       "      <td>2720</td>\n",
       "      <td>8062</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>604000</td>\n",
       "      <td>4</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1960</td>\n",
       "      <td>5000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1050</td>\n",
       "      <td>1</td>\n",
       "      <td>1360</td>\n",
       "      <td>5000</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>510000</td>\n",
       "      <td>3</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1680</td>\n",
       "      <td>8080</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "      <td>1800</td>\n",
       "      <td>7503</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    price  bedrooms  bathrooms  sqft_living  sqft_lot  floors  waterfront  \\\n",
       "0  221900         3       1.00         1180      5650     1.0           0   \n",
       "1  538000         3       2.25         2570      7242     2.0           0   \n",
       "2  180000         2       1.00          770     10000     1.0           0   \n",
       "3  604000         4       3.00         1960      5000     1.0           0   \n",
       "4  510000         3       2.00         1680      8080     1.0           0   \n",
       "\n",
       "   view  condition  grade  sqft_above  sqft_basement  sqft_living15  \\\n",
       "0     0          3      7        1180              0           1340   \n",
       "1     0          3      7        2170              1           1690   \n",
       "2     0          3      6         770              0           2720   \n",
       "3     0          5      7        1050              1           1360   \n",
       "4     0          3      8        1680              0           1800   \n",
       "\n",
       "   sqft_lot15  house_age  renovated  \n",
       "0        5650         59          0  \n",
       "1        7639         63          1  \n",
       "2        8062         82          0  \n",
       "3        5000         49          0  \n",
       "4        7503         28          0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_data = house_data.drop(['date', 'yr_renovated', 'yr_built', 'id', 'zipcode', \n",
    "                              'lat', 'long'], axis=1)\n",
    "\n",
    "house_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 33]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(house_data['bedrooms'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(house_data['grade'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['price', 'bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'floors',\n",
       "       'waterfront', 'view', 'condition', 'grade', 'sqft_above',\n",
       "       'sqft_basement', 'sqft_living15', 'sqft_lot15', 'house_age',\n",
       "       'renovated'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "house_data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8091c9ef28>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "house_data[['price']].boxplot(figsize=(12, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter plot `price` vs `sqft_living`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "sns.scatterplot('sqft_living', 'price', data=house_data);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "sns.scatterplot('sqft_living', 'price', hue='waterfront', data=house_data);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stripplot\n",
    "A strip plot is a scatter plot where one of the variables is categorical. They can be combined with other plots to provide additional information. For example, a boxplot with an overlaid strip plot becomes more similar to a violin plot because some additional information about how the underlying data is distributed becomes visible. Seaborn’s swarmplot is virtually identical except that it prevents datapoints from overlapping.\n",
    "\n",
    "http://alanpryorjr.com/visualizations/seaborn/stripplot/stripplot/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "sns.stripplot('bedrooms', 'price', hue='waterfront', data=house_data);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "sns.stripplot('bedrooms', 'price', hue='waterfront', \n",
    "              dodge=True,\n",
    "              data=house_data);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "sns.stripplot('waterfront', 'price', hue='renovated',\n",
    "              dodge=True,\n",
    "              data=house_data);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Boxplot\n",
    "Boxplot gives an idea about density of data distributed.\n",
    "\n",
    "https://towardsdatascience.com/understanding-boxplots-5e2df7bcbd51"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "sns.boxplot('grade', 'price', hue='renovated',\n",
    "             dodge=True,\n",
    "             data=house_data);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### features selections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = house_data[['price', 'bedrooms', 'bathrooms', 'sqft_living', 'floors', 'house_age']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>floors</th>\n",
       "      <th>house_age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.308350</td>\n",
       "      <td>0.525138</td>\n",
       "      <td>0.702035</td>\n",
       "      <td>0.256794</td>\n",
       "      <td>-0.053951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bedrooms</th>\n",
       "      <td>0.308350</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.515884</td>\n",
       "      <td>0.576671</td>\n",
       "      <td>0.175429</td>\n",
       "      <td>-0.154324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bathrooms</th>\n",
       "      <td>0.525138</td>\n",
       "      <td>0.515884</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.754665</td>\n",
       "      <td>0.500653</td>\n",
       "      <td>-0.506407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sqft_living</th>\n",
       "      <td>0.702035</td>\n",
       "      <td>0.576671</td>\n",
       "      <td>0.754665</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.353949</td>\n",
       "      <td>-0.318488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>floors</th>\n",
       "      <td>0.256794</td>\n",
       "      <td>0.175429</td>\n",
       "      <td>0.500653</td>\n",
       "      <td>0.353949</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.489640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>house_age</th>\n",
       "      <td>-0.053951</td>\n",
       "      <td>-0.154324</td>\n",
       "      <td>-0.506407</td>\n",
       "      <td>-0.318488</td>\n",
       "      <td>-0.489640</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                price  bedrooms  bathrooms  sqft_living    floors  house_age\n",
       "price        1.000000  0.308350   0.525138     0.702035  0.256794  -0.053951\n",
       "bedrooms     0.308350  1.000000   0.515884     0.576671  0.175429  -0.154324\n",
       "bathrooms    0.525138  0.515884   1.000000     0.754665  0.500653  -0.506407\n",
       "sqft_living  0.702035  0.576671   0.754665     1.000000  0.353949  -0.318488\n",
       "floors       0.256794  0.175429   0.500653     0.353949  1.000000  -0.489640\n",
       "house_age   -0.053951 -0.154324  -0.506407    -0.318488 -0.489640   1.000000"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlation = X.corr()\n",
    "\n",
    "correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heatmap\n",
    "which gives us correlation values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 10))\n",
    "\n",
    "sns.heatmap(correlation, annot=True, linewidths=.5, vmin=-1, vmax=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = house_data[['bedrooms', 'bathrooms', 'sqft_living', 'floors', 'house_age']]\n",
    "\n",
    "Y = house_data['price']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find most correlation features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from yellowbrick.target import FeatureCorrelation\n",
    "\n",
    "visualizer = FeatureCorrelation(labels=X.columns, method='pearson')\n",
    "\n",
    "visualizer.fit(X, Y)\n",
    "\n",
    "visualizer.poof();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "house_data.to_csv('datasets/kc_house_data_processed.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kc_house_data.csv  kc_house_data_processed.csv\tMall_Customers.csv\r\n"
     ]
    }
   ],
   "source": [
    "!ls datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}