Data Science with Python submission

House_Sales_in_King_Count_USA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " <a href=\"https://www.bigdatauniversity.com\"><img src = \"https://ibm.box.com/shared/static/ugcqz6ohbvff804xp84y4kqnvvk3bq1g.png\" width = 300, align = \"center\"></a>\n",
    "\n",
    "<h1 align=center><font size = 5>Data Analysis with Python</font></h1>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# House Sales in King County, USA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This dataset contains house sale prices for King County, which includes Seattle. It includes homes sold between May 2014 and May 2015."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>id</b> : A notation for a house\n",
    "\n",
    "<b> date</b>: Date house was sold\n",
    "\n",
    "\n",
    "<b>price</b>: Price is prediction target\n",
    "\n",
    "\n",
    "<b>bedrooms</b>: Number of bedrooms\n",
    "\n",
    "\n",
    "<b>bathrooms</b>: Number of bathrooms\n",
    "\n",
    "<b>sqft_living</b>: Square footage of the home\n",
    "\n",
    "<b>sqft_lot</b>: Square footage of the lot\n",
    "\n",
    "\n",
    "<b>floors</b> :Total floors (levels) in house\n",
    "\n",
    "\n",
    "<b>waterfront</b> :House which has a view to a waterfront\n",
    "\n",
    "\n",
    "<b>view</b>: Has been viewed\n",
    "\n",
    "\n",
    "<b>condition</b> :How good the condition is overall\n",
    "\n",
    "<b>grade</b>: overall grade given to the housing unit, based on King County grading system\n",
    "\n",
    "\n",
    "<b>sqft_above</b> : Square footage of house apart from basement\n",
    "\n",
    "\n",
    "<b>sqft_basement</b>: Square footage of the basement\n",
    "\n",
    "<b>yr_built</b> : Built Year\n",
    "\n",
    "\n",
    "<b>yr_renovated</b> : Year when house was renovated\n",
    "\n",
    "<b>zipcode</b>: Zip code\n",
    "\n",
    "\n",
    "<b>lat</b>: Latitude coordinate\n",
    "\n",
    "<b>long</b>: Longitude coordinate\n",
    "\n",
    "<b>sqft_living15</b> : Living room area in 2015(implies-- some renovations) This might or might not have affected the lotsize area\n",
    "\n",
    "\n",
    "<b>sqft_lot15</b> : LotSize area in 2015(implies-- some renovations)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You will require the following libraries: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler,PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Module 1: Importing Data Sets "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " Load the csv:  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "file_name='https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DA0101EN/coursera/project/kc_house_data_NaN.csv'\n",
    "df=pd.read_csv(file_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "We use the method <code>head</code> to display the first 5 columns of the dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "   Unnamed: 0          id             date     price  bedrooms  bathrooms  \\\n0           0  7129300520  20141013T000000  221900.0       3.0       1.00   \n1           1  6414100192  20141209T000000  538000.0       3.0       2.25   \n2           2  5631500400  20150225T000000  180000.0       2.0       1.00   \n3           3  2487200875  20141209T000000  604000.0       4.0       3.00   \n4           4  1954400510  20150218T000000  510000.0       3.0       2.00   \n\n   sqft_living  sqft_lot  floors  waterfront  ...  grade  sqft_above  \\\n0         1180      5650     1.0           0  ...      7        1180   \n1         2570      7242     2.0           0  ...      7        2170   \n2          770     10000     1.0           0  ...      6         770   \n3         1960      5000     1.0           0  ...      7        1050   \n4         1680      8080     1.0           0  ...      8        1680   \n\n   sqft_basement  yr_built  yr_renovated  zipcode      lat     long  \\\n0              0      1955             0    98178  47.5112 -122.257   \n1            400      1951          1991    98125  47.7210 -122.319   \n2              0      1933             0    98028  47.7379 -122.233   \n3            910      1965             0    98136  47.5208 -122.393   \n4              0      1987             0    98074  47.6168 -122.045   \n\n   sqft_living15  sqft_lot15  \n0           1340        5650  \n1           1690        7639  \n2           2720        8062  \n3           1360        5000  \n4           1800        7503  \n\n[5 rows x 22 columns]",
      "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>Unnamed: 0</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>...</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  <tbody>\n    <tr>\n      <td>0</td>\n      <td>0</td>\n      <td>7129300520</td>\n      <td>20141013T000000</td>\n      <td>221900.0</td>\n      <td>3.0</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>...</td>\n      <td>7</td>\n      <td>1180</td>\n      <td>0</td>\n      <td>1955</td>\n      <td>0</td>\n      <td>98178</td>\n      <td>47.5112</td>\n      <td>-122.257</td>\n      <td>1340</td>\n      <td>5650</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>1</td>\n      <td>6414100192</td>\n      <td>20141209T000000</td>\n      <td>538000.0</td>\n      <td>3.0</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>...</td>\n      <td>7</td>\n      <td>2170</td>\n      <td>400</td>\n      <td>1951</td>\n      <td>1991</td>\n      <td>98125</td>\n      <td>47.7210</td>\n      <td>-122.319</td>\n      <td>1690</td>\n      <td>7639</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>2</td>\n      <td>5631500400</td>\n      <td>20150225T000000</td>\n      <td>180000.0</td>\n      <td>2.0</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>...</td>\n      <td>6</td>\n      <td>770</td>\n      <td>0</td>\n      <td>1933</td>\n      <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      <td>3</td>\n      <td>3</td>\n      <td>2487200875</td>\n      <td>20141209T000000</td>\n      <td>604000.0</td>\n      <td>4.0</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>...</td>\n      <td>7</td>\n      <td>1050</td>\n      <td>910</td>\n      <td>1965</td>\n      <td>0</td>\n      <td>98136</td>\n      <td>47.5208</td>\n      <td>-122.393</td>\n      <td>1360</td>\n      <td>5000</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>4</td>\n      <td>1954400510</td>\n      <td>20150218T000000</td>\n      <td>510000.0</td>\n      <td>3.0</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>...</td>\n      <td>8</td>\n      <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    </tr>\n  </tbody>\n</table>\n<p>5 rows × 22 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 1 \n",
    "Display the data types of each column using the attribute dtype, then take a screenshot and submit it, include your code in the image. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Unnamed: 0         int64\nid                 int64\ndate              object\nprice            float64\nbedrooms         float64\nbathrooms        float64\nsqft_living        int64\nsqft_lot           int64\nfloors           float64\nwaterfront         int64\nview               int64\ncondition          int64\ngrade              int64\nsqft_above         int64\nsqft_basement      int64\nyr_built           int64\nyr_renovated       int64\nzipcode            int64\nlat              float64\nlong             float64\nsqft_living15      int64\nsqft_lot15         int64\ndtype: object\n"
    }
   ],
   "source": [
    "print(df.dtypes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use the method describe to obtain a statistical summary of the dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "        Unnamed: 0            id         price      bedrooms     bathrooms  \\\ncount  21613.00000  2.161300e+04  2.161300e+04  21600.000000  21603.000000   \nmean   10806.00000  4.580302e+09  5.400881e+05      3.372870      2.115736   \nstd     6239.28002  2.876566e+09  3.671272e+05      0.926657      0.768996   \nmin        0.00000  1.000102e+06  7.500000e+04      1.000000      0.500000   \n25%     5403.00000  2.123049e+09  3.219500e+05      3.000000      1.750000   \n50%    10806.00000  3.904930e+09  4.500000e+05      3.000000      2.250000   \n75%    16209.00000  7.308900e+09  6.450000e+05      4.000000      2.500000   \nmax    21612.00000  9.900000e+09  7.700000e+06     33.000000      8.000000   \n\n        sqft_living      sqft_lot        floors    waterfront          view  \\\ncount  21613.000000  2.161300e+04  21613.000000  21613.000000  21613.000000   \nmean    2079.899736  1.510697e+04      1.494309      0.007542      0.234303   \nstd      918.440897  4.142051e+04      0.539989      0.086517      0.766318   \nmin      290.000000  5.200000e+02      1.000000      0.000000      0.000000   \n25%     1427.000000  5.040000e+03      1.000000      0.000000      0.000000   \n50%     1910.000000  7.618000e+03      1.500000      0.000000      0.000000   \n75%     2550.000000  1.068800e+04      2.000000      0.000000      0.000000   \nmax    13540.000000  1.651359e+06      3.500000      1.000000      4.000000   \n\n       ...         grade    sqft_above  sqft_basement      yr_built  \\\ncount  ...  21613.000000  21613.000000   21613.000000  21613.000000   \nmean   ...      7.656873   1788.390691     291.509045   1971.005136   \nstd    ...      1.175459    828.090978     442.575043     29.373411   \nmin    ...      1.000000    290.000000       0.000000   1900.000000   \n25%    ...      7.000000   1190.000000       0.000000   1951.000000   \n50%    ...      7.000000   1560.000000       0.000000   1975.000000   \n75%    ...      8.000000   2210.000000     560.000000   1997.000000   \nmax    ...     13.000000   9410.000000    4820.000000   2015.000000   \n\n       yr_renovated       zipcode           lat          long  sqft_living15  \\\ncount  21613.000000  21613.000000  21613.000000  21613.000000   21613.000000   \nmean      84.402258  98077.939805     47.560053   -122.213896    1986.552492   \nstd      401.679240     53.505026      0.138564      0.140828     685.391304   \nmin        0.000000  98001.000000     47.155900   -122.519000     399.000000   \n25%        0.000000  98033.000000     47.471000   -122.328000    1490.000000   \n50%        0.000000  98065.000000     47.571800   -122.230000    1840.000000   \n75%        0.000000  98118.000000     47.678000   -122.125000    2360.000000   \nmax     2015.000000  98199.000000     47.777600   -121.315000    6210.000000   \n\n          sqft_lot15  \ncount   21613.000000  \nmean    12768.455652  \nstd     27304.179631  \nmin       651.000000  \n25%      5100.000000  \n50%      7620.000000  \n75%     10083.000000  \nmax    871200.000000  \n\n[8 rows x 21 columns]",
      "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>Unnamed: 0</th>\n      <th>id</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  <tbody>\n    <tr>\n      <td>count</td>\n      <td>21613.00000</td>\n      <td>2.161300e+04</td>\n      <td>2.161300e+04</td>\n      <td>21600.000000</td>\n      <td>21603.000000</td>\n      <td>21613.000000</td>\n      <td>2.161300e+04</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>...</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n    </tr>\n    <tr>\n      <td>mean</td>\n      <td>10806.00000</td>\n      <td>4.580302e+09</td>\n      <td>5.400881e+05</td>\n      <td>3.372870</td>\n      <td>2.115736</td>\n      <td>2079.899736</td>\n      <td>1.510697e+04</td>\n      <td>1.494309</td>\n      <td>0.007542</td>\n      <td>0.234303</td>\n      <td>...</td>\n      <td>7.656873</td>\n      <td>1788.390691</td>\n      <td>291.509045</td>\n      <td>1971.005136</td>\n      <td>84.402258</td>\n      <td>98077.939805</td>\n      <td>47.560053</td>\n      <td>-122.213896</td>\n      <td>1986.552492</td>\n      <td>12768.455652</td>\n    </tr>\n    <tr>\n      <td>std</td>\n      <td>6239.28002</td>\n      <td>2.876566e+09</td>\n      <td>3.671272e+05</td>\n      <td>0.926657</td>\n      <td>0.768996</td>\n      <td>918.440897</td>\n      <td>4.142051e+04</td>\n      <td>0.539989</td>\n      <td>0.086517</td>\n      <td>0.766318</td>\n      <td>...</td>\n      <td>1.175459</td>\n      <td>828.090978</td>\n      <td>442.575043</td>\n      <td>29.373411</td>\n      <td>401.679240</td>\n      <td>53.505026</td>\n      <td>0.138564</td>\n      <td>0.140828</td>\n      <td>685.391304</td>\n      <td>27304.179631</td>\n    </tr>\n    <tr>\n      <td>min</td>\n      <td>0.00000</td>\n      <td>1.000102e+06</td>\n      <td>7.500000e+04</td>\n      <td>1.000000</td>\n      <td>0.500000</td>\n      <td>290.000000</td>\n      <td>5.200000e+02</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>...</td>\n      <td>1.000000</td>\n      <td>290.000000</td>\n      <td>0.000000</td>\n      <td>1900.000000</td>\n      <td>0.000000</td>\n      <td>98001.000000</td>\n      <td>47.155900</td>\n      <td>-122.519000</td>\n      <td>399.000000</td>\n      <td>651.000000</td>\n    </tr>\n    <tr>\n      <td>25%</td>\n      <td>5403.00000</td>\n      <td>2.123049e+09</td>\n      <td>3.219500e+05</td>\n      <td>3.000000</td>\n      <td>1.750000</td>\n      <td>1427.000000</td>\n      <td>5.040000e+03</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>...</td>\n      <td>7.000000</td>\n      <td>1190.000000</td>\n      <td>0.000000</td>\n      <td>1951.000000</td>\n      <td>0.000000</td>\n      <td>98033.000000</td>\n      <td>47.471000</td>\n      <td>-122.328000</td>\n      <td>1490.000000</td>\n      <td>5100.000000</td>\n    </tr>\n    <tr>\n      <td>50%</td>\n      <td>10806.00000</td>\n      <td>3.904930e+09</td>\n      <td>4.500000e+05</td>\n      <td>3.000000</td>\n      <td>2.250000</td>\n      <td>1910.000000</td>\n      <td>7.618000e+03</td>\n      <td>1.500000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>...</td>\n      <td>7.000000</td>\n      <td>1560.000000</td>\n      <td>0.000000</td>\n      <td>1975.000000</td>\n      <td>0.000000</td>\n      <td>98065.000000</td>\n      <td>47.571800</td>\n      <td>-122.230000</td>\n      <td>1840.000000</td>\n      <td>7620.000000</td>\n    </tr>\n    <tr>\n      <td>75%</td>\n      <td>16209.00000</td>\n      <td>7.308900e+09</td>\n      <td>6.450000e+05</td>\n      <td>4.000000</td>\n      <td>2.500000</td>\n      <td>2550.000000</td>\n      <td>1.068800e+04</td>\n      <td>2.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>...</td>\n      <td>8.000000</td>\n      <td>2210.000000</td>\n      <td>560.000000</td>\n      <td>1997.000000</td>\n      <td>0.000000</td>\n      <td>98118.000000</td>\n      <td>47.678000</td>\n      <td>-122.125000</td>\n      <td>2360.000000</td>\n      <td>10083.000000</td>\n    </tr>\n    <tr>\n      <td>max</td>\n      <td>21612.00000</td>\n      <td>9.900000e+09</td>\n      <td>7.700000e+06</td>\n      <td>33.000000</td>\n      <td>8.000000</td>\n      <td>13540.000000</td>\n      <td>1.651359e+06</td>\n      <td>3.500000</td>\n      <td>1.000000</td>\n      <td>4.000000</td>\n      <td>...</td>\n      <td>13.000000</td>\n      <td>9410.000000</td>\n      <td>4820.000000</td>\n      <td>2015.000000</td>\n      <td>2015.000000</td>\n      <td>98199.000000</td>\n      <td>47.777600</td>\n      <td>-121.315000</td>\n      <td>6210.000000</td>\n      <td>871200.000000</td>\n    </tr>\n  </tbody>\n</table>\n<p>8 rows × 21 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Module 2: Data Wrangling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 2 \n",
    "Drop the columns <code>\"id\"</code>  and <code>\"Unnamed: 0\"</code> from axis 1 using the method <code>drop()</code>, then use the method <code>describe()</code> to obtain a statistical summary of the data. Take a screenshot and submit it, make sure the <code>inplace</code> parameter is set to <code>True</code>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "              price      bedrooms     bathrooms   sqft_living      sqft_lot  \\\ncount  2.161300e+04  21600.000000  21603.000000  21613.000000  2.161300e+04   \nmean   5.400881e+05      3.372870      2.115736   2079.899736  1.510697e+04   \nstd    3.671272e+05      0.926657      0.768996    918.440897  4.142051e+04   \nmin    7.500000e+04      1.000000      0.500000    290.000000  5.200000e+02   \n25%    3.219500e+05      3.000000      1.750000   1427.000000  5.040000e+03   \n50%    4.500000e+05      3.000000      2.250000   1910.000000  7.618000e+03   \n75%    6.450000e+05      4.000000      2.500000   2550.000000  1.068800e+04   \nmax    7.700000e+06     33.000000      8.000000  13540.000000  1.651359e+06   \n\n             floors    waterfront          view     condition         grade  \\\ncount  21613.000000  21613.000000  21613.000000  21613.000000  21613.000000   \nmean       1.494309      0.007542      0.234303      3.409430      7.656873   \nstd        0.539989      0.086517      0.766318      0.650743      1.175459   \nmin        1.000000      0.000000      0.000000      1.000000      1.000000   \n25%        1.000000      0.000000      0.000000      3.000000      7.000000   \n50%        1.500000      0.000000      0.000000      3.000000      7.000000   \n75%        2.000000      0.000000      0.000000      4.000000      8.000000   \nmax        3.500000      1.000000      4.000000      5.000000     13.000000   \n\n         sqft_above  sqft_basement      yr_built  yr_renovated       zipcode  \\\ncount  21613.000000   21613.000000  21613.000000  21613.000000  21613.000000   \nmean    1788.390691     291.509045   1971.005136     84.402258  98077.939805   \nstd      828.090978     442.575043     29.373411    401.679240     53.505026   \nmin      290.000000       0.000000   1900.000000      0.000000  98001.000000   \n25%     1190.000000       0.000000   1951.000000      0.000000  98033.000000   \n50%     1560.000000       0.000000   1975.000000      0.000000  98065.000000   \n75%     2210.000000     560.000000   1997.000000      0.000000  98118.000000   \nmax     9410.000000    4820.000000   2015.000000   2015.000000  98199.000000   \n\n                lat          long  sqft_living15     sqft_lot15  \ncount  21613.000000  21613.000000   21613.000000   21613.000000  \nmean      47.560053   -122.213896    1986.552492   12768.455652  \nstd        0.138564      0.140828     685.391304   27304.179631  \nmin       47.155900   -122.519000     399.000000     651.000000  \n25%       47.471000   -122.328000    1490.000000    5100.000000  \n50%       47.571800   -122.230000    1840.000000    7620.000000  \n75%       47.678000   -122.125000    2360.000000   10083.000000  \nmax       47.777600   -121.315000    6210.000000  871200.000000  ",
      "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>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  <tbody>\n    <tr>\n      <td>count</td>\n      <td>2.161300e+04</td>\n      <td>21600.000000</td>\n      <td>21603.000000</td>\n      <td>21613.000000</td>\n      <td>2.161300e+04</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n      <td>21613.000000</td>\n    </tr>\n    <tr>\n      <td>mean</td>\n      <td>5.400881e+05</td>\n      <td>3.372870</td>\n      <td>2.115736</td>\n      <td>2079.899736</td>\n      <td>1.510697e+04</td>\n      <td>1.494309</td>\n      <td>0.007542</td>\n      <td>0.234303</td>\n      <td>3.409430</td>\n      <td>7.656873</td>\n      <td>1788.390691</td>\n      <td>291.509045</td>\n      <td>1971.005136</td>\n      <td>84.402258</td>\n      <td>98077.939805</td>\n      <td>47.560053</td>\n      <td>-122.213896</td>\n      <td>1986.552492</td>\n      <td>12768.455652</td>\n    </tr>\n    <tr>\n      <td>std</td>\n      <td>3.671272e+05</td>\n      <td>0.926657</td>\n      <td>0.768996</td>\n      <td>918.440897</td>\n      <td>4.142051e+04</td>\n      <td>0.539989</td>\n      <td>0.086517</td>\n      <td>0.766318</td>\n      <td>0.650743</td>\n      <td>1.175459</td>\n      <td>828.090978</td>\n      <td>442.575043</td>\n      <td>29.373411</td>\n      <td>401.679240</td>\n      <td>53.505026</td>\n      <td>0.138564</td>\n      <td>0.140828</td>\n      <td>685.391304</td>\n      <td>27304.179631</td>\n    </tr>\n    <tr>\n      <td>min</td>\n      <td>7.500000e+04</td>\n      <td>1.000000</td>\n      <td>0.500000</td>\n      <td>290.000000</td>\n      <td>5.200000e+02</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n      <td>290.000000</td>\n      <td>0.000000</td>\n      <td>1900.000000</td>\n      <td>0.000000</td>\n      <td>98001.000000</td>\n      <td>47.155900</td>\n      <td>-122.519000</td>\n      <td>399.000000</td>\n      <td>651.000000</td>\n    </tr>\n    <tr>\n      <td>25%</td>\n      <td>3.219500e+05</td>\n      <td>3.000000</td>\n      <td>1.750000</td>\n      <td>1427.000000</td>\n      <td>5.040000e+03</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>3.000000</td>\n      <td>7.000000</td>\n      <td>1190.000000</td>\n      <td>0.000000</td>\n      <td>1951.000000</td>\n      <td>0.000000</td>\n      <td>98033.000000</td>\n      <td>47.471000</td>\n      <td>-122.328000</td>\n      <td>1490.000000</td>\n      <td>5100.000000</td>\n    </tr>\n    <tr>\n      <td>50%</td>\n      <td>4.500000e+05</td>\n      <td>3.000000</td>\n      <td>2.250000</td>\n      <td>1910.000000</td>\n      <td>7.618000e+03</td>\n      <td>1.500000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>3.000000</td>\n      <td>7.000000</td>\n      <td>1560.000000</td>\n      <td>0.000000</td>\n      <td>1975.000000</td>\n      <td>0.000000</td>\n      <td>98065.000000</td>\n      <td>47.571800</td>\n      <td>-122.230000</td>\n      <td>1840.000000</td>\n      <td>7620.000000</td>\n    </tr>\n    <tr>\n      <td>75%</td>\n      <td>6.450000e+05</td>\n      <td>4.000000</td>\n      <td>2.500000</td>\n      <td>2550.000000</td>\n      <td>1.068800e+04</td>\n      <td>2.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>4.000000</td>\n      <td>8.000000</td>\n      <td>2210.000000</td>\n      <td>560.000000</td>\n      <td>1997.000000</td>\n      <td>0.000000</td>\n      <td>98118.000000</td>\n      <td>47.678000</td>\n      <td>-122.125000</td>\n      <td>2360.000000</td>\n      <td>10083.000000</td>\n    </tr>\n    <tr>\n      <td>max</td>\n      <td>7.700000e+06</td>\n      <td>33.000000</td>\n      <td>8.000000</td>\n      <td>13540.000000</td>\n      <td>1.651359e+06</td>\n      <td>3.500000</td>\n      <td>1.000000</td>\n      <td>4.000000</td>\n      <td>5.000000</td>\n      <td>13.000000</td>\n      <td>9410.000000</td>\n      <td>4820.000000</td>\n      <td>2015.000000</td>\n      <td>2015.000000</td>\n      <td>98199.000000</td>\n      <td>47.777600</td>\n      <td>-121.315000</td>\n      <td>6210.000000</td>\n      <td>871200.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "df.drop(['id','Unnamed: 0'], axis = 1, inplace = True)\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see we have missing values for the columns <code> bedrooms</code>  and <code> bathrooms </code>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "number of NaN values for the column bedrooms : 13\nnumber of NaN values for the column bathrooms : 10\n"
    }
   ],
   "source": [
    "print(\"number of NaN values for the column bedrooms :\", df['bedrooms'].isnull().sum())\n",
    "print(\"number of NaN values for the column bathrooms :\", df['bathrooms'].isnull().sum())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "We can replace the missing values of the column <code>'bedrooms'</code> with the mean of the column  <code>'bedrooms' </code> using the method <code>replace()</code>. Don't forget to set the <code>inplace</code> parameter to <code>True</code>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean=df['bedrooms'].mean()\n",
    "df['bedrooms'].replace(np.nan,mean, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "We also replace the missing values of the column <code>'bathrooms'</code> with the mean of the column  <code>'bathrooms' </code> using the method <code>replace()</code>. Don't forget to set the <code> inplace </code>  parameter top <code> True </code>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean=df['bathrooms'].mean()\n",
    "df['bathrooms'].replace(np.nan,mean, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "number of NaN values for the column bedrooms : 0\nnumber of NaN values for the column bathrooms : 0\n"
    }
   ],
   "source": [
    "print(\"number of NaN values for the column bedrooms :\", df['bedrooms'].isnull().sum())\n",
    "print(\"number of NaN values for the column bathrooms :\", df['bathrooms'].isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Module 3: Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 3\n",
    "Use the method <code>value_counts</code> to count the number of houses with unique floor values, use the method <code>.to_frame()</code> to convert it to a dataframe.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "     floors\n1.0   10680\n2.0    8241\n1.5    1910\n3.0     613\n2.5     161\n3.5       8",
      "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>floors</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>1.0</td>\n      <td>10680</td>\n    </tr>\n    <tr>\n      <td>2.0</td>\n      <td>8241</td>\n    </tr>\n    <tr>\n      <td>1.5</td>\n      <td>1910</td>\n    </tr>\n    <tr>\n      <td>3.0</td>\n      <td>613</td>\n    </tr>\n    <tr>\n      <td>2.5</td>\n      <td>161</td>\n    </tr>\n    <tr>\n      <td>3.5</td>\n      <td>8</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 12
    }
   ],
   "source": [
    "df['floors'].value_counts().to_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 4\n",
    "Use the function <code>boxplot</code> in the seaborn library  to  determine whether houses with a waterfront view or without a waterfront view have more price outliers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1a1ebaaed0>"
     },
     "metadata": {},
     "execution_count": 13
    },
    {
     "output_type": "display_data",
     "data": {
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K6pfUPzQ0NI6PaWPZsGEDe/fuBaqz2jy5wKx9jTfxHBERL9R20va00U6Q9CfAcxGxsT7coGiMcexgxceq/7VAxMqIqEREpbOzs8Ep1qx58+a9uh7WpEmTPLnArI2NN/H8WtJptR1JpwMvjnHOe4EFkrZSHQY7m2oP6Kg0Kw6q3wfanrYHgZnp+lOAtwA76uMjzjlQ/BcTqMMK5skFZlYzZewiAHwM+Kak2n/gxwMfGu2EiLgSuBJA0lnAJyPi30j6JvBBqsmoB7gtnbIm7d+Tjt8VESFpDXCTpC8DJwBzgB9T7b3MkXQisI3qBIQ/Tefc3Uwd4/w3sH+CnTt3vm7fy5MYwLXXXsvAwECpbdi2bRsAXV1dY5Qs3uzZs7nsssvKbkahxtXjiYj7gXcAlwAfAd45YgitGZ8CPiFpgOr9letT/HqgI8U/QXUmHRHxGLAaeBxYB1waEXvTPZqPAuupzppbnco2XYcV7/Of//yo+2ZlevHFF3nxxbEGcexg0Wh/8Es6OyLukvSvGh2PiG8V1rIWUalUor+/v+xm/NY766yzXhf77ne/m70dZo1cccUVAFxzzTUlt+TQIWljRFQaHRtrqO19wF1Ao3XsAzjkE48dHDNmzGBwcPDV/ZkzZ45S2swOZaMmnohYLmkScEdErM7UJjsEzZw5c7/EM2PGjBJbY2ZlGvMeT0Tso3ovxWzC7rvvvlH3zax9jHc6dZ+kT0qaKWl67VVoy+yQMvJeoicTmrWv8U6n/vdU7+l8ZET8bQe3OXaomjRp0qsrF9T2zaw9jfe3/ySqC3I+DDwEXEt10U6zcZk3b96o+2bWPsabeHqBdwIrqCadd/LaYptmY1q6dOmo+2bWPsY71Pb2iDilbv9uSQ8X0SAzMzu0jbfH86CkubUdSWcCPyymSXYo+upXv7rf/sqVK0tqiZmVbbyJ50zgR5K2pkU/7wHeJ2mTpEcKa50dMjZs2P8pGn4sgln7Gu9QW3ehrbBDXm1l6gPtm1n7GFfiiYgni26ImZm1B3+ZwszMsnLisSymT58+6r6ZtQ8nHsti165do+6bWftw4rEs6pfLabRvZu3DicfMzLIqLPFIOkLSjyU9LOkxSZ9J8RMl3Sdpi6RvSDosxQ9P+wPp+Ky6a12Z4j+VdF5dvDvFBiQtq4s3XYeZmeVRZI/nJeDstNTOqUB3Wv3gS8DVETEH2AlcnMpfDOyMiNnA1akckk4CLqK6KGk38BVJkyVNprpw6flUFzFdnMrSbB1mZpZPYYknql5Iu29IrwDOBm5N8V5gUdpeyGsLj94KnCNJKX5LRLwUET8HBoAz0msgIp6IiJeBW4CF6Zxm6zAzs0wKvceTeiYPAc8BfcDPgF9GxJ5UZBDoSttdwNMA6fguoKM+PuKcA8U7JlDHyHYvldQvqX9oaGhiH97MzBoqNPFExN6IOBWYQbWH8s5GxdJ7o55HHMT4aHXsH4hYGRGViKh0dnY2OMXMzCYqy6y2iPgl8F1gLnCUpNpSPTOA7Wl7EJgJkI6/BdhRHx9xzoHiv5hAHWZmlkmRs9o6JR2VtqcC84DNwN3AB1OxHuC2tL0m7ZOO3xURkeIXpRlpJwJzgB8D9wNz0gy2w6hOQFiTzmm2DjMzy2S8q1NPxPFAb5p9NglYHRHfkfQ4cIukzwMPAten8tcD/1PSANVeyEUAEfGYpNXA48Ae4NKI2Asg6aPAemAycENEPJau9alm6jAzs3wKSzwR8Qjw7gbxJ6je7xkZ/w1w4QGu9QXgCw3ia4G1B6MOMzPLwysXmJlZVk48ZmaWlROPmZll5cRjZmZZOfGYmVlWTjxmZpaVE4+ZmWXlxGNmZlk58ZiZWVZOPGZmlpUTj5mZZeXEY2ZmWTnxmJlZVkU+FsHMWti1117LwMBA2c1oCbV/hyuuuKLklrSG2bNnc9lllxV2fSceszY1MDDAlsce5HfetLfsppTusFeqgz8vPdlfckvK99QLkwuvw4nHrI39zpv28unTflV2M6yFfPGBIwuvw/d4zMwsq8ISj6SZku6WtFnSY5KuSPHpkvokbUnvR6e4JK2QNCDpEUmn1V2rJ5XfIqmnLn66pE3pnBWSNNE6zMwsjyJ7PHuA/xQR7wTmApdKOglYBtwZEXOAO9M+wPnAnPRaClwH1SQCLAfOpPo46+W1RJLKLK07rzvFm6rDzMzyKSzxRMQzEfFA2n4e2Ax0AQuB3lSsF1iUthcCq6LqXuAoSccD5wF9EbEjInYCfUB3OnZkRNwTEQGsGnGtZuowM7NMstzjkTQLeDdwH3BcRDwD1eQEHJuKdQFP1502mGKjxQcbxJlAHSPbu1RSv6T+oaGhZj6qmZmNofDEI+lNwP8GPhYRo02fUYNYTCA+anPGc05ErIyISkRUOjs7x7ikmZk1o9DEI+kNVJPO1yPiWyn8bG14K70/l+KDwMy602cA28eIz2gQn0gdZmaWSZGz2gRcD2yOiC/XHVoD1Gam9QC31cWXpJlnc4FdaZhsPTBf0tFpUsF8YH069rykuamuJSOu1UwdZmaWSZFfIH0v8G+BTZIeSrFPA1cBqyVdDDwFXJiOrQUuAAaA3cCHASJih6TPAfencp+NiB1p+xLgRmAqcEd60WwdZmaWT2GJJyJ+QON7KgDnNCgfwKUHuNYNwA0N4v3AHzSIDzdbh5mZ5eGVC8zMLCsnHjMzy8qJx8zMsnLiMTOzrJx4zMwsKyceMzPLyonHzMyycuIxM7OsnHjMzCyrIpfMMbMWtm3bNn79/GS++MCRZTfFWsiTz0/mjdu2FVqHezxmZpaVezxmbaqrq4uX9jzDp08b7TFZ1m6++MCRHN71uudjHlTu8ZiZWVZOPGZmlpUTj5mZZeXEY2ZmWXlyQRu49tprGRgYKLsZr3PFFVeUUu/s2bO57LLLSqnbzArs8Ui6QdJzkh6ti02X1CdpS3o/OsUlaYWkAUmPSDqt7pyeVH6LpJ66+OmSNqVzVkjSROswM7N8iuzx3Aj8DbCqLrYMuDMirpK0LO1/CjgfmJNeZwLXAWdKmg4sBypAABslrYmInanMUuBeYC3QDdzRbB2FffoW0gp/3Z911lmvi11zzTX5G2JmpSusxxMR3wN2jAgvBHrTdi+wqC6+KqruBY6SdDxwHtAXETtSsukDutOxIyPinogIqslt0QTrsAyOOOKI/fanTp1aUkvMrGy5JxccFxHPAKT3Y1O8C3i6rtxgio0WH2wQn0gdryNpqaR+Sf1DQ0NNfUBrbN26dfvt33HHHSW1xMzK1iqz2tQgFhOIT6SO1wcjVkZEJSIqnZ2dY1zWmuXejll7y514nq0Nb6X351J8EJhZV24GsH2M+IwG8YnUYZmccsopnHLKKe7tmLW53IlnDVCbmdYD3FYXX5Jmns0FdqVhsvXAfElHp9lp84H16djzkuam2WxLRlyrmTrMzCyjwma1SboZOAs4RtIg1dlpVwGrJV0MPAVcmIqvBS4ABoDdwIcBImKHpM8B96dyn42I2oSFS6jOnJtKdTZb7c/opuowM7O8Cks8EbH4AIfOaVA2gEsPcJ0bgBsaxPuBP2gQH262DrN29dQLfh4PwLO7q4M/x03bV3JLyvfUC5OZU3AdXrnArE3Nnj277Ca0jJfTyh6Hv9X/JnMo/mfDicesTbXCF4tbRW35Jn+pOQ8nnoK16jppZaj9O5S1Rlur8Zpx1q6ceAo2MDDAQ49uZu+06WU3pXSTXq5+bWrjE8+W3JLyTd49clEPs/bhxJPB3mnTefEdF5TdDGshU3+ytuwmmJWmVVYuMDOzNuHEY2ZmWXmorWDbtm1j8u5dHlqx/UzePcy2bXvKboZZKdzjMTOzrNzjKVhXVxf/+NIUTy6w/Uz9yVq6uo4ruxlmpXCPx8zMsnKPJ4PJu3f4Hg8w6Te/AmDfEV4brPo9Hvd4oDW+ZN1KX25uhy8WO/EUzOthvWZg4HkAZr/N/+HCcf7ZaCF+OGFeqi7abAdSqVSiv7+/7GYcErwelln7kLQxIiqNjvkej5mZZeXEY2ZmWTnxmJlZVm03uUBSN3ANMBn4WkRcVXKTCtcKs4agdWYOtcOsIbNW1lY9HkmTgb8FzgdOAhZLOqncVrWPqVOnevaQmbVdj+cMYCAingCQdAuwEHi81FYVzH/dm1kraaseD9AFPF23P5hi+5G0VFK/pP6hoaFsjTMzawftlnjUIPa6LzJFxMqIqEREpbOzM0OzzMzaR7slnkFgZt3+DGB7SW0xM2tL7ZZ47gfmSDpR0mHARcCakttkZtZW2mpyQUTskfRRYD3V6dQ3RMRjJTfLzKyttFXiAYiItYCXijYzK0m7DbWZmVnJnHjMzCwrPxZhDJKGgCfLbsch5BjgF2U3wqwB/2weXG+NiIbfR3Hisawk9R/oGR1mZfLPZj4eajMzs6yceMzMLCsnHsttZdkNMDsA/2xm4ns8ZmaWlXs8ZmaWlROPmZll5cRjWUjqlvRTSQOSlpXdHrMaSTdIek7So2W3pV048Vjh/Mhxa3E3At1lN6KdOPFYDq8+cjwiXgZqjxw3K11EfA/YUXY72okTj+UwrkeOm1l7cOKxHMb1yHEzaw9OPJaDHzluZq9y4rEc/MhxM3uVE48VLiL2ALVHjm8GVvuR49YqJN0M3AO8XdKgpIvLbtOhzkvmmJlZVu7xmJlZVk48ZmaWlROPmZll5cRjZmZZOfGYmVlWTjxmLUTSxyRNm8B575D0kKQHJf3uQWjHIi/kakVx4jFrLR8Dmko8afXvRcBtEfHuiPhZ3TFJmsjv+SKqK4mbHXROPGYFkPSXki5P21dLuittnyPpf0m6TlK/pMckfSYduxw4Abhb0t0pNl/SPZIekPRNSW9K8a2S/oukHwAfopqw/oOkuyXNkrRZ0leAB4CZkhZL2iTpUUlfqmvnC5K+IOlhSfdKOk7SHwILgL9Ovah/cg/KrJ4Tj1kxvgf887RdAd4k6Q3AHwHfB/5zRFSAdwHvk/SuiFhBdQ2790fE+yUdA/wVMC8iTgP6gU/U1fGbiPijiLgJ+Dvg6oh4fzr2dmBVRLwbeAX4EnA2cCrwHkmLUrk3AvdGxCmpzX8WET+iuqTRX0TEqfU9KLODwYnHrBgbgdMlvRl4ieqSLBWqyej7wL+W9ADwIPD7NB7WmpviP5T0ENADvLXu+DdGqf/JiLg3bb8H+G5EDKXli74O/HE69jLwnbo2z2rmQ5pNxJSyG2B2KIqIVyRtBT4M/Ah4BHg/8LvAi8AngfdExE5JNwJHNLiMgL6IWHyAan49ShPqjzV6LEXNK/Haull78f8JloF7PGbF+R7VBPM9qr2cPwceAo6kmhh2STqO6iPBa54H3py27wXeK2k2gKRpkn5vAu24j+pw3jFpIsJi4B/GOKe+HWYHlROPWXG+DxwP3BMRzwK/Ab4fEQ9THWJ7DLgB+GHdOSuBOyTdHRFDwL8Dbpb0CNVE9I5mGxERzwBXAncDDwMPRMRtY5x2C/AXB2t6tlk9r05tZmZZucdjZmZZOfGYmVlWTjxmZpaVE4+ZmWXlxGNmZlk58ZiZWVZOPGZmltX/B3h5HLE1XSh4AAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "sns.boxplot(x=\"waterfront\", y=\"price\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 5\n",
    "Use the function <code>regplot</code>  in the seaborn library  to  determine if the feature <code>sqft_above</code> is negatively or positively correlated with price."
   ]
  },
  {
   "cell_type": "code",
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