notebooks/general_eda.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EDA and Stakeholder Questions Notebook\n",
    "* Conducting EDA to better understand the 2015-2015 King County housing data\n",
    "* Addressing Stakeholder Questions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the required libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import scipy.stats as scs\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# set up pandas to display floats in a more human friendly way\n",
    "pd.options.display.float_format = '{:,.2f}'.format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# config for charting \n",
    "sns.set_context('paper', font_scale=1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(21420, 29)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "21420"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read in the processed data\n",
    "df = pd.read_csv('../data/proc_kc_house_data.csv')\n",
    "print(df.shape)\n",
    "df.head(10)\n",
    "len(df['id'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>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_rank</th>\n",
       "      <th>...</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "      <th>bed_bath_ratio</th>\n",
       "      <th>date_month</th>\n",
       "      <th>date_day</th>\n",
       "      <th>date_year</th>\n",
       "      <th>renovated_status</th>\n",
       "      <th>sqft_living15_diff</th>\n",
       "      <th>sqft_lot15_diff</th>\n",
       "      <th>scenic_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7129300520</td>\n",
       "      <td>10/13/2014</td>\n",
       "      <td>221,900.00</td>\n",
       "      <td>3</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1180</td>\n",
       "      <td>5650</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1340</td>\n",
       "      <td>5650</td>\n",
       "      <td>3.00</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>2014</td>\n",
       "      <td>UNK</td>\n",
       "      <td>-160</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6414100192</td>\n",
       "      <td>12/9/2014</td>\n",
       "      <td>538,000.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2570</td>\n",
       "      <td>7242</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1690</td>\n",
       "      <td>7639</td>\n",
       "      <td>1.33</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>2014</td>\n",
       "      <td>Y</td>\n",
       "      <td>880</td>\n",
       "      <td>-397</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5631500400</td>\n",
       "      <td>2/25/2015</td>\n",
       "      <td>180,000.00</td>\n",
       "      <td>2</td>\n",
       "      <td>1.00</td>\n",
       "      <td>770</td>\n",
       "      <td>10000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2720</td>\n",
       "      <td>8062</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2</td>\n",
       "      <td>25</td>\n",
       "      <td>2015</td>\n",
       "      <td>UNK</td>\n",
       "      <td>-1950</td>\n",
       "      <td>1938</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2487200875</td>\n",
       "      <td>12/9/2014</td>\n",
       "      <td>604,000.00</td>\n",
       "      <td>4</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1960</td>\n",
       "      <td>5000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1360</td>\n",
       "      <td>5000</td>\n",
       "      <td>1.33</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>2014</td>\n",
       "      <td>UNK</td>\n",
       "      <td>600</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1954400510</td>\n",
       "      <td>2/18/2015</td>\n",
       "      <td>510,000.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1680</td>\n",
       "      <td>8080</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1800</td>\n",
       "      <td>7503</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>2015</td>\n",
       "      <td>UNK</td>\n",
       "      <td>-120</td>\n",
       "      <td>577</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id        date      price  bedrooms  bathrooms  sqft_living  \\\n",
       "0  7129300520  10/13/2014 221,900.00         3       1.00         1180   \n",
       "1  6414100192   12/9/2014 538,000.00         3       2.25         2570   \n",
       "2  5631500400   2/25/2015 180,000.00         2       1.00          770   \n",
       "3  2487200875   12/9/2014 604,000.00         4       3.00         1960   \n",
       "4  1954400510   2/18/2015 510,000.00         3       2.00         1680   \n",
       "\n",
       "   sqft_lot  floors  waterfront  view_rank  ...  sqft_living15  sqft_lot15  \\\n",
       "0      5650    1.00           0          0  ...           1340        5650   \n",
       "1      7242    2.00           0          0  ...           1690        7639   \n",
       "2     10000    1.00           0          0  ...           2720        8062   \n",
       "3      5000    1.00           0          0  ...           1360        5000   \n",
       "4      8080    1.00           0          0  ...           1800        7503   \n",
       "\n",
       "   bed_bath_ratio  date_month  date_day  date_year  renovated_status  \\\n",
       "0            3.00          10        13       2014               UNK   \n",
       "1            1.33          12         9       2014                 Y   \n",
       "2            2.00           2        25       2015               UNK   \n",
       "3            1.33          12         9       2014               UNK   \n",
       "4            1.50           2        18       2015               UNK   \n",
       "\n",
       "   sqft_living15_diff  sqft_lot15_diff  scenic_status  \n",
       "0                -160                0              N  \n",
       "1                 880             -397              N  \n",
       "2               -1950             1938              N  \n",
       "3                 600                0              N  \n",
       "4                -120              577              N  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Processed Data Column Descriptions\n",
    "\n",
    "* id            - Unique identifier for house\n",
    "* date          - Date house was sold\n",
    "* price         - Sales price of home - __this is the prediction target__\n",
    "* bedrooms      - Number of bedrooms\n",
    "* bathrooms     - Number of bathrooms\n",
    "* sqft_living   - Square footage of living area\n",
    "* sqft_lot      - Square footage of  lot\n",
    "* floors        - # floors (levels) in house\n",
    "* waterfront    - Number from 0 to 1 reflecting if house is categorized as a waterfront property - Categorical\n",
    "* view_rank     - Number from 0 to 4 reflecting quality of sceanic view - Categorical\n",
    "* condition     - Number from 1 to 5 reflecting the overall condition of the property - Categorical\n",
    "* grade         - Number from 1 to 13 refelecting the overall grade given to the property, based on King County grading system\n",
    "* sqft_above    - Square footage of living area above ground/ (is this sqft_living - sqft_basement?) from basement\n",
    "* sqft_basement - Square footage of the basement\n",
    "* yr_built      - Year house was built\n",
    "* yr_renovated  - Year house was renovated\n",
    "* zipcode       - zip code\n",
    "* lat           - Latitude coordinate\n",
    "* long          - Longitude coordinate\n",
    "* sqft_living15 - Average square footage of living area of the nearest 15 neighbors \n",
    "* sqft_lot15    - Average square footage of the  lots of the nearest 15 neighbors\n",
    "* bed_bath_ratio - ADDED ratio of bedrooms to bathrooms (bedrooms/bathroom)\n",
    "* date_month    - ADDED month of sale date\n",
    "* date_day      - ADDED day of sale date\n",
    "* date_year     - ADDED year of sale date\n",
    "* renovated_status      - ADDED Value Y/N/UNK refelecting the renovated status\n",
    "* sqft_living15_diff    - ADDED difference between home living area and nearest neighbors average living area\n",
    "* sqft_lot15_diff       - ADDED difference between home lot and nearest neighbors average lot \n",
    "* scenic_status   - ADDED Value Y/N reflecting if the home is waterfront OR has view ranked above 1 (middle value of view quality scale).\n",
    "    * Thanks to fellow Data Science cohort member, Nick K., for the Data Column Descriptions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic data investigation\n",
    "* Look for outliers and drop when appropriate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>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_rank</th>\n",
       "      <th>condition</th>\n",
       "      <th>...</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "      <th>bed_bath_ratio</th>\n",
       "      <th>date_month</th>\n",
       "      <th>date_day</th>\n",
       "      <th>date_year</th>\n",
       "      <th>sqft_living15_diff</th>\n",
       "      <th>sqft_lot15_diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>...</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "      <td>21,420.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4,580,939,869.16</td>\n",
       "      <td>541,861.43</td>\n",
       "      <td>3.37</td>\n",
       "      <td>2.12</td>\n",
       "      <td>2,083.13</td>\n",
       "      <td>15,128.04</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.23</td>\n",
       "      <td>3.41</td>\n",
       "      <td>...</td>\n",
       "      <td>47.56</td>\n",
       "      <td>-122.21</td>\n",
       "      <td>1,988.38</td>\n",
       "      <td>12,775.72</td>\n",
       "      <td>1.75</td>\n",
       "      <td>6.56</td>\n",
       "      <td>15.69</td>\n",
       "      <td>2,014.33</td>\n",
       "      <td>94.75</td>\n",
       "      <td>2,352.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2,876,761,172.45</td>\n",
       "      <td>367,556.94</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.77</td>\n",
       "      <td>918.81</td>\n",
       "      <td>41,530.80</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.65</td>\n",
       "      <td>...</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.14</td>\n",
       "      <td>685.54</td>\n",
       "      <td>27,345.62</td>\n",
       "      <td>0.66</td>\n",
       "      <td>3.12</td>\n",
       "      <td>8.64</td>\n",
       "      <td>0.47</td>\n",
       "      <td>601.30</td>\n",
       "      <td>29,022.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1,000,102.00</td>\n",
       "      <td>78,000.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>370.00</td>\n",
       "      <td>520.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.16</td>\n",
       "      <td>-122.52</td>\n",
       "      <td>399.00</td>\n",
       "      <td>651.00</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2,014.00</td>\n",
       "      <td>-2,310.00</td>\n",
       "      <td>-326,879.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2,123,537,386.75</td>\n",
       "      <td>324,950.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1,430.00</td>\n",
       "      <td>5,040.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.47</td>\n",
       "      <td>-122.33</td>\n",
       "      <td>1,490.00</td>\n",
       "      <td>5,100.00</td>\n",
       "      <td>1.33</td>\n",
       "      <td>4.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>2,014.00</td>\n",
       "      <td>-220.00</td>\n",
       "      <td>-420.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3,904,921,185.00</td>\n",
       "      <td>450,550.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1,920.00</td>\n",
       "      <td>7,614.00</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.57</td>\n",
       "      <td>-122.23</td>\n",
       "      <td>1,840.00</td>\n",
       "      <td>7,620.00</td>\n",
       "      <td>1.60</td>\n",
       "      <td>6.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>2,014.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7,308,900,186.25</td>\n",
       "      <td>645,000.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2,550.00</td>\n",
       "      <td>10,690.50</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.68</td>\n",
       "      <td>-122.12</td>\n",
       "      <td>2,370.00</td>\n",
       "      <td>10,086.25</td>\n",
       "      <td>2.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>23.00</td>\n",
       "      <td>2,015.00</td>\n",
       "      <td>310.00</td>\n",
       "      <td>680.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9,900,000,190.00</td>\n",
       "      <td>7,700,000.00</td>\n",
       "      <td>33.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>13,540.00</td>\n",
       "      <td>1,651,359.00</td>\n",
       "      <td>3.50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.78</td>\n",
       "      <td>-121.31</td>\n",
       "      <td>6,210.00</td>\n",
       "      <td>871,200.00</td>\n",
       "      <td>18.86</td>\n",
       "      <td>12.00</td>\n",
       "      <td>31.00</td>\n",
       "      <td>2,015.00</td>\n",
       "      <td>8,690.00</td>\n",
       "      <td>1,225,778.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id        price  bedrooms  bathrooms  sqft_living  \\\n",
       "count        21,420.00    21,420.00 21,420.00  21,420.00    21,420.00   \n",
       "mean  4,580,939,869.16   541,861.43      3.37       2.12     2,083.13   \n",
       "std   2,876,761,172.45   367,556.94      0.93       0.77       918.81   \n",
       "min       1,000,102.00    78,000.00      1.00       0.50       370.00   \n",
       "25%   2,123,537,386.75   324,950.00      3.00       1.75     1,430.00   \n",
       "50%   3,904,921,185.00   450,550.00      3.00       2.25     1,920.00   \n",
       "75%   7,308,900,186.25   645,000.00      4.00       2.50     2,550.00   \n",
       "max   9,900,000,190.00 7,700,000.00     33.00       8.00    13,540.00   \n",
       "\n",
       "          sqft_lot    floors  waterfront  view_rank  condition  ...       lat  \\\n",
       "count    21,420.00 21,420.00   21,420.00  21,420.00  21,420.00  ... 21,420.00   \n",
       "mean     15,128.04      1.50        0.01       0.23       3.41  ...     47.56   \n",
       "std      41,530.80      0.54        0.08       0.77       0.65  ...      0.14   \n",
       "min         520.00      1.00        0.00       0.00       1.00  ...     47.16   \n",
       "25%       5,040.00      1.00        0.00       0.00       3.00  ...     47.47   \n",
       "50%       7,614.00      1.50        0.00       0.00       3.00  ...     47.57   \n",
       "75%      10,690.50      2.00        0.00       0.00       4.00  ...     47.68   \n",
       "max   1,651,359.00      3.50        1.00       4.00       5.00  ...     47.78   \n",
       "\n",
       "           long  sqft_living15  sqft_lot15  bed_bath_ratio  date_month  \\\n",
       "count 21,420.00      21,420.00   21,420.00       21,420.00   21,420.00   \n",
       "mean    -122.21       1,988.38   12,775.72            1.75        6.56   \n",
       "std        0.14         685.54   27,345.62            0.66        3.12   \n",
       "min     -122.52         399.00      651.00            0.40        1.00   \n",
       "25%     -122.33       1,490.00    5,100.00            1.33        4.00   \n",
       "50%     -122.23       1,840.00    7,620.00            1.60        6.00   \n",
       "75%     -122.12       2,370.00   10,086.25            2.00        9.00   \n",
       "max     -121.31       6,210.00  871,200.00           18.86       12.00   \n",
       "\n",
       "       date_day  date_year  sqft_living15_diff  sqft_lot15_diff  \n",
       "count 21,420.00  21,420.00           21,420.00        21,420.00  \n",
       "mean      15.69   2,014.33               94.75         2,352.32  \n",
       "std        8.64       0.47              601.30        29,022.93  \n",
       "min        1.00   2,014.00           -2,310.00      -326,879.00  \n",
       "25%        8.00   2,014.00             -220.00          -420.25  \n",
       "50%       16.00   2,014.00                0.00             0.00  \n",
       "75%       23.00   2,015.00              310.00           680.00  \n",
       "max       31.00   2,015.00            8,690.00     1,225,778.00  \n",
       "\n",
       "[8 rows x 26 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='price'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Price max is really huge! Let's look at geting rid of these outliers\n",
    "fig, ax = plt.subplots(figsize=(5,3))\n",
    "sns.boxplot(x=df['price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(404, 29)\n",
      "count         404.00\n",
      "mean    2,280,049.50\n",
      "std       769,462.12\n",
      "min     1,650,000.00\n",
      "25%     1,797,500.00\n",
      "50%     2,000,000.00\n",
      "75%     2,500,000.00\n",
      "max     7,700,000.00\n",
      "Name: price, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Get the records where price is an outlier.  Where price's Z score is > 3 (price is more than 3 STD away from mean).\n",
    "z_price = np.abs(scs.zscore(df['price']))\n",
    "price_outliers_df = df.iloc[np.where(z_price > 3)]\n",
    "print(price_outliers_df.shape)\n",
    "print(price_outliers_df.price.describe())  # all of the price outliers are to the left side of the distribution. Expensive homes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(21016, 29)\n",
      "count      21,016.00\n",
      "mean      508,447.46\n",
      "std       259,118.06\n",
      "min        78,000.00\n",
      "25%       320,000.00\n",
      "50%       449,500.00\n",
      "75%       630,000.00\n",
      "max     1,640,000.00\n",
      "Name: price, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='price'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Drop the SUPER EXPENSIVE homes from the dataset.\n",
    "price_outliers_dropped_df = df.iloc[np.where(z_price < 3)]\n",
    "print(price_outliers_dropped_df.shape)\n",
    "print(price_outliers_dropped_df.price.describe())\n",
    "fig, ax = plt.subplots(figsize=(5,3))\n",
    "sns.boxplot(x=price_outliers_dropped_df['price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>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_rank</th>\n",
       "      <th>condition</th>\n",
       "      <th>...</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "      <th>bed_bath_ratio</th>\n",
       "      <th>date_month</th>\n",
       "      <th>date_day</th>\n",
       "      <th>date_year</th>\n",
       "      <th>sqft_living15_diff</th>\n",
       "      <th>sqft_lot15_diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>...</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "      <td>21,016.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4,593,098,963.20</td>\n",
       "      <td>508,447.46</td>\n",
       "      <td>3.36</td>\n",
       "      <td>2.09</td>\n",
       "      <td>2,035.15</td>\n",
       "      <td>14,863.68</td>\n",
       "      <td>1.49</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.21</td>\n",
       "      <td>3.41</td>\n",
       "      <td>...</td>\n",
       "      <td>47.56</td>\n",
       "      <td>-122.21</td>\n",
       "      <td>1,962.14</td>\n",
       "      <td>12,652.11</td>\n",
       "      <td>1.76</td>\n",
       "      <td>6.57</td>\n",
       "      <td>15.70</td>\n",
       "      <td>2,014.32</td>\n",
       "      <td>73.02</td>\n",
       "      <td>2,211.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2,878,358,699.36</td>\n",
       "      <td>259,118.06</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.74</td>\n",
       "      <td>837.25</td>\n",
       "      <td>40,539.84</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.65</td>\n",
       "      <td>...</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.14</td>\n",
       "      <td>655.49</td>\n",
       "      <td>27,269.21</td>\n",
       "      <td>0.66</td>\n",
       "      <td>3.12</td>\n",
       "      <td>8.63</td>\n",
       "      <td>0.47</td>\n",
       "      <td>552.83</td>\n",
       "      <td>28,248.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1,000,102.00</td>\n",
       "      <td>78,000.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>370.00</td>\n",
       "      <td>520.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.16</td>\n",
       "      <td>-122.52</td>\n",
       "      <td>399.00</td>\n",
       "      <td>651.00</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2,014.00</td>\n",
       "      <td>-2,310.00</td>\n",
       "      <td>-326,879.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2,126,049,139.50</td>\n",
       "      <td>320,000.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1,420.00</td>\n",
       "      <td>5,001.75</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.47</td>\n",
       "      <td>-122.33</td>\n",
       "      <td>1,480.00</td>\n",
       "      <td>5,079.75</td>\n",
       "      <td>1.33</td>\n",
       "      <td>4.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>2,014.00</td>\n",
       "      <td>-220.00</td>\n",
       "      <td>-419.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3,905,030,260.00</td>\n",
       "      <td>449,500.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1,900.00</td>\n",
       "      <td>7,560.00</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.57</td>\n",
       "      <td>-122.23</td>\n",
       "      <td>1,830.00</td>\n",
       "      <td>7,573.00</td>\n",
       "      <td>1.60</td>\n",
       "      <td>6.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>2,014.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7,334,500,097.50</td>\n",
       "      <td>630,000.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2,510.00</td>\n",
       "      <td>10,496.25</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.68</td>\n",
       "      <td>-122.12</td>\n",
       "      <td>2,330.00</td>\n",
       "      <td>10,000.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>23.00</td>\n",
       "      <td>2,015.00</td>\n",
       "      <td>300.00</td>\n",
       "      <td>661.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9,900,000,190.00</td>\n",
       "      <td>1,640,000.00</td>\n",
       "      <td>33.00</td>\n",
       "      <td>7.50</td>\n",
       "      <td>7,480.00</td>\n",
       "      <td>1,651,359.00</td>\n",
       "      <td>3.50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.78</td>\n",
       "      <td>-121.31</td>\n",
       "      <td>5,790.00</td>\n",
       "      <td>871,200.00</td>\n",
       "      <td>18.86</td>\n",
       "      <td>12.00</td>\n",
       "      <td>31.00</td>\n",
       "      <td>2,015.00</td>\n",
       "      <td>5,250.00</td>\n",
       "      <td>1,225,778.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id        price  bedrooms  bathrooms  sqft_living  \\\n",
       "count        21,016.00    21,016.00 21,016.00  21,016.00    21,016.00   \n",
       "mean  4,593,098,963.20   508,447.46      3.36       2.09     2,035.15   \n",
       "std   2,878,358,699.36   259,118.06      0.92       0.74       837.25   \n",
       "min       1,000,102.00    78,000.00      1.00       0.50       370.00   \n",
       "25%   2,126,049,139.50   320,000.00      3.00       1.50     1,420.00   \n",
       "50%   3,905,030,260.00   449,500.00      3.00       2.25     1,900.00   \n",
       "75%   7,334,500,097.50   630,000.00      4.00       2.50     2,510.00   \n",
       "max   9,900,000,190.00 1,640,000.00     33.00       7.50     7,480.00   \n",
       "\n",
       "          sqft_lot    floors  waterfront  view_rank  condition  ...       lat  \\\n",
       "count    21,016.00 21,016.00   21,016.00  21,016.00  21,016.00  ... 21,016.00   \n",
       "mean     14,863.68      1.49        0.00       0.21       3.41  ...     47.56   \n",
       "std      40,539.84      0.54        0.06       0.71       0.65  ...      0.14   \n",
       "min         520.00      1.00        0.00       0.00       1.00  ...     47.16   \n",
       "25%       5,001.75      1.00        0.00       0.00       3.00  ...     47.47   \n",
       "50%       7,560.00      1.50        0.00       0.00       3.00  ...     47.57   \n",
       "75%      10,496.25      2.00        0.00       0.00       4.00  ...     47.68   \n",
       "max   1,651,359.00      3.50        1.00       4.00       5.00  ...     47.78   \n",
       "\n",
       "           long  sqft_living15  sqft_lot15  bed_bath_ratio  date_month  \\\n",
       "count 21,016.00      21,016.00   21,016.00       21,016.00   21,016.00   \n",
       "mean    -122.21       1,962.14   12,652.11            1.76        6.57   \n",
       "std        0.14         655.49   27,269.21            0.66        3.12   \n",
       "min     -122.52         399.00      651.00            0.40        1.00   \n",
       "25%     -122.33       1,480.00    5,079.75            1.33        4.00   \n",
       "50%     -122.23       1,830.00    7,573.00            1.60        6.00   \n",
       "75%     -122.12       2,330.00   10,000.00            2.00        9.00   \n",
       "max     -121.31       5,790.00  871,200.00           18.86       12.00   \n",
       "\n",
       "       date_day  date_year  sqft_living15_diff  sqft_lot15_diff  \n",
       "count 21,016.00  21,016.00           21,016.00        21,016.00  \n",
       "mean      15.70   2,014.32               73.02         2,211.56  \n",
       "std        8.63       0.47              552.83        28,248.06  \n",
       "min        1.00   2,014.00           -2,310.00      -326,879.00  \n",
       "25%        8.00   2,014.00             -220.00          -419.00  \n",
       "50%       16.00   2,014.00                0.00             0.00  \n",
       "75%       23.00   2,015.00              300.00           661.00  \n",
       "max       31.00   2,015.00            5,250.00     1,225,778.00  \n",
       "\n",
       "[8 rows x 26 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Now take a look at the other attributes now that we've dropped the SUPER Expensive homes.\n",
    "price_outliers_dropped_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='bedrooms'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Let's inspect bedrooms.\n",
    "fig, ax = plt.subplots(figsize=(5,3))\n",
    "sns.boxplot(x=price_outliers_dropped_df['bedrooms'])"
   ]
  },
  {
   "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>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_rank</th>\n",
       "      <th>...</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "      <th>bed_bath_ratio</th>\n",
       "      <th>date_month</th>\n",
       "      <th>date_day</th>\n",
       "      <th>date_year</th>\n",
       "      <th>renovated_status</th>\n",
       "      <th>sqft_living15_diff</th>\n",
       "      <th>sqft_lot15_diff</th>\n",
       "      <th>scenic_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15710</th>\n",
       "      <td>2402100895</td>\n",
       "      <td>6/25/2014</td>\n",
       "      <td>640,000.00</td>\n",
       "      <td>33</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1620</td>\n",
       "      <td>6000</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1330</td>\n",
       "      <td>4700</td>\n",
       "      <td>18.86</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>2014</td>\n",
       "      <td>UNK</td>\n",
       "      <td>290</td>\n",
       "      <td>1300</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               id       date      price  bedrooms  bathrooms  sqft_living  \\\n",
       "15710  2402100895  6/25/2014 640,000.00        33       1.75         1620   \n",
       "\n",
       "       sqft_lot  floors  waterfront  view_rank  ...  sqft_living15  \\\n",
       "15710      6000    1.00           0          0  ...           1330   \n",
       "\n",
       "       sqft_lot15  bed_bath_ratio  date_month  date_day  date_year  \\\n",
       "15710        4700           18.86           6        25       2014   \n",
       "\n",
       "       renovated_status  sqft_living15_diff  sqft_lot15_diff  scenic_status  \n",
       "15710               UNK                 290             1300              N  \n",
       "\n",
       "[1 rows x 29 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# What is going on with the 33 bedroom house???\n",
    "price_outliers_dropped_df.loc[price_outliers_dropped_df['bedrooms']==33]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/user/anaconda3/envs/flatiron/lib/python3.6/site-packages/pandas/core/frame.py:4167: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  errors=errors,\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='bedrooms'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Drop this record - looks like a data entry error. A home with 1 floor, 1620 sqft living area, and 1.75 bathrooms can't have 33 bedrooms.\n",
    "error_index = price_outliers_dropped_df[price_outliers_dropped_df['bedrooms']==33].index\n",
    "price_outliers_dropped_df.drop(error_index, inplace=True)\n",
    "price_outliers_dropped_df.bedrooms.describe()\n",
    "fig, ax = plt.subplots(figsize=(5,3))\n",
    "sns.boxplot(x=price_outliers_dropped_df['bedrooms'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='bathrooms'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Let's inspect bathrooms.  Seems in line with bedrooms. No action needed.\n",
    "fig, ax = plt.subplots(figsize=(5,3))\n",
    "sns.boxplot(x=price_outliers_dropped_df['bathrooms'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count   21,015.00\n",
      "mean         1.49\n",
      "std          0.54\n",
      "min          1.00\n",
      "25%          1.00\n",
      "50%          1.50\n",
      "75%          2.00\n",
      "max          3.50\n",
      "Name: floors, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's look at floors. Nothing too strange here. 3.5 is a bit odd for a number of floors. Let's look closer at those homes.\n",
    "fig, ax = plt.subplots(figsize=(5,3))\n",
    "sns.boxplot(x=price_outliers_dropped_df['floors'])  \n",
    "print(price_outliers_dropped_df['floors'].describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>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_rank</th>\n",
       "      <th>...</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "      <th>bed_bath_ratio</th>\n",
       "      <th>date_month</th>\n",
       "      <th>date_day</th>\n",
       "      <th>date_year</th>\n",
       "      <th>renovated_status</th>\n",
       "      <th>sqft_living15_diff</th>\n",
       "      <th>sqft_lot15_diff</th>\n",
       "      <th>scenic_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9981</th>\n",
       "      <td>1972202010</td>\n",
       "      <td>8/1/2014</td>\n",
       "      <td>435,000.00</td>\n",
       "      <td>3</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1440</td>\n",
       "      <td>1350</td>\n",
       "      <td>3.50</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1440</td>\n",
       "      <td>1350</td>\n",
       "      <td>1.00</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>2014</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11480</th>\n",
       "      <td>3180100023</td>\n",
       "      <td>1/30/2015</td>\n",
       "      <td>544,000.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1760</td>\n",
       "      <td>1755</td>\n",
       "      <td>3.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1700</td>\n",
       "      <td>1721</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>2015</td>\n",
       "      <td>UNK</td>\n",
       "      <td>60</td>\n",
       "      <td>34</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14740</th>\n",
       "      <td>8673400177</td>\n",
       "      <td>4/2/2015</td>\n",
       "      <td>525,000.00</td>\n",
       "      <td>3</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1730</td>\n",
       "      <td>1074</td>\n",
       "      <td>3.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1370</td>\n",
       "      <td>1185</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2015</td>\n",
       "      <td>N</td>\n",
       "      <td>360</td>\n",
       "      <td>-111</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15270</th>\n",
       "      <td>1702900664</td>\n",
       "      <td>4/16/2015</td>\n",
       "      <td>479,000.00</td>\n",
       "      <td>2</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1730</td>\n",
       "      <td>1037</td>\n",
       "      <td>3.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1280</td>\n",
       "      <td>1026</td>\n",
       "      <td>0.80</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>2015</td>\n",
       "      <td>N</td>\n",
       "      <td>450</td>\n",
       "      <td>11</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20119</th>\n",
       "      <td>1972200426</td>\n",
       "      <td>9/18/2014</td>\n",
       "      <td>525,000.00</td>\n",
       "      <td>2</td>\n",
       "      <td>2.75</td>\n",
       "      <td>1310</td>\n",
       "      <td>1268</td>\n",
       "      <td>3.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1350</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.73</td>\n",
       "      <td>9</td>\n",
       "      <td>18</td>\n",
       "      <td>2014</td>\n",
       "      <td>N</td>\n",
       "      <td>-40</td>\n",
       "      <td>-20</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20581</th>\n",
       "      <td>1972200428</td>\n",
       "      <td>6/25/2014</td>\n",
       "      <td>563,500.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1400</td>\n",
       "      <td>1312</td>\n",
       "      <td>3.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1350</td>\n",
       "      <td>1312</td>\n",
       "      <td>1.20</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>2014</td>\n",
       "      <td>N</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               id       date      price  bedrooms  bathrooms  sqft_living  \\\n",
       "9981   1972202010   8/1/2014 435,000.00         3       3.00         1440   \n",
       "11480  3180100023  1/30/2015 544,000.00         3       2.50         1760   \n",
       "14740  8673400177   4/2/2015 525,000.00         3       3.00         1730   \n",
       "15270  1702900664  4/16/2015 479,000.00         2       2.50         1730   \n",
       "20119  1972200426  9/18/2014 525,000.00         2       2.75         1310   \n",
       "20581  1972200428  6/25/2014 563,500.00         3       2.50         1400   \n",
       "\n",
       "       sqft_lot  floors  waterfront  view_rank  ...  sqft_living15  \\\n",
       "9981       1350    3.50           0          2  ...           1440   \n",
       "11480      1755    3.50           0          0  ...           1700   \n",
       "14740      1074    3.50           0          0  ...           1370   \n",
       "15270      1037    3.50           0          0  ...           1280   \n",
       "20119      1268    3.50           0          0  ...           1350   \n",
       "20581      1312    3.50           0          0  ...           1350   \n",
       "\n",
       "       sqft_lot15  bed_bath_ratio  date_month  date_day  date_year  \\\n",
       "9981         1350            1.00           8         1       2014   \n",
       "11480        1721            1.20           1        30       2015   \n",
       "14740        1185            1.00           4         2       2015   \n",
       "15270        1026            0.80           4        16       2015   \n",
       "20119        1288            0.73           9        18       2014   \n",
       "20581        1312            1.20           6        25       2014   \n",
       "\n",
       "       renovated_status  sqft_living15_diff  sqft_lot15_diff  scenic_status  \n",
       "9981                  N                   0                0              Y  \n",
       "11480               UNK                  60               34              N  \n",
       "14740                 N                 360             -111              N  \n",
       "15270                 N                 450               11              N  \n",
       "20119                 N                 -40              -20              N  \n",
       "20581                 N                  50                0              N  \n",
       "\n",
       "[6 rows x 29 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 3.5 is a little odd, but the other attributes seem legit. Leave these in the dataset.\n",
    "price_outliers_dropped_df[price_outliers_dropped_df['floors']==3.5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sqft_living'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Let's inspect sqft_living\n",
    "fig, ax = plt.subplots(figsize=(5,3))\n",
    "sns.boxplot(x=price_outliers_dropped_df['sqft_living'])\n",
    "# There are quite a few outliers to sqft_living. With a left tail...outliers that have high sqft_living values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How to handle sqft_living left tail outliers?\n",
    "\n",
    "Before we consider dropping the left tail outliers for sqft_living, let's reflect:\n",
    "* We've already removed the expensive homes /price outliers\n",
    "* Consider that this data is for the entire county which includes Urban and Rural areas\n",
    "* The Urban areas include cities like Seattle and Redmond\n",
    "\n",
    "This variety of Urban and Rural areas in King County most likely accounts for the variety in sqft_living even AFTER we've removed the most expensive homes.  Leaving these homes in the dataset for now. (__Spoiler Alert__: This might cause some issues with trying to predict home prices.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grade\n",
    "\n",
    "Now let's check __grade__ as it is a metric used by the county to to access home value/quality in respect to builing code/ building materials used.\n",
    "\n",
    "Recall the definition of _grade_ is  \"a number from 1 to 13 reflecting the overall grade given to the property\". Here are some insights from  the __Grade ratings definitions from [King County](https://info.kingcounty.gov/assessor/esales/Glossary.aspx?type=r#building%20grade)__\n",
    "\n",
    "\n",
    "* Grade below 6: does not meet building code\n",
    "* Grade 6: lowest grade meeting building code\n",
    "* Grade 7-8: average\n",
    "* Grades 10-12: above average\n",
    "* Grade 13: Mansion level\n",
    "    * Shoutout/thank you to Cohort Member, Kristen D., for sharing this resource.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count   21,015.00\n",
      "mean         7.61\n",
      "std          1.11\n",
      "min          3.00\n",
      "25%          7.00\n",
      "50%          7.00\n",
      "75%          8.00\n",
      "max         12.00\n",
      "Name: grade, dtype: float64\n",
      "[ 3  4  5  6  7  8  9 10 11 12]\n"
     ]
    }
   ],
   "source": [
    "print(price_outliers_dropped_df['grade'].describe())\n",
    "print(np.sort(price_outliers_dropped_df['grade'].unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5,3))\n",
    "price_outliers_dropped_df['grade'].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How to handle grade\n",
    "\n",
    "Before we do anything, let's reflect:\n",
    "* All of the values for grade are within range.\n",
    "* The distribution of grade reflects the description with 7-8 being \"Average\" grade.\n",
    "\n",
    "This data seems correct so do __not__ drop any values based on grade.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Condition\n",
    "\n",
    "Now let's check __condition__ as it is a metric used by the county to to access home value/quality in respect to builing code/ building materials used.\n",
    "\n",
    "\n",
    "Recall the definition of _grade_ is  \"a number from 1 to 5 reflecting the overall current condition of the property relative to age and grade.\". Here are some insights from  the __Building Condition ratings definitions from [King County](https://info.kingcounty.gov/assessor/esales/Glossary.aspx?type=r#b)__\n",
    "\n",
    "\n",
    "* Condition 1: Poor\n",
    "* Condition 2: Fair\n",
    "* Condition 3: average\n",
    "* Condition 4: Good\n",
    "* Condition 5: Very Good\n",
    "    * Shoutout/thank you to Cohort Member, Kristen D., for sharing this resource."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count   21,015.00\n",
      "mean         3.41\n",
      "std          0.65\n",
      "min          1.00\n",
      "25%          3.00\n",
      "50%          3.00\n",
      "75%          4.00\n",
      "max          5.00\n",
      "Name: condition, dtype: float64\n",
      "[1 2 3 4 5]\n"
     ]
    }
   ],
   "source": [
    "print(price_outliers_dropped_df['condition'].describe())\n",
    "print(np.sort(price_outliers_dropped_df['condition'].unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5,3))\n",
    "price_outliers_dropped_df['condition'].hist(bins=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How to handle condition\n",
    "\n",
    "Before we do anything, let's reflect:\n",
    "* All of the values for condition are in range. \n",
    "* The distribution of condition reflects the description with 3 being \"Average\" condition.\n",
    "\n",
    "This data seems correct so do __not__ drop any values based on condition."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save the dataframe for use in price prediction analysis.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "price_outliers_dropped_df.to_csv('../data/prepped_for_price_prediction.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Persona: Buyers looking for a scenic homes\n",
    "\n",
    "Stakeholders is this scenario are home buyers who are specifically looking to buy a home in King County that has scenic attributes: homes that are listed as waterfront and/or have a higher than average view score (0,1,2,3,4 are the view categories. Considering anything 2 and above as a good view).   \n",
    "\n",
    "Questions:\n",
    "* Where are these homes typically located in King County? Geographically and Zipcode.\n",
    "* How much more expensive are these homes from others?  Compare against homes in same zipcode.\n",
    "* FUTURE WORK\n",
    "        * How do scenic homes compare to neighboring homes\n",
    "            * (sqft_living15 and sqft_lot15).\n",
    "            * grade?\n",
    "            * condition?\n",
    "\n",
    "\n",
    "Data from the (King County Assesor Report)[https://www.kingcounty.gov/depts/assessor/Reports/area-reports/2017/residential-westcentral/~/media/depts/assessor/documents/AreaReports/2017/Residential/013.ashx)]:\n",
    "* \"Location, views, zoning, topography, lot size and traffic are primary influences to land values.\"\n",
    "* \"Data on lot size, location, topography, access, utilities, views and waterfront were considered while developing the land model.\" \n",
    "* \"A typical 5,000 square foot, non-view, SF 5000 zoned lot has a value of 505,000 to 775,000 based on neighborhood\"\n",
    "* \"Neighborhood 50 is located on the west side of Capitol Hill along Interstate 5. Many of the parcels have view amenities, including Seattle Skyline, Lake Washington, and Small Lake River (Lake Union) views. The housing stock is comprised mostly of grade 8’s and 9’s, and approximately 7% are townhouses. The average time adjusted sales price in this neighborhood is 1,260,000.\"\n",
    "    * Thank you/shout out to Cohort Member, Gabby A., for finding and sharing the Report with the rest of the cohort!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1567, 29)\n"
     ]
    },
    {
     "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>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_rank</th>\n",
       "      <th>...</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "      <th>bed_bath_ratio</th>\n",
       "      <th>date_month</th>\n",
       "      <th>date_day</th>\n",
       "      <th>date_year</th>\n",
       "      <th>renovated_status</th>\n",
       "      <th>sqft_living15_diff</th>\n",
       "      <th>sqft_lot15_diff</th>\n",
       "      <th>scenic_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>9297300055</td>\n",
       "      <td>1/24/2015</td>\n",
       "      <td>650,000.00</td>\n",
       "      <td>4</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2950</td>\n",
       "      <td>5000</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2140</td>\n",
       "      <td>4000</td>\n",
       "      <td>1.33</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>2015</td>\n",
       "      <td>UNK</td>\n",
       "      <td>810</td>\n",
       "      <td>1000</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>822039084</td>\n",
       "      <td>3/11/2015</td>\n",
       "      <td>1,350,000.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2753</td>\n",
       "      <td>65005</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2680</td>\n",
       "      <td>72513</td>\n",
       "      <td>1.20</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>2015</td>\n",
       "      <td>UNK</td>\n",
       "      <td>73</td>\n",
       "      <td>-7508</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>7922800400</td>\n",
       "      <td>8/27/2014</td>\n",
       "      <td>951,000.00</td>\n",
       "      <td>5</td>\n",
       "      <td>3.25</td>\n",
       "      <td>3250</td>\n",
       "      <td>14342</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2960</td>\n",
       "      <td>11044</td>\n",
       "      <td>1.54</td>\n",
       "      <td>8</td>\n",
       "      <td>27</td>\n",
       "      <td>2014</td>\n",
       "      <td>UNK</td>\n",
       "      <td>290</td>\n",
       "      <td>3298</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1516000055</td>\n",
       "      <td>12/10/2014</td>\n",
       "      <td>650,000.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2150</td>\n",
       "      <td>21235</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2570</td>\n",
       "      <td>18900</td>\n",
       "      <td>1.33</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>2014</td>\n",
       "      <td>UNK</td>\n",
       "      <td>-420</td>\n",
       "      <td>2335</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>7338200240</td>\n",
       "      <td>5/16/2014</td>\n",
       "      <td>437,500.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2320</td>\n",
       "      <td>36847</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2550</td>\n",
       "      <td>35065</td>\n",
       "      <td>1.20</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>2014</td>\n",
       "      <td>UNK</td>\n",
       "      <td>-230</td>\n",
       "      <td>1782</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>6126500060</td>\n",
       "      <td>11/24/2014</td>\n",
       "      <td>329,950.00</td>\n",
       "      <td>3</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2080</td>\n",
       "      <td>5969</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2090</td>\n",
       "      <td>5500</td>\n",
       "      <td>1.71</td>\n",
       "      <td>11</td>\n",
       "      <td>24</td>\n",
       "      <td>2014</td>\n",
       "      <td>UNK</td>\n",
       "      <td>-10</td>\n",
       "      <td>469</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>7278700070</td>\n",
       "      <td>1/2/2015</td>\n",
       "      <td>660,000.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2400</td>\n",
       "      <td>6474</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2340</td>\n",
       "      <td>10856</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2015</td>\n",
       "      <td>UNK</td>\n",
       "      <td>60</td>\n",
       "      <td>-4382</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>4058801670</td>\n",
       "      <td>7/17/2014</td>\n",
       "      <td>445,000.00</td>\n",
       "      <td>3</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2100</td>\n",
       "      <td>8201</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2660</td>\n",
       "      <td>8712</td>\n",
       "      <td>1.33</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>2014</td>\n",
       "      <td>UNK</td>\n",
       "      <td>-560</td>\n",
       "      <td>-511</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>5437810320</td>\n",
       "      <td>11/17/2014</td>\n",
       "      <td>269,950.00</td>\n",
       "      <td>3</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1950</td>\n",
       "      <td>7560</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1950</td>\n",
       "      <td>8941</td>\n",
       "      <td>2.00</td>\n",
       "      <td>11</td>\n",
       "      <td>17</td>\n",
       "      <td>2014</td>\n",
       "      <td>UNK</td>\n",
       "      <td>0</td>\n",
       "      <td>-1381</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>825059270</td>\n",
       "      <td>11/21/2014</td>\n",
       "      <td>1,100,000.00</td>\n",
       "      <td>5</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4090</td>\n",
       "      <td>12850</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2540</td>\n",
       "      <td>10270</td>\n",
       "      <td>1.67</td>\n",
       "      <td>11</td>\n",
       "      <td>21</td>\n",
       "      <td>2014</td>\n",
       "      <td>UNK</td>\n",
       "      <td>1550</td>\n",
       "      <td>2580</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id        date        price  bedrooms  bathrooms  sqft_living  \\\n",
       "15   9297300055   1/24/2015   650,000.00         4       3.00         2950   \n",
       "49    822039084   3/11/2015 1,350,000.00         3       2.50         2753   \n",
       "58   7922800400   8/27/2014   951,000.00         5       3.25         3250   \n",
       "60   1516000055  12/10/2014   650,000.00         3       2.25         2150   \n",
       "98   7338200240   5/16/2014   437,500.00         3       2.50         2320   \n",
       "112  6126500060  11/24/2014   329,950.00         3       1.75         2080   \n",
       "119  7278700070    1/2/2015   660,000.00         3       2.50         2400   \n",
       "125  4058801670   7/17/2014   445,000.00         3       2.25         2100   \n",
       "177  5437810320  11/17/2014   269,950.00         3       1.50         1950   \n",
       "184   825059270  11/21/2014 1,100,000.00         5       3.00         4090   \n",
       "\n",
       "     sqft_lot  floors  waterfront  view_rank  ...  sqft_living15  sqft_lot15  \\\n",
       "15       5000    2.00           0          3  ...           2140        4000   \n",
       "49      65005    1.00           1          2  ...           2680       72513   \n",
       "58      14342    2.00           0          4  ...           2960       11044   \n",
       "60      21235    1.00           0          3  ...           2570       18900   \n",
       "98      36847    2.00           0          2  ...           2550       35065   \n",
       "112      5969    1.00           0          2  ...           2090        5500   \n",
       "119      6474    1.00           0          2  ...           2340       10856   \n",
       "125      8201    1.00           0          2  ...           2660        8712   \n",
       "177      7560    1.00           0          2  ...           1950        8941   \n",
       "184     12850    1.00           0          2  ...           2540       10270   \n",
       "\n",
       "     bed_bath_ratio  date_month  date_day  date_year  renovated_status  \\\n",
       "15             1.33           1        24       2015               UNK   \n",
       "49             1.20           3        11       2015               UNK   \n",
       "58             1.54           8        27       2014               UNK   \n",
       "60             1.33          12        10       2014               UNK   \n",
       "98             1.20           5        16       2014               UNK   \n",
       "112            1.71          11        24       2014               UNK   \n",
       "119            1.20           1         2       2015               UNK   \n",
       "125            1.33           7        17       2014               UNK   \n",
       "177            2.00          11        17       2014               UNK   \n",
       "184            1.67          11        21       2014               UNK   \n",
       "\n",
       "     sqft_living15_diff  sqft_lot15_diff  scenic_status  \n",
       "15                  810             1000              Y  \n",
       "49                   73            -7508              Y  \n",
       "58                  290             3298              Y  \n",
       "60                 -420             2335              Y  \n",
       "98                 -230             1782              Y  \n",
       "112                 -10              469              Y  \n",
       "119                  60            -4382              Y  \n",
       "125                -560             -511              Y  \n",
       "177                   0            -1381              Y  \n",
       "184                1550             2580              Y  \n",
       "\n",
       "[10 rows x 29 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get ONLY the scenic homes \n",
    "scenic_df = price_outliers_dropped_df.loc[price_outliers_dropped_df['scenic_status'] == 'Y']\n",
    "print(scenic_df.shape)\n",
    "scenic_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'All Scenic Homes by Lat/Long Coordinates')"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 10))\n",
    "ax = sns.scatterplot(x='long', y='lat', palette='Blues', data=scenic_df, alpha=0.90)\n",
    "plt.title('All Scenic Homes by Lat/Long Coordinates')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "69"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(scenic_df['zipcode'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### That's a lot of homes over many zipcodes. *  Which  zipcodes contain the most scenic homes? \n",
    "*1567 homes over 69 zipcode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "69\n",
      "[87 61 61 59 56 56 53 52 50 48 47 43 41 41 39 38 36 36 35 34 34 32 30 30\n",
      " 29 24 24 24 21 21 20 20 20 19 18 18 14 13 12 12 12 11 10 10 10  8  8  8\n",
      "  7  7  7  7  6  6  5  4  4  4  4  4  4  3  2  2  2  1  1  1  1]\n",
      "Int64Index([98006, 98177, 98116, 98022, 98199, 98126, 98166, 98198, 98178,\n",
      "            98136, 98144, 98040, 98070, 98118, 98008, 98115, 98117, 98065,\n",
      "            98146, 98103, 98033, 98075, 98034, 98125, 98119, 98003, 98056,\n",
      "            98045, 98107, 98027, 98155, 98023, 98122, 98092, 98074, 98109,\n",
      "            98028, 98001, 98052, 98105, 98112, 98106, 98029, 98014, 98055,\n",
      "            98042, 98188, 98059, 98004, 98072, 98108, 98053, 98024, 98038,\n",
      "            98005, 98102, 98058, 98011, 98133, 98032, 98010, 98030, 98019,\n",
      "            98168, 98007, 98039, 98077, 98031, 98002],\n",
      "           dtype='int64', name='zipcode')\n"
     ]
    }
   ],
   "source": [
    "# group the scenic homes by zip code. lat/long is cool to get geo idea but buyers use zipcode to search.\n",
    "scenic_by_zip = scenic_df.groupby('zipcode')['id'].count()\n",
    "scenic_by_zip.sort_values(ascending=False, inplace=True)\n",
    "print(len(scenic_by_zip))\n",
    "print(scenic_by_zip.values)\n",
    "print(scenic_by_zip.index)\n",
    "# there are 69 out of 70 zip codes and some have very few scenic homes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Scenic Homes')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's just focus on the top 20 zip codes\n",
    "fig = plt.figure(figsize = (10, 8))\n",
    "top_20 = scenic_by_zip.nlargest(20)\n",
    "top_20.plot.bar(rot=45, alpha = 0.90, color='gold', title='Top 20 Zipcodes for Scenic Homes')\n",
    "plt.grid(color = 'black', alpha = 0.2, linestyle = '--', linewidth = 1)\n",
    "plt.xlabel('Zipcodes')\n",
    "plt.ylabel('Scenic Homes')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What types of scenic homes are in these zipcodes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_20_scenic_zips_ls = list(top_20.index.values)\n",
    "top_20_scenic_zips_ls\n",
    "top_20_scenic_zips_df = scenic_df[scenic_df['zipcode'].isin(top_20_scenic_zips_ls)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Waterfront scenic homes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Scenic Homes by Lat/Long Coordinates (Waterfront color-coded)')"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvIAAAJmCAYAAAA+bGQZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABHn0lEQVR4nO3deZxkd13v/9enunqbnp7pmcySZbISAglLILJDICyXCG6AoCKIxKgs6lXv9d6ruOVKRNyuyk8BI2AQBFSuGBCC3EDCFjAkgUB2Apkkk0wyPfv0Wl1V398f58ykpqb36a7q0/V6Ph71mKlT3zr1Pd86dfpd3/qe74mUEpIkSZKKpdTuCkiSJElaOIO8JEmSVEAGeUmSJKmADPKSJElSARnkJUmSpAIyyEuSJEkFZJCX5ikiroyIa9pdj5XItulcEXFdRLxvpvtFFRGviohvR0Th/k5GxLqI+EREHIiIFBFntLtOSyUiLouIe9pdj4VYquNj83oi4m8j4s+Pd70qtsIdoNRZIqI/It4eEd+NiPGI2BsR34iI/9qG6vwq8JrjWUH+R/X10yx/Y0RUj2fdq9FStEtE3BMRl83w2JqIGIuI8yPiovz92XY8r7ecIuLZeUB7JCImIuJ7EfHhiLig3XVr8Crgvy31Smd7H5fhtcrAnwG/n1KqR8RZ+b7xsqZyfzXL8u/P87VeHxFLfUGXtwDPBp4HnAQ8sMTrP0pE/E5EbF/O19C0/gB4c0Sc1e6KqH0M8lrp3gO8AfgfwHnAC4G/AYZaXZGU0oGU0r5Wv66W1Q8CO1NKt7S7InOJiEuALwMV4HXAucBPAtuBv1rm1+6eb9mU0t6U0sHlrE8LvBLoAz4JkFL6Plk7v6ip3IuB+2dY3vJfqCKiJ//vY4HbUkrfSSk9nFKqzVK246yWbU8pPQh8Hnhru+uiNkopefO2Ym/AfuCX51HuJ4GbgAlgD3A1sKHh8V8B7swf/y7w20C54fHtZL0bfwXsBR4B/qKpzJXANQt53WnqmYDXT7P8jUC1adnL83VPAruAdwMDzfXJt20HMAK8D+gG3gzcB+wDrgB6mtY9V3v8GPBNYCx/D24AnjrLdh2uy68DD+bP+xdgY/74RUANOLXpeW8ADjRu11zt0vT4BXmb78q3/xvADzY8fl3e5o23Mxoe/zDwZw11TMC2GV6rG3hnvn0V4Hbgp6d5f98KfAg4lL8vv9VU5oS8bUbz/eztwAeb962m55ycv1fvneHxxn39ccCn8/YYAT4FnH0c+9Z2oA70A6cDnwXGyXp5fyVv4/c1tfkx94HfBR4m+3z9A7B2Kd5H4Gzg/5Ltp/uAzwFPanjuOuDv89eezOv9f+Y4nvwbcEXTsvcBNzfcP5Fsn/7FaZYn4Cfy+38I3EH2mXgAeC+wvmmfa7xducDj1uX5+7cH+M98WeP6rpup7AL3hV8kO6YcJPuCs7XhM9q8DZfN0raPAT6e7wdjwLeBH17AvnkZcE/TOn+W7PNYIfvMXd7UTtcB7yf7rO0EHp6lfi8h+8I8RnZs+iLwmPyxAH4D+H7+Wt8Dfq3p+RuBf+LRz/flTPP5nsd7O9/1XELWGbEkf3O9Fe/W9gp48zbbjewP4L+TB8IZylwCTJEFhfOAJ5MNg9mUP35Z/gfolcCZ+R+K+4G3N6xjO1kI+E2y3qyfyNd5aUOZKxsPonO97gx1nVeQz9dVJfsy8XjgZXmdP9RUn4P5wf1c4EfyPwpXkwWlc4EfIgtdb2l43qztQRZEKsD/zB8/F/hpGsLRNPU/XJdPAk8iCyjfBT7RUOZOsqEKjc/7MvCeWdZ7VLtM8/hFeZknAOfkf+wqwDn54xuBe8mGSZyY37ryx7rz9/w5DeuaLcj/KVkAek3+Wm8jC7gvbnp/HwF+gSyw/FK+rLHMJ4G7yX5degJZyDzA7EH+12arW0O5/vy9/TzwA/ntWuAe8i9zC9y3PgGcn7+nXcDNZCH7mcBTgP+Xl5sryO9veL2XkoW4xs/fot5HYCtZQH9PXsfHAf9f/j5tzp/7LuCWvM6nAc8BfmGOdtwH/HzTstfm7/fhL6c/TfZld1Peno3L6zx6/Pkd4ELgDLKe+juBD+aP9TTsI4e3a/0Cj1sH87LnkB2HNpMFwC/l69s4S9n57gsHgI8CTyQbsnPv4TJk+9w7yb6kHN6GtTO064lkn49ryIb9PIas0+DlC9g3L6MhyJMd42rAb+Xb9ZP5+9fYTteRfbF+b77d0x7LyEJ8DfhLsv3+8cClwOPzx3+J7Hj6i2R/J95Mdsxt/DvxCbLP24vI9ucP5+1+TdM2zPXezrmevNx5ZPvPubPt095W763tFfDmbbYb8Nz8gFcj67m5AngFEA1l7gf+eobnryHrWfnBpuVvAPY33N8OfLKpzNXARxvuX9l0MJ7xdWfZnpQf+EeabhMcHeQ/BNzQ9NwfIwsIpzfUZxcNve1kPbG7gd6GZVcBH59vewBPpanneh7bdWW+Hesblr00X8/Z+f3/lr+Xpfz+4/PHZ+vpfyOzBPkZnnML8NsN9+9hmh7CvH47G+pzETOE5bzdJoG3Ni3/BPCFpvf3XU1l7gD+KP//Yzk22HeThaDZgvy7gQPz2PZL8/d3U8OyrWTh4w0L3Lf2c3Sv+Uvyup/TsGxzvu65gvwtTa/3HuBrx/s+kgWirzctCxp6SvP9/8oF7D9D+Xa+rGn51ryNfjy//z7ynv28ro3LvznL+l+Z70uH97vXA2ma/W2+x63PT/MaVzbvT9OVXcC+sIujjyn/i4ZeYLIvK9vn0bZvJ/viNdMvcPOpz2UcHeS/DPxz03N+Nd8vD395vY7sy3Npjvp9Gfj3WR5/APiTpmV/AXw////Z+b7zXxoe7yH7Fe+a+b6381lPw/J1edkfmu8+7m113RwjrxUtpfRVsl6bC8l6nreS/Sz7ychsAU4l+zl9Ok8g6zH6vxExcvgG/C2wPiI2N5T9VtNzH8pf7xjzeN3Z/DZZb2bj7femqfeXmpZ9kSyknNew7I6UUqXh/sPAXSmlyaZlWxrWO1d7fBv4D+DW/MTKX42IU+exXbenlA403P9q/u/h+n4wr8fF+f2fB25KKX1zHuueVkRsjoh3R8SdEbE/35YnkA0BmcurgKtSSvV5lD2b7A/pdO/JE5qWfavpfuN+dLgtvn74wZTSFHDjHK8f86gjeV1uTyntblj/I8BdDfVcyL410nD/PGB3SunuhnUP5+ueS/M5CEd9to7jfXw68ANN+/Ihst7vx+Zl3g28OiJuzU9CfdkcM9H05/9ONC7M2/FWsl518n+/kP//2qbln2/YtldFxJci4qG8fv9Iti+dOEsdFnLcumGW9TRrLjvffeHOpmPKjMfGOfwAcH1KaXSGx+dbn/k8p4/sb8dhNx3+rEfEhY3tGhFva6jftMf0iFgHbJvhtc6IiDUNdbz+8IP58fkbTfWd672dz3oOO7yf9k/zmDpAud0VkOaSUqqSHdCuB/48n/XlQ8DzyXo7Z3P4D/ZryHpkmu1t+H+l6bHE8pwQ/khK6ajp0yJi1yLXNdV0P82w7PB2zNkeKaVaPgvH08l6YX8ceGdEvCal9O+LrCcppT0R8XHgFyLi82Q9UL+z2PXlriQbLvE/yX7uHwc+RhaUZhQRQdbT97PH+frTmc9+lBa4zruAdRGxLaW0Y9E1W5iZwtZizNUmV7KI9zFfx+eBX57msQMAKaX/iIjTyL5AXkQ2ROE7EfHiNM1JoGS/aCWy4TzNPg+8PJ8l5FQeDXXXAn+SLz+D/ETXiHgm2fkQf0R2wv4+4FlkX2pn27aFHLcW8j4t9j2d7v2b75fLlaJx228k60A5bC+ts5D3dj4O76fDi66RCs0eeRXR4fC+JaW0i+zkppfOUPY2sh6Ls1JK90xzm+4P+Zzm8brH6zayLyqNXkD2B/S241zvnO2RMjeklN6RUno+Wa/TJXOs+9y81+qw5+T/3t6w7G/JxvK/iawH6aPHsS2QtdG7U0qfTCl9h2yoTPNUbBWy8dSNnkPWY3ftPF/nHrLhENO9J7cuoL6H2+LZhxfkUx3+wBzP+5f89af94hMRG/L/3gacFxGbGh7bSjZ2/NaGMovZt24HNkXE4Z5u8td53Bx1n4/Fvo83kvVw7phmXz4SbFI2k85HU0pvIhtT/QJm6OHNfyG5lWN/aYEsyJ9D9gXwxvTo7DxfIvvV5mfzeh4O+M8j+xXjd1JK/5n/mtE8vWkFICIat21ZjlvTWKrjzHTvzXRuAp4TEQNLWJ+ZnjNONsTqGCml8ab2PByeb2KGY3r+Xu+Y4bXuTSmN8ejn+/Cx7/AMOU9vqu9c7+181nPYk8iGni76l00Vmz3yWtEi4otkYe9Gsh6Hs4F3kI3fPRzC/jfwnoh4hGzYTYnsRMKPpZR2R8Q7gHfkczVfQ7bfP4lsbPb/Oo7qzfq6x7FeyE6svDki/oIs/J5BdhLfP6aU7l/sSlNKI3O1R0Q8h2x4wOfIAtVjyU5Ce/9cqwf+ISJ+h6yX6G/Izjs48utDSukrEXEX2UmL/5BSOjSfekfEU6ZZfCtZT/XrIuIrZEHiDzg2UNwLPDfvlR0j6/F6JdlY2OZfL6ApCOfuJjtp8u0RMUw2VOTVZL36/2U+2wCQUvpuRHwK+JuIeBPZPv3feXSc60zPezAifhn424gYAv6OLKRszOvwQrKA8RGyYVr/FBH/g6zX9M/Ixtb+U766xe5bn8+3+8MR8Stk4e2POfYXoMVY7Pv412TnBVwVEZeTjWHeRnaS5KdTStdHxB+SBbTbyMZav47sfI7ZtvUzZAGt2RfJTsb89fy1AUgp7YuIb+XLv56HusPbtTkiLiU7Xj2PY6cKvDf/90fz7R+fz+d0lrovxFIdZ+4FToyIZ5Od5D7W0AaN3k32Jf6qiPh9siE6TwBqKaWrF1mfPwI+FRG/CfwrWU/7ZcCfNw07nI+3A1dHxF8CHyD78vxssvM57spf688j4rtk4+5fRDZn/y8BpJTuiYhP8ujn+xGyCRQGD7/AfN7b+aynwUXAV1Lxp3zVYh3PAHtv3pb7Rnbw+jLZyVYTZH98Pwyc11TudWQhY5JsxopPA0MNj/882djlCbKft/+To2dy2Q78TtM630c+dVt+/0qOPdFo1tedZnsSi5t+cpjsBMFjpoWbrc75sveSHegbl83YHmR/WD/Do9P13Uf2B7Znlu26kuwP0m+Qhf8xsikBT5im7K/m7fD0ebz/b+TYqe0O304k++N3PVnv23aykHQNR0/h9zSy2VbG8+edQRaCX9X0WhfN8lrPYv7TT76+aVlzfU4g++I3RrZf/wFZj/un5tEezyObGnFX/t58n2yGoqc0lHlc/v4dPpH635l9+sl57Vv58jPIvuBNkPVO/irznH6yaT1HnRy52PcxX3462bjzYR7dXz8MnJk//rtkX/pGeHQ6wefN0c5nkX1BOXWax67PX/8lTcv/LF/+u03L304WxEbz9+W1jfXPy/xl/p6mpm1e8HFrlmPDTGUXc5w56gRdss/GR8i+XCVmn37yHLKTxA+QfQZuIZ+1Zp71uYzpp5+8g+xz+SDZlJ/N00++b6Y6Na3rYuBr+X52gOwL2Fn5Y0E2ROrefP/4PsdOP3kC8M/5+z1MFv6nmzZyrvd2zvXk9bkXeO18ts3b6rxFvjNIUktExJ+Qzcbw1Da9/vlkf6g3pel7DVtdny6yKQk/mVL67+2ujzIR8X7gUErp19pdF2k6EfETZF9Un5KWbriVCsahNZJaIiLWk/XG/SLwX9tYlV6yi4y1JcRHxPPJZu/5JtlP5b9O1tN9ZTvqoxn9FvBzEVFK85vZSGq1XuASQ3xns0deUktExHVkF+X5GNkFVDoyHEXEC8nmnj6b7Of5W8mu/vqVtlZMklQ4BnlJkiSpgJx+UpIkSSogg7wkSZJUQB19sms+h6skSZK07FJKS3pV5I4O8pDNoy9JkiQtp4glzfCAQ2skSZKkQjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFVC53RWQVHxjlSrDo1OMTFY5eX0fG/q7210lSZJWPYO8pONSrdW5+cFDfObO3QBsHujmkqefwpBhXpKkZeXQGknHZaJa51sPHTpyf3h0ivGpehtrJElSZzDISzouPV0ltq3vPXK/r1yit+yhRZKk5RYppXbXoW0iInXy9ktL5eBElZsfPMi+sSmeefp6ThzspRTR7mpJkrRiRAQppSX942iQ7+DtlyRJUmssR5D3929JkiSpgAzykiRJUgEZ5CVJkqQCMshLkiRJBWSQlyRJkgrIIC9JkiQVkEFekiRJKiCDvCRJklRABnlJkiSpgAzykiRJUgEZ5CVJkqQCMshLkiRJBWSQlyRJkgrIIC9JkiQVkEFekiRJKiCDvCRJklRABnlJkiSpgAzykiRJUgEZ5CVJkqQCMshLkiRJBWSQlyRJkgrIIC9JkiQVkEFekiRJKiCDvCRJklRABnlJkiSpgAzykiRJUgEZ5CVJkqQCMshLkiRJBWSQlyRJkgrIIC9JkiQVkEFekiRJKiCDvCRJklRABnlJkiSpgAzykiRJUgEZ5CVJkqQCMshLkiRJBWSQlyRJkgrIIC9JkiQVkEFekiRJKiCDvCRJklRABnlJkiSpgAzykiRJUgEZ5CVJkqQCMshLkiRJBWSQlyRJkgrIIC9JkiQVkEFekiRJKiCDvCRJklRABnlJkiSpgAzykiRJUgEZ5CVJkqQCMshLkiRJBWSQlyRJkgrIIC9JkiQVkEFekiRJKiCDvCRJklRABnlJkiSpgAzykiRJUgEZ5CVJkqQCMshLkiRJBWSQlyRJkgrIIC9JkiQVkEFekiRJKiCDvCRJklRABnlJkiSpgAzykiRJUgEZ5CVJkqQCMshLkiRJBWSQlyRJkgrIIC9JkiQVkEFekiRJKiCDvCRJklRABnlJkiSpgAzykiRJUgG1LchHxCciIkXERfn9t0XESNOtHhFXzbKO25rKj+XrfGWrtkOSJElqh7YE+Yh4A7CmcVlK6R0ppbWHb8CZQAX40EzrSSk9oek5vwnsAa5exupLkiRJbVdu9QtGxDbgcuB5wH2zFL2ULJT/2wJW/xbg/SmliUVXUJIkSSqAlvbIR0QAHwAuTyndP0u5EvAm4IqUUnWe634RcA7w3qWoqyRJkrSStXpozVuASCldMUe5lwPbgLnKNXor8NmU0r3TPRgRl+Xj54/cFrBuSZIkaUWJlFqTZyPiMcBXgGellO7LlyXghSml65rKfgYYTSm9Zp7rPplsmM4rUkqfXkCdUqu2X5IkSZ0rIkgpxVKus5U98hcCJwA3RcTuiNidL78qIt5zuFBEnAVcDLx7Aev+ReABPMlVkiRJHaKVPfJrgI1Nix8AfgK4JqW0Ly/3J8APp5TOm+d6y2S98e9KKf3xAutkj7wkSZKW3XL0yLds1pqU0hgw1rgsO/eV4YYQ3wtcAvzBdOuIiKuB+1JKb25Y/GNkPf3vX4ZqS5IkSStSy3rkVyJ75CVJktQKRR8jL0mSJGmJGOQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSqgtgX5iPhERKSIuCi//7aIGGm61SPiqjnW84KI+HJefu9c5SVJkqTVoC1BPiLeAKxpXJZSekdKae3hG3AmUAE+NMt6ng98EngvsBk4EfjDZau4JEmStEKUW/2CEbENuBx4HnDfLEUvBfYA/zZLmXcCV6SU/rFh2Q3HW0dJkiRppWtpj3xEBPAB4PKU0v2zlCsBbyIL6dUZygwAz8z/f2NE7ImIr0XEi5eh6pIkSdKK0uqhNW8BIqV0xRzlXg5sA2Yrt4Gs/q8HfoFsWM0HgE9FxFnNhSPisnxM/pHborZAkiRJWgFaFuQj4jHA7wI/P4/ibwX+LaW0c5Yyh/J/P5BS+mZKaSql9HfAvcDFzYVTSpellKLxttBtkCRJklaKVvbIXwicANwUEbsjYne+/KqIeM/hQnlv+sXAu2dbWUrpAPB9oLln3Z52SZIkrXqtPNn1n4FrmpY9QNZD37j8zcBdKaVr57HOvwF+IyL+CbgdeANwBnD1cddWkiRJWsFaFuRTSmPAWOOy7NxXhlNK+/L7vcAlwB9Mt46IuBq4L6X05nzRXwBrgf/I/70N+KGU0vZl2ARJkiRpxYiUOnckSkSkTt5+SZIktUZEsNTnaLbtyq6SJEmSFs8gL0mSJBWQQV6SJEkqoFbOWiNJkiS13MRUjQMTVar1xEBPF0P93e2u0pIwyEuSJGnVqtbq3LFrlCtvfJBaHZ526jpe8YQtqyLMO7RGkiRJq9bBySqfvWs3tXp2/8YHDjJWqbW3UkvEIC9JkqRVqyuCdb2PDkLpLgVdpSWdBbJtnEe+g7dfkiSpEzxyaJJ/vXUXI5NVXvb4TZx9whr6urtaWoflmEfeIN/B2y9JktQp9o9PUU+JtT1d9JRbG+LBIL/kDPKSJElqBa/sKkmSJAkwyEuSJEmFZJCXJEmSCsggL0mSJBWQQV6SJEkqIIO8JEmSVEDluYtIkqSVZqpW58BElalaYqCni3V9/kmXOo2fekmSCialxL17x/nQzTup1RNnbOjjp55ykmFe6jAOrZEkqWAmqnWu+95eavXsoobb901waLLa5lpJajWDvCRJBVOOYH1D73spoKfLP+lSp/E3OEmSCqa7XOLix22inmD/RJXnnzl0VLCX1BkipdTuOrRNRKRO3n5JUrFVanWmaon+7hKliHZXR9IsIoKU0pJ+UA3yHbz9kiRJao3lCPIOqJMkSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFdCCgnxEnBYRMc3yiIjTlq5akiRJkmaz0B75e4HN0yzfmD8mSZIkqQUWGuSP6Y3PrQEmj7MukiRJkuapPJ9CEfF7+X8T8BsRMdLwcBfwXOD2Ja6bJEmSpBnMK8gDP5P/G8CrgVrDYxWyYTVvWsJ6SZIkSZpFpJTmXzjiWuBVKaV9y1el1omItJDtlyRJkhYjIkgpzTRMfXHr7OQga5CXJElSKyxHkJ/v0JrGSpwNvAY4HehpfCyl9HNLVC9JK0g9JXaPVrh37zhb1/aydbCH/u6udldLkuatXk+USkuaoaS2W1CQj4iLgauAO4HzgFuAs8hmv/nGktdO0oqwZ3SK937tAfaMVSkFXPK0U3jyyYPtrpYkzengRJWv37+f4ZEpnnPGEKeu76Xc5fUwtTosdE9+O/AnKaWnkE03+ZPAacCXgH9d2qpJWgnGKjVGKzV+8HGbed1TT6IrgpsfOki97rA0SStbtV7nS9/fx3Xf28dtj4zw9994kP0T1XZXS1oyCx1acy7w0/n/q0B/Smk0In6fLMi/dykrJ6m9KrU6N+04yL/fMcxIpcbZJ/TzI0/YjKeWSCqCai2x89Cjl7mp1hMT1XobayQtrYX2yI/xaPh/GDgj/38V2LpEdZK0QkxM1bjhgQNEwJruEvfvn+D0oX7O3TzgWFNJK15PucQzT1t/5GqWmwe6Wdvj+T1aPRbaI38T8AyyMfLXAu+IiG3A64BvLnHdJLVZd1eJzQPd7BmbghIM9nYx0NPFxjXd7a6aJM2pFME5m9bwK887jZHJGpsGuhnq9/il1WOh88g/FViXUvpiRGwCPghcCNwFXJJSunV5qrk8nH5Smtv+8Smu/d5exio1LnrMRk5a10sp7I2XJGkhnEd+iRnkpfmpp0Q9JcolZ3qQJGkx2jKPfER8br4rSym99PiqI2klKkXYCy9J0goznzHyDy57LSRJkiQtiENrOnj7JUmS1BrLMbTGAa+SJElSARnkJUmSpAIyyEuSJEkFZJCXJEmSCsggL0mSJBWQQV6SJEkqIIO8JEmSVEAGeUmSJKmADPKSJElSAZXbXQFJklaTWj2xZ6zCjgOTnDjYy6Y13fSU7TeTtPQM8pIkLaHdoxXe87UHqNQSpYBLn34KZ56wpt3VkrQK2UUgSdISemD/BJVaAqCe4LZHRttcI0mrlUFekqQldNK6XqLh/pkb+9tWF0mrW6SU2l2HtomI1MnbL0laepPVOjsOTHDbIyM8ZuMaztzYz5qernZXS1KbRQQppZi75ALW2clB1iAvSZKkVliOIO/QGkmSJKmADPKSJElSARnkJUmSpAIyyEuSJEkFZJCXJEmSCsggL0mSJBWQQV6SJEkqIIO8JEltUq97LRNJi1dudwUkSeo0k9U62/eOceOOg5w61M8Fpwyyttc/yZIWxqOGJEkttndsin+4aScJuO2RUbpK8NwzNrS7WpIKxqE1kiS12P7xKRoH1ew4MEFKDrORtDAGeUmSWmzrYC+DvV0AlAKetm09EdHmWkkqmujkHoCISJ28/ZKk9kgpsW+8yu7RCkP93Qz1l+npsm9NWs0igpTSkn5jN8h38PZLkiSpNZYjyPv1X5IkSSogg7wkSZJUQE4/KUlSQewdq3DTjoPsHZvi2acPcfL6XoJgfKpGuRT0dXe1u4qSWsgx8h28/ZKk4hiv1Pj0ncNc+719AKzpLvE/LjqTnQcn+OL39zHUX+aHz93CxjXdM65jYqpGtZ7oK5coe3Kt1FLLMUbeHnlJkgpgolrj/n3jR+6PTdWZmKrxL99+hHqChw9VKJd28+onbaWnfGxIPzA+xWfv2sMjI5M849T1nH/yIP324EuF5tdxSZIKoL+7iwtOWXfk/ta13fR1l6g3/LA8MlmlNs0vzfWU+PK9+7hl5yEePlThk7cPs2+82opqS1pG9shLklQAfd1dPPmkQU4Z6mP/eJXTh/roK5d47KY1fHf3GN2l4MVnn0DfNL3xKcGBidpRy8anaseUk1QsBnlJkgpi40APfd1dnLw20dfTRVcpePWTtjI6VaO7K1jfW572CrFdpeD5Zw1xz54xJqt1TlnXy6ZZxtJLKgZPdu3g7ZckdY5aPXFgokqlVmdNdxfr+uzLk1rJK7suMYO8JEmSWsEru0qSJEkCHCMvqUXqKXFgPJtRo69cYm2vhx+p6CaqNSJBr9NYSm3hX1JJLfHQwUn+/hsPMj5V50knruWHz9vMoGFeKqSUEjsPVfjsnbuJgB86dxNb1va2u1pSx/GvqKRlV6nW+X9372F8qg7At3ce4jlnDLFndIqh/jJD/c6eIRXJgYkqH7zxQQ5N1ujvLrFvrMqdu0YBeNyWAbpLwVB/N6VpZtCRtHTaNkY+Ij4RESkiLsrvvy0iRppu9Yi4apZ1XBYRtabnfLRV2yBpfiKgp+vRP+jVemK0UuOK/9zB33/jQfaPT7WxdpIWqp5gZDKbh/6iszby73cM8+k7dvMv336Ej9y8k9seHmV4pNLmWkqrX1uCfES8AVjTuCyl9I6U0trDN+BMoAJ8aI7VfbnxeSml1y5TtSUtUndXiR983CZOG+pjbU+JF5+9ke35peaHR6c4MDH9FSbr9cTEVA1nl5JWlv7uEs86fT0A6/vL7Dw4ST0lUoLte8dZ19fFXcNjba6ltPq1fGhNRGwDLgeeB9w3S9FLgT3Av7WgWpKW2QkDPbz+gpOo1hPf3T3GJ27dBUApYM00J8odnKjylXv3sePABE8+aZA13SVO39DPeofhSG3X393Fi84+gadtW0+5BI/fMsBdw9nQmsduHmD36BSnrHfMvLTcWhrkI7vc3AeAy1NK90939bm8XAl4E3BFSmn6rrpHPS0ihoEx4KvAb6eU7l3CaktaIodnqnnc5gEuPHOIXSMVnn36EOv7jz0UfeOBA3zp3n2MVmp8Z+cIb372qXzmzmFe8cSt9DtDhtR2Az1dDPRkn8XXnH8idw+PMlWrs2mgh/3jU5w21N/mGkqrX6t75N9CdhGqK+Yo93JgGzBXuY8Dfw/cD5wEvBO4JiLOTymNNBaMiMuA319MpSUtrXV9ZS5+3CZqtUR3+dgRfvV6YtdIhZTg8KiaAxNVxqbqDrORVqD1fWWefmo21KZSrdOzeaDNNZI6Q8uu7BoRjwG+AjwrpXRfviwBL0wpXddU9jPAaErpNQt8jW7gAPCKlNLn5lHeK7tKK9T2veO874YdHJqssbG/zE8/9SS6u0p8Z+ch+nu6ePq2dQ6zkSQVxnJc2bWVPfIXAicANzUNqbkqIj6SUnoLQEScBVwMvGQRr5Hym/NdSQW3bX0vv3bh6YxWavR0BaUIPvCNbLo7gIcPTvLjT3aYjSSpc7UyyP8zcE3TsgeAn29a/mbgrpTStXOtMCJ+EvhCSmk4IrYAfwwMA9cvTZUltUu5q8SmgR425b/QD49UjoR4yC4wVanWDfKSpI7VsuknU0pjKaUdjbf8oeGU0j6AiOgFLgHeM906IuLqiHhvw6LXAbdHxBjwTaAPeElK6dDybYmkdugtl9jWMAvGE09cS58hXpLUwVo2Rn4lcoy8VCz7x6fYcWCCvnIXJw72HJkFR5KklW45xsgb5Dt4+yVJktQayxHk23JlV0mSJEnHxyAvSZIkFZBBXpIkSSogg7ykjpRS8iqxkqRCc8oHSR1nz2iFL31/HwDPP2sDJwz0tLlGkiQtnEFeUkc5NFHlI9/cyc5DFQDu2z/Bzz39FNb1eTiUJBWLQ2skdZRqPbFrpHLk/u7RCrW6Q2wkScVjkJfUUXrLJZ500uCR+086aS095SWd1leSpJbwglAdvP1Spzo0WT3SK79lbQ+DXiFWkrTMvLLrEjPIS5IkqRW8sqskSZIkwCAvSZIkFZJBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFVC53RXQ8kkpEbGkVwKWCq1WT+yfmOLgeJV1/WWG+rrpKvkZkSQVk0F+Fdo/PsX12/czNlXjwjM3sHWwt91VklaE3aMV/vbrO5io1ukrl3jTs7b5+ZAkFZZBfpUZq9S46rZd3DU8BsB3d4/xlmefylB/d5trVgz7xqc4OFFloKeL9X1lurscfbaa3LVrlIlqHYCJap27hscM8pKkwjLIrzJTtToPH6ocuX9ossZULbWxRsWxb3yK99/wIHvHpugqBZc87WTOOmFNu6ulJbR5sOeo+1vW+gVXklRcdjeuMn3dXTz1lMEj98/Y0Edf2bd5PnaPVNg7NgVkY6m/dt8B6nW/BK0mpw/186PnbeaczWv40fM2c9pQf7urJEnSotkjv8r0lks89/Qhztk0QKVW58TBHgb7fJvnY7CvTACHo/uJgz2UPBFyVVnT08WzTh/iglPW0eMXXElSwUVKndvjGBGpk7dfR5us1rln9yg3PHCQkwZ7ee4ZQzN+CTo4UeWWnYfYPVrhmaeu58R1vZScIUiSJM0gIkgpLWlYMMh38PZrepVqnXJXzBjMq/U6/3HXHr66fT+Q/QryK889lY1reqYtL0mStBxB3jEXUpO5hlxMVhMP7J9ouF9nouoXQkmS1FoOEpUWqK9c4iknP3pC8cY13azp9qMkSZJay6E1Hbz9WryxSo3h0QoHJ6qcsr6PjWucxlCSJM3MMfJLzCAvSZKkVliOIO94AEmSJKmADPKSJElSARnkJUmSpAIyyEuSJEkF5DzyBbJ/fIqJap3erhIbnCVFkiSpoxnkC2LvWIX33/Ag+8arrO3p4uefuY0ta72SqCRJUqdyaE1B3LN7jH3jVQBGKjW+/dDBNtdIkiRJ7WSQL4jB3qN/PFnf59AaSZKkTubQmoI4daiPFz1mI3fsGuHMjf08futAu6u0qtXqieHRCnfvGmXLYA+nDvUx0OPHZSWarNapVOv0dpfo6bJvQpLUObyya4G2v1qrHznZtbtsYFlOe0Yr/PX1DzBZrQPwiids4RmnrW9zrdTs4ESVz929mx0HJnniiWt59mnrGej1C5ckaeXxyq4drtxVYm1v2RDfAvsnqkdCPMCdw6NM1eqzPEOtMFapsmukwp7RClPVOt986CA3P3iIXSMVvnDPXnYeqrS7ipIktYxdV9I0hvrK9JZLR8L8uVsG6HbYRltNTNW49p69fPW+A5QCLn3GKRyaqB1VZrRSm+HZkiStPgZ5aRpD/d286VnbuHt4jK1rezh1qLfdVepYu0Yq3HD/Afq7S2wb6qP7gYNM1ROfvmOYH3/SiXx75yFGKjW2rO3h9A197a6uJEkt4xj5Dt5+aaXbNz7F337tAQ5O1qinxGM3rWHL2h6+dt8BTlnXyxufdhKVGlRqdfrKJdb3O5uTJGllWo4x8vbIS1qxpmqJ/RNVNg/08OKzN9LTVWJNb4ldIxV+6PGb6S13MdDrkCdJUmcyyEtascoB29b38oKzNvKRbz7MZLXGY05Yww+fu5l9E1M8fGiCczavZU1PV7urKklSy9mVJWnFqgE/ct5mbnt4hKl6nVIE3987zv0HJrj6jt3sn6gxPOpMNZKkzmSPvKQVqxzB1+8/QHdXNoNQKYKugP5yiWp+fsuhyWqbaylJUnsY5CWtWEP9ZZ5/5kbGp2rsn5hieKTCOZsHGJms8dJzTuDWnYc4/+TBdldTkqS2cNaaDt5+qSjqKTFZrTMxVSdITNUBEt1dJYacqUaSVADLMWuNQb6Dt1+SJEmtsRxB3pNdJUmSpAIyyEuSJEkF5MmukrQAKSUOTGQz5Qz0dNHdZX+IJKk9DPKSNE8pJe7fP8GHb36IyWrix56whSeduJaesmFektR6/vWRpHnaPz7Fx761k50HK0xM1fji9/ZwcHKq3dWSJHUoe+QlaZ7qCSrVxNmb1vDiszdy795x9o5VGegp09/d1e7qSZI6jNNPdvD2S1qYiakq3x0ep6sr+Lv/3EFE0NMVvP6Ck3jiiV6YSpI0M6eflKQ26usuc9bGfqq1RE9XiZ6uoBTBbY+MYqeAJKnVDPKStAADfWVOXNdLb7lEKbKOlXO3DBCxpJ0skiTNyaE1Hbz9khanWquza6TC3bvHOHldL9uG+ljjGHlJ0iyWY2iNQb6Dt1+SJEmtsRxB3llr2mj/+BRTtURPucT6Pt8KSZIkzZ/psU32jFb4+xsfYu/YFCcO9vAzP3AyG/q7210tSZIkFYQnu7bJLTsPsXcsu5DMw4cqfG/3WJtrJEmSpCIxyLdJX9Ml3fu6fSskSZI0fw6taZMnnjjI/fsnuG/fBI/bPMDpG/rbXSVJkiQViLPWtHH7x6dqVKp1essl+py6TpIkadVy+skl1u4gD1Cp1hmp1AAY7O2iu8shNpIkSauN00+uMpVqnW89dIhP3r6LAF7z5BM5d+uAYV6SJElzMjG20Wilxqdu30U9QS3BVbfvYjTvnZckSZJmY5Bvp4Cu0qO/sJRLS/priyRJklYxg3wbrest89NPPYn1fWWG+sv81FNOZJ1XeJUkSdI8eLJrm7e/Vk8cmqwSAYO9ZUphr7wkSdJq46w1S2wlBHlJkiStfssR5B1aI0mSJBWQQV6SJEkqIIO8JEmSVEAGeUmSJKmADPKSJElSARnkJUmSpAIyyEuSJEkFZJCXJEmSCsggL0mSJBWQQV6SJEkqIIO8JEmSVEAGeUmSJKmADPKSJElSARnkJUmSpAIyyEuSJEkFZJCXJEmSCsggL0mSJBWQQV6SJEkqIIO8JEmSVEAGeUmSJKmADPLqGLV6YrRSpVqrH/NYvZ7aUCNJkqTFK7e7AlIrjFVq3PLQIb618xCnru/jBWdtYLCvzGS1zva949y44wCnDvXz1FMGGez1YyFJklY+E4s6wvBohU/dMQzAA/snWN9f5sIzN7BvfIoP3fwQ9QS3PTJKKeB5Z25oc20lSZLm5tAadYQDE9Wj7u8dqwCwf7xK46iaHfsnqCeH2UiSpJWvbUE+Ij4RESkiLsrvvy0iRppu9Yi4ajHrkxptW9/HxjXdAPSVSzx923oAtqztYbC3C4BSwNNOXU8pouX12zNa4brv7eWG+w9wsOlLhyRJ0nTaMrQmIt4ArGlcllJ6B/COhjKbgQeADy1mfVKjjWu6+flnnMLYVJ2+cjDUn4X6Df1l3vSsU9k9WmGov8xQX+s/EvvHp/jANx5k33gW4J+6f5AfOXczfd3ZF4yUEvvHq0zW6vSVS0fqLkmSOlvLU0tEbAMuB54H3DdL0UuBPcC/LdH61OGG+rsZ6j96WUSwcU33kd76dqjU0pEQD7B97ziTtURfXqVdIxXef8ODjFRqbB7o5o1PO4UNbayvJElaGVo6tCYiAvgAcHlK6f5ZypWANwFXpJRmHGcw3/WpeCrVOocmqlSqx04Vudr0loPNA48G83M2D9Db9ejwnht3HGSkUgNgeHSK+/aPt7yOkiRp5Wl1j/xbgEgpXTFHuZcD24C5ys13fUTEZcDvz6eSaq+DE1U+/909bN83znlb1/LcM4ZYu4qnhFzfl/Wy3717lP7uLs7c2H9kWE32+NHbvrZn9baFJEmav0gtmqEjIh4DfAV4VkrpvnxZAl6YUrquqexngNGU0muWYn2zrCO1avs1f1+/bz+fvH34yP2fueAkzt26to01aq+DE1W+cM9e7t8/zhNPXMszT13PwCr+YiNJ0moUEaSUlnRGjVamgQuBE4Cb4uhZQa6KiI+klN4CEBFnARcDL1mK9al4Dk0ePZpqNB9W0qnW9ZV5+eM3UclPdi13OWusJElqbY/8GmBj0+IHgJ8Arkkp7cvL/Qnwwyml85ZifXOswx75FWh4pML7b9jBwckam/KTO9t5MqokSdLxKnSPfEppDBhrXJb3pA83hPhe4BLgD6ZbR0RcDdyXUnrzfNanYtq8toc3PevUIz3Q651uUZIk6Rgt65FfieyRlyRJUissR4+8g20lSZKkAjLIq6NNTtUYq9TwlxlJklQ0zmGnjrVntMKn7hhmYqrOxY87gdOG+ukqLekvXpIkScvGHnl1pNHJKh//ziPcPTzG/fsn+OCND3FgYsaLCEuSJK049sirI9VS4tDko/PTV2qJWt3hNVpdxqdqVGqJvnKJ3rL9NpK02nhkV0fq7+7ihY/ZyOGBNOefvJb+bj8OWj0OjE/xiVt3ccXXH+AL9+xlZNJfnCRptbFHXh2pu6vEE09cy6lDfdTribW9Xazt9eOg1eOmBw9y68MjAHz53n08dlM/Z7uPS9Kq4lFdx61ar1OtJXrLpcMX5SqE3nKJLWt72l0NaVmMVWpH3R+fqrepJpKk5eJYAh2XgxNTfPqO3Xz45p3c9sgIk9XOCQvVep3JqdrcBaU2eMZpQ6zry/pqTl7Xy6lDfW2ukSRpqXll1w7e/uNVT4mr79jNV+/bD0Ap4L8+7zS2rO1tb8Va4MD4FNfcs5f941M8/6wNnLGhn+4uvxdrZdk/PnXkZNfDoV6S1B7LcWVXj+xatFotsXuscuR+PcFYZfX3yFeqdf7j7j1866FDAGzfN8GvPu80Ng04TEcry1B/d7urIElaRnYhatG6yyWee8bQkYsobV3bw1D/6v9uWK0n9o5NHblfqycqNX/ZkSRJreXQmg7e/qUwVatzYKLKxFSdtb1dHdEDWE+J2x8Z4WPfeph6gm3re3ndBSexvm/1b7uKZ7Jaz058DVjXW/bqxZLUJssxtMYg38Hbr8WrVLMvMJPVOoO9XazvgC8wKp7Jap3bHj7EvXvHATj/5EHO3LjGMC9JbeAYeWmF6CmX2OzUlVrhxitVesol9oxN0d1VolaH0ckq6/ziKUmrgkG+xSq1OpVqnb5yibKznEhaRlN1+Mebd3JoMpsmdf/4FD/7tFPaXCtJ0lIxyLfQoYkqX/z+PrbvG+eJJw7w9G3rGfBKi5KWUbWeOHydtkOTNRxVI0mrhymyhW57ZITr8znXHzo4ybb1XjJd0vLp7y7xlJMH+c7DIwA854wh+ru72lwrSdJSMUW20L7x6lH3D0xMzVBSko7f2t4yP/qELVx45gbKpWCov5veskP6JGm1MMi30AWnDHLzgwcZrdTY0F/mzI1r2l0lSavcYG+ZQX/5k6RVyeknW7j9KSX2jWdTFvZ3lzpiznVJkiQ5j/yScx75la1aqzNSyWbbGPRCNpIkqcCcR14dY6pW567hUf71O7voKgU/ef5WL2QjSZLUwLOetCKNTNb451seYaJaZ7SS/f/QZHXuJ0qSJHUIg7xWrDTD/yVJkmSQ1wo10NvFq564hXIp6OkKXvWkLc68IUmS1MCTXTt4+1e6Sq3O6GQNAgZ7uih3+b1TkiQVk7PWLDGDvCRJklphOYK8XZySJElSARnkJUmSpAIyyEvSKpZSYrRSZXyq1u6qSJKWmNOASNIqVasnHtg/wdV37aa7FPzoEzazZW1vu6slSVoi9shL0ip1cKLKB296iAf2T/D9veP807ce9sJqkrSKGOQlaZWqp8RktX7k/qHJGrW6M3VJ0mphkJekVaq/u4tnnbYegABe/NiNrOnpam+lJElLxnnkO3j7Ja1+o5UaI5NVShEM9nbR122Ql6R28IJQS8wgL0mSpFbwglCSJEmSAKeflACoVOscmKhST4mBni7W9vrRkCRJK5tpRR2vVk/cuWuUf/72w9QTPOXkQV7++E2Gea0ak1M1do9NsfPQJNvW97F5oIeu0pL+uitJagOTijreaKXG5+/Zw+FZ+b710CEuesxGvG6OVosdByZ511fvo1aH/u4S/+35Z3DSOndwSSo6x8ir45VLHNX7Xi4FXX4ytIp866FD1PLp5Men6mzfN97eCkmSloRxRR1vTU+ZVz5xC2efsIZT1vXyMxecxHqH1WgVOWNjHwk4PEfXSYM97ayOJGmJOP1kB2+/jjY+lV31ck1PF6Vw/LBWj4cOTHD//gnKpWDrYA/lUomNa7rpLduXI0mtshzTT9rtKOX6vVCOVqmHDk4y2NPFffsn+Mg3d9LdVeLVT97K+ScP0uM4MkkqLI/gkrTKPX7LAGv7yvy/u/dQKgWlgM/dvYexSq3dVZMkHQd75CVplVvbW2aqlljXX2Ziqk49QX85HEImSQVnj7wkdYDeruAnnnwiQ31lNg1084onbqXPMfKSVGgexSWpA0zU6nzhnj08/bT1nH/SIFffuZuxKYfWSFKRObRGkjpAKYKDkzW+cM9eIJuCssuhNZJUaE4/2cHbL6lzpJTYeXCSz961h65S8PLHb2LzWueTl6RWWY7pJw3yHbz9kjrP5FSNiKDH8fGS1FLOIy9JOi69Xi9BklYNu2QkSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIkqYAM8pIkSVIBGeQlSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFVC53RXodBNTNUYqNQIY7C3TU/a7lSRJWr3GxsYYHh6mXq+3uypLplQqsXnzZtasWdPS1zXIt9Fktc6NOw5y9Z27iYBXPHELTz5pkJ4uw7wkSVp9xsbGeOSRR9i2bRvd3d3trs6SmZqaYseOHWzdurWlYd7E2EZjlRqfvWs3Cagn+Mwduxmt1NpdLUmSpGUxPDy86kI8QHd3N9u2bWN4eLilr2uPfBtFQHdXiclq9tNSb7k05zeriakaBydrpJQY7C2zpqdr+SsqSZK0BOr1+qoL8Yd1d3e3fLiQQb6NBnvL/MwFJ3HVbbsoRfDKJ21hXd/Mb0klH4rzmTt3A/DcM4Z40dkb6e82zEuSJHUag3wbdZWCMzb2c+kzTgGCwd4uImLG8mNTNb5wz94j97+6fT/PPn29QV6SJKkDGeTbrBTBur75/cRUiizsT+RDcdZ0lyjNEvwlSZK0enmya4Gs6yvz0089ibM29nP6hj5+9mmnzDoUR5IkSYv3sY99jAsvvJB169bNOmqiXUyBBbN1sJfXXXASKeGJrpIkSctow4YNvPWtb2V8fJxLL7203dU5hkG+gBwTL0mSOtXu0QrDIxU2r+1h00DPsr7WxRdfDMB11123rK+zWAZ5SZIkFcI1d+/hc3fvppagK+Cl52ziJeec0O5qtY1j5CVJkrTi7R6t8Lm7dzM6VWeiWmd0qs7nvrub3aOVdletbQzykiRJWvGGRyrU0tHL6gmGDfKSJEnSyrV5bQ9dTRPHlAI2L/M4+ZXMIC9JkqQVb9NADy89ZxMDPSX6u0sM9JR46TmblvWE11qtxsTEBJVK1us/MTHBxMQE9Xp92V5zITzZVZIkSYXwknNO4CmnDDI8WmHzwPLPWvOhD32ISy655Mj9/v5+AK699louuuiiZX3t+YiU0tylVqmISJ28/ZIkSa107733cuaZZ7a7Gstmtu2LCFJKS3pVKYfWSJIkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQAZ5SZIktUSpVGJqaqrd1VgWU1NTlEqtjdYGeUmSJLXE5s2b2bFjx6oL81NTU+zYsYPNmze39HWdR76Dt1+SJKnVxsbGGB4eXjFXR10KpVKJzZs3s2bNmhnLLMc88gb5Dt5+SZIktYYXhJIkSZIEGOQlSZKkQjLIS5IkSQVkkJckSZIKyCAvSZIkFVC53RVot4glPXlYkiRJaomOnn5ytcmn0/SbyTzYVgtje82fbbUwttf82VYLY3vNn221MCupvRxaI0mSJBWQQV6SJEkqIIO8JEmSVEAG+dXlf7e7AgViWy2M7TV/ttXC2F7zZ1stjO01f7bVwqyY9vJkV0mSJKmA7JGXJEmSCsggL0mSJBWQQX4FiIgXR8TnI2JPRKSIOKPp8XMi4uMR8WBEHIqI2yPiF5vK/PeIuDkiDkTEIxHxL83rmeZ1r4uISkSMNNze2lTmtRHx3YgYj4hbIuJFS7Xdi9Wu9mp47rqI2B4RqWn5GyOi3tSe1x/v9h6PldpW+WO/FhH3R8RYRHw1Is4/nm1dCm38LH4iX+fBiNgZEX8fESc0PH5RXp/GfWvHUm77Qq3UtsrLeNzKym+JiH+IiPvyfeZ7EfHbEVFqKOO+xfzaKi/nvvXocy6PiG9GliOum+Zx961HnzNrW+VlFrVvGeRXhlHgH4A3zPD4BuBa4OnAOuDNwJ9GxI83lOkBfgXYCjwWGAc+NY/XfkdKaW3D7d2HH4iI5wAfAH4dWA+8C/hURJy2kI1bBu1sL4C/BO6a4bH7m9rzOfNc53JZkW0VET8F/B7wE8BG4HPAZyNicJ7rXS7taq/fB85OKa0DzgP6gfc0F2rat7bNe6uWx4psK49bR1kL3A5cBAwCrwTeRNY2R3Hfmrut3LeO8T2y4/gVsxVy3wLmaKvj2rdSSt5WyA04A0jAGfMo+3HgXbM8/sR8XRtnKXMdcNksj18J/FPTsv8Efq/dbdWO9srL/QjwDeAl2cfnqMfeCGxvd7sUpK2uA/644X4J2Am8od1t1a72aii/AfgIcEvDsoua23Cl3FZgW3ncmn2dfwZ80n1rUW3lvjV92cuA66ZZ7r41/7Za9L5lj3wBRcQA8EzgllmKvRjYkVLaO8fqfjki9kXEnRHxzohY2/DY+cCNTeVvBJ6y0Dq301K1V2Q/3/81cAlQnaHYSZH93P9QRHwyIp682Hq3Qwvb6qh9K6VUB26mQ/etfF1/FBGHgL3AK4DLpylzf/5T7ucj4gWLr3nrtbCtPG7NvM4SWbg6Zp3uW8esc7q2ct9a3Ou5b81t0fuWQX4ZRcSV+RismW4fX8Q6y8A/AtvJfh6arsyFwB+S/SQ0m7cB5wAnkA1xeAnw/obH1wH7m56zP1++5ArQXu8B/i6ldOsMj38JeDKwjewb+p3AdRFxykLrPZdV0FbuW01SSr+VUhok+6n2/5DtP4fdSXZAPws4G/h34D8i4ikLrfdcVkFbuW/N7F1kw0b+rGGZ+9b0pmsr962Fcd+av8XvW+3+eWM138jG3G2a5TbYVP4MZvmph2xc1v8FrgfWz1DmImAf8NpF1Pd5ZL2n/fn9bwK/0VTmb4B/7bT2An4KuAkoNzwvzWObvgv8om11dFvl63l107JPA/+n0/atGZ77DOAhoGuWMteQneNiWzW0FR63pisfZMH0LmDbPMp37L41W1u5b81Yz8uYZriI+9b82+p49q0yWjYppRFgZCnWFRH9wL8CfcBL83U3l3kZ8FHg51JK/7qIl6kfXlX+7y3A05rK/ADwmUWse04rvL1+EHg88HBEAHTn69gN/FpK6cMzPC/xaHsumVXQVof3rY/nj5WApwL/tBTb1GyFt9d0uoGTyHoE989Qpk7n7VvTaW4rj1tHly8Bf0c2POAFKaWH51GVjty35tFW7lvHryP3rXlY/L611N+KvC3qm2SJbId5HFnwe1x+/3AP0yDZyYGfJe8tn2YdPw4cAF4+z9fcCrwMGCD7UJ0H3EDDtz/gOcAY8HKyP5aXkJ3xfXoHttcGsiEzh2+vyV97G7AmL/MK4JS8PdcD7yD7tn6abXVMW/0UsIesN7UX+F2yk10Hj3ebC9heZwOvzveZyF/zeuD6hjIXk/08XQLWkM2YMAE8zbY6pq08bj1avgx8jOwXshNmKOO+Nf+2ct86+jnd+etcTja0tA/oc99aVFstet9q247n7ag3+KJ8h2q+vTF//Gfz+2Nk3zgP365uWMe9ZMNiRppuFzaUGQFel///dLLgfiBffg/wJxz789NryYaHjAPfBl7Uie01Ux2alr2HLIyOAQ+TjQe8wLaafhgS2TRbD+T71vXA+Z24b5GF0y+TfekbIRuP+V5ga0P53wXuJzuwD5NNj9bWz+JKbau8nMet7P8vyNc50VT+NvethbeV+9bRx3mymVaOeV33rYW31fHsW5E/WZIkSVKBOGuNJEmSVEAGeUmSJKmADPKSJElSARnkJUmSpAIyyEuSJEkFZJCXJEmSCsggL0kdKiKujIhr2l0PSdLiGOQlSZKkAjLIS5IkSQVkkJckEZnfiIjvR0QlIr4XEb/WVGZ7RPxBRPxVROyNiEci4i8iotxQpj8iroiIAxGxLyLeHRF/FBH3tHyjJGmVM8hLkgDeCrwdeCfwBOBPgXdGxKVN5X4F2Ak8M///LwM/2/D4HwM/BvwM8CzgQL5uSdISi5RSu+sgSWqDiLgS2JZSeklEPAB8NKX0Pxse/wvgx1JKZ+X3twPfTin9aEOZq4H9KaXXRsQAsBd4a0rp/Q1lvg5sSimd3YrtkqROYY+8JHW4iFgHbAO+1PTQF4EzImJNw7JvNZV5CNia//9soAf4elOZry1NTSVJjQzykqSFqDTdTxz7t8SfeiWpBQzyktThUkoHgR3A85seegFwb0ppbJ6ruocs6D+7afmzjq+GkqTplOcuIknqAH8E/HlEfBe4DngR8Bbgl+a7gpTSaET8LXB5RDwC3E12Iuy5wPCS11iSOpxBXpIE8B5gAHgb8G7gAeA3G09anaf/BfQBHwHq+b9XAi9esppKkgBnrZEkLbOI+AKwL6X04+2uiyStJvbIS5KWTEQ8CbiAbKaaHrL55F8IvKyd9ZKk1cggL0laSolsbP27yCZUuBN4ZUrps22tlSStQg6tkSRJkgrI6SclSZKkAjLIS5IkSQVkkJckSZIKyCAvSZIkFZBBXpIkSSogg7wkSZJUQP8/VN4X0/R4Qc4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the waterfront status of these scenic homes.\n",
    "waterfront_df = top_20_scenic_zips_df.loc[top_20_scenic_zips_df['waterfront']== 1]\n",
    "\n",
    "plt.figure(figsize=(12, 10))\n",
    "ax = sns.scatterplot(x='long', y='lat', hue=waterfront_df.waterfront.tolist(), palette='Blues', data=waterfront_df, alpha=0.90)\n",
    "# add a title manually\n",
    "ax.legend(title='scenic_status')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Scenic Homes by Lat/Long Coordinates (Waterfront color-coded)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### \"Good View\" scenic homes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Scenic Homes by Lat/Long Coordinates (View color-coded)')"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the view  of these scenic homes.\n",
    "plt.figure(figsize=(12, 10))\n",
    "ax = sns.scatterplot(x='long', y='lat', hue=top_20_scenic_zips_df.view_rank.tolist(), palette='BuGn', data=top_20_scenic_zips_df, alpha=0.90)\n",
    "# add a title manually\n",
    "ax.legend(title='scenic_status')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Scenic Homes by Lat/Long Coordinates (View color-coded)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### How do prices of scenic homes in these zipcodes compare to regular homes?\n",
    "\n",
    "Intuition (and if you have bought property, experience) informs us that scenic homes are more expensive than homes without scenic attributes (waterfront and/or better than average view rank). Let's do some data visualizate to literally see if that is true.  Comparing regular home price distribution to scenic home price distribution by zip code for the Top 20."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Scenic Homes by Lat/Long Coordinates (Price color-coded)')"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 10))\n",
    "ax = sns.scatterplot(x='long', y='lat', hue=top_20_scenic_zips_df.price.tolist(), cmap='cubehelix', data=top_20_scenic_zips_df, alpha=0.90)\n",
    "# add a title manually\n",
    "ax.legend(title='scenic_status')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Scenic Homes by Lat/Long Coordinates (Price color-coded)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### How do prices compare?\n",
    "Compare price distributions of regular and scenic homes in these zipcodes\n",
    "Code for plotting mutliple seaborn plots in a single figure found [here](https://towardsdatascience.com/dynamic-subplot-layout-in-seaborn-e777500c7386)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2520x2520 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_cols = 5\n",
    "num_plots = 20\n",
    "total_rows = num_plots//total_cols + 1\n",
    "\n",
    "fig, axs = plt.subplots(nrows=total_rows, ncols=total_cols,\n",
    "                        figsize=(7*total_cols, 7*total_rows), constrained_layout=True)\n",
    "\n",
    "for i, zip in enumerate(scenic_by_zip.nlargest(20).index.values):\n",
    "    row = i//total_cols\n",
    "    pos = i % total_cols\n",
    "    single_zip_df = df[(df['zipcode'] == zip)]\n",
    "    plot = sns.violinplot(x='zipcode', y='price', hue='scenic_status',  \n",
    "                       hue_order=['N', 'Y'], data=single_zip_df, palette='Blues', ax=axs[row][pos])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "flatiron",
   "language": "python",
   "name": "flatiron"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}