diff --git a/Blair's Work/1 - EDA_blair.ipynb b/Blair's Work/1 - EDA_blair.ipynb deleted file mode 100644 index ddf246b..0000000 --- a/Blair's Work/1 - EDA_blair.ipynb +++ /dev/null @@ -1,2532 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# EDA" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "- The os module has a perfect method to list files in a directory.\n", - "- Pandas json normalize could work here but is not necessary to convert the JSON data to a dataframe.\n", - "- You may need a nested for-loop to access each sale!\n", - "- We've put a lot of time into creating the structure of this repository, and it's a good example for future projects. In the file functions_variables.py, there is an example function that you can import and use. If you have any variables, functions or classes that you want to make, they can be put in the functions_variables.py file and imported into a notebook. Note that only .py files can be imported into a notebook. If you want to import everything from a .py file, you can use the following:\n", - "```python\n", - "from functions_variables import *\n", - "```\n", - "If you just import functions_variables, then each object from the file will need to be prepended with \"functions_variables\"\\\n", - "Using this .py file will keep your notebooks very organized and make it easier to reuse code between notebooks." - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [], - "source": [ - "# (this is not an exhaustive list of libraries)\n", - "import pandas as pd\n", - "import numpy as np\n", - "import os\n", - "import json\n", - "from pprint import pprint\n", - "from functions_variables import *\n", - "from pandas import json_normalize\n", - "from sklearn.preprocessing import LabelEncoder, StandardScaler, PolynomialFeatures\n", - "from sklearn.ensemble import RandomForestRegressor\n", - "from sklearn.impute import KNNImputer\n", - "from sklearn.impute import SimpleImputer\n", - "from sklearn.decomposition import PCA\n", - "from sklearn.model_selection import train_test_split\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data Importing" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
| \n", - " | status | \n", - "data | \n", - "
|---|---|---|
| total | \n", - "200 | \n", - "895 | \n", - "
| count | \n", - "200 | \n", - "42 | \n", - "
| results | \n", - "200 | \n", - "[{'primary_photo': {'href': 'https://ap.rdcpix... | \n", - "
| \n", - " | list_price | \n", - "price_reduced_amount | \n", - "description.year_built | \n", - "description.baths_3qtr | \n", - "description.sold_price | \n", - "description.baths_full | \n", - "description.baths_half | \n", - "description.lot_sqft | \n", - "description.sqft | \n", - "description.baths | \n", - "description.garage | \n", - "description.stories | \n", - "description.beds | \n", - "location.address.coordinate.lon | \n", - "location.address.coordinate.lat | \n", - "location.county | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", - "7.721000e+03 | \n", - "2.484000e+03 | \n", - "7316.000000 | \n", - "566.000000 | \n", - "6.716000e+03 | \n", - "7311.000000 | \n", - "2281.000000 | \n", - "6.991000e+03 | \n", - "7323.000000 | \n", - "7980.000000 | \n", - "4448.000000 | \n", - "6260.000000 | \n", - "7504.000000 | \n", - "7909.000000 | \n", - "7909.000000 | \n", - "0.0 | \n", - "
| mean | \n", - "4.341582e+05 | \n", - "2.442704e+04 | \n", - "1968.916074 | \n", - "1.247350 | \n", - "4.126050e+05 | \n", - "1.887430 | \n", - "1.105655 | \n", - "2.510949e+05 | \n", - "1933.848559 | \n", - "2.131203 | \n", - "1.926709 | \n", - "1.567732 | \n", - "3.208289 | \n", - "-92.206522 | \n", - "39.009689 | \n", - "NaN | \n", - "
| std | \n", - "5.514925e+05 | \n", - "7.162396e+04 | \n", - "35.096914 | \n", - "0.463482 | \n", - "6.994308e+05 | \n", - "0.862214 | \n", - "0.413340 | \n", - "5.823820e+06 | \n", - "1339.039206 | \n", - "1.175940 | \n", - "0.878766 | \n", - "0.730969 | \n", - "1.282732 | \n", - "15.888886 | \n", - "4.374553 | \n", - "NaN | \n", - "
| min | \n", - "1.000000e+00 | \n", - "1.000000e+02 | \n", - "1828.000000 | \n", - "1.000000 | \n", - "3.080000e+02 | \n", - "1.000000 | \n", - "1.000000 | \n", - "0.000000e+00 | \n", - "120.000000 | \n", - "0.000000 | \n", - "1.000000 | \n", - "1.000000 | \n", - "0.000000 | \n", - "-157.810583 | \n", - "21.277707 | \n", - "NaN | \n", - "
| 25% | \n", - "2.090000e+05 | \n", - "6.000000e+03 | \n", - "1950.000000 | \n", - "1.000000 | \n", - "1.910000e+05 | \n", - "1.000000 | \n", - "1.000000 | \n", - "4.953000e+03 | \n", - "1258.000000 | \n", - "1.000000 | \n", - "1.000000 | \n", - "1.000000 | \n", - "3.000000 | \n", - "-104.971611 | \n", - "35.688084 | \n", - "NaN | \n", - "
| 50% | \n", - "3.250000e+05 | \n", - "1.010000e+04 | \n", - "1975.000000 | \n", - "1.000000 | \n", - "3.140000e+05 | \n", - "2.000000 | \n", - "1.000000 | \n", - "7.841000e+03 | \n", - "1635.000000 | \n", - "2.000000 | \n", - "2.000000 | \n", - "1.000000 | \n", - "3.000000 | \n", - "-89.333131 | \n", - "39.698210 | \n", - "NaN | \n", - "
| 75% | \n", - "4.999000e+05 | \n", - "2.000000e+04 | \n", - "1997.000000 | \n", - "1.000000 | \n", - "4.700000e+05 | \n", - "2.000000 | \n", - "1.000000 | \n", - "1.263200e+04 | \n", - "2264.000000 | \n", - "3.000000 | \n", - "2.000000 | \n", - "2.000000 | \n", - "4.000000 | \n", - "-78.617690 | \n", - "41.832266 | \n", - "NaN | \n", - "
| max | \n", - "1.250000e+07 | \n", - "2.015999e+06 | \n", - "2024.000000 | \n", - "3.000000 | \n", - "2.706500e+07 | \n", - "8.000000 | \n", - "5.000000 | \n", - "1.676624e+08 | \n", - "32106.000000 | \n", - "9.000000 | \n", - "11.000000 | \n", - "10.000000 | \n", - "12.000000 | \n", - "-71.006343 | \n", - "58.396178 | \n", - "NaN | \n", - "
| \n", - " | description.year_built | \n", - "description.sold_price | \n", - "description.sqft | \n", - "description.garage | \n", - "description.stories | \n", - "description.beds | \n", - "description.type | \n", - "location.address.city | \n", - "central_air | \n", - "dishwasher | \n", - "fireplace | \n", - "basement | \n", - "median_value_city | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "2001.0 | \n", - "345000.0 | \n", - "1539.0 | \n", - "2.000000 | \n", - "1.0 | \n", - "3.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "322090.004962 | \n", - "
| 2 | \n", - "1971.0 | \n", - "205000.0 | \n", - "1120.0 | \n", - "1.863594 | \n", - "1.0 | \n", - "3.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "322090.004962 | \n", - "
| 3 | \n", - "2013.0 | \n", - "295000.0 | \n", - "2400.0 | \n", - "1.000000 | \n", - "2.0 | \n", - "3.0 | \n", - "townhomes | \n", - "Harrisburg | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "322090.004962 | \n", - "
| 6 | \n", - "1900.0 | \n", - "71500.0 | \n", - "1528.0 | \n", - "1.863594 | \n", - "3.0 | \n", - "4.0 | \n", - "townhomes | \n", - "Harrisburg | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "430397.084553 | \n", - "
| 7 | \n", - "1940.0 | \n", - "100000.0 | \n", - "728.0 | \n", - "1.863594 | \n", - "1.0 | \n", - "2.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "277188.977852 | \n", - "
| 8 | \n", - "1957.0 | \n", - "208000.0 | \n", - "1092.0 | \n", - "1.863594 | \n", - "2.0 | \n", - "3.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "322090.004962 | \n", - "
| 10 | \n", - "2019.0 | \n", - "346000.0 | \n", - "1848.0 | \n", - "2.000000 | \n", - "2.0 | \n", - "3.0 | \n", - "townhomes | \n", - "Harrisburg | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "322090.004962 | \n", - "
| 11 | \n", - "1875.0 | \n", - "219900.0 | \n", - "2966.0 | \n", - "1.863594 | \n", - "2.0 | \n", - "4.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "430397.084553 | \n", - "
| 12 | \n", - "1938.0 | \n", - "195000.0 | \n", - "1502.0 | \n", - "1.863594 | \n", - "2.0 | \n", - "4.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "430397.084553 | \n", - "
| 13 | \n", - "1965.0 | \n", - "270000.0 | \n", - "1486.0 | \n", - "1.863594 | \n", - "1.0 | \n", - "3.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "322090.004962 | \n", - "
| \n", - " | description.year_built | \n", - "description.sold_price | \n", - "description.garage | \n", - "description.stories | \n", - "description.beds | \n", - "description.type | \n", - "location.address.city | \n", - "central_air | \n", - "dishwasher | \n", - "fireplace | \n", - "basement | \n", - "price_per_sqft | \n", - "median_value_per_sqft | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "2001.0 | \n", - "345000.0 | \n", - "2.000000 | \n", - "1.0 | \n", - "3.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "224.171540 | \n", - "1.071129 | \n", - "
| 2 | \n", - "1971.0 | \n", - "205000.0 | \n", - "1.863594 | \n", - "1.0 | \n", - "3.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "183.035714 | \n", - "0.636468 | \n", - "
| 3 | \n", - "2013.0 | \n", - "295000.0 | \n", - "1.000000 | \n", - "2.0 | \n", - "3.0 | \n", - "townhomes | \n", - "Harrisburg | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "122.916667 | \n", - "0.915893 | \n", - "
| 7 | \n", - "1940.0 | \n", - "100000.0 | \n", - "1.863594 | \n", - "1.0 | \n", - "2.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "137.362637 | \n", - "0.360765 | \n", - "
| 8 | \n", - "1957.0 | \n", - "208000.0 | \n", - "1.863594 | \n", - "2.0 | \n", - "3.0 | \n", - "single_family | \n", - "Harrisburg | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "190.476190 | \n", - "0.645782 | \n", - "
| \n", - " | Feature1 | \n", - "Feature2 | \n", - "Correlation | \n", - "
|---|---|---|---|
| 0 | \n", - "price_per_sqft median_value_per_sqft | \n", - "description.year_built median_value_per_sqft | \n", - "0.877199 | \n", - "
| 1 | \n", - "description.garage median_value_per_sqft | \n", - "description.year_built median_value_per_sqft | \n", - "0.888603 | \n", - "
| 2 | \n", - "description.stories median_value_per_sqft | \n", - "description.year_built median_value_per_sqft | \n", - "0.904554 | \n", - "
| 3 | \n", - "description.beds median_value_per_sqft | \n", - "description.year_built median_value_per_sqft | \n", - "0.948185 | \n", - "
| 4 | \n", - "description.beds median_value_per_sqft | \n", - "description.garage median_value_per_sqft | \n", - "0.902834 | \n", - "
| 5 | \n", - "description.beds median_value_per_sqft | \n", - "description.stories median_value_per_sqft | \n", - "0.865466 | \n", - "
| 6 | \n", - "fireplace price_per_sqft | \n", - "description.year_built fireplace | \n", - "0.871250 | \n", - "
| 7 | \n", - "description.stories fireplace | \n", - "description.year_built fireplace | \n", - "0.886488 | \n", - "
| 8 | \n", - "description.garage fireplace | \n", - "description.year_built fireplace | \n", - "0.892796 | \n", - "
| 9 | \n", - "description.beds fireplace | \n", - "description.year_built fireplace | \n", - "0.947079 | \n", - "
| 10 | \n", - "description.beds fireplace | \n", - "description.stories fireplace | \n", - "0.862642 | \n", - "
| 11 | \n", - "description.beds fireplace | \n", - "description.garage fireplace | \n", - "0.872101 | \n", - "
| 12 | \n", - "description.beds city_encoded | \n", - "description.year_built city_encoded | \n", - "0.878354 | \n", - "
| 13 | \n", - "median_value_per_sqft city_encoded | \n", - "description.year_built median_value_per_sqft | \n", - "0.856158 | \n", - "
| \n", + " | description.year_built | \n", + "description.sold_price | \n", + "description.baths | \n", + "description.garage | \n", + "description.stories | \n", + "description.beds | \n", + "num_days | \n", + "central_air | \n", + "dishwasher | \n", + "fireplace | \n", + "basement | \n", + "price_per_sqft | \n", + "median_value_per_sqft | \n", + "description.type_encoded | \n", + "city_encoded | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1952 | \n", + "429000 | \n", + "2 | \n", + "2 | \n", + "1 | \n", + "4 | \n", + "93 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "239 | \n", + "1 | \n", + "1 | \n", + "54 | \n", + "
| 1 | \n", + "2002 | \n", + "685000 | \n", + "3 | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "128 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "1 | \n", + "323 | \n", + "0 | \n", + "2 | \n", + "51 | \n", + "
| 2 | \n", + "1923 | \n", + "138000 | \n", + "2 | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "57 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "1 | \n", + "76 | \n", + "0 | \n", + "1 | \n", + "29 | \n", + "
| 3 | \n", + "2015 | \n", + "609000 | \n", + "3 | \n", + "3 | \n", + "1 | \n", + "3 | \n", + "95 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "210 | \n", + "1 | \n", + "1 | \n", + "32 | \n", + "
| 4 | \n", + "1952 | \n", + "270000 | \n", + "1 | \n", + "2 | \n", + "1 | \n", + "4 | \n", + "66 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "208 | \n", + "1 | \n", + "1 | \n", + "35 | \n", + "
| \n", + " | status | \n", + "data | \n", + "
|---|---|---|
| total | \n", + "200 | \n", + "895 | \n", + "
| count | \n", + "200 | \n", + "42 | \n", + "
| results | \n", + "200 | \n", + "[{'primary_photo': {'href': 'https://ap.rdcpix... | \n", + "
| \n", + " | primary_photo | \n", + "last_update_date | \n", + "source | \n", + "tags | \n", + "permalink | \n", + "status | \n", + "list_date | \n", + "open_houses | \n", + "description | \n", + "branding | \n", + "... | \n", + "photos | \n", + "flags | \n", + "community | \n", + "products | \n", + "virtual_tours | \n", + "other_listings | \n", + "listing_id | \n", + "price_reduced_amount | \n", + "location | \n", + "matterport | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "{'href': 'https://ap.rdcpix.com/c41ec0e28b89fa... | \n", + "2024-01-16T16:05:10Z | \n", + "{'plan_id': None, 'agents': [{'office_name': '... | \n", + "[carport, central_air, city_view, community_ou... | \n", + "611-Glenmore-Rd_Montgomery_AL_36107_M72316-04965 | \n", + "sold | \n", + "2023-07-05T16:47:40.000000Z | \n", + "None | \n", + "{'year_built': 1955, 'baths_3qtr': None, 'sold... | \n", + "[{'name': 'Wallace & Moody Realty', 'photo': N... | \n", + "... | \n", + "[{'tags': [{'label': 'house_view', 'probabilit... | \n", + "{'is_new_construction': None, 'is_for_rent': N... | \n", + "None | \n", + "{'brand_name': 'essentials'} | \n", + "None | \n", + "{'rdc': [{'listing_id': '2957379146', 'listing... | \n", + "2957379146 | \n", + "9000.0 | \n", + "{'address': {'postal_code': '36107', 'state': ... | \n", + "False | \n", + "
| 1 | \n", + "{'href': 'https://ap.rdcpix.com/1e4bac70e24f78... | \n", + "2024-01-12T20:22:58Z | \n", + "{'plan_id': None, 'agents': [{'office_name': '... | \n", + "[city_view, single_story, big_yard, fenced_yar... | \n", + "1819-E-Trinity-Blvd_Montgomery_AL_36106_M77006... | \n", + "sold | \n", + "2023-10-29T17:55:28.000000Z | \n", + "None | \n", + "{'year_built': 1984, 'baths_3qtr': None, 'sold... | \n", + "[{'name': 'List With Freedom, Inc.', 'photo': ... | \n", + "... | \n", + "[{'tags': [{'label': 'house_view', 'probabilit... | \n", + "{'is_new_construction': None, 'is_for_rent': N... | \n", + "None | \n", + "{'brand_name': 'basic_opt_in'} | \n", + "None | \n", + "{'rdc': [{'listing_id': '2960975584', 'listing... | \n", + "2960975584 | \n", + "5000.0 | \n", + "{'address': {'postal_code': '36106', 'state': ... | \n", + "False | \n", + "
| 2 | \n", + "{'href': 'https://ap.rdcpix.com/61c1ed5b3aaa88... | \n", + "2024-01-14T18:42:11Z | \n", + "{'plan_id': None, 'agents': [{'office_name': N... | \n", + "[central_air, central_heat, city_view, communi... | \n", + "1112-Sandlewood-Ct_Montgomery_AL_36117_M87985-... | \n", + "sold | \n", + "2023-12-08T14:11:39.000000Z | \n", + "None | \n", + "{'year_built': 1999, 'baths_3qtr': None, 'sold... | \n", + "[{'name': 'Realty South - Chilton REA', 'photo... | \n", + "... | \n", + "[{'tags': [{'label': 'house_view', 'probabilit... | \n", + "{'is_new_construction': None, 'is_for_rent': N... | \n", + "None | \n", + "{'brand_name': 'basic_opt_in'} | \n", + "None | \n", + "{'rdc': [{'listing_id': '2962329566', 'listing... | \n", + "2962329566 | \n", + "NaN | \n", + "{'address': {'postal_code': '36117', 'state': ... | \n", + "False | \n", + "
| 3 | \n", + "{'href': 'https://ap.rdcpix.com/686d934c4cdfa6... | \n", + "2024-01-15T03:44:47Z | \n", + "{'plan_id': None, 'agents': [{'office_name': '... | \n", + "[central_air, central_heat, city_view, communi... | \n", + "545-Ridge-Park-Dr_Montgomery_AL_36117_M71177-9... | \n", + "sold | \n", + "2023-11-27T22:50:49.000000Z | \n", + "None | \n", + "{'year_built': 2001, 'baths_3qtr': None, 'sold... | \n", + "[{'name': 'House & Home Real Estate', 'photo':... | \n", + "... | \n", + "[{'tags': [{'label': 'house_view', 'probabilit... | \n", + "{'is_new_construction': None, 'is_for_rent': N... | \n", + "None | \n", + "{'brand_name': 'essentials'} | \n", + "None | \n", + "{'rdc': [{'listing_id': '2961991525', 'listing... | \n", + "2961991525 | \n", + "5001.0 | \n", + "{'address': {'postal_code': '36117', 'state': ... | \n", + "False | \n", + "
| 4 | \n", + "{'href': 'https://ap.rdcpix.com/ef5ee786ae1446... | \n", + "2024-01-14T03:00:18Z | \n", + "{'plan_id': None, 'agents': [{'office_name': N... | \n", + "[single_story, fixer_upper] | \n", + "4275-Sunshine-Dr_Montgomery_AL_36116_M89229-76627 | \n", + "sold | \n", + "2023-02-24T15:00:22.000000Z | \n", + "None | \n", + "{'year_built': 1962, 'baths_3qtr': None, 'sold... | \n", + "[{'name': 'KW MONTGOMERY', 'photo': None, 'typ... | \n", + "... | \n", + "[{'tags': [{'label': 'house_view', 'probabilit... | \n", + "{'is_new_construction': None, 'is_for_rent': N... | \n", + "None | \n", + "{'brand_name': 'essentials'} | \n", + "None | \n", + "{'rdc': [{'listing_id': '2952735222', 'listing... | \n", + "2952735222 | \n", + "NaN | \n", + "{'address': {'postal_code': '36116', 'state': ... | \n", + "False | \n", + "
5 rows × 23 columns
\n", + "| \n", + " | last_update_date | \n", + "tags | \n", + "permalink | \n", + "status | \n", + "list_date | \n", + "open_houses | \n", + "branding | \n", + "list_price | \n", + "property_id | \n", + "photos | \n", + "... | \n", + "location.address.coordinate.lon | \n", + "location.address.coordinate.lat | \n", + "location.address.city | \n", + "location.address.state_code | \n", + "location.address.line | \n", + "location.street_view_url | \n", + "location.county.fips_code | \n", + "location.county.name | \n", + "products | \n", + "primary_photo | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2024-01-16T16:05:10Z | \n", + "[carport, central_air, city_view, community_ou... | \n", + "611-Glenmore-Rd_Montgomery_AL_36107_M72316-04965 | \n", + "sold | \n", + "2023-07-05T16:47:40.000000Z | \n", + "None | \n", + "[{'name': 'Wallace & Moody Realty', 'photo': N... | \n", + "68000 | \n", + "7231604965 | \n", + "[{'tags': [{'label': 'house_view', 'probabilit... | \n", + "... | \n", + "-86.284387 | \n", + "32.386844 | \n", + "Montgomery | \n", + "AL | \n", + "611 Glenmore Rd | \n", + "https://maps.googleapis.com/maps/api/streetvie... | \n", + "01101 | \n", + "Montgomery | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "2024-01-12T20:22:58Z | \n", + "[city_view, single_story, big_yard, fenced_yar... | \n", + "1819-E-Trinity-Blvd_Montgomery_AL_36106_M77006... | \n", + "sold | \n", + "2023-10-29T17:55:28.000000Z | \n", + "None | \n", + "[{'name': 'List With Freedom, Inc.', 'photo': ... | \n", + "169999 | \n", + "7700690979 | \n", + "[{'tags': [{'label': 'house_view', 'probabilit... | \n", + "... | \n", + "-86.232662 | \n", + "32.351898 | \n", + "Montgomery | \n", + "AL | \n", + "1819 E Trinity Blvd | \n", + "https://maps.googleapis.com/maps/api/streetvie... | \n", + "01101 | \n", + "Montgomery | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "2024-01-14T18:42:11Z | \n", + "[central_air, central_heat, city_view, communi... | \n", + "1112-Sandlewood-Ct_Montgomery_AL_36117_M87985-... | \n", + "sold | \n", + "2023-12-08T14:11:39.000000Z | \n", + "None | \n", + "[{'name': 'Realty South - Chilton REA', 'photo... | \n", + "189900 | \n", + "8798505230 | \n", + "[{'tags': [{'label': 'house_view', 'probabilit... | \n", + "... | \n", + "-86.200885 | \n", + "32.405798 | \n", + "Montgomery | \n", + "AL | \n", + "1112 Sandlewood Ct | \n", + "https://maps.googleapis.com/maps/api/streetvie... | \n", + "01101 | \n", + "Montgomery | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "2024-01-15T03:44:47Z | \n", + "[central_air, central_heat, city_view, communi... | \n", + "545-Ridge-Park-Dr_Montgomery_AL_36117_M71177-9... | \n", + "sold | \n", + "2023-11-27T22:50:49.000000Z | \n", + "None | \n", + "[{'name': 'House & Home Real Estate', 'photo':... | \n", + "254999 | \n", + "7117799851 | \n", + "[{'tags': [{'label': 'house_view', 'probabilit... | \n", + "... | \n", + "-86.161376 | \n", + "32.370890 | \n", + "Montgomery | \n", + "AL | \n", + "545 Ridge Park Dr | \n", + "https://maps.googleapis.com/maps/api/streetvie... | \n", + "01101 | \n", + "Montgomery | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "2024-01-14T03:00:18Z | \n", + "[single_story, fixer_upper] | \n", + "4275-Sunshine-Dr_Montgomery_AL_36116_M89229-76627 | \n", + "sold | \n", + "2023-02-24T15:00:22.000000Z | \n", + "None | \n", + "[{'name': 'KW MONTGOMERY', 'photo': None, 'typ... | \n", + "75000 | \n", + "8922976627 | \n", + "[{'tags': [{'label': 'house_view', 'probabilit... | \n", + "... | \n", + "-86.291318 | \n", + "32.323353 | \n", + "Montgomery | \n", + "AL | \n", + "4275 Sunshine Dr | \n", + "https://maps.googleapis.com/maps/api/streetvie... | \n", + "01101 | \n", + "Montgomery | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 61 columns
\n", + "| \n", + " | list_price | \n", + "price_reduced_amount | \n", + "description.year_built | \n", + "description.baths_3qtr | \n", + "description.sold_price | \n", + "description.baths_full | \n", + "description.baths_half | \n", + "description.lot_sqft | \n", + "description.sqft | \n", + "description.baths | \n", + "description.garage | \n", + "description.stories | \n", + "description.beds | \n", + "location.address.coordinate.lon | \n", + "location.address.coordinate.lat | \n", + "location.county | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "7.721000e+03 | \n", + "2.484000e+03 | \n", + "7316.000000 | \n", + "566.000000 | \n", + "6.716000e+03 | \n", + "7311.000000 | \n", + "2281.000000 | \n", + "6.991000e+03 | \n", + "7323.000000 | \n", + "7980.000000 | \n", + "4448.000000 | \n", + "6260.000000 | \n", + "7504.000000 | \n", + "7909.000000 | \n", + "7909.000000 | \n", + "0.0 | \n", + "
| mean | \n", + "4.341582e+05 | \n", + "2.442704e+04 | \n", + "1968.916074 | \n", + "1.247350 | \n", + "4.126050e+05 | \n", + "1.887430 | \n", + "1.105655 | \n", + "2.510949e+05 | \n", + "1933.848559 | \n", + "2.131203 | \n", + "1.926709 | \n", + "1.567732 | \n", + "3.208289 | \n", + "-92.206522 | \n", + "39.009689 | \n", + "NaN | \n", + "
| std | \n", + "5.514925e+05 | \n", + "7.162396e+04 | \n", + "35.096914 | \n", + "0.463482 | \n", + "6.994308e+05 | \n", + "0.862214 | \n", + "0.413340 | \n", + "5.823820e+06 | \n", + "1339.039206 | \n", + "1.175940 | \n", + "0.878766 | \n", + "0.730969 | \n", + "1.282732 | \n", + "15.888886 | \n", + "4.374553 | \n", + "NaN | \n", + "
| min | \n", + "1.000000e+00 | \n", + "1.000000e+02 | \n", + "1828.000000 | \n", + "1.000000 | \n", + "3.080000e+02 | \n", + "1.000000 | \n", + "1.000000 | \n", + "0.000000e+00 | \n", + "120.000000 | \n", + "0.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "0.000000 | \n", + "-157.810583 | \n", + "21.277707 | \n", + "NaN | \n", + "
| 25% | \n", + "2.090000e+05 | \n", + "6.000000e+03 | \n", + "1950.000000 | \n", + "1.000000 | \n", + "1.910000e+05 | \n", + "1.000000 | \n", + "1.000000 | \n", + "4.953000e+03 | \n", + "1258.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "3.000000 | \n", + "-104.971611 | \n", + "35.688084 | \n", + "NaN | \n", + "
| 50% | \n", + "3.250000e+05 | \n", + "1.010000e+04 | \n", + "1975.000000 | \n", + "1.000000 | \n", + "3.140000e+05 | \n", + "2.000000 | \n", + "1.000000 | \n", + "7.841000e+03 | \n", + "1635.000000 | \n", + "2.000000 | \n", + "2.000000 | \n", + "1.000000 | \n", + "3.000000 | \n", + "-89.333131 | \n", + "39.698210 | \n", + "NaN | \n", + "
| 75% | \n", + "4.999000e+05 | \n", + "2.000000e+04 | \n", + "1997.000000 | \n", + "1.000000 | \n", + "4.700000e+05 | \n", + "2.000000 | \n", + "1.000000 | \n", + "1.263200e+04 | \n", + "2264.000000 | \n", + "3.000000 | \n", + "2.000000 | \n", + "2.000000 | \n", + "4.000000 | \n", + "-78.617690 | \n", + "41.832266 | \n", + "NaN | \n", + "
| max | \n", + "1.250000e+07 | \n", + "2.015999e+06 | \n", + "2024.000000 | \n", + "3.000000 | \n", + "2.706500e+07 | \n", + "8.000000 | \n", + "5.000000 | \n", + "1.676624e+08 | \n", + "32106.000000 | \n", + "9.000000 | \n", + "11.000000 | \n", + "10.000000 | \n", + "12.000000 | \n", + "-71.006343 | \n", + "58.396178 | \n", + "NaN | \n", + "
| \n", + " | tags | \n", + "list_date | \n", + "description.year_built | \n", + "description.sold_date | \n", + "description.sold_price | \n", + "description.sqft | \n", + "description.baths | \n", + "description.garage | \n", + "description.stories | \n", + "description.beds | \n", + "description.type | \n", + "location.address.city | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "[central_air, central_heat, community_outdoor_... | \n", + "2023-12-19T18:08:22.000000Z | \n", + "1998.0 | \n", + "2024-01-16 | \n", + "129900.0 | \n", + "1478.0 | \n", + "2.0 | \n", + "2.000000 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "
| 1 | \n", + "[city_view, hardwood_floors, two_or_more_stori... | \n", + "2023-11-10T14:20:36.000000Z | \n", + "1945.0 | \n", + "2024-01-16 | \n", + "88500.0 | \n", + "1389.0 | \n", + "2.0 | \n", + "1.000000 | \n", + "2.0 | \n", + "4.0 | \n", + "single_family | \n", + "Montgomery | \n", + "
| 2 | \n", + "[carport, central_air, central_heat, dishwashe... | \n", + "2023-12-19T18:08:22.000000Z | \n", + "1969.0 | \n", + "2024-01-16 | \n", + "145000.0 | \n", + "2058.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "
| 3 | \n", + "[carport, central_air, city_view, community_ou... | \n", + "2023-07-05T16:47:40.000000Z | \n", + "1955.0 | \n", + "2024-01-16 | \n", + "65000.0 | \n", + "1432.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "
| 4 | \n", + "[city_view, single_story, big_yard, fenced_yar... | \n", + "2023-10-29T17:55:28.000000Z | \n", + "1984.0 | \n", + "2024-01-12 | \n", + "169000.0 | \n", + "1804.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "
| \n", + " | tags | \n", + "list_date | \n", + "description.year_built | \n", + "description.sold_date | \n", + "description.sold_price | \n", + "description.sqft | \n", + "description.baths | \n", + "description.garage | \n", + "description.stories | \n", + "description.beds | \n", + "description.type | \n", + "location.address.city | \n", + "num_days | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "[central_air, central_heat, community_outdoor_... | \n", + "2023-12-19 | \n", + "1998.0 | \n", + "2024-01-16 | \n", + "129900.0 | \n", + "1478.0 | \n", + "2.0 | \n", + "2.0 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "28 | \n", + "
| 1 | \n", + "[city_view, hardwood_floors, two_or_more_stori... | \n", + "2023-11-10 | \n", + "1945.0 | \n", + "2024-01-16 | \n", + "88500.0 | \n", + "1389.0 | \n", + "2.0 | \n", + "1.0 | \n", + "2.0 | \n", + "4.0 | \n", + "single_family | \n", + "Montgomery | \n", + "67 | \n", + "
| \n", + " | description.year_built | \n", + "description.sold_price | \n", + "description.sqft | \n", + "description.baths | \n", + "description.garage | \n", + "description.stories | \n", + "description.beds | \n", + "description.type | \n", + "location.address.city | \n", + "num_days | \n", + "central_air | \n", + "dishwasher | \n", + "fireplace | \n", + "basement | \n", + "median_value_city | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1998.0 | \n", + "129900.0 | \n", + "1478.0 | \n", + "2.0 | \n", + "2.000000 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "28 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "387543.284526 | \n", + "
| 1 | \n", + "1945.0 | \n", + "88500.0 | \n", + "1389.0 | \n", + "2.0 | \n", + "1.000000 | \n", + "2.0 | \n", + "4.0 | \n", + "single_family | \n", + "Montgomery | \n", + "67 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "97289.011992 | \n", + "
| 2 | \n", + "1969.0 | \n", + "145000.0 | \n", + "2058.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "28 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "387543.284526 | \n", + "
| 3 | \n", + "1955.0 | \n", + "65000.0 | \n", + "1432.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "195 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "387543.284526 | \n", + "
| 4 | \n", + "1984.0 | \n", + "169000.0 | \n", + "1804.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "75 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "387543.284526 | \n", + "
| 5 | \n", + "1999.0 | \n", + "180000.0 | \n", + "1476.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "35 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "387543.284526 | \n", + "
| 6 | \n", + "2001.0 | \n", + "260000.0 | \n", + "1888.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "4.0 | \n", + "single_family | \n", + "Montgomery | \n", + "46 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "97289.011992 | \n", + "
| 7 | \n", + "1962.0 | \n", + "60000.0 | \n", + "1722.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "322 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "387543.284526 | \n", + "
| 8 | \n", + "1965.0 | \n", + "159000.0 | \n", + "1635.0 | \n", + "2.0 | \n", + "2.000000 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "43 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "387543.284526 | \n", + "
| 9 | \n", + "1974.0 | \n", + "424900.0 | \n", + "3339.0 | \n", + "3.0 | \n", + "1.863594 | \n", + "2.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "133 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "387543.284526 | \n", + "
| \n", + " | description.year_built | \n", + "description.sold_price | \n", + "description.baths | \n", + "description.garage | \n", + "description.stories | \n", + "description.beds | \n", + "description.type | \n", + "location.address.city | \n", + "num_days | \n", + "central_air | \n", + "dishwasher | \n", + "fireplace | \n", + "basement | \n", + "price_per_sqft | \n", + "median_value_per_sqft | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1998.0 | \n", + "129900.0 | \n", + "2.0 | \n", + "2.000000 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "28 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "87.889039 | \n", + "0.335188 | \n", + "
| 1 | \n", + "1945.0 | \n", + "88500.0 | \n", + "2.0 | \n", + "1.000000 | \n", + "2.0 | \n", + "4.0 | \n", + "single_family | \n", + "Montgomery | \n", + "67 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "63.714903 | \n", + "0.909661 | \n", + "
| 2 | \n", + "1969.0 | \n", + "145000.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "28 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "70.456754 | \n", + "0.374152 | \n", + "
| 3 | \n", + "1955.0 | \n", + "65000.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "195 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "45.391061 | \n", + "0.167723 | \n", + "
| 4 | \n", + "1984.0 | \n", + "169000.0 | \n", + "2.0 | \n", + "1.863594 | \n", + "1.0 | \n", + "3.0 | \n", + "single_family | \n", + "Montgomery | \n", + "75 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "93.680710 | \n", + "0.436080 | \n", + "
| \n", + " | Feature1 | \n", + "Feature2 | \n", + "Correlation | \n", + "
|---|---|---|---|
| 0 | \n", + "description.year_built median_value_per_sqft | \n", + "description.beds median_value_per_sqft | \n", + "0.949254 | \n", + "
| 1 | \n", + "description.year_built median_value_per_sqft | \n", + "price_per_sqft median_value_per_sqft | \n", + "0.876065 | \n", + "
| 2 | \n", + "description.year_built description.garage | \n", + "description.garage description.beds | \n", + "0.878398 | \n", + "
| 3 | \n", + "description.baths median_value_per_sqft | \n", + "description.beds median_value_per_sqft | \n", + "0.935276 | \n", + "
| 4 | \n", + "description.baths median_value_per_sqft | \n", + "description.year_built median_value_per_sqft | \n", + "0.919381 | \n", + "
| 5 | \n", + "description.garage median_value_per_sqft | \n", + "description.beds median_value_per_sqft | \n", + "0.882569 | \n", + "
| 6 | \n", + "description.garage median_value_per_sqft | \n", + "description.year_built median_value_per_sqft | \n", + "0.863346 | \n", + "
| 7 | \n", + "description.garage median_value_per_sqft | \n", + "description.baths median_value_per_sqft | \n", + "0.855391 | \n", + "
| 8 | \n", + "description.baths description.garage | \n", + "description.garage description.beds | \n", + "0.868142 | \n", + "
| 9 | \n", + "description.baths description.garage | \n", + "description.year_built description.garage | \n", + "0.860654 | \n", + "
| 10 | \n", + "description.baths description.beds | \n", + "description.year_built description.baths | \n", + "0.889817 | \n", + "
| 11 | \n", + "description.baths num_days | \n", + "description.beds num_days | \n", + "0.871451 | \n", + "
| 12 | \n", + "description.sold_price | \n", + "description.baths price_per_sqft | \n", + "0.851397 | \n", + "