{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![alt text](../figures/header.png \"Logo Title Text 1\")\n", "\n", "\n", "# A Deep Dive into Geospatial Analysis\n", "\n", "Many of the datasets that data scientists handle have some kind of geospatial component to them, and that information is oftentimes useful-to-critical for understanding the problem at hand. As such, an understanding of spatial data and how to work with it is a valuable skill for any data scientist to have. Even better, Python provides a rich toolset for working in this domain, and recent advances have greatly simplified and consolidated these.\n", "\n", "In this tutorial we will take a deep dive into geospatial analysis in Python, using tools like `geopandas`, `shapely`, and `pysal` to analyze a dataset, provided by [Kaggle](https://www.kaggle.com/airbnb-data/boston-airbnb-open-data) (and originally from [Inside AirBnB](http://insideairbnb.com/get-the-data.html)), of sample AirBnB locations in Boston, Massachusetts.\n", "\n", "This tutorial is targeted at folks who know a thing or two about data but haven't used Python's geospatial data tools just yet. As such, it assumes a high level of familiarity with `pandas`. Some familiarity with `scikit-learn`, `statsmodels`, `matplotlib`, and `seaborn` is also helpful." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "pd.set_option(\"max_columns\", None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of Contents\n", "\n", "* [**Plotting Points**](#Plotting-Points)\n", "* [**Plotting Geometries**](#Plotting-Geometries)\n", "* [**Upconverting `DataFrame` to `GeoDataFrame` Objects**](#Upconverting-DataFrame-to-GeoDataFrame-Objects)\n", "* [**Plotting Geometries and Points**](#Plotting-Geometries-and-Points)\n", "* [**Spatial Weights**](#Spatial-Weights)\n", "* [**Spatial Lag**](#Spatial-Lag)\n", "* [**Spatial Clustering**](#Spatial-Clustering)\n", "* [**Spatial Regression**](#Spatial-Regression)\n", "* [**Conclusion**](#Conclusion)\n", "* [**Extra Credit**](#Extra-Credit)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's boot up and examine our data. Since our data comes in a simple CSV file, we load it into a `pandas` `DataFrame`." ] }, { "cell_type": "code", "execution_count": 353, "metadata": { "collapsed": true }, "outputs": [], "source": [ "listings = pd.read_csv(\"../input/listings.csv\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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012147973https://www.airbnb.com/rooms/12147973201609062049352016-09-07Sunny Bungalow in the CityCozy, sunny, family home. Master bedroom high...The house has an open and cozy feel at the sam...Cozy, sunny, family home. Master bedroom high...noneRoslindale is quiet, convenient and friendly. ...NaNThe bus stop is 2 blocks away, and frequent. B...You will have access to 2 bedrooms, a living r...NaNClean up and treat the home the way you'd like...https://a2.muscache.com/im/pictures/c0842db1-e...https://a2.muscache.com/im/pictures/c0842db1-e...https://a2.muscache.com/im/pictures/c0842db1-e...https://a2.muscache.com/im/pictures/c0842db1-e...31303940https://www.airbnb.com/users/show/31303940Virginia2015-04-15Boston, Massachusetts, United StatesWe are country and city connecting in our deck...NaNNaNNaNfhttps://a2.muscache.com/im/pictures/5936fef0-b...https://a2.muscache.com/im/pictures/5936fef0-b...Roslindale11['email', 'phone', 'facebook', 'reviews']tfBirch Street, Boston, MA 02131, United StatesRoslindaleRoslindaleNaNBostonMA02131BostonBoston, MAUSUnited States42.282619-71.133068tHouseEntire home/apt41.52.03.0Real Bed{TV,\"Wireless Internet\",Kitchen,\"Free Parking ...NaN$250.00NaNNaNNaN$35.001$0.00211252 weeks agoNaN00002016-09-060NaNNaNNaNNaNNaNNaNNaNNaNNaNfNaNNaNfmoderateff1NaN
13075044https://www.airbnb.com/rooms/3075044201609062049352016-09-07Charming room in pet friendly aptCharming and quiet room in a second floor 1910...Small but cozy and quite room with a full size...Charming and quiet room in a second floor 1910...noneThe room is in Roslindale, a diverse and prima...If you don't have a US cell phone, you can tex...Plenty of safe street parking. Bus stops a few...Apt has one more bedroom (which I use) and lar...If I am at home, I am likely working in my hom...Pet friendly but please confirm with me if the...https://a1.muscache.com/im/pictures/39327812/d...https://a1.muscache.com/im/pictures/39327812/d...https://a1.muscache.com/im/pictures/39327812/d...https://a1.muscache.com/im/pictures/39327812/d...2572247https://www.airbnb.com/users/show/2572247Andrea2012-06-07Boston, Massachusetts, United StatesI live in Boston and I like to travel and have...within an hour100%100%fhttps://a2.muscache.com/im/users/2572247/profi...https://a2.muscache.com/im/users/2572247/profi...Roslindale11['email', 'phone', 'facebook', 'linkedin', 'am...ttPinehurst Street, Boston, MA 02131, United StatesRoslindaleRoslindaleNaNBostonMA02131BostonBoston, MAUSUnited States42.286241-71.134374tApartmentPrivate room21.01.01.0Real Bed{TV,Internet,\"Wireless Internet\",\"Air Conditio...NaN$65.00$400.00NaN$95.00$10.000$0.00215a week agoNaN2654843592016-09-06362014-06-012016-08-1394.010.09.010.010.09.09.0fNaNNaNtmoderateff11.30
26976https://www.airbnb.com/rooms/6976201609062049352016-09-07Mexican Folk Art Haven in BostonCome stay with a friendly, middle-aged guy in ...Come stay with a friendly, middle-aged guy in ...Come stay with a friendly, middle-aged guy in ...noneThe LOCATION: Roslindale is a safe and diverse...I am in a scenic part of Boston with a couple ...PUBLIC TRANSPORTATION: From the house, quick p...I am living in the apartment during your stay,...ABOUT ME: I'm a laid-back, friendly, unmarried...I encourage you to use my kitchen, cooking and...https://a2.muscache.com/im/pictures/6ae8335d-9...https://a2.muscache.com/im/pictures/6ae8335d-9...https://a2.muscache.com/im/pictures/6ae8335d-9...https://a2.muscache.com/im/pictures/6ae8335d-9...16701https://www.airbnb.com/users/show/16701Phil2009-05-11Boston, Massachusetts, United StatesI am a middle-aged, single male with a wide ra...within a few hours100%88%thttps://a2.muscache.com/im/users/16701/profile...https://a2.muscache.com/im/users/16701/profile...Roslindale11['email', 'phone', 'reviews', 'jumio']ttArdale St., Boston, MA 02131, United StatesRoslindaleRoslindaleNaNBostonMA02131BostonBoston, MAUSUnited States42.292438-71.135765tApartmentPrivate room21.01.01.0Real Bed{TV,\"Cable TV\",\"Wireless Internet\",\"Air Condit...NaN$65.00$395.00$1,350.00NaNNaN1$20.003455 days agoNaN1946613192016-09-06412009-07-192016-08-0598.010.09.010.010.09.010.0fNaNNaNfmoderatetf10.47
31436513https://www.airbnb.com/rooms/1436513201609062049352016-09-07Spacious Sunny Bedroom Suite in Historic HomeCome experience the comforts of home away from...Most places you find in Boston are small howev...Come experience the comforts of home away from...noneRoslindale is a lovely little neighborhood loc...Please be mindful of the property as it is old...There are buses that stop right in front of th...The basement has a washer dryer and gym area. ...We do live in the house therefore might be som...- The bathroom and house are shared so please ...https://a2.muscache.com/im/pictures/39764190-1...https://a2.muscache.com/im/pictures/39764190-1...https://a2.muscache.com/im/pictures/39764190-1...https://a2.muscache.com/im/pictures/39764190-1...6031442https://www.airbnb.com/users/show/6031442Meghna2013-04-21Boston, Massachusetts, United StatesMy husband and I live on the property. He’s a...within a few hours100%50%fhttps://a2.muscache.com/im/pictures/5d430cde-7...https://a2.muscache.com/im/pictures/5d430cde-7...NaN11['email', 'phone', 'reviews']tfBoston, MA, United StatesNaNRoslindaleNaNBostonMANaNBostonBoston, MAUSUnited States42.281106-71.121021fHousePrivate room41.01.02.0Real Bed{TV,Internet,\"Wireless Internet\",\"Air Conditio...NaN$75.00NaNNaN$100.00$50.002$25.0011125a week agoNaN61626982016-09-0612016-08-282016-08-28100.010.010.010.010.010.010.0fNaNNaNfmoderateff11.00
47651065https://www.airbnb.com/rooms/7651065201609062049352016-09-07Come Home to BostonMy comfy, clean and relaxing home is one block...Clean, attractive, private room, one block fro...My comfy, clean and relaxing home is one block...noneI love the proximity to downtown, the neighbor...I have one roommate who lives on the lower lev...From Logan Airport and South Station you have...You will have access to the front and side por...I love my city and really enjoy sharing it wit...Please no smoking in the house, porch or on th...https://a1.muscache.com/im/pictures/97154760/8...https://a1.muscache.com/im/pictures/97154760/8...https://a1.muscache.com/im/pictures/97154760/8...https://a1.muscache.com/im/pictures/97154760/8...15396970https://www.airbnb.com/users/show/15396970Linda2014-05-11Boston, Massachusetts, United StatesI work full time for a public school district....within an hour100%100%thttps://a0.muscache.com/im/users/15396970/prof...https://a0.muscache.com/im/users/15396970/prof...Roslindale11['email', 'phone', 'reviews', 'kba']ttDurnell Avenue, Boston, MA 02131, United StatesRoslindaleRoslindaleNaNBostonMA02131BostonBoston, MAUSUnited States42.284512-71.136258tHousePrivate room21.51.02.0Real Bed{Internet,\"Wireless Internet\",\"Air Conditionin...NaN$79.00NaNNaNNaN$15.001$0.002312 weeks agoNaN1334593342016-09-06292015-08-182016-09-0199.010.010.010.010.09.010.0fNaNNaNfflexibleff12.25
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" ], "text/plain": [ " id listing_url scrape_id \\\n", "0 12147973 https://www.airbnb.com/rooms/12147973 20160906204935 \n", "1 3075044 https://www.airbnb.com/rooms/3075044 20160906204935 \n", "2 6976 https://www.airbnb.com/rooms/6976 20160906204935 \n", "3 1436513 https://www.airbnb.com/rooms/1436513 20160906204935 \n", "4 7651065 https://www.airbnb.com/rooms/7651065 20160906204935 \n", "\n", " last_scraped name \\\n", "0 2016-09-07 Sunny Bungalow in the City \n", "1 2016-09-07 Charming room in pet friendly apt \n", "2 2016-09-07 Mexican Folk Art Haven in Boston \n", "3 2016-09-07 Spacious Sunny Bedroom Suite in Historic Home \n", "4 2016-09-07 Come Home to Boston \n", "\n", " summary \\\n", "0 Cozy, sunny, family home. Master bedroom high... \n", "1 Charming and quiet room in a second floor 1910... \n", "2 Come stay with a friendly, middle-aged guy in ... \n", "3 Come experience the comforts of home away from... \n", "4 My comfy, clean and relaxing home is one block... \n", "\n", " space \\\n", "0 The house has an open and cozy feel at the sam... \n", "1 Small but cozy and quite room with a full size... \n", "2 Come stay with a friendly, middle-aged guy in ... \n", "3 Most places you find in Boston are small howev... \n", "4 Clean, attractive, private room, one block fro... \n", "\n", " description experiences_offered \\\n", "0 Cozy, sunny, family home. Master bedroom high... none \n", "1 Charming and quiet room in a second floor 1910... none \n", "2 Come stay with a friendly, middle-aged guy in ... none \n", "3 Come experience the comforts of home away from... none \n", "4 My comfy, clean and relaxing home is one block... none \n", "\n", " neighborhood_overview \\\n", "0 Roslindale is quiet, convenient and friendly. ... \n", "1 The room is in Roslindale, a diverse and prima... \n", "2 The LOCATION: Roslindale is a safe and diverse... \n", "3 Roslindale is a lovely little neighborhood loc... \n", "4 I love the proximity to downtown, the neighbor... \n", "\n", " notes \\\n", "0 NaN \n", "1 If you don't have a US cell phone, you can tex... \n", "2 I am in a scenic part of Boston with a couple ... \n", "3 Please be mindful of the property as it is old... \n", "4 I have one roommate who lives on the lower lev... \n", "\n", " transit \\\n", "0 The bus stop is 2 blocks away, and frequent. B... \n", "1 Plenty of safe street parking. Bus stops a few... \n", "2 PUBLIC TRANSPORTATION: From the house, quick p... \n", "3 There are buses that stop right in front of th... \n", "4 From Logan Airport and South Station you have... \n", "\n", " access \\\n", "0 You will have access to 2 bedrooms, a living r... \n", "1 Apt has one more bedroom (which I use) and lar... \n", "2 I am living in the apartment during your stay,... \n", "3 The basement has a washer dryer and gym area. ... \n", "4 You will have access to the front and side por... \n", "\n", " interaction \\\n", "0 NaN \n", "1 If I am at home, I am likely working in my hom... \n", "2 ABOUT ME: I'm a laid-back, friendly, unmarried... \n", "3 We do live in the house therefore might be som... \n", "4 I love my city and really enjoy sharing it wit... \n", "\n", " house_rules \\\n", "0 Clean up and treat the home the way you'd like... \n", "1 Pet friendly but please confirm with me if the... \n", "2 I encourage you to use my kitchen, cooking and... \n", "3 - The bathroom and house are shared so please ... \n", "4 Please no smoking in the house, porch or on th... \n", "\n", " thumbnail_url \\\n", "0 https://a2.muscache.com/im/pictures/c0842db1-e... \n", "1 https://a1.muscache.com/im/pictures/39327812/d... \n", "2 https://a2.muscache.com/im/pictures/6ae8335d-9... \n", "3 https://a2.muscache.com/im/pictures/39764190-1... \n", "4 https://a1.muscache.com/im/pictures/97154760/8... \n", "\n", " medium_url \\\n", "0 https://a2.muscache.com/im/pictures/c0842db1-e... \n", "1 https://a1.muscache.com/im/pictures/39327812/d... \n", "2 https://a2.muscache.com/im/pictures/6ae8335d-9... \n", "3 https://a2.muscache.com/im/pictures/39764190-1... \n", "4 https://a1.muscache.com/im/pictures/97154760/8... \n", "\n", " picture_url \\\n", "0 https://a2.muscache.com/im/pictures/c0842db1-e... \n", "1 https://a1.muscache.com/im/pictures/39327812/d... \n", "2 https://a2.muscache.com/im/pictures/6ae8335d-9... \n", "3 https://a2.muscache.com/im/pictures/39764190-1... \n", "4 https://a1.muscache.com/im/pictures/97154760/8... \n", "\n", " xl_picture_url host_id \\\n", "0 https://a2.muscache.com/im/pictures/c0842db1-e... 31303940 \n", "1 https://a1.muscache.com/im/pictures/39327812/d... 2572247 \n", "2 https://a2.muscache.com/im/pictures/6ae8335d-9... 16701 \n", "3 https://a2.muscache.com/im/pictures/39764190-1... 6031442 \n", "4 https://a1.muscache.com/im/pictures/97154760/8... 15396970 \n", "\n", " host_url host_name host_since \\\n", "0 https://www.airbnb.com/users/show/31303940 Virginia 2015-04-15 \n", "1 https://www.airbnb.com/users/show/2572247 Andrea 2012-06-07 \n", "2 https://www.airbnb.com/users/show/16701 Phil 2009-05-11 \n", "3 https://www.airbnb.com/users/show/6031442 Meghna 2013-04-21 \n", "4 https://www.airbnb.com/users/show/15396970 Linda 2014-05-11 \n", "\n", " host_location \\\n", "0 Boston, Massachusetts, United States \n", "1 Boston, Massachusetts, United States \n", "2 Boston, Massachusetts, United States \n", "3 Boston, Massachusetts, United States \n", "4 Boston, Massachusetts, United States \n", "\n", " host_about host_response_time \\\n", "0 We are country and city connecting in our deck... NaN \n", "1 I live in Boston and I like to travel and have... within an hour \n", "2 I am a middle-aged, single male with a wide ra... within a few hours \n", "3 My husband and I live on the property. He’s a... within a few hours \n", "4 I work full time for a public school district.... within an hour \n", "\n", " host_response_rate host_acceptance_rate host_is_superhost \\\n", "0 NaN NaN f \n", "1 100% 100% f \n", "2 100% 88% t \n", "3 100% 50% f \n", "4 100% 100% t \n", "\n", " host_thumbnail_url \\\n", "0 https://a2.muscache.com/im/pictures/5936fef0-b... \n", "1 https://a2.muscache.com/im/users/2572247/profi... \n", "2 https://a2.muscache.com/im/users/16701/profile... \n", "3 https://a2.muscache.com/im/pictures/5d430cde-7... \n", "4 https://a0.muscache.com/im/users/15396970/prof... \n", "\n", " host_picture_url host_neighbourhood \\\n", "0 https://a2.muscache.com/im/pictures/5936fef0-b... Roslindale \n", "1 https://a2.muscache.com/im/users/2572247/profi... Roslindale \n", "2 https://a2.muscache.com/im/users/16701/profile... Roslindale \n", "3 https://a2.muscache.com/im/pictures/5d430cde-7... NaN \n", "4 https://a0.muscache.com/im/users/15396970/prof... Roslindale \n", "\n", " host_listings_count host_total_listings_count \\\n", "0 1 1 \n", "1 1 1 \n", "2 1 1 \n", "3 1 1 \n", "4 1 1 \n", "\n", " host_verifications host_has_profile_pic \\\n", "0 ['email', 'phone', 'facebook', 'reviews'] t \n", "1 ['email', 'phone', 'facebook', 'linkedin', 'am... t \n", "2 ['email', 'phone', 'reviews', 'jumio'] t \n", "3 ['email', 'phone', 'reviews'] t \n", "4 ['email', 'phone', 'reviews', 'kba'] t \n", "\n", " host_identity_verified street \\\n", "0 f Birch Street, Boston, MA 02131, United States \n", "1 t Pinehurst Street, Boston, MA 02131, United States \n", "2 t Ardale St., Boston, MA 02131, United States \n", "3 f Boston, MA, United States \n", "4 t Durnell Avenue, Boston, MA 02131, United States \n", "\n", " neighbourhood neighbourhood_cleansed neighbourhood_group_cleansed city \\\n", "0 Roslindale Roslindale NaN Boston \n", "1 Roslindale Roslindale NaN Boston \n", "2 Roslindale Roslindale NaN Boston \n", "3 NaN Roslindale NaN Boston \n", "4 Roslindale Roslindale NaN Boston \n", "\n", " state zipcode market smart_location country_code country latitude \\\n", "0 MA 02131 Boston Boston, MA US United States 42.282619 \n", "1 MA 02131 Boston Boston, MA US United States 42.286241 \n", "2 MA 02131 Boston Boston, MA US United States 42.292438 \n", "3 MA NaN Boston Boston, MA US United States 42.281106 \n", "4 MA 02131 Boston Boston, MA US United States 42.284512 \n", "\n", " longitude is_location_exact property_type room_type accommodates \\\n", "0 -71.133068 t House Entire home/apt 4 \n", "1 -71.134374 t Apartment Private room 2 \n", "2 -71.135765 t Apartment Private room 2 \n", "3 -71.121021 f House Private room 4 \n", "4 -71.136258 t House Private room 2 \n", "\n", " bathrooms bedrooms beds bed_type \\\n", "0 1.5 2.0 3.0 Real Bed \n", "1 1.0 1.0 1.0 Real Bed \n", "2 1.0 1.0 1.0 Real Bed \n", "3 1.0 1.0 2.0 Real Bed \n", "4 1.5 1.0 2.0 Real Bed \n", "\n", " amenities square_feet price \\\n", "0 {TV,\"Wireless Internet\",Kitchen,\"Free Parking ... NaN $250.00 \n", "1 {TV,Internet,\"Wireless Internet\",\"Air Conditio... NaN $65.00 \n", "2 {TV,\"Cable TV\",\"Wireless Internet\",\"Air Condit... NaN $65.00 \n", "3 {TV,Internet,\"Wireless Internet\",\"Air Conditio... NaN $75.00 \n", "4 {Internet,\"Wireless Internet\",\"Air Conditionin... NaN $79.00 \n", "\n", " weekly_price monthly_price security_deposit cleaning_fee guests_included \\\n", "0 NaN NaN NaN $35.00 1 \n", "1 $400.00 NaN $95.00 $10.00 0 \n", "2 $395.00 $1,350.00 NaN NaN 1 \n", "3 NaN NaN $100.00 $50.00 2 \n", "4 NaN NaN NaN $15.00 1 \n", "\n", " extra_people minimum_nights maximum_nights calendar_updated \\\n", "0 $0.00 2 1125 2 weeks ago \n", "1 $0.00 2 15 a week ago \n", "2 $20.00 3 45 5 days ago \n", "3 $25.00 1 1125 a week ago \n", "4 $0.00 2 31 2 weeks ago \n", "\n", " has_availability availability_30 availability_60 availability_90 \\\n", "0 NaN 0 0 0 \n", "1 NaN 26 54 84 \n", "2 NaN 19 46 61 \n", "3 NaN 6 16 26 \n", "4 NaN 13 34 59 \n", "\n", " availability_365 calendar_last_scraped number_of_reviews first_review \\\n", "0 0 2016-09-06 0 NaN \n", "1 359 2016-09-06 36 2014-06-01 \n", "2 319 2016-09-06 41 2009-07-19 \n", "3 98 2016-09-06 1 2016-08-28 \n", "4 334 2016-09-06 29 2015-08-18 \n", "\n", " last_review review_scores_rating review_scores_accuracy \\\n", "0 NaN NaN NaN \n", "1 2016-08-13 94.0 10.0 \n", "2 2016-08-05 98.0 10.0 \n", "3 2016-08-28 100.0 10.0 \n", "4 2016-09-01 99.0 10.0 \n", "\n", " review_scores_cleanliness review_scores_checkin \\\n", "0 NaN NaN \n", "1 9.0 10.0 \n", "2 9.0 10.0 \n", "3 10.0 10.0 \n", "4 10.0 10.0 \n", "\n", " review_scores_communication review_scores_location review_scores_value \\\n", "0 NaN NaN NaN \n", "1 10.0 9.0 9.0 \n", "2 10.0 9.0 10.0 \n", "3 10.0 10.0 10.0 \n", "4 10.0 9.0 10.0 \n", "\n", " requires_license license jurisdiction_names instant_bookable \\\n", "0 f NaN NaN f \n", "1 f NaN NaN t \n", "2 f NaN NaN f \n", "3 f NaN NaN f \n", "4 f NaN NaN f \n", "\n", " cancellation_policy require_guest_profile_picture \\\n", "0 moderate f \n", "1 moderate f \n", "2 moderate t \n", "3 moderate f \n", "4 flexible f \n", "\n", " require_guest_phone_verification calculated_host_listings_count \\\n", "0 f 1 \n", "1 f 1 \n", "2 f 1 \n", "3 f 1 \n", "4 f 1 \n", "\n", " reviews_per_month \n", "0 NaN \n", "1 1.30 \n", "2 0.47 \n", "3 1.00 \n", "4 2.25 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "listings.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "3585" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(listings)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At the moment our listings have several geospatial variables, the most important of which are `longitude` and `latitude`, which give the exact coordinates of the BnB in question. This means that it's easy for us to, say, plot every BnB location on a map:" ] }, { "cell_type": "code", "execution_count": 525, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 525, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IyhrbpQf8ggU3Ehq6nLy8FrxeD3AHEh4YhLjWARKB3YjoaMK/jr0/8DsgiYaG4WRmntpQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(listings['longitude'], listings['latitude'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Chances are you've already done this before, and it's a perfectly adequate way to get started working with locations. In this plot we see...not much, really. If you're very intimately familiar with the layout of the city of Boston, you will probably be able to make sense of some of these clusters which are, to me, not being from the city, totally mysterious.\n", "\n", "In other words, this plot is missing something important: **geospatial context**.\n", "\n", "Additionally, this display is **unprojected**—it's displayed in terms of raw coordinates. The amount of distance contained in a coordinate degree varies greatly depending on where you are, so this naive plot potentially pretty badly distorts distances.\n", "\n", "We'll come back to the projection issue later; for now, there's an easy fix for both these problems.\n", "\n", "Enter [`mplleaflet`](https://github.com/jwass/mplleaflet). `mplleaflet` is a tool that automatically takes a coordinate `matplotlib` plot of any kind and places it on top of a [`leaflet`](http://leafletjs.com/) slippy map. The best part is that it's just one additional line of code. Just throw `mplleaflet.display()` after generating your plot to drop it inline in your Jupyter notebook:" ] }, { "cell_type": "code", "execution_count": 526, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 526, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import mplleaflet\n", "\n", "sample = listings.sample(1000)\n", "plt.scatter(sample['longitude'], sample['latitude'])\n", "\n", "mplleaflet.display()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note, however, that rather than plotting every single point on our map we've taken a sample of 1000 of them and plotted those. This is known as **undersampling**.\n", "\n", "This is oftentime necessary, as here, for performance reasons. Because `mplleaflet` embeds point objects directly on an SVG canvas, it's as much as two orders of magnitude slower and more power-hungry than generating a really basic `matplotlib` blob.\n", "\n", "There are few ways to get around this limitation. The [`bokeh`](http://bokeh.pydata.org/en/0.11.1/docs/user_guide/geo.html) library is classically mentioned as an option; the new, language-of-graphics-oriented (but still very incomplete) [`geoviews`](https://www.continuum.io/blog/developer-blog/introducing-geoviews) library does an even better job. And if you really, really need to see those points, you can use [`datashader`](http://datashader.readthedocs.io/en/latest/), another not-even-a-year-old visualization library that comfortably works with millions of points ([further reading](https://anaconda.org/jbednar/nyc_taxi/notebook)).\n", "\n", "However, in our case we'll do...none of these things. We're not really interested in individaul BnBs, *per se*; we're interested in grouping them and finding similarities and trends amongst them, not what exact street they're on. To do this, we'll wrap these points in polygons of some kind and try to look not at homes, but at neighborhoods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Geometries\n", "\n", "The world around us is split up into lots of different kinds of geometries. The big ones are continents; from there we go down to countries, states, districts, counties, and so on.\n", "\n", "On the city level, where we are in this case, there are usually a bunch of federal options (PUMAs or electoral districts for example) as well as a variety of usually more targetted geographical aggregations provided by the city government. Usually no matter where you go, however, the lowest-level geometries in the United States are **census tracts**. Census tracts are created every ten years for the census, and are built to try to contain either 4000 or 0 people (in the case of parks, beaches, etc.).\n", "\n", "Boston GIS released [data](http://www.arcgis.com/home/item.html?id=5628bfda9466438491219f4d07488a1e) on the census tracts in their city not long after the 2010 census went out, and that's what we'll use.\n", "\n", "However, the data comes in the form of a complex and convoluted GIS-standard data format known as a `shapefile` ([further reading](https://en.wikipedia.org/wiki/Shapefile)).\n", "\n", "`pandas` has no facilities for reading shapefiles.\n", "\n", "When Wes McKinney was first introducing `pandas` to a wider audience, he was asked more than once why he was doing it when everyone was getting along so well passing raw `numpy` arrays back and forth all the time (remember, hindsight is 20/20). Reading shapefiles into Python used to be a similarly terrible experience, until [`geopandas`](http://geopandas.org/) came along and changed everything for the better.\n", "\n", "Now you don't need to know anything at all about shapefiles to work with them, you just do this:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import geopandas as gpd" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "boston = gpd.read_file(\"../input/Census2010_Tracts.shp\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And you're done!" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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ALAND10AWATER10COUNTYFP10FUNCSTAT10GEOID10INTPTLAT10INTPTLON10MTFCC10NAME10NAMELSAD10STATEFP10Shape_AreaShape_LengTRACTCE10geometry
0363702.00.0025S25025010405+42.3398654-071.0896052G5020104.05Census Tract 104.05253.914568e+0614629.550361010405POLYGON ((-71.090087 42.34665699999989, -71.09...
1136829.00.0025S25025010404+42.3419667-071.0886375G5020104.04Census Tract 104.04251.472714e+065277.643216010404POLYGON ((-71.09065999999994 42.3397659999999,...
2127905.00.0025S25025010801+42.3541193-071.0770216G5020108.01Census Tract 108.01251.376667e+066166.497167010801POLYGON ((-71.08159499999989 42.35370399999986...
3299981.00.0025S25025010702+42.3518354-071.0755159G5020107.02Census Tract 107.02253.228780e+067818.852369010702POLYGON ((-71.070655 42.35185399999991, -71.07...
4254706.00.0025S25025010204+42.3462887-071.1033879G5020102.04Census Tract 102.04252.741497e+067621.654206010204POLYGON ((-71.10682499999994 42.34875299999985...
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" ], "text/plain": [ " ALAND10 AWATER10 COUNTYFP10 FUNCSTAT10 GEOID10 INTPTLAT10 \\\n", "0 363702.0 0.0 025 S 25025010405 +42.3398654 \n", "1 136829.0 0.0 025 S 25025010404 +42.3419667 \n", "2 127905.0 0.0 025 S 25025010801 +42.3541193 \n", "3 299981.0 0.0 025 S 25025010702 +42.3518354 \n", "4 254706.0 0.0 025 S 25025010204 +42.3462887 \n", "\n", " INTPTLON10 MTFCC10 NAME10 NAMELSAD10 STATEFP10 Shape_Area \\\n", "0 -071.0896052 G5020 104.05 Census Tract 104.05 25 3.914568e+06 \n", "1 -071.0886375 G5020 104.04 Census Tract 104.04 25 1.472714e+06 \n", "2 -071.0770216 G5020 108.01 Census Tract 108.01 25 1.376667e+06 \n", "3 -071.0755159 G5020 107.02 Census Tract 107.02 25 3.228780e+06 \n", "4 -071.1033879 G5020 102.04 Census Tract 102.04 25 2.741497e+06 \n", "\n", " Shape_Leng TRACTCE10 geometry \n", "0 14629.550361 010405 POLYGON ((-71.090087 42.34665699999989, -71.09... \n", "1 5277.643216 010404 POLYGON ((-71.09065999999994 42.3397659999999,... \n", "2 6166.497167 010801 POLYGON ((-71.08159499999989 42.35370399999986... \n", "3 7818.852369 010702 POLYGON ((-71.070655 42.35185399999991, -71.07... \n", "4 7621.654206 010204 POLYGON ((-71.10682499999994 42.34875299999985... " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boston.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`geopandas` extends `pandas` `DataFrame` and `Series` expressions into `GeoDataFrame` and `GeoSeries` ones.\n", "\n", "The main thing that these add is a `geometry` column containing all of our shapes:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0 POLYGON ((766978.240309909 2951616.923866287, ...\n", "1 POLYGON ((766835.3942200691 2949104.969886944,...\n", "2 POLYGON ((769261.2628526837 2954196.132479325,...\n", "3 POLYGON ((772221.7065478563 2953536.652079985,...\n", "4 POLYGON ((762449.9770828187 2952359.446074486,...\n", "Name: geometry, dtype: object" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boston['geometry'].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, these polygons seem more than a little bit weird. The coordinates don't make any sense!\n", "\n", "It turns out that the shapefile we're working with is encoded in some kind of alternative **coordinate reference system** (CRS), one with the origin point set to (200000, 750000). We can see this for ourselves by asking our `GeoDataFrame` its `crs` property:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "{'datum': 'NAD83',\n", " 'lat_0': 41,\n", " 'lat_1': 41.71666666666667,\n", " 'lat_2': 42.68333333333333,\n", " 'lon_0': -71.5,\n", " 'no_defs': True,\n", " 'proj': 'lcc',\n", " 'units': 'us-ft',\n", " 'x_0': 199999.9999999999,\n", " 'y_0': 750000}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boston.crs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The master directory for all well-known coordinate systems is the **EPSG**. The simple latitude-and-longitude reference system is `epsg:4326`, and `geopandas` makes it really, really easy to \"fix\" our coordinates by just calling the `to_crs` method:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "boston = boston.to_crs({'init': 'epsg:4326'})" ] }, { "cell_type": "code", "execution_count": 527, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0 POLYGON ((-71.090087 42.34665699999989, -71.09...\n", "1 POLYGON ((-71.09065999999994 42.3397659999999,...\n", "2 POLYGON ((-71.08159499999989 42.35370399999986...\n", "3 POLYGON ((-71.070655 42.35185399999991, -71.07...\n", "4 POLYGON ((-71.10682499999994 42.34875299999985...\n", "Name: geometry, dtype: object" ] }, "execution_count": 527, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boston['geometry'].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better.\n", "\n", "`geopandas` objects have a `plot` method which plops your geometry into a `matplotlib` plot right away:" ] }, { "cell_type": "code", "execution_count": 528, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 528, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rAISGhjJs2BBGjhzD2rVrCA0N4dy5i1SpUjXb/L5Up06dePr0CSNHji3wL2Nx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "boston.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, to get geographic context, let's throw this result at `mplleaflet`!" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import mplleaflet\n", "\n", "f = plt.figure(figsize=(15, 8))\n", "ax = f.gca()\n", "boston.plot(ax=ax)\n", "mplleaflet.display(fig=f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There it is—all the census tracts of the city of Boston.\n", "\n", "Notice that some of these tracts have really \"weird\" shapes. This is because these are census tracts, remember, which try to isolate parts of the city which have people in them from those (like airports, beaches, islands, or the waterway) which do not." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Upconverting `DataFrame` to `GeoDataFrame` Objects" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Under the hood, `geopandas` represents geometries using the [`shapely`](https://github.com/Toblerity/Shapely) library. Just like how when using `pandas` you still occassionally have to reach across to grab something from `numpy`, when working with geometries it's important to understand what `shapely` nets you." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import shapely" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Luckily `shapely` has some of the best [documentation](http://toblerity.org/shapely/manual.html) of any library I've ever used, and it's really simple to use.\n", "\n", "Recall that our BnB listings was a `DataFrame` containing two geospatial fields, latitude and longitude. As a quick demonstration of `shapely`, let's upconvert this representation to true geometries. To do this we wrap our `DataFrame` in a `GeoDataFrame`, mapping our `geometry` column to a `shapely` `Point` for each coordinate pair." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "listings = gpd.GeoDataFrame(listings, geometry=listings.apply(\n", " lambda srs: shapely.geometry.Point(srs['longitude'], srs['latitude']), axis='columns'\n", " ))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Geometries and Points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've plotted our points and our polygons seperately, now how do we bring them together?\n", "\n", "One obvious answer is to use a `seaborn` [`kdeplot`](http://seaborn.pydata.org/generated/seaborn.kdeplot.html#seaborn.kdeplot), which many of you should be familiar with." ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Alex\\Anaconda3\\envs\\geoplot\\lib\\site-packages\\IPython\\html.py:14: ShimWarning: The `IPython.html` package has been deprecated. You should import from `notebook` instead. `IPython.html.widgets` has moved to `ipywidgets`.\n", " \"`IPython.html.widgets` has moved to `ipywidgets`.\", ShimWarning)\n" ] } ], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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fO3PmDCorK2Fvb4+srCxIJBKNCb/ArZ8bd3d3scvoV/7+/pBKpThw4ACMjIyg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\nXHDJybtms1kxMTHy9vbW1atXna5nq1q1aql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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(15, 8))\n", "ax = f.gca()\n", "\n", "boston.plot(ax=ax, alpha=0.1, linewidth=0.25, color='white')\n", "sns.kdeplot(data=listings.apply(lambda srs: pd.Series({'x': srs.geometry.x, 'y': srs.geometry.y}), axis='columns'), ax=ax,\n", " alpha=1)\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This does give us a good sense of where our AirBNBs are concentrated. Unfortunately, however, KDEs are almost always too \"blobish\"—they're not granular enough to show the details inherent in geographic distributions.\n", "\n", "With a little bit more work we can get to the closest thing to a gold standard for such things in cartography, a [choropleth map](https://en.wikipedia.org/wiki/Choropleth_map).\n", "\n", "First let's create a column in our polygonal dataset, `BNBs`, containing a count of the number of AirBnB locations in the area." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "\n", "def assign_census_tract(bnb):\n", " bools = [geom.contains(bnb['geometry']) for geom in boston['geometry']]\n", " if True in bools:\n", " return boston.iloc[bools.index(True)]['NAMELSAD10']\n", " else:\n", " return np.nan" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "listings['census_tract'] = listings.apply(assign_census_tract, axis='columns')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Census Tract 701.01 113\n", "Census Tract 102.03 111\n", "Census Tract 8.02 95\n", "Census Tract 201.01 86\n", "Census Tract 606 84\n", "Name: census_tract, dtype: int64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "listings['census_tract'].value_counts().head()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "boston['BNBs'] = boston['NAMELSAD10'].map(listings['census_tract'].value_counts())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we use that data to throw up a map." ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Alex\\Anaconda3\\envs\\geoplot\\lib\\site-packages\\numpy\\lib\\function_base.py:3569: RuntimeWarning: Invalid value encountered in median\n", " RuntimeWarning)\n" ] }, { "data": { "image/png": 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cv3T65t13383DDz/cpK7FYqGgoMDzuKioyDOtMzIyktLSUiIjIykpKWkyHRTg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\nCIIgCILw2BKBoZcUReHS1bPYta3MX/rwSrirVCqyVuq4fesiRqOBpXkrp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VhfPAsfvLt+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EREQUfhgMgyAIAqbnTIPYM/G3z9CkQ15WOgQh8ANDiotzYJMsEHpHaSADcdejMH/utBFfjo+P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\nMDAQeIH4+zZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(15, 8))\n", "ax = f.gca()\n", "kw = dict(column='BNBs', k=6, cmap='YlGn', alpha=1, legend=True, edgecolor='gray', linewidth=0.5)\n", "boston.plot(scheme='QUANTILES', ax=ax, **kw)\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This type of map is, as was mentioned earlier, known as a choropleth. It's a ubiquitious classic of the genre. The darker the shading, the more AirBNBs in that census tract.\n", "\n", "Aside from a variety of visual parameters, we specified three important ones. `column=BNBs` told `geopandas` which columns to plot data from. `scheme=QUANTILES` is which \"bucketing\" system you want to plot with: in this case we specified [quantiles](https://en.wikipedia.org/wiki/Quantile), which splits the data into bins equal in *number*, albiet not in *size*. Finally, `k` tells `geopandas` how many bins we want.\n", "\n", "The trouble with this map, however, is that it doesn't take into account the *size* of the census tracts. If our census tract is bigger than average, it'll naturally contain more homes, and, all else being equal, more AirBnBs.\n", "\n", "This is a classical mapmaking fallacy. Here's another example of this error, straight from the responsible article on Wikipedia:\n", "\n", "![alt text](../figures/choropleth-mistake.png \"Logo Title Text 1\")\n", "\n", "Notice how the plot on the left is completely scrambled and doesn't actually tell us anything, while the plot on the right is smooth, structured, and informative.\n", "\n", "In our case we'll fix it by figuring out AirBnB density per square kilometer, not just the raw number, and plot that.\n", "\n", "Remember, however, that areas in the latitude-longitude coordinate system are not equal. To get an accurate measurement of area we need to first reproject to what's called an \"equal-area\" projection (`epsg:3395` will do nicely), and then take the areas of *those* polygons instead. Note also that `shapely` returns areas in square meters; we divide by a constant to get square kilometers. All this is done by the workhourse one-liner below." ] }, { "cell_type": "code", "execution_count": 182, "metadata": { "collapsed": false }, "outputs": [], "source": [ "boston['BNBDensity'] = (boston['BNBs'] / boston['geometry']\\\n", " .to_crs({'init': 'epsg:3395''})\\\n", " .map(lambda p: p.area / 10**6))\\\n", " .fillna(0)" ] }, { "cell_type": "code", "execution_count": 184, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KdrG/dPsFrw8NH0ty2PVt6vvpp59m5MiRpKWl4XK5sNls+Pv7N2pTV1eHyWQC4MiRI/z+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OPc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\nxC8s6stlEwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(15, 8))\n", "ax = f.gca()\n", "kw = dict(column='BNBDensity', k=6, cmap='YlGn', alpha=1, legend=True, edgecolor='gray', linewidth=0.5)\n", "boston.plot(scheme='QUANTILES', ax=ax, **kw)\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This more contiguous plot is the correct one!\n", "\n", "Here we see that in the inner city AirBnB density reaches from 60 to almost 300 AirBnB locations per square kilometer. Since there are [approximately 150](http://www.convertunits.com/from/square+kilometer/to/square+city+block+[East+U.S.]) city blocks per kilometer squared, a back-of-the-envelope calculation says that this makes for anywhere from an AirBnB every three blocks to two AirBnBs per block.\n", "\n", "That's a lot of market penetration." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial Weights" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now introduce the next major tool in the geographic toolbox, [`pysal`](http://pysal.readthedocs.io/en/v1.11.0/). `pysal` is a by-now venerable library designed for performing spatial analytics, and it'll be our focus for the remainder of this tutorial." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pysal as ps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spatial data analytics requires understanding spaces, and understanding spaces requires tying them together somehow. Thus the concept of **spatial weights**.\n", "\n", "Spatial weights tie together areas which are neighbors with one another in some sense. There are many ways of defining this concept of neighborhood-ness or closeness. We could, for example, pick all of the other shapes which are within a certain distance of our chosen shape. Or we could choose all shapes which directly border ours, or at least touch ours. The former of these is known as rook continuity and the latter as queen continuity, after the way those pieces move on a checkerboard, and they're two of the most common methods for defining spatial weights.\n", "\n", "If you're interested in more details, you definitely need to check out [the concept's entry](http://darribas.org/gds_scipy16/ipynb_md/03_spatial_weights.html) in the `pysal` documentation.\n", "\n", "For ease of use, we'll pick queen continuity. This means that we will consider our census tracts to be neighbors so long as they touch at least at an edge. We can read such facts directly out of the shapefile using `queen_from_shapefile`:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "qW = ps.queen_from_shapefile(\"../input/Census2010_Tracts.shp\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tells us that, for instance, our fourth census tract has four \"touching\" neighbors: tracts 6, 10, 50, and 80:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{6: 1.0, 10: 1.0, 50: 1.0, 80: 1.0}" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qW[4]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a better sense of what we've just created, let's plot our neighborhood vectors on a map:" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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WhUJhUqlUBpVKZdBqtUaJRGK28W2S+Ph4QZs2bUpTU1O/tXUtbzqMDALAG4dSSv39/Sf/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sDC0aho2VrxWcT7XNycmh2tjY9POXbLtre3S1d4y5GscJ30g0ZebLDKjpt40+cD3RNsCrRSgU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5lclq/qUDtnWjFvseVIYe8Hlkkjq4NqqsOtPiLAiRbnRZ0XFxfnyawPftaiROvJnzJymUgo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\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u5WfOnFG9d+9eZlVV1YtvHRMhhBBCCKEfGQaDf0FLS0tqZmbmJkdHR3ORqNd0fB8RBNG3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\nlRd84TTR6upqsW3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(15, 8))\n", "ax = f.gca()\n", "\n", "for i, (k, neighbors) in enumerate(qW.neighbors.items()):\n", " origin = boston.geometry.iloc[i].centroid\n", " for nabe_i in neighbors:\n", " nabe_centroid = boston.geometry.iloc[nabe_i].centroid\n", " plt.plot([origin.x, nabe_centroid.x], [origin.y, nabe_centroid.y], '-')\n", "\n", "boston.plot(ax=ax, linewidth=0.5, facecolor='white')\n", "\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see it better when you zoom in a bit:" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(42.325, 42.375)" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eezh79myd77WyssLq1asxc+ZMDVR2f7/++iuefvppXL58GZ6eng1uT5ZlLF26FLt378aR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G86XhMyFQo0btYMakLwfkQEhhcWIl+pfN6OyeEgx8YGpXw+3KRSCBQKQzsmAAGLZWjHtLeH0NUV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HRIlEovxdu3aNTk5OTEtLM3ms89+t5Yn3C/5Zr9VquffcOQ6aOZMenTtTsLOjpZcX6wwZwgkr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\nxgxGjx5N48aN2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(15, 8))\n", "ax = f.gca()\n", "\n", "for i, (k, neighbors) in enumerate(qW.neighbors.items()):\n", " origin = boston.geometry.iloc[i].centroid\n", " for nabe_i in neighbors:\n", " nabe_centroid = boston.geometry.iloc[nabe_i].centroid\n", " plt.plot([origin.x, nabe_centroid.x], [origin.y, nabe_centroid.y], '-')\n", "\n", "boston.plot(ax=ax, linewidth=1, facecolor='white')\n", "\n", "ax.set_xlim([-71.2, -71.1])\n", "ax.set_ylim([42.325, 42.375])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...including the weirdness around the elongated census tract for that strip of beach." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial Lag\n", "\n", "Spacial weights are necessary in order to get a sense of the **spatial lag** inherent in our data. Spatial lag is a geographic version of autocorrelation, a perhaps familar term from time-series analysis: it's a measure of how strongly the data in one polygon is predicted by its neighbors.\n", "\n", "If our data is totally randomly distributed on the map—if, in effect, it has *no* spatial component—then we expect that the BnB densities in our neighboring census tracts will be very poor predictors of the BnB density in our current tract, because we'll just be predicting noise with noise. If, on the other hand, the densities we predict are close to the real value, then we *can* predict density based on geography, and our data does indeed have a strong geographic component.\n", "\n", "Of course, examining our plots from earlier, this may seem like a moot point—the choropleths make it pretty obvious that there's geography involved. But what we'd like to do now is assign a probability to that geography not being just random chance. Examining spatial lag allows us, essentially, to understand the **statistical significance** of our result.\n", "\n", "Let's generate lags, split them into five quantiles, and see where they end up." ] }, { "cell_type": "code", "execution_count": 199, "metadata": { "collapsed": false }, "outputs": [], "source": [ "bnb_spatial_lags = ps.lag_spatial(qW, boston['BNBDensity'])\n", "spatial_lag_classes = ps.Quantiles(bnb_spatial_lags, k=5)" ] }, { "cell_type": "code", "execution_count": 188, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ " Quantiles \n", " \n", " Lower Upper Count\n", "============================================\n", " x[i] <= 14.018 19\n", " 14.018 < x[i] <= 24.331 18\n", " 24.331 < x[i] <= 43.946 18\n", " 43.946 < x[i] <= 59.383 18\n", " 59.383 < x[i] <= 85.885 18\n", " 85.885 < x[i] <= 136.440 18\n", " 136.440 < x[i] <= 185.530 17\n", " 185.530 < x[i] <= 280.634 19\n", " 280.634 < x[i] <= 613.336 18\n", " 613.336 < x[i] <= 1128.536 18" ] }, "execution_count": 188, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spatial_lag_classes" ] }, { "cell_type": "code", "execution_count": 201, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([4, 4, 4, 4, 3, 4, 4, 3, 3, 3, 3, 3, 2, 2, 2, 1, 1, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 3, 3, 3, 3, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 3,\n", " 3, 2, 4, 4, 4, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 2, 3, 3, 2, 2,\n", " 2, 2, 2, 2, 2, 1, 1, 1, 1, 0, 3, 4, 1, 0, 2, 0, 0, 1, 1, 1, 2, 2, 3,\n", " 3, 2, 1, 0, 4, 3, 1, 3, 2, 2, 3, 4, 4, 3, 1, 3, 4, 0, 0, 0, 2, 0, 0,\n", " 1, 1, 4, 4, 4, 4, 4, 3, 4, 4, 2, 3, 2, 3, 2, 0, 1, 0, 3, 2, 2, 3, 1,\n", " 3, 2, 2, 3, 2, 2, 2, 4, 0, 0, 0, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 1, 2,\n", " 3, 2, 3, 1, 4, 2, 2, 2, 2, 1, 1, 3, 4, 4, 4, 4, 4, 3, 4, 2])" ] }, "execution_count": 201, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spatial_lag_classes.yb" ] }, { "cell_type": "code", "execution_count": 200, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1GL0brTvjWB6rZ+5eMerdE5HrKrGLNUc9Rwy7512XiAyjVCrFux++zIwlJk6n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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(15, 8))\n", "ax = f.gca()\n", "\n", "kw = dict(column='spatial_class', k=5, cmap='YlGn', alpha=1, legend=True, edgecolor='gray', linewidth=0.5, \n", " categorical=True)\n", "boston.assign(spatial_class=spatial_lag_classes.yb).plot(ax=ax, **kw)\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This geographic pattern is distinctly *not* random, strong evidence again that our data is geographically dependent.\n", "\n", "How dependent? The tool of choice for this is the a Moran scatterplot. If geography matters our data should show a strong liner structure of some kind: high lag values correspond with high actual values, and low lags with low ones.\n", "\n", "A quick plot shows that this is, indeed, the case:" ] }, { "cell_type": "code", "execution_count": 218, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Q06zZ2d0oi4uLtWHDBp06dUqS5HK5lJGRoYceeig4FYa4UGh7h0q3CQDMYDt2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\nRF3C/wNHvJ4Z9W0KmwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, figsize=(9, 9))\n", "plt.plot(boston['BNBDensity'], bnb_spatial_lags, '.', color='firebrick')\n", "\n", "# Calculate and plot a line of best fit.\n", "b,a = np.polyfit(boston['BNBDensity'], bnb_spatial_lags, 1)\n", "plt.plot(boston['BNBDensity'], a + b*boston['BNBDensity'], 'r')\n", "\n", "plt.title('Moran Scatterplot')\n", "plt.ylabel('Boston BNB Density Spatial Lag')\n", "plt.xlabel('Boston BNB Density Actual')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can get a p-value:" ] }, { "cell_type": "code", "execution_count": 214, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0.52791249910953175, 0.001)" ] }, "execution_count": 214, "metadata": {}, "output_type": "execute_result" } ], "source": [ "moran = ps.Moran(boston['BNBDensity'].values, qW)\n", "moran.I, moran.p_sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our p-value of 0.001 tells us that there is a less than 0.1% chance that our data distribution is this heavily skewed by randomness alone." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial Clustering\n", "\n", "We've learned how to display geography and how to measure its importance for a dataset. Let's now move on to learning how to apply it.\n", "\n", "Suppose that we're interested in segmenting the Boston AirBnB markets based on the types of properties available. This is, after all, a part of our dataset:" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Apartment 2612\n", "House 562\n", "Condominium 231\n", "Townhouse 54\n", "Bed & Breakfast 41\n", "Loft 39\n", "Other 17\n", "Boat 12\n", "Villa 6\n", "Entire Floor 4\n", "Dorm 2\n", "Guesthouse 1\n", "Camper/RV 1\n", "Name: property_type, dtype: int64" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "listings['property_type'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Leaving aside the \"exotic\" options, we've really got two major types of BnBs: apartments and houses." ] }, { "cell_type": "code", "execution_count": 223, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "apartments = listings.query('property_type == \"Apartment\" or property_type == \"Condominium\"').groupby('census_tract').count()['id']\n", "houses = listings.query('property_type == \"House\" or property_type == \"Townhouse\"').groupby('census_tract').count()['id']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create numerical variables counting how many of each we have per census tract." ] }, { "cell_type": "code", "execution_count": 259, "metadata": { "collapsed": false }, "outputs": [], "source": [ "boston['BNBDensity_Houses'] = boston['NAMELSAD10'].map(houses).fillna(0)\n", "boston['BNBDensity_Apartments'] = boston['NAMELSAD10'].map(apartments).fillna(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have three predictor variables that we'd like to use: the number of apartments, the numbers of houses, and their density combined." ] }, { "cell_type": "code", "execution_count": 260, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bnb_market = boston[['BNBDensity', 'BNBDensity_Houses', 'BNBDensity_Apartments']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you're familiar with `scikit-learn` this is, at this point, a classic clustering problem, one we can easily solve using [k-means clustering](https://en.wikipedia.org/wiki/K-means_clustering), for example:" ] }, { "cell_type": "code", "execution_count": 279, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import sklearn.cluster\n", "import sklearn.preprocessing\n", "\n", "clf = sklearn.cluster.KMeans(n_clusters=3)\n", "X = sklearn.preprocessing.scale(bnb_market.values)\n", "classes = clf.fit(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But remember that we're dealing with geometries, not just points in space! Our clustering algorithm doesn't know about this; it just naively classifies even very distant tracts into bins based on characteristic similarity alone. We can see this when we plot the result:" ] }, { "cell_type": "code", "execution_count": 280, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Xelrx37/6T3SaBwAASkGB76x7BGtKpjYvbSG5dKkGyclRE57LzU3D8tMZyLh2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(15, 8))\n", "ax = f.gca()\n", "\n", "kw = dict(column='cluster', k=3, cmap='YlGn', alpha=1, legend=True, edgecolor='gray', linewidth=0.5, categorical=True)\n", "boston.assign(cluster=classes.labels_).plot(ax=ax, **kw)\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our classifier does seem to have learned, in effect, the difference between low-density outlying tracts, medium-density tracts, and high-density inner city tracts:" ] }, { "cell_type": "code", "execution_count": 281, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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BNBDensityBNBDensity_HousesBNBDensity_Apartments
cluster
012.1887422.0629926.740157
1146.4655811.72413846.862069
228.90577111.84000023.640000
\n", "
" ], "text/plain": [ " BNBDensity BNBDensity_Houses BNBDensity_Apartments\n", "cluster \n", "0 12.188742 2.062992 6.740157\n", "1 146.465581 1.724138 46.862069\n", "2 28.905771 11.840000 23.640000" ] }, "execution_count": 281, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bnb_market.assign(cluster=classes.labels_).groupby('cluster').mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, this classifier does exactly what we set out to do. Examine the following plot:" ] }, { "cell_type": "code", "execution_count": 282, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 282, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AdtVMnNfHDIa83UHIGie3xWWjWERkdPrKDvD3Ejtajk5GQSP7XsXj3cxDSgCgo+Movv/9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\nh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.scatter(bnb_market['BNBDensity'], bnb_market['BNBDensity_Apartments'],\n", " zs=bnb_market['BNBDensity_Houses'], c=classes.labels_, cmap='YlGn')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The pale census tracts are those which have very little AirBnB activity at all. They tend to be furthest from the city center. The second class of tracts, the dark green ones, have a significant BnB density, but consist primarily of houses, not apartments; these correspond with middle-of-the-pack residential areas. Finally, the densest areas, tracts containing plenty of apartments for rent but no homes and located in the heart of the city, are pale green.\n", "\n", "This is perfect! Right?\n", "\n", "Well, it is, except that the areas we've binned are discontinuous. Because our classifier disregards geography it doesn't put in any effort keeping our class members next one another, and so we don't arrive at any understanding of neighborhood topography.\n", "\n", "`pysal` contains classifiers that allow us to do just that. Cheif amongst them is the `Maxp` clustering algorithm, which chooses clusters which match each other characteristically *and* are also all next to one another (according to whatever definition of neighbors you choose—we'll keep going with queen contiguity).\n", "\n", "Here's what we get when we run it. Notice the place of our spatial weights in the input, as well as a minimum number of observations per class—150." ] }, { "cell_type": "code", "execution_count": 328, "metadata": { "collapsed": false }, "outputs": [], "source": [ "clf = ps.region.Maxp(qW, bnb_market.values, 150, boston['BNBs'].values[:,None])" ] }, { "cell_type": "code", "execution_count": 331, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JBEMhcuzM+VMcPvsOpUtsPv3sIz73yGO5LinvnDr/GcGa299/YX+CuiYXupn9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\nrhClVTZmNWeOeuyVU040qCxaO73REYe/7WP1jvxn+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4AkQSz6PJS+/DqZLDoURSUanTi4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FgYo6GwrnZI275vljP5wlukTe+iuP7vkQDkhYvzf/7/MVUL1ShROnv8feXR+wByERERER0S+A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\nREQZ7v8DzMyu+TPzcWIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# n = 200\n", "f = plt.figure(figsize=(15, 8))\n", "ax = f.gca()\n", "\n", "kw = dict(column='cluster', k=10, cmap='YlGn', alpha=1, legend=True, edgecolor='gray', linewidth=0.5, categorical=True)\n", "boston.assign(cluster=clf.area2region.values()).plot(ax=ax, **kw)\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because of the additional constraint the algorithm imposes, it tends to result in significantly more clusters than comparable non-spatial clustering algorithms. But, as you can see here, the algorithm did arrive at essentially the same conclusion as our kNN did: apartment-dense inner cities, house-dense middle burbs, and outlying areas. It just takes ten contiguous districts to describe what three discontiguous ones.\n", "\n", "Here again are our mean characteristics:" ] }, { "cell_type": "code", "execution_count": 329, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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BNBDensityBNBDensity_HousesBNBDensity_Apartments
cluster
078.4515661.76470636.647059
116.8212125.83333311.166667
27.4427512.8823534.423529
321.4533742.42857110.142857
453.3462943.37500015.250000
529.0894233.33333329.333333
639.00348110.00000024.777778
783.27757510.50000039.750000
8205.5865011.28571443.857143
9166.7233350.66666749.500000
\n", "
" ], "text/plain": [ " BNBDensity BNBDensity_Houses BNBDensity_Apartments\n", "cluster \n", "0 78.451566 1.764706 36.647059\n", "1 16.821212 5.833333 11.166667\n", "2 7.442751 2.882353 4.423529\n", "3 21.453374 2.428571 10.142857\n", "4 53.346294 3.375000 15.250000\n", "5 29.089423 3.333333 29.333333\n", "6 39.003481 10.000000 24.777778\n", "7 83.277575 10.500000 39.750000\n", "8 205.586501 1.285714 43.857143\n", "9 166.723335 0.666667 49.500000" ] }, "execution_count": 329, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bnb_market.assign(cluster=clf.area2region.values()).groupby('cluster').mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial Regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Suppose that we're interested in modeling the price of a BnB. Let's use the following basic features to do it:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "explanatory_variables = ['bathrooms', 'bedrooms', 'beds', 'guests_included']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's a lot of boilerplate here (note the need to merge together the `price` and `cleaning fee` into an `actual_price`, BnB hosts like to be sneaky and sock away as much as 50$ or more into that \"fee\"!). But if you've run a basic linear regression before, this should be pretty rote. We're going to use `statsmodels` to do it." ] }, { "cell_type": "code", "execution_count": 461, "metadata": { "collapsed": false }, "outputs": [], "source": [ "price_variables = ['price', 'cleaning_fee']\n", "geom = ['latitude', 'longitude'] # we'll need this later\n", "valid_listings = listings[explanatory_variables + price_variables + geom].dropna()\n", "valid_listings['actual_price'] = valid_listings['price'].map(convert_price) +\\\n", " valid_listings['cleaning_fee'].map(convert_price)\n", "valid_listings = valid_listings.dropna()\n", "\n", "def convert_price(price):\n", " try:\n", " return float(price.replace(\"$\", \"\").replace(\".\", \"\")[:-2])\n", " except (ValueError, AttributeError):\n", " return np.nan\n", "\n", "import statsmodels.api as sm\n", "clf = sm.OLS(valid_listings['actual_price'], valid_listings[explanatory_variables])\n", "basic_ols_res = clf.fit()" ] }, { "cell_type": "code", "execution_count": 462, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: actual_price R-squared: 0.821
Model: OLS Adj. R-squared: 0.820
Method: Least Squares F-statistic: 2808.
Date: Sun, 20 Nov 2016 Prob (F-statistic): 0.00
Time: 19:55:02 Log-Likelihood: -15293.
No. Observations: 2460 AIC: 3.059e+04
Df Residuals: 2456 BIC: 3.062e+04
Df Model: 4
Covariance Type: nonrobust
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coef std err t P>|t| [95.0% Conf. Int.]
bathrooms 86.6214 4.185 20.699 0.000 78.415 94.828
bedrooms 38.2459 4.722 8.099 0.000 28.986 47.505
beds 36.4452 3.642 10.006 0.000 29.303 43.588
guests_included 12.0422 2.316 5.199 0.000 7.500 16.585
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Omnibus: 172.427 Durbin-Watson: 1.296
Prob(Omnibus): 0.000 Jarque-Bera (JB): 241.583
Skew: 0.592 Prob(JB): 3.48e-53
Kurtosis: 3.977 Cond. No. 7.49
" ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: actual_price R-squared: 0.821\n", "Model: OLS Adj. R-squared: 0.820\n", "Method: Least Squares F-statistic: 2808.\n", "Date: Sun, 20 Nov 2016 Prob (F-statistic): 0.00\n", "Time: 19:55:02 Log-Likelihood: -15293.\n", "No. Observations: 2460 AIC: 3.059e+04\n", "Df Residuals: 2456 BIC: 3.062e+04\n", "Df Model: 4 \n", "Covariance Type: nonrobust \n", "===================================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "-----------------------------------------------------------------------------------\n", "bathrooms 86.6214 4.185 20.699 0.000 78.415 94.828\n", "bedrooms 38.2459 4.722 8.099 0.000 28.986 47.505\n", "beds 36.4452 3.642 10.006 0.000 29.303 43.588\n", "guests_included 12.0422 2.316 5.199 0.000 7.500 16.585\n", "==============================================================================\n", "Omnibus: 172.427 Durbin-Watson: 1.296\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 241.583\n", "Skew: 0.592 Prob(JB): 3.48e-53\n", "Kurtosis: 3.977 Cond. No. 7.49\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 462, "metadata": {}, "output_type": "execute_result" } ], "source": [ "basic_ols_res.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now how do we take this analysis and make it spatial?\n", "\n", "A common theme found in the field of spatial econometrics is the idea of mutual price-setting. That is, when someone sets the price of a spatial good, they take into account the price that good set by their neighbors, and vice versa.\n", "\n", "If price-setting has a spatial element of this kind (a beating-the-Joneses effect of sorts), then we should be able to improve the results of our model by mixing in observations about nearby BnBs.\n", "\n", "To do that we'll first need to grab ahold of what we mean by \"neighbors\". Since we're dealing with points, not shapes, contiguities don't apply here anymore; we in our usual k-nearest neighbor space. It's possible to grab our kNN from `scipy`, but it's much faster coding-wise to take a `pysal` built-in instead." ] }, { "cell_type": "code", "execution_count": 513, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 513, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w = ps.knnW_from_array(valid_listings[['longitude', 'latitude']].dropna().values, k=2)\n", "# w.transform = 'R'\n", "w" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then to run our spatial regression we simply pass in the same parameters as before, but now with the inclusion of our weights (`w`). `name_x` and `name_y` are optional parameters which simply add a little bit more information to the summary display." ] }, { "cell_type": "code", "execution_count": 514, "metadata": { "collapsed": false }, "outputs": [], "source": [ "geospatial_ols = ps.spreg.GM_Lag(valid_listings['actual_price'].values[:, None],\n", " valid_listings[explanatory_variables].values,\n", " w=w,\n", " name_x=explanatory_variables,\n", " name_y='actual_price')" ] }, { "cell_type": "code", "execution_count": 515, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "REGRESSION\n", "----------\n", "SUMMARY OF OUTPUT: SPATIAL TWO STAGE LEAST SQUARES\n", "--------------------------------------------------\n", "Data set : unknown\n", "Weights matrix : unknown\n", "Dependent Variable :actual_price Number of Observations: 2460\n", "Mean dependent var : 246.6793 Number of Variables : 6\n", "S.D. dependent var : 145.2765 Degrees of Freedom : 2454\n", "Pseudo R-squared : 0.2996\n", "Spatial Pseudo R-squared: 0.3265\n", "\n", "------------------------------------------------------------------------------------\n", " Variable Coefficient Std.Error z-Statistic Probability\n", "------------------------------------------------------------------------------------\n", " CONSTANT 74.5257846 11.4683038 6.4984139 0.0000000\n", " bathrooms 48.5721848 6.0617495 8.0128988 0.0000000\n", " bedrooms 39.4847512 4.7342175 8.3402908 0.0000000\n", " beds 35.5915425 3.6648137 9.7116921 0.0000000\n", " guests_included 5.9026820 2.4268024 2.4322878 0.0150038\n", " W_actual_price -0.0212334 0.0196799 -1.0789394 0.2806148\n", "------------------------------------------------------------------------------------\n", "Instrumented: W_actual_price\n", "Instruments: W_bathrooms, W_bedrooms, W_beds, W_guests_included\n", "================================ END OF REPORT =====================================\n" ] } ], "source": [ "print(geospatial_ols.summary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately we will end our crash course on a sad note. it doesn't look like neighbor price fixing is a significant variable at all, as our coefficient is on the level of statistical noise.\n", "\n", "Furthermore, it turns out that our spatial algorithm is significantly *worse*; the mean squared error of our spatial result, a common metric for OLS regression, is much worse than for our no-frills one:" ] }, { "cell_type": "code", "execution_count": 524, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OLS : 81947.352439\n", "OLS+W : 14788.3873299\n" ] } ], "source": [ "geospatial_ols_mse = ((valid_listings['actual_price'] - geospatial_ols.predy.flatten()) ** 2).mean()\n", "print(\"OLS\".ljust(5), \":\", basic_ols_res.mse_total)\n", "print(\"OLS+W\".ljust(5), \":\", geospatial_ols_mse)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So in this case we've shown pretty conclusively just the opposite: that the price of a BnB has little to do with the prices set by its neighbors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "That concludes our crash course on geospatial data science. There's lots of useful components in the Python toolbox that we *didn't* cover: working with images using `rasterio`, for example. But I hope that this quick crash course has at least made you aware of some of the many interesting geographic things you can do with the tools that Python has! Keep them in mind—they're sure to come in handy later.\n", "\n", "If you want to learn more about Python geospatial tools, here's a only loosely-ordered list of resources to look at:\n", "\n", "* https://www.youtube.com/watch?v=HzPSVwyP2Y0\n", "* https://www.youtube.com/watch?v=TY4QWnnd4jY&t=9697s\n", "* http://darribas.org/gds_scipy16/ (in large part the inspiration for this piece!)\n", "* http://www.ngs.noaa.gov/GEOID/PRESENTATIONS/2007_02_24_CCPS/Roman_A_PLSC2007notes.pdf\n", "* https://www.youtube.com/watch?v=6m3CFbKmK_c\n", "* https://www.youtube.com/watch?v=L_uJvLKHgEs\n", "* http://toblerity.org/shapely/manual.html\n", "* http://geojson.org/geojson-spec.html\n", "* https://mapbox.github.io/rasterio/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extra Credit\n", "\n", "If you're up for a challenge, the dataset also includes information on the amenities present at each location:" ] }, { "cell_type": "code", "execution_count": 373, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "{'',\n", " '24-Hour Check-in',\n", " 'Air Conditioning',\n", " 'Breakfast',\n", " 'Buzzer/Wireless Intercom',\n", " 'Cable TV',\n", " 'Carbon Monoxide Detector',\n", " 'Cat(s)',\n", " 'Dog(s)',\n", " 'Doorman',\n", " 'Dryer',\n", " 'Elevator in Building',\n", " 'Essentials',\n", " 'Family/Kid Friendly',\n", " 'Fire Extinguisher',\n", " 'First Aid Kit',\n", " 'Free Parking on Premises',\n", " 'Free Parking on Street',\n", " 'Gym',\n", " 'Hair Dryer',\n", " 'Hangers',\n", " 'Heating',\n", " 'Hot Tub',\n", " 'Indoor Fireplace',\n", " 'Internet',\n", " 'Iron',\n", " 'Kitchen',\n", " 'Laptop Friendly Workspace',\n", " 'Lock on Bedroom Door',\n", " 'Other pet(s)',\n", " 'Paid Parking Off Premises',\n", " 'Pets Allowed',\n", " 'Pets live on this property',\n", " 'Pool',\n", " 'Safety Card',\n", " 'Shampoo',\n", " 'Smoke Detector',\n", " 'Smoking Allowed',\n", " 'Suitable for Events',\n", " 'TV',\n", " 'Washer',\n", " 'Washer / Dryer',\n", " 'Wheelchair Accessible',\n", " 'Wireless Internet',\n", " 'translation missing: en.hosting_amenity_49',\n", " 'translation missing: en.hosting_amenity_50'}" ] }, "execution_count": 373, "metadata": {}, "output_type": "execute_result" } ], "source": [ "amenities = listings['amenities'].map(lambda d: [amenity.replace('\"', \"\")\\\n", " .replace(\"{\", \"\")\\\n", " .replace(\"}\", \"\") for amenity in d.split(\",\")])\n", "listings['amenities'] = amenities\n", "possible_amenities = set([item for sublist in amenities for item in sublist])\n", "possible_amenities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analysis by the `pysal` folks showed that, at least in Austin, the presence of a pool amenity somewhere nearby had a small but significant effect on price.\n", "\n", "Does this result extend to Boston? And do any of the other amenities have an effect like this as well?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }