{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ " # **Gentrification and AirBnb in New York: Two sides of the same coin**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background and Context: " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "AirBnb prides itself on its ability to make travel more than what it seems - it's mission is to help people feel like they _belong_ anywhere they go through more authentic cultural experiences. However, what if AirBnb's efforts to **_connect the differences_** are creating **_more_**? \n", "\n", "This project can also be found on the github repository at https://github.com/Lubaina97/323-Final-Project/tree/master! " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gentrification:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Gentrification is a general term for the arrival of wealthier people in an existing urban district, a related increase in rents and property values, and changes in the district's character and culture. The term is often used negatively, suggesting the displacement of poor communities by rich outsiders." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The economics of gentrification explicitly state that neighborhood property values increase, decreasing the supply of affordable housing available to lower-income residents who are then displaced, as the cost of living in the neighborhood increases." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### AirBnb and Gentrification:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A report titled _“The High Cost of Short-Term Rentals in New York City,”_ authored by a research group from the McGill University School of Urban Planning, found that in the study period of September 2014 through August 2017 Airbnb has potentially removed between 7,000 and 13,500 units of housing from New York’s long-term rental market, putting extra pressure on a city already squeezed for housing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Project Scope:**\n", "## Comparing geo-spatial trends in AirBnb listings and housing unit prices in New York to analyze a gentrification effect (2014-2017)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/pandas_datareader/compat/__init__.py:7: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", " from pandas.util.testing import assert_frame_equal\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import qeds\n", "qeds.themes.mpl_style();\n", "import matplotlib.pyplot as plt\n", "from sklearn.cluster import KMeans\n", "from sklearn import datasets\n", "import descartes\n", "import folium \n", "from folium import plugins\n", "from folium.plugins import HeatMap\n", "\n", "import matplotlib.colors as mplc\n", "import matplotlib.patches as patches\n", "import matplotlib.pyplot as plt\n", "import statsmodels.formula.api as sm\n", "import geopandas as gpd\n", "from pandas_datareader import DataReader\n", "\n", "\n", "from shapely.geometry import Point, Polygon\n", "\n", "%matplotlib inline\n", "# activate plot theme" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Sourcing and Cleaning:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The first set of data was collected from **The New York City Housing and Vacancy Survey (NYCHVS)**, sponsored by the New York City Department of Housing Preservation and Development. The Census Bureau has conducted the survey for the City since 1965. Detailed data from the survey cover many characteristics of the City’s housing market, including characteristics of the City’s population, households, housing stock, and neighborhoods. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Record TypeBoroughExternal Walls--Missing brick and sloping wallsExternal Walls--Major cracks in wallsExternal Walls--Loose or hanging corniceExternal Walls--No problemsExternal Walls--Unable to observeCondition of Windows--Broken/missingCondition of Windows--Rotten/looseCondition of Windows--Boarded-up...Replicate Weight #74Replicate Weight #75Replicate Weight #76Replicate Weight #77Replicate Weight #78Replicate Weight #79Replicate Weight #8030% HUD Income Limits50% HUD Income Limits80% HUD Income Limits
01199919999...3763540033263896103488981144624032161256974580513739972218003625058000
11199919999...827062823614216427973361959433285252613633066028940264272004530072500
21199919999...827062823614216427973361959433285252613633066028940264245004080065250
31199919999...35934840100272884617594857167296434010801066401766729560218003625058000
41199919999...50290496106306923231001870148672427065281013763064932696218003625058000
\n", "

5 rows × 269 columns

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" ], "text/plain": [ " Record Type Borough External Walls--Missing brick and sloping walls \\\n", "0 1 1 9 \n", "1 1 1 9 \n", "2 1 1 9 \n", "3 1 1 9 \n", "4 1 1 9 \n", "\n", " External Walls--Major cracks in walls \\\n", "0 9 \n", "1 9 \n", "2 9 \n", "3 9 \n", "4 9 \n", "\n", " External Walls--Loose or hanging cornice External Walls--No problems \\\n", "0 9 1 \n", "1 9 1 \n", "2 9 1 \n", "3 9 1 \n", "4 9 1 \n", "\n", " External Walls--Unable to observe Condition of Windows--Broken/missing \\\n", "0 9 9 \n", "1 9 9 \n", "2 9 9 \n", "3 9 9 \n", "4 9 9 \n", "\n", " Condition of Windows--Rotten/loose Condition of Windows--Boarded-up ... \\\n", "0 9 9 ... \n", "1 9 9 ... \n", "2 9 9 ... \n", "3 9 9 ... \n", "4 9 9 ... \n", "\n", " Replicate Weight #74 Replicate Weight #75 Replicate Weight #76 \\\n", "0 37635400 33263896 10348898 \n", "1 8270628 23614216 42797336 \n", "2 8270628 23614216 42797336 \n", "3 35934840 10027288 46175948 \n", "4 50290496 10630692 32310018 \n", "\n", " Replicate Weight #77 Replicate Weight #78 Replicate Weight #79 \\\n", "0 11446240 32161256 9745805 \n", "1 19594332 8525261 36330660 \n", "2 19594332 8525261 36330660 \n", "3 57167296 43401080 10664017 \n", "4 70148672 42706528 10137630 \n", "\n", " Replicate Weight #80 30% HUD Income Limits 50% HUD Income Limits \\\n", "0 13739972 21800 36250 \n", "1 28940264 27200 45300 \n", "2 28940264 24500 40800 \n", "3 66729560 21800 36250 \n", "4 64932696 21800 36250 \n", "\n", " 80% HUD Income Limits \n", "0 58000 \n", "1 72500 \n", "2 65250 \n", "3 58000 \n", "4 58000 \n", "\n", "[5 rows x 269 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('./occupied_units2017 copy.csv') # Housing data for 2017\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown above, the NYCHVS survey has several columns and thus, for the purpose of this project, I will create a subset of the above table that I will then use for my analysis." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "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", " \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", "
BoroughSub-borough areaRace and Ethnicity of householderMonthly gross rentHousehold income recode
01149999995000
1113122721372
2114167533000
3114101139655
41149999945952
\n", "
" ], "text/plain": [ " Borough Sub-borough area Race and Ethnicity of householder \\\n", "0 1 1 4 \n", "1 1 1 3 \n", "2 1 1 4 \n", "3 1 1 4 \n", "4 1 1 4 \n", "\n", " Monthly gross rent Household income recode \n", "0 99999 95000 \n", "1 1227 21372 \n", "2 1675 33000 \n", "3 1011 39655 \n", "4 99999 45952 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subset = df.loc[:,['Borough','Sub-borough area','Race and Ethnicity of householder','Monthly gross rent','Household income recode']]\n", "subset.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Checking for null values" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of observations in this dataset are (13266, 5)\n" ] }, { "data": { "text/plain": [ "Borough 0\n", "Sub-borough area 0\n", "Race and Ethnicity of householder 0\n", "Monthly gross rent 0\n", "Household income recode 0\n", "dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print('The number of observations in this dataset are', subset.shape)\n", "subset.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The NYCHVS survey provides a code-book that has an extensive list of what the codes for each column mean. On noticing that there are no null values, I checked for the code for missing values which varied by column and hence I have dropped the observations with missing values. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BoroughSub-borough areaRace and Ethnicity of householderMonthly gross rentHousehold income recode
01149999995000
41149999945952
121129999920756
241139999935700
541139999916800
..................
1325352399999179330
1325452199999177000
1325552199999208000
132625319999917800
132635319999942000
\n", "

4587 rows × 5 columns

\n", "
" ], "text/plain": [ " Borough Sub-borough area Race and Ethnicity of householder \\\n", "0 1 1 4 \n", "4 1 1 4 \n", "12 1 1 2 \n", "24 1 1 3 \n", "54 1 1 3 \n", "... ... ... ... \n", "13253 5 2 3 \n", "13254 5 2 1 \n", "13255 5 2 1 \n", "13262 5 3 1 \n", "13263 5 3 1 \n", "\n", " Monthly gross rent Household income recode \n", "0 99999 95000 \n", "4 99999 45952 \n", "12 99999 20756 \n", "24 99999 35700 \n", "54 99999 16800 \n", "... ... ... \n", "13253 99999 179330 \n", "13254 99999 177000 \n", "13255 99999 208000 \n", "13262 99999 17800 \n", "13263 99999 42000 \n", "\n", "[4587 rows x 5 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subset.loc[(subset['Monthly gross rent'] == 99999) | (subset['Household income recode'] == 9999999), :]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of observations in this dataset are (4587, 5)\n" ] } ], "source": [ "clean_subset = subset.loc[(subset['Monthly gross rent'] == 99999) | (subset['Household income recode'] == 9999999), :]\n", "print('The number of observations in this dataset are', clean_subset.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I now need to check for how many observations are going to be dropped. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8679, 5)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subset.drop(subset.loc[(subset['Monthly gross rent']==99999) | (subset['Household income recode']==9999999)].index, inplace=True)\n", "subset.shape" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "subset = subset.sort_values(by=['Borough'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* In order to observe gentrification in an area, we can see a reflection through the percentage increase/decrease of rent and income in the area. Additionally, since there is a strong claim that gentrification displaces people of colour from areas, we can analyze the Racial Profile of a sub borough by observing the most frequent 'Race' in the respective area." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Mean and median rent in 2017 for each sub-borough\n", "\n", "subset_grouped_rent2017 = subset.groupby(['Borough','Sub-borough area']).agg({'Monthly gross rent': ['mean', 'median']})\n", "subset_grouped_rent2017.columns = ['Rent_Mean', 'Rent_Median']\n", "subset_grouped_rent2017 = subset_grouped_rent2017.reset_index()\n", "\n", "# Mean and median income in 2017 for each sub-borough\n", "\n", "subset_grouped_income2017 = subset.groupby(['Borough','Sub-borough area']).agg({'Household income recode': ['mean', 'median']})\n", "subset_grouped_income2017.columns = ['Income_Mean', 'Income_Median']\n", "subset_grouped_income2017 = subset_grouped_income2017.reset_index()\n", "\n", "# Most frequent racial code in 2017 for each sub-borough\n", "\n", "subset_grouped_race2017 = subset.groupby(['Borough','Sub-borough area'], as_index=False)['Race and Ethnicity of householder'].apply(lambda x: x.value_counts(dropna=False).idxmax())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Thus, so far we have the mean and median rent and income, along with the most frequent race by each sub-borough for 2017. In order to analyze a percent change, I will need to do the same for 2014." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(15342, 277)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_1 = pd.read_csv('./occupied_units2014 copy.csv') # Housing data for 2014\n", "df_1.shape" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Borough 0\n", "Sub-borough area 0\n", "Race and Ethnicity of householder 0\n", "Monthly gross rent 0\n", "Household income recode 0\n", "dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subset_1 = df_1.loc[:,['Borough','Sub-borough area', 'Race and Ethnicity of householder','Monthly gross rent','Household income recode']]\n", "subset_1.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "subset_1.drop(subset_1.loc[(subset_1['Monthly gross rent']==99999) | (subset_1['Household income recode']==9999999)].index, inplace=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "subset_1 = subset_1.sort_values(by=['Borough'])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Mean and median rent in 2014 for each sub-borough\n", "\n", "subset_grouped_rent2014 = subset_1.groupby(['Borough','Sub-borough area']).agg({'Monthly gross rent': ['mean', 'median']})\n", "subset_grouped_rent2014.columns = ['Rent_Mean', 'Rent_Median']\n", "subset_grouped_rent2014 = subset_grouped_rent2014.reset_index()\n", "\n", "# Mean and median income in 2014 for each sub-borough\n", "\n", "subset_grouped_income2014 = subset_1.groupby(['Borough','Sub-borough area']).agg({'Household income recode': ['mean', 'median']})\n", "subset_grouped_income2014.columns = ['Income_Mean', 'Income_Median']\n", "subset_grouped_income2014 = subset_grouped_income2014.reset_index()\n", "\n", "# Most frequent racial code in 2014 for each sub-borough\n", "\n", "subset_grouped_race2014 = subset_1.groupby(['Borough','Sub-borough area'], as_index=False)['Race and Ethnicity of householder'].apply(lambda x: x.value_counts(dropna=False).idxmax())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Now that we have the rent, income and race data for New York in 2014 and 2017, we can move forward in observing the percent changes for the above to analyze a gentrification effect. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
BoroughSub-borough areaIncome_MeanIncome_Median
01127379.53370821000.0
11226709.30660420900.0
21332568.06756824208.5
31429551.24000021890.0
41540142.35602130000.0
\n", "
" ], "text/plain": [ " Borough Sub-borough area Income_Mean Income_Median\n", "0 1 1 27379.533708 21000.0\n", "1 1 2 26709.306604 20900.0\n", "2 1 3 32568.067568 24208.5\n", "3 1 4 29551.240000 21890.0\n", "4 1 5 40142.356021 30000.0" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Loading income mean and medians for each sub-borough in 2014 and 2017\n", "\n", "df1 = pd.read_csv('./subset_grouped_income2014.csv')\n", "df2 = pd.read_csv('./subset_grouped_income2017.csv')\n", "\n", "df1.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Merging Income and finding Median percent change over 2014 and 2017" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "income_pct = pd.merge(df1, df2, on=[\"Borough\", \"Sub-borough area\"])\n", "\n", "income_pct = income_pct.rename(columns={\"Income_Mean_x\": \"Income_mean2014\", \"Income_Median_x\": \"Income_median2014\", \"Income_Mean_y\": \"Income_mean2017\", \"Income_Median_y\": \"Income_median2017\"})\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "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", " \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", "
BoroughSub-borough areaIncome_median2014Income_median2017pct_change_income
01121000.020378-0.029619
11220900.0270000.291866
21324208.5320000.321850
31421890.0291200.330288
41530000.0390230.300767
\n", "
" ], "text/plain": [ " Borough Sub-borough area Income_median2014 Income_median2017 \\\n", "0 1 1 21000.0 20378 \n", "1 1 2 20900.0 27000 \n", "2 1 3 24208.5 32000 \n", "3 1 4 21890.0 29120 \n", "4 1 5 30000.0 39023 \n", "\n", " pct_change_income \n", "0 -0.029619 \n", "1 0.291866 \n", "2 0.321850 \n", "3 0.330288 \n", "4 0.300767 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "income_median_pct = income_pct.loc[:,['Borough','Sub-borough area','Income_median2014','Income_median2017']]\n", "income_median_pct['pct_change_income'] = income_median_pct[['Income_median2014','Income_median2017']].pct_change(axis=1)['Income_median2017']\n", "income_median_pct.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Merging Rent and finding Median percent change over 2014 and 2017" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
BoroughSub-borough areaRent_MeanRent_Median
011945.893258972.5
1121010.250000989.0
2131076.5045051100.0
3141184.2500001200.0
4151246.8638741220.0
\n", "
" ], "text/plain": [ " Borough Sub-borough area Rent_Mean Rent_Median\n", "0 1 1 945.893258 972.5\n", "1 1 2 1010.250000 989.0\n", "2 1 3 1076.504505 1100.0\n", "3 1 4 1184.250000 1200.0\n", "4 1 5 1246.863874 1220.0" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Loading rent mean and medians for each sub-borough in 2014 and 2017\n", "\n", "ef1 = pd.read_csv('./subset_grouped_rent2014.csv')\n", "ef2 = pd.read_csv('./subset_grouped_rent2017.csv')\n", "ef1.head()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BoroughSub-borough areaRent_mean2014Rent_median2014Rent_mean2017Rent_median2017
011945.893258972.5970.6808511005.5
1121010.250000989.01099.5893721100.0
2131076.5045051100.01189.9218751225.0
3141184.2500001200.01327.0233921315.0
4151246.8638741220.01318.7034881289.5
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" ], "text/plain": [ " Borough Sub-borough area Rent_mean2014 Rent_median2014 Rent_mean2017 \\\n", "0 1 1 945.893258 972.5 970.680851 \n", "1 1 2 1010.250000 989.0 1099.589372 \n", "2 1 3 1076.504505 1100.0 1189.921875 \n", "3 1 4 1184.250000 1200.0 1327.023392 \n", "4 1 5 1246.863874 1220.0 1318.703488 \n", "\n", " Rent_median2017 \n", "0 1005.5 \n", "1 1100.0 \n", "2 1225.0 \n", "3 1315.0 \n", "4 1289.5 " ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rent_pct = pd.merge(ef1, ef2, on=[\"Borough\", \"Sub-borough area\"])\n", "\n", "rent_pct = rent_pct.rename(columns={\"Rent_Mean_x\": \"Rent_mean2014\", \"Rent_Median_x\": \"Rent_median2014\", \"Rent_Mean_y\": \"Rent_mean2017\", \"Rent_Median_y\": \"Rent_median2017\"})\n", "rent_pct.head()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "rent_median_pct = rent_pct.loc[:,['Borough','Sub-borough area','Rent_median2014','Rent_median2017']]\n", "rent_median_pct['pct_change_rent'] = rent_median_pct[['Rent_median2014','Rent_median2017']].pct_change(axis=1)['Rent_median2017']" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BoroughSub-borough areaRent_median2014Rent_median2017pct_change_rent
011972.51005.50.033933
112989.01100.00.112235
2131100.01225.00.113636
3141200.01315.00.095833
4151220.01289.50.056967
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" ], "text/plain": [ " Borough Sub-borough area Rent_median2014 Rent_median2017 \\\n", "0 1 1 972.5 1005.5 \n", "1 1 2 989.0 1100.0 \n", "2 1 3 1100.0 1225.0 \n", "3 1 4 1200.0 1315.0 \n", "4 1 5 1220.0 1289.5 \n", "\n", " pct_change_rent \n", "0 0.033933 \n", "1 0.112235 \n", "2 0.113636 \n", "3 0.095833 \n", "4 0.056967 " ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rent_median_pct.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating a merged dataset with percentage changes of income and rent for each sub-borough in New york" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BoroughSub-borough areapct_change_rentpct_change_income
0110.033933-0.029619
1120.1122350.291866
2130.1136360.321850
3140.0958330.330288
4150.0569670.300767
\n", "
" ], "text/plain": [ " Borough Sub-borough area pct_change_rent pct_change_income\n", "0 1 1 0.033933 -0.029619\n", "1 1 2 0.112235 0.291866\n", "2 1 3 0.113636 0.321850\n", "3 1 4 0.095833 0.330288\n", "4 1 5 0.056967 0.300767" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "final_rent_pctchange = rent_median_pct.loc[:,['Borough','Sub-borough area','pct_change_rent']]\n", "final_income_pctchange = income_median_pct.loc[:,['Borough','Sub-borough area','pct_change_income']]\n", "\n", "pct_changes = pd.merge(final_rent_pctchange, final_income_pctchange, on=[\"Borough\", \"Sub-borough area\"])\n", "pct_changes = pct_changes.rename(columns={\"pct_change\": \"pct_change_income\"})\n", "pct_changes.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Identifying Gentrification through Machine learning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By looking exclusively at percent change, we see the natural evolution of neighborhood change, regardless of their starting socio-economic or demographic compositions. Home and rent values are one of the best metrics to capture fluctuations in investment. Because gentrification has different consequences for renters versus homeowners, both rent and home values were included." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* ### K-Means Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "K-means clustering is a type of unsupervised clustering algorithm that partitions observations\n", "into K number of user-specified groupings. The k-means objective function iteratively assigns\n", "observations to a cluster that satisfies the minimum within-cluster sum of squares (MacQueen, 1967). Below, I perform a K-means clustering analysis on the percent change between 2014 and 2017 of median rent and income in New York." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "pct = pd.read_csv('./pct_changes.csv')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[3 1 1 1 1 4 4 0 4 4 2 4 1 4 3 2 4 2 0 4 4 0 4 0 0 0 3 3 0 4 1 4 0 0 1 3 0\n", " 0 0 0 3 4 1 4 2 2 4 0 3 3 0 4 3 2 1]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Checking for most efficient choice of cluster by choosing cluster level = 5\n", "\n", "x = pct.loc[:, ['pct_change_rent','pct_change_income']].values\n", "kmeans5 = KMeans(n_clusters=5)\n", "y_kmeans5 = kmeans5.fit_predict(x)\n", "print(y_kmeans5)\n", "\n", "kmeans5.cluster_centers_\n", "\n", "Error =[]\n", "for i in range(1, 11):\n", " kmeans = KMeans(n_clusters = i).fit(x)\n", " kmeans.fit(x)\n", " Error.append(kmeans.inertia_)\n", "import matplotlib.pyplot as plt\n", "plt.plot(range(1, 11), Error)\n", "plt.title('Elbow method')\n", "plt.xlabel('No of clusters')\n", "plt.ylabel('Error')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The elbow method is used to visually ascribe the optimal number of clusters that occurs when the total within-cluster sum of squares improvement from adding additional clusters levels off. The figure above shows a small drop-off in WSS accuracy between k of 2 and 4. " ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2 1 1 1 1 0 0 2 0 0 1 0 1 0 2 1 0 1 0 0 0 2 0 0 2 0 2 2 0 0 0 0 2 2 1 2 2\n", " 2 0 2 2 0 1 0 1 1 0 2 2 2 2 0 2 1 1]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Choose cluster = 3, creating clusters\n", "\n", "iris = datasets.load_iris()\n", "X = iris.data\n", "y = iris.target\n", "\n", "kmeans3 = KMeans(n_clusters=3)\n", "y_kmeans3 = kmeans3.fit_predict(x)\n", "print(y_kmeans3)\n", "kmeans3.cluster_centers_\n", "\n", "plt.scatter(x[:, 0], x[:, 1], c=y_kmeans3, cmap='cool')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* ### Linking the K-means cluster back to our dataset" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2, 1, 1, 1, 1, 0, 0, 2, 0, 0, 1, 0, 1, 0, 2, 1, 0, 1, 0, 0, 0, 2,\n", " 0, 0, 2, 0, 2, 2, 0, 0, 0, 0, 2, 2, 1, 2, 2, 2, 0, 2, 2, 0, 1, 0,\n", " 1, 1, 0, 2, 2, 2, 2, 0, 2, 1, 1], dtype=int32)" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans3.labels_" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{0: array([ 5, 6, 8, 9, 11, 13, 16, 18, 19, 20, 22, 23, 25, 28, 29, 30, 31,\n", " 38, 41, 43, 46, 51]),\n", " 1: array([ 1, 2, 3, 4, 10, 12, 15, 17, 34, 42, 44, 45, 53, 54]),\n", " 2: array([ 0, 7, 14, 21, 24, 26, 27, 32, 33, 35, 36, 37, 39, 40, 47, 48, 49,\n", " 50, 52])}" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Finding which sub-borough codes lie in which cluster to classify sub-boroughs \n", "# as gentrified status or not\n", "\n", "mydict = {i: np.where(kmeans3.labels_ == i)[0] for i in range(kmeans3.n_clusters)}\n", "mydict" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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4150.0569670.300767
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" ], "text/plain": [ " Borough Sub-borough area pct_change_rent pct_change_income\n", "0 1 1 0.033933 -0.029619\n", "1 1 2 0.112235 0.291866\n", "2 1 3 0.113636 0.321850\n", "3 1 4 0.095833 0.330288\n", "4 1 5 0.056967 0.300767" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pct_changes.head()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", "
Borough Sub-borough area pct_change_rent pct_change_income cluster
0110.033933-0.0296190
1120.1122350.2918662
2130.1136360.3218502
3140.0958330.3302882
4150.0569670.3007672
5160.1097870.2298851
6170.0783780.1666671
7180.0134620.0232860
8190.0729170.2032091
91100.0000000.1666671
10210.1794120.3666672
11220.0935480.1261261
12230.1251640.3281502
13240.1892110.2500001
1425-0.032258-0.0909090
15260.1306230.3938622
16270.0854420.2354001
17280.1774530.5277782
18290.1129430.0896551
192100.1303160.1139711
202110.1205430.2048191
212120.1189920.0125000
222130.1714950.2210401
232140.0727610.1026691
242150.1637240.0117650
252160.0913460.1111111
262170.099366-0.0857140
272180.109544-0.0250000
28310.1052630.0789471
29320.0370960.1931121
30330.0524200.2582781
31340.1220000.1840001
32350.0787230.0000000
33360.0083510.0166670
34370.0344240.3225812
3538-0.005525-0.1000000
36390.0894310.0303840
373100.0816780.0405260
38410.1200000.0833331
39420.0917530.0272730
40430.097002-0.0600000
41440.1217710.1868431
42450.1375000.3248892
43460.1611610.1478671
44470.0921500.4250002
45480.1130430.4120002
46490.0711110.1904761
474100.0294120.0724440
484110.101296-0.1905750
494120.067621-0.0435370
504130.0738260.0655740
514140.0706290.1666671
52510.109244-0.0857140
53520.1386360.4879482
54530.0252380.3406592
" ], "text/plain": [ "" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Colour coding the sub-boroughs based on K-Means results\n", "\n", "pct_color = pd.read_excel('./pct_changes.xlsx')\n", "def highlight_cluster(s,column):\n", " is_max = pd.Series(data=False, index=s.index)\n", " is_max[column] = s.loc[column] = 0\n", " return ['background-color: purple' if is_max.any() else '' for v in is_max]\n", " \n", "def highlight_cluster0(s):\n", " if s.cluster == 0.0:\n", " return ['background-color: deeppink']*5\n", " elif s.cluster == 1.0:\n", " return ['background-color: deepskyblue']*5\n", " elif s.cluster == 2.0:\n", " return ['background-color: darkblue']*5\n", " \n", "pct_color_v = pct_color.style.apply(highlight_cluster0, axis=1).set_properties(**{'color': 'white','border-color': 'white'})\n", "pct_color_v" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gentrification Geo-spatial analysis " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to be able to mark the sub-boroughs by cluster colour on a map, I had to manually add the latitude and longitude on excel. " ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BoroughSub-borough areapct_change_rentpct_change_incomeclusterBorough NameSub-borough NameLatitudeLongitude
0110.033933-0.0296190BronxMott Haven/ Hunts Point40.809700-73.915620
1120.1122350.2918662BronxMorrisania/ East Tremont40.828290-73.907040
2130.1136360.3218502BronxHighbridge / South Concourse40.846055-73.929733
3140.0958330.3302882BronxUniversity Heights / Fordham40.861475-73.890544
4150.0569670.3007672BronxKingsbridge Heights / Mosholu40.879732-73.884670
\n", "
" ], "text/plain": [ " Borough Sub-borough area pct_change_rent pct_change_income cluster \\\n", "0 1 1 0.033933 -0.029619 0 \n", "1 1 2 0.112235 0.291866 2 \n", "2 1 3 0.113636 0.321850 2 \n", "3 1 4 0.095833 0.330288 2 \n", "4 1 5 0.056967 0.300767 2 \n", "\n", " Borough Name Sub-borough Name Latitude Longitude \n", "0 Bronx Mott Haven/ Hunts Point 40.809700 -73.915620 \n", "1 Bronx Morrisania/ East Tremont 40.828290 -73.907040 \n", "2 Bronx Highbridge / South Concourse 40.846055 -73.929733 \n", "3 Bronx University Heights / Fordham 40.861475 -73.890544 \n", "4 Bronx Kingsbridge Heights / Mosholu 40.879732 -73.884670 " ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gent_map = pd.read_csv('./pct_changes.csv')\n", "gent_map = gent_map.drop(['Unnamed: 5'], axis=1)\n", "gent_map.head()" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Using latitude longitude, mapping gentrification using folium\n", "\n", "folium_map = folium.Map(location=[40.738, -73.98],\n", " zoom_start=11,\n", " tiles=\"CartoDB dark_matter\",\n", " width='90%')\n", "\n", "for index, row in gent_map.iterrows():\n", " \n", " gentrification_factor = (row[\"pct_change_income\"]+row[\"pct_change_rent\"])\n", " \n", " radius = (gentrification_factor)*2\n", " \n", " popup_text = \"\"\"{}
\n", " Change in Income: {}
\n", " Change in Rent: {}
\n", " gentrification value: {}\"\"\"\n", " \n", " popup_text = popup_text.format(row[\"Borough\"],\n", " row[\"pct_change_income\"],\n", " row[\"pct_change_rent\"],\n", " gentrification_factor)\n", " \n", " if gentrification_factor<0.63 and gentrification_factor>0.357005:\n", " color=\"#ADD8E6\" # light blue\n", " else:\n", " if gentrification_factor<0.44 and gentrification_factor>0.18:\n", " color=\"#0000FF\" # blue\n", " else:\n", " color=\"#FF1493\" # deep pink\n", " \n", " folium.CircleMarker(location=(row[\"Latitude\"],\n", " row[\"Longitude\"]),\n", " radius=radius,\n", " color=color,\n", " popup=popup_text,\n", " fill=True).add_to(folium_map)\n", "folium_map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* In order to classify them by colour, I had to manually observe the range of each cluster. We can see that the range of the gentrification factor for the highest cluster (2) which is dark blue, represents the gentrified neighborhoods of New York since they had the highest percent changes in home and rent value. On analyzing the map, one can conclude that **Bronx** and **Brooklyn** are two boroughs that have the **most gentrified neighborhoods.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The lighter blue circles mark the neighborhoods that are currently **gentrifying** since they had a modest percent change in housing units. Some neighborhoods around **Queens**, **Brooklyn** and **Manhattan** seem to be in a gentrifying phase." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* ### Racial Profiling by Sub-borough" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "race2014 = pd.read_csv('./race2014.csv')\n", "pct_change = pd.read_csv('./pct_changes.csv')\n", "merge1 = pd.merge(race2014, pct_change, on=[\"Borough\", \"Sub-borough area\"])\n", "\n", "race2017 = pd.read_csv('./race2017.csv')\n", "merge2 = pd.merge(race2017, pct_change, on=[\"Borough\", \"Sub-borough area\"])\n", "\n", "race_2014 = merge1[['Sub-borough Name', 'Race_count']]\n", "race_2017 = merge2[['Sub-borough Name', 'Race_count']]\n", "\n", "race_2014 = race_2014.rename(columns={\"Race_count\": \"Race_count2014\"})\n", "race_2017 = race_2017.rename(columns={\"Race_count\": \"Race_count2017\"})\n", "merge3 = pd.merge(race_2014, race_2017, on=[\"Sub-borough Name\"])" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "cannot unpack non-iterable AxesSubplot object", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mrace_bar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmerge3\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Sub-borough Name'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrace_bar\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbarh\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfontsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m50\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mTypeError\u001b[0m: cannot unpack non-iterable AxesSubplot object" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "race_bar = merge3.set_index('Sub-borough Name')\n", "fig, ax = race_bar.plot.barh(fontsize=50, figsize=(30, 50))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Bronx**, **Queens** and **Manhattan** seem to have had a change in the race of majority population in the respective neighbourhoods. Parkchester and Pelham Parkway in **Bronx** used to be inhabited by a majority of Black or African American individuals but by 2017, the dynamic changed to American Indian or Chinese indicating cultural displacement. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AirBnb Geo-Spatial Analysis" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We have 25405 unique listings in New York in 2014.\n", "We have 41245 unique listings in New York in 2017.\n" ] } ], "source": [ "# Loading AirBnb 2014 and 2017 data\n", "\n", "airbnb2014 = pd.read_csv(\"./AirBnb2014.csv\")\n", "print('We have', airbnb2014.room_id.nunique(), 'unique listings in New York in 2014.')\n", "\n", "airbnb2017 = pd.read_csv(\"./AirBnb2017.csv\")\n", "print('We have', airbnb2017.room_id.nunique(), 'unique listings in New York in 2017.')" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "# Finding mean price for every neighborhood in 2014 and 2017\n", "\n", "subset_2014 = airbnb2014.groupby(['borough','neighborhood','latitude','longitude','reviews']).agg({'price': ['mean']})\n", "subset_2014.columns = ['mean_price']\n", "subset_2014 = subset_2014.reset_index()\n", "subset_2014['year'] = '2014'\n", "\n", "subset_2017 = airbnb2017.groupby(['borough','neighborhood','latitude','longitude','reviews']).agg({'price': ['mean']})\n", "subset_2017.columns = ['mean_price']\n", "subset_2017 = subset_2017.reset_index()\n", "subset_2017['year'] = '2017'" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Listings2014boroughlatitudelongitudeListings2017
neighborhood
Allerton14Bronx40.858397-73.86968620.0
Arverne8Queens40.586906-73.79968962.0
Astoria385Queens40.754248-73.915096833.0
Battery Park City109Manhattan40.704044-74.01657265.0
Bay Ridge51Brooklyn40.622239-74.026293103.0
\n", "
" ], "text/plain": [ " Listings2014 borough latitude longitude Listings2017\n", "neighborhood \n", "Allerton 14 Bronx 40.858397 -73.869686 20.0\n", "Arverne 8 Queens 40.586906 -73.799689 62.0\n", "Astoria 385 Queens 40.754248 -73.915096 833.0\n", "Battery Park City 109 Manhattan 40.704044 -74.016572 65.0\n", "Bay Ridge 51 Brooklyn 40.622239 -74.026293 103.0" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Creating a final listings dataset with longitude and latitude\n", "\n", "locations = subset_2014.groupby(\"neighborhood\").first()\n", "# selecting only the three columns I am interested in\n", "locations = locations.loc[:, [\"borough\",\n", " \"latitude\",\n", " \"longitude\"]]\n", "\n", "borough_2014 = subset_2014.groupby(\"neighborhood\").count()\n", "borough_2014 = borough_2014.iloc[:,[0]]\n", "borough_2014.columns= [\"Listings2014\"]\n", "\n", "\n", "borough_2017 = subset_2017.groupby(\"neighborhood\").count()\n", "borough_2017 = borough_2017.iloc[:,[0]]\n", "borough_2017.columns= [\"Listings2017\"]\n", "\n", "listing_counts = borough_2014.join(locations).join(borough_2017)\n", "listing_counts.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* I now have the final table with number of listings from 2014 and 2017. I will use _net listings_ to reflect neighborhoods that saw a growth/reduction in listings. The **tangerine circles** on the folium map reflect those neighborhoods that went through the an **increase** in listings, whereas **teal** circles represent areas with a **decrease** in listings. **The size of circles represents the magnitude of change.**" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "folium_map = folium.Map(location=[40.738, -73.98],\n", " zoom_start=10,\n", " tiles=\"CartoDB dark_matter\",\n", " width='100%')\n", "marker = folium.CircleMarker(location=[40.738, -73.98])\n", "marker.add_to(folium_map)\n", "\n", "for index, row in listing_counts.iterrows():\n", " \n", " net_listings = (row[\"Listings2017\"]-row[\"Listings2014\"])\n", " \n", " radius = net_listings/20\n", " \n", " popup_text = \"\"\"{}
\n", " 2014 Listings: {}
\n", " 2017 Listings: {}
\n", " net listings: {}\"\"\"\n", " \n", " popup_text = popup_text.format(row[\"borough\"],\n", " row[\"Listings2014\"],\n", " row[\"Listings2017\"],\n", " net_listings)\n", " \n", " if net_listings>0:\n", " color=\"#E37222\" # tangerine\n", " else:\n", " color=\"#0A8A9F\" # teal\n", " \n", " folium.CircleMarker(location=(row[\"latitude\"],\n", " row[\"longitude\"]),\n", " radius=radius,\n", " color=color,\n", " popup=popup_text,\n", " fill=True).add_to(folium_map)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "folium_map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Now, to see a similar trend in price we have to find the mean price for each neighborhood. This will be represented through a heat map which will show concentration in areas that had the most change in price." ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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price_mean_2014boroughlatitudelongitudeprice_mean_2017
neighborhood
Allerton72.357143Bronx40.858397-73.86968667.000000
Arverne110.125000Queens40.586906-73.799689140.306452
Astoria122.958442Queens40.754248-73.91509693.397359
Battery Park City375.339450Manhattan40.704044-74.016572218.015385
Bay Ridge98.235294Brooklyn40.622239-74.02629376.145631
\n", "
" ], "text/plain": [ " price_mean_2014 borough latitude longitude \\\n", "neighborhood \n", "Allerton 72.357143 Bronx 40.858397 -73.869686 \n", "Arverne 110.125000 Queens 40.586906 -73.799689 \n", "Astoria 122.958442 Queens 40.754248 -73.915096 \n", "Battery Park City 375.339450 Manhattan 40.704044 -74.016572 \n", "Bay Ridge 98.235294 Brooklyn 40.622239 -74.026293 \n", "\n", " price_mean_2017 \n", "neighborhood \n", "Allerton 67.000000 \n", "Arverne 140.306452 \n", "Astoria 93.397359 \n", "Battery Park City 218.015385 \n", "Bay Ridge 76.145631 " ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "locations_pct = subset_2014.groupby(\"neighborhood\").first()\n", "locations_pct = locations.loc[:, [\"borough\", \"latitude\", \"longitude\"]]\n", "\n", "price2014 = subset_2014.sort_values(by=['borough'])\n", "\n", "airbnb_price_2014 = price2014.groupby(['neighborhood']).agg({'mean_price': ['mean']})\n", "airbnb_price_2014.columns = ['price_mean_2014']\n", "\n", "price2017 = subset_2017.sort_values(by=['borough'])\n", "\n", "airbnb_price_2017 = price2017.groupby(['neighborhood']).agg({'mean_price': ['mean']})\n", "airbnb_price_2017.columns = ['price_mean_2017']\n", "\n", "price_pct = airbnb_price_2014.join(locations_pct).join(airbnb_price_2017)\n", "\n", "map_price = folium.Map(location=[40.738, -73.98],\n", " zoom_start=12,\n", " width='100%')\n", "\n", "heat_data = [[row['latitude'],row['longitude']] for index, row in price_pct.iterrows()]\n", "HeatMap(heat_data).add_to(map_price)\n", "\n", "price_pct.head()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "map_price" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* On analyzing both maps, we can see that **Bronx, Manhattan and Brooklyn** saw the most changes in price and listings. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on the k-means clustering analysis on gentrification, it was clear that Bronx and Brooklyn are the most gentrified neighbourhoods over the period 2014-2017. Visualization fo the airbnb data shows that there was a significant **increase in prices and listing in Bronx and Brooklyn** during this same period. Therefore, it can be concluded that gentrification is **poitively correlated** with the presence and expansion of airbnb. **Although causality cannot be established without further research, it is clear that airbnb and gentrification move hand-in-hand, at least in New York.**" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }