Final Project-Public Park Manhattan- Bronx

Warning in read.socrata(https://data.cityofnewyork.us/resource/enfh-gkve.csv): Dates and currency fields will be converted to character

Name	typecategory	subcategory	acres	borough	geometry
Grand Central Parkway Extension	Parkway	EXWY	249.389	Q	MULTIPOLYGON (((-73.85875 4…
Sunset Cove Park	Undeveloped	NA	9.375	Q	MULTIPOLYGON (((-73.82218 4…
Challenge Playground	Jointly Operated Playground	JOP	2.035	Q	MULTIPOLYGON (((-73.72738 4…
McLaughlin Playground	Playground	Neighborhood Plgd	0.356	Q	MULTIPOLYGON (((-73.76599 4…
Glen Oaks Oval	Community Park	Neighborhood Plgd	2.948	Q	MULTIPOLYGON (((-73.71535 4…

Dataframe used to create map

Name	borough	typecategory	acres	geometry
Heritage Park	R	Neighborhood Park	9.934	MULTIPOLYGON (((-74.12088 4…
Washington Square Park	M	Neighborhood Park	9.749	MULTIPOLYGON (((-73.99661 4…
Bryant Park	M	Neighborhood Park	9.603	MULTIPOLYGON (((-73.98341 4…
Bicentennial Veterans Memorial Park	X	Neighborhood Park	9.395	MULTIPOLYGON (((-73.81338 4…
Haffen Park	X	Neighborhood Park	9.238	MULTIPOLYGON (((-73.83763 4…

Create map ggplot

Reading layer `Borough Boundaries' from data source 
  `D:\Parson Schoool Of Design\Design Method\Lesson\Week1\Part2\data\processed\geo\Borough Boundaries.geojson' 
  using driver `GeoJSON'
Simple feature collection with 5 features and 4 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: -74.25559 ymin: 40.49613 xmax: -73.70001 ymax: 40.91553
Geodetic CRS:  WGS 84

Reading layer `nynta2020' from data source 
  `D:\Parson Schoool Of Design\Design Method\Lesson\Week1\Part2\data\raw\geo\nynta2020_23c\nynta2020.shp' 
  using driver `ESRI Shapefile'
Simple feature collection with 262 features and 11 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: 913175.1 ymin: 120128.4 xmax: 1067383 ymax: 272844.3
Projected CRS: NAD83 / New York Long Island (ftUS)

Dataframe use to analyse data

Name	borough	typecategory	acres	geometry
Washington Square Park	M	Neighborhood Park	9.749	MULTIPOLYGON (((-73.99661 4…
Bryant Park	M	Neighborhood Park	9.603	MULTIPOLYGON (((-73.98341 4…
Bicentennial Veterans Memorial Park	X	Neighborhood Park	9.395	MULTIPOLYGON (((-73.81338 4…
Haffen Park	X	Neighborhood Park	9.238	MULTIPOLYGON (((-73.83763 4…
Central Park	M	Flagship Park	840.01	MULTIPOLYGON (((-73.95773 4…
Henry Hudson Park	X	Neighborhood Park	8.972	MULTIPOLYGON (((-73.91974 4…
Castle Hill Park	X	Neighborhood Park	8.834	MULTIPOLYGON (((-73.84765 4…
City Hall Park	M	Neighborhood Park	8.8	MULTIPOLYGON (((-74.00749 4…
Aqueduct Walk	X	Community Park	8.607	MULTIPOLYGON (((-73.91288 4…
Bronx Park	X	Flagship Park	718.373	MULTIPOLYGON (((-73.87742 4…
Riverside Park South	M	Community Park	71.933	MULTIPOLYGON (((-73.98716 4…
Sara D. Roosevelt Park	M	Neighborhood Park	7.85	MULTIPOLYGON (((-73.99219 4…
Ewen Park	X	Neighborhood Park	7.84	MULTIPOLYGON (((-73.90966 4…
Bridge Park	X	Neighborhood Park	7.156	MULTIPOLYGON (((-73.92687 4…
Fort Tryon Park	M	Community Park	67.213	MULTIPOLYGON (((-73.93136 4…
Joyce Kilmer Park	X	Community Park	6.882	MULTIPOLYGON (((-73.92296 4…
The High Line	M	Community Park	6.73	MULTIPOLYGON (((-74.00194 4…
J. Hood Wright Park	M	Neighborhood Park	6.699	MULTIPOLYGON (((-73.9406 40…
Union Square Park	M	Community Park	6.51	MULTIPOLYGON (((-73.99023 4…
Brigadier General Charles Young Playground	M	Neighborhood Park	6.423	MULTIPOLYGON (((-73.93439 4…
Concrete Plant Park	X	Neighborhood Park	6.282	MULTIPOLYGON (((-73.88506 4…
Madison Square Park	M	Neighborhood Park	6.234	MULTIPOLYGON (((-73.98678 4…
Devoe Park	X	Neighborhood Park	5.44	MULTIPOLYGON (((-73.90427 4…
John V. Lindsay East River Park	M	Community Park	45.88	MULTIPOLYGON (((-73.98038 4…
Macombs Dam Park	X	Community Park	44.174	MULTIPOLYGON (((-73.92698 4…
Ferry Point Park	X	Flagship Park	413.8	MULTIPOLYGON (((-73.82677 4…
Aqueduct Walk	X	Community Park	4.926	MULTIPOLYGON (((-73.90295 4…
Grant Park	X	Neighborhood Park	4.72	MULTIPOLYGON (((-73.91226 4…
Washington’s Walk	X	Neighborhood Park	4.637	MULTIPOLYGON (((-73.90044 4…
Richman (Echo) Park	X	Neighborhood Park	4.385	MULTIPOLYGON (((-73.90092 4…
Jerome Park	X	Neighborhood Park	4.359	MULTIPOLYGON (((-73.88894 4…
Corlears Hook Park	M	Neighborhood Park	4.355	MULTIPOLYGON (((-73.9803 40…
Asphalt Green	M	Community Park	4.35	MULTIPOLYGON (((-73.94363 4…
Hamilton Fish Park	M	Community Park	4.3	MULTIPOLYGON (((-73.97977 4…
Colucci Playground	X	Neighborhood Park	4.0	MULTIPOLYGON (((-73.83397 4…
Claremont Park	X	Community Park	38.536	MULTIPOLYGON (((-73.90827 4…
St. Mary’s Park	X	Community Park	35.311	MULTIPOLYGON (((-73.9107 40…
Stuyvesant Square	M	Neighborhood Park	3.928	MULTIPOLYGON (((-73.98285 4…
Seward Park	M	Neighborhood Park	3.361	MULTIPOLYGON (((-73.98883 4…
John Jay Park	M	Community Park	3.312	MULTIPOLYGON (((-73.94904 4…
University Woods	X	Neighborhood Park	3.306	MULTIPOLYGON (((-73.91595 4…
Watson Gleason Playground	X	Neighborhood Park	3.301	MULTIPOLYGON (((-73.86906 4…
Holcombe Rucker Park	M	Neighborhood Park	3.05	MULTIPOLYGON (((-73.93659 4…
Morningside Park	M	Community Park	29.888	MULTIPOLYGON (((-73.95846 4…
Pelham Bay Park	X	Flagship Park	2771.747	MULTIPOLYGON (((-73.80309 4…
Battery Park City	M	Community Park	26.042	MULTIPOLYGON (((-74.01468 4…
Randall’s Island Park	M	Flagship Park	254.3	MULTIPOLYGON (((-73.92597 4…
Riverside Park	M	Community Park	253.168	MULTIPOLYGON (((-73.96103 4…
Recreational Area	M	Community Park	23.093	MULTIPOLYGON (((-73.94992 4…
St. Nicholas Park	M	Neighborhood Park	22.74	MULTIPOLYGON (((-73.95044 4…
The Battery	M	Neighborhood Park	21.88	MULTIPOLYGON (((-74.01637 4…
Soundview Park	X	Flagship Park	205.31	MULTIPOLYGON (((-73.86982 4…
Marcus Garvey Park	M	Community Park	20.165	MULTIPOLYGON (((-73.94591 4…
Isham Park	M	Community Park	20.132	MULTIPOLYGON (((-73.91988 4…
St. Vartan Park	M	Neighborhood Park	2.759	MULTIPOLYGON (((-73.97313 4…
Louis Cuvillier Park	M	Neighborhood Park	2.752	MULTIPOLYGON (((-73.93049 4…
Bella Abzug Park	M	Neighborhood Park	2.633	MULTIPOLYGON (((-74.00066 4…
P.O. Serrano Playground	X	Neighborhood Park	2.618	MULTIPOLYGON (((-73.84994 4…
Bathgate Playground	X	Neighborhood Park	2.5	MULTIPOLYGON (((-73.89369 4…
Damrosch Park	M	Community Park	2.443	MULTIPOLYGON (((-73.98398 4…
Loreto Playground	X	Community Park	2.181	MULTIPOLYGON (((-73.85137 4…
Harding Park	X	Neighborhood Park	2.16	MULTIPOLYGON (((-73.8564 40…
Washington Market Park	M	Neighborhood Park	2.15	MULTIPOLYGON (((-74.01088 4…
Vidalia Park	X	Neighborhood Park	2.136	MULTIPOLYGON (((-73.88061 4…
Sakura Park	M	Neighborhood Park	2.067	MULTIPOLYGON (((-73.96216 4…
Inwood Hill Park	M	Community Park	196.398	MULTIPOLYGON (((-73.92093 4…
Williamsbridge Oval	X	Neighborhood Park	19.749	MULTIPOLYGON (((-73.8777 40…
Fort Washington Park	M	Community Park	184.143	MULTIPOLYGON (((-73.94444 4…
Starlight Park	X	Neighborhood Park	17.064	MULTIPOLYGON (((-73.88159 4…
Franz Sigel Park	X	Community Park	15.99	MULTIPOLYGON (((-73.92642 4…
Thomas Jefferson Park	M	Community Park	15.524	MULTIPOLYGON (((-73.93489 4…
Sherman Creek	M	Neighborhood Park	15.383	MULTIPOLYGON (((-73.9221 40…
Harris Park	X	Neighborhood Park	15.32	MULTIPOLYGON (((-73.88995 4…
Rev. T. Wendell Foster Park and Recreation Center	X	Community Park	15.049	MULTIPOLYGON (((-73.9224 40…
Walter Gladwin Park	X	Neighborhood Park	15.0	MULTIPOLYGON (((-73.89478 4…
Carl Schurz Park	M	Neighborhood Park	14.938	MULTIPOLYGON (((-73.94198 4…
Highbridge Park	M	Community Park	130.1	MULTIPOLYGON (((-73.93212 4…
Riverside Park	M	Neighborhood Park	13.35	MULTIPOLYGON (((-73.95194 4…
Crotona Park	X	Flagship Park	127.5	MULTIPOLYGON (((-73.88948 4…
Jackie Robinson Park	M	Neighborhood Park	12.772	MULTIPOLYGON (((-73.93941 4…
Barretto Point Park	X	Neighborhood Park	12.224	MULTIPOLYGON (((-73.88723 4…
Van Cortlandt Park	X	Flagship Park	1146.43	MULTIPOLYGON (((-73.8856 40…
Seton Park	X	Community Park	11.689	MULTIPOLYGON (((-73.9148 40…
Mill Pond Park	X	Neighborhood Park	11.57	MULTIPOLYGON (((-73.93129 4…
St. James Park	X	Neighborhood Park	11.39	MULTIPOLYGON (((-73.89611 4…
Tompkins Square Park	M	Neighborhood Park	10.502	MULTIPOLYGON (((-73.98126 4…
Andrew Haswell Green Park	M	Neighborhood Park	1.984	MULTIPOLYGON (((-73.95637 4…
Playground One Thirty Four CXXXIV	X	Neighborhood Park	1.95	MULTIPOLYGON (((-73.91676 4…
Frederick Douglass Playground	M	Neighborhood Park	1.945	MULTIPOLYGON (((-73.96759 4…
Amelia Gorman Park	M	Neighborhood Park	1.89	MULTIPOLYGON (((-73.93172 4…
Colgate Close	X	Neighborhood Park	1.871	MULTIPOLYGON (((-73.88163 4…
Mapes Park	X	Neighborhood Park	1.868	MULTIPOLYGON (((-73.88506 4…
Bennett Park	M	Neighborhood Park	1.8	MULTIPOLYGON (((-73.93793 4…
Cedar Playground	X	Neighborhood Park	1.8	MULTIPOLYGON (((-73.91697 4…
Brust Park	X	Neighborhood Park	1.79	MULTIPOLYGON (((-73.90324 4…
Alfred E. Smith Playground	M	Community Park	1.75	MULTIPOLYGON (((-73.99741 4…
East River Esplanade	M	Neighborhood Park	1.735	MULTIPOLYGON (((-73.9688 40…
James J Walker Park	M	Neighborhood Park	1.67	MULTIPOLYGON (((-74.00672 4…
Wagner Houses Pool	M	Community Park	1.64	MULTIPOLYGON (((-73.93163 4…
Percy E. Sutton Playground	M	Neighborhood Park	1.635	MULTIPOLYGON (((-73.93466 4…
Bellevue South Park	M	Neighborhood Park	1.593	MULTIPOLYGON (((-73.97742 4…
Battery Park City	M	Neighborhood Park	1.556	MULTIPOLYGON (((-74.01772 4…
Dry Dock Playground	M	Community Park	1.5	MULTIPOLYGON (((-73.97524 4…
Luther Gulick Park	M	Neighborhood Park	1.451	MULTIPOLYGON (((-73.98122 4…
Sheltering Arms Playground	M	Community Park	1.43	MULTIPOLYGON (((-73.95626 4…
Owen F. Dolen Park	X	Neighborhood Park	1.4	MULTIPOLYGON (((-73.84301 4…
St. Catherine’s Park	M	Neighborhood Park	1.383	MULTIPOLYGON (((-73.95842 4…
Melrose Commons Park	X	Neighborhood Park	1.381	MULTIPOLYGON (((-73.91233 4…
Tanahey Playground	M	Neighborhood Park	1.254	MULTIPOLYGON (((-73.99601 4…
Stanley Isaacs Playground	M	Neighborhood Park	1.227	MULTIPOLYGON (((-73.94447 4…
Corporal John A. Seravalli Playground	M	Neighborhood Park	1.143	MULTIPOLYGON (((-74.00431 4…
Yolanda García Park	X	Neighborhood Park	1.075	MULTIPOLYGON (((-73.91324 4…
Playground 103 CIII	M	Neighborhood Park	1.052	MULTIPOLYGON (((-73.93879 4…
West Farms Rapids	X	Neighborhood Park	1.016	MULTIPOLYGON (((-73.87746 4…
Monsignor Kett Playground	M	Neighborhood Park	1.0	MULTIPOLYGON (((-73.92047 4…
Captain William Harry Thompson Playground	X	Neighborhood Park	1.0	MULTIPOLYGON (((-73.87723 4…
Blake Hobbs Playground	M	Neighborhood Park	1.0	MULTIPOLYGON (((-73.94364 4…
Martin Luther King, Jr. Playground	M	Neighborhood Park	1.0	MULTIPOLYGON (((-73.9509 40…
Ruppert Park	M	Neighborhood Park	0.997	MULTIPOLYGON (((-73.94998 4…
Garrison Park	X	Neighborhood Park	0.995	MULTIPOLYGON (((-73.88443 4…
Abraham Lincoln Playground	M	Community Park	0.991	MULTIPOLYGON (((-73.93683 4…
Rock Garden Park	X	Neighborhood Park	0.977	MULTIPOLYGON (((-73.88471 4…
Ranaqua Playground	X	Neighborhood Park	0.972	MULTIPOLYGON (((-73.92192 4…
Mae Grant Playground	M	Neighborhood Park	0.97	MULTIPOLYGON (((-73.94896 4…
Cherry Tree Park	M	Neighborhood Park	0.95	MULTIPOLYGON (((-73.94706 4…
Fox Park	X	Neighborhood Park	0.94	MULTIPOLYGON (((-73.89784 4…
Estella Diggs Park	X	Neighborhood Park	0.919	MULTIPOLYGON (((-73.90566 4…
Virginia Park	X	Neighborhood Park	0.918	MULTIPOLYGON (((-73.86202 4…
Estella Diggs Park	X	Neighborhood Park	0.903	MULTIPOLYGON (((-73.90566 4…
Highbridge Park	X	Neighborhood Park	0.82	MULTIPOLYGON (((-73.9263 40…
Risse Street Park	X	Neighborhood Park	0.806	MULTIPOLYGON (((-73.88534 4…
Vladeck Park	M	Neighborhood Park	0.789	MULTIPOLYGON (((-73.98182 4…
First Park	M	Neighborhood Park	0.763	MULTIPOLYGON (((-73.99042 4…
Samuel N. Bennerson 2nd Playground	M	Neighborhood Park	0.749	MULTIPOLYGON (((-73.98653 4…
Railroad Park	X	Neighborhood Park	0.732	MULTIPOLYGON (((-73.91487 4…
Mapes Pool	X	Neighborhood Park	0.68	MULTIPOLYGON (((-73.88576 4…
Canal Park	M	Neighborhood Park	0.669	MULTIPOLYGON (((-74.01078 4…
O’Neill Triangle	X	Neighborhood Park	0.636	MULTIPOLYGON (((-73.91094 4…
Vesuvio Playground	M	Neighborhood Park	0.635	MULTIPOLYGON (((-74.00264 4…
Dr. Ronald E. McNair Playground	M	Neighborhood Park	0.603	MULTIPOLYGON (((-73.93788 4…
Penn South Playground	M	Neighborhood Park	0.6	MULTIPOLYGON (((-73.99827 4…
Peter Detmold Park	M	Neighborhood Park	0.588	MULTIPOLYGON (((-73.96439 4…
Hell’s Kitchen Park	M	Neighborhood Park	0.576	MULTIPOLYGON (((-73.99238 4…
Fiorello La Guardia Park	M	Neighborhood Park	0.545	MULTIPOLYGON (((-73.99773 4…
Dr. Gertrude B. Kelly Playground	M	Neighborhood Park	0.525	MULTIPOLYGON (((-74.00198 4…
Clement Clarke Moore Park	M	Neighborhood Park	0.489	MULTIPOLYGON (((-74.00388 4…
Charlton Garden	X	Neighborhood Park	0.488	MULTIPOLYGON (((-73.90682 4…
Bleecker Playground	M	Neighborhood Park	0.477	MULTIPOLYGON (((-74.00543 4…
Robert L. Clinkscales Playground and Community Garden	M	Neighborhood Park	0.436	MULTIPOLYGON (((-73.93969 4…
Hunts Point Riverside Park	X	Neighborhood Park	0.426	MULTIPOLYGON (((-73.88141 4…
Joseph C. Sauer Park	M	Neighborhood Park	0.403	MULTIPOLYGON (((-73.97938 4…
Harlem Art Park	M	Neighborhood Park	0.347	MULTIPOLYGON (((-73.93847 4…
Rev Lena Irons Unity Park	X	Neighborhood Park	0.342	MULTIPOLYGON (((-73.90636 4…
Rapkin-Gayle Plaza	M	Neighborhood Park	0.287	MULTIPOLYGON (((-73.99943 4…
Sutton Place Park	M	Neighborhood Park	0.268	MULTIPOLYGON (((-73.95996 4…
Detective Omar Edwards Park	M	Neighborhood Park	0.252	MULTIPOLYGON (((-73.93495 4…
Eae J Mitchell Park	X	Neighborhood Park	0.183	MULTIPOLYGON (((-73.88417 4…

Race analysis in Manhattan & The Bronx Import the raw data of Asian Ancestry from the American Community Survey

Create map by using ggplot

Import Neighborhood Tabulation Areas for NYC

Asian ancestry statistic in each borough

Import the raw data of Hispanic Ancestry from the American Community Survey

Create map by using ggplot

st_crs(hispanic)to print in console the projections of data frame

Import the raw data of Black Ancestry from the American Community Survey

Create map by using ggplot

st_crs(black)to print in console the projections of data frame

Import Neighborhood Tabulation Areas for NYC

Black ancestry statistic in each borough

Import the raw data of White Ancestry from the American Community Survey

Create map by using ggplot

Import Neighborhood Tabulation Areas for NYC

White ancestry statistic in each borough

Median Household Income