Merge pull request #4 from mwangcy/main

Progress for the project - Team B
BU-Spark · Oct 7, 2024 · f8f0ce0 · f8f0ce0
2 parents 1064bc5 + 7d18ea0
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diff --git a/.gitignore b/.gitignore
@@ -168,3 +168,6 @@ $RECYCLE.BIN/
 
 # .nfs files are created when an open file is removed but is still being accessed
 .nfs*
+
+.env
+path/to/env/
diff --git a/census/ACSDP5Y2011.DP04-Data.csv b/census/ACSDP5Y2011.DP04-Data.csv
diff --git a/census/ACSDP5Y2012.DP04-Data.csv b/census/ACSDP5Y2012.DP04-Data.csv
diff --git a/census/ACSDP5Y2013.DP04-Data.csv b/census/ACSDP5Y2013.DP04-Data.csv
diff --git a/census/ACSDP5Y2014.DP04-Data.csv b/census/ACSDP5Y2014.DP04-Data.csv
diff --git a/census/ACSDP5Y2015.DP04-Data.csv b/census/ACSDP5Y2015.DP04-Data.csv
diff --git a/census/ACSDP5Y2016.DP04-Data.csv b/census/ACSDP5Y2016.DP04-Data.csv
diff --git a/census/ACSDP5Y2017.DP04-Data.csv b/census/ACSDP5Y2017.DP04-Data.csv
diff --git a/census/ACSDP5Y2018.DP04-Data.csv b/census/ACSDP5Y2018.DP04-Data.csv
diff --git a/census/ACSDP5Y2019.DP04-Data.csv b/census/ACSDP5Y2019.DP04-Data.csv
diff --git a/census/ACSDP5Y2020.DP04-Data.csv b/census/ACSDP5Y2020.DP04-Data.csv
diff --git a/census/ACSDP5Y2021.DP04-Data.csv b/census/ACSDP5Y2021.DP04-Data.csv
diff --git a/census/ACSDP5Y2022.DP04-Data.csv b/census/ACSDP5Y2022.DP04-Data.csv
diff --git a/fa24-team-b/README.md b/fa24-team-b/README.md
@@ -1 +1 @@
-Add new project description here
+Folder containing the main topics that the customer wants to find answers to.
diff --git a/fa24-team-b/housing/District 7 - Team B - answers.pdf b/fa24-team-b/housing/District 7 - Team B - answers.pdf
diff --git a/fa24-team-b/housing/README.md b/fa24-team-b/housing/README.md
@@ -0,0 +1 @@
+Folder containing the subfolders with data and notebooks used to answer the questions asked by the customer
diff --git a/fa24-team-b/housing/data/README.md b/fa24-team-b/housing/data/README.md
@@ -0,0 +1 @@
+Folder containing the data used during our analysis.
diff --git a/fa24-team-b/housing/data/census b/fa24-team-b/housing/data/census
@@ -0,0 +1 @@
+
diff --git a/fa24-team-b/housing/data/d7-income-restricted-housing.csv b/fa24-team-b/housing/data/d7-income-restricted-housing.csv
diff --git a/fa24-team-b/housing/data/d7-rentsmart.csv b/fa24-team-b/housing/data/d7-rentsmart.csv
diff --git a/fa24-team-b/housing/data/income-restricted-housing-inventory-2022.csv b/fa24-team-b/housing/data/income-restricted-housing-inventory-2022.csv
diff --git a/fa24-team-b/housing/data/income_restricted/README.md b/fa24-team-b/housing/data/income_restricted/README.md
@@ -0,0 +1 @@
+CSV files containing income-restricted housing data for the years 2018, 2020, 2021, and 2022. These datasets will be used for analysis and comparison of trends over the specified years.
diff --git a/fa24-team-b/housing/data/income_restricted/income_restricted_2018.csv b/fa24-team-b/housing/data/income_restricted/income_restricted_2018.csv
diff --git a/fa24-team-b/housing/data/income_restricted/income_restricted_2020.csv b/fa24-team-b/housing/data/income_restricted/income_restricted_2020.csv
diff --git a/fa24-team-b/housing/data/income_restricted/income_restricted_2021.csv b/fa24-team-b/housing/data/income_restricted/income_restricted_2021.csv
diff --git a/fa24-team-b/housing/data/income_restricted/income_restricted_2022.csv b/fa24-team-b/housing/data/income_restricted/income_restricted_2022.csv
diff --git a/fa24-team-b/housing/data/rentsmart.csv b/fa24-team-b/housing/data/rentsmart.csv
diff --git a/fa24-team-b/housing/data/south-end-restricted-income-housing.csv b/fa24-team-b/housing/data/south-end-restricted-income-housing.csv
@@ -0,0 +1,105 @@
+Project_Name,Neighborhood,Zip Code,TtlProjUnits,RentUnits,OwnUnits,TtlMarket,MarketRent,MarketOwn,Total Income-Restricted,Income-Restricted Rental,Income-Restricted Ownership,Tenure,Public/ Private,Includes Senior Units?,Section 8,D7
+Bates School/Artblock 731,south end,2118.0,54,0,54,30.0,0.0,30.0,24,0,24.0,Ownership,Private,,,0
+Bradley Properties,south end,2118.0,70,70,0,0.0,0.0,0.0,70,70,0.0,Rental,Private,,Y,0
+Brownstone Apartments,south end,2118.0,75,75,0,0.0,0.0,0.0,75,75,0.0,Rental,Private,,Y,1
+Casas Borinquen,south end,2118.0,36,36,0,0.0,0.0,0.0,36,36,0.0,Rental,Private,,Y,0
+Castle Square,south end,2116.0,500,500,0,0.0,0.0,0.0,500,500,0.0,Rental,Private,,Y,0
+Cathedral (2-6),south end,2118.0,414,414,0,0.0,0.0,0.0,414,414,0.0,Rental,Public,,,0
+Clarendon Square,south end,2116.0,60,0,60,51.0,0.0,51.0,9,0,9.0,Ownership,Private,,,0
+Clarendon-Warren Condominium,south end,2116.0,31,0,31,21.0,0.0,21.0,10,0,10.0,Ownership,Private,,,0
+Concord Houses,south end,2118.0,181,181,0,10.0,10.0,0.0,171,171,0.0,Rental,Private,Y,,1
+Concord St. Elder Housing,south end,2118.0,40,40,0,0.0,0.0,0.0,40,40,0.0,Rental,Private,Y,Y,0
+D4 Police Station,south end,2136.0,26,0,26,24.0,0.0,24.0,2,0,2.0,Ownership,Private,,,0
+Dover Lofts,south end,2118.0,16,0,16,14.0,0.0,14.0,2,0,2.0,Ownership,Private,,,0
+Dwight St Apts,south end,2118.0,9,9,0,0.0,0.0,0.0,9,9,0.0,Rental,Private,,,0
+East Berkeley Street,south end,2118.0,35,11,24,12.0,0.0,12.0,23,11,12.0,Ownership/Rental,Private,,,0
+East Canton St Apts,south end,2118.0,80,80,0,0.0,0.0,0.0,80,80,0.0,Rental,Private,Y,Y,0
+East Springfield/Northampton Streets,south end,2118.0,10,0,10,1.0,0.0,1.0,9,0,9.0,Ownership,Private,,,0
+Ebenezer Homes,south end,2118.0,32,32,0,0.0,0.0,0.0,32,32,0.0,Rental,Private,Y,Y,0
+ETC Associates,south end,2118.0,71,71,0,0.0,0.0,0.0,71,71,0.0,Rental,Private,,Y,0
+Eva White (2-41),south end,2116.0,102,102,0,0.0,0.0,0.0,102,102,0.0,Rental,Public,Y,,0
+Franklin Square House,south end,2118.0,193,193,0,0.0,0.0,0.0,193,193,0.0,Rental,Private,Y,Y,0
+Frederick Douglass (2-44A),south end,2118.0,76,76,0,0.0,0.0,0.0,76,76,0.0,Rental,Public,Y,,1
+Gatehouse Units,south end,2118.0,14,14,0,0.0,0.0,0.0,14,14,0.0,Rental,Private,,,0
+Gateway Terrace - Dover Residences,south end,2119.0,133,0,133,120.0,0.0,120.0,13,0,13.0,Ownership,Private,,,0
+Haley House,south end,2118.0,26,26,0,0.0,0.0,0.0,26,26,0.0,Rental,Private,,Y,0
+Harrison Commons,south end,2118.0,196,9,187,186.0,0.0,186.0,10,9,1.0,Ownership/Rental,Private,,,0
+Harrison-Albany Block Building A,south end,2118.0,299,299,0,269.0,269.0,0.0,30,30,0.0,Rental,Private,,,0
+Historic South End Apartments,south end,2116.0,146,146,0,0.0,0.0,0.0,146,146,0.0,Rental,Private,,Y,1
+Homes at Peter's Park,south end,2118.0,10,0,10,7.0,0.0,7.0,3,0,3.0,Ownership,Private,,,0
+IBA SRO Collaborative,south end,2118.0,11,11,0,0.0,0.0,0.0,11,11,0.0,Rental,Private,,,0
+Ink Block (Buildings 1-3),south end,2118.0,315,315,0,274.0,274.0,0.0,41,41,0.0,Rental,Private,,,0
+Ink Block Sepia (Building 4),south end,2118.0,77,0,77,69.0,0.0,69.0,8,0,8.0,Ownership,Private,,,0
+Ink Block Siena (Building 5),south end,2118.0,76,0,76,74.0,0.0,74.0,2,0,2.0,Ownership,Private,,,0
+Interfaith Apartments,south end,2118.0,69,69,0,0.0,0.0,0.0,69,69,0.0,Rental,Private,,Y,0
+Laconia Condominiums,south end,2124.0,99,0,99,71.0,0.0,71.0,28,0,28.0,Ownership,Private,,,0
+Lancaster House Condominium,south end,2118.0,4,0,4,0.0,0.0,0.0,4,0,4.0,Ownership,Private,,,0
+Langham Court,south end,2118.0,84,84,0,29.0,29.0,0.0,55,55,0.0,Rental,Private,,,1
+Lawrence Court,south end,2116.0,12,0,12,9.0,0.0,9.0,3,0,3.0,Ownership,Private,,,0
+Methunion Manor Coop,south end,2116.0,149,149,0,0.0,0.0,0.0,149,149,0.0,Rental,Private,,Y,0
+Ming's Restaurant,south end,2118.0,38,38,0,37.0,37.0,0.0,1,1,0.0,Rental,Private,,,???
+Minot Hall Condominium,south end,2118.0,45,0,45,42.0,0.0,42.0,3,0,3.0,Ownership,Private,,,1
+Mystic Studios,south end,2118.0,32,32,0,26.0,26.0,0.0,6,6,0.0,Rental,Private,,,0
+Penny Savings,south end,2118.0,23,0,23,21.0,0.0,21.0,2,0,2.0,Ownership,Private,,,0
+Pine Street Harrison (SPO),south end,2118.0,11,11,0,0.0,0.0,0.0,11,11,0.0,Rental,Private,,,0
+Pine Street Inn (689-1),south end,2118.0,150,150,0,0.0,0.0,0.0,150,150,0.0,Rental,Public,,,0
+Rollins Square - Parcel 32C,south end,2118.0,184,37,147,74.0,0.0,74.0,110,37,73.0,Ownership/Rental,Private,?,,0
+Rutland Square,south end,2118.0,5,5,0,0.0,0.0,0.0,5,5,0.0,Rental,Private,,,1
+Rutland/East Springfield St (2-74),south end,2118.0,13,13,0,0.0,0.0,0.0,13,13,0.0,Rental,Public,,,1
+SECHC Cumston St,south end,2118.0,58,0,58,51.0,0.0,51.0,7,0,7.0,Ownership,Private,,,0
+SETH APARTMENTS I,south end,2118.0,185,185,0,0.0,0.0,0.0,185,185,0.0,Rental,Private,,Y,0
+Shawmut Ave Lodging House,south end,2118.0,15,15,0,0.0,0.0,0.0,15,15,0.0,Rental,Private,,,0
+South End CHC,south end,2118.0,60,2,58,54.0,0.0,54.0,6,2,4.0,Ownership/Rental,Private,,,0
+South End Coop. Housing,south end,2118.0,75,75,0,2.0,2.0,0.0,73,73,0.0,Rental,Private,,,1
+South End Tenants I,south end,2118.0,100,100,0,0.0,0.0,0.0,100,100,0.0,Rental,Private,Y,Y,0
+South End Tenants II,south end,2116.0,185,185,0,0.0,0.0,0.0,185,185,0.0,Rental,Private,,Y,0
+St Helena House,south end,2118.0,74,74,0,1.0,1.0,0.0,73,73,0.0,Rental,Private,Y,Y,0
+Suppressed1,south end,2118.0,17,17,0,0.0,0.0,0.0,17,17,0.0,Rental,Private,,,???
+Suppressed16,south end,2118.0,15,15,0,0.0,0.0,0.0,15,15,0.0,Rental,Private,,,???
+Suppressed21,south end,2118.0,3,3,0,0.0,0.0,0.0,3,3,0.0,Rental,Private,,,???
+Taino Tower,south end,2118.0,27,0,27,12.0,0.0,12.0,15,0,15.0,Ownership,Private,,,0
+TDC III,south end,2118.0,61,61,0,46.0,46.0,0.0,15,15,0.0,Rental,Private,,,1
+Tent City,south end,2116.0,270,270,0,0.0,0.0,0.0,270,270,0.0,Rental,Private,,,0
+The 1850 Condominium,south end,2118.0,87,0,87,76.0,0.0,76.0,11,0,11.0,Ownership,Private,,,0
+The Brownstones,south end,2116.0,35,35,0,28.0,28.0,0.0,7,7,0.0,Rental,Private,,,1
+The Bryant,south end,2116.0,50,0,50,48.0,0.0,48.0,2,0,2.0,Ownership,Private,,,0
+The Chester,south end,2118.0,17,17,0,7.0,7.0,0.0,10,10,0.0,Rental,Private,,Y,1
+Torre Unidad (2-49),south end,2118.0,201,201,0,0.0,0.0,0.0,201,201,0.0,Rental,Public,Y,,0
+Troy Boston,south end,2118.0,378,378,0,340.0,340.0,0.0,38,38,0.0,Rental,Private,,,0
+Upton Street Lodging House,south end,2136.0,19,19,0,1.0,1.0,0.0,18,18,0.0,Rental,Private,,,0
+Upton Street Lodging House Units,south end,2118.0,19,19,0,1.0,1.0,0.0,18,18,0.0,Rental,Private,,,0
+Victoria Apartments,south end,2118.0,190,190,0,0.0,0.0,0.0,190,190,0.0,Rental,Private,,Y,0
+Victory House,south end,2118.0,6,6,0,0.0,0.0,0.0,6,6,0.0,Rental,Private,,,0
+Viviendas Associates I,south end,2118.0,181,181,0,0.0,0.0,0.0,181,181,0.0,Rental,Private,,Y,0
+Viviendas La Victoria II,south end,2118.0,190,190,0,0.0,0.0,0.0,190,190,0.0,Rental,Private,,,0
+Wareham Lofts,south end,2118.0,28,0,28,25.0,0.0,25.0,3,0,3.0,Ownership,Private,,,0
+Warren Avenue Apts,south end,2116.0,30,30,0,1.0,1.0,0.0,29,29,0.0,Rental,Private,,Y,0
+Washington Manor (2-44C),south end,2118.0,77,77,0,0.0,0.0,0.0,77,77,0.0,Rental,Public,Y,,1
+Waterford Place,south end,2118.0,40,40,0,14.0,14.0,0.0,26,26,0.0,Rental,Private,,,0
+West Fenway Elderly,south end,2118.0,5,5,0,0.0,0.0,0.0,5,5,0.0,Rental,Private,Y,,0
+West Newton Street (2-58),south end,2118.0,149,149,0,0.0,0.0,0.0,149,149,0.0,Rental,Public,,,1
+Wilkes Passage Loft Condominium,south end,2118.0,155,0,155,135.0,0.0,135.0,20,0,20.0,Ownership,Private,,,0
+Worcester Square,south end,2118.0,31,31,0,0.0,0.0,0.0,31,31,0.0,Rental,Private,,,0
+x & x St George Street Condominium,south end,2118.0,29,0,29,15.0,0.0,15.0,14,0,14.0,Ownership,Private,,,0
+x Albany Street,south end,2118.0,40,0,40,35.0,0.0,35.0,5,0,5.0,Ownership,Private,,,0
+x and 380 Harrison Ave,south end,2118.0,273,172,101,218.0,120.0,98.0,55,52,3.0,Ownership/Rental,Private,,,0
+x Columbus Ave Conversion,south end,2116.0,62,0,62,54.0,0.0,54.0,8,0,8.0,Ownership,Private,,,1
+x East Brookline,south end,2118.0,6,0,6,5.0,0.0,5.0,1,0,1.0,Ownership,Private,,,0
+x East Springfield St,south end,2118.0,5,5,0,0.0,0.0,0.0,5,5,0.0,Rental,Private,,Y,0
+x Greenwich Park*,south end,2118.0,5,5,0,0.0,0.0,0.0,5,5,0.0,Rental,Private,,,1
+x Harrison Ave,south end,2118.0,585,585,0,527.0,527.0,0.0,58,58,0.0,Rental,Private,,,1
+x Harrison Ave Condos,south end,2118.0,39,0,39,36.0,0.0,36.0,3,0,3.0,Ownership,Private,,,1
+x Harrison Avenue,south end,2118.0,4,0,4,3.0,0.0,3.0,1,0,1.0,Ownership/Rental,Private,,,1
+x Massachusetts Avenue,south end,2118.0,10,0,10,8.0,0.0,8.0,2,0,2.0,Ownership,Private,,,0
+x Tremont,south end,2118.0,4,4,0,3.0,3.0,0.0,1,1,0.0,Rental,Private,,,0
+x Tremont St,south end,2118.0,7,7,0,0.0,0.0,0.0,7,7,0.0,Rental,Private,,,0
+x W Newton St,south end,2118.0,28,28,0,1.0,1.0,0.0,27,27,0.0,Rental,Private,,,0
+x Wareham,south end,2118.0,18,0,18,16.0,0.0,16.0,2,0,2.0,Ownership,Private,,,0
+x Washington St,south end,2118.0,15,15,0,,0.0,0.0,15,15,0.0,Rental,public,,,0
+xx Albany St,south end,2118.0,180,180,0,156.0,156.0,0.0,24,24,0.0,Rental,Private,,,0
+xx Harrison Ave,south end,2118.0,84,0,84,34.0,0.0,34.0,50,0,50.0,Ownership,Private,,,1
+xxx Harrison Ave,south end,2118.0,225,162,63,194.0,137.0,57.0,31,25,6.0,Ownership/Rental,Private,,,1
+xxxxxxx Washington St,south end,2118.0,33,33,0,2.0,2.0,0.0,31,31,0.0,Rental,Private,,,0
+xxxxxxxx Washington St,south end,2119.0,31,0,31,27.0,0.0,27.0,4,0,4.0,Ownership,Private,,,0
+YWCA Berkeley,south end,2116.0,208,208,0,168.0,168.0,0.0,40,40,0.0,Rental,Private,,,0
+Zebra Condominium,south end,2118.0,10,7,3,7.0,7.0,0.0,3,0,3.0,Ownership/Rental,Private,,,1