311 NYC Open Data HPD
311 complaints made to the housing preservation department
@kaggle.sousablde_311_nyc_open_data_hpd
311 complaints made to the housing preservation department
@kaggle.sousablde_311_nyc_open_data_hpd
These datasets were added to empower people to explore what are the housing complaints that affect New York the most. I added PLUTO data to enrich the set with building features and characteristics.
The data was acquired from opendata and filtered for only HPD, PLUTO adds information about building features and is divided by boroughs.
Al the pictures from the banner are by Photo by Colton Duke on Unsplash
I would love to see what you find to be the most abundant complaints and if you could predict which ones will keep increasing in the future.
CREATE TABLE qn_18v1 (
"borough" VARCHAR,
"block" BIGINT,
"lot" BIGINT,
"cd" BIGINT,
"ct2010" DOUBLE,
"cb2010" DOUBLE,
"schooldist" DOUBLE,
"council" DOUBLE,
"zipcode" DOUBLE,
"firecomp" VARCHAR,
"policeprct" DOUBLE,
"healthcenterdistrict" DOUBLE,
"healtharea" DOUBLE,
"sanitboro" DOUBLE,
"sanitdistrict" DOUBLE,
"sanitsub" VARCHAR,
"address" VARCHAR,
"zonedist1" VARCHAR,
"zonedist2" VARCHAR,
"zonedist3" VARCHAR,
"zonedist4" VARCHAR,
"overlay1" VARCHAR,
"overlay2" VARCHAR,
"spdist1" VARCHAR,
"spdist2" VARCHAR,
"spdist3" VARCHAR,
"ltdheight" VARCHAR,
"splitzone" VARCHAR,
"bldgclass" VARCHAR,
"landuse" DOUBLE,
"easements" BIGINT,
"ownertype" VARCHAR,
"ownername" VARCHAR,
"lotarea" BIGINT,
"bldgarea" BIGINT,
"comarea" BIGINT,
"resarea" BIGINT,
"officearea" BIGINT,
"retailarea" BIGINT,
"garagearea" BIGINT,
"strgearea" BIGINT,
"factryarea" BIGINT,
"otherarea" BIGINT,
"areasource" BIGINT,
"numbldgs" BIGINT,
"numfloors" DOUBLE,
"unitsres" BIGINT,
"unitstotal" BIGINT,
"lotfront" DOUBLE,
"lotdepth" DOUBLE,
"bldgfront" DOUBLE,
"bldgdepth" DOUBLE,
"ext" VARCHAR,
"proxcode" DOUBLE,
"irrlotcode" VARCHAR,
"lottype" DOUBLE,
"bsmtcode" DOUBLE,
"assessland" BIGINT,
"assesstot" BIGINT,
"exemptland" BIGINT,
"exempttot" BIGINT,
"yearbuilt" BIGINT,
"yearalter1" BIGINT,
"yearalter2" BIGINT,
"histdist" VARCHAR,
"landmark" VARCHAR,
"builtfar" DOUBLE,
"residfar" DOUBLE,
"commfar" DOUBLE,
"facilfar" DOUBLE,
"borocode" BIGINT,
"bbl" BIGINT,
"condono" BIGINT,
"tract2010" BIGINT,
"xcoord" DOUBLE,
"ycoord" DOUBLE,
"zonemap" VARCHAR,
"zmcode" VARCHAR,
"sanborn" VARCHAR,
"taxmap" DOUBLE,
"edesignum" VARCHAR,
"appbbl" DOUBLE,
"appdate" TIMESTAMP,
"plutomapid" BIGINT,
"firm07_flag" DOUBLE,
"pfirm15_flag" DOUBLE,
"version" VARCHAR
);
CREATE TABLE bk_18v1 (
"borough" VARCHAR,
"block" BIGINT,
"lot" BIGINT,
"cd" BIGINT,
"ct2010" DOUBLE,
"cb2010" DOUBLE,
"schooldist" DOUBLE,
"council" DOUBLE,
"zipcode" DOUBLE,
"firecomp" VARCHAR,
"policeprct" DOUBLE,
"healthcenterdistrict" DOUBLE,
"healtharea" DOUBLE,
"sanitboro" DOUBLE,
"sanitdistrict" DOUBLE,
"sanitsub" VARCHAR,
"address" VARCHAR,
"zonedist1" VARCHAR,
"zonedist2" VARCHAR,
"zonedist3" VARCHAR,
"zonedist4" VARCHAR,
"overlay1" VARCHAR,
"overlay2" VARCHAR,
"spdist1" VARCHAR,
"spdist2" VARCHAR,
"spdist3" VARCHAR,
"ltdheight" VARCHAR,
"splitzone" VARCHAR,
"bldgclass" VARCHAR,
"landuse" DOUBLE,
"easements" BIGINT,
"ownertype" VARCHAR,
"ownername" VARCHAR,
"lotarea" BIGINT,
"bldgarea" BIGINT,
"comarea" BIGINT,
"resarea" BIGINT,
"officearea" BIGINT,
"retailarea" BIGINT,
"garagearea" BIGINT,
"strgearea" BIGINT,
"factryarea" BIGINT,
"otherarea" BIGINT,
"areasource" BIGINT,
"numbldgs" BIGINT,
"numfloors" DOUBLE,
"unitsres" BIGINT,
"unitstotal" BIGINT,
"lotfront" DOUBLE,
"lotdepth" DOUBLE,
"bldgfront" DOUBLE,
"bldgdepth" DOUBLE,
"ext" VARCHAR,
"proxcode" DOUBLE,
"irrlotcode" VARCHAR,
"lottype" DOUBLE,
"bsmtcode" DOUBLE,
"assessland" BIGINT,
"assesstot" BIGINT,
"exemptland" BIGINT,
"exempttot" BIGINT,
"yearbuilt" BIGINT,
"yearalter1" BIGINT,
"yearalter2" BIGINT,
"histdist" VARCHAR,
"landmark" VARCHAR,
"builtfar" DOUBLE,
"residfar" DOUBLE,
"commfar" DOUBLE,
"facilfar" DOUBLE,
"borocode" BIGINT,
"bbl" BIGINT,
"condono" BIGINT,
"tract2010" BIGINT,
"xcoord" DOUBLE,
"ycoord" DOUBLE,
"zonemap" VARCHAR,
"zmcode" VARCHAR,
"sanborn" VARCHAR,
"taxmap" DOUBLE,
"edesignum" VARCHAR,
"appbbl" DOUBLE,
"appdate" TIMESTAMP,
"plutomapid" BIGINT,
"firm07_flag" DOUBLE,
"pfirm15_flag" DOUBLE,
"version" VARCHAR
);
CREATE TABLE si_18v1 (
"borough" VARCHAR,
"block" BIGINT,
"lot" BIGINT,
"cd" BIGINT,
"ct2010" DOUBLE,
"cb2010" DOUBLE,
"schooldist" DOUBLE,
"council" DOUBLE,
"zipcode" DOUBLE,
"firecomp" VARCHAR,
"policeprct" DOUBLE,
"healthcenterdistrict" DOUBLE,
"healtharea" DOUBLE,
"sanitboro" DOUBLE,
"sanitdistrict" DOUBLE,
"sanitsub" VARCHAR,
"address" VARCHAR,
"zonedist1" VARCHAR,
"zonedist2" VARCHAR,
"zonedist3" VARCHAR,
"zonedist4" VARCHAR,
"overlay1" VARCHAR,
"overlay2" VARCHAR,
"spdist1" VARCHAR,
"spdist2" VARCHAR,
"spdist3" VARCHAR,
"ltdheight" VARCHAR,
"splitzone" VARCHAR,
"bldgclass" VARCHAR,
"landuse" DOUBLE,
"easements" BIGINT,
"ownertype" VARCHAR,
"ownername" VARCHAR,
"lotarea" BIGINT,
"bldgarea" BIGINT,
"comarea" BIGINT,
"resarea" BIGINT,
"officearea" BIGINT,
"retailarea" BIGINT,
"garagearea" BIGINT,
"strgearea" BIGINT,
"factryarea" BIGINT,
"otherarea" BIGINT,
"areasource" BIGINT,
"numbldgs" BIGINT,
"numfloors" DOUBLE,
"unitsres" BIGINT,
"unitstotal" BIGINT,
"lotfront" DOUBLE,
"lotdepth" DOUBLE,
"bldgfront" DOUBLE,
"bldgdepth" DOUBLE,
"ext" VARCHAR,
"proxcode" DOUBLE,
"irrlotcode" VARCHAR,
"lottype" DOUBLE,
"bsmtcode" DOUBLE,
"assessland" BIGINT,
"assesstot" BIGINT,
"exemptland" BIGINT,
"exempttot" BIGINT,
"yearbuilt" BIGINT,
"yearalter1" BIGINT,
"yearalter2" BIGINT,
"histdist" VARCHAR,
"landmark" VARCHAR,
"builtfar" DOUBLE,
"residfar" DOUBLE,
"commfar" DOUBLE,
"facilfar" DOUBLE,
"borocode" BIGINT,
"bbl" BIGINT,
"condono" BIGINT,
"tract2010" BIGINT,
"xcoord" DOUBLE,
"ycoord" DOUBLE,
"zonemap" VARCHAR,
"zmcode" VARCHAR,
"sanborn" VARCHAR,
"taxmap" DOUBLE,
"edesignum" VARCHAR,
"appbbl" DOUBLE,
"appdate" TIMESTAMP,
"plutomapid" BIGINT,
"firm07_flag" DOUBLE,
"pfirm15_flag" DOUBLE,
"version" VARCHAR
);
CREATE TABLE mn_18v1 (
"borough" VARCHAR,
"block" BIGINT,
"lot" BIGINT,
"cd" BIGINT,
"ct2010" DOUBLE,
"cb2010" DOUBLE,
"schooldist" DOUBLE,
"council" DOUBLE,
"zipcode" DOUBLE,
"firecomp" VARCHAR,
"policeprct" DOUBLE,
"healthcenterdistrict" DOUBLE,
"healtharea" DOUBLE,
"sanitboro" DOUBLE,
"sanitdistrict" DOUBLE,
"sanitsub" VARCHAR,
"address" VARCHAR,
"zonedist1" VARCHAR,
"zonedist2" VARCHAR,
"zonedist3" VARCHAR,
"zonedist4" VARCHAR,
"overlay1" VARCHAR,
"overlay2" VARCHAR,
"spdist1" VARCHAR,
"spdist2" VARCHAR,
"spdist3" VARCHAR,
"ltdheight" VARCHAR,
"splitzone" VARCHAR,
"bldgclass" VARCHAR,
"landuse" DOUBLE,
"easements" BIGINT,
"ownertype" VARCHAR,
"ownername" VARCHAR,
"lotarea" BIGINT,
"bldgarea" BIGINT,
"comarea" BIGINT,
"resarea" BIGINT,
"officearea" BIGINT,
"retailarea" BIGINT,
"garagearea" BIGINT,
"strgearea" BIGINT,
"factryarea" BIGINT,
"otherarea" BIGINT,
"areasource" BIGINT,
"numbldgs" BIGINT,
"numfloors" DOUBLE,
"unitsres" BIGINT,
"unitstotal" BIGINT,
"lotfront" DOUBLE,
"lotdepth" DOUBLE,
"bldgfront" DOUBLE,
"bldgdepth" DOUBLE,
"ext" VARCHAR,
"proxcode" DOUBLE,
"irrlotcode" VARCHAR,
"lottype" DOUBLE,
"bsmtcode" DOUBLE,
"assessland" BIGINT,
"assesstot" BIGINT,
"exemptland" BIGINT,
"exempttot" BIGINT,
"yearbuilt" BIGINT,
"yearalter1" BIGINT,
"yearalter2" BIGINT,
"histdist" VARCHAR,
"landmark" VARCHAR,
"builtfar" DOUBLE,
"residfar" DOUBLE,
"commfar" DOUBLE,
"facilfar" DOUBLE,
"borocode" BIGINT,
"bbl" BIGINT,
"condono" BIGINT,
"tract2010" BIGINT,
"xcoord" DOUBLE,
"ycoord" DOUBLE,
"zonemap" VARCHAR,
"zmcode" VARCHAR,
"sanborn" VARCHAR,
"taxmap" DOUBLE,
"edesignum" VARCHAR,
"appbbl" DOUBLE,
"appdate" TIMESTAMP,
"plutomapid" BIGINT,
"firm07_flag" DOUBLE,
"pfirm15_flag" DOUBLE,
"version" VARCHAR
);
CREATE TABLE bx_18v1 (
"borough" VARCHAR,
"block" BIGINT,
"lot" BIGINT,
"cd" BIGINT,
"ct2010" DOUBLE,
"cb2010" DOUBLE,
"schooldist" DOUBLE,
"council" DOUBLE,
"zipcode" DOUBLE,
"firecomp" VARCHAR,
"policeprct" DOUBLE,
"healthcenterdistrict" DOUBLE,
"healtharea" DOUBLE,
"sanitboro" DOUBLE,
"sanitdistrict" DOUBLE,
"sanitsub" VARCHAR,
"address" VARCHAR,
"zonedist1" VARCHAR,
"zonedist2" VARCHAR,
"zonedist3" VARCHAR,
"zonedist4" VARCHAR,
"overlay1" VARCHAR,
"overlay2" VARCHAR,
"spdist1" VARCHAR,
"spdist2" VARCHAR,
"spdist3" VARCHAR,
"ltdheight" VARCHAR,
"splitzone" VARCHAR,
"bldgclass" VARCHAR,
"landuse" DOUBLE,
"easements" BIGINT,
"ownertype" VARCHAR,
"ownername" VARCHAR,
"lotarea" BIGINT,
"bldgarea" BIGINT,
"comarea" BIGINT,
"resarea" BIGINT,
"officearea" BIGINT,
"retailarea" BIGINT,
"garagearea" BIGINT,
"strgearea" BIGINT,
"factryarea" BIGINT,
"otherarea" BIGINT,
"areasource" BIGINT,
"numbldgs" BIGINT,
"numfloors" DOUBLE,
"unitsres" BIGINT,
"unitstotal" BIGINT,
"lotfront" DOUBLE,
"lotdepth" DOUBLE,
"bldgfront" DOUBLE,
"bldgdepth" DOUBLE,
"ext" VARCHAR,
"proxcode" DOUBLE,
"irrlotcode" VARCHAR,
"lottype" DOUBLE,
"bsmtcode" DOUBLE,
"assessland" BIGINT,
"assesstot" BIGINT,
"exemptland" BIGINT,
"exempttot" BIGINT,
"yearbuilt" BIGINT,
"yearalter1" BIGINT,
"yearalter2" BIGINT,
"histdist" VARCHAR,
"landmark" VARCHAR,
"builtfar" DOUBLE,
"residfar" DOUBLE,
"commfar" DOUBLE,
"facilfar" DOUBLE,
"borocode" BIGINT,
"bbl" BIGINT,
"condono" BIGINT,
"tract2010" BIGINT,
"xcoord" DOUBLE,
"ycoord" DOUBLE,
"zonemap" VARCHAR,
"zmcode" VARCHAR,
"sanborn" VARCHAR,
"taxmap" DOUBLE,
"edesignum" VARCHAR,
"appbbl" DOUBLE,
"appdate" TIMESTAMP,
"plutomapid" BIGINT,
"firm07_flag" DOUBLE,
"pfirm15_flag" DOUBLE,
"version" VARCHAR
);
Anyone who has the link will be able to view this.