Baselight

311 NYC Open Data HPD

311 complaints made to the housing preservation department

@kaggle.sousablde_311_nyc_open_data_hpd

About this Dataset

311 NYC Open Data HPD

Context

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.

Content

The data was acquired from opendata and filtered for only HPD, PLUTO adds information about building features and is divided by boroughs.

Acknowledgements

Al the pictures from the banner are by Photo by Colton Duke on Unsplash

Inspiration

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.

Tables

Qn 18v1

@kaggle.sousablde_311_nyc_open_data_hpd.qn_18v1
  • 19.36 MB
  • 324583 rows
  • 87 columns
Loading...

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
);

Bk 18v1

@kaggle.sousablde_311_nyc_open_data_hpd.bk_18v1
  • 16.78 MB
  • 277316 rows
  • 87 columns
Loading...

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
);

Si 18v1

@kaggle.sousablde_311_nyc_open_data_hpd.si_18v1
  • 7.51 MB
  • 124493 rows
  • 87 columns
Loading...

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
);

Mn 18v1

@kaggle.sousablde_311_nyc_open_data_hpd.mn_18v1
  • 3.6 MB
  • 42966 rows
  • 87 columns
Loading...

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
);

Bx 18v1

@kaggle.sousablde_311_nyc_open_data_hpd.bx_18v1
  • 5.82 MB
  • 89854 rows
  • 87 columns
Loading...

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
);