cityofnewyork-us/dob-job-application-filings-ic3t-wcy2
Icon for Socrata external plugin

Query the Data Delivery Network

Query the DDN

The easiest way to query any data on Splitgraph is via the "Data Delivery Network" (DDN). The DDN is a single endpoint that speaks the PostgreSQL wire protocol. Any Splitgraph user can connect to it at data.splitgraph.com:5432 and query any version of over 40,000 datasets that are hosted or proxied by Splitgraph.

For example, you can query the dob_job_application_filings table in this repository, by referencing it like:

"cityofnewyork-us/dob-job-application-filings-ic3t-wcy2:latest"."dob_job_application_filings"

or in a full query, like:

SELECT
    ":id", -- Socrata column ID
    "initial_cost", --  Estimated cost of job
    "building_class", -- Building Class
    "owner_sphone__", -- Owner's  Phone #
    "city_", -- City 
    "owner_s_business_name", -- Business Name of Property Owner
    "owner_s_first_name", -- First Name of property owner
    "proposed_dwelling_units", -- Proposed Dwelling Units
    "proposed_no_of_stories", -- Proposed No. of Stories
    "enlargement_sq_footage", -- Enlargement SQ Footage
    "existing_zoning_sqft", -- Existing Zoning Sqft
    "approved", -- Date when job is approved
    "assigned", -- Date when job is assigned to plan examiner
    "applicant_license__", -- Number assigned to the skilled trade person/contractor or licensed professional
    "applicant_professional_title", -- Applicant's Professional Title
    "applicant_s_first_name", -- First Name of Applicant
    "other_description", -- Other Description
    "boiler", -- Boiler  Work Type? (X=Yes, Blank=No)
    "job_status_descrp", -- Status code description
    "dobrundate", -- Date when query is run and pushed to Open Data. Could be used to differentiate report dates.
    "zip", -- Zip
    "community___board", -- 3-digit identifier: Borough code = first position, last 2 = community board
    "curb_cut", -- Curb Cut  Work Type? (X=Yes, Blank=No)
    "cluster", -- Cluster
    "little_e", -- Hazardous
    "city_owned", -- City Owned
    "proposed_height", -- Proposed Height
    "owner_shouse_street_name", -- House Street Name of Property Owner
    "special_district_2", -- Special District 2
    "zoning_dist3", -- Zoning Distr 3
    "horizontal_enlrgmt", -- Horizontal Enlrgmt
    "loft_board", -- Loft Board
    "gis_bin", -- BIN
    "gis_nta_name", -- NTA Name
    "job_s1_no", -- JOB_S1_NO
    "job_description", -- Job Description
    "owner_type", -- Owner Type
    "proposed_occupancy", -- Proposed Occupancy
    "proposed_zoning_sqft", -- Proposed Zoning Sqft
    "paid", -- Date when job is paid
    "professional_cert", -- Job is Professionally Certified by Licensed Professional instead of having it reviewed by Department of Building's Plan Examiners
    "sprinkler", -- Sprinkler  Work Type? (X=Yes, Blank=No)
    "gis_council_district", -- Council District
    "fully_paid", -- Date when job is paid and entered
    "equipment", -- Equipment  Work Type? (X=Yes, Blank=No)
    "fire_alarm", -- Fire Alarm  Work Type? (X=Yes, Blank=No)
    "job__", -- Number assigned by DOB to Job Filing
    "building_type", -- 1-2-3 Family  or Other
    "special_action_date", -- Special Action Date
    "owner_s_house_number", -- House Number of Property Owner
    "special_district_1", -- Special Distr 1
    "standpipe", -- Standpipe Work Type? (X=Yes, Blank=No)
    "bin__", -- Number assigned by City Planning to a specific building
    "vertical_enlrgmt", -- Vertical Enlrgmt
    "gis_census_tract", -- Census Tract
    "gis_longitude", -- Longitude
    "signoff_date", -- Sign-off Date
    "street_frontage", -- Street Frontage
    "fully_permitted", -- Date when job is fully permitted
    "applicant_s_last_name", -- Last Name of Applicant
    "street_name", -- Street Name where Property is located
    "pc_filed", -- Application Filed electronically, rather than manually
    "adult_estab", -- Adult Estab
    "fire_suppression", -- Fire Suppression  Work Type? (X=Yes, Blank=No)
    "zoning_dist1", -- Zoning Distr 1
    "existing_occupancy", -- Existing Occupancy
    "existingno_of_stories", -- ExistingNo. of Stories
    "gis_latitude", -- Latitude
    "job_no_good_count", -- Job No Good Count
    "total_construction_floor_area", -- Total  Construction Floor Area
    "owner_s_last_name", -- Last Name of property owner
    "site_fill", -- Site Fill
    "existing_dwelling_units", -- Existing Dwelling Units
    "total_est__fee", -- Estimated fee of job
    "pre__filing_date", -- Date when job is prefiled
    "latest_action_date", -- Latest status date
    "withdrawal_flag", -- Withdrawal Indicator
    "state", -- State
    "fee_status", -- Type of Fee
    "efiling_filed", -- Application Filed electronically, rather than manually
    "job_status", -- DOB Status code of job (A-Pre Filed, I-Sign Off, P- Approved, R-Permit Entire) Complete List - http://www.nyc.gov/html/dob/downloads/pdf/bisjobstatus.pdf
    "lot", -- Tax lot assigned by Department of Finance
    "house__", -- House Number of Residence or Commercial Property
    "doc__", -- Document Number
    "zoning_dist2", -- Zoning Distr 2
    "block", -- Tax block assigned by Department of Finance
    "other", -- Other? (X=Yes, Blank=No)
    "landmarked", -- L code indicates that the building has been assigned landmark status
    "job_type", -- Job Type, based on DOB Job Code (NB-New Building, A1, A2, A3- Alterations 1-3, SG-Sign, etc.)
    "mechanical", -- Mechanical  Work Type? (X=Yes, Blank=No)
    "existing_height", -- Existing Height
    "special_action_status", -- Special Action Status
    "non_profit", -- Non-Profit
    "fuel_storage", -- Fuel Storage  Work Type? (X=Yes, Blank=No)
    "fuel_burning", -- Fuel Burning  Work Type? (X=Yes, Blank=No)
    "borough", -- 1= Manhattan, 2= Bronx, 3 = Brooklyn, 4 = Queens, 5 = Staten Island
    "plumbing" -- Plumbing Work Type? (X=Yes, Blank=No)
FROM
    "cityofnewyork-us/dob-job-application-filings-ic3t-wcy2:latest"."dob_job_application_filings"
LIMIT 100;

Connecting to the DDN is easy. All you need is an existing SQL client that can connect to Postgres. As long as you have a SQL client ready, you'll be able to query cityofnewyork-us/dob-job-application-filings-ic3t-wcy2 with SQL in under 60 seconds.

This repository is an "external" repository. That means it's hosted elsewhere, in this case at data.cityofnewyork.us. When you querycityofnewyork-us/dob-job-application-filings-ic3t-wcy2:latest on the DDN, we "mount" the repository using the socrata mount handler. The mount handler proxies your SQL query to the upstream data source, translating it from SQL to the relevant language (in this case SoQL).

We also cache query responses on the DDN, but we run the DDN on multiple nodes so a CACHE_HIT is only guaranteed for subsequent queries that land on the same node.

Query Your Local Engine

Install Splitgraph Locally
bash -c "$(curl -sL https://github.com/splitgraph/splitgraph/releases/latest/download/install.sh)"
 

Read the installation docs.

Splitgraph Cloud is built around Splitgraph Core (GitHub), which includes a local Splitgraph Engine packaged as a Docker image. Splitgraph Cloud is basically a scaled-up version of that local Engine. When you query the Data Delivery Network or the REST API, we mount the relevant datasets in an Engine on our servers and execute your query on it.

It's possible to run this engine locally. You'll need a Mac, Windows or Linux system to install sgr, and a Docker installation to run the engine. You don't need to know how to actually use Docker; sgrcan manage the image, container and volume for you.

There are a few ways to ingest data into the local engine.

For external repositories (like this repository), the Splitgraph Engine can "mount" upstream data sources by using sgr mount. This feature is built around Postgres Foreign Data Wrappers (FDW). You can write custom "mount handlers" for any upstream data source. For an example, we blogged about making a custom mount handler for HackerNews stories.

For hosted datasets, where the author has pushed Splitgraph Images to the repository, you can "clone" and/or "checkout" the data using sgr cloneand sgr checkout.

Mounting Data

This repository is an external repository. It's not hosted by Splitgraph. It is hosted by data.cityofnewyork.us, and Splitgraph indexes it. This means it is not an actual Splitgraph image, so you cannot use sgr clone to get the data. Instead, you can use the socrata adapter with the sgr mount command. Then, if you want, you can import the data and turn it into a Splitgraph image that others can clone.

First, install Splitgraph if you haven't already.

Mount the table with sgr mount

sgr mount socrata \
  "cityofnewyork-us/dob-job-application-filings-ic3t-wcy2" \
  --handler-options '{
    "domain": "data.cityofnewyork.us",
    "tables": {
        "dob_job_application_filings": "ic3t-wcy2"
    }
}'

That's it! Now you can query the data in the mounted table like any other Postgres table.

Query the data with your existing tools

Once you've loaded the data into your local Splitgraph engine, you can query it with any of your existing tools. As far as they're concerned, cityofnewyork-us/dob-job-application-filings-ic3t-wcy2 is just another Postgres schema.