What is it?

Database and code of social NGOs in Russia from https://data.economy.gov.ru portal and enriched with OpenNGO.ru data about current status and organization classification.

This dataset could be reused for further data enrichment, data analysis and vizualization.

How to use

Requirements

• Local MongoDB instance
• Python 3.6+
• datacrafter ETL tool installed
• mongorestore tool in PATH

Quick use

Just take database from output/dump/openngo/sonko_fin.bson.gz and load it into local MongoDB using mongorestore

Collect data

If you would like to collect data use datacrafter tool to collect data from data.economy.gov.ru Command datacrafter run

Process data

Load raw data into MongoDB Uses output/data.bson file and loads it with mongorestore

cd code
python3 process.py loadraw

Creates db openngo and collection sonko_raw

Create staging DB Processes raw data in MongoDB and generates staging collection

cd code
python3 process.py stage

Creates db openngo and collection sonko_stg

Enrich data Enriches data with data from NGO organizations profiles from openngo.ru Warning - for internal usage only. Prepared dataset already provided. if you would like to have this data, ask for API access or data dump here [email protected].

cd code
python3 process.py enrich

Creates collection sonko_fin

Data schema

Final dataset (sonko_fin)

{
  "_id": {
    "type": "string"
  },
  "inn": {
    "type": "string"
  },
  "fullname": {
    "type": "string"
  },
  "shortname": {
    "type": "string"
  },
  "ogrn": {
    "type": "string"
  },
  "records": {
    "type": "array",
    "subtype": "dict",
    "schema": {
      "_id": {
        "type": "string"
      },
      "inn": {
        "type": "string"
      },
      "fullname": {
        "type": "string"
      },
      "shortname": {
        "type": "string"
      },
      "regaddr": {
        "type": "string"
      },
      "ogrn": {
        "type": "string"
      },
      "orgform": {
        "type": "string"
      },
      "okved": {
        "type": "string"
      },
      "sonko_status": {
        "type": "string"
      },
      "ngo_status": {
        "type": "string"
      },
      "inclusion_reason": {
        "type": "string"
      },
      "supporter_name": {
        "type": "string"
      },
      "date_support": {
        "type": "datetime"
      },
      "date_inclusion": {
        "type": "datetime"
      }
    }
  },
  "egrulStatus": {
    "type": "string"
  },
  "tags": {
    "type": "array",
    "subtype": "string"
  },
  "orglists": {
    "type": "array",
    "subtype": "dict",
    "schema": {
      "id": {
        "type": "string"
      },
      "name": {
        "type": "string"
      },
      "website": {
        "type": "string"
      }
    }
  },
  "regionCode": {
    "type": "string"
  },
  "regionName": {
    "type": "string"
  },
  "minjustStatus": {
    "type": "string"
  }
}

Original raw data (sonko_raw)

{
  "inn": {
    "type": "string"
  },
  "fullname": {
    "type": "string"
  },
  "shortname": {
    "type": "string"
  },
  "regaddr": {
    "type": "string"
  },
  "ogrn": {
    "type": "string"
  },
  "orgform": {
    "type": "string"
  },
  "okved": {
    "type": "string"
  },
  "sonko_status": {
    "type": "string"
  },
  "ngo_status": {
    "type": "string"
  },
  "inclusion_reason": {
    "type": "string"
  },
  "supporter_name": {
    "type": "string"
  },
  "date_support": {
    "type": "string"
  },
  "date_inclusion": {
    "type": "datetime"
  }
}

Contacts

Write issue here or write [email protected]. Please introduce yourself and your goals.