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Many cities have open data portals for events like crime, traffic, etc. Socrata provides an API for many, including SF (e.g., see [here](https://dev.socrata.com/foundry/data.sfgov.org/tmnf-yvry)). This is a new data loader for city data that uses Socrata API.
38 lines
1.1 KiB
Python
38 lines
1.1 KiB
Python
from typing import Iterator, List
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from langchain.docstore.document import Document
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from langchain.document_loaders.base import BaseLoader
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class OpenCityDataLoader(BaseLoader):
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"""Loader that loads Open city data."""
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def __init__(self, city_id: str, dataset_id: str, limit: int):
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"""Initialize with dataset_id"""
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""" Example: https://dev.socrata.com/foundry/data.sfgov.org/vw6y-z8j6 """
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""" e.g., city_id = data.sfgov.org """
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""" e.g., dataset_id = vw6y-z8j6 """
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self.city_id = city_id
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self.dataset_id = dataset_id
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self.limit = limit
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def lazy_load(self) -> Iterator[Document]:
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"""Lazy load records."""
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from sodapy import Socrata
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client = Socrata(self.city_id, None)
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results = client.get(self.dataset_id, limit=self.limit)
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for record in results:
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yield Document(
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page_content=str(record),
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metadata={
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"source": self.city_id + "_" + self.dataset_id,
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},
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)
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def load(self) -> List[Document]:
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"""Load records."""
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return list(self.lazy_load())
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