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Documentation Index

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RESTful API Getting Started

The CloudQuant Data Liberator API provides RESTful endpoints for querying financial market data. The primary endpoint is /liberator/query, which accepts JSON payloads and returns data as JSON objects or Apache Arrow batches.

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Requirements

  • curl
  • jq
  • base64
  • Python with pyarrow (for Arrow format decoding)
  • pigz (for compressed Arrow format)

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Authentication

All requests require user credentials: 
URL=https://api.cloudquant.ai
USER=TODO-ADD-YOUR-USERID-HERE
TOKEN=TODO-ADD-YOUR-TOKEN-HERE
As of release version 2.0, the P12 client certificate (liberator.pfx) is no longer required. The --cert-type P12 --cert liberator.pfx flags shown in the examples below are only needed for releases prior to 2.0.

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Quick Start: JSON Queries

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Current Value Query

curl -qs --cert-type P12 --cert liberator.pfx \
  -H "Content-Type: application/json" --noproxy '*' \
  --data '{"json_xfer":true,"symbols":["AAPL","IBM"],"name":"daily_bars","user":"'"$USER"'","token":"'"$TOKEN"'","system":"API","debug_stream":false}' \
  $URL/liberator/query

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Time Range Query

curl -qs --cert-type P12 --cert liberator.pfx \
  -H "Content-Type: application/json" --noproxy '*' \
  --data '{"json_xfer":true,"symbols":"AAPL","name":"daily_bars","user":"'"$USER"'","token":"'"$TOKEN"'","system":"API","back_to":"2022-12-01","debug_stream":false}' \
  $URL/liberator/query

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Point-in-Time Query

curl -qs --cert-type P12 --cert liberator.pfx \
  -H "Content-Type: application/json" --noproxy '*' \
  --data '{"json_xfer":true,"symbols":"AAPL","name":"daily_bars","user":"'"$USER"'","token":"'"$TOKEN"'","system":"API","as_of":"2022-12-15","debug_stream":false}' \
  $URL/liberator/query

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Advanced: Apache Arrow Format

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Without Compression

BATCHES=$(curl -qs --cert-type P12 --cert liberator.pfx \
  -H "Content-Type: application/json" --noproxy '*' \
  --data '{"json_xfer":false,"compress":false,"symbols":["AAPL"],"back_to":"2023-01-01","debug_stream":false,"name":"daily_bars","user":"'"$USER"'","token":"'"$TOKEN"'","system":"API"}' \
  $URL/liberator/query | jq -r '.[] | select(type=="object") | .batch')
for BATCH in $BATCHES; do
    echo $BATCH | base64 -d | python -c "import sys; import pyarrow as pa; print(pa.ipc.open_stream(sys.stdin.buffer.read()).read_next_batch().to_pylist())"
done

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With Compression

BATCHES=$(curl -qs --cert-type P12 --cert liberator.pfx \
  -H "Content-Type: application/json" --noproxy '*' \
  --data '{"json_xfer":false,"compress":true,"symbols":["AAPL"],"back_to":"2023-01-01","debug_stream":false,"name":"daily_bars","user":"'"$USER"'","token":"'"$TOKEN"'","system":"API"}' \
  $URL/liberator/query | jq -r '.[] | select(type=="object") | .batch')
for BATCH in $BATCHES; do
    echo $BATCH | base64 -d | pigz -dz | python -c "import sys; import pyarrow as pa; print(pa.ipc.open_stream(sys.stdin.buffer.read()).read_next_batch().to_pylist())"
done

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Response Format

Standard JSON response includes fields such as: _seq, _dsname, timestamp, symbol, open, high, low, close, volume, vwap, spread, bidvol, askvol, and count.