How can I get the full dataset records through foundry API call?
I want to use the dataset in another Python application outside Foundry and using requests
only first 300 rows of records are coming.
The requests
API end point I have is using Contour dataset-preview
.
There are different possibilities to query datasets in Foundry, depending on the dataset size and use case. Probably the easiest to start with is the data-proxy query sql, because you don't have to worry about the underlying file format of the dataset.
import requests
import pandas as pd
def query_foundry_sql(query, token, branch='master', base_url='https://foundry-instance.com') -> (list, list):
"""
Queries the dataproxy query API with spark SQL.
Example: query_foundry_sql("SELECT * FROM `/path/to/dataset` Limit 5000", "ey...")
Args:
query: the sql query
branch: the branch of the dataset / query
Returns: (columns, data) tuple. data contains the data matrix, columns the list of columns
Can be converted to a pandas Dataframe:
pd.DataFrame(data, columns)
"""
response = requests.post(f"{base_url}/foundry-data-proxy/api/dataproxy/queryWithFallbacks",
headers={'Authorization': f'Bearer {token}'},
params={'fallbackBranchIds': [branch]},
json={'query': query})
response.raise_for_status()
json = response.json()
columns = [e['name'] for e in json['foundrySchema']['fieldSchemaList']]
return columns, json['rows']
columns, data = query_foundry_sql("SELECT * FROM `/Global/Foundry Operations/Foundry Support/iris` Limit 5000",
"ey...",
base_url="https://foundry-instance.com")
df = pd.DataFrame(data=data, columns=columns)
df.head(5)