Package Insights
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Weekly Downloads
GitHub Stars
Downloads by OS
Python Versions
Top Countries
Dependencies
- bigtree >=0.19.2
- click <9.0.0,>=7.0.0
- colorama <1,>=0.3.9
- dask >=2024.2.1
- dill ~=0.3.0
- fastapi >=0.68.0
- gunicorn
- jinja2 <4,>=2
- jsonschema
- mmh3
- numpy <3,>=2.0.0
- pandas <3,>=1.4.3
- prometheus-client
- protobuf >=4.24.0
- psutil
- pyarrow >=21.0.0
- pydantic >=2.10.6
- pygments <3,>=2.12.0
- pyjwt
- pyyaml <7,>=5.4.0
- requests
- sqlalchemy >1
- tabulate <1,>=0.8.0
- tenacity <9,>=7
- toml <1,>=0.10.0
- tqdm <5,>=4
- typeguard >=4.0.0
- uvicorn <=0.34.0,>=0.30.6
- uvicorn-worker
134 optional dependencies
- aiobotocore[aws]
- assertpy[ci]
- azure-identity[azure]
- azure-storage-blob[azure]
- boto3[aws]
- build[ci]
- calver[minimal-sdist-build]
- cassandra-driver[cassandra]
- cffi[go]
- clickhouse-connect[clickhouse]
- codeflare-sdk[ray]
- couchbase[couchbase]
- couchbase-columnar[couchbase]
- cryptography[test]
- cython[minimal-sdist-build]
- datasets[rag]
- dbt-artifacts-parser[dbt]
- dbt-artifacts-parser[ci]
- deltalake[delta]
- dnspython[mongodb]
- docling[docling]
- elasticsearch[elasticsearch]
- faiss-cpu[faiss]
- fastapi-mcp[mcp]
- feast[minimal]
- feast[minimal-sdist-build]
- feast[nlp]
- feast[ci]
- feast[dev]
- feast[docs]
- feast[image]
- feast[milvus]
- flit-core[minimal-sdist-build]
- fsspec[aws]
- fsspec[gcp]
- google-api-core[gcp]
- googleapis-common-protos[gcp]
- google-cloud-bigquery[gcp]
- google-cloud-bigquery-storage[gcp]
- google-cloud-bigtable[gcp]
- google-cloud-datastore[gcp]
- google-cloud-storage[gcp]
- great-expectations[ge]
- greenlet[minimal-sdist-build]
- grpcio[grpcio]
- grpcio-health-checking[grpcio]
- grpcio-reflection[grpcio]
- grpcio-testing[ci]
- grpcio-tools[ci]
- happybase[hbase]
- hatch-fancy-pypi-readme[minimal-sdist-build]
- hatchling[minimal-sdist-build]
- hatch-vcs[minimal-sdist-build]
- hazelcast-python-client[hazelcast]
- hiredis[redis]
- httpx[ci]
- ibis-framework[oracle]
- ibis-framework[duckdb]
- ibis-framework[ibis]
- ibis-framework[mssql]
- kubernetes[k8s]
- meson[minimal-sdist-build]
- meson-python[minimal-sdist-build]
- milvus-lite[milvus]
- minio[test]
- mock[ci]
- moto[ci]
- mypy[ci]
- mypy-protobuf[ci]
- openlineage-python[openlineage]
- patchelf[minimal-sdist-build]
- pillow[image]
- pip-tools[ci]
- pre-commit[ci]
- prometheus-client[opentelemetry]
- psutil[opentelemetry]
- psutil[ci]
- psycopg[postgres-c]
- psycopg[postgres]
- py[test]
- pybindgen[ci]
- pybindgen[minimal-sdist-build]
- pymilvus[milvus]
- pymongo[mongodb]
- pymssql[azure]
- pymysql[mysql]
- pyodbc[azure]
- pyspark[spark]
- pytest[test]
- pytest-asyncio[test]
- pytest-benchmark[test]
- pytest-cov[ci]
- pytest-env[test]
- pytest-lazy-fixture[test]
- pytest-mock[test]
- pytest-ordering[test]
- pytest-timeout[test]
- pytest-xdist[test]
- python-dateutil[ci]
- python-keycloak[test]
- qdrant-client[qdrant]
- ray[ray]
- redis[redis]
- regex[trino]
- ruff[ci]
- scikit-build-core[minimal-sdist-build]
- scikit-learn[image]
- sentence-transformers[rag]
- setuptools[setuptools]
- singlestoredb[singlestore]
- snowflake-connector-python[snowflake]
- sphinx[minimal-sdist-build]
- sphinx[ci]
- sqlalchemy[azure]
- sqlglot[ci]
- sqlite-vec[sqlite-vec]
- testcontainers[test]
- timm[image]
- torch[pytorch]
- torchvision[pytorch]
- transformers[rag]
- trino[trino]
- types-protobuf[ci]
- types-psutil[minimal-sdist-build]
- types-pymysql[mysql]
- types-python-dateutil[ci]
- types-pytz[ci]
- types-pyyaml[ci]
- types-redis[ci]
- types-requests[ci]
- types-setuptools[ci]
- types-tabulate[ci]
- urllib3[ci]
- virtualenv[ci]