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dask-mongo's Introduction

Dask-Mongo

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Read and write data to MongoDB with Dask

Installation

dask-mongo can be installed with pip:

pip install dask-mongo

or with conda:

conda install -c conda-forge dask-mongo

Example

import dask.bag as db
import dask_mongo

# Create Dask Bag
records = [
    {"name": "Alice", "fruit": "apricots"},
    {"name": "Bob", "fruit": ["apricots", "cherries"]},
    {"name": "John", "age": 17, "sports": "cycling"},
]

b = db.from_sequence(records)

# Write to a Mongo database
dask_mongo.to_mongo(
    b,
    database="your_database",
    collection="your_collection",
    connection_kwargs={"host": "localhost", "port": 27017},
)

# Read Dask Bag from Mongo database
b = dask_mongo.read_mongo(
    database="your_database",
    collection="your_collection",
    connection_kwargs={"host": "localhost", "port": 27017},
    chunksize=2,
)

# Perform normal operations with Dask
names = b.pluck("name").compute()
assert names == ["Alice", "Bob", "John"]

License

BSD-3

dask-mongo's People

Contributors

ncclementi avatar jrbourbeau avatar crusaderky avatar

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