Azure ML Data Preparation SDK

Navigation

Verified details

These details have been verified by PyPI
Maintainers
Avatar for dataprepms from gravatar.com dataprepms Avatar for microsoft from gravatar.com microsoft

Unverified details

These details have not been verified by PyPI
Project links
Meta
Classifiers

Project description

Azure Machine Learning Data Prep SDK for Python

The Azure Machine Learning Data Prep SDK is used to load, transform, and write data for machine learning workflows. You can interact with the SDK in any Python environment, including Jupyter Notebooks or your favorite Python IDE.

This python SDK includes the following functionality to help prepare your data for modeling:

  • Intelligent time-saving transformations such as:
  • Automatic file type detection. The SDK can automatically detect any of the supported file types. You don’t need to use special file readers for CSV, text, Excel, etc., or to specify delimiter, header, or encoding parameters.
  • Cross-platform functionality with a single code artifact. The SDK also allows for dataflow objects to be serialized and opened in any Python environment. Write to a single SDK and run it on Windows, macOS, Linux, or Spark in a scale-up or scale-out manner. When running in scale-up, the engine attempts to utilize all hardware threads available, when running scale-out the engine allows the distributed scheduler to optimize execution.
  • Summary statistics can be generated quickly for a dataflow with a single line of code.
  • Scale through streaming. Instead of loading all the data into memory, the SDK engine streams data for better scale and performance on large datasets.

Install the SDK

To install the Azure Machine Learning Data Prep SDK for Python, use the following command:

pip install --upgrade azureml-dataprep

Learn how to use it

Here are some resources to help you learn more about the Azure Machine Learning Data Prep SDK for Python:

Project details

Verified details

These details have been verified by PyPI
Maintainers
Avatar for dataprepms from gravatar.com dataprepms Avatar for microsoft from gravatar.com microsoft

Unverified details

These details have not been verified by PyPI
Project links
Meta
Classifiers

Release history Release notifications | RSS feed

5.3.0

5.2.1

5.2.0

5.1.6

5.1.5

5.1.4

5.1.3

5.1.2

5.1.1

5.1.0

5.0.0

4.14.1

4.14.0

4.12.10

4.12.9

4.12.8

4.12.7

4.12.6

4.12.5

4.12.4

4.12.2

4.12.1

4.12.0

4.11.7

4.11.6

4.11.5

4.11.4

4.11.3

4.11.2

4.11.1

4.11.0

4.10.9

4.10.8

4.10.7

4.10.6

4.10.5

4.10.4

4.10.1

4.10.0

4.9.7

4.9.6

4.9.5

4.9.4

4.9.3

4.9.2

4.9.1

4.9.0

4.8.6

4.8.5

4.8.4

4.8.3

4.8.2

4.8.1

4.8.0

4.7.1

4.7.0

4.6.1

4.6.0

4.5.7

4.5.6

4.5.5

4.5.4

4.5.3

4.5.1

4.5.0

4.4.0

4.3.1

4.3.0

4.2.2

4.2.0

4.1.0

4.0.4

4.0.3

4.0.2

4.0.1

4.0.0

3.1.4

3.1.3

3.1.2

3.1.1

3.1.0

3.0.2

3.0.1

3.0.0

2.27.1

2.27.0

2.26.0

2.25.2

2.25.0

2.24.4

2.24.3

2.24.0

2.23.2

2.23.1

2.23.0

2.22.3 yanked

Reason this release was yanked:

Found incompatibility with azureml service.

2.22.2

2.22.1

2.22.0

2.21.0

2.20.1

2.20.0

2.19.0

2.18.0

2.17.0

2.16.1

2.16.0

2.15.1

2.15.0

2.14.3

2.14.2

2.14.1

2.14.0

2.13.2

2.13.0

2.12.1

2.12.0

2.11.2

2.11.1

2.11.0

2.10.3

2.10.2

2.10.1

2.10.0

2.9.1

2.9.0

2.8.3

2.8.2

2.8.1

2.8.0

2.7.4

2.7.3

2.7.2

2.7.1

2.7.0

2.6.6 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.6.5 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.6.4 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.6.3 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.6.2 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.6.1 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.6.0 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.5.3 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.5.2 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.5.1 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.5.0 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.4.5 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.4.4 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.4.3 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.4.2 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.4.0 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.3.4 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.3.3

2.3.2

2.3.1

2.3.0

2.2.5

2.2.4

2.2.3

2.2.2 yanked

Reason this release was yanked:

Incorrect dependency specified in this version causes installation to fail.

2.2.1

2.2.0

2.1.7

2.1.6

2.1.5

2.1.4

2.1.3

2.1.2

2.1.1

2.1.0 yanked

Reason this release was yanked:

This version contains and incorrect version dependency on azureml-dataprep-native.

2.0.10

2.0.9

2.0.8

2.0.7

2.0.6

2.0.5

2.0.4 yanked

Reason this release was yanked:

At this time, we recommend against using this version, as we received reports of issues in very specific cases.

2.0.3 yanked

Reason this release was yanked:

At this time, we recommend against using this version, as we received reports of issues in very specific cases.

2.0.2

2.0.1

2.0.0

1.10.1

1.10.0 yanked

Reason this release was yanked:

This version added a dependency that does not support Windows Python 3.5 environments.

1.9.3

1.9.2

1.9.1

1.9.0

1.8.3

1.8.2

1.8.1

1.8.0

1.7.0

1.6.3

This version

1.6.2

1.6.1

1.6.0

1.5.0

1.4.10

1.4.6

1.4.3

1.4.2

1.4.1

1.4.0

1.3.6

1.3.5

1.3.4

1.3.3

1.3.2

1.3.1

1.3.0

1.2.5rc0 pre-release

1.2.4rc0 pre-release

1.2.3rc0 pre-release

1.2.2rc0 pre-release

1.2.1rc0 pre-release

1.2.0rc0 pre-release

1.1.38

1.1.37

1.1.36

1.1.35

1.1.34

1.1.33

1.1.32

1.1.31

1.1.30

1.1.29

1.1.28

1.1.26

1.1.25

1.1.24

1.1.23

1.1.22

1.1.21

1.1.20

1.1.19

1.1.18

1.1.17

1.1.16

1.1.15

1.1.14

1.1.13

1.1.12

1.1.11

1.1.10

1.1.9

1.1.8

1.1.7

1.1.6

1.1.5

1.1.4

1.1.3

1.1.2.4

1.1.2

1.1.1

1.1.0

1.0.17

1.0.16

1.0.15

1.0.12

1.0.8

1.0.7

1.0.6

1.0.4

0.5.3

0.5.2

0.5.1

0.5.0

0.4.0

0.3.0

0.2.0

0.1.0

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distribution

azureml_dataprep-1.6.2-py3-none-any.whl (26.7 MB view details)

Uploaded Python 3

File details

Details for the file azureml_dataprep-1.6.2-py3-none-any.whl.

File metadata

  • Download URL: azureml_dataprep-1.6.2-py3-none-any.whl
  • Upload date:
  • Size: 26.7 MB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.7

File hashes

Hashes for azureml_dataprep-1.6.2-py3-none-any.whl
Algorithm Hash digest
SHA256 f635b19789662e93a1f2292690c60d652e7aeab02bfbeb27acd5a052b5d31c05
MD5 df2f88f4cc61327b651d450aedb6eb6a
BLAKE2b-256 32dc9302e28f565d06ebf8ef60cfa45db4c029995f0d445dabdca25cd1372afd

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page