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https://github.com/anselmoo/pandas2tensorboard

Pandas DataFrames converted to TensorBoard Format

https://github.com/anselmoo/pandas2tensorboard

Science Score: 26.0%

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Keywords

pandas tensorboard visualization

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data-privacy huggingface huggingface-transformers flowchart dependency-manager reactions testing-framework unit-test climate medical-imaging
Last synced: 5 months ago · JSON representation

Repository

Pandas DataFrames converted to TensorBoard Format

Basic Info
  • Host: GitHub
  • Owner: Anselmoo
  • License: mit
  • Language: Python
  • Default Branch: main
  • Homepage:
  • Size: 1.4 MB
Statistics
  • Stars: 3
  • Watchers: 2
  • Forks: 0
  • Open Issues: 10
  • Releases: 1
Topics
pandas tensorboard visualization
Created about 4 years ago · Last pushed 6 months ago
Metadata Files
Readme Contributing License Code of conduct

README.md

CI - Python Package codecov PyPI

Pandas2TensorBoard

Pandas2TensorBoard is a library for transforming the pandas DataFrame into the data fomrat of TensorBoard. Pandas2TensorBoard relies on torch utilities for the data transformation.

_

Installation

  • Regular installation via pip:

shell pip install pandas2tensorboard

  • With modin backend for pandas

shell pip install pandas2tensorboard[modin]

shell pip install pandas2tensorboard[backend]

shell pip install pandas2tensorboard[all]

Usage

Currently the following types of export from pandas to tensorboard are supported:

  • pd.DataFrame → scalars
  • pd.DataFrame → scalars with timestamp
  • pd.DataFrame → scatter via hyperparameters

For initializing the pandas2tensorboard library, the current syntax of Torch's tensorboard.SummaryWriter is used.

Examples

  1. Exporting a regular pd.DataFrame to tensorboard by removing columns with str:

```python import seaborn as sns

from pandas2tensorboard import pandas2tensorboard as p2t

pt = p2t.Pandas2TensorBoard() pt.regulardf( sns.loaddataset("planets"), label="planets", removenan=True, removestr=True, ) pt.close() ```

  1. Exporting a pd.DataFrame with time column to tensorboard:

```python import seaborn as sns

from pandas2tensorboard import pandas2tensorboard as p2t

pt = p2t.Pandas2TensorBoard() pt.timeseriesdf( sns.loaddataset("attention"), time="score", label="attention", removenan=True, removestr=True, time_convert=True, ) pt.close() ```

The time column with name score is transformed into float with timestamp.

  1. Exporting a pd.DataFrame with hyperparameters to tensorboard:

```python import seaborn as sns

from pandas2tensorboard import pandas2tensorboard as p2t

pt = p2t.Pandas2TensorBoard() pt.scatterdf( sns.loaddataset("anagrams"), xaxis="subidr", group="anagrams", removenan=True, remove_str=True, ) pt.close() ```

The x-axis corresponds to hparam_dict; the dataframe without column x_axis="subidr" corresponds to metric_dict.

Contributing

Please feel free to open an issue or create a pull request; see also contributing.

License

Check MIT

Owner

  • Name: Anselm Hahn
  • Login: Anselmoo
  • Kind: user
  • Location: Switzerland

GitHub Events

Total
  • Push event: 24
Last Year
  • Push event: 24

Committers

Last synced: almost 3 years ago

All Time
  • Total Commits: 55
  • Total Committers: 4
  • Avg Commits per committer: 13.75
  • Development Distribution Score (DDS): 0.291
Top Committers
Name Email Commits
dependabot[bot] 4****]@u****m 39
pre-commit-ci[bot] 6****]@u****m 10
Anselm Hahn A****n@g****m 5
ImgBotApp I****p@g****m 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 0
  • Total pull requests: 110
  • Average time to close issues: N/A
  • Average time to close pull requests: 22 days
  • Total issue authors: 0
  • Total pull request authors: 4
  • Average comments per issue: 0
  • Average comments per pull request: 0.95
  • Merged pull requests: 54
  • Bot issues: 0
  • Bot pull requests: 106
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
Pull Request Authors
  • dependabot[bot] (91)
  • pre-commit-ci[bot] (11)
  • Anselmoo (4)
  • imgbot[bot] (1)
Top Labels
Issue Labels
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dependencies (91) python (83) github_actions (8) bug (1) documentation (1) Extra Small (1) size/S (1)

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 17 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 1
  • Total versions: 2
  • Total maintainers: 1
pypi.org: pandas2tensorboard

Pandas DataFrames converted to TensorBoard Format

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 17 Last month
Rankings
Dependent packages count: 10.1%
Dependent repos count: 21.5%
Stargazers count: 25.1%
Average: 26.6%
Forks count: 29.8%
Downloads: 46.3%
Maintainers (1)
Anselm
Last synced: 6 months ago

Dependencies

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pyproject.toml pypi
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  • dask ^2022.1.1
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  • modin ^0.13.0
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  • python >=3.8,<3.10
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