Package Health Score

59 / 100

security
Security review needed
popularity
Popular
maintenance
Inactive
community
Sustainable

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Popularity

Popular

GitHub Stars: 4.79K
Forks: 298
Contributors: 60

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package dataset, we found that it has been starred 4,785 times.

Security

Security review needed

Security and license risk for latest version

Release Date: Jul 12, 2023
Direct Vulnerabilities: 0
C
0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
0
M
0
L

All security vulnerabilities belong to production dependencies of direct and indirect packages.

License

MIT

Security Policy

We found a way for you to contribute to the project! Looks like dataset is missing a security policy.

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Maintenance

Inactive

Commit Frequency

No Recent Commits

Open Issues: 31
Open PR: 10
Last Release: 1 year ago
Last Commit: 1 year ago

Further analysis of the maintenance status of dataset based on released PyPI versions cadence, the repository activity, and other data points determined that its maintenance is Inactive.

An important project maintenance signal to consider for dataset is that it hasn't seen any new versions released to PyPI in the past 12 months, and could be considered as a discontinued project, or that which receives low attention from its maintainers.

As a healthy sign for on-going project maintenance, we found that the GitHub repository had at least 1 pull request or issue interacted with by the community.

Community

Sustainable

Readme: Yes
Contributing.md: No
Code of Conduct: No
Contributors: 60
Funding: Yes

With more than 10 contributors for the dataset repository, this is possibly a sign for a growing and inviting community.

We found a way for you to contribute to the project! Looks like dataset is missing a Code of Conduct.

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Package

Python Versions Compatibility: ==3.5.*, ==3.6.*, ==3.7.*, ==3.8.*, ==3.9.*

Age: 12 years
Latest Release: 1 year ago
Dependencies: 3 Direct / 10 Total
Versions: 55
Maintainers: 2
Wheels: OS Independent

Not sure how to use dataset?

To help you get started, we've collected the most common ways that dataset is being used within popular public projects.

oreilly-japan / deep-learning-from-scratch-2 / ch05 / train_custom_loop.py View on Github

import numpy as np
from common.optimizer import SGD
from dataset import ptb
from simple_rnnlm import SimpleRnnlm


# ハイパーパラメータの設定
batch_size = 10
wordvec_size = 100
hidden_size = 100
time_size = 5  # Truncated BPTTの展開する時間サイズ
lr = 0.1
max_epoch = 100

# 学習データの読み込み（データセットを小さくする）
corpus, word_to_id, id_to_word = ptb.load_data('train')
corpus_size = 1000
corpus = corpus[:corpus_size]
vocab_size = int(max(corpus) + 1)

xs = corpus[:-1]  # 入力
ts = corpus[1:]  # 出力（教師ラベル）
data_size = len(xs)
print('corpus size: %d, vocabulary size: %d' % (corpus_size, vocab_size))

# 学習時に使用する変数
max_iters = data_size // (batch_size * time_size)
time_idx = 0
total_loss = 0
loss_count = 0
ppl_list = []

View more ways to use dataset

dataset: databases for lazy people

build

In short, dataset makes reading and writing data in databases as simple as reading and writing JSON files.

Read the docs

To install dataset, fetch it with pip:

$ pip install dataset

Note: as of version 1.0, dataset is split into two packages, with the data export features now extracted into a stand-alone package, datafreeze. See the relevant repository here.

dataset dependencies

alembic banal sqlalchemy

FAQs

What is dataset?

Toolkit for Python-based database access. Visit Snyk Advisor to see a full health score report for dataset, including popularity, security, maintenance & community analysis.

Is dataset popular?

The python package dataset receives a total of 35,329 weekly downloads. As such, dataset popularity was classified as a popular. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is dataset well maintained?

We found indications that dataset is an Inactive project. See the full package health analysis to learn more about the package maintenance status.

Is dataset safe to use?

While scanning the latest version of dataset, we found that a security review is needed. A total of 0 vulnerabilities or license issues were detected. See the full security scan results.

Last updated on 22 December-2024, at 02:54 (UTC).

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dataset

Toolkit for Python-based database access. For more information about how to use this package see README

Ensure you're using the healthiest python packages

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Popularity

Direct Usage Popularity

Security

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Maintenance

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Community

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Package

Not sure how to use dataset?

dataset: databases for lazy people

dataset dependencies

FAQs

What is dataset?

Is dataset popular?

Is dataset well maintained?

Is dataset safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Fix identified vulnerabilities

Monitor for new issues

Package Health Score

Explore Similar Packages

Direct Usage Popularity

Security and license risk for latest version

Commit Frequency

Embed Package Health Score Badge

Keep your project healthy

Check your requirements.txt

Snyk Vulnerability Scanner

Not sure how to use dataset?

dataset: databases for lazy people

dataset dependencies

FAQs

What is dataset?

Is dataset popular?

Is dataset well maintained?

Is dataset safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Source Code

Open Source

Container

Config

Fix identified vulnerabilities

Monitor for new issues