Package Health Score

77 / 100

security
No known security issues
popularity
Popular
maintenance
Healthy
community
Sustainable

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Popularity

Popular

Total Weekly Downloads (43,235)

GitHub Stars: 4.67K
Forks: 301
Contributors: 60

Direct Usage Popularity

The PyPI package dataset receives a total of 43,235 downloads a week. As such, we scored dataset popularity level to be Popular.

Based on project statistics from the GitHub repository for the PyPI package dataset, we found that it has been starred 4,671 times.

The download numbers shown are the average weekly downloads from the last 6 weeks.

Security

No known security issues

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

Healthy

Commit Frequency

Open Issues: 28
Open PR: 10
Last Release: 5 months ago
Last Commit: 5 months 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 Healthy.

We found that dataset demonstrates a positive version release cadence with at least one new version released in the past 12 months.

In the past month we didn't find any pull request activity or change in issues status has been detected for the GitHub repository.

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: 11 years
Latest Release: 5 months 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 43,235 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 that dataset demonstrated a healthy version release cadence and project activity. It has a community of 60 open source contributors collaborating on the project. See the full package health analysis to learn more about the package maintenance status.

Is dataset safe to use?

The python package dataset was scanned for known vulnerabilities and missing license, and no issues were found. Thus the package was deemed as safe to use. See the full health analysis review.

Last updated on 6 December-2023, at 02:34 (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

Package Health Score

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Popularity

Total Weekly Downloads (43,235)

Direct Usage Popularity

Security

Security and license risk for latest version

Maintenance

Commit Frequency

Community

Embed Package Health Score Badge

Keep your project healthy

Check your requirements.txt

Snyk Vulnerability Scanner

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

Total Weekly Downloads (43,235)

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