pypinfo
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Easily view PyPI download statistics via Google's BigQuery.
pypinfo: View PyPI download statistics with ease.
.. image:: https://img.shields.io/pypi/v/pypinfo.svg?style=flat-square :target: https://pypi.org/project/pypinfo
.. image:: https://img.shields.io/pypi/pyversions/pypinfo.svg?style=flat-square :target: https://pypi.org/project/pypinfo
.. image:: https://img.shields.io/badge/license-MIT-blue.svg?style=flat-square :target: https://en.wikipedia.org/wiki/MIT_License
.. image:: https://img.shields.io/badge/code%20style-black-000000.svg?style=flat-square :target: https://github.com/psf/black
pypinfo is a simple CLI to access PyPI
_ download statistics via Google's BigQuery.
Installation
pypinfo is distributed on PyPI
_ as a universal wheel and is available on
Linux/macOS and Windows and supports Python 3.7+.
This is relatively painless, I swear.
Create project
-
Go to
<https://bigquery.cloud.google.com>
_. -
Sign up if you haven't already. The first TB of queried data each month is free. Each additional TB is $5.
-
Go to
<https://console.developers.google.com/cloud-resource-manager>
_ and click CREATE PROJECT if you don't already have one:.. image:: https://user-images.githubusercontent.com/1324225/47172949-6f4ea880-d315-11e8-8587-8b8117efeae9.png
-
This takes you to
<https://console.developers.google.com/projectcreate>
_. Fill out the form and click CREATE. Any name is fine, but I recommend you choose something to do with PyPI like pypinfo. This way you know what the project is designated for:.. image:: https://user-images.githubusercontent.com/1324225/47173020-986f3900-d315-11e8-90ab-4b2ecd85b88e.png
-
The next page should show your new project. If not, reload the page and select from the top menu:
.. image:: https://user-images.githubusercontent.com/1324225/47173170-0b78af80-d316-11e8-879e-01f34e139b80.png
Enable BigQuery API
-
Go to
<https://console.cloud.google.com/apis/api/bigquery-json.googleapis.com/overview>
_ and make sure the correct project is chosen using the drop-down on top. Click the ENABLE button:.. image:: https://user-images.githubusercontent.com/1324225/47173408-a6718980-d316-11e8-94c2-a17ff54fc389.png
-
After enabling, click CREATE CREDENTIALS:
.. image:: https://user-images.githubusercontent.com/1324225/47173432-bc7f4a00-d316-11e8-8152-6a0e6cfab70f.png
-
Choose the "BigQuery API" and "No, I'm not using them":
.. image:: https://user-images.githubusercontent.com/1324225/47173510-ec2e5200-d316-11e8-8508-2bfbb8f6b02f.png
-
Fill in a name, and select role "BigQuery User" (if the "BigQuery" is not an option in the list, wait 15-20 minutes and try creating the credentials again), and select a JSON key:
.. image:: https://user-images.githubusercontent.com/1324225/47173576-18e26980-d317-11e8-8bfe-e4775d965e32.png
-
Click continue and the JSON will download to your computer. Note the download location. Move the file wherever you want:
.. image:: https://user-images.githubusercontent.com/1324225/47173614-331c4780-d317-11e8-9ed2-fc76557a2bf6.png
-
pip install pypinfo
-
pypinfo --auth path/to/your_credentials.json
, or set an environment variableGOOGLE_APPLICATION_CREDENTIALS
that points to the file.
Usage
.. code-block:: console
$ pypinfo
Usage: pypinfo [OPTIONS] [PROJECT] [FIELDS]... COMMAND [ARGS]...
Valid fields are:
project | version | file | pyversion | percent3 | percent2 | impl | impl-version |
openssl | date | month | year | country | installer | installer-version |
setuptools-version | system | system-release | distro | distro-version | cpu |
libc | libc-version
Options:
-a, --auth TEXT Path to Google credentials JSON file.
--run / --test --test simply prints the query.
-j, --json Print data as JSON, with keys `rows` and `query`.
-i, --indent INTEGER JSON indentation level.
-t, --timeout INTEGER Milliseconds. Default: 120000 (2 minutes)
-l, --limit TEXT Maximum number of query results. Default: 10
-d, --days TEXT Number of days in the past to include. Default: 30
-sd, --start-date TEXT Must be negative or YYYY-MM[-DD]. Default: -31
-ed, --end-date TEXT Must be negative or YYYY-MM[-DD]. Default: -1
-m, --month TEXT Shortcut for -sd & -ed for a single YYYY-MM month.
-w, --where TEXT WHERE conditional. Default: file.project = "project"
-o, --order TEXT Field to order by. Default: download_count
--all Show downloads by all installers, not only pip.
-pc, --percent Print percentages.
-md, --markdown Output as Markdown.
-v, --verbose Print debug messages to stderr.
--version Show the version and exit.
-h, --help Show this message and exit.
pypinfo accepts 0 or more options, followed by exactly 1 project, followed by 0 or more fields. By default only the last 30 days are queried. Let's take a look at some examples!
Tip: If queries are resulting in NoneType errors, increase timeout.
Downloads for a project ^^^^^^^^^^^^^^^^^^^^^^^
.. code-block:: console
$ pypinfo requests
Served from cache: False
Data processed: 2.83 GiB
Data billed: 2.83 GiB
Estimated cost: $0.02
| download_count |
| -------------- |
| 116,353,535 |
All downloads ^^^^^^^^^^^^^
.. code-block:: console
$ pypinfo ""
Served from cache: False
Data processed: 116.15 GiB
Data billed: 116.15 GiB
Estimated cost: $0.57
| download_count |
| -------------- |
| 8,642,447,168 |
Downloads for a project by Python version ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
.. code-block:: console
$ pypinfo django pyversion
Served from cache: False
Data processed: 967.33 MiB
Data billed: 968.00 MiB
Estimated cost: $0.01
| python_version | download_count |
| -------------- | -------------- |
| 3.8 | 1,735,967 |
| 3.6 | 1,654,871 |
| 3.7 | 1,326,423 |
| 2.7 | 876,621 |
| 3.9 | 524,570 |
| 3.5 | 258,609 |
| 3.4 | 12,769 |
| 3.10 | 3,050 |
| 3.3 | 225 |
| 2.6 | 158 |
| Total | 6,393,263 |
All downloads by country code ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
.. code-block:: console
$ pypinfo "" country
Served from cache: False
Data processed: 150.40 GiB
Data billed: 150.40 GiB
Estimated cost: $0.74
| country | download_count |
| ------- | -------------- |
| US | 6,614,473,568 |
| IE | 336,037,059 |
| IN | 192,914,402 |
| DE | 186,968,946 |
| NL | 182,691,755 |
| None | 141,753,357 |
| BE | 111,234,463 |
| GB | 109,539,219 |
| SG | 106,375,274 |
| FR | 86,036,896 |
| Total | 8,068,024,939 |
Downloads for a project by system and distribution ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
.. code-block:: console
$ pypinfo cryptography system distro
Served from cache: False
Data processed: 2.52 GiB
Data billed: 2.52 GiB
Estimated cost: $0.02
| system_name | distro_name | download_count |
| ----------- | ------------------------------- | -------------- |
| Linux | Ubuntu | 19,524,538 |
| Linux | Debian GNU/Linux | 11,662,104 |
| Linux | Alpine Linux | 3,105,553 |
| Linux | Amazon Linux AMI | 2,427,975 |
| Linux | Amazon Linux | 2,374,869 |
| Linux | CentOS Linux | 1,955,181 |
| Windows | None | 1,522,069 |
| Linux | CentOS | 568,370 |
| Darwin | macOS | 489,859 |
| Linux | Red Hat Enterprise Linux Server | 296,858 |
| Total | | 43,927,376 |
Most popular projects in the past year ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
.. code-block:: console
$ pypinfo --days 365 "" project
Served from cache: False
Data processed: 1.69 TiB
Data billed: 1.69 TiB
Estimated cost: $8.45
| project | download_count |
| --------------- | -------------- |
| urllib3 | 1,382,528,406 |
| six | 1,172,798,441 |
| botocore | 1,053,169,690 |
| requests | 995,387,353 |
| setuptools | 992,794,567 |
| certifi | 948,518,394 |
| python-dateutil | 934,709,454 |
| idna | 929,781,443 |
| s3transfer | 877,565,186 |
| chardet | 854,744,674 |
| Total | 10,141,997,608 |
Downloads between two YYYY-MM-DD dates ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
.. code-block:: console
$ pypinfo --start-date 2018-04-01 --end-date 2018-04-30 setuptools
Served from cache: False
Data processed: 571.37 MiB
Data billed: 572.00 MiB
Estimated cost: $0.01
| download_count |
| -------------- |
| 8,972,826 |
Downloads between two YYYY-MM dates ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
- A yyyy-mm
--start-date
defaults to the first day of the month - A yyyy-mm
--end-date
defaults to the last day of the month
.. code-block:: console
$ pypinfo --start-date 2018-04 --end-date 2018-04 setuptools
Served from cache: False
Data processed: 571.37 MiB
Data billed: 572.00 MiB
Estimated cost: $0.01
| download_count |
| -------------- |
| 8,972,826 |
Downloads for a single YYYY-MM month ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
.. code-block:: console
$ pypinfo --month 2018-04 setuptools
Served from cache: False
Data processed: 571.37 MiB
Data billed: 572.00 MiB
Estimated cost: $0.01
| download_count |
| -------------- |
| 8,972,826 |
Percentage of Python 3 downloads of the top 100 projects in the past year ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Let's use --test
to only see the query instead of sending it.
.. code-block:: console
$ pypinfo --test --days 365 --limit 100 "" project percent3
SELECT
file.project as project,
ROUND(100 * SUM(CASE WHEN REGEXP_EXTRACT(details.python, r"^([^\.]+)") = "3" THEN 1 ELSE 0 END) / COUNT(*), 1) as percent_3,
COUNT(*) as download_count,
FROM `bigquery-public-data.pypi.file_downloads`
WHERE timestamp BETWEEN TIMESTAMP_ADD(CURRENT_TIMESTAMP(), INTERVAL -366 DAY) AND TIMESTAMP_ADD(CURRENT_TIMESTAMP(), INTERVAL -1 DAY)
AND details.installer.name = "pip"
GROUP BY
project
ORDER BY
download_count DESC
LIMIT 100
Downloads for a given version ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
pypinfo supports PEP 440 version matching <https://peps.python.org/pep-0440/#version-matching>
_.
We can use it to query stats on a given major version.
.. code-block:: console
$ pypinfo -pc 'pip==21.*' pyversion version
Served from cache: False
Data processed: 34.45 MiB
Data billed: 35.00 MiB
Estimated cost: $0.01
| python_version | version | percent | download_count |
| -------------- | ------- | ------- | -------------- |
| 3.6 | 21.3.1 | 78.74% | 10,430 |
| 3.8 | 21.3.1 | 7.81% | 1,034 |
| 3.7 | 21.2.1 | 3.59% | 476 |
| 3.7 | 21.3.1 | 2.60% | 345 |
| 3.7 | 21.0.1 | 2.25% | 298 |
| 3.8 | 21.0.1 | 1.58% | 209 |
| 3.8 | 21.2.1 | 1.42% | 188 |
| 3.7 | 21.1.2 | 0.81% | 107 |
| 3.9 | 21.3.1 | 0.69% | 92 |
| 3.8 | 21.1.1 | 0.51% | 67 |
| Total | | | 13,246 |
We can also use it to query stats on an exact version:
.. code-block:: console
$ pypinfo -pc 'numpy==1.23rc3' pyversion version
Served from cache: False
Data processed: 34.01 MiB
Data billed: 35.00 MiB
Estimated cost: $0.01
| python_version | version | percent | download_count |
| -------------- | --------- | ------- | -------------- |
| 3.9 | 1.23.0rc3 | 63.33% | 38 |
| 3.8 | 1.23.0rc3 | 28.33% | 17 |
| 3.10 | 1.23.0rc3 | 8.33% | 5 |
| Total | | | 60 |
Credits
-
Donald Stufft <https://github.com/dstufft>
_ for maintainingPyPI
_ all these years. -
Google <https://github.com/google>
_ for donating BigQuery capacity toPyPI
_. -
Paul Kehrer <https://github.com/reaperhulk>
_ for hisawesome blog post <https://langui.sh/2016/12/09/data-driven-decisions>
_.
.. _PyPI: https://pypi.org