Web Framework Rank

Wisdom of the crowd web framework rank.

Rank and Score

name	rank	score	pypistats downloads last month	pypi used as main dependency	stackoverflow questions	github stars	repo unique committers	repo changed lines last month	repo unique committers last month	repo last commit
FastAPI	1	93	71722318	3351	7290	76260	704	9843	22	2024-10-05
Django	2	93	21634420	7233	313077	79467	3135	2465	28	2024-10-03
AIOHTTP	3	89	190484663	7062	1721	15035	774	15687	15	2024-10-04
Dash	4	79	3397647	509	4643	21276	203	41919	4	2024-09-20
Tornado	5	78	46752139	1121	3762	21700	460	64	1	2024-09-23
Twisted	6	77	8412957	439	3470	5566	329	755	8	2024-10-01
Starlette	7	76	56623762	727	337	10126	294	736	7	2024-10-02
Flask	8	74	108686671	5828	55929	67732	852	0	0	2024-09-01
Bottle	9	73	6854124	273	1488	8395	234	710	4	2024-10-01
Falcon	10	72	666364	146	200	9506	220	8316	6	2024-10-05
Litestar	11	67	348371	26	6	5414	224	5039	14	2024-10-05
Werkzeug	12	64	147423463	1403	648	6637	506	0	0	2024-09-02
fasthtml	13	60	37933	13	7	5222	66	28329	15	2024-10-04
Sanic	14	58	1157078	374	211	18031	381	0	0	2024-06-30
Pyramid	15	56	2445087	241	2216	3945	367	0	0	2024-06-10
Robyn	16	51	73936	1	0	4293	72	1150	4	2024-10-03
CherryPy	17	50	999415	124	1370	1839	152	0	0	2024-08-31
web2py	18	49	238	0	2135	2113	276	7	1	2024-09-09
Rio	19	48	6207	0	0	1345	14	19458	4	2024-10-05
Zope	20	47	1000125	47	738	354	177	0	0	2024-09-02
web.py	21	46	202473	18	887	5886	97	0	0	2024-04-30
py4web	22	46	3827	5	0	251	75	941	3	2024-10-02
Quart	23	46	1146546	142	193	2923	105	0	0	2024-05-19
hug	24	42	153282	16	33	6859	125	0	0	2023-06-30
Pylons	25	29	51925	0	828	231	36	0	0	2018-01-12
Emmett	26	29	1684	4	0	1054	26	0	0	2024-07-24
Grok	27	29	2543	0	487	27	45	0	0	2024-05-08
TurboGears	28	29	2439	0	152	804	38	0	0	2024-03-25
Morepath	29	28	2039	21	0	395	28	0	0	2022-05-29
Vibora	30	25	236	1	0	5666	27	0	0	2019-02-11
CubicWeb	31	22	14669	25	0	0	0	0	0
Pycnic	32	21	1145	1	0	159	11	0	0	2022-04-05
Quixote	33	21	292	2	0	82	6	0	0	2024-03-01
Growler	34	19	319	0	0	688	6	0	0	2020-03-08
Giotto	35	15	679	0	0	59	3	0	0	2013-10-07

Score Calculation Algorithm

Score calculated as next way:

• calculate field score for framework for each field
  • for each field get framework value
  • order values from smallest to heights
  • field score for framework is index in ordered list starting from 1 divided to count of frameworks
• sum filed score of each field and divide to number of fields
• increase score to 100 to get result form 0 to 100

Fields Used for Score Calculation

Next fields used to calculate score and rank it:

• last month package downloads from pypi
• projects on pypi with framework as main dependency
• stackoverflow questions for appropriate framework tag
• github stars
• unique committers
• lines updated last month
• unique committers last month
• last update in master (weeks from last update)

All Data Fields

data.csv contains wide range of metrics about frameworks collected weekly. There are next fields presented in it:

• name
• rank
• score
• pypistats_downloads_last_month
• pypi_project_mentions
• pypi_used_as_main_dependency
• pypi_used_as_main_dependency_with_extra
• pypi_used_as_deep_dependency
• pypi_used_as_deep_dependency_with_extra
• pypi_releases
• pypi_last_release_at
• stackoverflow_questions
• github_stars
• github_forks
• github_watches
• github_size
• github_created_at
• github_updated_at
• repo_lines
• repo_size
• repo_commits
• repo_committers
• repo_changed_lines_last_month
• repo_commits_last_month
• repo_committers_last_month
• repo_first_commit_at
• repo_last_commit_at
• collected_at