tbicr / web-framework-rank

Wisdom of the crowd web framework rank

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
Django	1	97	14966227	6498	311595	76137	3055	5904	41	2024-03-16
FastAPI	2	93	38272324	2408	6572	69359	614	4019	17	2024-03-16
AIOHTTP	3	87	105398335	5999	1680	14444	744	423	5	2024-03-12
Dash	4	80	2877060	429	4581	20283	180	20615	7	2024-03-08
Twisted	5	80	4449696	429	3471	5384	317	2952	9	2024-03-15
Werkzeug	6	77	112276367	1251	648	6518	498	54	5	2024-03-05
Tornado	7	76	38972633	1032	3766	21470	452	2	1	2024-03-03
Starlette	8	73	28817475	578	302	9285	275	267	4	2024-03-05
Flask	9	70	97675629	5121	55480	65994	846	0	0	2024-02-12
Pyramid	10	69	2879605	240	2217	3894	367	12	2	2024-03-03
Falcon	11	62	1052989	136	201	9359	209	25	1	2024-03-02
Zope	12	60	37403	45	739	342	177	899	3	2024-03-14
CherryPy	13	58	1057723	119	1373	1771	151	8	2	2024-02-25
web.py	14	55	134262	18	889	5866	96	169	1	2024-02-21
Bottle	15	53	3812161	247	1485	8256	232	0	0	2024-01-03
Robyn	16	53	35351	1	0	3309	62	112	5	2024-03-16
Quart	17	53	495747	121	178	2544	104	2	1	2024-03-06
Sanic	18	52	854411	351	206	17644	374	0	0	2024-01-01
TurboGears	19	47	2124	0	152	797	38	1013	1	2024-03-15
hug	20	39	62854	16	33	6809	125	0	0	2023-06-30
web2py	21	37	318	0	2135	2074	276	0	0	2024-01-16
Emmett	22	37	721	4	0	938	26	10	1	2024-02-27
Grok	23	34	488	0	491	25	45	2	1	2024-02-21
Quixote	24	32	166	2	0	82	6	99	1	2024-03-01
Pylons	25	28	62179	0	828	231	36	0	0	2018-01-12
py4web	26	28	868	5	0	218	72	0	0	2024-01-21
Morepath	27	27	6296	21	0	396	28	0	0	2022-05-29
Vibora	28	24	305	1	0	5683	27	0	0	2019-02-11
Pycnic	29	21	1560	1	0	159	11	0	0	2022-04-05
CubicWeb	30	20	8156	24	0	0	0	0	0
Growler	31	17	38	0	0	688	6	0	0	2020-03-08
Giotto	32	12	78	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