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	95	15943667	6825	312444	77565	3088	4518	30	2024-06-14
FastAPI	2	91	38115798	2860	6967	72562	652	2203	17	2024-06-14
Tornado	3	87	41348599	1066	3766	21580	456	2472	4	2024-06-12
Flask	4	85	71653295	5480	55773	66819	848	56	4	2024-06-07
AIOHTTP	5	80	118147078	6455	1695	14711	751	22	2	2024-06-13
Dash	6	80	2775730	459	4610	20748	192	2091	6	2024-06-13
Twisted	7	76	4386788	434	3467	5474	321	2094	5	2024-06-05
Werkzeug	8	75	93482296	1320	648	6567	503	174	3	2024-06-03
Pyramid	9	70	2626656	240	2216	3913	367	676	1	2024-06-10
Starlette	10	70	31017383	659	323	9688	283	54	3	2024-06-04
Litestar	11	68	921172	21	3	4961	207	2454	17	2024-06-15
CherryPy	12	60	868628	122	1370	1798	151	147	1	2024-06-14
Zope	13	58	44893	47	737	348	177	565	3	2024-06-12
Quart	14	55	573826	130	185	2718	105	106	4	2024-05-19
Sanic	15	55	1083977	368	207	17829	379	0	0	2024-04-09
Bottle	16	54	3780273	258	1486	8325	232	0	0	2024-01-03
Robyn	17	53	11203	1	0	3861	66	518	5	2024-06-15
py4web	18	50	3537	5	0	237	73	6574	2	2024-06-15
Falcon	19	50	605400	141	201	9427	210	0	0	2024-05-07
web2py	20	46	263	0	2136	2093	276	2	1	2024-05-18
web.py	21	44	129796	18	888	5878	97	0	0	2024-04-30
hug	22	39	67965	16	33	6839	125	0	0	2023-06-30
Emmett	23	36	709	4	0	1012	26	32	1	2024-05-29
TurboGears	24	28	2134	0	152	800	38	0	0	2024-03-25
Morepath	25	28	6634	21	0	395	28	0	0	2022-05-29
Pylons	26	27	31647	0	829	231	36	0	0	2018-01-12
Grok	27	27	639	0	492	26	45	0	0	2024-05-08
Vibora	28	25	282	1	0	5674	27	0	0	2019-02-11
Pycnic	29	20	1215	1	0	159	11	0	0	2022-04-05
CubicWeb	30	20	3944	24	0	0	0	0	0
Quixote	31	20	187	2	0	82	6	0	0	2024-03-01
Growler	32	17	43	0	0	686	6	0	0	2020-03-08
Giotto	33	13	113	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