RSEPedia Top Python Dependencies

We use CiteLang to clone software repositories, parse dependency files, and assemble them into one common structure to assess the value of any particular dependency across the ecosystem. Each credit value represents the average credit assigned to a dependency across repositories, where each repository is represented by it's own graph that allocates 50% of credit to the repository itself, and 50% to its dependencies.

Software Credit

Manager	Name	Credit
pypi	numpy	0.0890261392010382
pypi	matplotlib	0.03098405784314873
pypi	scipy	0.0119127493774646
pypi	pytest	0.010867787864753209
pypi	typing-extensions	0.009432182289920214
pypi	sphinx	0.00788396652720542
pypi	six	0.0056694085590559655
pypi	cycler	0.004872775796326329
pypi	h5py	0.004746242303333032
pypi	colorama	0.004581934485178769
pypi	pytz	0.0045146033281243106
pypi	biopython	0.004350059827729645
pypi	python-dateutil	0.004225431408447046
pypi	pytest-cov	0.004211952631466461
pypi	pyyaml	0.0036788797529296157
pypi	numba	0.00339256996276884
pypi	cython	0.0033568730804144197
pypi	pandas	0.003213398094177337
pypi	packaging	0.003175676464400502
pypi	docutils	0.00314614711495367
pypi	requests	0.002815676487166369
pypi	hypothesis	0.0025928523883219845
pypi	pysam	0.002585874273986483
pypi	tomli	0.0025699897952965534
pypi	PyYAML	0.0025611601353230417
pypi	setuptools	0.002460642088874213
pypi	coverage	0.0024573790221583762
pypi	sphinx-rtd-theme	0.0024272581141140414
pypi	importlib-metadata	0.0023892960686324426
pypi	future	0.0022584188691232967
pypi	certifi	0.002147799935337527
pypi	pytest-xdist	0.0021289764204859055
pypi	flake8	0.0020312528961696262
pypi	MarkupSafe	0.0019973698454151404
pypi	astropy	0.001924346060925443
pypi	lxml	0.001812020872363547
pypi	mock	0.0018057662431126124
pypi	joblib	0.0018013308408767522
pypi	nose	0.0017830516597444365
pypi	sphinx-astropy	0.0017008910695004821
pypi	seaborn	0.0016691319285840787
pypi	wheel	0.0016644790856734629
pypi	pycparser	0.0016418046195872708
pypi	sklearn	0.0016178838371062362
pypi	idna	0.0015815196068332598
pypi	ipython	0.0015636644508022308
pypi	pytest-doctestplus	0.0015437947245412066
pypi	mpmath	0.0014975141716945244
pypi	Sphinx	0.001496784752809737
pypi	astroquery	0.0014645485576947096
pypi	chardet	0.0014104743598322674
pypi	Jinja2	0.0012988669897244167
pypi	dask	0.001236827093762217
pypi	twine	0.0011966248280523397
pypi	statsmodels	0.0011723099165171073
pypi	ipywidgets	0.0011625869269680643
pypi	PySocks	0.001132589752771575
pypi	urllib3	0.0011271900627666791
pypi	importlib-resources	0.0011267486234289058
pypi	mypy	0.001123129112548634
pypi	protobuf	0.0010915119496741979
pypi	html5lib	0.0010913862209319025
pypi	Babel	0.0010420251898099692
pypi	pillow	0.0010414418913545509
pypi	numpydoc	0.0010389776178530315
pypi	click	0.0010317854939615816
pypi	pygments	0.001027670072379226
pypi	Cython	0.0010228021094189498
pypi	jinja2	0.0010003338702240718
pypi	sortedcontainers	0.0009959862593951017
pypi	beautifulsoup4	0.0009958835447133152
pypi	psutil	0.0009364447416553817
pypi	argparse	0.0009361127668038629
pypi	healpy	0.000923502219678438
pypi	graphviz	0.0009205016687337292
pypi	pytest-black	0.0009124004496657975
pypi	pre-commit	0.0009057546582859962
pypi	lmfit	0.0009048944199389518
pypi	keras	0.0009022050210670323
pypi	attrs	0.0008901558045439407
pypi	networkx	0.0008720385394235779
pypi	toml	0.0008702485881799366
pypi	tornado	0.0008638457667386711
pypi	docopt	0.0008406254511814106
pypi	pyparsing	0.000830865022074802
pypi	pyerfa	0.0008211754332789623
pypi	black	0.0008166076319868819
pypi	jplephem	0.0008158239862666728
pypi	slack-sdk	0.0008088903213636707
pypi	pytest-astropy	0.0007930064538298115
pypi	py-make	0.0007887518958139273
pypi	pyarrow	0.0007796694370957799
pypi	setuptools_scm	0.00077724805554661
pypi	jupyter	0.0007721907988655543
pypi	contextlib2	0.0007708007364925696
pypi	bleach	0.0007568739575639134
pypi	pycodestyle	0.0007519840388182475
pypi	photutils	0.0007495264296825969
pypi	bottleneck	0.0007473995747609044
pypi	mpi4py	0.0007408368917176733
pypi	llvmlite	0.0007400537727319488
pypi	objgraph	0.000738413296578953
pypi	skyfield	0.000738135480096342
pypi	et-xmlfile	0.0007232891345207918
pypi	cryptography	0.0007169193725247073
pypi	asdf	0.0007009381384008635
pypi	tqdm	0.0006934565261549079
pypi	defusedxml	0.0006932417892229802
pypi	sphinxext-opengraph	0.0006867423258651122
pypi	atomicwrites	0.000680698388783316
pypi	sympy	0.0006770646765101653
pypi	toolz	0.0006762161363042631
pypi	dataclasses	0.0006545549352170499
pypi	py	0.0006526328530404248
pypi	sgp4	0.0006396712070782121
pypi	cloudpickle	0.0006377148556134637
pypi	wcwidth	0.0006344730341680626
pypi	sphinx-gallery	0.0006311911376871744
pypi	iniconfig	0.0006042252337634179
pypi	wrapt	0.0006026191989429136
pypi	filelock	0.0005986952888934164
pypi	sphinx-copybutton	0.0005983766838179902
pypi	virtualenv	0.0005945075587967257
pypi	traitlets	0.0005921018273615146
pypi	cffi	0.0005889508367499279
pypi	scikit-learn	0.0005831546783056524
pypi	charset-normalizer	0.0005711217013565039
pypi	pybedtools	0.0005702116677476481
pypi	scikit-image	0.0005677332879349843
pypi	zipp	0.000561385027696988
pypi	pluggy	0.0005587247453004922
pypi	ruamel.yaml	0.0005582807037075863
pypi	pytest-astropy-header	0.0005555447419328596
pypi	unicodedata2	0.0005528865913713852
pypi	isal	0.0005476910460362601
pypi	PyQt5-sip	0.0005431174294840218
pypi	Pillow	0.0005423365582724252
pypi	sphinx-changelog	0.0005399172427010542
pypi	jax	0.0005376590733610308
pypi	appdirs	0.0005327386879192944
pypi	absl-py	0.0005307978553352893
pypi	typing_extensions	0.0005282778471376034
pypi	regex	0.0005254949748354083
pypi	lightkurve	0.0005243443345738335
pypi	ephem	0.0005097634713411591
pypi	rst.linker	0.0005082076879518817
pypi	jaraco.packaging	0.0005082076879518817
pypi	xmltodict	0.0005079617591793206
pypi	pytest-flake8	0.0005076741260520822
pypi	threadpoolctl	0.0005051462840107697
pypi	termcolor	0.0005048369712085574
pypi	pytest-timeout	0.0005047549986300074
pypi	dill	0.000496895077660328
pypi	win-inet-pton	0.0004925986266059196
pypi	argcomplete	0.0004896769770119743
pypi	pytest-checkdocs	0.0004891405096724647
pypi	pytest-mypy	0.0004886201336841776
pypi	pytest-enabler	0.00048767332892768185
pypi	pywin32	0.0004783793700159198
pypi	torch	0.0004735814221321242
pypi	pydata-sphinx-theme	0.00047121329545391595
pypi	itsdangerous	0.0004698279251129316
pypi	enum34	0.00046960480457789816
pypi	webencodings	0.0004680214843542041
pypi	pathlib	0.0004657233089467568
pypi	more-itertools	0.0004606333071364826
pypi	numexpr	0.00045987743868970335
pypi	pyfaidx	0.0004499842176474789
pypi	check-manifest	0.00044682914920067757
pypi	isort	0.00044427442874930975
pypi	decorator	0.00044065687705884216
pypi	cobaya	0.00043992179168147886
pypi	brotli	0.0004379928623699868
pypi	msgpack	0.0004356956107704399
pypi	types-setuptools	0.00043499487572493936
pypi	xmlschema	0.00043295370841206027
pypi	kiwisolver	0.0004290902310241433
pypi	tenacity	0.00042712524787226865
pypi	sphinx-book-theme	0.0004253058495835763
pypi	olefile	0.0004251155464669848
pypi	ipykernel	0.00042461196501598626
pypi	markdown2	0.0004221075342161713
pypi	PyQt5-Qt5	0.0004199249234789126
pypi	readthedocs-sphinx-search	0.0004155390988135109
pypi	SQLAlchemy	0.000413909602962828
pypi	codecov	0.00041049078460005225
pypi	sphinx-issues	0.0004102035009587105
pypi	nbformat	0.0004070173996194313
pypi	nbconvert	0.00040345976687928826
pypi	pyroma	0.00040047087698246
pypi	imageio	0.0003990215730363187
pypi	multiprocess	0.000396280423675695
pypi	sphinx-removed-in	0.0003897699831141451
pypi	plotly	0.00038835865289327774
pypi	alabaster	0.00038763227450177266
pypi	wget	0.0003870384880616044
pypi	fitsio	0.00038605454268447514
pypi	snowballstemmer	0.0003855528057728589
pypi	dynesty	0.00038333100116016755
pypi	process-tests	0.00038102074963890215
pypi	fields	0.00038102074963890215
pypi	sqlalchemy	0.00037919068169029195
pypi	imagesize	0.0003757767659577149
pypi	memory-profiler	0.0003692012550827287
pypi	typing	0.00036870424442698204
pypi	netCDF4	0.0003665038430446793
pypi	watchdog	0.0003635094819752734
pypi	fsspec	0.0003630398956108004
pypi	execnet	0.0003593174635406246
pypi	schwimmbad	0.00035804859028638387
pypi	pip	0.0003578314762431004
pypi	docutils-stubs	0.00035292949442322386
pypi	hunter	0.00034900657404789604
pypi	railroad-diagrams	0.00034189963771385823
pypi	tensorflow	0.00034160221359587914
pypi	gym	0.00034046984865331953
pypi	Pygments	0.0003396392212262106
pypi	xarray	0.00033955576404497617
pypi	fonttools	0.00033902544293884247
pypi	cachetools	0.00033883886395665166
pypi	backports.functools-lru-cache	0.0003387833793942074
pypi	pandoc	0.0003383691820387796
pypi	xlsxwriter	0.0003365566905676853
pypi	smmap	0.0003341561657168354
pypi	pydot	0.00033238092920814745
pypi	jsonschema	0.00033110151672359397
pypi	munkres	0.00032920186755857386
pypi	myst-nb	0.0003272048486313915
pypi	rich	0.0003258615026466365
pypi	pygraphviz	0.00032347774225346824
pypi	pyproj	0.00032033935769585725
pypi	setproctitle	0.00031028212092769065
pypi	flatbuffers	0.00030620919679014646
pypi	locket	0.0003034779214121565
pypi	bump2version	0.0003028492225665526
pypi	pytest-forked	0.0003020626100139636
pypi	ipaddress	0.00030043471405562965
pypi	babel	0.00029682515848714384
pypi	tzdata	0.0002948591022796098
pypi	python	0.0002935654585058613
pypi	ujson	0.0002906539105898524
pypi	emcee	0.00028950995471019054
pypi	astroscrappy	0.0002868149403476012
pypi	numdifftools	0.0002855457645108527
pypi	pexpect	0.0002852855274036637
pypi	pooch	0.0002842628434718098
pypi	python-casacore	0.00027920444437316404
pypi	python-magic	0.0002790348382509776
pypi	astroplan	0.0002774879405044004
pypi	dnaio	0.0002760142641308212
pypi	Flask	0.00027552033470930364
pypi	palettable	0.00027330481620618503
pypi	cssselect	0.000273094092310816
pypi	entrypoints	0.00026889078861398145
pypi	grpcio	0.0002680890696617818
pypi	SimpleITK	0.0002654111113671174
pypi	sphinxcontrib-serializinghtml	0.00026536459950849756
pypi	sphinxcontrib-jsmath	0.0002626898190224819
pypi	sphinxcontrib-applehelp	0.0002593627500239614
pypi	sphinxcontrib-devhelp	0.0002593627500239614
pypi	sphinxcontrib-htmlhelp	0.0002593627500239614
pypi	sphinxcontrib-qthelp	0.0002593627500239614
pypi	keyring	0.00025920914532754155
pypi	tox	0.00025872209854216165
pypi	nanomath	0.0002566477070742979
pypi	nbsphinx	0.00025536780041807134
pypi	pox	0.0002533648568531456
pypi	furo	0.0002524526757587736
pypi	sphinx-prompt	0.00025229772749056574
pypi	pyasn1	0.0002512051229199835
pypi	brotlicffi	0.0002504473441869089
pypi	tabulate	0.00024966651687821737
pypi	simplejson	0.0002490953755663241
pypi	psycopg2	0.00024881244340023277
pypi	tifffile	0.0002485409799391692
pypi	pep517	0.0002472654061700662
pypi	sphinx-autodoc-typehints	0.0002468966692988254
pypi	reno	0.0002464079126836547
pypi	more_itertools	0.0002435757452643339
pypi	Werkzeug	0.00024143954783378057
pypi	bokeh	0.00024050147247845505
pypi	progressbar	0.00023857770982735902
pypi	PyICU	0.00023672215713832752
pypi	fastnumbers	0.00023672215713832752
pypi	psycopg2-binary	0.00023634634048468975
pypi	wmi	0.00023524670680798062
pypi	onnx2keras	0.00023462495556345538
pypi	pytest-asyncio	0.0002328777160373087
pypi	mappy	0.00023007855990436863
pypi	backports-functools-lru-cache	0.0002298008399868767
pypi	ruamel.yaml.clib	0.00022936084103793538
pypi	lz4	0.00022771315786199292
pypi	frozenlist	0.00022736339921222267
pypi	fs	0.00022412127822256348
pypi	commonmark	0.0002239783029054912
pypi	semver	0.00022332519283001952
pypi	openpyxl	0.0002207402065437625
pypi	Markdown	0.00022030194855133492
pypi	nfft	0.00021952097404905795
pypi	ci-info	0.00021698486350964506
pypi	multidict	0.0002148474035613802
pypi	arviz	0.00021322528405961095
pypi	PyAstronomy	0.00021271013712730166
pypi	notebook	0.00021203986436286318
pypi	gast	0.00021150474035259696
pypi	pint	0.00021133691095827657
pypi	aiohttp	0.00021077499362440273
pypi	tokenize-rt	0.00021027898102337698
pypi	greenlet	0.00020812126289355815
pypi	zopfli	0.0002064725634641616
pypi	ultranest	0.0002060277899888113
pypi	pyamg	0.00020528389609320025
pypi	quantities	0.00020493007698456199
pypi	pulp	0.00020480557005154927
pypi	pyzmq	0.00020452437240027076
pypi	sh	0.0002004548655099668
pypi	gmpy2	0.00020008971352732086
pypi	skia-pathops	0.0002000343179958849
pypi	xattr	0.00019888069298444136
pypi	redis	0.0001974199027891793
pypi	soupsieve	0.00019703067623483373
pypi	doit	0.00019690559365536037
pypi	gitdb	0.0001965967362358764
pypi	pyDOE2	0.00019622083058249963
pypi	mpdaf	0.0001952290191145506
pypi	requests-toolbelt	0.00019521857185946157
pypi	cached-property	0.00019231947820116962
pypi	shortuuid	0.00019123406721986298
pypi	gunicorn	0.00019088831756078423
pypi	theano	0.00019081608934968337
pypi	jupyter-client	0.0001891989935998476
pypi	intervaltree	0.00018428234105295622
pypi	asv	0.00018399960570530263
pypi	jaxlib	0.00018182681428755777
pypi	types-typed-ast	0.00018005461038489887
pypi	pytest-perf	0.0001797059944889023
pypi	jmespath	0.00017941057039089212
pypi	futures	0.00017820356342348862
pypi	openphi	0.00017596871667259153
pypi	sf_tools	0.00017596871667259153
pypi	asyncio	0.00017596871667259153
pypi	parsec	0.00017596871667259153
pypi	apyori	0.00017596871667259153
pypi	pyusb	0.00017596871667259153
pypi	pycryptodome	0.00017596871667259153
pypi	http	0.00017596871667259153
pypi	conan	0.00017594051655774016
pypi	llist	0.0001753821542836829
pypi	libclang	0.0001751597942998439
pypi	sphinxcontrib-websupport	0.0001748508513841534
pypi	umap-learn	0.0001746735586517348
pypi	pybind11-global	0.00017412138588271015
pypi	flask	0.0001739179104001824
pypi	nestle	0.00017351539161061463
pypi	jaraco.tidelift	0.00017277363994692378
pypi	types-requests	0.00017217123816501076
pypi	edlib	0.0001714768753992875
pypi	python-igraph	0.00017064274134813976
pypi	lark-parser	0.00017053659322774852
pypi	qtpy	0.0001705357761176507
pypi	prompt-toolkit	0.00016885633143995943
pypi	netcdf4	0.00016864864101825324
pypi	gdal	0.00016549157228433128
pypi	sphinxcontrib-bibtex	0.0001650730285167979
pypi	gffutils	0.00016506515306455145
pypi	scikit-bio	0.00016484688436341473
pypi	pysynphot	0.00016426090458025782
pypi	snakemake	0.00016342047128129603
pypi	monotonic	0.00016277741323740308
pypi	opt-einsum	0.0001618052873755337
pypi	pyephem	0.00016017268430647331
pypi	markdown	0.00015931894942744298
pypi	json-tricks	0.00015904736935655882
pypi	sentence-transformers	0.0001583718450053324
pypi	pathlib2	0.00015776255499320407
pypi	jedi	0.00015728582256565633
pypi	dm-tree	0.00015609167794976997
pypi	multisplitby	0.00015602559544969783
pypi	shapely	0.0001556839829629939
pypi	myst-parser	0.00015540297453703412
pypi	python-dotenv	0.00015515465219760849
pypi	fire	0.00015420338858363218
pypi	camb	0.000153667516064371
pypi	matplotlib-inline	0.00015287279410283023
pypi	python-libsbml	0.00015248096244878102
pypi	typed-ast	0.0001518307957768406
pypi	ete3	0.00014996445076430857
pypi	texext	0.00014958150505767017
pypi	rsa	0.00014952450362271016
pypi	pickleshare	0.0001494371644925722
pypi	sqlparse	0.00014935382966861158
pypi	unittest2	0.00014918138290350566
pypi	streamlit	0.00014845472296988476
pypi	nb2plots	0.00014790742693917484
pypi	bmipy	0.00014664059722715962
pypi	jupyter-core	0.00014657433802432458
pypi	tensorboard	0.00014496568540975813
pypi	MDAnalysis	0.00014464143415553616
pypi	pytest-runner	0.00014334376174335496
pypi	pysqlite3	0.00014054034838250978
pypi	pymultinest	0.00013989437579839284
pypi	python-levenshtein	0.00013983228378447004
pypi	nanoget	0.0001393352292925702
pypi	tensorboard-plugin-wit	0.00013915450077367635
pypi	ruff	0.00013898435858444947
pypi	PyWavelets	0.0001389183673497413
pypi	nbodykit	0.00013865217612107054
pypi	backcall	0.00013846929248121577
pypi	pyfakefs	0.00013843916845054425
pypi	ginga	0.00013830523696372105
pypi	cached_property	0.00013826113452846477
pypi	diskcache	0.0001374370665763992
pypi	blinker	0.0001369638063188463
pypi	httpx	0.0001365318560741692
pypi	pyflakes	0.00013633454637118755
pypi	jupyterlab-widgets	0.0001362848026915163
pypi	mypy-extensions	0.0001362740652831867
pypi	ipython-genutils	0.00013594385668188683
pypi	CommonMark	0.00013561773633405342
pypi	dash	0.00013539380310059398
pypi	flufl.flake8	0.00013527173155043764
pypi	elasticsearch	0.00013501606584406567
pypi	Python-Deprecated	0.00013490934944898684
pypi	widgetsnbextension	0.00013490824034908798
pypi	geopandas	0.0001345689431397016
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setup.py	github/linnarsson-lab/loompy	3.5549235691432632e-06
setup.py	github/iraf-community/pyraf	3.5549235691432632e-06
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setup.py	github/szymon-datalions/pyinterpolate	3.5549235691432632e-06
setup.py	github/nboley/idr	3.5549235691432632e-06
setup.py	github/SynthSys/pyOmeroUpload	3.5549235691432632e-06
setup.py	github/johnlees/pp-sketchlib	3.5549235691432632e-06
setup.py	github/compomics/DeepLC	3.5549235691432632e-06
setup.py	github/Astroua/TurbuStat	3.5549235691432632e-06
setup.py	github/Astroua/SCIMES	3.5549235691432632e-06
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setup.py	github/tikk3r/lofar-h5plot	3.5549235691432632e-06
setup.py	github/mchalela/GriSPy	3.5549235691432632e-06
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setup.py	github/ComparativeGenomicsToolkit/cactus	3.5549235691432632e-06
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setup.py	github/linuxscout/pyarabic	3.5549235691432632e-06
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setup.py	github/girder/viime	3.5549235691432632e-06
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setup.py	github/deepmedic/deepmedic	3.5549235691432632e-06
setup.py	github/ERA-URBAN/fm128_radar	3.5549235691432632e-06
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setup.py	github/nlppln/nlppln	3.5549235691432632e-06
setup.py	github/ELELAB/RosettaDDGPrediction	3.5549235691432632e-06
setup.py	github/ELELAB/cancermuts	3.5549235691432632e-06
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setup.py	github/sxs-collaboration/gwsurrogate	3.5549235691432632e-06
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setup.py	github/kbarbary/extinction	3.5549235691432632e-06
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setup.py	github/ProjectPyRhO/PyRhO	3.5549235691432632e-06
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setup.py	github/javicarron/pynkowski	3.5549235691432632e-06
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setup.py	github/cameronliang/BayesVP	3.5549235691432632e-06
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setup.py	github/t-brandt/orvara	3.5549235691432632e-06
setup.py	github/potassco/clingo	3.5549235691432632e-06
setup.py	github/precice/micro-manager	3.5549235691432632e-06
setup.py	github/lanl/scico	3.5549235691432632e-06
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setup.py	github/Johannes-Sahlmann/pygacs	3.5549235691432632e-06
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setup.py	github/NoahSailer/FishLSS	3.5549235691432632e-06
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setup.py	github/cog-imperial/GPdoemd	3.5549235691432632e-06
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setup.py	github/mriener/gausspyplus	3.5549235691432632e-06
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setup.py	github/sfschen/velocileptors	3.5549235691432632e-06
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setup.py	github/cosimoNigro/agnpy	3.5549235691432632e-06
setup.py	github/edwardoughton/itmlogic	3.5549235691432632e-06
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setup.py	github/ulelab/ultraplex	3.5549235691432632e-06
setup.py	github/hyperopt/hyperopt	3.5549235691432632e-06
setup.py	github/dh4gan/taktent	3.5549235691432632e-06
setup.py	github/cdanielmachado/carveme	3.5549235691432632e-06
setup.py	github/vincentlab/PyFR	3.5549235691432632e-06
setup.py	github/adrn/pyia	3.5549235691432632e-06
setup.py	github/adrn/schwimmbad	3.5549235691432632e-06
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setup.py	github/rajeshrinet/pystokes	3.5549235691432632e-06
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setup.py	github/maayane/catsHTM	3.5549235691432632e-06
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setup.py	github/CEED/libCEED	3.5549235691432632e-06
setup.py	github/OpenWaterAnalytics/EPyT	3.5549235691432632e-06
setup.py	github/UM-Bridge/umbridge	3.5549235691432632e-06
setup.py	github/PacificBiosciences/FALCON	3.5549235691432632e-06
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setup.py	github/PacificBiosciences/kineticsTools	3.5549235691432632e-06
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setup.py	github/ejhigson/nestcheck	3.5549235691432632e-06
setup.py	github/ejhigson/perfectns	3.5549235691432632e-06
setup.py	github/ejhigson/dyPolyChord	3.5549235691432632e-06
setup.py	github/birnstiel/two-pop-py	3.5549235691432632e-06
setup.py	github/teuben/nemo	3.5549235691432632e-06
setup.py	github/equib/pyEQUIB	3.5549235691432632e-06
setup.py	github/NiallJeffrey/DeepMass	3.5549235691432632e-06
setup.py	github/wtsi-hpag/HiLine	3.5549235691432632e-06
setup.py	github/dfm/corner.py	3.5549235691432632e-06
setup.py	github/dfm/celerite	3.5549235691432632e-06
setup.py	github/avigan/SPHERE	3.5549235691432632e-06
setup.py	github/avigan/pyZELDA	3.5549235691432632e-06
setup.py	github/olivares-j/Kalkayotl	3.5549235691432632e-06
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setup.py	github/3D-e-Chem/kripodb	3.5549235691432632e-06
setup.py	github/3D-e-Chem/sygma	3.5549235691432632e-06
setup.py	github/ireis/PRF	3.5549235691432632e-06
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setup.py	github/RamanLab/iCOMIC	3.5549235691432632e-06
setup.py	github/jdidion/atropos	3.5549235691432632e-06
setup.py	github/davidgardenier/frbpoppy	3.5549235691432632e-06
setup.py	github/davidgardenier/frbcat	3.5549235691432632e-06
setup.py	github/iric-soft/km	3.5549235691432632e-06
setup.py	github/cov-lineages/pangolin	3.5549235691432632e-06
setup.py	github/dicompyler/dicompyler-core	3.5549235691432632e-06
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setup.py	github/scipion-em/scipion-em-continuousflex	3.5549235691432632e-06
setup.py	github/genouest/biomaj-cli	3.5549235691432632e-06
setup.py	github/zblz/naima	3.5549235691432632e-06
setup.py	github/dgerosa/gwdet	3.5549235691432632e-06
setup.py	github/dgerosa/spops	3.5549235691432632e-06
setup.py	github/dgerosa/surrkick	3.5549235691432632e-06
setup.py	github/sparks-baird/xtal2png	3.5549235691432632e-06
setup.py	github/radifar/PyPLIF-HIPPOS	3.5549235691432632e-06
setup.py	github/brentp/cigar	3.5549235691432632e-06
setup.py	github/brentp/geneimpacts	3.5549235691432632e-06
setup.py	github/fabiopardo/tonic	3.5549235691432632e-06
setup.py	github/CFSAN-Biostatistics/SeroTools	3.5549235691432632e-06
setup.py	github/maxibor/sam2lca	3.5549235691432632e-06
setup.py	github/EMBL-Hentze-group/htseq-clip	3.5549235691432632e-06
setup.py	github/cdominik/optool	3.5549235691432632e-06
setup.py	github/pierrexyz/pybird	3.5549235691432632e-06
setup.py	github/sylvainprigent/napari-tracks-reader	3.5549235691432632e-06
setup.py	github/WMD-group/MacroDensity	3.5549235691432632e-06
setup.py	github/WMD-group/SMACT	3.5549235691432632e-06
setup.py	github/ModellingWebLab/chaste-codegen	3.5549235691432632e-06
setup.py	github/jonathansick/skyoffset	3.5549235691432632e-06
setup.py	github/jonathansick/MoAstro	3.5549235691432632e-06
setup.py	github/ebellm/pyraf-dbsp	3.5549235691432632e-06
setup.py	github/lofar-astron/RMextract	3.5549235691432632e-06
setup.py	github/nye17/javelin	3.5549235691432632e-06
setup.py	github/BD2KGenomics/toil	3.5549235691432632e-06
setup.py	github/tkerscher/blast	3.5549235691432632e-06
setup.py	github/cgobat/asymmetric_uncertainty	3.5549235691432632e-06
setup.py	github/4dn-dcic/pairix	3.5549235691432632e-06
setup.py	github/NREL/graph-env	3.5549235691432632e-06
setup.py	github/jmschrei/pomegranate	3.5549235691432632e-06
setup.py	github/PabloMSanAla/fabada	3.5549235691432632e-06
setup.py	github/B-UMMI/chewBBACA	3.5549235691432632e-06
setup.py	github/napakalas/casbert	3.5549235691432632e-06
setup.py	github/gdrouart/MrMoose	3.5549235691432632e-06
setup.py	github/matteobreschi/bajes	3.5549235691432632e-06
setup.py	github/thomasorb/orcs	3.5549235691432632e-06
setup.py	github/mlower/rmnest	3.5549235691432632e-06
setup.py	github/ConorMacBride/mcalf	3.5549235691432632e-06
setup.py	github/bxlab/bx-python	3.5549235691432632e-06
setup.py	github/tofflemire/saphires	3.5549235691432632e-06
setup.py	github/lantunes/cellpylib	3.5549235691432632e-06
setup.py	github/wdecoster/nanopack	3.5549235691432632e-06
setup.py	github/wdecoster/nanoget	3.5549235691432632e-06
setup.py	github/wdecoster/nanofilt	3.5549235691432632e-06
setup.py	github/wdecoster/nanolyse	3.5549235691432632e-06
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setup.py	github/wdecoster/NanoComp	3.5549235691432632e-06
setup.py	github/wdecoster/NanoPlot	3.5549235691432632e-06
setup.py	github/wdecoster/nanomath	3.5549235691432632e-06
setup.py	github/wdecoster/nanostat	3.5549235691432632e-06
setup.py	github/wdecoster/nanocomp	3.5549235691432632e-06
setup.py	github/WorkflowConversion/CTDConverter	3.5549235691432632e-06
setup.py	github/UNSW-CEEM/nempy	3.5549235691432632e-06
setup.py	github/radio-astro-tools/spectral-cube	3.5549235691432632e-06
setup.py	github/radio-astro-tools/uvcombine	3.5549235691432632e-06
setup.py	github/radio-astro-tools/pvextractor	3.5549235691432632e-06
setup.py	github/wilkelab/Opfi	3.5549235691432632e-06
setup.py	github/s-goldman/Dusty-Evolved-Star-Kit	3.5549235691432632e-06
setup.py	github/dbuscher/pois	3.5549235691432632e-06
setup.py	github/nicolet5/DiffCapAnalyzer	3.5549235691432632e-06
setup.py	github/eWaterCycle/jupyterlab_thredds	3.5549235691432632e-06
setup.py	github/eWaterCycle/grpc4bmi	3.5549235691432632e-06
setup.py	github/SirSharpest/NarrowEscapeSimulator	3.5549235691432632e-06
setup.py	github/mroosmalen/nanosv	3.5549235691432632e-06
setup.py	github/exafmm/exafmm-t	3.5549235691432632e-06
setup.py	github/VirtualPlanetaryLaboratory/vplanet	3.5549235691432632e-06
setup.py	github/aprsa/dips	3.5549235691432632e-06
setup.py	github/BEAST-Fitting/beast	3.5549235691432632e-06
setup.py	github/djones1040/PythonPhot	3.5549235691432632e-06
setup.py	github/DirectDM/directdm-py	3.5549235691432632e-06
setup.py	github/WBK-Robotics/pybullet_industrial	3.5549235691432632e-06
setup.py	github/PfizerRD/sit2standpy	3.5549235691432632e-06
setup.py	github/lehtiolab/msstitch	3.5549235691432632e-06
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setup.py	github/Guo-Jian-Wang/colfi	3.5549235691432632e-06
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setup.py	github/davidebolo1993/TRiCoLOR	3.5549235691432632e-06
setup.py	github/davidebolo1993/VISOR	3.5549235691432632e-06
setup.py	github/dcorre/otrain	3.5549235691432632e-06
setup.py	github/AA-ALERT/frbcatdb	3.5549235691432632e-06
setup.py	github/fforster/delight	3.5549235691432632e-06
setup.py	github/fjprichard/PyAFBF	3.5549235691432632e-06
setup.py	github/KathrynJones1/catwoman	3.5549235691432632e-06
setup.py	github/OBrink/RanDepict	3.5549235691432632e-06
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setup.py	github/vferat/pycrostates	3.5549235691432632e-06
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setup.py	github/natashabatalha/picaso	3.5549235691432632e-06
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setup.py	github/FreBio/komics	3.5549235691432632e-06
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setup.py	github/warrickball/tomso	3.5549235691432632e-06
setup.py	github/JulianKarlBauer/mechkit	3.5549235691432632e-06
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setup.py	github/veragluscevic/dmdd	3.5549235691432632e-06
setup.py	github/MillionConcepts/lhorizon	3.5549235691432632e-06
setup.py	github/dstndstn/astrometry.net	3.5549235691432632e-06
setup.py	github/lmfit/lmfit-py	3.5549235691432632e-06
setup.py	github/jeaadams/ExoPix	3.5549235691432632e-06
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setup.py	github/jianhuupenn/SpaGCN	3.5549235691432632e-06
setup.py	github/sinc-lab/miRe2e	3.5549235691432632e-06
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setup.py	github/BoPeng/simuPOP	3.5549235691432632e-06
setup.py	github/epic-astronomy/EPIC	3.5549235691432632e-06
setup.py	github/mikekatz04/BOWIE	3.5549235691432632e-06
setup.py	github/pec27/smerfs	3.5549235691432632e-06
setup.py	github/pec27/hfof	3.5549235691432632e-06
setup.py	github/undark-lab/sstrax	3.5549235691432632e-06
setup.py	github/tylunel/pvpumpingsystem	3.5549235691432632e-06
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setup.py	github/mzy2240/ESA	3.5549235691432632e-06
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setup.py	github/dynamicslab/pysindy	3.5549235691432632e-06
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setup.py	github/vanheeringen-lab/gimmemotifs	3.5549235691432632e-06
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setup.py	github/martinjzhang/scDRS	3.5549235691432632e-06
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setup.py	github/sebhaan/geobo	3.5549235691432632e-06
setup.py	github/phenomecentre/nPYc-Toolbox	3.5549235691432632e-06
setup.py	github/poldracklab/mriqc	3.5549235691432632e-06
setup.py	github/GalacticDynamics-Oxford/Agama	3.5549235691432632e-06
setup.py	github/spyder-ide/spyder	3.5549235691432632e-06
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setup.py	github/LBNL-ETA/MSWH	3.5549235691432632e-06
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setup.py	github/sherpa-deproject/deproject	3.5549235691432632e-06
setup.py	github/TheJacksonLaboratory/drug-synergy	3.5549235691432632e-06
setup.py	github/MannLabs/alphapept	3.5549235691432632e-06
setup.py	github/tjiangHIT/cuteSV	3.5549235691432632e-06
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setup.py	github/pysersic/pysersic	3.5549235691432632e-06
setup.py	github/tdaylan/pcat	3.5549235691432632e-06
setup.py	github/milnus/Corekaburra	3.5549235691432632e-06
setup.py	github/AnkitBarik/planetMagFields	3.5549235691432632e-06
setup.py	github/carpyncho/carpyncho-py	3.5549235691432632e-06
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setup.py	github/keflavich/HiGal_SEDfitter	3.5549235691432632e-06
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setup.py	github/meinardmueller/synctoolbox	3.5549235691432632e-06
setup.py	github/meinardmueller/libfmp	3.5549235691432632e-06
setup.py	github/SIOSlab/exodetbox	3.5549235691432632e-06
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setup.py	github/ChrisBeaumont/brut	3.5549235691432632e-06
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setup.py	github/jonaselgammal/GPry	3.5549235691432632e-06
setup.py	github/tool-bin/ukbcc	3.5549235691432632e-06
setup.py	github/Electrostatics/apbs	3.5549235691432632e-06
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setup.py	github/marius311/pypico	3.5549235691432632e-06
setup.py	github/SISPO-developers/sispo	3.5549235691432632e-06
setup.py	github/benmontet/f3	3.5549235691432632e-06
setup.py	github/songweizhi/Binning_refiner	3.5549235691432632e-06
setup.py	github/davidemms/OrthoFinder	3.5549235691432632e-06
setup.py	github/danielemichilli/SpS	3.5549235691432632e-06
setup.py	github/rmaphoh/AutoMorph	3.5549235691432632e-06
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setup.py	github/subisarkar/JexoSim	3.5549235691432632e-06
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setup.py	github/Cascella-Group-UiO/HyMD	3.5549235691432632e-06
setup.py	github/omuse-geoscience/omuse	3.5549235691432632e-06
setup.py	github/bwengals/CCSNMultivar	3.5549235691432632e-06
setup.py	github/AprilYuge/ResPAN	3.5549235691432632e-06
setup.py	github/oliverphilcox/EffectiveHalos	3.5549235691432632e-06
setup.py	github/adbar/htmldate	3.5549235691432632e-06
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setup.py	github/biocore/emperor	3.5549235691432632e-06
setup.py	github/NuGrid/NuPyCEE	3.5549235691432632e-06
setup.py	github/virgesmith/neworder	3.5549235691432632e-06
setup.py	github/GijsMulders/epos	3.5549235691432632e-06
setup.py	github/Starfish-develop/Starfish	3.5549235691432632e-06
setup.py	github/spokenlanguage/platalea	3.5549235691432632e-06
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setup.py	github/dask/dask	3.5549235691432632e-06
setup.py	github/HajimeKawahara/exojax	3.5549235691432632e-06
setup.py	github/HajimeKawahara/sot	3.5549235691432632e-06
setup.py	github/RudolfCardinal/camcops	3.5549235691432632e-06
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setup.py	github/alphaparrot/ExoPlaSim	3.5549235691432632e-06
setup.py	github/benhid/Sequoya	3.5549235691432632e-06
setup.py	github/BaroudLab/Griottes	3.5549235691432632e-06
setup.py	github/GalagaBits/JWST-FGS-Spelunker	3.5549235691432632e-06
setup.py	github/rgmyr/corebreakout	3.5549235691432632e-06
setup.py	github/v-morello/clfd	3.5549235691432632e-06
setup.py	github/nbarbey/TomograPy	3.5549235691432632e-06
setup.py	github/jiahecui/SenAOReFoc	3.5549235691432632e-06
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setup.py	github/iomega/spec2vec	3.5549235691432632e-06
setup.py	github/mikecokina/elisa	3.5549235691432632e-06
setup.py	github/Nico-Curti/rFBP	3.5549235691432632e-06
setup.py	github/gogrean/PyXel	3.5549235691432632e-06
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setup.py	github/Caltech-IPAC/Montage	3.5549235691432632e-06
setup.py	github/FCS-analysis/multipletau	3.5549235691432632e-06
setup.py	github/PlanetHunters/tkmatrix	3.5549235691432632e-06
setup.py	github/jollejolles/pirecorder	3.5549235691432632e-06
setup.py	github/vicruiser/3Dmapper	3.5549235691432632e-06
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setup.py	github/brainets/frites	3.5549235691432632e-06
setup.py	github/kennethcarrell/ATARRI	3.5549235691432632e-06
setup.py	github/theia-dev/Qiber3D	3.5549235691432632e-06
setup.py	github/astroML/gatspy	3.5549235691432632e-06
setup.py	github/ghislainv/forestatrisk	3.5549235691432632e-06
setup.py	github/Autostronomy/AstroPhot	3.5549235691432632e-06
setup.py	github/benallard/galileo	3.5549235691432632e-06
setup.py	github/EliseJ/astroABC	3.5549235691432632e-06
setup.py	github/morriscb/The-wiZZ	3.5549235691432632e-06
setup.py	github/e-koch/FilFinder	3.5549235691432632e-06
setup.py	github/jbuisine/macop	3.5549235691432632e-06
setup.py	github/astrosupriyo/pyTANSPEC	3.5549235691432632e-06
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setup.py	github/conda/conda	3.5549235691432632e-06
setup.py	github/federicomarulli/CosmoBolognaLib	3.5549235691432632e-06
setup.py	github/jorisparet/partycls	3.5549235691432632e-06
setup.py	github/afarahi/tatter	3.5549235691432632e-06
setup.py	github/afarahi/kllr	3.5549235691432632e-06
setup.py	github/afarahi/PoPE	3.5549235691432632e-06
setup.py	github/abhisrkckl/GWecc	3.5549235691432632e-06
setup.py	github/pmvreeswijk/BlackBOX	3.5549235691432632e-06
setup.py	github/pmvreeswijk/ZOGY	3.5549235691432632e-06
setup.py	github/MrMinimal64/multivar_horner	3.5549235691432632e-06
setup.py	github/newcleo-dev-team/lbh15	3.5549235691432632e-06
setup.py	github/clwainwright/CosmoTransitions	3.5549235691432632e-06
setup.py	github/mscroggs/symfem	3.5549235691432632e-06
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setup.py	github/icb-dcm/pyabc	3.5549235691432632e-06
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setup.py	github/Jammy2211/PyAutoGalaxy	3.5549235691432632e-06
setup.py	github/ExoCTK/exoctk	3.5549235691432632e-06
setup.py	github/radiocosmology/caput	3.5549235691432632e-06
setup.py	github/podondra/eidein	3.5549235691432632e-06
setup.py	github/BackmanLab/PWSpy	3.5549235691432632e-06
setup.py	github/coljac/sensie	3.5549235691432632e-06
setup.py	github/nithyanandan/PRISim	3.5549235691432632e-06
setup.py	github/DRMacIver/shrinkray	3.5549235691432632e-06
setup.py	github/ArtificialStellarPopulations/ArtPop	3.5549235691432632e-06
setup.py	github/CosmoStat/shapepipe	3.5549235691432632e-06
setup.py	github/zclaytor/butterpy	3.5549235691432632e-06
setup.py	github/zclaytor/kiauhoku	3.5549235691432632e-06
setup.py	github/caseyjlaw/rtpipe	3.5549235691432632e-06
setup.py	github/nlesc/scriptcwl	3.5549235691432632e-06
setup.py	github/CosmoStatGW/gwfast	3.5549235691432632e-06
setup.py	github/CosmoStatGW/WF4Py	3.5549235691432632e-06
setup.py	github/mirochaj/ares	3.5549235691432632e-06
setup.py	github/dtamayo/reboundx	3.5549235691432632e-06
setup.py	github/Nicholaswogan/PhotochemPy	3.5549235691432632e-06
setup.py	github/rabix/cwl-format	3.5549235691432632e-06
setup.py	github/galkintool/galkin	3.5549235691432632e-06
setup.py	github/HillLab/SomaticSiMu	3.5549235691432632e-06
setup.py	github/dwkim78/ASTRiDE	3.5549235691432632e-06
setup.py	github/dwkim78/upsilon	3.5549235691432632e-06
setup.py	github/dwkim78/pdtrend	3.5549235691432632e-06
setup.py	github/mdshw5/pyfaidx	3.5549235691432632e-06
setup.py	github/seawander/DebrisDiskFM	3.5549235691432632e-06
setup.py	github/seawander/centerRadon	3.5549235691432632e-06
setup.py	github/sncosmo/sncosmo	3.5549235691432632e-06
setup.py	github/stammler/simframe	3.5549235691432632e-06
setup.py	github/stammler/dustpy	3.5549235691432632e-06
setup.py	github/gwastro/pycbc	3.5549235691432632e-06
setup.py	github/fakedrtom/oncogemini	3.5549235691432632e-06
setup.py	github/julianreul/mode_behave	3.5549235691432632e-06
setup.py	github/jfowkes/pycutest	3.5549235691432632e-06
setup.py	github/nlesc-ave/ave-rest-service	3.5549235691432632e-06
setup.py	github/smog-server/OpenSMOG	3.5549235691432632e-06
setup.py	github/siavash-saki/tesspy	3.5549235691432632e-06
setup.py	github/nanograv/PINT	3.5549235691432632e-06
setup.py	github/thomaspinder/GPJax	3.5549235691432632e-06
setup.py	github/GEUS-Glaciology-and-Climate/pypromice	3.5549235691432632e-06
setup.py	github/cbalbin-FIU/Epitopedia	3.5549235691432632e-06
setup.py	github/danielkoll/PyRADS	3.5549235691432632e-06
setup.py	github/parmoo/parmoo	3.5549235691432632e-06
setup.py	github/toshiyan/cmblensplus	3.5549235691432632e-06
setup.py	github/jhparkastro/gpcal	3.5549235691432632e-06
setup.py	github/tlambert03/pycudadecon	3.5549235691432632e-06
setup.py	github/miniufo/xinvert	3.5549235691432632e-06
setup.py	github/wfondrie/mokapot	3.5549235691432632e-06
setup.py	github/bio-ontology-research-group/deepgoplus	3.5549235691432632e-06
setup.py	github/MASILab/pyPheWAS	3.5549235691432632e-06
setup.py	github/flemingtonlab/SpliceV	3.5549235691432632e-06
setup.py	github/eScatter/pyelsepa	3.5549235691432632e-06
setup.py	github/acerbilab/pybads	3.5549235691432632e-06
setup.py	github/CIRADA-Tools/RM-Tools	3.5549235691432632e-06
setup.py	github/abmantz/lmc	3.5549235691432632e-06
setup.py	github/qpv-research-group/solcore5	3.5549235691432632e-06
setup.py	github/UK-Digital-Heart-Project/4Dsurvival	3.5549235691432632e-06
setup.py	github/marcelm/tinyalign	3.5549235691432632e-06
setup.py	github/marcelm/alignlib	3.5549235691432632e-06
setup.py	github/marcelm/cutadapt	3.5549235691432632e-06
setup.py	github/marcelm/dnaio	3.5549235691432632e-06
setup.py	github/tvwenger/hii-region-kinematics	3.5549235691432632e-06
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pypi	caracal	7.038748666903794e-08
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pypi	tagore	6.64032893104117e-08
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pypi	aft-pytorch	5.676410215244915e-08
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pypi	PySDM	5.0276776192169166e-08
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pypi	firebase-admin	4.956865258382843e-08
pypi	GromacsWrapper	4.956865258382843e-08
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pypi	twistedchecker	2.9779321283054037e-08
pypi	aiohttp-remotes	2.2121781524554297e-08
pypi	geomet	1.2097849271240742e-08

Note that credit values are rounded and expanded (so shared dependencies are represented as one record) and may not add to 1.0. Rounded values that hit zero are removed.

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