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Statistics on python distribution package names and the names of the modules within those packages
Raw
.python-package-and-module-name-stats.md
  • All package names are considered lowercase as package names must be case insensitive
  • Packages with names containing no dashes or underscores (which are equivalent)
    • %74.37 (148 / 199)
  • Packages containing a module with the same name as the package
    • %67.84 (135 / 199)
  • Packages with the same package and module name, except dash converted to underscore
    • %13.07 (26 / 199)
Raw
gather_package_module_stats.py
import json
import string
import requests # pip install requests
from johnnydep.lib import JohnnyDist # pip install johnnydep
TOP_PACKAGE_FILENAME = 'top-packages.json'
TOP_PACKAGE_URL = 'https://hugovk.github.io/top-pypi-packages/top-pypi-packages-30-days.json'
PACKAGE_MODULE_MAP_FILENAME = 'package-module-map.json'
def get_percent(hits, total):
return '%{} ({} / {})'.format(
round(100 * float(hits) / float(total), 2),
hits,
total
)
try:
with open(TOP_PACKAGE_FILENAME) as f:
top_packages = json.load(f)
except:
r = requests.get(TOP_PACKAGE_URL)
top_packages = r.json()['rows']
with open(TOP_PACKAGE_FILENAME, 'w') as f:
json.dump(top_packages, f, indent=4)
try:
with open(PACKAGE_MODULE_MAP_FILENAME) as f:
package_module_map = json.load(f)
except:
package_module_map = {}
i = 0
blacklist = ['psycopg2', 'multidict', 'aiohttp', 'async-timeout', 'yarl', 'typed-ast']
failed_packages = []
for package_name in [x['project'] for x in top_packages if x['project'] not in blacklist]:
i += 1
if i > 200:
break
if package_name not in package_module_map:
try:
distribution = JohnnyDist(package_name)
package_module_map[package_name] = distribution.import_names
except:
failed_packages.append(package_name)
continue
with open(PACKAGE_MODULE_MAP_FILENAME, 'w') as f:
json.dump(package_module_map, f, indent=4)
else:
pass
# print('{} already fetched'.format(package_name))
if failed_packages:
print('Failed packages : {}'.format(failed_packages))
total_packages = len(package_module_map)
print('* All package names are considered lowercase as package names must be case insensitive')
packages_without_dashes_underscores = len([x for x in package_module_map if '-' not in x and '_' not in x])
print('* Packages with names containing no dashes or underscores (which are equivalent)\n * {}'.format(
get_percent(packages_without_dashes_underscores, total_packages)))
packages_same_as_module = [x for x in package_module_map if x in package_module_map[x]]
print('* Packages containing a module with the same name as the package\n * {}'.format(
get_percent(len(packages_same_as_module), total_packages)))
packages_translate_dash_to_underscore = [x for x in package_module_map
if '-' in x and
x.replace('-', '_') in package_module_map[x]]
print('* Packages with the same package and module name, except dash converted to underscore\n * {}'.format(
get_percent(len(packages_translate_dash_to_underscore), total_packages)))
# for package_name in package_module_map:
# if package_name not in package_module_map[package_name]:
# print('{} : {}'.format(
# package_name,
# ', '.join(package_module_map[package_name])))
Raw
package-module-map.json
{
"botocore": [
"botocore"
],
"urllib3": [
"urllib3"
],
"boto3": [
"boto3"
],
"s3transfer": [
"s3transfer"
],
"six": [
"six"
],
"python-dateutil": [
"dateutil"
],
"jmespath": [
"jmespath"
],
"setuptools": [
"pkg_resources",
"setuptools"
],
"awscli": [
"awscli"
],
"requests": [
"requests"
],
"pyyaml": [
"yaml"
],
"idna": [
"idna"
],
"certifi": [
"certifi"
],
"wheel": [
"wheel"
],
"colorama": [
"colorama"
],
"pyasn1": [
"pyasn1"
],
"pip": [
"pip"
],
"rsa": [
"rsa"
],
"numpy": [
"numpy"
],
"typing-extensions": [
"typing_extensions"
],
"charset-normalizer": [
"charset_normalizer"
],
"pandas": [
"pandas"
],
"packaging": [
"packaging"
],
"cffi": [
"cffi"
],
"protobuf": [
"google"
],
"click": [
"click"
],
"jinja2": [
"jinja2"
],
"markupsafe": [
"markupsafe"
],
"pyparsing": [
"pyparsing"
],
"importlib-metadata": [
"importlib_metadata"
],
"zipp": [
"zipp"
],
"pytz": [
"pytz"
],
"cryptography": [
"cryptography"
],
"attrs": [
"attr"
],
"pycparser": [
"pycparser"
],
"docutils": [
"docutils"
],
"google-api-core": [
"google"
],
"pyjwt": [
"jwt"
],
"oauthlib": [
"oauthlib"
],
"requests-oauthlib": [
"requests_oauthlib"
],
"google-auth": [
"google"
],
"chardet": [
"chardet"
],
"cachetools": [
"cachetools"
],
"sqlalchemy": [
"sqlalchemy"
],
"google-cloud-core": [
"google"
],
"pyasn1-modules": [
"pyasn1_modules"
],
"websocket-client": [
"websocket"
],
"flask": [
"flask"
],
"decorator": [
"decorator"
],
"werkzeug": [
"werkzeug"
],
"google-cloud-storage": [
"google"
],
"docker": [
"docker"
],
"psutil": [
"psutil"
],
"jsonschema": [
"jsonschema"
],
"pyarrow": [
"pyarrow"
],
"itsdangerous": [
"itsdangerous"
],
"greenlet": [
"greenlet"
],
"pyrsistent": [
"pvectorc",
"pyrsistent"
],
"tabulate": [
"tabulate"
],
"azure-core": [
"azure"
],
"toml": [
"toml"
],
"wrapt": [
"wrapt"
],
"isodate": [
"isodate"
],
"azure-storage-blob": [
"azure"
],
"fsspec": [
"fsspec"
],
"py": [
"py"
],
"joblib": [
"joblib"
],
"googleapis-common-protos": [
"google"
],
"google-api-python-client": [
"apiclient",
"googleapiclient",
"googleapiclient/discovery_cache"
],
"pygments": [
"pygments"
],
"msrest": [
"msrest"
],
"matplotlib": [
"matplotlib",
"mpl_toolkits",
"pylab"
],
"pillow": [
"PIL"
],
"scipy": [
"scipy"
],
"gitpython": [
"git"
],
"prometheus-client": [
"prometheus_client"
],
"gunicorn": [
"gunicorn"
],
"kiwisolver": [
"kiwisolver"
],
"smmap": [
"smmap"
],
"mypy-extensions": [
"mypy_extensions"
],
"pytest": [
"pytest"
],
"gitdb": [
"gitdb"
],
"azure-common": [
"azure"
],
"grpcio": [
"grpc"
],
"mako": [
"mako"
],
"tenacity": [
"tenacity"
],
"uritemplate": [
"uritemplate"
],
"webencodings": [
"webencodings"
],
"sqlparse": [
"sqlparse"
],
"filelock": [
"filelock"
],
"pluggy": [
"pluggy"
],
"cycler": [
"cycler"
],
"cloudpickle": [
"cloudpickle"
],
"pexpect": [
"pexpect"
],
"google-auth-httplib2": [
"google_auth_httplib2"
],
"ptyprocess": [
"ptyprocess"
],
"ipython": [
"IPython"
],
"defusedxml": [
"defusedxml"
],
"pyopenssl": [
"OpenSSL"
],
"absl-py": [
"absl"
],
"future": [
"future",
"libfuturize",
"libpasteurize",
"past"
],
"networkx": [
"networkx"
],
"asn1crypto": [
"asn1crypto"
],
"alembic": [
"alembic"
],
"tqdm": [
"tqdm"
],
"ipykernel": [
"ipykernel",
"ipykernel_launcher"
],
"prompt-toolkit": [
"prompt_toolkit"
],
"google-resumable-media": [
"google"
],
"platformdirs": [
"platformdirs"
],
"proto-plus": [
"proto"
],
"scikit-learn": [
"sklearn"
],
"bleach": [
"bleach"
],
"traitlets": [
"traitlets"
],
"tornado": [
"tornado"
],
"databricks-cli": [
"databricks_cli",
"integration"
],
"entrypoints": [
"entrypoints"
],
"jedi": [
"jedi"
],
"parso": [
"parso"
],
"pickleshare": [
"pickleshare"
],
"backcall": [
"backcall"
],
"lxml": [
"lxml"
],
"virtualenv": [
"virtualenv"
],
"python-editor": [
"editor"
],
"cython": [
"Cython",
"cython",
"pyximport"
],
"configparser": [
"backports",
"configparser"
],
"argcomplete": [
"argcomplete"
],
"pyzmq": [
"zmq"
],
"ipython-genutils": [
"ipython_genutils"
],
"httplib2": [
"httplib2"
],
"prometheus-flask-exporter": [
"prometheus_flask_exporter"
],
"nest-asyncio": [
"nest_asyncio"
],
"typing-inspect": [
"typing_inspect"
],
"regex": [
"regex"
],
"mlflow": [
"mlflow"
],
"tensorflow-serving-api": [
"tensorflow_serving"
],
"jupyter-client": [
"jupyter_client"
],
"nbformat": [
"nbformat"
],
"mistune": [
"mistune"
],
"nbconvert": [
"nbconvert"
],
"pandocfilters": [
"pandocfilters"
],
"distlib": [
"distlib"
],
"testpath": [
"testpath"
],
"iniconfig": [
"iniconfig"
],
"querystring-parser": [
"querystring_parser"
],
"smart-open": [
"smart_open"
],
"notebook": [
"notebook"
],
"jupyter-core": [
"jupyter",
"jupyter_core"
],
"nbclient": [
"nbclient"
],
"terminado": [
"terminado"
],
"beautifulsoup4": [
"bs4"
],
"send2trash": [
"send2trash"
],
"jupyterlab-pygments": [
"jupyterlab_pygments"
],
"argon2-cffi": [
"argon2"
],
"adal": [
"adal"
],
"matplotlib-inline": [
"matplotlib_inline"
],
"ujson": [
"ujson"
],
"debugpy": [
"debugpy"
],
"ipywidgets": [
"ipywidgets"
],
"requests-toolbelt": [
"requests_toolbelt"
],
"widgetsnbextension": [
"widgetsnbextension"
],
"plotly": [
"jupyterlab_plotly",
"plotly"
],
"google-crc32c": [
"google_crc32c"
],
"imageio": [
"imageio"
],
"libcst": [
"libcst"
],
"jupyterlab-widgets": [
"jupyterlab_widgets"
],
"pynacl": [
"nacl"
],
"pywavelets": [
"pywt"
],
"openpyxl": [
"openpyxl"
],
"psycopg2-binary": [
"psycopg2"
],
"backports-entry-points-selectable": [
"backports"
],
"lightgbm": [
"lightgbm"
],
"soupsieve": [
"soupsieve"
],
"redis": [
"redis"
],
"paramiko": [
"paramiko"
],
"et-xmlfile": [
"et_xmlfile"
],
"s3fs": [
"s3fs"
],
"seaborn": [
"seaborn"
],
"pycodestyle": [
"pycodestyle"
],
"google-cloud-bigquery": [
"google"
],
"bcrypt": [
"bcrypt"
],
"py4j": [
"py4j"
],
"scikit-image": [
"skimage"
],
"coverage": [
"coverage"
],
"aiobotocore": [
"aiobotocore"
],
"tomli": [
"tomli"
],
"wcwidth": [
"wcwidth"
],
"mccabe": [
"mccabe"
],
"gensim": [
"gensim"
],
"tensorflow-metadata": [
"tensorflow_metadata"
],
"msal": [
"msal"
],
"google-auth-oauthlib": [
"google_auth_oauthlib"
],
"azure-identity": [
"azure"
],
"portalocker": [
"portalocker"
],
"msgpack": [
"msgpack"
],
"typeguard": [
"typeguard"
],
"ruamel-yaml": [
"ruamel"
],
"pathspec": [
"pathspec"
],
"gcsfs": [
"gcsfs"
],
"google-cloud-bigquery-storage": [
"google"
]
}
Raw
top-packages.json
[
{
"download_count": 301025387,
"project": "botocore"
},
{
"download_count": 279977292,
"project": "urllib3"
},
{
"download_count": 277535291,
"project": "boto3"
},
{
"download_count": 263042817,
"project": "s3transfer"
},
{
"download_count": 255602059,
"project": "six"
},
{
"download_count": 235541882,
"project": "python-dateutil"
},
{
"download_count": 193014965,
"project": "jmespath"
},
{
"download_count": 133565399,
"project": "setuptools"
},
{
"download_count": 123114046,
"project": "awscli"
},
{
"download_count": 120424396,
"project": "requests"
},
{
"download_count": 116203129,
"project": "pyyaml"
},
{
"download_count": 110363372,
"project": "idna"
},
{
"download_count": 109963187,
"project": "certifi"
},
{
"download_count": 95084246,
"project": "wheel"
},
{
"download_count": 94155684,
"project": "colorama"
},
{
"download_count": 88247063,
"project": "pyasn1"
},
{
"download_count": 87426976,
"project": "pip"
},
{
"download_count": 87301721,
"project": "rsa"
},
{
"download_count": 85200666,
"project": "numpy"
},
{
"download_count": 83573570,
"project": "typing-extensions"
},
{
"download_count": 77306679,
"project": "charset-normalizer"
},
{
"download_count": 76791849,
"project": "pandas"
},
{
"download_count": 73050346,
"project": "packaging"
},
{
"download_count": 72278515,
"project": "cffi"
},
{
"download_count": 71288742,
"project": "protobuf"
},
{
"download_count": 70998093,
"project": "click"
},
{
"download_count": 68261993,
"project": "jinja2"
},
{
"download_count": 67854041,
"project": "markupsafe"
},
{
"download_count": 66755786,
"project": "pyparsing"
},
{
"download_count": 66226767,
"project": "importlib-metadata"
},
{
"download_count": 64875937,
"project": "zipp"
},
{
"download_count": 64595551,
"project": "pytz"
},
{
"download_count": 60686721,
"project": "cryptography"
},
{
"download_count": 59582490,
"project": "attrs"
},
{
"download_count": 58512416,
"project": "pycparser"
},
{
"download_count": 56641299,
"project": "docutils"
},
{
"download_count": 56532421,
"project": "google-api-core"
},
{
"download_count": 55603089,
"project": "pyjwt"
},
{
"download_count": 53549026,
"project": "oauthlib"
},
{
"download_count": 50256513,
"project": "requests-oauthlib"
},
{
"download_count": 46971920,
"project": "google-auth"
},
{
"download_count": 46970319,
"project": "chardet"
},
{
"download_count": 44132990,
"project": "cachetools"
},
{
"download_count": 43903386,
"project": "sqlalchemy"
},
{
"download_count": 42777258,
"project": "google-cloud-core"
},
{
"download_count": 41239141,
"project": "pyasn1-modules"
},
{
"download_count": 41157721,
"project": "websocket-client"
},
{
"download_count": 38672958,
"project": "flask"
},
{
"download_count": 38329119,
"project": "decorator"
},
{
"download_count": 38265377,
"project": "multidict"
},
{
"download_count": 37660065,
"project": "yarl"
},
{
"download_count": 37589549,
"project": "werkzeug"
},
{
"download_count": 37515573,
"project": "google-cloud-storage"
},
{
"download_count": 37501944,
"project": "docker"
},
{
"download_count": 36945638,
"project": "psutil"
},
{
"download_count": 36648471,
"project": "jsonschema"
},
{
"download_count": 36062064,
"project": "aiohttp"
},
{
"download_count": 35872504,
"project": "pyarrow"
},
{
"download_count": 35811475,
"project": "itsdangerous"
},
{
"download_count": 35659485,
"project": "greenlet"
},
{
"download_count": 34851893,
"project": "pyrsistent"
},
{
"download_count": 34841287,
"project": "async-timeout"
},
{
"download_count": 34829068,
"project": "tabulate"
},
{
"download_count": 34612352,
"project": "azure-core"
},
{
"download_count": 34490464,
"project": "toml"
},
{
"download_count": 34431274,
"project": "wrapt"
},
{
"download_count": 34368454,
"project": "isodate"
},
{
"download_count": 32650950,
"project": "azure-storage-blob"
},
{
"download_count": 32441675,
"project": "fsspec"
},
{
"download_count": 32036535,
"project": "py"
},
{
"download_count": 32006839,
"project": "joblib"
},
{
"download_count": 31951429,
"project": "googleapis-common-protos"
},
{
"download_count": 31730236,
"project": "google-api-python-client"
},
{
"download_count": 31613789,
"project": "pygments"
},
{
"download_count": 31516859,
"project": "msrest"
},
{
"download_count": 31358561,
"project": "matplotlib"
},
{
"download_count": 30277827,
"project": "pillow"
},
{
"download_count": 30170876,
"project": "scipy"
},
{
"download_count": 29866256,
"project": "gitpython"
},
{
"download_count": 29498974,
"project": "prometheus-client"
},
{
"download_count": 28888267,
"project": "gunicorn"
},
{
"download_count": 28867384,
"project": "kiwisolver"
},
{
"download_count": 28810183,
"project": "smmap"
},
{
"download_count": 28797851,
"project": "mypy-extensions"
},
{
"download_count": 28710657,
"project": "pytest"
},
{
"download_count": 28551404,
"project": "gitdb"
},
{
"download_count": 28271122,
"project": "azure-common"
},
{
"download_count": 28261552,
"project": "grpcio"
},
{
"download_count": 28199447,
"project": "mako"
},
{
"download_count": 28186362,
"project": "tenacity"
},
{
"download_count": 28125111,
"project": "uritemplate"
},
{
"download_count": 28110208,
"project": "webencodings"
},
{
"download_count": 28095922,
"project": "sqlparse"
},
{
"download_count": 27789354,
"project": "filelock"
},
{
"download_count": 27605758,
"project": "pluggy"
},
{
"download_count": 27283516,
"project": "cycler"
},
{
"download_count": 27196877,
"project": "cloudpickle"
},
{
"download_count": 27182775,
"project": "pexpect"
},
{
"download_count": 27126350,
"project": "google-auth-httplib2"
},
{
"download_count": 27038954,
"project": "ptyprocess"
},
{
"download_count": 26999458,
"project": "ipython"
},
{
"download_count": 26659745,
"project": "defusedxml"
},
{
"download_count": 26363637,
"project": "pyopenssl"
},
{
"download_count": 25933362,
"project": "absl-py"
},
{
"download_count": 25891548,
"project": "future"
},
{
"download_count": 25543258,
"project": "networkx"
},
{
"download_count": 25536806,
"project": "asn1crypto"
},
{
"download_count": 25353627,
"project": "alembic"
},
{
"download_count": 25348031,
"project": "tqdm"
},
{
"download_count": 24538541,
"project": "ipykernel"
},
{
"download_count": 24525404,
"project": "prompt-toolkit"
},
{
"download_count": 24102307,
"project": "google-resumable-media"
},
{
"download_count": 23656332,
"project": "platformdirs"
},
{
"download_count": 23368516,
"project": "proto-plus"
},
{
"download_count": 23109658,
"project": "futures"
},
{
"download_count": 23064616,
"project": "scikit-learn"
},
{
"download_count": 23048201,
"project": "bleach"
},
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