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Title: Modulefinder - Python Big-O: Time & Space Complexity

Description: Comprehensive documentation of time and space complexity for Python built-ins and standard library

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Domain: pythoncomplexity.com

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Home https://pythoncomplexity.com/
Built-in Types https://pythoncomplexity.com/builtins/
Built-in Functions https://pythoncomplexity.com/builtins/len/
Standard Library https://pythoncomplexity.com/stdlib/
Implementations https://pythoncomplexity.com/implementations/
Versions https://pythoncomplexity.com/versions/
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GitHub https://github.com/heikkitoivonen/python-time-space-complexity
Home https://pythoncomplexity.com/
Overview https://pythoncomplexity.com/builtins/
Lists https://pythoncomplexity.com/builtins/list/
Dictionaries https://pythoncomplexity.com/builtins/dict/
Sets https://pythoncomplexity.com/builtins/set/
Tuples https://pythoncomplexity.com/builtins/tuple/
Strings https://pythoncomplexity.com/builtins/str/
Bytes & Bytearray https://pythoncomplexity.com/builtins/bytes/
Frozenset https://pythoncomplexity.com/builtins/frozenset/
Range https://pythoncomplexity.com/builtins/range/
Integer https://pythoncomplexity.com/builtins/int/
Float https://pythoncomplexity.com/builtins/float/
Boolean https://pythoncomplexity.com/builtins/bool/
Length https://pythoncomplexity.com/builtins/len/
Maximum https://pythoncomplexity.com/builtins/max/
Minimum https://pythoncomplexity.com/builtins/min/
Sum https://pythoncomplexity.com/builtins/sum/
Map https://pythoncomplexity.com/builtins/map/
Filter https://pythoncomplexity.com/builtins/filter/
Zip https://pythoncomplexity.com/builtins/zip/
Sorted https://pythoncomplexity.com/builtins/sorted/
Enumerate https://pythoncomplexity.com/builtins/enumerate/
All https://pythoncomplexity.com/builtins/all/
Aiter https://pythoncomplexity.com/builtins/aiter/
Anext https://pythoncomplexity.com/builtins/anext/
Any https://pythoncomplexity.com/builtins/any/
Absolute https://pythoncomplexity.com/builtins/abs/
Power https://pythoncomplexity.com/builtins/pow/
Round https://pythoncomplexity.com/builtins/round/
Ord https://pythoncomplexity.com/builtins/ord/
Chr https://pythoncomplexity.com/builtins/chr/
Reversed https://pythoncomplexity.com/builtins/reversed/
Divmod https://pythoncomplexity.com/builtins/divmod/
Slice https://pythoncomplexity.com/builtins/slice/
Iter https://pythoncomplexity.com/builtins/iter/
Issubclass https://pythoncomplexity.com/builtins/issubclass/
Open https://pythoncomplexity.com/builtins/open/
Hash https://pythoncomplexity.com/builtins/hash/
Format https://pythoncomplexity.com/builtins/format/
Isinstance https://pythoncomplexity.com/builtins/isinstance/
Next https://pythoncomplexity.com/builtins/next/
Input https://pythoncomplexity.com/builtins/input/
Id https://pythoncomplexity.com/builtins/id/
Globals https://pythoncomplexity.com/builtins/globals/
Locals https://pythoncomplexity.com/builtins/locals_func/
Print https://pythoncomplexity.com/builtins/print/
Help https://pythoncomplexity.com/builtins/help/
Repr https://pythoncomplexity.com/builtins/repr/
Ascii https://pythoncomplexity.com/builtins/ascii/
Eval https://pythoncomplexity.com/builtins/eval/
Exec https://pythoncomplexity.com/builtins/exec/
Compile https://pythoncomplexity.com/builtins/compile/
Hex https://pythoncomplexity.com/builtins/hex/
Bin https://pythoncomplexity.com/builtins/bin/
Breakpoint https://pythoncomplexity.com/builtins/breakpoint/
Oct https://pythoncomplexity.com/builtins/oct/
Type https://pythoncomplexity.com/builtins/type_func/
Callable https://pythoncomplexity.com/builtins/callable/
Bool https://pythoncomplexity.com/builtins/bool_func/
Int https://pythoncomplexity.com/builtins/int_func/
Float https://pythoncomplexity.com/builtins/float_func/
Str https://pythoncomplexity.com/builtins/str_func/
Bytes https://pythoncomplexity.com/builtins/bytes_func/
List https://pythoncomplexity.com/builtins/list_func/
Dict https://pythoncomplexity.com/builtins/dict_func/
Set https://pythoncomplexity.com/builtins/set_func/
Frozenset https://pythoncomplexity.com/builtins/frozenset_func/
Tuple https://pythoncomplexity.com/builtins/tuple_func/
Bytearray https://pythoncomplexity.com/builtins/bytearray_func/
Complex https://pythoncomplexity.com/builtins/complex_func/
Memoryview https://pythoncomplexity.com/builtins/memoryview_func/
Object https://pythoncomplexity.com/builtins/object_func/
Exceptions https://pythoncomplexity.com/builtins/exceptions/
Dir https://pythoncomplexity.com/builtins/dir/
Getattr https://pythoncomplexity.com/builtins/getattr/
Hasattr https://pythoncomplexity.com/builtins/hasattr/
Setattr https://pythoncomplexity.com/builtins/setattr/
Delattr https://pythoncomplexity.com/builtins/delattr/
Vars https://pythoncomplexity.com/builtins/vars/
Classmethod https://pythoncomplexity.com/builtins/classmethod/
Staticmethod https://pythoncomplexity.com/builtins/staticmethod/
Property https://pythoncomplexity.com/builtins/property/
Super https://pythoncomplexity.com/builtins/super/
None https://pythoncomplexity.com/builtins/none/
True https://pythoncomplexity.com/builtins/true/
False https://pythoncomplexity.com/builtins/false/
NotImplemented https://pythoncomplexity.com/builtins/notimplemented/
Ellipsis https://pythoncomplexity.com/builtins/ellipsis/
Interpreter Info https://pythoncomplexity.com/builtins/interpreter_info/
Exit/Quit https://pythoncomplexity.com/builtins/exit_quit/
Overview https://pythoncomplexity.com/stdlib/
ABC https://pythoncomplexity.com/stdlib/abc/
Annotationlib https://pythoncomplexity.com/stdlib/annotationlib/
Argparse https://pythoncomplexity.com/stdlib/argparse/
Aifc https://pythoncomplexity.com/stdlib/aifc/
Antigravity https://pythoncomplexity.com/stdlib/antigravity/
Array https://pythoncomplexity.com/stdlib/array/
Ast https://pythoncomplexity.com/stdlib/ast/
Asyncio https://pythoncomplexity.com/stdlib/asyncio/
Atexit https://pythoncomplexity.com/stdlib/atexit/
Asynchat https://pythoncomplexity.com/stdlib/asynchat/
Asyncore https://pythoncomplexity.com/stdlib/asyncore/
Base64 https://pythoncomplexity.com/stdlib/base64/
Bdb https://pythoncomplexity.com/stdlib/bdb/
Binascii https://pythoncomplexity.com/stdlib/binascii/
Bz2 https://pythoncomplexity.com/stdlib/bz2/
Bisect https://pythoncomplexity.com/stdlib/bisect/
Chunk https://pythoncomplexity.com/stdlib/chunk/
Cmd https://pythoncomplexity.com/stdlib/cmd/
Code https://pythoncomplexity.com/stdlib/code/
Codeop https://pythoncomplexity.com/stdlib/codeop/
Collections https://pythoncomplexity.com/stdlib/collections/
Codecs https://pythoncomplexity.com/stdlib/codecs/
Compileall https://pythoncomplexity.com/stdlib/compileall/
Configparser https://pythoncomplexity.com/stdlib/configparser/
Concurrent https://pythoncomplexity.com/stdlib/concurrent/
Concurrent.futures https://pythoncomplexity.com/stdlib/concurrent_futures/
Contextvars https://pythoncomplexity.com/stdlib/contextvars/
Contextlib https://pythoncomplexity.com/stdlib/contextlib/
Copyreg https://pythoncomplexity.com/stdlib/copyreg/
CProfile https://pythoncomplexity.com/stdlib/cprofile/
Cmath https://pythoncomplexity.com/stdlib/cmath/
Cgi https://pythoncomplexity.com/stdlib/cgi/
Cgitb https://pythoncomplexity.com/stdlib/cgitb/
Crypt https://pythoncomplexity.com/stdlib/crypt/
Ctypes https://pythoncomplexity.com/stdlib/ctypes/
Copy https://pythoncomplexity.com/stdlib/copy/
Counter https://pythoncomplexity.com/stdlib/counter/
Curses https://pythoncomplexity.com/stdlib/curses/
Calendar https://pythoncomplexity.com/stdlib/calendar/
Colorsys https://pythoncomplexity.com/stdlib/colorsys/
Compression https://pythoncomplexity.com/stdlib/compression/
Csv https://pythoncomplexity.com/stdlib/csv/
Dataclasses https://pythoncomplexity.com/stdlib/dataclasses/
DBM https://pythoncomplexity.com/stdlib/dbm/
Datetime https://pythoncomplexity.com/stdlib/datetime/
Dis https://pythoncomplexity.com/stdlib/dis/
Distutils https://pythoncomplexity.com/stdlib/distutils/
Doctest https://pythoncomplexity.com/stdlib/doctest/
Email https://pythoncomplexity.com/stdlib/email/
Encodings https://pythoncomplexity.com/stdlib/encodings/
Ensurepip https://pythoncomplexity.com/stdlib/ensurepip/
Decimal https://pythoncomplexity.com/stdlib/decimal/
Difflib https://pythoncomplexity.com/stdlib/difflib/
Deque https://pythoncomplexity.com/stdlib/deque/
Defaultdict https://pythoncomplexity.com/stdlib/defaultdict/
Enum https://pythoncomplexity.com/stdlib/enum/
Errno https://pythoncomplexity.com/stdlib/errno/
Fcntl https://pythoncomplexity.com/stdlib/fcntl/
Filecmp https://pythoncomplexity.com/stdlib/filecmp/
Fileinput https://pythoncomplexity.com/stdlib/fileinput/
Fnmatch https://pythoncomplexity.com/stdlib/fnmatch/
Fractions https://pythoncomplexity.com/stdlib/fractions/
Ftplib https://pythoncomplexity.com/stdlib/ftplib/
Genericpath https://pythoncomplexity.com/stdlib/genericpath/
GC https://pythoncomplexity.com/stdlib/gc/
Functools https://pythoncomplexity.com/stdlib/functools/
Getopt https://pythoncomplexity.com/stdlib/getopt/
Getpass https://pythoncomplexity.com/stdlib/getpass/
Gettext https://pythoncomplexity.com/stdlib/gettext/
Glob https://pythoncomplexity.com/stdlib/glob/
Grp https://pythoncomplexity.com/stdlib/grp/
Imp https://pythoncomplexity.com/stdlib/imp/
Graphlib https://pythoncomplexity.com/stdlib/graphlib/
Html https://pythoncomplexity.com/stdlib/html/
Http https://pythoncomplexity.com/stdlib/http/
Gzip https://pythoncomplexity.com/stdlib/gzip/
Hashlib https://pythoncomplexity.com/stdlib/hashlib/
Heapq https://pythoncomplexity.com/stdlib/heapq/
Hmac https://pythoncomplexity.com/stdlib/hmac/
IO https://pythoncomplexity.com/stdlib/io/
Idlelib https://pythoncomplexity.com/stdlib/idlelib/
Imaplib https://pythoncomplexity.com/stdlib/imaplib/
Imghdr https://pythoncomplexity.com/stdlib/imghdr/
Inspect https://pythoncomplexity.com/stdlib/inspect/
Importlib https://pythoncomplexity.com/stdlib/importlib/
Itertools https://pythoncomplexity.com/stdlib/itertools/
JSON https://pythoncomplexity.com/stdlib/json/
Keyword https://pythoncomplexity.com/stdlib/keyword/
Lib2to3 https://pythoncomplexity.com/stdlib/lib2to3/
Linecache https://pythoncomplexity.com/stdlib/linecache/
Locale https://pythoncomplexity.com/stdlib/locale/
Logging https://pythoncomplexity.com/stdlib/logging/
Lzma https://pythoncomplexity.com/stdlib/lzma/
Mailbox https://pythoncomplexity.com/stdlib/mailbox/
Mailcap https://pythoncomplexity.com/stdlib/mailcap/
Marshal https://pythoncomplexity.com/stdlib/marshal/
Math https://pythoncomplexity.com/stdlib/math/
Mimetypes https://pythoncomplexity.com/stdlib/mimetypes/
Mmap https://pythoncomplexity.com/stdlib/mmap/
Modulefinder https://pythoncomplexity.com/stdlib/modulefinder/
Complexity Reference https://pythoncomplexity.com/stdlib/modulefinder/#complexity-reference
Analyzing Module Dependencies https://pythoncomplexity.com/stdlib/modulefinder/#analyzing-module-dependencies
Finding Imported Modules https://pythoncomplexity.com/stdlib/modulefinder/#finding-imported-modules
Related Documentation https://pythoncomplexity.com/stdlib/modulefinder/#related-documentation
Multiprocessing https://pythoncomplexity.com/stdlib/multiprocessing/
Netrc https://pythoncomplexity.com/stdlib/netrc/
Nntplib https://pythoncomplexity.com/stdlib/nntplib/
Nturl2path https://pythoncomplexity.com/stdlib/nturl2path/
Opcode https://pythoncomplexity.com/stdlib/opcode/
Optparse https://pythoncomplexity.com/stdlib/optparse/
Pdb https://pythoncomplexity.com/stdlib/pdb/
Pickle https://pythoncomplexity.com/stdlib/pickle/
Pickletools https://pythoncomplexity.com/stdlib/pickletools/
Pipes https://pythoncomplexity.com/stdlib/pipes/
Plistlib https://pythoncomplexity.com/stdlib/plistlib/
Pkgutil https://pythoncomplexity.com/stdlib/pkgutil/
Poplib https://pythoncomplexity.com/stdlib/poplib/
Profile https://pythoncomplexity.com/stdlib/profile/
Pstats https://pythoncomplexity.com/stdlib/pstats/
Pyclbr https://pythoncomplexity.com/stdlib/pyclbr/
Pydoc https://pythoncomplexity.com/stdlib/pydoc/
Py_compile https://pythoncomplexity.com/stdlib/py_compile/
Pyexpat https://pythoncomplexity.com/stdlib/pyexpat/
Namedtuple https://pythoncomplexity.com/stdlib/namedtuple/
Numbers https://pythoncomplexity.com/stdlib/numbers/
Ntpath https://pythoncomplexity.com/stdlib/ntpath/
Operator https://pythoncomplexity.com/stdlib/operator/
OrderedDict https://pythoncomplexity.com/stdlib/ordereddict/
OS https://pythoncomplexity.com/stdlib/os/
Platform https://pythoncomplexity.com/stdlib/platform/
Pathlib https://pythoncomplexity.com/stdlib/pathlib/
Posix https://pythoncomplexity.com/stdlib/posix/
Posixpath https://pythoncomplexity.com/stdlib/posixpath/
Pprint https://pythoncomplexity.com/stdlib/pprint/
Pwd https://pythoncomplexity.com/stdlib/pwd/
Pty https://pythoncomplexity.com/stdlib/pty/
Queue https://pythoncomplexity.com/stdlib/queue/
Quopri https://pythoncomplexity.com/stdlib/quopri/
Readline https://pythoncomplexity.com/stdlib/readline/
Reprlib https://pythoncomplexity.com/stdlib/reprlib/
Resource https://pythoncomplexity.com/stdlib/resource/
Rlcompleter https://pythoncomplexity.com/stdlib/rlcompleter/
Runpy https://pythoncomplexity.com/stdlib/runpy/
Sched https://pythoncomplexity.com/stdlib/sched/
Shlex https://pythoncomplexity.com/stdlib/shlex/
Shutil https://pythoncomplexity.com/stdlib/shutil/
Random https://pythoncomplexity.com/stdlib/random/
Regular Expressions https://pythoncomplexity.com/stdlib/re/
Ipaddress https://pythoncomplexity.com/stdlib/ipaddress/
Select https://pythoncomplexity.com/stdlib/select/
Selectors https://pythoncomplexity.com/stdlib/selectors/
Signal https://pythoncomplexity.com/stdlib/signal/
Site https://pythoncomplexity.com/stdlib/site/
Socket https://pythoncomplexity.com/stdlib/socket/
Socketserver https://pythoncomplexity.com/stdlib/socketserver/
Secrets https://pythoncomplexity.com/stdlib/secrets/
Shelve https://pythoncomplexity.com/stdlib/shelve/
Smtpd https://pythoncomplexity.com/stdlib/smtpd/
Smtplib https://pythoncomplexity.com/stdlib/smtplib/
Sndhdr https://pythoncomplexity.com/stdlib/sndhdr/
Ssl https://pythoncomplexity.com/stdlib/ssl/
Stat https://pythoncomplexity.com/stdlib/stat/
Statistics https://pythoncomplexity.com/stdlib/statistics/
String https://pythoncomplexity.com/stdlib/string/
Stringprep https://pythoncomplexity.com/stdlib/stringprep/
Tabnanny https://pythoncomplexity.com/stdlib/tabnanny/
Sqlite3 https://pythoncomplexity.com/stdlib/sqlite3/
Struct https://pythoncomplexity.com/stdlib/struct/
Subprocess https://pythoncomplexity.com/stdlib/subprocess/
Sunau https://pythoncomplexity.com/stdlib/sunau/
Symtable https://pythoncomplexity.com/stdlib/symtable/
Sys https://pythoncomplexity.com/stdlib/sys/
Sysconfig https://pythoncomplexity.com/stdlib/sysconfig/
Syslog https://pythoncomplexity.com/stdlib/syslog/
Tarfile https://pythoncomplexity.com/stdlib/tarfile/
Tempfile https://pythoncomplexity.com/stdlib/tempfile/
Telnetlib https://pythoncomplexity.com/stdlib/telnetlib/
Termios https://pythoncomplexity.com/stdlib/termios/
Token https://pythoncomplexity.com/stdlib/token/
Tokenize https://pythoncomplexity.com/stdlib/tokenize/
Trace https://pythoncomplexity.com/stdlib/trace/
Traceback https://pythoncomplexity.com/stdlib/traceback/
Textwrap https://pythoncomplexity.com/stdlib/textwrap/
Threading https://pythoncomplexity.com/stdlib/threading/
Tomllib https://pythoncomplexity.com/stdlib/tomllib/
Tracemalloc https://pythoncomplexity.com/stdlib/tracemalloc/
This https://pythoncomplexity.com/stdlib/this/
Time https://pythoncomplexity.com/stdlib/time/
Tkinter https://pythoncomplexity.com/stdlib/tkinter/
Turtle https://pythoncomplexity.com/stdlib/turtle/
Turtledemo https://pythoncomplexity.com/stdlib/turtledemo/
Tty https://pythoncomplexity.com/stdlib/tty/
Types https://pythoncomplexity.com/stdlib/types/
Typing https://pythoncomplexity.com/stdlib/typing/
Timeit https://pythoncomplexity.com/stdlib/timeit/
Unittest https://pythoncomplexity.com/stdlib/unittest/
Unicodedata https://pythoncomplexity.com/stdlib/unicodedata/
Uuid https://pythoncomplexity.com/stdlib/uuid/
Urllib https://pythoncomplexity.com/stdlib/urllib/
Uu https://pythoncomplexity.com/stdlib/uu/
Venv https://pythoncomplexity.com/stdlib/venv/
Warnings https://pythoncomplexity.com/stdlib/warnings/
Wave https://pythoncomplexity.com/stdlib/wave/
Weakref https://pythoncomplexity.com/stdlib/weakref/
Webbrowser https://pythoncomplexity.com/stdlib/webbrowser/
Wsgiref https://pythoncomplexity.com/stdlib/wsgiref/
Xml https://pythoncomplexity.com/stdlib/xml/
Xml.dom https://pythoncomplexity.com/stdlib/xml.dom/
Xml.etree.ElementTree https://pythoncomplexity.com/stdlib/xml.etree.elementtree/
Xml.sax https://pythoncomplexity.com/stdlib/xml.sax/
Xmlrpc https://pythoncomplexity.com/stdlib/xmlrpc/
Xdrlib https://pythoncomplexity.com/stdlib/xdrlib/
Zlib https://pythoncomplexity.com/stdlib/zlib/
Zipfile https://pythoncomplexity.com/stdlib/zipfile/
Zipapp https://pythoncomplexity.com/stdlib/zipapp/
Zipimport https://pythoncomplexity.com/stdlib/zipimport/
Zoneinfo https://pythoncomplexity.com/stdlib/zoneinfo/
Overview https://pythoncomplexity.com/implementations/
CPython https://pythoncomplexity.com/implementations/cpython/
IronPython https://pythoncomplexity.com/implementations/ironpython/
Jython https://pythoncomplexity.com/implementations/jython/
PyPy https://pythoncomplexity.com/implementations/pypy/
Overview https://pythoncomplexity.com/versions/
Python 3.14 https://pythoncomplexity.com/versions/py314/
Python 3.13 https://pythoncomplexity.com/versions/py313/
Python 3.12 https://pythoncomplexity.com/versions/py312/
Python 3.11 https://pythoncomplexity.com/versions/py311/
Python 3.10 https://pythoncomplexity.com/versions/py310/
Home https://pythoncomplexity.com/
Standard Library https://pythoncomplexity.com/stdlib/
https://pythoncomplexity.com/stdlib/modulefinder/#modulefinder-module
https://pythoncomplexity.com/stdlib/modulefinder/#complexity-reference
https://pythoncomplexity.com/stdlib/modulefinder/#analyzing-module-dependencies
https://pythoncomplexity.com/stdlib/modulefinder/#finding-imported-modules
https://pythoncomplexity.com/stdlib/modulefinder/#related-documentation
importlib Modulehttps://pythoncomplexity.com/stdlib/importlib/
ast Modulehttps://pythoncomplexity.com/stdlib/ast/
Material for MkDocs https://squidfunk.github.io/mkdocs-material/
GitHub https://github.com/heikkitoivonen/python-time-space-complexity

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