❯ python -X importtime -c 'import lazy_loader;lazy_loader.load("pandas")' import time: self [us] | cumulative | imported package import time: 423 | 423 | _io import time: 79 | 79 | marshal import time: 721 | 721 | posix import time: 1460 | 2682 | _frozen_importlib_external import time: 117 | 117 | time import time: 237 | 353 | zipimport import time: 145 | 145 | _codecs import time: 505 | 649 | codecs import time: 1098 | 1098 | encodings.aliases import time: 1374 | 3121 | encodings import time: 960 | 960 | encodings.utf_8 import time: 208 | 208 | _signal import time: 95 | 95 | _abc import time: 548 | 642 | abc import time: 594 | 1236 | io import time: 120 | 120 | _stat import time: 597 | 717 | stat import time: 1996 | 1996 | _collections_abc import time: 225 | 225 | genericpath import time: 564 | 788 | posixpath import time: 1344 | 4844 | os import time: 292 | 292 | _sitebuiltins import time: 839 | 839 | __future__ import time: 893 | 893 | warnings import time: 1263 | 2155 | importlib import time: 541 | 2695 | importlib.machinery import time: 371 | 371 | importlib._abc import time: 139 | 139 | itertools import time: 201 | 201 | keyword import time: 107 | 107 | _operator import time: 451 | 557 | operator import time: 270 | 270 | reprlib import time: 966 | 966 | _collections import time: 1308 | 3439 | collections import time: 352 | 352 | types import time: 231 | 231 | _functools import time: 872 | 1454 | functools import time: 1093 | 5985 | contextlib import time: 716 | 7071 | importlib.util import time: 761 | 761 | enum import time: 93 | 93 | _sre import time: 3219 | 3219 | sre_constants import time: 1142 | 4361 | sre_parse import time: 499 | 4952 | sre_compile import time: 704 | 704 | _locale import time: 537 | 537 | copyreg import time: 3295 | 10246 | re import time: 152 | 10398 | fnmatch import time: 98 | 98 | _winapi import time: 68 | 68 | nt import time: 83 | 83 | nt import time: 51 | 51 | nt import time: 53 | 53 | nt import time: 539 | 888 | ntpath import time: 81 | 81 | errno import time: 181 | 181 | urllib import time: 1111 | 1291 | urllib.parse import time: 986 | 13643 | pathlib import time: 3972 | 28219 | __editable___forecasting_2_12_1a11_finder import time: 473 | 473 | _distutils_hack import time: 62 | 62 | sitecustomize import time: 67 | 67 | usercustomize import time: 4973 | 38927 | site import time: 872 | 872 | _ast import time: 3275 | 4147 | ast import time: 277 | 277 | _weakrefset import time: 1662 | 1939 | threading import time: 1279 | 7363 | lazy_loader

❯ python -X importtime -c 'import lazy_loader;lazy_loader.load("pandas");lazy_loader.load("not_found")' import time: self [us] | cumulative | imported package import time: 230 | 230 | _io import time: 57 | 57 | marshal import time: 474 | 474 | posix import time: 915 | 1675 | _frozen_importlib_external import time: 117 | 117 | time import time: 274 | 391 | zipimport import time: 176 | 176 | _codecs import time: 701 | 877 | codecs import time: 2380 | 2380 | encodings.aliases import time: 1460 | 4715 | encodings import time: 476 | 476 | encodings.utf_8 import time: 111 | 111 | _signal import time: 59 | 59 | _abc import time: 404 | 463 | abc import time: 543 | 1005 | io import time: 62 | 62 | _stat import time: 352 | 413 | stat import time: 1178 | 1178 | _collections_abc import time: 175 | 175 | genericpath import time: 447 | 621 | posixpath import time: 878 | 3089 | os import time: 371 | 371 | _sitebuiltins import time: 364 | 364 | __future__ import time: 401 | 401 | warnings import time: 381 | 782 | importlib import time: 314 | 1095 | importlib.machinery import time: 776 | 776 | importlib._abc import time: 167 | 167 | itertools import time: 579 | 579 | keyword import time: 116 | 116 | _operator import time: 1801 | 1917 | operator import time: 492 | 492 | reprlib import time: 1179 | 1179 | _collections import time: 1324 | 5655 | collections import time: 543 | 543 | types import time: 375 | 375 | _functools import time: 1048 | 1964 | functools import time: 1731 | 9350 | contextlib import time: 858 | 10983 | importlib.util import time: 1276 | 1276 | enum import time: 107 | 107 | _sre import time: 502 | 502 | sre_constants import time: 531 | 1033 | sre_parse import time: 384 | 1523 | sre_compile import time: 109 | 109 | _locale import time: 237 | 237 | copyreg import time: 802 | 3945 | re import time: 280 | 4224 | fnmatch import time: 99 | 99 | _winapi import time: 63 | 63 | nt import time: 95 | 95 | nt import time: 75 | 75 | nt import time: 288 | 288 | nt import time: 776 | 1394 | ntpath import time: 98 | 98 | errno import time: 188 | 188 | urllib import time: 4603 | 4791 | urllib.parse import time: 1428 | 11933 | pathlib import time: 1127 | 25500 | __editable___forecasting_2_12_1a11_finder import time: 1147 | 1147 | _distutils_hack import time: 132 | 132 | sitecustomize import time: 97 | 97 | usercustomize import time: 12749 | 43081 | site import time: 980 | 980 | _ast import time: 1360 | 2339 | ast import time: 753 | 753 | _weakrefset import time: 1199 | 1952 | threading import time: 893 | 5183 | lazy_loader import time: 148 | 148 | _opcode import time: 373 | 520 | opcode import time: 541 | 1061 | dis import time: 275 | 275 | collections.abc import time: 450 | 450 | token import time: 1784 | 2234 | tokenize import time: 345 | 2578 | linecache import time: 2242 | 6153 | inspect import time: 203 | 203 | numpy._utils._convertions import time: 283 | 486 | numpy._utils import time: 514 | 999 | numpy._globals import time: 331 | 331 | numpy.exceptions import time: 179 | 179 | numpy.version import time: 125 | 125 | numpy._distributor_init import time: 116 | 116 | numpy._utils._inspect import time: 1410 | 1410 | math import time: 468 | 468 | _datetime import time: 1597 | 3475 | datetime import time: 456 | 456 | numpy.core._exceptions import time: 249 | 249 | numpy.dtypes import time: 22786 | 26964 | numpy.core._multiarray_umath import time: 473 | 27552 | numpy.core.overrides import time: 709 | 28261 | numpy.core.multiarray import time: 348 | 348 | numpy.core.umath import time: 418 | 418 | numbers import time: 179 | 179 | numpy.core._string_helpers import time: 109 | 109 | pickle5 import time: 334 | 334 | _struct import time: 202 | 536 | struct import time: 318 | 318 | _compat_pickle import time: 423 | 423 | _pickle import time: 101 | 101 | org import time: 29 | 130 | org.python import time: 32 | 161 | org.python.core import time: 1194 | 2629 | pickle import time: 6021 | 8758 | numpy.compat.py3k import time: 207 | 8964 | numpy.compat import time: 370 | 370 | numpy.core._dtype import time: 486 | 9819 | numpy.core._type_aliases import time: 543 | 10957 | numpy.core.numerictypes import time: 194 | 194 | _contextvars import time: 174 | 368 | contextvars import time: 270 | 637 | numpy.core._ufunc_config import time: 251 | 888 | numpy.core._methods import time: 1225 | 2112 | numpy.core.fromnumeric import time: 413 | 2524 | numpy.core.shape_base import time: 671 | 671 | numpy.core.arrayprint import time: 177 | 177 | numpy.core._asarray import time: 1345 | 4715 | numpy.core.numeric import time: 1184 | 1184 | numpy.core.defchararray import time: 377 | 377 | numpy.core.records import time: 200 | 200 | numpy.core.memmap import time: 262 | 262 | numpy.core.function_base import time: 174 | 174 | numpy.core._machar import time: 1195 | 1195 | numpy.core.getlimits import time: 386 | 386 | numpy.core.einsumfunc import time: 344 | 344 | numpy.core._multiarray_tests import time: 4291 | 4635 | numpy.core._add_newdocs import time: 592 | 592 | numpy.core._add_newdocs_scalars import time: 172 | 172 | numpy.core._dtype_ctypes import time: 1249 | 1249 | _ctypes import time: 453 | 453 | ctypes._endian import time: 7521 | 9222 | ctypes import time: 1252 | 10474 | numpy.core._internal import time: 379 | 379 | numpy._pytesttester import time: 931 | 65234 | numpy.core import time: 55 | 65289 | numpy.core._multiarray_umath import time: 538 | 65826 | numpy.__config__ import time: 955 | 955 | numpy.lib.mixins import time: 191 | 191 | numpy.lib.ufunclike import time: 427 | 618 | numpy.lib.type_check import time: 425 | 1042 | numpy.lib.scimath import time: 4831 | 4831 | typing import time: 323 | 323 | numpy.lib.stride_tricks import time: 529 | 852 | numpy.lib.twodim_base import time: 681 | 681 | numpy.linalg._umath_linalg import time: 835 | 835 | numpy._typing._nested_sequence import time: 261 | 261 | numpy._typing._nbit import time: 1503 | 1503 | numpy._typing._char_codes import time: 600 | 600 | numpy._typing._scalars import time: 209 | 209 | numpy._typing._shape import time: 7640 | 7640 | numpy._typing._dtype_like import time: 5679 | 5679 | numpy._typing._array_like import time: 2685 | 19408 | numpy._typing import time: 2022 | 27792 | numpy.linalg.linalg import time: 236 | 28027 | numpy.linalg import time: 443 | 28469 | numpy.matrixlib.defmatrix import time: 245 | 28714 | numpy.matrixlib import time: 6548 | 6548 | numpy.lib.histograms import time: 1752 | 8299 | numpy.lib.function_base import time: 2055 | 39066 | numpy.lib.index_tricks import time: 4268 | 4268 | numpy.lib.nanfunctions import time: 654 | 654 | numpy.lib.shape_base import time: 1197 | 1197 | numpy.lib.polynomial import time: 1945 | 1945 | textwrap import time: 1302 | 1302 | signal import time: 362 | 362 | fcntl import time: 141 | 141 | msvcrt import time: 247 | 247 | _posixsubprocess import time: 265 | 265 | select import time: 1152 | 1152 | selectors import time: 4278 | 7743 | subprocess import time: 6619 | 14361 | platform import time: 1021 | 17326 | numpy.lib.utils import time: 517 | 517 | numpy.lib.arraysetops import time: 806 | 806 | weakref import time: 565 | 565 | numpy.lib.format import time: 376 | 376 | numpy.lib._datasource import time: 417 | 417 | numpy.lib._iotools import time: 989 | 3151 | numpy.lib.npyio import time: 206 | 206 | numpy.lib.arrayterator import time: 682 | 682 | numpy.lib.arraypad import time: 153 | 153 | numpy.lib._version import time: 1541 | 70752 | numpy.lib import time: 337 | 337 | numpy.fft._pocketfft_internal import time: 497 | 834 | numpy.fft._pocketfft import time: 208 | 208 | numpy.fft.helper import time: 283 | 1325 | numpy.fft import time: 639 | 639 | numpy.polynomial.polyutils import time: 1180 | 1180 | numpy.polynomial._polybase import time: 1116 | 2935 | numpy.polynomial.polynomial import time: 586 | 586 | numpy.polynomial.chebyshev import time: 1563 | 1563 | numpy.polynomial.legendre import time: 1909 | 1909 | numpy.polynomial.hermite import time: 764 | 764 | numpy.polynomial.hermite_e import time: 461 | 461 | numpy.polynomial.laguerre import time: 970 | 9185 | numpy.polynomial import time: 118 | 118 | backports_abc import time: 828 | 946 | numpy.random._common import time: 466 | 466 | binascii import time: 371 | 837 | base64 import time: 3812 | 3812 | _hashlib import time: 659 | 659 | _blake2 import time: 1013 | 1672 | hashlib import time: 624 | 6106 | hmac import time: 688 | 688 | _bisect import time: 665 | 1353 | bisect import time: 1414 | 1414 | _random import time: 865 | 865 | _sha512 import time: 2095 | 5725 | random import time: 408 | 13075 | secrets import time: 874 | 14895 | numpy.random.bit_generator import time: 501 | 501 | numpy.random._bounded_integers import time: 366 | 366 | numpy.random._mt19937 import time: 1380 | 17140 | numpy.random.mtrand import time: 374 | 374 | numpy.random._philox import time: 401 | 401 | numpy.random._pcg64 import time: 387 | 387 | numpy.random._sfc64 import time: 808 | 808 | numpy.random._generator import time: 530 | 19638 | numpy.random._pickle import time: 360 | 19998 | numpy.random import time: 537 | 537 | numpy.ctypeslib import time: 4174 | 4174 | numpy.ma.core import time: 2062 | 2062 | numpy.ma.extras import time: 555 | 6789 | numpy.ma import time: 5717 | 181758 | numpy import time: 313 | 313 | pytz.exceptions import time: 307 | 307 | pytz.lazy import time: 298 | 298 | pytz.tzinfo import time: 195 | 195 | pytz.tzfile import time: 1520 | 2632 | pytz import time: 288 | 288 | dateutil._version import time: 360 | 647 | dateutil import time: 620 | 620 | sysconfig import time: 667 | 667 | _sysconfigdata__linux_x86_64-linux-gnu import time: 727 | 2013 | pandas.compat._constants import time: 209 | 209 | _compression import time: 299 | 299 | _bz2 import time: 357 | 864 | bz2 import time: 1139 | 1139 | _lzma import time: 562 | 1700 | lzma import time: 339 | 2903 | pandas.compat.compressors import time: 234 | 234 | pandas.util import time: 9151 | 9384 | pandas.util.version import time: 624 | 10007 | pandas.compat.numpy import time: 67 | 67 | gc import time: 280 | 280 | pyarrow._generated_version import time: 138 | 138 | backports_abc import time: 786 | 786 | _decimal import time: 277 | 1062 | decimal import time: 99 | 99 | org import time: 60 | 158 | org.python import time: 28 | 186 | org.python.core import time: 287 | 473 | copy import time: 828 | 1300 | dataclasses import time: 633 | 633 | traceback import time: 77 | 77 | _string import time: 3245 | 3322 | string import time: 138 | 138 | atexit import time: 3389 | 7480 | logging import time: 676 | 676 | _uuid import time: 1094 | 1769 | uuid import time: 801 | 11348 | cloudpickle.cloudpickle import time: 363 | 11711 | cloudpickle import time: 611 | 611 | _socket import time: 428 | 428 | array import time: 2270 | 3307 | socket import time: 431 | 3738 | pyarrow.util import time: 758 | 758 | _heapq import time: 958 | 1715 | heapq import time: 651 | 651 | _queue import time: 741 | 3106 | queue import time: 40991 | 60744 | pyarrow.lib import time: 1848 | 1848 | pyarrow._hdfsio import time: 586 | 586 | pyarrow.filesystem import time: 513 | 1099 | pyarrow.hdfs import time: 457 | 457 | pyarrow.ipc import time: 913 | 913 | pyarrow.types import time: 3063 | 68467 | pyarrow import time: 586 | 69053 | pandas.compat.pyarrow import time: 610 | 84585 | pandas.compat import time: 3648 | 3648 | pandas._typing import time: 321 | 321 | pandas.util._exceptions import time: 1670 | 5638 | pandas._config.config import time: 591 | 591 | pandas._config.dates import time: 1712 | 1712 | locale import time: 607 | 2319 | pandas._config.display import time: 670 | 9217 | pandas._config import time: 823 | 823 | pandas.core import time: 3898 | 4721 | pandas.core.config_init import time: 1457 | 1457 | pandas._libs.pandas_parser import time: 68 | 68 | numpy._core import time: 85 | 152 | numpy._core._multiarray_umath import time: 388 | 540 | pandas._libs.pandas_datetime import time: 61 | 61 | numpy._core import time: 79 | 140 | numpy._core._multiarray_umath import time: 336 | 475 | pandas._libs.tslibs.ccalendar import time: 56 | 56 | numpy._core import time: 64 | 119 | numpy._core._multiarray_umath import time: 473 | 592 | pandas._libs.tslibs.np_datetime import time: 1892 | 2957 | pandas._libs.tslibs.dtypes import time: 726 | 726 | pandas._libs.tslibs.base import time: 137 | 137 | numpy._core import time: 156 | 293 | numpy._core._multiarray_umath import time: 1367 | 1659 | pandas._libs.tslibs.nattype import time: 370 | 370 | pandas.compat._optional import time: 387 | 387 | zoneinfo._tzpath import time: 340 | 340 | zoneinfo._common import time: 439 | 439 | _zoneinfo import time: 482 | 1646 | zoneinfo import time: 983 | 983 | six import time: 66 | 66 | six.moves import time: 346 | 346 | dateutil.tz._common import time: 311 | 311 | dateutil.tz._factories import time: 182 | 182 | six.moves.winreg import time: 477 | 659 | dateutil.tz.win import time: 1246 | 3608 | dateutil.tz.tz import time: 382 | 3989 | dateutil.tz import time: 110 | 110 | numpy._core import time: 62 | 171 | numpy._core._multiarray_umath import time: 991 | 7165 | pandas._libs.tslibs.timezones import time: 88 | 88 | numpy._core import time: 38 | 125 | numpy._core._multiarray_umath import time: 1904 | 1904 | calendar import time: 1845 | 3749 | _strptime import time: 92 | 92 | numpy._core import time: 93 | 184 | numpy._core._multiarray_umath import time: 323 | 323 | pandas._config.localization import time: 1210 | 5465 | pandas._libs.tslibs.fields import time: 1742 | 14496 | pandas._libs.tslibs.timedeltas import time: 125 | 125 | numpy._core import time: 117 | 241 | numpy._core._multiarray_umath import time: 999 | 1239 | pandas._libs.tslibs.tzconversion import time: 204 | 204 | backports_abc import time: 494 | 494 | numpy._core import time: 230 | 723 | numpy._core._multiarray_umath import time: 3727 | 22045 | pandas._libs.tslibs.timestamps import time: 239 | 239 | backports_abc import time: 91 | 91 | numpy._core import time: 105 | 196 | numpy._core._multiarray_umath import time: 1088 | 1088 | pandas._libs.properties import time: 9244 | 32810 | pandas._libs.tslibs.offsets import time: 262 | 262 | backports_abc import time: 207 | 207 | numpy._core import time: 188 | 394 | numpy._core._multiarray_umath import time: 277 | 277 | dateutil._common import time: 2638 | 2914 | dateutil.parser._parser import time: 868 | 868 | dateutil.parser.isoparser import time: 720 | 4500 | dateutil.parser import time: 59 | 59 | numpy._core import time: 74 | 133 | numpy._core._multiarray_umath import time: 1276 | 1408 | pandas._libs.tslibs.strptime import time: 4924 | 11486 | pandas._libs.tslibs.parsing import time: 372 | 372 | numpy._core import time: 357 | 728 | numpy._core._multiarray_umath import time: 1869 | 47618 | pandas._libs.tslibs.conversion import time: 67 | 67 | numpy._core import time: 56 | 123 | numpy._core._multiarray_umath import time: 996 | 1119 | pandas._libs.tslibs.period import time: 110 | 110 | numpy._core import time: 101 | 210 | numpy._core._multiarray_umath import time: 999 | 1209 | pandas._libs.tslibs.vectorized import time: 582 | 53484 | pandas._libs.tslibs import time: 66 | 53549 | pandas._libs.tslibs.nattype import time: 122 | 122 | numpy._core import time: 85 | 207 | numpy._core._multiarray_umath import time: 1209 | 1209 | pandas._libs.ops_dispatch import time: 1768 | 56732 | pandas._libs.missing import time: 352 | 352 | numpy._core import time: 312 | 663 | numpy._core._multiarray_umath import time: 2474 | 59868 | pandas._libs.hashtable import time: 95 | 95 | numpy._core import time: 59 | 154 | numpy._core._multiarray_umath import time: 73 | 73 | numpy._core import time: 86 | 158 | numpy._core._multiarray_umath import time: 1167 | 1325 | pandas._libs.algos import time: 1136 | 62480 | pandas._libs.interval import time: 477 | 64953 | pandas._libs import time: 210 | 210 | pandas.core.dtypes import time: 94 | 94 | numpy._core import time: 114 | 208 | numpy._core._multiarray_umath import time: 1966 | 2174 | pandas._libs.lib import time: 788 | 788 | pandas.errors import time: 481 | 481 | pandas.core.dtypes.generic import time: 527 | 1007 | pandas.core.dtypes.base import time: 236 | 236 | pandas.core.dtypes.inference import time: 2657 | 7070 | pandas.core.dtypes.dtypes import time: 491 | 491 | pandas.core.dtypes.common import time: 804 | 1294 | pandas.core.dtypes.missing import time: 320 | 320 | pandas.util._decorators import time: 185 | 185 | pandas.io import time: 316 | 500 | pandas.io._util import time: 959 | 1459 | pandas.core.dtypes.cast import time: 1153 | 1153 | pandas.core.dtypes.astype import time: 1576 | 2729 | pandas.core.dtypes.concat import time: 548 | 548 | pandas.core.array_algos import time: 511 | 511 | pandas.core.common import time: 562 | 1073 | pandas.core.construction import time: 619 | 2240 | pandas.core.array_algos.take import time: 262 | 262 | pandas.core.indexers.utils import time: 248 | 509 | pandas.core.indexers import time: 1139 | 8391 | pandas.core.algorithms import time: 5786 | 5786 | pyarrow._compute import time: 249 | 249 | pyarrow._compute_docstrings import time: 160 | 160 | pyarrow.vendored import time: 3684 | 3684 | pkgutil import time: 3763 | 7447 | pydoc import time: 2684 | 10130 | pyarrow.vendored.docscrape import time: 35938 | 52260 | pyarrow.compute import time: 496 | 52756 | pandas.core.arrays.arrow.accessors import time: 361 | 361 | unicodedata import time: 365 | 365 | pandas.util._validators import time: 431 | 431 | pandas.core.missing import time: 60 | 60 | numpy._core import time: 66 | 126 | numpy._core._multiarray_umath import time: 463 | 589 | pandas._libs.ops import time: 148 | 148 | pandas.core.roperator import time: 104 | 104 | pandas.core.computation import time: 200 | 200 | pandas.core.computation.check import time: 355 | 554 | pandas.core.computation.expressions import time: 136 | 136 | pandas.core.ops.missing import time: 99 | 99 | pandas.core.ops.dispatch import time: 122 | 122 | pandas.core.ops.invalid import time: 596 | 2344 | pandas.core.ops.array_ops import time: 121 | 121 | pandas.core.ops.common import time: 192 | 192 | pandas.core.ops.docstrings import time: 140 | 140 | pandas.core.ops.mask_ops import time: 374 | 3169 | pandas.core.ops import time: 523 | 523 | pandas.core.arraylike import time: 297 | 297 | pandas.core.arrays._arrow_string_mixins import time: 203 | 203 | pandas.core.arrays._utils import time: 489 | 489 | pandas.compat.numpy.function import time: 208 | 208 | pandas.core.array_algos.quantile import time: 562 | 562 | pandas.core.sorting import time: 1459 | 2716 | pandas.core.arrays.base import time: 2828 | 2828 | pandas.core.nanops import time: 261 | 261 | pandas.core.array_algos.masked_accumulations import time: 660 | 660 | pandas.core.array_algos.masked_reductions import time: 373 | 373 | pandas.core.util import time: 158 | 158 | numpy._core import time: 147 | 305 | numpy._core._multiarray_umath import time: 1309 | 1613 | pandas._libs.hashing import time: 777 | 2762 | pandas.core.util.hashing import time: 3288 | 9797 | pandas.core.arrays.masked import time: 53 | 53 | numpy._core import time: 66 | 118 | numpy._core._multiarray_umath import time: 408 | 526 | pandas._libs.arrays import time: 306 | 306 | pandas.core.arrays.numeric import time: 384 | 690 | pandas.core.arrays.floating import time: 436 | 436 | pandas.core.arrays.integer import time: 151 | 151 | pandas.core.array_algos.transforms import time: 1064 | 1214 | pandas.core.arrays._mixins import time: 202 | 202 | pandas.core.strings import time: 445 | 445 | pandas.core.strings.base import time: 909 | 1555 | pandas.core.strings.object_array import time: 545 | 3313 | pandas.core.arrays.numpy_ import time: 997 | 5960 | pandas.core.arrays.string_ import time: 437 | 437 | pandas.tseries import time: 719 | 1155 | pandas.tseries.frequencies import time: 2628 | 27599 | pandas.core.arrays.arrow.array import time: 374 | 80728 | pandas.core.arrays.arrow import time: 532 | 532 | pandas.core.arrays.boolean import time: 680 | 680 | _csv import time: 1659 | 2338 | csv import time: 1268 | 1268 | zlib import time: 1671 | 2939 | shutil import time: 982 | 982 | pandas.core.accessor import time: 871 | 871 | pandas.core.base import time: 179 | 179 | pandas.io.formats import time: 198 | 198 | pandas.io.formats.console import time: 1821 | 9325 | pandas.core.arrays.categorical import time: 66 | 66 | numpy._core import time: 476 | 541 | numpy._core._multiarray_umath import time: 1078 | 1618 | pandas._libs.tslib import time: 531 | 531 | pandas.core.array_algos.datetimelike_accumulations import time: 3629 | 4160 | pandas.core.arrays.datetimelike import time: 406 | 406 | pandas.core.arrays._ranges import time: 274 | 274 | pandas.tseries.offsets import time: 1408 | 7863 | pandas.core.arrays.datetimes import time: 979 | 979 | pandas.core.arrays.timedeltas import time: 14983 | 15962 | pandas.core.arrays.interval import time: 1176 | 1176 | pandas.core.arrays.period import time: 106 | 106 | numpy._core import time: 115 | 220 | numpy._core._multiarray_umath import time: 1020 | 1240 | pandas._libs.sparse import time: 694 | 694 | pandas.io.formats.printing import time: 1281 | 3213 | pandas.core.arrays.sparse.array import time: 622 | 3835 | pandas.core.arrays.sparse.accessor import time: 376 | 4211 | pandas.core.arrays.sparse import time: 319 | 319 | pandas.core.arrays.arrow._arrow_utils import time: 2614 | 2933 | pandas.core.arrays.string_arrow import time: 1641 | 124367 | pandas.core.arrays import time: 388 | 388 | pandas.core.flags import time: 186 | 186 | backports_abc import time: 58 | 58 | numpy._core import time: 26 | 84 | numpy._core._multiarray_umath import time: 1186 | 1455 | pandas._libs.internals import time: 240 | 240 | pandas.core._numba import time: 412 | 652 | pandas.core._numba.executor import time: 3026 | 5132 | pandas.core.apply import time: 1042 | 1042 | _json import time: 1058 | 2100 | json.scanner import time: 1236 | 3335 | json.decoder import time: 643 | 643 | json.encoder import time: 2285 | 6263 | json import time: 540 | 540 | pandas._libs.indexing import time: 273 | 273 | pandas.core.indexes import time: 233 | 233 | backports_abc import time: 90 | 90 | numpy._core import time: 82 | 171 | numpy._core._multiarray_umath import time: 2161 | 2564 | pandas._libs.index import time: 109 | 109 | numpy._core import time: 133 | 241 | numpy._core._multiarray_umath import time: 1196 | 1437 | pandas._libs.writers import time: 111 | 111 | numpy._core import time: 124 | 234 | numpy._core._multiarray_umath import time: 957 | 1191 | pandas._libs.join import time: 7411 | 7411 | pandas.core.array_algos.putmask import time: 570 | 570 | pandas.core.indexes.frozen import time: 5168 | 5168 | pandas.core.strings.accessor import time: 6359 | 24697 | pandas.core.indexes.base import time: 1151 | 1151 | pandas.core.indexes.extension import time: 1463 | 2613 | pandas.core.indexes.category import time: 2568 | 2568 | pandas.core.indexes.range import time: 390 | 390 | pandas.core.tools import time: 576 | 965 | pandas.core.tools.timedeltas import time: 9166 | 12698 | pandas.core.indexes.datetimelike import time: 782 | 782 | pandas.core.tools.times import time: 3061 | 16540 | pandas.core.indexes.datetimes import time: 6433 | 6433 | pandas.core.indexes.multi import time: 6472 | 6472 | pandas.core.indexes.timedeltas import time: 3921 | 16826 | pandas.core.indexes.interval import time: 995 | 995 | pandas.core.indexes.period import time: 904 | 62846 | pandas.core.indexes.api import time: 2689 | 66074 | pandas.core.indexing import time: 550 | 550 | pandas.core.sample import time: 376 | 376 | pandas.core.array_algos.replace import time: 1520 | 1520 | pandas.core.internals.blocks import time: 503 | 2022 | pandas.core.internals.api import time: 961 | 961 | pandas.core.internals.base import time: 1118 | 1118 | pandas.core.internals.ops import time: 1977 | 3094 | pandas.core.internals.managers import time: 2299 | 6354 | pandas.core.internals.array_manager import time: 1908 | 1908 | pandas.core.internals.concat import time: 617 | 10899 | pandas.core.internals import time: 1873 | 1873 | pandas.core.internals.construction import time: 380 | 380 | pandas.core.methods import time: 194 | 194 | pandas.core.reshape import time: 731 | 925 | pandas.core.reshape.concat import time: 626 | 626 | gzip import time: 501 | 501 | mmap import time: 93 | 93 | pwd import time: 409 | 409 | grp import time: 2071 | 2572 | tarfile import time: 1596 | 1596 | zipfile import time: 533 | 533 | pandas.core.shared_docs import time: 9255 | 15081 | pandas.io.common import time: 2297 | 17378 | pandas.io.formats.format import time: 1411 | 20092 | pandas.core.methods.describe import time: 330 | 330 | pandas._libs.window import time: 133 | 133 | numpy._core import time: 145 | 278 | numpy._core._multiarray_umath import time: 1529 | 2136 | pandas._libs.window.aggregations import time: 290 | 290 | numpy._core import time: 110 | 399 | numpy._core._multiarray_umath import time: 798 | 1196 | pandas._libs.window.indexers import time: 1118 | 2314 | pandas.core.indexers.objects import time: 454 | 454 | pandas.core.util.numba_ import time: 380 | 380 | pandas.core.window.common import time: 529 | 529 | pandas.core.window.doc import time: 436 | 436 | pandas.core.window.numba_ import time: 366 | 366 | pandas.core.window.online import time: 8549 | 8549 | pandas.core.window.rolling import time: 2867 | 18027 | pandas.core.window.ewm import time: 2109 | 2109 | pandas.core.window.expanding import time: 1245 | 21380 | pandas.core.window import time: 13908 | 141411 | pandas.core.generic import time: 1376 | 1376 | pandas.core.methods.selectn import time: 417 | 417 | pandas.core.reshape.util import time: 227 | 227 | pandas.core.tools.numeric import time: 1644 | 2286 | pandas.core.reshape.melt import time: 74 | 74 | numpy._core import time: 100 | 173 | numpy._core._multiarray_umath import time: 610 | 783 | pandas._libs.reshape import time: 17693 | 17693 | pandas.core.indexes.accessors import time: 480 | 480 | pandas.arrays import time: 1807 | 2286 | pandas.core.tools.datetimes import time: 1611 | 1611 | pandas.io.formats.info import time: 2390 | 2390 | pandas.plotting._core import time: 1501 | 1501 | pandas.plotting._misc import time: 619 | 4510 | pandas.plotting import time: 7737 | 34617 | pandas.core.series import time: 16391 | 196079 | pandas.core.frame import time: 1964 | 1964 | pandas.core.groupby.base import time: 129 | 129 | backports_abc import time: 58 | 58 | numpy._core import time: 58 | 115 | numpy._core._multiarray_umath import time: 1311 | 1554 | pandas._libs.groupby import time: 204 | 204 | pandas.core.groupby.categorical import time: 615 | 818 | pandas.core.groupby.grouper import time: 1410 | 3782 | pandas.core.groupby.ops import time: 378 | 378 | pandas.core.groupby.numba_ import time: 578 | 578 | pandas.core.groupby.indexing import time: 4413 | 5369 | pandas.core.groupby.groupby import time: 12257 | 224579 | pandas.core.groupby.generic import time: 342 | 224921 | pandas.core.groupby import time: 659 | 432041 | pandas.core.api import time: 310 | 310 | pandas.tseries.api import time: 116 | 116 | pandas.core.computation.common import time: 224 | 339 | pandas.core.computation.align import time: 454 | 454 | pprint import time: 361 | 814 | pandas.core.computation.scope import time: 737 | 1550 | pandas.core.computation.ops import time: 274 | 2162 | pandas.core.computation.engines import time: 223 | 223 | pandas.core.computation.parsing import time: 1727 | 1950 | pandas.core.computation.expr import time: 299 | 4411 | pandas.core.computation.eval import time: 166 | 4577 | pandas.core.computation.api import time: 234 | 234 | pandas.core.reshape.encoding import time: 1152 | 1152 | pandas.core.reshape.merge import time: 929 | 929 | pandas.core.reshape.pivot import time: 413 | 413 | pandas.core.reshape.tile import time: 424 | 3150 | pandas.core.reshape.api import time: 261 | 261 | pandas.api.extensions import time: 432 | 432 | pandas.api.indexers import time: 124 | 124 | pandas.core.interchange import time: 2927 | 3051 | pandas.core.interchange.dataframe_protocol import time: 763 | 763 | pandas.core.interchange.utils import time: 1256 | 2018 | pandas.core.interchange.from_dataframe import time: 529 | 5597 | pandas.api.interchange import time: 285 | 285 | pandas.core.dtypes.api import time: 660 | 945 | pandas.api.types import time: 4744 | 4744 | pandas.core.resample import time: 131 | 131 | numpy._core import time: 173 | 304 | numpy._core._multiarray_umath import time: 676 | 980 | pandas._libs.json import time: 563 | 563 | pandas.io.json._normalize import time: 553 | 553 | pandas.io.json._table_schema import time: 4838 | 4838 | backports_abc import time: 132 | 132 | numpy._core import time: 158 | 289 | numpy._core._multiarray_umath import time: 2256 | 7382 | pandas._libs.parsers import time: 1307 | 1307 | pandas.io.parsers.base_parser import time: 696 | 2003 | pandas.io.parsers.arrow_parser_wrapper import time: 363 | 363 | pandas.io.parsers.c_parser_wrapper import time: 686 | 686 | pandas.io.parsers.python_parser import time: 3157 | 13590 | pandas.io.parsers.readers import time: 356 | 13945 | pandas.io.parsers import time: 42 | 13987 | pandas.io.parsers.readers import time: 2479 | 18559 | pandas.io.json._json import time: 496 | 19055 | pandas.io.json import time: 52 | 19106 | pandas.io.json._json import time: 2147 | 2147 | pandas.io.stata import time: 668 | 26662 | pandas.api.typing import time: 588 | 34483 | pandas.api import time: 651 | 651 | tempfile import time: 363 | 1014 | pandas._testing.contexts import time: 330 | 1343 | pandas._testing._io import time: 412 | 412 | pandas._testing._warnings import time: 461 | 461 | cmath import time: 150 | 150 | numpy._core import time: 80 | 230 | numpy._core._multiarray_umath import time: 776 | 1466 | pandas._libs.testing import time: 2422 | 3887 | pandas._testing.asserters import time: 245 | 245 | pandas._testing.compat import time: 952 | 6837 | pandas._testing import time: 458 | 7294 | pandas.testing import time: 283 | 283 | pandas.util._print_versions import time: 179 | 179 | pandas.io.clipboards import time: 224 | 224 | pandas.io.excel._util import time: 675 | 675 | pandas.io.excel._calamine import time: 844 | 844 | pandas.io.excel._odfreader import time: 569 | 569 | pandas.io.excel._openpyxl import time: 363 | 363 | pandas.io.excel._pyxlsb import time: 365 | 365 | pandas.io.excel._xlrd import time: 2473 | 5511 | pandas.io.excel._base import time: 331 | 331 | pandas.io.excel._odswriter import time: 405 | 405 | pandas.io.excel._xlsxwriter import time: 257 | 6502 | pandas.io.excel import time: 437 | 437 | pandas.io.feather_format import time: 235 | 235 | pandas.io.gbq import time: 1113 | 1113 | pandas.io.html import time: 215 | 215 | pandas.io.orc import time: 989 | 989 | pandas.io.parquet import time: 367 | 367 | pandas.compat.pickle_compat import time: 770 | 1136 | pandas.io.pickle import time: 801 | 801 | pandas.core.computation.pytables import time: 4210 | 5011 | pandas.io.pytables import time: 387 | 387 | pandas.io.sas.sasreader import time: 273 | 659 | pandas.io.sas import time: 149 | 149 | pandas.io.spss import time: 1173 | 1173 | pandas.io.sql import time: 1584 | 1584 | pandas.io.xml import time: 920 | 20296 | pandas.io.api import time: 233 | 233 | pandas.util._tester import time: 193 | 193 | pandas._version_meson