├── data └── .gitkeep ├── pyproject.toml ├── eda.py ├── README.md ├── features.py └── poetry.lock /data/.gitkeep: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- 1 | [tool.poetry] 2 | name = "src" 3 | version = "0.1.0" 4 | description = "" 5 | authors = ["Pau "] 6 | 7 | [tool.poetry.dependencies] 8 | python = "^3.8" 9 | sweetviz = "^2.1.3" 10 | jupyter = "^1.0.0" 11 | 12 | [tool.poetry.dev-dependencies] 13 | pytest = "^5.2" 14 | 15 | [build-system] 16 | requires = ["poetry-core>=1.0.0"] 17 | build-backend = "poetry.core.masonry.api" 18 | -------------------------------------------------------------------------------- /eda.py: -------------------------------------------------------------------------------- 1 | from argparse import ArgumentParser 2 | from pathlib import Path 3 | import os 4 | from pdb import set_trace as stop 5 | 6 | import sweetviz as sv 7 | import pandas as pd 8 | 9 | from features import add_features 10 | 11 | ROOT_DIR = Path(__file__).parent.resolve().parent 12 | DATA_DIR = ROOT_DIR / 'data' 13 | VIZ_DIR = ROOT_DIR / 'viz' 14 | 15 | 16 | def eda( 17 | file_name: str, 18 | target: str, 19 | ) -> None: 20 | 21 | # load data into pandas 22 | file_path = Path(DATA_DIR) / file_name 23 | data = pd.read_csv(file_path) 24 | 25 | # feature engineering 26 | target_data = data[target].tolist() 27 | data = add_features(data) 28 | data[target] = target_data 29 | 30 | # Sweetviz generates the HTML report 31 | my_report = sv.analyze(data, target_feat=target) 32 | output_html = VIZ_DIR / f'{file_name}.html' 33 | my_report.show_html(output_html) 34 | 35 | 36 | if __name__ == '__main__': 37 | 38 | parser = ArgumentParser() 39 | parser.add_argument('--file', dest='file', type=str) 40 | parser.add_argument('--target', dest='target', type=str) 41 | args = parser.parse_args() 42 | 43 | eda(file_name=args.file, target=args.target) -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 |
2 |

Fast And Easy Data Exploration For Machine Learning

3 |

Where there is data smoke, there is business fire.

 4 |

-- Thomas Redman

5 |
6 | 7 | ![](http://datamachines.xyz/wp-content/uploads/2022/06/IMG_2767-768x482.jpg) 8 | 9 | ## Table of Contents 10 | 11 | 1. [What is this repo about?](#what-is-this-repo-about) 12 | 2. [Quick setup](#quick-setup) 13 | 3. [Example](#example) 14 | 4. [Let's connect!](#lets-connect) 15 | 16 | 17 | ## What is this repo about? 18 | Tired of spending “too much time” doing data exploration before training your Machine Learning models? 19 | 20 | Looking for a faster way to understand data issues and patterns, before you dive into the fun part of training your ML model? 21 | 22 | Wanna learn how to train better ML models, by finding and fixing issues in your data? 23 | 24 | In this repo you can find a short Python script that used the Sweetviz 25 | library to do data exploration at the speed of light. 26 | 27 | I also invite you to read the original article I published on my site: 28 | 29 | [📝 Fast And Easy Data Exploration For Machine Learning](https://datamachines.xyz/2022/06/12/fast-and-easy-data-exploration-for-machine-learning/) 30 | 31 | 32 | ## Quick setup 33 | You need Python >= 3.7 and 34 | ``` 35 | $ pip install sweetviz 36 | ``` 37 | 38 | ## Example 39 | I attached a sample dataset for a churn prediction model, that you 40 | can quickly explore with a one-liner. 41 | 42 | ```bash 43 | $ python eda.py --file v1.csv --target Churn 44 | ``` 45 | 46 | ## Let's connect 47 | 48 | If you want to learn more about real-world ML topics and become a better data scientist 49 | 50 | 👉 [Subscribe](http://datamachines.xyz/subscribe) to the datamachines newsletter. 51 | 52 | 👉 Follow me on [Twitter](https://twitter.com/paulabartabajo_) and [LinkedIn](https://www.linkedin.com/in/pau-labarta-bajo-4432074b/). 53 | -------------------------------------------------------------------------------- /features.py: -------------------------------------------------------------------------------- 1 | from collections import OrderedDict 2 | from typing import List 3 | from pdb import set_trace as stop 4 | 5 | import pandas as pd 6 | 7 | 8 | # raw features we must have in the input data 9 | RAW_FEATURES = { 10 | 'gender': 'string', 11 | 'SeniorCitizen': 'string', 12 | 'Partner': 'string', 13 | 'Dependents': 'string', 14 | 'tenure': 'numerical', 15 | 'PhoneService': 'string', 16 | 'MultipleLines': 'string', 17 | 'InternetService': 'string', 18 | 'PaymentMethod': 'string', 19 | 'MonthlyCharges': 'numeric', 20 | 'TotalCharges': 'numeric', 21 | 'date': 'datetime', 22 | 'activity': 'string,' 23 | } 24 | 25 | # features we generate from the raw ones 26 | ENGINEERED_FEATURES = [ 27 | 'dayOfWeek', 28 | 'month', 29 | 'dayOfMonth', 30 | 'hour', 31 | ] 32 | 33 | FEATURES_TO_MODEL = OrderedDict({ 34 | # raw features 35 | 'gender': 'string', 36 | 'SeniorCitizen': 'string', 37 | 'Partner': 'string', 38 | 'Dependents': 'string', 39 | 'tenure': 'string', 40 | 'PhoneService': 'string', 41 | 'MultipleLines': 'string', 42 | 'InternetService': 'string', 43 | 'PaymentMethod': 'string', 44 | 'MonthlyCharges': 'numeric', 45 | 'TotalCharges': 'numeric', 46 | 'activity': 'string', 47 | 48 | # engineered features 49 | 'dayOfWeek': 'numeric', 50 | 'month': 'numeric', 51 | 'dayOfMonth': 'numeric', 52 | 'hour': 'numeric', 53 | }) 54 | 55 | 56 | def enforce_feature_types(data_: pd.DataFrame) -> pd.DataFrame: 57 | """""" 58 | data = data_.copy() 59 | 60 | for feature, type_ in RAW_FEATURES.items(): 61 | 62 | if type_ == 'numeric': 63 | data[feature] = pd.to_numeric(data[feature], errors='coerce') 64 | elif type_ == 'datetime': 65 | data[feature] = pd.to_datetime(data[feature], errors='coerce') 66 | elif type_ == 'string': 67 | data[feature] = data[feature].astype('str') 68 | 69 | return data 70 | 71 | 72 | def add_features(data: pd.DataFrame) -> pd.DataFrame: 73 | """""" 74 | data = enforce_feature_types(data) 75 | 76 | try: 77 | data = data[list(RAW_FEATURES.keys())] 78 | except: 79 | print('Missing raw features in the input!') 80 | 81 | # add engineered features 82 | for feature in ENGINEERED_FEATURES: 83 | func = eval('add_feature_' + feature) 84 | data = func(data) 85 | 86 | # keep only features in FEATURES_TO_MODEL 87 | data = data[list(FEATURES_TO_MODEL.keys())] 88 | 89 | return data 90 | 91 | 92 | def add_feature_month(data: pd.DataFrame) -> pd.DataFrame: 93 | """""" 94 | data['month'] = [t.month for t in data['date']] 95 | return data 96 | 97 | def add_feature_dayOfMonth(data: pd.DataFrame) -> pd.DataFrame: 98 | """""" 99 | data['dayOfMonth'] = [t.day for t in data['date']] 100 | return data 101 | 102 | def add_feature_dayOfWeek(data: pd.DataFrame) -> pd.DataFrame: 103 | """""" 104 | data['dayOfWeek'] = [t.dayofweek for t in data['date']] 105 | return data 106 | 107 | def add_feature_hour(data: pd.DataFrame) -> pd.DataFrame: 108 | """""" 109 | data['hour'] = [t.hour for t in data['date']] 110 | return data -------------------------------------------------------------------------------- /poetry.lock: -------------------------------------------------------------------------------- 1 | [[package]] 2 | name = "appnope" 3 | version = "0.1.3" 4 | description = "Disable App Nap on macOS >= 10.9" 5 | category = "main" 6 | optional = false 7 | python-versions = "*" 8 | 9 | [[package]] 10 | name = "argon2-cffi" 11 | version = "21.3.0" 12 | description = "The secure Argon2 password hashing algorithm." 13 | category = "main" 14 | optional = false 15 | python-versions = ">=3.6" 16 | 17 | [package.dependencies] 18 | argon2-cffi-bindings = "*" 19 | 20 | [package.extras] 21 | dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"] 22 | docs = ["sphinx", "sphinx-notfound-page", "furo"] 23 | tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"] 24 | 25 | [[package]] 26 | name = "argon2-cffi-bindings" 27 | version = "21.2.0" 28 | description = "Low-level CFFI bindings for Argon2" 29 | category = "main" 30 | optional = false 31 | python-versions = ">=3.6" 32 | 33 | [package.dependencies] 34 | cffi = ">=1.0.1" 35 | 36 | [package.extras] 37 | dev = ["pytest", "cogapp", "pre-commit", "wheel"] 38 | tests = ["pytest"] 39 | 40 | [[package]] 41 | name = "asttokens" 42 | version = "2.0.5" 43 | description 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= "8.4.0" 256 | description = "IPython: Productive Interactive Computing" 257 | category = "main" 258 | optional = false 259 | python-versions = ">=3.8" 260 | 261 | [package.dependencies] 262 | appnope = {version = "*", markers = "sys_platform == \"darwin\""} 263 | backcall = "*" 264 | colorama = {version = "*", markers = "sys_platform == \"win32\""} 265 | decorator = "*" 266 | jedi = ">=0.16" 267 | matplotlib-inline = "*" 268 | pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""} 269 | pickleshare = "*" 270 | prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0" 271 | pygments = ">=2.4.0" 272 | stack-data = "*" 273 | traitlets = ">=5" 274 | 275 | [package.extras] 276 | all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"] 277 | black = ["black"] 278 | doc = ["Sphinx (>=1.3)"] 279 | kernel = ["ipykernel"] 280 | nbconvert = ["nbconvert"] 281 | nbformat = ["nbformat"] 282 | notebook = ["ipywidgets", "notebook"] 283 | parallel = ["ipyparallel"] 284 | qtconsole = ["qtconsole"] 285 | test = ["pytest (<7.1)", "pytest-asyncio", "testpath"] 286 | test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"] 287 | 288 | [[package]] 289 | name = "ipython-genutils" 290 | version = "0.2.0" 291 | description = "Vestigial utilities from IPython" 292 | category = "main" 293 | optional = false 294 | python-versions = "*" 295 | 296 | [[package]] 297 | name = "ipywidgets" 298 | version = "7.7.0" 299 | description = "IPython HTML widgets for Jupyter" 300 | category = "main" 301 | optional = false 302 | python-versions = "*" 303 | 304 | [package.dependencies] 305 | ipykernel = ">=4.5.1" 306 | ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""} 307 | ipython-genutils = 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340 | MarkupSafe = ">=2.0" 341 | 342 | [package.extras] 343 | i18n = ["Babel (>=2.7)"] 344 | 345 | [[package]] 346 | name = "jsonschema" 347 | version = "4.6.0" 348 | description = "An implementation of JSON Schema validation for Python" 349 | category = "main" 350 | optional = false 351 | python-versions = ">=3.7" 352 | 353 | [package.dependencies] 354 | attrs = ">=17.4.0" 355 | importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""} 356 | pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2" 357 | 358 | [package.extras] 359 | format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"] 360 | format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"] 361 | 362 | [[package]] 363 | name = "jupyter" 364 | version = "1.0.0" 365 | description = "Jupyter metapackage. Install all the Jupyter components in one go." 366 | category = "main" 367 | optional = false 368 | python-versions = "*" 369 | 370 | [package.dependencies] 371 | ipykernel = "*" 372 | ipywidgets = "*" 373 | jupyter-console = "*" 374 | nbconvert = "*" 375 | notebook = "*" 376 | qtconsole = "*" 377 | 378 | [[package]] 379 | name = "jupyter-client" 380 | version = "7.3.4" 381 | description = "Jupyter protocol implementation and client libraries" 382 | category = "main" 383 | optional = false 384 | python-versions = ">=3.7" 385 | 386 | [package.dependencies] 387 | entrypoints = "*" 388 | jupyter-core = ">=4.9.2" 389 | nest-asyncio = ">=1.5.4" 390 | python-dateutil = ">=2.8.2" 391 | pyzmq = ">=23.0" 392 | tornado = ">=6.0" 393 | traitlets = "*" 394 | 395 | [package.extras] 396 | doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"] 397 | test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"] 398 | 399 | [[package]] 400 | name = "jupyter-console" 401 | version = "6.4.3" 402 | description = "Jupyter terminal console" 403 | category = "main" 404 | optional = false 405 | python-versions = ">=3.6" 406 | 407 | [package.dependencies] 408 | ipykernel = "*" 409 | ipython = "*" 410 | jupyter-client = ">=7.0.0" 411 | prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0" 412 | pygments = "*" 413 | 414 | [package.extras] 415 | test = ["pexpect"] 416 | 417 | [[package]] 418 | name = "jupyter-core" 419 | version = "4.10.0" 420 | description = "Jupyter core package. A base package on which Jupyter projects rely." 421 | category = "main" 422 | optional = false 423 | python-versions = ">=3.7" 424 | 425 | [package.dependencies] 426 | pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""} 427 | traitlets = "*" 428 | 429 | [package.extras] 430 | test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"] 431 | 432 | [[package]] 433 | name = "jupyterlab-pygments" 434 | version = "0.2.2" 435 | description = "Pygments theme using JupyterLab CSS variables" 436 | category = "main" 437 | optional = false 438 | python-versions = ">=3.7" 439 | 440 | [[package]] 441 | name = "jupyterlab-widgets" 442 | version = "1.1.0" 443 | description = "A JupyterLab extension." 444 | category = "main" 445 | optional = false 446 | python-versions = ">=3.6" 447 | 448 | [[package]] 449 | name = "kiwisolver" 450 | version = "1.4.2" 451 | description = "A fast implementation of the Cassowary constraint solver" 452 | category = "main" 453 | optional = false 454 | python-versions = ">=3.7" 455 | 456 | [[package]] 457 | name = "markupsafe" 458 | version = "2.1.1" 459 | description = "Safely add untrusted strings to HTML/XML markup." 460 | category = "main" 461 | optional = false 462 | python-versions = ">=3.7" 463 | 464 | [[package]] 465 | name = "matplotlib" 466 | version = "3.5.2" 467 | description = "Python plotting package" 468 | category = "main" 469 | optional = false 470 | python-versions = ">=3.7" 471 | 472 | [package.dependencies] 473 | cycler = ">=0.10" 474 | fonttools = ">=4.22.0" 475 | kiwisolver = ">=1.0.1" 476 | numpy = ">=1.17" 477 | packaging = ">=20.0" 478 | pillow = ">=6.2.0" 479 | pyparsing = ">=2.2.1" 480 | python-dateutil = ">=2.7" 481 | setuptools_scm = ">=4" 482 | 483 | [[package]] 484 | name = "matplotlib-inline" 485 | version = "0.1.3" 486 | description = "Inline Matplotlib backend for Jupyter" 487 | category = "main" 488 | optional = false 489 | python-versions = ">=3.5" 490 | 491 | [package.dependencies] 492 | traitlets = "*" 493 | 494 | [[package]] 495 | name = "mistune" 496 | version = "0.8.4" 497 | description = "The fastest markdown parser in pure Python" 498 | category = "main" 499 | optional = false 500 | python-versions = "*" 501 | 502 | [[package]] 503 | name = "more-itertools" 504 | version = "8.13.0" 505 | description = "More routines for operating on iterables, beyond itertools" 506 | category = "dev" 507 | optional = false 508 | python-versions = ">=3.5" 509 | 510 | [[package]] 511 | name = "nbclient" 512 | version = "0.6.4" 513 | description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." 514 | category = "main" 515 | optional = false 516 | python-versions = ">=3.7.0" 517 | 518 | [package.dependencies] 519 | jupyter-client = ">=6.1.5" 520 | nbformat = ">=5.0" 521 | nest-asyncio = "*" 522 | traitlets = ">=5.2.2" 523 | 524 | [package.extras] 525 | sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"] 526 | test = ["black", "check-manifest", "flake8", "ipykernel", "ipython (<8.0.0)", "ipywidgets (<8.0.0)", "mypy", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"] 527 | 528 | [[package]] 529 | name = "nbconvert" 530 | version = "6.5.0" 531 | description = "Converting Jupyter Notebooks" 532 | category = "main" 533 | optional = false 534 | python-versions = ">=3.7" 535 | 536 | [package.dependencies] 537 | beautifulsoup4 = "*" 538 | bleach = "*" 539 | defusedxml = "*" 540 | entrypoints = ">=0.2.2" 541 | jinja2 = ">=3.0" 542 | jupyter-core = ">=4.7" 543 | jupyterlab-pygments = "*" 544 | MarkupSafe = ">=2.0" 545 | mistune = ">=0.8.1,<2" 546 | nbclient = ">=0.5.0" 547 | nbformat = ">=5.1" 548 | packaging = "*" 549 | pandocfilters = ">=1.4.1" 550 | pygments = ">=2.4.1" 551 | tinycss2 = "*" 552 | traitlets = ">=5.0" 553 | 554 | [package.extras] 555 | all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"] 556 | docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"] 557 | serve = ["tornado (>=6.1)"] 558 | test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"] 559 | webpdf = ["pyppeteer (>=1,<1.1)"] 560 | 561 | [[package]] 562 | name = "nbformat" 563 | version = "5.4.0" 564 | description = "The Jupyter Notebook format" 565 | category = "main" 566 | optional = false 567 | python-versions = ">=3.7" 568 | 569 | [package.dependencies] 570 | fastjsonschema = "*" 571 | jsonschema = ">=2.6" 572 | jupyter-core = "*" 573 | traitlets = ">=5.1" 574 | 575 | [package.extras] 576 | test = ["check-manifest", "testpath", "pytest", "pre-commit"] 577 | 578 | [[package]] 579 | name = "nest-asyncio" 580 | version = "1.5.5" 581 | description = "Patch asyncio to allow nested event loops" 582 | category = "main" 583 | optional = false 584 | python-versions = ">=3.5" 585 | 586 | [[package]] 587 | name = "notebook" 588 | version = "6.4.12" 589 | description = "A web-based notebook environment for interactive computing" 590 | category = "main" 591 | optional = false 592 | python-versions = ">=3.7" 593 | 594 | [package.dependencies] 595 | argon2-cffi = "*" 596 | ipykernel = "*" 597 | ipython-genutils = "*" 598 | jinja2 = "*" 599 | jupyter-client = ">=5.3.4" 600 | jupyter-core = ">=4.6.1" 601 | nbconvert = ">=5" 602 | nbformat = "*" 603 | nest-asyncio = ">=1.5" 604 | prometheus-client = "*" 605 | pyzmq = ">=17" 606 | Send2Trash = ">=1.8.0" 607 | terminado = ">=0.8.3" 608 | tornado = ">=6.1" 609 | traitlets = ">=4.2.1" 610 | 611 | [package.extras] 612 | docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"] 613 | json-logging = ["json-logging"] 614 | test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium", "pytest-cov", "requests-unixsocket"] 615 | 616 | [[package]] 617 | name = "numpy" 618 | version = "1.22.4" 619 | description = "NumPy is the fundamental package for array computing with Python." 620 | category = "main" 621 | optional = false 622 | python-versions = ">=3.8" 623 | 624 | [[package]] 625 | name = "packaging" 626 | version = "21.3" 627 | description = "Core utilities for Python packages" 628 | category = "main" 629 | optional = false 630 | python-versions = ">=3.6" 631 | 632 | [package.dependencies] 633 | pyparsing = ">=2.0.2,<3.0.5 || >3.0.5" 634 | 635 | [[package]] 636 | name = "pandas" 637 | version = "1.4.2" 638 | description = "Powerful data structures for data analysis, time series, and statistics" 639 | category = "main" 640 | optional = false 641 | python-versions = ">=3.8" 642 | 643 | [package.dependencies] 644 | numpy = [ 645 | {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, 646 | {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""}, 647 | {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""}, 648 | {version = ">=1.21.0", markers = "python_version >= \"3.10\""}, 649 | ] 650 | python-dateutil = ">=2.8.1" 651 | pytz = ">=2020.1" 652 | 653 | [package.extras] 654 | test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"] 655 | 656 | [[package]] 657 | name = "pandocfilters" 658 | version = "1.5.0" 659 | description = "Utilities for writing pandoc filters in python" 660 | category = "main" 661 | optional = false 662 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" 663 | 664 | [[package]] 665 | name = "parso" 666 | version = "0.8.3" 667 | description = "A Python Parser" 668 | category = "main" 669 | optional = false 670 | python-versions = ">=3.6" 671 | 672 | [package.extras] 673 | qa = ["flake8 (==3.8.3)", "mypy (==0.782)"] 674 | testing = ["docopt", "pytest (<6.0.0)"] 675 | 676 | [[package]] 677 | name = "pexpect" 678 | version = "4.8.0" 679 | description = "Pexpect allows easy control of interactive console applications." 680 | category = "main" 681 | optional = false 682 | python-versions = "*" 683 | 684 | [package.dependencies] 685 | ptyprocess = ">=0.5" 686 | 687 | [[package]] 688 | name = "pickleshare" 689 | version = "0.7.5" 690 | description = "Tiny 'shelve'-like database with concurrency support" 691 | category = "main" 692 | optional = false 693 | python-versions = "*" 694 | 695 | [[package]] 696 | name = "pillow" 697 | version = "9.1.1" 698 | description = "Python Imaging Library (Fork)" 699 | category = "main" 700 | optional = false 701 | python-versions = ">=3.7" 702 | 703 | [package.extras] 704 | docs = ["olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinx-rtd-theme (>=1.0)", "sphinxext-opengraph"] 705 | tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"] 706 | 707 | [[package]] 708 | name = "pluggy" 709 | version = "0.13.1" 710 | description = "plugin and hook calling mechanisms for python" 711 | category = "dev" 712 | optional = false 713 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" 714 | 715 | [package.extras] 716 | dev = ["pre-commit", "tox"] 717 | 718 | [[package]] 719 | name = "prometheus-client" 720 | version = "0.14.1" 721 | description = "Python client for the Prometheus monitoring system." 722 | category = "main" 723 | optional = false 724 | python-versions = ">=3.6" 725 | 726 | [package.extras] 727 | twisted = ["twisted"] 728 | 729 | [[package]] 730 | name = "prompt-toolkit" 731 | version = "3.0.29" 732 | description = "Library for building powerful interactive command lines in Python" 733 | category = "main" 734 | optional = false 735 | python-versions = ">=3.6.2" 736 | 737 | [package.dependencies] 738 | wcwidth = "*" 739 | 740 | [[package]] 741 | name = "psutil" 742 | version = "5.9.1" 743 | description = "Cross-platform lib for process and system monitoring in Python." 744 | category = "main" 745 | optional = false 746 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" 747 | 748 | [package.extras] 749 | test = ["ipaddress", "mock", "enum34", "pywin32", "wmi"] 750 | 751 | [[package]] 752 | name = "ptyprocess" 753 | version = "0.7.0" 754 | description = "Run a subprocess in a pseudo terminal" 755 | category = "main" 756 | optional = false 757 | python-versions = "*" 758 | 759 | [[package]] 760 | name = "pure-eval" 761 | version = "0.2.2" 762 | description = "Safely evaluate AST nodes without side effects" 763 | category = "main" 764 | optional = false 765 | python-versions = "*" 766 | 767 | [package.extras] 768 | tests = ["pytest"] 769 | 770 | [[package]] 771 | name = "py" 772 | version = "1.11.0" 773 | description = "library with cross-python path, ini-parsing, io, code, log facilities" 774 | category = "main" 775 | optional = false 776 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" 777 | 778 | [[package]] 779 | name = "pycparser" 780 | version = "2.21" 781 | description = "C parser in Python" 782 | category = "main" 783 | optional = false 784 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" 785 | 786 | [[package]] 787 | name = "pygments" 788 | version = "2.12.0" 789 | description = "Pygments is a syntax highlighting package written in Python." 790 | category = "main" 791 | optional = false 792 | python-versions = ">=3.6" 793 | 794 | [[package]] 795 | name = "pyparsing" 796 | version = "3.0.9" 797 | description = "pyparsing module - Classes and methods to define and execute parsing grammars" 798 | category = "main" 799 | optional = false 800 | python-versions = ">=3.6.8" 801 | 802 | [package.extras] 803 | diagrams = ["railroad-diagrams", "jinja2"] 804 | 805 | [[package]] 806 | name = "pyrsistent" 807 | version = "0.18.1" 808 | description = "Persistent/Functional/Immutable data structures" 809 | category = "main" 810 | optional = false 811 | python-versions = ">=3.7" 812 | 813 | [[package]] 814 | name = "pytest" 815 | version = "5.4.3" 816 | description = "pytest: simple powerful testing with Python" 817 | category = "dev" 818 | optional = false 819 | python-versions = ">=3.5" 820 | 821 | [package.dependencies] 822 | atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""} 823 | attrs = ">=17.4.0" 824 | colorama = {version = "*", markers = "sys_platform == \"win32\""} 825 | more-itertools = ">=4.0.0" 826 | packaging = "*" 827 | pluggy = ">=0.12,<1.0" 828 | py = ">=1.5.0" 829 | wcwidth = "*" 830 | 831 | [package.extras] 832 | checkqa-mypy = ["mypy (==v0.761)"] 833 | testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"] 834 | 835 | [[package]] 836 | name = "python-dateutil" 837 | version = "2.8.2" 838 | description = "Extensions to the standard Python datetime module" 839 | category = "main" 840 | optional = false 841 | python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7" 842 | 843 | [package.dependencies] 844 | six = ">=1.5" 845 | 846 | [[package]] 847 | name = "pytz" 848 | version = "2022.1" 849 | description = "World timezone definitions, modern and historical" 850 | category = "main" 851 | optional = false 852 | python-versions = "*" 853 | 854 | [[package]] 855 | name = "pywin32" 856 | version = "304" 857 | description = "Python for Window Extensions" 858 | category = "main" 859 | optional = false 860 | python-versions = "*" 861 | 862 | [[package]] 863 | name = "pywinpty" 864 | version = "2.0.5" 865 | description = "Pseudo terminal support for Windows from Python." 866 | category = "main" 867 | optional = false 868 | python-versions = ">=3.7" 869 | 870 | [[package]] 871 | name = "pyzmq" 872 | version = "23.1.0" 873 | description = "Python bindings for 0MQ" 874 | category = "main" 875 | optional = false 876 | python-versions = ">=3.6" 877 | 878 | [package.dependencies] 879 | cffi = {version = "*", markers = "implementation_name == \"pypy\""} 880 | py = {version = "*", markers = "implementation_name == \"pypy\""} 881 | 882 | [[package]] 883 | name = "qtconsole" 884 | version = "5.3.1" 885 | description = "Jupyter Qt console" 886 | category = "main" 887 | optional = false 888 | python-versions = ">= 3.7" 889 | 890 | [package.dependencies] 891 | ipykernel = ">=4.1" 892 | ipython-genutils = "*" 893 | jupyter-client = ">=4.1" 894 | jupyter-core = "*" 895 | pygments = "*" 896 | pyzmq = ">=17.1" 897 | qtpy = ">=2.0.1" 898 | traitlets = "<5.2.1 || >5.2.1,<5.2.2 || >5.2.2" 899 | 900 | [package.extras] 901 | doc = ["Sphinx (>=1.3)"] 902 | test = ["flaky", "pytest", "pytest-qt"] 903 | 904 | [[package]] 905 | name = "qtpy" 906 | version = "2.1.0" 907 | description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)." 908 | category = "main" 909 | optional = false 910 | python-versions = ">=3.7" 911 | 912 | [package.dependencies] 913 | packaging = "*" 914 | 915 | [package.extras] 916 | test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"] 917 | 918 | [[package]] 919 | name = "scipy" 920 | version = "1.6.1" 921 | description = "SciPy: Scientific Library for Python" 922 | category = "main" 923 | optional = false 924 | python-versions = ">=3.7" 925 | 926 | [package.dependencies] 927 | numpy = ">=1.16.5" 928 | 929 | [[package]] 930 | name = "send2trash" 931 | version = "1.8.0" 932 | description = "Send file to trash natively under Mac OS X, Windows and Linux." 933 | category = "main" 934 | optional = false 935 | python-versions = "*" 936 | 937 | [package.extras] 938 | nativelib = ["pyobjc-framework-cocoa", "pywin32"] 939 | objc = ["pyobjc-framework-cocoa"] 940 | win32 = ["pywin32"] 941 | 942 | [[package]] 943 | name = "setuptools-scm" 944 | version = "6.4.2" 945 | description = "the blessed package to manage your versions by scm tags" 946 | category = "main" 947 | optional = false 948 | python-versions = ">=3.6" 949 | 950 | [package.dependencies] 951 | packaging = ">=20.0" 952 | tomli = ">=1.0.0" 953 | 954 | [package.extras] 955 | test = ["pytest (>=6.2)", "virtualenv (>20)"] 956 | toml = ["setuptools (>=42)"] 957 | 958 | [[package]] 959 | name = "six" 960 | version = "1.16.0" 961 | description = "Python 2 and 3 compatibility utilities" 962 | category = "main" 963 | optional = false 964 | python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*" 965 | 966 | [[package]] 967 | name = "soupsieve" 968 | version = "2.3.2.post1" 969 | description = "A modern CSS selector implementation for Beautiful Soup." 970 | category = "main" 971 | optional = false 972 | python-versions = ">=3.6" 973 | 974 | [[package]] 975 | name = "stack-data" 976 | version = "0.2.0" 977 | description = "Extract data from python stack frames and tracebacks for informative displays" 978 | category = "main" 979 | optional = false 980 | python-versions = "*" 981 | 982 | [package.dependencies] 983 | asttokens = "*" 984 | executing = "*" 985 | pure-eval = "*" 986 | 987 | [package.extras] 988 | tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"] 989 | 990 | [[package]] 991 | name = "sweetviz" 992 | version = "2.1.3" 993 | description = "A pandas-based library to visualize and compare datasets." 994 | category = "main" 995 | optional = false 996 | python-versions = ">=3.6" 997 | 998 | [package.dependencies] 999 | importlib-resources = ">=1.2.0" 1000 | jinja2 = ">=2.11.1" 1001 | matplotlib = ">=3.1.3" 1002 | numpy = ">=1.16.0" 1003 | pandas = ">=0.25.3,<1.0.0 || >1.0.0,<1.0.1 || >1.0.1,<1.0.2 || >1.0.2" 1004 | scipy = ">=1.3.2" 1005 | tqdm = ">=4.43.0" 1006 | 1007 | [[package]] 1008 | name = "terminado" 1009 | version = "0.15.0" 1010 | description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library." 1011 | category = "main" 1012 | optional = false 1013 | python-versions = ">=3.7" 1014 | 1015 | [package.dependencies] 1016 | ptyprocess = {version = "*", markers = "os_name != \"nt\""} 1017 | pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""} 1018 | tornado = ">=6.1.0" 1019 | 1020 | [package.extras] 1021 | test = ["pre-commit", "pytest-timeout", "pytest (>=6.0)"] 1022 | 1023 | [[package]] 1024 | name = "tinycss2" 1025 | version = "1.1.1" 1026 | description = "A tiny CSS parser" 1027 | category = "main" 1028 | optional = false 1029 | python-versions = ">=3.6" 1030 | 1031 | [package.dependencies] 1032 | webencodings = 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