lab1

.flake8

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+[flake8]
+max-line-length = 120

.gitattributes

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+* text=crlf

.gitignore

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+
+# Created by https://www.toptal.com/developers/gitignore/api/python,pycharm+all
+# Edit at https://www.toptal.com/developers/gitignore?templates=python,pycharm+all
+
+### PyCharm+all ###
+# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
+# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
+
+# User-specific stuff
+.idea/**/workspace.xml
+.idea/**/tasks.xml
+.idea/**/usage.statistics.xml
+.idea/**/dictionaries
+.idea/**/shelf
+
+# AWS User-specific
+.idea/**/aws.xml
+
+# Generated files
+.idea/**/contentModel.xml
+
+# Sensitive or high-churn files
+.idea/**/dataSources/
+.idea/**/dataSources.ids
+.idea/**/dataSources.local.xml
+.idea/**/sqlDataSources.xml
+.idea/**/dynamic.xml
+.idea/**/uiDesigner.xml
+.idea/**/dbnavigator.xml
+
+# Gradle
+.idea/**/gradle.xml
+.idea/**/libraries
+
+# Gradle and Maven with auto-import
+# When using Gradle or Maven with auto-import, you should exclude module files,
+# since they will be recreated, and may cause churn.  Uncomment if using
+# auto-import.
+# .idea/artifacts
+# .idea/compiler.xml
+# .idea/jarRepositories.xml
+# .idea/modules.xml
+# .idea/*.iml
+# .idea/modules
+# *.iml
+# *.ipr
+
+# CMake
+cmake-build-*/
+
+# Mongo Explorer plugin
+.idea/**/mongoSettings.xml
+
+# File-based project format
+*.iws
+
+# IntelliJ
+out/
+
+# mpeltonen/sbt-idea plugin
+.idea_modules/
+
+# JIRA plugin
+atlassian-ide-plugin.xml
+
+# Cursive Clojure plugin
+.idea/replstate.xml
+
+# SonarLint plugin
+.idea/sonarlint/
+
+# Crashlytics plugin (for Android Studio and IntelliJ)
+com_crashlytics_export_strings.xml
+crashlytics.properties
+crashlytics-build.properties
+fabric.properties
+
+# Editor-based Rest Client
+.idea/httpRequests
+
+# Android studio 3.1+ serialized cache file
+.idea/caches/build_file_checksums.ser
+
+### PyCharm+all Patch ###
+# Ignores the whole .idea folder and all .iml files
+# See https://github.com/joeblau/gitignore.io/issues/186 and https://github.com/joeblau/gitignore.io/issues/360
+
+.idea/*
+
+# Reason: https://github.com/joeblau/gitignore.io/issues/186#issuecomment-249601023
+
+*.iml
+modules.xml
+.idea/misc.xml
+*.ipr
+
+# Sonarlint plugin
+.idea/sonarlint
+
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintainted in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+### VisualStudioCode ###
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+!.vscode/*.code-snippets
+
+# Local History for Visual Studio Code
+.history/
+
+# Built Visual Studio Code Extensions
+*.vsix
+
+### VisualStudioCode Patch ###
+# Ignore all local history of files
+.history
+.ionide
+
+# End of https://www.toptal.com/developers/gitignore/api/python,pycharm+all
+
+# JS
+node_modules/
+
+test.csv

.vscode/extensions.json

@@ -0,0 +1,13 @@
+{
+    "recommendations": [
+        "ms-python.black-formatter",
+        "ms-python.flake8",
+        "ms-python.isort",
+        "ms-toolsai.jupyter",
+        "ms-toolsai.datawrangler",
+        "ms-python.python",
+        "donjayamanne.python-environment-manager",
+        // optional
+        "usernamehw.errorlens"
+    ]
+}

.vscode/launch.json

@@ -0,0 +1,16 @@
+{
+    // Use IntelliSense to learn about possible attributes.
+    // Hover to view descriptions of existing attributes.
+    // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
+    "version": "0.2.0",
+    "configurations": [
+        {
+            "name": "mai-service",
+            "type": "debugpy",
+            "request": "launch",
+            "program": "run.py",
+            "console": "integratedTerminal",
+            "justMyCode": true
+        }
+    ]
+}

.vscode/settings.json

@@ -0,0 +1,38 @@
+{
+    "files.autoSave": "onFocusChange",
+    "files.exclude": {
+        "**/__pycache__": true
+    },
+    "editor.detectIndentation": false,
+    "editor.formatOnType": false,
+    "editor.formatOnPaste": true,
+    "editor.formatOnSave": true,
+    "editor.tabSize": 4,
+    "editor.insertSpaces": true,
+    "editor.codeActionsOnSave": {
+        "source.organizeImports": "explicit",
+        "source.sortImports": "explicit"
+    },
+    "editor.stickyScroll.enabled": false,
+    "diffEditor.ignoreTrimWhitespace": false,
+    "debug.showVariableTypes": true,
+    "workbench.editor.highlightModifiedTabs": true,
+    "git.suggestSmartCommit": false,
+    "git.autofetch": true,
+    "git.openRepositoryInParentFolders": "always",
+    "git.confirmSync": false,
+    "errorLens.gutterIconsEnabled": true,
+    "errorLens.messageEnabled": false,
+    "[python]": {
+        "editor.defaultFormatter": "ms-python.black-formatter",
+    },
+    "python.languageServer": "Pylance",
+    "python.analysis.typeCheckingMode": "basic",
+    "python.analysis.autoImportCompletions": true,
+    "isort.args": [
+        "--profile",
+        "black"
+    ],
+    "notebook.lineNumbers": "on",
+    "notebook.output.minimalErrorRendering": true,
+}

backend/__init__.py

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+import importlib
+import os
+import traceback
+
+import matplotlib
+from apiflask import APIBlueprint, APIFlask
+from flask_cors import CORS
+
+matplotlib.use("agg")
+
+cors = CORS()
+api_bp = APIBlueprint("api", __name__, url_prefix="/api/v1")
+dataset_path: str | None = None
+
+
+class Config:
+    SECRET_KEY = "secret!"
+    SEND_FILE_MAX_AGE_DEFAULT = -1
+
+
+def create_app():
+    global dataset_path
+
+    # Create and configure app
+    app = APIFlask(
+        "MAI Service",
+        title="MAI Service API",
+        docs_path="/",
+        version="1.0",
+        static_folder="",
+        template_folder="",
+    )
+    app.config.from_object(Config)
+
+    dataset_path = os.path.join(app.instance_path, "dataset")
+    os.makedirs(dataset_path, exist_ok=True)
+
+    @app.errorhandler(Exception)
+    def my_error_processor(error):
+        traceback.print_exception(error)
+        return {"message": str(error), "detail": "No details"}, 500
+
+    # Import custom REST methods
+    importlib.import_module("backend.api")
+
+    # Enable REST API
+    app.register_blueprint(api_bp)
+
+    # Enable app extensions
+    cors.init_app(app)
+
+    return app

backend/api.py

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+from apiflask import FileSchema, Schema, fields
+from flask import send_file
+
+from backend import api_bp, dataset_path
+from backend.service import Service
+
+
+class FileUpload(Schema):
+    file = fields.File(required=True)
+
+
+class ColumnInfoDto(Schema):
+    datatype = fields.String()
+    items = fields.List(fields.String())
+
+
+class TableColumnDto(Schema):
+    name = fields.String()
+    datatype = fields.String()
+    items = fields.List(fields.String())
+
+
+service = Service(dataset_path)
+
+
+@api_bp.post("/dataset")
+@api_bp.input(FileUpload, location="files")
+def upload_dataset(files_data):
+    uploaded_file = files_data["file"]
+    return service.upload_dataset(uploaded_file)
+
+
+@api_bp.get("/dataset")
+def get_all_datasets():
+    return service.get_all_datasets()
+
+
+@api_bp.get("/dataset/<string:name>")
+@api_bp.output(TableColumnDto(many=True))
+def get_dataset_info(name: str):
+    return service.get_dataset_info(name)
+
+
+@api_bp.get("/dataset/<string:name>/<string:column>")
+@api_bp.output(ColumnInfoDto)
+def get_column_info(name: str, column: str):
+    return service.get_column_info(name, column)
+
+
+@api_bp.get("/dataset/draw/hist/<string:name>/<string:column>")
+@api_bp.output(
+    FileSchema(type="string", format="binary"), content_type="image/png", example=""
+)
+def get_dataset_hist(name: str, column: str):
+    data = service.get_hist(name, column)
+    data.seek(0)
+    return send_file(data, download_name=f"{name}.hist.png", mimetype="image/png")

backend/service.py

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+import io
+import os
+import pathlib
+from typing import BinaryIO, Dict, List
+
+import pandas as pd
+from matplotlib.figure import Figure
+from werkzeug.datastructures import FileStorage
+from werkzeug.utils import secure_filename
+
+
+class Service:
+    def __init__(self, dataset_path: str | None) -> None:
+        if dataset_path is None:
+            raise Exception("Dataset path is not defined")
+        self.__path: str = dataset_path
+
+    def __get_dataset(self, filename: str) -> pd.DataFrame:
+        full_file_name = os.path.join(self.__path, secure_filename(filename))
+        return pd.read_csv(full_file_name)
+
+    def upload_dataset(self, file: FileStorage) -> str:
+        if file.filename is None:
+            raise Exception("Dataset upload error")
+        file_name: str = file.filename
+        full_file_name = os.path.join(self.__path, secure_filename(file_name))
+        file.save(full_file_name)
+        return file_name
+
+    def get_all_datasets(self) -> List[str]:
+        return [file.name for file in pathlib.Path(self.__path).glob("*.csv")]
+
+    def get_dataset_info(self, filename) -> List[Dict]:
+        dataset = self.__get_dataset(filename)
+        dataset_info = []
+        for column in dataset.columns:
+            items = dataset[column].astype(str)
+            column_info = {
+                "name": column,
+                "datatype": dataset.dtypes[column],
+                "items": items,
+            }
+            dataset_info.append(column_info)
+        return dataset_info
+
+    def get_column_info(self, filename, column) -> Dict:
+        dataset = self.__get_dataset(filename)
+        datatype = dataset.dtypes[column]
+        items = sorted(dataset[column].astype(str).unique())
+        return {"datatype": datatype, "items": items}
+
+    def get_hist(self, filename, column) -> BinaryIO:
+        dataset = self.__get_dataset(filename)
+        bytes = io.BytesIO()
+        plot: Figure | None = dataset.plot.hist(column=[column], bins=80).get_figure()
+        if plot is None:
+            raise Exception("Can't create hist plot")
+        plot.savefig(bytes, dpi=300, format="png")
+        return bytes

data/country.csv

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+Country/Territory,Capital,Continent
+Afghanistan,Kabul,Asia
+Albania,Tirana,Europe
+Algeria,Algiers,Africa
+American Samoa,Pago Pago,Oceania
+Andorra,Andorra la Vella,Europe
+Angola,Luanda,Africa
+Anguilla,The Valley,North America
+Antigua and Barbuda,Saint Johns,North America
+Argentina,Buenos Aires,South America
+Armenia,Yerevan,Asia
+Aruba,Oranjestad,North America
+Australia,Canberra,Oceania
+Austria,Vienna,Europe
+Azerbaijan,Baku,Asia
+Bahamas,Nassau,North America
+Bahrain,Manama,Asia
+Bangladesh,Dhaka,Asia
+Barbados,Bridgetown,North America
+Belarus,Minsk,Europe
+Belgium,Brussels,Europe
+Belize,Belmopan,North America
+Benin,Porto-Novo,Africa
+Bermuda,Hamilton,North America
+Bhutan,Thimphu,Asia
+Bolivia,Sucre,South America
+Bosnia and Herzegovina,Sarajevo,Europe
+Botswana,Gaborone,Africa
+Brazil,Brasilia,South America
+British Virgin Islands,Road Town,North America
+Brunei,Bandar Seri Begawan,Asia
+Bulgaria,Sofia,Europe
+Burkina Faso,Ouagadougou,Africa
+Burundi,Bujumbura,Africa
+Cambodia,Phnom Penh,Asia
+Cameroon,Yaounde,Africa
+Canada,Ottawa,North America
+Cape Verde,Praia,Africa
+Cayman Islands,George Town,North America
+Central African Republic,Bangui,Africa
+Chad,N'Djamena,Africa
+Chile,Santiago,South America
+China,Beijing,Asia
+Colombia,Bogota,South America
+Comoros,Moroni,Africa
+Cook Islands,Avarua,Oceania
+Costa Rica,San Jos??,North America
+Croatia,Zagreb,Europe
+Cuba,Havana,North America
+Curacao,Willemstad,North America
+Cyprus,Nicosia,Europe
+Czech Republic,Prague,Europe
+Denmark,Copenhagen,Europe
+Djibouti,Djibouti,Africa
+Dominica,Roseau,North America
+Dominican Republic,Santo Domingo,North America
+DR Congo,Kinshasa,Africa
+Ecuador,Quito,South America
+Egypt,Cairo,Africa
+El Salvador,San Salvador,North America
+Equatorial Guinea,Malabo,Africa
+Eritrea,Asmara,Africa
+Estonia,Tallinn,Europe
+Eswatini,Mbabane,Africa
+Ethiopia,Addis Ababa,Africa
+Falkland Islands,Stanley,South America
+Faroe Islands,Trshavn,Europe
+Fiji,Suva,Oceania
+Finland,Helsinki,Europe
+France,Paris,Europe
+French Guiana,Cayenne,South America
+French Polynesia,Papeete,Oceania
+Gabon,Libreville,Africa
+Gambia,Banjul,Africa
+Georgia,Tbilisi,Asia
+Germany,Berlin,Europe
+Ghana,Accra,Africa
+Gibraltar,Gibraltar,Europe
+Greece,Athens,Europe
+Greenland,Nuuk,North America
+Grenada,Saint George's,North America
+Guadeloupe,Basse-Terre,North America
+Guam,Hagta,Oceania
+Guatemala,Guatemala City,North America
+Guernsey,Saint Peter Port,Europe
+Guinea,Conakry,Africa
+Guinea-Bissau,Bissau,Africa
+Guyana,Georgetown,South America
+Haiti,Port-au-Prince,North America
+Honduras,Tegucigalpa,North America
+Hong Kong,Hong Kong,Asia
+Hungary,Budapest,Europe
+Iceland,Reykjavk,Europe
+India,New Delhi,Asia
+Indonesia,Jakarta,Asia
+Iran,Tehran,Asia
+Iraq,Baghdad,Asia
+Ireland,Dublin,Europe
+Isle of Man,Douglas,Europe
+Israel,Jerusalem,Asia
+Italy,Rome,Europe
+Ivory Coast,Yamoussoukro,Africa
+Jamaica,Kingston,North America
+Japan,Tokyo,Asia
+Jersey,Saint Helier,Europe
+Jordan,Amman,Asia
+Kazakhstan,Nursultan,Asia
+Kenya,Nairobi,Africa
+Kiribati,Tarawa,Oceania
+Kuwait,Kuwait City,Asia
+Kyrgyzstan,Bishkek,Asia
+Laos,Vientiane,Asia
+Latvia,Riga,Europe
+Lebanon,Beirut,Asia
+Lesotho,Maseru,Africa
+Liberia,Monrovia,Africa
+Libya,Tripoli,Africa
+Liechtenstein,Vaduz,Europe
+Lithuania,Vilnius,Europe
+Luxembourg,Luxembourg,Europe
+Macau,Concelho de Macau,Asia
+Madagascar,Antananarivo,Africa
+Malawi,,Africa
+Malaysia,Kuala Lumpur,Asia
+Maldives,Mal??,Asia
+Mali,Bamako,Africa
+Malta,Valletta,Europe
+Marshall Islands,Majuro,Oceania
+Martinique,,North America
+Mauritania,Nouakchott,Africa
+Mauritius,Port Louis,Africa
+Mayotte,Mamoudzou,Africa
+Mexico,Mexico City,North America
+Micronesia,Palikir,Oceania
+Moldova,Chisinau,Europe
+Monaco,Monaco,Europe
+Mongolia,Ulaanbaatar,Asia
+Montenegro,Podgorica,Europe
+Montserrat,Brades,North America
+Morocco,Rabat,Africa
+Mozambique,Maputo,Africa
+Myanmar,Nay Pyi Taw,Asia
+Namibia,Windhoek,Africa
+Nauru,Yaren,Oceania
+Nepal,Kathmandu,Asia
+Netherlands,Amsterdam,Europe
+New Caledonia,Noum??a,Oceania
+New Zealand,Wellington,Oceania
+Nicaragua,Managua,North America
+Niger,Niamey,Africa
+Nigeria,Abuja,Africa
+Niue,Alofi,Oceania
+North Korea,Pyongyang,Asia
+North Macedonia,Skopje,Europe
+Northern Mariana Islands,Saipan,Oceania
+Norway,Oslo,Europe
+Oman,Muscat,Asia
+Pakistan,Islamabad,Asia
+Palau,Ngerulmud,Oceania
+Palestine,Ramallah,Asia
+Panama,Panama City,North America
+Papua New Guinea,Port Moresby,Oceania
+Paraguay,Asunci??n,South America
+Peru,Lima,South America
+Philippines,Manila,Asia
+Poland,Warsaw,Europe
+Portugal,Lisbon,Europe
+Puerto Rico,San Juan,North America
+Qatar,Doha,Asia
+Republic of the Congo,Brazzaville,Africa
+Reunion,Saint-Denis,Africa
+Romania,Bucharest,Europe
+Russia,Moscow,Europe
+Rwanda,Kigali,Africa
+Saint Barthelemy,Gustavia,North America
+Saint Kitts and Nevis,Basseterre,North America
+Saint Lucia,Castries,North America
+Saint Martin,Marigot,North America
+Saint Pierre and Miquelon,Saint-Pierre,North America
+Saint Vincent and the Grenadines,Kingstown,North America
+Samoa,Apia,Oceania
+San Marino,San Marino,Europe
+Sao Tome and Principe,So Tom,Africa
+Saudi Arabia,Riyadh,Asia
+Senegal,Dakar,Africa
+Serbia,Belgrade,Europe
+Seychelles,Victoria,Africa
+Sierra Leone,Freetown,Africa
+Singapore,Singapore,Asia
+Sint Maarten,Philipsburg,North America
+Slovakia,Bratislava,Europe
+Slovenia,Ljubljana,Europe
+Solomon Islands,Honiara,Oceania
+Somalia,Mogadishu,Africa
+South Africa,Pretoria,Africa
+South Korea,Seoul,Asia
+South Sudan,Juba,Africa
+Spain,Madrid,Europe
+Sri Lanka,Colombo,Asia
+Sudan,Khartoum,Africa
+Suriname,Paramaribo,South America
+Sweden,Stockholm,Europe
+Switzerland,Bern,Europe
+Syria,Damascus,Asia
+Taiwan,Taipei,Asia
+Tajikistan,Dushanbe,Asia
+Tanzania,Dodoma,Africa
+Thailand,Bangkok,Asia
+Timor-Leste,Dili,Asia
+Togo,Lom,Africa
+Tokelau,Nukunonu,Oceania
+Tonga,Nukualofa,Oceania
+Trinidad and Tobago,Port-of-Spain,North America
+Tunisia,Tunis,Africa
+Turkey,Ankara,Asia
+Turkmenistan,Ashgabat,Asia
+Turks and Caicos Islands,Cockburn Town,North America
+Tuvalu,Funafuti,Oceania
+Uganda,Kampala,Africa
+Ukraine,Kiev,Europe
+United Arab Emirates,Abu Dhabi,Asia
+United Kingdom,London,Europe
+United States,"Washington, D.C.",North America
+United States Virgin Islands,Charlotte Amalie,North America
+Uruguay,Montevideo,South America
+Uzbekistan,Tashkent,Asia
+Vanuatu,Port-Vila,Oceania
+Vatican City,Vatican City,Europe
+Venezuela,Caracas,South America
+Vietnam,Hanoi,Asia
+Wallis and Futuna,Mata-Utu,Oceania
+Western Sahara,El Aain,Africa
+Yemen,Sanaa,Asia
+Zambia,Lusaka,Africa
+Zimbabwe,Harare,Africa

data/dollar.csv

@@ -0,0 +1,244 @@
+"my_date","my_value","bullet","bulletClass","label"
+"28.03.2023","76.5662","","",""
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data/titanic.csv

@@ -0,0 +1,892 @@
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+2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C
+3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S
+4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S
+5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S
+6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q
+7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S
+8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S
+9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S
+10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C
+11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S
+12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S
+13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S
+14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S
+15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S
+16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S
+17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q
+18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S
+19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S
+20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
+21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S
+22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S
+23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q
+24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S
+25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S
+26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S
+27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C
+28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S
+29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
+30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S
+31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C
+32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C
+33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q
+34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S
+35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C
+36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S
+37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C
+38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S
+39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S
+40,1,3,"Nicola-Yarred, Miss. Jamila",female,14,1,0,2651,11.2417,,C
+41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S
+42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S
+43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C
+44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C
+45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q
+46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S
+47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q
+48,1,3,"O'Driscoll, Miss. Bridget",female,,0,0,14311,7.75,,Q
+49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C
+50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S
+51,0,3,"Panula, Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S
+52,0,3,"Nosworthy, Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S
+53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C
+54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S
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+57,1,2,"Rugg, Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S
+58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C
+59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S
+60,0,3,"Goodwin, Master. William Frederick",male,11,5,2,CA 2144,46.9,,S
+61,0,3,"Sirayanian, Mr. Orsen",male,22,0,0,2669,7.2292,,C
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+65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C
+66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C
+67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S
+68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S
+69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S
+70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S
+71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S
+72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S
+73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S
+74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C
+75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S
+76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S
+77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S
+78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S
+79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S
+80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S
+81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S
+82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S
+83,1,3,"McDermott, Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q
+84,0,1,"Carrau, Mr. Francisco M",male,28,0,0,113059,47.1,,S
+85,1,2,"Ilett, Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S
+86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S
+87,0,3,"Ford, Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S
+88,0,3,"Slocovski, Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S
+89,1,1,"Fortune, Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S
+90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,,S
+91,0,3,"Christmann, Mr. Emil",male,29,0,0,343276,8.05,,S
+92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S
+93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S
+94,0,3,"Dean, Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,,S
+95,0,3,"Coxon, Mr. Daniel",male,59,0,0,364500,7.25,,S
+96,0,3,"Shorney, Mr. Charles Joseph",male,,0,0,374910,8.05,,S
+97,0,1,"Goldschmidt, Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C
+98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C
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+811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S
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+813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S
+814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S
+815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
+816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S
+817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S
+818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C
+819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S
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+821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S
+822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S
+823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S
+824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S
+825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S
+826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q
+827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
+828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C
+829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
+830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28,
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+832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S
+833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
+834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S
+835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S
+836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C
+837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S
+838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S
+839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S
+840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C
+841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S
+842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S
+843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C
+844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
+845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S
+846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S
+847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
+848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C
+849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S
+850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C
+851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S
+852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S
+853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C
+854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S
+855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S
+856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S
+857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S
+858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S
+859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C
+860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
+861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S
+862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S
+863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S
+864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S
+865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S
+866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S
+867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C
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poetry.toml

@@ -0,0 +1,2 @@
+[virtualenvs]
+in-project = true

pyproject.toml

@@ -0,0 +1,24 @@
+[tool.poetry]
+name = "mai"
+version = "1.0.0"
+description = "MAI Examples"
+authors = ["Aleksey Filippov <al.filippov@ulstu.ru>"]
+readme = "readme.md"
+package-mode = false
+
+[tool.poetry.dependencies]
+python = "^3.12"
+jupyter = "^1.1.1"
+numpy = "^2.1.0"
+pandas = "^2.2.2"
+matplotlib = "^3.9.2"
+flask = "^3.0.3"
+apiflask = "^2.2.0"
+flask-cors = "^5.0.0"
+scikit-learn = "^1.5.2"
+imbalanced-learn = "^0.12.3"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"

readme.md

@@ -0,0 +1,55 @@
+## Окружение и примеры для выполнения лабораторных работ по дисциплине "Методы ИИ"
+
+### Python
+
+Используется Python версии 3.12
+
+Установщик https://www.python.org/ftp/python/3.12.5/python-3.12.5-amd64.exe
+
+### Poetry
+
+Для создания и настройки окружения проекта необходимо установить poetry
+
+**Для Windows (Powershell)**
+
+```
+(Invoke-WebRequest -Uri https://install.python-poetry.org -UseBasicParsing).Content | python -
+```
+
+**Linux, macOS, Windows (WSL)**
+
+```
+curl -sSL https://install.python-poetry.org | python3 -
+```
+
+**Добавление poetry в PATH**
+
+1. Открыть настройки переменных среды \
+    \
+   <img src="docs/path1.png" width="300"> \
+    \
+   <img src="docs/path2.png" width="400"> \
+2. Изменить переменную Path текущего пользователя \
+    \
+   <img src="docs/path3.png" width="500"> \
+3. Добавление пути `%APPDATA%\Python\Scripts` до исполняемого файла poetry \
+    \
+   <img src="docs/path4.png" width="400">
+
+### Создание окружения
+
+```
+poetry install
+```
+
+### Запуск тестового сервиса
+
+Запустить тестовый сервис можно с помощью VSCode (см. launch.json в каталоге .vscode).
+
+Также запустить тестовый сервис можно с помощью командной строки:
+
+1. Активация виртуального окружения -- `poetry shell`
+
+2. Запуск сервиса -- `python run.py`
+
+Для выходы из виртуального окружения используется команду `exit`

run.py

@@ -0,0 +1,16 @@
+from backend import create_app
+
+app = create_app()
+
+
+def __main():
+    app.run(
+        host="127.0.0.1",
+        port=8080,
+        debug=True,
+        use_reloader=False,
+    )
+
+
+if __name__ == "__main__":
+    __main()

test1.csv

@@ -0,0 +1,235 @@
+,Country/Territory,Capital,Continent
+0,Afghanistan,Kabul,Asia
+1,Albania,Tirana,Europe
+2,Algeria,Algiers,Africa
+3,American Samoa,Pago Pago,Oceania
+4,Andorra,Andorra la Vella,Europe
+5,Angola,Luanda,Africa
+6,Anguilla,The Valley,North America
+7,Antigua and Barbuda,Saint Johns,North America
+8,Argentina,Buenos Aires,South America
+9,Armenia,Yerevan,Asia
+10,Aruba,Oranjestad,North America
+11,Australia,Canberra,Oceania
+12,Austria,Vienna,Europe
+13,Azerbaijan,Baku,Asia
+14,Bahamas,Nassau,North America
+15,Bahrain,Manama,Asia
+16,Bangladesh,Dhaka,Asia
+17,Barbados,Bridgetown,North America
+18,Belarus,Minsk,Europe
+19,Belgium,Brussels,Europe
+20,Belize,Belmopan,North America
+21,Benin,Porto-Novo,Africa
+22,Bermuda,Hamilton,North America
+23,Bhutan,Thimphu,Asia
+24,Bolivia,Sucre,South America
+25,Bosnia and Herzegovina,Sarajevo,Europe
+26,Botswana,Gaborone,Africa
+27,Brazil,Brasilia,South America
+28,British Virgin Islands,Road Town,North America
+29,Brunei,Bandar Seri Begawan,Asia
+30,Bulgaria,Sofia,Europe
+31,Burkina Faso,Ouagadougou,Africa
+32,Burundi,Bujumbura,Africa
+33,Cambodia,Phnom Penh,Asia
+34,Cameroon,Yaounde,Africa
+35,Canada,Ottawa,North America
+36,Cape Verde,Praia,Africa
+37,Cayman Islands,George Town,North America
+38,Central African Republic,Bangui,Africa
+39,Chad,N'Djamena,Africa
+40,Chile,Santiago,South America
+41,China,Beijing,Asia
+42,Colombia,Bogota,South America
+43,Comoros,Moroni,Africa
+44,Cook Islands,Avarua,Oceania
+45,Costa Rica,San Jos??,North America
+46,Croatia,Zagreb,Europe
+47,Cuba,Havana,North America
+48,Curacao,Willemstad,North America
+49,Cyprus,Nicosia,Europe
+50,Czech Republic,Prague,Europe
+51,Denmark,Copenhagen,Europe
+52,Djibouti,Djibouti,Africa
+53,Dominica,Roseau,North America
+54,Dominican Republic,Santo Domingo,North America
+55,DR Congo,Kinshasa,Africa
+56,Ecuador,Quito,South America
+57,Egypt,Cairo,Africa
+58,El Salvador,San Salvador,North America
+59,Equatorial Guinea,Malabo,Africa
+60,Eritrea,Asmara,Africa
+61,Estonia,Tallinn,Europe
+62,Eswatini,Mbabane,Africa
+63,Ethiopia,Addis Ababa,Africa
+64,Falkland Islands,Stanley,South America
+65,Faroe Islands,Trshavn,Europe
+66,Fiji,Suva,Oceania
+67,Finland,Helsinki,Europe
+68,France,Paris,Europe
+69,French Guiana,Cayenne,South America
+70,French Polynesia,Papeete,Oceania
+71,Gabon,Libreville,Africa
+72,Gambia,Banjul,Africa
+73,Georgia,Tbilisi,Asia
+74,Germany,Berlin,Europe
+75,Ghana,Accra,Africa
+76,Gibraltar,Gibraltar,Europe
+77,Greece,Athens,Europe
+78,Greenland,Nuuk,North America
+79,Grenada,Saint George's,North America
+80,Guadeloupe,Basse-Terre,North America
+81,Guam,Hagta,Oceania
+82,Guatemala,Guatemala City,North America
+83,Guernsey,Saint Peter Port,Europe
+84,Guinea,Conakry,Africa
+85,Guinea-Bissau,Bissau,Africa
+86,Guyana,Georgetown,South America
+87,Haiti,Port-au-Prince,North America
+88,Honduras,Tegucigalpa,North America
+89,Hong Kong,Hong Kong,Asia
+90,Hungary,Budapest,Europe
+91,Iceland,Reykjavk,Europe
+92,India,New Delhi,Asia
+93,Indonesia,Jakarta,Asia
+94,Iran,Tehran,Asia
+95,Iraq,Baghdad,Asia
+96,Ireland,Dublin,Europe
+97,Isle of Man,Douglas,Europe
+98,Israel,Jerusalem,Asia
+99,Italy,Rome,Europe
+100,Ivory Coast,Yamoussoukro,Africa
+101,Jamaica,Kingston,North America
+102,Japan,Tokyo,Asia
+103,Jersey,Saint Helier,Europe
+104,Jordan,Amman,Asia
+105,Kazakhstan,Nursultan,Asia
+106,Kenya,Nairobi,Africa
+107,Kiribati,Tarawa,Oceania
+108,Kuwait,Kuwait City,Asia
+109,Kyrgyzstan,Bishkek,Asia
+110,Laos,Vientiane,Asia
+111,Latvia,Riga,Europe
+112,Lebanon,Beirut,Asia
+113,Lesotho,Maseru,Africa
+114,Liberia,Monrovia,Africa
+115,Libya,Tripoli,Africa
+116,Liechtenstein,Vaduz,Europe
+117,Lithuania,Vilnius,Europe
+118,Luxembourg,Luxembourg,Europe
+119,Macau,Concelho de Macau,Asia
+120,Madagascar,Antananarivo,Africa
+121,Malawi,,Africa
+122,Malaysia,Kuala Lumpur,Asia
+123,Maldives,Mal??,Asia
+124,Mali,Bamako,Africa
+125,Malta,Valletta,Europe
+126,Marshall Islands,Majuro,Oceania
+127,Martinique,,North America
+128,Mauritania,Nouakchott,Africa
+129,Mauritius,Port Louis,Africa
+130,Mayotte,Mamoudzou,Africa
+131,Mexico,Mexico City,North America
+132,Micronesia,Palikir,Oceania
+133,Moldova,Chisinau,Europe
+134,Monaco,Monaco,Europe
+135,Mongolia,Ulaanbaatar,Asia
+136,Montenegro,Podgorica,Europe
+137,Montserrat,Brades,North America
+138,Morocco,Rabat,Africa
+139,Mozambique,Maputo,Africa
+140,Myanmar,Nay Pyi Taw,Asia
+141,Namibia,Windhoek,Africa
+142,Nauru,Yaren,Oceania
+143,Nepal,Kathmandu,Asia
+144,Netherlands,Amsterdam,Europe
+145,New Caledonia,Noum??a,Oceania
+146,New Zealand,Wellington,Oceania
+147,Nicaragua,Managua,North America
+148,Niger,Niamey,Africa
+149,Nigeria,Abuja,Africa
+150,Niue,Alofi,Oceania
+151,North Korea,Pyongyang,Asia
+152,North Macedonia,Skopje,Europe
+153,Northern Mariana Islands,Saipan,Oceania
+154,Norway,Oslo,Europe
+155,Oman,Muscat,Asia
+156,Pakistan,Islamabad,Asia
+157,Palau,Ngerulmud,Oceania
+158,Palestine,Ramallah,Asia
+159,Panama,Panama City,North America
+160,Papua New Guinea,Port Moresby,Oceania
+161,Paraguay,Asunci??n,South America
+162,Peru,Lima,South America
+163,Philippines,Manila,Asia
+164,Poland,Warsaw,Europe
+165,Portugal,Lisbon,Europe
+166,Puerto Rico,San Juan,North America
+167,Qatar,Doha,Asia
+168,Republic of the Congo,Brazzaville,Africa
+169,Reunion,Saint-Denis,Africa
+170,Romania,Bucharest,Europe
+171,Russia,Moscow,Europe
+172,Rwanda,Kigali,Africa
+173,Saint Barthelemy,Gustavia,North America
+174,Saint Kitts and Nevis,Basseterre,North America
+175,Saint Lucia,Castries,North America
+176,Saint Martin,Marigot,North America
+177,Saint Pierre and Miquelon,Saint-Pierre,North America
+178,Saint Vincent and the Grenadines,Kingstown,North America
+179,Samoa,Apia,Oceania
+180,San Marino,San Marino,Europe
+181,Sao Tome and Principe,So Tom,Africa
+182,Saudi Arabia,Riyadh,Asia
+183,Senegal,Dakar,Africa
+184,Serbia,Belgrade,Europe
+185,Seychelles,Victoria,Africa
+186,Sierra Leone,Freetown,Africa
+187,Singapore,Singapore,Asia
+188,Sint Maarten,Philipsburg,North America
+189,Slovakia,Bratislava,Europe
+190,Slovenia,Ljubljana,Europe
+191,Solomon Islands,Honiara,Oceania
+192,Somalia,Mogadishu,Africa
+193,South Africa,Pretoria,Africa
+194,South Korea,Seoul,Asia
+195,South Sudan,Juba,Africa
+196,Spain,Madrid,Europe
+197,Sri Lanka,Colombo,Asia
+198,Sudan,Khartoum,Africa
+199,Suriname,Paramaribo,South America
+200,Sweden,Stockholm,Europe
+201,Switzerland,Bern,Europe
+202,Syria,Damascus,Asia
+203,Taiwan,Taipei,Asia
+204,Tajikistan,Dushanbe,Asia
+205,Tanzania,Dodoma,Africa
+206,Thailand,Bangkok,Asia
+207,Timor-Leste,Dili,Asia
+208,Togo,Lom,Africa
+209,Tokelau,Nukunonu,Oceania
+210,Tonga,Nukualofa,Oceania
+211,Trinidad and Tobago,Port-of-Spain,North America
+212,Tunisia,Tunis,Africa
+213,Turkey,Ankara,Asia
+214,Turkmenistan,Ashgabat,Asia
+215,Turks and Caicos Islands,Cockburn Town,North America
+216,Tuvalu,Funafuti,Oceania
+217,Uganda,Kampala,Africa
+218,Ukraine,Kiev,Europe
+219,United Arab Emirates,Abu Dhabi,Asia
+220,United Kingdom,London,Europe
+221,United States,"Washington, D.C.",North America
+222,United States Virgin Islands,Charlotte Amalie,North America
+223,Uruguay,Montevideo,South America
+224,Uzbekistan,Tashkent,Asia
+225,Vanuatu,Port-Vila,Oceania
+226,Vatican City,Vatican City,Europe
+227,Venezuela,Caracas,South America
+228,Vietnam,Hanoi,Asia
+229,Wallis and Futuna,Mata-Utu,Oceania
+230,Western Sahara,El Aain,Africa
+231,Yemen,Sanaa,Asia
+232,Zambia,Lusaka,Africa
+233,Zimbabwe,Harare,Africa

test2.csv

@@ -0,0 +1,233 @@
+,Country/Territory,Capital,Continent
+0,Afghanistan,Kabul,Asia
+1,Albania,Tirana,Europe
+2,Algeria,Algiers,Africa
+3,American Samoa,Pago Pago,Oceania
+4,Andorra,Andorra la Vella,Europe
+5,Angola,Luanda,Africa
+6,Anguilla,The Valley,North America
+7,Antigua and Barbuda,Saint Johns,North America
+8,Argentina,Buenos Aires,South America
+9,Armenia,Yerevan,Asia
+10,Aruba,Oranjestad,North America
+11,Australia,Canberra,Oceania
+12,Austria,Vienna,Europe
+13,Azerbaijan,Baku,Asia
+14,Bahamas,Nassau,North America
+15,Bahrain,Manama,Asia
+16,Bangladesh,Dhaka,Asia
+17,Barbados,Bridgetown,North America
+18,Belarus,Minsk,Europe
+19,Belgium,Brussels,Europe
+20,Belize,Belmopan,North America
+21,Benin,Porto-Novo,Africa
+22,Bermuda,Hamilton,North America
+23,Bhutan,Thimphu,Asia
+24,Bolivia,Sucre,South America
+25,Bosnia and Herzegovina,Sarajevo,Europe
+26,Botswana,Gaborone,Africa
+27,Brazil,Brasilia,South America
+28,British Virgin Islands,Road Town,North America
+29,Brunei,Bandar Seri Begawan,Asia
+30,Bulgaria,Sofia,Europe
+31,Burkina Faso,Ouagadougou,Africa
+32,Burundi,Bujumbura,Africa
+33,Cambodia,Phnom Penh,Asia
+34,Cameroon,Yaounde,Africa
+35,Canada,Ottawa,North America
+36,Cape Verde,Praia,Africa
+37,Cayman Islands,George Town,North America
+38,Central African Republic,Bangui,Africa
+39,Chad,N'Djamena,Africa
+40,Chile,Santiago,South America
+41,China,Beijing,Asia
+42,Colombia,Bogota,South America
+43,Comoros,Moroni,Africa
+44,Cook Islands,Avarua,Oceania
+45,Costa Rica,San Jos??,North America
+46,Croatia,Zagreb,Europe
+47,Cuba,Havana,North America
+48,Curacao,Willemstad,North America
+49,Cyprus,Nicosia,Europe
+50,Czech Republic,Prague,Europe
+51,Denmark,Copenhagen,Europe
+52,Djibouti,Djibouti,Africa
+53,Dominica,Roseau,North America
+54,Dominican Republic,Santo Domingo,North America
+55,DR Congo,Kinshasa,Africa
+56,Ecuador,Quito,South America
+57,Egypt,Cairo,Africa
+58,El Salvador,San Salvador,North America
+59,Equatorial Guinea,Malabo,Africa
+60,Eritrea,Asmara,Africa
+61,Estonia,Tallinn,Europe
+62,Eswatini,Mbabane,Africa
+63,Ethiopia,Addis Ababa,Africa
+64,Falkland Islands,Stanley,South America
+65,Faroe Islands,Trshavn,Europe
+66,Fiji,Suva,Oceania
+67,Finland,Helsinki,Europe
+68,France,Paris,Europe
+69,French Guiana,Cayenne,South America
+70,French Polynesia,Papeete,Oceania
+71,Gabon,Libreville,Africa
+72,Gambia,Banjul,Africa
+73,Georgia,Tbilisi,Asia
+74,Germany,Berlin,Europe
+75,Ghana,Accra,Africa
+76,Gibraltar,Gibraltar,Europe
+77,Greece,Athens,Europe
+78,Greenland,Nuuk,North America
+79,Grenada,Saint George's,North America
+80,Guadeloupe,Basse-Terre,North America
+81,Guam,Hagta,Oceania
+82,Guatemala,Guatemala City,North America
+83,Guernsey,Saint Peter Port,Europe
+84,Guinea,Conakry,Africa
+85,Guinea-Bissau,Bissau,Africa
+86,Guyana,Georgetown,South America
+87,Haiti,Port-au-Prince,North America
+88,Honduras,Tegucigalpa,North America
+89,Hong Kong,Hong Kong,Asia
+90,Hungary,Budapest,Europe
+91,Iceland,Reykjavk,Europe
+92,India,New Delhi,Asia
+93,Indonesia,Jakarta,Asia
+94,Iran,Tehran,Asia
+95,Iraq,Baghdad,Asia
+96,Ireland,Dublin,Europe
+97,Isle of Man,Douglas,Europe
+98,Israel,Jerusalem,Asia
+99,Italy,Rome,Europe
+100,Ivory Coast,Yamoussoukro,Africa
+101,Jamaica,Kingston,North America
+102,Japan,Tokyo,Asia
+103,Jersey,Saint Helier,Europe
+104,Jordan,Amman,Asia
+105,Kazakhstan,Nursultan,Asia
+106,Kenya,Nairobi,Africa
+107,Kiribati,Tarawa,Oceania
+108,Kuwait,Kuwait City,Asia
+109,Kyrgyzstan,Bishkek,Asia
+110,Laos,Vientiane,Asia
+111,Latvia,Riga,Europe
+112,Lebanon,Beirut,Asia
+113,Lesotho,Maseru,Africa
+114,Liberia,Monrovia,Africa
+115,Libya,Tripoli,Africa
+116,Liechtenstein,Vaduz,Europe
+117,Lithuania,Vilnius,Europe
+118,Luxembourg,Luxembourg,Europe
+119,Macau,Concelho de Macau,Asia
+120,Madagascar,Antananarivo,Africa
+122,Malaysia,Kuala Lumpur,Asia
+123,Maldives,Mal??,Asia
+124,Mali,Bamako,Africa
+125,Malta,Valletta,Europe
+126,Marshall Islands,Majuro,Oceania
+128,Mauritania,Nouakchott,Africa
+129,Mauritius,Port Louis,Africa
+130,Mayotte,Mamoudzou,Africa
+131,Mexico,Mexico City,North America
+132,Micronesia,Palikir,Oceania
+133,Moldova,Chisinau,Europe
+134,Monaco,Monaco,Europe
+135,Mongolia,Ulaanbaatar,Asia
+136,Montenegro,Podgorica,Europe
+137,Montserrat,Brades,North America
+138,Morocco,Rabat,Africa
+139,Mozambique,Maputo,Africa
+140,Myanmar,Nay Pyi Taw,Asia
+141,Namibia,Windhoek,Africa
+142,Nauru,Yaren,Oceania
+143,Nepal,Kathmandu,Asia
+144,Netherlands,Amsterdam,Europe
+145,New Caledonia,Noum??a,Oceania
+146,New Zealand,Wellington,Oceania
+147,Nicaragua,Managua,North America
+148,Niger,Niamey,Africa
+149,Nigeria,Abuja,Africa
+150,Niue,Alofi,Oceania
+151,North Korea,Pyongyang,Asia
+152,North Macedonia,Skopje,Europe
+153,Northern Mariana Islands,Saipan,Oceania
+154,Norway,Oslo,Europe
+155,Oman,Muscat,Asia
+156,Pakistan,Islamabad,Asia
+157,Palau,Ngerulmud,Oceania
+158,Palestine,Ramallah,Asia
+159,Panama,Panama City,North America
+160,Papua New Guinea,Port Moresby,Oceania
+161,Paraguay,Asunci??n,South America
+162,Peru,Lima,South America
+163,Philippines,Manila,Asia
+164,Poland,Warsaw,Europe
+165,Portugal,Lisbon,Europe
+166,Puerto Rico,San Juan,North America
+167,Qatar,Doha,Asia
+168,Republic of the Congo,Brazzaville,Africa
+169,Reunion,Saint-Denis,Africa
+170,Romania,Bucharest,Europe
+171,Russia,Moscow,Europe
+172,Rwanda,Kigali,Africa
+173,Saint Barthelemy,Gustavia,North America
+174,Saint Kitts and Nevis,Basseterre,North America
+175,Saint Lucia,Castries,North America
+176,Saint Martin,Marigot,North America
+177,Saint Pierre and Miquelon,Saint-Pierre,North America
+178,Saint Vincent and the Grenadines,Kingstown,North America
+179,Samoa,Apia,Oceania
+180,San Marino,San Marino,Europe
+181,Sao Tome and Principe,So Tom,Africa
+182,Saudi Arabia,Riyadh,Asia
+183,Senegal,Dakar,Africa
+184,Serbia,Belgrade,Europe
+185,Seychelles,Victoria,Africa
+186,Sierra Leone,Freetown,Africa
+187,Singapore,Singapore,Asia
+188,Sint Maarten,Philipsburg,North America
+189,Slovakia,Bratislava,Europe
+190,Slovenia,Ljubljana,Europe
+191,Solomon Islands,Honiara,Oceania
+192,Somalia,Mogadishu,Africa
+193,South Africa,Pretoria,Africa
+194,South Korea,Seoul,Asia
+195,South Sudan,Juba,Africa
+196,Spain,Madrid,Europe
+197,Sri Lanka,Colombo,Asia
+198,Sudan,Khartoum,Africa
+199,Suriname,Paramaribo,South America
+200,Sweden,Stockholm,Europe
+201,Switzerland,Bern,Europe
+202,Syria,Damascus,Asia
+203,Taiwan,Taipei,Asia
+204,Tajikistan,Dushanbe,Asia
+205,Tanzania,Dodoma,Africa
+206,Thailand,Bangkok,Asia
+207,Timor-Leste,Dili,Asia
+208,Togo,Lom,Africa
+209,Tokelau,Nukunonu,Oceania
+210,Tonga,Nukualofa,Oceania
+211,Trinidad and Tobago,Port-of-Spain,North America
+212,Tunisia,Tunis,Africa
+213,Turkey,Ankara,Asia
+214,Turkmenistan,Ashgabat,Asia
+215,Turks and Caicos Islands,Cockburn Town,North America
+216,Tuvalu,Funafuti,Oceania
+217,Uganda,Kampala,Africa
+218,Ukraine,Kiev,Europe
+219,United Arab Emirates,Abu Dhabi,Asia
+220,United Kingdom,London,Europe
+221,United States,"Washington, D.C.",North America
+222,United States Virgin Islands,Charlotte Amalie,North America
+223,Uruguay,Montevideo,South America
+224,Uzbekistan,Tashkent,Asia
+225,Vanuatu,Port-Vila,Oceania
+226,Vatican City,Vatican City,Europe
+227,Venezuela,Caracas,South America
+228,Vietnam,Hanoi,Asia
+229,Wallis and Futuna,Mata-Utu,Oceania
+230,Western Sahara,El Aain,Africa
+231,Yemen,Sanaa,Asia
+232,Zambia,Lusaka,Africa
+233,Zimbabwe,Harare,Africa