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import json |
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import re |
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import datasets |
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import requests |
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import time |
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from bs4 import BeautifulSoup |
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_CITATION = """ |
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@misc{weather-dataset, |
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title = "Weather Dataset", |
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author = "ICE", |
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year = "2025", |
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url = "https://huggingface.co./datasets/FrostIce/weather" |
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} |
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""" |
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_DESCRIPTION = """ |
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Этот набор данных содержит информацию о погоде, полученную с различных погодных сайтов. |
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Он включает такие данные, как температура, влажность, скорость ветра и погодные условия |
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для разных мест. Набор данных регулярно обновляется, чтобы отражать последние погодные данные.""" |
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_HOMEPAGE = "https://huggingface.co./ProICE" |
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_LICENSE = "ICE License, Version 2.0" |
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_URLS = { |
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"weather": "https://weather.com/" |
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} |
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_VERSION = datasets.Version("1.0.0") |
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class WeatherDataset(datasets.GeneratorBasedBuilder): |
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"""Weather dataset for scraping weather information.""" |
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def _info(self): |
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features = datasets.Features( |
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{ |
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"location": datasets.Value("string"), |
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"temperature": datasets.Value("float32"), |
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"humidity": datasets.Value("float32"), |
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"wind_speed": datasets.Value("float32"), |
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"condition": datasets.Value("string"), |
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"timestamp": datasets.Value("string"), |
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} |
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) |
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return datasets.DatasetInfo( |
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description=_DESCRIPTION, |
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features=features, |
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homepage=_HOMEPAGE, |
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license=_LICENSE, |
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citation=_CITATION, |
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) |
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def _split_generators(self, dl_manager): |
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"""Returns SplitGenerators.""" |
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downloaded_files = dl_manager.download_and_extract(_URLS) |
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return [ |
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datasets.SplitGenerator(name="weather", gen_kwargs={"filepath": downloaded_files["weather"]}), |
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] |
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def _generate_examples(self, filepath): |
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"""Yields examples.""" |
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response = requests.get(filepath) |
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soup = BeautifulSoup(response.content, 'html.parser') |
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for weather_entry in soup.find_all('div', class_='CurrentConditions--primary--2SVPh'): |
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location = soup.find('h1', class_='CurrentConditions--location--1Ayv3').text |
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temperature = float(weather_entry.find('span', class_='CurrentConditions--tempValue--3KcTQ').text.replace('°', '')) |
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humidity = float(weather_entry.find('span', class_='CurrentConditions--humidity--AlSGP').text.replace('Humidity', '').replace('%', '').strip()) |
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wind_speed = float(weather_entry.find('span', class_='CurrentConditions--windValue--3Kx8I').text.replace(' km/h', '').strip()) |
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condition = weather_entry.find('div', class_='CurrentConditions--phraseValue--2xXSr').text |
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timestamp = time.now().isoformat() |
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yield location, { |
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"location": location, |
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"temperature": temperature, |
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"humidity": humidity, |
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"wind_speed": wind_speed, |
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"condition": condition, |
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"timestamp": timestamp, |
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} |