From bcb0ef301d347c67441a8655dff12bda7a31538d Mon Sep 17 00:00:00 2001 From: Enrique Santos Date: Fri, 19 Jul 2019 18:02:42 -0500 Subject: [PATCH 1/4] =?UTF-8?q?Secci=C3=B3n=20de=20uso=20de=20APIs=20termi?= =?UTF-8?q?nada?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- web_project.ipynb | 9820 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 9820 insertions(+) create mode 100644 web_project.ipynb diff --git a/web_project.ipynb b/web_project.ipynb new file mode 100644 index 0000000..28fbd0f --- /dev/null +++ b/web_project.ipynb @@ -0,0 +1,9820 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Proyecto web (Semana 3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para este proyecto nos fue solicitado que realizaramos dos tareas:\n", + "1. Hacer uso de un API para generar un dataset.\n", + "2. Aplicar web scraping para generar un dataset.\n", + "\n", + "Estas dos tareas deben resultar en los siguientes archivos:\n", + "1. Un archivo \".csv\" en el cual tengamos el dataset generado via API.\n", + "2. Un archivo \".csv\" en el cual tengamos el dataset generado via API, aplicando labores de limpieza y manipulación.\n", + "3. Un archivo \".csv\" en el cual tengamos el dataset generado via web scraping.\n", + "4. Un archivo \".csv\" en el cual tengamos el dataset generado via web scraping, aplicando labores de limpieza y manipulación." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ideas para el proyecto." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Considerando que los datos son la materia prima para proyectos de analitica, decidí utilizar el API de un gran sitio (Kaggle) que contiene datasets sobre diferentes temas, la gran mayoria de manera pública.\n", + "\n", + "En el caso del web scraping decidí tomar una página sobre inversión en diferentes mercados, derivados y activos (Investing.com), tema que es de mi interes y por el momento el sitio no posee un API." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# API " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lo primero que realice para el uso del API, fue instalar un wrapper que ofrece el API de Kaggle." + ] + }, + { + "cell_type": "code", + "execution_count": 254, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting mdutils\n", + " Downloading https://files.pythonhosted.org/packages/2e/62/857004343597c4cf080e8d7ab5eb6c2fa0f8e0b56e1216894ce2fc65f76d/mdutils-1.0.0-py3-none-any.whl\n", + "Installing collected packages: mdutils\n", + "Successfully installed mdutils-1.0.0\n" + ] + } + ], + "source": [ + "#import sys\n", + "#!{sys.executable} -m pip install mdutils kaggle " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Continue con una celda para realizar todos los imports que se vayan requiriendo a lo largo del proyecto." + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import requests\n", + "from kaggle.api.kaggle_api_extended import KaggleApi\n", + "import time\n", + "import pandas as pd\n", + "import json\n", + "import operator\n", + "import mdutils" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "El wrapper del API de Kaggle realiza la autentificación con los siguientes comandos." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "api = KaggleApi({\"username\":\"\",\"key\":\"\"})\n", + "api.authenticate()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En este momento estamos autorizados para utilizar el API a partir de todos los métodos que provee el wrapper. En teoría el API de kaggle es más fácil de usar desde un shell, y su documentación (https://github.com/Kaggle/kaggle-api) esta redactada para su uso en shell. Pero es completamente factible traducir todos sus comandos al metodo incluido en el wrapper. Algunos de los comandos disponibles se enlistan a continuación:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "| Sección: | Competitions | |\n", + "|--------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n", + "| Comando | Parametros | Descripción |\n", + "| dataset_list() | sort_by: how to sort the result, see valid_dataset_sort_bys for options size: the size of the dataset, see valid_dataset_sizes for string options file_type: the format, see valid_dataset_file_types for string options license_name: string descriptor for license, see valid_dataset_license_names tag_ids: tag identifiers to filter the search search: a search term to use (default is empty string) user: username to filter the search to mine: boolean if True, group is changed to \"my\" to return personal page: the page to return (default is 1) | Comando para realizar búsqueda de datasets, los parámetros extra permiten ordenarlos, filtrar por tags, página que obtener, buscar datasets por usuario y otras caracteristicas. |\n", + "| dataset_view() | :param str owner_slug: Dataset owner (required) :param str dataset_slug: Dataset name (required) | Ver metadatos de un dataset. |\n", + "| dataset_metadata(dataset,path) | dataset: name dataset path: its obtain with the name of the dataset. | Ver metadatos de un dataset. |\n", + "| dataset_list_files(dataset) | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] | Lista los archivos presentes en el dataset. |\n", + "| dataset_download_file() | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] file_name: the dataset configuration file path: if defined, download to this location force: force the download if the file already exists (default False) quiet: suppress verbose output (default is True) | Descarga un archivo presente en un dataset. |\n", + "| dataset_download_files() | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] path: the path to download the dataset to force: force the download if the file already exists (default False) quiet: suppress verbose output (default is True) unzip: if True, unzip files upon download (default is False) | Descacarga todos los archivos de un dataset. |\n", + "| download_file() | response: the response to download outfile: the output file to download to quiet: suppress verbose output (default is True) chunk_size: the size of the chunk to stream | También descarga un archivo. |" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extraer data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para mi proyecto me interesa obtener datasets que tengan relación palabras clave que yo seleccione, para esto construyo una lista con dichas palabras, en ella preferentemente hay que agregar palabras en inglés." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "intereses = ['currencies','currency','forex','finance','exchanges','tweets','news','fake news']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Continue realizando una búsqueda en la API con cada interes, decidí agregar una pausa entre cada solicitud a la API de un 1.5s." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "datasets_category = pd.DataFrame()\n", + "result_busqueda_list = []\n", + "categoria_list = []\n", + "\n", + "for interes in intereses:\n", + " time.sleep(1.5)\n", + " response = api.dataset_list(search=interes)\n", + " if len(response) != 0:\n", + " result_busqueda_list.extend(response)\n", + " categoria_list.extend(((interes+',')*len(response)).split(',')[:-1])\n", + " \n", + "datasets_category['Dataset'] = result_busqueda_list\n", + "datasets_category['Category'] = categoria_list" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Se obtuvieron 152 datasets en la busqueda sobre los interes seleccionados.\n" + ] + } + ], + "source": [ + "print('Se obtuvieron %i datasets en la busqueda sobre los interes seleccionados.' % len(datasets_category))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Revisamos si existen repeticiones en los resultados de busqueda." + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No hay datasets repetidos\n" + ] + } + ], + "source": [ + "if len(set(datasets_category['Dataset'])) != len(datasets_category):\n", + " print('Existen datasets repetidos')\n", + "else:\n", + " print('No hay datasets repetidos')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para cada uno de los datasets encontrados en la búsqueda descargaremos sus metadatos." + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [], + "source": [ + "metadata_datasets_list = []\n", + "for dataset in datasets_category['Dataset']:\n", + " time.sleep(1)\n", + " owner_name = str(dataset).split('/')[0]\n", + " name = str(dataset).split('/')[1]\n", + " metadata_datasets_list.append(api.datasets_view(owner_name,name))" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [], + "source": [ + "metadata_keys = ['id', 'ref', 'subtitle', 'tags', 'creatorName', 'creatorUrl',\n", + " 'totalBytes', 'url', 'lastUpdated', 'downloadCount', 'isPrivate',\n", + " 'isReviewed', 'isFeatured', 'licenseName', 'description', 'ownerName',\n", + " 'ownerRef', 'kernelCount', 'title', 'topicCount', 'viewCount', 'voteCount',\n", + " 'currentVersionNumber', 'files', 'versions', 'usabilityRating']" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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creatorNamecreatorUrlcurrentVersionNumberdescriptiondownloadCountfilesidisFeaturedisPrivateisReviewed...subtitletagstitletopicCounttotalBytesurlusabilityRatingversionsviewCountvoteCount
0jventNone17# Cryptocurrency Market Data\\n## Historical Cr...9028[{'ref': 'crypto-markets.csv', 'creationDate':...1963FalseFalseTrue...Daily crypto markets open, close, low, high da...[{'ref': 'finance', 'competitionCount': 4, 'da...Every Cryptocurrency Daily Market Price2923636187https://www.kaggle.com/jessevent/all-crypto-cu...0.852941[{'versionNumber': 17, 'creationDate': '2018-1...76165378
1Albert CostasNone8«Datasets per la comparació de moviments i pat...565[{'ref': '1_11_2017_crypto_currencies.csv', 'c...2963FalseFalseFalse...Cryptocurrency Market Capitalizations[{'ref': 'finance', 'competitionCount': 4, 'da...Crypto Currencies01321667https://www.kaggle.com/acostasg/crypto-currencies0.705882[{'versionNumber': 8, 'creationDate': '2017-12...776312
2Albert CostasNone2«Datasets per la comparació de moviments i pat...515[{'ref': 'dataset.csv', 'creationDate': '2017-...6902FalseFalseTrue...Relation and patterns between movements of sto...[{'ref': 'economics', 'competitionCount': 0, '...Analysis about crypto currencies and Stock Index0681413https://www.kaggle.com/acostasg/cryptocurrenci...0.705882[{'versionNumber': 2, 'creationDate': '2017-12...581718
3mitilloNone3### Context\\n\\nThis is a different timeframe c...134[{'ref': 'currencies.rar', 'creationDate': '20...2661FalseFalseFalse...[]Currencies01151577https://www.kaggle.com/mitillo/currencies0.411765[{'versionNumber': 3, 'creationDate': '2017-09...12312
4SebastianNone2This dataset contains the daily currency excha...516[{'ref': 'currency_exchange_rates_02-01-1995_-...20872FalseFalseFalse...Daily exchange rates for 51 currencies from 19...[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rates1596854https://www.kaggle.com/thebasss/currency-excha...0.647059[{'versionNumber': 2, 'creationDate': '2018-05...259121
5Albert CostasNone1«Datasets per la comparació de moviments i pat...160[{'ref': '1_11_2017_crypto_currencies.csv', 'c...4161FalseFalseFalse...Cryptocurrency Market Capitalizations[{'ref': 'finance', 'competitionCount': 4, 'da...Crypto Currencies01082628https://www.kaggle.com/acostasg/crypto-currenc...0.647059[{'versionNumber': 1, 'creationDate': '2017-11...14841
6Pablo Lopez SantoriNone1### Context\\n\\nI put together this dataset whe...69[{'ref': 'cat_to_name.json', 'creationDate': '...150253FalseFalseFalse...A collection of coin images from 32 different ...[{'ref': 'image data', 'competitionCount': 63,...World Coins0480602984https://www.kaggle.com/wanderdust/coin-images0.937500[{'versionNumber': 1, 'creationDate': '2019-03...4085
7LuigiNone1### Content\\n\\nover 10 years of historical exc...102[{'ref': 'exchange.csv', 'creationDate': '2017...1407FalseFalseFalse...historical data monthly frequencies 01/07/1997...[{'ref': 'economics', 'competitionCount': 0, '...Exchange rate BRIC currencies/US dollar03657https://www.kaggle.com/luigimersico/exchange-r...0.529412[{'versionNumber': 1, 'creationDate': '2017-06...10193
8SRKNone13### Context\\n\\nThings like Block chain, Bitcoi...19238[{'ref': 'bitcoin_cash_price.csv', 'creationDa...1869FalseFalseFalse...Prices of top cryptocurrencies including Bitco...[{'ref': 'finance', 'competitionCount': 4, 'da...Cryptocurrency Historical Prices12715347https://www.kaggle.com/sudalairajkumar/cryptoc...0.705882[{'versionNumber': 13, 'creationDate': '2018-0...140217343
9Ulas Can CengizNone1### Context\\n\\nHere's one of the largest Crypt...101[{'ref': 'cc_histories.zip', 'creationDate': '...30652FalseFalseFalse...Historical Coin Prices to Understand the Big P...[{'ref': 'economics', 'competitionCount': 0, '...Price History of 1654 Crypto-Currencies019131516https://www.kaggle.com/ulascengiz/price-histor...0.687500[{'versionNumber': 1, 'creationDate': '2018-06...8104
10wayward_artisanNone9### Cryptocurrencies\\n\\nCryptocurrencies are f...3100[{'ref': 'all_currencies.csv', 'creationDate':...18281FalseFalseTrue...Daily historical prices for all cryptocurrenci...[{'ref': 'economics', 'competitionCount': 0, '...Complete Cryptocurrency Market History113939281https://www.kaggle.com/taniaj/cryptocurrency-m...0.764706[{'versionNumber': 9, 'creationDate': '2018-09...21344122
11pmohunNone3**Context**\\n\\nRecent growing interest in cryp...2844[{'ref': 'consolidated_coin_data.csv', 'creati...8629FalseFalseTrue...Top 200 Cryptocurrencies by Marketcap[{'ref': 'finance', 'competitionCount': 4, 'da...Complete Historical Cryptocurrency Financial Data1348672https://www.kaggle.com/philmohun/cryptocurrenc...0.852941[{'versionNumber': 3, 'creationDate': '2019-04...18834120
12Sohier DaneNone1The Federal Reserve's H.10 statistical release...1240[{'ref': 'exchange_rates.csv', 'creationDate':...2343FalseFalseTrue...Exchange rates as far back as 1971 between the...[{'ref': 'economics', 'competitionCount': 0, '...Exchange Rates1659356https://www.kaggle.com/federalreserve/exchange...0.823529[{'versionNumber': 1, 'creationDate': '2017-09...821430
13Shruti MehtaNone2### Context\\n\\nI really get fascinated by good...19125[{'ref': 'Country-Code.xlsx', 'creationDate': ...14506FalseFalseTrue...Analyzing the best restaurants of the major ci...[{'ref': 'food and drink', 'competitionCount':...Zomato Restaurants Data75732263https://www.kaggle.com/shrutimehta/zomato-rest...0.794118[{'versionNumber': 2, 'creationDate': '2018-03...95076367
14belugaNone36### Context\\n\\nNumer.ai tournament results\\n\\n...98[{'ref': 'CoinMarketCapNMR', 'creationDate': '...29393FalseFalseFalse...Numerai Tournament Results[{'ref': 'finance', 'competitionCount': 4, 'da...Meta Numerai041912215https://www.kaggle.com/gaborfodor/meta-numerai0.705882[{'versionNumber': 36, 'creationDate': '2019-0...122911
15Anas ShahidNone1### Context\\n\\nHistorical data for crypto curr...163[{'ref': 'CoinMarketData-bitcoin-cash.csv', 'c...25711FalseFalseFalse...CoinMarketCap data from 1/May/13 to 8/5/18 of ...[{'ref': 'money', 'competitionCount': 1, 'data...Crypto Market Data0313499https://www.kaggle.com/anasshahid88/crypto-mar...0.647059[{'versionNumber': 1, 'creationDate': '2018-05...9543
16Megan RisdalNone4## Context\\n\\nBitcoin and other cryptocurrenci...0[]41998FalseFalseTrue...Complete live historical Ethereum blockchain d...[{'ref': 'finance', 'competitionCount': 4, 'da...Ethereum Blockchain3910127001043https://www.kaggle.com/bigquery/ethereum-block...0.705882[{'versionNumber': 4, 'creationDate': '2019-03...2955285
17inabaNone1### Context\\n\\nI made this dataset for Courser...149[{'ref': 'CHART_DATA_ALTCOINS_2017.csv', 'crea...8346FalseFalseFalse...Price transition of bitcoin and altcoins in 2017[{'ref': 'economics', 'competitionCount': 0, '...Bitcoin & Altcoins in 20170803789https://www.kaggle.com/minaba/bitcoin-altcoins...0.705882[{'versionNumber': 1, 'creationDate': '2017-12...12974
18Kâzım Anıl ErenNone3# Kaggle Challenge: Predict Future Sales.\\nThi...241[{'ref': 'calendar.csv', 'creationDate': '2018...24159FalseFalseFalse...Dataset provides some supplementary data for P...[{'ref': 'future prediction', 'competitionCoun...Predict Future Sales Supplementary0354256https://www.kaggle.com/kazimanil/predict-futur...0.764706[{'versionNumber': 3, 'creationDate': '2018-05...16897
19Anton SavchenkoNone4### Context\\n\\nI have generated this set of au...181[{'ref': 'KS-Steam-Connection-201801.sqlite', ...8969FalseFalseFalse...A dataset collected from Kickstarter and SteamSpy[{'ref': 'video games', 'competitionCount': 1,...Kickstarter videogames released on Steam01080727https://www.kaggle.com/tonyplaysguitar/steam-s...0.875000[{'versionNumber': 4, 'creationDate': '2018-01...17035
20Amandeep RatheeNone3# Context\\n\\nThe **demonetization of ₹500 and ...4779[{'ref': 'demonetization-tweets.csv', 'creatio...430FalseFalseTrue...Data extracted from Twitter regarding the rece...[{'ref': 'finance', 'competitionCount': 4, 'da...Demonetization in India Twitter Data4990156https://www.kaggle.com/arathee2/demonetization...0.735294[{'versionNumber': 3, 'creationDate': '2017-04...41821104
21Michal JanuszewskiNone2# Context \\n\\nI've always wanted to have a pro...1456[{'ref': 'EURUSD_15m_BID_01.01.2010-31.12.2016...867FalseFalseTrue...FOREX currency rates data for EURUSD, 15 minut...[{'ref': 'finance', 'competitionCount': 4, 'da...EURUSD - 15m - 2010-201633494511https://www.kaggle.com/meehau/EURUSD0.823529[{'versionNumber': 2, 'creationDate': '2017-02...1064447
22SebastianNone2This dataset contains the daily currency excha...516[{'ref': 'currency_exchange_rates_02-01-1995_-...20872FalseFalseFalse...Daily exchange rates for 51 currencies from 19...[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rates1596854https://www.kaggle.com/thebasss/currency-excha...0.647059[{'versionNumber': 2, 'creationDate': '2018-05...259121
23Sudhir KumarNone4### Context\\n\\nThe data set consist currency e...182[{'ref': 'currency_exchange_rate.csv', 'creati...14323FalseFalseFalse...Currency Exchange Rate from 1950-2017[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rate026714https://www.kaggle.com/sudhirnl7/currency-exca...0.735294[{'versionNumber': 4, 'creationDate': '2018-02...16165
24Andrew RyabovNone5### Context\\n\\nEach file contains klines for 1...486[{'ref': '01-2018.zip', 'creationDate': '2018-...9894FalseFalseFalse...Minutely crypto currency open/close prices, hi...[{'ref': 'economics', 'competitionCount': 0, '...Binance Crypto Klines31004510014https://www.kaggle.com/binance/binance-crypto-...0.750000[{'versionNumber': 5, 'creationDate': '2018-04...484237
25Husam AamerNone2### Object detection dataset for Iraqi currenc...40[{'ref': '10000ar.zip', 'creationDate': '2018-...45977FalseFalseFalse...Object detection dataset for Iraqi currency[{'ref': 'object detection', 'competitionCount...Iraqi Money العملة العراقية01435021165https://www.kaggle.com/husamaamer/iraqi-currency-0.687500[{'versionNumber': 2, 'creationDate': '2018-08...5733
26CarstenNone2## About this dataset\\n\\nWith the rise of cryp...94[{'ref': 'cryptoMinuteResolution.zip', 'creati...246537FalseFalseFalse...Historical crypto currency data from the Bitfi...[{'ref': 'economics', 'competitionCount': 0, '...401 crypto currency pairs at 1-minute resolution0393638972https://www.kaggle.com/tencars/392-crypto-curr...1.000000[{'versionNumber': 2, 'creationDate': '2019-07...7995
27M HansingerNone2### Context\\nOne week of highly resolved crypt...126[{'ref': 'BTC_PAIRS_ASK.csv', 'creationDate': ...19182FalseFalseFalse...High resolution data of all BTC based pairs fr...[{'ref': 'economics', 'competitionCount': 0, '...Crypto currency data144064008https://www.kaggle.com/mhansinger/bittrex-bitc...0.647059[{'versionNumber': 2, 'creationDate': '2018-04...13213
28ZielakNone16### Context \\nBitcoin is the longest running a...43214[{'ref': 'bitstampUSD_1-min_data_2012-01-01_to...1346FalseFalseTrue...Bitcoin data at 1-min intervals from select ex...[{'ref': 'finance', 'competitionCount': 4, 'da...Bitcoin Historical Data27123326534https://www.kaggle.com/mczielinski/bitcoin-his...1.000000[{'versionNumber': 16, 'creationDate': '2019-0...3258171282
29Shruti MehtaNone2### Context\\n\\nI really get fascinated by good...19125[{'ref': 'Country-Code.xlsx', 'creationDate': ...14506FalseFalseTrue...Analyzing the best restaurants of the major ci...[{'ref': 'food and drink', 'competitionCount':...Zomato Restaurants Data75732263https://www.kaggle.com/shrutimehta/zomato-rest...0.794118[{'versionNumber': 2, 'creationDate': '2018-03...95076367
..................................................................
122Kondalarao VonteruNone2### Context\\n\\nI am currently working on summa...2321[{'ref': 'news_summary_more.csv', 'creationDat...1895FalseFalseTrue...Generating short length descriptions of news a...[{'ref': 'linguistics', 'competitionCount': 6,...NEWS SUMMARY220492757https://www.kaggle.com/sunnysai12345/news-summary0.764706[{'versionNumber': 2, 'creationDate': '2019-02...1996975
123AsadMahmoodNone1# Content\\n\\nThis Dataset is scraped from http...1253[{'ref': 'Articles.csv', 'creationDate': '2017...1192FalseFalseFalse...This dataset include articles from 2015 till date[{'ref': 'linguistics', 'competitionCount': 6,...News Articles11916427https://www.kaggle.com/asad1m9a9h6mood/news-ar...0.823529[{'versionNumber': 1, 'creationDate': '2017-04...912019
124Chris CrawfordNone1### Context\\n\\nThis dataset is a collection ne...2280[{'ref': 'alt.atheism.txt', 'creationDate': '2...1740FalseFalseTrue...A collection of ~18,000 newsgroup documents fr...[{'ref': 'internet', 'competitionCount': 15, '...20 Newsgroups128248814https://www.kaggle.com/crawford/20-newsgroups0.823529[{'versionNumber': 1, 'creationDate': '2017-07...2077850
125RohkNone4# Context\\n\\nThis dataset is a snapshot of mos...1047[{'ref': 'news-week-17aug24.csv', 'creationDat...2670FalseFalseTrue...7 days of tracking 20k news feeds worldwide[{'ref': 'internet', 'competitionCount': 15, '...One Week of Global News Feeds2282624224https://www.kaggle.com/therohk/global-news-week0.941176[{'versionNumber': 4, 'creationDate': '2019-04...1319444
126Sohier DaneNone2### Context\\n\\nThis dataset contains a randomi...674[{'ref': 'hacker_news_sample.csv', 'creationDa...1494FalseFalseTrue...A subset of all Hacker News articles[{'ref': 'internet', 'competitionCount': 15, '...Hacker News Corpus1667291612https://www.kaggle.com/hacker-news/hacker-news...0.823529[{'versionNumber': 2, 'creationDate': '2017-06...1496332
127MarlessonNone2### Content\\n\\nThe dataset consists of 167.053...947[{'ref': 'articles.csv', 'creationDate': '2019...3660FalseFalseTrue...167.053 news of the site Folha de São Paulo (B...[{'ref': 'languages', 'competitionCount': 2, '...News of the Brazilian Newspaper0193086895https://www.kaggle.com/marlesson/news-of-the-s...0.705882[{'versionNumber': 2, 'creationDate': '2019-06...391227
128RohkNone6### Context\\n\\nPresenting a compendium of crow...821[{'ref': 'examiner-date-text.csv', 'creationDa...1819FalseFalseTrue...SiX Years of Crowd Sourced Journalism[{'ref': 'linguistics', 'competitionCount': 6,...The Examiner - SpamClickBait News Dataset0148217226https://www.kaggle.com/therohk/examine-the-exa...0.823529[{'versionNumber': 6, 'creationDate': '2019-06...1131033
129Pariza SharifNone2### Context\\n\\nText summarization is a way to ...1470[{'ref': 'BBC News Summary.rar', 'creationDate...24984FalseFalseFalse...Extractive Summarization of BBC News Articles[{'ref': 'nlp', 'competitionCount': 3, 'datase...BBC News Summary23928416https://www.kaggle.com/pariza/bbc-news-summary0.750000[{'versionNumber': 2, 'creationDate': '2018-05...791822
130Ceshine LeeNone7A collections of news articles in Traditional ...137[{'ref': 'news_collection.csv', 'creationDate'...124897FalseFalseTrue...With Article Titles, Descriptions, Cover Image...[{'ref': 'nlp', 'competitionCount': 3, 'datase...Yet Another Chinese News Dataset024983959https://www.kaggle.com/ceshine/yet-another-chi...1.000000[{'versionNumber': 7, 'creationDate': '2019-07...196315
131Liling TanNone6### Context\\n\\nThe [HC Corpora](https://web.ar...847[{'ref': 'old-newspaper.tsv', 'creationDate': ...2007FalseFalseTrue...A cleaned subset of HC Corpora newspapers[{'ref': 'internet', 'competitionCount': 15, '...Old Newspapers02196786581https://www.kaggle.com/alvations/old-newspapers0.750000[{'versionNumber': 6, 'creationDate': '2017-11...817620
132Megan RisdalNone1The latest hot topic in the news is fake news ...12746[{'ref': 'fake.csv', 'creationDate': '2016-11-...444FalseFalseTrue...Text & metadata from fake & biased news source...[{'ref': 'politics', 'competitionCount': 0, 'd...Getting Real about Fake News621412001https://www.kaggle.com/mrisdal/fake-news0.852941[{'versionNumber': 1, 'creationDate': '2016-11...140617336
133jruvikaNone11453[{'ref': 'data.csv', 'creationDate': '2017-12-...6410FalseFalseFalse...[]Fake News detection25123582https://www.kaggle.com/jruvika/fake-news-detec...0.294118[{'versionNumber': 1, 'creationDate': '2017-12...1158324
134Deepak MahudeswaranNone1##FakeNewsNet\\nThis is a repository for an ong...535[{'ref': 'BuzzFeed_fake_news_content.csv', 'cr...72366FalseFalseFalse...Fake News, MisInformation, Data Mining[{'ref': 'nlp', 'competitionCount': 3, 'datase...FakeNewsNet217009927https://www.kaggle.com/mdepak/fakenewsnet0.764706[{'versionNumber': 1, 'creationDate': '2018-11...299215
135sumanthvraoNone3## Introduction\\nThis describes two fake news ...165[{'ref': 'overall.zip', 'creationDate': '2019-...169457FalseFalseFalse...Two fake news datasets covering seven differen...[{'ref': 'lstm', 'competitionCount': 0, 'datas...Fake-News-Dataset02084538https://www.kaggle.com/sumanthvrao/fakenewsdat...0.562500[{'versionNumber': 3, 'creationDate': '2019-04...9294
136Rishabh MisraNone2#Context\\n\\nPast studies in Sarcasm Detection ...5694[{'ref': 'Sarcasm_Headlines_Dataset_v2.json', ...30764FalseFalseTrue...High quality dataset for the task of Sarcasm D...[{'ref': 'classification', 'competitionCount':...News Headlines Dataset For Sarcasm Detection33425749https://www.kaggle.com/rmisra/news-headlines-d...1.000000[{'versionNumber': 2, 'creationDate': '2019-07...44048237
137Guilherme PontesNone1231[{'ref': 'resized_v2.csv', 'creationDate': '20...56022FalseFalseFalse...[]Fake News Sample1519121643https://www.kaggle.com/pontes/fake-news-sample0.117647[{'versionNumber': 1, 'creationDate': '2018-09...15048
138Bytedance WSDM Cup 2019None1# Background\\n\\nWSDM (pronounced \"wisdom\") is ...63[{'ref': 'solution.csv', 'creationDate': '2019...154756FalseFalseFalse...Identify the fake news.[{'ref': 'nlp', 'competitionCount': 3, 'datase...WSDM - Fake News Classification036152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...0.705882[{'versionNumber': 1, 'creationDate': '2019-04...5772
139Antonis MaronikolakisNone4## Datasets\\n\\nData stored in this dataset com...33[{'ref': 'fnd_news_fake.7z', 'creationDate': '...204563FalseFalseFalse...A collection of fake news (headlines) datasets[{'ref': 'text data', 'competitionCount': 25, ...Fake News Data038477999https://www.kaggle.com/antmarakis/fake-news-data0.764706[{'versionNumber': 4, 'creationDate': '2019-07...3690
140Saivenket PatroNone1178[{'ref': 'train.csv', 'creationDate': '2019-01...108217FalseFalseFalse...Detection of Fake News[]Fake News Detection Dataset0435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0.176471[{'versionNumber': 1, 'creationDate': '2019-01...11716
141MohitNone127[{'ref': 'test.csv', 'creationDate': '2019-05-...198533FalseFalseFalse...For Fake news detection using Machine Learning[]Fake news048165856https://www.kaggle.com/mohit28rawat/fake-news0.235294[{'versionNumber': 1, 'creationDate': '2019-05...1071
142vikasNone2### Context\\n\\nAs part of the House Intelligen...2291[{'ref': 'tweets.csv', 'creationDate': '2018-0...13184FalseFalseTrue...200,000 malicious-account tweets captured by NBC[{'ref': 'internet', 'competitionCount': 15, '...Russian Troll Tweets421993810https://www.kaggle.com/vikasg/russian-troll-tw...0.735294[{'versionNumber': 2, 'creationDate': '2018-02...23022114
143Matteo_MazzolaNone1### Context\\n\\nI did this in order to share th...135[{'ref': 'dataset.rar', 'creationDate': '2017-...3391FalseFalseFalse...Articles taken by Snopes.com[]Snopes_fake_legit_news02065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0.500000[{'versionNumber': 1, 'creationDate': '2017-10...9372
144Megan RisdalNone158[{'ref': 'weekly-kernels.csv', 'creationDate':...2344FalseFalseFalse...[]Not Fake News01236https://www.kaggle.com/mrisdal/not-fake-news0.235294[{'versionNumber': 1, 'creationDate': '2017-09...11171
145Armineh NourbakhshNone3# Context \\n\\n[Emergent.info](http://www.emerg...856[{'ref': 'emergent.csv', 'creationDate': '2017...1015FalseFalseTrue...Webpages cited by rumor trackers[{'ref': 'linguistics', 'competitionCount': 6,...Who starts and who debunks rumors11455017https://www.kaggle.com/arminehn/rumor-citation0.882353[{'versionNumber': 3, 'creationDate': '2017-03...857826
146xuyinjieNone166[{'ref': 'all.zip', 'creationDate': '2018-11-2...81764FalseFalseFalse...[]WSDM - Fake News Classification036090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...0.125000[{'versionNumber': 1, 'creationDate': '2018-11...4991
147MunaNone123[{'ref': 'Dataset.json', 'creationDate': '2019...146549FalseFalseFalse...[{'ref': 'twitter', 'competitionCount': 0, 'da...Fake News Detection Dataset040272https://www.kaggle.com/munagazzai/fake-news-de...0.375000[{'versionNumber': 1, 'creationDate': '2019-03...1850
148Megan RisdalNone1### Context\\n\\nDuring the 2016 US presidential...633[{'ref': 'facebook-fact-check.csv', 'creationD...1357FalseFalseTrue...Hyperpartisan Facebook pages and misleading in...[{'ref': 'internet', 'competitionCount': 15, '...Fact-Checking Facebook Politics Pages146870https://www.kaggle.com/mrisdal/fact-checking-f...0.735294[{'versionNumber': 1, 'creationDate': '2017-06...592822
149AD6398None16[{'ref': 'glove.6B.100d.txt', 'creationDate': ...238871FalseFalseFalse...[]AOSSIE: Fake News Detection datasets0210153734https://www.kaggle.com/ad6398/aossie-fake-news...0.176471[{'versionNumber': 1, 'creationDate': '2019-06...670
150RogérioChavesNone4### Contexto\\n\\nBoatos são compartilhados em m...66[{'ref': 'boatos.csv', 'creationDate': '2018-1...30346FalseFalseTrue...1900 boatos (pt) + 130 rumores (es) desmentido...[{'ref': 'internet', 'competitionCount': 15, '...Boatos de WhatsApp e outros do BoatosOrg (pt +...0444433https://www.kaggle.com/rogeriochaves/boatos-de...0.647059[{'versionNumber': 4, 'creationDate': '2018-10...40008
151Zeeshan-ul-hassan UsmaniNone15### Context\\n\\nHere comes the July 25th 2018 a...1201[{'ref': '2013-2018 Seat Changes in NA.csv', '...35552FalseFalseTrue...Help Us Predict the Next Winner[{'ref': 'data visualization', 'competitionCou...Predict Pakistan Elections 20182448731676https://www.kaggle.com/zusmani/predict-pakista...0.764706[{'versionNumber': 15, 'creationDate': '2018-0...2908383
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Kondalarao Vonteru None 2 \n", + "123 AsadMahmood None 1 \n", + "124 Chris Crawford None 1 \n", + "125 Rohk None 4 \n", + "126 Sohier Dane None 2 \n", + "127 Marlesson None 2 \n", + "128 Rohk None 6 \n", + "129 Pariza Sharif None 2 \n", + "130 Ceshine Lee None 7 \n", + "131 Liling Tan None 6 \n", + "132 Megan Risdal None 1 \n", + "133 jruvika None 1 \n", + "134 Deepak Mahudeswaran None 1 \n", + "135 sumanthvrao None 3 \n", + "136 Rishabh Misra None 2 \n", + "137 Guilherme Pontes None 1 \n", + "138 Bytedance WSDM Cup 2019 None 1 \n", + "139 Antonis Maronikolakis None 4 \n", + "140 Saivenket Patro None 1 \n", + "141 Mohit None 1 \n", + "142 vikas None 2 \n", + "143 Matteo_Mazzola None 1 \n", + "144 Megan Risdal None 1 \n", + "145 Armineh Nourbakhsh None 3 \n", + "146 xuyinjie None 1 \n", + "147 Muna None 1 \n", + "148 Megan Risdal None 1 \n", + "149 AD6398 None 1 \n", + "150 RogérioChaves None 4 \n", + "151 Zeeshan-ul-hassan Usmani None 15 \n", + "\n", + " description downloadCount \\\n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... 9028 \n", + "1 «Datasets per la comparació de moviments i pat... 565 \n", + "2 «Datasets per la comparació de moviments i pat... 515 \n", + "3 ### Context\\n\\nThis is a different timeframe c... 134 \n", + "4 This dataset contains the daily currency excha... 516 \n", + "5 «Datasets per la comparació de moviments i pat... 160 \n", + "6 ### Context\\n\\nI put together this dataset whe... 69 \n", + "7 ### Content\\n\\nover 10 years of historical exc... 102 \n", + "8 ### Context\\n\\nThings like Block chain, Bitcoi... 19238 \n", + "9 ### Context\\n\\nHere's one of the largest Crypt... 101 \n", + "10 ### Cryptocurrencies\\n\\nCryptocurrencies are f... 3100 \n", + "11 **Context**\\n\\nRecent growing interest in cryp... 2844 \n", + "12 The Federal Reserve's H.10 statistical release... 1240 \n", + "13 ### Context\\n\\nI really get fascinated by good... 19125 \n", + "14 ### Context\\n\\nNumer.ai tournament results\\n\\n... 98 \n", + "15 ### Context\\n\\nHistorical data for crypto curr... 163 \n", + "16 ## Context\\n\\nBitcoin and other cryptocurrenci... 0 \n", + "17 ### Context\\n\\nI made this dataset for Courser... 149 \n", + "18 # Kaggle Challenge: Predict Future Sales.\\nThi... 241 \n", + "19 ### Context\\n\\nI have generated this set of au... 181 \n", + "20 # Context\\n\\nThe **demonetization of ₹500 and ... 4779 \n", + "21 # Context \\n\\nI've always wanted to have a pro... 1456 \n", + "22 This dataset contains the daily currency excha... 516 \n", + "23 ### Context\\n\\nThe data set consist currency e... 182 \n", + "24 ### Context\\n\\nEach file contains klines for 1... 486 \n", + "25 ### Object detection dataset for Iraqi currenc... 40 \n", + "26 ## About this dataset\\n\\nWith the rise of cryp... 94 \n", + "27 ### Context\\nOne week of highly resolved crypt... 126 \n", + "28 ### Context \\nBitcoin is the longest running a... 43214 \n", + "29 ### Context\\n\\nI really get fascinated by good... 19125 \n", + 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\n", + "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... 63 \n", + "139 ## Datasets\\n\\nData stored in this dataset com... 33 \n", + "140 178 \n", + "141 27 \n", + "142 ### Context\\n\\nAs part of the House Intelligen... 2291 \n", + "143 ### Context\\n\\nI did this in order to share th... 135 \n", + "144 58 \n", + "145 # Context \\n\\n[Emergent.info](http://www.emerg... 856 \n", + "146 66 \n", + "147 23 \n", + "148 ### Context\\n\\nDuring the 2016 US presidential... 633 \n", + "149 6 \n", + "150 ### Contexto\\n\\nBoatos são compartilhados em m... 66 \n", + "151 ### Context\\n\\nHere comes the July 25th 2018 a... 1201 \n", + "\n", + " files id isFeatured \\\n", + "0 [{'ref': 'crypto-markets.csv', 'creationDate':... 1963 False \n", + "1 [{'ref': '1_11_2017_crypto_currencies.csv', 'c... 2963 False \n", + "2 [{'ref': 'dataset.csv', 'creationDate': '2017-... 6902 False \n", + "3 [{'ref': 'currencies.rar', 'creationDate': '20... 2661 False \n", + "4 [{'ref': 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from 19... \n", + "5 Cryptocurrency Market Capitalizations \n", + "6 A collection of coin images from 32 different ... \n", + "7 historical data monthly frequencies 01/07/1997... \n", + "8 Prices of top cryptocurrencies including Bitco... \n", + "9 Historical Coin Prices to Understand the Big P... \n", + "10 Daily historical prices for all cryptocurrenci... \n", + "11 Top 200 Cryptocurrencies by Marketcap \n", + "12 Exchange rates as far back as 1971 between the... \n", + "13 Analyzing the best restaurants of the major ci... \n", + "14 Numerai Tournament Results \n", + "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", + "16 Complete live historical Ethereum blockchain d... \n", + "17 Price transition of bitcoin and altcoins in 2017 \n", + "18 Dataset provides some supplementary data for P... \n", + "19 A dataset collected from Kickstarter and SteamSpy \n", + "20 Data extracted from Twitter regarding the rece... \n", + "21 FOREX currency rates data for EURUSD, 15 minut... \n", + "22 Daily exchange rates for 51 currencies from 19... \n", + "23 Currency Exchange Rate from 1950-2017 \n", + "24 Minutely crypto currency open/close prices, hi... \n", + "25 Object detection dataset for Iraqi currency \n", + "26 Historical crypto currency data from the Bitfi... \n", + "27 High resolution data of all BTC based pairs fr... \n", + "28 Bitcoin data at 1-min intervals from select ex... \n", + "29 Analyzing the best restaurants of the major ci... \n", + ".. ... \n", + "122 Generating short length descriptions of news a... \n", + "123 This dataset include articles from 2015 till date \n", + "124 A collection of ~18,000 newsgroup documents fr... \n", + "125 7 days of tracking 20k news feeds worldwide \n", + "126 A subset of all Hacker News articles \n", + "127 167.053 news of the site Folha de São Paulo (B... \n", + "128 SiX Years of Crowd Sourced Journalism \n", + "129 Extractive Summarization of BBC News Articles \n", + "130 With Article Titles, Descriptions, Cover Image... \n", + "131 A cleaned subset of HC Corpora newspapers \n", + "132 Text & metadata from fake & biased news source... \n", + "133 \n", + "134 Fake News, MisInformation, Data Mining \n", + "135 Two fake news datasets covering seven differen... \n", + "136 High quality dataset for the task of Sarcasm D... \n", + "137 \n", + "138 Identify the fake news. \n", + "139 A collection of fake news (headlines) datasets \n", + "140 Detection of Fake News \n", + "141 For Fake news detection using Machine Learning \n", + "142 200,000 malicious-account tweets captured by NBC \n", + "143 Articles taken by Snopes.com \n", + "144 \n", + "145 Webpages cited by rumor trackers \n", + "146 \n", + "147 \n", + "148 Hyperpartisan Facebook pages and misleading in... \n", + "149 \n", + "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", + "151 Help Us Predict the Next Winner \n", + "\n", + " tags \\\n", + "0 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "1 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "2 [{'ref': 'economics', 'competitionCount': 0, '... \n", + "3 [] \n", + "4 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "5 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "6 [{'ref': 'image data', 'competitionCount': 63,... \n", + "7 [{'ref': 'economics', 'competitionCount': 0, '... \n", + "8 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "9 [{'ref': 'economics', 'competitionCount': 0, '... \n", + "10 [{'ref': 'economics', 'competitionCount': 0, '... \n", + "11 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "12 [{'ref': 'economics', 'competitionCount': 0, '... \n", + "13 [{'ref': 'food and drink', 'competitionCount':... \n", + "14 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "15 [{'ref': 'money', 'competitionCount': 1, 'data... \n", + "16 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "17 [{'ref': 'economics', 'competitionCount': 0, '... \n", + "18 [{'ref': 'future prediction', 'competitionCoun... \n", + "19 [{'ref': 'video games', 'competitionCount': 1,... \n", + "20 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "21 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "22 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "23 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "24 [{'ref': 'economics', 'competitionCount': 0, '... \n", + "25 [{'ref': 'object detection', 'competitionCount... \n", + "26 [{'ref': 'economics', 'competitionCount': 0, '... \n", + "27 [{'ref': 'economics', 'competitionCount': 0, '... \n", + "28 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "29 [{'ref': 'food and drink', 'competitionCount':... \n", + ".. ... \n", + "122 [{'ref': 'linguistics', 'competitionCount': 6,... \n", + "123 [{'ref': 'linguistics', 'competitionCount': 6,... \n", + "124 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "125 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "126 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "127 [{'ref': 'languages', 'competitionCount': 2, '... \n", + "128 [{'ref': 'linguistics', 'competitionCount': 6,... \n", + "129 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", + "130 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", + "131 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "132 [{'ref': 'politics', 'competitionCount': 0, 'd... \n", + "133 [] \n", + "134 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", + "135 [{'ref': 'lstm', 'competitionCount': 0, 'datas... \n", + "136 [{'ref': 'classification', 'competitionCount':... \n", + "137 [] \n", + "138 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", + "139 [{'ref': 'text data', 'competitionCount': 25, ... \n", + "140 [] \n", + "141 [] \n", + "142 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "143 [] \n", + "144 [] \n", + "145 [{'ref': 'linguistics', 'competitionCount': 6,... \n", + "146 [] \n", + "147 [{'ref': 'twitter', 'competitionCount': 0, 'da... \n", + "148 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "149 [] \n", + "150 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "151 [{'ref': 'data visualization', 'competitionCou... \n", + "\n", + " title topicCount \\\n", + "0 Every Cryptocurrency Daily Market Price 29 \n", + "1 Crypto Currencies 0 \n", + "2 Analysis about crypto currencies and Stock Index 0 \n", + "3 Currencies 0 \n", + "4 Currency Exchange Rates 1 \n", + "5 Crypto Currencies 0 \n", + "6 World Coins 0 \n", + "7 Exchange rate BRIC currencies/US dollar 0 \n", + "8 Cryptocurrency Historical Prices 12 \n", + "9 Price History of 1654 Crypto-Currencies 0 \n", + "10 Complete Cryptocurrency Market History 1 \n", + "11 Complete Historical Cryptocurrency Financial Data 1 \n", + "12 Exchange Rates 1 \n", + "13 Zomato Restaurants Data 7 \n", + "14 Meta Numerai 0 \n", + "15 Crypto Market Data 0 \n", + "16 Ethereum Blockchain 3 \n", + "17 Bitcoin & Altcoins in 2017 0 \n", + "18 Predict Future Sales Supplementary 0 \n", + "19 Kickstarter videogames released on Steam 0 \n", + "20 Demonetization in India Twitter Data 4 \n", + "21 EURUSD - 15m - 2010-2016 3 \n", + "22 Currency Exchange Rates 1 \n", + "23 Currency Exchange Rate 0 \n", + "24 Binance Crypto Klines 3 \n", + "25 Iraqi Money العملة العراقية 0 \n", + "26 401 crypto currency pairs at 1-minute resolution 0 \n", + "27 Crypto currency data 1 \n", + "28 Bitcoin Historical Data 27 \n", + "29 Zomato Restaurants Data 7 \n", + ".. ... ... \n", + "122 NEWS SUMMARY 2 \n", + "123 News Articles 1 \n", + "124 20 Newsgroups 1 \n", + "125 One Week of Global News Feeds 2 \n", + "126 Hacker News Corpus 1 \n", + "127 News of the Brazilian Newspaper 0 \n", + "128 The Examiner - SpamClickBait News Dataset 0 \n", + "129 BBC News Summary 2 \n", + "130 Yet Another Chinese News Dataset 0 \n", + "131 Old Newspapers 0 \n", + "132 Getting Real about Fake News 6 \n", + "133 Fake News detection 2 \n", + "134 FakeNewsNet 2 \n", + "135 Fake-News-Dataset 0 \n", + "136 News Headlines Dataset For Sarcasm Detection 3 \n", + "137 Fake News Sample 1 \n", + "138 WSDM - Fake News Classification 0 \n", + "139 Fake News Data 0 \n", + "140 Fake News Detection Dataset 0 \n", + "141 Fake news 0 \n", + "142 Russian Troll Tweets 4 \n", + "143 Snopes_fake_legit_news 0 \n", + "144 Not Fake News 0 \n", + "145 Who starts and who debunks rumors 1 \n", + "146 WSDM - Fake News Classification 0 \n", + "147 Fake News Detection Dataset 0 \n", + "148 Fact-Checking Facebook Politics Pages 1 \n", + "149 AOSSIE: Fake News Detection datasets 0 \n", + "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... 0 \n", + "151 Predict Pakistan Elections 2018 24 \n", + "\n", + " totalBytes url \\\n", + "0 23636187 https://www.kaggle.com/jessevent/all-crypto-cu... \n", + "1 1321667 https://www.kaggle.com/acostasg/crypto-currencies \n", + "2 681413 https://www.kaggle.com/acostasg/cryptocurrenci... \n", + "3 1151577 https://www.kaggle.com/mitillo/currencies \n", + "4 596854 https://www.kaggle.com/thebasss/currency-excha... \n", + "5 1082628 https://www.kaggle.com/acostasg/crypto-currenc... \n", + "6 480602984 https://www.kaggle.com/wanderdust/coin-images \n", + "7 3657 https://www.kaggle.com/luigimersico/exchange-r... \n", + "8 715347 https://www.kaggle.com/sudalairajkumar/cryptoc... \n", + "9 19131516 https://www.kaggle.com/ulascengiz/price-histor... \n", + "10 13939281 https://www.kaggle.com/taniaj/cryptocurrency-m... \n", + "11 348672 https://www.kaggle.com/philmohun/cryptocurrenc... \n", + "12 659356 https://www.kaggle.com/federalreserve/exchange... \n", + "13 5732263 https://www.kaggle.com/shrutimehta/zomato-rest... \n", + "14 41912215 https://www.kaggle.com/gaborfodor/meta-numerai \n", + "15 313499 https://www.kaggle.com/anasshahid88/crypto-mar... \n", + "16 910127001043 https://www.kaggle.com/bigquery/ethereum-block... \n", + "17 803789 https://www.kaggle.com/minaba/bitcoin-altcoins... \n", + "18 354256 https://www.kaggle.com/kazimanil/predict-futur... \n", + "19 1080727 https://www.kaggle.com/tonyplaysguitar/steam-s... \n", + "20 990156 https://www.kaggle.com/arathee2/demonetization... \n", + "21 3494511 https://www.kaggle.com/meehau/EURUSD \n", + "22 596854 https://www.kaggle.com/thebasss/currency-excha... \n", + "23 26714 https://www.kaggle.com/sudhirnl7/currency-exca... \n", + "24 1004510014 https://www.kaggle.com/binance/binance-crypto-... \n", + "25 1435021165 https://www.kaggle.com/husamaamer/iraqi-currency- \n", + "26 393638972 https://www.kaggle.com/tencars/392-crypto-curr... \n", + "27 44064008 https://www.kaggle.com/mhansinger/bittrex-bitc... \n", + "28 123326534 https://www.kaggle.com/mczielinski/bitcoin-his... \n", + "29 5732263 https://www.kaggle.com/shrutimehta/zomato-rest... \n", + ".. ... ... \n", + "122 20492757 https://www.kaggle.com/sunnysai12345/news-summary \n", + "123 1916427 https://www.kaggle.com/asad1m9a9h6mood/news-ar... \n", + "124 28248814 https://www.kaggle.com/crawford/20-newsgroups \n", + "125 282624224 https://www.kaggle.com/therohk/global-news-week \n", + "126 667291612 https://www.kaggle.com/hacker-news/hacker-news... \n", + "127 193086895 https://www.kaggle.com/marlesson/news-of-the-s... \n", + "128 148217226 https://www.kaggle.com/therohk/examine-the-exa... \n", + "129 3928416 https://www.kaggle.com/pariza/bbc-news-summary \n", + "130 24983959 https://www.kaggle.com/ceshine/yet-another-chi... \n", + "131 2196786581 https://www.kaggle.com/alvations/old-newspapers \n", + "132 21412001 https://www.kaggle.com/mrisdal/fake-news \n", + "133 5123582 https://www.kaggle.com/jruvika/fake-news-detec... \n", + "134 17009927 https://www.kaggle.com/mdepak/fakenewsnet \n", + "135 2084538 https://www.kaggle.com/sumanthvrao/fakenewsdat... \n", + "136 3425749 https://www.kaggle.com/rmisra/news-headlines-d... \n", + "137 519121643 https://www.kaggle.com/pontes/fake-news-sample \n", + "138 36152251 https://www.kaggle.com/wsdmcup/wsdm-fake-news-... \n", + "139 38477999 https://www.kaggle.com/antmarakis/fake-news-data \n", + "140 435844 https://www.kaggle.com/ksaivenketpatro/fake-ne... \n", + "141 48165856 https://www.kaggle.com/mohit28rawat/fake-news \n", + "142 21993810 https://www.kaggle.com/vikasg/russian-troll-tw... \n", + "143 2065057 https://www.kaggle.com/ciotolaaaa/snopes-fake-... \n", + "144 1236 https://www.kaggle.com/mrisdal/not-fake-news \n", + "145 1455017 https://www.kaggle.com/arminehn/rumor-citation \n", + "146 36090816 https://www.kaggle.com/xuyinjie/wsdm-fake-news... \n", + "147 40272 https://www.kaggle.com/munagazzai/fake-news-de... \n", + "148 46870 https://www.kaggle.com/mrisdal/fact-checking-f... \n", + "149 210153734 https://www.kaggle.com/ad6398/aossie-fake-news... \n", + "150 444433 https://www.kaggle.com/rogeriochaves/boatos-de... \n", + "151 48731676 https://www.kaggle.com/zusmani/predict-pakista... \n", + "\n", + " usabilityRating versions \\\n", + "0 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'2019-0... \n", + "29 0.794118 [{'versionNumber': 2, 'creationDate': '2018-03... \n", + ".. ... ... \n", + "122 0.764706 [{'versionNumber': 2, 'creationDate': '2019-02... \n", + "123 0.823529 [{'versionNumber': 1, 'creationDate': '2017-04... \n", + "124 0.823529 [{'versionNumber': 1, 'creationDate': '2017-07... \n", + "125 0.941176 [{'versionNumber': 4, 'creationDate': '2019-04... \n", + "126 0.823529 [{'versionNumber': 2, 'creationDate': '2017-06... \n", + "127 0.705882 [{'versionNumber': 2, 'creationDate': '2019-06... \n", + "128 0.823529 [{'versionNumber': 6, 'creationDate': '2019-06... \n", + "129 0.750000 [{'versionNumber': 2, 'creationDate': '2018-05... \n", + "130 1.000000 [{'versionNumber': 7, 'creationDate': '2019-07... \n", + "131 0.750000 [{'versionNumber': 6, 'creationDate': '2017-11... \n", + "132 0.852941 [{'versionNumber': 1, 'creationDate': '2016-11... \n", + "133 0.294118 [{'versionNumber': 1, 'creationDate': '2017-12... \n", + "134 0.764706 [{'versionNumber': 1, 'creationDate': '2018-11... \n", + "135 0.562500 [{'versionNumber': 3, 'creationDate': '2019-04... \n", + "136 1.000000 [{'versionNumber': 2, 'creationDate': '2019-07... \n", + "137 0.117647 [{'versionNumber': 1, 'creationDate': '2018-09... \n", + "138 0.705882 [{'versionNumber': 1, 'creationDate': '2019-04... \n", + "139 0.764706 [{'versionNumber': 4, 'creationDate': '2019-07... \n", + "140 0.176471 [{'versionNumber': 1, 'creationDate': '2019-01... \n", + "141 0.235294 [{'versionNumber': 1, 'creationDate': '2019-05... \n", + "142 0.735294 [{'versionNumber': 2, 'creationDate': '2018-02... \n", + "143 0.500000 [{'versionNumber': 1, 'creationDate': '2017-10... \n", + "144 0.235294 [{'versionNumber': 1, 'creationDate': '2017-09... \n", + "145 0.882353 [{'versionNumber': 3, 'creationDate': '2017-03... \n", + "146 0.125000 [{'versionNumber': 1, 'creationDate': '2018-11... \n", + "147 0.375000 [{'versionNumber': 1, 'creationDate': '2019-03... \n", + "148 0.735294 [{'versionNumber': 1, 'creationDate': '2017-06... \n", + "149 0.176471 [{'versionNumber': 1, 'creationDate': '2019-06... \n", + "150 0.647059 [{'versionNumber': 4, 'creationDate': '2018-10... \n", + "151 0.764706 [{'versionNumber': 15, 'creationDate': '2018-0... \n", + "\n", + " viewCount voteCount \n", + "0 76165 378 \n", + "1 7763 12 \n", + "2 5817 18 \n", + "3 1231 2 \n", + "4 2591 21 \n", + "5 1484 1 \n", + "6 408 5 \n", + "7 1019 3 \n", + "8 140217 343 \n", + "9 810 4 \n", + "10 21344 122 \n", + "11 18834 120 \n", + "12 8214 30 \n", + "13 95076 367 \n", + "14 1229 11 \n", + "15 954 3 \n", + "16 29552 85 \n", + "17 1297 4 \n", + "18 1689 7 \n", + "19 1703 5 \n", + "20 41821 104 \n", + "21 10644 47 \n", + "22 2591 21 \n", + "23 1616 5 \n", + "24 4842 37 \n", + "25 573 3 \n", + "26 799 5 \n", + "27 1321 3 \n", + "28 325817 1282 \n", + "29 95076 367 \n", + ".. ... ... \n", + "122 19969 75 \n", + "123 9120 19 \n", + "124 20778 50 \n", + "125 13194 44 \n", + "126 14963 32 \n", + "127 3912 27 \n", + "128 11310 33 \n", + "129 7918 22 \n", + "130 1963 15 \n", + "131 8176 20 \n", + "132 140617 336 \n", + "133 11583 24 \n", + "134 2992 15 \n", + "135 929 4 \n", + "136 44048 237 \n", + "137 1504 8 \n", + "138 577 2 \n", + "139 369 0 \n", + "140 1171 6 \n", + "141 107 1 \n", + "142 23022 114 \n", + "143 937 2 \n", + "144 1117 1 \n", + "145 8578 26 \n", + "146 499 1 \n", + "147 185 0 \n", + "148 5928 22 \n", + "149 67 0 \n", + "150 4000 8 \n", + "151 29083 83 \n", + "\n", + "[152 rows x 26 columns]" + ] + }, + "execution_count": 196, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metadata_df = pd.DataFrame(metadata_datasets_list)\n", + "metadata_df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Selección de columnas" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Seleccioné las columnas que considero útiles." + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": {}, + "outputs": [], + "source": [ + "useful_key_metadata = ['title','subtitle','description','lastUpdated','ref','totalBytes','url','tags','downloadCount','licenseName',\n", + " 'kernelCount','versions','usabilityRating'] " + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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titlesubtitledescriptionlastUpdatedreftotalBytesurltagsdownloadCountlicenseNamekernelCountversionsusabilityRating
0Every Cryptocurrency Daily Market PriceDaily crypto markets open, close, low, high da...# Cryptocurrency Market Data\\n## Historical Cr...2018-12-01T13:56:58.277Zjessevent/all-crypto-currencies23636187https://www.kaggle.com/jessevent/all-crypto-cu...[{'ref': 'finance', 'competitionCount': 4, 'da...9028Other (specified in description)63[{'versionNumber': 17, 'creationDate': '2018-1...0.852941
1Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-12-03T18:55:04.34Zacostasg/crypto-currencies1321667https://www.kaggle.com/acostasg/crypto-currencies[{'ref': 'finance', 'competitionCount': 4, 'da...565Database: Open Database, Contents: Database Co...2[{'versionNumber': 8, 'creationDate': '2017-12...0.705882
2Analysis about crypto currencies and Stock IndexRelation and patterns between movements of sto...«Datasets per la comparació de moviments i pat...2017-12-13T22:38:33.32Zacostasg/cryptocurrenciesvsstockindex681413https://www.kaggle.com/acostasg/cryptocurrenci...[{'ref': 'economics', 'competitionCount': 0, '...515Database: Open Database, Contents: © Original ...1[{'versionNumber': 2, 'creationDate': '2017-12...0.705882
3Currencies### Context\\n\\nThis is a different timeframe c...2017-09-24T19:50:59.687Zmitillo/currencies1151577https://www.kaggle.com/mitillo/currencies[]134Unknown1[{'versionNumber': 3, 'creationDate': '2017-09...0.411765
4Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates596854https://www.kaggle.com/thebasss/currency-excha...[{'ref': 'finance', 'competitionCount': 4, 'da...516CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-05...0.647059
5Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-11-07T20:19:07.32Zacostasg/crypto-currencies-data1082628https://www.kaggle.com/acostasg/crypto-currenc...[{'ref': 'finance', 'competitionCount': 4, 'da...160Database: Open Database, Contents: Database Co...0[{'versionNumber': 1, 'creationDate': '2017-11...0.647059
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480602984https://www.kaggle.com/wanderdust/coin-images[{'ref': 'image data', 'competitionCount': 63,...69Other (specified in description)1[{'versionNumber': 1, 'creationDate': '2019-03...0.937500
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...3657https://www.kaggle.com/luigimersico/exchange-r...[{'ref': 'economics', 'competitionCount': 0, '...102Unknown2[{'versionNumber': 1, 'creationDate': '2017-06...0.529412
8Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory715347https://www.kaggle.com/sudalairajkumar/cryptoc...[{'ref': 'finance', 'competitionCount': 4, 'da...19238CC0: Public Domain39[{'versionNumber': 13, 'creationDate': '2018-0...0.705882
9Price History of 1654 Crypto-CurrenciesHistorical Coin Prices to Understand the Big P...### Context\\n\\nHere's one of the largest Crypt...2018-06-09T02:44:13.39Zulascengiz/price-history-of-1654-cryptocurrencies19131516https://www.kaggle.com/ulascengiz/price-histor...[{'ref': 'economics', 'competitionCount': 0, '...101Other (specified in description)0[{'versionNumber': 1, 'creationDate': '2018-06...0.687500
10Complete Cryptocurrency Market HistoryDaily historical prices for all cryptocurrenci...### Cryptocurrencies\\n\\nCryptocurrencies are f...2018-09-29T15:17:17.567Ztaniaj/cryptocurrency-market-history-coinmarke...13939281https://www.kaggle.com/taniaj/cryptocurrency-m...[{'ref': 'economics', 'competitionCount': 0, '...3100CC0: Public Domain8[{'versionNumber': 9, 'creationDate': '2018-09...0.764706
11Complete Historical Cryptocurrency Financial DataTop 200 Cryptocurrencies by Marketcap**Context**\\n\\nRecent growing interest in cryp...2019-04-25T00:37:10.423Zphilmohun/cryptocurrency-financial-data348672https://www.kaggle.com/philmohun/cryptocurrenc...[{'ref': 'finance', 'competitionCount': 4, 'da...2844CC0: Public Domain4[{'versionNumber': 3, 'creationDate': '2019-04...0.852941
12Exchange RatesExchange rates as far back as 1971 between the...The Federal Reserve's H.10 statistical release...2017-09-05T20:29:37.953Zfederalreserve/exchange-rates659356https://www.kaggle.com/federalreserve/exchange...[{'ref': 'economics', 'competitionCount': 0, '...1240CC0: Public Domain13[{'versionNumber': 1, 'creationDate': '2017-09...0.823529
13Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5732263https://www.kaggle.com/shrutimehta/zomato-rest...[{'ref': 'food and drink', 'competitionCount':...19125CC0: Public Domain54[{'versionNumber': 2, 'creationDate': '2018-03...0.794118
14Meta NumeraiNumerai Tournament Results### Context\\n\\nNumer.ai tournament results\\n\\n...2019-07-01T08:29:53.457Zgaborfodor/meta-numerai41912215https://www.kaggle.com/gaborfodor/meta-numerai[{'ref': 'finance', 'competitionCount': 4, 'da...98CC0: Public Domain11[{'versionNumber': 36, 'creationDate': '2019-0...0.705882
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data313499https://www.kaggle.com/anasshahid88/crypto-mar...[{'ref': 'money', 'competitionCount': 1, 'data...163CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2018-05...0.647059
16Ethereum BlockchainComplete live historical Ethereum blockchain d...## Context\\n\\nBitcoin and other cryptocurrenci...2019-03-04T14:57:55.953Zbigquery/ethereum-blockchain910127001043https://www.kaggle.com/bigquery/ethereum-block...[{'ref': 'finance', 'competitionCount': 4, 'da...0CC0: Public Domain20[{'versionNumber': 4, 'creationDate': '2019-03...0.705882
17Bitcoin & Altcoins in 2017Price transition of bitcoin and altcoins in 2017### Context\\n\\nI made this dataset for Courser...2017-12-31T15:01:20.877Zminaba/bitcoin-altcoins-in-2017803789https://www.kaggle.com/minaba/bitcoin-altcoins...[{'ref': 'economics', 'competitionCount': 0, '...149CC BY-SA 4.03[{'versionNumber': 1, 'creationDate': '2017-12...0.705882
18Predict Future Sales SupplementaryDataset provides some supplementary data for P...# Kaggle Challenge: Predict Future Sales.\\nThi...2018-05-10T13:07:40.25Zkazimanil/predict-future-sales-supplementary354256https://www.kaggle.com/kazimanil/predict-futur...[{'ref': 'future prediction', 'competitionCoun...241Database: Open Database, Contents: Database Co...4[{'versionNumber': 3, 'creationDate': '2018-05...0.764706
19Kickstarter videogames released on SteamA dataset collected from Kickstarter and SteamSpy### Context\\n\\nI have generated this set of au...2018-01-21T23:54:08.17Ztonyplaysguitar/steam-spy-data-from-api-request1080727https://www.kaggle.com/tonyplaysguitar/steam-s...[{'ref': 'video games', 'competitionCount': 1,...181CC0: Public Domain2[{'versionNumber': 4, 'creationDate': '2018-01...0.875000
20Demonetization in India Twitter DataData extracted from Twitter regarding the rece...# Context\\n\\nThe **demonetization of ₹500 and ...2017-04-21T17:35:02.253Zarathee2/demonetization-in-india-twitter-data990156https://www.kaggle.com/arathee2/demonetization...[{'ref': 'finance', 'competitionCount': 4, 'da...4779Unknown171[{'versionNumber': 3, 'creationDate': '2017-04...0.735294
21EURUSD - 15m - 2010-2016FOREX currency rates data for EURUSD, 15 minut...# Context \\n\\nI've always wanted to have a pro...2017-02-22T14:42:13.003Zmeehau/EURUSD3494511https://www.kaggle.com/meehau/EURUSD[{'ref': 'finance', 'competitionCount': 4, 'da...1456CC BY-NC-SA 4.012[{'versionNumber': 2, 'creationDate': '2017-02...0.823529
22Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates596854https://www.kaggle.com/thebasss/currency-excha...[{'ref': 'finance', 'competitionCount': 4, 'da...516CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-05...0.647059
23Currency Exchange RateCurrency Exchange Rate from 1950-2017### Context\\n\\nThe data set consist currency e...2018-02-27T16:33:39.507Zsudhirnl7/currency-excahnge-rate26714https://www.kaggle.com/sudhirnl7/currency-exca...[{'ref': 'finance', 'competitionCount': 4, 'da...182CC0: Public Domain1[{'versionNumber': 4, 'creationDate': '2018-02...0.735294
24Binance Crypto KlinesMinutely crypto currency open/close prices, hi...### Context\\n\\nEach file contains klines for 1...2018-04-08T09:58:41.477Zbinance/binance-crypto-klines1004510014https://www.kaggle.com/binance/binance-crypto-...[{'ref': 'economics', 'competitionCount': 0, '...486CC0: Public Domain1[{'versionNumber': 5, 'creationDate': '2018-04...0.750000
25Iraqi Money العملة العراقيةObject detection dataset for Iraqi currency### Object detection dataset for Iraqi currenc...2018-08-23T09:28:29.143Zhusamaamer/iraqi-currency-1435021165https://www.kaggle.com/husamaamer/iraqi-currency-[{'ref': 'object detection', 'competitionCount...40Unknown2[{'versionNumber': 2, 'creationDate': '2018-08...0.687500
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393638972https://www.kaggle.com/tencars/392-crypto-curr...[{'ref': 'economics', 'competitionCount': 0, '...94CC BY-SA 4.02[{'versionNumber': 2, 'creationDate': '2019-07...1.000000
27Crypto currency dataHigh resolution data of all BTC based pairs fr...### Context\\nOne week of highly resolved crypt...2018-04-15T16:42:18.337Zmhansinger/bittrex-bitcoin-pairs44064008https://www.kaggle.com/mhansinger/bittrex-bitc...[{'ref': 'economics', 'competitionCount': 0, '...126CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-04...0.647059
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123326534https://www.kaggle.com/mczielinski/bitcoin-his...[{'ref': 'finance', 'competitionCount': 4, 'da...43214CC BY-SA 4.0128[{'versionNumber': 16, 'creationDate': '2019-0...1.000000
29Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5732263https://www.kaggle.com/shrutimehta/zomato-rest...[{'ref': 'food and drink', 'competitionCount':...19125CC0: Public Domain54[{'versionNumber': 2, 'creationDate': '2018-03...0.794118
..........................................
122NEWS SUMMARYGenerating short length descriptions of news a...### Context\\n\\nI am currently working on summa...2019-02-11T09:03:28.783Zsunnysai12345/news-summary20492757https://www.kaggle.com/sunnysai12345/news-summary[{'ref': 'linguistics', 'competitionCount': 6,...2321GPL 23[{'versionNumber': 2, 'creationDate': '2019-02...0.764706
123News ArticlesThis dataset include articles from 2015 till date# Content\\n\\nThis Dataset is scraped from http...2017-04-30T11:02:29.487Zasad1m9a9h6mood/news-articles1916427https://www.kaggle.com/asad1m9a9h6mood/news-ar...[{'ref': 'linguistics', 'competitionCount': 6,...1253CC0: Public Domain7[{'versionNumber': 1, 'creationDate': '2017-04...0.823529
12420 NewsgroupsA collection of ~18,000 newsgroup documents fr...### Context\\n\\nThis dataset is a collection ne...2017-07-26T21:05:38.987Zcrawford/20-newsgroups28248814https://www.kaggle.com/crawford/20-newsgroups[{'ref': 'internet', 'competitionCount': 15, '...2280Other (specified in description)9[{'versionNumber': 1, 'creationDate': '2017-07...0.823529
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282624224https://www.kaggle.com/therohk/global-news-week[{'ref': 'internet', 'competitionCount': 15, '...1047CC0: Public Domain8[{'versionNumber': 4, 'creationDate': '2019-04...0.941176
126Hacker News CorpusA subset of all Hacker News articles### Context\\n\\nThis dataset contains a randomi...2017-06-29T20:16:20.2Zhacker-news/hacker-news-corpus667291612https://www.kaggle.com/hacker-news/hacker-news...[{'ref': 'internet', 'competitionCount': 15, '...674Other (specified in description)4[{'versionNumber': 2, 'creationDate': '2017-06...0.823529
127News of the Brazilian Newspaper167.053 news of the site Folha de São Paulo (B...### Content\\n\\nThe dataset consists of 167.053...2019-06-05T03:33:51.58Zmarlesson/news-of-the-site-folhauol193086895https://www.kaggle.com/marlesson/news-of-the-s...[{'ref': 'languages', 'competitionCount': 2, '...947CC0: Public Domain7[{'versionNumber': 2, 'creationDate': '2019-06...0.705882
128The Examiner - SpamClickBait News DatasetSiX Years of Crowd Sourced Journalism### Context\\n\\nPresenting a compendium of crow...2019-06-22T12:03:21.843Ztherohk/examine-the-examiner148217226https://www.kaggle.com/therohk/examine-the-exa...[{'ref': 'linguistics', 'competitionCount': 6,...821CC0: Public Domain4[{'versionNumber': 6, 'creationDate': '2019-06...0.823529
129BBC News SummaryExtractive Summarization of BBC News Articles### Context\\n\\nText summarization is a way to ...2018-05-06T11:08:19.42Zpariza/bbc-news-summary3928416https://www.kaggle.com/pariza/bbc-news-summary[{'ref': 'nlp', 'competitionCount': 3, 'datase...1470CC0: Public Domain2[{'versionNumber': 2, 'creationDate': '2018-05...0.750000
130Yet Another Chinese News DatasetWith Article Titles, Descriptions, Cover Image...A collections of news articles in Traditional ...2019-07-11T17:01:17.377Zceshine/yet-another-chinese-news-dataset24983959https://www.kaggle.com/ceshine/yet-another-chi...[{'ref': 'nlp', 'competitionCount': 3, 'datase...137CC BY-SA 4.04[{'versionNumber': 7, 'creationDate': '2019-07...1.000000
131Old NewspapersA cleaned subset of HC Corpora newspapers### Context\\n\\nThe [HC Corpora](https://web.ar...2017-11-16T04:53:55.98Zalvations/old-newspapers2196786581https://www.kaggle.com/alvations/old-newspapers[{'ref': 'internet', 'competitionCount': 15, '...847CC0: Public Domain3[{'versionNumber': 6, 'creationDate': '2017-11...0.750000
132Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21412001https://www.kaggle.com/mrisdal/fake-news[{'ref': 'politics', 'competitionCount': 0, 'd...12746CC0: Public Domain93[{'versionNumber': 1, 'creationDate': '2016-11...0.852941
133Fake News detection2017-12-07T20:39:58Zjruvika/fake-news-detection5123582https://www.kaggle.com/jruvika/fake-news-detec...[]1453Database: Open Database, Contents: © Original ...6[{'versionNumber': 1, 'creationDate': '2017-12...0.294118
134FakeNewsNetFake News, MisInformation, Data Mining##FakeNewsNet\\nThis is a repository for an ong...2018-11-02T19:08:58.527Zmdepak/fakenewsnet17009927https://www.kaggle.com/mdepak/fakenewsnet[{'ref': 'nlp', 'competitionCount': 3, 'datase...535CC BY-NC-SA 4.04[{'versionNumber': 1, 'creationDate': '2018-11...0.764706
135Fake-News-DatasetTwo fake news datasets covering seven differen...## Introduction\\nThis describes two fake news ...2019-04-19T08:39:12.863Zsumanthvrao/fakenewsdataset2084538https://www.kaggle.com/sumanthvrao/fakenewsdat...[{'ref': 'lstm', 'competitionCount': 0, 'datas...165Unknown2[{'versionNumber': 3, 'creationDate': '2019-04...0.562500
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3425749https://www.kaggle.com/rmisra/news-headlines-d...[{'ref': 'classification', 'competitionCount':...5694CC0: Public Domain48[{'versionNumber': 2, 'creationDate': '2019-07...1.000000
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519121643https://www.kaggle.com/pontes/fake-news-sample[]231Unknown1[{'versionNumber': 1, 'creationDate': '2018-09...0.117647
138WSDM - Fake News ClassificationIdentify the fake news.# Background\\n\\nWSDM (pronounced \"wisdom\") is ...2019-04-02T06:13:39.013Zwsdmcup/wsdm-fake-news-classification36152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...[{'ref': 'nlp', 'competitionCount': 3, 'datase...63Unknown1[{'versionNumber': 1, 'creationDate': '2019-04...0.705882
139Fake News DataA collection of fake news (headlines) datasets## Datasets\\n\\nData stored in this dataset com...2019-07-16T22:34:49.547Zantmarakis/fake-news-data38477999https://www.kaggle.com/antmarakis/fake-news-data[{'ref': 'text data', 'competitionCount': 25, ...33Unknown6[{'versionNumber': 4, 'creationDate': '2019-07...0.764706
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset435844https://www.kaggle.com/ksaivenketpatro/fake-ne...[]178Unknown1[{'versionNumber': 1, 'creationDate': '2019-01...0.176471
141Fake newsFor Fake news detection using Machine Learning2019-05-20T05:02:15.39Zmohit28rawat/fake-news48165856https://www.kaggle.com/mohit28rawat/fake-news[]27Unknown2[{'versionNumber': 1, 'creationDate': '2019-05...0.235294
142Russian Troll Tweets200,000 malicious-account tweets captured by NBC### Context\\n\\nAs part of the House Intelligen...2018-02-15T00:49:04.63Zvikasg/russian-troll-tweets21993810https://www.kaggle.com/vikasg/russian-troll-tw...[{'ref': 'internet', 'competitionCount': 15, '...2291CC0: Public Domain8[{'versionNumber': 2, 'creationDate': '2018-02...0.735294
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...[]135CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2017-10...0.500000
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news1236https://www.kaggle.com/mrisdal/not-fake-news[]58CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2017-09...0.235294
145Who starts and who debunks rumorsWebpages cited by rumor trackers# Context \\n\\n[Emergent.info](http://www.emerg...2017-03-27T15:02:32.653Zarminehn/rumor-citation1455017https://www.kaggle.com/arminehn/rumor-citation[{'ref': 'linguistics', 'competitionCount': 6,...856CC0: Public Domain10[{'versionNumber': 3, 'creationDate': '2017-03...0.882353
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...[]66Unknown1[{'versionNumber': 1, 'creationDate': '2018-11...0.125000
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset40272https://www.kaggle.com/munagazzai/fake-news-de...[{'ref': 'twitter', 'competitionCount': 0, 'da...23Unknown1[{'versionNumber': 1, 'creationDate': '2019-03...0.375000
148Fact-Checking Facebook Politics PagesHyperpartisan Facebook pages and misleading in...### Context\\n\\nDuring the 2016 US presidential...2017-06-05T19:09:40.407Zmrisdal/fact-checking-facebook-politics-pages46870https://www.kaggle.com/mrisdal/fact-checking-f...[{'ref': 'internet', 'competitionCount': 15, '...633Unknown10[{'versionNumber': 1, 'creationDate': '2017-06...0.735294
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210153734https://www.kaggle.com/ad6398/aossie-fake-news...[]6Unknown2[{'versionNumber': 1, 'creationDate': '2019-06...0.176471
150Boatos de WhatsApp e outros do BoatosOrg (pt +...1900 boatos (pt) + 130 rumores (es) desmentido...### Contexto\\n\\nBoatos são compartilhados em m...2018-10-24T22:31:23.51Zrogeriochaves/boatos-de-whatsapp-boatosorg444433https://www.kaggle.com/rogeriochaves/boatos-de...[{'ref': 'internet', 'competitionCount': 15, '...66CC0: Public Domain1[{'versionNumber': 4, 'creationDate': '2018-10...0.647059
151Predict Pakistan Elections 2018Help Us Predict the Next Winner### Context\\n\\nHere comes the July 25th 2018 a...2018-07-30T07:32:41.157Zzusmani/predict-pakistan-elections-201848731676https://www.kaggle.com/zusmani/predict-pakista...[{'ref': 'data visualization', 'competitionCou...1201Data files © Original Authors17[{'versionNumber': 15, 'creationDate': '2018-0...0.764706
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152 rows × 13 columns

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" + ], + "text/plain": [ + " title \\\n", + "0 Every Cryptocurrency Daily Market Price \n", + "1 Crypto Currencies \n", + "2 Analysis about crypto currencies and Stock Index \n", + "3 Currencies \n", + "4 Currency Exchange Rates \n", + "5 Crypto Currencies \n", + "6 World Coins \n", + "7 Exchange rate BRIC currencies/US dollar \n", + "8 Cryptocurrency Historical Prices \n", + "9 Price History of 1654 Crypto-Currencies \n", + "10 Complete Cryptocurrency Market History \n", + "11 Complete Historical Cryptocurrency Financial Data \n", + "12 Exchange Rates \n", + "13 Zomato Restaurants Data \n", + "14 Meta Numerai \n", + "15 Crypto Market Data \n", + "16 Ethereum Blockchain \n", + "17 Bitcoin & Altcoins in 2017 \n", + "18 Predict Future Sales Supplementary \n", + "19 Kickstarter videogames released on Steam \n", + "20 Demonetization in India Twitter Data \n", + "21 EURUSD - 15m - 2010-2016 \n", + "22 Currency Exchange Rates \n", + "23 Currency Exchange Rate \n", + "24 Binance Crypto Klines \n", + "25 Iraqi Money العملة العراقية \n", + "26 401 crypto currency pairs at 1-minute resolution \n", + "27 Crypto currency data \n", + "28 Bitcoin Historical Data \n", + "29 Zomato Restaurants Data \n", + ".. ... \n", + "122 NEWS SUMMARY \n", + "123 News Articles \n", + "124 20 Newsgroups \n", + "125 One Week of Global News Feeds \n", + "126 Hacker News Corpus \n", + "127 News of the Brazilian Newspaper \n", + "128 The Examiner - SpamClickBait News Dataset \n", + "129 BBC News Summary \n", + "130 Yet Another Chinese News Dataset \n", + "131 Old Newspapers \n", + "132 Getting Real about Fake News \n", + "133 Fake News detection \n", + "134 FakeNewsNet \n", + "135 Fake-News-Dataset \n", + "136 News Headlines Dataset For Sarcasm Detection \n", + "137 Fake News Sample \n", + "138 WSDM - Fake News Classification \n", + "139 Fake News Data \n", + "140 Fake News Detection Dataset \n", + "141 Fake news \n", + "142 Russian Troll Tweets \n", + "143 Snopes_fake_legit_news \n", + "144 Not Fake News \n", + "145 Who starts and who debunks rumors \n", + "146 WSDM - Fake News Classification \n", + "147 Fake News Detection Dataset \n", + "148 Fact-Checking Facebook Politics Pages \n", + "149 AOSSIE: Fake News Detection datasets \n", + "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... \n", + "151 Predict Pakistan Elections 2018 \n", + "\n", + " subtitle \\\n", + "0 Daily crypto markets open, close, low, high da... \n", + "1 Cryptocurrency Market Capitalizations \n", + "2 Relation and patterns between movements of sto... \n", + "3 \n", + "4 Daily exchange rates for 51 currencies from 19... \n", + "5 Cryptocurrency Market Capitalizations \n", + "6 A collection of coin images from 32 different ... \n", + "7 historical data monthly frequencies 01/07/1997... \n", + "8 Prices of top cryptocurrencies including Bitco... \n", + "9 Historical Coin Prices to Understand the Big P... \n", + "10 Daily historical prices for all cryptocurrenci... \n", + "11 Top 200 Cryptocurrencies by Marketcap \n", + "12 Exchange rates as far back as 1971 between the... \n", + "13 Analyzing the best restaurants of the major ci... \n", + "14 Numerai Tournament Results \n", + "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", + "16 Complete live historical Ethereum blockchain d... \n", + "17 Price transition of bitcoin and altcoins in 2017 \n", + "18 Dataset provides some supplementary data for P... \n", + "19 A dataset collected from Kickstarter and SteamSpy \n", + "20 Data extracted from Twitter regarding the rece... \n", + "21 FOREX currency rates data for EURUSD, 15 minut... \n", + "22 Daily exchange rates for 51 currencies from 19... \n", + "23 Currency Exchange Rate from 1950-2017 \n", + "24 Minutely crypto currency open/close prices, hi... \n", + "25 Object detection dataset for Iraqi currency \n", + "26 Historical crypto currency data from the Bitfi... \n", + "27 High resolution data of all BTC based pairs fr... \n", + "28 Bitcoin data at 1-min intervals from select ex... \n", + "29 Analyzing the best restaurants of the major ci... \n", + ".. ... \n", + "122 Generating short length descriptions of news a... \n", + "123 This dataset include articles from 2015 till date \n", + "124 A collection of ~18,000 newsgroup documents fr... \n", + "125 7 days of tracking 20k news feeds worldwide \n", + "126 A subset of all Hacker News articles \n", + "127 167.053 news of the site Folha de São Paulo (B... \n", + "128 SiX Years of Crowd Sourced Journalism \n", + "129 Extractive Summarization of BBC News Articles \n", + "130 With Article Titles, Descriptions, Cover Image... \n", + "131 A cleaned subset of HC Corpora newspapers \n", + "132 Text & metadata from fake & biased news source... \n", + "133 \n", + "134 Fake News, MisInformation, Data Mining \n", + "135 Two fake news datasets covering seven differen... \n", + "136 High quality dataset for the task of Sarcasm D... \n", + "137 \n", + "138 Identify the fake news. \n", + "139 A collection of fake news (headlines) datasets \n", + "140 Detection of Fake News \n", + "141 For Fake news detection using Machine Learning \n", + "142 200,000 malicious-account tweets captured by NBC \n", + "143 Articles taken by Snopes.com \n", + "144 \n", + "145 Webpages cited by rumor trackers \n", + "146 \n", + "147 \n", + "148 Hyperpartisan Facebook pages and misleading in... \n", + "149 \n", + "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", + "151 Help Us Predict the Next Winner \n", + "\n", + " description \\\n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", + "1 «Datasets per la comparació de moviments i pat... \n", + "2 «Datasets per la comparació de moviments i pat... \n", + "3 ### Context\\n\\nThis is a different timeframe c... \n", + "4 This dataset contains the daily currency excha... \n", + "5 «Datasets per la comparació de moviments i pat... \n", + "6 ### Context\\n\\nI put together this dataset whe... \n", + "7 ### Content\\n\\nover 10 years of historical exc... \n", + "8 ### Context\\n\\nThings like Block chain, Bitcoi... \n", + "9 ### Context\\n\\nHere's one of the largest Crypt... \n", + "10 ### Cryptocurrencies\\n\\nCryptocurrencies are f... \n", + "11 **Context**\\n\\nRecent growing interest in cryp... \n", + "12 The Federal Reserve's H.10 statistical release... \n", + "13 ### Context\\n\\nI really get fascinated by good... \n", + "14 ### Context\\n\\nNumer.ai tournament results\\n\\n... \n", + "15 ### Context\\n\\nHistorical data for crypto curr... \n", + "16 ## Context\\n\\nBitcoin and other cryptocurrenci... \n", + "17 ### Context\\n\\nI made this dataset for Courser... \n", + "18 # Kaggle Challenge: Predict Future Sales.\\nThi... \n", + "19 ### Context\\n\\nI have generated this set of au... \n", + "20 # Context\\n\\nThe **demonetization of ₹500 and ... \n", + "21 # Context \\n\\nI've always wanted to have a pro... \n", + "22 This dataset contains the daily currency excha... \n", + "23 ### Context\\n\\nThe data set consist currency e... \n", + "24 ### Context\\n\\nEach file contains klines for 1... \n", + "25 ### Object detection dataset for Iraqi currenc... \n", + "26 ## About this dataset\\n\\nWith the rise of cryp... \n", + "27 ### Context\\nOne week of highly resolved crypt... \n", + "28 ### Context \\nBitcoin is the longest running a... \n", + "29 ### Context\\n\\nI really get fascinated by good... \n", + ".. ... \n", + "122 ### Context\\n\\nI am currently working on summa... \n", + "123 # Content\\n\\nThis Dataset is scraped from http... \n", + "124 ### Context\\n\\nThis dataset is a collection ne... \n", + "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", + "126 ### Context\\n\\nThis dataset contains a randomi... \n", + "127 ### Content\\n\\nThe dataset consists of 167.053... \n", + "128 ### Context\\n\\nPresenting a compendium of crow... \n", + "129 ### Context\\n\\nText summarization is a way to ... \n", + "130 A collections of news articles in Traditional ... \n", + "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... \n", + "132 The latest hot topic in the news is fake news ... \n", + "133 \n", + "134 ##FakeNewsNet\\nThis is a repository for an ong... \n", + "135 ## Introduction\\nThis describes two fake news ... \n", + "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", + "137 \n", + "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... \n", + "139 ## Datasets\\n\\nData stored in this dataset com... \n", + "140 \n", + "141 \n", + "142 ### Context\\n\\nAs part of the House Intelligen... \n", + "143 ### Context\\n\\nI did this in order to share th... \n", + "144 \n", + "145 # Context \\n\\n[Emergent.info](http://www.emerg... \n", + "146 \n", + "147 \n", + "148 ### Context\\n\\nDuring the 2016 US presidential... \n", + "149 \n", + "150 ### Contexto\\n\\nBoatos são compartilhados em m... \n", + "151 ### Context\\n\\nHere comes the July 25th 2018 a... \n", + "\n", + " lastUpdated \\\n", + "0 2018-12-01T13:56:58.277Z \n", + "1 2017-12-03T18:55:04.34Z \n", + "2 2017-12-13T22:38:33.32Z \n", + "3 2017-09-24T19:50:59.687Z \n", + "4 2018-05-02T17:48:28.943Z \n", + "5 2017-11-07T20:19:07.32Z \n", + "6 2019-03-27T09:26:10.133Z \n", + "7 2017-06-15T14:52:31.757Z \n", + "8 2018-02-21T12:36:47.22Z \n", + "9 2018-06-09T02:44:13.39Z \n", + "10 2018-09-29T15:17:17.567Z \n", + "11 2019-04-25T00:37:10.423Z \n", + "12 2017-09-05T20:29:37.953Z \n", + "13 2018-03-13T04:56:25.81Z \n", + "14 2019-07-01T08:29:53.457Z \n", + "15 2018-05-08T14:38:02.187Z \n", + "16 2019-03-04T14:57:55.953Z \n", + "17 2017-12-31T15:01:20.877Z \n", + "18 2018-05-10T13:07:40.25Z \n", + "19 2018-01-21T23:54:08.17Z \n", + "20 2017-04-21T17:35:02.253Z \n", + "21 2017-02-22T14:42:13.003Z \n", + "22 2018-05-02T17:48:28.943Z \n", + "23 2018-02-27T16:33:39.507Z \n", + "24 2018-04-08T09:58:41.477Z \n", + "25 2018-08-23T09:28:29.143Z \n", + "26 2019-07-09T21:25:22.227Z \n", + "27 2018-04-15T16:42:18.337Z \n", + "28 2019-03-15T16:22:58.397Z \n", + "29 2018-03-13T04:56:25.81Z \n", + ".. ... 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bigquery/ethereum-blockchain 910127001043 \n", + "17 minaba/bitcoin-altcoins-in-2017 803789 \n", + "18 kazimanil/predict-future-sales-supplementary 354256 \n", + "19 tonyplaysguitar/steam-spy-data-from-api-request 1080727 \n", + "20 arathee2/demonetization-in-india-twitter-data 990156 \n", + "21 meehau/EURUSD 3494511 \n", + "22 thebasss/currency-exchange-rates 596854 \n", + "23 sudhirnl7/currency-excahnge-rate 26714 \n", + "24 binance/binance-crypto-klines 1004510014 \n", + "25 husamaamer/iraqi-currency- 1435021165 \n", + "26 tencars/392-crypto-currency-pairs-at-minute-re... 393638972 \n", + "27 mhansinger/bittrex-bitcoin-pairs 44064008 \n", + "28 mczielinski/bitcoin-historical-data 123326534 \n", + "29 shrutimehta/zomato-restaurants-data 5732263 \n", + ".. ... ... \n", + "122 sunnysai12345/news-summary 20492757 \n", + "123 asad1m9a9h6mood/news-articles 1916427 \n", + "124 crawford/20-newsgroups 28248814 \n", + "125 therohk/global-news-week 282624224 \n", + "126 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https://www.kaggle.com/taniaj/cryptocurrency-m... \n", + "11 https://www.kaggle.com/philmohun/cryptocurrenc... \n", + "12 https://www.kaggle.com/federalreserve/exchange... \n", + "13 https://www.kaggle.com/shrutimehta/zomato-rest... \n", + "14 https://www.kaggle.com/gaborfodor/meta-numerai \n", + "15 https://www.kaggle.com/anasshahid88/crypto-mar... \n", + "16 https://www.kaggle.com/bigquery/ethereum-block... \n", + "17 https://www.kaggle.com/minaba/bitcoin-altcoins... \n", + "18 https://www.kaggle.com/kazimanil/predict-futur... \n", + "19 https://www.kaggle.com/tonyplaysguitar/steam-s... \n", + "20 https://www.kaggle.com/arathee2/demonetization... \n", + "21 https://www.kaggle.com/meehau/EURUSD \n", + "22 https://www.kaggle.com/thebasss/currency-excha... \n", + "23 https://www.kaggle.com/sudhirnl7/currency-exca... \n", + "24 https://www.kaggle.com/binance/binance-crypto-... \n", + "25 https://www.kaggle.com/husamaamer/iraqi-currency- \n", + "26 https://www.kaggle.com/tencars/392-crypto-curr... \n", + "27 https://www.kaggle.com/mhansinger/bittrex-bitc... \n", + "28 https://www.kaggle.com/mczielinski/bitcoin-his... \n", + "29 https://www.kaggle.com/shrutimehta/zomato-rest... \n", + ".. ... \n", + "122 https://www.kaggle.com/sunnysai12345/news-summary \n", + "123 https://www.kaggle.com/asad1m9a9h6mood/news-ar... \n", + "124 https://www.kaggle.com/crawford/20-newsgroups \n", + "125 https://www.kaggle.com/therohk/global-news-week \n", + "126 https://www.kaggle.com/hacker-news/hacker-news... \n", + "127 https://www.kaggle.com/marlesson/news-of-the-s... \n", + "128 https://www.kaggle.com/therohk/examine-the-exa... \n", + "129 https://www.kaggle.com/pariza/bbc-news-summary \n", + "130 https://www.kaggle.com/ceshine/yet-another-chi... \n", + "131 https://www.kaggle.com/alvations/old-newspapers \n", + "132 https://www.kaggle.com/mrisdal/fake-news \n", + "133 https://www.kaggle.com/jruvika/fake-news-detec... \n", + "134 https://www.kaggle.com/mdepak/fakenewsnet \n", + "135 https://www.kaggle.com/sumanthvrao/fakenewsdat... \n", + "136 https://www.kaggle.com/rmisra/news-headlines-d... \n", + "137 https://www.kaggle.com/pontes/fake-news-sample \n", + "138 https://www.kaggle.com/wsdmcup/wsdm-fake-news-... \n", + "139 https://www.kaggle.com/antmarakis/fake-news-data \n", + "140 https://www.kaggle.com/ksaivenketpatro/fake-ne... \n", + "141 https://www.kaggle.com/mohit28rawat/fake-news \n", + "142 https://www.kaggle.com/vikasg/russian-troll-tw... \n", + "143 https://www.kaggle.com/ciotolaaaa/snopes-fake-... \n", + "144 https://www.kaggle.com/mrisdal/not-fake-news \n", + "145 https://www.kaggle.com/arminehn/rumor-citation \n", + "146 https://www.kaggle.com/xuyinjie/wsdm-fake-news... \n", + "147 https://www.kaggle.com/munagazzai/fake-news-de... \n", + "148 https://www.kaggle.com/mrisdal/fact-checking-f... \n", + "149 https://www.kaggle.com/ad6398/aossie-fake-news... \n", + "150 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[{'versionNumber': 15, 'creationDate': '2018-0... 0.764706 \n", + "\n", + "[152 rows x 13 columns]" + ] + }, + "execution_count": 239, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset = metadata_df[useful_key_metadata]\n", + "dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Identificando valores nulos." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Buscamos datos que no sean un valor." + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "title 0\n", + "subtitle 0\n", + "description 0\n", + "lastUpdated 0\n", + "ref 0\n", + "totalBytes 0\n", + "url 0\n", + "tags 0\n", + "downloadCount 0\n", + "licenseName 0\n", + "kernelCount 0\n", + "versions 0\n", + "usabilityRating 0\n", + "dtype: int64" + ] + }, + "execution_count": 240, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "missing_values = dataset.isna().sum()\n", + "missing_values" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "No se encontraron valores nulos." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Manipulación del dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Agregamos la columna de categoría de búsqueda con la que iniciamos." + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], + "source": [ + "dataset['category'] = categoria_list" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Columna total bytes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Modificamos el valor base de la columna de \"Bytes\" a \"Mega bytes\" " + ] + }, + { + "cell_type": "code", + "execution_count": 242, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " \n" + ] + }, + { + "data": { + "text/html": [ + "
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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurltagsdownloadCountlicenseNamekernelCountversionsusabilityRatingcategory
0Every Cryptocurrency Daily Market PriceDaily crypto markets open, close, low, high da...# Cryptocurrency Market Data\\n## Historical Cr...2018-12-01T13:56:58.277Zjessevent/all-crypto-currencies23.636187https://www.kaggle.com/jessevent/all-crypto-cu...[{'ref': 'finance', 'competitionCount': 4, 'da...9028Other (specified in description)63[{'versionNumber': 17, 'creationDate': '2018-1...0.852941currencies
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" + ], + "text/plain": [ + " title \\\n", + "0 Every Cryptocurrency Daily Market Price \n", + "1 Crypto Currencies \n", + "2 Analysis about crypto currencies and Stock Index \n", + "\n", + " subtitle \\\n", + "0 Daily crypto markets open, close, low, high da... \n", + "1 Cryptocurrency Market Capitalizations \n", + "2 Relation and patterns between movements of sto... \n", + "\n", + " description \\\n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", + "1 «Datasets per la comparació de moviments i pat... \n", + "2 «Datasets per la comparació de moviments i pat... \n", + "\n", + " lastUpdated ref \\\n", + "0 2018-12-01T13:56:58.277Z jessevent/all-crypto-currencies \n", + "1 2017-12-03T18:55:04.34Z acostasg/crypto-currencies \n", + "2 2017-12-13T22:38:33.32Z acostasg/cryptocurrenciesvsstockindex \n", + "\n", + " totalGigaBytes url \\\n", + "0 23.636187 https://www.kaggle.com/jessevent/all-crypto-cu... \n", + "1 1.321667 https://www.kaggle.com/acostasg/crypto-currencies \n", + "2 0.681413 https://www.kaggle.com/acostasg/cryptocurrenci... \n", + "\n", + " tags downloadCount \\\n", + "0 [{'ref': 'finance', 'competitionCount': 4, 'da... 9028 \n", + "1 [{'ref': 'finance', 'competitionCount': 4, 'da... 565 \n", + "2 [{'ref': 'economics', 'competitionCount': 0, '... 515 \n", + "\n", + " licenseName kernelCount \\\n", + "0 Other (specified in description) 63 \n", + "1 Database: Open Database, Contents: Database Co... 2 \n", + "2 Database: Open Database, Contents: © Original ... 1 \n", + "\n", + " versions usabilityRating \\\n", + "0 [{'versionNumber': 17, 'creationDate': '2018-1... 0.852941 \n", + "1 [{'versionNumber': 8, 'creationDate': '2017-12... 0.705882 \n", + "2 [{'versionNumber': 2, 'creationDate': '2017-12... 0.705882 \n", + "\n", + " category \n", + "0 currencies \n", + "1 currencies \n", + "2 currencies " + ] + }, + "execution_count": 242, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "byte_to_gb = lambda x: x/1000000\n", + "dataset[\"totalBytes\"] = dataset[\"totalBytes\"].apply(byte_to_gb)\n", + "dataset = dataset.rename(columns = {\"totalBytes\":\"totalGigaBytes\"})\n", + "dataset.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Columna Tags." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En la columna \"tags\" encontramos referencias a los grupos en los cuales se encuentra clasificado el dataset.\n", + "Esta columna varia de dataset a dataset. Sin embargo nos permite tener aún más grupos sobre los cuales realizar\n", + "busquedas con resultados que puedan ser de interes al usuario." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para esta columna realizaremos una extracción de todas las etiquetas y obtenemos la frecuencia de un set para evitar repeticiones,además de que presentaremos las tres más frecuentes al usuario de manera que este pueda usarlas en una búsqueda de intereses aún mayor." + ] + }, + { + "cell_type": "code", + "execution_count": 243, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[('nlp', 8), ('twitter', 11), ('news agencies', 13), ('politics', 15), ('business', 15), ('money', 15), ('economics', 17), ('linguistics', 18), ('internet', 35), ('finance', 56)]\n" + ] + } + ], + "source": [ + "suggest_interest = [element['ref'] for tag in dataset['tags'] for element in tag]\n", + "set_suggest = set(suggest_interest)\n", + "dict_freq_suggest = {k:suggest_interest.count(k) for k in set_suggest}\n", + "sorted_tups = sorted(dict_freq_suggest.items(), key=operator.itemgetter(1))\n", + "print(sorted_tups[-10:])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Estas sugerencias se pueden interpretar como los hashtag que contiene el dataset, por tanto hay que ser cuidadosos al seleccionar nuevos intereses de la lista." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Así también tenemos valores vacios para la columna etiquetas, así que sustituiremos la columna tags\n", + "por \"number of tags\"" + ] + }, + { + "cell_type": "code", + "execution_count": 244, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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0Every Cryptocurrency Daily Market PriceDaily crypto markets open, close, low, high da...# Cryptocurrency Market Data\\n## Historical Cr...2018-12-01T13:56:58.277Zjessevent/all-crypto-currencies23.636187https://www.kaggle.com/jessevent/all-crypto-cu...39028Other (specified in description)63[{'versionNumber': 17, 'creationDate': '2018-1...0.852941currencies
1Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-12-03T18:55:04.34Zacostasg/crypto-currencies1.321667https://www.kaggle.com/acostasg/crypto-currencies2565Database: Open Database, Contents: Database Co...2[{'versionNumber': 8, 'creationDate': '2017-12...0.705882currencies
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" + ], + "text/plain": [ + " title \\\n", + "0 Every Cryptocurrency Daily Market Price \n", + "1 Crypto Currencies \n", + "2 Analysis about crypto currencies and Stock Index \n", + "\n", + " subtitle \\\n", + "0 Daily crypto markets open, close, low, high da... \n", + "1 Cryptocurrency Market Capitalizations \n", + "2 Relation and patterns between movements of sto... \n", + "\n", + " description \\\n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", + "1 «Datasets per la comparació de moviments i pat... \n", + "2 «Datasets per la comparació de moviments i pat... \n", + "\n", + " lastUpdated ref \\\n", + "0 2018-12-01T13:56:58.277Z jessevent/all-crypto-currencies \n", + "1 2017-12-03T18:55:04.34Z acostasg/crypto-currencies \n", + "2 2017-12-13T22:38:33.32Z acostasg/cryptocurrenciesvsstockindex \n", + "\n", + " totalGigaBytes url \\\n", + "0 23.636187 https://www.kaggle.com/jessevent/all-crypto-cu... \n", + "1 1.321667 https://www.kaggle.com/acostasg/crypto-currencies \n", + "2 0.681413 https://www.kaggle.com/acostasg/cryptocurrenci... \n", + "\n", + " numberOfTags downloadCount \\\n", + "0 3 9028 \n", + "1 2 565 \n", + "2 3 515 \n", + "\n", + " licenseName kernelCount \\\n", + "0 Other (specified in description) 63 \n", + "1 Database: Open Database, Contents: Database Co... 2 \n", + "2 Database: Open Database, Contents: © Original ... 1 \n", + "\n", + " versions usabilityRating \\\n", + "0 [{'versionNumber': 17, 'creationDate': '2018-1... 0.852941 \n", + "1 [{'versionNumber': 8, 'creationDate': '2017-12... 0.705882 \n", + "2 [{'versionNumber': 2, 'creationDate': '2017-12... 0.705882 \n", + "\n", + " category \n", + "0 currencies \n", + "1 currencies \n", + "2 currencies " + ] + }, + "execution_count": 244, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_tags = lambda x: len(x)\n", + "dataset[\"tags\"] = dataset[\"tags\"].apply(num_tags)\n", + "dataset = dataset.rename(columns = {\"tags\":\"numberOfTags\"})\n", + "dataset.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Columna Versions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La columna versions contiene al menos una versión para el dataset, sin embargo en caso de que tenga más solo sería\n", + "de nuestro interes la última versión y su fecha." + ] + }, + { + "cell_type": "code", + "execution_count": 245, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'versionNumber': 17,\n", + " 'creationDate': '2018-12-01T13:56:58.277Z',\n", + " 'creatorName': 'jvent',\n", + " 'creatorRef': 'all-crypto-currencies',\n", + " 'versionNotes': 'Updated data as of 30/11/2018',\n", + " 'status': 'Ready'}" + ] + }, + "execution_count": 245, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset[\"versions\"][0][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 246, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-12-03T18:55:04.34Zacostasg/crypto-currencies1.321667https://www.kaggle.com/acostasg/crypto-currencies2565Database: Open Database, Contents: Database Co...2Ready version: 8, 2017-12-03T18:55:04.34Z0.705882currencies
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" + ], + "text/plain": [ + " title \\\n", + "0 Every Cryptocurrency Daily Market Price \n", + "1 Crypto Currencies \n", + "2 Analysis about crypto currencies and Stock Index \n", + "\n", + " subtitle \\\n", + "0 Daily crypto markets open, close, low, high da... \n", + "1 Cryptocurrency Market Capitalizations \n", + "2 Relation and patterns between movements of sto... \n", + "\n", + " description \\\n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", + "1 «Datasets per la comparació de moviments i pat... \n", + "2 «Datasets per la comparació de moviments i pat... \n", + "\n", + " lastUpdated ref \\\n", + "0 2018-12-01T13:56:58.277Z jessevent/all-crypto-currencies \n", + "1 2017-12-03T18:55:04.34Z acostasg/crypto-currencies \n", + "2 2017-12-13T22:38:33.32Z acostasg/cryptocurrenciesvsstockindex \n", + "\n", + " totalGigaBytes url \\\n", + "0 23.636187 https://www.kaggle.com/jessevent/all-crypto-cu... \n", + "1 1.321667 https://www.kaggle.com/acostasg/crypto-currencies \n", + "2 0.681413 https://www.kaggle.com/acostasg/cryptocurrenci... \n", + "\n", + " numberOfTags downloadCount \\\n", + "0 3 9028 \n", + "1 2 565 \n", + "2 3 515 \n", + "\n", + " licenseName kernelCount \\\n", + "0 Other (specified in description) 63 \n", + "1 Database: Open Database, Contents: Database Co... 2 \n", + "2 Database: Open Database, Contents: © Original ... 1 \n", + "\n", + " lastVersion usabilityRating category \n", + "0 Ready version: 17, 2018-12-01T13:56:58.277Z 0.852941 currencies \n", + "1 Ready version: 8, 2017-12-03T18:55:04.34Z 0.705882 currencies \n", + "2 Ready version: 2, 2017-12-13T22:38:33.32Z 0.705882 currencies " + ] + }, + "execution_count": 246, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "last_version = lambda x: str(x[0]['status']) + ' version: ' + str(x[0]['versionNumber']) + ', ' + str(x[0]['creationDate'])\n", + "dataset[\"versions\"] = dataset[\"versions\"].apply(last_version)\n", + "dataset = dataset.rename(columns = {\"versions\":\"lastVersion\"})\n", + "dataset.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Análisis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finalmente por ahora, podemos utilizar cada una de las columnas disponibles para realizar algunos filtros con los cuales obtener información interesante." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Mejor score de utilidad." + ] + }, + { + "cell_type": "code", + "execution_count": 247, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
95Australian Election 2019 TweetsMay 18th 2019, 180k+ tweets### Context\\n\\nDuring the 2019 Australian elec...2019-05-21T09:41:38.763Ztaniaj/australian-election-2019-tweets29.972572https://www.kaggle.com/taniaj/australian-elect...52366CC0: Public Domain8Ready version: 2, 2019-05-21T09:41:38.763Z1.000000tweets
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000fake news
64Mutual Funds and ETFs25k+ Mutual Funds and 2k+ ETFs scraped from Ya...### Context\\n\\nETFs represent a cheap alternat...2019-05-04T02:00:37.827Zstefanoleone992/mutual-funds-and-etfs4.547400https://www.kaggle.com/stefanoleone992/mutual-...5597CC0: Public Domain2Ready version: 3, 2019-05-04T02:00:37.827Z1.000000finance
130Yet Another Chinese News DatasetWith Article Titles, Descriptions, Cover Image...A collections of news articles in Traditional ...2019-07-11T17:01:17.377Zceshine/yet-another-chinese-news-dataset24.983959https://www.kaggle.com/ceshine/yet-another-chi...3137CC BY-SA 4.04Ready version: 7, 2019-07-11T17:01:17.377Z1.000000news
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393.638972https://www.kaggle.com/tencars/392-crypto-curr...394CC BY-SA 4.02Ready version: 2, 2019-07-09T21:25:22.227Z1.000000currency
113News Category DatasetIdentify the type of news based on headlines a...# Context\\nThis dataset contains around 200k n...2018-12-02T04:09:45.777Zrmisra/news-category-dataset26.337702https://www.kaggle.com/rmisra/news-category-da...45165CC0: Public Domain22Ready version: 2, 2018-12-02T04:09:45.777Z1.000000news
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
120News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000news
116A Million News HeadlinesNews headlines published over a period of 15 Y...### Context\\n\\nThis contains data of news head...2019-06-13T18:14:28.073Ztherohk/million-headlines19.296580https://www.kaggle.com/therohk/million-headlines411465CC0: Public Domain49Ready version: 8, 2019-06-13T18:14:28.073Z0.941176news
1055,000 #JustDoIt! Tweets DatasetPeople reacting to Nike's endorsement of Colin...### Context\\nNike just announced its partnersh...2018-09-08T16:32:37.09Zeliasdabbas/5000-justdoit-tweets-dataset3.256985https://www.kaggle.com/eliasdabbas/5000-justdo...4944CC0: Public Domain6Ready version: 3, 2018-09-08T16:32:37.09Z0.941176tweets
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282.624224https://www.kaggle.com/therohk/global-news-week41047CC0: Public Domain8Ready version: 4, 2019-04-10T15:05:18.423Z0.941176news
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480.602984https://www.kaggle.com/wanderdust/coin-images469Other (specified in description)1Ready version: 1, 2019-03-27T09:26:10.133Z0.937500currencies
78Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353finance
88Enrico's Email FlowsAnonymized Metadata (i.e. sender, receivers, d...### Context\\n\\nEmail archives are a great sour...2018-03-21T10:10:40.373Zemarock/enricos-email-flows12.867137https://www.kaggle.com/emarock/enricos-email-f...384CC0: Public Domain1Ready version: 1, 2018-03-21T10:10:40.373Z0.882353exchanges
145Who starts and who debunks rumorsWebpages cited by rumor trackers# Context \\n\\n[Emergent.info](http://www.emerg...2017-03-27T15:02:32.653Zarminehn/rumor-citation1.455017https://www.kaggle.com/arminehn/rumor-citation2856CC0: Public Domain10Ready version: 3, 2017-03-27T15:02:32.653Z0.882353fake news
92Sentiment140 dataset with 1.6 million tweetsSentiment analysis with tweets### Context\\n\\nThis is the sentiment140 datase...2017-09-13T22:43:19.117Zkazanova/sentiment14088.031309https://www.kaggle.com/kazanova/sentiment140313923Other (specified in description)37Ready version: 2, 2017-09-13T22:43:19.117Z0.882353tweets
118Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353news
84CryptocurrenciesHistorical price data for 1200 cryptocurrencie...### Context\\n\\nThousands of cryptocurrencies h...2018-07-11T14:15:12.387Zakababa/cryptocurrencies9.049797https://www.kaggle.com/akababa/cryptocurrencies21017CC0: Public Domain1Ready version: 4, 2018-07-11T14:15:12.387Z0.882353exchanges
119Hacker News PostsHacker News posts from the past 12 months (inc...This data set is Hacker News posts from the la...2016-09-27T03:14:41.153Zhacker-news/hacker-news-posts20.702971https://www.kaggle.com/hacker-news/hacker-news...22006CC0: Public Domain39Ready version: 1, 2016-09-27T03:14:41.153Z0.882353news
19Kickstarter videogames released on SteamA dataset collected from Kickstarter and SteamSpy### Context\\n\\nI have generated this set of au...2018-01-21T23:54:08.17Ztonyplaysguitar/steam-spy-data-from-api-request1.080727https://www.kaggle.com/tonyplaysguitar/steam-s...2181CC0: Public Domain2Ready version: 4, 2018-01-21T23:54:08.17Z0.875000currencies
86Movie Dialog CorpusA metadata-rich collection of fictional conver...### Context\\nThis corpus contains a metadata-r...2017-07-11T21:41:03.35ZCornell-University/movie-dialog-corpus9.606952https://www.kaggle.com/Cornell-University/movi...22527Other (specified in description)4Ready version: 1, 2017-07-11T21:41:03.35Z0.875000exchanges
117News Aggregator DatasetHeadlines and categories of 400k news stories ...This dataset contains headlines, URLs, and cat...2016-10-31T22:22:55.29Zuciml/news-aggregator-dataset30.370802https://www.kaggle.com/uciml/news-aggregator-d...26750CC0: Public Domain54Ready version: 1, 2016-10-31T22:22:55.29Z0.875000news
96Tweets Targeting IsisGeneral tweets about Isis & related wordsContext\\n-------\\n\\nThe image at the top of th...2016-07-29T23:59:27.183Zactivegalaxy/isis-related-tweets11.258466https://www.kaggle.com/activegalaxy/isis-relat...21573CC0: Public Domain24Ready version: 3, 2016-07-29T23:59:27.183Z0.875000tweets
100Election Day TweetsTweets scraped from Twitter on November 8, 2016Tweets scraped by [Chris Albon](https://github...2016-11-26T23:01:06.707Zkinguistics/election-day-tweets88.002110https://www.kaggle.com/kinguistics/election-da...21322CC0: Public Domain6Ready version: 1, 2016-11-26T23:01:06.707Z0.875000tweets
72New York Stock ExchangeS&P 500 companies historical prices with funda...# Context \\n\\nThis dataset is a playground for...2017-02-22T10:18:25.517Zdgawlik/nyse34.402357https://www.kaggle.com/dgawlik/nyse129443CC0: Public Domain271Ready version: 3, 2017-02-22T10:18:25.517Z0.852941finance
77Credit Card Fraud DetectionAnonymized credit card transactions labeled as...Context\\n---------\\n\\nIt is important that cre...2018-03-23T01:17:27.913Zmlg-ulb/creditcardfraud69.155632https://www.kaggle.com/mlg-ulb/creditcardfraud3136202Database: Open Database, Contents: Database Co...2132Ready version: 3, 2018-03-23T01:17:27.913Z0.852941finance
32Kickstarter Project Statistics4000 live projects plus 4000 most backed projectsCrowdfunding has become one of the main source...2016-11-01T05:37:42.683Zsocathie/kickstarter-project-statistics1.308381https://www.kaggle.com/socathie/kickstarter-pr...14910CC BY-NC-SA 4.0102Ready version: 1, 2016-11-01T05:37:42.683Z0.852941currency
37Global Food Prices743k Rows of Monthly Market Food Prices Across...### Context: \\nGlobal food price fluctuations ...2017-08-03T20:52:44.033Zjboysen/global-food-prices4.624870https://www.kaggle.com/jboysen/global-food-prices23663Other (specified in description)6Ready version: 1, 2017-08-03T20:52:44.033Z0.852941currency
.............................................
135Fake-News-DatasetTwo fake news datasets covering seven differen...## Introduction\\nThis describes two fake news ...2019-04-19T08:39:12.863Zsumanthvrao/fakenewsdataset2.084538https://www.kaggle.com/sumanthvrao/fakenewsdat...1165Unknown2Ready version: 3, 2019-04-19T08:39:12.863Z0.562500fake news
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...0.003657https://www.kaggle.com/luigimersico/exchange-r...3102Unknown2Ready version: 1, 2017-06-15T14:52:31.757Z0.529412currencies
65GAFA stock pricesGAFA (Google, Apple, Facebook, Amazon) stock p...GAFA (Google, Apple, Facebook, Amazon) stock p...2018-04-22T21:07:52.127Zstexo92/gafa-stock-prices0.407127https://www.kaggle.com/stexo92/gafa-stock-prices5740CC0: Public Domain2Ready version: 1, 2018-04-22T21:07:52.127Z0.529412finance
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2.065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0135CC0: Public Domain0Ready version: 1, 2017-10-24T13:38:46.13Z0.500000fake news
39EURO-USD History Data (1 Min Interval 2002-2017)History EURO/USD currency data2018-05-10T04:01:10.467Zveidak/eurousd-history-data-1-min-interval-200...48.082155https://www.kaggle.com/veidak/eurousd-history-...286CC0: Public Domain0Ready version: 1, 2018-05-10T04:01:10.467Z0.500000currency
55Hourly GBPUSD w Technical Indicators (2000-2019)Time Series Forecasting for Forex### Context\\n\\nPossible prediction of the next...2019-04-23T02:16:18.47Zcfchan/hourly-gbpusd-w-technical-indicators-20...17.862885https://www.kaggle.com/cfchan/hourly-gbpusd-w-...532Unknown1Ready version: 1, 2019-04-23T02:16:18.47Z0.470588forex
47Daily USDJPY (2000-2019) with Technical Indica...For Time Series Prediction of Forex### Context\\n\\nPossible time series prediction...2019-04-19T14:02:19.243Zcfchan/daily-usdjpy-20002019-with-technical-in...0.594757https://www.kaggle.com/cfchan/daily-usdjpy-200...430Unknown1Ready version: 1, 2019-04-19T14:02:19.243Z0.470588forex
82BTC orderbook historyBTC/JPY and BTC/USD orderbook history from som...2018-08-19T08:30:52.583Zvochicong/btc-historical-data76.232700https://www.kaggle.com/vochicong/btc-historica...182Unknown1Ready version: 1, 2018-08-19T08:30:52.583Z0.470588exchanges
3Currencies### Context\\n\\nThis is a different timeframe c...2017-09-24T19:50:59.687Zmitillo/currencies1.151577https://www.kaggle.com/mitillo/currencies0134Unknown1Ready version: 3, 2017-09-24T19:50:59.687Z0.411765currencies
81Bitcoin marketsExchanges daily data10 different exchanges daily data from 01/01/2...2018-04-10T08:24:51.66Zgorgia/bitcoin-markets0.150843https://www.kaggle.com/gorgia/bitcoin-markets062CC0: Public Domain1Ready version: 2, 2018-04-10T08:24:51.66Z0.411765exchanges
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
70ticks: bitcoin, ethereum,litecoin, rippleFinance, Trading, Cryptocurrency2018-09-24T06:28:23.997Zalbala/ticks-bitcoin-ethereumlitecoin-ripple37.397747https://www.kaggle.com/albala/ticks-bitcoin-et...0109Database: Open Database, Contents: © Original ...1Ready version: 1, 2018-09-24T06:28:23.997Z0.352941finance
50forex_strategy_results_first2019-05-07T08:28:25.523Zsinusgamma/forex-strategy-results-first0.076240https://www.kaggle.com/sinusgamma/forex-strate...01CC0: Public Domain2Ready version: 1, 2019-05-07T08:28:25.523Z0.294118forex
49forex_strategy_results_next2019-05-11T19:14:43.487Zsinusgamma/forex-strategy-results-next0.125853https://www.kaggle.com/sinusgamma/forex-strate...03CC0: Public Domain2Ready version: 1, 2019-05-11T19:14:43.487Z0.294118forex
133Fake News detection2017-12-07T20:39:58Zjruvika/fake-news-detection5.123582https://www.kaggle.com/jruvika/fake-news-detec...01453Database: Open Database, Contents: © Original ...6Ready version: 1, 2017-12-07T20:39:58Z0.294118fake news
67finance study2017-11-04T20:05:21.893Ztusharpatil15/finance-study3.118831https://www.kaggle.com/tusharpatil15/finance-s...0374CC BY-NC-SA 4.00Ready version: 1, 2017-11-04T20:05:21.893Z0.250000finance
35IndianNew Currency Notes2018-10-11T14:00:34.55Ztrnpandey/indiannew-currency-notes11.519162https://www.kaggle.com/trnpandey/indiannew-cur...046Data files © Original Authors1Ready version: 1, 2018-10-11T14:00:34.55Z0.250000currency
45Forex Data Source2018-04-29T15:42:10.233Zmannir/forex-data-source3.294470https://www.kaggle.com/mannir/forex-data-source067GPL 20Ready version: 1, 2018-04-29T15:42:10.233Z0.235294forex
141Fake newsFor Fake news detection using Machine Learning2019-05-20T05:02:15.39Zmohit28rawat/fake-news48.165856https://www.kaggle.com/mohit28rawat/fake-news027Unknown2Ready version: 1, 2019-05-20T05:02:15.39Z0.235294fake news
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
73finance2019-06-16T06:03:58.25Zhuskylovers/finance733.757334https://www.kaggle.com/huskylovers/finance011Unknown5Ready version: 1, 2019-06-16T06:03:58.25Z0.187500finance
54eur_doll_forex2018-12-14T12:11:00.983Zmycorino/eur-doll-forex47.059451https://www.kaggle.com/mycorino/eur-doll-forex036Unknown3Ready version: 1, 2018-12-14T12:11:00.983Z0.187500forex
53Forex Oracle OffersCustomers Information2018-11-22T00:58:54.9Zforexoracle/forex-oracle-offers0.368301https://www.kaggle.com/forexoracle/forex-oracl...012Other (specified in description)1Ready version: 1, 2018-11-22T00:58:54.9Z0.187500forex
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210.153734https://www.kaggle.com/ad6398/aossie-fake-news...06Unknown2Ready version: 1, 2019-06-21T12:54:16.217Z0.176471fake news
48Forex RSI and BBPP multiperiod (m1-h4)2018-11-11T11:52:30.603Zyurisa2/forex-rsi-and-bbpp-multiperiod-m1h45565.310574https://www.kaggle.com/yurisa2/forex-rsi-and-b...093Unknown2Ready version: 2, 2018-11-11T11:52:30.603Z0.176471forex
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset0.435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0178Unknown1Ready version: 1, 2019-01-21T09:47:48.09Z0.176471fake news
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36.090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...066Unknown1Ready version: 1, 2018-11-24T02:31:59.66Z0.125000fake news
33Nepali Currency2018-10-31T18:15:52.017Zthevirusx3/nepali-currency1073.942714https://www.kaggle.com/thevirusx3/nepali-currency012Unknown1Ready version: 4, 2018-10-31T18:15:52.017Z0.125000currency
52Forex & Crypto & Bonds & Indices & Commodities2019-04-06T10:18:49.68Zcrtatu/forex-crypto-bonds-indices-commodities391.518080https://www.kaggle.com/crtatu/forex-crypto-bon...024Unknown1Ready version: 1, 2019-04-06T10:18:49.68Z0.117647forex
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519.121643https://www.kaggle.com/pontes/fake-news-sample0231Unknown1Ready version: 1, 2018-09-24T20:12:03.817Z0.117647fake news
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Tweets Dataset \n", + "125 One Week of Global News Feeds \n", + "6 World Coins \n", + "78 Daily News for Stock Market Prediction \n", + "88 Enrico's Email Flows \n", + "145 Who starts and who debunks rumors \n", + "92 Sentiment140 dataset with 1.6 million tweets \n", + "118 Daily News for Stock Market Prediction \n", + "84 Cryptocurrencies \n", + "119 Hacker News Posts \n", + "19 Kickstarter videogames released on Steam \n", + "86 Movie Dialog Corpus \n", + "117 News Aggregator Dataset \n", + "96 Tweets Targeting Isis \n", + "100 Election Day Tweets \n", + "72 New York Stock Exchange \n", + "77 Credit Card Fraud Detection \n", + "32 Kickstarter Project Statistics \n", + "37 Global Food Prices \n", + ".. ... \n", + "135 Fake-News-Dataset \n", + "7 Exchange rate BRIC currencies/US dollar \n", + "65 GAFA stock prices \n", + "143 Snopes_fake_legit_news \n", + "39 EURO-USD History Data (1 Min Interval 2002-2017) \n", + "55 Hourly GBPUSD w Technical Indicators (2000-2019) \n", + "47 Daily USDJPY (2000-2019) with Technical Indica... \n", + "82 BTC orderbook history \n", + "3 Currencies \n", + "81 Bitcoin markets \n", + "147 Fake News Detection Dataset \n", + "70 ticks: bitcoin, ethereum,litecoin, ripple \n", + "50 forex_strategy_results_first \n", + "49 forex_strategy_results_next \n", + "133 Fake News detection \n", + "67 finance study \n", + "35 IndianNew Currency Notes \n", + "45 Forex Data Source \n", + "141 Fake news \n", + "144 Not Fake News \n", + "73 finance \n", + "54 eur_doll_forex \n", + "53 Forex Oracle Offers \n", + "149 AOSSIE: Fake News Detection datasets \n", + "48 Forex RSI and BBPP multiperiod (m1-h4) \n", + "140 Fake News Detection Dataset \n", + "146 WSDM - Fake News Classification \n", + "33 Nepali Currency \n", + "52 Forex & Crypto & Bonds & Indices & Commodities \n", + "137 Fake News Sample \n", + "\n", + " subtitle \\\n", + "95 May 18th 2019, 180k+ tweets \n", + "80 Bitcoin data at 1-min intervals from select ex... \n", + "28 Bitcoin data at 1-min intervals from select ex... \n", + "136 High quality dataset for the task of Sarcasm D... \n", + "64 25k+ Mutual Funds and 2k+ ETFs scraped from Ya... \n", + "130 With Article Titles, Descriptions, Cover Image... \n", + "26 Historical crypto currency data from the Bitfi... \n", + "113 Identify the type of news based on headlines a... \n", + "74 Bitcoin data at 1-min intervals from select ex... \n", + "120 High quality dataset for the task of Sarcasm D... \n", + "116 News headlines published over a period of 15 Y... \n", + "105 People reacting to Nike's endorsement of Colin... \n", + "125 7 days of tracking 20k news feeds worldwide \n", + "6 A collection of coin images from 32 different ... \n", + "78 Using 8 years daily news headlines to predict ... \n", + "88 Anonymized Metadata (i.e. sender, receivers, d... \n", + "145 Webpages cited by rumor trackers \n", + "92 Sentiment analysis with tweets \n", + "118 Using 8 years daily news headlines to predict ... \n", + "84 Historical price data for 1200 cryptocurrencie... \n", + "119 Hacker News posts from the past 12 months (inc... \n", + "19 A dataset collected from Kickstarter and SteamSpy \n", + "86 A metadata-rich collection of fictional conver... \n", + "117 Headlines and categories of 400k news stories ... \n", + "96 General tweets about Isis & related words \n", + "100 Tweets scraped from Twitter on November 8, 2016 \n", + "72 S&P 500 companies historical prices with funda... \n", + "77 Anonymized credit card transactions labeled as... \n", + "32 4000 live projects plus 4000 most backed projects \n", + "37 743k Rows of Monthly Market Food Prices Across... \n", + ".. ... \n", + "135 Two fake news datasets covering seven differen... \n", + "7 historical data monthly frequencies 01/07/1997... \n", + "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", + "143 Articles taken by Snopes.com \n", + "39 History EURO/USD currency data \n", + "55 Time Series Forecasting for Forex \n", + "47 For Time Series Prediction of Forex \n", + "82 BTC/JPY and BTC/USD orderbook history from som... \n", + "3 \n", + "81 Exchanges daily data \n", + "147 \n", + "70 Finance, Trading, Cryptocurrency \n", + "50 \n", + "49 \n", + "133 \n", + "67 \n", + "35 \n", + "45 \n", + "141 For Fake news detection using Machine Learning \n", + "144 \n", + "73 \n", + "54 \n", + "53 Customers Information \n", + "149 \n", + "48 \n", + "140 Detection of Fake News \n", + "146 \n", + "33 \n", + "52 \n", + "137 \n", + "\n", + " description \\\n", + "95 ### Context\\n\\nDuring the 2019 Australian elec... \n", + "80 ### Context \\nBitcoin is the longest running a... \n", + "28 ### Context \\nBitcoin is the longest running a... \n", + "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", + "64 ### Context\\n\\nETFs represent a cheap alternat... \n", + "130 A collections of news articles in Traditional ... \n", + "26 ## About this dataset\\n\\nWith the rise of cryp... \n", + "113 # Context\\nThis dataset contains around 200k n... \n", + "74 ### Context \\nBitcoin is the longest running a... \n", + "120 #Context\\n\\nPast studies in Sarcasm Detection ... \n", + "116 ### Context\\n\\nThis contains data of news head... \n", + "105 ### Context\\nNike just announced its partnersh... \n", + "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", + "6 ### Context\\n\\nI put together this dataset whe... \n", + "78 Actually, I prepare this dataset for students ... \n", + "88 ### Context\\n\\nEmail archives are a great sour... \n", + "145 # Context \\n\\n[Emergent.info](http://www.emerg... \n", + "92 ### Context\\n\\nThis is the sentiment140 datase... \n", + "118 Actually, I prepare this dataset for students ... \n", + "84 ### Context\\n\\nThousands of cryptocurrencies h... \n", + "119 This data set is Hacker News posts from the la... \n", + "19 ### Context\\n\\nI have generated this set of au... \n", + "86 ### Context\\nThis corpus contains a metadata-r... \n", + "117 This dataset contains headlines, URLs, and cat... \n", + "96 Context\\n-------\\n\\nThe image at the top of th... \n", + "100 Tweets scraped by [Chris Albon](https://github... \n", + "72 # Context \\n\\nThis dataset is a playground for... \n", + "77 Context\\n---------\\n\\nIt is important that cre... \n", + "32 Crowdfunding has become one of the main source... \n", + "37 ### Context: \\nGlobal food price fluctuations ... \n", + ".. ... \n", + "135 ## Introduction\\nThis describes two fake news ... \n", + "7 ### Content\\n\\nover 10 years of historical exc... \n", + "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", + "143 ### Context\\n\\nI did this in order to share th... \n", + "39 \n", + "55 ### Context\\n\\nPossible prediction of the next... \n", + "47 ### Context\\n\\nPossible time series prediction... \n", + "82 \n", + "3 ### Context\\n\\nThis is a different timeframe c... \n", + "81 10 different exchanges daily data from 01/01/2... \n", + "147 \n", + "70 \n", + "50 \n", + "49 \n", + "133 \n", + "67 \n", + "35 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\n", + "135 0.562500 fake news \n", + "7 0.529412 currencies \n", + "65 0.529412 finance \n", + "143 0.500000 fake news \n", + "39 0.500000 currency \n", + "55 0.470588 forex \n", + "47 0.470588 forex \n", + "82 0.470588 exchanges \n", + "3 0.411765 currencies \n", + "81 0.411765 exchanges \n", + "147 0.375000 fake news \n", + "70 0.352941 finance \n", + "50 0.294118 forex \n", + "49 0.294118 forex \n", + "133 0.294118 fake news \n", + "67 0.250000 finance \n", + "35 0.250000 currency \n", + "45 0.235294 forex \n", + "141 0.235294 fake news \n", + "144 0.235294 fake news \n", + "73 0.187500 finance \n", + "54 0.187500 forex \n", + "53 0.187500 forex \n", + "149 0.176471 fake news \n", + "48 0.176471 forex \n", + "140 0.176471 fake news \n", + "146 0.125000 fake news \n", + "33 0.125000 currency \n", + "52 0.117647 forex \n", + "137 0.117647 fake news \n", + "\n", + "[152 rows x 14 columns]" + ] + }, + "execution_count": 247, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.sort_values(['usabilityRating'],ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Mayor tamaño" + ] + }, + { + "cell_type": "code", + "execution_count": 249, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
16Ethereum BlockchainComplete live historical Ethereum blockchain d...## Context\\n\\nBitcoin and other cryptocurrenci...2019-03-04T14:57:55.953Zbigquery/ethereum-blockchain910127.001043https://www.kaggle.com/bigquery/ethereum-block...50CC0: Public Domain20Ready version: 4, 2019-03-04T14:57:55.953Z0.705882currencies
112Hacker NewsAll posts from Y Combinator's social news webs...### Context\\n\\nThis dataset contains all stori...2019-02-12T00:34:51.853Zhacker-news/hacker-news15883.923392https://www.kaggle.com/hacker-news/hacker-news40CC0: Public Domain1495Ready version: 2, 2019-02-12T00:34:51.853Z0.705882news
48Forex RSI and BBPP multiperiod (m1-h4)2018-11-11T11:52:30.603Zyurisa2/forex-rsi-and-bbpp-multiperiod-m1h45565.310574https://www.kaggle.com/yurisa2/forex-rsi-and-b...093Unknown2Ready version: 2, 2018-11-11T11:52:30.603Z0.176471forex
131Old NewspapersA cleaned subset of HC Corpora newspapers### Context\\n\\nThe [HC Corpora](https://web.ar...2017-11-16T04:53:55.98Zalvations/old-newspapers2196.786581https://www.kaggle.com/alvations/old-newspapers4847CC0: Public Domain3Ready version: 6, 2017-11-16T04:53:55.98Z0.750000news
76NYC Parking Tickets42.3M Rows of Parking Ticket Data, Aug 2013-Ju...### Context\\n\\nThe NYC Department of Finance c...2017-10-26T18:47:45.14Znew-york-city/nyc-parking-tickets2171.622562https://www.kaggle.com/new-york-city/nyc-parki...48074CC0: Public Domain6Ready version: 2, 2017-10-26T18:47:45.14Z0.823529finance
25Iraqi Money العملة العراقيةObject detection dataset for Iraqi currency### Object detection dataset for Iraqi currenc...2018-08-23T09:28:29.143Zhusamaamer/iraqi-currency-1435.021165https://www.kaggle.com/husamaamer/iraqi-currency-440Unknown2Ready version: 2, 2018-08-23T09:28:29.143Z0.687500currency
33Nepali Currency2018-10-31T18:15:52.017Zthevirusx3/nepali-currency1073.942714https://www.kaggle.com/thevirusx3/nepali-currency012Unknown1Ready version: 4, 2018-10-31T18:15:52.017Z0.125000currency
44EURUSD jan/2014 - oct/2018Forex with a ton of indicators, MQL5 retrieved...Forex with a ton of indicators, MQL5 retrieved...2018-10-04T01:37:53Zyurisa2/eurusd-2014-20181017.438780https://www.kaggle.com/yurisa2/eurusd-2014-2018474CC0: Public Domain2Ready version: 3, 2018-10-04T01:37:53Z0.647059forex
24Binance Crypto KlinesMinutely crypto currency open/close prices, hi...### Context\\n\\nEach file contains klines for 1...2018-04-08T09:58:41.477Zbinance/binance-crypto-klines1004.510014https://www.kaggle.com/binance/binance-crypto-...5486CC0: Public Domain1Ready version: 5, 2018-04-08T09:58:41.477Z0.750000currency
68Lending Club Loan DataAnalyze Lending Club's issued loansThese files contain complete loan data for all...2019-03-18T18:43:12.857Zwendykan/lending-club-loan-data736.483000https://www.kaggle.com/wendykan/lending-club-l...153334Unknown584Ready version: 1, 2019-03-18T18:43:12.857Z0.735294finance
73finance2019-06-16T06:03:58.25Zhuskylovers/finance733.757334https://www.kaggle.com/huskylovers/finance011Unknown5Ready version: 1, 2019-06-16T06:03:58.25Z0.187500finance
126Hacker News CorpusA subset of all Hacker News articles### Context\\n\\nThis dataset contains a randomi...2017-06-29T20:16:20.2Zhacker-news/hacker-news-corpus667.291612https://www.kaggle.com/hacker-news/hacker-news...2674Other (specified in description)4Ready version: 2, 2017-06-29T20:16:20.2Z0.823529news
85AMEX, NYSE, NASDAQ stock historiesDaily historical data of over 8,000 stocks tra...# AMEX, NYSE, and NASDAQ stocks histories\\n###...2019-04-21T05:25:28.943Zqks1lver/amex-nyse-nasdaq-stock-histories526.877452https://www.kaggle.com/qks1lver/amex-nyse-nasd...42578CC BY-SA 4.05Ready version: 7, 2019-04-21T05:25:28.943Z0.764706exchanges
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519.121643https://www.kaggle.com/pontes/fake-news-sample0231Unknown1Ready version: 1, 2018-09-24T20:12:03.817Z0.117647fake news
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480.602984https://www.kaggle.com/wanderdust/coin-images469Other (specified in description)1Ready version: 1, 2019-03-27T09:26:10.133Z0.937500currencies
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393.638972https://www.kaggle.com/tencars/392-crypto-curr...394CC BY-SA 4.02Ready version: 2, 2019-07-09T21:25:22.227Z1.000000currency
52Forex & Crypto & Bonds & Indices & Commodities2019-04-06T10:18:49.68Zcrtatu/forex-crypto-bonds-indices-commodities391.518080https://www.kaggle.com/crtatu/forex-crypto-bon...024Unknown1Ready version: 1, 2019-04-06T10:18:49.68Z0.117647forex
79NYS Campaign Finance Filers and FilingsFrom New York State Open Data### Content \\n\\nMore details about each file ...2019-07-03T09:42:54.753Znew-york-state/nys-campaign-finance-filers-and...361.934238https://www.kaggle.com/new-york-state/nys-camp...226CC0: Public Domain0Ready version: 39, 2019-07-03T09:42:54.753Z0.794118finance
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282.624224https://www.kaggle.com/therohk/global-news-week41047CC0: Public Domain8Ready version: 4, 2019-04-10T15:05:18.423Z0.941176news
115All the news143,000 articles from 15 American publicationsNOTE: A larger version of this dataset is now ...2017-08-20T05:58:47.09Zsnapcrack/all-the-news265.107114https://www.kaggle.com/snapcrack/all-the-news19747Unknown22Ready version: 4, 2017-08-20T05:58:47.09Z0.735294news
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210.153734https://www.kaggle.com/ad6398/aossie-fake-news...06Unknown2Ready version: 1, 2019-06-21T12:54:16.217Z0.176471fake news
127News of the Brazilian Newspaper167.053 news of the site Folha de São Paulo (B...### Content\\n\\nThe dataset consists of 167.053...2019-06-05T03:33:51.58Zmarlesson/news-of-the-site-folhauol193.086895https://www.kaggle.com/marlesson/news-of-the-s...3947CC0: Public Domain7Ready version: 2, 2019-06-05T03:33:51.58Z0.705882news
91NY Multi Agency PermitsFrom New York City Open Data### Content \\n\\nThe Multi Agency Permits data...2019-03-06T06:48:48.45Znew-york-city/ny-multi-agency-permits190.748122https://www.kaggle.com/new-york-city/ny-multi-...119CC0: Public Domain0Ready version: 229, 2019-03-06T06:48:48.45Z0.764706exchanges
101Russian Troll Tweets3 million tweets from accounts associated with...# 3 million Russian troll tweets\\n\\nThis data ...2018-08-01T09:04:25.733Zfivethirtyeight/russian-troll-tweets183.447803https://www.kaggle.com/fivethirtyeight/russian...5938CC0: Public Domain5Ready version: 2, 2018-08-01T09:04:25.733Z0.705882tweets
75Consumer Complaint DatabaseConsumer Finance Complaints (Bureau of Consume...### Context\\n\\nThese are real world complaints...2019-05-13T16:17:54.08Zselener/consumer-complaint-database179.716209https://www.kaggle.com/selener/consumer-compla...3132U.S. Government Works2Ready version: 1, 2019-05-13T16:17:54.08Z0.823529finance
128The Examiner - SpamClickBait News DatasetSiX Years of Crowd Sourced Journalism### Context\\n\\nPresenting a compendium of crow...2019-06-22T12:03:21.843Ztherohk/examine-the-examiner148.217226https://www.kaggle.com/therohk/examine-the-exa...3821CC0: Public Domain4Ready version: 6, 2019-06-22T12:03:21.843Z0.823529news
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
43EUR USD Forex Pair Historical Data (2002 - 2019)Historical Data from Oanda### Content\\n\\nThis dataset contains historica...2019-03-02T11:17:43.19Zimetomi/eur-usd-forex-pair-historical-data-200...107.197636https://www.kaggle.com/imetomi/eur-usd-forex-p...5298GNU Affero General Public License 3.03Ready version: 1, 2019-03-02T11:17:43.19Z0.823529forex
.............................................
47Daily USDJPY (2000-2019) with Technical Indica...For Time Series Prediction of Forex### Context\\n\\nPossible time series prediction...2019-04-19T14:02:19.243Zcfchan/daily-usdjpy-20002019-with-technical-in...0.594757https://www.kaggle.com/cfchan/daily-usdjpy-200...430Unknown1Ready version: 1, 2019-04-19T14:02:19.243Z0.470588forex
99(Better) - Donald Trump Tweets!A collection of all of Donald Trump tweets--be...# Context \\nUnlike [This][1] dataset, (which p...2017-04-16T04:24:29.33Zkingburrito666/better-donald-trump-tweets0.583499https://www.kaggle.com/kingburrito666/better-d...22168Unknown30Ready version: 2, 2017-04-16T04:24:29.33Z0.705882tweets
150Boatos de WhatsApp e outros do BoatosOrg (pt +...1900 boatos (pt) + 130 rumores (es) desmentido...### Contexto\\n\\nBoatos são compartilhados em m...2018-10-24T22:31:23.51Zrogeriochaves/boatos-de-whatsapp-boatosorg0.444433https://www.kaggle.com/rogeriochaves/boatos-de...166CC0: Public Domain1Ready version: 4, 2018-10-24T22:31:23.51Z0.647059fake news
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset0.435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0178Unknown1Ready version: 1, 2019-01-21T09:47:48.09Z0.176471fake news
65GAFA stock pricesGAFA (Google, Apple, Facebook, Amazon) stock p...GAFA (Google, Apple, Facebook, Amazon) stock p...2018-04-22T21:07:52.127Zstexo92/gafa-stock-prices0.407127https://www.kaggle.com/stexo92/gafa-stock-prices5740CC0: Public Domain2Ready version: 1, 2018-04-22T21:07:52.127Z0.529412finance
41FOREX: EURUSD dataset3 years of winning trades in EURUSD 4H, 99 fea...### Context\\nForex is the largest market in th...2017-09-05T02:05:55.703Zrsalaschile/forex-eurusd-dataset0.400495https://www.kaggle.com/rsalaschile/forex-eurus...0895CC0: Public Domain1Ready version: 1, 2017-09-05T02:05:55.703Z0.705882forex
53Forex Oracle OffersCustomers Information2018-11-22T00:58:54.9Zforexoracle/forex-oracle-offers0.368301https://www.kaggle.com/forexoracle/forex-oracl...012Other (specified in description)1Ready version: 1, 2018-11-22T00:58:54.9Z0.187500forex
18Predict Future Sales SupplementaryDataset provides some supplementary data for P...# Kaggle Challenge: Predict Future Sales.\\nThi...2018-05-10T13:07:40.25Zkazimanil/predict-future-sales-supplementary0.354256https://www.kaggle.com/kazimanil/predict-futur...1241Database: Open Database, Contents: Database Co...4Ready version: 3, 2018-05-10T13:07:40.25Z0.764706currencies
11Complete Historical Cryptocurrency Financial DataTop 200 Cryptocurrencies by Marketcap**Context**\\n\\nRecent growing interest in cryp...2019-04-25T00:37:10.423Zphilmohun/cryptocurrency-financial-data0.348672https://www.kaggle.com/philmohun/cryptocurrenc...42844CC0: Public Domain4Ready version: 3, 2019-04-25T00:37:10.423Z0.852941currencies
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data0.313499https://www.kaggle.com/anasshahid88/crypto-mar...3163CC0: Public Domain0Ready version: 1, 2018-05-08T14:38:02.187Z0.647059currencies
56FX USD/JPY PredictionJan 2017 Martket Data(Lightweight CSV)### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC...2017-08-09T10:59:10.39Zdaiearth22/fx-usdjpy-prediction0.304973https://www.kaggle.com/daiearth22/fx-usdjpy-pr...067CC0: Public Domain0Ready version: 1, 2017-08-09T10:59:10.39Z0.647059forex
51Foreign Exchange (FX) Prediction - USD/JPYJan 2017 Martket Data(Lightweight CSV)Context\\n\\nComing Soon\\n\\nContent\\n\\nComing So...2017-08-13T06:26:53.733Zteam-ai/foreign-exchange-fx-prediction-usdjpy0.292600https://www.kaggle.com/team-ai/foreign-exchang...2338CC0: Public Domain4Ready version: 1, 2017-08-13T06:26:53.733Z0.823529forex
34Russian Financial IndicatorsDataset of Currency Rates### Context\\n\\nThis data was extracted from th...2017-11-06T00:14:12.11Zolgabelitskaya/russian-financial-indicators0.278978https://www.kaggle.com/olgabelitskaya/russian-...097Other (specified in description)1Ready version: 1, 2017-11-06T00:14:12.11Z0.588235currency
46Deep Learning A-Z - ANN datasetKirill Eremenko \"Deep Learning A-Z™: Hands-On ...# Context \\n\\nThis is the dataset used in the ...2017-05-16T12:20:30.84Zfilippoo/deep-learning-az-ann0.272800https://www.kaggle.com/filippoo/deep-learning-...11414Unknown28Ready version: 1, 2017-05-16T12:20:30.84Z0.705882forex
61Campaign Finance versus Election ResultsCan an election be predicted from the precedin...# Context \\n\\nThis dataset was assembled to in...2016-12-07T21:14:32.993Zdanerbland/electionfinance0.217837https://www.kaggle.com/danerbland/electionfinance2943CC0: Public Domain7Ready version: 1, 2016-12-07T21:14:32.993Z0.823529finance
59binance criptos price from jun 2017 to may 2018Binance candlestick from jun 2017 to may 2018### Context\\nThis dataset content is related t...2018-06-06T19:55:02.727Zgabsgear/binance-criptos-price-from-jun-2017-t...0.187679https://www.kaggle.com/gabsgear/binance-cripto...276CC0: Public Domain1Ready version: 1, 2018-06-06T19:55:02.727Z0.647059forex
108Elon Musk Tweets, 2010 to 2017All Elon Musk Tweets from 2010 to 2017# Content\\n\\n - tweet id, contains tweet-stamp...2017-04-23T09:08:35.637Zkingburrito666/elon-musk-tweets0.178148https://www.kaggle.com/kingburrito666/elon-mus...3369Other (specified in description)11Ready version: 1, 2017-04-23T09:08:35.637Z0.823529tweets
104Elon Musk's TweetsTweets by @elonmusk from 2012 to 2017### Context\\n\\n[Elon Musk](https://en.wikipedi...2017-10-12T10:41:47.637Zkulgen/elon-musks-tweets0.171605https://www.kaggle.com/kulgen/elon-musks-tweets0898CC0: Public Domain7Ready version: 1, 2017-10-12T10:41:47.637Z0.588235tweets
81Bitcoin marketsExchanges daily data10 different exchanges daily data from 01/01/2...2018-04-10T08:24:51.66Zgorgia/bitcoin-markets0.150843https://www.kaggle.com/gorgia/bitcoin-markets062CC0: Public Domain1Ready version: 2, 2018-04-10T08:24:51.66Z0.411765exchanges
49forex_strategy_results_next2019-05-11T19:14:43.487Zsinusgamma/forex-strategy-results-next0.125853https://www.kaggle.com/sinusgamma/forex-strate...03CC0: Public Domain2Ready version: 1, 2019-05-11T19:14:43.487Z0.294118forex
69S&P index historical DataS&P Index Historical Data from Yahoo finance2017-12-06T22:08:32.46Zadityarajuladevi/sp-index-historical-data0.092820https://www.kaggle.com/adityarajuladevi/sp-ind...1147CC0: Public Domain3Ready version: 1, 2017-12-06T22:08:32.46Z0.588235finance
50forex_strategy_results_first2019-05-07T08:28:25.523Zsinusgamma/forex-strategy-results-first0.076240https://www.kaggle.com/sinusgamma/forex-strate...01CC0: Public Domain2Ready version: 1, 2019-05-07T08:28:25.523Z0.294118forex
148Fact-Checking Facebook Politics PagesHyperpartisan Facebook pages and misleading in...### Context\\n\\nDuring the 2016 US presidential...2017-06-05T19:09:40.407Zmrisdal/fact-checking-facebook-politics-pages0.046870https://www.kaggle.com/mrisdal/fact-checking-f...4633Unknown10Ready version: 1, 2017-06-05T19:09:40.407Z0.735294fake news
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
23Currency Exchange RateCurrency Exchange Rate from 1950-2017### Context\\n\\nThe data set consist currency e...2018-02-27T16:33:39.507Zsudhirnl7/currency-excahnge-rate0.026714https://www.kaggle.com/sudhirnl7/currency-exca...2182CC0: Public Domain1Ready version: 4, 2018-02-27T16:33:39.507Z0.735294currency
63Finance ₹ - IndiaStatewise India's finance detail from 1980 to ...**Connect/Follow me on [LinkedIn](http://link....2017-08-27T12:17:02.98Zrajanand/finance-india0.025746https://www.kaggle.com/rajanand/finance-india2985CC BY-SA 4.00Ready version: 1, 2017-08-27T12:17:02.98Z0.764706finance
58eur/usd03 08 2017 by minute# Context \\n\\nA day in the life or a forex tra...2017-03-11T10:46:02.16Zugnix911aalc/eurusd0.016910https://www.kaggle.com/ugnix911aalc/eurusd076CC0: Public Domain1Ready version: 1, 2017-03-11T10:46:02.16Z0.705882forex
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...0.003657https://www.kaggle.com/luigimersico/exchange-r...3102Unknown2Ready version: 1, 2017-06-15T14:52:31.757Z0.529412currencies
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
57GBP/USD Historical data (month)data to test accuracy and prediction### Context\\n\\ndata set for most dominant fore...2019-03-23T07:13:17.623Zmohsinsajjad/dataset0.001155https://www.kaggle.com/mohsinsajjad/dataset35Unknown1Ready version: 1, 2019-03-23T07:13:17.623Z0.705882forex
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Dataset \n", + "80 Bitcoin Historical Data \n", + "28 Bitcoin Historical Data \n", + "74 Bitcoin Historical Data \n", + "43 EUR USD Forex Pair Historical Data (2002 - 2019) \n", + ".. ... \n", + "47 Daily USDJPY (2000-2019) with Technical Indica... \n", + "99 (Better) - Donald Trump Tweets! \n", + "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... \n", + "140 Fake News Detection Dataset \n", + "65 GAFA stock prices \n", + "41 FOREX: EURUSD dataset \n", + "53 Forex Oracle Offers \n", + "18 Predict Future Sales Supplementary \n", + "11 Complete Historical Cryptocurrency Financial Data \n", + "15 Crypto Market Data \n", + "56 FX USD/JPY Prediction \n", + "51 Foreign Exchange (FX) Prediction - USD/JPY \n", + "34 Russian Financial Indicators \n", + "46 Deep Learning A-Z - ANN dataset \n", + "61 Campaign Finance versus Election Results \n", + "59 binance criptos price from jun 2017 to may 2018 \n", + "108 Elon Musk Tweets, 2010 to 2017 \n", + "104 Elon Musk's Tweets \n", + "81 Bitcoin markets \n", + "49 forex_strategy_results_next \n", + "69 S&P index historical Data \n", + "50 forex_strategy_results_first \n", + "148 Fact-Checking Facebook Politics Pages \n", + "147 Fake News Detection Dataset \n", + "23 Currency Exchange Rate \n", + "63 Finance ₹ - India \n", + "58 eur/usd \n", + "7 Exchange rate BRIC currencies/US dollar \n", + "144 Not Fake News \n", + "57 GBP/USD Historical data (month) \n", + "\n", + " subtitle \\\n", + "16 Complete live historical Ethereum blockchain d... \n", + "112 All posts from Y Combinator's social news webs... \n", + "48 \n", + "131 A cleaned subset of HC Corpora newspapers \n", + "76 42.3M Rows of Parking Ticket Data, Aug 2013-Ju... \n", + "25 Object detection dataset for Iraqi currency \n", + "33 \n", + "44 Forex with a ton of indicators, MQL5 retrieved... \n", + "24 Minutely crypto currency open/close prices, hi... \n", + "68 Analyze Lending Club's issued loans \n", + "73 \n", + "126 A subset of all Hacker News articles \n", + "85 Daily historical data of over 8,000 stocks tra... \n", + "137 \n", + "6 A collection of coin images from 32 different ... \n", + "26 Historical crypto currency data from the Bitfi... \n", + "52 \n", + "79 From New York State Open Data \n", + "125 7 days of tracking 20k news feeds worldwide \n", + "115 143,000 articles from 15 American publications \n", + "149 \n", + "127 167.053 news of the site Folha de São Paulo (B... \n", + "91 From New York City Open Data \n", + "101 3 million tweets from accounts associated with... \n", + "75 Consumer Finance Complaints (Bureau of Consume... \n", + "128 SiX Years of Crowd Sourced Journalism \n", + "80 Bitcoin data at 1-min intervals from select ex... \n", + "28 Bitcoin data at 1-min intervals from select ex... \n", + "74 Bitcoin data at 1-min intervals from select ex... \n", + "43 Historical Data from Oanda \n", + ".. ... \n", + "47 For Time Series Prediction of Forex \n", + "99 A collection of all of Donald Trump tweets--be... \n", + "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", + "140 Detection of Fake News \n", + "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", + "41 3 years of winning trades in EURUSD 4H, 99 fea... \n", + "53 Customers Information \n", + "18 Dataset provides some supplementary data for P... \n", + "11 Top 200 Cryptocurrencies by Marketcap \n", + "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", + "56 Jan 2017 Martket Data(Lightweight CSV) \n", + "51 Jan 2017 Martket Data(Lightweight CSV) \n", + "34 Dataset of Currency Rates \n", + "46 Kirill Eremenko \"Deep Learning A-Z™: Hands-On ... \n", + "61 Can an election be predicted from the precedin... \n", + "59 Binance candlestick from jun 2017 to may 2018 \n", + "108 All Elon Musk Tweets from 2010 to 2017 \n", + "104 Tweets by @elonmusk from 2012 to 2017 \n", + "81 Exchanges daily data \n", + "49 \n", + "69 S&P Index Historical Data from Yahoo finance \n", + "50 \n", + "148 Hyperpartisan Facebook pages and misleading in... \n", + "147 \n", + "23 Currency Exchange Rate from 1950-2017 \n", + "63 Statewise India's finance detail from 1980 to ... \n", + "58 03 08 2017 by minute \n", + "7 historical data monthly frequencies 01/07/1997... \n", + "144 \n", + "57 data to test accuracy and prediction \n", + "\n", + " description \\\n", + "16 ## Context\\n\\nBitcoin and other cryptocurrenci... \n", + "112 ### Context\\n\\nThis dataset contains all stori... \n", + "48 \n", + "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... \n", + "76 ### Context\\n\\nThe NYC Department of Finance c... \n", + "25 ### Object detection dataset for Iraqi currenc... \n", + "33 \n", + "44 Forex with a ton of indicators, MQL5 retrieved... \n", + "24 ### Context\\n\\nEach file contains klines for 1... \n", + "68 These files contain complete loan data for all... \n", + "73 \n", + "126 ### Context\\n\\nThis dataset contains a randomi... \n", + "85 # AMEX, NYSE, and NASDAQ stocks histories\\n###... \n", + "137 \n", + "6 ### Context\\n\\nI put together this dataset whe... \n", + "26 ## About this dataset\\n\\nWith the rise of cryp... \n", + "52 \n", + "79 ### Content \\n\\nMore details about each file ... \n", + "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", + "115 NOTE: A larger version of this dataset is now ... \n", + "149 \n", + "127 ### Content\\n\\nThe dataset consists of 167.053... \n", + "91 ### Content \\n\\nThe Multi Agency Permits data... \n", + "101 # 3 million Russian troll tweets\\n\\nThis data ... \n", + "75 ### Context\\n\\nThese are real world complaints... \n", + "128 ### Context\\n\\nPresenting a compendium of crow... \n", + "80 ### Context \\nBitcoin is the longest running a... \n", + "28 ### Context \\nBitcoin is the longest running a... \n", + "74 ### Context \\nBitcoin is the longest running a... \n", + "43 ### Content\\n\\nThis dataset contains historica... \n", + ".. ... \n", + "47 ### Context\\n\\nPossible time series prediction... \n", + "99 # Context \\nUnlike [This][1] dataset, (which p... \n", + "150 ### Contexto\\n\\nBoatos são compartilhados em m... \n", + "140 \n", + "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", + "41 ### Context\\nForex is the largest market in th... \n", + "53 \n", + "18 # Kaggle Challenge: Predict Future Sales.\\nThi... \n", + "11 **Context**\\n\\nRecent growing interest in cryp... \n", + "15 ### Context\\n\\nHistorical data for crypto curr... \n", + "56 ### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC... \n", + "51 Context\\n\\nComing Soon\\n\\nContent\\n\\nComing So... \n", + "34 ### Context\\n\\nThis data was extracted from th... \n", + "46 # Context \\n\\nThis is the dataset used in the ... \n", + "61 # Context \\n\\nThis dataset was assembled to in... \n", + "59 ### Context\\nThis dataset content is related t... \n", + "108 # Content\\n\\n - tweet id, contains tweet-stamp... \n", + "104 ### Context\\n\\n[Elon Musk](https://en.wikipedi... \n", + "81 10 different exchanges daily data from 01/01/2... \n", + "49 \n", + "69 \n", + "50 \n", + "148 ### Context\\n\\nDuring the 2016 US presidential... \n", + "147 \n", + "23 ### Context\\n\\nThe data set consist currency e... \n", + "63 **Connect/Follow me on [LinkedIn](http://link.... \n", + "58 # Context \\n\\nA day in the life or a forex tra... \n", + "7 ### Content\\n\\nover 10 years of historical exc... \n", + "144 \n", + "57 ### Context\\n\\ndata set for most dominant fore... \n", + "\n", + " lastUpdated \\\n", + "16 2019-03-04T14:57:55.953Z \n", + "112 2019-02-12T00:34:51.853Z \n", + "48 2018-11-11T11:52:30.603Z \n", + "131 2017-11-16T04:53:55.98Z \n", + "76 2017-10-26T18:47:45.14Z \n", + "25 2018-08-23T09:28:29.143Z \n", + "33 2018-10-31T18:15:52.017Z \n", + "44 2018-10-04T01:37:53Z \n", + "24 2018-04-08T09:58:41.477Z \n", + "68 2019-03-18T18:43:12.857Z \n", + "73 2019-06-16T06:03:58.25Z \n", + "126 2017-06-29T20:16:20.2Z \n", + "85 2019-04-21T05:25:28.943Z \n", + "137 2018-09-24T20:12:03.817Z \n", + "6 2019-03-27T09:26:10.133Z \n", + "26 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\n", + "33 thevirusx3/nepali-currency 1073.942714 \n", + "44 yurisa2/eurusd-2014-2018 1017.438780 \n", + "24 binance/binance-crypto-klines 1004.510014 \n", + "68 wendykan/lending-club-loan-data 736.483000 \n", + "73 huskylovers/finance 733.757334 \n", + "126 hacker-news/hacker-news-corpus 667.291612 \n", + "85 qks1lver/amex-nyse-nasdaq-stock-histories 526.877452 \n", + "137 pontes/fake-news-sample 519.121643 \n", + "6 wanderdust/coin-images 480.602984 \n", + "26 tencars/392-crypto-currency-pairs-at-minute-re... 393.638972 \n", + "52 crtatu/forex-crypto-bonds-indices-commodities 391.518080 \n", + "79 new-york-state/nys-campaign-finance-filers-and... 361.934238 \n", + "125 therohk/global-news-week 282.624224 \n", + "115 snapcrack/all-the-news 265.107114 \n", + "149 ad6398/aossie-fake-news-detection-datasets 210.153734 \n", + "127 marlesson/news-of-the-site-folhauol 193.086895 \n", + "91 new-york-city/ny-multi-agency-permits 190.748122 \n", + "101 fivethirtyeight/russian-troll-tweets 183.447803 \n", + "75 selener/consumer-complaint-database 179.716209 \n", + "128 therohk/examine-the-examiner 148.217226 \n", + "80 mczielinski/bitcoin-historical-data 123.326534 \n", + "28 mczielinski/bitcoin-historical-data 123.326534 \n", + "74 mczielinski/bitcoin-historical-data 123.326534 \n", + "43 imetomi/eur-usd-forex-pair-historical-data-200... 107.197636 \n", + ".. ... ... \n", + "47 cfchan/daily-usdjpy-20002019-with-technical-in... 0.594757 \n", + "99 kingburrito666/better-donald-trump-tweets 0.583499 \n", + "150 rogeriochaves/boatos-de-whatsapp-boatosorg 0.444433 \n", + "140 ksaivenketpatro/fake-news-detection-dataset 0.435844 \n", + "65 stexo92/gafa-stock-prices 0.407127 \n", + "41 rsalaschile/forex-eurusd-dataset 0.400495 \n", + "53 forexoracle/forex-oracle-offers 0.368301 \n", + "18 kazimanil/predict-future-sales-supplementary 0.354256 \n", + "11 philmohun/cryptocurrency-financial-data 0.348672 \n", + "15 anasshahid88/crypto-market-data 0.313499 \n", + "56 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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
77Credit Card Fraud DetectionAnonymized credit card transactions labeled as...Context\\n---------\\n\\nIt is important that cre...2018-03-23T01:17:27.913Zmlg-ulb/creditcardfraud69.155632https://www.kaggle.com/mlg-ulb/creditcardfraud3136202Database: Open Database, Contents: Database Co...2132Ready version: 3, 2018-03-23T01:17:27.913Z0.852941finance
112Hacker NewsAll posts from Y Combinator's social news webs...### Context\\n\\nThis dataset contains all stori...2019-02-12T00:34:51.853Zhacker-news/hacker-news15883.923392https://www.kaggle.com/hacker-news/hacker-news40CC0: Public Domain1495Ready version: 2, 2019-02-12T00:34:51.853Z0.705882news
68Lending Club Loan DataAnalyze Lending Club's issued loansThese files contain complete loan data for all...2019-03-18T18:43:12.857Zwendykan/lending-club-loan-data736.483000https://www.kaggle.com/wendykan/lending-club-l...153334Unknown584Ready version: 1, 2019-03-18T18:43:12.857Z0.735294finance
78Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353finance
118Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353news
36Kaggle Machine Learning & Data Science Survey ...A big picture view of the state of data scienc...### Context\\n\\nFor the first time, Kaggle cond...2017-10-27T22:03:03.417Zkaggle/kaggle-survey-20173.692041https://www.kaggle.com/kaggle/kaggle-survey-2017316028Database: Open Database, Contents: © Original ...296Ready version: 4, 2017-10-27T22:03:03.417Z0.823529currency
72New York Stock ExchangeS&P 500 companies historical prices with funda...# Context \\n\\nThis dataset is a playground for...2017-02-22T10:18:25.517Zdgawlik/nyse34.402357https://www.kaggle.com/dgawlik/nyse129443CC0: Public Domain271Ready version: 3, 2017-02-22T10:18:25.517Z0.852941finance
20Demonetization in India Twitter DataData extracted from Twitter regarding the rece...# Context\\n\\nThe **demonetization of ₹500 and ...2017-04-21T17:35:02.253Zarathee2/demonetization-in-india-twitter-data0.990156https://www.kaggle.com/arathee2/demonetization...44779Unknown171Ready version: 3, 2017-04-21T17:35:02.253Z0.735294currency
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
109First GOP Debate Twitter SentimentAnalyze tweets on the first 2016 GOP President...*This data originally came from [Crowdflower's...2016-10-06T03:19:29.417Zcrowdflower/first-gop-debate-twitter-sentiment2.669318https://www.kaggle.com/crowdflower/first-gop-d...212666CC BY-NC-SA 4.0122Ready version: 2, 2016-10-06T03:19:29.417Z0.852941tweets
32Kickstarter Project Statistics4000 live projects plus 4000 most backed projectsCrowdfunding has become one of the main source...2016-11-01T05:37:42.683Zsocathie/kickstarter-project-statistics1.308381https://www.kaggle.com/socathie/kickstarter-pr...14910CC BY-NC-SA 4.0102Ready version: 1, 2016-11-01T05:37:42.683Z0.852941currency
114Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21.412001https://www.kaggle.com/mrisdal/fake-news312746CC0: Public Domain93Ready version: 1, 2016-11-25T22:29:09.737Z0.852941news
132Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21.412001https://www.kaggle.com/mrisdal/fake-news312746CC0: Public Domain93Ready version: 1, 2016-11-25T22:29:09.737Z0.852941fake news
97Hillary Clinton and Donald Trump TweetsTweets from the major party candidates for the...Twitter has played an increasingly prominent r...2016-09-28T00:37:25.633Zbenhamner/clinton-trump-tweets1.028293https://www.kaggle.com/benhamner/clinton-trump...24954Unknown87Ready version: 1, 2016-09-28T00:37:25.633Z0.735294tweets
60US Consumer Finance ComplaintsUS consumer complaints on financial products a...Each week [the CFPB](http://www.consumerfinanc...2016-04-26T22:33:46.69Zcfpb/us-consumer-finance-complaints94.858347https://www.kaggle.com/cfpb/us-consumer-financ...17039Unknown83Ready version: 1, 2016-04-26T22:33:46.69Z0.705882finance
31Mobile App Store ( 7200 apps)Analytics for Mobile Apps**Mobile App Statistics (Apple iOS app store)*...2018-06-10T07:04:28.357Zramamet4/app-store-apple-data-set-10k-apps5.904947https://www.kaggle.com/ramamet4/app-store-appl...324172GPL 273Ready version: 7, 2018-06-10T07:04:28.357Z0.823529currency
0Every Cryptocurrency Daily Market PriceDaily crypto markets open, close, low, high da...# Cryptocurrency Market Data\\n## Historical Cr...2018-12-01T13:56:58.277Zjessevent/all-crypto-currencies23.636187https://www.kaggle.com/jessevent/all-crypto-cu...39028Other (specified in description)63Ready version: 17, 2018-12-01T13:56:58.277Z0.852941currencies
117News Aggregator DatasetHeadlines and categories of 400k news stories ...This dataset contains headlines, URLs, and cat...2016-10-31T22:22:55.29Zuciml/news-aggregator-dataset30.370802https://www.kaggle.com/uciml/news-aggregator-d...26750CC0: Public Domain54Ready version: 1, 2016-10-31T22:22:55.29Z0.875000news
13Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5.732263https://www.kaggle.com/shrutimehta/zomato-rest...119125CC0: Public Domain54Ready version: 2, 2018-03-13T04:56:25.81Z0.794118currencies
29Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5.732263https://www.kaggle.com/shrutimehta/zomato-rest...119125CC0: Public Domain54Ready version: 2, 2018-03-13T04:56:25.81Z0.794118currency
116A Million News HeadlinesNews headlines published over a period of 15 Y...### Context\\n\\nThis contains data of news head...2019-06-13T18:14:28.073Ztherohk/million-headlines19.296580https://www.kaggle.com/therohk/million-headlines411465CC0: Public Domain49Ready version: 8, 2019-06-13T18:14:28.073Z0.941176news
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000fake news
120News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000news
83Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory0.715347https://www.kaggle.com/sudalairajkumar/cryptoc...219238CC0: Public Domain39Ready version: 13, 2018-02-21T12:36:47.22Z0.705882exchanges
119Hacker News PostsHacker News posts from the past 12 months (inc...This data set is Hacker News posts from the la...2016-09-27T03:14:41.153Zhacker-news/hacker-news-posts20.702971https://www.kaggle.com/hacker-news/hacker-news...22006CC0: Public Domain39Ready version: 1, 2016-09-27T03:14:41.153Z0.882353news
8Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory0.715347https://www.kaggle.com/sudalairajkumar/cryptoc...219238CC0: Public Domain39Ready version: 13, 2018-02-21T12:36:47.22Z0.705882currencies
92Sentiment140 dataset with 1.6 million tweetsSentiment analysis with tweets### Context\\n\\nThis is the sentiment140 datase...2017-09-13T22:43:19.117Zkazanova/sentiment14088.031309https://www.kaggle.com/kazanova/sentiment140313923Other (specified in description)37Ready version: 2, 2017-09-13T22:43:19.117Z0.882353tweets
99(Better) - Donald Trump Tweets!A collection of all of Donald Trump tweets--be...# Context \\nUnlike [This][1] dataset, (which p...2017-04-16T04:24:29.33Zkingburrito666/better-donald-trump-tweets0.583499https://www.kaggle.com/kingburrito666/better-d...22168Unknown30Ready version: 2, 2017-04-16T04:24:29.33Z0.705882tweets
.............................................
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
84CryptocurrenciesHistorical price data for 1200 cryptocurrencie...### Context\\n\\nThousands of cryptocurrencies h...2018-07-11T14:15:12.387Zakababa/cryptocurrencies9.049797https://www.kaggle.com/akababa/cryptocurrencies21017CC0: Public Domain1Ready version: 4, 2018-07-11T14:15:12.387Z0.882353exchanges
88Enrico's Email FlowsAnonymized Metadata (i.e. sender, receivers, d...### Context\\n\\nEmail archives are a great sour...2018-03-21T10:10:40.373Zemarock/enricos-email-flows12.867137https://www.kaggle.com/emarock/enricos-email-f...384CC0: Public Domain1Ready version: 1, 2018-03-21T10:10:40.373Z0.882353exchanges
89Poloniex BTCETH OrderBook Stream SampleOrder Flow from a websocket### Context\\nOrderbook flow from exchanges is ...2018-04-12T04:04:11.673Zpraeconium/poloniex-btceth-order-book-stream-s...67.039769https://www.kaggle.com/praeconium/poloniex-btc...233Unknown1Ready version: 1, 2018-04-12T04:04:11.673Z0.705882exchanges
90S&P 500SP500 data history from yahooThis data-set has data spanning from 2013 till...2019-03-27T15:28:14.16Zflorentbaptist/sp-50010.035049https://www.kaggle.com/florentbaptist/sp-500146Unknown1Ready version: 1, 2019-03-27T15:28:14.16Z0.588235exchanges
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36.090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...066Unknown1Ready version: 1, 2018-11-24T02:31:59.66Z0.125000fake news
66SF Campaign Finance DataFrom San Francisco Open Data### Content \\n\\nMore details about each file ...2019-01-02T22:32:32.257Zsan-francisco/sf-campaign-finance-data56.501468https://www.kaggle.com/san-francisco/sf-campai...3155Other (specified in description)1Ready version: 67, 2019-01-02T22:32:32.257Z0.794118finance
41FOREX: EURUSD dataset3 years of winning trades in EURUSD 4H, 99 fea...### Context\\nForex is the largest market in th...2017-09-05T02:05:55.703Zrsalaschile/forex-eurusd-dataset0.400495https://www.kaggle.com/rsalaschile/forex-eurus...0895CC0: Public Domain1Ready version: 1, 2017-09-05T02:05:55.703Z0.705882forex
622016 Presidential Campaign FinanceHow did presidential candidates spend their ca...# Context \\n\\nThe Federal Election Commission ...2017-01-17T19:48:13.063Zfec/presidential-campaign-finance1.120759https://www.kaggle.com/fec/presidential-campai...2774CC0: Public Domain1Ready version: 1, 2017-01-17T19:48:13.063Z0.823529finance
34Russian Financial IndicatorsDataset of Currency Rates### Context\\n\\nThis data was extracted from th...2017-11-06T00:14:12.11Zolgabelitskaya/russian-financial-indicators0.278978https://www.kaggle.com/olgabelitskaya/russian-...097Other (specified in description)1Ready version: 1, 2017-11-06T00:14:12.11Z0.588235currency
58eur/usd03 08 2017 by minute# Context \\n\\nA day in the life or a forex tra...2017-03-11T10:46:02.16Zugnix911aalc/eurusd0.016910https://www.kaggle.com/ugnix911aalc/eurusd076CC0: Public Domain1Ready version: 1, 2017-03-11T10:46:02.16Z0.705882forex
57GBP/USD Historical data (month)data to test accuracy and prediction### Context\\n\\ndata set for most dominant fore...2019-03-23T07:13:17.623Zmohsinsajjad/dataset0.001155https://www.kaggle.com/mohsinsajjad/dataset35Unknown1Ready version: 1, 2019-03-23T07:13:17.623Z0.705882forex
55Hourly GBPUSD w Technical Indicators (2000-2019)Time Series Forecasting for Forex### Context\\n\\nPossible prediction of the next...2019-04-23T02:16:18.47Zcfchan/hourly-gbpusd-w-technical-indicators-20...17.862885https://www.kaggle.com/cfchan/hourly-gbpusd-w-...532Unknown1Ready version: 1, 2019-04-23T02:16:18.47Z0.470588forex
138WSDM - Fake News ClassificationIdentify the fake news.# Background\\n\\nWSDM (pronounced \"wisdom\") is ...2019-04-02T06:13:39.013Zwsdmcup/wsdm-fake-news-classification36.152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...163Unknown1Ready version: 1, 2019-04-02T06:13:39.013Z0.705882fake news
39EURO-USD History Data (1 Min Interval 2002-2017)History EURO/USD currency data2018-05-10T04:01:10.467Zveidak/eurousd-history-data-1-min-interval-200...48.082155https://www.kaggle.com/veidak/eurousd-history-...286CC0: Public Domain0Ready version: 1, 2018-05-10T04:01:10.467Z0.500000currency
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2.065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0135CC0: Public Domain0Ready version: 1, 2017-10-24T13:38:46.13Z0.500000fake news
67finance study2017-11-04T20:05:21.893Ztusharpatil15/finance-study3.118831https://www.kaggle.com/tusharpatil15/finance-s...0374CC BY-NC-SA 4.00Ready version: 1, 2017-11-04T20:05:21.893Z0.250000finance
45Forex Data Source2018-04-29T15:42:10.233Zmannir/forex-data-source3.294470https://www.kaggle.com/mannir/forex-data-source067GPL 20Ready version: 1, 2018-04-29T15:42:10.233Z0.235294forex
4Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates0.596854https://www.kaggle.com/thebasss/currency-excha...1516CC0: Public Domain0Ready version: 2, 2018-05-02T17:48:28.943Z0.647059currencies
5Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-11-07T20:19:07.32Zacostasg/crypto-currencies-data1.082628https://www.kaggle.com/acostasg/crypto-currenc...2160Database: Open Database, Contents: Database Co...0Ready version: 1, 2017-11-07T20:19:07.32Z0.647059currencies
9Price History of 1654 Crypto-CurrenciesHistorical Coin Prices to Understand the Big P...### Context\\n\\nHere's one of the largest Crypt...2018-06-09T02:44:13.39Zulascengiz/price-history-of-1654-cryptocurrencies19.131516https://www.kaggle.com/ulascengiz/price-histor...5101Other (specified in description)0Ready version: 1, 2018-06-09T02:44:13.39Z0.687500currencies
56FX USD/JPY PredictionJan 2017 Martket Data(Lightweight CSV)### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC...2017-08-09T10:59:10.39Zdaiearth22/fx-usdjpy-prediction0.304973https://www.kaggle.com/daiearth22/fx-usdjpy-pr...067CC0: Public Domain0Ready version: 1, 2017-08-09T10:59:10.39Z0.647059forex
63Finance ₹ - IndiaStatewise India's finance detail from 1980 to ...**Connect/Follow me on [LinkedIn](http://link....2017-08-27T12:17:02.98Zrajanand/finance-india0.025746https://www.kaggle.com/rajanand/finance-india2985CC BY-SA 4.00Ready version: 1, 2017-08-27T12:17:02.98Z0.764706finance
91NY Multi Agency PermitsFrom New York City Open Data### Content \\n\\nThe Multi Agency Permits data...2019-03-06T06:48:48.45Znew-york-city/ny-multi-agency-permits190.748122https://www.kaggle.com/new-york-city/ny-multi-...119CC0: Public Domain0Ready version: 229, 2019-03-06T06:48:48.45Z0.764706exchanges
22Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates0.596854https://www.kaggle.com/thebasss/currency-excha...1516CC0: Public Domain0Ready version: 2, 2018-05-02T17:48:28.943Z0.647059currency
79NYS Campaign Finance Filers and FilingsFrom New York State Open Data### Content \\n\\nMore details about each file ...2019-07-03T09:42:54.753Znew-york-state/nys-campaign-finance-filers-and...361.934238https://www.kaggle.com/new-york-state/nys-camp...226CC0: Public Domain0Ready version: 39, 2019-07-03T09:42:54.753Z0.794118finance
27Crypto currency dataHigh resolution data of all BTC based pairs fr...### Context\\nOne week of highly resolved crypt...2018-04-15T16:42:18.337Zmhansinger/bittrex-bitcoin-pairs44.064008https://www.kaggle.com/mhansinger/bittrex-bitc...3126CC0: Public Domain0Ready version: 2, 2018-04-15T16:42:18.337Z0.647059currency
30Daily Crypto Currency and Lunar Geocentric DataDaily crypto markets open, close, low, high da...### Context\\n\\nThis data includes daily open, ...2018-01-25T01:33:42.077Zrudymizrahi/daily-crypto-currency-and-lunar-ge...30.710297https://www.kaggle.com/rudymizrahi/daily-crypt...587Unknown0Ready version: 1, 2018-01-25T01:33:42.077Z0.647059currency
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data0.313499https://www.kaggle.com/anasshahid88/crypto-mar...3163CC0: Public Domain0Ready version: 1, 2018-05-08T14:38:02.187Z0.647059currencies
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152 rows × 14 columns

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" + ], + "text/plain": [ + " title \\\n", + "77 Credit Card Fraud Detection \n", + "112 Hacker News \n", + "68 Lending Club Loan Data \n", + "78 Daily News for Stock Market Prediction \n", + "118 Daily News for Stock Market Prediction \n", + "36 Kaggle Machine Learning & Data Science Survey ... \n", + "72 New York Stock Exchange \n", + "20 Demonetization in India Twitter Data \n", + "28 Bitcoin Historical Data \n", + "74 Bitcoin Historical Data \n", + "80 Bitcoin Historical Data \n", + "109 First GOP Debate Twitter Sentiment \n", + "32 Kickstarter Project Statistics \n", + "114 Getting Real about Fake News \n", + "132 Getting Real about Fake News \n", + "97 Hillary Clinton and Donald Trump Tweets \n", + "60 US Consumer Finance Complaints \n", + "31 Mobile App Store ( 7200 apps) \n", + "0 Every Cryptocurrency Daily Market Price \n", + "117 News Aggregator Dataset \n", + "13 Zomato Restaurants Data \n", + "29 Zomato Restaurants Data \n", + "116 A Million News Headlines \n", + "136 News Headlines Dataset For Sarcasm Detection \n", + "120 News Headlines Dataset For Sarcasm Detection \n", + "83 Cryptocurrency Historical Prices \n", + "119 Hacker News Posts \n", + "8 Cryptocurrency Historical Prices \n", + "92 Sentiment140 dataset with 1.6 million tweets \n", + "99 (Better) - Donald Trump Tweets! \n", + ".. ... \n", + "147 Fake News Detection Dataset \n", + "84 Cryptocurrencies \n", + "88 Enrico's Email Flows \n", + "89 Poloniex BTCETH OrderBook Stream Sample \n", + "90 S&P 500 \n", + "146 WSDM - Fake News Classification \n", + "66 SF Campaign Finance Data \n", + "41 FOREX: EURUSD dataset \n", + "62 2016 Presidential Campaign Finance \n", + "34 Russian Financial Indicators \n", + "58 eur/usd \n", + "57 GBP/USD Historical data (month) \n", + "55 Hourly GBPUSD w Technical Indicators (2000-2019) \n", + "138 WSDM - Fake News Classification \n", + "39 EURO-USD History Data (1 Min Interval 2002-2017) \n", + "144 Not Fake News \n", + "143 Snopes_fake_legit_news \n", + "67 finance study \n", + "45 Forex Data Source \n", + "4 Currency Exchange Rates \n", + "5 Crypto Currencies \n", + "9 Price History of 1654 Crypto-Currencies \n", + "56 FX USD/JPY Prediction \n", + "63 Finance ₹ - India \n", + "91 NY Multi Agency Permits \n", + "22 Currency Exchange Rates \n", + "79 NYS Campaign Finance Filers and Filings \n", + "27 Crypto currency data \n", + "30 Daily Crypto Currency and Lunar Geocentric Data \n", + "15 Crypto Market Data \n", + "\n", + " subtitle \\\n", + "77 Anonymized credit card transactions labeled as... \n", + "112 All posts from Y Combinator's social news webs... \n", + "68 Analyze Lending Club's issued loans \n", + "78 Using 8 years daily news headlines to predict ... \n", + "118 Using 8 years daily news headlines to predict ... \n", + "36 A big picture view of the state of data scienc... \n", + "72 S&P 500 companies historical prices with funda... \n", + "20 Data extracted from Twitter regarding the rece... \n", + "28 Bitcoin data at 1-min intervals from select ex... \n", + "74 Bitcoin data at 1-min intervals from select ex... \n", + "80 Bitcoin data at 1-min intervals from select ex... \n", + "109 Analyze tweets on the first 2016 GOP President... \n", + "32 4000 live projects plus 4000 most backed projects \n", + "114 Text & metadata from fake & biased news source... \n", + "132 Text & metadata from fake & biased news source... \n", + "97 Tweets from the major party candidates for the... \n", + "60 US consumer complaints on financial products a... \n", + "31 Analytics for Mobile Apps \n", + "0 Daily crypto markets open, close, low, high da... \n", + "117 Headlines and categories of 400k news stories ... \n", + "13 Analyzing the best restaurants of the major ci... \n", + "29 Analyzing the best restaurants of the major ci... \n", + "116 News headlines published over a period of 15 Y... \n", + "136 High quality dataset for the task of Sarcasm D... \n", + "120 High quality dataset for the task of Sarcasm D... \n", + "83 Prices of top cryptocurrencies including Bitco... \n", + "119 Hacker News posts from the past 12 months (inc... \n", + "8 Prices of top cryptocurrencies including Bitco... \n", + "92 Sentiment analysis with tweets \n", + "99 A collection of all of Donald Trump tweets--be... \n", + ".. ... \n", + "147 \n", + "84 Historical price data for 1200 cryptocurrencie... \n", + "88 Anonymized Metadata (i.e. sender, receivers, d... \n", + "89 Order Flow from a websocket \n", + "90 SP500 data history from yahoo \n", + "146 \n", + "66 From San Francisco Open Data \n", + "41 3 years of winning trades in EURUSD 4H, 99 fea... \n", + "62 How did presidential candidates spend their ca... \n", + "34 Dataset of Currency Rates \n", + "58 03 08 2017 by minute \n", + "57 data to test accuracy and prediction \n", + "55 Time Series Forecasting for Forex \n", + "138 Identify the fake news. \n", + "39 History EURO/USD currency data \n", + "144 \n", + "143 Articles taken by Snopes.com \n", + "67 \n", + "45 \n", + "4 Daily exchange rates for 51 currencies from 19... \n", + "5 Cryptocurrency Market Capitalizations \n", + "9 Historical Coin Prices to Understand the Big P... \n", + "56 Jan 2017 Martket Data(Lightweight CSV) \n", + "63 Statewise India's finance detail from 1980 to ... \n", + "91 From New York City Open Data \n", + "22 Daily exchange rates for 51 currencies from 19... \n", + "79 From New York State Open Data \n", + "27 High resolution data of all BTC based pairs fr... \n", + "30 Daily crypto markets open, close, low, high da... \n", + "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", + "\n", + " description \\\n", + "77 Context\\n---------\\n\\nIt is important that cre... \n", + "112 ### Context\\n\\nThis dataset contains all stori... \n", + "68 These files contain complete loan data for all... \n", + "78 Actually, I prepare this dataset for students ... \n", + "118 Actually, I prepare this dataset for students ... \n", + "36 ### Context\\n\\nFor the first time, Kaggle cond... \n", + "72 # Context \\n\\nThis dataset is a playground for... \n", + "20 # Context\\n\\nThe **demonetization of ₹500 and ... \n", + "28 ### Context \\nBitcoin is the longest running a... \n", + "74 ### Context \\nBitcoin is the longest running a... \n", + "80 ### Context \\nBitcoin is the longest running a... \n", + "109 *This data originally came from [Crowdflower's... \n", + "32 Crowdfunding has become one of the main source... \n", + "114 The latest hot topic in the news is fake news ... \n", + "132 The latest hot topic in the news is fake news ... \n", + "97 Twitter has played an increasingly prominent r... \n", + "60 Each week [the CFPB](http://www.consumerfinanc... \n", + "31 **Mobile App Statistics (Apple iOS app store)*... \n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", + "117 This dataset contains headlines, URLs, and cat... \n", + "13 ### Context\\n\\nI really get fascinated by good... \n", + "29 ### Context\\n\\nI really get fascinated by good... \n", + "116 ### Context\\n\\nThis contains data of news head... \n", + "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", + "120 #Context\\n\\nPast studies in Sarcasm Detection ... \n", + "83 ### Context\\n\\nThings like Block chain, Bitcoi... \n", + "119 This data set is Hacker News posts from the la... \n", + "8 ### Context\\n\\nThings like Block chain, Bitcoi... \n", + "92 ### Context\\n\\nThis is the sentiment140 datase... \n", + "99 # Context \\nUnlike [This][1] dataset, (which p... \n", + ".. ... \n", + "147 \n", + "84 ### Context\\n\\nThousands of cryptocurrencies h... \n", + "88 ### Context\\n\\nEmail archives are a great sour... \n", + "89 ### Context\\nOrderbook flow from exchanges is ... \n", + "90 This data-set has data spanning from 2013 till... \n", + "146 \n", + "66 ### Content \\n\\nMore details about each file ... \n", + "41 ### Context\\nForex is the largest market in th... \n", + "62 # Context \\n\\nThe Federal Election Commission ... \n", + "34 ### Context\\n\\nThis data was extracted from th... \n", + "58 # Context \\n\\nA day in the life or a forex tra... \n", + "57 ### Context\\n\\ndata set for most dominant fore... \n", + "55 ### Context\\n\\nPossible prediction of the next... \n", + "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... \n", + "39 \n", + "144 \n", + "143 ### Context\\n\\nI did this in order to share th... \n", + "67 \n", + "45 \n", + "4 This dataset contains the daily currency excha... \n", + "5 «Datasets per la comparació de moviments i pat... \n", + "9 ### Context\\n\\nHere's one of the largest Crypt... \n", + "56 ### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC... \n", + "63 **Connect/Follow me on [LinkedIn](http://link.... \n", + "91 ### Content \\n\\nThe Multi Agency Permits data... \n", + "22 This dataset contains the daily currency excha... \n", + "79 ### Content \\n\\nMore details about each file ... \n", + "27 ### Context\\nOne week of highly resolved crypt... \n", + "30 ### 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"metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.sort_values(['kernelCount'],ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Web scraping." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 00984312423cb7f4f006931da59ffda5eb723ede Mon Sep 17 00:00:00 2001 From: Enrique Santos Date: Sat, 20 Jul 2019 01:02:35 -0500 Subject: [PATCH 2/4] Primera parte de web scraping terminada --- .../web_project-checkpoint.ipynb | 8 +- your-code/web_project.ipynb | 13650 ++++++++++++++++ 2 files changed, 13654 insertions(+), 4 deletions(-) rename web_project.ipynb => your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb (99%) create mode 100644 your-code/web_project.ipynb diff --git a/web_project.ipynb b/your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb similarity index 99% rename from web_project.ipynb rename to your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb index 28fbd0f..274ad86 100644 --- a/web_project.ipynb +++ b/your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb @@ -9789,11 +9789,11 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Para la sección de web scraping extraeré información de l" + ] } ], "metadata": { diff --git a/your-code/web_project.ipynb b/your-code/web_project.ipynb new file mode 100644 index 0000000..0416c40 --- /dev/null +++ b/your-code/web_project.ipynb @@ -0,0 +1,13650 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Proyecto web (Semana 3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para este proyecto nos fue solicitado que realizaramos dos tareas:\n", + "1. Hacer uso de un API para generar un dataset.\n", + "2. Aplicar web scraping para generar un dataset.\n", + "\n", + "Estas dos tareas deben resultar en los siguientes archivos:\n", + "1. Un archivo \".csv\" en el cual tengamos el dataset generado via API.\n", + "2. Un archivo \".csv\" en el cual tengamos el dataset generado via API, aplicando labores de limpieza y manipulación.\n", + "3. Un archivo \".csv\" en el cual tengamos el dataset generado via web scraping.\n", + "4. Un archivo \".csv\" en el cual tengamos el dataset generado via web scraping, aplicando labores de limpieza y manipulación." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ideas para el proyecto." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Considerando que los datos son la materia prima para proyectos de analitica, decidí utilizar el API de un gran sitio (Kaggle) que contiene datasets sobre diferentes temas, la gran mayoria de manera pública.\n", + "\n", + "En el caso del web scraping decidí tomar una página sobre inversión en diferentes mercados, derivados y activos (Investing.com), tema que es de mi interes y por el momento el sitio no posee un API." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# API " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lo primero que realice para el uso del API, fue instalar un wrapper que ofrece el API de Kaggle." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "#import sys\n", + "#!{sys.executable} -m pip install mdutils kaggle " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Continue con una celda para realizar todos los imports que se vayan requiriendo a lo largo del proyecto." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import requests\n", + "from kaggle.api.kaggle_api_extended import KaggleApi\n", + "import time\n", + "import pandas as pd\n", + "import json\n", + "import operator\n", + "from bs4 import BeautifulSoup\n", + "import re" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "El wrapper del API de Kaggle realiza la autentificación con los siguientes comandos." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "api = KaggleApi({\"username\":\"\",\"key\":\"\"})\n", + "api.authenticate()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En este momento estamos autorizados para utilizar el API a partir de todos los métodos que provee el wrapper. En teoría el API de kaggle es más fácil de usar desde un shell, y su documentación (https://github.com/Kaggle/kaggle-api) esta redactada para su uso en shell. Pero es completamente factible traducir todos sus comandos al metodo incluido en el wrapper. Algunos de los comandos disponibles se enlistan a continuación:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "| Sección: | Competitions | |\n", + "|--------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n", + "| Comando | Parametros | Descripción |\n", + "| dataset_list() | sort_by: how to sort the result, see valid_dataset_sort_bys for options size: the size of the dataset, see valid_dataset_sizes for string options file_type: the format, see valid_dataset_file_types for string options license_name: string descriptor for license, see valid_dataset_license_names tag_ids: tag identifiers to filter the search search: a search term to use (default is empty string) user: username to filter the search to mine: boolean if True, group is changed to \"my\" to return personal page: the page to return (default is 1) | Comando para realizar búsqueda de datasets, los parámetros extra permiten ordenarlos, filtrar por tags, página que obtener, buscar datasets por usuario y otras caracteristicas. |\n", + "| dataset_view() | :param str owner_slug: Dataset owner (required) :param str dataset_slug: Dataset name (required) | Ver metadatos de un dataset. |\n", + "| dataset_metadata(dataset,path) | dataset: name dataset path: its obtain with the name of the dataset. | Ver metadatos de un dataset. |\n", + "| dataset_list_files(dataset) | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] | Lista los archivos presentes en el dataset. |\n", + "| dataset_download_file() | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] file_name: the dataset configuration file path: if defined, download to this location force: force the download if the file already exists (default False) quiet: suppress verbose output (default is True) | Descarga un archivo presente en un dataset. |\n", + "| dataset_download_files() | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] path: the path to download the dataset to force: force the download if the file already exists (default False) quiet: suppress verbose output (default is True) unzip: if True, unzip files upon download (default is False) | Descacarga todos los archivos de un dataset. |\n", + "| download_file() | response: the response to download outfile: the output file to download to quiet: suppress verbose output (default is True) chunk_size: the size of the chunk to stream | También descarga un archivo. |" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extraer data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para mi proyecto me interesa obtener datasets que tengan relación palabras clave que yo seleccione, para esto construyo una lista con dichas palabras, en ella preferentemente hay que agregar palabras en inglés." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "intereses = ['currencies','currency','forex','finance','exchanges','tweets','news','fake news']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Continue realizando una búsqueda en la API con cada interes, decidí agregar una pausa entre cada solicitud a la API de un 1.5s." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "datasets_category = pd.DataFrame()\n", + "result_busqueda_list = []\n", + "categoria_list = []\n", + "\n", + "for interes in intereses:\n", + " time.sleep(1.5)\n", + " response = api.dataset_list(search=interes)\n", + " if len(response) != 0:\n", + " result_busqueda_list.extend(response)\n", + " categoria_list.extend(((interes+',')*len(response)).split(',')[:-1])\n", + " \n", + "datasets_category['Dataset'] = result_busqueda_list\n", + "datasets_category['Category'] = categoria_list" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Se obtuvieron 152 datasets en la busqueda sobre los interes seleccionados.\n" + ] + } + ], + "source": [ + "print('Se obtuvieron %i datasets en la busqueda sobre los interes seleccionados.' % len(datasets_category))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Revisamos si existen repeticiones en los resultados de busqueda." + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No hay datasets repetidos\n" + ] + } + ], + "source": [ + "if len(set(datasets_category['Dataset'])) != len(datasets_category):\n", + " print('Existen datasets repetidos')\n", + "else:\n", + " print('No hay datasets repetidos')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para cada uno de los datasets encontrados en la búsqueda descargaremos sus metadatos." + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [], + "source": [ + "metadata_datasets_list = []\n", + "for dataset in datasets_category['Dataset']:\n", + " time.sleep(1)\n", + " owner_name = str(dataset).split('/')[0]\n", + " name = str(dataset).split('/')[1]\n", + " metadata_datasets_list.append(api.datasets_view(owner_name,name))" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [], + "source": [ + "metadata_keys = ['id', 'ref', 'subtitle', 'tags', 'creatorName', 'creatorUrl',\n", + " 'totalBytes', 'url', 'lastUpdated', 'downloadCount', 'isPrivate',\n", + " 'isReviewed', 'isFeatured', 'licenseName', 'description', 'ownerName',\n", + " 'ownerRef', 'kernelCount', 'title', 'topicCount', 'viewCount', 'voteCount',\n", + " 'currentVersionNumber', 'files', 'versions', 'usabilityRating']" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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creatorNamecreatorUrlcurrentVersionNumberdescriptiondownloadCountfilesidisFeaturedisPrivateisReviewed...subtitletagstitletopicCounttotalBytesurlusabilityRatingversionsviewCountvoteCount
0jventNone17# Cryptocurrency Market Data\\n## Historical Cr...9028[{'ref': 'crypto-markets.csv', 'creationDate':...1963FalseFalseTrue...Daily crypto markets open, close, low, high da...[{'ref': 'finance', 'competitionCount': 4, 'da...Every Cryptocurrency Daily Market Price2923636187https://www.kaggle.com/jessevent/all-crypto-cu...0.852941[{'versionNumber': 17, 'creationDate': '2018-1...76165378
1Albert CostasNone8«Datasets per la comparació de moviments i pat...565[{'ref': '1_11_2017_crypto_currencies.csv', 'c...2963FalseFalseFalse...Cryptocurrency Market Capitalizations[{'ref': 'finance', 'competitionCount': 4, 'da...Crypto Currencies01321667https://www.kaggle.com/acostasg/crypto-currencies0.705882[{'versionNumber': 8, 'creationDate': '2017-12...776312
2Albert CostasNone2«Datasets per la comparació de moviments i pat...515[{'ref': 'dataset.csv', 'creationDate': '2017-...6902FalseFalseTrue...Relation and patterns between movements of sto...[{'ref': 'economics', 'competitionCount': 0, '...Analysis about crypto currencies and Stock Index0681413https://www.kaggle.com/acostasg/cryptocurrenci...0.705882[{'versionNumber': 2, 'creationDate': '2017-12...581718
3mitilloNone3### Context\\n\\nThis is a different timeframe c...134[{'ref': 'currencies.rar', 'creationDate': '20...2661FalseFalseFalse...[]Currencies01151577https://www.kaggle.com/mitillo/currencies0.411765[{'versionNumber': 3, 'creationDate': '2017-09...12312
4SebastianNone2This dataset contains the daily currency excha...516[{'ref': 'currency_exchange_rates_02-01-1995_-...20872FalseFalseFalse...Daily exchange rates for 51 currencies from 19...[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rates1596854https://www.kaggle.com/thebasss/currency-excha...0.647059[{'versionNumber': 2, 'creationDate': '2018-05...259121
5Albert CostasNone1«Datasets per la comparació de moviments i pat...160[{'ref': '1_11_2017_crypto_currencies.csv', 'c...4161FalseFalseFalse...Cryptocurrency Market Capitalizations[{'ref': 'finance', 'competitionCount': 4, 'da...Crypto Currencies01082628https://www.kaggle.com/acostasg/crypto-currenc...0.647059[{'versionNumber': 1, 'creationDate': '2017-11...14841
6Pablo Lopez SantoriNone1### Context\\n\\nI put together this dataset whe...69[{'ref': 'cat_to_name.json', 'creationDate': '...150253FalseFalseFalse...A collection of coin images from 32 different ...[{'ref': 'image data', 'competitionCount': 63,...World Coins0480602984https://www.kaggle.com/wanderdust/coin-images0.937500[{'versionNumber': 1, 'creationDate': '2019-03...4085
7LuigiNone1### Content\\n\\nover 10 years of historical exc...102[{'ref': 'exchange.csv', 'creationDate': '2017...1407FalseFalseFalse...historical data monthly frequencies 01/07/1997...[{'ref': 'economics', 'competitionCount': 0, '...Exchange rate BRIC currencies/US dollar03657https://www.kaggle.com/luigimersico/exchange-r...0.529412[{'versionNumber': 1, 'creationDate': '2017-06...10193
8SRKNone13### Context\\n\\nThings like Block chain, Bitcoi...19238[{'ref': 'bitcoin_cash_price.csv', 'creationDa...1869FalseFalseFalse...Prices of top cryptocurrencies including Bitco...[{'ref': 'finance', 'competitionCount': 4, 'da...Cryptocurrency Historical Prices12715347https://www.kaggle.com/sudalairajkumar/cryptoc...0.705882[{'versionNumber': 13, 'creationDate': '2018-0...140217343
9Ulas Can CengizNone1### Context\\n\\nHere's one of the largest Crypt...101[{'ref': 'cc_histories.zip', 'creationDate': '...30652FalseFalseFalse...Historical Coin Prices to Understand the Big P...[{'ref': 'economics', 'competitionCount': 0, '...Price History of 1654 Crypto-Currencies019131516https://www.kaggle.com/ulascengiz/price-histor...0.687500[{'versionNumber': 1, 'creationDate': '2018-06...8104
10wayward_artisanNone9### Cryptocurrencies\\n\\nCryptocurrencies are f...3100[{'ref': 'all_currencies.csv', 'creationDate':...18281FalseFalseTrue...Daily historical prices for all cryptocurrenci...[{'ref': 'economics', 'competitionCount': 0, '...Complete Cryptocurrency Market History113939281https://www.kaggle.com/taniaj/cryptocurrency-m...0.764706[{'versionNumber': 9, 'creationDate': '2018-09...21344122
11pmohunNone3**Context**\\n\\nRecent growing interest in cryp...2844[{'ref': 'consolidated_coin_data.csv', 'creati...8629FalseFalseTrue...Top 200 Cryptocurrencies by Marketcap[{'ref': 'finance', 'competitionCount': 4, 'da...Complete Historical Cryptocurrency Financial Data1348672https://www.kaggle.com/philmohun/cryptocurrenc...0.852941[{'versionNumber': 3, 'creationDate': '2019-04...18834120
12Sohier DaneNone1The Federal Reserve's H.10 statistical release...1240[{'ref': 'exchange_rates.csv', 'creationDate':...2343FalseFalseTrue...Exchange rates as far back as 1971 between the...[{'ref': 'economics', 'competitionCount': 0, '...Exchange Rates1659356https://www.kaggle.com/federalreserve/exchange...0.823529[{'versionNumber': 1, 'creationDate': '2017-09...821430
13Shruti MehtaNone2### Context\\n\\nI really get fascinated by good...19125[{'ref': 'Country-Code.xlsx', 'creationDate': ...14506FalseFalseTrue...Analyzing the best restaurants of the major ci...[{'ref': 'food and drink', 'competitionCount':...Zomato Restaurants Data75732263https://www.kaggle.com/shrutimehta/zomato-rest...0.794118[{'versionNumber': 2, 'creationDate': '2018-03...95076367
14belugaNone36### Context\\n\\nNumer.ai tournament results\\n\\n...98[{'ref': 'CoinMarketCapNMR', 'creationDate': '...29393FalseFalseFalse...Numerai Tournament Results[{'ref': 'finance', 'competitionCount': 4, 'da...Meta Numerai041912215https://www.kaggle.com/gaborfodor/meta-numerai0.705882[{'versionNumber': 36, 'creationDate': '2019-0...122911
15Anas ShahidNone1### Context\\n\\nHistorical data for crypto curr...163[{'ref': 'CoinMarketData-bitcoin-cash.csv', 'c...25711FalseFalseFalse...CoinMarketCap data from 1/May/13 to 8/5/18 of ...[{'ref': 'money', 'competitionCount': 1, 'data...Crypto Market Data0313499https://www.kaggle.com/anasshahid88/crypto-mar...0.647059[{'versionNumber': 1, 'creationDate': '2018-05...9543
16Megan RisdalNone4## Context\\n\\nBitcoin and other cryptocurrenci...0[]41998FalseFalseTrue...Complete live historical Ethereum blockchain d...[{'ref': 'finance', 'competitionCount': 4, 'da...Ethereum Blockchain3910127001043https://www.kaggle.com/bigquery/ethereum-block...0.705882[{'versionNumber': 4, 'creationDate': '2019-03...2955285
17inabaNone1### Context\\n\\nI made this dataset for Courser...149[{'ref': 'CHART_DATA_ALTCOINS_2017.csv', 'crea...8346FalseFalseFalse...Price transition of bitcoin and altcoins in 2017[{'ref': 'economics', 'competitionCount': 0, '...Bitcoin & Altcoins in 20170803789https://www.kaggle.com/minaba/bitcoin-altcoins...0.705882[{'versionNumber': 1, 'creationDate': '2017-12...12974
18Kâzım Anıl ErenNone3# Kaggle Challenge: Predict Future Sales.\\nThi...241[{'ref': 'calendar.csv', 'creationDate': '2018...24159FalseFalseFalse...Dataset provides some supplementary data for P...[{'ref': 'future prediction', 'competitionCoun...Predict Future Sales Supplementary0354256https://www.kaggle.com/kazimanil/predict-futur...0.764706[{'versionNumber': 3, 'creationDate': '2018-05...16897
19Anton SavchenkoNone4### Context\\n\\nI have generated this set of au...181[{'ref': 'KS-Steam-Connection-201801.sqlite', ...8969FalseFalseFalse...A dataset collected from Kickstarter and SteamSpy[{'ref': 'video games', 'competitionCount': 1,...Kickstarter videogames released on Steam01080727https://www.kaggle.com/tonyplaysguitar/steam-s...0.875000[{'versionNumber': 4, 'creationDate': '2018-01...17035
20Amandeep RatheeNone3# Context\\n\\nThe **demonetization of ₹500 and ...4779[{'ref': 'demonetization-tweets.csv', 'creatio...430FalseFalseTrue...Data extracted from Twitter regarding the rece...[{'ref': 'finance', 'competitionCount': 4, 'da...Demonetization in India Twitter Data4990156https://www.kaggle.com/arathee2/demonetization...0.735294[{'versionNumber': 3, 'creationDate': '2017-04...41821104
21Michal JanuszewskiNone2# Context \\n\\nI've always wanted to have a pro...1456[{'ref': 'EURUSD_15m_BID_01.01.2010-31.12.2016...867FalseFalseTrue...FOREX currency rates data for EURUSD, 15 minut...[{'ref': 'finance', 'competitionCount': 4, 'da...EURUSD - 15m - 2010-201633494511https://www.kaggle.com/meehau/EURUSD0.823529[{'versionNumber': 2, 'creationDate': '2017-02...1064447
22SebastianNone2This dataset contains the daily currency excha...516[{'ref': 'currency_exchange_rates_02-01-1995_-...20872FalseFalseFalse...Daily exchange rates for 51 currencies from 19...[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rates1596854https://www.kaggle.com/thebasss/currency-excha...0.647059[{'versionNumber': 2, 'creationDate': '2018-05...259121
23Sudhir KumarNone4### Context\\n\\nThe data set consist currency e...182[{'ref': 'currency_exchange_rate.csv', 'creati...14323FalseFalseFalse...Currency Exchange Rate from 1950-2017[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rate026714https://www.kaggle.com/sudhirnl7/currency-exca...0.735294[{'versionNumber': 4, 'creationDate': '2018-02...16165
24Andrew RyabovNone5### Context\\n\\nEach file contains klines for 1...486[{'ref': '01-2018.zip', 'creationDate': '2018-...9894FalseFalseFalse...Minutely crypto currency open/close prices, hi...[{'ref': 'economics', 'competitionCount': 0, '...Binance Crypto Klines31004510014https://www.kaggle.com/binance/binance-crypto-...0.750000[{'versionNumber': 5, 'creationDate': '2018-04...484237
25Husam AamerNone2### Object detection dataset for Iraqi currenc...40[{'ref': '10000ar.zip', 'creationDate': '2018-...45977FalseFalseFalse...Object detection dataset for Iraqi currency[{'ref': 'object detection', 'competitionCount...Iraqi Money العملة العراقية01435021165https://www.kaggle.com/husamaamer/iraqi-currency-0.687500[{'versionNumber': 2, 'creationDate': '2018-08...5733
26CarstenNone2## About this dataset\\n\\nWith the rise of cryp...94[{'ref': 'cryptoMinuteResolution.zip', 'creati...246537FalseFalseFalse...Historical crypto currency data from the Bitfi...[{'ref': 'economics', 'competitionCount': 0, '...401 crypto currency pairs at 1-minute resolution0393638972https://www.kaggle.com/tencars/392-crypto-curr...1.000000[{'versionNumber': 2, 'creationDate': '2019-07...7995
27M HansingerNone2### Context\\nOne week of highly resolved crypt...126[{'ref': 'BTC_PAIRS_ASK.csv', 'creationDate': ...19182FalseFalseFalse...High resolution data of all BTC based pairs fr...[{'ref': 'economics', 'competitionCount': 0, '...Crypto currency data144064008https://www.kaggle.com/mhansinger/bittrex-bitc...0.647059[{'versionNumber': 2, 'creationDate': '2018-04...13213
28ZielakNone16### Context \\nBitcoin is the longest running a...43214[{'ref': 'bitstampUSD_1-min_data_2012-01-01_to...1346FalseFalseTrue...Bitcoin data at 1-min intervals from select ex...[{'ref': 'finance', 'competitionCount': 4, 'da...Bitcoin Historical Data27123326534https://www.kaggle.com/mczielinski/bitcoin-his...1.000000[{'versionNumber': 16, 'creationDate': '2019-0...3258171282
29Shruti MehtaNone2### Context\\n\\nI really get fascinated by good...19125[{'ref': 'Country-Code.xlsx', 'creationDate': ...14506FalseFalseTrue...Analyzing the best restaurants of the major ci...[{'ref': 'food and drink', 'competitionCount':...Zomato Restaurants Data75732263https://www.kaggle.com/shrutimehta/zomato-rest...0.794118[{'versionNumber': 2, 'creationDate': '2018-03...95076367
..................................................................
122Kondalarao VonteruNone2### Context\\n\\nI am currently working on summa...2321[{'ref': 'news_summary_more.csv', 'creationDat...1895FalseFalseTrue...Generating short length descriptions of news a...[{'ref': 'linguistics', 'competitionCount': 6,...NEWS SUMMARY220492757https://www.kaggle.com/sunnysai12345/news-summary0.764706[{'versionNumber': 2, 'creationDate': '2019-02...1996975
123AsadMahmoodNone1# Content\\n\\nThis Dataset is scraped from http...1253[{'ref': 'Articles.csv', 'creationDate': '2017...1192FalseFalseFalse...This dataset include articles from 2015 till date[{'ref': 'linguistics', 'competitionCount': 6,...News Articles11916427https://www.kaggle.com/asad1m9a9h6mood/news-ar...0.823529[{'versionNumber': 1, 'creationDate': '2017-04...912019
124Chris CrawfordNone1### Context\\n\\nThis dataset is a collection ne...2280[{'ref': 'alt.atheism.txt', 'creationDate': '2...1740FalseFalseTrue...A collection of ~18,000 newsgroup documents fr...[{'ref': 'internet', 'competitionCount': 15, '...20 Newsgroups128248814https://www.kaggle.com/crawford/20-newsgroups0.823529[{'versionNumber': 1, 'creationDate': '2017-07...2077850
125RohkNone4# Context\\n\\nThis dataset is a snapshot of mos...1047[{'ref': 'news-week-17aug24.csv', 'creationDat...2670FalseFalseTrue...7 days of tracking 20k news feeds worldwide[{'ref': 'internet', 'competitionCount': 15, '...One Week of Global News Feeds2282624224https://www.kaggle.com/therohk/global-news-week0.941176[{'versionNumber': 4, 'creationDate': '2019-04...1319444
126Sohier DaneNone2### Context\\n\\nThis dataset contains a randomi...674[{'ref': 'hacker_news_sample.csv', 'creationDa...1494FalseFalseTrue...A subset of all Hacker News articles[{'ref': 'internet', 'competitionCount': 15, '...Hacker News Corpus1667291612https://www.kaggle.com/hacker-news/hacker-news...0.823529[{'versionNumber': 2, 'creationDate': '2017-06...1496332
127MarlessonNone2### Content\\n\\nThe dataset consists of 167.053...947[{'ref': 'articles.csv', 'creationDate': '2019...3660FalseFalseTrue...167.053 news of the site Folha de São Paulo (B...[{'ref': 'languages', 'competitionCount': 2, '...News of the Brazilian Newspaper0193086895https://www.kaggle.com/marlesson/news-of-the-s...0.705882[{'versionNumber': 2, 'creationDate': '2019-06...391227
128RohkNone6### Context\\n\\nPresenting a compendium of crow...821[{'ref': 'examiner-date-text.csv', 'creationDa...1819FalseFalseTrue...SiX Years of Crowd Sourced Journalism[{'ref': 'linguistics', 'competitionCount': 6,...The Examiner - SpamClickBait News Dataset0148217226https://www.kaggle.com/therohk/examine-the-exa...0.823529[{'versionNumber': 6, 'creationDate': '2019-06...1131033
129Pariza SharifNone2### Context\\n\\nText summarization is a way to ...1470[{'ref': 'BBC News Summary.rar', 'creationDate...24984FalseFalseFalse...Extractive Summarization of BBC News Articles[{'ref': 'nlp', 'competitionCount': 3, 'datase...BBC News Summary23928416https://www.kaggle.com/pariza/bbc-news-summary0.750000[{'versionNumber': 2, 'creationDate': '2018-05...791822
130Ceshine LeeNone7A collections of news articles in Traditional ...137[{'ref': 'news_collection.csv', 'creationDate'...124897FalseFalseTrue...With Article Titles, Descriptions, Cover Image...[{'ref': 'nlp', 'competitionCount': 3, 'datase...Yet Another Chinese News Dataset024983959https://www.kaggle.com/ceshine/yet-another-chi...1.000000[{'versionNumber': 7, 'creationDate': '2019-07...196315
131Liling TanNone6### Context\\n\\nThe [HC Corpora](https://web.ar...847[{'ref': 'old-newspaper.tsv', 'creationDate': ...2007FalseFalseTrue...A cleaned subset of HC Corpora newspapers[{'ref': 'internet', 'competitionCount': 15, '...Old Newspapers02196786581https://www.kaggle.com/alvations/old-newspapers0.750000[{'versionNumber': 6, 'creationDate': '2017-11...817620
132Megan RisdalNone1The latest hot topic in the news is fake news ...12746[{'ref': 'fake.csv', 'creationDate': '2016-11-...444FalseFalseTrue...Text & metadata from fake & biased news source...[{'ref': 'politics', 'competitionCount': 0, 'd...Getting Real about Fake News621412001https://www.kaggle.com/mrisdal/fake-news0.852941[{'versionNumber': 1, 'creationDate': '2016-11...140617336
133jruvikaNone11453[{'ref': 'data.csv', 'creationDate': '2017-12-...6410FalseFalseFalse...[]Fake News detection25123582https://www.kaggle.com/jruvika/fake-news-detec...0.294118[{'versionNumber': 1, 'creationDate': '2017-12...1158324
134Deepak MahudeswaranNone1##FakeNewsNet\\nThis is a repository for an ong...535[{'ref': 'BuzzFeed_fake_news_content.csv', 'cr...72366FalseFalseFalse...Fake News, MisInformation, Data Mining[{'ref': 'nlp', 'competitionCount': 3, 'datase...FakeNewsNet217009927https://www.kaggle.com/mdepak/fakenewsnet0.764706[{'versionNumber': 1, 'creationDate': '2018-11...299215
135sumanthvraoNone3## Introduction\\nThis describes two fake news ...165[{'ref': 'overall.zip', 'creationDate': '2019-...169457FalseFalseFalse...Two fake news datasets covering seven differen...[{'ref': 'lstm', 'competitionCount': 0, 'datas...Fake-News-Dataset02084538https://www.kaggle.com/sumanthvrao/fakenewsdat...0.562500[{'versionNumber': 3, 'creationDate': '2019-04...9294
136Rishabh MisraNone2#Context\\n\\nPast studies in Sarcasm Detection ...5694[{'ref': 'Sarcasm_Headlines_Dataset_v2.json', ...30764FalseFalseTrue...High quality dataset for the task of Sarcasm D...[{'ref': 'classification', 'competitionCount':...News Headlines Dataset For Sarcasm Detection33425749https://www.kaggle.com/rmisra/news-headlines-d...1.000000[{'versionNumber': 2, 'creationDate': '2019-07...44048237
137Guilherme PontesNone1231[{'ref': 'resized_v2.csv', 'creationDate': '20...56022FalseFalseFalse...[]Fake News Sample1519121643https://www.kaggle.com/pontes/fake-news-sample0.117647[{'versionNumber': 1, 'creationDate': '2018-09...15048
138Bytedance WSDM Cup 2019None1# Background\\n\\nWSDM (pronounced \"wisdom\") is ...63[{'ref': 'solution.csv', 'creationDate': '2019...154756FalseFalseFalse...Identify the fake news.[{'ref': 'nlp', 'competitionCount': 3, 'datase...WSDM - Fake News Classification036152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...0.705882[{'versionNumber': 1, 'creationDate': '2019-04...5772
139Antonis MaronikolakisNone4## Datasets\\n\\nData stored in this dataset com...33[{'ref': 'fnd_news_fake.7z', 'creationDate': '...204563FalseFalseFalse...A collection of fake news (headlines) datasets[{'ref': 'text data', 'competitionCount': 25, ...Fake News Data038477999https://www.kaggle.com/antmarakis/fake-news-data0.764706[{'versionNumber': 4, 'creationDate': '2019-07...3690
140Saivenket PatroNone1178[{'ref': 'train.csv', 'creationDate': '2019-01...108217FalseFalseFalse...Detection of Fake News[]Fake News Detection Dataset0435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0.176471[{'versionNumber': 1, 'creationDate': '2019-01...11716
141MohitNone127[{'ref': 'test.csv', 'creationDate': '2019-05-...198533FalseFalseFalse...For Fake news detection using Machine Learning[]Fake news048165856https://www.kaggle.com/mohit28rawat/fake-news0.235294[{'versionNumber': 1, 'creationDate': '2019-05...1071
142vikasNone2### Context\\n\\nAs part of the House Intelligen...2291[{'ref': 'tweets.csv', 'creationDate': '2018-0...13184FalseFalseTrue...200,000 malicious-account tweets captured by NBC[{'ref': 'internet', 'competitionCount': 15, '...Russian Troll Tweets421993810https://www.kaggle.com/vikasg/russian-troll-tw...0.735294[{'versionNumber': 2, 'creationDate': '2018-02...23022114
143Matteo_MazzolaNone1### Context\\n\\nI did this in order to share th...135[{'ref': 'dataset.rar', 'creationDate': '2017-...3391FalseFalseFalse...Articles taken by Snopes.com[]Snopes_fake_legit_news02065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0.500000[{'versionNumber': 1, 'creationDate': '2017-10...9372
144Megan RisdalNone158[{'ref': 'weekly-kernels.csv', 'creationDate':...2344FalseFalseFalse...[]Not Fake News01236https://www.kaggle.com/mrisdal/not-fake-news0.235294[{'versionNumber': 1, 'creationDate': '2017-09...11171
145Armineh NourbakhshNone3# Context \\n\\n[Emergent.info](http://www.emerg...856[{'ref': 'emergent.csv', 'creationDate': '2017...1015FalseFalseTrue...Webpages cited by rumor trackers[{'ref': 'linguistics', 'competitionCount': 6,...Who starts and who debunks rumors11455017https://www.kaggle.com/arminehn/rumor-citation0.882353[{'versionNumber': 3, 'creationDate': '2017-03...857826
146xuyinjieNone166[{'ref': 'all.zip', 'creationDate': '2018-11-2...81764FalseFalseFalse...[]WSDM - Fake News Classification036090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...0.125000[{'versionNumber': 1, 'creationDate': '2018-11...4991
147MunaNone123[{'ref': 'Dataset.json', 'creationDate': '2019...146549FalseFalseFalse...[{'ref': 'twitter', 'competitionCount': 0, 'da...Fake News Detection Dataset040272https://www.kaggle.com/munagazzai/fake-news-de...0.375000[{'versionNumber': 1, 'creationDate': '2019-03...1850
148Megan RisdalNone1### Context\\n\\nDuring the 2016 US presidential...633[{'ref': 'facebook-fact-check.csv', 'creationD...1357FalseFalseTrue...Hyperpartisan Facebook pages and misleading in...[{'ref': 'internet', 'competitionCount': 15, '...Fact-Checking Facebook Politics Pages146870https://www.kaggle.com/mrisdal/fact-checking-f...0.735294[{'versionNumber': 1, 'creationDate': '2017-06...592822
149AD6398None16[{'ref': 'glove.6B.100d.txt', 'creationDate': ...238871FalseFalseFalse...[]AOSSIE: Fake News Detection datasets0210153734https://www.kaggle.com/ad6398/aossie-fake-news...0.176471[{'versionNumber': 1, 'creationDate': '2019-06...670
150RogérioChavesNone4### Contexto\\n\\nBoatos são compartilhados em m...66[{'ref': 'boatos.csv', 'creationDate': '2018-1...30346FalseFalseTrue...1900 boatos (pt) + 130 rumores (es) desmentido...[{'ref': 'internet', 'competitionCount': 15, '...Boatos de WhatsApp e outros do BoatosOrg (pt +...0444433https://www.kaggle.com/rogeriochaves/boatos-de...0.647059[{'versionNumber': 4, 'creationDate': '2018-10...40008
151Zeeshan-ul-hassan UsmaniNone15### Context\\n\\nHere comes the July 25th 2018 a...1201[{'ref': '2013-2018 Seat Changes in NA.csv', '...35552FalseFalseTrue...Help Us Predict the Next Winner[{'ref': 'data visualization', 'competitionCou...Predict Pakistan Elections 20182448731676https://www.kaggle.com/zusmani/predict-pakista...0.764706[{'versionNumber': 15, 'creationDate': '2018-0...2908383
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Kondalarao Vonteru None 2 \n", + "123 AsadMahmood None 1 \n", + "124 Chris Crawford None 1 \n", + "125 Rohk None 4 \n", + "126 Sohier Dane None 2 \n", + "127 Marlesson None 2 \n", + "128 Rohk None 6 \n", + "129 Pariza Sharif None 2 \n", + "130 Ceshine Lee None 7 \n", + "131 Liling Tan None 6 \n", + "132 Megan Risdal None 1 \n", + "133 jruvika None 1 \n", + "134 Deepak Mahudeswaran None 1 \n", + "135 sumanthvrao None 3 \n", + "136 Rishabh Misra None 2 \n", + "137 Guilherme Pontes None 1 \n", + "138 Bytedance WSDM Cup 2019 None 1 \n", + "139 Antonis Maronikolakis None 4 \n", + "140 Saivenket Patro None 1 \n", + "141 Mohit None 1 \n", + "142 vikas None 2 \n", + "143 Matteo_Mazzola None 1 \n", + "144 Megan Risdal None 1 \n", + "145 Armineh Nourbakhsh None 3 \n", + "146 xuyinjie None 1 \n", + "147 Muna None 1 \n", + "148 Megan Risdal None 1 \n", + "149 AD6398 None 1 \n", + "150 RogérioChaves None 4 \n", + "151 Zeeshan-ul-hassan Usmani None 15 \n", + "\n", + " description downloadCount \\\n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... 9028 \n", + "1 «Datasets per la comparació de moviments i pat... 565 \n", + "2 «Datasets per la comparació de moviments i pat... 515 \n", + "3 ### Context\\n\\nThis is a different timeframe c... 134 \n", + "4 This dataset contains the daily currency excha... 516 \n", + "5 «Datasets per la comparació de moviments i pat... 160 \n", + "6 ### Context\\n\\nI put together this dataset whe... 69 \n", + "7 ### Content\\n\\nover 10 years of historical exc... 102 \n", + "8 ### Context\\n\\nThings like Block chain, Bitcoi... 19238 \n", + "9 ### Context\\n\\nHere's one of the largest Crypt... 101 \n", + "10 ### Cryptocurrencies\\n\\nCryptocurrencies are f... 3100 \n", + "11 **Context**\\n\\nRecent growing interest in cryp... 2844 \n", + "12 The Federal Reserve's H.10 statistical release... 1240 \n", + "13 ### Context\\n\\nI really get fascinated by good... 19125 \n", + "14 ### Context\\n\\nNumer.ai tournament results\\n\\n... 98 \n", + "15 ### Context\\n\\nHistorical data for crypto curr... 163 \n", + "16 ## Context\\n\\nBitcoin and other cryptocurrenci... 0 \n", + "17 ### Context\\n\\nI made this dataset for Courser... 149 \n", + "18 # Kaggle Challenge: Predict Future Sales.\\nThi... 241 \n", + "19 ### Context\\n\\nI have generated this set of au... 181 \n", + "20 # Context\\n\\nThe **demonetization of ₹500 and ... 4779 \n", + "21 # Context \\n\\nI've always wanted to have a pro... 1456 \n", + "22 This dataset contains the daily currency excha... 516 \n", + "23 ### Context\\n\\nThe data set consist currency e... 182 \n", + "24 ### Context\\n\\nEach file contains klines for 1... 486 \n", + "25 ### Object detection dataset for Iraqi currenc... 40 \n", + "26 ## About this dataset\\n\\nWith the rise of cryp... 94 \n", + "27 ### Context\\nOne week of highly resolved crypt... 126 \n", + "28 ### Context \\nBitcoin is the longest running a... 43214 \n", + "29 ### Context\\n\\nI really get fascinated by good... 19125 \n", + ".. ... ... \n", + "122 ### Context\\n\\nI am currently working on summa... 2321 \n", + "123 # Content\\n\\nThis Dataset is scraped from http... 1253 \n", + "124 ### Context\\n\\nThis dataset is a collection ne... 2280 \n", + "125 # Context\\n\\nThis dataset is a snapshot of mos... 1047 \n", + "126 ### Context\\n\\nThis dataset contains a randomi... 674 \n", + "127 ### Content\\n\\nThe dataset consists of 167.053... 947 \n", + "128 ### Context\\n\\nPresenting a compendium of crow... 821 \n", + "129 ### Context\\n\\nText summarization is a way to ... 1470 \n", + "130 A collections of news articles in Traditional ... 137 \n", + "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... 847 \n", + "132 The latest hot topic in the news is fake news ... 12746 \n", + "133 1453 \n", + "134 ##FakeNewsNet\\nThis is a repository for an ong... 535 \n", + "135 ## Introduction\\nThis describes two fake news ... 165 \n", + "136 #Context\\n\\nPast studies in Sarcasm Detection ... 5694 \n", + "137 231 \n", + "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... 63 \n", + "139 ## Datasets\\n\\nData stored in this dataset com... 33 \n", + "140 178 \n", + "141 27 \n", + "142 ### Context\\n\\nAs part of the House Intelligen... 2291 \n", + "143 ### Context\\n\\nI did this in order to share th... 135 \n", + "144 58 \n", + "145 # Context \\n\\n[Emergent.info](http://www.emerg... 856 \n", + "146 66 \n", + "147 23 \n", + "148 ### Context\\n\\nDuring the 2016 US presidential... 633 \n", + "149 6 \n", + "150 ### Contexto\\n\\nBoatos são compartilhados em m... 66 \n", + "151 ### Context\\n\\nHere comes the July 25th 2018 a... 1201 \n", + "\n", + " files id isFeatured \\\n", + "0 [{'ref': 'crypto-markets.csv', 'creationDate':... 1963 False \n", + "1 [{'ref': '1_11_2017_crypto_currencies.csv', 'c... 2963 False \n", + "2 [{'ref': 'dataset.csv', 'creationDate': '2017-... 6902 False \n", + "3 [{'ref': 'currencies.rar', 'creationDate': '20... 2661 False \n", + "4 [{'ref': 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from 19... \n", + "5 Cryptocurrency Market Capitalizations \n", + "6 A collection of coin images from 32 different ... \n", + "7 historical data monthly frequencies 01/07/1997... \n", + "8 Prices of top cryptocurrencies including Bitco... \n", + "9 Historical Coin Prices to Understand the Big P... \n", + "10 Daily historical prices for all cryptocurrenci... \n", + "11 Top 200 Cryptocurrencies by Marketcap \n", + "12 Exchange rates as far back as 1971 between the... \n", + "13 Analyzing the best restaurants of the major ci... \n", + "14 Numerai Tournament Results \n", + "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", + "16 Complete live historical Ethereum blockchain d... \n", + "17 Price transition of bitcoin and altcoins in 2017 \n", + "18 Dataset provides some supplementary data for P... \n", + "19 A dataset collected from Kickstarter and SteamSpy \n", + "20 Data extracted from Twitter regarding the rece... \n", + "21 FOREX currency rates data for EURUSD, 15 minut... \n", + "22 Daily exchange rates for 51 currencies from 19... \n", + "23 Currency Exchange Rate from 1950-2017 \n", + "24 Minutely crypto currency open/close prices, hi... \n", + "25 Object detection dataset for Iraqi currency \n", + "26 Historical crypto currency data from the Bitfi... \n", + "27 High resolution data of all BTC based pairs fr... \n", + "28 Bitcoin data at 1-min intervals from select ex... \n", + "29 Analyzing the best restaurants of the major ci... \n", + ".. ... \n", + "122 Generating short length descriptions of news a... \n", + "123 This dataset include articles from 2015 till date \n", + "124 A collection of ~18,000 newsgroup documents fr... \n", + "125 7 days of tracking 20k news feeds worldwide \n", + "126 A subset of all Hacker News articles \n", + "127 167.053 news of the site Folha de São Paulo (B... \n", + "128 SiX Years of Crowd Sourced Journalism \n", + "129 Extractive Summarization of BBC News Articles \n", + "130 With Article Titles, Descriptions, Cover Image... \n", + "131 A cleaned subset of HC Corpora newspapers \n", + "132 Text & metadata from fake & biased news source... \n", + "133 \n", + "134 Fake News, MisInformation, Data Mining \n", + "135 Two fake news datasets covering seven differen... \n", + "136 High quality dataset for the task of Sarcasm D... \n", + "137 \n", + "138 Identify the fake news. \n", + "139 A collection of fake news (headlines) datasets \n", + "140 Detection of Fake News \n", + "141 For Fake news detection using Machine Learning \n", + "142 200,000 malicious-account tweets captured by NBC \n", + "143 Articles taken by Snopes.com \n", + "144 \n", + "145 Webpages cited by rumor trackers \n", + "146 \n", + "147 \n", + "148 Hyperpartisan Facebook pages and misleading in... \n", + "149 \n", + "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", + "151 Help Us Predict the Next Winner \n", + "\n", + " tags \\\n", + "0 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", + "1 [{'ref': 'finance', 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'competitionCount': 15, '... \n", + "127 [{'ref': 'languages', 'competitionCount': 2, '... \n", + "128 [{'ref': 'linguistics', 'competitionCount': 6,... \n", + "129 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", + "130 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", + "131 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "132 [{'ref': 'politics', 'competitionCount': 0, 'd... \n", + "133 [] \n", + "134 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", + "135 [{'ref': 'lstm', 'competitionCount': 0, 'datas... \n", + "136 [{'ref': 'classification', 'competitionCount':... \n", + "137 [] \n", + "138 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", + "139 [{'ref': 'text data', 'competitionCount': 25, ... \n", + "140 [] \n", + "141 [] \n", + "142 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "143 [] \n", + "144 [] \n", + "145 [{'ref': 'linguistics', 'competitionCount': 6,... \n", + "146 [] \n", + "147 [{'ref': 'twitter', 'competitionCount': 0, 'da... \n", + "148 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "149 [] \n", + "150 [{'ref': 'internet', 'competitionCount': 15, '... \n", + "151 [{'ref': 'data visualization', 'competitionCou... \n", + "\n", + " title topicCount \\\n", + "0 Every Cryptocurrency Daily Market Price 29 \n", + "1 Crypto Currencies 0 \n", + "2 Analysis about crypto currencies and Stock Index 0 \n", + "3 Currencies 0 \n", + "4 Currency Exchange Rates 1 \n", + "5 Crypto Currencies 0 \n", + "6 World Coins 0 \n", + "7 Exchange rate BRIC currencies/US dollar 0 \n", + "8 Cryptocurrency Historical Prices 12 \n", + "9 Price History of 1654 Crypto-Currencies 0 \n", + "10 Complete Cryptocurrency Market History 1 \n", + "11 Complete Historical Cryptocurrency Financial Data 1 \n", + "12 Exchange Rates 1 \n", + "13 Zomato Restaurants Data 7 \n", + "14 Meta Numerai 0 \n", + "15 Crypto Market Data 0 \n", + "16 Ethereum Blockchain 3 \n", + "17 Bitcoin & Altcoins in 2017 0 \n", + "18 Predict Future Sales Supplementary 0 \n", + "19 Kickstarter videogames released on Steam 0 \n", + "20 Demonetization in India Twitter Data 4 \n", + "21 EURUSD - 15m - 2010-2016 3 \n", + "22 Currency Exchange Rates 1 \n", + "23 Currency Exchange Rate 0 \n", + "24 Binance Crypto Klines 3 \n", + "25 Iraqi Money العملة العراقية 0 \n", + "26 401 crypto currency pairs at 1-minute resolution 0 \n", + "27 Crypto currency data 1 \n", + "28 Bitcoin Historical Data 27 \n", + "29 Zomato Restaurants Data 7 \n", + ".. ... ... \n", + "122 NEWS SUMMARY 2 \n", + "123 News Articles 1 \n", + "124 20 Newsgroups 1 \n", + "125 One Week of Global News Feeds 2 \n", + "126 Hacker News Corpus 1 \n", + "127 News of the Brazilian Newspaper 0 \n", + "128 The Examiner - SpamClickBait News Dataset 0 \n", + "129 BBC News Summary 2 \n", + "130 Yet Another Chinese News Dataset 0 \n", + "131 Old Newspapers 0 \n", + "132 Getting Real about Fake News 6 \n", + "133 Fake News detection 2 \n", + "134 FakeNewsNet 2 \n", + "135 Fake-News-Dataset 0 \n", + "136 News Headlines Dataset For Sarcasm Detection 3 \n", + "137 Fake News Sample 1 \n", + "138 WSDM - Fake News Classification 0 \n", + "139 Fake News Data 0 \n", + "140 Fake News Detection Dataset 0 \n", + "141 Fake news 0 \n", + "142 Russian Troll Tweets 4 \n", + "143 Snopes_fake_legit_news 0 \n", + "144 Not Fake News 0 \n", + "145 Who starts and who debunks rumors 1 \n", + "146 WSDM - Fake News Classification 0 \n", + "147 Fake News Detection Dataset 0 \n", + "148 Fact-Checking Facebook Politics Pages 1 \n", + "149 AOSSIE: Fake News Detection datasets 0 \n", + "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... 0 \n", + "151 Predict Pakistan Elections 2018 24 \n", + "\n", + " totalBytes url \\\n", + "0 23636187 https://www.kaggle.com/jessevent/all-crypto-cu... \n", + "1 1321667 https://www.kaggle.com/acostasg/crypto-currencies \n", + "2 681413 https://www.kaggle.com/acostasg/cryptocurrenci... \n", + "3 1151577 https://www.kaggle.com/mitillo/currencies \n", + "4 596854 https://www.kaggle.com/thebasss/currency-excha... \n", + "5 1082628 https://www.kaggle.com/acostasg/crypto-currenc... \n", + "6 480602984 https://www.kaggle.com/wanderdust/coin-images \n", + "7 3657 https://www.kaggle.com/luigimersico/exchange-r... \n", + "8 715347 https://www.kaggle.com/sudalairajkumar/cryptoc... \n", + "9 19131516 https://www.kaggle.com/ulascengiz/price-histor... \n", + "10 13939281 https://www.kaggle.com/taniaj/cryptocurrency-m... \n", + "11 348672 https://www.kaggle.com/philmohun/cryptocurrenc... \n", + "12 659356 https://www.kaggle.com/federalreserve/exchange... \n", + "13 5732263 https://www.kaggle.com/shrutimehta/zomato-rest... \n", + "14 41912215 https://www.kaggle.com/gaborfodor/meta-numerai \n", + "15 313499 https://www.kaggle.com/anasshahid88/crypto-mar... \n", + "16 910127001043 https://www.kaggle.com/bigquery/ethereum-block... \n", + "17 803789 https://www.kaggle.com/minaba/bitcoin-altcoins... \n", + "18 354256 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'creationDate': '2017-06... \n", + "149 0.176471 [{'versionNumber': 1, 'creationDate': '2019-06... \n", + "150 0.647059 [{'versionNumber': 4, 'creationDate': '2018-10... \n", + "151 0.764706 [{'versionNumber': 15, 'creationDate': '2018-0... \n", + "\n", + " viewCount voteCount \n", + "0 76165 378 \n", + "1 7763 12 \n", + "2 5817 18 \n", + "3 1231 2 \n", + "4 2591 21 \n", + "5 1484 1 \n", + "6 408 5 \n", + "7 1019 3 \n", + "8 140217 343 \n", + "9 810 4 \n", + "10 21344 122 \n", + "11 18834 120 \n", + "12 8214 30 \n", + "13 95076 367 \n", + "14 1229 11 \n", + "15 954 3 \n", + "16 29552 85 \n", + "17 1297 4 \n", + "18 1689 7 \n", + "19 1703 5 \n", + "20 41821 104 \n", + "21 10644 47 \n", + "22 2591 21 \n", + "23 1616 5 \n", + "24 4842 37 \n", + "25 573 3 \n", + "26 799 5 \n", + "27 1321 3 \n", + "28 325817 1282 \n", + "29 95076 367 \n", + ".. ... ... \n", + "122 19969 75 \n", + "123 9120 19 \n", + "124 20778 50 \n", + "125 13194 44 \n", + "126 14963 32 \n", + "127 3912 27 \n", + "128 11310 33 \n", + "129 7918 22 \n", + "130 1963 15 \n", + "131 8176 20 \n", + "132 140617 336 \n", + "133 11583 24 \n", + "134 2992 15 \n", + "135 929 4 \n", + "136 44048 237 \n", + "137 1504 8 \n", + "138 577 2 \n", + "139 369 0 \n", + "140 1171 6 \n", + "141 107 1 \n", + "142 23022 114 \n", + "143 937 2 \n", + "144 1117 1 \n", + "145 8578 26 \n", + "146 499 1 \n", + "147 185 0 \n", + "148 5928 22 \n", + "149 67 0 \n", + "150 4000 8 \n", + "151 29083 83 \n", + "\n", + "[152 rows x 26 columns]" + ] + }, + "execution_count": 196, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metadata_df = pd.DataFrame(metadata_datasets_list)\n", + "metadata_df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Selección de columnas" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Seleccioné las columnas que considero útiles." + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": {}, + "outputs": [], + "source": [ + "useful_key_metadata = ['title','subtitle','description','lastUpdated','ref','totalBytes','url','tags','downloadCount','licenseName',\n", + " 'kernelCount','versions','usabilityRating'] " + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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titlesubtitledescriptionlastUpdatedreftotalBytesurltagsdownloadCountlicenseNamekernelCountversionsusabilityRating
0Every Cryptocurrency Daily Market PriceDaily crypto markets open, close, low, high da...# Cryptocurrency Market Data\\n## Historical Cr...2018-12-01T13:56:58.277Zjessevent/all-crypto-currencies23636187https://www.kaggle.com/jessevent/all-crypto-cu...[{'ref': 'finance', 'competitionCount': 4, 'da...9028Other (specified in description)63[{'versionNumber': 17, 'creationDate': '2018-1...0.852941
1Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-12-03T18:55:04.34Zacostasg/crypto-currencies1321667https://www.kaggle.com/acostasg/crypto-currencies[{'ref': 'finance', 'competitionCount': 4, 'da...565Database: Open Database, Contents: Database Co...2[{'versionNumber': 8, 'creationDate': '2017-12...0.705882
2Analysis about crypto currencies and Stock IndexRelation and patterns between movements of sto...«Datasets per la comparació de moviments i pat...2017-12-13T22:38:33.32Zacostasg/cryptocurrenciesvsstockindex681413https://www.kaggle.com/acostasg/cryptocurrenci...[{'ref': 'economics', 'competitionCount': 0, '...515Database: Open Database, Contents: © Original ...1[{'versionNumber': 2, 'creationDate': '2017-12...0.705882
3Currencies### Context\\n\\nThis is a different timeframe c...2017-09-24T19:50:59.687Zmitillo/currencies1151577https://www.kaggle.com/mitillo/currencies[]134Unknown1[{'versionNumber': 3, 'creationDate': '2017-09...0.411765
4Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates596854https://www.kaggle.com/thebasss/currency-excha...[{'ref': 'finance', 'competitionCount': 4, 'da...516CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-05...0.647059
5Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-11-07T20:19:07.32Zacostasg/crypto-currencies-data1082628https://www.kaggle.com/acostasg/crypto-currenc...[{'ref': 'finance', 'competitionCount': 4, 'da...160Database: Open Database, Contents: Database Co...0[{'versionNumber': 1, 'creationDate': '2017-11...0.647059
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480602984https://www.kaggle.com/wanderdust/coin-images[{'ref': 'image data', 'competitionCount': 63,...69Other (specified in description)1[{'versionNumber': 1, 'creationDate': '2019-03...0.937500
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...3657https://www.kaggle.com/luigimersico/exchange-r...[{'ref': 'economics', 'competitionCount': 0, '...102Unknown2[{'versionNumber': 1, 'creationDate': '2017-06...0.529412
8Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory715347https://www.kaggle.com/sudalairajkumar/cryptoc...[{'ref': 'finance', 'competitionCount': 4, 'da...19238CC0: Public Domain39[{'versionNumber': 13, 'creationDate': '2018-0...0.705882
9Price History of 1654 Crypto-CurrenciesHistorical Coin Prices to Understand the Big P...### Context\\n\\nHere's one of the largest Crypt...2018-06-09T02:44:13.39Zulascengiz/price-history-of-1654-cryptocurrencies19131516https://www.kaggle.com/ulascengiz/price-histor...[{'ref': 'economics', 'competitionCount': 0, '...101Other (specified in description)0[{'versionNumber': 1, 'creationDate': '2018-06...0.687500
10Complete Cryptocurrency Market HistoryDaily historical prices for all cryptocurrenci...### Cryptocurrencies\\n\\nCryptocurrencies are f...2018-09-29T15:17:17.567Ztaniaj/cryptocurrency-market-history-coinmarke...13939281https://www.kaggle.com/taniaj/cryptocurrency-m...[{'ref': 'economics', 'competitionCount': 0, '...3100CC0: Public Domain8[{'versionNumber': 9, 'creationDate': '2018-09...0.764706
11Complete Historical Cryptocurrency Financial DataTop 200 Cryptocurrencies by Marketcap**Context**\\n\\nRecent growing interest in cryp...2019-04-25T00:37:10.423Zphilmohun/cryptocurrency-financial-data348672https://www.kaggle.com/philmohun/cryptocurrenc...[{'ref': 'finance', 'competitionCount': 4, 'da...2844CC0: Public Domain4[{'versionNumber': 3, 'creationDate': '2019-04...0.852941
12Exchange RatesExchange rates as far back as 1971 between the...The Federal Reserve's H.10 statistical release...2017-09-05T20:29:37.953Zfederalreserve/exchange-rates659356https://www.kaggle.com/federalreserve/exchange...[{'ref': 'economics', 'competitionCount': 0, '...1240CC0: Public Domain13[{'versionNumber': 1, 'creationDate': '2017-09...0.823529
13Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5732263https://www.kaggle.com/shrutimehta/zomato-rest...[{'ref': 'food and drink', 'competitionCount':...19125CC0: Public Domain54[{'versionNumber': 2, 'creationDate': '2018-03...0.794118
14Meta NumeraiNumerai Tournament Results### Context\\n\\nNumer.ai tournament results\\n\\n...2019-07-01T08:29:53.457Zgaborfodor/meta-numerai41912215https://www.kaggle.com/gaborfodor/meta-numerai[{'ref': 'finance', 'competitionCount': 4, 'da...98CC0: Public Domain11[{'versionNumber': 36, 'creationDate': '2019-0...0.705882
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data313499https://www.kaggle.com/anasshahid88/crypto-mar...[{'ref': 'money', 'competitionCount': 1, 'data...163CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2018-05...0.647059
16Ethereum BlockchainComplete live historical Ethereum blockchain d...## Context\\n\\nBitcoin and other cryptocurrenci...2019-03-04T14:57:55.953Zbigquery/ethereum-blockchain910127001043https://www.kaggle.com/bigquery/ethereum-block...[{'ref': 'finance', 'competitionCount': 4, 'da...0CC0: Public Domain20[{'versionNumber': 4, 'creationDate': '2019-03...0.705882
17Bitcoin & Altcoins in 2017Price transition of bitcoin and altcoins in 2017### Context\\n\\nI made this dataset for Courser...2017-12-31T15:01:20.877Zminaba/bitcoin-altcoins-in-2017803789https://www.kaggle.com/minaba/bitcoin-altcoins...[{'ref': 'economics', 'competitionCount': 0, '...149CC BY-SA 4.03[{'versionNumber': 1, 'creationDate': '2017-12...0.705882
18Predict Future Sales SupplementaryDataset provides some supplementary data for P...# Kaggle Challenge: Predict Future Sales.\\nThi...2018-05-10T13:07:40.25Zkazimanil/predict-future-sales-supplementary354256https://www.kaggle.com/kazimanil/predict-futur...[{'ref': 'future prediction', 'competitionCoun...241Database: Open Database, Contents: Database Co...4[{'versionNumber': 3, 'creationDate': '2018-05...0.764706
19Kickstarter videogames released on SteamA dataset collected from Kickstarter and SteamSpy### Context\\n\\nI have generated this set of au...2018-01-21T23:54:08.17Ztonyplaysguitar/steam-spy-data-from-api-request1080727https://www.kaggle.com/tonyplaysguitar/steam-s...[{'ref': 'video games', 'competitionCount': 1,...181CC0: Public Domain2[{'versionNumber': 4, 'creationDate': '2018-01...0.875000
20Demonetization in India Twitter DataData extracted from Twitter regarding the rece...# Context\\n\\nThe **demonetization of ₹500 and ...2017-04-21T17:35:02.253Zarathee2/demonetization-in-india-twitter-data990156https://www.kaggle.com/arathee2/demonetization...[{'ref': 'finance', 'competitionCount': 4, 'da...4779Unknown171[{'versionNumber': 3, 'creationDate': '2017-04...0.735294
21EURUSD - 15m - 2010-2016FOREX currency rates data for EURUSD, 15 minut...# Context \\n\\nI've always wanted to have a pro...2017-02-22T14:42:13.003Zmeehau/EURUSD3494511https://www.kaggle.com/meehau/EURUSD[{'ref': 'finance', 'competitionCount': 4, 'da...1456CC BY-NC-SA 4.012[{'versionNumber': 2, 'creationDate': '2017-02...0.823529
22Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates596854https://www.kaggle.com/thebasss/currency-excha...[{'ref': 'finance', 'competitionCount': 4, 'da...516CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-05...0.647059
23Currency Exchange RateCurrency Exchange Rate from 1950-2017### Context\\n\\nThe data set consist currency e...2018-02-27T16:33:39.507Zsudhirnl7/currency-excahnge-rate26714https://www.kaggle.com/sudhirnl7/currency-exca...[{'ref': 'finance', 'competitionCount': 4, 'da...182CC0: Public Domain1[{'versionNumber': 4, 'creationDate': '2018-02...0.735294
24Binance Crypto KlinesMinutely crypto currency open/close prices, hi...### Context\\n\\nEach file contains klines for 1...2018-04-08T09:58:41.477Zbinance/binance-crypto-klines1004510014https://www.kaggle.com/binance/binance-crypto-...[{'ref': 'economics', 'competitionCount': 0, '...486CC0: Public Domain1[{'versionNumber': 5, 'creationDate': '2018-04...0.750000
25Iraqi Money العملة العراقيةObject detection dataset for Iraqi currency### Object detection dataset for Iraqi currenc...2018-08-23T09:28:29.143Zhusamaamer/iraqi-currency-1435021165https://www.kaggle.com/husamaamer/iraqi-currency-[{'ref': 'object detection', 'competitionCount...40Unknown2[{'versionNumber': 2, 'creationDate': '2018-08...0.687500
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393638972https://www.kaggle.com/tencars/392-crypto-curr...[{'ref': 'economics', 'competitionCount': 0, '...94CC BY-SA 4.02[{'versionNumber': 2, 'creationDate': '2019-07...1.000000
27Crypto currency dataHigh resolution data of all BTC based pairs fr...### Context\\nOne week of highly resolved crypt...2018-04-15T16:42:18.337Zmhansinger/bittrex-bitcoin-pairs44064008https://www.kaggle.com/mhansinger/bittrex-bitc...[{'ref': 'economics', 'competitionCount': 0, '...126CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-04...0.647059
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123326534https://www.kaggle.com/mczielinski/bitcoin-his...[{'ref': 'finance', 'competitionCount': 4, 'da...43214CC BY-SA 4.0128[{'versionNumber': 16, 'creationDate': '2019-0...1.000000
29Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5732263https://www.kaggle.com/shrutimehta/zomato-rest...[{'ref': 'food and drink', 'competitionCount':...19125CC0: Public Domain54[{'versionNumber': 2, 'creationDate': '2018-03...0.794118
..........................................
122NEWS SUMMARYGenerating short length descriptions of news a...### Context\\n\\nI am currently working on summa...2019-02-11T09:03:28.783Zsunnysai12345/news-summary20492757https://www.kaggle.com/sunnysai12345/news-summary[{'ref': 'linguistics', 'competitionCount': 6,...2321GPL 23[{'versionNumber': 2, 'creationDate': '2019-02...0.764706
123News ArticlesThis dataset include articles from 2015 till date# Content\\n\\nThis Dataset is scraped from http...2017-04-30T11:02:29.487Zasad1m9a9h6mood/news-articles1916427https://www.kaggle.com/asad1m9a9h6mood/news-ar...[{'ref': 'linguistics', 'competitionCount': 6,...1253CC0: Public Domain7[{'versionNumber': 1, 'creationDate': '2017-04...0.823529
12420 NewsgroupsA collection of ~18,000 newsgroup documents fr...### Context\\n\\nThis dataset is a collection ne...2017-07-26T21:05:38.987Zcrawford/20-newsgroups28248814https://www.kaggle.com/crawford/20-newsgroups[{'ref': 'internet', 'competitionCount': 15, '...2280Other (specified in description)9[{'versionNumber': 1, 'creationDate': '2017-07...0.823529
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282624224https://www.kaggle.com/therohk/global-news-week[{'ref': 'internet', 'competitionCount': 15, '...1047CC0: Public Domain8[{'versionNumber': 4, 'creationDate': '2019-04...0.941176
126Hacker News CorpusA subset of all Hacker News articles### Context\\n\\nThis dataset contains a randomi...2017-06-29T20:16:20.2Zhacker-news/hacker-news-corpus667291612https://www.kaggle.com/hacker-news/hacker-news...[{'ref': 'internet', 'competitionCount': 15, '...674Other (specified in description)4[{'versionNumber': 2, 'creationDate': '2017-06...0.823529
127News of the Brazilian Newspaper167.053 news of the site Folha de São Paulo (B...### Content\\n\\nThe dataset consists of 167.053...2019-06-05T03:33:51.58Zmarlesson/news-of-the-site-folhauol193086895https://www.kaggle.com/marlesson/news-of-the-s...[{'ref': 'languages', 'competitionCount': 2, '...947CC0: Public Domain7[{'versionNumber': 2, 'creationDate': '2019-06...0.705882
128The Examiner - SpamClickBait News DatasetSiX Years of Crowd Sourced Journalism### Context\\n\\nPresenting a compendium of crow...2019-06-22T12:03:21.843Ztherohk/examine-the-examiner148217226https://www.kaggle.com/therohk/examine-the-exa...[{'ref': 'linguistics', 'competitionCount': 6,...821CC0: Public Domain4[{'versionNumber': 6, 'creationDate': '2019-06...0.823529
129BBC News SummaryExtractive Summarization of BBC News Articles### Context\\n\\nText summarization is a way to ...2018-05-06T11:08:19.42Zpariza/bbc-news-summary3928416https://www.kaggle.com/pariza/bbc-news-summary[{'ref': 'nlp', 'competitionCount': 3, 'datase...1470CC0: Public Domain2[{'versionNumber': 2, 'creationDate': '2018-05...0.750000
130Yet Another Chinese News DatasetWith Article Titles, Descriptions, Cover Image...A collections of news articles in Traditional ...2019-07-11T17:01:17.377Zceshine/yet-another-chinese-news-dataset24983959https://www.kaggle.com/ceshine/yet-another-chi...[{'ref': 'nlp', 'competitionCount': 3, 'datase...137CC BY-SA 4.04[{'versionNumber': 7, 'creationDate': '2019-07...1.000000
131Old NewspapersA cleaned subset of HC Corpora newspapers### Context\\n\\nThe [HC Corpora](https://web.ar...2017-11-16T04:53:55.98Zalvations/old-newspapers2196786581https://www.kaggle.com/alvations/old-newspapers[{'ref': 'internet', 'competitionCount': 15, '...847CC0: Public Domain3[{'versionNumber': 6, 'creationDate': '2017-11...0.750000
132Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21412001https://www.kaggle.com/mrisdal/fake-news[{'ref': 'politics', 'competitionCount': 0, 'd...12746CC0: Public Domain93[{'versionNumber': 1, 'creationDate': '2016-11...0.852941
133Fake News detection2017-12-07T20:39:58Zjruvika/fake-news-detection5123582https://www.kaggle.com/jruvika/fake-news-detec...[]1453Database: Open Database, Contents: © Original ...6[{'versionNumber': 1, 'creationDate': '2017-12...0.294118
134FakeNewsNetFake News, MisInformation, Data Mining##FakeNewsNet\\nThis is a repository for an ong...2018-11-02T19:08:58.527Zmdepak/fakenewsnet17009927https://www.kaggle.com/mdepak/fakenewsnet[{'ref': 'nlp', 'competitionCount': 3, 'datase...535CC BY-NC-SA 4.04[{'versionNumber': 1, 'creationDate': '2018-11...0.764706
135Fake-News-DatasetTwo fake news datasets covering seven differen...## Introduction\\nThis describes two fake news ...2019-04-19T08:39:12.863Zsumanthvrao/fakenewsdataset2084538https://www.kaggle.com/sumanthvrao/fakenewsdat...[{'ref': 'lstm', 'competitionCount': 0, 'datas...165Unknown2[{'versionNumber': 3, 'creationDate': '2019-04...0.562500
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3425749https://www.kaggle.com/rmisra/news-headlines-d...[{'ref': 'classification', 'competitionCount':...5694CC0: Public Domain48[{'versionNumber': 2, 'creationDate': '2019-07...1.000000
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519121643https://www.kaggle.com/pontes/fake-news-sample[]231Unknown1[{'versionNumber': 1, 'creationDate': '2018-09...0.117647
138WSDM - Fake News ClassificationIdentify the fake news.# Background\\n\\nWSDM (pronounced \"wisdom\") is ...2019-04-02T06:13:39.013Zwsdmcup/wsdm-fake-news-classification36152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...[{'ref': 'nlp', 'competitionCount': 3, 'datase...63Unknown1[{'versionNumber': 1, 'creationDate': '2019-04...0.705882
139Fake News DataA collection of fake news (headlines) datasets## Datasets\\n\\nData stored in this dataset com...2019-07-16T22:34:49.547Zantmarakis/fake-news-data38477999https://www.kaggle.com/antmarakis/fake-news-data[{'ref': 'text data', 'competitionCount': 25, ...33Unknown6[{'versionNumber': 4, 'creationDate': '2019-07...0.764706
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset435844https://www.kaggle.com/ksaivenketpatro/fake-ne...[]178Unknown1[{'versionNumber': 1, 'creationDate': '2019-01...0.176471
141Fake newsFor Fake news detection using Machine Learning2019-05-20T05:02:15.39Zmohit28rawat/fake-news48165856https://www.kaggle.com/mohit28rawat/fake-news[]27Unknown2[{'versionNumber': 1, 'creationDate': '2019-05...0.235294
142Russian Troll Tweets200,000 malicious-account tweets captured by NBC### Context\\n\\nAs part of the House Intelligen...2018-02-15T00:49:04.63Zvikasg/russian-troll-tweets21993810https://www.kaggle.com/vikasg/russian-troll-tw...[{'ref': 'internet', 'competitionCount': 15, '...2291CC0: Public Domain8[{'versionNumber': 2, 'creationDate': '2018-02...0.735294
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...[]135CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2017-10...0.500000
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news1236https://www.kaggle.com/mrisdal/not-fake-news[]58CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2017-09...0.235294
145Who starts and who debunks rumorsWebpages cited by rumor trackers# Context \\n\\n[Emergent.info](http://www.emerg...2017-03-27T15:02:32.653Zarminehn/rumor-citation1455017https://www.kaggle.com/arminehn/rumor-citation[{'ref': 'linguistics', 'competitionCount': 6,...856CC0: Public Domain10[{'versionNumber': 3, 'creationDate': '2017-03...0.882353
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...[]66Unknown1[{'versionNumber': 1, 'creationDate': '2018-11...0.125000
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset40272https://www.kaggle.com/munagazzai/fake-news-de...[{'ref': 'twitter', 'competitionCount': 0, 'da...23Unknown1[{'versionNumber': 1, 'creationDate': '2019-03...0.375000
148Fact-Checking Facebook Politics PagesHyperpartisan Facebook pages and misleading in...### Context\\n\\nDuring the 2016 US presidential...2017-06-05T19:09:40.407Zmrisdal/fact-checking-facebook-politics-pages46870https://www.kaggle.com/mrisdal/fact-checking-f...[{'ref': 'internet', 'competitionCount': 15, '...633Unknown10[{'versionNumber': 1, 'creationDate': '2017-06...0.735294
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210153734https://www.kaggle.com/ad6398/aossie-fake-news...[]6Unknown2[{'versionNumber': 1, 'creationDate': '2019-06...0.176471
150Boatos de WhatsApp e outros do BoatosOrg (pt +...1900 boatos (pt) + 130 rumores (es) desmentido...### Contexto\\n\\nBoatos são compartilhados em m...2018-10-24T22:31:23.51Zrogeriochaves/boatos-de-whatsapp-boatosorg444433https://www.kaggle.com/rogeriochaves/boatos-de...[{'ref': 'internet', 'competitionCount': 15, '...66CC0: Public Domain1[{'versionNumber': 4, 'creationDate': '2018-10...0.647059
151Predict Pakistan Elections 2018Help Us Predict the Next Winner### Context\\n\\nHere comes the July 25th 2018 a...2018-07-30T07:32:41.157Zzusmani/predict-pakistan-elections-201848731676https://www.kaggle.com/zusmani/predict-pakista...[{'ref': 'data visualization', 'competitionCou...1201Data files © Original Authors17[{'versionNumber': 15, 'creationDate': '2018-0...0.764706
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152 rows × 13 columns

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" + ], + "text/plain": [ + " title \\\n", + "0 Every Cryptocurrency Daily Market Price \n", + "1 Crypto Currencies \n", + "2 Analysis about crypto currencies and Stock Index \n", + "3 Currencies \n", + "4 Currency Exchange Rates \n", + "5 Crypto Currencies \n", + "6 World Coins \n", + "7 Exchange rate BRIC currencies/US dollar \n", + "8 Cryptocurrency Historical Prices \n", + "9 Price History of 1654 Crypto-Currencies \n", + "10 Complete Cryptocurrency Market History \n", + "11 Complete Historical Cryptocurrency Financial Data \n", + "12 Exchange Rates \n", + "13 Zomato Restaurants Data \n", + "14 Meta Numerai \n", + "15 Crypto Market Data \n", + "16 Ethereum Blockchain \n", + "17 Bitcoin & Altcoins in 2017 \n", + "18 Predict Future Sales Supplementary \n", + "19 Kickstarter videogames released on Steam \n", + "20 Demonetization in India Twitter Data \n", + "21 EURUSD - 15m - 2010-2016 \n", + "22 Currency Exchange Rates \n", + "23 Currency Exchange Rate \n", + "24 Binance Crypto Klines \n", + "25 Iraqi Money العملة العراقية \n", + "26 401 crypto currency pairs at 1-minute resolution \n", + "27 Crypto currency data \n", + "28 Bitcoin Historical Data \n", + "29 Zomato Restaurants Data \n", + ".. ... \n", + "122 NEWS SUMMARY \n", + "123 News Articles \n", + "124 20 Newsgroups \n", + "125 One Week of Global News Feeds \n", + "126 Hacker News Corpus \n", + "127 News of the Brazilian Newspaper \n", + "128 The Examiner - SpamClickBait News Dataset \n", + "129 BBC News Summary \n", + "130 Yet Another Chinese News Dataset \n", + "131 Old Newspapers \n", + "132 Getting Real about Fake News \n", + "133 Fake News detection \n", + "134 FakeNewsNet \n", + "135 Fake-News-Dataset \n", + "136 News Headlines Dataset For Sarcasm Detection \n", + "137 Fake News Sample \n", + "138 WSDM - Fake News Classification \n", + "139 Fake News Data \n", + "140 Fake News Detection Dataset \n", + "141 Fake news \n", + "142 Russian Troll Tweets \n", + "143 Snopes_fake_legit_news \n", + "144 Not Fake News \n", + "145 Who starts and who debunks rumors \n", + "146 WSDM - Fake News Classification \n", + "147 Fake News Detection Dataset \n", + "148 Fact-Checking Facebook Politics Pages \n", + "149 AOSSIE: Fake News Detection datasets \n", + "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... \n", + "151 Predict Pakistan Elections 2018 \n", + "\n", + " subtitle \\\n", + "0 Daily crypto markets open, close, low, high da... \n", + "1 Cryptocurrency Market Capitalizations \n", + "2 Relation and patterns between movements of sto... \n", + "3 \n", + "4 Daily exchange rates for 51 currencies from 19... \n", + "5 Cryptocurrency Market Capitalizations \n", + "6 A collection of coin images from 32 different ... \n", + "7 historical data monthly frequencies 01/07/1997... \n", + "8 Prices of top cryptocurrencies including Bitco... \n", + "9 Historical Coin Prices to Understand the Big P... \n", + "10 Daily historical prices for all cryptocurrenci... \n", + "11 Top 200 Cryptocurrencies by Marketcap \n", + "12 Exchange rates as far back as 1971 between the... \n", + "13 Analyzing the best restaurants of the major ci... \n", + "14 Numerai Tournament Results \n", + "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", + "16 Complete live historical Ethereum blockchain d... \n", + "17 Price transition of bitcoin and altcoins in 2017 \n", + "18 Dataset provides some supplementary data for P... \n", + "19 A dataset collected from Kickstarter and SteamSpy \n", + "20 Data extracted from Twitter regarding the rece... \n", + "21 FOREX currency rates data for EURUSD, 15 minut... \n", + "22 Daily exchange rates for 51 currencies from 19... \n", + "23 Currency Exchange Rate from 1950-2017 \n", + "24 Minutely crypto currency open/close prices, hi... \n", + "25 Object detection dataset for Iraqi currency \n", + "26 Historical crypto currency data from the Bitfi... \n", + "27 High resolution data of all BTC based pairs fr... \n", + "28 Bitcoin data at 1-min intervals from select ex... \n", + "29 Analyzing the best restaurants of the major ci... \n", + ".. ... \n", + "122 Generating short length descriptions of news a... \n", + "123 This dataset include articles from 2015 till date \n", + "124 A collection of ~18,000 newsgroup documents fr... \n", + "125 7 days of tracking 20k news feeds worldwide \n", + "126 A subset of all Hacker News articles \n", + "127 167.053 news of the site Folha de São Paulo (B... \n", + "128 SiX Years of Crowd Sourced Journalism \n", + "129 Extractive Summarization of BBC News Articles \n", + "130 With Article Titles, Descriptions, Cover Image... \n", + "131 A cleaned subset of HC Corpora newspapers \n", + "132 Text & metadata from fake & biased news source... \n", + "133 \n", + "134 Fake News, MisInformation, Data Mining \n", + "135 Two fake news datasets covering seven differen... \n", + "136 High quality dataset for the task of Sarcasm D... \n", + "137 \n", + "138 Identify the fake news. \n", + "139 A collection of fake news (headlines) datasets \n", + "140 Detection of Fake News \n", + "141 For Fake news detection using Machine Learning \n", + "142 200,000 malicious-account tweets captured by NBC \n", + "143 Articles taken by Snopes.com \n", + "144 \n", + "145 Webpages cited by rumor trackers \n", + "146 \n", + "147 \n", + "148 Hyperpartisan Facebook pages and misleading in... \n", + "149 \n", + "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", + "151 Help Us Predict the Next Winner \n", + "\n", + " description \\\n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", + "1 «Datasets per la comparació de moviments i pat... \n", + "2 «Datasets per la comparació de moviments i pat... \n", + "3 ### Context\\n\\nThis is a different timeframe c... \n", + "4 This dataset contains the daily currency excha... \n", + "5 «Datasets per la comparació de moviments i pat... \n", + "6 ### Context\\n\\nI put together this dataset whe... \n", + "7 ### Content\\n\\nover 10 years of historical exc... \n", + "8 ### Context\\n\\nThings like Block chain, Bitcoi... \n", + "9 ### Context\\n\\nHere's one of the largest Crypt... \n", + "10 ### Cryptocurrencies\\n\\nCryptocurrencies are f... \n", + "11 **Context**\\n\\nRecent growing interest in cryp... \n", + "12 The Federal Reserve's H.10 statistical release... \n", + "13 ### Context\\n\\nI really get fascinated by good... \n", + "14 ### Context\\n\\nNumer.ai tournament results\\n\\n... \n", + "15 ### Context\\n\\nHistorical data for crypto curr... \n", + "16 ## Context\\n\\nBitcoin and other cryptocurrenci... \n", + "17 ### Context\\n\\nI made this dataset for Courser... \n", + "18 # Kaggle Challenge: Predict Future Sales.\\nThi... \n", + "19 ### Context\\n\\nI have generated this set of au... \n", + "20 # Context\\n\\nThe **demonetization of ₹500 and ... \n", + "21 # Context \\n\\nI've always wanted to have a pro... \n", + "22 This dataset contains the daily currency excha... \n", + "23 ### Context\\n\\nThe data set consist currency e... \n", + "24 ### Context\\n\\nEach file contains klines for 1... \n", + "25 ### Object detection dataset for Iraqi currenc... \n", + "26 ## About this dataset\\n\\nWith the rise of cryp... \n", + "27 ### Context\\nOne week of highly resolved crypt... \n", + "28 ### Context \\nBitcoin is the longest running a... \n", + "29 ### Context\\n\\nI really get fascinated by good... \n", + ".. ... \n", + "122 ### Context\\n\\nI am currently working on summa... \n", + "123 # Content\\n\\nThis Dataset is scraped from http... \n", + "124 ### Context\\n\\nThis dataset is a collection ne... \n", + "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", + "126 ### Context\\n\\nThis dataset contains a randomi... \n", + "127 ### Content\\n\\nThe dataset consists of 167.053... \n", + "128 ### Context\\n\\nPresenting a compendium of crow... \n", + "129 ### Context\\n\\nText summarization is a way to ... \n", + "130 A collections of news articles in Traditional ... \n", + "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... \n", + "132 The latest hot topic in the news is fake news ... \n", + "133 \n", + "134 ##FakeNewsNet\\nThis is a repository for an ong... \n", + "135 ## Introduction\\nThis describes two fake news ... \n", + "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", + "137 \n", + "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... \n", + "139 ## Datasets\\n\\nData stored in this dataset com... \n", + "140 \n", + "141 \n", + "142 ### Context\\n\\nAs part of the House Intelligen... \n", + "143 ### Context\\n\\nI did this in order to share th... \n", + "144 \n", + "145 # Context \\n\\n[Emergent.info](http://www.emerg... \n", + "146 \n", + "147 \n", + "148 ### Context\\n\\nDuring the 2016 US presidential... \n", + "149 \n", + "150 ### Contexto\\n\\nBoatos são compartilhados em m... \n", + "151 ### Context\\n\\nHere comes the July 25th 2018 a... \n", + "\n", + " lastUpdated \\\n", + "0 2018-12-01T13:56:58.277Z \n", + "1 2017-12-03T18:55:04.34Z \n", + "2 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bigquery/ethereum-blockchain 910127001043 \n", + "17 minaba/bitcoin-altcoins-in-2017 803789 \n", + "18 kazimanil/predict-future-sales-supplementary 354256 \n", + "19 tonyplaysguitar/steam-spy-data-from-api-request 1080727 \n", + "20 arathee2/demonetization-in-india-twitter-data 990156 \n", + "21 meehau/EURUSD 3494511 \n", + "22 thebasss/currency-exchange-rates 596854 \n", + "23 sudhirnl7/currency-excahnge-rate 26714 \n", + "24 binance/binance-crypto-klines 1004510014 \n", + "25 husamaamer/iraqi-currency- 1435021165 \n", + "26 tencars/392-crypto-currency-pairs-at-minute-re... 393638972 \n", + "27 mhansinger/bittrex-bitcoin-pairs 44064008 \n", + "28 mczielinski/bitcoin-historical-data 123326534 \n", + "29 shrutimehta/zomato-restaurants-data 5732263 \n", + ".. ... ... \n", + "122 sunnysai12345/news-summary 20492757 \n", + "123 asad1m9a9h6mood/news-articles 1916427 \n", + "124 crawford/20-newsgroups 28248814 \n", + "125 therohk/global-news-week 282624224 \n", + "126 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https://www.kaggle.com/taniaj/cryptocurrency-m... \n", + "11 https://www.kaggle.com/philmohun/cryptocurrenc... \n", + "12 https://www.kaggle.com/federalreserve/exchange... \n", + "13 https://www.kaggle.com/shrutimehta/zomato-rest... \n", + "14 https://www.kaggle.com/gaborfodor/meta-numerai \n", + "15 https://www.kaggle.com/anasshahid88/crypto-mar... \n", + "16 https://www.kaggle.com/bigquery/ethereum-block... \n", + "17 https://www.kaggle.com/minaba/bitcoin-altcoins... \n", + "18 https://www.kaggle.com/kazimanil/predict-futur... \n", + "19 https://www.kaggle.com/tonyplaysguitar/steam-s... \n", + "20 https://www.kaggle.com/arathee2/demonetization... \n", + "21 https://www.kaggle.com/meehau/EURUSD \n", + "22 https://www.kaggle.com/thebasss/currency-excha... \n", + "23 https://www.kaggle.com/sudhirnl7/currency-exca... \n", + "24 https://www.kaggle.com/binance/binance-crypto-... \n", + "25 https://www.kaggle.com/husamaamer/iraqi-currency- \n", + "26 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https://www.kaggle.com/mdepak/fakenewsnet \n", + "135 https://www.kaggle.com/sumanthvrao/fakenewsdat... \n", + "136 https://www.kaggle.com/rmisra/news-headlines-d... \n", + "137 https://www.kaggle.com/pontes/fake-news-sample \n", + "138 https://www.kaggle.com/wsdmcup/wsdm-fake-news-... \n", + "139 https://www.kaggle.com/antmarakis/fake-news-data \n", + "140 https://www.kaggle.com/ksaivenketpatro/fake-ne... \n", + "141 https://www.kaggle.com/mohit28rawat/fake-news \n", + "142 https://www.kaggle.com/vikasg/russian-troll-tw... \n", + "143 https://www.kaggle.com/ciotolaaaa/snopes-fake-... \n", + "144 https://www.kaggle.com/mrisdal/not-fake-news \n", + "145 https://www.kaggle.com/arminehn/rumor-citation \n", + "146 https://www.kaggle.com/xuyinjie/wsdm-fake-news... \n", + "147 https://www.kaggle.com/munagazzai/fake-news-de... \n", + "148 https://www.kaggle.com/mrisdal/fact-checking-f... \n", + "149 https://www.kaggle.com/ad6398/aossie-fake-news... \n", + "150 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[{'versionNumber': 15, 'creationDate': '2018-0... 0.764706 \n", + "\n", + "[152 rows x 13 columns]" + ] + }, + "execution_count": 239, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset = metadata_df[useful_key_metadata]\n", + "dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Identificando valores nulos." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Buscamos datos que no sean un valor." + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "title 0\n", + "subtitle 0\n", + "description 0\n", + "lastUpdated 0\n", + "ref 0\n", + "totalBytes 0\n", + "url 0\n", + "tags 0\n", + "downloadCount 0\n", + "licenseName 0\n", + "kernelCount 0\n", + "versions 0\n", + "usabilityRating 0\n", + "dtype: int64" + ] + }, + "execution_count": 240, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "missing_values = dataset.isna().sum()\n", + "missing_values" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "No se encontraron valores nulos." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Manipulación del dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Agregamos la columna de categoría de búsqueda con la que iniciamos." + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], + "source": [ + "dataset['category'] = categoria_list" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Columna total bytes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Modificamos el valor base de la columna de \"Bytes\" a \"Mega bytes\" " + ] + }, + { + "cell_type": "code", + "execution_count": 242, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " \n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " title \\\n", + "0 Every Cryptocurrency Daily Market Price \n", + "1 Crypto Currencies \n", + "2 Analysis about crypto currencies and Stock Index \n", + "\n", + " subtitle \\\n", + "0 Daily crypto markets open, close, low, high da... \n", + "1 Cryptocurrency Market Capitalizations \n", + "2 Relation and patterns between movements of sto... \n", + "\n", + " description \\\n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", + "1 «Datasets per la comparació de moviments i pat... \n", + "2 «Datasets per la comparació de moviments i pat... \n", + "\n", + " lastUpdated ref \\\n", + "0 2018-12-01T13:56:58.277Z jessevent/all-crypto-currencies \n", + "1 2017-12-03T18:55:04.34Z acostasg/crypto-currencies \n", + "2 2017-12-13T22:38:33.32Z acostasg/cryptocurrenciesvsstockindex \n", + "\n", + " totalGigaBytes url \\\n", + "0 23.636187 https://www.kaggle.com/jessevent/all-crypto-cu... \n", + "1 1.321667 https://www.kaggle.com/acostasg/crypto-currencies \n", + "2 0.681413 https://www.kaggle.com/acostasg/cryptocurrenci... \n", + "\n", + " tags downloadCount \\\n", + "0 [{'ref': 'finance', 'competitionCount': 4, 'da... 9028 \n", + "1 [{'ref': 'finance', 'competitionCount': 4, 'da... 565 \n", + "2 [{'ref': 'economics', 'competitionCount': 0, '... 515 \n", + "\n", + " licenseName kernelCount \\\n", + "0 Other (specified in description) 63 \n", + "1 Database: Open Database, Contents: Database Co... 2 \n", + "2 Database: Open Database, Contents: © Original ... 1 \n", + "\n", + " versions usabilityRating \\\n", + "0 [{'versionNumber': 17, 'creationDate': '2018-1... 0.852941 \n", + "1 [{'versionNumber': 8, 'creationDate': '2017-12... 0.705882 \n", + "2 [{'versionNumber': 2, 'creationDate': '2017-12... 0.705882 \n", + "\n", + " category \n", + "0 currencies \n", + "1 currencies \n", + "2 currencies " + ] + }, + "execution_count": 242, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "byte_to_gb = lambda x: x/1000000\n", + "dataset[\"totalBytes\"] = dataset[\"totalBytes\"].apply(byte_to_gb)\n", + "dataset = dataset.rename(columns = {\"totalBytes\":\"totalGigaBytes\"})\n", + "dataset.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Columna Tags." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En la columna \"tags\" encontramos referencias a los grupos en los cuales se encuentra clasificado el dataset.\n", + "Esta columna varia de dataset a dataset. Sin embargo nos permite tener aún más grupos sobre los cuales realizar\n", + "busquedas con resultados que puedan ser de interes al usuario." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para esta columna realizaremos una extracción de todas las etiquetas y obtenemos la frecuencia de un set para evitar repeticiones,además de que presentaremos las tres más frecuentes al usuario de manera que este pueda usarlas en una búsqueda de intereses aún mayor." + ] + }, + { + "cell_type": "code", + "execution_count": 243, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[('nlp', 8), ('twitter', 11), ('news agencies', 13), ('politics', 15), ('business', 15), ('money', 15), ('economics', 17), ('linguistics', 18), ('internet', 35), ('finance', 56)]\n" + ] + } + ], + "source": [ + "suggest_interest = [element['ref'] for tag in dataset['tags'] for element in tag]\n", + "set_suggest = set(suggest_interest)\n", + "dict_freq_suggest = {k:suggest_interest.count(k) for k in set_suggest}\n", + "sorted_tups = sorted(dict_freq_suggest.items(), key=operator.itemgetter(1))\n", + "print(sorted_tups[-10:])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Estas sugerencias se pueden interpretar como los hashtag que contiene el dataset, por tanto hay que ser cuidadosos al seleccionar nuevos intereses de la lista." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Así también tenemos valores vacios para la columna etiquetas, así que sustituiremos la columna tags\n", + "por \"number of tags\"" + ] + }, + { + "cell_type": "code", + "execution_count": 244, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " title \\\n", + "0 Every Cryptocurrency Daily Market Price \n", + "1 Crypto Currencies \n", + "2 Analysis about crypto currencies and Stock Index \n", + "\n", + " subtitle \\\n", + "0 Daily crypto markets open, close, low, high da... \n", + "1 Cryptocurrency Market Capitalizations \n", + "2 Relation and patterns between movements of sto... \n", + "\n", + " description \\\n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", + "1 «Datasets per la comparació de moviments i pat... \n", + "2 «Datasets per la comparació de moviments i pat... \n", + "\n", + " lastUpdated ref \\\n", + "0 2018-12-01T13:56:58.277Z jessevent/all-crypto-currencies \n", + "1 2017-12-03T18:55:04.34Z acostasg/crypto-currencies \n", + "2 2017-12-13T22:38:33.32Z acostasg/cryptocurrenciesvsstockindex \n", + "\n", + " totalGigaBytes url \\\n", + "0 23.636187 https://www.kaggle.com/jessevent/all-crypto-cu... \n", + "1 1.321667 https://www.kaggle.com/acostasg/crypto-currencies \n", + "2 0.681413 https://www.kaggle.com/acostasg/cryptocurrenci... \n", + "\n", + " numberOfTags downloadCount \\\n", + "0 3 9028 \n", + "1 2 565 \n", + "2 3 515 \n", + "\n", + " licenseName kernelCount \\\n", + "0 Other (specified in description) 63 \n", + "1 Database: Open Database, Contents: Database Co... 2 \n", + "2 Database: Open Database, Contents: © Original ... 1 \n", + "\n", + " versions usabilityRating \\\n", + "0 [{'versionNumber': 17, 'creationDate': '2018-1... 0.852941 \n", + "1 [{'versionNumber': 8, 'creationDate': '2017-12... 0.705882 \n", + "2 [{'versionNumber': 2, 'creationDate': '2017-12... 0.705882 \n", + "\n", + " category \n", + "0 currencies \n", + "1 currencies \n", + "2 currencies " + ] + }, + "execution_count": 244, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num_tags = lambda x: len(x)\n", + "dataset[\"tags\"] = dataset[\"tags\"].apply(num_tags)\n", + "dataset = dataset.rename(columns = {\"tags\":\"numberOfTags\"})\n", + "dataset.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Columna Versions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La columna versions contiene al menos una versión para el dataset, sin embargo en caso de que tenga más solo sería\n", + "de nuestro interes la última versión y su fecha." + ] + }, + { + "cell_type": "code", + "execution_count": 245, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'versionNumber': 17,\n", + " 'creationDate': '2018-12-01T13:56:58.277Z',\n", + " 'creatorName': 'jvent',\n", + " 'creatorRef': 'all-crypto-currencies',\n", + " 'versionNotes': 'Updated data as of 30/11/2018',\n", + " 'status': 'Ready'}" + ] + }, + "execution_count": 245, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset[\"versions\"][0][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 246, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2Analysis about crypto currencies and Stock IndexRelation and patterns between movements of sto...«Datasets per la comparació de moviments i pat...2017-12-13T22:38:33.32Zacostasg/cryptocurrenciesvsstockindex0.681413https://www.kaggle.com/acostasg/cryptocurrenci...3515Database: Open Database, Contents: © Original ...1Ready version: 2, 2017-12-13T22:38:33.32Z0.705882currencies
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" + ], + "text/plain": [ + " title \\\n", + "0 Every Cryptocurrency Daily Market Price \n", + "1 Crypto Currencies \n", + "2 Analysis about crypto currencies and Stock Index \n", + "\n", + " subtitle \\\n", + "0 Daily crypto markets open, close, low, high da... \n", + "1 Cryptocurrency Market Capitalizations \n", + "2 Relation and patterns between movements of sto... \n", + "\n", + " description \\\n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", + "1 «Datasets per la comparació de moviments i pat... \n", + "2 «Datasets per la comparació de moviments i pat... \n", + "\n", + " lastUpdated ref \\\n", + "0 2018-12-01T13:56:58.277Z jessevent/all-crypto-currencies \n", + "1 2017-12-03T18:55:04.34Z acostasg/crypto-currencies \n", + "2 2017-12-13T22:38:33.32Z acostasg/cryptocurrenciesvsstockindex \n", + "\n", + " totalGigaBytes url \\\n", + "0 23.636187 https://www.kaggle.com/jessevent/all-crypto-cu... \n", + "1 1.321667 https://www.kaggle.com/acostasg/crypto-currencies \n", + "2 0.681413 https://www.kaggle.com/acostasg/cryptocurrenci... \n", + "\n", + " numberOfTags downloadCount \\\n", + "0 3 9028 \n", + "1 2 565 \n", + "2 3 515 \n", + "\n", + " licenseName kernelCount \\\n", + "0 Other (specified in description) 63 \n", + "1 Database: Open Database, Contents: Database Co... 2 \n", + "2 Database: Open Database, Contents: © Original ... 1 \n", + "\n", + " lastVersion usabilityRating category \n", + "0 Ready version: 17, 2018-12-01T13:56:58.277Z 0.852941 currencies \n", + "1 Ready version: 8, 2017-12-03T18:55:04.34Z 0.705882 currencies \n", + "2 Ready version: 2, 2017-12-13T22:38:33.32Z 0.705882 currencies " + ] + }, + "execution_count": 246, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "last_version = lambda x: str(x[0]['status']) + ' version: ' + str(x[0]['versionNumber']) + ', ' + str(x[0]['creationDate'])\n", + "dataset[\"versions\"] = dataset[\"versions\"].apply(last_version)\n", + "dataset = dataset.rename(columns = {\"versions\":\"lastVersion\"})\n", + "dataset.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Análisis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finalmente por ahora, podemos utilizar cada una de las columnas disponibles para realizar algunos filtros con los cuales obtener información interesante." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Mejor score de utilidad." + ] + }, + { + "cell_type": "code", + "execution_count": 247, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
95Australian Election 2019 TweetsMay 18th 2019, 180k+ tweets### Context\\n\\nDuring the 2019 Australian elec...2019-05-21T09:41:38.763Ztaniaj/australian-election-2019-tweets29.972572https://www.kaggle.com/taniaj/australian-elect...52366CC0: Public Domain8Ready version: 2, 2019-05-21T09:41:38.763Z1.000000tweets
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000fake news
64Mutual Funds and ETFs25k+ Mutual Funds and 2k+ ETFs scraped from Ya...### Context\\n\\nETFs represent a cheap alternat...2019-05-04T02:00:37.827Zstefanoleone992/mutual-funds-and-etfs4.547400https://www.kaggle.com/stefanoleone992/mutual-...5597CC0: Public Domain2Ready version: 3, 2019-05-04T02:00:37.827Z1.000000finance
130Yet Another Chinese News DatasetWith Article Titles, Descriptions, Cover Image...A collections of news articles in Traditional ...2019-07-11T17:01:17.377Zceshine/yet-another-chinese-news-dataset24.983959https://www.kaggle.com/ceshine/yet-another-chi...3137CC BY-SA 4.04Ready version: 7, 2019-07-11T17:01:17.377Z1.000000news
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393.638972https://www.kaggle.com/tencars/392-crypto-curr...394CC BY-SA 4.02Ready version: 2, 2019-07-09T21:25:22.227Z1.000000currency
113News Category DatasetIdentify the type of news based on headlines a...# Context\\nThis dataset contains around 200k n...2018-12-02T04:09:45.777Zrmisra/news-category-dataset26.337702https://www.kaggle.com/rmisra/news-category-da...45165CC0: Public Domain22Ready version: 2, 2018-12-02T04:09:45.777Z1.000000news
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
120News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000news
116A Million News HeadlinesNews headlines published over a period of 15 Y...### Context\\n\\nThis contains data of news head...2019-06-13T18:14:28.073Ztherohk/million-headlines19.296580https://www.kaggle.com/therohk/million-headlines411465CC0: Public Domain49Ready version: 8, 2019-06-13T18:14:28.073Z0.941176news
1055,000 #JustDoIt! Tweets DatasetPeople reacting to Nike's endorsement of Colin...### Context\\nNike just announced its partnersh...2018-09-08T16:32:37.09Zeliasdabbas/5000-justdoit-tweets-dataset3.256985https://www.kaggle.com/eliasdabbas/5000-justdo...4944CC0: Public Domain6Ready version: 3, 2018-09-08T16:32:37.09Z0.941176tweets
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282.624224https://www.kaggle.com/therohk/global-news-week41047CC0: Public Domain8Ready version: 4, 2019-04-10T15:05:18.423Z0.941176news
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480.602984https://www.kaggle.com/wanderdust/coin-images469Other (specified in description)1Ready version: 1, 2019-03-27T09:26:10.133Z0.937500currencies
78Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353finance
88Enrico's Email FlowsAnonymized Metadata (i.e. sender, receivers, d...### Context\\n\\nEmail archives are a great sour...2018-03-21T10:10:40.373Zemarock/enricos-email-flows12.867137https://www.kaggle.com/emarock/enricos-email-f...384CC0: Public Domain1Ready version: 1, 2018-03-21T10:10:40.373Z0.882353exchanges
145Who starts and who debunks rumorsWebpages cited by rumor trackers# Context \\n\\n[Emergent.info](http://www.emerg...2017-03-27T15:02:32.653Zarminehn/rumor-citation1.455017https://www.kaggle.com/arminehn/rumor-citation2856CC0: Public Domain10Ready version: 3, 2017-03-27T15:02:32.653Z0.882353fake news
92Sentiment140 dataset with 1.6 million tweetsSentiment analysis with tweets### Context\\n\\nThis is the sentiment140 datase...2017-09-13T22:43:19.117Zkazanova/sentiment14088.031309https://www.kaggle.com/kazanova/sentiment140313923Other (specified in description)37Ready version: 2, 2017-09-13T22:43:19.117Z0.882353tweets
118Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353news
84CryptocurrenciesHistorical price data for 1200 cryptocurrencie...### Context\\n\\nThousands of cryptocurrencies h...2018-07-11T14:15:12.387Zakababa/cryptocurrencies9.049797https://www.kaggle.com/akababa/cryptocurrencies21017CC0: Public Domain1Ready version: 4, 2018-07-11T14:15:12.387Z0.882353exchanges
119Hacker News PostsHacker News posts from the past 12 months (inc...This data set is Hacker News posts from the la...2016-09-27T03:14:41.153Zhacker-news/hacker-news-posts20.702971https://www.kaggle.com/hacker-news/hacker-news...22006CC0: Public Domain39Ready version: 1, 2016-09-27T03:14:41.153Z0.882353news
19Kickstarter videogames released on SteamA dataset collected from Kickstarter and SteamSpy### Context\\n\\nI have generated this set of au...2018-01-21T23:54:08.17Ztonyplaysguitar/steam-spy-data-from-api-request1.080727https://www.kaggle.com/tonyplaysguitar/steam-s...2181CC0: Public Domain2Ready version: 4, 2018-01-21T23:54:08.17Z0.875000currencies
86Movie Dialog CorpusA metadata-rich collection of fictional conver...### Context\\nThis corpus contains a metadata-r...2017-07-11T21:41:03.35ZCornell-University/movie-dialog-corpus9.606952https://www.kaggle.com/Cornell-University/movi...22527Other (specified in description)4Ready version: 1, 2017-07-11T21:41:03.35Z0.875000exchanges
117News Aggregator DatasetHeadlines and categories of 400k news stories ...This dataset contains headlines, URLs, and cat...2016-10-31T22:22:55.29Zuciml/news-aggregator-dataset30.370802https://www.kaggle.com/uciml/news-aggregator-d...26750CC0: Public Domain54Ready version: 1, 2016-10-31T22:22:55.29Z0.875000news
96Tweets Targeting IsisGeneral tweets about Isis & related wordsContext\\n-------\\n\\nThe image at the top of th...2016-07-29T23:59:27.183Zactivegalaxy/isis-related-tweets11.258466https://www.kaggle.com/activegalaxy/isis-relat...21573CC0: Public Domain24Ready version: 3, 2016-07-29T23:59:27.183Z0.875000tweets
100Election Day TweetsTweets scraped from Twitter on November 8, 2016Tweets scraped by [Chris Albon](https://github...2016-11-26T23:01:06.707Zkinguistics/election-day-tweets88.002110https://www.kaggle.com/kinguistics/election-da...21322CC0: Public Domain6Ready version: 1, 2016-11-26T23:01:06.707Z0.875000tweets
72New York Stock ExchangeS&P 500 companies historical prices with funda...# Context \\n\\nThis dataset is a playground for...2017-02-22T10:18:25.517Zdgawlik/nyse34.402357https://www.kaggle.com/dgawlik/nyse129443CC0: Public Domain271Ready version: 3, 2017-02-22T10:18:25.517Z0.852941finance
77Credit Card Fraud DetectionAnonymized credit card transactions labeled as...Context\\n---------\\n\\nIt is important that cre...2018-03-23T01:17:27.913Zmlg-ulb/creditcardfraud69.155632https://www.kaggle.com/mlg-ulb/creditcardfraud3136202Database: Open Database, Contents: Database Co...2132Ready version: 3, 2018-03-23T01:17:27.913Z0.852941finance
32Kickstarter Project Statistics4000 live projects plus 4000 most backed projectsCrowdfunding has become one of the main source...2016-11-01T05:37:42.683Zsocathie/kickstarter-project-statistics1.308381https://www.kaggle.com/socathie/kickstarter-pr...14910CC BY-NC-SA 4.0102Ready version: 1, 2016-11-01T05:37:42.683Z0.852941currency
37Global Food Prices743k Rows of Monthly Market Food Prices Across...### Context: \\nGlobal food price fluctuations ...2017-08-03T20:52:44.033Zjboysen/global-food-prices4.624870https://www.kaggle.com/jboysen/global-food-prices23663Other (specified in description)6Ready version: 1, 2017-08-03T20:52:44.033Z0.852941currency
.............................................
135Fake-News-DatasetTwo fake news datasets covering seven differen...## Introduction\\nThis describes two fake news ...2019-04-19T08:39:12.863Zsumanthvrao/fakenewsdataset2.084538https://www.kaggle.com/sumanthvrao/fakenewsdat...1165Unknown2Ready version: 3, 2019-04-19T08:39:12.863Z0.562500fake news
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...0.003657https://www.kaggle.com/luigimersico/exchange-r...3102Unknown2Ready version: 1, 2017-06-15T14:52:31.757Z0.529412currencies
65GAFA stock pricesGAFA (Google, Apple, Facebook, Amazon) stock p...GAFA (Google, Apple, Facebook, Amazon) stock p...2018-04-22T21:07:52.127Zstexo92/gafa-stock-prices0.407127https://www.kaggle.com/stexo92/gafa-stock-prices5740CC0: Public Domain2Ready version: 1, 2018-04-22T21:07:52.127Z0.529412finance
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2.065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0135CC0: Public Domain0Ready version: 1, 2017-10-24T13:38:46.13Z0.500000fake news
39EURO-USD History Data (1 Min Interval 2002-2017)History EURO/USD currency data2018-05-10T04:01:10.467Zveidak/eurousd-history-data-1-min-interval-200...48.082155https://www.kaggle.com/veidak/eurousd-history-...286CC0: Public Domain0Ready version: 1, 2018-05-10T04:01:10.467Z0.500000currency
55Hourly GBPUSD w Technical Indicators (2000-2019)Time Series Forecasting for Forex### Context\\n\\nPossible prediction of the next...2019-04-23T02:16:18.47Zcfchan/hourly-gbpusd-w-technical-indicators-20...17.862885https://www.kaggle.com/cfchan/hourly-gbpusd-w-...532Unknown1Ready version: 1, 2019-04-23T02:16:18.47Z0.470588forex
47Daily USDJPY (2000-2019) with Technical Indica...For Time Series Prediction of Forex### Context\\n\\nPossible time series prediction...2019-04-19T14:02:19.243Zcfchan/daily-usdjpy-20002019-with-technical-in...0.594757https://www.kaggle.com/cfchan/daily-usdjpy-200...430Unknown1Ready version: 1, 2019-04-19T14:02:19.243Z0.470588forex
82BTC orderbook historyBTC/JPY and BTC/USD orderbook history from som...2018-08-19T08:30:52.583Zvochicong/btc-historical-data76.232700https://www.kaggle.com/vochicong/btc-historica...182Unknown1Ready version: 1, 2018-08-19T08:30:52.583Z0.470588exchanges
3Currencies### Context\\n\\nThis is a different timeframe c...2017-09-24T19:50:59.687Zmitillo/currencies1.151577https://www.kaggle.com/mitillo/currencies0134Unknown1Ready version: 3, 2017-09-24T19:50:59.687Z0.411765currencies
81Bitcoin marketsExchanges daily data10 different exchanges daily data from 01/01/2...2018-04-10T08:24:51.66Zgorgia/bitcoin-markets0.150843https://www.kaggle.com/gorgia/bitcoin-markets062CC0: Public Domain1Ready version: 2, 2018-04-10T08:24:51.66Z0.411765exchanges
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
70ticks: bitcoin, ethereum,litecoin, rippleFinance, Trading, Cryptocurrency2018-09-24T06:28:23.997Zalbala/ticks-bitcoin-ethereumlitecoin-ripple37.397747https://www.kaggle.com/albala/ticks-bitcoin-et...0109Database: Open Database, Contents: © Original ...1Ready version: 1, 2018-09-24T06:28:23.997Z0.352941finance
50forex_strategy_results_first2019-05-07T08:28:25.523Zsinusgamma/forex-strategy-results-first0.076240https://www.kaggle.com/sinusgamma/forex-strate...01CC0: Public Domain2Ready version: 1, 2019-05-07T08:28:25.523Z0.294118forex
49forex_strategy_results_next2019-05-11T19:14:43.487Zsinusgamma/forex-strategy-results-next0.125853https://www.kaggle.com/sinusgamma/forex-strate...03CC0: Public Domain2Ready version: 1, 2019-05-11T19:14:43.487Z0.294118forex
133Fake News detection2017-12-07T20:39:58Zjruvika/fake-news-detection5.123582https://www.kaggle.com/jruvika/fake-news-detec...01453Database: Open Database, Contents: © Original ...6Ready version: 1, 2017-12-07T20:39:58Z0.294118fake news
67finance study2017-11-04T20:05:21.893Ztusharpatil15/finance-study3.118831https://www.kaggle.com/tusharpatil15/finance-s...0374CC BY-NC-SA 4.00Ready version: 1, 2017-11-04T20:05:21.893Z0.250000finance
35IndianNew Currency Notes2018-10-11T14:00:34.55Ztrnpandey/indiannew-currency-notes11.519162https://www.kaggle.com/trnpandey/indiannew-cur...046Data files © Original Authors1Ready version: 1, 2018-10-11T14:00:34.55Z0.250000currency
45Forex Data Source2018-04-29T15:42:10.233Zmannir/forex-data-source3.294470https://www.kaggle.com/mannir/forex-data-source067GPL 20Ready version: 1, 2018-04-29T15:42:10.233Z0.235294forex
141Fake newsFor Fake news detection using Machine Learning2019-05-20T05:02:15.39Zmohit28rawat/fake-news48.165856https://www.kaggle.com/mohit28rawat/fake-news027Unknown2Ready version: 1, 2019-05-20T05:02:15.39Z0.235294fake news
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
73finance2019-06-16T06:03:58.25Zhuskylovers/finance733.757334https://www.kaggle.com/huskylovers/finance011Unknown5Ready version: 1, 2019-06-16T06:03:58.25Z0.187500finance
54eur_doll_forex2018-12-14T12:11:00.983Zmycorino/eur-doll-forex47.059451https://www.kaggle.com/mycorino/eur-doll-forex036Unknown3Ready version: 1, 2018-12-14T12:11:00.983Z0.187500forex
53Forex Oracle OffersCustomers Information2018-11-22T00:58:54.9Zforexoracle/forex-oracle-offers0.368301https://www.kaggle.com/forexoracle/forex-oracl...012Other (specified in description)1Ready version: 1, 2018-11-22T00:58:54.9Z0.187500forex
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210.153734https://www.kaggle.com/ad6398/aossie-fake-news...06Unknown2Ready version: 1, 2019-06-21T12:54:16.217Z0.176471fake news
48Forex RSI and BBPP multiperiod (m1-h4)2018-11-11T11:52:30.603Zyurisa2/forex-rsi-and-bbpp-multiperiod-m1h45565.310574https://www.kaggle.com/yurisa2/forex-rsi-and-b...093Unknown2Ready version: 2, 2018-11-11T11:52:30.603Z0.176471forex
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset0.435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0178Unknown1Ready version: 1, 2019-01-21T09:47:48.09Z0.176471fake news
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36.090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...066Unknown1Ready version: 1, 2018-11-24T02:31:59.66Z0.125000fake news
33Nepali Currency2018-10-31T18:15:52.017Zthevirusx3/nepali-currency1073.942714https://www.kaggle.com/thevirusx3/nepali-currency012Unknown1Ready version: 4, 2018-10-31T18:15:52.017Z0.125000currency
52Forex & Crypto & Bonds & Indices & Commodities2019-04-06T10:18:49.68Zcrtatu/forex-crypto-bonds-indices-commodities391.518080https://www.kaggle.com/crtatu/forex-crypto-bon...024Unknown1Ready version: 1, 2019-04-06T10:18:49.68Z0.117647forex
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519.121643https://www.kaggle.com/pontes/fake-news-sample0231Unknown1Ready version: 1, 2018-09-24T20:12:03.817Z0.117647fake news
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Tweets Dataset \n", + "125 One Week of Global News Feeds \n", + "6 World Coins \n", + "78 Daily News for Stock Market Prediction \n", + "88 Enrico's Email Flows \n", + "145 Who starts and who debunks rumors \n", + "92 Sentiment140 dataset with 1.6 million tweets \n", + "118 Daily News for Stock Market Prediction \n", + "84 Cryptocurrencies \n", + "119 Hacker News Posts \n", + "19 Kickstarter videogames released on Steam \n", + "86 Movie Dialog Corpus \n", + "117 News Aggregator Dataset \n", + "96 Tweets Targeting Isis \n", + "100 Election Day Tweets \n", + "72 New York Stock Exchange \n", + "77 Credit Card Fraud Detection \n", + "32 Kickstarter Project Statistics \n", + "37 Global Food Prices \n", + ".. ... \n", + "135 Fake-News-Dataset \n", + "7 Exchange rate BRIC currencies/US dollar \n", + "65 GAFA stock prices \n", + "143 Snopes_fake_legit_news \n", + "39 EURO-USD History Data (1 Min Interval 2002-2017) \n", + "55 Hourly GBPUSD w Technical Indicators (2000-2019) \n", + "47 Daily USDJPY (2000-2019) with Technical Indica... \n", + "82 BTC orderbook history \n", + "3 Currencies \n", + "81 Bitcoin markets \n", + "147 Fake News Detection Dataset \n", + "70 ticks: bitcoin, ethereum,litecoin, ripple \n", + "50 forex_strategy_results_first \n", + "49 forex_strategy_results_next \n", + "133 Fake News detection \n", + "67 finance study \n", + "35 IndianNew Currency Notes \n", + "45 Forex Data Source \n", + "141 Fake news \n", + "144 Not Fake News \n", + "73 finance \n", + "54 eur_doll_forex \n", + "53 Forex Oracle Offers \n", + "149 AOSSIE: Fake News Detection datasets \n", + "48 Forex RSI and BBPP multiperiod (m1-h4) \n", + "140 Fake News Detection Dataset \n", + "146 WSDM - Fake News Classification \n", + "33 Nepali Currency \n", + "52 Forex & Crypto & Bonds & Indices & Commodities \n", + "137 Fake News Sample \n", + "\n", + " subtitle \\\n", + "95 May 18th 2019, 180k+ tweets \n", + "80 Bitcoin data at 1-min intervals from select ex... \n", + "28 Bitcoin data at 1-min intervals from select ex... \n", + "136 High quality dataset for the task of Sarcasm D... \n", + "64 25k+ Mutual Funds and 2k+ ETFs scraped from Ya... \n", + "130 With Article Titles, Descriptions, Cover Image... \n", + "26 Historical crypto currency data from the Bitfi... \n", + "113 Identify the type of news based on headlines a... \n", + "74 Bitcoin data at 1-min intervals from select ex... \n", + "120 High quality dataset for the task of Sarcasm D... \n", + "116 News headlines published over a period of 15 Y... \n", + "105 People reacting to Nike's endorsement of Colin... \n", + "125 7 days of tracking 20k news feeds worldwide \n", + "6 A collection of coin images from 32 different ... \n", + "78 Using 8 years daily news headlines to predict ... \n", + "88 Anonymized Metadata (i.e. sender, receivers, d... \n", + "145 Webpages cited by rumor trackers \n", + "92 Sentiment analysis with tweets \n", + "118 Using 8 years daily news headlines to predict ... \n", + "84 Historical price data for 1200 cryptocurrencie... \n", + "119 Hacker News posts from the past 12 months (inc... \n", + "19 A dataset collected from Kickstarter and SteamSpy \n", + "86 A metadata-rich collection of fictional conver... \n", + "117 Headlines and categories of 400k news stories ... \n", + "96 General tweets about Isis & related words \n", + "100 Tweets scraped from Twitter on November 8, 2016 \n", + "72 S&P 500 companies historical prices with funda... \n", + "77 Anonymized credit card transactions labeled as... \n", + "32 4000 live projects plus 4000 most backed projects \n", + "37 743k Rows of Monthly Market Food Prices Across... \n", + ".. ... \n", + "135 Two fake news datasets covering seven differen... \n", + "7 historical data monthly frequencies 01/07/1997... \n", + "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", + "143 Articles taken by Snopes.com \n", + "39 History EURO/USD currency data \n", + "55 Time Series Forecasting for Forex \n", + "47 For Time Series Prediction of Forex \n", + "82 BTC/JPY and BTC/USD orderbook history from som... \n", + "3 \n", + "81 Exchanges daily data \n", + "147 \n", + "70 Finance, Trading, Cryptocurrency \n", + "50 \n", + "49 \n", + "133 \n", + "67 \n", + "35 \n", + "45 \n", + "141 For Fake news detection using Machine Learning \n", + "144 \n", + "73 \n", + "54 \n", + "53 Customers Information \n", + "149 \n", + "48 \n", + "140 Detection of Fake News \n", + "146 \n", + "33 \n", + "52 \n", + "137 \n", + "\n", + " description \\\n", + "95 ### Context\\n\\nDuring the 2019 Australian elec... \n", + "80 ### Context \\nBitcoin is the longest running a... \n", + "28 ### Context \\nBitcoin is the longest running a... \n", + "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", + "64 ### Context\\n\\nETFs represent a cheap alternat... \n", + "130 A collections of news articles in Traditional ... \n", + "26 ## About this dataset\\n\\nWith the rise of cryp... \n", + "113 # Context\\nThis dataset contains around 200k n... \n", + "74 ### Context \\nBitcoin is the longest running a... \n", + "120 #Context\\n\\nPast studies in Sarcasm Detection ... \n", + "116 ### Context\\n\\nThis contains data of news head... \n", + "105 ### Context\\nNike just announced its partnersh... \n", + "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", + "6 ### Context\\n\\nI put together this dataset whe... \n", + "78 Actually, I prepare this dataset for students ... \n", + "88 ### Context\\n\\nEmail archives are a great sour... \n", + "145 # Context \\n\\n[Emergent.info](http://www.emerg... \n", + "92 ### Context\\n\\nThis is the sentiment140 datase... \n", + "118 Actually, I prepare this dataset for students ... \n", + "84 ### Context\\n\\nThousands of cryptocurrencies h... \n", + "119 This data set is Hacker News posts from the la... \n", + "19 ### Context\\n\\nI have generated this set of au... \n", + "86 ### Context\\nThis corpus contains a metadata-r... \n", + "117 This dataset contains headlines, URLs, and cat... \n", + "96 Context\\n-------\\n\\nThe image at the top of th... \n", + "100 Tweets scraped by [Chris Albon](https://github... \n", + "72 # Context \\n\\nThis dataset is a playground for... \n", + "77 Context\\n---------\\n\\nIt is important that cre... \n", + "32 Crowdfunding has become one of the main source... \n", + "37 ### Context: \\nGlobal food price fluctuations ... \n", + ".. ... \n", + "135 ## Introduction\\nThis describes two fake news ... \n", + "7 ### Content\\n\\nover 10 years of historical exc... \n", + "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", + "143 ### Context\\n\\nI did this in order to share th... \n", + "39 \n", + "55 ### Context\\n\\nPossible prediction of the next... \n", + "47 ### Context\\n\\nPossible time series prediction... \n", + "82 \n", + "3 ### Context\\n\\nThis is a different timeframe c... \n", + "81 10 different exchanges daily data from 01/01/2... \n", + "147 \n", + "70 \n", + "50 \n", + "49 \n", + "133 \n", + "67 \n", + "35 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\n", + "135 0.562500 fake news \n", + "7 0.529412 currencies \n", + "65 0.529412 finance \n", + "143 0.500000 fake news \n", + "39 0.500000 currency \n", + "55 0.470588 forex \n", + "47 0.470588 forex \n", + "82 0.470588 exchanges \n", + "3 0.411765 currencies \n", + "81 0.411765 exchanges \n", + "147 0.375000 fake news \n", + "70 0.352941 finance \n", + "50 0.294118 forex \n", + "49 0.294118 forex \n", + "133 0.294118 fake news \n", + "67 0.250000 finance \n", + "35 0.250000 currency \n", + "45 0.235294 forex \n", + "141 0.235294 fake news \n", + "144 0.235294 fake news \n", + "73 0.187500 finance \n", + "54 0.187500 forex \n", + "53 0.187500 forex \n", + "149 0.176471 fake news \n", + "48 0.176471 forex \n", + "140 0.176471 fake news \n", + "146 0.125000 fake news \n", + "33 0.125000 currency \n", + "52 0.117647 forex \n", + "137 0.117647 fake news \n", + "\n", + "[152 rows x 14 columns]" + ] + }, + "execution_count": 247, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.sort_values(['usabilityRating'],ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Mayor tamaño" + ] + }, + { + "cell_type": "code", + "execution_count": 249, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
16Ethereum BlockchainComplete live historical Ethereum blockchain d...## Context\\n\\nBitcoin and other cryptocurrenci...2019-03-04T14:57:55.953Zbigquery/ethereum-blockchain910127.001043https://www.kaggle.com/bigquery/ethereum-block...50CC0: Public Domain20Ready version: 4, 2019-03-04T14:57:55.953Z0.705882currencies
112Hacker NewsAll posts from Y Combinator's social news webs...### Context\\n\\nThis dataset contains all stori...2019-02-12T00:34:51.853Zhacker-news/hacker-news15883.923392https://www.kaggle.com/hacker-news/hacker-news40CC0: Public Domain1495Ready version: 2, 2019-02-12T00:34:51.853Z0.705882news
48Forex RSI and BBPP multiperiod (m1-h4)2018-11-11T11:52:30.603Zyurisa2/forex-rsi-and-bbpp-multiperiod-m1h45565.310574https://www.kaggle.com/yurisa2/forex-rsi-and-b...093Unknown2Ready version: 2, 2018-11-11T11:52:30.603Z0.176471forex
131Old NewspapersA cleaned subset of HC Corpora newspapers### Context\\n\\nThe [HC Corpora](https://web.ar...2017-11-16T04:53:55.98Zalvations/old-newspapers2196.786581https://www.kaggle.com/alvations/old-newspapers4847CC0: Public Domain3Ready version: 6, 2017-11-16T04:53:55.98Z0.750000news
76NYC Parking Tickets42.3M Rows of Parking Ticket Data, Aug 2013-Ju...### Context\\n\\nThe NYC Department of Finance c...2017-10-26T18:47:45.14Znew-york-city/nyc-parking-tickets2171.622562https://www.kaggle.com/new-york-city/nyc-parki...48074CC0: Public Domain6Ready version: 2, 2017-10-26T18:47:45.14Z0.823529finance
25Iraqi Money العملة العراقيةObject detection dataset for Iraqi currency### Object detection dataset for Iraqi currenc...2018-08-23T09:28:29.143Zhusamaamer/iraqi-currency-1435.021165https://www.kaggle.com/husamaamer/iraqi-currency-440Unknown2Ready version: 2, 2018-08-23T09:28:29.143Z0.687500currency
33Nepali Currency2018-10-31T18:15:52.017Zthevirusx3/nepali-currency1073.942714https://www.kaggle.com/thevirusx3/nepali-currency012Unknown1Ready version: 4, 2018-10-31T18:15:52.017Z0.125000currency
44EURUSD jan/2014 - oct/2018Forex with a ton of indicators, MQL5 retrieved...Forex with a ton of indicators, MQL5 retrieved...2018-10-04T01:37:53Zyurisa2/eurusd-2014-20181017.438780https://www.kaggle.com/yurisa2/eurusd-2014-2018474CC0: Public Domain2Ready version: 3, 2018-10-04T01:37:53Z0.647059forex
24Binance Crypto KlinesMinutely crypto currency open/close prices, hi...### Context\\n\\nEach file contains klines for 1...2018-04-08T09:58:41.477Zbinance/binance-crypto-klines1004.510014https://www.kaggle.com/binance/binance-crypto-...5486CC0: Public Domain1Ready version: 5, 2018-04-08T09:58:41.477Z0.750000currency
68Lending Club Loan DataAnalyze Lending Club's issued loansThese files contain complete loan data for all...2019-03-18T18:43:12.857Zwendykan/lending-club-loan-data736.483000https://www.kaggle.com/wendykan/lending-club-l...153334Unknown584Ready version: 1, 2019-03-18T18:43:12.857Z0.735294finance
73finance2019-06-16T06:03:58.25Zhuskylovers/finance733.757334https://www.kaggle.com/huskylovers/finance011Unknown5Ready version: 1, 2019-06-16T06:03:58.25Z0.187500finance
126Hacker News CorpusA subset of all Hacker News articles### Context\\n\\nThis dataset contains a randomi...2017-06-29T20:16:20.2Zhacker-news/hacker-news-corpus667.291612https://www.kaggle.com/hacker-news/hacker-news...2674Other (specified in description)4Ready version: 2, 2017-06-29T20:16:20.2Z0.823529news
85AMEX, NYSE, NASDAQ stock historiesDaily historical data of over 8,000 stocks tra...# AMEX, NYSE, and NASDAQ stocks histories\\n###...2019-04-21T05:25:28.943Zqks1lver/amex-nyse-nasdaq-stock-histories526.877452https://www.kaggle.com/qks1lver/amex-nyse-nasd...42578CC BY-SA 4.05Ready version: 7, 2019-04-21T05:25:28.943Z0.764706exchanges
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519.121643https://www.kaggle.com/pontes/fake-news-sample0231Unknown1Ready version: 1, 2018-09-24T20:12:03.817Z0.117647fake news
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480.602984https://www.kaggle.com/wanderdust/coin-images469Other (specified in description)1Ready version: 1, 2019-03-27T09:26:10.133Z0.937500currencies
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393.638972https://www.kaggle.com/tencars/392-crypto-curr...394CC BY-SA 4.02Ready version: 2, 2019-07-09T21:25:22.227Z1.000000currency
52Forex & Crypto & Bonds & Indices & Commodities2019-04-06T10:18:49.68Zcrtatu/forex-crypto-bonds-indices-commodities391.518080https://www.kaggle.com/crtatu/forex-crypto-bon...024Unknown1Ready version: 1, 2019-04-06T10:18:49.68Z0.117647forex
79NYS Campaign Finance Filers and FilingsFrom New York State Open Data### Content \\n\\nMore details about each file ...2019-07-03T09:42:54.753Znew-york-state/nys-campaign-finance-filers-and...361.934238https://www.kaggle.com/new-york-state/nys-camp...226CC0: Public Domain0Ready version: 39, 2019-07-03T09:42:54.753Z0.794118finance
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282.624224https://www.kaggle.com/therohk/global-news-week41047CC0: Public Domain8Ready version: 4, 2019-04-10T15:05:18.423Z0.941176news
115All the news143,000 articles from 15 American publicationsNOTE: A larger version of this dataset is now ...2017-08-20T05:58:47.09Zsnapcrack/all-the-news265.107114https://www.kaggle.com/snapcrack/all-the-news19747Unknown22Ready version: 4, 2017-08-20T05:58:47.09Z0.735294news
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210.153734https://www.kaggle.com/ad6398/aossie-fake-news...06Unknown2Ready version: 1, 2019-06-21T12:54:16.217Z0.176471fake news
127News of the Brazilian Newspaper167.053 news of the site Folha de São Paulo (B...### Content\\n\\nThe dataset consists of 167.053...2019-06-05T03:33:51.58Zmarlesson/news-of-the-site-folhauol193.086895https://www.kaggle.com/marlesson/news-of-the-s...3947CC0: Public Domain7Ready version: 2, 2019-06-05T03:33:51.58Z0.705882news
91NY Multi Agency PermitsFrom New York City Open Data### Content \\n\\nThe Multi Agency Permits data...2019-03-06T06:48:48.45Znew-york-city/ny-multi-agency-permits190.748122https://www.kaggle.com/new-york-city/ny-multi-...119CC0: Public Domain0Ready version: 229, 2019-03-06T06:48:48.45Z0.764706exchanges
101Russian Troll Tweets3 million tweets from accounts associated with...# 3 million Russian troll tweets\\n\\nThis data ...2018-08-01T09:04:25.733Zfivethirtyeight/russian-troll-tweets183.447803https://www.kaggle.com/fivethirtyeight/russian...5938CC0: Public Domain5Ready version: 2, 2018-08-01T09:04:25.733Z0.705882tweets
75Consumer Complaint DatabaseConsumer Finance Complaints (Bureau of Consume...### Context\\n\\nThese are real world complaints...2019-05-13T16:17:54.08Zselener/consumer-complaint-database179.716209https://www.kaggle.com/selener/consumer-compla...3132U.S. Government Works2Ready version: 1, 2019-05-13T16:17:54.08Z0.823529finance
128The Examiner - SpamClickBait News DatasetSiX Years of Crowd Sourced Journalism### Context\\n\\nPresenting a compendium of crow...2019-06-22T12:03:21.843Ztherohk/examine-the-examiner148.217226https://www.kaggle.com/therohk/examine-the-exa...3821CC0: Public Domain4Ready version: 6, 2019-06-22T12:03:21.843Z0.823529news
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
43EUR USD Forex Pair Historical Data (2002 - 2019)Historical Data from Oanda### Content\\n\\nThis dataset contains historica...2019-03-02T11:17:43.19Zimetomi/eur-usd-forex-pair-historical-data-200...107.197636https://www.kaggle.com/imetomi/eur-usd-forex-p...5298GNU Affero General Public License 3.03Ready version: 1, 2019-03-02T11:17:43.19Z0.823529forex
.............................................
47Daily USDJPY (2000-2019) with Technical Indica...For Time Series Prediction of Forex### Context\\n\\nPossible time series prediction...2019-04-19T14:02:19.243Zcfchan/daily-usdjpy-20002019-with-technical-in...0.594757https://www.kaggle.com/cfchan/daily-usdjpy-200...430Unknown1Ready version: 1, 2019-04-19T14:02:19.243Z0.470588forex
99(Better) - Donald Trump Tweets!A collection of all of Donald Trump tweets--be...# Context \\nUnlike [This][1] dataset, (which p...2017-04-16T04:24:29.33Zkingburrito666/better-donald-trump-tweets0.583499https://www.kaggle.com/kingburrito666/better-d...22168Unknown30Ready version: 2, 2017-04-16T04:24:29.33Z0.705882tweets
150Boatos de WhatsApp e outros do BoatosOrg (pt +...1900 boatos (pt) + 130 rumores (es) desmentido...### Contexto\\n\\nBoatos são compartilhados em m...2018-10-24T22:31:23.51Zrogeriochaves/boatos-de-whatsapp-boatosorg0.444433https://www.kaggle.com/rogeriochaves/boatos-de...166CC0: Public Domain1Ready version: 4, 2018-10-24T22:31:23.51Z0.647059fake news
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset0.435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0178Unknown1Ready version: 1, 2019-01-21T09:47:48.09Z0.176471fake news
65GAFA stock pricesGAFA (Google, Apple, Facebook, Amazon) stock p...GAFA (Google, Apple, Facebook, Amazon) stock p...2018-04-22T21:07:52.127Zstexo92/gafa-stock-prices0.407127https://www.kaggle.com/stexo92/gafa-stock-prices5740CC0: Public Domain2Ready version: 1, 2018-04-22T21:07:52.127Z0.529412finance
41FOREX: EURUSD dataset3 years of winning trades in EURUSD 4H, 99 fea...### Context\\nForex is the largest market in th...2017-09-05T02:05:55.703Zrsalaschile/forex-eurusd-dataset0.400495https://www.kaggle.com/rsalaschile/forex-eurus...0895CC0: Public Domain1Ready version: 1, 2017-09-05T02:05:55.703Z0.705882forex
53Forex Oracle OffersCustomers Information2018-11-22T00:58:54.9Zforexoracle/forex-oracle-offers0.368301https://www.kaggle.com/forexoracle/forex-oracl...012Other (specified in description)1Ready version: 1, 2018-11-22T00:58:54.9Z0.187500forex
18Predict Future Sales SupplementaryDataset provides some supplementary data for P...# Kaggle Challenge: Predict Future Sales.\\nThi...2018-05-10T13:07:40.25Zkazimanil/predict-future-sales-supplementary0.354256https://www.kaggle.com/kazimanil/predict-futur...1241Database: Open Database, Contents: Database Co...4Ready version: 3, 2018-05-10T13:07:40.25Z0.764706currencies
11Complete Historical Cryptocurrency Financial DataTop 200 Cryptocurrencies by Marketcap**Context**\\n\\nRecent growing interest in cryp...2019-04-25T00:37:10.423Zphilmohun/cryptocurrency-financial-data0.348672https://www.kaggle.com/philmohun/cryptocurrenc...42844CC0: Public Domain4Ready version: 3, 2019-04-25T00:37:10.423Z0.852941currencies
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data0.313499https://www.kaggle.com/anasshahid88/crypto-mar...3163CC0: Public Domain0Ready version: 1, 2018-05-08T14:38:02.187Z0.647059currencies
56FX USD/JPY PredictionJan 2017 Martket Data(Lightweight CSV)### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC...2017-08-09T10:59:10.39Zdaiearth22/fx-usdjpy-prediction0.304973https://www.kaggle.com/daiearth22/fx-usdjpy-pr...067CC0: Public Domain0Ready version: 1, 2017-08-09T10:59:10.39Z0.647059forex
51Foreign Exchange (FX) Prediction - USD/JPYJan 2017 Martket Data(Lightweight CSV)Context\\n\\nComing Soon\\n\\nContent\\n\\nComing So...2017-08-13T06:26:53.733Zteam-ai/foreign-exchange-fx-prediction-usdjpy0.292600https://www.kaggle.com/team-ai/foreign-exchang...2338CC0: Public Domain4Ready version: 1, 2017-08-13T06:26:53.733Z0.823529forex
34Russian Financial IndicatorsDataset of Currency Rates### Context\\n\\nThis data was extracted from th...2017-11-06T00:14:12.11Zolgabelitskaya/russian-financial-indicators0.278978https://www.kaggle.com/olgabelitskaya/russian-...097Other (specified in description)1Ready version: 1, 2017-11-06T00:14:12.11Z0.588235currency
46Deep Learning A-Z - ANN datasetKirill Eremenko \"Deep Learning A-Z™: Hands-On ...# Context \\n\\nThis is the dataset used in the ...2017-05-16T12:20:30.84Zfilippoo/deep-learning-az-ann0.272800https://www.kaggle.com/filippoo/deep-learning-...11414Unknown28Ready version: 1, 2017-05-16T12:20:30.84Z0.705882forex
61Campaign Finance versus Election ResultsCan an election be predicted from the precedin...# Context \\n\\nThis dataset was assembled to in...2016-12-07T21:14:32.993Zdanerbland/electionfinance0.217837https://www.kaggle.com/danerbland/electionfinance2943CC0: Public Domain7Ready version: 1, 2016-12-07T21:14:32.993Z0.823529finance
59binance criptos price from jun 2017 to may 2018Binance candlestick from jun 2017 to may 2018### Context\\nThis dataset content is related t...2018-06-06T19:55:02.727Zgabsgear/binance-criptos-price-from-jun-2017-t...0.187679https://www.kaggle.com/gabsgear/binance-cripto...276CC0: Public Domain1Ready version: 1, 2018-06-06T19:55:02.727Z0.647059forex
108Elon Musk Tweets, 2010 to 2017All Elon Musk Tweets from 2010 to 2017# Content\\n\\n - tweet id, contains tweet-stamp...2017-04-23T09:08:35.637Zkingburrito666/elon-musk-tweets0.178148https://www.kaggle.com/kingburrito666/elon-mus...3369Other (specified in description)11Ready version: 1, 2017-04-23T09:08:35.637Z0.823529tweets
104Elon Musk's TweetsTweets by @elonmusk from 2012 to 2017### Context\\n\\n[Elon Musk](https://en.wikipedi...2017-10-12T10:41:47.637Zkulgen/elon-musks-tweets0.171605https://www.kaggle.com/kulgen/elon-musks-tweets0898CC0: Public Domain7Ready version: 1, 2017-10-12T10:41:47.637Z0.588235tweets
81Bitcoin marketsExchanges daily data10 different exchanges daily data from 01/01/2...2018-04-10T08:24:51.66Zgorgia/bitcoin-markets0.150843https://www.kaggle.com/gorgia/bitcoin-markets062CC0: Public Domain1Ready version: 2, 2018-04-10T08:24:51.66Z0.411765exchanges
49forex_strategy_results_next2019-05-11T19:14:43.487Zsinusgamma/forex-strategy-results-next0.125853https://www.kaggle.com/sinusgamma/forex-strate...03CC0: Public Domain2Ready version: 1, 2019-05-11T19:14:43.487Z0.294118forex
69S&P index historical DataS&P Index Historical Data from Yahoo finance2017-12-06T22:08:32.46Zadityarajuladevi/sp-index-historical-data0.092820https://www.kaggle.com/adityarajuladevi/sp-ind...1147CC0: Public Domain3Ready version: 1, 2017-12-06T22:08:32.46Z0.588235finance
50forex_strategy_results_first2019-05-07T08:28:25.523Zsinusgamma/forex-strategy-results-first0.076240https://www.kaggle.com/sinusgamma/forex-strate...01CC0: Public Domain2Ready version: 1, 2019-05-07T08:28:25.523Z0.294118forex
148Fact-Checking Facebook Politics PagesHyperpartisan Facebook pages and misleading in...### Context\\n\\nDuring the 2016 US presidential...2017-06-05T19:09:40.407Zmrisdal/fact-checking-facebook-politics-pages0.046870https://www.kaggle.com/mrisdal/fact-checking-f...4633Unknown10Ready version: 1, 2017-06-05T19:09:40.407Z0.735294fake news
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
23Currency Exchange RateCurrency Exchange Rate from 1950-2017### Context\\n\\nThe data set consist currency e...2018-02-27T16:33:39.507Zsudhirnl7/currency-excahnge-rate0.026714https://www.kaggle.com/sudhirnl7/currency-exca...2182CC0: Public Domain1Ready version: 4, 2018-02-27T16:33:39.507Z0.735294currency
63Finance ₹ - IndiaStatewise India's finance detail from 1980 to ...**Connect/Follow me on [LinkedIn](http://link....2017-08-27T12:17:02.98Zrajanand/finance-india0.025746https://www.kaggle.com/rajanand/finance-india2985CC BY-SA 4.00Ready version: 1, 2017-08-27T12:17:02.98Z0.764706finance
58eur/usd03 08 2017 by minute# Context \\n\\nA day in the life or a forex tra...2017-03-11T10:46:02.16Zugnix911aalc/eurusd0.016910https://www.kaggle.com/ugnix911aalc/eurusd076CC0: Public Domain1Ready version: 1, 2017-03-11T10:46:02.16Z0.705882forex
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...0.003657https://www.kaggle.com/luigimersico/exchange-r...3102Unknown2Ready version: 1, 2017-06-15T14:52:31.757Z0.529412currencies
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
57GBP/USD Historical data (month)data to test accuracy and prediction### Context\\n\\ndata set for most dominant fore...2019-03-23T07:13:17.623Zmohsinsajjad/dataset0.001155https://www.kaggle.com/mohsinsajjad/dataset35Unknown1Ready version: 1, 2019-03-23T07:13:17.623Z0.705882forex
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Dataset \n", + "80 Bitcoin Historical Data \n", + "28 Bitcoin Historical Data \n", + "74 Bitcoin Historical Data \n", + "43 EUR USD Forex Pair Historical Data (2002 - 2019) \n", + ".. ... \n", + "47 Daily USDJPY (2000-2019) with Technical Indica... \n", + "99 (Better) - Donald Trump Tweets! \n", + "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... \n", + "140 Fake News Detection Dataset \n", + "65 GAFA stock prices \n", + "41 FOREX: EURUSD dataset \n", + "53 Forex Oracle Offers \n", + "18 Predict Future Sales Supplementary \n", + "11 Complete Historical Cryptocurrency Financial Data \n", + "15 Crypto Market Data \n", + "56 FX USD/JPY Prediction \n", + "51 Foreign Exchange (FX) Prediction - USD/JPY \n", + "34 Russian Financial Indicators \n", + "46 Deep Learning A-Z - ANN dataset \n", + "61 Campaign Finance versus Election Results \n", + "59 binance criptos price from jun 2017 to may 2018 \n", + "108 Elon Musk Tweets, 2010 to 2017 \n", + "104 Elon Musk's Tweets \n", + "81 Bitcoin markets \n", + "49 forex_strategy_results_next \n", + "69 S&P index historical Data \n", + "50 forex_strategy_results_first \n", + "148 Fact-Checking Facebook Politics Pages \n", + "147 Fake News Detection Dataset \n", + "23 Currency Exchange Rate \n", + "63 Finance ₹ - India \n", + "58 eur/usd \n", + "7 Exchange rate BRIC currencies/US dollar \n", + "144 Not Fake News \n", + "57 GBP/USD Historical data (month) \n", + "\n", + " subtitle \\\n", + "16 Complete live historical Ethereum blockchain d... \n", + "112 All posts from Y Combinator's social news webs... \n", + "48 \n", + "131 A cleaned subset of HC Corpora newspapers \n", + "76 42.3M Rows of Parking Ticket Data, Aug 2013-Ju... \n", + "25 Object detection dataset for Iraqi currency \n", + "33 \n", + "44 Forex with a ton of indicators, MQL5 retrieved... \n", + "24 Minutely crypto currency open/close prices, hi... \n", + "68 Analyze Lending Club's issued loans \n", + "73 \n", + "126 A subset of all Hacker News articles \n", + "85 Daily historical data of over 8,000 stocks tra... \n", + "137 \n", + "6 A collection of coin images from 32 different ... \n", + "26 Historical crypto currency data from the Bitfi... \n", + "52 \n", + "79 From New York State Open Data \n", + "125 7 days of tracking 20k news feeds worldwide \n", + "115 143,000 articles from 15 American publications \n", + "149 \n", + "127 167.053 news of the site Folha de São Paulo (B... \n", + "91 From New York City Open Data \n", + "101 3 million tweets from accounts associated with... \n", + "75 Consumer Finance Complaints (Bureau of Consume... \n", + "128 SiX Years of Crowd Sourced Journalism \n", + "80 Bitcoin data at 1-min intervals from select ex... \n", + "28 Bitcoin data at 1-min intervals from select ex... \n", + "74 Bitcoin data at 1-min intervals from select ex... \n", + "43 Historical Data from Oanda \n", + ".. ... \n", + "47 For Time Series Prediction of Forex \n", + "99 A collection of all of Donald Trump tweets--be... \n", + "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", + "140 Detection of Fake News \n", + "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", + "41 3 years of winning trades in EURUSD 4H, 99 fea... \n", + "53 Customers Information \n", + "18 Dataset provides some supplementary data for P... \n", + "11 Top 200 Cryptocurrencies by Marketcap \n", + "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", + "56 Jan 2017 Martket Data(Lightweight CSV) \n", + "51 Jan 2017 Martket Data(Lightweight CSV) \n", + "34 Dataset of Currency Rates \n", + "46 Kirill Eremenko \"Deep Learning A-Z™: Hands-On ... \n", + "61 Can an election be predicted from the precedin... \n", + "59 Binance candlestick from jun 2017 to may 2018 \n", + "108 All Elon Musk Tweets from 2010 to 2017 \n", + "104 Tweets by @elonmusk from 2012 to 2017 \n", + "81 Exchanges daily data \n", + "49 \n", + "69 S&P Index Historical Data from Yahoo finance \n", + "50 \n", + "148 Hyperpartisan Facebook pages and misleading in... \n", + "147 \n", + "23 Currency Exchange Rate from 1950-2017 \n", + "63 Statewise India's finance detail from 1980 to ... \n", + "58 03 08 2017 by minute \n", + "7 historical data monthly frequencies 01/07/1997... \n", + "144 \n", + "57 data to test accuracy and prediction \n", + "\n", + " description \\\n", + "16 ## Context\\n\\nBitcoin and other cryptocurrenci... \n", + "112 ### Context\\n\\nThis dataset contains all stori... \n", + "48 \n", + "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... \n", + "76 ### Context\\n\\nThe NYC Department of Finance c... \n", + "25 ### Object detection dataset for Iraqi currenc... \n", + "33 \n", + "44 Forex with a ton of indicators, MQL5 retrieved... \n", + "24 ### Context\\n\\nEach file contains klines for 1... \n", + "68 These files contain complete loan data for all... \n", + "73 \n", + "126 ### Context\\n\\nThis dataset contains a randomi... \n", + "85 # AMEX, NYSE, and NASDAQ stocks histories\\n###... \n", + "137 \n", + "6 ### Context\\n\\nI put together this dataset whe... \n", + "26 ## About this dataset\\n\\nWith the rise of cryp... \n", + "52 \n", + "79 ### Content \\n\\nMore details about each file ... \n", + "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", + "115 NOTE: A larger version of this dataset is now ... \n", + "149 \n", + "127 ### Content\\n\\nThe dataset consists of 167.053... \n", + "91 ### Content \\n\\nThe Multi Agency Permits data... \n", + "101 # 3 million Russian troll tweets\\n\\nThis data ... \n", + "75 ### Context\\n\\nThese are real world complaints... \n", + "128 ### Context\\n\\nPresenting a compendium of crow... \n", + "80 ### Context \\nBitcoin is the longest running a... \n", + "28 ### Context \\nBitcoin is the longest running a... \n", + "74 ### Context \\nBitcoin is the longest running a... \n", + "43 ### Content\\n\\nThis dataset contains historica... \n", + ".. ... \n", + "47 ### Context\\n\\nPossible time series prediction... \n", + "99 # Context \\nUnlike [This][1] dataset, (which p... \n", + "150 ### Contexto\\n\\nBoatos são compartilhados em m... \n", + "140 \n", + "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", + "41 ### Context\\nForex is the largest market in th... \n", + "53 \n", + "18 # Kaggle Challenge: Predict Future Sales.\\nThi... \n", + "11 **Context**\\n\\nRecent growing interest in cryp... \n", + "15 ### Context\\n\\nHistorical data for crypto curr... \n", + "56 ### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC... \n", + "51 Context\\n\\nComing Soon\\n\\nContent\\n\\nComing So... \n", + "34 ### Context\\n\\nThis data was extracted from th... \n", + "46 # Context \\n\\nThis is the dataset used in the ... \n", + "61 # Context \\n\\nThis dataset was assembled to in... \n", + "59 ### Context\\nThis dataset content is related t... \n", + "108 # Content\\n\\n - tweet id, contains tweet-stamp... \n", + "104 ### Context\\n\\n[Elon Musk](https://en.wikipedi... \n", + "81 10 different exchanges daily data from 01/01/2... \n", + "49 \n", + "69 \n", + "50 \n", + "148 ### Context\\n\\nDuring the 2016 US presidential... \n", + "147 \n", + "23 ### Context\\n\\nThe data set consist currency e... \n", + "63 **Connect/Follow me on [LinkedIn](http://link.... \n", + "58 # Context \\n\\nA day in the life or a forex tra... \n", + "7 ### Content\\n\\nover 10 years of historical exc... \n", + "144 \n", + "57 ### Context\\n\\ndata set for most dominant fore... \n", + "\n", + " lastUpdated \\\n", + "16 2019-03-04T14:57:55.953Z \n", + "112 2019-02-12T00:34:51.853Z \n", + "48 2018-11-11T11:52:30.603Z \n", + "131 2017-11-16T04:53:55.98Z \n", + "76 2017-10-26T18:47:45.14Z \n", + "25 2018-08-23T09:28:29.143Z \n", + "33 2018-10-31T18:15:52.017Z \n", + "44 2018-10-04T01:37:53Z \n", + "24 2018-04-08T09:58:41.477Z \n", + "68 2019-03-18T18:43:12.857Z \n", + "73 2019-06-16T06:03:58.25Z \n", + "126 2017-06-29T20:16:20.2Z \n", + "85 2019-04-21T05:25:28.943Z \n", + "137 2018-09-24T20:12:03.817Z \n", + "6 2019-03-27T09:26:10.133Z \n", + "26 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\n", + "33 thevirusx3/nepali-currency 1073.942714 \n", + "44 yurisa2/eurusd-2014-2018 1017.438780 \n", + "24 binance/binance-crypto-klines 1004.510014 \n", + "68 wendykan/lending-club-loan-data 736.483000 \n", + "73 huskylovers/finance 733.757334 \n", + "126 hacker-news/hacker-news-corpus 667.291612 \n", + "85 qks1lver/amex-nyse-nasdaq-stock-histories 526.877452 \n", + "137 pontes/fake-news-sample 519.121643 \n", + "6 wanderdust/coin-images 480.602984 \n", + "26 tencars/392-crypto-currency-pairs-at-minute-re... 393.638972 \n", + "52 crtatu/forex-crypto-bonds-indices-commodities 391.518080 \n", + "79 new-york-state/nys-campaign-finance-filers-and... 361.934238 \n", + "125 therohk/global-news-week 282.624224 \n", + "115 snapcrack/all-the-news 265.107114 \n", + "149 ad6398/aossie-fake-news-detection-datasets 210.153734 \n", + "127 marlesson/news-of-the-site-folhauol 193.086895 \n", + "91 new-york-city/ny-multi-agency-permits 190.748122 \n", + "101 fivethirtyeight/russian-troll-tweets 183.447803 \n", + "75 selener/consumer-complaint-database 179.716209 \n", + "128 therohk/examine-the-examiner 148.217226 \n", + "80 mczielinski/bitcoin-historical-data 123.326534 \n", + "28 mczielinski/bitcoin-historical-data 123.326534 \n", + "74 mczielinski/bitcoin-historical-data 123.326534 \n", + "43 imetomi/eur-usd-forex-pair-historical-data-200... 107.197636 \n", + ".. ... ... \n", + "47 cfchan/daily-usdjpy-20002019-with-technical-in... 0.594757 \n", + "99 kingburrito666/better-donald-trump-tweets 0.583499 \n", + "150 rogeriochaves/boatos-de-whatsapp-boatosorg 0.444433 \n", + "140 ksaivenketpatro/fake-news-detection-dataset 0.435844 \n", + "65 stexo92/gafa-stock-prices 0.407127 \n", + "41 rsalaschile/forex-eurusd-dataset 0.400495 \n", + "53 forexoracle/forex-oracle-offers 0.368301 \n", + "18 kazimanil/predict-future-sales-supplementary 0.354256 \n", + "11 philmohun/cryptocurrency-financial-data 0.348672 \n", + "15 anasshahid88/crypto-market-data 0.313499 \n", + "56 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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
77Credit Card Fraud DetectionAnonymized credit card transactions labeled as...Context\\n---------\\n\\nIt is important that cre...2018-03-23T01:17:27.913Zmlg-ulb/creditcardfraud69.155632https://www.kaggle.com/mlg-ulb/creditcardfraud3136202Database: Open Database, Contents: Database Co...2132Ready version: 3, 2018-03-23T01:17:27.913Z0.852941finance
112Hacker NewsAll posts from Y Combinator's social news webs...### Context\\n\\nThis dataset contains all stori...2019-02-12T00:34:51.853Zhacker-news/hacker-news15883.923392https://www.kaggle.com/hacker-news/hacker-news40CC0: Public Domain1495Ready version: 2, 2019-02-12T00:34:51.853Z0.705882news
68Lending Club Loan DataAnalyze Lending Club's issued loansThese files contain complete loan data for all...2019-03-18T18:43:12.857Zwendykan/lending-club-loan-data736.483000https://www.kaggle.com/wendykan/lending-club-l...153334Unknown584Ready version: 1, 2019-03-18T18:43:12.857Z0.735294finance
78Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353finance
118Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353news
36Kaggle Machine Learning & Data Science Survey ...A big picture view of the state of data scienc...### Context\\n\\nFor the first time, Kaggle cond...2017-10-27T22:03:03.417Zkaggle/kaggle-survey-20173.692041https://www.kaggle.com/kaggle/kaggle-survey-2017316028Database: Open Database, Contents: © Original ...296Ready version: 4, 2017-10-27T22:03:03.417Z0.823529currency
72New York Stock ExchangeS&P 500 companies historical prices with funda...# Context \\n\\nThis dataset is a playground for...2017-02-22T10:18:25.517Zdgawlik/nyse34.402357https://www.kaggle.com/dgawlik/nyse129443CC0: Public Domain271Ready version: 3, 2017-02-22T10:18:25.517Z0.852941finance
20Demonetization in India Twitter DataData extracted from Twitter regarding the rece...# Context\\n\\nThe **demonetization of ₹500 and ...2017-04-21T17:35:02.253Zarathee2/demonetization-in-india-twitter-data0.990156https://www.kaggle.com/arathee2/demonetization...44779Unknown171Ready version: 3, 2017-04-21T17:35:02.253Z0.735294currency
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
109First GOP Debate Twitter SentimentAnalyze tweets on the first 2016 GOP President...*This data originally came from [Crowdflower's...2016-10-06T03:19:29.417Zcrowdflower/first-gop-debate-twitter-sentiment2.669318https://www.kaggle.com/crowdflower/first-gop-d...212666CC BY-NC-SA 4.0122Ready version: 2, 2016-10-06T03:19:29.417Z0.852941tweets
32Kickstarter Project Statistics4000 live projects plus 4000 most backed projectsCrowdfunding has become one of the main source...2016-11-01T05:37:42.683Zsocathie/kickstarter-project-statistics1.308381https://www.kaggle.com/socathie/kickstarter-pr...14910CC BY-NC-SA 4.0102Ready version: 1, 2016-11-01T05:37:42.683Z0.852941currency
114Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21.412001https://www.kaggle.com/mrisdal/fake-news312746CC0: Public Domain93Ready version: 1, 2016-11-25T22:29:09.737Z0.852941news
132Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21.412001https://www.kaggle.com/mrisdal/fake-news312746CC0: Public Domain93Ready version: 1, 2016-11-25T22:29:09.737Z0.852941fake news
97Hillary Clinton and Donald Trump TweetsTweets from the major party candidates for the...Twitter has played an increasingly prominent r...2016-09-28T00:37:25.633Zbenhamner/clinton-trump-tweets1.028293https://www.kaggle.com/benhamner/clinton-trump...24954Unknown87Ready version: 1, 2016-09-28T00:37:25.633Z0.735294tweets
60US Consumer Finance ComplaintsUS consumer complaints on financial products a...Each week [the CFPB](http://www.consumerfinanc...2016-04-26T22:33:46.69Zcfpb/us-consumer-finance-complaints94.858347https://www.kaggle.com/cfpb/us-consumer-financ...17039Unknown83Ready version: 1, 2016-04-26T22:33:46.69Z0.705882finance
31Mobile App Store ( 7200 apps)Analytics for Mobile Apps**Mobile App Statistics (Apple iOS app store)*...2018-06-10T07:04:28.357Zramamet4/app-store-apple-data-set-10k-apps5.904947https://www.kaggle.com/ramamet4/app-store-appl...324172GPL 273Ready version: 7, 2018-06-10T07:04:28.357Z0.823529currency
0Every Cryptocurrency Daily Market PriceDaily crypto markets open, close, low, high da...# Cryptocurrency Market Data\\n## Historical Cr...2018-12-01T13:56:58.277Zjessevent/all-crypto-currencies23.636187https://www.kaggle.com/jessevent/all-crypto-cu...39028Other (specified in description)63Ready version: 17, 2018-12-01T13:56:58.277Z0.852941currencies
117News Aggregator DatasetHeadlines and categories of 400k news stories ...This dataset contains headlines, URLs, and cat...2016-10-31T22:22:55.29Zuciml/news-aggregator-dataset30.370802https://www.kaggle.com/uciml/news-aggregator-d...26750CC0: Public Domain54Ready version: 1, 2016-10-31T22:22:55.29Z0.875000news
13Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5.732263https://www.kaggle.com/shrutimehta/zomato-rest...119125CC0: Public Domain54Ready version: 2, 2018-03-13T04:56:25.81Z0.794118currencies
29Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5.732263https://www.kaggle.com/shrutimehta/zomato-rest...119125CC0: Public Domain54Ready version: 2, 2018-03-13T04:56:25.81Z0.794118currency
116A Million News HeadlinesNews headlines published over a period of 15 Y...### Context\\n\\nThis contains data of news head...2019-06-13T18:14:28.073Ztherohk/million-headlines19.296580https://www.kaggle.com/therohk/million-headlines411465CC0: Public Domain49Ready version: 8, 2019-06-13T18:14:28.073Z0.941176news
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000fake news
120News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000news
83Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory0.715347https://www.kaggle.com/sudalairajkumar/cryptoc...219238CC0: Public Domain39Ready version: 13, 2018-02-21T12:36:47.22Z0.705882exchanges
119Hacker News PostsHacker News posts from the past 12 months (inc...This data set is Hacker News posts from the la...2016-09-27T03:14:41.153Zhacker-news/hacker-news-posts20.702971https://www.kaggle.com/hacker-news/hacker-news...22006CC0: Public Domain39Ready version: 1, 2016-09-27T03:14:41.153Z0.882353news
8Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory0.715347https://www.kaggle.com/sudalairajkumar/cryptoc...219238CC0: Public Domain39Ready version: 13, 2018-02-21T12:36:47.22Z0.705882currencies
92Sentiment140 dataset with 1.6 million tweetsSentiment analysis with tweets### Context\\n\\nThis is the sentiment140 datase...2017-09-13T22:43:19.117Zkazanova/sentiment14088.031309https://www.kaggle.com/kazanova/sentiment140313923Other (specified in description)37Ready version: 2, 2017-09-13T22:43:19.117Z0.882353tweets
99(Better) - Donald Trump Tweets!A collection of all of Donald Trump tweets--be...# Context \\nUnlike [This][1] dataset, (which p...2017-04-16T04:24:29.33Zkingburrito666/better-donald-trump-tweets0.583499https://www.kaggle.com/kingburrito666/better-d...22168Unknown30Ready version: 2, 2017-04-16T04:24:29.33Z0.705882tweets
.............................................
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
84CryptocurrenciesHistorical price data for 1200 cryptocurrencie...### Context\\n\\nThousands of cryptocurrencies h...2018-07-11T14:15:12.387Zakababa/cryptocurrencies9.049797https://www.kaggle.com/akababa/cryptocurrencies21017CC0: Public Domain1Ready version: 4, 2018-07-11T14:15:12.387Z0.882353exchanges
88Enrico's Email FlowsAnonymized Metadata (i.e. sender, receivers, d...### Context\\n\\nEmail archives are a great sour...2018-03-21T10:10:40.373Zemarock/enricos-email-flows12.867137https://www.kaggle.com/emarock/enricos-email-f...384CC0: Public Domain1Ready version: 1, 2018-03-21T10:10:40.373Z0.882353exchanges
89Poloniex BTCETH OrderBook Stream SampleOrder Flow from a websocket### Context\\nOrderbook flow from exchanges is ...2018-04-12T04:04:11.673Zpraeconium/poloniex-btceth-order-book-stream-s...67.039769https://www.kaggle.com/praeconium/poloniex-btc...233Unknown1Ready version: 1, 2018-04-12T04:04:11.673Z0.705882exchanges
90S&P 500SP500 data history from yahooThis data-set has data spanning from 2013 till...2019-03-27T15:28:14.16Zflorentbaptist/sp-50010.035049https://www.kaggle.com/florentbaptist/sp-500146Unknown1Ready version: 1, 2019-03-27T15:28:14.16Z0.588235exchanges
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36.090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...066Unknown1Ready version: 1, 2018-11-24T02:31:59.66Z0.125000fake news
66SF Campaign Finance DataFrom San Francisco Open Data### Content \\n\\nMore details about each file ...2019-01-02T22:32:32.257Zsan-francisco/sf-campaign-finance-data56.501468https://www.kaggle.com/san-francisco/sf-campai...3155Other (specified in description)1Ready version: 67, 2019-01-02T22:32:32.257Z0.794118finance
41FOREX: EURUSD dataset3 years of winning trades in EURUSD 4H, 99 fea...### Context\\nForex is the largest market in th...2017-09-05T02:05:55.703Zrsalaschile/forex-eurusd-dataset0.400495https://www.kaggle.com/rsalaschile/forex-eurus...0895CC0: Public Domain1Ready version: 1, 2017-09-05T02:05:55.703Z0.705882forex
622016 Presidential Campaign FinanceHow did presidential candidates spend their ca...# Context \\n\\nThe Federal Election Commission ...2017-01-17T19:48:13.063Zfec/presidential-campaign-finance1.120759https://www.kaggle.com/fec/presidential-campai...2774CC0: Public Domain1Ready version: 1, 2017-01-17T19:48:13.063Z0.823529finance
34Russian Financial IndicatorsDataset of Currency Rates### Context\\n\\nThis data was extracted from th...2017-11-06T00:14:12.11Zolgabelitskaya/russian-financial-indicators0.278978https://www.kaggle.com/olgabelitskaya/russian-...097Other (specified in description)1Ready version: 1, 2017-11-06T00:14:12.11Z0.588235currency
58eur/usd03 08 2017 by minute# Context \\n\\nA day in the life or a forex tra...2017-03-11T10:46:02.16Zugnix911aalc/eurusd0.016910https://www.kaggle.com/ugnix911aalc/eurusd076CC0: Public Domain1Ready version: 1, 2017-03-11T10:46:02.16Z0.705882forex
57GBP/USD Historical data (month)data to test accuracy and prediction### Context\\n\\ndata set for most dominant fore...2019-03-23T07:13:17.623Zmohsinsajjad/dataset0.001155https://www.kaggle.com/mohsinsajjad/dataset35Unknown1Ready version: 1, 2019-03-23T07:13:17.623Z0.705882forex
55Hourly GBPUSD w Technical Indicators (2000-2019)Time Series Forecasting for Forex### Context\\n\\nPossible prediction of the next...2019-04-23T02:16:18.47Zcfchan/hourly-gbpusd-w-technical-indicators-20...17.862885https://www.kaggle.com/cfchan/hourly-gbpusd-w-...532Unknown1Ready version: 1, 2019-04-23T02:16:18.47Z0.470588forex
138WSDM - Fake News ClassificationIdentify the fake news.# Background\\n\\nWSDM (pronounced \"wisdom\") is ...2019-04-02T06:13:39.013Zwsdmcup/wsdm-fake-news-classification36.152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...163Unknown1Ready version: 1, 2019-04-02T06:13:39.013Z0.705882fake news
39EURO-USD History Data (1 Min Interval 2002-2017)History EURO/USD currency data2018-05-10T04:01:10.467Zveidak/eurousd-history-data-1-min-interval-200...48.082155https://www.kaggle.com/veidak/eurousd-history-...286CC0: Public Domain0Ready version: 1, 2018-05-10T04:01:10.467Z0.500000currency
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2.065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0135CC0: Public Domain0Ready version: 1, 2017-10-24T13:38:46.13Z0.500000fake news
67finance study2017-11-04T20:05:21.893Ztusharpatil15/finance-study3.118831https://www.kaggle.com/tusharpatil15/finance-s...0374CC BY-NC-SA 4.00Ready version: 1, 2017-11-04T20:05:21.893Z0.250000finance
45Forex Data Source2018-04-29T15:42:10.233Zmannir/forex-data-source3.294470https://www.kaggle.com/mannir/forex-data-source067GPL 20Ready version: 1, 2018-04-29T15:42:10.233Z0.235294forex
4Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates0.596854https://www.kaggle.com/thebasss/currency-excha...1516CC0: Public Domain0Ready version: 2, 2018-05-02T17:48:28.943Z0.647059currencies
5Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-11-07T20:19:07.32Zacostasg/crypto-currencies-data1.082628https://www.kaggle.com/acostasg/crypto-currenc...2160Database: Open Database, Contents: Database Co...0Ready version: 1, 2017-11-07T20:19:07.32Z0.647059currencies
9Price History of 1654 Crypto-CurrenciesHistorical Coin Prices to Understand the Big P...### Context\\n\\nHere's one of the largest Crypt...2018-06-09T02:44:13.39Zulascengiz/price-history-of-1654-cryptocurrencies19.131516https://www.kaggle.com/ulascengiz/price-histor...5101Other (specified in description)0Ready version: 1, 2018-06-09T02:44:13.39Z0.687500currencies
56FX USD/JPY PredictionJan 2017 Martket Data(Lightweight CSV)### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC...2017-08-09T10:59:10.39Zdaiearth22/fx-usdjpy-prediction0.304973https://www.kaggle.com/daiearth22/fx-usdjpy-pr...067CC0: Public Domain0Ready version: 1, 2017-08-09T10:59:10.39Z0.647059forex
63Finance ₹ - IndiaStatewise India's finance detail from 1980 to ...**Connect/Follow me on [LinkedIn](http://link....2017-08-27T12:17:02.98Zrajanand/finance-india0.025746https://www.kaggle.com/rajanand/finance-india2985CC BY-SA 4.00Ready version: 1, 2017-08-27T12:17:02.98Z0.764706finance
91NY Multi Agency PermitsFrom New York City Open Data### Content \\n\\nThe Multi Agency Permits data...2019-03-06T06:48:48.45Znew-york-city/ny-multi-agency-permits190.748122https://www.kaggle.com/new-york-city/ny-multi-...119CC0: Public Domain0Ready version: 229, 2019-03-06T06:48:48.45Z0.764706exchanges
22Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates0.596854https://www.kaggle.com/thebasss/currency-excha...1516CC0: Public Domain0Ready version: 2, 2018-05-02T17:48:28.943Z0.647059currency
79NYS Campaign Finance Filers and FilingsFrom New York State Open Data### Content \\n\\nMore details about each file ...2019-07-03T09:42:54.753Znew-york-state/nys-campaign-finance-filers-and...361.934238https://www.kaggle.com/new-york-state/nys-camp...226CC0: Public Domain0Ready version: 39, 2019-07-03T09:42:54.753Z0.794118finance
27Crypto currency dataHigh resolution data of all BTC based pairs fr...### Context\\nOne week of highly resolved crypt...2018-04-15T16:42:18.337Zmhansinger/bittrex-bitcoin-pairs44.064008https://www.kaggle.com/mhansinger/bittrex-bitc...3126CC0: Public Domain0Ready version: 2, 2018-04-15T16:42:18.337Z0.647059currency
30Daily Crypto Currency and Lunar Geocentric DataDaily crypto markets open, close, low, high da...### Context\\n\\nThis data includes daily open, ...2018-01-25T01:33:42.077Zrudymizrahi/daily-crypto-currency-and-lunar-ge...30.710297https://www.kaggle.com/rudymizrahi/daily-crypt...587Unknown0Ready version: 1, 2018-01-25T01:33:42.077Z0.647059currency
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data0.313499https://www.kaggle.com/anasshahid88/crypto-mar...3163CC0: Public Domain0Ready version: 1, 2018-05-08T14:38:02.187Z0.647059currencies
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152 rows × 14 columns

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" + ], + "text/plain": [ + " title \\\n", + "77 Credit Card Fraud Detection \n", + "112 Hacker News \n", + "68 Lending Club Loan Data \n", + "78 Daily News for Stock Market Prediction \n", + "118 Daily News for Stock Market Prediction \n", + "36 Kaggle Machine Learning & Data Science Survey ... \n", + "72 New York Stock Exchange \n", + "20 Demonetization in India Twitter Data \n", + "28 Bitcoin Historical Data \n", + "74 Bitcoin Historical Data \n", + "80 Bitcoin Historical Data \n", + "109 First GOP Debate Twitter Sentiment \n", + "32 Kickstarter Project Statistics \n", + "114 Getting Real about Fake News \n", + "132 Getting Real about Fake News \n", + "97 Hillary Clinton and Donald Trump Tweets \n", + "60 US Consumer Finance Complaints \n", + "31 Mobile App Store ( 7200 apps) \n", + "0 Every Cryptocurrency Daily Market Price \n", + "117 News Aggregator Dataset \n", + "13 Zomato Restaurants Data \n", + "29 Zomato Restaurants Data \n", + "116 A Million News Headlines \n", + "136 News Headlines Dataset For Sarcasm Detection \n", + "120 News Headlines Dataset For Sarcasm Detection \n", + "83 Cryptocurrency Historical Prices \n", + "119 Hacker News Posts \n", + "8 Cryptocurrency Historical Prices \n", + "92 Sentiment140 dataset with 1.6 million tweets \n", + "99 (Better) - Donald Trump Tweets! \n", + ".. ... \n", + "147 Fake News Detection Dataset \n", + "84 Cryptocurrencies \n", + "88 Enrico's Email Flows \n", + "89 Poloniex BTCETH OrderBook Stream Sample \n", + "90 S&P 500 \n", + "146 WSDM - Fake News Classification \n", + "66 SF Campaign Finance Data \n", + "41 FOREX: EURUSD dataset \n", + "62 2016 Presidential Campaign Finance \n", + "34 Russian Financial Indicators \n", + "58 eur/usd \n", + "57 GBP/USD Historical data (month) \n", + "55 Hourly GBPUSD w Technical Indicators (2000-2019) \n", + "138 WSDM - Fake News Classification \n", + "39 EURO-USD History Data (1 Min Interval 2002-2017) \n", + "144 Not Fake News \n", + "143 Snopes_fake_legit_news \n", + "67 finance study \n", + "45 Forex Data Source \n", + "4 Currency Exchange Rates \n", + "5 Crypto Currencies \n", + "9 Price History of 1654 Crypto-Currencies \n", + "56 FX USD/JPY Prediction \n", + "63 Finance ₹ - India \n", + "91 NY Multi Agency Permits \n", + "22 Currency Exchange Rates \n", + "79 NYS Campaign Finance Filers and Filings \n", + "27 Crypto currency data \n", + "30 Daily Crypto Currency and Lunar Geocentric Data \n", + "15 Crypto Market Data \n", + "\n", + " subtitle \\\n", + "77 Anonymized credit card transactions labeled as... \n", + "112 All posts from Y Combinator's social news webs... \n", + "68 Analyze Lending Club's issued loans \n", + "78 Using 8 years daily news headlines to predict ... \n", + "118 Using 8 years daily news headlines to predict ... \n", + "36 A big picture view of the state of data scienc... \n", + "72 S&P 500 companies historical prices with funda... \n", + "20 Data extracted from Twitter regarding the rece... \n", + "28 Bitcoin data at 1-min intervals from select ex... \n", + "74 Bitcoin data at 1-min intervals from select ex... \n", + "80 Bitcoin data at 1-min intervals from select ex... \n", + "109 Analyze tweets on the first 2016 GOP President... \n", + "32 4000 live projects plus 4000 most backed projects \n", + "114 Text & metadata from fake & biased news source... \n", + "132 Text & metadata from fake & biased news source... \n", + "97 Tweets from the major party candidates for the... \n", + "60 US consumer complaints on financial products a... \n", + "31 Analytics for Mobile Apps \n", + "0 Daily crypto markets open, close, low, high da... \n", + "117 Headlines and categories of 400k news stories ... \n", + "13 Analyzing the best restaurants of the major ci... \n", + "29 Analyzing the best restaurants of the major ci... \n", + "116 News headlines published over a period of 15 Y... \n", + "136 High quality dataset for the task of Sarcasm D... \n", + "120 High quality dataset for the task of Sarcasm D... \n", + "83 Prices of top cryptocurrencies including Bitco... \n", + "119 Hacker News posts from the past 12 months (inc... \n", + "8 Prices of top cryptocurrencies including Bitco... \n", + "92 Sentiment analysis with tweets \n", + "99 A collection of all of Donald Trump tweets--be... \n", + ".. ... \n", + "147 \n", + "84 Historical price data for 1200 cryptocurrencie... \n", + "88 Anonymized Metadata (i.e. sender, receivers, d... \n", + "89 Order Flow from a websocket \n", + "90 SP500 data history from yahoo \n", + "146 \n", + "66 From San Francisco Open Data \n", + "41 3 years of winning trades in EURUSD 4H, 99 fea... \n", + "62 How did presidential candidates spend their ca... \n", + "34 Dataset of Currency Rates \n", + "58 03 08 2017 by minute \n", + "57 data to test accuracy and prediction \n", + "55 Time Series Forecasting for Forex \n", + "138 Identify the fake news. \n", + "39 History EURO/USD currency data \n", + "144 \n", + "143 Articles taken by Snopes.com \n", + "67 \n", + "45 \n", + "4 Daily exchange rates for 51 currencies from 19... \n", + "5 Cryptocurrency Market Capitalizations \n", + "9 Historical Coin Prices to Understand the Big P... \n", + "56 Jan 2017 Martket Data(Lightweight CSV) \n", + "63 Statewise India's finance detail from 1980 to ... \n", + "91 From New York City Open Data \n", + "22 Daily exchange rates for 51 currencies from 19... \n", + "79 From New York State Open Data \n", + "27 High resolution data of all BTC based pairs fr... \n", + "30 Daily crypto markets open, close, low, high da... \n", + "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", + "\n", + " description \\\n", + "77 Context\\n---------\\n\\nIt is important that cre... \n", + "112 ### Context\\n\\nThis dataset contains all stori... \n", + "68 These files contain complete loan data for all... \n", + "78 Actually, I prepare this dataset for students ... \n", + "118 Actually, I prepare this dataset for students ... \n", + "36 ### Context\\n\\nFor the first time, Kaggle cond... \n", + "72 # Context \\n\\nThis dataset is a playground for... \n", + "20 # Context\\n\\nThe **demonetization of ₹500 and ... \n", + "28 ### Context \\nBitcoin is the longest running a... \n", + "74 ### Context \\nBitcoin is the longest running a... \n", + "80 ### Context \\nBitcoin is the longest running a... \n", + "109 *This data originally came from [Crowdflower's... \n", + "32 Crowdfunding has become one of the main source... \n", + "114 The latest hot topic in the news is fake news ... \n", + "132 The latest hot topic in the news is fake news ... \n", + "97 Twitter has played an increasingly prominent r... \n", + "60 Each week [the CFPB](http://www.consumerfinanc... \n", + "31 **Mobile App Statistics (Apple iOS app store)*... \n", + "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", + "117 This dataset contains headlines, URLs, and cat... \n", + "13 ### Context\\n\\nI really get fascinated by good... \n", + "29 ### Context\\n\\nI really get fascinated by good... \n", + "116 ### Context\\n\\nThis contains data of news head... \n", + "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", + "120 #Context\\n\\nPast studies in Sarcasm Detection ... \n", + "83 ### Context\\n\\nThings like Block chain, Bitcoi... \n", + "119 This data set is Hacker News posts from the la... \n", + "8 ### Context\\n\\nThings like Block chain, Bitcoi... \n", + "92 ### Context\\n\\nThis is the sentiment140 datase... \n", + "99 # Context \\nUnlike [This][1] dataset, (which p... \n", + ".. ... \n", + "147 \n", + "84 ### Context\\n\\nThousands of cryptocurrencies h... \n", + "88 ### Context\\n\\nEmail archives are a great sour... \n", + "89 ### Context\\nOrderbook flow from exchanges is ... \n", + "90 This data-set has data spanning from 2013 till... \n", + "146 \n", + "66 ### Content \\n\\nMore details about each file ... \n", + "41 ### Context\\nForex is the largest market in th... \n", + "62 # Context \\n\\nThe Federal Election Commission ... \n", + "34 ### Context\\n\\nThis data was extracted from th... \n", + "58 # Context \\n\\nA day in the life or a forex tra... \n", + "57 ### Context\\n\\ndata set for most dominant fore... \n", + "55 ### Context\\n\\nPossible prediction of the next... \n", + "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... \n", + "39 \n", + "144 \n", + "143 ### Context\\n\\nI did this in order to share th... \n", + "67 \n", + "45 \n", + "4 This dataset contains the daily currency excha... \n", + "5 «Datasets per la comparació de moviments i pat... \n", + "9 ### Context\\n\\nHere's one of the largest Crypt... \n", + "56 ### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC... \n", + "63 **Connect/Follow me on [LinkedIn](http://link.... \n", + "91 ### Content \\n\\nThe Multi Agency Permits data... \n", + "22 This dataset contains the daily currency excha... \n", + "79 ### Content \\n\\nMore details about each file ... \n", + "27 ### Context\\nOne week of highly resolved crypt... \n", + "30 ### 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"metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.sort_values(['kernelCount'],ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Web scraping." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Algo que siempre me ha gustado son los modelos 3D, estos pueden ser útiles para empresas de videojuegos, para la industria de la animación y algunos otros sectores.\n", + "\n", + "La primera página que encontre con cientos de modelos de pago y gratuitos para descargar fue: https://www.turbosquid.com/\n", + "\n", + "Mi objetivo será hacer web scraping a su sitio y obtener información útil para cada uno de los modelos 3D diponibles." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Generé la clase que utilizaré para realizar el scraping tomando como base el trabajo en el lab de web scraping avanzado." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "class WebSpider:\n", + " \"\"\"\n", + " This is the constructor class to which you can pass a bunch of parameters. \n", + " These parameters are stored to the class instance variables so that the\n", + " class functions can access them later.\n", + " \n", + " url_pattern: the regex pattern of the web urls to scape\n", + " pages_to_scrape: how many pages to scrape\n", + " sleep_interval: the time interval in seconds to delay between requests. If <0, requests will not be delayed.\n", + " content_parser: a function reference that will extract the intended info from the scraped content.\n", + " \"\"\"\n", + " def __init__(self, url_pattern, pages_to_scrape=10, sleep_interval=-1, content_parser=None):\n", + " self.url_pattern = url_pattern\n", + " self.pages_to_scrape = pages_to_scrape\n", + " self.sleep_interval = sleep_interval\n", + " self.content_parser = content_parser\n", + " self.output = []\n", + " \"\"\"\n", + " Scrape the content of a single url.\n", + " \"\"\"\n", + " def scrape_url(self, url):\n", + " response = requests.get(url)\n", + " if str(response) != '':\n", + " print('Error en la respuesta del servidor',response)\n", + " elif str(response) == '':\n", + " print('Error en el limite de tiempo de respuesta del servidor')\n", + " elif str(response) == '':\n", + " print('Error demasiadas peticiones')\n", + " # I didn't find the SSL error but I add a 404 error catching.\n", + " elif str(response) == '':\n", + " print('No se encontro el contenido')\n", + " else:\n", + " result = self.content_parser(response.content)\n", + " self.output_results(result)\n", + " \n", + " \"\"\"\n", + " Export the scraped content. Right now it simply print out the results.\n", + " But in the future you can export the results into a text file or database.\n", + " \"\"\"\n", + " def output_results(self, r):\n", + " self.output.append(r)\n", + " print('Se agregaron %i url a la lista' % (len(r)))\n", + " \"\"\"\n", + " After the class is instantiated, call this function to start the scraping jobs.\n", + " This function uses a FOR loop to call `scrape_url()` for each url to scrape.\n", + " \"\"\"\n", + " def kickstart(self):\n", + " for i in range(1, self.pages_to_scrape+1):\n", + " if self.sleep_interval > 0:\n", + " time.sleep(self.sleep_interval)\n", + " self.scrape_url(self.url_pattern % i)\n", + " else:\n", + " self.scrape_url(self.url_pattern % i)\n", + " return self.output" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La estructura del sítio resulto ser no tan mala, sin duda una más que utiliza los div de manera impulsiva pero encontramos el url del modelo en los \"div\" de clase \"thumbnail thumbnail-md\".\n", + "\n", + "La estructura para el paginado es la siguiente:\n", + "\n", + "\"https://www.turbosquid.com/Search/3D-Models?page_num=2&sort_column=a5&sort_order=asc\"\n", + "\n", + "Ya que he utilizado sus herramientas de filtrado para ordenar de menor a mayor costo, y tener los modelos gratuitos al inicio.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "[
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]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Hacemos una prueba para la página 0\n", + "response = requests.get('https://www.turbosquid.com/Search/3D-Models?sort_column=a5&sort_order=asc')\n", + "print(response)\n", + "content = response.content\n", + "soup_prueba = BeautifulSoup(content,'html')\n", + "divs_modelos = soup_prueba.find_all('div',{'class':'thumbnail thumbnail-md'})\n", + "divs_modelos" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'https://www.turbosquid.com/3d-models/3d-fan-1427865'" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Para obtener el url del modelo necesitamos llegar a:\n", + "divs_modelos[0].select('a')[0]['href']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Aplicando esto a toda la página de prueba:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['https://www.turbosquid.com/3d-models/3d-fan-1427865',\n", + " 'https://www.turbosquid.com/3d-models/stool-3d-model-1427816',\n", + " 'https://www.turbosquid.com/3d-models/indoors-test-3d-model-1427813',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-apartment-floor-1427811',\n", + " 'https://www.turbosquid.com/3d-models/3d-ceramic-coffee-cup-1427808',\n", + " 'https://www.turbosquid.com/3d-models/man-head-3d-model-1427729',\n", + " 'https://www.turbosquid.com/3d-models/blue-car-model-1427723',\n", + " 'https://www.turbosquid.com/3d-models/architecture-test-3d-model-1427708',\n", + " 'https://www.turbosquid.com/3d-models/es-studio-3d-model-1427682',\n", + " 'https://www.turbosquid.com/3d-models/3d-lighting-1427424',\n", + " 'https://www.turbosquid.com/3d-models/office-chair-3d-1427363',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-urn-marble-concrete-1427284',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-unwrapped-1426378',\n", + " 'https://www.turbosquid.com/3d-models/3d-metal-containers-1427125',\n", + " 'https://www.turbosquid.com/3d-models/3d-coffee-machine-1427098',\n", + " 'https://www.turbosquid.com/3d-models/3d-sink-1427094',\n", + " 'https://www.turbosquid.com/3d-models/fashion-jewelry-3d-model-1426837',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-architecture-house-home-1426683',\n", + " 'https://www.turbosquid.com/3d-models/pen-3d-model-1426502',\n", + " 'https://www.turbosquid.com/3d-models/table-3d-model-1426436',\n", + " 'https://www.turbosquid.com/3d-models/3d-cpu-fan-1426057',\n", + " 'https://www.turbosquid.com/3d-models/gun-diecast-3d-model-1425999',\n", + " 'https://www.turbosquid.com/3d-models/3d-fuel-canister-1425822',\n", + " 'https://www.turbosquid.com/3d-models/3d-road-obstacle-1425792',\n", + " 'https://www.turbosquid.com/3d-models/chair-3d-model-1425712',\n", + " 'https://www.turbosquid.com/3d-models/3d-chemical-bottle-1425694',\n", + " 'https://www.turbosquid.com/3d-models/plate-set-galaxy-model-1425665',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-japanese-bridge-1425664',\n", + " 'https://www.turbosquid.com/3d-models/3d-sky-environment-1425659',\n", + " 'https://www.turbosquid.com/3d-models/3d-spillfyter-chemical-test-1425655',\n", + " 'https://www.turbosquid.com/3d-models/3d-umbridge-1425650',\n", + " 'https://www.turbosquid.com/3d-models/3d-preview-male-female-basemeshes-1425443',\n", + " 'https://www.turbosquid.com/3d-models/signal-traffic-lights-road-3d-model-1425442',\n", + " 'https://www.turbosquid.com/3d-models/preview-meshes-model-1425441',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-white-barrier-1425350',\n", + " 'https://www.turbosquid.com/3d-models/3d-trash-model-1425296',\n", + " 'https://www.turbosquid.com/3d-models/3d-blender-cycles-1425286',\n", + " 'https://www.turbosquid.com/3d-models/chair-3d-model-1425273',\n", + " 'https://www.turbosquid.com/3d-models/kitchen-sink-3d-model-1425139',\n", + " 'https://www.turbosquid.com/3d-models/3d-school-assets-desk-projector-1425088',\n", + " 'https://www.turbosquid.com/3d-models/corn-cartoon-3d-1424885',\n", + " 'https://www.turbosquid.com/3d-models/litmus-ph-strips-3d-model-1424734',\n", + " 'https://www.turbosquid.com/3d-models/jack-connectors-model-1424706',\n", + " 'https://www.turbosquid.com/3d-models/thrones-helmet-3d-model-1424703',\n", + " 'https://www.turbosquid.com/3d-models/3d-tree-nature-1424629',\n", + " 'https://www.turbosquid.com/3d-models/fantasy-model-1424242',\n", + " 'https://www.turbosquid.com/3d-models/3d-stalagmite-1424172',\n", + " 'https://www.turbosquid.com/3d-models/thermometer-model-1424143',\n", + " 'https://www.turbosquid.com/3d-models/3d-rock-nature-stone-model-1423985',\n", + " 'https://www.turbosquid.com/3d-models/plant-model-1423914',\n", + " 'https://www.turbosquid.com/3d-models/model-free-model-1423833',\n", + " 'https://www.turbosquid.com/3d-models/simple-bar-stool-3d-model-1423816',\n", + " 'https://www.turbosquid.com/3d-models/globe-mars-3d-1423778',\n", + " 'https://www.turbosquid.com/3d-models/3d-sawed-off-shotgun-1423615',\n", + " 'https://www.turbosquid.com/3d-models/3d-zbrush-ztl-1423524',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-head-eyes-1423441',\n", + " 'https://www.turbosquid.com/3d-models/wooden-chair-3d-model-1423366',\n", + " 'https://www.turbosquid.com/3d-models/dragon-portal-3d-model-1423265',\n", + " 'https://www.turbosquid.com/3d-models/3d-french-style-queen-size-1422696',\n", + " 'https://www.turbosquid.com/3d-models/ka-bar-knife-blade-3d-model-1422603',\n", + " 'https://www.turbosquid.com/3d-models/cyberpunk-flying-3d-model-1422593',\n", + " 'https://www.turbosquid.com/3d-models/photorealistic-human-rig-3d-1422553',\n", + " 'https://www.turbosquid.com/3d-models/3d-photorealistic-human-rig-1422551',\n", + " 'https://www.turbosquid.com/3d-models/photorealistic-human-rig-3d-1422548',\n", + " 'https://www.turbosquid.com/3d-models/3d-linux-penguin-model-1422456',\n", + " 'https://www.turbosquid.com/3d-models/building-architecture-model-1422433',\n", + " 'https://www.turbosquid.com/3d-models/3d-nature-tree-1422397',\n", + " 'https://www.turbosquid.com/3d-models/modern-table-3d-model-1422108',\n", + " 'https://www.turbosquid.com/3d-models/comics-3d-model-1422089',\n", + " 'https://www.turbosquid.com/3d-models/glass-cup-3d-1421973',\n", + " 'https://www.turbosquid.com/3d-models/3d-standing-globe-1421971',\n", + " 'https://www.turbosquid.com/3d-models/dungeon-3d-model-1421799',\n", + " 'https://www.turbosquid.com/3d-models/food-3d-model-1421741',\n", + " 'https://www.turbosquid.com/3d-models/3d-machine-gun-1421667',\n", + " 'https://www.turbosquid.com/3d-models/dmon-la-fondrie-3d-model-1421639',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-little-house-1421518',\n", + " 'https://www.turbosquid.com/3d-models/3d-flat-screen-television-1421511',\n", + " 'https://www.turbosquid.com/3d-models/3d-surveyor-1421312',\n", + " 'https://www.turbosquid.com/3d-models/3d-anvil-1421296',\n", + " 'https://www.turbosquid.com/3d-models/turkish-tea-glass---model-1421199',\n", + " 'https://www.turbosquid.com/3d-models/3d-water-bottle-1420912',\n", + " 'https://www.turbosquid.com/3d-models/motorola-vision-bronze-gradient-3d-model-1420908',\n", + " 'https://www.turbosquid.com/3d-models/ak-model-1420895',\n", + " 'https://www.turbosquid.com/3d-models/fence-gate-architecture-model-1420870',\n", + " 'https://www.turbosquid.com/3d-models/clarinet-blender-3d-model-1420862',\n", + " 'https://www.turbosquid.com/3d-models/simple-coffee-maker-3d-model-1420615',\n", + " 'https://www.turbosquid.com/3d-models/seat-chair-3d-model-1420581',\n", + " 'https://www.turbosquid.com/3d-models/3d-anatomy---model-1420481',\n", + " 'https://www.turbosquid.com/3d-models/old-car-model-1420234',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-gas-cylinder-1419990',\n", + " 'https://www.turbosquid.com/3d-models/3d-submarines-project-671-1419953',\n", + " 'https://www.turbosquid.com/3d-models/3d-ghost-model-1419900',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-pit-1419816',\n", + " 'https://www.turbosquid.com/3d-models/playstation-play-sony-3d-1419763',\n", + " 'https://www.turbosquid.com/3d-models/3d-hand-rig-cartoon-1419273',\n", + " 'https://www.turbosquid.com/3d-models/school-chair-desk-model-1419531',\n", + " 'https://www.turbosquid.com/3d-models/3d-holy-grail-model-1419475',\n", + " 'https://www.turbosquid.com/3d-models/3d-landline-telephone-1419155',\n", + " 'https://www.turbosquid.com/3d-models/3d-foot-highpoly-1419093',\n", + " 'https://www.turbosquid.com/3d-models/fat-tony-3d-model-1419025']" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "urls_modelos = [div.select('a')[0]['href'] for div in divs_modelos]\n", + "urls_modelos" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tenemos 100 modelos por página\n" + ] + } + ], + "source": [ + "print('Tenemos %i modelos por página' % len(urls_modelos))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dentro de la página hay 766800 modelos\n" + ] + } + ], + "source": [ + "print('Dentro de la página hay %i modelos' % (100*7668) )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Por lo tanto la función para el scraping de las url de los modelos queda de la siguiente forma:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "def web_parser(content):\n", + " soup_prueba = BeautifulSoup(content,'html')\n", + " divs_modelos = soup_prueba.find_all('div',{'class':'thumbnail thumbnail-md'})\n", + " urls_modelos = [div.select('a')[0]['href'] for div in divs_modelos]\n", + " return urls_modelos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un siguiente paso es obtener información sobre cada uno de los modelos entrando a la url obtenida y realizar scraping de nuevo, en este caso nos interesa obtener la siguiente información:\n", + "\n", + "1. Nombre del modelo, div class productTitle\n", + "2. Dueño del modelo, div class productArtist\n", + "3. Precio del modelo, div class priceSection price\n", + "4. Licencia de uso, div class LicenseUses\n", + "5. Fecha de publicación\n", + "6. Formatos incluidos, tabla clase exchange\n", + "7. Categorias agregadas al modelo, accediendo al div class categorySection\n", + "8. Tags agragados al modelo, accediendo al div class tagSection\n", + "9. Descripción del modelo, accediendo al div class descriptionSection\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Se agregaron 100 url a la lista\n", + "Se agregaron 100 url a la lista\n", + "2\n" + ] + }, + { + "data": { + "text/plain": [ + "[['https://www.turbosquid.com/3d-models/3d-fan-1427865',\n", + " 'https://www.turbosquid.com/3d-models/stool-3d-model-1427816',\n", + " 'https://www.turbosquid.com/3d-models/indoors-test-3d-model-1427813',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-apartment-floor-1427811',\n", + " 'https://www.turbosquid.com/3d-models/3d-ceramic-coffee-cup-1427808',\n", + " 'https://www.turbosquid.com/3d-models/man-head-3d-model-1427729',\n", + " 'https://www.turbosquid.com/3d-models/blue-car-model-1427723',\n", + " 'https://www.turbosquid.com/3d-models/architecture-test-3d-model-1427708',\n", + " 'https://www.turbosquid.com/3d-models/es-studio-3d-model-1427682',\n", + " 'https://www.turbosquid.com/3d-models/3d-lighting-1427424',\n", + " 'https://www.turbosquid.com/3d-models/office-chair-3d-1427363',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-urn-marble-concrete-1427284',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-unwrapped-1426378',\n", + " 'https://www.turbosquid.com/3d-models/3d-metal-containers-1427125',\n", + " 'https://www.turbosquid.com/3d-models/3d-coffee-machine-1427098',\n", + " 'https://www.turbosquid.com/3d-models/3d-sink-1427094',\n", + " 'https://www.turbosquid.com/3d-models/fashion-jewelry-3d-model-1426837',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-architecture-house-home-1426683',\n", + " 'https://www.turbosquid.com/3d-models/pen-3d-model-1426502',\n", + " 'https://www.turbosquid.com/3d-models/table-3d-model-1426436',\n", + " 'https://www.turbosquid.com/3d-models/3d-cpu-fan-1426057',\n", + " 'https://www.turbosquid.com/3d-models/gun-diecast-3d-model-1425999',\n", + " 'https://www.turbosquid.com/3d-models/3d-fuel-canister-1425822',\n", + " 'https://www.turbosquid.com/3d-models/3d-road-obstacle-1425792',\n", + " 'https://www.turbosquid.com/3d-models/chair-3d-model-1425712',\n", + " 'https://www.turbosquid.com/3d-models/3d-chemical-bottle-1425694',\n", + " 'https://www.turbosquid.com/3d-models/plate-set-galaxy-model-1425665',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-japanese-bridge-1425664',\n", + " 'https://www.turbosquid.com/3d-models/3d-sky-environment-1425659',\n", + " 'https://www.turbosquid.com/3d-models/3d-spillfyter-chemical-test-1425655',\n", + " 'https://www.turbosquid.com/3d-models/3d-umbridge-1425650',\n", + " 'https://www.turbosquid.com/3d-models/3d-preview-male-female-basemeshes-1425443',\n", + " 'https://www.turbosquid.com/3d-models/signal-traffic-lights-road-3d-model-1425442',\n", + " 'https://www.turbosquid.com/3d-models/preview-meshes-model-1425441',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-white-barrier-1425350',\n", + " 'https://www.turbosquid.com/3d-models/3d-trash-model-1425296',\n", + " 'https://www.turbosquid.com/3d-models/3d-blender-cycles-1425286',\n", + " 'https://www.turbosquid.com/3d-models/chair-3d-model-1425273',\n", + " 'https://www.turbosquid.com/3d-models/kitchen-sink-3d-model-1425139',\n", + " 'https://www.turbosquid.com/3d-models/3d-school-assets-desk-projector-1425088',\n", + " 'https://www.turbosquid.com/3d-models/corn-cartoon-3d-1424885',\n", + " 'https://www.turbosquid.com/3d-models/litmus-ph-strips-3d-model-1424734',\n", + " 'https://www.turbosquid.com/3d-models/jack-connectors-model-1424706',\n", + " 'https://www.turbosquid.com/3d-models/thrones-helmet-3d-model-1424703',\n", + " 'https://www.turbosquid.com/3d-models/3d-tree-nature-1424629',\n", + " 'https://www.turbosquid.com/3d-models/fantasy-model-1424242',\n", + " 'https://www.turbosquid.com/3d-models/3d-stalagmite-1424172',\n", + " 'https://www.turbosquid.com/3d-models/thermometer-model-1424143',\n", + " 'https://www.turbosquid.com/3d-models/3d-rock-nature-stone-model-1423985',\n", + " 'https://www.turbosquid.com/3d-models/plant-model-1423914',\n", + " 'https://www.turbosquid.com/3d-models/model-free-model-1423833',\n", + " 'https://www.turbosquid.com/3d-models/simple-bar-stool-3d-model-1423816',\n", + " 'https://www.turbosquid.com/3d-models/globe-mars-3d-1423778',\n", + " 'https://www.turbosquid.com/3d-models/3d-sawed-off-shotgun-1423615',\n", + " 'https://www.turbosquid.com/3d-models/3d-zbrush-ztl-1423524',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-head-eyes-1423441',\n", + " 'https://www.turbosquid.com/3d-models/wooden-chair-3d-model-1423366',\n", + " 'https://www.turbosquid.com/3d-models/dragon-portal-3d-model-1423265',\n", + " 'https://www.turbosquid.com/3d-models/3d-french-style-queen-size-1422696',\n", + " 'https://www.turbosquid.com/3d-models/ka-bar-knife-blade-3d-model-1422603',\n", + " 'https://www.turbosquid.com/3d-models/cyberpunk-flying-3d-model-1422593',\n", + " 'https://www.turbosquid.com/3d-models/photorealistic-human-rig-3d-1422553',\n", + " 'https://www.turbosquid.com/3d-models/3d-photorealistic-human-rig-1422551',\n", + " 'https://www.turbosquid.com/3d-models/photorealistic-human-rig-3d-1422548',\n", + " 'https://www.turbosquid.com/3d-models/3d-linux-penguin-model-1422456',\n", + " 'https://www.turbosquid.com/3d-models/building-architecture-model-1422433',\n", + " 'https://www.turbosquid.com/3d-models/3d-nature-tree-1422397',\n", + " 'https://www.turbosquid.com/3d-models/modern-table-3d-model-1422108',\n", + " 'https://www.turbosquid.com/3d-models/comics-3d-model-1422089',\n", + " 'https://www.turbosquid.com/3d-models/glass-cup-3d-1421973',\n", + " 'https://www.turbosquid.com/3d-models/3d-standing-globe-1421971',\n", + " 'https://www.turbosquid.com/3d-models/dungeon-3d-model-1421799',\n", + " 'https://www.turbosquid.com/3d-models/food-3d-model-1421741',\n", + " 'https://www.turbosquid.com/3d-models/3d-machine-gun-1421667',\n", + " 'https://www.turbosquid.com/3d-models/dmon-la-fondrie-3d-model-1421639',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-little-house-1421518',\n", + " 'https://www.turbosquid.com/3d-models/3d-flat-screen-television-1421511',\n", + " 'https://www.turbosquid.com/3d-models/3d-surveyor-1421312',\n", + " 'https://www.turbosquid.com/3d-models/3d-anvil-1421296',\n", + " 'https://www.turbosquid.com/3d-models/turkish-tea-glass---model-1421199',\n", + " 'https://www.turbosquid.com/3d-models/3d-water-bottle-1420912',\n", + " 'https://www.turbosquid.com/3d-models/motorola-vision-bronze-gradient-3d-model-1420908',\n", + " 'https://www.turbosquid.com/3d-models/ak-model-1420895',\n", + " 'https://www.turbosquid.com/3d-models/fence-gate-architecture-model-1420870',\n", + " 'https://www.turbosquid.com/3d-models/clarinet-blender-3d-model-1420862',\n", + " 'https://www.turbosquid.com/3d-models/simple-coffee-maker-3d-model-1420615',\n", + " 'https://www.turbosquid.com/3d-models/seat-chair-3d-model-1420581',\n", + " 'https://www.turbosquid.com/3d-models/3d-anatomy---model-1420481',\n", + " 'https://www.turbosquid.com/3d-models/old-car-model-1420234',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-gas-cylinder-1419990',\n", + " 'https://www.turbosquid.com/3d-models/3d-submarines-project-671-1419953',\n", + " 'https://www.turbosquid.com/3d-models/3d-ghost-model-1419900',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-pit-1419816',\n", + " 'https://www.turbosquid.com/3d-models/playstation-play-sony-3d-1419763',\n", + " 'https://www.turbosquid.com/3d-models/3d-hand-rig-cartoon-1419273',\n", + " 'https://www.turbosquid.com/3d-models/school-chair-desk-model-1419531',\n", + " 'https://www.turbosquid.com/3d-models/3d-holy-grail-model-1419475',\n", + " 'https://www.turbosquid.com/3d-models/3d-landline-telephone-1419155',\n", + " 'https://www.turbosquid.com/3d-models/3d-foot-highpoly-1419093',\n", + " 'https://www.turbosquid.com/3d-models/fat-tony-3d-model-1419025'],\n", + " ['https://www.turbosquid.com/3d-models/house-pool-3d-model-1418963',\n", + " 'https://www.turbosquid.com/3d-models/decorative-sphere-3d-model-1418915',\n", + " 'https://www.turbosquid.com/3d-models/indian-heart-pendant-3d-model-1418891',\n", + " 'https://www.turbosquid.com/3d-models/3d-barrel-substance-unreal-model-1418779',\n", + " 'https://www.turbosquid.com/3d-models/sample-3-ears-3d-model-1418756',\n", + " 'https://www.turbosquid.com/3d-models/waste-recycling-building-3d-model-1418536',\n", + " 'https://www.turbosquid.com/3d-models/cooktop-hob-appliance-3d-1418534',\n", + " 'https://www.turbosquid.com/3d-models/building-14-3d-model-1418529',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-cartoon-character-1418507',\n", + " 'https://www.turbosquid.com/3d-models/1-model-1418489',\n", + " 'https://www.turbosquid.com/3d-models/sc-fi-mixer-01-3d-1418484',\n", + " 'https://www.turbosquid.com/3d-models/3d-gladius-model-1418353',\n", + " 'https://www.turbosquid.com/3d-models/spaceship-corvette-3d-1418211',\n", + " 'https://www.turbosquid.com/3d-models/nelson-swag-table-3d-1418197',\n", + " 'https://www.turbosquid.com/3d-models/3d-nelson-swag-table-1418196',\n", + " 'https://www.turbosquid.com/3d-models/dagger-knife-3d-1417891',\n", + " 'https://www.turbosquid.com/3d-models/sculpting-turtle-3d-model-1417883',\n", + " 'https://www.turbosquid.com/3d-models/3d-mega-man-wave-scanner-1417775',\n", + " 'https://www.turbosquid.com/3d-models/mosque-model-1417630',\n", + " 'https://www.turbosquid.com/3d-models/3d-stair-1417540',\n", + " 'https://www.turbosquid.com/3d-models/stylized-girl-3d-model-1417332',\n", + " 'https://www.turbosquid.com/3d-models/stylus-pen-simple-3d-1417302',\n", + " 'https://www.turbosquid.com/3d-models/3d-wooden-crate-box-1417238',\n", + " 'https://www.turbosquid.com/3d-models/gothic-art-wall-3d-model-1416978',\n", + " 'https://www.turbosquid.com/3d-models/rca-plug-3d-1416362',\n", + " 'https://www.turbosquid.com/3d-models/3d-mikhail-kalinin-1416229',\n", + " 'https://www.turbosquid.com/3d-models/3d-atlantic-bluefin-1416066',\n", + " 'https://www.turbosquid.com/3d-models/centaur-rigged-model-1416051',\n", + " 'https://www.turbosquid.com/3d-models/canada-avro-cf-105-arrow-model-1415952',\n", + " 'https://www.turbosquid.com/3d-models/3d-sovremenny-lod1-1415940',\n", + " 'https://www.turbosquid.com/3d-models/tobias-lion-rig-3d-1415806',\n", + " 'https://www.turbosquid.com/3d-models/mug-3d-model-1415645',\n", + " 'https://www.turbosquid.com/3d-models/tree-stump-3d-model-1415451',\n", + " 'https://www.turbosquid.com/3d-models/classical-napkin-3d-model-1415418',\n", + " 'https://www.turbosquid.com/3d-models/3d-small-asteroids-model-1415266',\n", + " 'https://www.turbosquid.com/3d-models/monument-terror-russia-3d-model-1415201',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-simple-cup-1414713',\n", + " 'https://www.turbosquid.com/3d-models/knife-model-1414658',\n", + " 'https://www.turbosquid.com/3d-models/chandelier-3d-model-1414655',\n", + " 'https://www.turbosquid.com/3d-models/3d-beautiful-ring-marquise-1414631',\n", + " 'https://www.turbosquid.com/3d-models/3d-heart-shape-dual-ring-1414627',\n", + " 'https://www.turbosquid.com/3d-models/3d-oval-shaped-earrings-model-1414621',\n", + " 'https://www.turbosquid.com/3d-models/simple-box-model-1414538',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-wicker-armchair-1414331',\n", + " 'https://www.turbosquid.com/3d-models/3d-deer-model-1414255',\n", + " 'https://www.turbosquid.com/3d-models/f16-falcon-watermark-3d-1414218',\n", + " 'https://www.turbosquid.com/3d-models/3d-spin-1414103',\n", + " 'https://www.turbosquid.com/3d-models/tv-3d-model-1414086',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-bed-1413856',\n", + " 'https://www.turbosquid.com/3d-models/3d-black-hanging-lamp-model-1413668',\n", + " 'https://www.turbosquid.com/3d-models/3d-sword-weapon-1413649',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-pbr-czech-hedgehog-tanks-1413412',\n", + " 'https://www.turbosquid.com/3d-models/3d-automatic-rifle-model-1413377',\n", + " 'https://www.turbosquid.com/3d-models/glass-cup-3d-1413373',\n", + " 'https://www.turbosquid.com/3d-models/landscape-nature-island-model-1413330',\n", + " 'https://www.turbosquid.com/3d-models/3d-viking-helmet-model-1413249',\n", + " 'https://www.turbosquid.com/3d-models/3d-backdrop-treelines-alpha-channel-1412985',\n", + " 'https://www.turbosquid.com/3d-models/3d-machine-pistol-rigged-1412851',\n", + " 'https://www.turbosquid.com/3d-models/3d-pistol-rigged-1412612',\n", + " 'https://www.turbosquid.com/3d-models/3d-sniper-rifle-rigged-model-1412486',\n", + " 'https://www.turbosquid.com/3d-models/door-3d-model-1412431',\n", + " 'https://www.turbosquid.com/3d-models/assault-rifle-rigged-model-1412417',\n", + " 'https://www.turbosquid.com/3d-models/3d-old-dirty-bed-1412389',\n", + " 'https://www.turbosquid.com/3d-models/house-3d-model-1412380',\n", + " 'https://www.turbosquid.com/3d-models/wood-log-3d-model-1411961',\n", + " 'https://www.turbosquid.com/3d-models/3d-shotgun-rigged-model-1411956',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-teapot-1411919',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-toast-food-bread-1411908',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-adjustable-working-table-1411898',\n", + " 'https://www.turbosquid.com/3d-models/vase-art-3d-1411876',\n", + " 'https://www.turbosquid.com/3d-models/picnic-table-model-1411305',\n", + " 'https://www.turbosquid.com/3d-models/trash-bag-3d-1411302',\n", + " 'https://www.turbosquid.com/3d-models/3d-wooden-crate-1411300',\n", + " 'https://www.turbosquid.com/3d-models/3d-living-room-sketchup-2018-1411200',\n", + " 'https://www.turbosquid.com/3d-models/captain-marve-victorie-3d-model-1411141',\n", + " 'https://www.turbosquid.com/3d-models/greek-sword-3d-model-1411084',\n", + " 'https://www.turbosquid.com/3d-models/3d-pack-asteroids-model-1411080',\n", + " 'https://www.turbosquid.com/3d-models/blender-scissor-3d-1411059',\n", + " 'https://www.turbosquid.com/3d-models/3d-intro-photogrammetry-food-pack-1411045',\n", + " 'https://www.turbosquid.com/3d-models/3d-object-treasure-chest-model-1410899',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-metal-paper-1410802',\n", + " 'https://www.turbosquid.com/3d-models/3d-nousagi-demon-fraktal-model-1410242',\n", + " 'https://www.turbosquid.com/3d-models/3d-chair-1410230',\n", + " 'https://www.turbosquid.com/3d-models/pipe-pack-model-1410166',\n", + " 'https://www.turbosquid.com/3d-models/office-chair-3d-model-1410004',\n", + " 'https://www.turbosquid.com/3d-models/sexy-elf-bath-model-1409906',\n", + " 'https://www.turbosquid.com/3d-models/deer-skull-3d-model-1409886',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-cartoon-starfish-illustration-1409856',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-table-glass-realistic-1409658',\n", + " 'https://www.turbosquid.com/3d-models/3d-simple-diamond-ring-model-1409395',\n", + " 'https://www.turbosquid.com/3d-models/3d-dirty-horse-shoe-1409292',\n", + " 'https://www.turbosquid.com/3d-models/cupboard-3d-model-1409291',\n", + " 'https://www.turbosquid.com/3d-models/floor-carpet-model-1409270',\n", + " 'https://www.turbosquid.com/3d-models/beach-pack-3d-1409071',\n", + " 'https://www.turbosquid.com/3d-models/laptop-lenovo-logo-model-1409030',\n", + " 'https://www.turbosquid.com/3d-models/fantasy-medieval-weapon-pack-3d-model-1408983',\n", + " 'https://www.turbosquid.com/3d-models/espresso-machine-3d-model-1408871',\n", + " 'https://www.turbosquid.com/3d-models/3d-project-files-01-tutorials-1408824',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-bathrooms-1408650',\n", + " 'https://www.turbosquid.com/3d-models/disco-ball-3d-model-1408606']]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 3D models\n", + "# https://www.turbosquid.com/Search/3D-Models?sort_column=a5&sort_order=asc\n", + "URL_PATTERN = 'https://www.turbosquid.com/Search/3D-Models?page_num=%i&sort_column=a5&sort_order=asc' # regex pattern for the urls to scrape\n", + "PAGES_TO_SCRAPE = 2 # how many webpages to scrapge\n", + "SLEEP_INTERVAL = 1\n", + "\n", + "# Instantiate the IronhackSpider class\n", + "project_spider = WebSpider(URL_PATTERN,PAGES_TO_SCRAPE,SLEEP_INTERVAL, content_parser = web_parser)\n", + "\n", + "# Start scraping jobs\n", + "urls_modelos_pages = project_spider.kickstart()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Definimos una nueva clase de Spider." + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [], + "source": [ + "class ModelsSpider:\n", + " \"\"\"\n", + " This is the constructor class to which you can pass a bunch of parameters. \n", + " These parameters are stored to the class instance variables so that the\n", + " class functions can access them later.\n", + " \n", + " url_pattern: the regex pattern of the web urls to scape\n", + " pages_to_scrape: how many pages to scrape\n", + " sleep_interval: the time interval in seconds to delay between requests. If <0, requests will not be delayed.\n", + " content_parser: a function reference that will extract the intended info from the scraped content.\n", + " \"\"\"\n", + " def __init__(self, urls_pages, sleep_interval=-1, content_parser=None):\n", + " self.urls_pages = urls_pages\n", + " self.sleep_interval = sleep_interval\n", + " self.content_parser = content_parser\n", + " self.output = []\n", + " \"\"\"\n", + " Scrape the content of a single url.\n", + " \"\"\"\n", + " def scrape_url(self, url):\n", + " response = requests.get(url)\n", + " if str(response) != '':\n", + " print('Error en la respuesta del servidor',response)\n", + " elif str(response) == '':\n", + " print('Error en el limite de tiempo de respuesta del servidor')\n", + " elif str(response) == '':\n", + " print('Error demasiadas peticiones')\n", + " # I didn't find the SSL error but I add a 404 error catching.\n", + " elif str(response) == '':\n", + " print('No se encontro el contenido')\n", + " else:\n", + " result = self.content_parser(response.content)\n", + " self.output_results(result)\n", + " \n", + " \"\"\"\n", + " Export the scraped content. Right now it simply print out the results.\n", + " But in the future you can export the results into a text file or database.\n", + " \"\"\"\n", + " def output_results(self, r):\n", + " self.output.append(r)\n", + " \"\"\"\n", + " After the class is instantiated, call this function to start the scraping jobs.\n", + " This function uses a FOR loop to call `scrape_url()` for each url to scrape.\n", + " \"\"\"\n", + " def kickstart(self):\n", + " for i in self.urls_pages:\n", + " for j in i:\n", + " if self.sleep_interval > 0:\n", + " time.sleep(self.sleep_interval)\n", + " self.scrape_url(j)\n", + " else:\n", + " self.scrape_url(j)\n", + " return self.output" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Definimos un nuevo parser para extraer los datos de cada página." + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [], + "source": [ + "def model_parser(content):\n", + " soup_prueba = BeautifulSoup(content,'html')\n", + " nombre = modelos_prueba.find_all('div',{'class':'productTitle'})[0].select('h1')[0]['content']\n", + " dueño = modelos_prueba.find_all('div',{'class':'productArtist'})[0].text[3:]\n", + " precio = modelos_prueba.find_all('div',{'class':'priceSection price'})[0].text\n", + " licencia = modelos_prueba.find_all('div',{'class':'LicenseUses'})[0].text\n", + " fecha_pub = modelos_prueba.find_all('table',{'class':'SpecificationTable'})[0].select('time')[0]['datetime']\n", + " formatos = modelos_prueba.find_all('table',{'class':'exchange'})[0].text\n", + " categorias = modelos_prueba.find_all('div',{'class':'categorySection'})[0].select('p')[0].text\n", + " tags = modelos_prueba.find_all('div',{'class':'tagSection'})[0].select('a')\n", + " descripcion = modelos_prueba.find_all('div',{'class':'descriptionSection'})[0].select('.descriptionContentParagraph')[0].text\n", + " row_dataset = [nombre,dueño,precio,licencia,fecha_pub,formatos,categorias,tags,descripcion]\n", + " return row_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[['https://www.turbosquid.com/3d-models/3d-fan-1427865',\n", + " 'https://www.turbosquid.com/3d-models/stool-3d-model-1427816',\n", + " 'https://www.turbosquid.com/3d-models/indoors-test-3d-model-1427813',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-apartment-floor-1427811',\n", + " 'https://www.turbosquid.com/3d-models/3d-ceramic-coffee-cup-1427808',\n", + " 'https://www.turbosquid.com/3d-models/man-head-3d-model-1427729',\n", + " 'https://www.turbosquid.com/3d-models/blue-car-model-1427723',\n", + " 'https://www.turbosquid.com/3d-models/architecture-test-3d-model-1427708',\n", + " 'https://www.turbosquid.com/3d-models/es-studio-3d-model-1427682',\n", + " 'https://www.turbosquid.com/3d-models/3d-lighting-1427424',\n", + " 'https://www.turbosquid.com/3d-models/office-chair-3d-1427363',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-urn-marble-concrete-1427284',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-unwrapped-1426378',\n", + " 'https://www.turbosquid.com/3d-models/3d-metal-containers-1427125',\n", + " 'https://www.turbosquid.com/3d-models/3d-coffee-machine-1427098',\n", + " 'https://www.turbosquid.com/3d-models/3d-sink-1427094',\n", + " 'https://www.turbosquid.com/3d-models/fashion-jewelry-3d-model-1426837',\n", + " 'https://www.turbosquid.com/3d-models/3d-model-architecture-house-home-1426683',\n", + " 'https://www.turbosquid.com/3d-models/pen-3d-model-1426502',\n", + " 'https://www.turbosquid.com/3d-models/table-3d-model-1426436',\n", + " 'https://www.turbosquid.com/3d-models/3d-cpu-fan-1426057',\n", + " 'https://www.turbosquid.com/3d-models/gun-diecast-3d-model-1425999',\n", + " 'https://www.turbosquid.com/3d-models/3d-fuel-canister-1425822',\n", + " 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agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n", + "Se agregaron 9 url a la lista\n" + ] + } + ], + "source": [ + "SLEEP_INTERVAL = 0.5\n", + "\n", + "# Instantiate the IronhackSpider class\n", + "project_spider_models = ModelsSpider(urls_modelos_pages,SLEEP_INTERVAL, content_parser = model_parser)\n", + "\n", + "# Start scraping jobs\n", + "rows_dataset = project_spider_models.kickstart()" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[['3D Fan',\n", + " 'Akumax Maxime',\n", + " '\\nFree\\n',\n", + " ' - All Extended Uses',\n", + " '2019-07-19',\n", + " '\\n\\n\\nOBJ \\n\\n',\n", + " '',\n", + " [Fan,\n", + " ventilateur],\n", + " 'Vintage fan'],\n", + " ['3D Fan',\n", + " 'Akumax Maxime',\n", + " '\\nFree\\n',\n", + " ' - All Extended Uses',\n", + " '2019-07-19',\n", + " '\\n\\n\\nOBJ \\n\\n',\n", + " '',\n", + " [Fan,\n", + " ventilateur],\n", + " 'Vintage fan'],\n", + " ['3D Fan',\n", + " 'Akumax Maxime',\n", + " '\\nFree\\n',\n", + " ' - All Extended Uses',\n", + " '2019-07-19',\n", + " '\\n\\n\\nOBJ \\n\\n',\n", + " '',\n", + " [Fan,\n", + " ventilateur],\n", + " 'Vintage fan'],\n", + " ['3D Fan',\n", + " 'Akumax Maxime',\n", + " '\\nFree\\n',\n", + " ' - All Extended Uses',\n", + " '2019-07-19',\n", + 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ventilateur],\n", + " 'Vintage fan']]" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rows_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 5e855df9c6bc1e3b7997d7e1fdf7b93cdc49c1ec Mon Sep 17 00:00:00 2001 From: Enrique Santos Date: Sat, 20 Jul 2019 20:50:28 -0500 Subject: [PATCH 3/4] Proyecto terminado, falta guardar los archivos csv --- .../web_project-checkpoint.ipynb | 11236 +++---------- your-code/web_project.ipynb | 13370 +--------------- 2 files changed, 2597 insertions(+), 22009 deletions(-) diff --git a/your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb b/your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb index 274ad86..c3b4748 100644 --- a/your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb +++ b/your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb @@ -54,22 +54,11 @@ }, { "cell_type": "code", - "execution_count": 254, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting mdutils\n", - " Downloading https://files.pythonhosted.org/packages/2e/62/857004343597c4cf080e8d7ab5eb6c2fa0f8e0b56e1216894ce2fc65f76d/mdutils-1.0.0-py3-none-any.whl\n", - "Installing collected packages: mdutils\n", - "Successfully installed mdutils-1.0.0\n" - ] - } - ], + "outputs": [], "source": [ "#import sys\n", "#!{sys.executable} -m pip install mdutils kaggle " @@ -84,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 255, + "execution_count": null, "metadata": { "scrolled": true }, @@ -96,7 +85,8 @@ "import pandas as pd\n", "import json\n", "import operator\n", - "import mdutils" + "from bs4 import BeautifulSoup\n", + "import re" ] }, { @@ -108,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": { "scrolled": true }, @@ -157,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": { "scrolled": true }, @@ -198,19 +188,11 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Se obtuvieron 152 datasets en la busqueda sobre los interes seleccionados.\n" - ] - } - ], + "outputs": [], "source": [ "print('Se obtuvieron %i datasets en la busqueda sobre los interes seleccionados.' % len(datasets_category))" ] @@ -224,17 +206,9 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No hay datasets repetidos\n" - ] - } - ], + "outputs": [], "source": [ "if len(set(datasets_category['Dataset'])) != len(datasets_category):\n", " print('Existen datasets repetidos')\n", @@ -251,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 161, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -265,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -278,2162 +252,9 @@ }, { "cell_type": "code", - "execution_count": 196, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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creatorNamecreatorUrlcurrentVersionNumberdescriptiondownloadCountfilesidisFeaturedisPrivateisReviewed...subtitletagstitletopicCounttotalBytesurlusabilityRatingversionsviewCountvoteCount
0jventNone17# Cryptocurrency Market Data\\n## Historical Cr...9028[{'ref': 'crypto-markets.csv', 'creationDate':...1963FalseFalseTrue...Daily crypto markets open, close, low, high da...[{'ref': 'finance', 'competitionCount': 4, 'da...Every Cryptocurrency Daily Market Price2923636187https://www.kaggle.com/jessevent/all-crypto-cu...0.852941[{'versionNumber': 17, 'creationDate': '2018-1...76165378
1Albert CostasNone8«Datasets per la comparació de moviments i pat...565[{'ref': '1_11_2017_crypto_currencies.csv', 'c...2963FalseFalseFalse...Cryptocurrency Market Capitalizations[{'ref': 'finance', 'competitionCount': 4, 'da...Crypto Currencies01321667https://www.kaggle.com/acostasg/crypto-currencies0.705882[{'versionNumber': 8, 'creationDate': '2017-12...776312
2Albert CostasNone2«Datasets per la comparació de moviments i pat...515[{'ref': 'dataset.csv', 'creationDate': '2017-...6902FalseFalseTrue...Relation and patterns between movements of sto...[{'ref': 'economics', 'competitionCount': 0, '...Analysis about crypto currencies and Stock Index0681413https://www.kaggle.com/acostasg/cryptocurrenci...0.705882[{'versionNumber': 2, 'creationDate': '2017-12...581718
3mitilloNone3### Context\\n\\nThis is a different timeframe c...134[{'ref': 'currencies.rar', 'creationDate': '20...2661FalseFalseFalse...[]Currencies01151577https://www.kaggle.com/mitillo/currencies0.411765[{'versionNumber': 3, 'creationDate': '2017-09...12312
4SebastianNone2This dataset contains the daily currency excha...516[{'ref': 'currency_exchange_rates_02-01-1995_-...20872FalseFalseFalse...Daily exchange rates for 51 currencies from 19...[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rates1596854https://www.kaggle.com/thebasss/currency-excha...0.647059[{'versionNumber': 2, 'creationDate': '2018-05...259121
5Albert CostasNone1«Datasets per la comparació de moviments i pat...160[{'ref': '1_11_2017_crypto_currencies.csv', 'c...4161FalseFalseFalse...Cryptocurrency Market Capitalizations[{'ref': 'finance', 'competitionCount': 4, 'da...Crypto Currencies01082628https://www.kaggle.com/acostasg/crypto-currenc...0.647059[{'versionNumber': 1, 'creationDate': '2017-11...14841
6Pablo Lopez SantoriNone1### Context\\n\\nI put together this dataset whe...69[{'ref': 'cat_to_name.json', 'creationDate': '...150253FalseFalseFalse...A collection of coin images from 32 different ...[{'ref': 'image data', 'competitionCount': 63,...World Coins0480602984https://www.kaggle.com/wanderdust/coin-images0.937500[{'versionNumber': 1, 'creationDate': '2019-03...4085
7LuigiNone1### Content\\n\\nover 10 years of historical exc...102[{'ref': 'exchange.csv', 'creationDate': '2017...1407FalseFalseFalse...historical data monthly frequencies 01/07/1997...[{'ref': 'economics', 'competitionCount': 0, '...Exchange rate BRIC currencies/US dollar03657https://www.kaggle.com/luigimersico/exchange-r...0.529412[{'versionNumber': 1, 'creationDate': '2017-06...10193
8SRKNone13### Context\\n\\nThings like Block chain, Bitcoi...19238[{'ref': 'bitcoin_cash_price.csv', 'creationDa...1869FalseFalseFalse...Prices of top cryptocurrencies including Bitco...[{'ref': 'finance', 'competitionCount': 4, 'da...Cryptocurrency Historical Prices12715347https://www.kaggle.com/sudalairajkumar/cryptoc...0.705882[{'versionNumber': 13, 'creationDate': '2018-0...140217343
9Ulas Can CengizNone1### Context\\n\\nHere's one of the largest Crypt...101[{'ref': 'cc_histories.zip', 'creationDate': '...30652FalseFalseFalse...Historical Coin Prices to Understand the Big P...[{'ref': 'economics', 'competitionCount': 0, '...Price History of 1654 Crypto-Currencies019131516https://www.kaggle.com/ulascengiz/price-histor...0.687500[{'versionNumber': 1, 'creationDate': '2018-06...8104
10wayward_artisanNone9### Cryptocurrencies\\n\\nCryptocurrencies are f...3100[{'ref': 'all_currencies.csv', 'creationDate':...18281FalseFalseTrue...Daily historical prices for all cryptocurrenci...[{'ref': 'economics', 'competitionCount': 0, '...Complete Cryptocurrency Market History113939281https://www.kaggle.com/taniaj/cryptocurrency-m...0.764706[{'versionNumber': 9, 'creationDate': '2018-09...21344122
11pmohunNone3**Context**\\n\\nRecent growing interest in cryp...2844[{'ref': 'consolidated_coin_data.csv', 'creati...8629FalseFalseTrue...Top 200 Cryptocurrencies by Marketcap[{'ref': 'finance', 'competitionCount': 4, 'da...Complete Historical Cryptocurrency Financial Data1348672https://www.kaggle.com/philmohun/cryptocurrenc...0.852941[{'versionNumber': 3, 'creationDate': '2019-04...18834120
12Sohier DaneNone1The Federal Reserve's H.10 statistical release...1240[{'ref': 'exchange_rates.csv', 'creationDate':...2343FalseFalseTrue...Exchange rates as far back as 1971 between the...[{'ref': 'economics', 'competitionCount': 0, '...Exchange Rates1659356https://www.kaggle.com/federalreserve/exchange...0.823529[{'versionNumber': 1, 'creationDate': '2017-09...821430
13Shruti MehtaNone2### Context\\n\\nI really get fascinated by good...19125[{'ref': 'Country-Code.xlsx', 'creationDate': ...14506FalseFalseTrue...Analyzing the best restaurants of the major ci...[{'ref': 'food and drink', 'competitionCount':...Zomato Restaurants Data75732263https://www.kaggle.com/shrutimehta/zomato-rest...0.794118[{'versionNumber': 2, 'creationDate': '2018-03...95076367
14belugaNone36### Context\\n\\nNumer.ai tournament results\\n\\n...98[{'ref': 'CoinMarketCapNMR', 'creationDate': '...29393FalseFalseFalse...Numerai Tournament Results[{'ref': 'finance', 'competitionCount': 4, 'da...Meta Numerai041912215https://www.kaggle.com/gaborfodor/meta-numerai0.705882[{'versionNumber': 36, 'creationDate': '2019-0...122911
15Anas ShahidNone1### Context\\n\\nHistorical data for crypto curr...163[{'ref': 'CoinMarketData-bitcoin-cash.csv', 'c...25711FalseFalseFalse...CoinMarketCap data from 1/May/13 to 8/5/18 of ...[{'ref': 'money', 'competitionCount': 1, 'data...Crypto Market Data0313499https://www.kaggle.com/anasshahid88/crypto-mar...0.647059[{'versionNumber': 1, 'creationDate': '2018-05...9543
16Megan RisdalNone4## Context\\n\\nBitcoin and other cryptocurrenci...0[]41998FalseFalseTrue...Complete live historical Ethereum blockchain d...[{'ref': 'finance', 'competitionCount': 4, 'da...Ethereum Blockchain3910127001043https://www.kaggle.com/bigquery/ethereum-block...0.705882[{'versionNumber': 4, 'creationDate': '2019-03...2955285
17inabaNone1### Context\\n\\nI made this dataset for Courser...149[{'ref': 'CHART_DATA_ALTCOINS_2017.csv', 'crea...8346FalseFalseFalse...Price transition of bitcoin and altcoins in 2017[{'ref': 'economics', 'competitionCount': 0, '...Bitcoin & Altcoins in 20170803789https://www.kaggle.com/minaba/bitcoin-altcoins...0.705882[{'versionNumber': 1, 'creationDate': '2017-12...12974
18Kâzım Anıl ErenNone3# Kaggle Challenge: Predict Future Sales.\\nThi...241[{'ref': 'calendar.csv', 'creationDate': '2018...24159FalseFalseFalse...Dataset provides some supplementary data for P...[{'ref': 'future prediction', 'competitionCoun...Predict Future Sales Supplementary0354256https://www.kaggle.com/kazimanil/predict-futur...0.764706[{'versionNumber': 3, 'creationDate': '2018-05...16897
19Anton SavchenkoNone4### Context\\n\\nI have generated this set of au...181[{'ref': 'KS-Steam-Connection-201801.sqlite', ...8969FalseFalseFalse...A dataset collected from Kickstarter and SteamSpy[{'ref': 'video games', 'competitionCount': 1,...Kickstarter videogames released on Steam01080727https://www.kaggle.com/tonyplaysguitar/steam-s...0.875000[{'versionNumber': 4, 'creationDate': '2018-01...17035
20Amandeep RatheeNone3# Context\\n\\nThe **demonetization of ₹500 and ...4779[{'ref': 'demonetization-tweets.csv', 'creatio...430FalseFalseTrue...Data extracted from Twitter regarding the rece...[{'ref': 'finance', 'competitionCount': 4, 'da...Demonetization in India Twitter Data4990156https://www.kaggle.com/arathee2/demonetization...0.735294[{'versionNumber': 3, 'creationDate': '2017-04...41821104
21Michal JanuszewskiNone2# Context \\n\\nI've always wanted to have a pro...1456[{'ref': 'EURUSD_15m_BID_01.01.2010-31.12.2016...867FalseFalseTrue...FOREX currency rates data for EURUSD, 15 minut...[{'ref': 'finance', 'competitionCount': 4, 'da...EURUSD - 15m - 2010-201633494511https://www.kaggle.com/meehau/EURUSD0.823529[{'versionNumber': 2, 'creationDate': '2017-02...1064447
22SebastianNone2This dataset contains the daily currency excha...516[{'ref': 'currency_exchange_rates_02-01-1995_-...20872FalseFalseFalse...Daily exchange rates for 51 currencies from 19...[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rates1596854https://www.kaggle.com/thebasss/currency-excha...0.647059[{'versionNumber': 2, 'creationDate': '2018-05...259121
23Sudhir KumarNone4### Context\\n\\nThe data set consist currency e...182[{'ref': 'currency_exchange_rate.csv', 'creati...14323FalseFalseFalse...Currency Exchange Rate from 1950-2017[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rate026714https://www.kaggle.com/sudhirnl7/currency-exca...0.735294[{'versionNumber': 4, 'creationDate': '2018-02...16165
24Andrew RyabovNone5### Context\\n\\nEach file contains klines for 1...486[{'ref': '01-2018.zip', 'creationDate': '2018-...9894FalseFalseFalse...Minutely crypto currency open/close prices, hi...[{'ref': 'economics', 'competitionCount': 0, '...Binance Crypto Klines31004510014https://www.kaggle.com/binance/binance-crypto-...0.750000[{'versionNumber': 5, 'creationDate': '2018-04...484237
25Husam AamerNone2### Object detection dataset for Iraqi currenc...40[{'ref': '10000ar.zip', 'creationDate': '2018-...45977FalseFalseFalse...Object detection dataset for Iraqi currency[{'ref': 'object detection', 'competitionCount...Iraqi Money العملة العراقية01435021165https://www.kaggle.com/husamaamer/iraqi-currency-0.687500[{'versionNumber': 2, 'creationDate': '2018-08...5733
26CarstenNone2## About this dataset\\n\\nWith the rise of cryp...94[{'ref': 'cryptoMinuteResolution.zip', 'creati...246537FalseFalseFalse...Historical crypto currency data from the Bitfi...[{'ref': 'economics', 'competitionCount': 0, '...401 crypto currency pairs at 1-minute resolution0393638972https://www.kaggle.com/tencars/392-crypto-curr...1.000000[{'versionNumber': 2, 'creationDate': '2019-07...7995
27M HansingerNone2### Context\\nOne week of highly resolved crypt...126[{'ref': 'BTC_PAIRS_ASK.csv', 'creationDate': ...19182FalseFalseFalse...High resolution data of all BTC based pairs fr...[{'ref': 'economics', 'competitionCount': 0, '...Crypto currency data144064008https://www.kaggle.com/mhansinger/bittrex-bitc...0.647059[{'versionNumber': 2, 'creationDate': '2018-04...13213
28ZielakNone16### Context \\nBitcoin is the longest running a...43214[{'ref': 'bitstampUSD_1-min_data_2012-01-01_to...1346FalseFalseTrue...Bitcoin data at 1-min intervals from select ex...[{'ref': 'finance', 'competitionCount': 4, 'da...Bitcoin Historical Data27123326534https://www.kaggle.com/mczielinski/bitcoin-his...1.000000[{'versionNumber': 16, 'creationDate': '2019-0...3258171282
29Shruti MehtaNone2### Context\\n\\nI really get fascinated by good...19125[{'ref': 'Country-Code.xlsx', 'creationDate': ...14506FalseFalseTrue...Analyzing the best restaurants of the major ci...[{'ref': 'food and drink', 'competitionCount':...Zomato Restaurants Data75732263https://www.kaggle.com/shrutimehta/zomato-rest...0.794118[{'versionNumber': 2, 'creationDate': '2018-03...95076367
..................................................................
122Kondalarao VonteruNone2### Context\\n\\nI am currently working on summa...2321[{'ref': 'news_summary_more.csv', 'creationDat...1895FalseFalseTrue...Generating short length descriptions of news a...[{'ref': 'linguistics', 'competitionCount': 6,...NEWS SUMMARY220492757https://www.kaggle.com/sunnysai12345/news-summary0.764706[{'versionNumber': 2, 'creationDate': '2019-02...1996975
123AsadMahmoodNone1# Content\\n\\nThis Dataset is scraped from http...1253[{'ref': 'Articles.csv', 'creationDate': '2017...1192FalseFalseFalse...This dataset include articles from 2015 till date[{'ref': 'linguistics', 'competitionCount': 6,...News Articles11916427https://www.kaggle.com/asad1m9a9h6mood/news-ar...0.823529[{'versionNumber': 1, 'creationDate': '2017-04...912019
124Chris CrawfordNone1### Context\\n\\nThis dataset is a collection ne...2280[{'ref': 'alt.atheism.txt', 'creationDate': '2...1740FalseFalseTrue...A collection of ~18,000 newsgroup documents fr...[{'ref': 'internet', 'competitionCount': 15, '...20 Newsgroups128248814https://www.kaggle.com/crawford/20-newsgroups0.823529[{'versionNumber': 1, 'creationDate': '2017-07...2077850
125RohkNone4# Context\\n\\nThis dataset is a snapshot of mos...1047[{'ref': 'news-week-17aug24.csv', 'creationDat...2670FalseFalseTrue...7 days of tracking 20k news feeds worldwide[{'ref': 'internet', 'competitionCount': 15, '...One Week of Global News Feeds2282624224https://www.kaggle.com/therohk/global-news-week0.941176[{'versionNumber': 4, 'creationDate': '2019-04...1319444
126Sohier DaneNone2### Context\\n\\nThis dataset contains a randomi...674[{'ref': 'hacker_news_sample.csv', 'creationDa...1494FalseFalseTrue...A subset of all Hacker News articles[{'ref': 'internet', 'competitionCount': 15, '...Hacker News Corpus1667291612https://www.kaggle.com/hacker-news/hacker-news...0.823529[{'versionNumber': 2, 'creationDate': '2017-06...1496332
127MarlessonNone2### Content\\n\\nThe dataset consists of 167.053...947[{'ref': 'articles.csv', 'creationDate': '2019...3660FalseFalseTrue...167.053 news of the site Folha de São Paulo (B...[{'ref': 'languages', 'competitionCount': 2, '...News of the Brazilian Newspaper0193086895https://www.kaggle.com/marlesson/news-of-the-s...0.705882[{'versionNumber': 2, 'creationDate': '2019-06...391227
128RohkNone6### Context\\n\\nPresenting a compendium of crow...821[{'ref': 'examiner-date-text.csv', 'creationDa...1819FalseFalseTrue...SiX Years of Crowd Sourced Journalism[{'ref': 'linguistics', 'competitionCount': 6,...The Examiner - SpamClickBait News Dataset0148217226https://www.kaggle.com/therohk/examine-the-exa...0.823529[{'versionNumber': 6, 'creationDate': '2019-06...1131033
129Pariza SharifNone2### Context\\n\\nText summarization is a way to ...1470[{'ref': 'BBC News Summary.rar', 'creationDate...24984FalseFalseFalse...Extractive Summarization of BBC News Articles[{'ref': 'nlp', 'competitionCount': 3, 'datase...BBC News Summary23928416https://www.kaggle.com/pariza/bbc-news-summary0.750000[{'versionNumber': 2, 'creationDate': '2018-05...791822
130Ceshine LeeNone7A collections of news articles in Traditional ...137[{'ref': 'news_collection.csv', 'creationDate'...124897FalseFalseTrue...With Article Titles, Descriptions, Cover Image...[{'ref': 'nlp', 'competitionCount': 3, 'datase...Yet Another Chinese News Dataset024983959https://www.kaggle.com/ceshine/yet-another-chi...1.000000[{'versionNumber': 7, 'creationDate': '2019-07...196315
131Liling TanNone6### Context\\n\\nThe [HC Corpora](https://web.ar...847[{'ref': 'old-newspaper.tsv', 'creationDate': ...2007FalseFalseTrue...A cleaned subset of HC Corpora newspapers[{'ref': 'internet', 'competitionCount': 15, '...Old Newspapers02196786581https://www.kaggle.com/alvations/old-newspapers0.750000[{'versionNumber': 6, 'creationDate': '2017-11...817620
132Megan RisdalNone1The latest hot topic in the news is fake news ...12746[{'ref': 'fake.csv', 'creationDate': '2016-11-...444FalseFalseTrue...Text & metadata from fake & biased news source...[{'ref': 'politics', 'competitionCount': 0, 'd...Getting Real about Fake News621412001https://www.kaggle.com/mrisdal/fake-news0.852941[{'versionNumber': 1, 'creationDate': '2016-11...140617336
133jruvikaNone11453[{'ref': 'data.csv', 'creationDate': '2017-12-...6410FalseFalseFalse...[]Fake News detection25123582https://www.kaggle.com/jruvika/fake-news-detec...0.294118[{'versionNumber': 1, 'creationDate': '2017-12...1158324
134Deepak MahudeswaranNone1##FakeNewsNet\\nThis is a repository for an ong...535[{'ref': 'BuzzFeed_fake_news_content.csv', 'cr...72366FalseFalseFalse...Fake News, MisInformation, Data Mining[{'ref': 'nlp', 'competitionCount': 3, 'datase...FakeNewsNet217009927https://www.kaggle.com/mdepak/fakenewsnet0.764706[{'versionNumber': 1, 'creationDate': '2018-11...299215
135sumanthvraoNone3## Introduction\\nThis describes two fake news ...165[{'ref': 'overall.zip', 'creationDate': '2019-...169457FalseFalseFalse...Two fake news datasets covering seven differen...[{'ref': 'lstm', 'competitionCount': 0, 'datas...Fake-News-Dataset02084538https://www.kaggle.com/sumanthvrao/fakenewsdat...0.562500[{'versionNumber': 3, 'creationDate': '2019-04...9294
136Rishabh MisraNone2#Context\\n\\nPast studies in Sarcasm Detection ...5694[{'ref': 'Sarcasm_Headlines_Dataset_v2.json', ...30764FalseFalseTrue...High quality dataset for the task of Sarcasm D...[{'ref': 'classification', 'competitionCount':...News Headlines Dataset For Sarcasm Detection33425749https://www.kaggle.com/rmisra/news-headlines-d...1.000000[{'versionNumber': 2, 'creationDate': '2019-07...44048237
137Guilherme PontesNone1231[{'ref': 'resized_v2.csv', 'creationDate': '20...56022FalseFalseFalse...[]Fake News Sample1519121643https://www.kaggle.com/pontes/fake-news-sample0.117647[{'versionNumber': 1, 'creationDate': '2018-09...15048
138Bytedance WSDM Cup 2019None1# Background\\n\\nWSDM (pronounced \"wisdom\") is ...63[{'ref': 'solution.csv', 'creationDate': '2019...154756FalseFalseFalse...Identify the fake news.[{'ref': 'nlp', 'competitionCount': 3, 'datase...WSDM - Fake News Classification036152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...0.705882[{'versionNumber': 1, 'creationDate': '2019-04...5772
139Antonis MaronikolakisNone4## Datasets\\n\\nData stored in this dataset com...33[{'ref': 'fnd_news_fake.7z', 'creationDate': '...204563FalseFalseFalse...A collection of fake news (headlines) datasets[{'ref': 'text data', 'competitionCount': 25, ...Fake News Data038477999https://www.kaggle.com/antmarakis/fake-news-data0.764706[{'versionNumber': 4, 'creationDate': '2019-07...3690
140Saivenket PatroNone1178[{'ref': 'train.csv', 'creationDate': '2019-01...108217FalseFalseFalse...Detection of Fake News[]Fake News Detection Dataset0435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0.176471[{'versionNumber': 1, 'creationDate': '2019-01...11716
141MohitNone127[{'ref': 'test.csv', 'creationDate': '2019-05-...198533FalseFalseFalse...For Fake news detection using Machine Learning[]Fake news048165856https://www.kaggle.com/mohit28rawat/fake-news0.235294[{'versionNumber': 1, 'creationDate': '2019-05...1071
142vikasNone2### Context\\n\\nAs part of the House Intelligen...2291[{'ref': 'tweets.csv', 'creationDate': '2018-0...13184FalseFalseTrue...200,000 malicious-account tweets captured by NBC[{'ref': 'internet', 'competitionCount': 15, '...Russian Troll Tweets421993810https://www.kaggle.com/vikasg/russian-troll-tw...0.735294[{'versionNumber': 2, 'creationDate': '2018-02...23022114
143Matteo_MazzolaNone1### Context\\n\\nI did this in order to share th...135[{'ref': 'dataset.rar', 'creationDate': '2017-...3391FalseFalseFalse...Articles taken by Snopes.com[]Snopes_fake_legit_news02065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0.500000[{'versionNumber': 1, 'creationDate': '2017-10...9372
144Megan RisdalNone158[{'ref': 'weekly-kernels.csv', 'creationDate':...2344FalseFalseFalse...[]Not Fake News01236https://www.kaggle.com/mrisdal/not-fake-news0.235294[{'versionNumber': 1, 'creationDate': '2017-09...11171
145Armineh NourbakhshNone3# Context \\n\\n[Emergent.info](http://www.emerg...856[{'ref': 'emergent.csv', 'creationDate': '2017...1015FalseFalseTrue...Webpages cited by rumor trackers[{'ref': 'linguistics', 'competitionCount': 6,...Who starts and who debunks rumors11455017https://www.kaggle.com/arminehn/rumor-citation0.882353[{'versionNumber': 3, 'creationDate': '2017-03...857826
146xuyinjieNone166[{'ref': 'all.zip', 'creationDate': '2018-11-2...81764FalseFalseFalse...[]WSDM - Fake News Classification036090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...0.125000[{'versionNumber': 1, 'creationDate': '2018-11...4991
147MunaNone123[{'ref': 'Dataset.json', 'creationDate': '2019...146549FalseFalseFalse...[{'ref': 'twitter', 'competitionCount': 0, 'da...Fake News Detection Dataset040272https://www.kaggle.com/munagazzai/fake-news-de...0.375000[{'versionNumber': 1, 'creationDate': '2019-03...1850
148Megan RisdalNone1### Context\\n\\nDuring the 2016 US presidential...633[{'ref': 'facebook-fact-check.csv', 'creationD...1357FalseFalseTrue...Hyperpartisan Facebook pages and misleading in...[{'ref': 'internet', 'competitionCount': 15, '...Fact-Checking Facebook Politics Pages146870https://www.kaggle.com/mrisdal/fact-checking-f...0.735294[{'versionNumber': 1, 'creationDate': '2017-06...592822
149AD6398None16[{'ref': 'glove.6B.100d.txt', 'creationDate': ...238871FalseFalseFalse...[]AOSSIE: Fake News Detection datasets0210153734https://www.kaggle.com/ad6398/aossie-fake-news...0.176471[{'versionNumber': 1, 'creationDate': '2019-06...670
150RogérioChavesNone4### Contexto\\n\\nBoatos são compartilhados em m...66[{'ref': 'boatos.csv', 'creationDate': '2018-1...30346FalseFalseTrue...1900 boatos (pt) + 130 rumores (es) desmentido...[{'ref': 'internet', 'competitionCount': 15, '...Boatos de WhatsApp e outros do BoatosOrg (pt +...0444433https://www.kaggle.com/rogeriochaves/boatos-de...0.647059[{'versionNumber': 4, 'creationDate': '2018-10...40008
151Zeeshan-ul-hassan UsmaniNone15### Context\\n\\nHere comes the July 25th 2018 a...1201[{'ref': '2013-2018 Seat Changes in NA.csv', '...35552FalseFalseTrue...Help Us Predict the Next Winner[{'ref': 'data visualization', 'competitionCou...Predict Pakistan Elections 20182448731676https://www.kaggle.com/zusmani/predict-pakista...0.764706[{'versionNumber': 15, 'creationDate': '2018-0...2908383
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"1 «Datasets per la comparació de moviments i pat... 565 \n", - "2 «Datasets per la comparació de moviments i pat... 515 \n", - "3 ### Context\\n\\nThis is a different timeframe c... 134 \n", - "4 This dataset contains the daily currency excha... 516 \n", - "5 «Datasets per la comparació de moviments i pat... 160 \n", - "6 ### Context\\n\\nI put together this dataset whe... 69 \n", - "7 ### Content\\n\\nover 10 years of historical exc... 102 \n", - "8 ### Context\\n\\nThings like Block chain, Bitcoi... 19238 \n", - "9 ### Context\\n\\nHere's one of the largest Crypt... 101 \n", - "10 ### Cryptocurrencies\\n\\nCryptocurrencies are f... 3100 \n", - "11 **Context**\\n\\nRecent growing interest in cryp... 2844 \n", - "12 The Federal Reserve's H.10 statistical release... 1240 \n", - "13 ### Context\\n\\nI really get fascinated by good... 19125 \n", - "14 ### Context\\n\\nNumer.ai tournament results\\n\\n... 98 \n", - "15 ### Context\\n\\nHistorical data for crypto curr... 163 \n", - "16 ## Context\\n\\nBitcoin and other cryptocurrenci... 0 \n", - "17 ### Context\\n\\nI made this dataset for Courser... 149 \n", - "18 # Kaggle Challenge: Predict Future Sales.\\nThi... 241 \n", - "19 ### Context\\n\\nI have generated this set of au... 181 \n", - "20 # Context\\n\\nThe **demonetization of ₹500 and ... 4779 \n", - "21 # Context \\n\\nI've always wanted to have a pro... 1456 \n", - "22 This dataset contains the daily currency excha... 516 \n", - "23 ### Context\\n\\nThe data set consist currency e... 182 \n", - "24 ### Context\\n\\nEach file contains klines for 1... 486 \n", - "25 ### Object detection dataset for Iraqi currenc... 40 \n", - "26 ## About this dataset\\n\\nWith the rise of cryp... 94 \n", - "27 ### Context\\nOne week of highly resolved crypt... 126 \n", - "28 ### Context \\nBitcoin is the longest running a... 43214 \n", - "29 ### Context\\n\\nI really get fascinated by good... 19125 \n", - ".. ... ... \n", - "122 ### Context\\n\\nI am currently working on summa... 2321 \n", - "123 # Content\\n\\nThis Dataset is scraped from http... 1253 \n", - "124 ### Context\\n\\nThis dataset is a collection ne... 2280 \n", - "125 # Context\\n\\nThis dataset is a snapshot of mos... 1047 \n", - "126 ### Context\\n\\nThis dataset contains a randomi... 674 \n", - "127 ### Content\\n\\nThe dataset consists of 167.053... 947 \n", - "128 ### Context\\n\\nPresenting a compendium of crow... 821 \n", - "129 ### Context\\n\\nText summarization is a way to ... 1470 \n", - "130 A collections of news articles in Traditional ... 137 \n", - "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... 847 \n", - "132 The latest hot topic in the news is fake news ... 12746 \n", - "133 1453 \n", - "134 ##FakeNewsNet\\nThis is a repository for an ong... 535 \n", - "135 ## Introduction\\nThis describes two fake news ... 165 \n", - "136 #Context\\n\\nPast studies in Sarcasm Detection ... 5694 \n", - "137 231 \n", - "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... 63 \n", - "139 ## Datasets\\n\\nData stored in this dataset com... 33 \n", - "140 178 \n", - 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"11 Top 200 Cryptocurrencies by Marketcap \n", - "12 Exchange rates as far back as 1971 between the... \n", - "13 Analyzing the best restaurants of the major ci... \n", - "14 Numerai Tournament Results \n", - "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", - "16 Complete live historical Ethereum blockchain d... \n", - "17 Price transition of bitcoin and altcoins in 2017 \n", - "18 Dataset provides some supplementary data for P... \n", - "19 A dataset collected from Kickstarter and SteamSpy \n", - "20 Data extracted from Twitter regarding the rece... \n", - "21 FOREX currency rates data for EURUSD, 15 minut... \n", - "22 Daily exchange rates for 51 currencies from 19... \n", - "23 Currency Exchange Rate from 1950-2017 \n", - "24 Minutely crypto currency open/close prices, hi... \n", - "25 Object detection dataset for Iraqi currency \n", - "26 Historical crypto currency data from the Bitfi... \n", - "27 High resolution data of all BTC based pairs fr... \n", - "28 Bitcoin data at 1-min intervals from select ex... \n", - "29 Analyzing the best restaurants of the major ci... \n", - ".. ... \n", - "122 Generating short length descriptions of news a... \n", - "123 This dataset include articles from 2015 till date \n", - "124 A collection of ~18,000 newsgroup documents fr... \n", - "125 7 days of tracking 20k news feeds worldwide \n", - "126 A subset of all Hacker News articles \n", - "127 167.053 news of the site Folha de São Paulo (B... \n", - "128 SiX Years of Crowd Sourced Journalism \n", - "129 Extractive Summarization of BBC News Articles \n", - "130 With Article Titles, Descriptions, Cover Image... \n", - "131 A cleaned subset of HC Corpora newspapers \n", - "132 Text & metadata from fake & biased news source... \n", - "133 \n", - "134 Fake News, MisInformation, Data Mining \n", - "135 Two fake news datasets covering seven differen... \n", - "136 High quality dataset for the task of Sarcasm D... \n", - "137 \n", - "138 Identify the fake news. \n", - "139 A collection of fake news (headlines) datasets \n", - "140 Detection of Fake News \n", - "141 For Fake news detection using Machine Learning \n", - "142 200,000 malicious-account tweets captured by NBC \n", - "143 Articles taken by Snopes.com \n", - "144 \n", - "145 Webpages cited by rumor trackers \n", - "146 \n", - "147 \n", - "148 Hyperpartisan Facebook pages and misleading in... \n", - "149 \n", - "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", - "151 Help Us Predict the Next Winner \n", - "\n", - " tags \\\n", - "0 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "1 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "2 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "3 [] \n", - "4 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "5 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "6 [{'ref': 'image data', 'competitionCount': 63,... \n", - "7 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "8 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "9 [{'ref': 'economics', 'competitionCount': 0, '... \n", - 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"27 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "28 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "29 [{'ref': 'food and drink', 'competitionCount':... \n", - ".. ... \n", - "122 [{'ref': 'linguistics', 'competitionCount': 6,... \n", - "123 [{'ref': 'linguistics', 'competitionCount': 6,... \n", - "124 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "125 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "126 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "127 [{'ref': 'languages', 'competitionCount': 2, '... \n", - "128 [{'ref': 'linguistics', 'competitionCount': 6,... \n", - "129 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", - "130 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", - "131 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "132 [{'ref': 'politics', 'competitionCount': 0, 'd... \n", - "133 [] \n", - "134 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", - "135 [{'ref': 'lstm', 'competitionCount': 0, 'datas... \n", - "136 [{'ref': 'classification', 'competitionCount':... \n", - "137 [] \n", - "138 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", - "139 [{'ref': 'text data', 'competitionCount': 25, ... \n", - "140 [] \n", - "141 [] \n", - "142 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "143 [] \n", - "144 [] \n", - "145 [{'ref': 'linguistics', 'competitionCount': 6,... \n", - "146 [] \n", - "147 [{'ref': 'twitter', 'competitionCount': 0, 'da... \n", - "148 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "149 [] \n", - "150 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "151 [{'ref': 'data visualization', 'competitionCou... \n", - "\n", - " title topicCount \\\n", - "0 Every Cryptocurrency Daily Market Price 29 \n", - "1 Crypto Currencies 0 \n", - "2 Analysis about crypto currencies and Stock Index 0 \n", - "3 Currencies 0 \n", - "4 Currency Exchange Rates 1 \n", - "5 Crypto Currencies 0 \n", - "6 World Coins 0 \n", - "7 Exchange rate BRIC currencies/US dollar 0 \n", - 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"125 One Week of Global News Feeds 2 \n", - "126 Hacker News Corpus 1 \n", - "127 News of the Brazilian Newspaper 0 \n", - "128 The Examiner - SpamClickBait News Dataset 0 \n", - "129 BBC News Summary 2 \n", - "130 Yet Another Chinese News Dataset 0 \n", - "131 Old Newspapers 0 \n", - "132 Getting Real about Fake News 6 \n", - "133 Fake News detection 2 \n", - "134 FakeNewsNet 2 \n", - "135 Fake-News-Dataset 0 \n", - "136 News Headlines Dataset For Sarcasm Detection 3 \n", - "137 Fake News Sample 1 \n", - "138 WSDM - Fake News Classification 0 \n", - "139 Fake News Data 0 \n", - "140 Fake News Detection Dataset 0 \n", - "141 Fake news 0 \n", - "142 Russian Troll Tweets 4 \n", - "143 Snopes_fake_legit_news 0 \n", - "144 Not Fake News 0 \n", - "145 Who starts and who debunks rumors 1 \n", - "146 WSDM - Fake News Classification 0 \n", - "147 Fake News Detection Dataset 0 \n", - "148 Fact-Checking Facebook Politics Pages 1 \n", - "149 AOSSIE: Fake News Detection datasets 0 \n", - "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... 0 \n", - "151 Predict Pakistan Elections 2018 24 \n", - "\n", - " totalBytes url \\\n", - "0 23636187 https://www.kaggle.com/jessevent/all-crypto-cu... \n", - "1 1321667 https://www.kaggle.com/acostasg/crypto-currencies \n", - "2 681413 https://www.kaggle.com/acostasg/cryptocurrenci... \n", - "3 1151577 https://www.kaggle.com/mitillo/currencies \n", - "4 596854 https://www.kaggle.com/thebasss/currency-excha... \n", - "5 1082628 https://www.kaggle.com/acostasg/crypto-currenc... \n", - "6 480602984 https://www.kaggle.com/wanderdust/coin-images \n", - "7 3657 https://www.kaggle.com/luigimersico/exchange-r... \n", - "8 715347 https://www.kaggle.com/sudalairajkumar/cryptoc... \n", - "9 19131516 https://www.kaggle.com/ulascengiz/price-histor... \n", - "10 13939281 https://www.kaggle.com/taniaj/cryptocurrency-m... \n", - "11 348672 https://www.kaggle.com/philmohun/cryptocurrenc... \n", - "12 659356 https://www.kaggle.com/federalreserve/exchange... \n", - "13 5732263 https://www.kaggle.com/shrutimehta/zomato-rest... \n", - 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"29 5732263 https://www.kaggle.com/shrutimehta/zomato-rest... \n", - ".. ... ... \n", - "122 20492757 https://www.kaggle.com/sunnysai12345/news-summary \n", - "123 1916427 https://www.kaggle.com/asad1m9a9h6mood/news-ar... \n", - "124 28248814 https://www.kaggle.com/crawford/20-newsgroups \n", - "125 282624224 https://www.kaggle.com/therohk/global-news-week \n", - "126 667291612 https://www.kaggle.com/hacker-news/hacker-news... \n", - "127 193086895 https://www.kaggle.com/marlesson/news-of-the-s... \n", - "128 148217226 https://www.kaggle.com/therohk/examine-the-exa... \n", - "129 3928416 https://www.kaggle.com/pariza/bbc-news-summary \n", - "130 24983959 https://www.kaggle.com/ceshine/yet-another-chi... \n", - "131 2196786581 https://www.kaggle.com/alvations/old-newspapers \n", - "132 21412001 https://www.kaggle.com/mrisdal/fake-news \n", - "133 5123582 https://www.kaggle.com/jruvika/fake-news-detec... \n", - "134 17009927 https://www.kaggle.com/mdepak/fakenewsnet \n", - "135 2084538 https://www.kaggle.com/sumanthvrao/fakenewsdat... \n", - 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titlesubtitledescriptionlastUpdatedreftotalBytesurltagsdownloadCountlicenseNamekernelCountversionsusabilityRating
0Every Cryptocurrency Daily Market PriceDaily crypto markets open, close, low, high da...# Cryptocurrency Market Data\\n## Historical Cr...2018-12-01T13:56:58.277Zjessevent/all-crypto-currencies23636187https://www.kaggle.com/jessevent/all-crypto-cu...[{'ref': 'finance', 'competitionCount': 4, 'da...9028Other (specified in description)63[{'versionNumber': 17, 'creationDate': '2018-1...0.852941
1Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-12-03T18:55:04.34Zacostasg/crypto-currencies1321667https://www.kaggle.com/acostasg/crypto-currencies[{'ref': 'finance', 'competitionCount': 4, 'da...565Database: Open Database, Contents: Database Co...2[{'versionNumber': 8, 'creationDate': '2017-12...0.705882
2Analysis about crypto currencies and Stock IndexRelation and patterns between movements of sto...«Datasets per la comparació de moviments i pat...2017-12-13T22:38:33.32Zacostasg/cryptocurrenciesvsstockindex681413https://www.kaggle.com/acostasg/cryptocurrenci...[{'ref': 'economics', 'competitionCount': 0, '...515Database: Open Database, Contents: © Original ...1[{'versionNumber': 2, 'creationDate': '2017-12...0.705882
3Currencies### Context\\n\\nThis is a different timeframe c...2017-09-24T19:50:59.687Zmitillo/currencies1151577https://www.kaggle.com/mitillo/currencies[]134Unknown1[{'versionNumber': 3, 'creationDate': '2017-09...0.411765
4Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates596854https://www.kaggle.com/thebasss/currency-excha...[{'ref': 'finance', 'competitionCount': 4, 'da...516CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-05...0.647059
5Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-11-07T20:19:07.32Zacostasg/crypto-currencies-data1082628https://www.kaggle.com/acostasg/crypto-currenc...[{'ref': 'finance', 'competitionCount': 4, 'da...160Database: Open Database, Contents: Database Co...0[{'versionNumber': 1, 'creationDate': '2017-11...0.647059
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480602984https://www.kaggle.com/wanderdust/coin-images[{'ref': 'image data', 'competitionCount': 63,...69Other (specified in description)1[{'versionNumber': 1, 'creationDate': '2019-03...0.937500
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...3657https://www.kaggle.com/luigimersico/exchange-r...[{'ref': 'economics', 'competitionCount': 0, '...102Unknown2[{'versionNumber': 1, 'creationDate': '2017-06...0.529412
8Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory715347https://www.kaggle.com/sudalairajkumar/cryptoc...[{'ref': 'finance', 'competitionCount': 4, 'da...19238CC0: Public Domain39[{'versionNumber': 13, 'creationDate': '2018-0...0.705882
9Price History of 1654 Crypto-CurrenciesHistorical Coin Prices to Understand the Big P...### Context\\n\\nHere's one of the largest Crypt...2018-06-09T02:44:13.39Zulascengiz/price-history-of-1654-cryptocurrencies19131516https://www.kaggle.com/ulascengiz/price-histor...[{'ref': 'economics', 'competitionCount': 0, '...101Other (specified in description)0[{'versionNumber': 1, 'creationDate': '2018-06...0.687500
10Complete Cryptocurrency Market HistoryDaily historical prices for all cryptocurrenci...### Cryptocurrencies\\n\\nCryptocurrencies are f...2018-09-29T15:17:17.567Ztaniaj/cryptocurrency-market-history-coinmarke...13939281https://www.kaggle.com/taniaj/cryptocurrency-m...[{'ref': 'economics', 'competitionCount': 0, '...3100CC0: Public Domain8[{'versionNumber': 9, 'creationDate': '2018-09...0.764706
11Complete Historical Cryptocurrency Financial DataTop 200 Cryptocurrencies by Marketcap**Context**\\n\\nRecent growing interest in cryp...2019-04-25T00:37:10.423Zphilmohun/cryptocurrency-financial-data348672https://www.kaggle.com/philmohun/cryptocurrenc...[{'ref': 'finance', 'competitionCount': 4, 'da...2844CC0: Public Domain4[{'versionNumber': 3, 'creationDate': '2019-04...0.852941
12Exchange RatesExchange rates as far back as 1971 between the...The Federal Reserve's H.10 statistical release...2017-09-05T20:29:37.953Zfederalreserve/exchange-rates659356https://www.kaggle.com/federalreserve/exchange...[{'ref': 'economics', 'competitionCount': 0, '...1240CC0: Public Domain13[{'versionNumber': 1, 'creationDate': '2017-09...0.823529
13Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5732263https://www.kaggle.com/shrutimehta/zomato-rest...[{'ref': 'food and drink', 'competitionCount':...19125CC0: Public Domain54[{'versionNumber': 2, 'creationDate': '2018-03...0.794118
14Meta NumeraiNumerai Tournament Results### Context\\n\\nNumer.ai tournament results\\n\\n...2019-07-01T08:29:53.457Zgaborfodor/meta-numerai41912215https://www.kaggle.com/gaborfodor/meta-numerai[{'ref': 'finance', 'competitionCount': 4, 'da...98CC0: Public Domain11[{'versionNumber': 36, 'creationDate': '2019-0...0.705882
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data313499https://www.kaggle.com/anasshahid88/crypto-mar...[{'ref': 'money', 'competitionCount': 1, 'data...163CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2018-05...0.647059
16Ethereum BlockchainComplete live historical Ethereum blockchain d...## Context\\n\\nBitcoin and other cryptocurrenci...2019-03-04T14:57:55.953Zbigquery/ethereum-blockchain910127001043https://www.kaggle.com/bigquery/ethereum-block...[{'ref': 'finance', 'competitionCount': 4, 'da...0CC0: Public Domain20[{'versionNumber': 4, 'creationDate': '2019-03...0.705882
17Bitcoin & Altcoins in 2017Price transition of bitcoin and altcoins in 2017### Context\\n\\nI made this dataset for Courser...2017-12-31T15:01:20.877Zminaba/bitcoin-altcoins-in-2017803789https://www.kaggle.com/minaba/bitcoin-altcoins...[{'ref': 'economics', 'competitionCount': 0, '...149CC BY-SA 4.03[{'versionNumber': 1, 'creationDate': '2017-12...0.705882
18Predict Future Sales SupplementaryDataset provides some supplementary data for P...# Kaggle Challenge: Predict Future Sales.\\nThi...2018-05-10T13:07:40.25Zkazimanil/predict-future-sales-supplementary354256https://www.kaggle.com/kazimanil/predict-futur...[{'ref': 'future prediction', 'competitionCoun...241Database: Open Database, Contents: Database Co...4[{'versionNumber': 3, 'creationDate': '2018-05...0.764706
19Kickstarter videogames released on SteamA dataset collected from Kickstarter and SteamSpy### Context\\n\\nI have generated this set of au...2018-01-21T23:54:08.17Ztonyplaysguitar/steam-spy-data-from-api-request1080727https://www.kaggle.com/tonyplaysguitar/steam-s...[{'ref': 'video games', 'competitionCount': 1,...181CC0: Public Domain2[{'versionNumber': 4, 'creationDate': '2018-01...0.875000
20Demonetization in India Twitter DataData extracted from Twitter regarding the rece...# Context\\n\\nThe **demonetization of ₹500 and ...2017-04-21T17:35:02.253Zarathee2/demonetization-in-india-twitter-data990156https://www.kaggle.com/arathee2/demonetization...[{'ref': 'finance', 'competitionCount': 4, 'da...4779Unknown171[{'versionNumber': 3, 'creationDate': '2017-04...0.735294
21EURUSD - 15m - 2010-2016FOREX currency rates data for EURUSD, 15 minut...# Context \\n\\nI've always wanted to have a pro...2017-02-22T14:42:13.003Zmeehau/EURUSD3494511https://www.kaggle.com/meehau/EURUSD[{'ref': 'finance', 'competitionCount': 4, 'da...1456CC BY-NC-SA 4.012[{'versionNumber': 2, 'creationDate': '2017-02...0.823529
22Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates596854https://www.kaggle.com/thebasss/currency-excha...[{'ref': 'finance', 'competitionCount': 4, 'da...516CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-05...0.647059
23Currency Exchange RateCurrency Exchange Rate from 1950-2017### Context\\n\\nThe data set consist currency e...2018-02-27T16:33:39.507Zsudhirnl7/currency-excahnge-rate26714https://www.kaggle.com/sudhirnl7/currency-exca...[{'ref': 'finance', 'competitionCount': 4, 'da...182CC0: Public Domain1[{'versionNumber': 4, 'creationDate': '2018-02...0.735294
24Binance Crypto KlinesMinutely crypto currency open/close prices, hi...### Context\\n\\nEach file contains klines for 1...2018-04-08T09:58:41.477Zbinance/binance-crypto-klines1004510014https://www.kaggle.com/binance/binance-crypto-...[{'ref': 'economics', 'competitionCount': 0, '...486CC0: Public Domain1[{'versionNumber': 5, 'creationDate': '2018-04...0.750000
25Iraqi Money العملة العراقيةObject detection dataset for Iraqi currency### Object detection dataset for Iraqi currenc...2018-08-23T09:28:29.143Zhusamaamer/iraqi-currency-1435021165https://www.kaggle.com/husamaamer/iraqi-currency-[{'ref': 'object detection', 'competitionCount...40Unknown2[{'versionNumber': 2, 'creationDate': '2018-08...0.687500
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393638972https://www.kaggle.com/tencars/392-crypto-curr...[{'ref': 'economics', 'competitionCount': 0, '...94CC BY-SA 4.02[{'versionNumber': 2, 'creationDate': '2019-07...1.000000
27Crypto currency dataHigh resolution data of all BTC based pairs fr...### Context\\nOne week of highly resolved crypt...2018-04-15T16:42:18.337Zmhansinger/bittrex-bitcoin-pairs44064008https://www.kaggle.com/mhansinger/bittrex-bitc...[{'ref': 'economics', 'competitionCount': 0, '...126CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-04...0.647059
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123326534https://www.kaggle.com/mczielinski/bitcoin-his...[{'ref': 'finance', 'competitionCount': 4, 'da...43214CC BY-SA 4.0128[{'versionNumber': 16, 'creationDate': '2019-0...1.000000
29Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5732263https://www.kaggle.com/shrutimehta/zomato-rest...[{'ref': 'food and drink', 'competitionCount':...19125CC0: Public Domain54[{'versionNumber': 2, 'creationDate': '2018-03...0.794118
..........................................
122NEWS SUMMARYGenerating short length descriptions of news a...### Context\\n\\nI am currently working on summa...2019-02-11T09:03:28.783Zsunnysai12345/news-summary20492757https://www.kaggle.com/sunnysai12345/news-summary[{'ref': 'linguistics', 'competitionCount': 6,...2321GPL 23[{'versionNumber': 2, 'creationDate': '2019-02...0.764706
123News ArticlesThis dataset include articles from 2015 till date# Content\\n\\nThis Dataset is scraped from http...2017-04-30T11:02:29.487Zasad1m9a9h6mood/news-articles1916427https://www.kaggle.com/asad1m9a9h6mood/news-ar...[{'ref': 'linguistics', 'competitionCount': 6,...1253CC0: Public Domain7[{'versionNumber': 1, 'creationDate': '2017-04...0.823529
12420 NewsgroupsA collection of ~18,000 newsgroup documents fr...### Context\\n\\nThis dataset is a collection ne...2017-07-26T21:05:38.987Zcrawford/20-newsgroups28248814https://www.kaggle.com/crawford/20-newsgroups[{'ref': 'internet', 'competitionCount': 15, '...2280Other (specified in description)9[{'versionNumber': 1, 'creationDate': '2017-07...0.823529
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282624224https://www.kaggle.com/therohk/global-news-week[{'ref': 'internet', 'competitionCount': 15, '...1047CC0: Public Domain8[{'versionNumber': 4, 'creationDate': '2019-04...0.941176
126Hacker News CorpusA subset of all Hacker News articles### Context\\n\\nThis dataset contains a randomi...2017-06-29T20:16:20.2Zhacker-news/hacker-news-corpus667291612https://www.kaggle.com/hacker-news/hacker-news...[{'ref': 'internet', 'competitionCount': 15, '...674Other (specified in description)4[{'versionNumber': 2, 'creationDate': '2017-06...0.823529
127News of the Brazilian Newspaper167.053 news of the site Folha de São Paulo (B...### Content\\n\\nThe dataset consists of 167.053...2019-06-05T03:33:51.58Zmarlesson/news-of-the-site-folhauol193086895https://www.kaggle.com/marlesson/news-of-the-s...[{'ref': 'languages', 'competitionCount': 2, '...947CC0: Public Domain7[{'versionNumber': 2, 'creationDate': '2019-06...0.705882
128The Examiner - SpamClickBait News DatasetSiX Years of Crowd Sourced Journalism### Context\\n\\nPresenting a compendium of crow...2019-06-22T12:03:21.843Ztherohk/examine-the-examiner148217226https://www.kaggle.com/therohk/examine-the-exa...[{'ref': 'linguistics', 'competitionCount': 6,...821CC0: Public Domain4[{'versionNumber': 6, 'creationDate': '2019-06...0.823529
129BBC News SummaryExtractive Summarization of BBC News Articles### Context\\n\\nText summarization is a way to ...2018-05-06T11:08:19.42Zpariza/bbc-news-summary3928416https://www.kaggle.com/pariza/bbc-news-summary[{'ref': 'nlp', 'competitionCount': 3, 'datase...1470CC0: Public Domain2[{'versionNumber': 2, 'creationDate': '2018-05...0.750000
130Yet Another Chinese News DatasetWith Article Titles, Descriptions, Cover Image...A collections of news articles in Traditional ...2019-07-11T17:01:17.377Zceshine/yet-another-chinese-news-dataset24983959https://www.kaggle.com/ceshine/yet-another-chi...[{'ref': 'nlp', 'competitionCount': 3, 'datase...137CC BY-SA 4.04[{'versionNumber': 7, 'creationDate': '2019-07...1.000000
131Old NewspapersA cleaned subset of HC Corpora newspapers### Context\\n\\nThe [HC Corpora](https://web.ar...2017-11-16T04:53:55.98Zalvations/old-newspapers2196786581https://www.kaggle.com/alvations/old-newspapers[{'ref': 'internet', 'competitionCount': 15, '...847CC0: Public Domain3[{'versionNumber': 6, 'creationDate': '2017-11...0.750000
132Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21412001https://www.kaggle.com/mrisdal/fake-news[{'ref': 'politics', 'competitionCount': 0, 'd...12746CC0: Public Domain93[{'versionNumber': 1, 'creationDate': '2016-11...0.852941
133Fake News detection2017-12-07T20:39:58Zjruvika/fake-news-detection5123582https://www.kaggle.com/jruvika/fake-news-detec...[]1453Database: Open Database, Contents: © Original ...6[{'versionNumber': 1, 'creationDate': '2017-12...0.294118
134FakeNewsNetFake News, MisInformation, Data Mining##FakeNewsNet\\nThis is a repository for an ong...2018-11-02T19:08:58.527Zmdepak/fakenewsnet17009927https://www.kaggle.com/mdepak/fakenewsnet[{'ref': 'nlp', 'competitionCount': 3, 'datase...535CC BY-NC-SA 4.04[{'versionNumber': 1, 'creationDate': '2018-11...0.764706
135Fake-News-DatasetTwo fake news datasets covering seven differen...## Introduction\\nThis describes two fake news ...2019-04-19T08:39:12.863Zsumanthvrao/fakenewsdataset2084538https://www.kaggle.com/sumanthvrao/fakenewsdat...[{'ref': 'lstm', 'competitionCount': 0, 'datas...165Unknown2[{'versionNumber': 3, 'creationDate': '2019-04...0.562500
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3425749https://www.kaggle.com/rmisra/news-headlines-d...[{'ref': 'classification', 'competitionCount':...5694CC0: Public Domain48[{'versionNumber': 2, 'creationDate': '2019-07...1.000000
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519121643https://www.kaggle.com/pontes/fake-news-sample[]231Unknown1[{'versionNumber': 1, 'creationDate': '2018-09...0.117647
138WSDM - Fake News ClassificationIdentify the fake news.# Background\\n\\nWSDM (pronounced \"wisdom\") is ...2019-04-02T06:13:39.013Zwsdmcup/wsdm-fake-news-classification36152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...[{'ref': 'nlp', 'competitionCount': 3, 'datase...63Unknown1[{'versionNumber': 1, 'creationDate': '2019-04...0.705882
139Fake News DataA collection of fake news (headlines) datasets## Datasets\\n\\nData stored in this dataset com...2019-07-16T22:34:49.547Zantmarakis/fake-news-data38477999https://www.kaggle.com/antmarakis/fake-news-data[{'ref': 'text data', 'competitionCount': 25, ...33Unknown6[{'versionNumber': 4, 'creationDate': '2019-07...0.764706
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset435844https://www.kaggle.com/ksaivenketpatro/fake-ne...[]178Unknown1[{'versionNumber': 1, 'creationDate': '2019-01...0.176471
141Fake newsFor Fake news detection using Machine Learning2019-05-20T05:02:15.39Zmohit28rawat/fake-news48165856https://www.kaggle.com/mohit28rawat/fake-news[]27Unknown2[{'versionNumber': 1, 'creationDate': '2019-05...0.235294
142Russian Troll Tweets200,000 malicious-account tweets captured by NBC### Context\\n\\nAs part of the House Intelligen...2018-02-15T00:49:04.63Zvikasg/russian-troll-tweets21993810https://www.kaggle.com/vikasg/russian-troll-tw...[{'ref': 'internet', 'competitionCount': 15, '...2291CC0: Public Domain8[{'versionNumber': 2, 'creationDate': '2018-02...0.735294
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...[]135CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2017-10...0.500000
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news1236https://www.kaggle.com/mrisdal/not-fake-news[]58CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2017-09...0.235294
145Who starts and who debunks rumorsWebpages cited by rumor trackers# Context \\n\\n[Emergent.info](http://www.emerg...2017-03-27T15:02:32.653Zarminehn/rumor-citation1455017https://www.kaggle.com/arminehn/rumor-citation[{'ref': 'linguistics', 'competitionCount': 6,...856CC0: Public Domain10[{'versionNumber': 3, 'creationDate': '2017-03...0.882353
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...[]66Unknown1[{'versionNumber': 1, 'creationDate': '2018-11...0.125000
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset40272https://www.kaggle.com/munagazzai/fake-news-de...[{'ref': 'twitter', 'competitionCount': 0, 'da...23Unknown1[{'versionNumber': 1, 'creationDate': '2019-03...0.375000
148Fact-Checking Facebook Politics PagesHyperpartisan Facebook pages and misleading in...### Context\\n\\nDuring the 2016 US presidential...2017-06-05T19:09:40.407Zmrisdal/fact-checking-facebook-politics-pages46870https://www.kaggle.com/mrisdal/fact-checking-f...[{'ref': 'internet', 'competitionCount': 15, '...633Unknown10[{'versionNumber': 1, 'creationDate': '2017-06...0.735294
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210153734https://www.kaggle.com/ad6398/aossie-fake-news...[]6Unknown2[{'versionNumber': 1, 'creationDate': '2019-06...0.176471
150Boatos de WhatsApp e outros do BoatosOrg (pt +...1900 boatos (pt) + 130 rumores (es) desmentido...### Contexto\\n\\nBoatos são compartilhados em m...2018-10-24T22:31:23.51Zrogeriochaves/boatos-de-whatsapp-boatosorg444433https://www.kaggle.com/rogeriochaves/boatos-de...[{'ref': 'internet', 'competitionCount': 15, '...66CC0: Public Domain1[{'versionNumber': 4, 'creationDate': '2018-10...0.647059
151Predict Pakistan Elections 2018Help Us Predict the Next Winner### Context\\n\\nHere comes the July 25th 2018 a...2018-07-30T07:32:41.157Zzusmani/predict-pakistan-elections-201848731676https://www.kaggle.com/zusmani/predict-pakista...[{'ref': 'data visualization', 'competitionCou...1201Data files © Original Authors17[{'versionNumber': 15, 'creationDate': '2018-0...0.764706
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152 rows × 13 columns

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" - ], - "text/plain": [ - " title \\\n", - "0 Every Cryptocurrency Daily Market Price \n", - "1 Crypto Currencies \n", - "2 Analysis about crypto currencies and Stock Index \n", - "3 Currencies \n", - "4 Currency Exchange Rates \n", - "5 Crypto Currencies \n", - "6 World Coins \n", - "7 Exchange rate BRIC currencies/US dollar \n", - "8 Cryptocurrency Historical Prices \n", - "9 Price History of 1654 Crypto-Currencies \n", - "10 Complete Cryptocurrency Market History \n", - "11 Complete Historical Cryptocurrency Financial Data \n", - "12 Exchange Rates \n", - "13 Zomato Restaurants Data \n", - "14 Meta Numerai \n", - "15 Crypto Market Data \n", - "16 Ethereum Blockchain \n", - "17 Bitcoin & Altcoins in 2017 \n", - "18 Predict Future Sales Supplementary \n", - "19 Kickstarter videogames released on Steam \n", - "20 Demonetization in India Twitter Data \n", - "21 EURUSD - 15m - 2010-2016 \n", - "22 Currency Exchange Rates \n", - "23 Currency Exchange Rate \n", - "24 Binance Crypto Klines \n", - "25 Iraqi Money العملة العراقية \n", - "26 401 crypto currency pairs at 1-minute resolution \n", - "27 Crypto currency data \n", - "28 Bitcoin Historical Data \n", - "29 Zomato Restaurants Data \n", - ".. ... \n", - "122 NEWS SUMMARY \n", - "123 News Articles \n", - "124 20 Newsgroups \n", - "125 One Week of Global News Feeds \n", - "126 Hacker News Corpus \n", - "127 News of the Brazilian Newspaper \n", - "128 The Examiner - SpamClickBait News Dataset \n", - "129 BBC News Summary \n", - "130 Yet Another Chinese News Dataset \n", - "131 Old Newspapers \n", - "132 Getting Real about Fake News \n", - "133 Fake News detection \n", - "134 FakeNewsNet \n", - "135 Fake-News-Dataset \n", - "136 News Headlines Dataset For Sarcasm Detection \n", - "137 Fake News Sample \n", - "138 WSDM - Fake News Classification \n", - "139 Fake News Data \n", - "140 Fake News Detection Dataset \n", - "141 Fake news \n", - "142 Russian Troll Tweets \n", - "143 Snopes_fake_legit_news \n", - "144 Not Fake News \n", - "145 Who starts and who debunks rumors \n", - "146 WSDM - Fake News Classification \n", - "147 Fake News Detection Dataset \n", - "148 Fact-Checking Facebook Politics Pages \n", - "149 AOSSIE: Fake News Detection datasets \n", - "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... \n", - "151 Predict Pakistan Elections 2018 \n", - "\n", - " subtitle \\\n", - "0 Daily crypto markets open, close, low, high da... \n", - "1 Cryptocurrency Market Capitalizations \n", - "2 Relation and patterns between movements of sto... \n", - "3 \n", - "4 Daily exchange rates for 51 currencies from 19... \n", - "5 Cryptocurrency Market Capitalizations \n", - "6 A collection of coin images from 32 different ... \n", - "7 historical data monthly frequencies 01/07/1997... \n", - "8 Prices of top cryptocurrencies including Bitco... \n", - "9 Historical Coin Prices to Understand the Big P... \n", - "10 Daily historical prices for all cryptocurrenci... \n", - "11 Top 200 Cryptocurrencies by Marketcap \n", - "12 Exchange rates as far back as 1971 between the... \n", - "13 Analyzing the best restaurants of the major ci... \n", - "14 Numerai Tournament Results \n", - "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", - "16 Complete live historical Ethereum blockchain d... \n", - "17 Price transition of bitcoin and altcoins in 2017 \n", - "18 Dataset provides some supplementary data for P... \n", - "19 A dataset collected from Kickstarter and SteamSpy \n", - "20 Data extracted from Twitter regarding the rece... \n", - "21 FOREX currency rates data for EURUSD, 15 minut... \n", - "22 Daily exchange rates for 51 currencies from 19... \n", - "23 Currency Exchange Rate from 1950-2017 \n", - "24 Minutely crypto currency open/close prices, hi... \n", - "25 Object detection dataset for Iraqi currency \n", - "26 Historical crypto currency data from the Bitfi... \n", - "27 High resolution data of all BTC based pairs fr... \n", - "28 Bitcoin data at 1-min intervals from select ex... \n", - "29 Analyzing the best restaurants of the major ci... \n", - ".. ... \n", - "122 Generating short length descriptions of news a... \n", - "123 This dataset include articles from 2015 till date \n", - "124 A collection of ~18,000 newsgroup documents fr... \n", - "125 7 days of tracking 20k news feeds worldwide \n", - "126 A subset of all Hacker News articles \n", - "127 167.053 news of the site Folha de São Paulo (B... \n", - "128 SiX Years of Crowd Sourced Journalism \n", - "129 Extractive Summarization of BBC News Articles \n", - "130 With Article Titles, Descriptions, Cover Image... \n", - "131 A cleaned subset of HC Corpora newspapers \n", - "132 Text & metadata from fake & biased news source... \n", - "133 \n", - "134 Fake News, MisInformation, Data Mining \n", - "135 Two fake news datasets covering seven differen... \n", - "136 High quality dataset for the task of Sarcasm D... \n", - "137 \n", - "138 Identify the fake news. \n", - "139 A collection of fake news (headlines) datasets \n", - "140 Detection of Fake News \n", - "141 For Fake news detection using Machine Learning \n", - "142 200,000 malicious-account tweets captured by NBC \n", - "143 Articles taken by Snopes.com \n", - "144 \n", - "145 Webpages cited by rumor trackers \n", - "146 \n", - "147 \n", - "148 Hyperpartisan Facebook pages and misleading in... \n", - "149 \n", - "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", - "151 Help Us Predict the Next Winner \n", - "\n", - " description \\\n", - "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", - "1 «Datasets per la comparació de moviments i pat... \n", - "2 «Datasets per la comparació de moviments i pat... \n", - "3 ### Context\\n\\nThis is a different timeframe c... \n", - "4 This dataset contains the daily currency excha... \n", - "5 «Datasets per la comparació de moviments i pat... \n", - "6 ### Context\\n\\nI put together this dataset whe... \n", - "7 ### Content\\n\\nover 10 years of historical exc... \n", - "8 ### Context\\n\\nThings like Block chain, Bitcoi... \n", - "9 ### Context\\n\\nHere's one of the largest Crypt... \n", - "10 ### Cryptocurrencies\\n\\nCryptocurrencies are f... \n", - "11 **Context**\\n\\nRecent growing interest in cryp... \n", - "12 The Federal Reserve's H.10 statistical release... \n", - "13 ### Context\\n\\nI really get fascinated by good... \n", - "14 ### Context\\n\\nNumer.ai tournament results\\n\\n... \n", - "15 ### Context\\n\\nHistorical data for crypto curr... \n", - "16 ## Context\\n\\nBitcoin and other cryptocurrenci... \n", - "17 ### Context\\n\\nI made this dataset for Courser... \n", - "18 # Kaggle Challenge: Predict Future Sales.\\nThi... \n", - "19 ### Context\\n\\nI have generated this set of au... \n", - "20 # Context\\n\\nThe **demonetization of ₹500 and ... \n", - "21 # Context \\n\\nI've always wanted to have a pro... \n", - "22 This dataset contains the daily currency excha... \n", - "23 ### Context\\n\\nThe data set consist currency e... \n", - "24 ### Context\\n\\nEach file contains klines for 1... \n", - "25 ### Object detection dataset for Iraqi currenc... \n", - "26 ## About this dataset\\n\\nWith the rise of cryp... \n", - "27 ### Context\\nOne week of highly resolved crypt... \n", - "28 ### Context \\nBitcoin is the longest running a... \n", - "29 ### Context\\n\\nI really get fascinated by good... \n", - ".. ... \n", - "122 ### Context\\n\\nI am currently working on summa... \n", - "123 # Content\\n\\nThis Dataset is scraped from http... \n", - "124 ### Context\\n\\nThis dataset is a collection ne... \n", - "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", - "126 ### Context\\n\\nThis dataset contains a randomi... \n", - "127 ### Content\\n\\nThe dataset consists of 167.053... \n", - "128 ### Context\\n\\nPresenting a compendium of crow... \n", - "129 ### Context\\n\\nText summarization is a way to ... \n", - "130 A collections of news articles in Traditional ... \n", - "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... \n", - "132 The latest hot topic in the news is fake news ... \n", - "133 \n", - "134 ##FakeNewsNet\\nThis is a repository for an ong... \n", - "135 ## Introduction\\nThis describes two fake news ... \n", - "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", - "137 \n", - "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... \n", - "139 ## Datasets\\n\\nData stored in this dataset com... \n", - "140 \n", - "141 \n", - "142 ### Context\\n\\nAs part of the House Intelligen... \n", - "143 ### Context\\n\\nI did this in order to share th... \n", - "144 \n", - "145 # Context \\n\\n[Emergent.info](http://www.emerg... \n", - "146 \n", - "147 \n", - "148 ### Context\\n\\nDuring the 2016 US presidential... \n", - "149 \n", - "150 ### Contexto\\n\\nBoatos são compartilhados em m... \n", - "151 ### Context\\n\\nHere comes the July 25th 2018 a... \n", - "\n", - " lastUpdated \\\n", - "0 2018-12-01T13:56:58.277Z \n", - "1 2017-12-03T18:55:04.34Z \n", - "2 2017-12-13T22:38:33.32Z \n", - "3 2017-09-24T19:50:59.687Z \n", - "4 2018-05-02T17:48:28.943Z \n", - "5 2017-11-07T20:19:07.32Z \n", - "6 2019-03-27T09:26:10.133Z \n", - "7 2017-06-15T14:52:31.757Z \n", - 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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
95Australian Election 2019 TweetsMay 18th 2019, 180k+ tweets### Context\\n\\nDuring the 2019 Australian elec...2019-05-21T09:41:38.763Ztaniaj/australian-election-2019-tweets29.972572https://www.kaggle.com/taniaj/australian-elect...52366CC0: Public Domain8Ready version: 2, 2019-05-21T09:41:38.763Z1.000000tweets
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000fake news
64Mutual Funds and ETFs25k+ Mutual Funds and 2k+ ETFs scraped from Ya...### Context\\n\\nETFs represent a cheap alternat...2019-05-04T02:00:37.827Zstefanoleone992/mutual-funds-and-etfs4.547400https://www.kaggle.com/stefanoleone992/mutual-...5597CC0: Public Domain2Ready version: 3, 2019-05-04T02:00:37.827Z1.000000finance
130Yet Another Chinese News DatasetWith Article Titles, Descriptions, Cover Image...A collections of news articles in Traditional ...2019-07-11T17:01:17.377Zceshine/yet-another-chinese-news-dataset24.983959https://www.kaggle.com/ceshine/yet-another-chi...3137CC BY-SA 4.04Ready version: 7, 2019-07-11T17:01:17.377Z1.000000news
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393.638972https://www.kaggle.com/tencars/392-crypto-curr...394CC BY-SA 4.02Ready version: 2, 2019-07-09T21:25:22.227Z1.000000currency
113News Category DatasetIdentify the type of news based on headlines a...# Context\\nThis dataset contains around 200k n...2018-12-02T04:09:45.777Zrmisra/news-category-dataset26.337702https://www.kaggle.com/rmisra/news-category-da...45165CC0: Public Domain22Ready version: 2, 2018-12-02T04:09:45.777Z1.000000news
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
120News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000news
116A Million News HeadlinesNews headlines published over a period of 15 Y...### Context\\n\\nThis contains data of news head...2019-06-13T18:14:28.073Ztherohk/million-headlines19.296580https://www.kaggle.com/therohk/million-headlines411465CC0: Public Domain49Ready version: 8, 2019-06-13T18:14:28.073Z0.941176news
1055,000 #JustDoIt! Tweets DatasetPeople reacting to Nike's endorsement of Colin...### Context\\nNike just announced its partnersh...2018-09-08T16:32:37.09Zeliasdabbas/5000-justdoit-tweets-dataset3.256985https://www.kaggle.com/eliasdabbas/5000-justdo...4944CC0: Public Domain6Ready version: 3, 2018-09-08T16:32:37.09Z0.941176tweets
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282.624224https://www.kaggle.com/therohk/global-news-week41047CC0: Public Domain8Ready version: 4, 2019-04-10T15:05:18.423Z0.941176news
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480.602984https://www.kaggle.com/wanderdust/coin-images469Other (specified in description)1Ready version: 1, 2019-03-27T09:26:10.133Z0.937500currencies
78Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353finance
88Enrico's Email FlowsAnonymized Metadata (i.e. sender, receivers, d...### Context\\n\\nEmail archives are a great sour...2018-03-21T10:10:40.373Zemarock/enricos-email-flows12.867137https://www.kaggle.com/emarock/enricos-email-f...384CC0: Public Domain1Ready version: 1, 2018-03-21T10:10:40.373Z0.882353exchanges
145Who starts and who debunks rumorsWebpages cited by rumor trackers# Context \\n\\n[Emergent.info](http://www.emerg...2017-03-27T15:02:32.653Zarminehn/rumor-citation1.455017https://www.kaggle.com/arminehn/rumor-citation2856CC0: Public Domain10Ready version: 3, 2017-03-27T15:02:32.653Z0.882353fake news
92Sentiment140 dataset with 1.6 million tweetsSentiment analysis with tweets### Context\\n\\nThis is the sentiment140 datase...2017-09-13T22:43:19.117Zkazanova/sentiment14088.031309https://www.kaggle.com/kazanova/sentiment140313923Other (specified in description)37Ready version: 2, 2017-09-13T22:43:19.117Z0.882353tweets
118Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353news
84CryptocurrenciesHistorical price data for 1200 cryptocurrencie...### Context\\n\\nThousands of cryptocurrencies h...2018-07-11T14:15:12.387Zakababa/cryptocurrencies9.049797https://www.kaggle.com/akababa/cryptocurrencies21017CC0: Public Domain1Ready version: 4, 2018-07-11T14:15:12.387Z0.882353exchanges
119Hacker News PostsHacker News posts from the past 12 months (inc...This data set is Hacker News posts from the la...2016-09-27T03:14:41.153Zhacker-news/hacker-news-posts20.702971https://www.kaggle.com/hacker-news/hacker-news...22006CC0: Public Domain39Ready version: 1, 2016-09-27T03:14:41.153Z0.882353news
19Kickstarter videogames released on SteamA dataset collected from Kickstarter and SteamSpy### Context\\n\\nI have generated this set of au...2018-01-21T23:54:08.17Ztonyplaysguitar/steam-spy-data-from-api-request1.080727https://www.kaggle.com/tonyplaysguitar/steam-s...2181CC0: Public Domain2Ready version: 4, 2018-01-21T23:54:08.17Z0.875000currencies
86Movie Dialog CorpusA metadata-rich collection of fictional conver...### Context\\nThis corpus contains a metadata-r...2017-07-11T21:41:03.35ZCornell-University/movie-dialog-corpus9.606952https://www.kaggle.com/Cornell-University/movi...22527Other (specified in description)4Ready version: 1, 2017-07-11T21:41:03.35Z0.875000exchanges
117News Aggregator DatasetHeadlines and categories of 400k news stories ...This dataset contains headlines, URLs, and cat...2016-10-31T22:22:55.29Zuciml/news-aggregator-dataset30.370802https://www.kaggle.com/uciml/news-aggregator-d...26750CC0: Public Domain54Ready version: 1, 2016-10-31T22:22:55.29Z0.875000news
96Tweets Targeting IsisGeneral tweets about Isis & related wordsContext\\n-------\\n\\nThe image at the top of th...2016-07-29T23:59:27.183Zactivegalaxy/isis-related-tweets11.258466https://www.kaggle.com/activegalaxy/isis-relat...21573CC0: Public Domain24Ready version: 3, 2016-07-29T23:59:27.183Z0.875000tweets
100Election Day TweetsTweets scraped from Twitter on November 8, 2016Tweets scraped by [Chris Albon](https://github...2016-11-26T23:01:06.707Zkinguistics/election-day-tweets88.002110https://www.kaggle.com/kinguistics/election-da...21322CC0: Public Domain6Ready version: 1, 2016-11-26T23:01:06.707Z0.875000tweets
72New York Stock ExchangeS&P 500 companies historical prices with funda...# Context \\n\\nThis dataset is a playground for...2017-02-22T10:18:25.517Zdgawlik/nyse34.402357https://www.kaggle.com/dgawlik/nyse129443CC0: Public Domain271Ready version: 3, 2017-02-22T10:18:25.517Z0.852941finance
77Credit Card Fraud DetectionAnonymized credit card transactions labeled as...Context\\n---------\\n\\nIt is important that cre...2018-03-23T01:17:27.913Zmlg-ulb/creditcardfraud69.155632https://www.kaggle.com/mlg-ulb/creditcardfraud3136202Database: Open Database, Contents: Database Co...2132Ready version: 3, 2018-03-23T01:17:27.913Z0.852941finance
32Kickstarter Project Statistics4000 live projects plus 4000 most backed projectsCrowdfunding has become one of the main source...2016-11-01T05:37:42.683Zsocathie/kickstarter-project-statistics1.308381https://www.kaggle.com/socathie/kickstarter-pr...14910CC BY-NC-SA 4.0102Ready version: 1, 2016-11-01T05:37:42.683Z0.852941currency
37Global Food Prices743k Rows of Monthly Market Food Prices Across...### Context: \\nGlobal food price fluctuations ...2017-08-03T20:52:44.033Zjboysen/global-food-prices4.624870https://www.kaggle.com/jboysen/global-food-prices23663Other (specified in description)6Ready version: 1, 2017-08-03T20:52:44.033Z0.852941currency
.............................................
135Fake-News-DatasetTwo fake news datasets covering seven differen...## Introduction\\nThis describes two fake news ...2019-04-19T08:39:12.863Zsumanthvrao/fakenewsdataset2.084538https://www.kaggle.com/sumanthvrao/fakenewsdat...1165Unknown2Ready version: 3, 2019-04-19T08:39:12.863Z0.562500fake news
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...0.003657https://www.kaggle.com/luigimersico/exchange-r...3102Unknown2Ready version: 1, 2017-06-15T14:52:31.757Z0.529412currencies
65GAFA stock pricesGAFA (Google, Apple, Facebook, Amazon) stock p...GAFA (Google, Apple, Facebook, Amazon) stock p...2018-04-22T21:07:52.127Zstexo92/gafa-stock-prices0.407127https://www.kaggle.com/stexo92/gafa-stock-prices5740CC0: Public Domain2Ready version: 1, 2018-04-22T21:07:52.127Z0.529412finance
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2.065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0135CC0: Public Domain0Ready version: 1, 2017-10-24T13:38:46.13Z0.500000fake news
39EURO-USD History Data (1 Min Interval 2002-2017)History EURO/USD currency data2018-05-10T04:01:10.467Zveidak/eurousd-history-data-1-min-interval-200...48.082155https://www.kaggle.com/veidak/eurousd-history-...286CC0: Public Domain0Ready version: 1, 2018-05-10T04:01:10.467Z0.500000currency
55Hourly GBPUSD w Technical Indicators (2000-2019)Time Series Forecasting for Forex### Context\\n\\nPossible prediction of the next...2019-04-23T02:16:18.47Zcfchan/hourly-gbpusd-w-technical-indicators-20...17.862885https://www.kaggle.com/cfchan/hourly-gbpusd-w-...532Unknown1Ready version: 1, 2019-04-23T02:16:18.47Z0.470588forex
47Daily USDJPY (2000-2019) with Technical Indica...For Time Series Prediction of Forex### Context\\n\\nPossible time series prediction...2019-04-19T14:02:19.243Zcfchan/daily-usdjpy-20002019-with-technical-in...0.594757https://www.kaggle.com/cfchan/daily-usdjpy-200...430Unknown1Ready version: 1, 2019-04-19T14:02:19.243Z0.470588forex
82BTC orderbook historyBTC/JPY and BTC/USD orderbook history from som...2018-08-19T08:30:52.583Zvochicong/btc-historical-data76.232700https://www.kaggle.com/vochicong/btc-historica...182Unknown1Ready version: 1, 2018-08-19T08:30:52.583Z0.470588exchanges
3Currencies### Context\\n\\nThis is a different timeframe c...2017-09-24T19:50:59.687Zmitillo/currencies1.151577https://www.kaggle.com/mitillo/currencies0134Unknown1Ready version: 3, 2017-09-24T19:50:59.687Z0.411765currencies
81Bitcoin marketsExchanges daily data10 different exchanges daily data from 01/01/2...2018-04-10T08:24:51.66Zgorgia/bitcoin-markets0.150843https://www.kaggle.com/gorgia/bitcoin-markets062CC0: Public Domain1Ready version: 2, 2018-04-10T08:24:51.66Z0.411765exchanges
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
70ticks: bitcoin, ethereum,litecoin, rippleFinance, Trading, Cryptocurrency2018-09-24T06:28:23.997Zalbala/ticks-bitcoin-ethereumlitecoin-ripple37.397747https://www.kaggle.com/albala/ticks-bitcoin-et...0109Database: Open Database, Contents: © Original ...1Ready version: 1, 2018-09-24T06:28:23.997Z0.352941finance
50forex_strategy_results_first2019-05-07T08:28:25.523Zsinusgamma/forex-strategy-results-first0.076240https://www.kaggle.com/sinusgamma/forex-strate...01CC0: Public Domain2Ready version: 1, 2019-05-07T08:28:25.523Z0.294118forex
49forex_strategy_results_next2019-05-11T19:14:43.487Zsinusgamma/forex-strategy-results-next0.125853https://www.kaggle.com/sinusgamma/forex-strate...03CC0: Public Domain2Ready version: 1, 2019-05-11T19:14:43.487Z0.294118forex
133Fake News detection2017-12-07T20:39:58Zjruvika/fake-news-detection5.123582https://www.kaggle.com/jruvika/fake-news-detec...01453Database: Open Database, Contents: © Original ...6Ready version: 1, 2017-12-07T20:39:58Z0.294118fake news
67finance study2017-11-04T20:05:21.893Ztusharpatil15/finance-study3.118831https://www.kaggle.com/tusharpatil15/finance-s...0374CC BY-NC-SA 4.00Ready version: 1, 2017-11-04T20:05:21.893Z0.250000finance
35IndianNew Currency Notes2018-10-11T14:00:34.55Ztrnpandey/indiannew-currency-notes11.519162https://www.kaggle.com/trnpandey/indiannew-cur...046Data files © Original Authors1Ready version: 1, 2018-10-11T14:00:34.55Z0.250000currency
45Forex Data Source2018-04-29T15:42:10.233Zmannir/forex-data-source3.294470https://www.kaggle.com/mannir/forex-data-source067GPL 20Ready version: 1, 2018-04-29T15:42:10.233Z0.235294forex
141Fake newsFor Fake news detection using Machine Learning2019-05-20T05:02:15.39Zmohit28rawat/fake-news48.165856https://www.kaggle.com/mohit28rawat/fake-news027Unknown2Ready version: 1, 2019-05-20T05:02:15.39Z0.235294fake news
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
73finance2019-06-16T06:03:58.25Zhuskylovers/finance733.757334https://www.kaggle.com/huskylovers/finance011Unknown5Ready version: 1, 2019-06-16T06:03:58.25Z0.187500finance
54eur_doll_forex2018-12-14T12:11:00.983Zmycorino/eur-doll-forex47.059451https://www.kaggle.com/mycorino/eur-doll-forex036Unknown3Ready version: 1, 2018-12-14T12:11:00.983Z0.187500forex
53Forex Oracle OffersCustomers Information2018-11-22T00:58:54.9Zforexoracle/forex-oracle-offers0.368301https://www.kaggle.com/forexoracle/forex-oracl...012Other (specified in description)1Ready version: 1, 2018-11-22T00:58:54.9Z0.187500forex
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210.153734https://www.kaggle.com/ad6398/aossie-fake-news...06Unknown2Ready version: 1, 2019-06-21T12:54:16.217Z0.176471fake news
48Forex RSI and BBPP multiperiod (m1-h4)2018-11-11T11:52:30.603Zyurisa2/forex-rsi-and-bbpp-multiperiod-m1h45565.310574https://www.kaggle.com/yurisa2/forex-rsi-and-b...093Unknown2Ready version: 2, 2018-11-11T11:52:30.603Z0.176471forex
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset0.435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0178Unknown1Ready version: 1, 2019-01-21T09:47:48.09Z0.176471fake news
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36.090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...066Unknown1Ready version: 1, 2018-11-24T02:31:59.66Z0.125000fake news
33Nepali Currency2018-10-31T18:15:52.017Zthevirusx3/nepali-currency1073.942714https://www.kaggle.com/thevirusx3/nepali-currency012Unknown1Ready version: 4, 2018-10-31T18:15:52.017Z0.125000currency
52Forex & Crypto & Bonds & Indices & Commodities2019-04-06T10:18:49.68Zcrtatu/forex-crypto-bonds-indices-commodities391.518080https://www.kaggle.com/crtatu/forex-crypto-bon...024Unknown1Ready version: 1, 2019-04-06T10:18:49.68Z0.117647forex
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519.121643https://www.kaggle.com/pontes/fake-news-sample0231Unknown1Ready version: 1, 2018-09-24T20:12:03.817Z0.117647fake news
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Tweets Dataset \n", - "125 One Week of Global News Feeds \n", - "6 World Coins \n", - "78 Daily News for Stock Market Prediction \n", - "88 Enrico's Email Flows \n", - "145 Who starts and who debunks rumors \n", - "92 Sentiment140 dataset with 1.6 million tweets \n", - "118 Daily News for Stock Market Prediction \n", - "84 Cryptocurrencies \n", - "119 Hacker News Posts \n", - "19 Kickstarter videogames released on Steam \n", - "86 Movie Dialog Corpus \n", - "117 News Aggregator Dataset \n", - "96 Tweets Targeting Isis \n", - "100 Election Day Tweets \n", - "72 New York Stock Exchange \n", - "77 Credit Card Fraud Detection \n", - "32 Kickstarter Project Statistics \n", - "37 Global Food Prices \n", - ".. ... \n", - "135 Fake-News-Dataset \n", - "7 Exchange rate BRIC currencies/US dollar \n", - "65 GAFA stock prices \n", - "143 Snopes_fake_legit_news \n", - "39 EURO-USD History Data (1 Min Interval 2002-2017) \n", - "55 Hourly GBPUSD w Technical Indicators (2000-2019) \n", - "47 Daily USDJPY (2000-2019) with Technical Indica... \n", - "82 BTC orderbook history \n", - "3 Currencies \n", - "81 Bitcoin markets \n", - "147 Fake News Detection Dataset \n", - "70 ticks: bitcoin, ethereum,litecoin, ripple \n", - "50 forex_strategy_results_first \n", - "49 forex_strategy_results_next \n", - "133 Fake News detection \n", - "67 finance study \n", - "35 IndianNew Currency Notes \n", - "45 Forex Data Source \n", - "141 Fake news \n", - "144 Not Fake News \n", - "73 finance \n", - "54 eur_doll_forex \n", - "53 Forex Oracle Offers \n", - "149 AOSSIE: Fake News Detection datasets \n", - "48 Forex RSI and BBPP multiperiod (m1-h4) \n", - "140 Fake News Detection Dataset \n", - "146 WSDM - Fake News Classification \n", - "33 Nepali Currency \n", - "52 Forex & Crypto & Bonds & Indices & Commodities \n", - "137 Fake News Sample \n", - "\n", - " subtitle \\\n", - "95 May 18th 2019, 180k+ tweets \n", - "80 Bitcoin data at 1-min intervals from select ex... \n", - "28 Bitcoin data at 1-min intervals from select ex... \n", - "136 High quality dataset for the task of Sarcasm D... \n", - "64 25k+ Mutual Funds and 2k+ ETFs scraped from Ya... \n", - "130 With Article Titles, Descriptions, Cover Image... \n", - "26 Historical crypto currency data from the Bitfi... \n", - "113 Identify the type of news based on headlines a... \n", - "74 Bitcoin data at 1-min intervals from select ex... \n", - "120 High quality dataset for the task of Sarcasm D... \n", - "116 News headlines published over a period of 15 Y... \n", - "105 People reacting to Nike's endorsement of Colin... \n", - "125 7 days of tracking 20k news feeds worldwide \n", - "6 A collection of coin images from 32 different ... \n", - "78 Using 8 years daily news headlines to predict ... \n", - "88 Anonymized Metadata (i.e. sender, receivers, d... \n", - "145 Webpages cited by rumor trackers \n", - "92 Sentiment analysis with tweets \n", - "118 Using 8 years daily news headlines to predict ... \n", - "84 Historical price data for 1200 cryptocurrencie... \n", - "119 Hacker News posts from the past 12 months (inc... \n", - "19 A dataset collected from Kickstarter and SteamSpy \n", - "86 A metadata-rich collection of fictional conver... \n", - "117 Headlines and categories of 400k news stories ... \n", - "96 General tweets about Isis & related words \n", - "100 Tweets scraped from Twitter on November 8, 2016 \n", - "72 S&P 500 companies historical prices with funda... \n", - "77 Anonymized credit card transactions labeled as... \n", - "32 4000 live projects plus 4000 most backed projects \n", - "37 743k Rows of Monthly Market Food Prices Across... \n", - ".. ... \n", - "135 Two fake news datasets covering seven differen... \n", - "7 historical data monthly frequencies 01/07/1997... \n", - "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", - "143 Articles taken by Snopes.com \n", - "39 History EURO/USD currency data \n", - "55 Time Series Forecasting for Forex \n", - "47 For Time Series Prediction of Forex \n", - "82 BTC/JPY and BTC/USD orderbook history from som... \n", - "3 \n", - "81 Exchanges daily data \n", - "147 \n", - "70 Finance, Trading, Cryptocurrency \n", - "50 \n", - "49 \n", - "133 \n", - "67 \n", - "35 \n", - "45 \n", - "141 For Fake news detection using Machine Learning \n", - "144 \n", - "73 \n", - "54 \n", - "53 Customers Information \n", - "149 \n", - "48 \n", - "140 Detection of Fake News \n", - "146 \n", - "33 \n", - "52 \n", - "137 \n", - "\n", - " description \\\n", - "95 ### Context\\n\\nDuring the 2019 Australian elec... \n", - "80 ### Context \\nBitcoin is the longest running a... \n", - "28 ### Context \\nBitcoin is the longest running a... \n", - "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", - "64 ### Context\\n\\nETFs represent a cheap alternat... \n", - "130 A collections of news articles in Traditional ... \n", - "26 ## About this dataset\\n\\nWith the rise of cryp... \n", - "113 # Context\\nThis dataset contains around 200k n... \n", - "74 ### Context \\nBitcoin is the longest running a... \n", - "120 #Context\\n\\nPast studies in Sarcasm Detection ... \n", - "116 ### Context\\n\\nThis contains data of news head... \n", - "105 ### Context\\nNike just announced its partnersh... \n", - "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", - "6 ### Context\\n\\nI put together this dataset whe... \n", - "78 Actually, I prepare this dataset for students ... \n", - "88 ### Context\\n\\nEmail archives are a great sour... \n", - "145 # Context \\n\\n[Emergent.info](http://www.emerg... \n", - "92 ### Context\\n\\nThis is the sentiment140 datase... \n", - "118 Actually, I prepare this dataset for students ... \n", - "84 ### Context\\n\\nThousands of cryptocurrencies h... \n", - "119 This data set is Hacker News posts from the la... \n", - "19 ### Context\\n\\nI have generated this set of au... \n", - "86 ### Context\\nThis corpus contains a metadata-r... \n", - "117 This dataset contains headlines, URLs, and cat... \n", - "96 Context\\n-------\\n\\nThe image at the top of th... \n", - "100 Tweets scraped by [Chris Albon](https://github... \n", - "72 # Context \\n\\nThis dataset is a playground for... \n", - "77 Context\\n---------\\n\\nIt is important that cre... \n", - "32 Crowdfunding has become one of the main source... \n", - "37 ### Context: \\nGlobal food price fluctuations ... \n", - ".. ... \n", - "135 ## Introduction\\nThis describes two fake news ... \n", - "7 ### Content\\n\\nover 10 years of historical exc... \n", - "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", - "143 ### Context\\n\\nI did this in order to share th... \n", - "39 \n", - "55 ### Context\\n\\nPossible prediction of the next... \n", - "47 ### Context\\n\\nPossible time series prediction... \n", - "82 \n", - "3 ### Context\\n\\nThis is a different timeframe c... \n", - "81 10 different exchanges daily data from 01/01/2... \n", - "147 \n", - "70 \n", - "50 \n", - "49 \n", - "133 \n", - "67 \n", - "35 \n", - "45 \n", - "141 \n", - "144 \n", - "73 \n", - "54 \n", - "53 \n", - "149 \n", - "48 \n", - "140 \n", - "146 \n", - "33 \n", - "52 \n", - 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"52 24 Unknown \n", - "137 231 Unknown \n", - "\n", - " kernelCount lastVersion \\\n", - "95 8 Ready version: 2, 2019-05-21T09:41:38.763Z \n", - "80 128 Ready version: 16, 2019-03-15T16:22:58.397Z \n", - "28 128 Ready version: 16, 2019-03-15T16:22:58.397Z \n", - "136 48 Ready version: 2, 2019-07-03T23:52:57.127Z \n", - "64 2 Ready version: 3, 2019-05-04T02:00:37.827Z \n", - "130 4 Ready version: 7, 2019-07-11T17:01:17.377Z \n", - "26 2 Ready version: 2, 2019-07-09T21:25:22.227Z \n", - "113 22 Ready version: 2, 2018-12-02T04:09:45.777Z \n", - "74 128 Ready version: 16, 2019-03-15T16:22:58.397Z \n", - "120 48 Ready version: 2, 2019-07-03T23:52:57.127Z \n", - "116 49 Ready version: 8, 2019-06-13T18:14:28.073Z \n", - "105 6 Ready version: 3, 2018-09-08T16:32:37.09Z \n", - "125 8 Ready version: 4, 2019-04-10T15:05:18.423Z \n", - "6 1 Ready version: 1, 2019-03-27T09:26:10.133Z \n", - "78 306 Ready version: 1, 2016-08-25T16:56:51.32Z \n", - "88 1 Ready version: 1, 2018-03-21T10:10:40.373Z \n", - 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"84 0.882353 exchanges \n", - "119 0.882353 news \n", - "19 0.875000 currencies \n", - "86 0.875000 exchanges \n", - "117 0.875000 news \n", - "96 0.875000 tweets \n", - "100 0.875000 tweets \n", - "72 0.852941 finance \n", - "77 0.852941 finance \n", - "32 0.852941 currency \n", - "37 0.852941 currency \n", - ".. ... ... \n", - "135 0.562500 fake news \n", - "7 0.529412 currencies \n", - "65 0.529412 finance \n", - "143 0.500000 fake news \n", - "39 0.500000 currency \n", - "55 0.470588 forex \n", - "47 0.470588 forex \n", - "82 0.470588 exchanges \n", - "3 0.411765 currencies \n", - "81 0.411765 exchanges \n", - "147 0.375000 fake news \n", - "70 0.352941 finance \n", - "50 0.294118 forex \n", - "49 0.294118 forex \n", - "133 0.294118 fake news \n", - "67 0.250000 finance \n", - "35 0.250000 currency \n", - "45 0.235294 forex \n", - "141 0.235294 fake news \n", - "144 0.235294 fake news \n", - "73 0.187500 finance \n", - "54 0.187500 forex \n", - "53 0.187500 forex \n", - "149 0.176471 fake news \n", - "48 0.176471 forex \n", - "140 0.176471 fake news \n", - "146 0.125000 fake news \n", - "33 0.125000 currency \n", - "52 0.117647 forex \n", - "137 0.117647 fake news \n", - "\n", - "[152 rows x 14 columns]" - ] - }, - "execution_count": 247, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dataset.sort_values(['usabilityRating'],ascending=False)" ] @@ -6446,1679 +514,442 @@ }, { "cell_type": "code", - "execution_count": 249, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset.sort_values(['totalGigaBytes'],ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### El más utilizado." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset.sort_values(['kernelCount'],ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Web scraping." + ] + }, + { + "cell_type": "markdown", "metadata": {}, - 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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
16Ethereum BlockchainComplete live historical Ethereum blockchain d...## Context\\n\\nBitcoin and other cryptocurrenci...2019-03-04T14:57:55.953Zbigquery/ethereum-blockchain910127.001043https://www.kaggle.com/bigquery/ethereum-block...50CC0: Public Domain20Ready version: 4, 2019-03-04T14:57:55.953Z0.705882currencies
112Hacker NewsAll posts from Y Combinator's social news webs...### Context\\n\\nThis dataset contains all stori...2019-02-12T00:34:51.853Zhacker-news/hacker-news15883.923392https://www.kaggle.com/hacker-news/hacker-news40CC0: Public Domain1495Ready version: 2, 2019-02-12T00:34:51.853Z0.705882news
48Forex RSI and BBPP multiperiod (m1-h4)2018-11-11T11:52:30.603Zyurisa2/forex-rsi-and-bbpp-multiperiod-m1h45565.310574https://www.kaggle.com/yurisa2/forex-rsi-and-b...093Unknown2Ready version: 2, 2018-11-11T11:52:30.603Z0.176471forex
131Old NewspapersA cleaned subset of HC Corpora newspapers### Context\\n\\nThe [HC Corpora](https://web.ar...2017-11-16T04:53:55.98Zalvations/old-newspapers2196.786581https://www.kaggle.com/alvations/old-newspapers4847CC0: Public Domain3Ready version: 6, 2017-11-16T04:53:55.98Z0.750000news
76NYC Parking Tickets42.3M Rows of Parking Ticket Data, Aug 2013-Ju...### Context\\n\\nThe NYC Department of Finance c...2017-10-26T18:47:45.14Znew-york-city/nyc-parking-tickets2171.622562https://www.kaggle.com/new-york-city/nyc-parki...48074CC0: Public Domain6Ready version: 2, 2017-10-26T18:47:45.14Z0.823529finance
25Iraqi Money العملة العراقيةObject detection dataset for Iraqi currency### Object detection dataset for Iraqi currenc...2018-08-23T09:28:29.143Zhusamaamer/iraqi-currency-1435.021165https://www.kaggle.com/husamaamer/iraqi-currency-440Unknown2Ready version: 2, 2018-08-23T09:28:29.143Z0.687500currency
33Nepali Currency2018-10-31T18:15:52.017Zthevirusx3/nepali-currency1073.942714https://www.kaggle.com/thevirusx3/nepali-currency012Unknown1Ready version: 4, 2018-10-31T18:15:52.017Z0.125000currency
44EURUSD jan/2014 - oct/2018Forex with a ton of indicators, MQL5 retrieved...Forex with a ton of indicators, MQL5 retrieved...2018-10-04T01:37:53Zyurisa2/eurusd-2014-20181017.438780https://www.kaggle.com/yurisa2/eurusd-2014-2018474CC0: Public Domain2Ready version: 3, 2018-10-04T01:37:53Z0.647059forex
24Binance Crypto KlinesMinutely crypto currency open/close prices, hi...### Context\\n\\nEach file contains klines for 1...2018-04-08T09:58:41.477Zbinance/binance-crypto-klines1004.510014https://www.kaggle.com/binance/binance-crypto-...5486CC0: Public Domain1Ready version: 5, 2018-04-08T09:58:41.477Z0.750000currency
68Lending Club Loan DataAnalyze Lending Club's issued loansThese files contain complete loan data for all...2019-03-18T18:43:12.857Zwendykan/lending-club-loan-data736.483000https://www.kaggle.com/wendykan/lending-club-l...153334Unknown584Ready version: 1, 2019-03-18T18:43:12.857Z0.735294finance
73finance2019-06-16T06:03:58.25Zhuskylovers/finance733.757334https://www.kaggle.com/huskylovers/finance011Unknown5Ready version: 1, 2019-06-16T06:03:58.25Z0.187500finance
126Hacker News CorpusA subset of all Hacker News articles### Context\\n\\nThis dataset contains a randomi...2017-06-29T20:16:20.2Zhacker-news/hacker-news-corpus667.291612https://www.kaggle.com/hacker-news/hacker-news...2674Other (specified in description)4Ready version: 2, 2017-06-29T20:16:20.2Z0.823529news
85AMEX, NYSE, NASDAQ stock historiesDaily historical data of over 8,000 stocks tra...# AMEX, NYSE, and NASDAQ stocks histories\\n###...2019-04-21T05:25:28.943Zqks1lver/amex-nyse-nasdaq-stock-histories526.877452https://www.kaggle.com/qks1lver/amex-nyse-nasd...42578CC BY-SA 4.05Ready version: 7, 2019-04-21T05:25:28.943Z0.764706exchanges
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519.121643https://www.kaggle.com/pontes/fake-news-sample0231Unknown1Ready version: 1, 2018-09-24T20:12:03.817Z0.117647fake news
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480.602984https://www.kaggle.com/wanderdust/coin-images469Other (specified in description)1Ready version: 1, 2019-03-27T09:26:10.133Z0.937500currencies
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393.638972https://www.kaggle.com/tencars/392-crypto-curr...394CC BY-SA 4.02Ready version: 2, 2019-07-09T21:25:22.227Z1.000000currency
52Forex & Crypto & Bonds & Indices & Commodities2019-04-06T10:18:49.68Zcrtatu/forex-crypto-bonds-indices-commodities391.518080https://www.kaggle.com/crtatu/forex-crypto-bon...024Unknown1Ready version: 1, 2019-04-06T10:18:49.68Z0.117647forex
79NYS Campaign Finance Filers and FilingsFrom New York State Open Data### Content \\n\\nMore details about each file ...2019-07-03T09:42:54.753Znew-york-state/nys-campaign-finance-filers-and...361.934238https://www.kaggle.com/new-york-state/nys-camp...226CC0: Public Domain0Ready version: 39, 2019-07-03T09:42:54.753Z0.794118finance
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282.624224https://www.kaggle.com/therohk/global-news-week41047CC0: Public Domain8Ready version: 4, 2019-04-10T15:05:18.423Z0.941176news
115All the news143,000 articles from 15 American publicationsNOTE: A larger version of this dataset is now ...2017-08-20T05:58:47.09Zsnapcrack/all-the-news265.107114https://www.kaggle.com/snapcrack/all-the-news19747Unknown22Ready version: 4, 2017-08-20T05:58:47.09Z0.735294news
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210.153734https://www.kaggle.com/ad6398/aossie-fake-news...06Unknown2Ready version: 1, 2019-06-21T12:54:16.217Z0.176471fake news
127News of the Brazilian Newspaper167.053 news of the site Folha de São Paulo (B...### Content\\n\\nThe dataset consists of 167.053...2019-06-05T03:33:51.58Zmarlesson/news-of-the-site-folhauol193.086895https://www.kaggle.com/marlesson/news-of-the-s...3947CC0: Public Domain7Ready version: 2, 2019-06-05T03:33:51.58Z0.705882news
91NY Multi Agency PermitsFrom New York City Open Data### Content \\n\\nThe Multi Agency Permits data...2019-03-06T06:48:48.45Znew-york-city/ny-multi-agency-permits190.748122https://www.kaggle.com/new-york-city/ny-multi-...119CC0: Public Domain0Ready version: 229, 2019-03-06T06:48:48.45Z0.764706exchanges
101Russian Troll Tweets3 million tweets from accounts associated with...# 3 million Russian troll tweets\\n\\nThis data ...2018-08-01T09:04:25.733Zfivethirtyeight/russian-troll-tweets183.447803https://www.kaggle.com/fivethirtyeight/russian...5938CC0: Public Domain5Ready version: 2, 2018-08-01T09:04:25.733Z0.705882tweets
75Consumer Complaint DatabaseConsumer Finance Complaints (Bureau of Consume...### Context\\n\\nThese are real world complaints...2019-05-13T16:17:54.08Zselener/consumer-complaint-database179.716209https://www.kaggle.com/selener/consumer-compla...3132U.S. Government Works2Ready version: 1, 2019-05-13T16:17:54.08Z0.823529finance
128The Examiner - SpamClickBait News DatasetSiX Years of Crowd Sourced Journalism### Context\\n\\nPresenting a compendium of crow...2019-06-22T12:03:21.843Ztherohk/examine-the-examiner148.217226https://www.kaggle.com/therohk/examine-the-exa...3821CC0: Public Domain4Ready version: 6, 2019-06-22T12:03:21.843Z0.823529news
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
43EUR USD Forex Pair Historical Data (2002 - 2019)Historical Data from Oanda### Content\\n\\nThis dataset contains historica...2019-03-02T11:17:43.19Zimetomi/eur-usd-forex-pair-historical-data-200...107.197636https://www.kaggle.com/imetomi/eur-usd-forex-p...5298GNU Affero General Public License 3.03Ready version: 1, 2019-03-02T11:17:43.19Z0.823529forex
.............................................
47Daily USDJPY (2000-2019) with Technical Indica...For Time Series Prediction of Forex### Context\\n\\nPossible time series prediction...2019-04-19T14:02:19.243Zcfchan/daily-usdjpy-20002019-with-technical-in...0.594757https://www.kaggle.com/cfchan/daily-usdjpy-200...430Unknown1Ready version: 1, 2019-04-19T14:02:19.243Z0.470588forex
99(Better) - Donald Trump Tweets!A collection of all of Donald Trump tweets--be...# Context \\nUnlike [This][1] dataset, (which p...2017-04-16T04:24:29.33Zkingburrito666/better-donald-trump-tweets0.583499https://www.kaggle.com/kingburrito666/better-d...22168Unknown30Ready version: 2, 2017-04-16T04:24:29.33Z0.705882tweets
150Boatos de WhatsApp e outros do BoatosOrg (pt +...1900 boatos (pt) + 130 rumores (es) desmentido...### Contexto\\n\\nBoatos são compartilhados em m...2018-10-24T22:31:23.51Zrogeriochaves/boatos-de-whatsapp-boatosorg0.444433https://www.kaggle.com/rogeriochaves/boatos-de...166CC0: Public Domain1Ready version: 4, 2018-10-24T22:31:23.51Z0.647059fake news
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset0.435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0178Unknown1Ready version: 1, 2019-01-21T09:47:48.09Z0.176471fake news
65GAFA stock pricesGAFA (Google, Apple, Facebook, Amazon) stock p...GAFA (Google, Apple, Facebook, Amazon) stock p...2018-04-22T21:07:52.127Zstexo92/gafa-stock-prices0.407127https://www.kaggle.com/stexo92/gafa-stock-prices5740CC0: Public Domain2Ready version: 1, 2018-04-22T21:07:52.127Z0.529412finance
41FOREX: EURUSD dataset3 years of winning trades in EURUSD 4H, 99 fea...### Context\\nForex is the largest market in th...2017-09-05T02:05:55.703Zrsalaschile/forex-eurusd-dataset0.400495https://www.kaggle.com/rsalaschile/forex-eurus...0895CC0: Public Domain1Ready version: 1, 2017-09-05T02:05:55.703Z0.705882forex
53Forex Oracle OffersCustomers Information2018-11-22T00:58:54.9Zforexoracle/forex-oracle-offers0.368301https://www.kaggle.com/forexoracle/forex-oracl...012Other (specified in description)1Ready version: 1, 2018-11-22T00:58:54.9Z0.187500forex
18Predict Future Sales SupplementaryDataset provides some supplementary data for P...# Kaggle Challenge: Predict Future Sales.\\nThi...2018-05-10T13:07:40.25Zkazimanil/predict-future-sales-supplementary0.354256https://www.kaggle.com/kazimanil/predict-futur...1241Database: Open Database, Contents: Database Co...4Ready version: 3, 2018-05-10T13:07:40.25Z0.764706currencies
11Complete Historical Cryptocurrency Financial DataTop 200 Cryptocurrencies by Marketcap**Context**\\n\\nRecent growing interest in cryp...2019-04-25T00:37:10.423Zphilmohun/cryptocurrency-financial-data0.348672https://www.kaggle.com/philmohun/cryptocurrenc...42844CC0: Public Domain4Ready version: 3, 2019-04-25T00:37:10.423Z0.852941currencies
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data0.313499https://www.kaggle.com/anasshahid88/crypto-mar...3163CC0: Public Domain0Ready version: 1, 2018-05-08T14:38:02.187Z0.647059currencies
56FX USD/JPY PredictionJan 2017 Martket Data(Lightweight CSV)### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC...2017-08-09T10:59:10.39Zdaiearth22/fx-usdjpy-prediction0.304973https://www.kaggle.com/daiearth22/fx-usdjpy-pr...067CC0: Public Domain0Ready version: 1, 2017-08-09T10:59:10.39Z0.647059forex
51Foreign Exchange (FX) Prediction - USD/JPYJan 2017 Martket Data(Lightweight CSV)Context\\n\\nComing Soon\\n\\nContent\\n\\nComing So...2017-08-13T06:26:53.733Zteam-ai/foreign-exchange-fx-prediction-usdjpy0.292600https://www.kaggle.com/team-ai/foreign-exchang...2338CC0: Public Domain4Ready version: 1, 2017-08-13T06:26:53.733Z0.823529forex
34Russian Financial IndicatorsDataset of Currency Rates### Context\\n\\nThis data was extracted from th...2017-11-06T00:14:12.11Zolgabelitskaya/russian-financial-indicators0.278978https://www.kaggle.com/olgabelitskaya/russian-...097Other (specified in description)1Ready version: 1, 2017-11-06T00:14:12.11Z0.588235currency
46Deep Learning A-Z - ANN datasetKirill Eremenko \"Deep Learning A-Z™: Hands-On ...# Context \\n\\nThis is the dataset used in the ...2017-05-16T12:20:30.84Zfilippoo/deep-learning-az-ann0.272800https://www.kaggle.com/filippoo/deep-learning-...11414Unknown28Ready version: 1, 2017-05-16T12:20:30.84Z0.705882forex
61Campaign Finance versus Election ResultsCan an election be predicted from the precedin...# Context \\n\\nThis dataset was assembled to in...2016-12-07T21:14:32.993Zdanerbland/electionfinance0.217837https://www.kaggle.com/danerbland/electionfinance2943CC0: Public Domain7Ready version: 1, 2016-12-07T21:14:32.993Z0.823529finance
59binance criptos price from jun 2017 to may 2018Binance candlestick from jun 2017 to may 2018### Context\\nThis dataset content is related t...2018-06-06T19:55:02.727Zgabsgear/binance-criptos-price-from-jun-2017-t...0.187679https://www.kaggle.com/gabsgear/binance-cripto...276CC0: Public Domain1Ready version: 1, 2018-06-06T19:55:02.727Z0.647059forex
108Elon Musk Tweets, 2010 to 2017All Elon Musk Tweets from 2010 to 2017# Content\\n\\n - tweet id, contains tweet-stamp...2017-04-23T09:08:35.637Zkingburrito666/elon-musk-tweets0.178148https://www.kaggle.com/kingburrito666/elon-mus...3369Other (specified in description)11Ready version: 1, 2017-04-23T09:08:35.637Z0.823529tweets
104Elon Musk's TweetsTweets by @elonmusk from 2012 to 2017### Context\\n\\n[Elon Musk](https://en.wikipedi...2017-10-12T10:41:47.637Zkulgen/elon-musks-tweets0.171605https://www.kaggle.com/kulgen/elon-musks-tweets0898CC0: Public Domain7Ready version: 1, 2017-10-12T10:41:47.637Z0.588235tweets
81Bitcoin marketsExchanges daily data10 different exchanges daily data from 01/01/2...2018-04-10T08:24:51.66Zgorgia/bitcoin-markets0.150843https://www.kaggle.com/gorgia/bitcoin-markets062CC0: Public Domain1Ready version: 2, 2018-04-10T08:24:51.66Z0.411765exchanges
49forex_strategy_results_next2019-05-11T19:14:43.487Zsinusgamma/forex-strategy-results-next0.125853https://www.kaggle.com/sinusgamma/forex-strate...03CC0: Public Domain2Ready version: 1, 2019-05-11T19:14:43.487Z0.294118forex
69S&P index historical DataS&P Index Historical Data from Yahoo finance2017-12-06T22:08:32.46Zadityarajuladevi/sp-index-historical-data0.092820https://www.kaggle.com/adityarajuladevi/sp-ind...1147CC0: Public Domain3Ready version: 1, 2017-12-06T22:08:32.46Z0.588235finance
50forex_strategy_results_first2019-05-07T08:28:25.523Zsinusgamma/forex-strategy-results-first0.076240https://www.kaggle.com/sinusgamma/forex-strate...01CC0: Public Domain2Ready version: 1, 2019-05-07T08:28:25.523Z0.294118forex
148Fact-Checking Facebook Politics PagesHyperpartisan Facebook pages and misleading in...### Context\\n\\nDuring the 2016 US presidential...2017-06-05T19:09:40.407Zmrisdal/fact-checking-facebook-politics-pages0.046870https://www.kaggle.com/mrisdal/fact-checking-f...4633Unknown10Ready version: 1, 2017-06-05T19:09:40.407Z0.735294fake news
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
23Currency Exchange RateCurrency Exchange Rate from 1950-2017### Context\\n\\nThe data set consist currency e...2018-02-27T16:33:39.507Zsudhirnl7/currency-excahnge-rate0.026714https://www.kaggle.com/sudhirnl7/currency-exca...2182CC0: Public Domain1Ready version: 4, 2018-02-27T16:33:39.507Z0.735294currency
63Finance ₹ - IndiaStatewise India's finance detail from 1980 to ...**Connect/Follow me on [LinkedIn](http://link....2017-08-27T12:17:02.98Zrajanand/finance-india0.025746https://www.kaggle.com/rajanand/finance-india2985CC BY-SA 4.00Ready version: 1, 2017-08-27T12:17:02.98Z0.764706finance
58eur/usd03 08 2017 by minute# Context \\n\\nA day in the life or a forex tra...2017-03-11T10:46:02.16Zugnix911aalc/eurusd0.016910https://www.kaggle.com/ugnix911aalc/eurusd076CC0: Public Domain1Ready version: 1, 2017-03-11T10:46:02.16Z0.705882forex
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...0.003657https://www.kaggle.com/luigimersico/exchange-r...3102Unknown2Ready version: 1, 2017-06-15T14:52:31.757Z0.529412currencies
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
57GBP/USD Historical data (month)data to test accuracy and prediction### Context\\n\\ndata set for most dominant fore...2019-03-23T07:13:17.623Zmohsinsajjad/dataset0.001155https://www.kaggle.com/mohsinsajjad/dataset35Unknown1Ready version: 1, 2019-03-23T07:13:17.623Z0.705882forex
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"80 Bitcoin Historical Data \n", - "28 Bitcoin Historical Data \n", - "74 Bitcoin Historical Data \n", - "43 EUR USD Forex Pair Historical Data (2002 - 2019) \n", - ".. ... \n", - "47 Daily USDJPY (2000-2019) with Technical Indica... \n", - "99 (Better) - Donald Trump Tweets! \n", - "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... \n", - "140 Fake News Detection Dataset \n", - "65 GAFA stock prices \n", - "41 FOREX: EURUSD dataset \n", - "53 Forex Oracle Offers \n", - "18 Predict Future Sales Supplementary \n", - "11 Complete Historical Cryptocurrency Financial Data \n", - "15 Crypto Market Data \n", - "56 FX USD/JPY Prediction \n", - "51 Foreign Exchange (FX) Prediction - USD/JPY \n", - "34 Russian Financial Indicators \n", - "46 Deep Learning A-Z - ANN dataset \n", - "61 Campaign Finance versus Election Results \n", - "59 binance criptos price from jun 2017 to may 2018 \n", - "108 Elon Musk Tweets, 2010 to 2017 \n", - "104 Elon Musk's Tweets \n", - "81 Bitcoin markets \n", - "49 forex_strategy_results_next \n", - "69 S&P index historical Data \n", - "50 forex_strategy_results_first \n", - "148 Fact-Checking Facebook Politics Pages \n", - "147 Fake News Detection Dataset \n", - "23 Currency Exchange Rate \n", - "63 Finance ₹ - India \n", - "58 eur/usd \n", - "7 Exchange rate BRIC currencies/US dollar \n", - "144 Not Fake News \n", - "57 GBP/USD Historical data (month) \n", - "\n", - " subtitle \\\n", - "16 Complete live historical Ethereum blockchain d... \n", - "112 All posts from Y Combinator's social news webs... \n", - "48 \n", - "131 A cleaned subset of HC Corpora newspapers \n", - "76 42.3M Rows of Parking Ticket Data, Aug 2013-Ju... \n", - "25 Object detection dataset for Iraqi currency \n", - "33 \n", - "44 Forex with a ton of indicators, MQL5 retrieved... \n", - "24 Minutely crypto currency open/close prices, hi... \n", - "68 Analyze Lending Club's issued loans \n", - "73 \n", - "126 A subset of all Hacker News articles \n", - "85 Daily historical data of over 8,000 stocks tra... \n", - "137 \n", - "6 A collection of coin images from 32 different ... \n", - "26 Historical crypto currency data from the Bitfi... \n", - "52 \n", - "79 From New York State Open Data \n", - "125 7 days of tracking 20k news feeds worldwide \n", - "115 143,000 articles from 15 American publications \n", - "149 \n", - "127 167.053 news of the site Folha de São Paulo (B... \n", - "91 From New York City Open Data \n", - "101 3 million tweets from accounts associated with... \n", - "75 Consumer Finance Complaints (Bureau of Consume... \n", - "128 SiX Years of Crowd Sourced Journalism \n", - "80 Bitcoin data at 1-min intervals from select ex... \n", - "28 Bitcoin data at 1-min intervals from select ex... \n", - "74 Bitcoin data at 1-min intervals from select ex... \n", - "43 Historical Data from Oanda \n", - ".. ... \n", - "47 For Time Series Prediction of Forex \n", - "99 A collection of all of Donald Trump tweets--be... \n", - "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", - "140 Detection of Fake News \n", - "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", - "41 3 years of winning trades in EURUSD 4H, 99 fea... \n", - "53 Customers Information \n", - "18 Dataset provides some supplementary data for P... \n", - "11 Top 200 Cryptocurrencies by Marketcap \n", - "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", - "56 Jan 2017 Martket Data(Lightweight CSV) \n", - "51 Jan 2017 Martket Data(Lightweight CSV) \n", - "34 Dataset of Currency Rates \n", - "46 Kirill Eremenko \"Deep Learning A-Z™: Hands-On ... \n", - "61 Can an election be predicted from the precedin... \n", - "59 Binance candlestick from jun 2017 to may 2018 \n", - "108 All Elon Musk Tweets from 2010 to 2017 \n", - "104 Tweets by @elonmusk from 2012 to 2017 \n", - "81 Exchanges daily data \n", - "49 \n", - "69 S&P Index Historical Data from Yahoo finance \n", - "50 \n", - "148 Hyperpartisan Facebook pages and misleading in... \n", - "147 \n", - "23 Currency Exchange Rate from 1950-2017 \n", - "63 Statewise India's finance detail from 1980 to ... \n", - "58 03 08 2017 by minute \n", - "7 historical data monthly frequencies 01/07/1997... \n", - "144 \n", - "57 data to test accuracy and prediction \n", - "\n", - " description \\\n", - "16 ## Context\\n\\nBitcoin and other cryptocurrenci... \n", - "112 ### Context\\n\\nThis dataset contains all stori... \n", - "48 \n", - "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... \n", - "76 ### Context\\n\\nThe NYC Department of Finance c... \n", - "25 ### Object detection dataset for Iraqi currenc... \n", - "33 \n", - "44 Forex with a ton of indicators, MQL5 retrieved... \n", - "24 ### Context\\n\\nEach file contains klines for 1... \n", - "68 These files contain complete loan data for all... \n", - "73 \n", - "126 ### Context\\n\\nThis dataset contains a randomi... \n", - "85 # AMEX, NYSE, and NASDAQ stocks histories\\n###... \n", - "137 \n", - "6 ### Context\\n\\nI put together this dataset whe... \n", - "26 ## About this dataset\\n\\nWith the rise of cryp... \n", - "52 \n", - "79 ### Content \\n\\nMore details about each file ... \n", - "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", - "115 NOTE: A larger version of this dataset is now ... \n", - "149 \n", - "127 ### Content\\n\\nThe dataset consists of 167.053... \n", - "91 ### Content \\n\\nThe Multi Agency Permits data... \n", - "101 # 3 million Russian troll tweets\\n\\nThis data ... \n", - "75 ### Context\\n\\nThese are real world complaints... \n", - "128 ### Context\\n\\nPresenting a compendium of crow... \n", - "80 ### Context \\nBitcoin is the longest running a... \n", - "28 ### Context \\nBitcoin is the longest running a... \n", - "74 ### Context \\nBitcoin is the longest running a... \n", - "43 ### Content\\n\\nThis dataset contains historica... \n", - ".. ... \n", - "47 ### Context\\n\\nPossible time series prediction... \n", - "99 # Context \\nUnlike [This][1] dataset, (which p... \n", - "150 ### Contexto\\n\\nBoatos são compartilhados em m... \n", - "140 \n", - "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", - "41 ### Context\\nForex is the largest market in th... \n", - "53 \n", - "18 # Kaggle Challenge: Predict Future Sales.\\nThi... \n", - "11 **Context**\\n\\nRecent growing interest in cryp... \n", - "15 ### Context\\n\\nHistorical data for crypto curr... \n", - "56 ### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC... \n", - "51 Context\\n\\nComing Soon\\n\\nContent\\n\\nComing So... \n", - "34 ### Context\\n\\nThis data was extracted from th... \n", - "46 # Context \\n\\nThis is the dataset used in the ... \n", - "61 # Context \\n\\nThis dataset was assembled to in... \n", - "59 ### Context\\nThis dataset content is related t... \n", - "108 # Content\\n\\n - tweet id, contains tweet-stamp... \n", - "104 ### Context\\n\\n[Elon Musk](https://en.wikipedi... \n", - "81 10 different exchanges daily data from 01/01/2... \n", - "49 \n", - "69 \n", - "50 \n", - "148 ### Context\\n\\nDuring the 2016 US presidential... \n", - "147 \n", - "23 ### Context\\n\\nThe data set consist currency e... \n", - "63 **Connect/Follow me on [LinkedIn](http://link.... \n", - "58 # Context \\n\\nA day in the life or a forex tra... \n", - "7 ### Content\\n\\nover 10 years of historical exc... \n", - "144 \n", - "57 ### Context\\n\\ndata set for most dominant fore... \n", - "\n", - " lastUpdated \\\n", - "16 2019-03-04T14:57:55.953Z \n", - "112 2019-02-12T00:34:51.853Z \n", - "48 2018-11-11T11:52:30.603Z \n", - "131 2017-11-16T04:53:55.98Z \n", - "76 2017-10-26T18:47:45.14Z \n", - "25 2018-08-23T09:28:29.143Z \n", - "33 2018-10-31T18:15:52.017Z \n", - "44 2018-10-04T01:37:53Z \n", - "24 2018-04-08T09:58:41.477Z \n", - "68 2019-03-18T18:43:12.857Z \n", - "73 2019-06-16T06:03:58.25Z \n", - "126 2017-06-29T20:16:20.2Z \n", - "85 2019-04-21T05:25:28.943Z \n", - "137 2018-09-24T20:12:03.817Z \n", - "6 2019-03-27T09:26:10.133Z \n", - "26 2019-07-09T21:25:22.227Z \n", - "52 2019-04-06T10:18:49.68Z \n", - "79 2019-07-03T09:42:54.753Z \n", - "125 2019-04-10T15:05:18.423Z \n", - "115 2017-08-20T05:58:47.09Z \n", - "149 2019-06-21T12:54:16.217Z \n", - "127 2019-06-05T03:33:51.58Z \n", - 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".. ... ... \n", - "47 cfchan/daily-usdjpy-20002019-with-technical-in... 0.594757 \n", - "99 kingburrito666/better-donald-trump-tweets 0.583499 \n", - "150 rogeriochaves/boatos-de-whatsapp-boatosorg 0.444433 \n", - "140 ksaivenketpatro/fake-news-detection-dataset 0.435844 \n", - "65 stexo92/gafa-stock-prices 0.407127 \n", - "41 rsalaschile/forex-eurusd-dataset 0.400495 \n", - "53 forexoracle/forex-oracle-offers 0.368301 \n", - "18 kazimanil/predict-future-sales-supplementary 0.354256 \n", - "11 philmohun/cryptocurrency-financial-data 0.348672 \n", - "15 anasshahid88/crypto-market-data 0.313499 \n", - "56 daiearth22/fx-usdjpy-prediction 0.304973 \n", - "51 team-ai/foreign-exchange-fx-prediction-usdjpy 0.292600 \n", - "34 olgabelitskaya/russian-financial-indicators 0.278978 \n", - "46 filippoo/deep-learning-az-ann 0.272800 \n", - "61 danerbland/electionfinance 0.217837 \n", - "59 gabsgear/binance-criptos-price-from-jun-2017-t... 0.187679 \n", - "108 kingburrito666/elon-musk-tweets 0.178148 \n", - 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"61 0.823529 finance \n", - "59 0.647059 forex \n", - "108 0.823529 tweets \n", - "104 0.588235 tweets \n", - "81 0.411765 exchanges \n", - "49 0.294118 forex \n", - "69 0.588235 finance \n", - "50 0.294118 forex \n", - "148 0.735294 fake news \n", - "147 0.375000 fake news \n", - "23 0.735294 currency \n", - "63 0.764706 finance \n", - "58 0.705882 forex \n", - "7 0.529412 currencies \n", - "144 0.235294 fake news \n", - "57 0.705882 forex \n", - "\n", - "[152 rows x 14 columns]" - ] - }, - "execution_count": 249, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "dataset.sort_values(['totalGigaBytes'],ascending=False)" + "Algo que siempre me ha gustado son los modelos 3D, estos pueden ser útiles para empresas de videojuegos, para la industria de la animación y algunos otros sectores.\n", + "\n", + "La primera página que encontre con cientos de modelos de pago y gratuitos para descargar fue: https://www.turbosquid.com/\n", + "\n", + "Mi objetivo será hacer web scraping a su sitio y obtener información útil para cada uno de los modelos 3D diponibles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### El más utilizado." + "Generé la clase que utilizaré para realizar el scraping tomando como base el trabajo en el lab de web scraping avanzado." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class WebSpider:\n", + " \"\"\"\n", + " This is the constructor class to which you can pass a bunch of parameters. \n", + " These parameters are stored to the class instance variables so that the\n", + " class functions can access them later.\n", + " \n", + " url_pattern: the regex pattern of the web urls to scape\n", + " pages_to_scrape: how many pages to scrape\n", + " sleep_interval: the time interval in seconds to delay between requests. If <0, requests will not be delayed.\n", + " content_parser: a function reference that will extract the intended info from the scraped content.\n", + " \"\"\"\n", + " def __init__(self, url_pattern, pages_to_scrape=10, sleep_interval=-1, content_parser=None):\n", + " self.url_pattern = url_pattern\n", + " self.pages_to_scrape = pages_to_scrape\n", + " self.sleep_interval = sleep_interval\n", + " self.content_parser = content_parser\n", + " self.output = []\n", + " \"\"\"\n", + " Scrape the content of a single url.\n", + " \"\"\"\n", + " def scrape_url(self, url):\n", + " response = requests.get(url)\n", + " if str(response) != '':\n", + " print('Error en la respuesta del servidor',response)\n", + " elif str(response) == '':\n", + " print('Error en el limite de tiempo de respuesta del servidor')\n", + " elif str(response) == '':\n", + " print('Error demasiadas peticiones')\n", + " # I didn't find the SSL error but I add a 404 error catching.\n", + " elif str(response) == '':\n", + " print('No se encontro el contenido')\n", + " else:\n", + " result = self.content_parser(response.content)\n", + " self.output_results(result)\n", + " \n", + " \"\"\"\n", + " Export the scraped content. Right now it simply print out the results.\n", + " But in the future you can export the results into a text file or database.\n", + " \"\"\"\n", + " def output_results(self, r):\n", + " self.output.append(r)\n", + " print('Se agregaron %i url a la lista' % (len(r)))\n", + " \"\"\"\n", + " After the class is instantiated, call this function to start the scraping jobs.\n", + " This function uses a FOR loop to call `scrape_url()` for each url to scrape.\n", + " \"\"\"\n", + " def kickstart(self):\n", + " for i in range(1, self.pages_to_scrape+1):\n", + " if self.sleep_interval > 0:\n", + " time.sleep(self.sleep_interval)\n", + " self.scrape_url(self.url_pattern % i)\n", + " else:\n", + " self.scrape_url(self.url_pattern % i)\n", + " return self.output" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La estructura del sítio resulto ser no tan mala, sin duda una más que utiliza los div de manera impulsiva pero encontramos el url del modelo en los \"div\" de clase \"thumbnail thumbnail-md\".\n", + "\n", + "La estructura para el paginado es la siguiente:\n", + "\n", + "\"https://www.turbosquid.com/Search/3D-Models?page_num=2&sort_column=a5&sort_order=asc\"\n", + "\n", + "Ya que he utilizado sus herramientas de filtrado para ordenar de menor a mayor costo, y tener los modelos gratuitos al inicio.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Hacemos una prueba para la página 0\n", + "response = requests.get('https://www.turbosquid.com/Search/3D-Models?sort_column=a5&sort_order=asc')\n", + "print(response)\n", + "content = response.content\n", + "soup_prueba = BeautifulSoup(content,'html')\n", + "divs_modelos = soup_prueba.find_all('div',{'class':'thumbnail thumbnail-md'})\n", + "divs_modelos" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Para obtener el url del modelo necesitamos llegar a:\n", + "divs_modelos[0].select('a')[0]['href']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Aplicando esto a toda la página de prueba:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "urls_modelos = [div.select('a')[0]['href'] for div in divs_modelos]\n", + "urls_modelos" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print('Tenemos %i modelos por página' % len(urls_modelos))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print('Dentro de la página hay %i modelos' % (100*7668) )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Por lo tanto la función para el scraping de las url de los modelos queda de la siguiente forma:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def web_parser(content):\n", + " soup_prueba = BeautifulSoup(content,'html')\n", + " divs_modelos = soup_prueba.find_all('div',{'class':'thumbnail thumbnail-md'})\n", + " urls_modelos = [div.select('a')[0]['href'] for div in divs_modelos]\n", + " return urls_modelos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un siguiente paso es obtener información sobre cada uno de los modelos entrando a la url obtenida y realizar scraping de nuevo, en este caso nos interesa obtener la siguiente información:\n", + "\n", + "1. Nombre del modelo, div class productTitle\n", + "2. Dueño del modelo, div class productArtist\n", + "3. Precio del modelo, div class priceSection price\n", + "4. Licencia de uso, div class LicenseUses\n", + "5. Fecha de publicación\n", + "6. Formatos incluidos, tabla clase exchange\n", + "7. Categorias agregadas al modelo, accediendo al div class categorySection\n", + "8. Tags agragados al modelo, accediendo al div class tagSection\n", + "9. Descripción del modelo, accediendo al div class descriptionSection\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 3D models\n", + "# https://www.turbosquid.com/Search/3D-Models?sort_column=a5&sort_order=asc\n", + "URL_PATTERN = 'https://www.turbosquid.com/Search/3D-Models?page_num=%i&sort_column=a5&sort_order=asc' # regex pattern for the urls to scrape\n", + "PAGES_TO_SCRAPE = 10 # how many webpages to scrapge\n", + "SLEEP_INTERVAL = 1\n", + "\n", + "# Instantiate the IronhackSpider class\n", + "project_spider = WebSpider(URL_PATTERN,PAGES_TO_SCRAPE,SLEEP_INTERVAL, content_parser = web_parser)\n", + "\n", + "# Start scraping jobs\n", + "urls_modelos_pages = project_spider.kickstart()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Por el momento tenemos un problema en la lista de urls, ya que genera una lista de listas por cada página, por tanto procesaremos un poco la lista." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "urls_modelos = [url for lista in urls_modelos_pages for url in lista]\n", + "len(urls_modelos)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Definimos una nueva clase de Spider." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class ModelsSpider:\n", + " \"\"\"\n", + " This is the constructor class to which you can pass a bunch of parameters. \n", + " These parameters are stored to the class instance variables so that the\n", + " class functions can access them later.\n", + " \n", + " url_pattern: the regex pattern of the web urls to scape\n", + " pages_to_scrape: how many pages to scrape\n", + " sleep_interval: the time interval in seconds to delay between requests. If <0, requests will not be delayed.\n", + " content_parser: a function reference that will extract the intended info from the scraped content.\n", + " \"\"\"\n", + " def __init__(self, urls_pages, sleep_interval=-1, content_parser=None):\n", + " self.urls_pages = urls_pages\n", + " self.sleep_interval = sleep_interval\n", + " self.content_parser = content_parser\n", + " self.output = []\n", + " \"\"\"\n", + " Scrape the content of a single url.\n", + " \"\"\"\n", + " def scrape_url(self, url):\n", + " response = requests.get(url)\n", + " if str(response) != '':\n", + " print('Error en la respuesta del servidor',response)\n", + " elif str(response) == '':\n", + " print('Error en el limite de tiempo de respuesta del servidor')\n", + " elif str(response) == '':\n", + " print('Error demasiadas peticiones')\n", + " # I didn't find the SSL error but I add a 404 error catching.\n", + " elif str(response) == '':\n", + " print('No se encontro el contenido')\n", + " else:\n", + " result = self.content_parser(response.content)\n", + " self.output_results(result)\n", + " \n", + " \"\"\"\n", + " Export the scraped content. Right now it simply print out the results.\n", + " But in the future you can export the results into a text file or database.\n", + " \"\"\"\n", + " def output_results(self, r):\n", + " self.output.append(r)\n", + " \"\"\"\n", + " After the class is instantiated, call this function to start the scraping jobs.\n", + " This function uses a FOR loop to call `scrape_url()` for each url to scrape.\n", + " \"\"\"\n", + " def kickstart(self):\n", + " for i in self.urls_pages:\n", + " if self.sleep_interval > 0:\n", + " time.sleep(self.sleep_interval)\n", + " self.scrape_url(i)\n", + " else:\n", + " self.scrape_url(i)\n", + " return self.output" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Definimos un nuevo parser para extraer los datos de cada página." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def model_parser(content):\n", + " check_content = lambda x: True if x != [] else False\n", + " soup_prueba = BeautifulSoup(content,'html')\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'productTitle'})[0].select('h1')[0]['content'])\n", + " nombre = soup_prueba.find_all('div',{'class':'productTitle'})[0].select('h1')[0]['content']\n", + " except:\n", + " nombre = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'productArtist'})[0].text[3:])\n", + " dueño = soup_prueba.find_all('div',{'class':'productArtist'})[0].text[3:]\n", + " except:\n", + " dueño = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'priceSection price'})[0].text)\n", + " precio = soup_prueba.find_all('div',{'class':'priceSection price'})[0].text\n", + " except:\n", + " precio = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'LicenseUses'})[0].text)\n", + " licencia = soup_prueba.find_all('div',{'class':'LicenseUses'})[0].text\n", + " except:\n", + " licencia = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('table',{'class':'SpecificationTable'})[0].select('time')[0]['datetime'])\n", + " fecha_pub = soup_prueba.find_all('table',{'class':'SpecificationTable'})[0].select('time')[0]['datetime']\n", + " except:\n", + " fecha_pub = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('table',{'class':'exchange'})[0].text)\n", + " formatos = soup_prueba.find_all('table',{'class':'exchange'})[0].text\n", + " except:\n", + " formatos = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'FeatureGraphCategories'})[0].select('a'))\n", + " categorias = soup_prueba.find_all('div',{'class':'FeatureGraphCategories'})[0].select('a')\n", + " except:\n", + " categorias = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'tagSection'})[0].select('a'))\n", + " tags = soup_prueba.find_all('div',{'class':'tagSection'})[0].select('a')\n", + " except:\n", + " tags = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'descriptionSection'})[0].select('.descriptionContentParagraph')[0].text)\n", + " descripcion = soup_prueba.find_all('div',{'class':'descriptionSection'})[0].select('.descriptionContentParagraph')[0].text\n", + " except:\n", + " descripcion = ''\n", + " row_dataset = [nombre,dueño,precio,licencia,fecha_pub,formatos,categorias,tags,descripcion]\n", + " return row_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "SLEEP_INTERVAL = 0.5\n", + "\n", + "# Instantiate the IronhackSpider class\n", + "project_spider_models = ModelsSpider(urls_modelos,SLEEP_INTERVAL, content_parser = model_parser)\n", + "\n", + "# Start scraping jobs\n", + "rows_dataset = project_spider_models.kickstart()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_scraping = pd.DataFrame(rows_dataset)\n", + "dataset_scraping.columns = [['name_model','owner','price','license','published_date','formats_available','categories','tags','description']]\n", + "dataset_scraping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Por el momento he realizado el scraping a 10 páginas del sitio, con cien modelos, lo que representa 1000 requests. He mantenido este número por la posibilidad de que bloquen la dirección IP, sin embargo puede modificarse el parametro del primer Spider y tratar de obtener los url de todos los modelos disponibles." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Guardamos en archivo csv los resultados obtenidos.\n", + "dataset_scraping.to_csv('dataset_scraping.csv',index=False)" ] }, { "cell_type": "code", - "execution_count": 250, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -8129,1671 +960,1690 @@ " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "\n", + "
titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
77Credit Card Fraud DetectionAnonymized credit card transactions labeled as...Context\\n---------\\n\\nIt is important that cre...2018-03-23T01:17:27.913Zmlg-ulb/creditcardfraud69.155632https://www.kaggle.com/mlg-ulb/creditcardfraud3136202Database: Open Database, Contents: Database Co...2132Ready version: 3, 2018-03-23T01:17:27.913Z0.852941finance
112Hacker NewsAll posts from Y Combinator's social news webs...### Context\\n\\nThis dataset contains all stori...2019-02-12T00:34:51.853Zhacker-news/hacker-news15883.923392https://www.kaggle.com/hacker-news/hacker-news40CC0: Public Domain1495Ready version: 2, 2019-02-12T00:34:51.853Z0.705882news
68Lending Club Loan DataAnalyze Lending Club's issued loansThese files contain complete loan data for all...2019-03-18T18:43:12.857Zwendykan/lending-club-loan-data736.483000https://www.kaggle.com/wendykan/lending-club-l...153334Unknown584Ready version: 1, 2019-03-18T18:43:12.857Z0.735294finance
78Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353finance
118Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353news
36Kaggle Machine Learning & Data Science Survey ...A big picture view of the state of data scienc...### Context\\n\\nFor the first time, Kaggle cond...2017-10-27T22:03:03.417Zkaggle/kaggle-survey-20173.692041https://www.kaggle.com/kaggle/kaggle-survey-2017316028Database: Open Database, Contents: © Original ...296Ready version: 4, 2017-10-27T22:03:03.417Z0.823529currency
72New York Stock ExchangeS&P 500 companies historical prices with funda...# Context \\n\\nThis dataset is a playground for...2017-02-22T10:18:25.517Zdgawlik/nyse34.402357https://www.kaggle.com/dgawlik/nyse129443CC0: Public Domain271Ready version: 3, 2017-02-22T10:18:25.517Z0.852941finance
20Demonetization in India Twitter DataData extracted from Twitter regarding the rece...# Context\\n\\nThe **demonetization of ₹500 and ...2017-04-21T17:35:02.253Zarathee2/demonetization-in-india-twitter-data0.990156https://www.kaggle.com/arathee2/demonetization...44779Unknown171Ready version: 3, 2017-04-21T17:35:02.253Z0.735294currency
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
109First GOP Debate Twitter SentimentAnalyze tweets on the first 2016 GOP President...*This data originally came from [Crowdflower's...2016-10-06T03:19:29.417Zcrowdflower/first-gop-debate-twitter-sentiment2.669318https://www.kaggle.com/crowdflower/first-gop-d...212666CC BY-NC-SA 4.0122Ready version: 2, 2016-10-06T03:19:29.417Z0.852941tweets
32Kickstarter Project Statistics4000 live projects plus 4000 most backed projectsCrowdfunding has become one of the main source...2016-11-01T05:37:42.683Zsocathie/kickstarter-project-statistics1.308381https://www.kaggle.com/socathie/kickstarter-pr...14910CC BY-NC-SA 4.0102Ready version: 1, 2016-11-01T05:37:42.683Z0.852941currency
114Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21.412001https://www.kaggle.com/mrisdal/fake-news312746CC0: Public Domain93Ready version: 1, 2016-11-25T22:29:09.737Z0.852941news
132Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21.412001https://www.kaggle.com/mrisdal/fake-news312746CC0: Public Domain93Ready version: 1, 2016-11-25T22:29:09.737Z0.852941fake news
97Hillary Clinton and Donald Trump TweetsTweets from the major party candidates for the...Twitter has played an increasingly prominent r...2016-09-28T00:37:25.633Zbenhamner/clinton-trump-tweets1.028293https://www.kaggle.com/benhamner/clinton-trump...24954Unknown87Ready version: 1, 2016-09-28T00:37:25.633Z0.735294tweets
60US Consumer Finance ComplaintsUS consumer complaints on financial products a...Each week [the CFPB](http://www.consumerfinanc...2016-04-26T22:33:46.69Zcfpb/us-consumer-finance-complaints94.858347https://www.kaggle.com/cfpb/us-consumer-financ...17039Unknown83Ready version: 1, 2016-04-26T22:33:46.69Z0.705882finance
31Mobile App Store ( 7200 apps)Analytics for Mobile Apps**Mobile App Statistics (Apple iOS app store)*...2018-06-10T07:04:28.357Zramamet4/app-store-apple-data-set-10k-apps5.904947https://www.kaggle.com/ramamet4/app-store-appl...324172GPL 273Ready version: 7, 2018-06-10T07:04:28.357Z0.823529currency
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Unnamed: 0name_modelownerpricelicensepublished_dateformats_availablecategoriestagsdescription
0Every Cryptocurrency Daily Market PriceDaily crypto markets open, close, low, high da...# Cryptocurrency Market Data\\n## Historical Cr...2018-12-01T13:56:58.277Zjessevent/all-crypto-currencies23.636187https://www.kaggle.com/jessevent/all-crypto-cu...39028Other (specified in description)63Ready version: 17, 2018-12-01T13:56:58.277Z0.852941currencies
117News Aggregator DatasetHeadlines and categories of 400k news stories ...This dataset contains headlines, URLs, and cat...2016-10-31T22:22:55.29Zuciml/news-aggregator-dataset30.370802https://www.kaggle.com/uciml/news-aggregator-d...26750CC0: Public Domain54Ready version: 1, 2016-10-31T22:22:55.29Z0.875000news0Prototyping Polygons 3D modelHyperChromatica\\nFree\\n- All Extended Uses2019-07-20\\n\\n\\nFBX 1.0\\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...I was starting work on a new game in unity and...
13Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5.732263https://www.kaggle.com/shrutimehta/zomato-rest...1119125CC0: Public Domain54Ready version: 2, 2018-03-13T04:56:25.81Z0.794118currencies3D counter and bar stoolsESalem\\nFree\\n- All Extended Uses2019-07-20\\n\\n\\n3D Studio \\n\\n\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...counter and bar stools Are the same specificat...
29Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5.732263https://www.kaggle.com/shrutimehta/zomato-rest...119125CC0: Public Domain54Ready version: 2, 2018-03-13T04:56:25.81Z0.794118currency223D model Cabin ShopMarkoffIN\\nFree\\n- All Extended Uses2019-07-20\\n\\n\\nFBX \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Small low poly shop cabin.
116A Million News HeadlinesNews headlines published over a period of 15 Y...### Context\\n\\nThis contains data of news head...2019-06-13T18:14:28.073Ztherohk/million-headlines19.296580https://www.kaggle.com/therohk/million-headlines411465CC0: Public Domain49Ready version: 8, 2019-06-13T18:14:28.073Z0.941176news333D Viper sniper rifleYoung_Wizard\\nFree\\n- All Extended Uses2019-07-20\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Game ready model, low poly can used as a game ...
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...445694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000fake newsAtom modelAbdo Ashraf\\nFree\\n- All Extended Uses2019-07-20NaN[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...3D model for the atom. The whole project was m...
120News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000news553D FanAkumax Maxime\\nFree\\n- All Extended Uses2019-07-19\\n\\n\\nOBJ \\n\\nNaN[<a class=\"FPKeywords\" href=\"https://www.turbo...Vintage fan
83Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory0.715347https://www.kaggle.com/sudalairajkumar/cryptoc...219238CC0: Public Domain39Ready version: 13, 2018-02-21T12:36:47.22Z0.705882exchanges66Pouf Stool 3D modelfolkvangr\\nFree\\n- All Extended Uses2019-07-19NaNNaN[<a class=\"FPKeywords\" href=\"https://www.turbo...This model was created for an art challenge an...
119Hacker News PostsHacker News posts from the past 12 months (inc...This data set is Hacker News posts from the la...2016-09-27T03:14:41.153Zhacker-news/hacker-news-posts20.702971https://www.kaggle.com/hacker-news/hacker-news...22006CC0: Public Domain39Ready version: 1, 2016-09-27T03:14:41.153Z0.882353news77Indoor test 3D modelfolkvangr\\nFree\\n- All Extended Uses2019-07-19NaNNaN[<a class=\"FPKeywords\" href=\"https://www.turbo...Indoors test scene made with Blender 2.8.It co...
8Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory0.715347https://www.kaggle.com/sudalairajkumar/cryptoc...219238CC0: Public Domain39Ready version: 13, 2018-02-21T12:36:47.22Z0.705882currencies
92Sentiment140 dataset with 1.6 million tweetsSentiment analysis with tweets### Context\\n\\nThis is the sentiment140 datase...2017-09-13T22:43:19.117Zkazanova/sentiment14088.031309https://www.kaggle.com/kazanova/sentiment140313923Other (specified in description)37Ready version: 2, 2017-09-13T22:43:19.117Z0.882353tweets
99(Better) - Donald Trump Tweets!A collection of all of Donald Trump tweets--be...# Context \\nUnlike [This][1] dataset, (which p...2017-04-16T04:24:29.33Zkingburrito666/better-donald-trump-tweets0.583499https://www.kaggle.com/kingburrito666/better-d...22168Unknown30Ready version: 2, 2017-04-16T04:24:29.33Z0.705882tweets
.............................................
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news83D model Apartment basic floor planfolkvangr\\nFree\\n- All Extended Uses2019-07-19NaNNaN[<a class=\"FPKeywords\" href=\"https://www.turbo...This is a simple architecture test scene made ...
84CryptocurrenciesHistorical price data for 1200 cryptocurrencie...### Context\\n\\nThousands of cryptocurrencies h...2018-07-11T14:15:12.387Zakababa/cryptocurrencies9.049797https://www.kaggle.com/akababa/cryptocurrencies21017CC0: Public Domain1Ready version: 4, 2018-07-11T14:15:12.387Z0.882353exchanges993D Coffee CupOemThr\\nFree\\n- All Extended Uses2019-07-19\\n\\n\\nOBJ \\n\\n\\n\\n\\nFBX \\n\\n\\n\\n\\nCollada \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...- Ceramic coffee cup with plate -This model co...
88Enrico's Email FlowsAnonymized Metadata (i.e. sender, receivers, d...### Context\\n\\nEmail archives are a great sour...2018-03-21T10:10:40.373Zemarock/enricos-email-flows12.867137https://www.kaggle.com/emarock/enricos-email-f...384CC0: Public Domain1Ready version: 1, 2018-03-21T10:10:40.373Z0.882353exchanges1010Man HeadSculpt 3D modelVertici\\nFree\\n- All Extended Uses2019-07-19NaNNaN[<a class=\"FPKeywords\" href=\"https://www.turbo...Just a sculpting/texturing practice I did.
89Poloniex BTCETH OrderBook Stream SampleOrder Flow from a websocket### Context\\nOrderbook flow from exchanges is ...2018-04-12T04:04:11.673Zpraeconium/poloniex-btceth-order-book-stream-s...67.039769https://www.kaggle.com/praeconium/poloniex-btc...233Unknown1Ready version: 1, 2018-04-12T04:04:11.673Z0.705882exchanges1111blue low poly car modelAndres_R26\\nFree\\n- All Extended Uses2019-07-19\\n\\n\\nOther \\n\\nNaN[<a class=\"FPKeywords\" href=\"https://www.turbo...free 3d obj and Maya please give me. feedback,...
90S&P 500SP500 data history from yahooThis data-set has data spanning from 2013 till...2019-03-27T15:28:14.16Zflorentbaptist/sp-50010.035049https://www.kaggle.com/florentbaptist/sp-500146Unknown1Ready version: 1, 2019-03-27T15:28:14.16Z0.588235exchanges1212Bath house architecture test 3D modelfolkvangr\\nFree\\n- All Extended Uses2019-07-18NaNNaN[<a class=\"FPKeywords\" href=\"https://www.turbo...This is a simple architecture test scene made ...
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36.090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...066Unknown1Ready version: 1, 2018-11-24T02:31:59.66Z0.125000fake news1313Motorola Moto G7 Plus Blue And Red 3D modelES_3D\\nFree\\n- Editorial Uses AllowedExtended Uses May Nee...2019-07-18\\n\\n\\n3D Studio 2011\\n\\n\\n\\n\\nFBX 2011\\n\\n\\n\\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Detailed High definition model Xiaomi Redmi 7A...
66SF Campaign Finance DataFrom San Francisco Open Data### Content \\n\\nMore details about each file ...2019-01-02T22:32:32.257Zsan-francisco/sf-campaign-finance-data56.501468https://www.kaggle.com/san-francisco/sf-campai...3155Other (specified in description)1Ready version: 67, 2019-01-02T22:32:32.257Z0.794118finance14143D Lightingw1050263\\nFree\\n- All Extended Uses2019-07-18\\n\\n\\n3D Studio \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nFBX \\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...NaN
41FOREX: EURUSD dataset3 years of winning trades in EURUSD 4H, 99 fea...### Context\\nForex is the largest market in th...2017-09-05T02:05:55.703Zrsalaschile/forex-eurusd-dataset0.400495https://www.kaggle.com/rsalaschile/forex-eurus...0895CC0: Public Domain1Ready version: 1, 2017-09-05T02:05:55.703Z0.705882forex1515office chair 3DEsraa abdelsalam2711\\nFree\\n- All Extended Uses2019-07-17\\n\\n\\n3D Studio \\n\\n\\n\\n\\nCollada \\n\\n\\n\\n\\nFB...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...**office chair** with vray material ready to p...
622016 Presidential Campaign FinanceHow did presidential candidates spend their ca...# Context \\n\\nThe Federal Election Commission ...2017-01-17T19:48:13.063Zfec/presidential-campaign-finance1.120759https://www.kaggle.com/fec/presidential-campai...2774CC0: Public Domain1Ready version: 1, 2017-01-17T19:48:13.063Z0.823529finance16163D model Free garden urn planterwave design\\nFree\\n- All Extended Uses2019-07-17\\n\\n\\nOBJ \\n\\n\\n\\n\\nFBX \\n\\n\\n\\n\\nCollada \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...* This Urn is a high quality polygonal model w...
34Russian Financial IndicatorsDataset of Currency Rates### Context\\n\\nThis data was extracted from th...2017-11-06T00:14:12.11Zolgabelitskaya/russian-financial-indicators0.278978https://www.kaggle.com/olgabelitskaya/russian-...097Other (specified in description)1Ready version: 1, 2017-11-06T00:14:12.11Z0.588235currency17173D model Tableshara_d\\nFree\\n- All Extended Uses2019-07-14\\n\\n\\nFBX \\n\\n\\n\\n\\nCollada \\n\\n\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...OBJ, FBX, DAE files of an unwrapped 3D object ...
58eur/usd03 08 2017 by minute# Context \\n\\nA day in the life or a forex tra...2017-03-11T10:46:02.16Zugnix911aalc/eurusd0.016910https://www.kaggle.com/ugnix911aalc/eurusd076CC0: Public Domain1Ready version: 1, 2017-03-11T10:46:02.16Z0.705882forex18183D Metal ContainersAdrian Kulawik\\nFree\\n- All Extended Uses2019-07-17\\n\\n\\nOBJ 2019\\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Metal Containers3D Model Ready for Games. PBR ...
57GBP/USD Historical data (month)data to test accuracy and prediction### Context\\n\\ndata set for most dominant fore...2019-03-23T07:13:17.623Zmohsinsajjad/dataset0.001155https://www.kaggle.com/mohsinsajjad/dataset35Unknown1Ready version: 1, 2019-03-23T07:13:17.623Z0.705882forex19193D coffee machinew1050263\\nFree\\n- All Extended Uses2019-07-17\\n\\n\\nOBJ \\n\\n\\n\\n\\n3D Studio \\n\\n\\n\\n\\nFBX \\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Saved as 3ds max 2015 version file.As you work...
55Hourly GBPUSD w Technical Indicators (2000-2019)Time Series Forecasting for Forex### Context\\n\\nPossible prediction of the next...2019-04-23T02:16:18.47Zcfchan/hourly-gbpusd-w-technical-indicators-20...17.862885https://www.kaggle.com/cfchan/hourly-gbpusd-w-...532Unknown1Ready version: 1, 2019-04-23T02:16:18.47Z0.470588forex20203D sinkw1050263\\nFree\\n- All Extended Uses2019-07-17\\n\\n\\n3D Studio \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nFBX \\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...#sink #Kitchen #tap #faucet #bibcock
138WSDM - Fake News ClassificationIdentify the fake news.# Background\\n\\nWSDM (pronounced \"wisdom\") is ...2019-04-02T06:13:39.013Zwsdmcup/wsdm-fake-news-classification36.152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...163Unknown1Ready version: 1, 2019-04-02T06:13:39.013Z0.705882fake news21213D model building 002vini3dmodels\\nFree\\n- All Extended Uses2019-07-15\\n\\n\\nFBX 2016\\n\\n\\n\\n\\nOBJ 2016\\n\\n\\n\\n\\nOthe...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This is a simple house model. Except for the c...
39EURO-USD History Data (1 Min Interval 2002-2017)History EURO/USD currency data2018-05-10T04:01:10.467Zveidak/eurousd-history-data-1-min-interval-200...48.082155https://www.kaggle.com/veidak/eurousd-history-...286CC0: Public Domain0Ready version: 1, 2018-05-10T04:01:10.467Z0.500000currency2222table 3D modelw1050263\\nFree\\n- All Extended Uses2019-07-15\\n\\n\\n3D Studio \\n\\n\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...* Saved as 3ds max 2015 version file.Nowadays,...
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news23233D CPU case fanDevmanModels\\nFree\\n- All Extended Uses2019-07-14\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...A CPU fan.Low poly and mid poly includedBlend ...
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2.065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0135CC0: Public Domain0Ready version: 1, 2017-10-24T13:38:46.13Z0.500000fake news24243D CanisterMarkoffIN\\nFree\\n- All Extended Uses2019-07-13\\n\\n\\nFBX \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Low poly fuel canister.
67finance study2017-11-04T20:05:21.893Ztusharpatil15/finance-study3.118831https://www.kaggle.com/tusharpatil15/finance-s...0374CC BY-NC-SA 4.00Ready version: 1, 2017-11-04T20:05:21.893Z0.250000finance25253D Road SpikesMarkoffIN\\nFree\\n- All Extended Uses2019-07-13\\n\\n\\nFBX \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Low poly road obstacle with texture.
45Forex Data Source2018-04-29T15:42:10.233Zmannir/forex-data-source3.294470https://www.kaggle.com/mannir/forex-data-source067GPL 20Ready version: 1, 2018-04-29T15:42:10.233Z0.235294forex2626Chair 3D modelferhatkose\\nFree\\n- Editorial Uses Only2019-07-12NaN[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Models:ChairFormats:max
4Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates0.596854https://www.kaggle.com/thebasss/currency-excha...1516CC0: Public Domain0Ready version: 2, 2018-05-02T17:48:28.943Z0.647059currencies27273D Chemical Bottlefilburn\\nFree\\n- All Extended Uses2019-07-12\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nSTL \\n\\n\\n\\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Chemical bottle with generic hazards label. Us...
5Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-11-07T20:19:07.32Zacostasg/crypto-currencies-data1.082628https://www.kaggle.com/acostasg/crypto-currenc...2160Database: Open Database, Contents: Database Co...0Ready version: 1, 2017-11-07T20:19:07.32Z0.647059currencies2828Galaxy Plate Set modelMikaelaDWilliams\\nFree\\n- All Extended Uses2019-07-12\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...A simple plate and cup set decorated with gold...
9Price History of 1654 Crypto-CurrenciesHistorical Coin Prices to Understand the Big P...### Context\\n\\nHere's one of the largest Crypt...2018-06-09T02:44:13.39Zulascengiz/price-history-of-1654-cryptocurrencies19.131516https://www.kaggle.com/ulascengiz/price-histor...5101Other (specified in description)0Ready version: 1, 2018-06-09T02:44:13.39Z0.687500currencies29293D model japanese bridgenahidhassan881\\nFree\\n- All Extended Uses2019-07-12NaN[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...this a japanese future bridge. because of my p...
56FX USD/JPY PredictionJan 2017 Martket Data(Lightweight CSV)### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC...2017-08-09T10:59:10.39Zdaiearth22/fx-usdjpy-prediction0.304973https://www.kaggle.com/daiearth22/fx-usdjpy-pr...067CC0: Public Domain0Ready version: 1, 2017-08-09T10:59:10.39Z0.647059forex.................................
63Finance ₹ - IndiaStatewise India's finance detail from 1980 to ...**Connect/Follow me on [LinkedIn](http://link....2017-08-27T12:17:02.98Zrajanand/finance-india0.025746https://www.kaggle.com/rajanand/finance-india29709703D model Ruckus R710bgconder\\nFree\\n- Editorial Uses Only2018-11-11\\n\\n\\nAutoCAD drawing \\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...R710 Indoor Access Point, The model comes with...
971971Anime Girl Model Kawaii 3D modelLyrog\\nFree\\n- All Extended Uses2018-11-11\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\n3D Studio \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Model of a girl, hope you like it.
9729723D Xmas stuff modelGAMEASS\\nFree\\n- All Extended Uses2018-11-11\\n\\n\\nFBX \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...MERRY CHRISTMAS UNITY DEVELOPERS!!!!!!!!!this ...
973973female character red top 3D modelDevil_Risen\\nFree\\n- All Extended Uses2018-11-10NaN[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...red top for woman character, comment me so i u...
974974Simple VR Headset Free Model 3D modelBatareykin\\nFree\\n- All Extended Uses2018-11-10\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...VR Goggles Headset Simple 3d model. Virtual Re...
9759753D Fantasy GunTrecade\\nFree\\n- All Extended Uses2018-11-10NaN[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Fantasy GunReady to render.Originally created ...
9769763D modelJazzTer1337\\nFree\\n- All Extended Uses2018-11-10\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This is my first project in blender. I'm gonna...
9779773D hammer modelcyberbrun\\nFree\\n- All Extended Uses2018-11-10\\n\\n\\nglTF 2.0\\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Simple low poly hammer with PBR material
9789783D Old Balcony. Low PolyMarc Mons\\nFree\\n- All Extended Uses2018-11-09\\n\\n\\nOBJ 2016\\n\\n\\n\\n\\nFBX 2016\\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Modeled with Autodesk Maya 2016 using polygons...
979979Puset Earring 3D modelSvetlanaLynne\\nFree\\n- All Extended Uses2018-11-08\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther \\n\\n\\n\\n\\nSTL \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Dear friends,You may need an earring for your ...
980980No pattern Ring 3D modelSvetlanaLynne\\nFree\\n- All Extended Uses2018-11-08\\n\\n\\nSTL \\n\\n\\n\\n\\nOther \\n\\n\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Dear friends,Please feel free to download this...
981981Room Furniture 3D modelPandaGraphics3D\\nFree\\n- All Extended Uses2018-11-07\\n\\n\\nFBX 1.0\\n\\n\\n\\n\\nOBJ 1.0\\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...A model make by PandaGraphics of Free Use.
9829823D (spear & flag for unity)(1)GAMEASS\\nFree\\n- All Extended Uses2018-11-07\\n\\n\\nFBX \\n\\n\\n\\n\\n3D Studio \\n\\n\\n\\n\\nOBJ \\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...GAME READY SPEAR & FLAGS HEREthis is unity pac...
9839833D book modelarchitechCG\\nFree\\n- Editorial Uses Only2018-11-07\\n\\n\\nFBX 2.79b\\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...low poly book model inside:texturesnormal mapu...
9849843D rocks modelice kazim\\nFree\\n- All Extended Uses2018-11-06\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Rock_9...........................10191 polygon...
985985CC BY-SA 4.00Ready version: 1, 2017-08-27T12:17:02.98Z0.764706finance
91NY Multi Agency PermitsFrom New York City Open Data### Content \\n\\nThe Multi Agency Permits data...2019-03-06T06:48:48.45Znew-york-city/ny-multi-agency-permits190.748122https://www.kaggle.com/new-york-city/ny-multi-...119CC0: Public Domain0Ready version: 229, 2019-03-06T06:48:48.45Z0.764706exchanges
22Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates0.596854https://www.kaggle.com/thebasss/currency-excha...1516CC0: Public Domain0Ready version: 2, 2018-05-02T17:48:28.943Z0.647059currency
79NYS Campaign Finance Filers and FilingsFrom New York State Open Data### Content \\n\\nMore details about each file ...2019-07-03T09:42:54.753Znew-york-state/nys-campaign-finance-filers-and...361.934238https://www.kaggle.com/new-york-state/nys-camp...226CC0: Public Domain0Ready version: 39, 2019-07-03T09:42:54.753Z0.794118finance
27Crypto currency dataHigh resolution data of all BTC based pairs fr...### Context\\nOne week of highly resolved crypt...2018-04-15T16:42:18.337Zmhansinger/bittrex-bitcoin-pairs44.064008https://www.kaggle.com/mhansinger/bittrex-bitc...3126CC0: Public Domain0Ready version: 2, 2018-04-15T16:42:18.337Z0.647059currency
30Daily Crypto Currency and Lunar Geocentric DataDaily crypto markets open, close, low, high da...### Context\\n\\nThis data includes daily open, ...2018-01-25T01:33:42.077Zrudymizrahi/daily-crypto-currency-and-lunar-ge...30.710297https://www.kaggle.com/rudymizrahi/daily-crypt...587Unknown0Ready version: 1, 2018-01-25T01:33:42.077Z0.647059currency
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data0.313499https://www.kaggle.com/anasshahid88/crypto-mar...3163CC0: Public Domain0Ready version: 1, 2018-05-08T14:38:02.187Z0.647059currencies3D model rocksice kazim\\nFree\\n- All Extended Uses2018-11-06\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Rock_9...........................10191 polygon...
9869863D rocks(1)ice kazim\\nFree\\n- All Extended Uses2018-11-06\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Rock_9...........................10191 polygon...
9879873D tree Red pine Low Poly modelTsuu\\nFree\\n- All Extended Uses2018-11-05\\n\\n\\n3D Studio \\n\\n\\n\\n\\nFBX \\n\\n\\n\\n\\nOther ...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...tree Red pine Low Poly Modelingmax2017Export:m...
988988Fauteuil de Salon Haut 3D modelRodolfo Boscan\\nFree\\n- Editorial Uses AllowedExtended Uses May Nee...2018-11-05\\n\\n\\nOther \\n\\n\\n\\n\\nSTL \\n\\n\\n\\n\\nOBJ \\n\\n\\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This is a high poly rendered in VRay.Stack not...
989989Sacrifice Stone Altar (Texture Included) modelptrusted\\nFree\\n- All Extended Uses2018-11-05\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Lowpoly Sacrifice Altar with few bloodstains.
9909903D Solitaire oval gem fancy shank model3dfantasyworld\\nFree\\n- All Extended Uses2018-11-03\\n\\n\\nSTL \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This is my only free item . It is meant to enc...
991991Pavement Stone 3D modelHristo Dimitrov\\nFree\\n- All Extended Uses2018-11-03\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther TEXTURES\\n\\n\\n\\n\\nFB...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Unwrapped low-poly 3d scanned model of Paving ...
9929923D Kaiser Bread RollHristo Dimitrov\\nFree\\n- All Extended Uses2018-11-03\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther TEXTUR...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Unwrapped low-poly 3d scanned model of Bread R...
993993Fool Cap Shell Free 3D modelTwingsister Fundraising\\nFree\\n- All Extended Uses2018-11-03\\n\\n\\nOther \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nSTL \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Triangulated Fool Cap shell surface.This was o...
994994Simple Sword 3D modelsepandj\\nFree\\n- All Extended Uses2018-11-02\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...A simple steel sword with brass guard and leat...
995995seat 3D modelVahe S\\nFree\\n- All Extended Uses2018-11-01NaN[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...All-time desk.
996996razor scooter 3DRatBeard\\nFree\\n- Editorial Uses AllowedExtended Uses May Nee...2018-11-01\\n\\n\\n3D Studio \\n\\n\\n\\n\\nOther \\n\\n\\n\\n\\nColl...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This model is made in blender, you can try to ...
9979973D Modern Brick House_1Max3dModel\\nFree\\n- All Extended Uses2018-10-31\\n\\n\\n3D Studio \\n\\n\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...ABOUT MODEL:-* This is a Realistic 3d model wi...
9989983D Low poly tactical bowPainki11er\\nFree\\n- All Extended Uses2018-10-30\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This is a rigged low poly bow, it has no anima...
9999993D Mr KrabsAnthony Yanez\\nFree\\n- Editorial Uses AllowedExtended Uses May Nee...2018-10-30\\n\\n\\nFBX \\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Eugene Harold Krabs (born November 30, 1942), ...
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1000 rows × 10 columns

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creatorNamecreatorUrlcurrentVersionNumberdescriptiondownloadCountfilesidisFeaturedisPrivateisReviewed...subtitletagstitletopicCounttotalBytesurlusabilityRatingversionsviewCountvoteCount
0jventNone17# Cryptocurrency Market Data\\n## Historical Cr...9028[{'ref': 'crypto-markets.csv', 'creationDate':...1963FalseFalseTrue...Daily crypto markets open, close, low, high da...[{'ref': 'finance', 'competitionCount': 4, 'da...Every Cryptocurrency Daily Market Price2923636187https://www.kaggle.com/jessevent/all-crypto-cu...0.852941[{'versionNumber': 17, 'creationDate': '2018-1...76165378
1Albert CostasNone8«Datasets per la comparació de moviments i pat...565[{'ref': '1_11_2017_crypto_currencies.csv', 'c...2963FalseFalseFalse...Cryptocurrency Market Capitalizations[{'ref': 'finance', 'competitionCount': 4, 'da...Crypto Currencies01321667https://www.kaggle.com/acostasg/crypto-currencies0.705882[{'versionNumber': 8, 'creationDate': '2017-12...776312
2Albert CostasNone2«Datasets per la comparació de moviments i pat...515[{'ref': 'dataset.csv', 'creationDate': '2017-...6902FalseFalseTrue...Relation and patterns between movements of sto...[{'ref': 'economics', 'competitionCount': 0, '...Analysis about crypto currencies and Stock Index0681413https://www.kaggle.com/acostasg/cryptocurrenci...0.705882[{'versionNumber': 2, 'creationDate': '2017-12...581718
3mitilloNone3### Context\\n\\nThis is a different timeframe c...134[{'ref': 'currencies.rar', 'creationDate': '20...2661FalseFalseFalse...[]Currencies01151577https://www.kaggle.com/mitillo/currencies0.411765[{'versionNumber': 3, 'creationDate': '2017-09...12312
4SebastianNone2This dataset contains the daily currency excha...516[{'ref': 'currency_exchange_rates_02-01-1995_-...20872FalseFalseFalse...Daily exchange rates for 51 currencies from 19...[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rates1596854https://www.kaggle.com/thebasss/currency-excha...0.647059[{'versionNumber': 2, 'creationDate': '2018-05...259121
5Albert CostasNone1«Datasets per la comparació de moviments i pat...160[{'ref': '1_11_2017_crypto_currencies.csv', 'c...4161FalseFalseFalse...Cryptocurrency Market Capitalizations[{'ref': 'finance', 'competitionCount': 4, 'da...Crypto Currencies01082628https://www.kaggle.com/acostasg/crypto-currenc...0.647059[{'versionNumber': 1, 'creationDate': '2017-11...14841
6Pablo Lopez SantoriNone1### Context\\n\\nI put together this dataset whe...69[{'ref': 'cat_to_name.json', 'creationDate': '...150253FalseFalseFalse...A collection of coin images from 32 different ...[{'ref': 'image data', 'competitionCount': 63,...World Coins0480602984https://www.kaggle.com/wanderdust/coin-images0.937500[{'versionNumber': 1, 'creationDate': '2019-03...4085
7LuigiNone1### Content\\n\\nover 10 years of historical exc...102[{'ref': 'exchange.csv', 'creationDate': '2017...1407FalseFalseFalse...historical data monthly frequencies 01/07/1997...[{'ref': 'economics', 'competitionCount': 0, '...Exchange rate BRIC currencies/US dollar03657https://www.kaggle.com/luigimersico/exchange-r...0.529412[{'versionNumber': 1, 'creationDate': '2017-06...10193
8SRKNone13### Context\\n\\nThings like Block chain, Bitcoi...19238[{'ref': 'bitcoin_cash_price.csv', 'creationDa...1869FalseFalseFalse...Prices of top cryptocurrencies including Bitco...[{'ref': 'finance', 'competitionCount': 4, 'da...Cryptocurrency Historical Prices12715347https://www.kaggle.com/sudalairajkumar/cryptoc...0.705882[{'versionNumber': 13, 'creationDate': '2018-0...140217343
9Ulas Can CengizNone1### Context\\n\\nHere's one of the largest Crypt...101[{'ref': 'cc_histories.zip', 'creationDate': '...30652FalseFalseFalse...Historical Coin Prices to Understand the Big P...[{'ref': 'economics', 'competitionCount': 0, '...Price History of 1654 Crypto-Currencies019131516https://www.kaggle.com/ulascengiz/price-histor...0.687500[{'versionNumber': 1, 'creationDate': '2018-06...8104
10wayward_artisanNone9### Cryptocurrencies\\n\\nCryptocurrencies are f...3100[{'ref': 'all_currencies.csv', 'creationDate':...18281FalseFalseTrue...Daily historical prices for all cryptocurrenci...[{'ref': 'economics', 'competitionCount': 0, '...Complete Cryptocurrency Market History113939281https://www.kaggle.com/taniaj/cryptocurrency-m...0.764706[{'versionNumber': 9, 'creationDate': '2018-09...21344122
11pmohunNone3**Context**\\n\\nRecent growing interest in cryp...2844[{'ref': 'consolidated_coin_data.csv', 'creati...8629FalseFalseTrue...Top 200 Cryptocurrencies by Marketcap[{'ref': 'finance', 'competitionCount': 4, 'da...Complete Historical Cryptocurrency Financial Data1348672https://www.kaggle.com/philmohun/cryptocurrenc...0.852941[{'versionNumber': 3, 'creationDate': '2019-04...18834120
12Sohier DaneNone1The Federal Reserve's H.10 statistical release...1240[{'ref': 'exchange_rates.csv', 'creationDate':...2343FalseFalseTrue...Exchange rates as far back as 1971 between the...[{'ref': 'economics', 'competitionCount': 0, '...Exchange Rates1659356https://www.kaggle.com/federalreserve/exchange...0.823529[{'versionNumber': 1, 'creationDate': '2017-09...821430
13Shruti MehtaNone2### Context\\n\\nI really get fascinated by good...19125[{'ref': 'Country-Code.xlsx', 'creationDate': ...14506FalseFalseTrue...Analyzing the best restaurants of the major ci...[{'ref': 'food and drink', 'competitionCount':...Zomato Restaurants Data75732263https://www.kaggle.com/shrutimehta/zomato-rest...0.794118[{'versionNumber': 2, 'creationDate': '2018-03...95076367
14belugaNone36### Context\\n\\nNumer.ai tournament results\\n\\n...98[{'ref': 'CoinMarketCapNMR', 'creationDate': '...29393FalseFalseFalse...Numerai Tournament Results[{'ref': 'finance', 'competitionCount': 4, 'da...Meta Numerai041912215https://www.kaggle.com/gaborfodor/meta-numerai0.705882[{'versionNumber': 36, 'creationDate': '2019-0...122911
15Anas ShahidNone1### Context\\n\\nHistorical data for crypto curr...163[{'ref': 'CoinMarketData-bitcoin-cash.csv', 'c...25711FalseFalseFalse...CoinMarketCap data from 1/May/13 to 8/5/18 of ...[{'ref': 'money', 'competitionCount': 1, 'data...Crypto Market Data0313499https://www.kaggle.com/anasshahid88/crypto-mar...0.647059[{'versionNumber': 1, 'creationDate': '2018-05...9543
16Megan RisdalNone4## Context\\n\\nBitcoin and other cryptocurrenci...0[]41998FalseFalseTrue...Complete live historical Ethereum blockchain d...[{'ref': 'finance', 'competitionCount': 4, 'da...Ethereum Blockchain3910127001043https://www.kaggle.com/bigquery/ethereum-block...0.705882[{'versionNumber': 4, 'creationDate': '2019-03...2955285
17inabaNone1### Context\\n\\nI made this dataset for Courser...149[{'ref': 'CHART_DATA_ALTCOINS_2017.csv', 'crea...8346FalseFalseFalse...Price transition of bitcoin and altcoins in 2017[{'ref': 'economics', 'competitionCount': 0, '...Bitcoin & Altcoins in 20170803789https://www.kaggle.com/minaba/bitcoin-altcoins...0.705882[{'versionNumber': 1, 'creationDate': '2017-12...12974
18Kâzım Anıl ErenNone3# Kaggle Challenge: Predict Future Sales.\\nThi...241[{'ref': 'calendar.csv', 'creationDate': '2018...24159FalseFalseFalse...Dataset provides some supplementary data for P...[{'ref': 'future prediction', 'competitionCoun...Predict Future Sales Supplementary0354256https://www.kaggle.com/kazimanil/predict-futur...0.764706[{'versionNumber': 3, 'creationDate': '2018-05...16897
19Anton SavchenkoNone4### Context\\n\\nI have generated this set of au...181[{'ref': 'KS-Steam-Connection-201801.sqlite', ...8969FalseFalseFalse...A dataset collected from Kickstarter and SteamSpy[{'ref': 'video games', 'competitionCount': 1,...Kickstarter videogames released on Steam01080727https://www.kaggle.com/tonyplaysguitar/steam-s...0.875000[{'versionNumber': 4, 'creationDate': '2018-01...17035
20Amandeep RatheeNone3# Context\\n\\nThe **demonetization of ₹500 and ...4779[{'ref': 'demonetization-tweets.csv', 'creatio...430FalseFalseTrue...Data extracted from Twitter regarding the rece...[{'ref': 'finance', 'competitionCount': 4, 'da...Demonetization in India Twitter Data4990156https://www.kaggle.com/arathee2/demonetization...0.735294[{'versionNumber': 3, 'creationDate': '2017-04...41821104
21Michal JanuszewskiNone2# Context \\n\\nI've always wanted to have a pro...1456[{'ref': 'EURUSD_15m_BID_01.01.2010-31.12.2016...867FalseFalseTrue...FOREX currency rates data for EURUSD, 15 minut...[{'ref': 'finance', 'competitionCount': 4, 'da...EURUSD - 15m - 2010-201633494511https://www.kaggle.com/meehau/EURUSD0.823529[{'versionNumber': 2, 'creationDate': '2017-02...1064447
22SebastianNone2This dataset contains the daily currency excha...516[{'ref': 'currency_exchange_rates_02-01-1995_-...20872FalseFalseFalse...Daily exchange rates for 51 currencies from 19...[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rates1596854https://www.kaggle.com/thebasss/currency-excha...0.647059[{'versionNumber': 2, 'creationDate': '2018-05...259121
23Sudhir KumarNone4### Context\\n\\nThe data set consist currency e...182[{'ref': 'currency_exchange_rate.csv', 'creati...14323FalseFalseFalse...Currency Exchange Rate from 1950-2017[{'ref': 'finance', 'competitionCount': 4, 'da...Currency Exchange Rate026714https://www.kaggle.com/sudhirnl7/currency-exca...0.735294[{'versionNumber': 4, 'creationDate': '2018-02...16165
24Andrew RyabovNone5### Context\\n\\nEach file contains klines for 1...486[{'ref': '01-2018.zip', 'creationDate': '2018-...9894FalseFalseFalse...Minutely crypto currency open/close prices, hi...[{'ref': 'economics', 'competitionCount': 0, '...Binance Crypto Klines31004510014https://www.kaggle.com/binance/binance-crypto-...0.750000[{'versionNumber': 5, 'creationDate': '2018-04...484237
25Husam AamerNone2### Object detection dataset for Iraqi currenc...40[{'ref': '10000ar.zip', 'creationDate': '2018-...45977FalseFalseFalse...Object detection dataset for Iraqi currency[{'ref': 'object detection', 'competitionCount...Iraqi Money العملة العراقية01435021165https://www.kaggle.com/husamaamer/iraqi-currency-0.687500[{'versionNumber': 2, 'creationDate': '2018-08...5733
26CarstenNone2## About this dataset\\n\\nWith the rise of cryp...94[{'ref': 'cryptoMinuteResolution.zip', 'creati...246537FalseFalseFalse...Historical crypto currency data from the Bitfi...[{'ref': 'economics', 'competitionCount': 0, '...401 crypto currency pairs at 1-minute resolution0393638972https://www.kaggle.com/tencars/392-crypto-curr...1.000000[{'versionNumber': 2, 'creationDate': '2019-07...7995
27M HansingerNone2### Context\\nOne week of highly resolved crypt...126[{'ref': 'BTC_PAIRS_ASK.csv', 'creationDate': ...19182FalseFalseFalse...High resolution data of all BTC based pairs fr...[{'ref': 'economics', 'competitionCount': 0, '...Crypto currency data144064008https://www.kaggle.com/mhansinger/bittrex-bitc...0.647059[{'versionNumber': 2, 'creationDate': '2018-04...13213
28ZielakNone16### Context \\nBitcoin is the longest running a...43214[{'ref': 'bitstampUSD_1-min_data_2012-01-01_to...1346FalseFalseTrue...Bitcoin data at 1-min intervals from select ex...[{'ref': 'finance', 'competitionCount': 4, 'da...Bitcoin Historical Data27123326534https://www.kaggle.com/mczielinski/bitcoin-his...1.000000[{'versionNumber': 16, 'creationDate': '2019-0...3258171282
29Shruti MehtaNone2### Context\\n\\nI really get fascinated by good...19125[{'ref': 'Country-Code.xlsx', 'creationDate': ...14506FalseFalseTrue...Analyzing the best restaurants of the major ci...[{'ref': 'food and drink', 'competitionCount':...Zomato Restaurants Data75732263https://www.kaggle.com/shrutimehta/zomato-rest...0.794118[{'versionNumber': 2, 'creationDate': '2018-03...95076367
..................................................................
122Kondalarao VonteruNone2### Context\\n\\nI am currently working on summa...2321[{'ref': 'news_summary_more.csv', 'creationDat...1895FalseFalseTrue...Generating short length descriptions of news a...[{'ref': 'linguistics', 'competitionCount': 6,...NEWS SUMMARY220492757https://www.kaggle.com/sunnysai12345/news-summary0.764706[{'versionNumber': 2, 'creationDate': '2019-02...1996975
123AsadMahmoodNone1# Content\\n\\nThis Dataset is scraped from http...1253[{'ref': 'Articles.csv', 'creationDate': '2017...1192FalseFalseFalse...This dataset include articles from 2015 till date[{'ref': 'linguistics', 'competitionCount': 6,...News Articles11916427https://www.kaggle.com/asad1m9a9h6mood/news-ar...0.823529[{'versionNumber': 1, 'creationDate': '2017-04...912019
124Chris CrawfordNone1### Context\\n\\nThis dataset is a collection ne...2280[{'ref': 'alt.atheism.txt', 'creationDate': '2...1740FalseFalseTrue...A collection of ~18,000 newsgroup documents fr...[{'ref': 'internet', 'competitionCount': 15, '...20 Newsgroups128248814https://www.kaggle.com/crawford/20-newsgroups0.823529[{'versionNumber': 1, 'creationDate': '2017-07...2077850
125RohkNone4# Context\\n\\nThis dataset is a snapshot of mos...1047[{'ref': 'news-week-17aug24.csv', 'creationDat...2670FalseFalseTrue...7 days of tracking 20k news feeds worldwide[{'ref': 'internet', 'competitionCount': 15, '...One Week of Global News Feeds2282624224https://www.kaggle.com/therohk/global-news-week0.941176[{'versionNumber': 4, 'creationDate': '2019-04...1319444
126Sohier DaneNone2### Context\\n\\nThis dataset contains a randomi...674[{'ref': 'hacker_news_sample.csv', 'creationDa...1494FalseFalseTrue...A subset of all Hacker News articles[{'ref': 'internet', 'competitionCount': 15, '...Hacker News Corpus1667291612https://www.kaggle.com/hacker-news/hacker-news...0.823529[{'versionNumber': 2, 'creationDate': '2017-06...1496332
127MarlessonNone2### Content\\n\\nThe dataset consists of 167.053...947[{'ref': 'articles.csv', 'creationDate': '2019...3660FalseFalseTrue...167.053 news of the site Folha de São Paulo (B...[{'ref': 'languages', 'competitionCount': 2, '...News of the Brazilian Newspaper0193086895https://www.kaggle.com/marlesson/news-of-the-s...0.705882[{'versionNumber': 2, 'creationDate': '2019-06...391227
128RohkNone6### Context\\n\\nPresenting a compendium of crow...821[{'ref': 'examiner-date-text.csv', 'creationDa...1819FalseFalseTrue...SiX Years of Crowd Sourced Journalism[{'ref': 'linguistics', 'competitionCount': 6,...The Examiner - SpamClickBait News Dataset0148217226https://www.kaggle.com/therohk/examine-the-exa...0.823529[{'versionNumber': 6, 'creationDate': '2019-06...1131033
129Pariza SharifNone2### Context\\n\\nText summarization is a way to ...1470[{'ref': 'BBC News Summary.rar', 'creationDate...24984FalseFalseFalse...Extractive Summarization of BBC News Articles[{'ref': 'nlp', 'competitionCount': 3, 'datase...BBC News Summary23928416https://www.kaggle.com/pariza/bbc-news-summary0.750000[{'versionNumber': 2, 'creationDate': '2018-05...791822
130Ceshine LeeNone7A collections of news articles in Traditional ...137[{'ref': 'news_collection.csv', 'creationDate'...124897FalseFalseTrue...With Article Titles, Descriptions, Cover Image...[{'ref': 'nlp', 'competitionCount': 3, 'datase...Yet Another Chinese News Dataset024983959https://www.kaggle.com/ceshine/yet-another-chi...1.000000[{'versionNumber': 7, 'creationDate': '2019-07...196315
131Liling TanNone6### Context\\n\\nThe [HC Corpora](https://web.ar...847[{'ref': 'old-newspaper.tsv', 'creationDate': ...2007FalseFalseTrue...A cleaned subset of HC Corpora newspapers[{'ref': 'internet', 'competitionCount': 15, '...Old Newspapers02196786581https://www.kaggle.com/alvations/old-newspapers0.750000[{'versionNumber': 6, 'creationDate': '2017-11...817620
132Megan RisdalNone1The latest hot topic in the news is fake news ...12746[{'ref': 'fake.csv', 'creationDate': '2016-11-...444FalseFalseTrue...Text & metadata from fake & biased news source...[{'ref': 'politics', 'competitionCount': 0, 'd...Getting Real about Fake News621412001https://www.kaggle.com/mrisdal/fake-news0.852941[{'versionNumber': 1, 'creationDate': '2016-11...140617336
133jruvikaNone11453[{'ref': 'data.csv', 'creationDate': '2017-12-...6410FalseFalseFalse...[]Fake News detection25123582https://www.kaggle.com/jruvika/fake-news-detec...0.294118[{'versionNumber': 1, 'creationDate': '2017-12...1158324
134Deepak MahudeswaranNone1##FakeNewsNet\\nThis is a repository for an ong...535[{'ref': 'BuzzFeed_fake_news_content.csv', 'cr...72366FalseFalseFalse...Fake News, MisInformation, Data Mining[{'ref': 'nlp', 'competitionCount': 3, 'datase...FakeNewsNet217009927https://www.kaggle.com/mdepak/fakenewsnet0.764706[{'versionNumber': 1, 'creationDate': '2018-11...299215
135sumanthvraoNone3## Introduction\\nThis describes two fake news ...165[{'ref': 'overall.zip', 'creationDate': '2019-...169457FalseFalseFalse...Two fake news datasets covering seven differen...[{'ref': 'lstm', 'competitionCount': 0, 'datas...Fake-News-Dataset02084538https://www.kaggle.com/sumanthvrao/fakenewsdat...0.562500[{'versionNumber': 3, 'creationDate': '2019-04...9294
136Rishabh MisraNone2#Context\\n\\nPast studies in Sarcasm Detection ...5694[{'ref': 'Sarcasm_Headlines_Dataset_v2.json', ...30764FalseFalseTrue...High quality dataset for the task of Sarcasm D...[{'ref': 'classification', 'competitionCount':...News Headlines Dataset For Sarcasm Detection33425749https://www.kaggle.com/rmisra/news-headlines-d...1.000000[{'versionNumber': 2, 'creationDate': '2019-07...44048237
137Guilherme PontesNone1231[{'ref': 'resized_v2.csv', 'creationDate': '20...56022FalseFalseFalse...[]Fake News Sample1519121643https://www.kaggle.com/pontes/fake-news-sample0.117647[{'versionNumber': 1, 'creationDate': '2018-09...15048
138Bytedance WSDM Cup 2019None1# Background\\n\\nWSDM (pronounced \"wisdom\") is ...63[{'ref': 'solution.csv', 'creationDate': '2019...154756FalseFalseFalse...Identify the fake news.[{'ref': 'nlp', 'competitionCount': 3, 'datase...WSDM - Fake News Classification036152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...0.705882[{'versionNumber': 1, 'creationDate': '2019-04...5772
139Antonis MaronikolakisNone4## Datasets\\n\\nData stored in this dataset com...33[{'ref': 'fnd_news_fake.7z', 'creationDate': '...204563FalseFalseFalse...A collection of fake news (headlines) datasets[{'ref': 'text data', 'competitionCount': 25, ...Fake News Data038477999https://www.kaggle.com/antmarakis/fake-news-data0.764706[{'versionNumber': 4, 'creationDate': '2019-07...3690
140Saivenket PatroNone1178[{'ref': 'train.csv', 'creationDate': '2019-01...108217FalseFalseFalse...Detection of Fake News[]Fake News Detection Dataset0435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0.176471[{'versionNumber': 1, 'creationDate': '2019-01...11716
141MohitNone127[{'ref': 'test.csv', 'creationDate': '2019-05-...198533FalseFalseFalse...For Fake news detection using Machine Learning[]Fake news048165856https://www.kaggle.com/mohit28rawat/fake-news0.235294[{'versionNumber': 1, 'creationDate': '2019-05...1071
142vikasNone2### Context\\n\\nAs part of the House Intelligen...2291[{'ref': 'tweets.csv', 'creationDate': '2018-0...13184FalseFalseTrue...200,000 malicious-account tweets captured by NBC[{'ref': 'internet', 'competitionCount': 15, '...Russian Troll Tweets421993810https://www.kaggle.com/vikasg/russian-troll-tw...0.735294[{'versionNumber': 2, 'creationDate': '2018-02...23022114
143Matteo_MazzolaNone1### Context\\n\\nI did this in order to share th...135[{'ref': 'dataset.rar', 'creationDate': '2017-...3391FalseFalseFalse...Articles taken by Snopes.com[]Snopes_fake_legit_news02065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0.500000[{'versionNumber': 1, 'creationDate': '2017-10...9372
144Megan RisdalNone158[{'ref': 'weekly-kernels.csv', 'creationDate':...2344FalseFalseFalse...[]Not Fake News01236https://www.kaggle.com/mrisdal/not-fake-news0.235294[{'versionNumber': 1, 'creationDate': '2017-09...11171
145Armineh NourbakhshNone3# Context \\n\\n[Emergent.info](http://www.emerg...856[{'ref': 'emergent.csv', 'creationDate': '2017...1015FalseFalseTrue...Webpages cited by rumor trackers[{'ref': 'linguistics', 'competitionCount': 6,...Who starts and who debunks rumors11455017https://www.kaggle.com/arminehn/rumor-citation0.882353[{'versionNumber': 3, 'creationDate': '2017-03...857826
146xuyinjieNone166[{'ref': 'all.zip', 'creationDate': '2018-11-2...81764FalseFalseFalse...[]WSDM - Fake News Classification036090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...0.125000[{'versionNumber': 1, 'creationDate': '2018-11...4991
147MunaNone123[{'ref': 'Dataset.json', 'creationDate': '2019...146549FalseFalseFalse...[{'ref': 'twitter', 'competitionCount': 0, 'da...Fake News Detection Dataset040272https://www.kaggle.com/munagazzai/fake-news-de...0.375000[{'versionNumber': 1, 'creationDate': '2019-03...1850
148Megan RisdalNone1### Context\\n\\nDuring the 2016 US presidential...633[{'ref': 'facebook-fact-check.csv', 'creationD...1357FalseFalseTrue...Hyperpartisan Facebook pages and misleading in...[{'ref': 'internet', 'competitionCount': 15, '...Fact-Checking Facebook Politics Pages146870https://www.kaggle.com/mrisdal/fact-checking-f...0.735294[{'versionNumber': 1, 'creationDate': '2017-06...592822
149AD6398None16[{'ref': 'glove.6B.100d.txt', 'creationDate': ...238871FalseFalseFalse...[]AOSSIE: Fake News Detection datasets0210153734https://www.kaggle.com/ad6398/aossie-fake-news...0.176471[{'versionNumber': 1, 'creationDate': '2019-06...670
150RogérioChavesNone4### Contexto\\n\\nBoatos são compartilhados em m...66[{'ref': 'boatos.csv', 'creationDate': '2018-1...30346FalseFalseTrue...1900 boatos (pt) + 130 rumores (es) desmentido...[{'ref': 'internet', 'competitionCount': 15, '...Boatos de WhatsApp e outros do BoatosOrg (pt +...0444433https://www.kaggle.com/rogeriochaves/boatos-de...0.647059[{'versionNumber': 4, 'creationDate': '2018-10...40008
151Zeeshan-ul-hassan UsmaniNone15### Context\\n\\nHere comes the July 25th 2018 a...1201[{'ref': '2013-2018 Seat Changes in NA.csv', '...35552FalseFalseTrue...Help Us Predict the Next Winner[{'ref': 'data visualization', 'competitionCou...Predict Pakistan Elections 20182448731676https://www.kaggle.com/zusmani/predict-pakista...0.764706[{'versionNumber': 15, 'creationDate': '2018-0...2908383
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"122 Kondalarao Vonteru None 2 \n", - "123 AsadMahmood None 1 \n", - "124 Chris Crawford None 1 \n", - "125 Rohk None 4 \n", - "126 Sohier Dane None 2 \n", - "127 Marlesson None 2 \n", - "128 Rohk None 6 \n", - "129 Pariza Sharif None 2 \n", - "130 Ceshine Lee None 7 \n", - "131 Liling Tan None 6 \n", - "132 Megan Risdal None 1 \n", - "133 jruvika None 1 \n", - "134 Deepak Mahudeswaran None 1 \n", - "135 sumanthvrao None 3 \n", - "136 Rishabh Misra None 2 \n", - "137 Guilherme Pontes None 1 \n", - "138 Bytedance WSDM Cup 2019 None 1 \n", - "139 Antonis Maronikolakis None 4 \n", - "140 Saivenket Patro None 1 \n", - "141 Mohit None 1 \n", - "142 vikas None 2 \n", - "143 Matteo_Mazzola None 1 \n", - "144 Megan Risdal None 1 \n", - "145 Armineh Nourbakhsh None 3 \n", - "146 xuyinjie None 1 \n", - "147 Muna None 1 \n", - "148 Megan Risdal None 1 \n", - "149 AD6398 None 1 \n", - "150 RogérioChaves None 4 \n", - "151 Zeeshan-ul-hassan Usmani None 15 \n", - "\n", - " description downloadCount \\\n", - "0 # Cryptocurrency Market Data\\n## Historical Cr... 9028 \n", - "1 «Datasets per la comparació de moviments i pat... 565 \n", - "2 «Datasets per la comparació de moviments i pat... 515 \n", - "3 ### Context\\n\\nThis is a different timeframe c... 134 \n", - "4 This dataset contains the daily currency excha... 516 \n", - "5 «Datasets per la comparació de moviments i pat... 160 \n", - "6 ### Context\\n\\nI put together this dataset whe... 69 \n", - "7 ### Content\\n\\nover 10 years of historical exc... 102 \n", - "8 ### Context\\n\\nThings like Block chain, Bitcoi... 19238 \n", - "9 ### Context\\n\\nHere's one of the largest Crypt... 101 \n", - "10 ### Cryptocurrencies\\n\\nCryptocurrencies are f... 3100 \n", - "11 **Context**\\n\\nRecent growing interest in cryp... 2844 \n", - "12 The Federal Reserve's H.10 statistical release... 1240 \n", - "13 ### Context\\n\\nI really get fascinated by good... 19125 \n", - "14 ### Context\\n\\nNumer.ai tournament results\\n\\n... 98 \n", - "15 ### Context\\n\\nHistorical data for crypto curr... 163 \n", - "16 ## Context\\n\\nBitcoin and other cryptocurrenci... 0 \n", - "17 ### Context\\n\\nI made this dataset for Courser... 149 \n", - "18 # Kaggle Challenge: Predict Future Sales.\\nThi... 241 \n", - "19 ### Context\\n\\nI have generated this set of au... 181 \n", - "20 # Context\\n\\nThe **demonetization of ₹500 and ... 4779 \n", - "21 # Context \\n\\nI've always wanted to have a pro... 1456 \n", - "22 This dataset contains the daily currency excha... 516 \n", - "23 ### Context\\n\\nThe data set consist currency e... 182 \n", - "24 ### Context\\n\\nEach file contains klines for 1... 486 \n", - "25 ### Object detection dataset for Iraqi currenc... 40 \n", - "26 ## About this dataset\\n\\nWith the rise of cryp... 94 \n", - "27 ### Context\\nOne week of highly resolved crypt... 126 \n", - "28 ### Context \\nBitcoin is the longest running a... 43214 \n", - "29 ### Context\\n\\nI really get fascinated by good... 19125 \n", - ".. ... ... \n", - "122 ### Context\\n\\nI am currently working on summa... 2321 \n", - "123 # Content\\n\\nThis Dataset is scraped from http... 1253 \n", - "124 ### Context\\n\\nThis dataset is a collection ne... 2280 \n", - "125 # Context\\n\\nThis dataset is a snapshot of mos... 1047 \n", - "126 ### Context\\n\\nThis dataset contains a randomi... 674 \n", - "127 ### Content\\n\\nThe dataset consists of 167.053... 947 \n", - "128 ### Context\\n\\nPresenting a compendium of crow... 821 \n", - "129 ### Context\\n\\nText summarization is a way to ... 1470 \n", - "130 A collections of news articles in Traditional ... 137 \n", - "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... 847 \n", - "132 The latest hot topic in the news is fake news ... 12746 \n", - "133 1453 \n", - "134 ##FakeNewsNet\\nThis is a repository for an ong... 535 \n", - "135 ## Introduction\\nThis describes two fake news ... 165 \n", - "136 #Context\\n\\nPast studies in Sarcasm Detection ... 5694 \n", - "137 231 \n", - "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... 63 \n", - "139 ## Datasets\\n\\nData stored in this dataset com... 33 \n", - "140 178 \n", - "141 27 \n", - "142 ### Context\\n\\nAs part of the House Intelligen... 2291 \n", - "143 ### Context\\n\\nI did this in order to share th... 135 \n", - "144 58 \n", - "145 # Context \\n\\n[Emergent.info](http://www.emerg... 856 \n", - "146 66 \n", - "147 23 \n", - "148 ### Context\\n\\nDuring the 2016 US presidential... 633 \n", - "149 6 \n", - "150 ### Contexto\\n\\nBoatos são compartilhados em m... 66 \n", - "151 ### Context\\n\\nHere comes the July 25th 2018 a... 1201 \n", - "\n", - " files id isFeatured \\\n", - "0 [{'ref': 'crypto-markets.csv', 'creationDate':... 1963 False \n", - "1 [{'ref': '1_11_2017_crypto_currencies.csv', 'c... 2963 False \n", - "2 [{'ref': 'dataset.csv', 'creationDate': '2017-... 6902 False \n", - "3 [{'ref': 'currencies.rar', 'creationDate': '20... 2661 False \n", - "4 [{'ref': 'currency_exchange_rates_02-01-1995_-... 20872 False \n", - "5 [{'ref': '1_11_2017_crypto_currencies.csv', 'c... 4161 False \n", - "6 [{'ref': 'cat_to_name.json', 'creationDate': '... 150253 False \n", - "7 [{'ref': 'exchange.csv', 'creationDate': '2017... 1407 False \n", - "8 [{'ref': 'bitcoin_cash_price.csv', 'creationDa... 1869 False \n", - "9 [{'ref': 'cc_histories.zip', 'creationDate': '... 30652 False \n", - "10 [{'ref': 'all_currencies.csv', 'creationDate':... 18281 False \n", - "11 [{'ref': 'consolidated_coin_data.csv', 'creati... 8629 False \n", - "12 [{'ref': 'exchange_rates.csv', 'creationDate':... 2343 False \n", - "13 [{'ref': 'Country-Code.xlsx', 'creationDate': ... 14506 False \n", - "14 [{'ref': 'CoinMarketCapNMR', 'creationDate': '... 29393 False \n", - "15 [{'ref': 'CoinMarketData-bitcoin-cash.csv', 'c... 25711 False \n", - "16 [] 41998 False \n", - "17 [{'ref': 'CHART_DATA_ALTCOINS_2017.csv', 'crea... 8346 False \n", - "18 [{'ref': 'calendar.csv', 'creationDate': '2018... 24159 False \n", - "19 [{'ref': 'KS-Steam-Connection-201801.sqlite', ... 8969 False \n", - "20 [{'ref': 'demonetization-tweets.csv', 'creatio... 430 False \n", - "21 [{'ref': 'EURUSD_15m_BID_01.01.2010-31.12.2016... 867 False \n", - "22 [{'ref': 'currency_exchange_rates_02-01-1995_-... 20872 False \n", - "23 [{'ref': 'currency_exchange_rate.csv', 'creati... 14323 False \n", - "24 [{'ref': '01-2018.zip', 'creationDate': '2018-... 9894 False \n", - "25 [{'ref': '10000ar.zip', 'creationDate': '2018-... 45977 False \n", - "26 [{'ref': 'cryptoMinuteResolution.zip', 'creati... 246537 False \n", - "27 [{'ref': 'BTC_PAIRS_ASK.csv', 'creationDate': ... 19182 False \n", - "28 [{'ref': 'bitstampUSD_1-min_data_2012-01-01_to... 1346 False \n", - "29 [{'ref': 'Country-Code.xlsx', 'creationDate': ... 14506 False \n", - ".. ... ... ... \n", - "122 [{'ref': 'news_summary_more.csv', 'creationDat... 1895 False \n", - "123 [{'ref': 'Articles.csv', 'creationDate': '2017... 1192 False \n", - "124 [{'ref': 'alt.atheism.txt', 'creationDate': '2... 1740 False \n", - "125 [{'ref': 'news-week-17aug24.csv', 'creationDat... 2670 False \n", - "126 [{'ref': 'hacker_news_sample.csv', 'creationDa... 1494 False \n", - "127 [{'ref': 'articles.csv', 'creationDate': '2019... 3660 False \n", - "128 [{'ref': 'examiner-date-text.csv', 'creationDa... 1819 False \n", - "129 [{'ref': 'BBC News Summary.rar', 'creationDate... 24984 False \n", - "130 [{'ref': 'news_collection.csv', 'creationDate'... 124897 False \n", - "131 [{'ref': 'old-newspaper.tsv', 'creationDate': ... 2007 False \n", - "132 [{'ref': 'fake.csv', 'creationDate': '2016-11-... 444 False \n", - "133 [{'ref': 'data.csv', 'creationDate': '2017-12-... 6410 False \n", - "134 [{'ref': 'BuzzFeed_fake_news_content.csv', 'cr... 72366 False \n", - "135 [{'ref': 'overall.zip', 'creationDate': '2019-... 169457 False \n", - "136 [{'ref': 'Sarcasm_Headlines_Dataset_v2.json', ... 30764 False \n", - "137 [{'ref': 'resized_v2.csv', 'creationDate': '20... 56022 False \n", - "138 [{'ref': 'solution.csv', 'creationDate': '2019... 154756 False \n", - "139 [{'ref': 'fnd_news_fake.7z', 'creationDate': '... 204563 False \n", - "140 [{'ref': 'train.csv', 'creationDate': '2019-01... 108217 False \n", - "141 [{'ref': 'test.csv', 'creationDate': '2019-05-... 198533 False \n", - "142 [{'ref': 'tweets.csv', 'creationDate': '2018-0... 13184 False \n", - "143 [{'ref': 'dataset.rar', 'creationDate': '2017-... 3391 False \n", - "144 [{'ref': 'weekly-kernels.csv', 'creationDate':... 2344 False \n", - "145 [{'ref': 'emergent.csv', 'creationDate': '2017... 1015 False \n", - "146 [{'ref': 'all.zip', 'creationDate': '2018-11-2... 81764 False \n", - "147 [{'ref': 'Dataset.json', 'creationDate': '2019... 146549 False \n", - "148 [{'ref': 'facebook-fact-check.csv', 'creationD... 1357 False \n", - "149 [{'ref': 'glove.6B.100d.txt', 'creationDate': ... 238871 False \n", - "150 [{'ref': 'boatos.csv', 'creationDate': '2018-1... 30346 False \n", - "151 [{'ref': '2013-2018 Seat Changes in NA.csv', '... 35552 False \n", - "\n", - " isPrivate isReviewed ... \\\n", - "0 False True ... \n", - "1 False False ... \n", - "2 False True ... \n", - "3 False False ... \n", - "4 False False ... \n", - "5 False False ... \n", - "6 False False ... \n", - "7 False False ... \n", - "8 False False ... \n", - "9 False False ... \n", - "10 False True ... \n", - "11 False True ... \n", - "12 False True ... \n", - "13 False True ... \n", - "14 False False ... \n", - "15 False False ... \n", - "16 False True ... \n", - "17 False False ... \n", - "18 False False ... \n", - "19 False False ... \n", - "20 False True ... \n", - "21 False True ... \n", - "22 False False ... \n", - "23 False False ... \n", - "24 False False ... \n", - "25 False False ... \n", - "26 False False ... \n", - "27 False False ... \n", - "28 False True ... \n", - "29 False True ... \n", - ".. ... ... ... \n", - "122 False True ... \n", - "123 False False ... \n", - "124 False True ... \n", - "125 False True ... \n", - "126 False True ... \n", - "127 False True ... \n", - "128 False True ... \n", - "129 False False ... \n", - "130 False True ... \n", - "131 False True ... \n", - "132 False True ... \n", - "133 False False ... \n", - "134 False False ... \n", - "135 False False ... \n", - "136 False True ... \n", - "137 False False ... \n", - "138 False False ... \n", - "139 False False ... \n", - "140 False False ... \n", - "141 False False ... \n", - "142 False True ... \n", - "143 False False ... \n", - "144 False False ... \n", - "145 False True ... \n", - "146 False False ... \n", - "147 False False ... \n", - "148 False True ... \n", - "149 False False ... \n", - "150 False True ... \n", - "151 False True ... \n", - "\n", - " subtitle \\\n", - "0 Daily crypto markets open, close, low, high da... \n", - "1 Cryptocurrency Market Capitalizations \n", - "2 Relation and patterns between movements of sto... \n", - "3 \n", - "4 Daily exchange rates for 51 currencies from 19... \n", - "5 Cryptocurrency Market Capitalizations \n", - "6 A collection of coin images from 32 different ... \n", - "7 historical data monthly frequencies 01/07/1997... \n", - "8 Prices of top cryptocurrencies including Bitco... \n", - "9 Historical Coin Prices to Understand the Big P... \n", - "10 Daily historical prices for all cryptocurrenci... \n", - "11 Top 200 Cryptocurrencies by Marketcap \n", - "12 Exchange rates as far back as 1971 between the... \n", - "13 Analyzing the best restaurants of the major ci... \n", - "14 Numerai Tournament Results \n", - "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", - "16 Complete live historical Ethereum blockchain d... \n", - "17 Price transition of bitcoin and altcoins in 2017 \n", - "18 Dataset provides some supplementary data for P... \n", - "19 A dataset collected from Kickstarter and SteamSpy \n", - "20 Data extracted from Twitter regarding the rece... \n", - "21 FOREX currency rates data for EURUSD, 15 minut... \n", - "22 Daily exchange rates for 51 currencies from 19... \n", - "23 Currency Exchange Rate from 1950-2017 \n", - "24 Minutely crypto currency open/close prices, hi... \n", - "25 Object detection dataset for Iraqi currency \n", - "26 Historical crypto currency data from the Bitfi... \n", - "27 High resolution data of all BTC based pairs fr... \n", - "28 Bitcoin data at 1-min intervals from select ex... \n", - "29 Analyzing the best restaurants of the major ci... \n", - ".. ... \n", - "122 Generating short length descriptions of news a... \n", - "123 This dataset include articles from 2015 till date \n", - "124 A collection of ~18,000 newsgroup documents fr... \n", - "125 7 days of tracking 20k news feeds worldwide \n", - "126 A subset of all Hacker News articles \n", - "127 167.053 news of the site Folha de São Paulo (B... \n", - "128 SiX Years of Crowd Sourced Journalism \n", - "129 Extractive Summarization of BBC News Articles \n", - "130 With Article Titles, Descriptions, Cover Image... \n", - "131 A cleaned subset of HC Corpora newspapers \n", - "132 Text & metadata from fake & biased news source... \n", - "133 \n", - "134 Fake News, MisInformation, Data Mining \n", - "135 Two fake news datasets covering seven differen... \n", - "136 High quality dataset for the task of Sarcasm D... \n", - "137 \n", - "138 Identify the fake news. \n", - "139 A collection of fake news (headlines) datasets \n", - "140 Detection of Fake News \n", - "141 For Fake news detection using Machine Learning \n", - "142 200,000 malicious-account tweets captured by NBC \n", - "143 Articles taken by Snopes.com \n", - "144 \n", - "145 Webpages cited by rumor trackers \n", - "146 \n", - "147 \n", - "148 Hyperpartisan Facebook pages and misleading in... \n", - "149 \n", - "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", - "151 Help Us Predict the Next Winner \n", - "\n", - " tags \\\n", - "0 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "1 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "2 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "3 [] \n", - "4 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "5 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "6 [{'ref': 'image data', 'competitionCount': 63,... \n", - "7 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "8 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "9 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "10 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "11 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "12 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "13 [{'ref': 'food and drink', 'competitionCount':... \n", - "14 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "15 [{'ref': 'money', 'competitionCount': 1, 'data... \n", - "16 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "17 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "18 [{'ref': 'future prediction', 'competitionCoun... \n", - "19 [{'ref': 'video games', 'competitionCount': 1,... \n", - "20 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "21 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "22 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "23 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "24 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "25 [{'ref': 'object detection', 'competitionCount... \n", - "26 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "27 [{'ref': 'economics', 'competitionCount': 0, '... \n", - "28 [{'ref': 'finance', 'competitionCount': 4, 'da... \n", - "29 [{'ref': 'food and drink', 'competitionCount':... \n", - ".. ... \n", - "122 [{'ref': 'linguistics', 'competitionCount': 6,... \n", - "123 [{'ref': 'linguistics', 'competitionCount': 6,... \n", - "124 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "125 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "126 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "127 [{'ref': 'languages', 'competitionCount': 2, '... \n", - "128 [{'ref': 'linguistics', 'competitionCount': 6,... \n", - "129 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", - "130 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", - "131 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "132 [{'ref': 'politics', 'competitionCount': 0, 'd... \n", - "133 [] \n", - "134 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", - "135 [{'ref': 'lstm', 'competitionCount': 0, 'datas... \n", - "136 [{'ref': 'classification', 'competitionCount':... \n", - "137 [] \n", - "138 [{'ref': 'nlp', 'competitionCount': 3, 'datase... \n", - "139 [{'ref': 'text data', 'competitionCount': 25, ... \n", - "140 [] \n", - "141 [] \n", - "142 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "143 [] \n", - "144 [] \n", - "145 [{'ref': 'linguistics', 'competitionCount': 6,... \n", - "146 [] \n", - "147 [{'ref': 'twitter', 'competitionCount': 0, 'da... \n", - "148 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "149 [] \n", - "150 [{'ref': 'internet', 'competitionCount': 15, '... \n", - "151 [{'ref': 'data visualization', 'competitionCou... \n", - "\n", - " title topicCount \\\n", - "0 Every Cryptocurrency Daily Market Price 29 \n", - "1 Crypto Currencies 0 \n", - "2 Analysis about crypto currencies and Stock Index 0 \n", - "3 Currencies 0 \n", - "4 Currency Exchange Rates 1 \n", - "5 Crypto Currencies 0 \n", - "6 World Coins 0 \n", - "7 Exchange rate BRIC currencies/US dollar 0 \n", - "8 Cryptocurrency Historical Prices 12 \n", - "9 Price History of 1654 Crypto-Currencies 0 \n", - "10 Complete Cryptocurrency Market History 1 \n", - "11 Complete Historical Cryptocurrency Financial Data 1 \n", - "12 Exchange Rates 1 \n", - "13 Zomato Restaurants Data 7 \n", - "14 Meta Numerai 0 \n", - "15 Crypto Market Data 0 \n", - "16 Ethereum Blockchain 3 \n", - "17 Bitcoin & Altcoins in 2017 0 \n", - "18 Predict Future Sales Supplementary 0 \n", - "19 Kickstarter videogames released on Steam 0 \n", - "20 Demonetization in India Twitter Data 4 \n", - "21 EURUSD - 15m - 2010-2016 3 \n", - "22 Currency Exchange Rates 1 \n", - "23 Currency Exchange Rate 0 \n", - "24 Binance Crypto Klines 3 \n", - "25 Iraqi Money العملة العراقية 0 \n", - "26 401 crypto currency pairs at 1-minute resolution 0 \n", - "27 Crypto currency data 1 \n", - "28 Bitcoin Historical Data 27 \n", - "29 Zomato Restaurants Data 7 \n", - ".. ... ... \n", - "122 NEWS SUMMARY 2 \n", - "123 News Articles 1 \n", - "124 20 Newsgroups 1 \n", - "125 One Week of Global News Feeds 2 \n", - "126 Hacker News Corpus 1 \n", - "127 News of the Brazilian Newspaper 0 \n", - "128 The Examiner - SpamClickBait News Dataset 0 \n", - "129 BBC News Summary 2 \n", - "130 Yet Another Chinese News Dataset 0 \n", - "131 Old Newspapers 0 \n", - "132 Getting Real about Fake News 6 \n", - "133 Fake News detection 2 \n", - "134 FakeNewsNet 2 \n", - "135 Fake-News-Dataset 0 \n", - "136 News Headlines Dataset For Sarcasm Detection 3 \n", - "137 Fake News Sample 1 \n", - "138 WSDM - Fake News Classification 0 \n", - "139 Fake News Data 0 \n", - "140 Fake News Detection Dataset 0 \n", - "141 Fake news 0 \n", - "142 Russian Troll Tweets 4 \n", - "143 Snopes_fake_legit_news 0 \n", - "144 Not Fake News 0 \n", - "145 Who starts and who debunks rumors 1 \n", - "146 WSDM - Fake News Classification 0 \n", - "147 Fake News Detection Dataset 0 \n", - "148 Fact-Checking Facebook Politics Pages 1 \n", - "149 AOSSIE: Fake News Detection datasets 0 \n", - "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... 0 \n", - "151 Predict Pakistan Elections 2018 24 \n", - "\n", - " totalBytes url \\\n", - "0 23636187 https://www.kaggle.com/jessevent/all-crypto-cu... \n", - "1 1321667 https://www.kaggle.com/acostasg/crypto-currencies \n", - "2 681413 https://www.kaggle.com/acostasg/cryptocurrenci... \n", - "3 1151577 https://www.kaggle.com/mitillo/currencies \n", - "4 596854 https://www.kaggle.com/thebasss/currency-excha... \n", - "5 1082628 https://www.kaggle.com/acostasg/crypto-currenc... \n", - "6 480602984 https://www.kaggle.com/wanderdust/coin-images \n", - "7 3657 https://www.kaggle.com/luigimersico/exchange-r... \n", - "8 715347 https://www.kaggle.com/sudalairajkumar/cryptoc... \n", - "9 19131516 https://www.kaggle.com/ulascengiz/price-histor... \n", - "10 13939281 https://www.kaggle.com/taniaj/cryptocurrency-m... \n", - "11 348672 https://www.kaggle.com/philmohun/cryptocurrenc... \n", - "12 659356 https://www.kaggle.com/federalreserve/exchange... \n", - "13 5732263 https://www.kaggle.com/shrutimehta/zomato-rest... \n", - "14 41912215 https://www.kaggle.com/gaborfodor/meta-numerai \n", - "15 313499 https://www.kaggle.com/anasshahid88/crypto-mar... \n", - "16 910127001043 https://www.kaggle.com/bigquery/ethereum-block... \n", - "17 803789 https://www.kaggle.com/minaba/bitcoin-altcoins... \n", - "18 354256 https://www.kaggle.com/kazimanil/predict-futur... \n", - "19 1080727 https://www.kaggle.com/tonyplaysguitar/steam-s... \n", - "20 990156 https://www.kaggle.com/arathee2/demonetization... \n", - "21 3494511 https://www.kaggle.com/meehau/EURUSD \n", - "22 596854 https://www.kaggle.com/thebasss/currency-excha... \n", - "23 26714 https://www.kaggle.com/sudhirnl7/currency-exca... \n", - "24 1004510014 https://www.kaggle.com/binance/binance-crypto-... \n", - "25 1435021165 https://www.kaggle.com/husamaamer/iraqi-currency- \n", - "26 393638972 https://www.kaggle.com/tencars/392-crypto-curr... \n", - "27 44064008 https://www.kaggle.com/mhansinger/bittrex-bitc... \n", - "28 123326534 https://www.kaggle.com/mczielinski/bitcoin-his... \n", - "29 5732263 https://www.kaggle.com/shrutimehta/zomato-rest... \n", - ".. ... ... \n", - "122 20492757 https://www.kaggle.com/sunnysai12345/news-summary \n", - "123 1916427 https://www.kaggle.com/asad1m9a9h6mood/news-ar... \n", - "124 28248814 https://www.kaggle.com/crawford/20-newsgroups \n", - "125 282624224 https://www.kaggle.com/therohk/global-news-week \n", - "126 667291612 https://www.kaggle.com/hacker-news/hacker-news... \n", - "127 193086895 https://www.kaggle.com/marlesson/news-of-the-s... \n", - "128 148217226 https://www.kaggle.com/therohk/examine-the-exa... \n", - "129 3928416 https://www.kaggle.com/pariza/bbc-news-summary \n", - "130 24983959 https://www.kaggle.com/ceshine/yet-another-chi... \n", - "131 2196786581 https://www.kaggle.com/alvations/old-newspapers \n", - "132 21412001 https://www.kaggle.com/mrisdal/fake-news \n", - "133 5123582 https://www.kaggle.com/jruvika/fake-news-detec... \n", - "134 17009927 https://www.kaggle.com/mdepak/fakenewsnet \n", - "135 2084538 https://www.kaggle.com/sumanthvrao/fakenewsdat... \n", - 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0Every Cryptocurrency Daily Market PriceDaily crypto markets open, close, low, high da...# Cryptocurrency Market Data\\n## Historical Cr...2018-12-01T13:56:58.277Zjessevent/all-crypto-currencies23636187https://www.kaggle.com/jessevent/all-crypto-cu...[{'ref': 'finance', 'competitionCount': 4, 'da...9028Other (specified in description)63[{'versionNumber': 17, 'creationDate': '2018-1...0.852941
1Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-12-03T18:55:04.34Zacostasg/crypto-currencies1321667https://www.kaggle.com/acostasg/crypto-currencies[{'ref': 'finance', 'competitionCount': 4, 'da...565Database: Open Database, Contents: Database Co...2[{'versionNumber': 8, 'creationDate': '2017-12...0.705882
2Analysis about crypto currencies and Stock IndexRelation and patterns between movements of sto...«Datasets per la comparació de moviments i pat...2017-12-13T22:38:33.32Zacostasg/cryptocurrenciesvsstockindex681413https://www.kaggle.com/acostasg/cryptocurrenci...[{'ref': 'economics', 'competitionCount': 0, '...515Database: Open Database, Contents: © Original ...1[{'versionNumber': 2, 'creationDate': '2017-12...0.705882
3Currencies### Context\\n\\nThis is a different timeframe c...2017-09-24T19:50:59.687Zmitillo/currencies1151577https://www.kaggle.com/mitillo/currencies[]134Unknown1[{'versionNumber': 3, 'creationDate': '2017-09...0.411765
4Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates596854https://www.kaggle.com/thebasss/currency-excha...[{'ref': 'finance', 'competitionCount': 4, 'da...516CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-05...0.647059
5Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-11-07T20:19:07.32Zacostasg/crypto-currencies-data1082628https://www.kaggle.com/acostasg/crypto-currenc...[{'ref': 'finance', 'competitionCount': 4, 'da...160Database: Open Database, Contents: Database Co...0[{'versionNumber': 1, 'creationDate': '2017-11...0.647059
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480602984https://www.kaggle.com/wanderdust/coin-images[{'ref': 'image data', 'competitionCount': 63,...69Other (specified in description)1[{'versionNumber': 1, 'creationDate': '2019-03...0.937500
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...3657https://www.kaggle.com/luigimersico/exchange-r...[{'ref': 'economics', 'competitionCount': 0, '...102Unknown2[{'versionNumber': 1, 'creationDate': '2017-06...0.529412
8Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory715347https://www.kaggle.com/sudalairajkumar/cryptoc...[{'ref': 'finance', 'competitionCount': 4, 'da...19238CC0: Public Domain39[{'versionNumber': 13, 'creationDate': '2018-0...0.705882
9Price History of 1654 Crypto-CurrenciesHistorical Coin Prices to Understand the Big P...### Context\\n\\nHere's one of the largest Crypt...2018-06-09T02:44:13.39Zulascengiz/price-history-of-1654-cryptocurrencies19131516https://www.kaggle.com/ulascengiz/price-histor...[{'ref': 'economics', 'competitionCount': 0, '...101Other (specified in description)0[{'versionNumber': 1, 'creationDate': '2018-06...0.687500
10Complete Cryptocurrency Market HistoryDaily historical prices for all cryptocurrenci...### Cryptocurrencies\\n\\nCryptocurrencies are f...2018-09-29T15:17:17.567Ztaniaj/cryptocurrency-market-history-coinmarke...13939281https://www.kaggle.com/taniaj/cryptocurrency-m...[{'ref': 'economics', 'competitionCount': 0, '...3100CC0: Public Domain8[{'versionNumber': 9, 'creationDate': '2018-09...0.764706
11Complete Historical Cryptocurrency Financial DataTop 200 Cryptocurrencies by Marketcap**Context**\\n\\nRecent growing interest in cryp...2019-04-25T00:37:10.423Zphilmohun/cryptocurrency-financial-data348672https://www.kaggle.com/philmohun/cryptocurrenc...[{'ref': 'finance', 'competitionCount': 4, 'da...2844CC0: Public Domain4[{'versionNumber': 3, 'creationDate': '2019-04...0.852941
12Exchange RatesExchange rates as far back as 1971 between the...The Federal Reserve's H.10 statistical release...2017-09-05T20:29:37.953Zfederalreserve/exchange-rates659356https://www.kaggle.com/federalreserve/exchange...[{'ref': 'economics', 'competitionCount': 0, '...1240CC0: Public Domain13[{'versionNumber': 1, 'creationDate': '2017-09...0.823529
13Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5732263https://www.kaggle.com/shrutimehta/zomato-rest...[{'ref': 'food and drink', 'competitionCount':...19125CC0: Public Domain54[{'versionNumber': 2, 'creationDate': '2018-03...0.794118
14Meta NumeraiNumerai Tournament Results### Context\\n\\nNumer.ai tournament results\\n\\n...2019-07-01T08:29:53.457Zgaborfodor/meta-numerai41912215https://www.kaggle.com/gaborfodor/meta-numerai[{'ref': 'finance', 'competitionCount': 4, 'da...98CC0: Public Domain11[{'versionNumber': 36, 'creationDate': '2019-0...0.705882
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data313499https://www.kaggle.com/anasshahid88/crypto-mar...[{'ref': 'money', 'competitionCount': 1, 'data...163CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2018-05...0.647059
16Ethereum BlockchainComplete live historical Ethereum blockchain d...## Context\\n\\nBitcoin and other cryptocurrenci...2019-03-04T14:57:55.953Zbigquery/ethereum-blockchain910127001043https://www.kaggle.com/bigquery/ethereum-block...[{'ref': 'finance', 'competitionCount': 4, 'da...0CC0: Public Domain20[{'versionNumber': 4, 'creationDate': '2019-03...0.705882
17Bitcoin & Altcoins in 2017Price transition of bitcoin and altcoins in 2017### Context\\n\\nI made this dataset for Courser...2017-12-31T15:01:20.877Zminaba/bitcoin-altcoins-in-2017803789https://www.kaggle.com/minaba/bitcoin-altcoins...[{'ref': 'economics', 'competitionCount': 0, '...149CC BY-SA 4.03[{'versionNumber': 1, 'creationDate': '2017-12...0.705882
18Predict Future Sales SupplementaryDataset provides some supplementary data for P...# Kaggle Challenge: Predict Future Sales.\\nThi...2018-05-10T13:07:40.25Zkazimanil/predict-future-sales-supplementary354256https://www.kaggle.com/kazimanil/predict-futur...[{'ref': 'future prediction', 'competitionCoun...241Database: Open Database, Contents: Database Co...4[{'versionNumber': 3, 'creationDate': '2018-05...0.764706
19Kickstarter videogames released on SteamA dataset collected from Kickstarter and SteamSpy### Context\\n\\nI have generated this set of au...2018-01-21T23:54:08.17Ztonyplaysguitar/steam-spy-data-from-api-request1080727https://www.kaggle.com/tonyplaysguitar/steam-s...[{'ref': 'video games', 'competitionCount': 1,...181CC0: Public Domain2[{'versionNumber': 4, 'creationDate': '2018-01...0.875000
20Demonetization in India Twitter DataData extracted from Twitter regarding the rece...# Context\\n\\nThe **demonetization of ₹500 and ...2017-04-21T17:35:02.253Zarathee2/demonetization-in-india-twitter-data990156https://www.kaggle.com/arathee2/demonetization...[{'ref': 'finance', 'competitionCount': 4, 'da...4779Unknown171[{'versionNumber': 3, 'creationDate': '2017-04...0.735294
21EURUSD - 15m - 2010-2016FOREX currency rates data for EURUSD, 15 minut...# Context \\n\\nI've always wanted to have a pro...2017-02-22T14:42:13.003Zmeehau/EURUSD3494511https://www.kaggle.com/meehau/EURUSD[{'ref': 'finance', 'competitionCount': 4, 'da...1456CC BY-NC-SA 4.012[{'versionNumber': 2, 'creationDate': '2017-02...0.823529
22Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates596854https://www.kaggle.com/thebasss/currency-excha...[{'ref': 'finance', 'competitionCount': 4, 'da...516CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-05...0.647059
23Currency Exchange RateCurrency Exchange Rate from 1950-2017### Context\\n\\nThe data set consist currency e...2018-02-27T16:33:39.507Zsudhirnl7/currency-excahnge-rate26714https://www.kaggle.com/sudhirnl7/currency-exca...[{'ref': 'finance', 'competitionCount': 4, 'da...182CC0: Public Domain1[{'versionNumber': 4, 'creationDate': '2018-02...0.735294
24Binance Crypto KlinesMinutely crypto currency open/close prices, hi...### Context\\n\\nEach file contains klines for 1...2018-04-08T09:58:41.477Zbinance/binance-crypto-klines1004510014https://www.kaggle.com/binance/binance-crypto-...[{'ref': 'economics', 'competitionCount': 0, '...486CC0: Public Domain1[{'versionNumber': 5, 'creationDate': '2018-04...0.750000
25Iraqi Money العملة العراقيةObject detection dataset for Iraqi currency### Object detection dataset for Iraqi currenc...2018-08-23T09:28:29.143Zhusamaamer/iraqi-currency-1435021165https://www.kaggle.com/husamaamer/iraqi-currency-[{'ref': 'object detection', 'competitionCount...40Unknown2[{'versionNumber': 2, 'creationDate': '2018-08...0.687500
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393638972https://www.kaggle.com/tencars/392-crypto-curr...[{'ref': 'economics', 'competitionCount': 0, '...94CC BY-SA 4.02[{'versionNumber': 2, 'creationDate': '2019-07...1.000000
27Crypto currency dataHigh resolution data of all BTC based pairs fr...### Context\\nOne week of highly resolved crypt...2018-04-15T16:42:18.337Zmhansinger/bittrex-bitcoin-pairs44064008https://www.kaggle.com/mhansinger/bittrex-bitc...[{'ref': 'economics', 'competitionCount': 0, '...126CC0: Public Domain0[{'versionNumber': 2, 'creationDate': '2018-04...0.647059
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123326534https://www.kaggle.com/mczielinski/bitcoin-his...[{'ref': 'finance', 'competitionCount': 4, 'da...43214CC BY-SA 4.0128[{'versionNumber': 16, 'creationDate': '2019-0...1.000000
29Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5732263https://www.kaggle.com/shrutimehta/zomato-rest...[{'ref': 'food and drink', 'competitionCount':...19125CC0: Public Domain54[{'versionNumber': 2, 'creationDate': '2018-03...0.794118
..........................................
122NEWS SUMMARYGenerating short length descriptions of news a...### Context\\n\\nI am currently working on summa...2019-02-11T09:03:28.783Zsunnysai12345/news-summary20492757https://www.kaggle.com/sunnysai12345/news-summary[{'ref': 'linguistics', 'competitionCount': 6,...2321GPL 23[{'versionNumber': 2, 'creationDate': '2019-02...0.764706
123News ArticlesThis dataset include articles from 2015 till date# Content\\n\\nThis Dataset is scraped from http...2017-04-30T11:02:29.487Zasad1m9a9h6mood/news-articles1916427https://www.kaggle.com/asad1m9a9h6mood/news-ar...[{'ref': 'linguistics', 'competitionCount': 6,...1253CC0: Public Domain7[{'versionNumber': 1, 'creationDate': '2017-04...0.823529
12420 NewsgroupsA collection of ~18,000 newsgroup documents fr...### Context\\n\\nThis dataset is a collection ne...2017-07-26T21:05:38.987Zcrawford/20-newsgroups28248814https://www.kaggle.com/crawford/20-newsgroups[{'ref': 'internet', 'competitionCount': 15, '...2280Other (specified in description)9[{'versionNumber': 1, 'creationDate': '2017-07...0.823529
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282624224https://www.kaggle.com/therohk/global-news-week[{'ref': 'internet', 'competitionCount': 15, '...1047CC0: Public Domain8[{'versionNumber': 4, 'creationDate': '2019-04...0.941176
126Hacker News CorpusA subset of all Hacker News articles### Context\\n\\nThis dataset contains a randomi...2017-06-29T20:16:20.2Zhacker-news/hacker-news-corpus667291612https://www.kaggle.com/hacker-news/hacker-news...[{'ref': 'internet', 'competitionCount': 15, '...674Other (specified in description)4[{'versionNumber': 2, 'creationDate': '2017-06...0.823529
127News of the Brazilian Newspaper167.053 news of the site Folha de São Paulo (B...### Content\\n\\nThe dataset consists of 167.053...2019-06-05T03:33:51.58Zmarlesson/news-of-the-site-folhauol193086895https://www.kaggle.com/marlesson/news-of-the-s...[{'ref': 'languages', 'competitionCount': 2, '...947CC0: Public Domain7[{'versionNumber': 2, 'creationDate': '2019-06...0.705882
128The Examiner - SpamClickBait News DatasetSiX Years of Crowd Sourced Journalism### Context\\n\\nPresenting a compendium of crow...2019-06-22T12:03:21.843Ztherohk/examine-the-examiner148217226https://www.kaggle.com/therohk/examine-the-exa...[{'ref': 'linguistics', 'competitionCount': 6,...821CC0: Public Domain4[{'versionNumber': 6, 'creationDate': '2019-06...0.823529
129BBC News SummaryExtractive Summarization of BBC News Articles### Context\\n\\nText summarization is a way to ...2018-05-06T11:08:19.42Zpariza/bbc-news-summary3928416https://www.kaggle.com/pariza/bbc-news-summary[{'ref': 'nlp', 'competitionCount': 3, 'datase...1470CC0: Public Domain2[{'versionNumber': 2, 'creationDate': '2018-05...0.750000
130Yet Another Chinese News DatasetWith Article Titles, Descriptions, Cover Image...A collections of news articles in Traditional ...2019-07-11T17:01:17.377Zceshine/yet-another-chinese-news-dataset24983959https://www.kaggle.com/ceshine/yet-another-chi...[{'ref': 'nlp', 'competitionCount': 3, 'datase...137CC BY-SA 4.04[{'versionNumber': 7, 'creationDate': '2019-07...1.000000
131Old NewspapersA cleaned subset of HC Corpora newspapers### Context\\n\\nThe [HC Corpora](https://web.ar...2017-11-16T04:53:55.98Zalvations/old-newspapers2196786581https://www.kaggle.com/alvations/old-newspapers[{'ref': 'internet', 'competitionCount': 15, '...847CC0: Public Domain3[{'versionNumber': 6, 'creationDate': '2017-11...0.750000
132Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21412001https://www.kaggle.com/mrisdal/fake-news[{'ref': 'politics', 'competitionCount': 0, 'd...12746CC0: Public Domain93[{'versionNumber': 1, 'creationDate': '2016-11...0.852941
133Fake News detection2017-12-07T20:39:58Zjruvika/fake-news-detection5123582https://www.kaggle.com/jruvika/fake-news-detec...[]1453Database: Open Database, Contents: © Original ...6[{'versionNumber': 1, 'creationDate': '2017-12...0.294118
134FakeNewsNetFake News, MisInformation, Data Mining##FakeNewsNet\\nThis is a repository for an ong...2018-11-02T19:08:58.527Zmdepak/fakenewsnet17009927https://www.kaggle.com/mdepak/fakenewsnet[{'ref': 'nlp', 'competitionCount': 3, 'datase...535CC BY-NC-SA 4.04[{'versionNumber': 1, 'creationDate': '2018-11...0.764706
135Fake-News-DatasetTwo fake news datasets covering seven differen...## Introduction\\nThis describes two fake news ...2019-04-19T08:39:12.863Zsumanthvrao/fakenewsdataset2084538https://www.kaggle.com/sumanthvrao/fakenewsdat...[{'ref': 'lstm', 'competitionCount': 0, 'datas...165Unknown2[{'versionNumber': 3, 'creationDate': '2019-04...0.562500
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3425749https://www.kaggle.com/rmisra/news-headlines-d...[{'ref': 'classification', 'competitionCount':...5694CC0: Public Domain48[{'versionNumber': 2, 'creationDate': '2019-07...1.000000
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519121643https://www.kaggle.com/pontes/fake-news-sample[]231Unknown1[{'versionNumber': 1, 'creationDate': '2018-09...0.117647
138WSDM - Fake News ClassificationIdentify the fake news.# Background\\n\\nWSDM (pronounced \"wisdom\") is ...2019-04-02T06:13:39.013Zwsdmcup/wsdm-fake-news-classification36152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...[{'ref': 'nlp', 'competitionCount': 3, 'datase...63Unknown1[{'versionNumber': 1, 'creationDate': '2019-04...0.705882
139Fake News DataA collection of fake news (headlines) datasets## Datasets\\n\\nData stored in this dataset com...2019-07-16T22:34:49.547Zantmarakis/fake-news-data38477999https://www.kaggle.com/antmarakis/fake-news-data[{'ref': 'text data', 'competitionCount': 25, ...33Unknown6[{'versionNumber': 4, 'creationDate': '2019-07...0.764706
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset435844https://www.kaggle.com/ksaivenketpatro/fake-ne...[]178Unknown1[{'versionNumber': 1, 'creationDate': '2019-01...0.176471
141Fake newsFor Fake news detection using Machine Learning2019-05-20T05:02:15.39Zmohit28rawat/fake-news48165856https://www.kaggle.com/mohit28rawat/fake-news[]27Unknown2[{'versionNumber': 1, 'creationDate': '2019-05...0.235294
142Russian Troll Tweets200,000 malicious-account tweets captured by NBC### Context\\n\\nAs part of the House Intelligen...2018-02-15T00:49:04.63Zvikasg/russian-troll-tweets21993810https://www.kaggle.com/vikasg/russian-troll-tw...[{'ref': 'internet', 'competitionCount': 15, '...2291CC0: Public Domain8[{'versionNumber': 2, 'creationDate': '2018-02...0.735294
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...[]135CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2017-10...0.500000
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news1236https://www.kaggle.com/mrisdal/not-fake-news[]58CC0: Public Domain0[{'versionNumber': 1, 'creationDate': '2017-09...0.235294
145Who starts and who debunks rumorsWebpages cited by rumor trackers# Context \\n\\n[Emergent.info](http://www.emerg...2017-03-27T15:02:32.653Zarminehn/rumor-citation1455017https://www.kaggle.com/arminehn/rumor-citation[{'ref': 'linguistics', 'competitionCount': 6,...856CC0: Public Domain10[{'versionNumber': 3, 'creationDate': '2017-03...0.882353
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...[]66Unknown1[{'versionNumber': 1, 'creationDate': '2018-11...0.125000
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset40272https://www.kaggle.com/munagazzai/fake-news-de...[{'ref': 'twitter', 'competitionCount': 0, 'da...23Unknown1[{'versionNumber': 1, 'creationDate': '2019-03...0.375000
148Fact-Checking Facebook Politics PagesHyperpartisan Facebook pages and misleading in...### Context\\n\\nDuring the 2016 US presidential...2017-06-05T19:09:40.407Zmrisdal/fact-checking-facebook-politics-pages46870https://www.kaggle.com/mrisdal/fact-checking-f...[{'ref': 'internet', 'competitionCount': 15, '...633Unknown10[{'versionNumber': 1, 'creationDate': '2017-06...0.735294
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210153734https://www.kaggle.com/ad6398/aossie-fake-news...[]6Unknown2[{'versionNumber': 1, 'creationDate': '2019-06...0.176471
150Boatos de WhatsApp e outros do BoatosOrg (pt +...1900 boatos (pt) + 130 rumores (es) desmentido...### Contexto\\n\\nBoatos são compartilhados em m...2018-10-24T22:31:23.51Zrogeriochaves/boatos-de-whatsapp-boatosorg444433https://www.kaggle.com/rogeriochaves/boatos-de...[{'ref': 'internet', 'competitionCount': 15, '...66CC0: Public Domain1[{'versionNumber': 4, 'creationDate': '2018-10...0.647059
151Predict Pakistan Elections 2018Help Us Predict the Next Winner### Context\\n\\nHere comes the July 25th 2018 a...2018-07-30T07:32:41.157Zzusmani/predict-pakistan-elections-201848731676https://www.kaggle.com/zusmani/predict-pakista...[{'ref': 'data visualization', 'competitionCou...1201Data files © Original Authors17[{'versionNumber': 15, 'creationDate': '2018-0...0.764706
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152 rows × 13 columns

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" - ], - "text/plain": [ - " title \\\n", - "0 Every Cryptocurrency Daily Market Price \n", - "1 Crypto Currencies \n", - "2 Analysis about crypto currencies and Stock Index \n", - "3 Currencies \n", - "4 Currency Exchange Rates \n", - "5 Crypto Currencies \n", - "6 World Coins \n", - "7 Exchange rate BRIC currencies/US dollar \n", - "8 Cryptocurrency Historical Prices \n", - "9 Price History of 1654 Crypto-Currencies \n", - "10 Complete Cryptocurrency Market History \n", - "11 Complete Historical Cryptocurrency Financial Data \n", - "12 Exchange Rates \n", - "13 Zomato Restaurants Data \n", - "14 Meta Numerai \n", - "15 Crypto Market Data \n", - "16 Ethereum Blockchain \n", - "17 Bitcoin & Altcoins in 2017 \n", - "18 Predict Future Sales Supplementary \n", - "19 Kickstarter videogames released on Steam \n", - "20 Demonetization in India Twitter Data \n", - "21 EURUSD - 15m - 2010-2016 \n", - "22 Currency Exchange Rates \n", - "23 Currency Exchange Rate \n", - "24 Binance Crypto Klines \n", - "25 Iraqi Money العملة العراقية \n", - "26 401 crypto currency pairs at 1-minute resolution \n", - "27 Crypto currency data \n", - "28 Bitcoin Historical Data \n", - "29 Zomato Restaurants Data \n", - ".. ... \n", - "122 NEWS SUMMARY \n", - "123 News Articles \n", - "124 20 Newsgroups \n", - "125 One Week of Global News Feeds \n", - "126 Hacker News Corpus \n", - "127 News of the Brazilian Newspaper \n", - "128 The Examiner - SpamClickBait News Dataset \n", - "129 BBC News Summary \n", - "130 Yet Another Chinese News Dataset \n", - "131 Old Newspapers \n", - "132 Getting Real about Fake News \n", - "133 Fake News detection \n", - "134 FakeNewsNet \n", - "135 Fake-News-Dataset \n", - "136 News Headlines Dataset For Sarcasm Detection \n", - "137 Fake News Sample \n", - "138 WSDM - Fake News Classification \n", - "139 Fake News Data \n", - "140 Fake News Detection Dataset \n", - "141 Fake news \n", - "142 Russian Troll Tweets \n", - "143 Snopes_fake_legit_news \n", - "144 Not Fake News \n", - "145 Who starts and who debunks rumors \n", - "146 WSDM - Fake News Classification \n", - "147 Fake News Detection Dataset \n", - "148 Fact-Checking Facebook Politics Pages \n", - "149 AOSSIE: Fake News Detection datasets \n", - "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... \n", - "151 Predict Pakistan Elections 2018 \n", - "\n", - " subtitle \\\n", - "0 Daily crypto markets open, close, low, high da... \n", - "1 Cryptocurrency Market Capitalizations \n", - "2 Relation and patterns between movements of sto... \n", - "3 \n", - "4 Daily exchange rates for 51 currencies from 19... \n", - "5 Cryptocurrency Market Capitalizations \n", - "6 A collection of coin images from 32 different ... \n", - "7 historical data monthly frequencies 01/07/1997... \n", - "8 Prices of top cryptocurrencies including Bitco... \n", - "9 Historical Coin Prices to Understand the Big P... \n", - "10 Daily historical prices for all cryptocurrenci... \n", - "11 Top 200 Cryptocurrencies by Marketcap \n", - "12 Exchange rates as far back as 1971 between the... \n", - "13 Analyzing the best restaurants of the major ci... \n", - "14 Numerai Tournament Results \n", - "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", - "16 Complete live historical Ethereum blockchain d... \n", - "17 Price transition of bitcoin and altcoins in 2017 \n", - "18 Dataset provides some supplementary data for P... \n", - "19 A dataset collected from Kickstarter and SteamSpy \n", - "20 Data extracted from Twitter regarding the rece... \n", - "21 FOREX currency rates data for EURUSD, 15 minut... \n", - "22 Daily exchange rates for 51 currencies from 19... \n", - "23 Currency Exchange Rate from 1950-2017 \n", - "24 Minutely crypto currency open/close prices, hi... \n", - "25 Object detection dataset for Iraqi currency \n", - "26 Historical crypto currency data from the Bitfi... \n", - "27 High resolution data of all BTC based pairs fr... \n", - "28 Bitcoin data at 1-min intervals from select ex... \n", - "29 Analyzing the best restaurants of the major ci... \n", - ".. ... \n", - "122 Generating short length descriptions of news a... \n", - "123 This dataset include articles from 2015 till date \n", - "124 A collection of ~18,000 newsgroup documents fr... \n", - "125 7 days of tracking 20k news feeds worldwide \n", - "126 A subset of all Hacker News articles \n", - "127 167.053 news of the site Folha de São Paulo (B... \n", - "128 SiX Years of Crowd Sourced Journalism \n", - "129 Extractive Summarization of BBC News Articles \n", - "130 With Article Titles, Descriptions, Cover Image... \n", - "131 A cleaned subset of HC Corpora newspapers \n", - "132 Text & metadata from fake & biased news source... \n", - "133 \n", - "134 Fake News, MisInformation, Data Mining \n", - "135 Two fake news datasets covering seven differen... \n", - "136 High quality dataset for the task of Sarcasm D... \n", - "137 \n", - "138 Identify the fake news. \n", - "139 A collection of fake news (headlines) datasets \n", - "140 Detection of Fake News \n", - "141 For Fake news detection using Machine Learning \n", - "142 200,000 malicious-account tweets captured by NBC \n", - "143 Articles taken by Snopes.com \n", - "144 \n", - "145 Webpages cited by rumor trackers \n", - "146 \n", - "147 \n", - "148 Hyperpartisan Facebook pages and misleading in... \n", - "149 \n", - "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", - "151 Help Us Predict the Next Winner \n", - "\n", - " description \\\n", - "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", - "1 «Datasets per la comparació de moviments i pat... \n", - "2 «Datasets per la comparació de moviments i pat... \n", - "3 ### Context\\n\\nThis is a different timeframe c... \n", - "4 This dataset contains the daily currency excha... \n", - "5 «Datasets per la comparació de moviments i pat... \n", - "6 ### Context\\n\\nI put together this dataset whe... \n", - "7 ### Content\\n\\nover 10 years of historical exc... \n", - "8 ### Context\\n\\nThings like Block chain, Bitcoi... \n", - "9 ### Context\\n\\nHere's one of the largest Crypt... \n", - "10 ### Cryptocurrencies\\n\\nCryptocurrencies are f... \n", - "11 **Context**\\n\\nRecent growing interest in cryp... \n", - "12 The Federal Reserve's H.10 statistical release... \n", - "13 ### Context\\n\\nI really get fascinated by good... \n", - "14 ### Context\\n\\nNumer.ai tournament results\\n\\n... \n", - "15 ### Context\\n\\nHistorical data for crypto curr... \n", - "16 ## Context\\n\\nBitcoin and other cryptocurrenci... \n", - "17 ### Context\\n\\nI made this dataset for Courser... \n", - "18 # Kaggle Challenge: Predict Future Sales.\\nThi... \n", - "19 ### Context\\n\\nI have generated this set of au... \n", - "20 # Context\\n\\nThe **demonetization of ₹500 and ... \n", - "21 # Context \\n\\nI've always wanted to have a pro... \n", - "22 This dataset contains the daily currency excha... \n", - "23 ### Context\\n\\nThe data set consist currency e... \n", - "24 ### Context\\n\\nEach file contains klines for 1... \n", - "25 ### Object detection dataset for Iraqi currenc... \n", - "26 ## About this dataset\\n\\nWith the rise of cryp... \n", - "27 ### Context\\nOne week of highly resolved crypt... \n", - "28 ### Context \\nBitcoin is the longest running a... \n", - "29 ### Context\\n\\nI really get fascinated by good... \n", - ".. ... \n", - "122 ### Context\\n\\nI am currently working on summa... \n", - "123 # Content\\n\\nThis Dataset is scraped from http... \n", - "124 ### Context\\n\\nThis dataset is a collection ne... \n", - "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", - "126 ### Context\\n\\nThis dataset contains a randomi... \n", - "127 ### Content\\n\\nThe dataset consists of 167.053... \n", - "128 ### Context\\n\\nPresenting a compendium of crow... \n", - "129 ### Context\\n\\nText summarization is a way to ... \n", - "130 A collections of news articles in Traditional ... \n", - "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... \n", - "132 The latest hot topic in the news is fake news ... \n", - "133 \n", - "134 ##FakeNewsNet\\nThis is a repository for an ong... \n", - "135 ## Introduction\\nThis describes two fake news ... \n", - "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", - "137 \n", - "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... \n", - "139 ## Datasets\\n\\nData stored in this dataset com... \n", - "140 \n", - "141 \n", - "142 ### Context\\n\\nAs part of the House Intelligen... \n", - "143 ### Context\\n\\nI did this in order to share th... \n", - "144 \n", - "145 # Context \\n\\n[Emergent.info](http://www.emerg... \n", - "146 \n", - "147 \n", - "148 ### Context\\n\\nDuring the 2016 US presidential... \n", - "149 \n", - "150 ### Contexto\\n\\nBoatos são compartilhados em m... \n", - "151 ### Context\\n\\nHere comes the July 25th 2018 a... \n", - "\n", - " lastUpdated \\\n", - "0 2018-12-01T13:56:58.277Z \n", - "1 2017-12-03T18:55:04.34Z \n", - "2 2017-12-13T22:38:33.32Z \n", - "3 2017-09-24T19:50:59.687Z \n", - "4 2018-05-02T17:48:28.943Z \n", - "5 2017-11-07T20:19:07.32Z \n", - "6 2019-03-27T09:26:10.133Z \n", - "7 2017-06-15T14:52:31.757Z \n", - 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"2 acostasg/cryptocurrenciesvsstockindex 681413 \n", - "3 mitillo/currencies 1151577 \n", - "4 thebasss/currency-exchange-rates 596854 \n", - "5 acostasg/crypto-currencies-data 1082628 \n", - "6 wanderdust/coin-images 480602984 \n", - "7 luigimersico/exchange-rate-bric-currenciesus-d... 3657 \n", - "8 sudalairajkumar/cryptocurrencypricehistory 715347 \n", - "9 ulascengiz/price-history-of-1654-cryptocurrencies 19131516 \n", - "10 taniaj/cryptocurrency-market-history-coinmarke... 13939281 \n", - "11 philmohun/cryptocurrency-financial-data 348672 \n", - "12 federalreserve/exchange-rates 659356 \n", - "13 shrutimehta/zomato-restaurants-data 5732263 \n", - "14 gaborfodor/meta-numerai 41912215 \n", - "15 anasshahid88/crypto-market-data 313499 \n", - "16 bigquery/ethereum-blockchain 910127001043 \n", - "17 minaba/bitcoin-altcoins-in-2017 803789 \n", - "18 kazimanil/predict-future-sales-supplementary 354256 \n", - "19 tonyplaysguitar/steam-spy-data-from-api-request 1080727 \n", - "20 arathee2/demonetization-in-india-twitter-data 990156 \n", - "21 meehau/EURUSD 3494511 \n", - "22 thebasss/currency-exchange-rates 596854 \n", - "23 sudhirnl7/currency-excahnge-rate 26714 \n", - "24 binance/binance-crypto-klines 1004510014 \n", - "25 husamaamer/iraqi-currency- 1435021165 \n", - "26 tencars/392-crypto-currency-pairs-at-minute-re... 393638972 \n", - "27 mhansinger/bittrex-bitcoin-pairs 44064008 \n", - "28 mczielinski/bitcoin-historical-data 123326534 \n", - "29 shrutimehta/zomato-restaurants-data 5732263 \n", - ".. ... ... \n", - "122 sunnysai12345/news-summary 20492757 \n", - "123 asad1m9a9h6mood/news-articles 1916427 \n", - "124 crawford/20-newsgroups 28248814 \n", - "125 therohk/global-news-week 282624224 \n", - "126 hacker-news/hacker-news-corpus 667291612 \n", - "127 marlesson/news-of-the-site-folhauol 193086895 \n", - "128 therohk/examine-the-examiner 148217226 \n", - "129 pariza/bbc-news-summary 3928416 \n", - "130 ceshine/yet-another-chinese-news-dataset 24983959 \n", - "131 alvations/old-newspapers 2196786581 \n", - "132 mrisdal/fake-news 21412001 \n", - 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"\n", - " url \\\n", - "0 https://www.kaggle.com/jessevent/all-crypto-cu... \n", - "1 https://www.kaggle.com/acostasg/crypto-currencies \n", - "2 https://www.kaggle.com/acostasg/cryptocurrenci... \n", - "3 https://www.kaggle.com/mitillo/currencies \n", - "4 https://www.kaggle.com/thebasss/currency-excha... \n", - "5 https://www.kaggle.com/acostasg/crypto-currenc... \n", - "6 https://www.kaggle.com/wanderdust/coin-images \n", - "7 https://www.kaggle.com/luigimersico/exchange-r... \n", - "8 https://www.kaggle.com/sudalairajkumar/cryptoc... \n", - "9 https://www.kaggle.com/ulascengiz/price-histor... \n", - "10 https://www.kaggle.com/taniaj/cryptocurrency-m... \n", - "11 https://www.kaggle.com/philmohun/cryptocurrenc... \n", - "12 https://www.kaggle.com/federalreserve/exchange... \n", - "13 https://www.kaggle.com/shrutimehta/zomato-rest... \n", - "14 https://www.kaggle.com/gaborfodor/meta-numerai \n", - "15 https://www.kaggle.com/anasshahid88/crypto-mar... \n", - "16 https://www.kaggle.com/bigquery/ethereum-block... \n", - "17 https://www.kaggle.com/minaba/bitcoin-altcoins... \n", - "18 https://www.kaggle.com/kazimanil/predict-futur... \n", - "19 https://www.kaggle.com/tonyplaysguitar/steam-s... \n", - "20 https://www.kaggle.com/arathee2/demonetization... \n", - "21 https://www.kaggle.com/meehau/EURUSD \n", - "22 https://www.kaggle.com/thebasss/currency-excha... \n", - "23 https://www.kaggle.com/sudhirnl7/currency-exca... \n", - "24 https://www.kaggle.com/binance/binance-crypto-... \n", - "25 https://www.kaggle.com/husamaamer/iraqi-currency- \n", - "26 https://www.kaggle.com/tencars/392-crypto-curr... \n", - "27 https://www.kaggle.com/mhansinger/bittrex-bitc... \n", - "28 https://www.kaggle.com/mczielinski/bitcoin-his... \n", - "29 https://www.kaggle.com/shrutimehta/zomato-rest... \n", - ".. ... \n", - "122 https://www.kaggle.com/sunnysai12345/news-summary \n", - "123 https://www.kaggle.com/asad1m9a9h6mood/news-ar... \n", - "124 https://www.kaggle.com/crawford/20-newsgroups \n", - "125 https://www.kaggle.com/therohk/global-news-week \n", - "126 https://www.kaggle.com/hacker-news/hacker-news... \n", - "127 https://www.kaggle.com/marlesson/news-of-the-s... \n", - "128 https://www.kaggle.com/therohk/examine-the-exa... \n", - "129 https://www.kaggle.com/pariza/bbc-news-summary \n", - "130 https://www.kaggle.com/ceshine/yet-another-chi... \n", - "131 https://www.kaggle.com/alvations/old-newspapers \n", - "132 https://www.kaggle.com/mrisdal/fake-news \n", - "133 https://www.kaggle.com/jruvika/fake-news-detec... \n", - "134 https://www.kaggle.com/mdepak/fakenewsnet \n", - "135 https://www.kaggle.com/sumanthvrao/fakenewsdat... \n", - "136 https://www.kaggle.com/rmisra/news-headlines-d... \n", - "137 https://www.kaggle.com/pontes/fake-news-sample \n", - "138 https://www.kaggle.com/wsdmcup/wsdm-fake-news-... \n", - "139 https://www.kaggle.com/antmarakis/fake-news-data \n", - "140 https://www.kaggle.com/ksaivenketpatro/fake-ne... \n", - "141 https://www.kaggle.com/mohit28rawat/fake-news \n", - "142 https://www.kaggle.com/vikasg/russian-troll-tw... \n", - "143 https://www.kaggle.com/ciotolaaaa/snopes-fake-... \n", - "144 https://www.kaggle.com/mrisdal/not-fake-news \n", - "145 https://www.kaggle.com/arminehn/rumor-citation \n", - "146 https://www.kaggle.com/xuyinjie/wsdm-fake-news... \n", - "147 https://www.kaggle.com/munagazzai/fake-news-de... \n", - "148 https://www.kaggle.com/mrisdal/fact-checking-f... \n", - "149 https://www.kaggle.com/ad6398/aossie-fake-news... \n", - "150 https://www.kaggle.com/rogeriochaves/boatos-de... \n", - "151 https://www.kaggle.com/zusmani/predict-pakista... \n", - "\n", - " tags downloadCount \\\n", - "0 [{'ref': 'finance', 'competitionCount': 4, 'da... 9028 \n", - "1 [{'ref': 'finance', 'competitionCount': 4, 'da... 565 \n", - "2 [{'ref': 'economics', 'competitionCount': 0, '... 515 \n", - "3 [] 134 \n", - "4 [{'ref': 'finance', 'competitionCount': 4, 'da... 516 \n", - "5 [{'ref': 'finance', 'competitionCount': 4, 'da... 160 \n", - "6 [{'ref': 'image data', 'competitionCount': 63,... 69 \n", - "7 [{'ref': 'economics', 'competitionCount': 0, '... 102 \n", - 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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
95Australian Election 2019 TweetsMay 18th 2019, 180k+ tweets### Context\\n\\nDuring the 2019 Australian elec...2019-05-21T09:41:38.763Ztaniaj/australian-election-2019-tweets29.972572https://www.kaggle.com/taniaj/australian-elect...52366CC0: Public Domain8Ready version: 2, 2019-05-21T09:41:38.763Z1.000000tweets
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000fake news
64Mutual Funds and ETFs25k+ Mutual Funds and 2k+ ETFs scraped from Ya...### Context\\n\\nETFs represent a cheap alternat...2019-05-04T02:00:37.827Zstefanoleone992/mutual-funds-and-etfs4.547400https://www.kaggle.com/stefanoleone992/mutual-...5597CC0: Public Domain2Ready version: 3, 2019-05-04T02:00:37.827Z1.000000finance
130Yet Another Chinese News DatasetWith Article Titles, Descriptions, Cover Image...A collections of news articles in Traditional ...2019-07-11T17:01:17.377Zceshine/yet-another-chinese-news-dataset24.983959https://www.kaggle.com/ceshine/yet-another-chi...3137CC BY-SA 4.04Ready version: 7, 2019-07-11T17:01:17.377Z1.000000news
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393.638972https://www.kaggle.com/tencars/392-crypto-curr...394CC BY-SA 4.02Ready version: 2, 2019-07-09T21:25:22.227Z1.000000currency
113News Category DatasetIdentify the type of news based on headlines a...# Context\\nThis dataset contains around 200k n...2018-12-02T04:09:45.777Zrmisra/news-category-dataset26.337702https://www.kaggle.com/rmisra/news-category-da...45165CC0: Public Domain22Ready version: 2, 2018-12-02T04:09:45.777Z1.000000news
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
120News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000news
116A Million News HeadlinesNews headlines published over a period of 15 Y...### Context\\n\\nThis contains data of news head...2019-06-13T18:14:28.073Ztherohk/million-headlines19.296580https://www.kaggle.com/therohk/million-headlines411465CC0: Public Domain49Ready version: 8, 2019-06-13T18:14:28.073Z0.941176news
1055,000 #JustDoIt! Tweets DatasetPeople reacting to Nike's endorsement of Colin...### Context\\nNike just announced its partnersh...2018-09-08T16:32:37.09Zeliasdabbas/5000-justdoit-tweets-dataset3.256985https://www.kaggle.com/eliasdabbas/5000-justdo...4944CC0: Public Domain6Ready version: 3, 2018-09-08T16:32:37.09Z0.941176tweets
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282.624224https://www.kaggle.com/therohk/global-news-week41047CC0: Public Domain8Ready version: 4, 2019-04-10T15:05:18.423Z0.941176news
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480.602984https://www.kaggle.com/wanderdust/coin-images469Other (specified in description)1Ready version: 1, 2019-03-27T09:26:10.133Z0.937500currencies
78Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353finance
88Enrico's Email FlowsAnonymized Metadata (i.e. sender, receivers, d...### Context\\n\\nEmail archives are a great sour...2018-03-21T10:10:40.373Zemarock/enricos-email-flows12.867137https://www.kaggle.com/emarock/enricos-email-f...384CC0: Public Domain1Ready version: 1, 2018-03-21T10:10:40.373Z0.882353exchanges
145Who starts and who debunks rumorsWebpages cited by rumor trackers# Context \\n\\n[Emergent.info](http://www.emerg...2017-03-27T15:02:32.653Zarminehn/rumor-citation1.455017https://www.kaggle.com/arminehn/rumor-citation2856CC0: Public Domain10Ready version: 3, 2017-03-27T15:02:32.653Z0.882353fake news
92Sentiment140 dataset with 1.6 million tweetsSentiment analysis with tweets### Context\\n\\nThis is the sentiment140 datase...2017-09-13T22:43:19.117Zkazanova/sentiment14088.031309https://www.kaggle.com/kazanova/sentiment140313923Other (specified in description)37Ready version: 2, 2017-09-13T22:43:19.117Z0.882353tweets
118Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353news
84CryptocurrenciesHistorical price data for 1200 cryptocurrencie...### Context\\n\\nThousands of cryptocurrencies h...2018-07-11T14:15:12.387Zakababa/cryptocurrencies9.049797https://www.kaggle.com/akababa/cryptocurrencies21017CC0: Public Domain1Ready version: 4, 2018-07-11T14:15:12.387Z0.882353exchanges
119Hacker News PostsHacker News posts from the past 12 months (inc...This data set is Hacker News posts from the la...2016-09-27T03:14:41.153Zhacker-news/hacker-news-posts20.702971https://www.kaggle.com/hacker-news/hacker-news...22006CC0: Public Domain39Ready version: 1, 2016-09-27T03:14:41.153Z0.882353news
19Kickstarter videogames released on SteamA dataset collected from Kickstarter and SteamSpy### Context\\n\\nI have generated this set of au...2018-01-21T23:54:08.17Ztonyplaysguitar/steam-spy-data-from-api-request1.080727https://www.kaggle.com/tonyplaysguitar/steam-s...2181CC0: Public Domain2Ready version: 4, 2018-01-21T23:54:08.17Z0.875000currencies
86Movie Dialog CorpusA metadata-rich collection of fictional conver...### Context\\nThis corpus contains a metadata-r...2017-07-11T21:41:03.35ZCornell-University/movie-dialog-corpus9.606952https://www.kaggle.com/Cornell-University/movi...22527Other (specified in description)4Ready version: 1, 2017-07-11T21:41:03.35Z0.875000exchanges
117News Aggregator DatasetHeadlines and categories of 400k news stories ...This dataset contains headlines, URLs, and cat...2016-10-31T22:22:55.29Zuciml/news-aggregator-dataset30.370802https://www.kaggle.com/uciml/news-aggregator-d...26750CC0: Public Domain54Ready version: 1, 2016-10-31T22:22:55.29Z0.875000news
96Tweets Targeting IsisGeneral tweets about Isis & related wordsContext\\n-------\\n\\nThe image at the top of th...2016-07-29T23:59:27.183Zactivegalaxy/isis-related-tweets11.258466https://www.kaggle.com/activegalaxy/isis-relat...21573CC0: Public Domain24Ready version: 3, 2016-07-29T23:59:27.183Z0.875000tweets
100Election Day TweetsTweets scraped from Twitter on November 8, 2016Tweets scraped by [Chris Albon](https://github...2016-11-26T23:01:06.707Zkinguistics/election-day-tweets88.002110https://www.kaggle.com/kinguistics/election-da...21322CC0: Public Domain6Ready version: 1, 2016-11-26T23:01:06.707Z0.875000tweets
72New York Stock ExchangeS&P 500 companies historical prices with funda...# Context \\n\\nThis dataset is a playground for...2017-02-22T10:18:25.517Zdgawlik/nyse34.402357https://www.kaggle.com/dgawlik/nyse129443CC0: Public Domain271Ready version: 3, 2017-02-22T10:18:25.517Z0.852941finance
77Credit Card Fraud DetectionAnonymized credit card transactions labeled as...Context\\n---------\\n\\nIt is important that cre...2018-03-23T01:17:27.913Zmlg-ulb/creditcardfraud69.155632https://www.kaggle.com/mlg-ulb/creditcardfraud3136202Database: Open Database, Contents: Database Co...2132Ready version: 3, 2018-03-23T01:17:27.913Z0.852941finance
32Kickstarter Project Statistics4000 live projects plus 4000 most backed projectsCrowdfunding has become one of the main source...2016-11-01T05:37:42.683Zsocathie/kickstarter-project-statistics1.308381https://www.kaggle.com/socathie/kickstarter-pr...14910CC BY-NC-SA 4.0102Ready version: 1, 2016-11-01T05:37:42.683Z0.852941currency
37Global Food Prices743k Rows of Monthly Market Food Prices Across...### Context: \\nGlobal food price fluctuations ...2017-08-03T20:52:44.033Zjboysen/global-food-prices4.624870https://www.kaggle.com/jboysen/global-food-prices23663Other (specified in description)6Ready version: 1, 2017-08-03T20:52:44.033Z0.852941currency
.............................................
135Fake-News-DatasetTwo fake news datasets covering seven differen...## Introduction\\nThis describes two fake news ...2019-04-19T08:39:12.863Zsumanthvrao/fakenewsdataset2.084538https://www.kaggle.com/sumanthvrao/fakenewsdat...1165Unknown2Ready version: 3, 2019-04-19T08:39:12.863Z0.562500fake news
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...0.003657https://www.kaggle.com/luigimersico/exchange-r...3102Unknown2Ready version: 1, 2017-06-15T14:52:31.757Z0.529412currencies
65GAFA stock pricesGAFA (Google, Apple, Facebook, Amazon) stock p...GAFA (Google, Apple, Facebook, Amazon) stock p...2018-04-22T21:07:52.127Zstexo92/gafa-stock-prices0.407127https://www.kaggle.com/stexo92/gafa-stock-prices5740CC0: Public Domain2Ready version: 1, 2018-04-22T21:07:52.127Z0.529412finance
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2.065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0135CC0: Public Domain0Ready version: 1, 2017-10-24T13:38:46.13Z0.500000fake news
39EURO-USD History Data (1 Min Interval 2002-2017)History EURO/USD currency data2018-05-10T04:01:10.467Zveidak/eurousd-history-data-1-min-interval-200...48.082155https://www.kaggle.com/veidak/eurousd-history-...286CC0: Public Domain0Ready version: 1, 2018-05-10T04:01:10.467Z0.500000currency
55Hourly GBPUSD w Technical Indicators (2000-2019)Time Series Forecasting for Forex### Context\\n\\nPossible prediction of the next...2019-04-23T02:16:18.47Zcfchan/hourly-gbpusd-w-technical-indicators-20...17.862885https://www.kaggle.com/cfchan/hourly-gbpusd-w-...532Unknown1Ready version: 1, 2019-04-23T02:16:18.47Z0.470588forex
47Daily USDJPY (2000-2019) with Technical Indica...For Time Series Prediction of Forex### Context\\n\\nPossible time series prediction...2019-04-19T14:02:19.243Zcfchan/daily-usdjpy-20002019-with-technical-in...0.594757https://www.kaggle.com/cfchan/daily-usdjpy-200...430Unknown1Ready version: 1, 2019-04-19T14:02:19.243Z0.470588forex
82BTC orderbook historyBTC/JPY and BTC/USD orderbook history from som...2018-08-19T08:30:52.583Zvochicong/btc-historical-data76.232700https://www.kaggle.com/vochicong/btc-historica...182Unknown1Ready version: 1, 2018-08-19T08:30:52.583Z0.470588exchanges
3Currencies### Context\\n\\nThis is a different timeframe c...2017-09-24T19:50:59.687Zmitillo/currencies1.151577https://www.kaggle.com/mitillo/currencies0134Unknown1Ready version: 3, 2017-09-24T19:50:59.687Z0.411765currencies
81Bitcoin marketsExchanges daily data10 different exchanges daily data from 01/01/2...2018-04-10T08:24:51.66Zgorgia/bitcoin-markets0.150843https://www.kaggle.com/gorgia/bitcoin-markets062CC0: Public Domain1Ready version: 2, 2018-04-10T08:24:51.66Z0.411765exchanges
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
70ticks: bitcoin, ethereum,litecoin, rippleFinance, Trading, Cryptocurrency2018-09-24T06:28:23.997Zalbala/ticks-bitcoin-ethereumlitecoin-ripple37.397747https://www.kaggle.com/albala/ticks-bitcoin-et...0109Database: Open Database, Contents: © Original ...1Ready version: 1, 2018-09-24T06:28:23.997Z0.352941finance
50forex_strategy_results_first2019-05-07T08:28:25.523Zsinusgamma/forex-strategy-results-first0.076240https://www.kaggle.com/sinusgamma/forex-strate...01CC0: Public Domain2Ready version: 1, 2019-05-07T08:28:25.523Z0.294118forex
49forex_strategy_results_next2019-05-11T19:14:43.487Zsinusgamma/forex-strategy-results-next0.125853https://www.kaggle.com/sinusgamma/forex-strate...03CC0: Public Domain2Ready version: 1, 2019-05-11T19:14:43.487Z0.294118forex
133Fake News detection2017-12-07T20:39:58Zjruvika/fake-news-detection5.123582https://www.kaggle.com/jruvika/fake-news-detec...01453Database: Open Database, Contents: © Original ...6Ready version: 1, 2017-12-07T20:39:58Z0.294118fake news
67finance study2017-11-04T20:05:21.893Ztusharpatil15/finance-study3.118831https://www.kaggle.com/tusharpatil15/finance-s...0374CC BY-NC-SA 4.00Ready version: 1, 2017-11-04T20:05:21.893Z0.250000finance
35IndianNew Currency Notes2018-10-11T14:00:34.55Ztrnpandey/indiannew-currency-notes11.519162https://www.kaggle.com/trnpandey/indiannew-cur...046Data files © Original Authors1Ready version: 1, 2018-10-11T14:00:34.55Z0.250000currency
45Forex Data Source2018-04-29T15:42:10.233Zmannir/forex-data-source3.294470https://www.kaggle.com/mannir/forex-data-source067GPL 20Ready version: 1, 2018-04-29T15:42:10.233Z0.235294forex
141Fake newsFor Fake news detection using Machine Learning2019-05-20T05:02:15.39Zmohit28rawat/fake-news48.165856https://www.kaggle.com/mohit28rawat/fake-news027Unknown2Ready version: 1, 2019-05-20T05:02:15.39Z0.235294fake news
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
73finance2019-06-16T06:03:58.25Zhuskylovers/finance733.757334https://www.kaggle.com/huskylovers/finance011Unknown5Ready version: 1, 2019-06-16T06:03:58.25Z0.187500finance
54eur_doll_forex2018-12-14T12:11:00.983Zmycorino/eur-doll-forex47.059451https://www.kaggle.com/mycorino/eur-doll-forex036Unknown3Ready version: 1, 2018-12-14T12:11:00.983Z0.187500forex
53Forex Oracle OffersCustomers Information2018-11-22T00:58:54.9Zforexoracle/forex-oracle-offers0.368301https://www.kaggle.com/forexoracle/forex-oracl...012Other (specified in description)1Ready version: 1, 2018-11-22T00:58:54.9Z0.187500forex
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210.153734https://www.kaggle.com/ad6398/aossie-fake-news...06Unknown2Ready version: 1, 2019-06-21T12:54:16.217Z0.176471fake news
48Forex RSI and BBPP multiperiod (m1-h4)2018-11-11T11:52:30.603Zyurisa2/forex-rsi-and-bbpp-multiperiod-m1h45565.310574https://www.kaggle.com/yurisa2/forex-rsi-and-b...093Unknown2Ready version: 2, 2018-11-11T11:52:30.603Z0.176471forex
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset0.435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0178Unknown1Ready version: 1, 2019-01-21T09:47:48.09Z0.176471fake news
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36.090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...066Unknown1Ready version: 1, 2018-11-24T02:31:59.66Z0.125000fake news
33Nepali Currency2018-10-31T18:15:52.017Zthevirusx3/nepali-currency1073.942714https://www.kaggle.com/thevirusx3/nepali-currency012Unknown1Ready version: 4, 2018-10-31T18:15:52.017Z0.125000currency
52Forex & Crypto & Bonds & Indices & Commodities2019-04-06T10:18:49.68Zcrtatu/forex-crypto-bonds-indices-commodities391.518080https://www.kaggle.com/crtatu/forex-crypto-bon...024Unknown1Ready version: 1, 2019-04-06T10:18:49.68Z0.117647forex
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519.121643https://www.kaggle.com/pontes/fake-news-sample0231Unknown1Ready version: 1, 2018-09-24T20:12:03.817Z0.117647fake news
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Tweets Dataset \n", - "125 One Week of Global News Feeds \n", - "6 World Coins \n", - "78 Daily News for Stock Market Prediction \n", - "88 Enrico's Email Flows \n", - "145 Who starts and who debunks rumors \n", - "92 Sentiment140 dataset with 1.6 million tweets \n", - "118 Daily News for Stock Market Prediction \n", - "84 Cryptocurrencies \n", - "119 Hacker News Posts \n", - "19 Kickstarter videogames released on Steam \n", - "86 Movie Dialog Corpus \n", - "117 News Aggregator Dataset \n", - "96 Tweets Targeting Isis \n", - "100 Election Day Tweets \n", - "72 New York Stock Exchange \n", - "77 Credit Card Fraud Detection \n", - "32 Kickstarter Project Statistics \n", - "37 Global Food Prices \n", - ".. ... \n", - "135 Fake-News-Dataset \n", - "7 Exchange rate BRIC currencies/US dollar \n", - "65 GAFA stock prices \n", - "143 Snopes_fake_legit_news \n", - "39 EURO-USD History Data (1 Min Interval 2002-2017) \n", - "55 Hourly GBPUSD w Technical Indicators (2000-2019) \n", - "47 Daily USDJPY (2000-2019) with Technical Indica... \n", - "82 BTC orderbook history \n", - "3 Currencies \n", - "81 Bitcoin markets \n", - "147 Fake News Detection Dataset \n", - "70 ticks: bitcoin, ethereum,litecoin, ripple \n", - "50 forex_strategy_results_first \n", - "49 forex_strategy_results_next \n", - "133 Fake News detection \n", - "67 finance study \n", - "35 IndianNew Currency Notes \n", - "45 Forex Data Source \n", - "141 Fake news \n", - "144 Not Fake News \n", - "73 finance \n", - "54 eur_doll_forex \n", - "53 Forex Oracle Offers \n", - "149 AOSSIE: Fake News Detection datasets \n", - "48 Forex RSI and BBPP multiperiod (m1-h4) \n", - "140 Fake News Detection Dataset \n", - "146 WSDM - Fake News Classification \n", - "33 Nepali Currency \n", - "52 Forex & Crypto & Bonds & Indices & Commodities \n", - "137 Fake News Sample \n", - "\n", - " subtitle \\\n", - "95 May 18th 2019, 180k+ tweets \n", - "80 Bitcoin data at 1-min intervals from select ex... \n", - "28 Bitcoin data at 1-min intervals from select ex... \n", - "136 High quality dataset for the task of Sarcasm D... \n", - "64 25k+ Mutual Funds and 2k+ ETFs scraped from Ya... \n", - "130 With Article Titles, Descriptions, Cover Image... \n", - "26 Historical crypto currency data from the Bitfi... \n", - "113 Identify the type of news based on headlines a... \n", - "74 Bitcoin data at 1-min intervals from select ex... \n", - "120 High quality dataset for the task of Sarcasm D... \n", - "116 News headlines published over a period of 15 Y... \n", - "105 People reacting to Nike's endorsement of Colin... \n", - "125 7 days of tracking 20k news feeds worldwide \n", - "6 A collection of coin images from 32 different ... \n", - "78 Using 8 years daily news headlines to predict ... \n", - "88 Anonymized Metadata (i.e. sender, receivers, d... \n", - "145 Webpages cited by rumor trackers \n", - "92 Sentiment analysis with tweets \n", - "118 Using 8 years daily news headlines to predict ... \n", - "84 Historical price data for 1200 cryptocurrencie... \n", - "119 Hacker News posts from the past 12 months (inc... \n", - "19 A dataset collected from Kickstarter and SteamSpy \n", - "86 A metadata-rich collection of fictional conver... \n", - "117 Headlines and categories of 400k news stories ... \n", - "96 General tweets about Isis & related words \n", - "100 Tweets scraped from Twitter on November 8, 2016 \n", - "72 S&P 500 companies historical prices with funda... \n", - "77 Anonymized credit card transactions labeled as... \n", - "32 4000 live projects plus 4000 most backed projects \n", - "37 743k Rows of Monthly Market Food Prices Across... \n", - ".. ... \n", - "135 Two fake news datasets covering seven differen... \n", - "7 historical data monthly frequencies 01/07/1997... \n", - "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", - "143 Articles taken by Snopes.com \n", - "39 History EURO/USD currency data \n", - "55 Time Series Forecasting for Forex \n", - "47 For Time Series Prediction of Forex \n", - "82 BTC/JPY and BTC/USD orderbook history from som... \n", - "3 \n", - "81 Exchanges daily data \n", - "147 \n", - "70 Finance, Trading, Cryptocurrency \n", - "50 \n", - "49 \n", - "133 \n", - "67 \n", - "35 \n", - "45 \n", - "141 For Fake news detection using Machine Learning \n", - "144 \n", - "73 \n", - "54 \n", - "53 Customers Information \n", - "149 \n", - "48 \n", - "140 Detection of Fake News \n", - "146 \n", - "33 \n", - "52 \n", - "137 \n", - "\n", - " description \\\n", - "95 ### Context\\n\\nDuring the 2019 Australian elec... \n", - "80 ### Context \\nBitcoin is the longest running a... \n", - "28 ### Context \\nBitcoin is the longest running a... \n", - "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", - "64 ### Context\\n\\nETFs represent a cheap alternat... \n", - "130 A collections of news articles in Traditional ... \n", - "26 ## About this dataset\\n\\nWith the rise of cryp... \n", - "113 # Context\\nThis dataset contains around 200k n... \n", - "74 ### Context \\nBitcoin is the longest running a... \n", - "120 #Context\\n\\nPast studies in Sarcasm Detection ... \n", - "116 ### Context\\n\\nThis contains data of news head... \n", - "105 ### Context\\nNike just announced its partnersh... \n", - "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", - "6 ### Context\\n\\nI put together this dataset whe... \n", - "78 Actually, I prepare this dataset for students ... \n", - "88 ### Context\\n\\nEmail archives are a great sour... \n", - "145 # Context \\n\\n[Emergent.info](http://www.emerg... \n", - "92 ### Context\\n\\nThis is the sentiment140 datase... \n", - "118 Actually, I prepare this dataset for students ... \n", - "84 ### Context\\n\\nThousands of cryptocurrencies h... \n", - "119 This data set is Hacker News posts from the la... \n", - "19 ### Context\\n\\nI have generated this set of au... \n", - "86 ### Context\\nThis corpus contains a metadata-r... \n", - "117 This dataset contains headlines, URLs, and cat... \n", - "96 Context\\n-------\\n\\nThe image at the top of th... \n", - "100 Tweets scraped by [Chris Albon](https://github... \n", - "72 # Context \\n\\nThis dataset is a playground for... \n", - "77 Context\\n---------\\n\\nIt is important that cre... \n", - "32 Crowdfunding has become one of the main source... \n", - "37 ### Context: \\nGlobal food price fluctuations ... \n", - ".. ... \n", - "135 ## Introduction\\nThis describes two fake news ... \n", - "7 ### Content\\n\\nover 10 years of historical exc... \n", - "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", - "143 ### Context\\n\\nI did this in order to share th... \n", - "39 \n", - "55 ### Context\\n\\nPossible prediction of the next... \n", - "47 ### Context\\n\\nPossible time series prediction... \n", - "82 \n", - "3 ### Context\\n\\nThis is a different timeframe c... \n", - "81 10 different exchanges daily data from 01/01/2... \n", - "147 \n", - "70 \n", - "50 \n", - "49 \n", - "133 \n", - "67 \n", - "35 \n", - "45 \n", - "141 \n", - "144 \n", - "73 \n", - "54 \n", - "53 \n", - "149 \n", - "48 \n", - "140 \n", - "146 \n", - "33 \n", - "52 \n", - 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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
16Ethereum BlockchainComplete live historical Ethereum blockchain d...## Context\\n\\nBitcoin and other cryptocurrenci...2019-03-04T14:57:55.953Zbigquery/ethereum-blockchain910127.001043https://www.kaggle.com/bigquery/ethereum-block...50CC0: Public Domain20Ready version: 4, 2019-03-04T14:57:55.953Z0.705882currencies
112Hacker NewsAll posts from Y Combinator's social news webs...### Context\\n\\nThis dataset contains all stori...2019-02-12T00:34:51.853Zhacker-news/hacker-news15883.923392https://www.kaggle.com/hacker-news/hacker-news40CC0: Public Domain1495Ready version: 2, 2019-02-12T00:34:51.853Z0.705882news
48Forex RSI and BBPP multiperiod (m1-h4)2018-11-11T11:52:30.603Zyurisa2/forex-rsi-and-bbpp-multiperiod-m1h45565.310574https://www.kaggle.com/yurisa2/forex-rsi-and-b...093Unknown2Ready version: 2, 2018-11-11T11:52:30.603Z0.176471forex
131Old NewspapersA cleaned subset of HC Corpora newspapers### Context\\n\\nThe [HC Corpora](https://web.ar...2017-11-16T04:53:55.98Zalvations/old-newspapers2196.786581https://www.kaggle.com/alvations/old-newspapers4847CC0: Public Domain3Ready version: 6, 2017-11-16T04:53:55.98Z0.750000news
76NYC Parking Tickets42.3M Rows of Parking Ticket Data, Aug 2013-Ju...### Context\\n\\nThe NYC Department of Finance c...2017-10-26T18:47:45.14Znew-york-city/nyc-parking-tickets2171.622562https://www.kaggle.com/new-york-city/nyc-parki...48074CC0: Public Domain6Ready version: 2, 2017-10-26T18:47:45.14Z0.823529finance
25Iraqi Money العملة العراقيةObject detection dataset for Iraqi currency### Object detection dataset for Iraqi currenc...2018-08-23T09:28:29.143Zhusamaamer/iraqi-currency-1435.021165https://www.kaggle.com/husamaamer/iraqi-currency-440Unknown2Ready version: 2, 2018-08-23T09:28:29.143Z0.687500currency
33Nepali Currency2018-10-31T18:15:52.017Zthevirusx3/nepali-currency1073.942714https://www.kaggle.com/thevirusx3/nepali-currency012Unknown1Ready version: 4, 2018-10-31T18:15:52.017Z0.125000currency
44EURUSD jan/2014 - oct/2018Forex with a ton of indicators, MQL5 retrieved...Forex with a ton of indicators, MQL5 retrieved...2018-10-04T01:37:53Zyurisa2/eurusd-2014-20181017.438780https://www.kaggle.com/yurisa2/eurusd-2014-2018474CC0: Public Domain2Ready version: 3, 2018-10-04T01:37:53Z0.647059forex
24Binance Crypto KlinesMinutely crypto currency open/close prices, hi...### Context\\n\\nEach file contains klines for 1...2018-04-08T09:58:41.477Zbinance/binance-crypto-klines1004.510014https://www.kaggle.com/binance/binance-crypto-...5486CC0: Public Domain1Ready version: 5, 2018-04-08T09:58:41.477Z0.750000currency
68Lending Club Loan DataAnalyze Lending Club's issued loansThese files contain complete loan data for all...2019-03-18T18:43:12.857Zwendykan/lending-club-loan-data736.483000https://www.kaggle.com/wendykan/lending-club-l...153334Unknown584Ready version: 1, 2019-03-18T18:43:12.857Z0.735294finance
73finance2019-06-16T06:03:58.25Zhuskylovers/finance733.757334https://www.kaggle.com/huskylovers/finance011Unknown5Ready version: 1, 2019-06-16T06:03:58.25Z0.187500finance
126Hacker News CorpusA subset of all Hacker News articles### Context\\n\\nThis dataset contains a randomi...2017-06-29T20:16:20.2Zhacker-news/hacker-news-corpus667.291612https://www.kaggle.com/hacker-news/hacker-news...2674Other (specified in description)4Ready version: 2, 2017-06-29T20:16:20.2Z0.823529news
85AMEX, NYSE, NASDAQ stock historiesDaily historical data of over 8,000 stocks tra...# AMEX, NYSE, and NASDAQ stocks histories\\n###...2019-04-21T05:25:28.943Zqks1lver/amex-nyse-nasdaq-stock-histories526.877452https://www.kaggle.com/qks1lver/amex-nyse-nasd...42578CC BY-SA 4.05Ready version: 7, 2019-04-21T05:25:28.943Z0.764706exchanges
137Fake News Sample2018-09-24T20:12:03.817Zpontes/fake-news-sample519.121643https://www.kaggle.com/pontes/fake-news-sample0231Unknown1Ready version: 1, 2018-09-24T20:12:03.817Z0.117647fake news
6World CoinsA collection of coin images from 32 different ...### Context\\n\\nI put together this dataset whe...2019-03-27T09:26:10.133Zwanderdust/coin-images480.602984https://www.kaggle.com/wanderdust/coin-images469Other (specified in description)1Ready version: 1, 2019-03-27T09:26:10.133Z0.937500currencies
26401 crypto currency pairs at 1-minute resolutionHistorical crypto currency data from the Bitfi...## About this dataset\\n\\nWith the rise of cryp...2019-07-09T21:25:22.227Ztencars/392-crypto-currency-pairs-at-minute-re...393.638972https://www.kaggle.com/tencars/392-crypto-curr...394CC BY-SA 4.02Ready version: 2, 2019-07-09T21:25:22.227Z1.000000currency
52Forex & Crypto & Bonds & Indices & Commodities2019-04-06T10:18:49.68Zcrtatu/forex-crypto-bonds-indices-commodities391.518080https://www.kaggle.com/crtatu/forex-crypto-bon...024Unknown1Ready version: 1, 2019-04-06T10:18:49.68Z0.117647forex
79NYS Campaign Finance Filers and FilingsFrom New York State Open Data### Content \\n\\nMore details about each file ...2019-07-03T09:42:54.753Znew-york-state/nys-campaign-finance-filers-and...361.934238https://www.kaggle.com/new-york-state/nys-camp...226CC0: Public Domain0Ready version: 39, 2019-07-03T09:42:54.753Z0.794118finance
125One Week of Global News Feeds7 days of tracking 20k news feeds worldwide# Context\\n\\nThis dataset is a snapshot of mos...2019-04-10T15:05:18.423Ztherohk/global-news-week282.624224https://www.kaggle.com/therohk/global-news-week41047CC0: Public Domain8Ready version: 4, 2019-04-10T15:05:18.423Z0.941176news
115All the news143,000 articles from 15 American publicationsNOTE: A larger version of this dataset is now ...2017-08-20T05:58:47.09Zsnapcrack/all-the-news265.107114https://www.kaggle.com/snapcrack/all-the-news19747Unknown22Ready version: 4, 2017-08-20T05:58:47.09Z0.735294news
149AOSSIE: Fake News Detection datasets2019-06-21T12:54:16.217Zad6398/aossie-fake-news-detection-datasets210.153734https://www.kaggle.com/ad6398/aossie-fake-news...06Unknown2Ready version: 1, 2019-06-21T12:54:16.217Z0.176471fake news
127News of the Brazilian Newspaper167.053 news of the site Folha de São Paulo (B...### Content\\n\\nThe dataset consists of 167.053...2019-06-05T03:33:51.58Zmarlesson/news-of-the-site-folhauol193.086895https://www.kaggle.com/marlesson/news-of-the-s...3947CC0: Public Domain7Ready version: 2, 2019-06-05T03:33:51.58Z0.705882news
91NY Multi Agency PermitsFrom New York City Open Data### Content \\n\\nThe Multi Agency Permits data...2019-03-06T06:48:48.45Znew-york-city/ny-multi-agency-permits190.748122https://www.kaggle.com/new-york-city/ny-multi-...119CC0: Public Domain0Ready version: 229, 2019-03-06T06:48:48.45Z0.764706exchanges
101Russian Troll Tweets3 million tweets from accounts associated with...# 3 million Russian troll tweets\\n\\nThis data ...2018-08-01T09:04:25.733Zfivethirtyeight/russian-troll-tweets183.447803https://www.kaggle.com/fivethirtyeight/russian...5938CC0: Public Domain5Ready version: 2, 2018-08-01T09:04:25.733Z0.705882tweets
75Consumer Complaint DatabaseConsumer Finance Complaints (Bureau of Consume...### Context\\n\\nThese are real world complaints...2019-05-13T16:17:54.08Zselener/consumer-complaint-database179.716209https://www.kaggle.com/selener/consumer-compla...3132U.S. Government Works2Ready version: 1, 2019-05-13T16:17:54.08Z0.823529finance
128The Examiner - SpamClickBait News DatasetSiX Years of Crowd Sourced Journalism### Context\\n\\nPresenting a compendium of crow...2019-06-22T12:03:21.843Ztherohk/examine-the-examiner148.217226https://www.kaggle.com/therohk/examine-the-exa...3821CC0: Public Domain4Ready version: 6, 2019-06-22T12:03:21.843Z0.823529news
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
43EUR USD Forex Pair Historical Data (2002 - 2019)Historical Data from Oanda### Content\\n\\nThis dataset contains historica...2019-03-02T11:17:43.19Zimetomi/eur-usd-forex-pair-historical-data-200...107.197636https://www.kaggle.com/imetomi/eur-usd-forex-p...5298GNU Affero General Public License 3.03Ready version: 1, 2019-03-02T11:17:43.19Z0.823529forex
.............................................
47Daily USDJPY (2000-2019) with Technical Indica...For Time Series Prediction of Forex### Context\\n\\nPossible time series prediction...2019-04-19T14:02:19.243Zcfchan/daily-usdjpy-20002019-with-technical-in...0.594757https://www.kaggle.com/cfchan/daily-usdjpy-200...430Unknown1Ready version: 1, 2019-04-19T14:02:19.243Z0.470588forex
99(Better) - Donald Trump Tweets!A collection of all of Donald Trump tweets--be...# Context \\nUnlike [This][1] dataset, (which p...2017-04-16T04:24:29.33Zkingburrito666/better-donald-trump-tweets0.583499https://www.kaggle.com/kingburrito666/better-d...22168Unknown30Ready version: 2, 2017-04-16T04:24:29.33Z0.705882tweets
150Boatos de WhatsApp e outros do BoatosOrg (pt +...1900 boatos (pt) + 130 rumores (es) desmentido...### Contexto\\n\\nBoatos são compartilhados em m...2018-10-24T22:31:23.51Zrogeriochaves/boatos-de-whatsapp-boatosorg0.444433https://www.kaggle.com/rogeriochaves/boatos-de...166CC0: Public Domain1Ready version: 4, 2018-10-24T22:31:23.51Z0.647059fake news
140Fake News Detection DatasetDetection of Fake News2019-01-21T09:47:48.09Zksaivenketpatro/fake-news-detection-dataset0.435844https://www.kaggle.com/ksaivenketpatro/fake-ne...0178Unknown1Ready version: 1, 2019-01-21T09:47:48.09Z0.176471fake news
65GAFA stock pricesGAFA (Google, Apple, Facebook, Amazon) stock p...GAFA (Google, Apple, Facebook, Amazon) stock p...2018-04-22T21:07:52.127Zstexo92/gafa-stock-prices0.407127https://www.kaggle.com/stexo92/gafa-stock-prices5740CC0: Public Domain2Ready version: 1, 2018-04-22T21:07:52.127Z0.529412finance
41FOREX: EURUSD dataset3 years of winning trades in EURUSD 4H, 99 fea...### Context\\nForex is the largest market in th...2017-09-05T02:05:55.703Zrsalaschile/forex-eurusd-dataset0.400495https://www.kaggle.com/rsalaschile/forex-eurus...0895CC0: Public Domain1Ready version: 1, 2017-09-05T02:05:55.703Z0.705882forex
53Forex Oracle OffersCustomers Information2018-11-22T00:58:54.9Zforexoracle/forex-oracle-offers0.368301https://www.kaggle.com/forexoracle/forex-oracl...012Other (specified in description)1Ready version: 1, 2018-11-22T00:58:54.9Z0.187500forex
18Predict Future Sales SupplementaryDataset provides some supplementary data for P...# Kaggle Challenge: Predict Future Sales.\\nThi...2018-05-10T13:07:40.25Zkazimanil/predict-future-sales-supplementary0.354256https://www.kaggle.com/kazimanil/predict-futur...1241Database: Open Database, Contents: Database Co...4Ready version: 3, 2018-05-10T13:07:40.25Z0.764706currencies
11Complete Historical Cryptocurrency Financial DataTop 200 Cryptocurrencies by Marketcap**Context**\\n\\nRecent growing interest in cryp...2019-04-25T00:37:10.423Zphilmohun/cryptocurrency-financial-data0.348672https://www.kaggle.com/philmohun/cryptocurrenc...42844CC0: Public Domain4Ready version: 3, 2019-04-25T00:37:10.423Z0.852941currencies
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data0.313499https://www.kaggle.com/anasshahid88/crypto-mar...3163CC0: Public Domain0Ready version: 1, 2018-05-08T14:38:02.187Z0.647059currencies
56FX USD/JPY PredictionJan 2017 Martket Data(Lightweight CSV)### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC...2017-08-09T10:59:10.39Zdaiearth22/fx-usdjpy-prediction0.304973https://www.kaggle.com/daiearth22/fx-usdjpy-pr...067CC0: Public Domain0Ready version: 1, 2017-08-09T10:59:10.39Z0.647059forex
51Foreign Exchange (FX) Prediction - USD/JPYJan 2017 Martket Data(Lightweight CSV)Context\\n\\nComing Soon\\n\\nContent\\n\\nComing So...2017-08-13T06:26:53.733Zteam-ai/foreign-exchange-fx-prediction-usdjpy0.292600https://www.kaggle.com/team-ai/foreign-exchang...2338CC0: Public Domain4Ready version: 1, 2017-08-13T06:26:53.733Z0.823529forex
34Russian Financial IndicatorsDataset of Currency Rates### Context\\n\\nThis data was extracted from th...2017-11-06T00:14:12.11Zolgabelitskaya/russian-financial-indicators0.278978https://www.kaggle.com/olgabelitskaya/russian-...097Other (specified in description)1Ready version: 1, 2017-11-06T00:14:12.11Z0.588235currency
46Deep Learning A-Z - ANN datasetKirill Eremenko \"Deep Learning A-Z™: Hands-On ...# Context \\n\\nThis is the dataset used in the ...2017-05-16T12:20:30.84Zfilippoo/deep-learning-az-ann0.272800https://www.kaggle.com/filippoo/deep-learning-...11414Unknown28Ready version: 1, 2017-05-16T12:20:30.84Z0.705882forex
61Campaign Finance versus Election ResultsCan an election be predicted from the precedin...# Context \\n\\nThis dataset was assembled to in...2016-12-07T21:14:32.993Zdanerbland/electionfinance0.217837https://www.kaggle.com/danerbland/electionfinance2943CC0: Public Domain7Ready version: 1, 2016-12-07T21:14:32.993Z0.823529finance
59binance criptos price from jun 2017 to may 2018Binance candlestick from jun 2017 to may 2018### Context\\nThis dataset content is related t...2018-06-06T19:55:02.727Zgabsgear/binance-criptos-price-from-jun-2017-t...0.187679https://www.kaggle.com/gabsgear/binance-cripto...276CC0: Public Domain1Ready version: 1, 2018-06-06T19:55:02.727Z0.647059forex
108Elon Musk Tweets, 2010 to 2017All Elon Musk Tweets from 2010 to 2017# Content\\n\\n - tweet id, contains tweet-stamp...2017-04-23T09:08:35.637Zkingburrito666/elon-musk-tweets0.178148https://www.kaggle.com/kingburrito666/elon-mus...3369Other (specified in description)11Ready version: 1, 2017-04-23T09:08:35.637Z0.823529tweets
104Elon Musk's TweetsTweets by @elonmusk from 2012 to 2017### Context\\n\\n[Elon Musk](https://en.wikipedi...2017-10-12T10:41:47.637Zkulgen/elon-musks-tweets0.171605https://www.kaggle.com/kulgen/elon-musks-tweets0898CC0: Public Domain7Ready version: 1, 2017-10-12T10:41:47.637Z0.588235tweets
81Bitcoin marketsExchanges daily data10 different exchanges daily data from 01/01/2...2018-04-10T08:24:51.66Zgorgia/bitcoin-markets0.150843https://www.kaggle.com/gorgia/bitcoin-markets062CC0: Public Domain1Ready version: 2, 2018-04-10T08:24:51.66Z0.411765exchanges
49forex_strategy_results_next2019-05-11T19:14:43.487Zsinusgamma/forex-strategy-results-next0.125853https://www.kaggle.com/sinusgamma/forex-strate...03CC0: Public Domain2Ready version: 1, 2019-05-11T19:14:43.487Z0.294118forex
69S&P index historical DataS&P Index Historical Data from Yahoo finance2017-12-06T22:08:32.46Zadityarajuladevi/sp-index-historical-data0.092820https://www.kaggle.com/adityarajuladevi/sp-ind...1147CC0: Public Domain3Ready version: 1, 2017-12-06T22:08:32.46Z0.588235finance
50forex_strategy_results_first2019-05-07T08:28:25.523Zsinusgamma/forex-strategy-results-first0.076240https://www.kaggle.com/sinusgamma/forex-strate...01CC0: Public Domain2Ready version: 1, 2019-05-07T08:28:25.523Z0.294118forex
148Fact-Checking Facebook Politics PagesHyperpartisan Facebook pages and misleading in...### Context\\n\\nDuring the 2016 US presidential...2017-06-05T19:09:40.407Zmrisdal/fact-checking-facebook-politics-pages0.046870https://www.kaggle.com/mrisdal/fact-checking-f...4633Unknown10Ready version: 1, 2017-06-05T19:09:40.407Z0.735294fake news
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
23Currency Exchange RateCurrency Exchange Rate from 1950-2017### Context\\n\\nThe data set consist currency e...2018-02-27T16:33:39.507Zsudhirnl7/currency-excahnge-rate0.026714https://www.kaggle.com/sudhirnl7/currency-exca...2182CC0: Public Domain1Ready version: 4, 2018-02-27T16:33:39.507Z0.735294currency
63Finance ₹ - IndiaStatewise India's finance detail from 1980 to ...**Connect/Follow me on [LinkedIn](http://link....2017-08-27T12:17:02.98Zrajanand/finance-india0.025746https://www.kaggle.com/rajanand/finance-india2985CC BY-SA 4.00Ready version: 1, 2017-08-27T12:17:02.98Z0.764706finance
58eur/usd03 08 2017 by minute# Context \\n\\nA day in the life or a forex tra...2017-03-11T10:46:02.16Zugnix911aalc/eurusd0.016910https://www.kaggle.com/ugnix911aalc/eurusd076CC0: Public Domain1Ready version: 1, 2017-03-11T10:46:02.16Z0.705882forex
7Exchange rate BRIC currencies/US dollarhistorical data monthly frequencies 01/07/1997...### Content\\n\\nover 10 years of historical exc...2017-06-15T14:52:31.757Zluigimersico/exchange-rate-bric-currenciesus-d...0.003657https://www.kaggle.com/luigimersico/exchange-r...3102Unknown2Ready version: 1, 2017-06-15T14:52:31.757Z0.529412currencies
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
57GBP/USD Historical data (month)data to test accuracy and prediction### Context\\n\\ndata set for most dominant fore...2019-03-23T07:13:17.623Zmohsinsajjad/dataset0.001155https://www.kaggle.com/mohsinsajjad/dataset35Unknown1Ready version: 1, 2019-03-23T07:13:17.623Z0.705882forex
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"80 Bitcoin Historical Data \n", - "28 Bitcoin Historical Data \n", - "74 Bitcoin Historical Data \n", - "43 EUR USD Forex Pair Historical Data (2002 - 2019) \n", - ".. ... \n", - "47 Daily USDJPY (2000-2019) with Technical Indica... \n", - "99 (Better) - Donald Trump Tweets! \n", - "150 Boatos de WhatsApp e outros do BoatosOrg (pt +... \n", - "140 Fake News Detection Dataset \n", - "65 GAFA stock prices \n", - "41 FOREX: EURUSD dataset \n", - "53 Forex Oracle Offers \n", - "18 Predict Future Sales Supplementary \n", - "11 Complete Historical Cryptocurrency Financial Data \n", - "15 Crypto Market Data \n", - "56 FX USD/JPY Prediction \n", - "51 Foreign Exchange (FX) Prediction - USD/JPY \n", - "34 Russian Financial Indicators \n", - "46 Deep Learning A-Z - ANN dataset \n", - "61 Campaign Finance versus Election Results \n", - "59 binance criptos price from jun 2017 to may 2018 \n", - "108 Elon Musk Tweets, 2010 to 2017 \n", - "104 Elon Musk's Tweets \n", - "81 Bitcoin markets \n", - "49 forex_strategy_results_next \n", - "69 S&P index historical Data \n", - "50 forex_strategy_results_first \n", - "148 Fact-Checking Facebook Politics Pages \n", - "147 Fake News Detection Dataset \n", - "23 Currency Exchange Rate \n", - "63 Finance ₹ - India \n", - "58 eur/usd \n", - "7 Exchange rate BRIC currencies/US dollar \n", - "144 Not Fake News \n", - "57 GBP/USD Historical data (month) \n", - "\n", - " subtitle \\\n", - "16 Complete live historical Ethereum blockchain d... \n", - "112 All posts from Y Combinator's social news webs... \n", - "48 \n", - "131 A cleaned subset of HC Corpora newspapers \n", - "76 42.3M Rows of Parking Ticket Data, Aug 2013-Ju... \n", - "25 Object detection dataset for Iraqi currency \n", - "33 \n", - "44 Forex with a ton of indicators, MQL5 retrieved... \n", - "24 Minutely crypto currency open/close prices, hi... \n", - "68 Analyze Lending Club's issued loans \n", - "73 \n", - "126 A subset of all Hacker News articles \n", - "85 Daily historical data of over 8,000 stocks tra... \n", - "137 \n", - "6 A collection of coin images from 32 different ... \n", - "26 Historical crypto currency data from the Bitfi... \n", - "52 \n", - "79 From New York State Open Data \n", - "125 7 days of tracking 20k news feeds worldwide \n", - "115 143,000 articles from 15 American publications \n", - "149 \n", - "127 167.053 news of the site Folha de São Paulo (B... \n", - "91 From New York City Open Data \n", - "101 3 million tweets from accounts associated with... \n", - "75 Consumer Finance Complaints (Bureau of Consume... \n", - "128 SiX Years of Crowd Sourced Journalism \n", - "80 Bitcoin data at 1-min intervals from select ex... \n", - "28 Bitcoin data at 1-min intervals from select ex... \n", - "74 Bitcoin data at 1-min intervals from select ex... \n", - "43 Historical Data from Oanda \n", - ".. ... \n", - "47 For Time Series Prediction of Forex \n", - "99 A collection of all of Donald Trump tweets--be... \n", - "150 1900 boatos (pt) + 130 rumores (es) desmentido... \n", - "140 Detection of Fake News \n", - "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", - "41 3 years of winning trades in EURUSD 4H, 99 fea... \n", - "53 Customers Information \n", - "18 Dataset provides some supplementary data for P... \n", - "11 Top 200 Cryptocurrencies by Marketcap \n", - "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", - "56 Jan 2017 Martket Data(Lightweight CSV) \n", - "51 Jan 2017 Martket Data(Lightweight CSV) \n", - "34 Dataset of Currency Rates \n", - "46 Kirill Eremenko \"Deep Learning A-Z™: Hands-On ... \n", - "61 Can an election be predicted from the precedin... \n", - "59 Binance candlestick from jun 2017 to may 2018 \n", - "108 All Elon Musk Tweets from 2010 to 2017 \n", - "104 Tweets by @elonmusk from 2012 to 2017 \n", - "81 Exchanges daily data \n", - "49 \n", - "69 S&P Index Historical Data from Yahoo finance \n", - "50 \n", - "148 Hyperpartisan Facebook pages and misleading in... \n", - "147 \n", - "23 Currency Exchange Rate from 1950-2017 \n", - "63 Statewise India's finance detail from 1980 to ... \n", - "58 03 08 2017 by minute \n", - "7 historical data monthly frequencies 01/07/1997... \n", - "144 \n", - "57 data to test accuracy and prediction \n", - "\n", - " description \\\n", - "16 ## Context\\n\\nBitcoin and other cryptocurrenci... \n", - "112 ### Context\\n\\nThis dataset contains all stori... \n", - "48 \n", - "131 ### Context\\n\\nThe [HC Corpora](https://web.ar... \n", - "76 ### Context\\n\\nThe NYC Department of Finance c... \n", - "25 ### Object detection dataset for Iraqi currenc... \n", - "33 \n", - "44 Forex with a ton of indicators, MQL5 retrieved... \n", - "24 ### Context\\n\\nEach file contains klines for 1... \n", - "68 These files contain complete loan data for all... \n", - "73 \n", - "126 ### Context\\n\\nThis dataset contains a randomi... \n", - "85 # AMEX, NYSE, and NASDAQ stocks histories\\n###... \n", - "137 \n", - "6 ### Context\\n\\nI put together this dataset whe... \n", - "26 ## About this dataset\\n\\nWith the rise of cryp... \n", - "52 \n", - "79 ### Content \\n\\nMore details about each file ... \n", - "125 # Context\\n\\nThis dataset is a snapshot of mos... \n", - "115 NOTE: A larger version of this dataset is now ... \n", - "149 \n", - "127 ### Content\\n\\nThe dataset consists of 167.053... \n", - "91 ### Content \\n\\nThe Multi Agency Permits data... \n", - "101 # 3 million Russian troll tweets\\n\\nThis data ... \n", - "75 ### Context\\n\\nThese are real world complaints... \n", - "128 ### Context\\n\\nPresenting a compendium of crow... \n", - "80 ### Context \\nBitcoin is the longest running a... \n", - "28 ### Context \\nBitcoin is the longest running a... \n", - "74 ### Context \\nBitcoin is the longest running a... \n", - "43 ### Content\\n\\nThis dataset contains historica... \n", - ".. ... \n", - "47 ### Context\\n\\nPossible time series prediction... \n", - "99 # Context \\nUnlike [This][1] dataset, (which p... \n", - "150 ### Contexto\\n\\nBoatos são compartilhados em m... \n", - "140 \n", - "65 GAFA (Google, Apple, Facebook, Amazon) stock p... \n", - "41 ### Context\\nForex is the largest market in th... \n", - "53 \n", - "18 # Kaggle Challenge: Predict Future Sales.\\nThi... \n", - "11 **Context**\\n\\nRecent growing interest in cryp... \n", - "15 ### Context\\n\\nHistorical data for crypto curr... \n", - "56 ### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC... \n", - "51 Context\\n\\nComing Soon\\n\\nContent\\n\\nComing So... \n", - "34 ### Context\\n\\nThis data was extracted from th... \n", - "46 # Context \\n\\nThis is the dataset used in the ... \n", - "61 # Context \\n\\nThis dataset was assembled to in... \n", - "59 ### Context\\nThis dataset content is related t... \n", - "108 # Content\\n\\n - tweet id, contains tweet-stamp... \n", - "104 ### Context\\n\\n[Elon Musk](https://en.wikipedi... \n", - "81 10 different exchanges daily data from 01/01/2... \n", - "49 \n", - "69 \n", - "50 \n", - "148 ### Context\\n\\nDuring the 2016 US presidential... \n", - "147 \n", - "23 ### Context\\n\\nThe data set consist currency e... \n", - "63 **Connect/Follow me on [LinkedIn](http://link.... \n", - "58 # Context \\n\\nA day in the life or a forex tra... \n", - "7 ### Content\\n\\nover 10 years of historical exc... \n", - "144 \n", - "57 ### Context\\n\\ndata set for most dominant fore... \n", - "\n", - " lastUpdated \\\n", - "16 2019-03-04T14:57:55.953Z \n", - "112 2019-02-12T00:34:51.853Z \n", - "48 2018-11-11T11:52:30.603Z \n", - "131 2017-11-16T04:53:55.98Z \n", - "76 2017-10-26T18:47:45.14Z \n", - "25 2018-08-23T09:28:29.143Z \n", - "33 2018-10-31T18:15:52.017Z \n", - "44 2018-10-04T01:37:53Z \n", - "24 2018-04-08T09:58:41.477Z \n", - "68 2019-03-18T18:43:12.857Z \n", - "73 2019-06-16T06:03:58.25Z \n", - "126 2017-06-29T20:16:20.2Z \n", - "85 2019-04-21T05:25:28.943Z \n", - "137 2018-09-24T20:12:03.817Z \n", - "6 2019-03-27T09:26:10.133Z \n", - "26 2019-07-09T21:25:22.227Z \n", - "52 2019-04-06T10:18:49.68Z \n", - "79 2019-07-03T09:42:54.753Z \n", - "125 2019-04-10T15:05:18.423Z \n", - "115 2017-08-20T05:58:47.09Z \n", - "149 2019-06-21T12:54:16.217Z \n", - "127 2019-06-05T03:33:51.58Z \n", - 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titlesubtitledescriptionlastUpdatedreftotalGigaBytesurlnumberOfTagsdownloadCountlicenseNamekernelCountlastVersionusabilityRatingcategory
77Credit Card Fraud DetectionAnonymized credit card transactions labeled as...Context\\n---------\\n\\nIt is important that cre...2018-03-23T01:17:27.913Zmlg-ulb/creditcardfraud69.155632https://www.kaggle.com/mlg-ulb/creditcardfraud3136202Database: Open Database, Contents: Database Co...2132Ready version: 3, 2018-03-23T01:17:27.913Z0.852941finance
112Hacker NewsAll posts from Y Combinator's social news webs...### Context\\n\\nThis dataset contains all stori...2019-02-12T00:34:51.853Zhacker-news/hacker-news15883.923392https://www.kaggle.com/hacker-news/hacker-news40CC0: Public Domain1495Ready version: 2, 2019-02-12T00:34:51.853Z0.705882news
68Lending Club Loan DataAnalyze Lending Club's issued loansThese files contain complete loan data for all...2019-03-18T18:43:12.857Zwendykan/lending-club-loan-data736.483000https://www.kaggle.com/wendykan/lending-club-l...153334Unknown584Ready version: 1, 2019-03-18T18:43:12.857Z0.735294finance
78Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353finance
118Daily News for Stock Market PredictionUsing 8 years daily news headlines to predict ...Actually, I prepare this dataset for students ...2016-08-25T16:56:51.32Zaaron7sun/stocknews6.384909https://www.kaggle.com/aaron7sun/stocknews223346CC BY-NC-SA 4.0306Ready version: 1, 2016-08-25T16:56:51.32Z0.882353news
36Kaggle Machine Learning & Data Science Survey ...A big picture view of the state of data scienc...### Context\\n\\nFor the first time, Kaggle cond...2017-10-27T22:03:03.417Zkaggle/kaggle-survey-20173.692041https://www.kaggle.com/kaggle/kaggle-survey-2017316028Database: Open Database, Contents: © Original ...296Ready version: 4, 2017-10-27T22:03:03.417Z0.823529currency
72New York Stock ExchangeS&P 500 companies historical prices with funda...# Context \\n\\nThis dataset is a playground for...2017-02-22T10:18:25.517Zdgawlik/nyse34.402357https://www.kaggle.com/dgawlik/nyse129443CC0: Public Domain271Ready version: 3, 2017-02-22T10:18:25.517Z0.852941finance
20Demonetization in India Twitter DataData extracted from Twitter regarding the rece...# Context\\n\\nThe **demonetization of ₹500 and ...2017-04-21T17:35:02.253Zarathee2/demonetization-in-india-twitter-data0.990156https://www.kaggle.com/arathee2/demonetization...44779Unknown171Ready version: 3, 2017-04-21T17:35:02.253Z0.735294currency
28Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000currency
74Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000finance
80Bitcoin Historical DataBitcoin data at 1-min intervals from select ex...### Context \\nBitcoin is the longest running a...2019-03-15T16:22:58.397Zmczielinski/bitcoin-historical-data123.326534https://www.kaggle.com/mczielinski/bitcoin-his...243214CC BY-SA 4.0128Ready version: 16, 2019-03-15T16:22:58.397Z1.000000exchanges
109First GOP Debate Twitter SentimentAnalyze tweets on the first 2016 GOP President...*This data originally came from [Crowdflower's...2016-10-06T03:19:29.417Zcrowdflower/first-gop-debate-twitter-sentiment2.669318https://www.kaggle.com/crowdflower/first-gop-d...212666CC BY-NC-SA 4.0122Ready version: 2, 2016-10-06T03:19:29.417Z0.852941tweets
32Kickstarter Project Statistics4000 live projects plus 4000 most backed projectsCrowdfunding has become one of the main source...2016-11-01T05:37:42.683Zsocathie/kickstarter-project-statistics1.308381https://www.kaggle.com/socathie/kickstarter-pr...14910CC BY-NC-SA 4.0102Ready version: 1, 2016-11-01T05:37:42.683Z0.852941currency
114Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21.412001https://www.kaggle.com/mrisdal/fake-news312746CC0: Public Domain93Ready version: 1, 2016-11-25T22:29:09.737Z0.852941news
132Getting Real about Fake NewsText & metadata from fake & biased news source...The latest hot topic in the news is fake news ...2016-11-25T22:29:09.737Zmrisdal/fake-news21.412001https://www.kaggle.com/mrisdal/fake-news312746CC0: Public Domain93Ready version: 1, 2016-11-25T22:29:09.737Z0.852941fake news
97Hillary Clinton and Donald Trump TweetsTweets from the major party candidates for the...Twitter has played an increasingly prominent r...2016-09-28T00:37:25.633Zbenhamner/clinton-trump-tweets1.028293https://www.kaggle.com/benhamner/clinton-trump...24954Unknown87Ready version: 1, 2016-09-28T00:37:25.633Z0.735294tweets
60US Consumer Finance ComplaintsUS consumer complaints on financial products a...Each week [the CFPB](http://www.consumerfinanc...2016-04-26T22:33:46.69Zcfpb/us-consumer-finance-complaints94.858347https://www.kaggle.com/cfpb/us-consumer-financ...17039Unknown83Ready version: 1, 2016-04-26T22:33:46.69Z0.705882finance
31Mobile App Store ( 7200 apps)Analytics for Mobile Apps**Mobile App Statistics (Apple iOS app store)*...2018-06-10T07:04:28.357Zramamet4/app-store-apple-data-set-10k-apps5.904947https://www.kaggle.com/ramamet4/app-store-appl...324172GPL 273Ready version: 7, 2018-06-10T07:04:28.357Z0.823529currency
0Every Cryptocurrency Daily Market PriceDaily crypto markets open, close, low, high da...# Cryptocurrency Market Data\\n## Historical Cr...2018-12-01T13:56:58.277Zjessevent/all-crypto-currencies23.636187https://www.kaggle.com/jessevent/all-crypto-cu...39028Other (specified in description)63Ready version: 17, 2018-12-01T13:56:58.277Z0.852941currencies
117News Aggregator DatasetHeadlines and categories of 400k news stories ...This dataset contains headlines, URLs, and cat...2016-10-31T22:22:55.29Zuciml/news-aggregator-dataset30.370802https://www.kaggle.com/uciml/news-aggregator-d...26750CC0: Public Domain54Ready version: 1, 2016-10-31T22:22:55.29Z0.875000news
13Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5.732263https://www.kaggle.com/shrutimehta/zomato-rest...119125CC0: Public Domain54Ready version: 2, 2018-03-13T04:56:25.81Z0.794118currencies
29Zomato Restaurants DataAnalyzing the best restaurants of the major ci...### Context\\n\\nI really get fascinated by good...2018-03-13T04:56:25.81Zshrutimehta/zomato-restaurants-data5.732263https://www.kaggle.com/shrutimehta/zomato-rest...119125CC0: Public Domain54Ready version: 2, 2018-03-13T04:56:25.81Z0.794118currency
116A Million News HeadlinesNews headlines published over a period of 15 Y...### Context\\n\\nThis contains data of news head...2019-06-13T18:14:28.073Ztherohk/million-headlines19.296580https://www.kaggle.com/therohk/million-headlines411465CC0: Public Domain49Ready version: 8, 2019-06-13T18:14:28.073Z0.941176news
136News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000fake news
120News Headlines Dataset For Sarcasm DetectionHigh quality dataset for the task of Sarcasm D...#Context\\n\\nPast studies in Sarcasm Detection ...2019-07-03T23:52:57.127Zrmisra/news-headlines-dataset-for-sarcasm-dete...3.425749https://www.kaggle.com/rmisra/news-headlines-d...45694CC0: Public Domain48Ready version: 2, 2019-07-03T23:52:57.127Z1.000000news
83Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory0.715347https://www.kaggle.com/sudalairajkumar/cryptoc...219238CC0: Public Domain39Ready version: 13, 2018-02-21T12:36:47.22Z0.705882exchanges
119Hacker News PostsHacker News posts from the past 12 months (inc...This data set is Hacker News posts from the la...2016-09-27T03:14:41.153Zhacker-news/hacker-news-posts20.702971https://www.kaggle.com/hacker-news/hacker-news...22006CC0: Public Domain39Ready version: 1, 2016-09-27T03:14:41.153Z0.882353news
8Cryptocurrency Historical PricesPrices of top cryptocurrencies including Bitco...### Context\\n\\nThings like Block chain, Bitcoi...2018-02-21T12:36:47.22Zsudalairajkumar/cryptocurrencypricehistory0.715347https://www.kaggle.com/sudalairajkumar/cryptoc...219238CC0: Public Domain39Ready version: 13, 2018-02-21T12:36:47.22Z0.705882currencies
92Sentiment140 dataset with 1.6 million tweetsSentiment analysis with tweets### Context\\n\\nThis is the sentiment140 datase...2017-09-13T22:43:19.117Zkazanova/sentiment14088.031309https://www.kaggle.com/kazanova/sentiment140313923Other (specified in description)37Ready version: 2, 2017-09-13T22:43:19.117Z0.882353tweets
99(Better) - Donald Trump Tweets!A collection of all of Donald Trump tweets--be...# Context \\nUnlike [This][1] dataset, (which p...2017-04-16T04:24:29.33Zkingburrito666/better-donald-trump-tweets0.583499https://www.kaggle.com/kingburrito666/better-d...22168Unknown30Ready version: 2, 2017-04-16T04:24:29.33Z0.705882tweets
.............................................
147Fake News Detection Dataset2019-03-23T19:27:27.28Zmunagazzai/fake-news-detection-dataset0.040272https://www.kaggle.com/munagazzai/fake-news-de...123Unknown1Ready version: 1, 2019-03-23T19:27:27.28Z0.375000fake news
84CryptocurrenciesHistorical price data for 1200 cryptocurrencie...### Context\\n\\nThousands of cryptocurrencies h...2018-07-11T14:15:12.387Zakababa/cryptocurrencies9.049797https://www.kaggle.com/akababa/cryptocurrencies21017CC0: Public Domain1Ready version: 4, 2018-07-11T14:15:12.387Z0.882353exchanges
88Enrico's Email FlowsAnonymized Metadata (i.e. sender, receivers, d...### Context\\n\\nEmail archives are a great sour...2018-03-21T10:10:40.373Zemarock/enricos-email-flows12.867137https://www.kaggle.com/emarock/enricos-email-f...384CC0: Public Domain1Ready version: 1, 2018-03-21T10:10:40.373Z0.882353exchanges
89Poloniex BTCETH OrderBook Stream SampleOrder Flow from a websocket### Context\\nOrderbook flow from exchanges is ...2018-04-12T04:04:11.673Zpraeconium/poloniex-btceth-order-book-stream-s...67.039769https://www.kaggle.com/praeconium/poloniex-btc...233Unknown1Ready version: 1, 2018-04-12T04:04:11.673Z0.705882exchanges
90S&P 500SP500 data history from yahooThis data-set has data spanning from 2013 till...2019-03-27T15:28:14.16Zflorentbaptist/sp-50010.035049https://www.kaggle.com/florentbaptist/sp-500146Unknown1Ready version: 1, 2019-03-27T15:28:14.16Z0.588235exchanges
146WSDM - Fake News Classification2018-11-24T02:31:59.66Zxuyinjie/wsdm-fake-news-classification36.090816https://www.kaggle.com/xuyinjie/wsdm-fake-news...066Unknown1Ready version: 1, 2018-11-24T02:31:59.66Z0.125000fake news
66SF Campaign Finance DataFrom San Francisco Open Data### Content \\n\\nMore details about each file ...2019-01-02T22:32:32.257Zsan-francisco/sf-campaign-finance-data56.501468https://www.kaggle.com/san-francisco/sf-campai...3155Other (specified in description)1Ready version: 67, 2019-01-02T22:32:32.257Z0.794118finance
41FOREX: EURUSD dataset3 years of winning trades in EURUSD 4H, 99 fea...### Context\\nForex is the largest market in th...2017-09-05T02:05:55.703Zrsalaschile/forex-eurusd-dataset0.400495https://www.kaggle.com/rsalaschile/forex-eurus...0895CC0: Public Domain1Ready version: 1, 2017-09-05T02:05:55.703Z0.705882forex
622016 Presidential Campaign FinanceHow did presidential candidates spend their ca...# Context \\n\\nThe Federal Election Commission ...2017-01-17T19:48:13.063Zfec/presidential-campaign-finance1.120759https://www.kaggle.com/fec/presidential-campai...2774CC0: Public Domain1Ready version: 1, 2017-01-17T19:48:13.063Z0.823529finance
34Russian Financial IndicatorsDataset of Currency Rates### Context\\n\\nThis data was extracted from th...2017-11-06T00:14:12.11Zolgabelitskaya/russian-financial-indicators0.278978https://www.kaggle.com/olgabelitskaya/russian-...097Other (specified in description)1Ready version: 1, 2017-11-06T00:14:12.11Z0.588235currency
58eur/usd03 08 2017 by minute# Context \\n\\nA day in the life or a forex tra...2017-03-11T10:46:02.16Zugnix911aalc/eurusd0.016910https://www.kaggle.com/ugnix911aalc/eurusd076CC0: Public Domain1Ready version: 1, 2017-03-11T10:46:02.16Z0.705882forex
57GBP/USD Historical data (month)data to test accuracy and prediction### Context\\n\\ndata set for most dominant fore...2019-03-23T07:13:17.623Zmohsinsajjad/dataset0.001155https://www.kaggle.com/mohsinsajjad/dataset35Unknown1Ready version: 1, 2019-03-23T07:13:17.623Z0.705882forex
55Hourly GBPUSD w Technical Indicators (2000-2019)Time Series Forecasting for Forex### Context\\n\\nPossible prediction of the next...2019-04-23T02:16:18.47Zcfchan/hourly-gbpusd-w-technical-indicators-20...17.862885https://www.kaggle.com/cfchan/hourly-gbpusd-w-...532Unknown1Ready version: 1, 2019-04-23T02:16:18.47Z0.470588forex
138WSDM - Fake News ClassificationIdentify the fake news.# Background\\n\\nWSDM (pronounced \"wisdom\") is ...2019-04-02T06:13:39.013Zwsdmcup/wsdm-fake-news-classification36.152251https://www.kaggle.com/wsdmcup/wsdm-fake-news-...163Unknown1Ready version: 1, 2019-04-02T06:13:39.013Z0.705882fake news
39EURO-USD History Data (1 Min Interval 2002-2017)History EURO/USD currency data2018-05-10T04:01:10.467Zveidak/eurousd-history-data-1-min-interval-200...48.082155https://www.kaggle.com/veidak/eurousd-history-...286CC0: Public Domain0Ready version: 1, 2018-05-10T04:01:10.467Z0.500000currency
144Not Fake News2017-09-05T20:31:14.877Zmrisdal/not-fake-news0.001236https://www.kaggle.com/mrisdal/not-fake-news058CC0: Public Domain0Ready version: 1, 2017-09-05T20:31:14.877Z0.235294fake news
143Snopes_fake_legit_newsArticles taken by Snopes.com### Context\\n\\nI did this in order to share th...2017-10-24T13:38:46.13Zciotolaaaa/snopes-fake-legit-news2.065057https://www.kaggle.com/ciotolaaaa/snopes-fake-...0135CC0: Public Domain0Ready version: 1, 2017-10-24T13:38:46.13Z0.500000fake news
67finance study2017-11-04T20:05:21.893Ztusharpatil15/finance-study3.118831https://www.kaggle.com/tusharpatil15/finance-s...0374CC BY-NC-SA 4.00Ready version: 1, 2017-11-04T20:05:21.893Z0.250000finance
45Forex Data Source2018-04-29T15:42:10.233Zmannir/forex-data-source3.294470https://www.kaggle.com/mannir/forex-data-source067GPL 20Ready version: 1, 2018-04-29T15:42:10.233Z0.235294forex
4Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates0.596854https://www.kaggle.com/thebasss/currency-excha...1516CC0: Public Domain0Ready version: 2, 2018-05-02T17:48:28.943Z0.647059currencies
5Crypto CurrenciesCryptocurrency Market Capitalizations«Datasets per la comparació de moviments i pat...2017-11-07T20:19:07.32Zacostasg/crypto-currencies-data1.082628https://www.kaggle.com/acostasg/crypto-currenc...2160Database: Open Database, Contents: Database Co...0Ready version: 1, 2017-11-07T20:19:07.32Z0.647059currencies
9Price History of 1654 Crypto-CurrenciesHistorical Coin Prices to Understand the Big P...### Context\\n\\nHere's one of the largest Crypt...2018-06-09T02:44:13.39Zulascengiz/price-history-of-1654-cryptocurrencies19.131516https://www.kaggle.com/ulascengiz/price-histor...5101Other (specified in description)0Ready version: 1, 2018-06-09T02:44:13.39Z0.687500currencies
56FX USD/JPY PredictionJan 2017 Martket Data(Lightweight CSV)### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC...2017-08-09T10:59:10.39Zdaiearth22/fx-usdjpy-prediction0.304973https://www.kaggle.com/daiearth22/fx-usdjpy-pr...067CC0: Public Domain0Ready version: 1, 2017-08-09T10:59:10.39Z0.647059forex
63Finance ₹ - IndiaStatewise India's finance detail from 1980 to ...**Connect/Follow me on [LinkedIn](http://link....2017-08-27T12:17:02.98Zrajanand/finance-india0.025746https://www.kaggle.com/rajanand/finance-india2985CC BY-SA 4.00Ready version: 1, 2017-08-27T12:17:02.98Z0.764706finance
91NY Multi Agency PermitsFrom New York City Open Data### Content \\n\\nThe Multi Agency Permits data...2019-03-06T06:48:48.45Znew-york-city/ny-multi-agency-permits190.748122https://www.kaggle.com/new-york-city/ny-multi-...119CC0: Public Domain0Ready version: 229, 2019-03-06T06:48:48.45Z0.764706exchanges
22Currency Exchange RatesDaily exchange rates for 51 currencies from 19...This dataset contains the daily currency excha...2018-05-02T17:48:28.943Zthebasss/currency-exchange-rates0.596854https://www.kaggle.com/thebasss/currency-excha...1516CC0: Public Domain0Ready version: 2, 2018-05-02T17:48:28.943Z0.647059currency
79NYS Campaign Finance Filers and FilingsFrom New York State Open Data### Content \\n\\nMore details about each file ...2019-07-03T09:42:54.753Znew-york-state/nys-campaign-finance-filers-and...361.934238https://www.kaggle.com/new-york-state/nys-camp...226CC0: Public Domain0Ready version: 39, 2019-07-03T09:42:54.753Z0.794118finance
27Crypto currency dataHigh resolution data of all BTC based pairs fr...### Context\\nOne week of highly resolved crypt...2018-04-15T16:42:18.337Zmhansinger/bittrex-bitcoin-pairs44.064008https://www.kaggle.com/mhansinger/bittrex-bitc...3126CC0: Public Domain0Ready version: 2, 2018-04-15T16:42:18.337Z0.647059currency
30Daily Crypto Currency and Lunar Geocentric DataDaily crypto markets open, close, low, high da...### Context\\n\\nThis data includes daily open, ...2018-01-25T01:33:42.077Zrudymizrahi/daily-crypto-currency-and-lunar-ge...30.710297https://www.kaggle.com/rudymizrahi/daily-crypt...587Unknown0Ready version: 1, 2018-01-25T01:33:42.077Z0.647059currency
15Crypto Market DataCoinMarketCap data from 1/May/13 to 8/5/18 of ...### Context\\n\\nHistorical data for crypto curr...2018-05-08T14:38:02.187Zanasshahid88/crypto-market-data0.313499https://www.kaggle.com/anasshahid88/crypto-mar...3163CC0: Public Domain0Ready version: 1, 2018-05-08T14:38:02.187Z0.647059currencies
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"120 News Headlines Dataset For Sarcasm Detection \n", - "83 Cryptocurrency Historical Prices \n", - "119 Hacker News Posts \n", - "8 Cryptocurrency Historical Prices \n", - "92 Sentiment140 dataset with 1.6 million tweets \n", - "99 (Better) - Donald Trump Tweets! \n", - ".. ... \n", - "147 Fake News Detection Dataset \n", - "84 Cryptocurrencies \n", - "88 Enrico's Email Flows \n", - "89 Poloniex BTCETH OrderBook Stream Sample \n", - "90 S&P 500 \n", - "146 WSDM - Fake News Classification \n", - "66 SF Campaign Finance Data \n", - "41 FOREX: EURUSD dataset \n", - "62 2016 Presidential Campaign Finance \n", - "34 Russian Financial Indicators \n", - "58 eur/usd \n", - "57 GBP/USD Historical data (month) \n", - "55 Hourly GBPUSD w Technical Indicators (2000-2019) \n", - "138 WSDM - Fake News Classification \n", - "39 EURO-USD History Data (1 Min Interval 2002-2017) \n", - "144 Not Fake News \n", - "143 Snopes_fake_legit_news \n", - "67 finance study \n", - "45 Forex Data Source \n", - "4 Currency Exchange Rates \n", - "5 Crypto Currencies \n", - "9 Price History of 1654 Crypto-Currencies \n", - "56 FX USD/JPY Prediction \n", - "63 Finance ₹ - India \n", - "91 NY Multi Agency Permits \n", - "22 Currency Exchange Rates \n", - "79 NYS Campaign Finance Filers and Filings \n", - "27 Crypto currency data \n", - "30 Daily Crypto Currency and Lunar Geocentric Data \n", - "15 Crypto Market Data \n", - "\n", - " subtitle \\\n", - "77 Anonymized credit card transactions labeled as... \n", - "112 All posts from Y Combinator's social news webs... \n", - "68 Analyze Lending Club's issued loans \n", - "78 Using 8 years daily news headlines to predict ... \n", - "118 Using 8 years daily news headlines to predict ... \n", - "36 A big picture view of the state of data scienc... \n", - "72 S&P 500 companies historical prices with funda... \n", - "20 Data extracted from Twitter regarding the rece... \n", - "28 Bitcoin data at 1-min intervals from select ex... \n", - "74 Bitcoin data at 1-min intervals from select ex... \n", - "80 Bitcoin data at 1-min intervals from select ex... \n", - "109 Analyze tweets on the first 2016 GOP President... \n", - "32 4000 live projects plus 4000 most backed projects \n", - "114 Text & metadata from fake & biased news source... \n", - "132 Text & metadata from fake & biased news source... \n", - "97 Tweets from the major party candidates for the... \n", - "60 US consumer complaints on financial products a... \n", - "31 Analytics for Mobile Apps \n", - "0 Daily crypto markets open, close, low, high da... \n", - "117 Headlines and categories of 400k news stories ... \n", - "13 Analyzing the best restaurants of the major ci... \n", - "29 Analyzing the best restaurants of the major ci... \n", - "116 News headlines published over a period of 15 Y... \n", - "136 High quality dataset for the task of Sarcasm D... \n", - "120 High quality dataset for the task of Sarcasm D... \n", - "83 Prices of top cryptocurrencies including Bitco... \n", - "119 Hacker News posts from the past 12 months (inc... \n", - "8 Prices of top cryptocurrencies including Bitco... \n", - "92 Sentiment analysis with tweets \n", - "99 A collection of all of Donald Trump tweets--be... \n", - ".. ... \n", - "147 \n", - "84 Historical price data for 1200 cryptocurrencie... \n", - "88 Anonymized Metadata (i.e. sender, receivers, d... \n", - "89 Order Flow from a websocket \n", - "90 SP500 data history from yahoo \n", - "146 \n", - "66 From San Francisco Open Data \n", - "41 3 years of winning trades in EURUSD 4H, 99 fea... \n", - "62 How did presidential candidates spend their ca... \n", - "34 Dataset of Currency Rates \n", - "58 03 08 2017 by minute \n", - "57 data to test accuracy and prediction \n", - "55 Time Series Forecasting for Forex \n", - "138 Identify the fake news. \n", - "39 History EURO/USD currency data \n", - "144 \n", - "143 Articles taken by Snopes.com \n", - "67 \n", - "45 \n", - "4 Daily exchange rates for 51 currencies from 19... \n", - "5 Cryptocurrency Market Capitalizations \n", - "9 Historical Coin Prices to Understand the Big P... \n", - "56 Jan 2017 Martket Data(Lightweight CSV) \n", - "63 Statewise India's finance detail from 1980 to ... \n", - "91 From New York City Open Data \n", - "22 Daily exchange rates for 51 currencies from 19... \n", - "79 From New York State Open Data \n", - "27 High resolution data of all BTC based pairs fr... \n", - "30 Daily crypto markets open, close, low, high da... \n", - "15 CoinMarketCap data from 1/May/13 to 8/5/18 of ... \n", - "\n", - " description \\\n", - "77 Context\\n---------\\n\\nIt is important that cre... \n", - "112 ### Context\\n\\nThis dataset contains all stori... \n", - "68 These files contain complete loan data for all... \n", - "78 Actually, I prepare this dataset for students ... \n", - "118 Actually, I prepare this dataset for students ... \n", - "36 ### Context\\n\\nFor the first time, Kaggle cond... \n", - "72 # Context \\n\\nThis dataset is a playground for... \n", - "20 # Context\\n\\nThe **demonetization of ₹500 and ... \n", - "28 ### Context \\nBitcoin is the longest running a... \n", - "74 ### Context \\nBitcoin is the longest running a... \n", - "80 ### Context \\nBitcoin is the longest running a... \n", - "109 *This data originally came from [Crowdflower's... \n", - "32 Crowdfunding has become one of the main source... \n", - "114 The latest hot topic in the news is fake news ... \n", - "132 The latest hot topic in the news is fake news ... \n", - "97 Twitter has played an increasingly prominent r... \n", - "60 Each week [the CFPB](http://www.consumerfinanc... \n", - "31 **Mobile App Statistics (Apple iOS app store)*... \n", - "0 # Cryptocurrency Market Data\\n## Historical Cr... \n", - "117 This dataset contains headlines, URLs, and cat... \n", - "13 ### Context\\n\\nI really get fascinated by good... \n", - "29 ### Context\\n\\nI really get fascinated by good... \n", - "116 ### Context\\n\\nThis contains data of news head... \n", - "136 #Context\\n\\nPast studies in Sarcasm Detection ... \n", - "120 #Context\\n\\nPast studies in Sarcasm Detection ... \n", - "83 ### Context\\n\\nThings like Block chain, Bitcoi... \n", - "119 This data set is Hacker News posts from the la... \n", - "8 ### Context\\n\\nThings like Block chain, Bitcoi... \n", - "92 ### Context\\n\\nThis is the sentiment140 datase... \n", - "99 # Context \\nUnlike [This][1] dataset, (which p... \n", - ".. ... \n", - "147 \n", - "84 ### Context\\n\\nThousands of cryptocurrencies h... \n", - "88 ### Context\\n\\nEmail archives are a great sour... \n", - "89 ### Context\\nOrderbook flow from exchanges is ... \n", - "90 This data-set has data spanning from 2013 till... \n", - "146 \n", - "66 ### Content \\n\\nMore details about each file ... \n", - "41 ### Context\\nForex is the largest market in th... \n", - "62 # Context \\n\\nThe Federal Election Commission ... \n", - "34 ### Context\\n\\nThis data was extracted from th... \n", - "58 # Context \\n\\nA day in the life or a forex tra... \n", - "57 ### Context\\n\\ndata set for most dominant fore... \n", - "55 ### Context\\n\\nPossible prediction of the next... \n", - "138 # Background\\n\\nWSDM (pronounced \"wisdom\") is ... \n", - "39 \n", - "144 \n", - "143 ### Context\\n\\nI did this in order to share th... \n", - "67 \n", - "45 \n", - "4 This dataset contains the daily currency excha... \n", - "5 «Datasets per la comparació de moviments i pat... \n", - "9 ### Context\\n\\nHere's one of the largest Crypt... \n", - "56 ### Context\\n\\nComing Soon\\n\\n### Content\\n\\nC... \n", - "63 **Connect/Follow me on [LinkedIn](http://link.... \n", - "91 ### Content \\n\\nThe Multi Agency Permits data... \n", - "22 This dataset contains the daily currency excha... \n", - "79 ### Content \\n\\nMore details about each file ... \n", - "27 ### Context\\nOne week of highly resolved crypt... \n", - "30 ### Context\\n\\nThis data includes daily open, ... \n", - "15 ### Context\\n\\nHistorical data for crypto curr... \n", - "\n", - " lastUpdated \\\n", - "77 2018-03-23T01:17:27.913Z \n", - "112 2019-02-12T00:34:51.853Z \n", - "68 2019-03-18T18:43:12.857Z \n", - "78 2016-08-25T16:56:51.32Z \n", - "118 2016-08-25T16:56:51.32Z \n", - 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]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Hacemos una prueba para la página 0\n", "response = requests.get('https://www.turbosquid.com/Search/3D-Models?sort_column=a5&sort_order=asc')\n", @@ -10605,20 +654,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'https://www.turbosquid.com/3d-models/3d-fan-1427865'" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Para obtener el url del modelo necesitamos llegar a:\n", "divs_modelos[0].select('a')[0]['href']" @@ -10633,121 +671,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "['https://www.turbosquid.com/3d-models/3d-fan-1427865',\n", - " 'https://www.turbosquid.com/3d-models/stool-3d-model-1427816',\n", - " 'https://www.turbosquid.com/3d-models/indoors-test-3d-model-1427813',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-apartment-floor-1427811',\n", - " 'https://www.turbosquid.com/3d-models/3d-ceramic-coffee-cup-1427808',\n", - " 'https://www.turbosquid.com/3d-models/man-head-3d-model-1427729',\n", - " 'https://www.turbosquid.com/3d-models/blue-car-model-1427723',\n", - " 'https://www.turbosquid.com/3d-models/architecture-test-3d-model-1427708',\n", - " 'https://www.turbosquid.com/3d-models/es-studio-3d-model-1427682',\n", - " 'https://www.turbosquid.com/3d-models/3d-lighting-1427424',\n", - " 'https://www.turbosquid.com/3d-models/office-chair-3d-1427363',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-urn-marble-concrete-1427284',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-unwrapped-1426378',\n", - " 'https://www.turbosquid.com/3d-models/3d-metal-containers-1427125',\n", - " 'https://www.turbosquid.com/3d-models/3d-coffee-machine-1427098',\n", - " 'https://www.turbosquid.com/3d-models/3d-sink-1427094',\n", - " 'https://www.turbosquid.com/3d-models/fashion-jewelry-3d-model-1426837',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-architecture-house-home-1426683',\n", - " 'https://www.turbosquid.com/3d-models/pen-3d-model-1426502',\n", - " 'https://www.turbosquid.com/3d-models/table-3d-model-1426436',\n", - " 'https://www.turbosquid.com/3d-models/3d-cpu-fan-1426057',\n", - " 'https://www.turbosquid.com/3d-models/gun-diecast-3d-model-1425999',\n", - " 'https://www.turbosquid.com/3d-models/3d-fuel-canister-1425822',\n", - " 'https://www.turbosquid.com/3d-models/3d-road-obstacle-1425792',\n", - " 'https://www.turbosquid.com/3d-models/chair-3d-model-1425712',\n", - " 'https://www.turbosquid.com/3d-models/3d-chemical-bottle-1425694',\n", - " 'https://www.turbosquid.com/3d-models/plate-set-galaxy-model-1425665',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-japanese-bridge-1425664',\n", - " 'https://www.turbosquid.com/3d-models/3d-sky-environment-1425659',\n", - " 'https://www.turbosquid.com/3d-models/3d-spillfyter-chemical-test-1425655',\n", - " 'https://www.turbosquid.com/3d-models/3d-umbridge-1425650',\n", - " 'https://www.turbosquid.com/3d-models/3d-preview-male-female-basemeshes-1425443',\n", - " 'https://www.turbosquid.com/3d-models/signal-traffic-lights-road-3d-model-1425442',\n", - " 'https://www.turbosquid.com/3d-models/preview-meshes-model-1425441',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-white-barrier-1425350',\n", - " 'https://www.turbosquid.com/3d-models/3d-trash-model-1425296',\n", - " 'https://www.turbosquid.com/3d-models/3d-blender-cycles-1425286',\n", - " 'https://www.turbosquid.com/3d-models/chair-3d-model-1425273',\n", - " 'https://www.turbosquid.com/3d-models/kitchen-sink-3d-model-1425139',\n", - " 'https://www.turbosquid.com/3d-models/3d-school-assets-desk-projector-1425088',\n", - " 'https://www.turbosquid.com/3d-models/corn-cartoon-3d-1424885',\n", - " 'https://www.turbosquid.com/3d-models/litmus-ph-strips-3d-model-1424734',\n", - " 'https://www.turbosquid.com/3d-models/jack-connectors-model-1424706',\n", - " 'https://www.turbosquid.com/3d-models/thrones-helmet-3d-model-1424703',\n", - " 'https://www.turbosquid.com/3d-models/3d-tree-nature-1424629',\n", - " 'https://www.turbosquid.com/3d-models/fantasy-model-1424242',\n", - " 'https://www.turbosquid.com/3d-models/3d-stalagmite-1424172',\n", - " 'https://www.turbosquid.com/3d-models/thermometer-model-1424143',\n", - " 'https://www.turbosquid.com/3d-models/3d-rock-nature-stone-model-1423985',\n", - " 'https://www.turbosquid.com/3d-models/plant-model-1423914',\n", - " 'https://www.turbosquid.com/3d-models/model-free-model-1423833',\n", - " 'https://www.turbosquid.com/3d-models/simple-bar-stool-3d-model-1423816',\n", - " 'https://www.turbosquid.com/3d-models/globe-mars-3d-1423778',\n", - " 'https://www.turbosquid.com/3d-models/3d-sawed-off-shotgun-1423615',\n", - " 'https://www.turbosquid.com/3d-models/3d-zbrush-ztl-1423524',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-head-eyes-1423441',\n", - " 'https://www.turbosquid.com/3d-models/wooden-chair-3d-model-1423366',\n", - " 'https://www.turbosquid.com/3d-models/dragon-portal-3d-model-1423265',\n", - " 'https://www.turbosquid.com/3d-models/3d-french-style-queen-size-1422696',\n", - " 'https://www.turbosquid.com/3d-models/ka-bar-knife-blade-3d-model-1422603',\n", - " 'https://www.turbosquid.com/3d-models/cyberpunk-flying-3d-model-1422593',\n", - " 'https://www.turbosquid.com/3d-models/photorealistic-human-rig-3d-1422553',\n", - " 'https://www.turbosquid.com/3d-models/3d-photorealistic-human-rig-1422551',\n", - " 'https://www.turbosquid.com/3d-models/photorealistic-human-rig-3d-1422548',\n", - " 'https://www.turbosquid.com/3d-models/3d-linux-penguin-model-1422456',\n", - " 'https://www.turbosquid.com/3d-models/building-architecture-model-1422433',\n", - " 'https://www.turbosquid.com/3d-models/3d-nature-tree-1422397',\n", - " 'https://www.turbosquid.com/3d-models/modern-table-3d-model-1422108',\n", - " 'https://www.turbosquid.com/3d-models/comics-3d-model-1422089',\n", - " 'https://www.turbosquid.com/3d-models/glass-cup-3d-1421973',\n", - " 'https://www.turbosquid.com/3d-models/3d-standing-globe-1421971',\n", - " 'https://www.turbosquid.com/3d-models/dungeon-3d-model-1421799',\n", - " 'https://www.turbosquid.com/3d-models/food-3d-model-1421741',\n", - " 'https://www.turbosquid.com/3d-models/3d-machine-gun-1421667',\n", - " 'https://www.turbosquid.com/3d-models/dmon-la-fondrie-3d-model-1421639',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-little-house-1421518',\n", - " 'https://www.turbosquid.com/3d-models/3d-flat-screen-television-1421511',\n", - " 'https://www.turbosquid.com/3d-models/3d-surveyor-1421312',\n", - " 'https://www.turbosquid.com/3d-models/3d-anvil-1421296',\n", - " 'https://www.turbosquid.com/3d-models/turkish-tea-glass---model-1421199',\n", - " 'https://www.turbosquid.com/3d-models/3d-water-bottle-1420912',\n", - " 'https://www.turbosquid.com/3d-models/motorola-vision-bronze-gradient-3d-model-1420908',\n", - " 'https://www.turbosquid.com/3d-models/ak-model-1420895',\n", - " 'https://www.turbosquid.com/3d-models/fence-gate-architecture-model-1420870',\n", - " 'https://www.turbosquid.com/3d-models/clarinet-blender-3d-model-1420862',\n", - " 'https://www.turbosquid.com/3d-models/simple-coffee-maker-3d-model-1420615',\n", - " 'https://www.turbosquid.com/3d-models/seat-chair-3d-model-1420581',\n", - " 'https://www.turbosquid.com/3d-models/3d-anatomy---model-1420481',\n", - " 'https://www.turbosquid.com/3d-models/old-car-model-1420234',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-gas-cylinder-1419990',\n", - " 'https://www.turbosquid.com/3d-models/3d-submarines-project-671-1419953',\n", - " 'https://www.turbosquid.com/3d-models/3d-ghost-model-1419900',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-pit-1419816',\n", - " 'https://www.turbosquid.com/3d-models/playstation-play-sony-3d-1419763',\n", - " 'https://www.turbosquid.com/3d-models/3d-hand-rig-cartoon-1419273',\n", - " 'https://www.turbosquid.com/3d-models/school-chair-desk-model-1419531',\n", - " 'https://www.turbosquid.com/3d-models/3d-holy-grail-model-1419475',\n", - " 'https://www.turbosquid.com/3d-models/3d-landline-telephone-1419155',\n", - " 'https://www.turbosquid.com/3d-models/3d-foot-highpoly-1419093',\n", - " 'https://www.turbosquid.com/3d-models/fat-tony-3d-model-1419025']" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "urls_modelos = [div.select('a')[0]['href'] for div in divs_modelos]\n", "urls_modelos" @@ -10755,34 +683,18 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Tenemos 100 modelos por página\n" - ] - } - ], + "outputs": [], "source": [ "print('Tenemos %i modelos por página' % len(urls_modelos))" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dentro de la página hay 766800 modelos\n" - ] - } - ], + "outputs": [], "source": [ "print('Dentro de la página hay %i modelos' % (100*7668) )" ] @@ -10796,7 +708,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -10826,233 +738,14 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Se agregaron 100 url a la lista\n", - "Se agregaron 100 url a la lista\n", - "2\n" - ] - }, - { - "data": { - "text/plain": [ - "[['https://www.turbosquid.com/3d-models/3d-fan-1427865',\n", - " 'https://www.turbosquid.com/3d-models/stool-3d-model-1427816',\n", - " 'https://www.turbosquid.com/3d-models/indoors-test-3d-model-1427813',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-apartment-floor-1427811',\n", - " 'https://www.turbosquid.com/3d-models/3d-ceramic-coffee-cup-1427808',\n", - " 'https://www.turbosquid.com/3d-models/man-head-3d-model-1427729',\n", - " 'https://www.turbosquid.com/3d-models/blue-car-model-1427723',\n", - " 'https://www.turbosquid.com/3d-models/architecture-test-3d-model-1427708',\n", - " 'https://www.turbosquid.com/3d-models/es-studio-3d-model-1427682',\n", - " 'https://www.turbosquid.com/3d-models/3d-lighting-1427424',\n", - " 'https://www.turbosquid.com/3d-models/office-chair-3d-1427363',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-urn-marble-concrete-1427284',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-unwrapped-1426378',\n", - " 'https://www.turbosquid.com/3d-models/3d-metal-containers-1427125',\n", - " 'https://www.turbosquid.com/3d-models/3d-coffee-machine-1427098',\n", - " 'https://www.turbosquid.com/3d-models/3d-sink-1427094',\n", - " 'https://www.turbosquid.com/3d-models/fashion-jewelry-3d-model-1426837',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-architecture-house-home-1426683',\n", - " 'https://www.turbosquid.com/3d-models/pen-3d-model-1426502',\n", - " 'https://www.turbosquid.com/3d-models/table-3d-model-1426436',\n", - " 'https://www.turbosquid.com/3d-models/3d-cpu-fan-1426057',\n", - " 'https://www.turbosquid.com/3d-models/gun-diecast-3d-model-1425999',\n", - " 'https://www.turbosquid.com/3d-models/3d-fuel-canister-1425822',\n", - " 'https://www.turbosquid.com/3d-models/3d-road-obstacle-1425792',\n", - " 'https://www.turbosquid.com/3d-models/chair-3d-model-1425712',\n", - " 'https://www.turbosquid.com/3d-models/3d-chemical-bottle-1425694',\n", - " 'https://www.turbosquid.com/3d-models/plate-set-galaxy-model-1425665',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-japanese-bridge-1425664',\n", - " 'https://www.turbosquid.com/3d-models/3d-sky-environment-1425659',\n", - " 'https://www.turbosquid.com/3d-models/3d-spillfyter-chemical-test-1425655',\n", - " 'https://www.turbosquid.com/3d-models/3d-umbridge-1425650',\n", - " 'https://www.turbosquid.com/3d-models/3d-preview-male-female-basemeshes-1425443',\n", - " 'https://www.turbosquid.com/3d-models/signal-traffic-lights-road-3d-model-1425442',\n", - " 'https://www.turbosquid.com/3d-models/preview-meshes-model-1425441',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-white-barrier-1425350',\n", - " 'https://www.turbosquid.com/3d-models/3d-trash-model-1425296',\n", - " 'https://www.turbosquid.com/3d-models/3d-blender-cycles-1425286',\n", - " 'https://www.turbosquid.com/3d-models/chair-3d-model-1425273',\n", - " 'https://www.turbosquid.com/3d-models/kitchen-sink-3d-model-1425139',\n", - " 'https://www.turbosquid.com/3d-models/3d-school-assets-desk-projector-1425088',\n", - " 'https://www.turbosquid.com/3d-models/corn-cartoon-3d-1424885',\n", - " 'https://www.turbosquid.com/3d-models/litmus-ph-strips-3d-model-1424734',\n", - " 'https://www.turbosquid.com/3d-models/jack-connectors-model-1424706',\n", - " 'https://www.turbosquid.com/3d-models/thrones-helmet-3d-model-1424703',\n", - " 'https://www.turbosquid.com/3d-models/3d-tree-nature-1424629',\n", - " 'https://www.turbosquid.com/3d-models/fantasy-model-1424242',\n", - " 'https://www.turbosquid.com/3d-models/3d-stalagmite-1424172',\n", - " 'https://www.turbosquid.com/3d-models/thermometer-model-1424143',\n", - " 'https://www.turbosquid.com/3d-models/3d-rock-nature-stone-model-1423985',\n", - " 'https://www.turbosquid.com/3d-models/plant-model-1423914',\n", - " 'https://www.turbosquid.com/3d-models/model-free-model-1423833',\n", - " 'https://www.turbosquid.com/3d-models/simple-bar-stool-3d-model-1423816',\n", - " 'https://www.turbosquid.com/3d-models/globe-mars-3d-1423778',\n", - " 'https://www.turbosquid.com/3d-models/3d-sawed-off-shotgun-1423615',\n", - " 'https://www.turbosquid.com/3d-models/3d-zbrush-ztl-1423524',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-head-eyes-1423441',\n", - " 'https://www.turbosquid.com/3d-models/wooden-chair-3d-model-1423366',\n", - " 'https://www.turbosquid.com/3d-models/dragon-portal-3d-model-1423265',\n", - " 'https://www.turbosquid.com/3d-models/3d-french-style-queen-size-1422696',\n", - " 'https://www.turbosquid.com/3d-models/ka-bar-knife-blade-3d-model-1422603',\n", - " 'https://www.turbosquid.com/3d-models/cyberpunk-flying-3d-model-1422593',\n", - " 'https://www.turbosquid.com/3d-models/photorealistic-human-rig-3d-1422553',\n", - " 'https://www.turbosquid.com/3d-models/3d-photorealistic-human-rig-1422551',\n", - " 'https://www.turbosquid.com/3d-models/photorealistic-human-rig-3d-1422548',\n", - " 'https://www.turbosquid.com/3d-models/3d-linux-penguin-model-1422456',\n", - " 'https://www.turbosquid.com/3d-models/building-architecture-model-1422433',\n", - " 'https://www.turbosquid.com/3d-models/3d-nature-tree-1422397',\n", - " 'https://www.turbosquid.com/3d-models/modern-table-3d-model-1422108',\n", - " 'https://www.turbosquid.com/3d-models/comics-3d-model-1422089',\n", - " 'https://www.turbosquid.com/3d-models/glass-cup-3d-1421973',\n", - " 'https://www.turbosquid.com/3d-models/3d-standing-globe-1421971',\n", - " 'https://www.turbosquid.com/3d-models/dungeon-3d-model-1421799',\n", - " 'https://www.turbosquid.com/3d-models/food-3d-model-1421741',\n", - " 'https://www.turbosquid.com/3d-models/3d-machine-gun-1421667',\n", - " 'https://www.turbosquid.com/3d-models/dmon-la-fondrie-3d-model-1421639',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-little-house-1421518',\n", - " 'https://www.turbosquid.com/3d-models/3d-flat-screen-television-1421511',\n", - " 'https://www.turbosquid.com/3d-models/3d-surveyor-1421312',\n", - " 'https://www.turbosquid.com/3d-models/3d-anvil-1421296',\n", - " 'https://www.turbosquid.com/3d-models/turkish-tea-glass---model-1421199',\n", - " 'https://www.turbosquid.com/3d-models/3d-water-bottle-1420912',\n", - " 'https://www.turbosquid.com/3d-models/motorola-vision-bronze-gradient-3d-model-1420908',\n", - " 'https://www.turbosquid.com/3d-models/ak-model-1420895',\n", - " 'https://www.turbosquid.com/3d-models/fence-gate-architecture-model-1420870',\n", - " 'https://www.turbosquid.com/3d-models/clarinet-blender-3d-model-1420862',\n", - " 'https://www.turbosquid.com/3d-models/simple-coffee-maker-3d-model-1420615',\n", - " 'https://www.turbosquid.com/3d-models/seat-chair-3d-model-1420581',\n", - " 'https://www.turbosquid.com/3d-models/3d-anatomy---model-1420481',\n", - " 'https://www.turbosquid.com/3d-models/old-car-model-1420234',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-gas-cylinder-1419990',\n", - " 'https://www.turbosquid.com/3d-models/3d-submarines-project-671-1419953',\n", - " 'https://www.turbosquid.com/3d-models/3d-ghost-model-1419900',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-pit-1419816',\n", - " 'https://www.turbosquid.com/3d-models/playstation-play-sony-3d-1419763',\n", - " 'https://www.turbosquid.com/3d-models/3d-hand-rig-cartoon-1419273',\n", - " 'https://www.turbosquid.com/3d-models/school-chair-desk-model-1419531',\n", - " 'https://www.turbosquid.com/3d-models/3d-holy-grail-model-1419475',\n", - " 'https://www.turbosquid.com/3d-models/3d-landline-telephone-1419155',\n", - " 'https://www.turbosquid.com/3d-models/3d-foot-highpoly-1419093',\n", - " 'https://www.turbosquid.com/3d-models/fat-tony-3d-model-1419025'],\n", - " ['https://www.turbosquid.com/3d-models/house-pool-3d-model-1418963',\n", - " 'https://www.turbosquid.com/3d-models/decorative-sphere-3d-model-1418915',\n", - " 'https://www.turbosquid.com/3d-models/indian-heart-pendant-3d-model-1418891',\n", - " 'https://www.turbosquid.com/3d-models/3d-barrel-substance-unreal-model-1418779',\n", - " 'https://www.turbosquid.com/3d-models/sample-3-ears-3d-model-1418756',\n", - " 'https://www.turbosquid.com/3d-models/waste-recycling-building-3d-model-1418536',\n", - " 'https://www.turbosquid.com/3d-models/cooktop-hob-appliance-3d-1418534',\n", - " 'https://www.turbosquid.com/3d-models/building-14-3d-model-1418529',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-cartoon-character-1418507',\n", - " 'https://www.turbosquid.com/3d-models/1-model-1418489',\n", - " 'https://www.turbosquid.com/3d-models/sc-fi-mixer-01-3d-1418484',\n", - " 'https://www.turbosquid.com/3d-models/3d-gladius-model-1418353',\n", - " 'https://www.turbosquid.com/3d-models/spaceship-corvette-3d-1418211',\n", - " 'https://www.turbosquid.com/3d-models/nelson-swag-table-3d-1418197',\n", - " 'https://www.turbosquid.com/3d-models/3d-nelson-swag-table-1418196',\n", - " 'https://www.turbosquid.com/3d-models/dagger-knife-3d-1417891',\n", - " 'https://www.turbosquid.com/3d-models/sculpting-turtle-3d-model-1417883',\n", - " 'https://www.turbosquid.com/3d-models/3d-mega-man-wave-scanner-1417775',\n", - " 'https://www.turbosquid.com/3d-models/mosque-model-1417630',\n", - " 'https://www.turbosquid.com/3d-models/3d-stair-1417540',\n", - " 'https://www.turbosquid.com/3d-models/stylized-girl-3d-model-1417332',\n", - " 'https://www.turbosquid.com/3d-models/stylus-pen-simple-3d-1417302',\n", - " 'https://www.turbosquid.com/3d-models/3d-wooden-crate-box-1417238',\n", - " 'https://www.turbosquid.com/3d-models/gothic-art-wall-3d-model-1416978',\n", - " 'https://www.turbosquid.com/3d-models/rca-plug-3d-1416362',\n", - " 'https://www.turbosquid.com/3d-models/3d-mikhail-kalinin-1416229',\n", - " 'https://www.turbosquid.com/3d-models/3d-atlantic-bluefin-1416066',\n", - " 'https://www.turbosquid.com/3d-models/centaur-rigged-model-1416051',\n", - " 'https://www.turbosquid.com/3d-models/canada-avro-cf-105-arrow-model-1415952',\n", - " 'https://www.turbosquid.com/3d-models/3d-sovremenny-lod1-1415940',\n", - " 'https://www.turbosquid.com/3d-models/tobias-lion-rig-3d-1415806',\n", - " 'https://www.turbosquid.com/3d-models/mug-3d-model-1415645',\n", - " 'https://www.turbosquid.com/3d-models/tree-stump-3d-model-1415451',\n", - " 'https://www.turbosquid.com/3d-models/classical-napkin-3d-model-1415418',\n", - " 'https://www.turbosquid.com/3d-models/3d-small-asteroids-model-1415266',\n", - " 'https://www.turbosquid.com/3d-models/monument-terror-russia-3d-model-1415201',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-simple-cup-1414713',\n", - " 'https://www.turbosquid.com/3d-models/knife-model-1414658',\n", - " 'https://www.turbosquid.com/3d-models/chandelier-3d-model-1414655',\n", - " 'https://www.turbosquid.com/3d-models/3d-beautiful-ring-marquise-1414631',\n", - " 'https://www.turbosquid.com/3d-models/3d-heart-shape-dual-ring-1414627',\n", - " 'https://www.turbosquid.com/3d-models/3d-oval-shaped-earrings-model-1414621',\n", - " 'https://www.turbosquid.com/3d-models/simple-box-model-1414538',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-wicker-armchair-1414331',\n", - " 'https://www.turbosquid.com/3d-models/3d-deer-model-1414255',\n", - " 'https://www.turbosquid.com/3d-models/f16-falcon-watermark-3d-1414218',\n", - " 'https://www.turbosquid.com/3d-models/3d-spin-1414103',\n", - " 'https://www.turbosquid.com/3d-models/tv-3d-model-1414086',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-bed-1413856',\n", - " 'https://www.turbosquid.com/3d-models/3d-black-hanging-lamp-model-1413668',\n", - " 'https://www.turbosquid.com/3d-models/3d-sword-weapon-1413649',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-pbr-czech-hedgehog-tanks-1413412',\n", - " 'https://www.turbosquid.com/3d-models/3d-automatic-rifle-model-1413377',\n", - " 'https://www.turbosquid.com/3d-models/glass-cup-3d-1413373',\n", - " 'https://www.turbosquid.com/3d-models/landscape-nature-island-model-1413330',\n", - " 'https://www.turbosquid.com/3d-models/3d-viking-helmet-model-1413249',\n", - " 'https://www.turbosquid.com/3d-models/3d-backdrop-treelines-alpha-channel-1412985',\n", - " 'https://www.turbosquid.com/3d-models/3d-machine-pistol-rigged-1412851',\n", - " 'https://www.turbosquid.com/3d-models/3d-pistol-rigged-1412612',\n", - " 'https://www.turbosquid.com/3d-models/3d-sniper-rifle-rigged-model-1412486',\n", - " 'https://www.turbosquid.com/3d-models/door-3d-model-1412431',\n", - " 'https://www.turbosquid.com/3d-models/assault-rifle-rigged-model-1412417',\n", - " 'https://www.turbosquid.com/3d-models/3d-old-dirty-bed-1412389',\n", - " 'https://www.turbosquid.com/3d-models/house-3d-model-1412380',\n", - " 'https://www.turbosquid.com/3d-models/wood-log-3d-model-1411961',\n", - " 'https://www.turbosquid.com/3d-models/3d-shotgun-rigged-model-1411956',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-teapot-1411919',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-toast-food-bread-1411908',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-adjustable-working-table-1411898',\n", - " 'https://www.turbosquid.com/3d-models/vase-art-3d-1411876',\n", - " 'https://www.turbosquid.com/3d-models/picnic-table-model-1411305',\n", - " 'https://www.turbosquid.com/3d-models/trash-bag-3d-1411302',\n", - " 'https://www.turbosquid.com/3d-models/3d-wooden-crate-1411300',\n", - " 'https://www.turbosquid.com/3d-models/3d-living-room-sketchup-2018-1411200',\n", - " 'https://www.turbosquid.com/3d-models/captain-marve-victorie-3d-model-1411141',\n", - " 'https://www.turbosquid.com/3d-models/greek-sword-3d-model-1411084',\n", - " 'https://www.turbosquid.com/3d-models/3d-pack-asteroids-model-1411080',\n", - " 'https://www.turbosquid.com/3d-models/blender-scissor-3d-1411059',\n", - " 'https://www.turbosquid.com/3d-models/3d-intro-photogrammetry-food-pack-1411045',\n", - " 'https://www.turbosquid.com/3d-models/3d-object-treasure-chest-model-1410899',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-metal-paper-1410802',\n", - " 'https://www.turbosquid.com/3d-models/3d-nousagi-demon-fraktal-model-1410242',\n", - " 'https://www.turbosquid.com/3d-models/3d-chair-1410230',\n", - " 'https://www.turbosquid.com/3d-models/pipe-pack-model-1410166',\n", - " 'https://www.turbosquid.com/3d-models/office-chair-3d-model-1410004',\n", - " 'https://www.turbosquid.com/3d-models/sexy-elf-bath-model-1409906',\n", - " 'https://www.turbosquid.com/3d-models/deer-skull-3d-model-1409886',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-cartoon-starfish-illustration-1409856',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-table-glass-realistic-1409658',\n", - " 'https://www.turbosquid.com/3d-models/3d-simple-diamond-ring-model-1409395',\n", - " 'https://www.turbosquid.com/3d-models/3d-dirty-horse-shoe-1409292',\n", - " 'https://www.turbosquid.com/3d-models/cupboard-3d-model-1409291',\n", - " 'https://www.turbosquid.com/3d-models/floor-carpet-model-1409270',\n", - " 'https://www.turbosquid.com/3d-models/beach-pack-3d-1409071',\n", - " 'https://www.turbosquid.com/3d-models/laptop-lenovo-logo-model-1409030',\n", - " 'https://www.turbosquid.com/3d-models/fantasy-medieval-weapon-pack-3d-model-1408983',\n", - " 'https://www.turbosquid.com/3d-models/espresso-machine-3d-model-1408871',\n", - " 'https://www.turbosquid.com/3d-models/3d-project-files-01-tutorials-1408824',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-bathrooms-1408650',\n", - " 'https://www.turbosquid.com/3d-models/disco-ball-3d-model-1408606']]" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# 3D models\n", "# https://www.turbosquid.com/Search/3D-Models?sort_column=a5&sort_order=asc\n", "URL_PATTERN = 'https://www.turbosquid.com/Search/3D-Models?page_num=%i&sort_column=a5&sort_order=asc' # regex pattern for the urls to scrape\n", - "PAGES_TO_SCRAPE = 2 # how many webpages to scrapge\n", + "PAGES_TO_SCRAPE = 10 # how many webpages to scrapge\n", "SLEEP_INTERVAL = 1\n", "\n", "# Instantiate the IronhackSpider class\n", @@ -11062,6 +755,23 @@ "urls_modelos_pages = project_spider.kickstart()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Por el momento tenemos un problema en la lista de urls, ya que genera una lista de listas por cada página, por tanto procesaremos un poco la lista." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "urls_modelos = [url for lista in urls_modelos_pages for url in lista]\n", + "len(urls_modelos)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -11071,7 +781,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -11121,12 +831,11 @@ " \"\"\"\n", " def kickstart(self):\n", " for i in self.urls_pages:\n", - " for j in i:\n", - " if self.sleep_interval > 0:\n", - " time.sleep(self.sleep_interval)\n", - " self.scrape_url(j)\n", - " else:\n", - " self.scrape_url(j)\n", + " if self.sleep_interval > 0:\n", + " time.sleep(self.sleep_interval)\n", + " self.scrape_url(i)\n", + " else:\n", + " self.scrape_url(i)\n", " return self.output" ] }, @@ -11139,461 +848,72 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def model_parser(content):\n", + " check_content = lambda x: True if x != [] else False\n", " soup_prueba = BeautifulSoup(content,'html')\n", - " nombre = modelos_prueba.find_all('div',{'class':'productTitle'})[0].select('h1')[0]['content']\n", - " dueño = modelos_prueba.find_all('div',{'class':'productArtist'})[0].text[3:]\n", - " precio = modelos_prueba.find_all('div',{'class':'priceSection price'})[0].text\n", - " licencia = modelos_prueba.find_all('div',{'class':'LicenseUses'})[0].text\n", - " fecha_pub = modelos_prueba.find_all('table',{'class':'SpecificationTable'})[0].select('time')[0]['datetime']\n", - " formatos = modelos_prueba.find_all('table',{'class':'exchange'})[0].text\n", - " categorias = modelos_prueba.find_all('div',{'class':'categorySection'})[0].select('p')[0].text\n", - " tags = modelos_prueba.find_all('div',{'class':'tagSection'})[0].select('a')\n", - " descripcion = modelos_prueba.find_all('div',{'class':'descriptionSection'})[0].select('.descriptionContentParagraph')[0].text\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'productTitle'})[0].select('h1')[0]['content'])\n", + " nombre = soup_prueba.find_all('div',{'class':'productTitle'})[0].select('h1')[0]['content']\n", + " except:\n", + " nombre = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'productArtist'})[0].text[3:])\n", + " dueño = soup_prueba.find_all('div',{'class':'productArtist'})[0].text[3:]\n", + " except:\n", + " dueño = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'priceSection price'})[0].text)\n", + " precio = soup_prueba.find_all('div',{'class':'priceSection price'})[0].text\n", + " except:\n", + " precio = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'LicenseUses'})[0].text)\n", + " licencia = soup_prueba.find_all('div',{'class':'LicenseUses'})[0].text\n", + " except:\n", + " licencia = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('table',{'class':'SpecificationTable'})[0].select('time')[0]['datetime'])\n", + " fecha_pub = soup_prueba.find_all('table',{'class':'SpecificationTable'})[0].select('time')[0]['datetime']\n", + " except:\n", + " fecha_pub = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('table',{'class':'exchange'})[0].text)\n", + " formatos = soup_prueba.find_all('table',{'class':'exchange'})[0].text\n", + " except:\n", + " formatos = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'FeatureGraphCategories'})[0].select('a'))\n", + " categorias = soup_prueba.find_all('div',{'class':'FeatureGraphCategories'})[0].select('a')\n", + " except:\n", + " categorias = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'tagSection'})[0].select('a'))\n", + " tags = soup_prueba.find_all('div',{'class':'tagSection'})[0].select('a')\n", + " except:\n", + " tags = ''\n", + " try: \n", + " check_content(soup_prueba.find_all('div',{'class':'descriptionSection'})[0].select('.descriptionContentParagraph')[0].text)\n", + " descripcion = soup_prueba.find_all('div',{'class':'descriptionSection'})[0].select('.descriptionContentParagraph')[0].text\n", + " except:\n", + " descripcion = ''\n", " row_dataset = [nombre,dueño,precio,licencia,fecha_pub,formatos,categorias,tags,descripcion]\n", " return row_dataset" ] }, { "cell_type": "code", - "execution_count": 119, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[['https://www.turbosquid.com/3d-models/3d-fan-1427865',\n", - " 'https://www.turbosquid.com/3d-models/stool-3d-model-1427816',\n", - " 'https://www.turbosquid.com/3d-models/indoors-test-3d-model-1427813',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-apartment-floor-1427811',\n", - " 'https://www.turbosquid.com/3d-models/3d-ceramic-coffee-cup-1427808',\n", - " 'https://www.turbosquid.com/3d-models/man-head-3d-model-1427729',\n", - " 'https://www.turbosquid.com/3d-models/blue-car-model-1427723',\n", - " 'https://www.turbosquid.com/3d-models/architecture-test-3d-model-1427708',\n", - " 'https://www.turbosquid.com/3d-models/es-studio-3d-model-1427682',\n", - " 'https://www.turbosquid.com/3d-models/3d-lighting-1427424',\n", - " 'https://www.turbosquid.com/3d-models/office-chair-3d-1427363',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-urn-marble-concrete-1427284',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-unwrapped-1426378',\n", - " 'https://www.turbosquid.com/3d-models/3d-metal-containers-1427125',\n", - " 'https://www.turbosquid.com/3d-models/3d-coffee-machine-1427098',\n", - " 'https://www.turbosquid.com/3d-models/3d-sink-1427094',\n", - " 'https://www.turbosquid.com/3d-models/fashion-jewelry-3d-model-1426837',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-architecture-house-home-1426683',\n", - " 'https://www.turbosquid.com/3d-models/pen-3d-model-1426502',\n", - " 'https://www.turbosquid.com/3d-models/table-3d-model-1426436',\n", - " 'https://www.turbosquid.com/3d-models/3d-cpu-fan-1426057',\n", - " 'https://www.turbosquid.com/3d-models/gun-diecast-3d-model-1425999',\n", - " 'https://www.turbosquid.com/3d-models/3d-fuel-canister-1425822',\n", - " 'https://www.turbosquid.com/3d-models/3d-road-obstacle-1425792',\n", - " 'https://www.turbosquid.com/3d-models/chair-3d-model-1425712',\n", - " 'https://www.turbosquid.com/3d-models/3d-chemical-bottle-1425694',\n", - " 'https://www.turbosquid.com/3d-models/plate-set-galaxy-model-1425665',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-japanese-bridge-1425664',\n", - " 'https://www.turbosquid.com/3d-models/3d-sky-environment-1425659',\n", - " 'https://www.turbosquid.com/3d-models/3d-spillfyter-chemical-test-1425655',\n", - " 'https://www.turbosquid.com/3d-models/3d-umbridge-1425650',\n", - " 'https://www.turbosquid.com/3d-models/3d-preview-male-female-basemeshes-1425443',\n", - " 'https://www.turbosquid.com/3d-models/signal-traffic-lights-road-3d-model-1425442',\n", - " 'https://www.turbosquid.com/3d-models/preview-meshes-model-1425441',\n", - " 'https://www.turbosquid.com/3d-models/3d-model-white-barrier-1425350',\n", - " 'https://www.turbosquid.com/3d-models/3d-trash-model-1425296',\n", - " 'https://www.turbosquid.com/3d-models/3d-blender-cycles-1425286',\n", - " 'https://www.turbosquid.com/3d-models/chair-3d-model-1425273',\n", - " 'https://www.turbosquid.com/3d-models/kitchen-sink-3d-model-1425139',\n", - " 'https://www.turbosquid.com/3d-models/3d-school-assets-desk-projector-1425088',\n", - " 'https://www.turbosquid.com/3d-models/corn-cartoon-3d-1424885',\n", - " 'https://www.turbosquid.com/3d-models/litmus-ph-strips-3d-model-1424734',\n", - " 'https://www.turbosquid.com/3d-models/jack-connectors-model-1424706',\n", - " 'https://www.turbosquid.com/3d-models/thrones-helmet-3d-model-1424703',\n", - " 'https://www.turbosquid.com/3d-models/3d-tree-nature-1424629',\n", - " 'https://www.turbosquid.com/3d-models/fantasy-model-1424242',\n", - " 'https://www.turbosquid.com/3d-models/3d-stalagmite-1424172',\n", - " 'https://www.turbosquid.com/3d-models/thermometer-model-1424143',\n", - " 'https://www.turbosquid.com/3d-models/3d-rock-nature-stone-model-1423985',\n", - " 'https://www.turbosquid.com/3d-models/plant-model-1423914',\n", - " 'https://www.turbosquid.com/3d-models/model-free-model-1423833',\n", - " 'https://www.turbosquid.com/3d-models/simple-bar-stool-3d-model-1423816',\n", - " 'https://www.turbosquid.com/3d-models/globe-mars-3d-1423778',\n", - " 'https://www.turbosquid.com/3d-models/3d-sawed-off-shotgun-1423615',\n", - 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"Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n", - "Se agregaron 9 url a la lista\n" - ] - } - ], + "outputs": [], "source": [ "SLEEP_INTERVAL = 0.5\n", "\n", "# Instantiate the IronhackSpider class\n", - "project_spider_models = ModelsSpider(urls_modelos_pages,SLEEP_INTERVAL, content_parser = model_parser)\n", + "project_spider_models = ModelsSpider(urls_modelos,SLEEP_INTERVAL, content_parser = model_parser)\n", "\n", "# Start scraping jobs\n", "rows_dataset = project_spider_models.kickstart()" @@ -11601,2021 +921,439 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - 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" ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan'],\n", - " ['3D Fan',\n", - " 'Akumax Maxime',\n", - " '\\nFree\\n',\n", - " ' - All Extended Uses',\n", - " '2019-07-19',\n", - " '\\n\\n\\nOBJ \\n\\n',\n", - " '',\n", - " [Fan,\n", - " ventilateur],\n", - " 'Vintage fan']]" - ] - }, - "execution_count": 118, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], + "source": [ + "dataset_scraping = pd.DataFrame(rows_dataset)\n", + "dataset_scraping.columns = [['name_model','owner','price','license','published_date','formats_available','categories','tags','description']]\n", + "dataset_scraping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Por el momento he realizado el scraping a 10 páginas del sitio, con cien modelos, lo que representa 1000 requests. He mantenido este número por la posibilidad de que bloquen la dirección IP, sin embargo puede modificarse el parametro del primer Spider y tratar de obtener los url de todos los modelos disponibles." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Guardamos en archivo csv los resultados obtenidos.\n", + "dataset_scraping.to_csv('dataset_scraping.csv',index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_scraping = pd.read_csv('dataset_scraping.csv')\n", + "dataset_scraping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Limpieza de datos." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Es necesario aplicar una limpieza a los datos." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Revisamos la cantida de valores vacios" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "missing_values_scraping = dataset_scraping == ''\n", + "missing_values_scraping = missing_values_scraping.sum()\n", + "missing_values_scraping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Columna name_model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En este caso podemos darle un formato más limpio a los nombres (capitalize) y eliminar palabras que son innecesarias." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "nombres = dataset_scraping['name_model']\n", + "nombres = [nombres.loc[[i]].values[0][0] for i in range(len(nombres))]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the name we now that all are 3D models, so we remove this word for all the names." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "nombres = [nombre.replace('3D ','').replace('model ','').capitalize() for nombre in nombres]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_scraping['name_model'] = nombres\n", + "dataset_scraping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Columna price." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Primero nos damos una idea de la variedad de precios en esta columna." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "prices = dataset_scraping['price']\n", + "prices = [prices.loc[[i]].values[0][0] for i in range(len(prices))]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Parece que dentro de los primeros 1000 modelos todos son gratuitos, por lo que solo limpiamos un poco el string." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_scraping['price'] = [re.sub(r'\\n','',price) for price in prices]\n", + "dataset_scraping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Columna formats_available" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para esta columna necesitamos un formao similar a la columna price, solo que generamos una lista de formatos." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "formatos = dataset_scraping['formats_available']\n", + "formatos = [formatos.loc[[i]].values[0][0] for i in range(len(formatos))]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_scraping['formats_available'] = [re.findall(r'\\b\\w+\\s(?:\\w+)?',formato) for formato in formatos]\n", + "dataset_scraping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Columna categories" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "categorias = dataset_scraping['categories']\n", + "categorias = [categorias.loc[[i]].values[0][0] for i in range(len(categorias))]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para esta columna preferí dejar el conenido crudo y procesarlo, obteniendo una columna con los links a las categorias presentes en el modelo y otra con los nombres de las categorías." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Extraer los links de las categorias.\n", + "lista_links = []\n", + "lista_categorias = []\n", + "for categoria in categorias:\n", + " links = [elemento['href'] for elemento in categoria]\n", + " list_categories = [elemento.text for elemento in categoria]\n", + " lista_categorias.append(list_categories)\n", + " lista_links.append(links)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Actualizamos las columnas desechando y agregando columnas." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_scraping = dataset_scraping.drop('categories',axis=1)\n", + "dataset_scraping['links_categories'] = lista_links\n", + "dataset_scraping['list_categories'] = lista_categorias\n", + "dataset_scraping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Columna tags" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tags = dataset_scraping['tags']\n", + "tags = [tags.loc[[i]].values[0][0] for i in range(len(tags))]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Extraer los links de las categorias.\n", + "lista_links_tags = []\n", + "lista_tags_c = []\n", + "for tag in tags:\n", + " links_tags = [elemento['href'] for elemento in tag]\n", + " lista_tags = [elemento.text for elemento in tag]\n", + " lista_tags_c.append(lista_tags)\n", + " lista_links_tags.append(links_tags)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_scraping = dataset_scraping.drop('tags',axis=1)\n", + "dataset_scraping['links_tags'] = lista_links_tags\n", + "dataset_scraping['list_tags'] = lista_tags_c\n", + "dataset_scraping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finalmente podemos hacer un reordenamiento de las columnas." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "orden_columnas = ['name_model', 'description','owner','price','license','published_date',\n", + " 'formats_available','list_categories','links_categories','list_tags','links_tags']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_scraping = dataset_scraping[orden_columnas]\n", + "dataset_scraping" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora sustituimos los valores nulos y listas vacias por la cadena \"Unknown\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_scraping.fillna('No disponible')\n", + "change_to_unknown = lambda x: 'Unknown' if x == [] else x\n", + "for i in dataset_scraping.columns:\n", + " dataset_scraping[i] = dataset_scraping[i].apply(change_to_unknown)\n", + "dataset_scraping" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_scraping" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Guardamos el dataset\n", + "dataset_scraping.to_csv('datase_scraping_clean.csv',index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Análisis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora podemos obtener las categorias o etiquetas más frecuentes." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lista_categorias_total = [categoria for lista in lista_categorias for categoria in lista]\n", + "set_categorias = set(lista_categorias_total)\n", + "dict_freq_categories = {k:lista_categorias_total.count(k) for k in set_categorias}\n", + "freq_categories_order = sorted(dict_freq_categories.items(), key=operator.itemgetter(1))\n", + "print('Categorias más frecuentes en orden ascendente:')\n", + "print(freq_categories_order[-10:])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lista_etiquetas_total = [etiqueta for lista in lista_tags_c for etiqueta in lista]\n", + "set_etiquetas = set(lista_etiquetas_total)\n", + "dict_freq_tags = {k:lista_etiquetas_total.count(k) for k in set_etiquetas}\n", + "freq_tags_order = sorted(dict_freq_tags.items(), key=operator.itemgetter(1))\n", + "print('Categorias más frecuentes en orden ascendente:')\n", + "print(freq_tags_order[-10:])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Buscar los \"dueños\" más frecuentes." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dueños = dataset_scraping['owner']\n", + "dueños = [dueños.loc[[i]].values[0][0] for i in range(len(dueños))]\n", + "len(set(dueños))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "rows_dataset" + "dueños_dict = {k:dueños.count(k) for k in set(dueños)}\n", + "freq_dueños_order = sorted(dueños_dict.items(), key=operator.itemgetter(1))\n", + "print('Los dueños con más modelos en orden ascendente:')\n", + "print(freq_dueños_order[-10:])" ] }, { From 2554bd28d42f0c47c949d209a45393dc6452795a Mon Sep 17 00:00:00 2001 From: Enrique Santos Date: Sun, 21 Jul 2019 23:18:25 -0500 Subject: [PATCH 4/4] Archivos csv finales agregados, proyecto terminado --- .../web_project-checkpoint.ipynb | 1573 +- your-code/datase_scraping_clean.csv | 501 + your-code/dataset_api.csv | 4251 +++ your-code/dataset_api_clean.csv | 4251 +++ your-code/dataset_scraping.csv | 6801 +++++ your-code/web_project.ipynb | 24709 +++++++++++++++- 6 files changed, 40391 insertions(+), 1695 deletions(-) create mode 100644 your-code/datase_scraping_clean.csv create mode 100644 your-code/dataset_api.csv create mode 100644 your-code/dataset_api_clean.csv create mode 100644 your-code/dataset_scraping.csv diff --git a/your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb b/your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb index c3b4748..072a29b 100644 --- a/your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb +++ b/your-code/.ipynb_checkpoints/web_project-checkpoint.ipynb @@ -35,7 +35,7 @@ "source": [ "Considerando que los datos son la materia prima para proyectos de analitica, decidí utilizar el API de un gran sitio (Kaggle) que contiene datasets sobre diferentes temas, la gran mayoria de manera pública.\n", "\n", - "En el caso del web scraping decidí tomar una página sobre inversión en diferentes mercados, derivados y activos (Investing.com), tema que es de mi interes y por el momento el sitio no posee un API." + "En el caso del web scraping decidí tomar una página que contiene un gran número de modelos en 3D, y obtener información acerca de cada uno de ellos." ] }, { @@ -119,16 +119,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "| Sección: | Competitions | |\n", - "|--------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n", - "| Comando | Parametros | Descripción |\n", - "| dataset_list() | sort_by: how to sort the result, see valid_dataset_sort_bys for options size: the size of the dataset, see valid_dataset_sizes for string options file_type: the format, see valid_dataset_file_types for string options license_name: string descriptor for license, see valid_dataset_license_names tag_ids: tag identifiers to filter the search search: a search term to use (default is empty string) user: username to filter the search to mine: boolean if True, group is changed to \"my\" to return personal page: the page to return (default is 1) | Comando para realizar búsqueda de datasets, los parámetros extra permiten ordenarlos, filtrar por tags, página que obtener, buscar datasets por usuario y otras caracteristicas. |\n", - "| dataset_view() | :param str owner_slug: Dataset owner (required) :param str dataset_slug: Dataset name (required) | Ver metadatos de un dataset. |\n", - "| dataset_metadata(dataset,path) | dataset: name dataset path: its obtain with the name of the dataset. | Ver metadatos de un dataset. |\n", - "| dataset_list_files(dataset) | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] | Lista los archivos presentes en el dataset. |\n", - "| dataset_download_file() | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] file_name: the dataset configuration file path: if defined, download to this location force: force the download if the file already exists (default False) quiet: suppress verbose output (default is True) | Descarga un archivo presente en un dataset. |\n", - "| dataset_download_files() | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] path: the path to download the dataset to force: force the download if the file already exists (default False) quiet: suppress verbose output (default is True) unzip: if True, unzip files upon download (default is False) | Descacarga todos los archivos de un dataset. |\n", - "| download_file() | response: the response to download outfile: the output file to download to quiet: suppress verbose output (default is True) chunk_size: the size of the chunk to stream | También descarga un archivo. |" + "| Comando | Parametros | Descripción |\n", + "|--------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n", + "| dataset_list() | sort_by: how to sort the result, see valid_dataset_sort_bys for options size: the size of the dataset, see valid_dataset_sizes for string options file_type: the format, see valid_dataset_file_types for string options license_name: string descriptor for license, see valid_dataset_license_names tag_ids: tag identifiers to filter the search search: a search term to use (default is empty string) user: username to filter the search to mine: boolean if True, group is changed to \"my\" to return personal page: the page to return (default is 1) | Comando para realizar búsqueda de datasets, los parámetros extra permiten ordenarlos, filtrar por tags, página que obtener, buscar datasets por usuario y otras caracteristicas. |\n", + "| dataset_view() | :param str owner_slug: Dataset owner (required) :param str dataset_slug: Dataset name (required) | Ver metadatos de un dataset. |\n", + "| dataset_metadata() | dataset: name dataset path: its obtain with the name of the dataset. | Ver metadatos de un dataset. |\n", + "| dataset_list_files() | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] | Lista los archivos presentes en el dataset. |\n", + "| dataset_download_file() | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] file_name: the dataset configuration file path: if defined, download to this location force: force the download if the file already exists (default False) quiet: suppress verbose output (default is True) | Descarga un archivo presente en un dataset. |\n", + "| dataset_download_files() | dataset: the string identified of the dataset should be in format [owner]/[dataset-name] path: the path to download the dataset to force: force the download if the file already exists (default False) quiet: suppress verbose output (default is True) unzip: if True, unzip files upon download (default is False) | Descacarga todos los archivos de un dataset. |\n", + "| download_file() | response: the response to download outfile: the output file to download to quiet: suppress verbose output (default is True) chunk_size: the size of the chunk to stream | También descarga un archivo. |" ] }, { @@ -256,8 +255,23 @@ "metadata": {}, "outputs": [], "source": [ - "metadata_df = pd.DataFrame(metadata_datasets_list)\n", - "metadata_df" + "metadata_df = pd.DataFrame(metadata_datasets_list)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Guardamos el dataset sin limpiar" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "metadata_df.to_csv('dataset_api.csv')" ] }, { @@ -537,6 +551,22 @@ "dataset.sort_values(['kernelCount'],ascending=False)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Guardamos el dataset limpio." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset.to_csv('dataset_api_clean.csv')" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -608,7 +638,7 @@ " But in the future you can export the results into a text file or database.\n", " \"\"\"\n", " def output_results(self, r):\n", - " self.output.append(r)\n", + " self.output.extend(r)\n", " print('Se agregaron %i url a la lista' % (len(r)))\n", " \"\"\"\n", " After the class is instantiated, call this function to start the scraping jobs.\n", @@ -677,8 +707,7 @@ }, "outputs": [], "source": [ - "urls_modelos = [div.select('a')[0]['href'] for div in divs_modelos]\n", - "urls_modelos" + "urls_modelos = [div.select('a')[0]['href'] for div in divs_modelos]" ] }, { @@ -719,23 +748,6 @@ " return urls_modelos" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Un siguiente paso es obtener información sobre cada uno de los modelos entrando a la url obtenida y realizar scraping de nuevo, en este caso nos interesa obtener la siguiente información:\n", - "\n", - "1. Nombre del modelo, div class productTitle\n", - "2. Dueño del modelo, div class productArtist\n", - "3. Precio del modelo, div class priceSection price\n", - "4. Licencia de uso, div class LicenseUses\n", - "5. Fecha de publicación\n", - "6. Formatos incluidos, tabla clase exchange\n", - "7. Categorias agregadas al modelo, accediendo al div class categorySection\n", - "8. Tags agragados al modelo, accediendo al div class tagSection\n", - "9. Descripción del modelo, accediendo al div class descriptionSection\n" - ] - }, { "cell_type": "code", "execution_count": null, @@ -759,17 +771,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Por el momento tenemos un problema en la lista de urls, ya que genera una lista de listas por cada página, por tanto procesaremos un poco la lista." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "urls_modelos = [url for lista in urls_modelos_pages for url in lista]\n", - "len(urls_modelos)" + "Un siguiente paso es obtener información sobre cada uno de los modelos entrando a la url obtenida y realizar scraping de nuevo, en este caso nos interesa obtener la siguiente información:\n", + "\n", + "1. Nombre del modelo, div class productTitle\n", + "2. Dueño del modelo, div class productArtist\n", + "3. Precio del modelo, div class priceSection price\n", + "4. Licencia de uso, div class LicenseUses\n", + "5. Fecha de publicación\n", + "6. Formatos incluidos, tabla clase exchange\n", + "7. Categorias agregadas al modelo, accediendo al div class categorySection\n", + "8. Tags agragados al modelo, accediendo al div class tagSection\n", + "9. Descripción del modelo, accediendo al div class descriptionSection\n" ] }, { @@ -888,19 +900,25 @@ " try: \n", " check_content(soup_prueba.find_all('div',{'class':'FeatureGraphCategories'})[0].select('a'))\n", " categorias = soup_prueba.find_all('div',{'class':'FeatureGraphCategories'})[0].select('a')\n", + " links_categorias = [categoria['href'] for categoria in categorias]\n", + " list_categorias = [categoria.text for categoria in categorias]\n", " except:\n", - " categorias = ''\n", + " links_categorias = []\n", + " list_categorias = []\n", " try: \n", " check_content(soup_prueba.find_all('div',{'class':'tagSection'})[0].select('a'))\n", " tags = soup_prueba.find_all('div',{'class':'tagSection'})[0].select('a')\n", + " links_tags = [tag['href'] for tag in tags]\n", + " list_tags = [tag.text for tag in tags]\n", " except:\n", - " tags = ''\n", + " links_tags = []\n", + " list_tags = []\n", " try: \n", " check_content(soup_prueba.find_all('div',{'class':'descriptionSection'})[0].select('.descriptionContentParagraph')[0].text)\n", " descripcion = soup_prueba.find_all('div',{'class':'descriptionSection'})[0].select('.descriptionContentParagraph')[0].text\n", " except:\n", " descripcion = ''\n", - " row_dataset = [nombre,dueño,precio,licencia,fecha_pub,formatos,categorias,tags,descripcion]\n", + " row_dataset = [nombre,dueño,precio,licencia,fecha_pub,formatos,list_categorias,links_categorias,list_tags,links_tags,descripcion]\n", " return row_dataset" ] }, @@ -913,12 +931,21 @@ "SLEEP_INTERVAL = 0.5\n", "\n", "# Instantiate the IronhackSpider class\n", - "project_spider_models = ModelsSpider(urls_modelos,SLEEP_INTERVAL, content_parser = model_parser)\n", + "project_spider_models = ModelsSpider(urls_modelos_pages,SLEEP_INTERVAL, content_parser = model_parser)\n", "\n", "# Start scraping jobs\n", "rows_dataset = project_spider_models.kickstart()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "rows_dataset[0]" + ] + }, { "cell_type": "code", "execution_count": null, @@ -926,7 +953,7 @@ "outputs": [], "source": [ "dataset_scraping = pd.DataFrame(rows_dataset)\n", - "dataset_scraping.columns = [['name_model','owner','price','license','published_date','formats_available','categories','tags','description']]\n", + "dataset_scraping.columns = [['name_model','owner','price','license','published_date','formats_available','list_categories','links_categories','list_tags','links_tags','description']]\n", "dataset_scraping" ] }, @@ -947,1298 +974,6 @@ "dataset_scraping.to_csv('dataset_scraping.csv',index=False)" ] }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Unnamed: 0name_modelownerpricelicensepublished_dateformats_availablecategoriestagsdescription
00Prototyping Polygons 3D modelHyperChromatica\\nFree\\n- All Extended Uses2019-07-20\\n\\n\\nFBX 1.0\\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...I was starting work on a new game in unity and...
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333D Viper sniper rifleYoung_Wizard\\nFree\\n- All Extended Uses2019-07-20\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Game ready model, low poly can used as a game ...
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77Indoor test 3D modelfolkvangr\\nFree\\n- All Extended Uses2019-07-19NaNNaN[<a class=\"FPKeywords\" href=\"https://www.turbo...Indoors test scene made with Blender 2.8.It co...
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1010Man HeadSculpt 3D modelVertici\\nFree\\n- All Extended Uses2019-07-19NaNNaN[<a class=\"FPKeywords\" href=\"https://www.turbo...Just a sculpting/texturing practice I did.
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1515office chair 3DEsraa abdelsalam2711\\nFree\\n- All Extended Uses2019-07-17\\n\\n\\n3D Studio \\n\\n\\n\\n\\nCollada \\n\\n\\n\\n\\nFB...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...**office chair** with vray material ready to p...
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20203D sinkw1050263\\nFree\\n- All Extended Uses2019-07-17\\n\\n\\n3D Studio \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nFBX \\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...#sink #Kitchen #tap #faucet #bibcock
21213D model building 002vini3dmodels\\nFree\\n- All Extended Uses2019-07-15\\n\\n\\nFBX 2016\\n\\n\\n\\n\\nOBJ 2016\\n\\n\\n\\n\\nOthe...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This is a simple house model. Except for the c...
2222table 3D modelw1050263\\nFree\\n- All Extended Uses2019-07-15\\n\\n\\n3D Studio \\n\\n\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...* Saved as 3ds max 2015 version file.Nowadays,...
23233D CPU case fanDevmanModels\\nFree\\n- All Extended Uses2019-07-14\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...A CPU fan.Low poly and mid poly includedBlend ...
24243D CanisterMarkoffIN\\nFree\\n- All Extended Uses2019-07-13\\n\\n\\nFBX \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Low poly fuel canister.
25253D Road SpikesMarkoffIN\\nFree\\n- All Extended Uses2019-07-13\\n\\n\\nFBX \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Low poly road obstacle with texture.
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27273D Chemical Bottlefilburn\\nFree\\n- All Extended Uses2019-07-12\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nSTL \\n\\n\\n\\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Chemical bottle with generic hazards label. Us...
2828Galaxy Plate Set modelMikaelaDWilliams\\nFree\\n- All Extended Uses2019-07-12\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...A simple plate and cup set decorated with gold...
29293D model japanese bridgenahidhassan881\\nFree\\n- All Extended Uses2019-07-12NaN[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...this a japanese future bridge. because of my p...
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9709703D model Ruckus R710bgconder\\nFree\\n- Editorial Uses Only2018-11-11\\n\\n\\nAutoCAD drawing \\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...R710 Indoor Access Point, The model comes with...
971971Anime Girl Model Kawaii 3D modelLyrog\\nFree\\n- All Extended Uses2018-11-11\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\n3D Studio \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Model of a girl, hope you like it.
9729723D Xmas stuff modelGAMEASS\\nFree\\n- All Extended Uses2018-11-11\\n\\n\\nFBX \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...MERRY CHRISTMAS UNITY DEVELOPERS!!!!!!!!!this ...
973973female character red top 3D modelDevil_Risen\\nFree\\n- All Extended Uses2018-11-10NaN[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...red top for woman character, comment me so i u...
974974Simple VR Headset Free Model 3D modelBatareykin\\nFree\\n- All Extended Uses2018-11-10\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...VR Goggles Headset Simple 3d model. Virtual Re...
9759753D Fantasy GunTrecade\\nFree\\n- All Extended Uses2018-11-10NaN[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Fantasy GunReady to render.Originally created ...
9769763D modelJazzTer1337\\nFree\\n- All Extended Uses2018-11-10\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This is my first project in blender. I'm gonna...
9779773D hammer modelcyberbrun\\nFree\\n- All Extended Uses2018-11-10\\n\\n\\nglTF 2.0\\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Simple low poly hammer with PBR material
9789783D Old Balcony. Low PolyMarc Mons\\nFree\\n- All Extended Uses2018-11-09\\n\\n\\nOBJ 2016\\n\\n\\n\\n\\nFBX 2016\\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Modeled with Autodesk Maya 2016 using polygons...
979979Puset Earring 3D modelSvetlanaLynne\\nFree\\n- All Extended Uses2018-11-08\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther \\n\\n\\n\\n\\nSTL \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Dear friends,You may need an earring for your ...
980980No pattern Ring 3D modelSvetlanaLynne\\nFree\\n- All Extended Uses2018-11-08\\n\\n\\nSTL \\n\\n\\n\\n\\nOther \\n\\n\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Dear friends,Please feel free to download this...
981981Room Furniture 3D modelPandaGraphics3D\\nFree\\n- All Extended Uses2018-11-07\\n\\n\\nFBX 1.0\\n\\n\\n\\n\\nOBJ 1.0\\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...A model make by PandaGraphics of Free Use.
9829823D (spear & flag for unity)(1)GAMEASS\\nFree\\n- All Extended Uses2018-11-07\\n\\n\\nFBX \\n\\n\\n\\n\\n3D Studio \\n\\n\\n\\n\\nOBJ \\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...GAME READY SPEAR & FLAGS HEREthis is unity pac...
9839833D book modelarchitechCG\\nFree\\n- Editorial Uses Only2018-11-07\\n\\n\\nFBX 2.79b\\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...low poly book model inside:texturesnormal mapu...
9849843D rocks modelice kazim\\nFree\\n- All Extended Uses2018-11-06\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Rock_9...........................10191 polygon...
9859853D model rocksice kazim\\nFree\\n- All Extended Uses2018-11-06\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Rock_9...........................10191 polygon...
9869863D rocks(1)ice kazim\\nFree\\n- All Extended Uses2018-11-06\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Rock_9...........................10191 polygon...
9879873D tree Red pine Low Poly modelTsuu\\nFree\\n- All Extended Uses2018-11-05\\n\\n\\n3D Studio \\n\\n\\n\\n\\nFBX \\n\\n\\n\\n\\nOther ...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...tree Red pine Low Poly Modelingmax2017Export:m...
988988Fauteuil de Salon Haut 3D modelRodolfo Boscan\\nFree\\n- Editorial Uses AllowedExtended Uses May Nee...2018-11-05\\n\\n\\nOther \\n\\n\\n\\n\\nSTL \\n\\n\\n\\n\\nOBJ \\n\\n\\n...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This is a high poly rendered in VRay.Stack not...
989989Sacrifice Stone Altar (Texture Included) modelptrusted\\nFree\\n- All Extended Uses2018-11-05\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Lowpoly Sacrifice Altar with few bloodstains.
9909903D Solitaire oval gem fancy shank model3dfantasyworld\\nFree\\n- All Extended Uses2018-11-03\\n\\n\\nSTL \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This is my only free item . It is meant to enc...
991991Pavement Stone 3D modelHristo Dimitrov\\nFree\\n- All Extended Uses2018-11-03\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther TEXTURES\\n\\n\\n\\n\\nFB...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Unwrapped low-poly 3d scanned model of Paving ...
9929923D Kaiser Bread RollHristo Dimitrov\\nFree\\n- All Extended Uses2018-11-03\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther TEXTUR...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Unwrapped low-poly 3d scanned model of Bread R...
993993Fool Cap Shell Free 3D modelTwingsister Fundraising\\nFree\\n- All Extended Uses2018-11-03\\n\\n\\nOther \\n\\n\\n\\n\\nOBJ \\n\\n\\n\\n\\nSTL \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Triangulated Fool Cap shell surface.This was o...
994994Simple Sword 3D modelsepandj\\nFree\\n- All Extended Uses2018-11-02\\n\\n\\nOBJ \\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...A simple steel sword with brass guard and leat...
995995seat 3D modelVahe S\\nFree\\n- All Extended Uses2018-11-01NaN[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...All-time desk.
996996razor scooter 3DRatBeard\\nFree\\n- Editorial Uses AllowedExtended Uses May Nee...2018-11-01\\n\\n\\n3D Studio \\n\\n\\n\\n\\nOther \\n\\n\\n\\n\\nColl...[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This model is made in blender, you can try to ...
9979973D Modern Brick House_1Max3dModel\\nFree\\n- All Extended Uses2018-10-31\\n\\n\\n3D Studio \\n\\n\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...ABOUT MODEL:-* This is a Realistic 3d model wi...
9989983D Low poly tactical bowPainki11er\\nFree\\n- All Extended Uses2018-10-30\\n\\n\\nFBX \\n\\n\\n\\n\\nOBJ \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...This is a rigged low poly bow, it has no anima...
9999993D Mr KrabsAnthony Yanez\\nFree\\n- Editorial Uses AllowedExtended Uses May Nee...2018-10-30\\n\\n\\nFBX \\n\\n\\n\\n\\nOther \\n\\n[<a href=\"https://www.turbosquid.com/Search/3d...[<a class=\"FPKeywords\" href=\"https://www.turbo...Eugene Harold Krabs (born November 30, 1942), ...
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1000 rows × 10 columns

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Low Poly \n", - "979 979 Puset Earring 3D model \n", - "980 980 No pattern Ring 3D model \n", - "981 981 Room Furniture 3D model \n", - "982 982 3D (spear & flag for unity)(1) \n", - "983 983 3D book model \n", - "984 984 3D rocks model \n", - "985 985 3D model rocks \n", - "986 986 3D rocks(1) \n", - "987 987 3D tree Red pine Low Poly model \n", - "988 988 Fauteuil de Salon Haut 3D model \n", - "989 989 Sacrifice Stone Altar (Texture Included) model \n", - "990 990 3D Solitaire oval gem fancy shank model \n", - "991 991 Pavement Stone 3D model \n", - "992 992 3D Kaiser Bread Roll \n", - "993 993 Fool Cap Shell Free 3D model \n", - "994 994 Simple Sword 3D model \n", - "995 995 seat 3D model \n", - "996 996 razor scooter 3D \n", - "997 997 3D Modern Brick House_1 \n", - "998 998 3D Low poly tactical bow \n", - "999 999 3D Mr Krabs \n", - "\n", - " owner price \\\n", - "0 HyperChromatica \\nFree\\n \n", - "1 ESalem \\nFree\\n \n", - "2 MarkoffIN \\nFree\\n \n", - "3 Young_Wizard \\nFree\\n \n", - "4 Abdo Ashraf \\nFree\\n \n", - "5 Akumax Maxime \\nFree\\n \n", - "6 folkvangr \\nFree\\n \n", - "7 folkvangr \\nFree\\n \n", - "8 folkvangr \\nFree\\n \n", - "9 OemThr \\nFree\\n \n", - "10 Vertici \\nFree\\n \n", - "11 Andres_R26 \\nFree\\n \n", - "12 folkvangr \\nFree\\n \n", - "13 ES_3D \\nFree\\n \n", - "14 w1050263 \\nFree\\n \n", - "15 Esraa abdelsalam2711 \\nFree\\n \n", - "16 wave design \\nFree\\n \n", - "17 shara_d \\nFree\\n \n", - "18 Adrian Kulawik \\nFree\\n \n", - "19 w1050263 \\nFree\\n \n", - "20 w1050263 \\nFree\\n \n", - "21 vini3dmodels \\nFree\\n \n", - "22 w1050263 \\nFree\\n \n", - "23 DevmanModels \\nFree\\n \n", - "24 MarkoffIN \\nFree\\n \n", - "25 MarkoffIN \\nFree\\n \n", - "26 ferhatkose \\nFree\\n \n", - "27 filburn \\nFree\\n \n", - "28 MikaelaDWilliams \\nFree\\n \n", - "29 nahidhassan881 \\nFree\\n \n", - ".. ... ... \n", - "970 bgconder \\nFree\\n \n", - "971 Lyrog \\nFree\\n \n", - "972 GAMEASS \\nFree\\n \n", - "973 Devil_Risen \\nFree\\n \n", - "974 Batareykin \\nFree\\n \n", - "975 Trecade \\nFree\\n \n", - "976 JazzTer1337 \\nFree\\n \n", - "977 cyberbrun \\nFree\\n \n", - "978 Marc Mons \\nFree\\n \n", - "979 SvetlanaLynne \\nFree\\n \n", - "980 SvetlanaLynne \\nFree\\n \n", - "981 PandaGraphics3D \\nFree\\n \n", - "982 GAMEASS \\nFree\\n \n", - "983 architechCG \\nFree\\n \n", - "984 ice kazim \\nFree\\n \n", - "985 ice kazim \\nFree\\n \n", - "986 ice kazim \\nFree\\n \n", - "987 Tsuu \\nFree\\n \n", - "988 Rodolfo Boscan \\nFree\\n \n", - "989 ptrusted \\nFree\\n \n", - "990 3dfantasyworld \\nFree\\n \n", - "991 Hristo Dimitrov \\nFree\\n \n", - "992 Hristo Dimitrov \\nFree\\n \n", - "993 Twingsister Fundraising \\nFree\\n \n", - "994 sepandj \\nFree\\n \n", - "995 Vahe S \\nFree\\n \n", - "996 RatBeard \\nFree\\n \n", - "997 Max3dModel \\nFree\\n \n", - "998 Painki11er \\nFree\\n \n", - "999 Anthony Yanez \\nFree\\n \n", - "\n", - " license published_date \\\n", - "0 - All Extended Uses 2019-07-20 \n", - "1 - All Extended Uses 2019-07-20 \n", - "2 - All Extended Uses 2019-07-20 \n", - "3 - All Extended Uses 2019-07-20 \n", - "4 - All Extended Uses 2019-07-20 \n", - "5 - All Extended Uses 2019-07-19 \n", - "6 - All Extended Uses 2019-07-19 \n", - "7 - All Extended Uses 2019-07-19 \n", - "8 - All Extended Uses 2019-07-19 \n", - "9 - All Extended Uses 2019-07-19 \n", - "10 - All Extended Uses 2019-07-19 \n", - "11 - All Extended Uses 2019-07-19 \n", - "12 - All Extended Uses 2019-07-18 \n", - "13 - Editorial Uses AllowedExtended Uses May Nee... 2019-07-18 \n", - "14 - All Extended Uses 2019-07-18 \n", - "15 - All Extended Uses 2019-07-17 \n", - "16 - All Extended Uses 2019-07-17 \n", - "17 - All Extended Uses 2019-07-14 \n", - "18 - All Extended Uses 2019-07-17 \n", - "19 - All Extended Uses 2019-07-17 \n", - "20 - All Extended Uses 2019-07-17 \n", - "21 - All Extended Uses 2019-07-15 \n", - "22 - All Extended Uses 2019-07-15 \n", - "23 - All Extended Uses 2019-07-14 \n", - "24 - All Extended Uses 2019-07-13 \n", - "25 - All Extended Uses 2019-07-13 \n", - "26 - Editorial Uses Only 2019-07-12 \n", - 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