From 53081e04a47513a2661c6688601cf14bd6af285d Mon Sep 17 00:00:00 2001 From: Alan Panoeiro Date: Wed, 5 Jan 2022 18:22:47 -0300 Subject: [PATCH] Os trem tudo --- Twitter Scraper V8.ipynb | 110 ++++++++++++++++++++++++++++++++++++--- 1 file changed, 103 insertions(+), 7 deletions(-) diff --git a/Twitter Scraper V8.ipynb b/Twitter Scraper V8.ipynb index 6b3e8de..10faad8 100644 --- a/Twitter Scraper V8.ipynb +++ b/Twitter Scraper V8.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -10,12 +10,25 @@ "output_type": "stream", "text": [ "[nltk_data] Downloading package punkt to\n", - "[nltk_data] C:\\Users\\chris\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] C:\\Users\\Semantix\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "[nltk_data] Downloading package wordnet to\n", - "[nltk_data] C:\\Users\\chris\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] C:\\Users\\Semantix\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n" ] + }, + { + "ename": "OSError", + "evalue": "[E050] Can't find model 'en_core_web_lg'. It doesn't seem to be a Python package or a valid path to a data directory.", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mOSError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_25356/749967064.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 10\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mre\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 11\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mspacy\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 12\u001b[1;33m \u001b[0mnlp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mspacy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'en_core_web_lg'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\spacy\\__init__.py\u001b[0m in \u001b[0;36mload\u001b[1;34m(name, vocab, disable, exclude, config)\u001b[0m\n\u001b[0;32m 49\u001b[0m \u001b[0mRETURNS\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mLanguage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mloaded\u001b[0m \u001b[0mnlp\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 50\u001b[0m \"\"\"\n\u001b[1;32m---> 51\u001b[1;33m return util.load_model(\n\u001b[0m\u001b[0;32m 52\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvocab\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mvocab\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdisable\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdisable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mexclude\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconfig\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 53\u001b[0m )\n", + "\u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\spacy\\util.py\u001b[0m in \u001b[0;36mload_model\u001b[1;34m(name, vocab, disable, exclude, config)\u001b[0m\n\u001b[0;32m 425\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mOLD_MODEL_SHORTCUTS\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 426\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mErrors\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mE941\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfull\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mOLD_MODEL_SHORTCUTS\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# type: ignore[index]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 427\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mErrors\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mE050\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 428\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 429\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mOSError\u001b[0m: [E050] Can't find model 'en_core_web_lg'. It doesn't seem to be a Python package or a valid path to a data directory." + ] } ], "source": [ @@ -33,6 +46,89 @@ "nlp = spacy.load('en_core_web_lg')" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting spacy\n", + " Downloading spacy-3.2.1-cp39-cp39-win_amd64.whl (11.8 MB)\n", + "Collecting preshed<3.1.0,>=3.0.2\n", + " Downloading preshed-3.0.6-cp39-cp39-win_amd64.whl (112 kB)\n", + "Collecting typer<0.5.0,>=0.3.0\n", + " Downloading typer-0.4.0-py3-none-any.whl (27 kB)\n", + "Collecting langcodes<4.0.0,>=3.2.0\n", + " Downloading langcodes-3.3.0-py3-none-any.whl (181 kB)\n", + "Collecting catalogue<2.1.0,>=2.0.6\n", + " Downloading catalogue-2.0.6-py3-none-any.whl (17 kB)\n", + "Collecting blis<0.8.0,>=0.4.0\n", + " Downloading blis-0.7.5-cp39-cp39-win_amd64.whl (6.6 MB)\n", + "Collecting pathy>=0.3.5\n", + " Downloading pathy-0.6.1-py3-none-any.whl (42 kB)\n", + "Requirement already satisfied: numpy>=1.15.0 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from spacy) (1.21.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from spacy) (21.3)\n", + "Requirement already satisfied: setuptools in c:\\program files\\windowsapps\\pythonsoftwarefoundation.python.3.9_3.9.2544.0_x64__qbz5n2kfra8p0\\lib\\site-packages (from spacy) (58.1.0)\n", + "Requirement already satisfied: requests<3.0.0,>=2.13.0 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from spacy) (2.26.0)\n", + "Collecting thinc<8.1.0,>=8.0.12\n", + " Downloading thinc-8.0.13-cp39-cp39-win_amd64.whl (1.0 MB)\n", + "Collecting wasabi<1.1.0,>=0.8.1\n", + " Downloading wasabi-0.9.0-py3-none-any.whl (25 kB)\n", + "Requirement already satisfied: jinja2 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from spacy) (3.0.3)\n", + "Collecting srsly<3.0.0,>=2.4.1\n", + " Downloading srsly-2.4.2-cp39-cp39-win_amd64.whl (451 kB)\n", + "Collecting pydantic!=1.8,!=1.8.1,<1.9.0,>=1.7.4\n", + " Downloading pydantic-1.8.2-cp39-cp39-win_amd64.whl (1.9 MB)\n", + "Collecting murmurhash<1.1.0,>=0.28.0\n", + " Downloading murmurhash-1.0.6-cp39-cp39-win_amd64.whl (21 kB)\n", + "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from spacy) (4.62.3)\n", + "Collecting spacy-legacy<3.1.0,>=3.0.8\n", + " Downloading spacy_legacy-3.0.8-py2.py3-none-any.whl (14 kB)\n", + "Collecting cymem<2.1.0,>=2.0.2Note: you may need to restart the kernel to use updated packages.\n", + " Downloading cymem-2.0.6-cp39-cp39-win_amd64.whl (36 kB)\n", + "Collecting spacy-loggers<2.0.0,>=1.0.0\n", + " Downloading spacy_loggers-1.0.1-py3-none-any.whl (7.0 kB)\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " WARNING: The script pathy.exe is installed in 'C:\\Users\\Semantix\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\Scripts' which is not on PATH.\n", + " Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\n", + " WARNING: The script spacy.exe is installed in 'C:\\Users\\Semantix\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\Scripts' which is not on PATH.\n", + " Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from packaging>=20.0->spacy) (3.0.6)\n", + "Collecting smart-open<6.0.0,>=5.0.0\n", + " Downloading smart_open-5.2.1-py3-none-any.whl (58 kB)\n", + "Collecting typing-extensions>=3.7.4.3\n", + " Downloading typing_extensions-4.0.1-py3-none-any.whl (22 kB)\n", + "Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (2.0.7)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (3.3)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (2021.10.8)\n", + "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (1.26.7)\n", + "Requirement already satisfied: colorama in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from tqdm<5.0.0,>=4.38.0->spacy) (0.4.4)\n", + "Requirement already satisfied: click<9.0.0,>=7.1.1 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from typer<0.5.0,>=0.3.0->spacy) (8.0.3)\n", + "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\semantix\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.9_qbz5n2kfra8p0\\localcache\\local-packages\\python39\\site-packages (from jinja2->spacy) (2.0.1)\n", + "Installing collected packages: typing-extensions, murmurhash, cymem, catalogue, wasabi, typer, srsly, smart-open, pydantic, preshed, blis, thinc, spacy-loggers, spacy-legacy, pathy, langcodes, spacy\n", + "Successfully installed blis-0.7.5 catalogue-2.0.6 cymem-2.0.6 langcodes-3.3.0 murmurhash-1.0.6 pathy-0.6.1 preshed-3.0.6 pydantic-1.8.2 smart-open-5.2.1 spacy-3.2.1 spacy-legacy-3.0.8 spacy-loggers-1.0.1 srsly-2.4.2 thinc-8.0.13 typer-0.4.0 typing-extensions-4.0.1 wasabi-0.9.0\n" + ] + } + ], + "source": [ + "pip install spacy" + ] + }, { "cell_type": "code", "execution_count": 4, @@ -2440,7 +2536,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", 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", 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\n", 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", 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" ] @@ -2611,7 +2707,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.9.9" } }, "nbformat": 4,