From e133496ef4b8e09db5c732ff8a7eb2f47b6cba85 Mon Sep 17 00:00:00 2001 From: Maren Date: Thu, 31 May 2018 13:13:54 +0200 Subject: [PATCH 1/2] Preprocessing first approach --- Project/Tools/Preprocessing.ipynb | 151 ++++++++++++++++++++++++++++++ 1 file changed, 151 insertions(+) create mode 100644 Project/Tools/Preprocessing.ipynb diff --git a/Project/Tools/Preprocessing.ipynb b/Project/Tools/Preprocessing.ipynb new file mode 100644 index 0000000..3d829dd --- /dev/null +++ b/Project/Tools/Preprocessing.ipynb @@ -0,0 +1,151 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from nltk.corpus import stopwords" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "table = pd.read_csv(\"emoji_descriptions.csv\", names=(\"id\",\"char\", \"description\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"execution_count": 1, + "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\Maren\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Unzipping corpora\\stopwords.zip.\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import pandas as pd\n", - "from nltk.corpus import stopwords" + "import nltk\n", + "nltk.download('stopwords')" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ - "table = pd.read_csv(\"emoji_descriptions.csv\", names=(\"id\",\"char\", \"description\"))" + "table = pd.read_csv(\"emoji_descriptions.csv\")" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -45,56 +66,68 @@ " \n", " \n", " \n", - 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"execution_count": 4, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -105,18 +138,125 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " \"\"\"\n", + "C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " # Remove the CWD from sys.path while we load stuff.\n" + ] + }, + { + "data": { + "text/html": [ + "
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\"):\n", + " if word not in set(stopwords.words('english')):\n", + " newEntry.append(word)\n", + " table[\"description\"][entry] = (\" \").join(newEntry).lower()\n", + " \n", + "table.head()" ] }, { diff --git a/Project/Tools/emoji_descriptions_preprocessed.csv b/Project/Tools/emoji_descriptions_preprocessed.csv new file mode 100644 index 0000000..120cfbb --- /dev/null +++ b/Project/Tools/emoji_descriptions_preprocessed.csv @@ -0,0 +1,1028 @@ +,code,character,description +0,126980,๐Ÿ€„,mahjong tile red dragon +1,129525,๐Ÿงต,spool thread +2,129526,๐Ÿงถ,ball yarn +3,127183,๐Ÿƒ,playing card black joker +4,129296,๐Ÿค,zipper-mouth face +5,129297,๐Ÿค‘,money-mouth face +6,129298,๐Ÿค’,face thermometer +7,129299,๐Ÿค“,nerd face +8,129300,๐Ÿค”,thinking face +9,129301,๐Ÿค•,face head-bandage +10,129302,๐Ÿค–,robot face +11,129303,๐Ÿค—,hugging face +12,129304,๐Ÿค˜,sign horns +13,129305,๐Ÿค™,call hand +14,129306,๐Ÿคš,raised back hand +15,129307,๐Ÿค›,left-facing fist +16,129308,๐Ÿคœ,right-facing fist 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