1152 lines
1.2 MiB
1152 lines
1.2 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 21,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[nltk_data] Downloading package punkt to\n",
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"[nltk_data] C:\\Users\\klara\\AppData\\Roaming\\nltk_data...\n",
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"[nltk_data] Package punkt is already up-to-date!\n",
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"[nltk_data] Downloading package stopwords to\n",
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"[nltk_data] C:\\Users\\klara\\AppData\\Roaming\\nltk_data...\n",
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"[nltk_data] Package stopwords is already up-to-date!\n",
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"[nltk_data] Downloading package wordnet to\n",
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"[nltk_data] C:\\Users\\klara\\AppData\\Roaming\\nltk_data...\n",
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"[nltk_data] Package wordnet is already up-to-date!\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"True"
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]
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},
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"execution_count": 21,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Wichtige Bibliotheken importieren\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"import textstat\n",
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"import nltk\n",
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"from nltk.corpus import stopwords\n",
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"from nltk.tokenize import word_tokenize\n",
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"from nltk.stem import WordNetLemmatizer\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.linear_model import LinearRegression\n",
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"from sklearn.metrics import mean_squared_error, r2_score\n",
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"\n",
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"# NLTK-Modelle herunterladen\n",
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"nltk.download('punkt')\n",
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"nltk.download('stopwords')\n",
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"nltk.download('wordnet')\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"(8000, 6)\n"
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]
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}
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],
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"source": [
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"# Load the data from csv\n",
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"df = pd.read_csv('data/hack.csv')\n",
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"\n",
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"print(df.shape)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 23,
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"metadata": {},
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"outputs": [],
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"source": [
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"\n",
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"df = df.dropna(subset=['humor_rating'])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"metadata": {},
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"outputs": [
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{
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"data": {
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" <thead>\n",
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" <th></th>\n",
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" <th>standardized_text</th>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>TENNESSEE: We're the best state. Nobody even c...</td>\n",
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" <td>[TENNESSEE, :, We, 're, the, best, state, ., N...</td>\n",
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" <td>[TENNESSEE, :, 're, best, state, ., Nobody, ev...</td>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>[man, inserted, advertisement, classified, ``,...</td>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>How many men does it take to open a can of bee...</td>\n",
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" <td>[How, many, men, does, it, take, to, open, a, ...</td>\n",
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" <td>[many, men, take, open, beer, ?, None, ., open...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Told my mom I hit 1200 Twitter followers. She ...</td>\n",
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" <td>[Told, my, mom, I, hit, 1200, Twitter, followe...</td>\n",
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" <td>[Told, mom, hit, 1200, Twitter, follower, ., p...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>Roses are dead. Love is fake. Weddings are bas...</td>\n",
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" <td>[Roses, are, dead, ., Love, is, fake, ., Weddi...</td>\n",
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" <td>[Roses, dead, ., Love, fake, ., Weddings, basi...</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"text/plain": [
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" text \\\n",
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"0 TENNESSEE: We're the best state. Nobody even c... \n",
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"1 A man inserted an advertisement in the classif... \n",
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"2 How many men does it take to open a can of bee... \n",
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"3 Told my mom I hit 1200 Twitter followers. She ... \n",
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"4 Roses are dead. Love is fake. Weddings are bas... \n",
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"\n",
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" tokenized_text \\\n",
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"0 [TENNESSEE, :, We, 're, the, best, state, ., N... \n",
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"1 [A, man, inserted, an, advertisement, in, the,... \n",
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"2 [How, many, men, does, it, take, to, open, a, ... \n",
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"3 [Told, my, mom, I, hit, 1200, Twitter, followe... \n",
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"4 [Roses, are, dead, ., Love, is, fake, ., Weddi... \n",
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"\n",
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" standardized_text \n",
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"0 [TENNESSEE, :, 're, best, state, ., Nobody, ev... \n",
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"1 [man, inserted, advertisement, classified, ``,... \n",
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"2 [many, men, take, open, beer, ?, None, ., open... \n",
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"3 [Told, mom, hit, 1200, Twitter, follower, ., p... \n",
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"4 [Roses, dead, ., Love, fake, ., Weddings, basi... "
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]
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},
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"execution_count": 24,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"\n",
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"stop_words = set(stopwords.words('english'))\n",
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"lemmatizer = WordNetLemmatizer()\n",
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"\n",
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"\n",
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"def preprocess_text(text):\n",
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" tokens = word_tokenize(text)\n",
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" tokens = [lemmatizer.lemmatize(word) for word in tokens if word.lower() not in stop_words]\n",
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" return tokens\n",
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"\n",
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"\n",
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"df['tokenized_text'] = df['text'].apply(word_tokenize)\n",
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"\n",
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"\n",
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"df['standardized_text'] = df['text'].apply(preprocess_text)\n",
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"\n",
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"\n",
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"df[['text', 'tokenized_text', 'standardized_text']].head()\n"
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]
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},
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{
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"cell_type": "code",
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" <td>4</td>\n",
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" <th>2</th>\n",
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" <td>How many men does it take to open a can of bee...</td>\n",
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" <td>Told my mom I hit 1200 Twitter followers. She ...</td>\n",
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" <td>139</td>\n",
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" <td>26</td>\n",
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" <td>3</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>Roses are dead. Love is fake. Weddings are bas...</td>\n",
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" <td>72</td>\n",
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" <td>12</td>\n",
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" <td>3</td>\n",
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" text text_length word_count \\\n",
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" avg_word_length punctuation_count \n",
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"\n",
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"df['text_length'] = df['text'].apply(len)\n",
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"df['word_count'] = df['text'].apply(lambda x: len(x.split()))\n",
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"df['avg_word_length'] = df['text'].apply(lambda x: np.mean([len(word) for word in x.split()]))\n",
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"df['punctuation_count'] = df['text'].apply(lambda x: len([c for c in x if c in ['.', ',', '!', '?']]))\n",
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"\n",
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"\n",
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"df[['text', 'text_length', 'word_count', 'avg_word_length', 'punctuation_count']].head()\n"
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]
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},
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{
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"cell_type": "code",
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" <tr>\n",
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"\n",
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"def remove_stopwords(tokens):\n",
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" return [word for word in tokens if word.lower() not in stop_words]\n",
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"\n",
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"def calculate_stopword_ratio(tokens):\n",
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" non_stopwords = remove_stopwords(tokens)\n",
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" return 1 - (len(non_stopwords) / len(tokens)) if len(tokens) > 0 else 0\n",
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"\n",
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"df['stopword_ratio'] = df['tokenized_text'].apply(calculate_stopword_ratio)\n",
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"\n",
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"df[['text', 'stopword_ratio']].head()\n"
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]
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},
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|
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|
"\n",
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|
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|
|
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|
|
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|
|
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|
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|
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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"plt.hist(df['text_length'], bins=20, alpha=0.7)\n",
|
|
"plt.title('Text Length Distribution')\n",
|
|
"plt.xlabel('Text Length')\n",
|
|
"plt.ylabel('Count')\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# Beispiel: Scatter-Plot für Textlänge vs. Humorbewertung\n",
|
|
"correlation = df['text_length'].corr(df['humor_rating'])\n",
|
|
"\n",
|
|
"plt.figure(figsize=(6, 6))\n",
|
|
"\n",
|
|
"# Scatter-Plot mit Farbkodierung basierend auf humor_rating\n",
|
|
"sc = plt.scatter(df['text_length'], df['humor_rating'], alpha=0.7, c=df['humor_rating'], cmap='viridis')\n",
|
|
"\n",
|
|
"# Titel und Achsenbezeichnungen\n",
|
|
"plt.title(f'Text Length vs Humor Rating (Correlation: {correlation:.2f})')\n",
|
|
"plt.xlabel('Text Length')\n",
|
|
"plt.ylabel('Humor Rating')\n",
|
|
"\n",
|
|
"# Farblegende hinzufügen\n",
|
|
"plt.colorbar(sc, label='Humor Rating')\n",
|
|
"\n",
|
|
"# Plot anzeigen\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"plt.hist(df['word_count'], bins=20, alpha=0.7)\n",
|
|
"plt.title('Word Count Distribution')\n",
|
|
"plt.xlabel('Word Count')\n",
|
|
"plt.ylabel('Count')\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 600x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# Scatter-Plot für Wortanzahl vs. Humorbewertung\n",
|
|
"correlation = df['word_count'].corr(df['humor_rating'])\n",
|
|
"\n",
|
|
"plt.figure(figsize=(6, 6))\n",
|
|
"\n",
|
|
"# Scatter-Plot mit Farbkodierung basierend auf humor_rating\n",
|
|
"sc = plt.scatter(df['word_count'], df['humor_rating'], alpha=0.7, c=df['humor_rating'], cmap='viridis')\n",
|
|
"\n",
|
|
"# Titel und Achsenbezeichnungen\n",
|
|
"plt.title(f'Word Count vs Humor Rating (Correlation: {correlation:.2f})')\n",
|
|
"plt.xlabel('Word Count')\n",
|
|
"plt.ylabel('Humor Rating')\n",
|
|
"\n",
|
|
"# Farblegende hinzufügen\n",
|
|
"plt.colorbar(sc, label='Humor Rating')\n",
|
|
"\n",
|
|
"# Plot anzeigen\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
|
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"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"plt.hist(df['avg_word_length'], bins=20, alpha=0.7)\n",
|
|
"plt.title('Average Word Length Distribution')\n",
|
|
"plt.xlabel('Avg Word Length')\n",
|
|
"plt.ylabel('Count')\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 600x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# Scatter-Plot für durchschnittliche Wortlänge vs. Humorbewertung\n",
|
|
"correlation = df['avg_word_length'].corr(df['humor_rating'])\n",
|
|
"\n",
|
|
"plt.figure(figsize=(6, 6))\n",
|
|
"\n",
|
|
"# Scatter-Plot mit Farbkodierung basierend auf humor_rating\n",
|
|
"sc = plt.scatter(df['avg_word_length'], df['humor_rating'], alpha=0.7, c=df['humor_rating'], cmap='viridis')\n",
|
|
"\n",
|
|
"# Titel und Achsenbezeichnungen\n",
|
|
"plt.title(f'Average Word Length vs Humor Rating (Correlation: {correlation:.2f})')\n",
|
|
"plt.xlabel('Avg Word Length')\n",
|
|
"plt.ylabel('Humor Rating')\n",
|
|
"\n",
|
|
"# Farblegende hinzufügen\n",
|
|
"plt.colorbar(sc, label='Humor Rating')\n",
|
|
"\n",
|
|
"# Plot anzeigen\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"plt.hist(df['punctuation_count'], bins=20, alpha=0.7)\n",
|
|
"plt.title('Punctuation Count Distribution')\n",
|
|
"plt.xlabel('Punctuation Count')\n",
|
|
"plt.ylabel('Count')\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# Scatter-Plot für Satzzeichenanzahl vs. Humorbewertung\n",
|
|
"correlation = df['punctuation_count'].corr(df['humor_rating'])\n",
|
|
"\n",
|
|
"plt.figure(figsize=(6, 6))\n",
|
|
"\n",
|
|
"# Scatter-Plot mit Farbkodierung basierend auf humor_rating\n",
|
|
"sc = plt.scatter(df['punctuation_count'], df['humor_rating'], alpha=0.7, c=df['humor_rating'], cmap='viridis')\n",
|
|
"\n",
|
|
"# Titel und Achsenbezeichnungen\n",
|
|
"plt.title(f'Punctuation Count vs Humor Rating (Correlation: {correlation:.2f})')\n",
|
|
"plt.xlabel('Punctuation Count')\n",
|
|
"plt.ylabel('Humor Rating')\n",
|
|
"\n",
|
|
"# Farblegende hinzufügen\n",
|
|
"plt.colorbar(sc, label='Humor Rating')\n",
|
|
"\n",
|
|
"# Plot anzeigen\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"plt.hist(df['richness'], bins=20, alpha=0.7)\n",
|
|
"plt.title('Richness Distribution')\n",
|
|
"plt.xlabel('Richness')\n",
|
|
"plt.ylabel('Count')\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# Scatter-Plot für Richness (Wortvielfalt) vs. Humorbewertung\n",
|
|
"correlation = df['richness'].corr(df['humor_rating'])\n",
|
|
"\n",
|
|
"plt.figure(figsize=(6, 6))\n",
|
|
"\n",
|
|
"# Scatter-Plot mit Farbkodierung basierend auf humor_rating\n",
|
|
"sc = plt.scatter(df['richness'], df['humor_rating'], alpha=0.7, c=df['humor_rating'], cmap='viridis')\n",
|
|
"\n",
|
|
"# Titel und Achsenbezeichnungen\n",
|
|
"plt.title(f'Richness vs Humor Rating (Correlation: {correlation:.2f})')\n",
|
|
"plt.xlabel('Richness')\n",
|
|
"plt.ylabel('Humor Rating')\n",
|
|
"\n",
|
|
"# Farblegende hinzufügen\n",
|
|
"plt.colorbar(sc, label='Humor Rating')\n",
|
|
"\n",
|
|
"# Plot anzeigen\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"plt.hist(df['readability'], bins=20, alpha=0.7)\n",
|
|
"plt.title('Readability Distribution')\n",
|
|
"plt.xlabel('Readability')\n",
|
|
"plt.ylabel('Count')\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# Scatter-Plot für Lesbarkeit (Readability) vs. Humorbewertung\n",
|
|
"correlation = df['readability'].corr(df['humor_rating'])\n",
|
|
"\n",
|
|
"plt.figure(figsize=(6, 6))\n",
|
|
"\n",
|
|
"# Scatter-Plot mit Farbkodierung basierend auf humor_rating\n",
|
|
"sc = plt.scatter(df['readability'], df['humor_rating'], alpha=0.7, c=df['humor_rating'], cmap='viridis')\n",
|
|
"\n",
|
|
"# Titel und Achsenbezeichnungen\n",
|
|
"plt.title(f'Readability vs Humor Rating (Correlation: {correlation:.2f})')\n",
|
|
"plt.xlabel('Readability')\n",
|
|
"plt.ylabel('Humor Rating')\n",
|
|
"\n",
|
|
"# Farblegende hinzufügen\n",
|
|
"plt.colorbar(sc, label='Humor Rating')\n",
|
|
"\n",
|
|
"# Plot anzeigen\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"\n",
|
|
"correlation = df['avg_word_length'].corr(df['humor_rating'])\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.figure(figsize=(6, 6))\n",
|
|
"\n",
|
|
"sc = plt.scatter(df['avg_word_length'], df['humor_rating'], alpha=0.5, c=df['humor_rating'], cmap='viridis')\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.title(f'Avg Word Length vs Humor Rating (Correlation: {correlation:.2f})')\n",
|
|
"plt.xlabel('Avg Word Length')\n",
|
|
"plt.ylabel('Humor Rating')\n",
|
|
"\n",
|
|
"plt.colorbar(sc, label='Humor Rating')\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"id 0.020462\n",
|
|
"is_humor NaN\n",
|
|
"humor_rating 1.000000\n",
|
|
"humor_controversy 0.173650\n",
|
|
"offense_rating -0.308529\n",
|
|
"text_length 0.073611\n",
|
|
"word_count 0.093041\n",
|
|
"avg_word_length -0.090018\n",
|
|
"punctuation_count 0.057945\n",
|
|
"stopword_ratio 0.105719\n",
|
|
"richness -0.065616\n",
|
|
"readability -0.060221\n",
|
|
"difficult_words -0.099532\n",
|
|
"Name: humor_rating, dtype: float64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"numeric_df = df.select_dtypes(include=[np.number])\n",
|
|
"print(numeric_df.corr()['humor_rating'])\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"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": "3.11.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|