ANLP_WS24_CA1/data_explo_stuff.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import word_tokenize\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\felix\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\felix\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# nltk count words\n",
    "nltk.download('punkt')\n",
    "nltk.download('stopwords')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# dataset stupistuff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the data from the JSON file\n",
    "data_path = './data/stupidstuff.json'\n",
    "with open(data_path) as f:\n",
    "    data = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .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",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>body</th>\n",
       "      <th>category</th>\n",
       "      <th>id</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A blackjack dealer and a player with a thirtee...</td>\n",
       "      <td>Children</td>\n",
       "      <td>1</td>\n",
       "      <td>2.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>At a dinner party, several of the guests were ...</td>\n",
       "      <td>Blonde Jokes</td>\n",
       "      <td>2</td>\n",
       "      <td>2.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>One day this cop pulls over a blonde for speed...</td>\n",
       "      <td>Blonde Jokes</td>\n",
       "      <td>3</td>\n",
       "      <td>3.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Three women are about to be executed for crime...</td>\n",
       "      <td>Blonde Jokes</td>\n",
       "      <td>4</td>\n",
       "      <td>4.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A girl came skipping home FROM school one day....</td>\n",
       "      <td>Blonde Jokes</td>\n",
       "      <td>5</td>\n",
       "      <td>4.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                body      category  id  rating\n",
       "0  A blackjack dealer and a player with a thirtee...      Children   1    2.63\n",
       "1  At a dinner party, several of the guests were ...  Blonde Jokes   2    2.57\n",
       "2  One day this cop pulls over a blonde for speed...  Blonde Jokes   3    3.09\n",
       "3  Three women are about to be executed for crime...  Blonde Jokes   4    4.10\n",
       "4  A girl came skipping home FROM school one day....  Blonde Jokes   5    4.30"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create pandas dataframe of the data\n",
    "df = pd.DataFrame(data)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(744, 4)\n",
      "People clap when they see you -- their hands over their eyes or ears.\n",
      "Insults\n",
      "1592\n",
      "-----------\n",
      "It was the end of the school year. The teacher had turned in her grades; there was nothing really for the class to do.All the kids were restless and it was near the end of the day. So the teacher thought of an activity. She said, \"The first ones to answer correctly the questions I ask may leave early today.\" Little Johnny said to himself, \"Good, I'm smart and I want to get outa here.\"The teacher asked, \"Who said 'Four Score and Seven Years Ago'?\" But before Johnny could open his mouth, Susie said, \"Abraham Lincoln?\"The teacher said, \"That's right, Susie. You may go.\" Johnny was mad that Susie had answered first.The teacher asked, \"Who said 'I Have a Dream'?\" But before Johnny could open his mouth, Mary said, \"Martin Luther King!\" The teacher said, \"That's right, Mary. You may go.\" Johnny was even madder than before. Mary had answered first. The teacher asked, \"Who said 'Ask not what your country can do for you'?\" Before Johnny could open his mouth, Nancy piped, \"John Kennedy!\"The teacher said, \"That's right, Nancy. You may go.\" Now Johnny was furious! Nancy had answered first.Then the teacher turned her back, and Johnny muttered, \"I wish these girls would keep their mouths shut!\"The teacher spun around. \"WHO SAID THAT?\" Johnny said, \"BILL CLINTON. CAN I GO NOW?\"\n",
      "Miscellaneous\n",
      "2100\n",
      "-----------\n",
      "The Secret Service was looking for more employees. They put up a sign and the next day they picked the next three people. They brought the first guy into a room and gave him a pistol and said\" Your wife is in that room go in and shoot her\" The guy looked at them and said\" No I can't do it\" So the Secret Service brought out the next guy and told him the same thing and handed him the gun. \"He went into the room and came back out but he didn't want to shoot her. So the Secret Service who was really desperate brought the last person in. She was a blonde so they were worried. They said\" Your husbandis in that room and I want you to shoot him.\" \"Alright\" she announced. She went into the room and the Secret Service heard alot of crashing and banging. They went in and found the man dead. \"What the hell is going on\" \"Oh The gun was a blank so I beat him to death with a chair.\"\n",
      "Blonde Jokes\n",
      "114\n",
      "-----------\n",
      "Q: How many software people does it take to screw in a light bulb?\n",
      "A: None. That's a hardware problem.\n",
      "A: One, but if he changes it, the whole building will probably fall down.\n",
      "A: Two. One always leaves in the middle of the project.\n",
      "Light Bulbs\n",
      "2769\n",
      "-----------\n",
      "\n",
      "Bar Jokes\n",
      "3558\n",
      "-----------\n"
     ]
    }
   ],
   "source": [
    "# get jokes with highest scores min 4.5\n",
    "good_jokes = df[df['rating'] >= 4.5].values\n",
    "# random sample of 5 jokes\n",
    "print(np.array(good_jokes).shape)\n",
    "# 5 random indices min max\n",
    "number_of_jokes = 5\n",
    "idx = np.random.randint(0, len(good_jokes), number_of_jokes)\n",
    "for i in idx:\n",
    "    print(good_jokes[i][0])\n",
    "    print(good_jokes[i][1])\n",
    "    print(good_jokes[i][2])\n",
    "    print('-----------')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Animals\n",
      "Aviation\n",
      "Bar Jokes\n",
      "Blind Jokes\n",
      "Blonde Jokes\n",
      "Business\n",
      "Children\n",
      "Computers\n",
      "Crazy Jokes\n",
      "Deep Thoughts\n",
      "English\n",
      "Ethnic Jokes\n",
      "Family, Parents\n",
      "Farmers\n",
      "Food Jokes\n",
      "Heaven and Hell\n",
      "Holidays\n",
      "Idiots\n",
      "Insults\n",
      "Lawyers\n",
      "Light Bulbs\n",
      "Love & Romance\n",
      "Marriage\n",
      "Medical\n",
      "Men\n",
      "Military\n",
      "Miscellaneous\n",
      "Money\n",
      "Music\n",
      "Office Jokes\n",
      "Old Age\n",
      "One Liners\n",
      "Police Jokes\n",
      "Political\n",
      "Redneck\n",
      "Religious\n",
      "School\n",
      "Science\n",
      "Sex\n",
      "Sports\n",
      "State Jokes\n",
      "Women\n",
      "Yo Mama\n",
      "amount of categories: 43\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#print unique categories\n",
    "categories = df['category'].unique()\n",
    "categories= sorted(categories)\n",
    "for category in categories:\n",
    "    print(category)\n",
    "print('amount of categories:', len(categories))\n",
    "# plot the distribution of categories\n",
    "category_counts = df['category'].value_counts()\n",
    "category_counts.plot(kind='bar')\n",
    "plt.title('Jokes per category')\n",
    "plt.ylabel('Number of jokes')\n",
    "plt.xlabel('Category')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the distribution of ratings\n",
    "ratings = df['rating']\n",
    "plt.hist(ratings, bins=100)\n",
    "plt.xlabel('Rating')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Distribution of Joke Ratings')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the average rating per category\n",
    "means = [df[df['category'] == category]['rating'].mean() for category in categories]\n",
    "\n",
    "plt.bar(categories, means)\n",
    "plt.xlabel('Category')\n",
    "plt.ylabel('Average Rating')\n",
    "plt.title('Average Rating by Category')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "category_means = df.groupby('category')['rating'].mean()\n",
    "category_means = category_means[categories]\n",
    "# give each category a id number and add to plot to each scatter\n",
    "category_counts = df['category'].unique()\n",
    "\n",
    "plt.scatter(category_means, category_counts)\n",
    "plt.xlabel('Average Rating')\n",
    "plt.ylabel('Number of Jokes')\n",
    "plt.title('Average Rating vs. Number of Jokes in Category')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stop_words = set(stopwords.words('english'))\n",
    "\n",
    "# get all the jokes\n",
    "jokes = df['body'].values\n",
    "\n",
    "# tokenize the jokes\n",
    "tokenized_jokes = [word_tokenize(joke) for joke in jokes]\n",
    "\n",
    "# remove stop words\n",
    "filtered_jokes = [[word for word in joke if word.lower() not in stop_words] for joke in tokenized_jokes]\n",
    "\n",
    "# count the number of words in each joke\n",
    "word_counts = [len(joke) for joke in filtered_jokes]\n",
    "\n",
    "# plot the distribution of word counts\n",
    "plt.hist(word_counts, bins=100)\n",
    "plt.xlabel('Number of Words')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Distribution of Word Counts in Jokes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ", 25353\n",
      ". 22851\n",
      "`` 12833\n",
      "'' 10173\n",
      "? 4538\n",
      "! 3501\n",
      "'s 3136\n",
      ": 2863\n",
      "said 2359\n",
      "n't 2324\n",
      "man 1992\n",
      "says 1836\n",
      "one 1549\n",
      "back 1004\n",
      "get 970\n",
      "asked 962\n",
      "would 917\n",
      "... 844\n",
      "day 840\n",
      "-- 824\n",
      "'m 819\n",
      "time 735\n",
      "know 730\n",
      "wife 722\n",
      "like 719\n",
      "' 707\n",
      "first 695\n",
      "guy 692\n",
      "Well 676\n",
      "went 668\n",
      "got 666\n",
      "go 664\n",
      "'ll 648\n",
      "'re 648\n",
      "woman 632\n",
      "replied 604\n",
      "two 594\n",
      "old 590\n",
      "asks 581\n",
      "- 574\n",
      "take 550\n",
      "'ve 536\n",
      "could 533\n",
      "going 487\n",
      "little 483\n",
      "blonde 481\n",
      "next 479\n",
      "want 468\n",
      "good 467\n",
      "see 463\n",
      "came 448\n",
      "husband 448\n",
      "home 441\n",
      ") 437\n",
      "goes 435\n",
      "$ 405\n",
      "car 404\n",
      "replies 403\n",
      "doctor 400\n",
      "think 398\n",
      "say 393\n",
      "boy 393\n",
      "told 388\n",
      "give 385\n",
      "three 378\n",
      "tell 378\n",
      "One 376\n",
      "new 375\n",
      "way 373\n",
      "( 371\n",
      "God 369\n",
      "around 367\n",
      "make 366\n",
      "Q 364\n",
      "right 362\n",
      "* 360\n",
      ".. 358\n",
      "people 358\n",
      "door 348\n",
      "Oh 342\n",
      "years 332\n",
      "second 323\n",
      "later 320\n",
      "ca 316\n",
      "never 311\n",
      "last 308\n",
      "really 308\n",
      "room 307\n",
      "away 306\n",
      "another 301\n",
      "young 300\n",
      "minutes 299\n",
      "look 293\n",
      "house 292\n",
      "; 292\n",
      "dog 292\n",
      "night 291\n",
      "comes 290\n",
      "come 287\n",
      "work 284\n"
     ]
    }
   ],
   "source": [
    "# count the frequency of each word\n",
    "word_freq = Counter()\n",
    "for joke in filtered_jokes:\n",
    "    word_freq.update(joke)\n",
    "\n",
    "# get the most common words\n",
    "most_common = word_freq.most_common(100)\n",
    "\n",
    "for word, count in most_common:\n",
    "    print(word, count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# get all the jokes with ratings greater than 4.5\n",
    "good_jokes = df[df['rating'] >= 4.5]['body'].values\n",
    "\n",
    "# tokenize the jokes\n",
    "tokenized_good_jokes = [word_tokenize(joke) for joke in good_jokes]\n",
    "\n",
    "# remove stop words\n",
    "filtered_good_jokes = [[word for word in joke if word.lower() not in stop_words] for joke in tokenized_good_jokes]\n",
    "\n",
    "# count the number of words in each joke\n",
    "word_good_counts = [len(joke) for joke in filtered_good_jokes]\n",
    "\n",
    "# plot the distribution of word counts\n",
    "plt.hist(word_good_counts, bins=100)\n",
    "plt.xlabel('Number of Words')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Distribution of Word Counts in Jokes with ratings >= 4.5')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# joke length vs rating\n",
    "plt.scatter(word_counts, ratings)\n",
    "plt.xlabel('Number of Words')\n",
    "plt.ylabel('Rating')\n",
    "plt.title('Number of Words vs. Rating')\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}