onewordfreq-explained.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import streamlit as st\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "import re\n",
    "from nltk.util import ngrams\n",
    "import nltk\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'diffusion', 'ai', 'art', 'art', 'ai', 'generator', 'ai', 'art', 'generator', 'stable', 'diffusion', 'stable', 'diffusion', 'ai', 'free', 'stable', 'diffusion', 'ai', 'image', 'generator', 'image', 'to', 'image', 'ai', 'stable', 'diffusion', 'image', 'to', 'image', 'nsfw', 'stable', 'diffusion', 'ai', 'stable', 'diffusion', 'ai', 'download', 'stable', 'diffusion', 'model', 'stable', 'diffusion', 'ai', 'generator', 'nsfw', 'stable', 'diffusion', 'download', 'ai', 'art', 'generator', 'free', 'stable', 'diffusion', 'nsfw', 'filter', 'off', 'how', 'to', 'use', 'stable', 'diffusion', 'diffusion', 'ai', 'reddit', 'stable', 'diffusion', 'diffusion', 'model', 'stable', 'diffusion', 'models', 'free', 'stable', 'diffusion', 'install', 'stable', 'diffusion', 'nsfw', 'stable', 'diffusion', 'webui', 'stable', 'diffusion', 'webui', 'lora', 'stable', 'diffusion', 'lora', 'github', 'github', 'stable', 'diffusion', 'stable', 'diffusion', 'image', 'generator', 'python', 'stable', 'diffusion', 'windows', 'free', 'image', 'ai', 'generator', 'free', 'image', 'generator', 'ai', 'text', 'generator', 'ai', 'generator', 'from', 'image', 'ai', 'image', 'generator', 'dall', 'e', 'ai', 'images', 'fotor', 'fotor', 'ai', 'image', 'generator', 'ai', 'graphic', 'generator', 'character', 'ai', 'chai', 'character', 'chai', 'ai', 'app', 'ai', 'website', 'chai', 'website', 'chai', 'ai', 'website', 'chai', 'ai', 'bot', 'ai', 'bot', 'chai', 'bot', 'character', 'ai', 'nsfw', 'chai', 'chat', 'with', 'ai', 'chat', 'with', 'ai', 'chatbot', 'chai', 'ai', 'online', 'chai', 'reddit', 'beta', 'ai', 'chai', 'ai', 'pc', 'chai', 'app', 'website', 'chai', 'tea', 'chai', 'latte', 'chai', 'recipe', 'iced', 'chai', 'latte', 'does', 'chai', 'have', 'caffeine', 'how', 'to', 'make', 'chai', 'chai', 'masala', 'chai', 'near', 'me', 'chai', 'tea', 'recipe', 'chai', 'hi', 'fi', 'rush', 'chai', 'com', 'chai', 'eclair', 'perfume', 'coffee', 'talk', 'masala', 'chai', 'strawberry', 'horchata', 'chai', 'dutch', 'bros', 'naan', 'boti', 'chai', 'shai', 'chai', 'epice', 'perfume', 'nsfw', 'ai', 'writer', 'mage', 'space', 'ai', 'kobold', 'ai', 'chat', 'chatbot', 'ai', 'gpt', 'gpt', 'ai', 'chatbot', 'ai', 'chatbot', 'chatgpt', 'bing', 'chatbot', 'bing', 'ai', 'chatbot', 'google', 'chatbot', 'gpt', 'chat', 'chat', 'gpt', 'ai', 'chatbot', 'chatbot', 'ai', 'free', 'chatbot', 'free', 'ai', 'chatbot', 'free', 'microsoft', 'bing', 'bing', 'chatgpt', 'mario', 'ai', 'chatbot', 'mario', 'ai', 'image', 'generator', 'ai', 'ai', 'art', 'generator', 'online', 'anime', 'art', 'ai', 'generator', 'dalle', 'ai', 'ai', 'art', 'generator', 'from', 'photo', 'best', 'ai', 'art', 'generator', 'reddit', 'ai', 'drawing', 'midjourney', 'ai', 'art', 'generator', 'character', 'ai', 'nsfw', 'filter', 'bypass', 'words', 'ai', 'generated', 'anime', 'ai', 'art', 'dall', 'e', 'ai', 'art', 'lensa', 'ai', 'art', 'app', 'dream', 'studio', 'janitor', 'ai', 'api', 'openai', 'kobold', 'venus', 'ai', 'janitor', 'ai', 'login', 'ai', 'reverse', 'proxy', 'api', 'key', 'how', 'to', 'use', 'janitor', 'ai', 'openai', 'api', 'kobold', 'ai', 'api', 'beta', 'character', 'generator', 'character', 'ai', 'filter', 'characters', 'character', 'ai', 'down', 'character', 'ai', 'login', 'character', 'ai', 'chats', 'character', 'ai', 'petition', 'silly', 'tavern', 'ai', 'tavernai', 'the', 'pygmalion', 'effect', 'pygmalion', 'movie', 'pygmalion', 'play', 'pygmalion', 'myth', 'pygmalion', 'ai', 'reddit', 'pygmalion', 'pdf', 'pygmalion', 'ai', 'chatbot', 'pygmalionai', 'beta', 'character', 'ai', 'nsfw', 'bot', 'free', 'ai', 'art', 'logo', 'generator', 'logo', 'generator', 'ai', 'chatgpt', 'image', 'generator', 'dream', 'ai', 'character', 'ai', 'alternative', 'character', 'ai', 'down', 'is', 'character', 'ai', 'down', 'ai', 'generated', 'images', 'what', 'is', 'nsfw', 'meaning', 'nsfw', 'pics', 'meaning', 'nsfw', 'discord', 'meaning', 'sfw', 'meaning', 'nsfw', 'meaning', 'slang', 'snoo', 'learn', 'what', 'you', 'are', 'and', 'be', 'such', 'poet', 'iroquois', 'confederacy', 'founder', 'study', 'of', 'riddles', 'mage', 'ai', 'ai', 'generator', 'free', 'text', 'generator', 'free', 'ai', 'headshot', 'generator', 'remini', 'baby', 'ai', 'generator', 'ai', 'professional', 'headshot', 'generator', 'free', 'ai', 'selfie', 'generator', 'gpt', 'ai', 'chat', 'open', 'chat', 'ai', 'ai', 'chatgpt', 'free', 'chat', 'ai', 'google', 'chat', 'google', 'chat', 'ai', 'what', 'is', 'ai', 'chat', 'gpt', 'ai', 'login', 'chat', 'gpt', 'login', 'chat', 'gpt', 'detector', 'chat', 'gpt', '4', 'chat', 'gpt', 'app', 'chat', 'gpt', 'checker', 'ai', 'like', 'chat', 'gpt']\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('CSV Files/MasterSheet.csv')\n",
    "keywords = df['Month']\n",
    "all_keywords = ' '.join(keywords)\n",
    "print(all_keywords)\n",
    "words = re.findall(r'\\w+', all_keywords)\n",
    "print(words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['beta', 'character', 'ai', 'app', 'chat', 'gpt', 'checker', 'character', 'ai', 'filter', 'character', 'ai', 'reddit', 'my', 'character', 'ai', 'characters', 'ai', 'characters', 'google', 'character', 'ai', 'ai', 'art', 'ai', 'anime', 'character', 'character', 'ai', 'down', 'ai', 'beta', 'character', 'chai', 'character', 'ai', 'chai', 'chai', 'ai', 'ai', 'character', 'bot', 'ai', 'bot', 'chatbot', 'character', 'ai', 'bypass', 'janitor', 'ai', 'bypass', 'character', 'ai', 'filter', 'character', 'ai', 'login', 'chat', 'ai', 'character', 'character', 'ai', 'chats', 'is', 'character', 'ai', 'down', 'ao3', 'how', 'to', 'bypass', 'character', 'ai', 'filter', 'tavern', 'ai', 'character', 'ai', 'no', 'filter', 'wattpad', 'talk', 'to', 'ai', 'character', 'ai', 'nsfw', 'filter', 'bypass', 'roleplai', 'ai', 'chat', 'pygmalion', 'free', 'fonts', 'pygmalion', 'ai', 'roleplay', 'ai', 'picrew', 'deviantart', 'beta', 'character', 'ai', 'nsfw', 'beta', 'character', 'ai', 'chat', 'is', 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'api', 'key', 'how', 'to', 'use', 'janitor', 'ai', 'openai', 'api', 'kobold', 'ai', 'api', 'beta', 'character', 'generator', 'character', 'ai', 'filter', 'characters', 'character', 'ai', 'down', 'character', 'ai', 'login', 'character', 'ai', 'chats', 'character', 'ai', 'petition', 'silly', 'tavern', 'ai', 'tavernai', 'the', 'pygmalion', 'effect', 'pygmalion', 'movie', 'pygmalion', 'play', 'pygmalion', 'myth', 'pygmalion', 'ai', 'reddit', 'pygmalion', 'pdf', 'pygmalion', 'ai', 'chatbot', 'pygmalionai', 'beta', 'character', 'ai', 'nsfw', 'bot', 'free', 'ai', 'art', 'logo', 'generator', 'logo', 'generator', 'ai', 'chatgpt', 'image', 'generator', 'dream', 'ai', 'character', 'ai', 'alternative', 'character', 'ai', 'down', 'is', 'character', 'ai', 'down', 'ai', 'generated', 'images', 'what', 'is', 'nsfw', 'meaning', 'nsfw', 'pics', 'meaning', 'nsfw', 'discord', 'meaning', 'sfw', 'meaning', 'nsfw', 'meaning', 'slang', 'snoo', 'learn', 'what', 'you', 'are', 'and', 'be', 'such', 'poet', 'iroquois', 'confederacy', 'founder', 'study', 'of', 'riddles', 'mage', 'ai', 'ai', 'generator', 'free', 'text', 'generator', 'free', 'ai', 'headshot', 'generator', 'remini', 'baby', 'ai', 'generator', 'ai', 'professional', 'headshot', 'generator', 'free', 'ai', 'selfie', 'generator', 'gpt', 'ai', 'chat', 'open', 'chat', 'ai', 'ai', 'chatgpt', 'free', 'chat', 'ai', 'google', 'chat', 'google', 'chat', 'ai', 'what', 'is', 'ai', 'chat', 'gpt', 'ai', 'login', 'chat', 'gpt', 'login', 'chat', 'gpt', 'detector', 'chat', 'gpt', '4', 'chat', 'gpt', 'app', 'chat', 'gpt', 'checker', 'ai', 'like', 'chat', 'gpt']\n"
     ]
    }
   ],
   "source": [
    "words = [word.lower() for word in words]\n",
    "print(words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'ai': 952, 'discord': 892, 'bot': 582, 'to': 419, 'how': 298, 'mobile': 284, 'chat': 259, 'generator': 228, 'on': 160, 'midjourney': 154, 'of': 153, 'gpt': 150, 'games': 145, 'music': 145, 'art': 141, 'game': 141, 'is': 137, 'free': 137, 'steam': 130, 'bots': 113, 'character': 111, 'best': 111, 'snapchat': 111, 'server': 107, 'what': 103, 'xbox': 102, 'image': 100, 'app': 95, 'fifa': 90, 'call': 89, 'dyno': 89, 'pfp': 86, 'ps5': 86, 'diffusion': 84, 'a': 83, '2023': 83, 'get': 80, 'open': 79, 'stable': 76, 'duty': 76, 'chatgpt': 74, 'the': 74, 'emoji': 72, 'google': 70, 'my': 63, 'nsfw': 62, 'add': 62, '23': 62, 'for': 59, 'alabama': 58, 'meaning': 56, 'bard': 55, '2022': 54, 'chatbot': 53, 'mee6': 53, 'voice': 51, 'snap': 50, 'youtube': 50, 'star': 50, 'use': 48, 'stock': 48, 'python': 48, 'madden': 48, 'make': 47, 'in': 46, 'login': 45, 'lensa': 45, 'account': 45, 'all': 45, 'cod': 44, 'marvel': 44, 'openai': 43, 'bing': 42, 'legends': 40, 'chai': 38, 'carl': 37, 'download': 36, 'online': 36, 'nitro': 36, 'beta': 34, 'rid': 34, 'twitter': 34, 'play': 34, 'fly': 34, 'api': 33, '2': 33, 'text': 32, 'quill': 32, 'delete': 30, 'warzone': 30, 'chess': 30, 'detector': 27, 'join': 27, 'anime': 26, 'roles': 26, 'filter': 25, 'gaming': 25, 'reddit': 24, 'trading': 24, 'deck': 24, 'commands': 24, 'vs': 23, 'roblox': 23, 'wordle': 23, '4': 22, 'and': 22, 'that': 22, 'guys': 22, 'gbt': 21, 'unblocked': 21, 'world': 21, 'stumble': 21, 'apex': 21, 'reaction': 21, 'from': 20, 'cup': 20, 'skibidi': 20, 'sale': 19, 'channel': 19, 'down': 18, 'code': 18, 'off': 18, 'when': 18, 'not': 17, 'release': 17, 'toilet': 17, 'janitor': 16, 'eleven': 15, 'labs': 15, 'turn': 15, 'today': 15, 'dall': 14, 'e': 14, 'gg': 14, 'new': 13, 'remove': 13, 'transfer': 13, 'spotify': 13, 'copy': 13, 'auto': 13, 'jockie': 13, 'does': 13, 'date': 13, 'controller': 13, 'role': 13, 'checker': 12, 'bypass': 12, 'playground': 12, 'blox': 12, 'gif': 12, 'stream': 12, 'cloud': 12, 'uzox': 12, 'schedule': 12, 'which': 12, 'pygmalion': 11, 'microsoft': 11, 'images': 11, 'store': 11, 'nba': 11, 'football': 11, 'pc': 11, 'team': 11, 'following': 11, 'hydra': 11, 'with': 10, 'writer': 10, 'do': 10, 'minecraft': 10, 'diablo': 10, 'pass': 10, 'activate': 10, 'support': 10, 'emojis': 10, 'paste': 10, 'com': 10, 'now': 10, 'be': 10, 'modern': 10, 'warfare': 10, 'tennessee': 10, 'selfie': 9, 'me': 9, 'generated': 9, 'video': 9, 'hello': 9, 'plays': 9, 'nfl': 9, 'maki': 9, 'pokemon': 9, 'time': 9, '3': 9, 'invite': 9, 'nyt': 9, 'alternative': 8, 'cancel': 8, 'android': 8, 'install': 8, 'fruits': 8, 'black': 8, 'kitty': 8, 'connect': 8, 'aiode': 8, 'card': 8, 'engine': 8, 'ps4': 8, 'near': 8, 'most': 8, 'likely': 8, 'weather': 8, 'top': 8, 'pool': 8, 'website': 7, 'avatar': 7, 'logo': 7, 'essay': 7, 'prompt': 7, 'i': 7, 'without': 7, 'names': 7, 'link': 7, 'cool': 7, 'cat': 7, 'series': 7, 'coming': 7, 'web': 7, 'font': 7, 'gift': 7, 'forum': 7, 'clyde': 7, 'multiplayer': 7, 'soccer': 7, 'truck': 7, 't': 7, 'jojoy': 7, 'decks': 7, 'dashboard': 7, 'mittens': 7, 'prompts': 6, 'jasper': 6, 'x': 6, 'headshot': 6, 'subscription': 6, 'plagiarism': 6, 'tool': 6, 'zero': 6, 'kobold': 6, 'reverse': 6, 'studio': 6, 'you': 6, 'gtp': 6, 'soundboard': 6, 'kitten': 6, 'girl': 6, 'boy': 6, 'showing': 6, 'up': 6, 'phone': 6, 'create': 6, 'maker': 6, 'developer': 6, 'destiny': 6, 'ticket': 6, 'idle': 6, 'pos': 6, 'rog': 6, 'ally': 6, 'replay': 6, 'dead': 6, 'island': 6, 'lawsuit': 6, 'emudeck': 6, 'nero': 6, 'bowl': 6, 'guardians': 6, 'fortnite': 6, 'will': 6, 'out': 6, 'are': 6, 'score': 6, 'auburn': 6, 'county': 6, 'year': 6, 'man': 6, 'fonts': 5, 'novel': 5, 'creator': 5, 'speech': 5, 'changer': 5, 'celebrity': 5, 'biden': 5, '11': 5, 'v5': 5, 'novelai': 5, '1': 5, 'docs': 5, 'github': 5, 'mac': 5, 'servers': 5, 'template': 5, 'meme': 5, 'south': 5, 'park': 5, 'one': 5, 'ea': 5, 'password': 5, 'manager': 5, 'heart': 5, 'charts': 5, 'vr': 5, 'spring': 5, 'war': 5, 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     ]
    }
   ],
   "source": [
    "word_counts = Counter(words)\n",
    "print(word_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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0.013965505202150686, 'drug': 0.020948257803226032, 'contains': 0.013965505202150686, 'nyt': 0.06284477340967809, 'psilocybin': 0.006982752601075343, 'slight': 0.013965505202150686, 'crossword': 0.027931010404301373, 'clue': 0.020948257803226032, 'honoree': 0.006982752601075343, 'jan': 0.006982752601075343, '16': 0.006982752601075343, 'problems': 0.006982752601075343, 'unreturned': 0.006982752601075343, 'tennis': 0.006982752601075343, 'serve': 0.006982752601075343, 'sends': 0.006982752601075343, 'incessant': 0.006982752601075343, 'messages': 0.006982752601075343, 'psilo': 0.006982752601075343, 'employer': 0.006982752601075343, 'labeled': 0.006982752601075343, 'goes': 0.006982752601075343, 'by': 0.013965505202150686, 'c': 0.006982752601075343, 'cai': 0.006982752601075343, 'york': 0.03491376300537672, 'times': 0.03491376300537672, 'sia': 0.006982752601075343, 'poker': 0.013965505202150686, 'sashimi': 0.006982752601075343, 'whisper': 0.006982752601075343, 'plugins': 0.006982752601075343, 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'owns': 0.006982752601075343, 'land': 0.006982752601075343, 'sea': 0.006982752601075343, 'dymo': 0.006982752601075343, 'label': 0.006982752601075343, 'lethal': 0.006982752601075343, 'comp': 0.006982752601075343, 'cams': 0.006982752601075343, 'dank': 0.013965505202150686, 'memer': 0.013965505202150686, 'assign': 0.006982752601075343, 'fredboat': 0.013965505202150686, 'fred': 0.013965505202150686, 'soul': 0.006982752601075343, 'py': 0.020948257803226032, 'ffmpeg': 0.006982752601075343, 'slash': 0.006982752601075343, 'pycord': 0.006982752601075343, 'f': 0.006982752601075343, 'string': 0.006982752601075343, 'gallery': 0.006982752601075343, 'nightcafe': 0.006982752601075343, 'robot': 0.006982752601075343, 'sexy': 0.013965505202150686, 'apollo': 0.006982752601075343, 'rythm': 0.027931010404301373, 'petition': 0.020948257803226032, 'allow': 0.006982752601075343, 'chatfai': 0.006982752601075343, 'picso': 0.006982752601075343, 'break': 0.006982752601075343, 'botify': 0.006982752601075343, 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0.006982752601075343, 'pdf': 0.006982752601075343, 'pygmalionai': 0.006982752601075343, 'pics': 0.006982752601075343, 'sfw': 0.006982752601075343, 'snoo': 0.006982752601075343, 'learn': 0.006982752601075343, 'such': 0.006982752601075343, 'poet': 0.006982752601075343, 'iroquois': 0.006982752601075343, 'confederacy': 0.006982752601075343, 'founder': 0.006982752601075343, 'study': 0.006982752601075343, 'riddles': 0.006982752601075343}\n"
     ]
    }
   ],
   "source": [
    "total_words = sum(word_counts.values())\n",
    "\n",
    "# Calculate the frequency as a percentage and sort\n",
    "word_freq_percentage = {}\n",
    "for word, count in word_counts.items():\n",
    "    word_freq_percentage[word] = (count / total_words) * 100\n",
    "\n",
    "print(word_freq_percentage)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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0.006982752601075343, 'walmart': 0.006982752601075343, 'stores': 0.006982752601075343, 'closing': 0.006982752601075343, 'russian': 0.006982752601075343, 'volcano': 0.006982752601075343, 'eruption': 0.006982752601075343, 'guilford': 0.006982752601075343, 'airplane': 0.006982752601075343, 'coach': 0.006982752601075343, 'mark': 0.006982752601075343, 'taylor': 0.006982752601075343, 'mystery': 0.006982752601075343, 'animals': 0.006982752601075343, 'california': 0.006982752601075343, 'wildflowers': 0.006982752601075343, 'superbloom': 0.006982752601075343, 'arcturus': 0.006982752601075343, 'covid': 0.006982752601075343, 'variant': 0.006982752601075343, 'jim': 0.006982752601075343, 'jordan': 0.006982752601075343, 'florida': 0.006982752601075343, 'flooding': 0.006982752601075343, 'chesterfield': 0.006982752601075343, 'polk': 0.006982752601075343, 'kodiak': 0.006982752601075343, 'enterprise': 0.006982752601075343, 'old': 0.006982752601075343, 'interview': 0.006982752601075343, 'instagram': 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0.006982752601075343, 'whisper': 0.006982752601075343, 'plugins': 0.006982752601075343, '注册': 0.006982752601075343, 'seed': 0.006982752601075343, 'v4': 0.006982752601075343, '翻译': 0.006982752601075343, 'niji': 0.006982752601075343, 'tutorial': 0.006982752601075343, 'responding': 0.006982752601075343, 'application': 0.006982752601075343, 'respond': 0.006982752601075343, 'hint': 0.006982752601075343, 'solver': 0.006982752601075343, 'answer': 0.006982752601075343, 'cowordle': 0.006982752601075343, 'contexto': 0.006982752601075343, 'trice': 0.006982752601075343, 'unlimited': 0.006982752601075343, 'mashable': 0.006982752601075343, 'student': 0.006982752601075343, 'loan': 0.006982752601075343, 'forgiveness': 0.006982752601075343, 'lauren': 0.006982752601075343, 'send': 0.006982752601075343, 'loldle': 0.006982752601075343, 'calcle': 0.006982752601075343, 'eldrow': 0.006982752601075343, 'powerlanguage': 0.006982752601075343, 'co': 0.006982752601075343, 'uk': 0.006982752601075343, 'greenbot': 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0.006982752601075343, 'attack': 0.006982752601075343, 'mev': 0.006982752601075343, 'edgenuity': 0.006982752601075343, 'quilbot': 0.006982752601075343, 'interoperability': 0.006982752601075343, 'weakness': 0.006982752601075343, 'computing': 0.006982752601075343, 'rocket': 0.006982752601075343, 'royale': 0.006982752601075343, 'fm': 0.006982752601075343, 'bit': 0.006982752601075343, 'yggdrasil': 0.006982752601075343, 'welcome': 0.006982752601075343, 'owns': 0.006982752601075343, 'land': 0.006982752601075343, 'sea': 0.006982752601075343, 'dymo': 0.006982752601075343, 'label': 0.006982752601075343, 'lethal': 0.006982752601075343, 'comp': 0.006982752601075343, 'cams': 0.006982752601075343, 'assign': 0.006982752601075343, 'soul': 0.006982752601075343, 'ffmpeg': 0.006982752601075343, 'slash': 0.006982752601075343, 'pycord': 0.006982752601075343, 'f': 0.006982752601075343, 'string': 0.006982752601075343, 'gallery': 0.006982752601075343, 'nightcafe': 0.006982752601075343, 'robot': 0.006982752601075343, 'apollo': 0.006982752601075343, 'allow': 0.006982752601075343, 'chatfai': 0.006982752601075343, 'picso': 0.006982752601075343, 'break': 0.006982752601075343, 'botify': 0.006982752601075343, 'remover': 0.006982752601075343, 'crushon': 0.006982752601075343, 'starryai': 0.006982752601075343, 'graphic': 0.006982752601075343, 'iced': 0.006982752601075343, 'have': 0.006982752601075343, 'caffeine': 0.006982752601075343, 'hi': 0.006982752601075343, 'fi': 0.006982752601075343, 'rush': 0.006982752601075343, 'eclair': 0.006982752601075343, 'coffee': 0.006982752601075343, 'strawberry': 0.006982752601075343, 'horchata': 0.006982752601075343, 'dutch': 0.006982752601075343, 'bros': 0.006982752601075343, 'naan': 0.006982752601075343, 'boti': 0.006982752601075343, 'shai': 0.006982752601075343, 'epice': 0.006982752601075343, 'drawing': 0.006982752601075343, 'silly': 0.006982752601075343, 'tavernai': 0.006982752601075343, 'movie': 0.006982752601075343, 'myth': 0.006982752601075343, 'pdf': 0.006982752601075343, 'pygmalionai': 0.006982752601075343, 'pics': 0.006982752601075343, 'sfw': 0.006982752601075343, 'snoo': 0.006982752601075343, 'learn': 0.006982752601075343, 'such': 0.006982752601075343, 'poet': 0.006982752601075343, 'iroquois': 0.006982752601075343, 'confederacy': 0.006982752601075343, 'founder': 0.006982752601075343, 'study': 0.006982752601075343, 'riddles': 0.006982752601075343}\n"
     ]
    }
   ],
   "source": [
    "sorted_word_freq_percentage = dict(sorted(word_freq_percentage.items(), key=lambda item: item[1], reverse=True))\n",
    "print(sorted_word_freq_percentage)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Certainly, let's break down the provided code line by line and explain how the `sorted()` function works with the `lambda` function:\n",
    "\n",
    "```python\n",
    "word_freq = {\"apple\": 5, \"banana\": 2, \"cherry\": 8, \"date\": 3, \"fig\": 1}\n",
    "\n",
    "```\n",
    "\n",
    "In this line, you've defined a dictionary named `word_freq` with keys representing words and values representing their frequencies.\n",
    "\n",
    "```python\n",
    "sorted_word_freq = dict(sorted(word_freq.items(), key=lambda item: item[1], reverse=True))\n",
    "\n",
    "```\n",
    "\n",
    "1. `word_freq.items()` returns a view of the dictionary's (key, value) pairs. It's an iterable that looks like `dict_items([('apple', 5), ('banana', 2), ('cherry', 8), ('date', 3), ('fig', 1)])`.\n",
    "2. The `sorted()` function takes this iterable of (key, value) pairs and sorts them based on the values (`item[1]`) using the `key` parameter.\n",
    "3. **The `key` parameter specifies how the sorting should be done. Here, we're using a `lambda` function: `lambda item: item[1]`. This lambda function takes an (key, value) pair and returns the value (`item[1]`) which will be used for sorting. In other words, it's saying \"sort based on the values of the dictionary\".**\n",
    "4. The `reverse=True` parameter tells the `sorted()` function to sort in descending order.\n",
    "5. The result of the `sorted()` function is a sorted list of (key, value) pairs. The highest values (frequencies) come first due to the `reverse=True`.\n",
    "6. Finally, the `dict()` constructor is used to convert the sorted list of (key, value) pairs back into a dictionary. This dictionary is assigned to the variable `sorted_word_freq`.\n",
    "\n",
    "```python\n",
    "print(sorted_word_freq)  # Output: {'cherry': 8, 'apple': 5, 'date': 3, 'banana': 2, 'fig': 1}\n",
    "\n",
    "```\n",
    "\n",
    "This line prints the sorted dictionary, where the words are sorted based on their frequencies in descending order. The output shows the words with their corresponding frequencies.\n",
    "\n",
    "In summary, the provided code sorts a dictionary by its values (frequencies) in descending order using the `sorted()` function and a `lambda` function as the sorting key. It then converts the sorted list of (key, value) pairs back into a dictionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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0.006982752601075343, 'csv': 0.006982752601075343, 'pip': 0.006982752601075343, 'dataclass': 0.006982752601075343, 'colt': 0.006982752601075343, 'inch': 0.006982752601075343, 'poetry': 0.006982752601075343, 'replit': 0.006982752601075343, 'dotenv': 0.006982752601075343, 'compiler': 0.006982752601075343, 'sapphire': 0.006982752601075343, 'poketwo': 0.006982752601075343, 'dinobot': 0.006982752601075343, 'tickets': 0.006982752601075343, 'tatsumaki': 0.006982752601075343, 'bloxlink': 0.006982752601075343, 'creepy': 0.006982752601075343, 'quil': 0.006982752601075343, 'shuro': 0.006982752601075343, 'chi': 0.006982752601075343, 'wish': 0.006982752601075343, 'wall': 0.006982752601075343, 'sharing': 0.006982752601075343, 'tacoma': 0.006982752601075343, 'washington': 0.006982752601075343, 'mötley': 0.006982752601075343, 'crüe': 0.006982752601075343, 'guitarist': 0.006982752601075343, 'mick': 0.006982752601075343, 'mars': 0.006982752601075343, 'jeep': 0.006982752601075343, 'chicago': 0.006982752601075343, 'walmart': 0.006982752601075343, 'stores': 0.006982752601075343, 'closing': 0.006982752601075343, 'russian': 0.006982752601075343, 'volcano': 0.006982752601075343, 'eruption': 0.006982752601075343, 'guilford': 0.006982752601075343, 'airplane': 0.006982752601075343, 'coach': 0.006982752601075343, 'mark': 0.006982752601075343, 'taylor': 0.006982752601075343, 'mystery': 0.006982752601075343, 'animals': 0.006982752601075343, 'california': 0.006982752601075343, 'wildflowers': 0.006982752601075343, 'superbloom': 0.006982752601075343, 'arcturus': 0.006982752601075343, 'covid': 0.006982752601075343, 'variant': 0.006982752601075343, 'jim': 0.006982752601075343, 'jordan': 0.006982752601075343, 'florida': 0.006982752601075343, 'flooding': 0.006982752601075343, 'chesterfield': 0.006982752601075343, 'polk': 0.006982752601075343, 'kodiak': 0.006982752601075343, 'enterprise': 0.006982752601075343, 'old': 0.006982752601075343, 'interview': 0.006982752601075343, 'instagram': 0.006982752601075343, 'notes': 0.006982752601075343, 'rutgers': 0.006982752601075343, 'faculty': 0.006982752601075343, 'strike': 0.006982752601075343, 'warning': 0.006982752601075343, 'public': 0.006982752601075343, 'knight': 0.006982752601075343, 'seven': 0.006982752601075343, 'kingdoms': 0.006982752601075343, 'hbo': 0.006982752601075343, 'justin': 0.006982752601075343, 'pearson': 0.006982752601075343, 'psilocybin': 0.006982752601075343, 'honoree': 0.006982752601075343, 'jan': 0.006982752601075343, '16': 0.006982752601075343, 'problems': 0.006982752601075343, 'unreturned': 0.006982752601075343, 'tennis': 0.006982752601075343, 'serve': 0.006982752601075343, 'sends': 0.006982752601075343, 'incessant': 0.006982752601075343, 'messages': 0.006982752601075343, 'psilo': 0.006982752601075343, 'employer': 0.006982752601075343, 'labeled': 0.006982752601075343, 'goes': 0.006982752601075343, 'c': 0.006982752601075343, 'cai': 0.006982752601075343, 'sia': 0.006982752601075343, 'sashimi': 0.006982752601075343, 'whisper': 0.006982752601075343, 'plugins': 0.006982752601075343, '注册': 0.006982752601075343, 'seed': 0.006982752601075343, 'v4': 0.006982752601075343, '翻译': 0.006982752601075343, 'niji': 0.006982752601075343, 'tutorial': 0.006982752601075343, 'responding': 0.006982752601075343, 'application': 0.006982752601075343, 'respond': 0.006982752601075343, 'hint': 0.006982752601075343, 'solver': 0.006982752601075343, 'answer': 0.006982752601075343, 'cowordle': 0.006982752601075343, 'contexto': 0.006982752601075343, 'trice': 0.006982752601075343, 'unlimited': 0.006982752601075343, 'mashable': 0.006982752601075343, 'student': 0.006982752601075343, 'loan': 0.006982752601075343, 'forgiveness': 0.006982752601075343, 'lauren': 0.006982752601075343, 'send': 0.006982752601075343, 'loldle': 0.006982752601075343, 'calcle': 0.006982752601075343, 'eldrow': 0.006982752601075343, 'powerlanguage': 0.006982752601075343, 'co': 0.006982752601075343, 'uk': 0.006982752601075343, 'greenbot': 0.006982752601075343, 'jockey': 0.006982752601075343, 'karuta': 0.006982752601075343, 'larva': 0.006982752601075343, 'flies': 0.006982752601075343, 'botfly': 0.006982752601075343, 'bite': 0.006982752601075343, 'larvae': 0.006982752601075343, 'horse': 0.006982752601075343, 'eggs': 0.006982752601075343, 'skin': 0.006982752601075343, 'symptoms': 0.006982752601075343, 'location': 0.006982752601075343, 'deer': 0.006982752601075343, 'region': 0.006982752601075343, 'united': 0.006982752601075343, 'states': 0.006982752601075343, 'wolf': 0.006982752601075343, 'jiggers': 0.006982752601075343, 'flu': 0.006982752601075343, 'horsefly': 0.006982752601075343, 'sheep': 0.006982752601075343, 'nasal': 0.006982752601075343, 'knife': 0.006982752601075343, 'larve': 0.006982752601075343, 'extraction': 0.006982752601075343, 'pictures': 0.006982752601075343, 'humans': 0.006982752601075343, 'colorado': 0.006982752601075343, 'look': 0.006982752601075343, 'social': 0.006982752601075343, 'media': 0.006982752601075343, 'attack': 0.006982752601075343, 'mev': 0.006982752601075343, 'edgenuity': 0.006982752601075343, 'quilbot': 0.006982752601075343, 'interoperability': 0.006982752601075343, 'weakness': 0.006982752601075343, 'computing': 0.006982752601075343, 'rocket': 0.006982752601075343, 'royale': 0.006982752601075343, 'fm': 0.006982752601075343, 'bit': 0.006982752601075343, 'yggdrasil': 0.006982752601075343, 'welcome': 0.006982752601075343, 'owns': 0.006982752601075343, 'land': 0.006982752601075343, 'sea': 0.006982752601075343, 'dymo': 0.006982752601075343, 'label': 0.006982752601075343, 'lethal': 0.006982752601075343, 'comp': 0.006982752601075343, 'cams': 0.006982752601075343, 'assign': 0.006982752601075343, 'soul': 0.006982752601075343, 'ffmpeg': 0.006982752601075343, 'slash': 0.006982752601075343, 'pycord': 0.006982752601075343, 'f': 0.006982752601075343, 'string': 0.006982752601075343, 'gallery': 0.006982752601075343, 'nightcafe': 0.006982752601075343, 'robot': 0.006982752601075343, 'apollo': 0.006982752601075343, 'allow': 0.006982752601075343, 'chatfai': 0.006982752601075343, 'picso': 0.006982752601075343, 'break': 0.006982752601075343, 'botify': 0.006982752601075343, 'remover': 0.006982752601075343, 'crushon': 0.006982752601075343, 'starryai': 0.006982752601075343, 'graphic': 0.006982752601075343, 'iced': 0.006982752601075343, 'have': 0.006982752601075343, 'caffeine': 0.006982752601075343, 'hi': 0.006982752601075343, 'fi': 0.006982752601075343, 'rush': 0.006982752601075343, 'eclair': 0.006982752601075343, 'coffee': 0.006982752601075343, 'strawberry': 0.006982752601075343, 'horchata': 0.006982752601075343, 'dutch': 0.006982752601075343, 'bros': 0.006982752601075343, 'naan': 0.006982752601075343, 'boti': 0.006982752601075343, 'shai': 0.006982752601075343, 'epice': 0.006982752601075343, 'drawing': 0.006982752601075343, 'silly': 0.006982752601075343, 'tavernai': 0.006982752601075343, 'movie': 0.006982752601075343, 'myth': 0.006982752601075343, 'pdf': 0.006982752601075343, 'pygmalionai': 0.006982752601075343, 'pics': 0.006982752601075343, 'sfw': 0.006982752601075343, 'snoo': 0.006982752601075343, 'learn': 0.006982752601075343, 'such': 0.006982752601075343, 'poet': 0.006982752601075343, 'iroquois': 0.006982752601075343, 'confederacy': 0.006982752601075343, 'founder': 0.006982752601075343, 'study': 0.006982752601075343, 'riddles': 0.006982752601075343}\n"
     ]
    }
   ],
   "source": [
    "sorted_word_freq_percentage = {}\n",
    "sorted_items = sorted(word_freq_percentage.items(), key=lambda item: item[1], reverse=True)\n",
    "for key, value in sorted_items:\n",
    "    sorted_word_freq_percentage[key] = value\n",
    "print(sorted_word_freq_percentage)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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