analyzing_song_lyrics.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import ScalarFormatter\n",
    "from matplotlib.colors import to_rgb\n",
    "import seaborn as sns\n",
    "from langcodes import tag_is_valid, Language\n",
    "import os\n",
    "\n",
    "import fasttext\n",
    "# this module requires  stuff installed\n",
    "# sudo apt install -y --no-install-recommends g++ protobuf-compiler libprotobuf-dev\n",
    "import gcld3\n",
    "\n",
    "from wordcloud import WordCloud\n",
    "import spacy\n",
    "\n",
    "sns.set_theme()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Overview\n",
    "**Disclaimer:** The entire dataset has more than 8GB. I couldn't work with locally, so in this notebook we analyze a subset with 500000 data points, which is still pretty big. I did, however work with the full dataset on kaggle. For that you can check [this notebook](https://www.kaggle.com/code/carlosgdcj/song-lyrics) (I still ran into problems due to the size of the dataset btw).\n",
    "\n",
    "Our data has 8 columns: title, tag, artist, year, views, features, lyrics and id. Normally we would load all of them and drop the ones that aren't useful. This dataset however is pretty big, so we load only the interesting features and specify the correct data type to save some memory.\n",
    "\n",
    "The id column should not be relevant to any analysis as it shouldn't contain any meaningful information. The features column has data on other artist apart from the main one that contributed to the song. This is relevant information, but considering our analisys is mostly concerned with lyrics and this column takes significant amount of space (being a string), we'll drop that as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = os.path.join(\"data\", \"ds2_toy.csv\")\n",
    "df = pd.read_csv(data_path, usecols=[\"title\", \"artist\", \"year\", \"tag\", \"views\", \"lyrics\"], dtype={\"year\": np.int16, \"views\": np.int32})"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The lyrics column seems to contain a bunch of garbage, like tokens indicating the part of the song (`[Intro], [Chorus]`), metadata (`[Produced by...]`) and special characters like newlines(`\\n`). We'll have to deal with that during the preprocessing step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>tag</th>\n",
       "      <th>artist</th>\n",
       "      <th>year</th>\n",
       "      <th>views</th>\n",
       "      <th>lyrics</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Killa Cam</td>\n",
       "      <td>rap</td>\n",
       "      <td>Cam'ron</td>\n",
       "      <td>2004</td>\n",
       "      <td>173166</td>\n",
       "      <td>[Chorus: Opera Steve &amp; Cam'ron]\\nKilla Cam, Ki...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Can I Live</td>\n",
       "      <td>rap</td>\n",
       "      <td>JAY-Z</td>\n",
       "      <td>1996</td>\n",
       "      <td>468624</td>\n",
       "      <td>[Produced by Irv Gotti]\\n\\n[Intro]\\nYeah, hah,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Forgive Me Father</td>\n",
       "      <td>rap</td>\n",
       "      <td>Fabolous</td>\n",
       "      <td>2003</td>\n",
       "      <td>4743</td>\n",
       "      <td>Maybe cause I'm eatin\\nAnd these bastards fien...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Down and Out</td>\n",
       "      <td>rap</td>\n",
       "      <td>Cam'ron</td>\n",
       "      <td>2004</td>\n",
       "      <td>144404</td>\n",
       "      <td>[Produced by Kanye West and Brian Miller]\\n\\n[...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Fly In</td>\n",
       "      <td>rap</td>\n",
       "      <td>Lil Wayne</td>\n",
       "      <td>2005</td>\n",
       "      <td>78271</td>\n",
       "      <td>[Intro]\\nSo they ask me\\n\"Young boy\\nWhat you ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               title  tag     artist  year   views  \\\n",
       "0          Killa Cam  rap    Cam'ron  2004  173166   \n",
       "1         Can I Live  rap      JAY-Z  1996  468624   \n",
       "2  Forgive Me Father  rap   Fabolous  2003    4743   \n",
       "3       Down and Out  rap    Cam'ron  2004  144404   \n",
       "4             Fly In  rap  Lil Wayne  2005   78271   \n",
       "\n",
       "                                              lyrics  \n",
       "0  [Chorus: Opera Steve & Cam'ron]\\nKilla Cam, Ki...  \n",
       "1  [Produced by Irv Gotti]\\n\\n[Intro]\\nYeah, hah,...  \n",
       "2  Maybe cause I'm eatin\\nAnd these bastards fien...  \n",
       "3  [Produced by Kanye West and Brian Miller]\\n\\n[...  \n",
       "4  [Intro]\\nSo they ask me\\n\"Young boy\\nWhat you ...  "
      ]
     },
     "execution_count": 3,
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   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500000, 6)"
      ]
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     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 500000 entries, 0 to 499999\n",
      "Data columns (total 6 columns):\n",
      " #   Column  Non-Null Count   Dtype \n",
      "---  ------  --------------   ----- \n",
      " 0   title   499963 non-null  object\n",
      " 1   tag     500000 non-null  object\n",
      " 2   artist  500000 non-null  object\n",
      " 3   year    500000 non-null  int16 \n",
      " 4   views   500000 non-null  int32 \n",
      " 5   lyrics  499280 non-null  object\n",
      "dtypes: int16(1), int32(1), object(4)\n",
      "memory usage: 18.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Songs are classified in one of 6 genres: rap, rb, rock, pop, misc and country. Considering genius had an initial focus on rap music (discovered this during the analysis), we can expect that group to be heavily present."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['rap', 'rb', 'rock', 'pop', 'misc', 'country'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"tag\"].unique()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Preprocessing\n",
    "We start preprocessing by removing N.A. lyrics, as the number of N.A.s is a small percentage of all data, and the lyrics column is our main interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop N.A. lyrics\n",
    "df = df.dropna(subset=[\"lyrics\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also remove romanizations, identified by the artist being \"Genius Romanizations\" or by having (Romanized) in the title. Romanizations can be redundant information, as we could have multiple versions of the same song: [romanized](https://genius.com/Genius-romanizations-tk-from-ling-tosite-sigure-unravel-romanized-lyrics) and not [romanized](https://genius.com/Tk-from-unravel-lyrics). We may end up losing some pretty popular songs, but that's ok, since it's not our main focus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop romanizations\n",
    "df = df[df[\"artist\"] != \"Genius Romanizations\"]\n",
    "df = df[~df[\"title\"].str.contains(r'\\(?romanized\\)?', regex=True, na=False, case=False)]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data was collected in 2022, so any value greater than that is some sort of prediction. We remove those. We also deal with duplicated entries by checking the title, the artist and the year. This method may trigger some false positives, however it is good enough for our purposes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop values that make no sense\n",
    "df = df[df[\"year\"] < 2023]\n",
    "# remove duplicated entries\n",
    "df = df.drop_duplicates(subset=[\"title\", \"artist\", \"year\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To clean the lyrics we remove everything in square brackets when they are at the start of the line. We also substitute new line tokens with a whitespace, meaning we lose the structure of the composition. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Clean lyrics a bit (remove [Chorus], [Produced], [Intro])\n",
    "pattern = r'(?m)^\\[.*?\\]$'\n",
    "df[\"lyrics\"] = df[\"lyrics\"].str.replace(pattern, \"\", regex=True)\n",
    "pattern = r'\\n|\\n\\n'\n",
    "df[\"lyrics\"] = df[\"lyrics\"].str.replace(pattern, \" \", regex=True)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Songs uploaded to Genius don't pass through a strict verification process, so there can be basically anything. We use a simple heuristic to filter out everything that's too excessive: smaller than 100 characters and greater than 100000 characters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop songs that are too small or too big\n",
    "# normally too small are complete nonsense and too big are entire books\n",
    "df = df[df[\"lyrics\"].str.len().between(10 ** 2, 10 ** 5)]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Identifying song languages\n",
    "Working with multiple languages is complicated. As our data has no information regarding the language of each song, we can't reallly choose a langauge to work with.\n",
    "\n",
    "To deal with that we employ two models capable of identifying languages: gcld3 and fasttext. The library `langcodes` is a life saver when it comes to standardizing the output of the models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning : `load_model` does not return WordVectorModel or SupervisedModel any more, but a `FastText` object which is very similar.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5342 not identified lyrics using cld3\n",
      "7474 not identified lyrics using fasttext\n"
     ]
    }
   ],
   "source": [
    "# identify lyrics language\n",
    "gcld3_model = gcld3.NNetLanguageIdentifier(min_num_bytes=10, max_num_bytes=1000)\n",
    "fasttext_model = fasttext.load_model(os.path.join(\"data\", \"lid.176.bin\"))\n",
    "\n",
    "def sanitize_lang_token(token):\n",
    "    if not tag_is_valid(token):\n",
    "        print(f\"Found unknown language token: {token}\")\n",
    "        return np.nan\n",
    "    else:\n",
    "        # \"fil\" -> Filipino -> \"fil\"\n",
    "        # \"tl\" -> Filipino -> \"fil\"\n",
    "        lang_natural_name = Language.get(token).display_name('en')\n",
    "        return str(Language.find(lang_natural_name, \"en\"))\n",
    "\n",
    "def identify_language(text, method):\n",
    "    if method == \"cld3\":\n",
    "        res = gcld3_model.FindLanguage(text=text)\n",
    "        return sanitize_lang_token(res.language) if res.is_reliable else np.nan\n",
    "    elif method == \"ft\":\n",
    "        res = fasttext_model.predict(text)\n",
    "        return sanitize_lang_token(res[0][0].removeprefix(\"__label__\")) if res[1][0] >= 0.5 else np.nan\n",
    "\n",
    "df[\"language_cld3\"] = df[\"lyrics\"].apply(identify_language, args=(\"cld3\", ))\n",
    "print(f'{len(df[df[\"language_cld3\"].isna()])} not identified lyrics using cld3')\n",
    "df[\"language_ft\"] = df[\"lyrics\"].apply(identify_language, args=(\"ft\", ))\n",
    "print(f'{len(df[df[\"language_ft\"].isna()])} not identified lyrics using fasttext')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>tag</th>\n",
       "      <th>artist</th>\n",
       "      <th>year</th>\n",
       "      <th>views</th>\n",
       "      <th>lyrics</th>\n",
       "      <th>language_cld3</th>\n",
       "      <th>language_ft</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Killa Cam</td>\n",
       "      <td>rap</td>\n",
       "      <td>Cam'ron</td>\n",
       "      <td>2004</td>\n",
       "      <td>173166</td>\n",
       "      <td>Killa Cam, Killa Cam, Cam Killa Cam, Killa Ca...</td>\n",
       "      <td>en</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Can I Live</td>\n",
       "      <td>rap</td>\n",
       "      <td>JAY-Z</td>\n",
       "      <td>1996</td>\n",
       "      <td>468624</td>\n",
       "      <td>Yeah, hah, yeah, Roc-A-Fella We invite you ...</td>\n",
       "      <td>en</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Forgive Me Father</td>\n",
       "      <td>rap</td>\n",
       "      <td>Fabolous</td>\n",
       "      <td>2003</td>\n",
       "      <td>4743</td>\n",
       "      <td>Maybe cause I'm eatin And these bastards fiend...</td>\n",
       "      <td>en</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Down and Out</td>\n",
       "      <td>rap</td>\n",
       "      <td>Cam'ron</td>\n",
       "      <td>2004</td>\n",
       "      <td>144404</td>\n",
       "      <td>Ugh, Killa! Baby! Kanye, this that 1970s He...</td>\n",
       "      <td>en</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Fly In</td>\n",
       "      <td>rap</td>\n",
       "      <td>Lil Wayne</td>\n",
       "      <td>2005</td>\n",
       "      <td>78271</td>\n",
       "      <td>So they ask me \"Young boy What you gon' do th...</td>\n",
       "      <td>en</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               title  tag     artist  year   views  \\\n",
       "0          Killa Cam  rap    Cam'ron  2004  173166   \n",
       "1         Can I Live  rap      JAY-Z  1996  468624   \n",
       "2  Forgive Me Father  rap   Fabolous  2003    4743   \n",
       "3       Down and Out  rap    Cam'ron  2004  144404   \n",
       "4             Fly In  rap  Lil Wayne  2005   78271   \n",
       "\n",
       "                                              lyrics language_cld3 language_ft  \n",
       "0   Killa Cam, Killa Cam, Cam Killa Cam, Killa Ca...            en          en  \n",
       "1     Yeah, hah, yeah, Roc-A-Fella We invite you ...            en          en  \n",
       "2  Maybe cause I'm eatin And these bastards fiend...            en          en  \n",
       "3     Ugh, Killa! Baby! Kanye, this that 1970s He...            en          en  \n",
       "4   So they ask me \"Young boy What you gon' do th...            en          en  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
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    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>tag</th>\n",
       "      <th>artist</th>\n",
       "      <th>year</th>\n",
       "      <th>views</th>\n",
       "      <th>lyrics</th>\n",
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       "      <th>language_ft</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Combination Pizza Hut and Taco Bell</td>\n",
       "      <td>rap</td>\n",
       "      <td>Das Racist</td>\n",
       "      <td>2008</td>\n",
       "      <td>71968</td>\n",
       "      <td>Ha Ha-ha Ha Ha-ha Ha Ha Ha Ha   I'm at the Pi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>Watagatapitusberry Remix</td>\n",
       "      <td>rap</td>\n",
       "      <td>Pitbull</td>\n",
       "      <td>2010</td>\n",
       "      <td>23034</td>\n",
       "      <td>Black Point (Goddam!) El Cata Sensato del P...</td>\n",
       "      <td>es</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1359</th>\n",
       "      <td>Im Paris Hilton</td>\n",
       "      <td>rap</td>\n",
       "      <td>Lil B</td>\n",
       "      <td>2010</td>\n",
       "      <td>20376</td>\n",
       "      <td>Ohmigod, ohmigod, ohmigod, Based God, you cam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1558</th>\n",
       "      <td>I Wanna Be Sedated</td>\n",
       "      <td>rock</td>\n",
       "      <td>Ramones</td>\n",
       "      <td>1978</td>\n",
       "      <td>90801</td>\n",
       "      <td>Twenty-twenty-twenty four hours to go I wanna...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1652</th>\n",
       "      <td>The Reed Beshno as Ney.. from Masnavi</td>\n",
       "      <td>rap</td>\n",
       "      <td>Rumi</td>\n",
       "      <td>2010</td>\n",
       "      <td>8303</td>\n",
       "      <td>Beshno az ney chon hekaayat mikonad Az jodaaye...</td>\n",
       "      <td>so</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2605</th>\n",
       "      <td>Ride On Me</td>\n",
       "      <td>rap</td>\n",
       "      <td>Blade Icewood</td>\n",
       "      <td>2005</td>\n",
       "      <td>8581</td>\n",
       "      <td>Uh, Yea Heard These Niggas Wanted To Holla At...</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2998</th>\n",
       "      <td>Hood Politics</td>\n",
       "      <td>rap</td>\n",
       "      <td>Jeezy</td>\n",
       "      <td>2010</td>\n",
       "      <td>5728</td>\n",
       "      <td>Hood politics, yeah Hood politics, yeah Hood p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3048</th>\n",
       "      <td>Sit Down People</td>\n",
       "      <td>rap</td>\n",
       "      <td>Das Racist</td>\n",
       "      <td>2010</td>\n",
       "      <td>2405</td>\n",
       "      <td>Robert Mugabe! (Sit down, man...) Carlos Menci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3828</th>\n",
       "      <td>Aggressive アグレッシ部</td>\n",
       "      <td>rap</td>\n",
       "      <td>KREVA</td>\n",
       "      <td>2011</td>\n",
       "      <td>4404</td>\n",
       "      <td>(see below for Romaji and Kanji because it obv...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4203</th>\n",
       "      <td>I Get It In</td>\n",
       "      <td>rap</td>\n",
       "      <td>Chaos CServa</td>\n",
       "      <td>2011</td>\n",
       "      <td>80</td>\n",
       "      <td>GROD NIGGAS, MAN YA'LL NIGGAS SEE US SHININ M...</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      title   tag         artist  year  views  \\\n",
       "137     Combination Pizza Hut and Taco Bell   rap     Das Racist  2008  71968   \n",
       "357                Watagatapitusberry Remix   rap        Pitbull  2010  23034   \n",
       "1359                        Im Paris Hilton   rap          Lil B  2010  20376   \n",
       "1558                     I Wanna Be Sedated  rock        Ramones  1978  90801   \n",
       "1652  The Reed Beshno as Ney.. from Masnavi   rap           Rumi  2010   8303   \n",
       "2605                             Ride On Me   rap  Blade Icewood  2005   8581   \n",
       "2998                          Hood Politics   rap          Jeezy  2010   5728   \n",
       "3048                        Sit Down People   rap     Das Racist  2010   2405   \n",
       "3828                      Aggressive アグレッシ部   rap          KREVA  2011   4404   \n",
       "4203                            I Get It In   rap   Chaos CServa  2011     80   \n",
       "\n",
       "                                                 lyrics language_cld3  \\\n",
       "137    Ha Ha-ha Ha Ha-ha Ha Ha Ha Ha   I'm at the Pi...           NaN   \n",
       "357      Black Point (Goddam!) El Cata Sensato del P...            es   \n",
       "1359   Ohmigod, ohmigod, ohmigod, Based God, you cam...           NaN   \n",
       "1558   Twenty-twenty-twenty four hours to go I wanna...           NaN   \n",
       "1652  Beshno az ney chon hekaayat mikonad Az jodaaye...            so   \n",
       "2605   Uh, Yea Heard These Niggas Wanted To Holla At...            en   \n",
       "2998  Hood politics, yeah Hood politics, yeah Hood p...           NaN   \n",
       "3048  Robert Mugabe! (Sit down, man...) Carlos Menci...           NaN   \n",
       "3828  (see below for Romaji and Kanji because it obv...           NaN   \n",
       "4203   GROD NIGGAS, MAN YA'LL NIGGAS SEE US SHININ M...            en   \n",
       "\n",
       "     language_ft  \n",
       "137           en  \n",
       "357          NaN  \n",
       "1359          en  \n",
       "1558          en  \n",
       "1652         NaN  \n",
       "2605         NaN  \n",
       "2998          en  \n",
       "3048          en  \n",
       "3828          en  \n",
       "4203         NaN  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The cases where fasttext is unsure seem to make more sense but not always\n",
    "df[(df[\"language_ft\"].isna() ^ df[\"language_cld3\"].isna())].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>tag</th>\n",
       "      <th>artist</th>\n",
       "      <th>year</th>\n",
       "      <th>views</th>\n",
       "      <th>lyrics</th>\n",
       "      <th>language_cld3</th>\n",
       "      <th>language_ft</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>Voila</td>\n",
       "      <td>pop</td>\n",
       "      <td>Radio Killer</td>\n",
       "      <td>2009</td>\n",
       "      <td>1567</td>\n",
       "      <td>Voila, la la la c'est la Voila, la la la c'est...</td>\n",
       "      <td>en</td>\n",
       "      <td>fr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3687</th>\n",
       "      <td>Shadows of Tomorrow</td>\n",
       "      <td>rap</td>\n",
       "      <td>Madvillain</td>\n",
       "      <td>2004</td>\n",
       "      <td>125498</td>\n",
       "      <td>\"誰砍倒了櫻桃樹\"   Today is the shadow of tomorrow...</td>\n",
       "      <td>ja</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14428</th>\n",
       "      <td>Break It Up</td>\n",
       "      <td>rap</td>\n",
       "      <td>Cypress Hill</td>\n",
       "      <td>1991</td>\n",
       "      <td>1021</td>\n",
       "      <td>Break it up Cypress Hill, break it up Cypress...</td>\n",
       "      <td>fy</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15561</th>\n",
       "      <td>Long Island Wildin</td>\n",
       "      <td>rap</td>\n",
       "      <td>De La Soul</td>\n",
       "      <td>1993</td>\n",
       "      <td>3538</td>\n",
       "      <td>I'm getting the groove now, so like I'm givin...</td>\n",
       "      <td>ja</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15616</th>\n",
       "      <td>Hsubakcits</td>\n",
       "      <td>rap</td>\n",
       "      <td>De La Soul</td>\n",
       "      <td>2011</td>\n",
       "      <td>30</td>\n",
       "      <td>Artist: De La Soul Album:  Breakadawn 12\" Song...</td>\n",
       "      <td>fy</td>\n",
       "      <td>ceb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15620</th>\n",
       "      <td>Stickabush</td>\n",
       "      <td>rap</td>\n",
       "      <td>De La Soul</td>\n",
       "      <td>2011</td>\n",
       "      <td>233</td>\n",
       "      <td>Artist: De La Soul Album:  Breakadawn 12\" Song...</td>\n",
       "      <td>fy</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15621</th>\n",
       "      <td>The Dawn Brings Smoke</td>\n",
       "      <td>rap</td>\n",
       "      <td>De La Soul</td>\n",
       "      <td>2011</td>\n",
       "      <td>97</td>\n",
       "      <td>Artist: De La Soul Album:  Breakadawn 12\" Song...</td>\n",
       "      <td>fy</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26653</th>\n",
       "      <td>Who U Wit?</td>\n",
       "      <td>rap</td>\n",
       "      <td>Lil Jon &amp; The East Side Boyz</td>\n",
       "      <td>1997</td>\n",
       "      <td>15261</td>\n",
       "      <td>Alright, baby Hi, ight, ight, ight, ight, igh...</td>\n",
       "      <td>pl</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27679</th>\n",
       "      <td>Shrooms</td>\n",
       "      <td>rap</td>\n",
       "      <td>The Lonely Island</td>\n",
       "      <td>2009</td>\n",
       "      <td>1527</td>\n",
       "      <td>I'm on shrooms! (Yay!) I'm on shrooms! (Yay!) ...</td>\n",
       "      <td>et</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28173</th>\n",
       "      <td>What It Is</td>\n",
       "      <td>rap</td>\n",
       "      <td>m-flo</td>\n",
       "      <td>2001</td>\n",
       "      <td>307</td>\n",
       "      <td>Hook: Lisa It makes me blue, how you talkin' s...</td>\n",
       "      <td>ja</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30006</th>\n",
       "      <td>CROSS OVER</td>\n",
       "      <td>rap</td>\n",
       "      <td>(Namie Amuro)</td>\n",
       "      <td>2000</td>\n",
       "      <td>296</td>\n",
       "      <td>(Verse 1) Cross over kousaten tomadoi mo naku...</td>\n",
       "      <td>ja</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31367</th>\n",
       "      <td>Booyaka 619</td>\n",
       "      <td>rap</td>\n",
       "      <td>Jim Johnston</td>\n",
       "      <td>2005</td>\n",
       "      <td>18991</td>\n",
       "      <td>What you gonna do when we come for you? Córre...</td>\n",
       "      <td>es</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33458</th>\n",
       "      <td>Testing</td>\n",
       "      <td>rap</td>\n",
       "      <td>The Nonce</td>\n",
       "      <td>1995</td>\n",
       "      <td>88</td>\n",
       "      <td>(Yo, what's up y'all, yo, yo turn that mic up)...</td>\n",
       "      <td>ht</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34291</th>\n",
       "      <td>Dos Cosas Ciertas</td>\n",
       "      <td>rap</td>\n",
       "      <td>Ozomatli</td>\n",
       "      <td>2011</td>\n",
       "      <td>324</td>\n",
       "      <td>En la vida hay dos cosas ciertas Son la muerte...</td>\n",
       "      <td>en</td>\n",
       "      <td>es</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38929</th>\n",
       "      <td>Ganja Ganja</td>\n",
       "      <td>rap</td>\n",
       "      <td>Guerrillafinga</td>\n",
       "      <td>2011</td>\n",
       "      <td>8503</td>\n",
       "      <td>I'm gonna smoke'a de ganja until I go blind Yo...</td>\n",
       "      <td>da</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43546</th>\n",
       "      <td>Cant Stay Away Outro</td>\n",
       "      <td>rap</td>\n",
       "      <td>Too $hort</td>\n",
       "      <td>1999</td>\n",
       "      <td>90</td>\n",
       "      <td>I can't stay away.. I can't stay away.. I can...</td>\n",
       "      <td>ga</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44556</th>\n",
       "      <td>Bamboo Banga</td>\n",
       "      <td>rap</td>\n",
       "      <td>M.I.A.</td>\n",
       "      <td>2007</td>\n",
       "      <td>24157</td>\n",
       "      <td>Road runner, road runner Going hundred miles ...</td>\n",
       "      <td>ig</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47932</th>\n",
       "      <td>The Anthem</td>\n",
       "      <td>rap</td>\n",
       "      <td>Pitbull</td>\n",
       "      <td>2007</td>\n",
       "      <td>18873</td>\n",
       "      <td>Everybody knows this right here Your mother, ...</td>\n",
       "      <td>en</td>\n",
       "      <td>es</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48495</th>\n",
       "      <td>First Roll</td>\n",
       "      <td>rap</td>\n",
       "      <td>Domo Genesis</td>\n",
       "      <td>2010</td>\n",
       "      <td>1466</td>\n",
       "      <td>Where the fuck this nigga at? Tell this nigga ...</td>\n",
       "      <td>sn</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51288</th>\n",
       "      <td>Du kjenner ikke meg</td>\n",
       "      <td>rap</td>\n",
       "      <td>PaDDe</td>\n",
       "      <td>2011</td>\n",
       "      <td>272</td>\n",
       "      <td>Ref  Du kjenner ikkje meg å eg kjenner ikkje d...</td>\n",
       "      <td>no</td>\n",
       "      <td>nn</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       title  tag                        artist  year   views  \\\n",
       "1216                   Voila  pop                  Radio Killer  2009    1567   \n",
       "3687     Shadows of Tomorrow  rap                    Madvillain  2004  125498   \n",
       "14428            Break It Up  rap                  Cypress Hill  1991    1021   \n",
       "15561     Long Island Wildin  rap                    De La Soul  1993    3538   \n",
       "15616             Hsubakcits  rap                    De La Soul  2011      30   \n",
       "15620             Stickabush  rap                    De La Soul  2011     233   \n",
       "15621  The Dawn Brings Smoke  rap                    De La Soul  2011      97   \n",
       "26653             Who U Wit?  rap  Lil Jon & The East Side Boyz  1997   15261   \n",
       "27679                Shrooms  rap             The Lonely Island  2009    1527   \n",
       "28173             What It Is  rap                         m-flo  2001     307   \n",
       "30006             CROSS OVER  rap                 (Namie Amuro)  2000     296   \n",
       "31367            Booyaka 619  rap                  Jim Johnston  2005   18991   \n",
       "33458                Testing  rap                     The Nonce  1995      88   \n",
       "34291      Dos Cosas Ciertas  rap                      Ozomatli  2011     324   \n",
       "38929            Ganja Ganja  rap                Guerrillafinga  2011    8503   \n",
       "43546   Cant Stay Away Outro  rap                     Too $hort  1999      90   \n",
       "44556           Bamboo Banga  rap                        M.I.A.  2007   24157   \n",
       "47932             The Anthem  rap                       Pitbull  2007   18873   \n",
       "48495             First Roll  rap                  Domo Genesis  2010    1466   \n",
       "51288    Du kjenner ikke meg  rap                         PaDDe  2011     272   \n",
       "\n",
       "                                                  lyrics language_cld3  \\\n",
       "1216   Voila, la la la c'est la Voila, la la la c'est...            en   \n",
       "3687      \"誰砍倒了櫻桃樹\"   Today is the shadow of tomorrow...            ja   \n",
       "14428   Break it up Cypress Hill, break it up Cypress...            fy   \n",
       "15561   I'm getting the groove now, so like I'm givin...            ja   \n",
       "15616  Artist: De La Soul Album:  Breakadawn 12\" Song...            fy   \n",
       "15620  Artist: De La Soul Album:  Breakadawn 12\" Song...            fy   \n",
       "15621  Artist: De La Soul Album:  Breakadawn 12\" Song...            fy   \n",
       "26653   Alright, baby Hi, ight, ight, ight, ight, igh...            pl   \n",
       "27679  I'm on shrooms! (Yay!) I'm on shrooms! (Yay!) ...            et   \n",
       "28173  Hook: Lisa It makes me blue, how you talkin' s...            ja   \n",
       "30006   (Verse 1) Cross over kousaten tomadoi mo naku...            ja   \n",
       "31367   What you gonna do when we come for you? Córre...            es   \n",
       "33458  (Yo, what's up y'all, yo, yo turn that mic up)...            ht   \n",
       "34291  En la vida hay dos cosas ciertas Son la muerte...            en   \n",
       "38929  I'm gonna smoke'a de ganja until I go blind Yo...            da   \n",
       "43546   I can't stay away.. I can't stay away.. I can...            ga   \n",
       "44556   Road runner, road runner Going hundred miles ...            ig   \n",
       "47932   Everybody knows this right here Your mother, ...            en   \n",
       "48495  Where the fuck this nigga at? Tell this nigga ...            sn   \n",
       "51288  Ref  Du kjenner ikkje meg å eg kjenner ikkje d...            no   \n",
       "\n",
       "      language_ft  \n",
       "1216           fr  \n",
       "3687           en  \n",
       "14428          en  \n",
       "15561          en  \n",
       "15616         ceb  \n",
       "15620          en  \n",
       "15621          en  \n",
       "26653          en  \n",
       "27679          en  \n",
       "28173          en  \n",
       "30006          en  \n",
       "31367          en  \n",
       "33458          en  \n",
       "34291          es  \n",
       "38929          en  \n",
       "43546          en  \n",
       "44556          en  \n",
       "47932          es  \n",
       "48495          en  \n",
       "51288          nn  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Some discoradances\n",
    "df[(df[\"language_ft\"].notna()) & (df[\"language_cld3\"].notna()) & (df[\"language_ft\"] != df[\"language_cld3\"])].head(20)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Individually our models are easily tricked and [some examples](https://github.com/google/cld3/issues/69) may make you think they don't work at all. To atone for that we combine their results in a new feature called \"language\" that is set only if both of our models agree."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>137</th>\n",
       "      <td>Combination Pizza Hut and Taco Bell</td>\n",
       "      <td>rap</td>\n",
       "      <td>Das Racist</td>\n",
       "      <td>2008</td>\n",
       "      <td>71968</td>\n",
       "      <td>Ha Ha-ha Ha Ha-ha Ha Ha Ha Ha   I'm at the Pi...</td>\n",
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       "      <th>357</th>\n",
       "      <td>Watagatapitusberry Remix</td>\n",
       "      <td>rap</td>\n",
       "      <td>Pitbull</td>\n",
       "      <td>2010</td>\n",
       "      <td>23034</td>\n",
       "      <td>Black Point (Goddam!) El Cata Sensato del P...</td>\n",
       "      <td>es</td>\n",
       "      <td>NaN</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>Voila</td>\n",
       "      <td>pop</td>\n",
       "      <td>Radio Killer</td>\n",
       "      <td>2009</td>\n",
       "      <td>1567</td>\n",
       "      <td>Voila, la la la c'est la Voila, la la la c'est...</td>\n",
       "      <td>en</td>\n",
       "      <td>fr</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1359</th>\n",
       "      <td>Im Paris Hilton</td>\n",
       "      <td>rap</td>\n",
       "      <td>Lil B</td>\n",
       "      <td>2010</td>\n",
       "      <td>20376</td>\n",
       "      <td>Ohmigod, ohmigod, ohmigod, Based God, you cam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1558</th>\n",
       "      <td>I Wanna Be Sedated</td>\n",
       "      <td>rock</td>\n",
       "      <td>Ramones</td>\n",
       "      <td>1978</td>\n",
       "      <td>90801</td>\n",
       "      <td>Twenty-twenty-twenty four hours to go I wanna...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499919</th>\n",
       "      <td>Pedi Ao Céu</td>\n",
       "      <td>pop</td>\n",
       "      <td>Almir Guineto</td>\n",
       "      <td>2015</td>\n",
       "      <td>36</td>\n",
       "      <td>C B7 Em PEDI AO CÉU, UM REMÉDIO QUE POSSA CURA...</td>\n",
       "      <td>pt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499942</th>\n",
       "      <td>Egregor</td>\n",
       "      <td>pop</td>\n",
       "      <td>Alogia</td>\n",
       "      <td>2015</td>\n",
       "      <td>17</td>\n",
       "      <td>Dok guta me mrak Brojim sate da prodje me pani...</td>\n",
       "      <td>bs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499946</th>\n",
       "      <td>It Never Rains in Southern Califonia</td>\n",
       "      <td>pop</td>\n",
       "      <td>Albert Hammond</td>\n",
       "      <td>2015</td>\n",
       "      <td>74</td>\n",
       "      <td>Look at me I'm a train on a track I'm a train ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499974</th>\n",
       "      <td>Algo Me Gusta de Ti</td>\n",
       "      <td>pop</td>\n",
       "      <td>Wisin &amp; Yandel</td>\n",
       "      <td>2012</td>\n",
       "      <td>30285</td>\n",
       "      <td>WY Records (Oh-oh, oh, oh) Presenta Chris B...</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499976</th>\n",
       "      <td>Chanson DAmour</td>\n",
       "      <td>pop</td>\n",
       "      <td>Art And Dotty Todd</td>\n",
       "      <td>1958</td>\n",
       "      <td>279</td>\n",
       "      <td>(Wayne Shankl) Chanson d'amour, ra da da da da...</td>\n",
       "      <td>ha</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11714 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       title   tag              artist  year  \\\n",
       "137      Combination Pizza Hut and Taco Bell   rap          Das Racist  2008   \n",
       "357                 Watagatapitusberry Remix   rap             Pitbull  2010   \n",
       "1216                                   Voila   pop        Radio Killer  2009   \n",
       "1359                         Im Paris Hilton   rap               Lil B  2010   \n",
       "1558                      I Wanna Be Sedated  rock             Ramones  1978   \n",
       "...                                      ...   ...                 ...   ...   \n",
       "499919                           Pedi Ao Céu   pop       Almir Guineto  2015   \n",
       "499942                               Egregor   pop              Alogia  2015   \n",
       "499946  It Never Rains in Southern Califonia   pop      Albert Hammond  2015   \n",
       "499974                   Algo Me Gusta de Ti   pop      Wisin & Yandel  2012   \n",
       "499976                        Chanson DAmour   pop  Art And Dotty Todd  1958   \n",
       "\n",
       "        views                                             lyrics  \\\n",
       "137     71968   Ha Ha-ha Ha Ha-ha Ha Ha Ha Ha   I'm at the Pi...   \n",
       "357     23034     Black Point (Goddam!) El Cata Sensato del P...   \n",
       "1216     1567  Voila, la la la c'est la Voila, la la la c'est...   \n",
       "1359    20376   Ohmigod, ohmigod, ohmigod, Based God, you cam...   \n",
       "1558    90801   Twenty-twenty-twenty four hours to go I wanna...   \n",
       "...       ...                                                ...   \n",
       "499919     36  C B7 Em PEDI AO CÉU, UM REMÉDIO QUE POSSA CURA...   \n",
       "499942     17  Dok guta me mrak Brojim sate da prodje me pani...   \n",
       "499946     74  Look at me I'm a train on a track I'm a train ...   \n",
       "499974  30285     WY Records (Oh-oh, oh, oh) Presenta Chris B...   \n",
       "499976    279  (Wayne Shankl) Chanson d'amour, ra da da da da...   \n",
       "\n",
       "       language_cld3 language_ft language  \n",
       "137              NaN          en      NaN  \n",
       "357               es         NaN      NaN  \n",
       "1216              en          fr      NaN  \n",
       "1359             NaN          en      NaN  \n",
       "1558             NaN          en      NaN  \n",
       "...              ...         ...      ...  \n",
       "499919            pt         NaN      NaN  \n",
       "499942            bs         NaN      NaN  \n",
       "499946           NaN          en      NaN  \n",
       "499974            en         NaN      NaN  \n",
       "499976            ha         NaN      NaN  \n",
       "\n",
       "[11714 rows x 9 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def combine_func(token_ft, token_cld3):\n",
    "    if pd.notna(token_ft) and pd.notna(token_cld3):\n",
    "        return token_ft if token_ft == token_cld3 else np.nan\n",
    "    \n",
    "    return np.nan\n",
    "\n",
    "df[\"language\"] = df[\"language_ft\"].combine(df[\"language_cld3\"], combine_func, fill_value=np.nan)\n",
    "\n",
    "df[df[\"language\"].isna()]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization\n",
    "\n",
    "For starters lets check the distribution of lyrics lenghts in characters. Most of our stuff is between 1000 and 10000 characters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 4), dpi=80)\n",
    "sns.histplot(df[\"lyrics\"].str.len(), stat=\"percent\", log_scale=(True, False), bins=20)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we'll take a look at the songs distribution by views, release year and tags. Most of the songs have few views and were released in the last few years. The rap years of genius really show with rap being one of the most prevalent tags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(18, 12), dpi=100, layout=\"constrained\",)\n",
    "\n",
    "# Views distribution\n",
    "views_categories = pd.cut(df[\"views\"], bins=[0, 100, 500, 1000, 10 ** 4, 10 ** 5, 10 ** 6, 10 ** 9], include_lowest=True, right=False)\n",
    "views_categories = views_categories.sort_values().astype(str)\n",
    "views_bins = views_categories.unique()\n",
    "\n",
    "sns.histplot(views_categories, ax=ax[0][0])\n",
    "ax[0][0].set_title(\"By number of views\", fontsize=20)\n",
    "ax[0][0].xaxis.set_ticks(views_bins)\n",
    "ax[0][0].set_xticklabels([\"0-100\", \"100-500\", \"500-1k\", \"1k-10k\", \"10k-100k\", \"100k-1m\", \"1m-1b\"])\n",
    "for patch, color in zip(ax[0][0].patches, sns.color_palette(\"coolwarm\", n_colors=len(views_bins)).as_hex()):\n",
    "    patch.set_facecolor((*to_rgb(color), 0.5))\n",
    "\n",
    "\n",
    "# Years distribution\n",
    "years_categories = pd.cut(df.loc[df[\"year\"].notna(), \"year\"], bins=[0, 1900, 1925, 1950, 1975, 2000, 2023], include_lowest=True, right=False)\n",
    "years_categories = years_categories.sort_values().astype(str)\n",
    "years_bins = years_categories.unique()\n",
    "\n",
    "sns.histplot(years_categories, ax=ax[0][1])\n",
    "ax[0][1].set_title(\"By release year\", fontsize=20)\n",
    "ax[0][1].xaxis.set_ticks(years_bins)\n",
    "ax[0][1].set_xticklabels([\"0-1900\", \"1900-1925\", \"1925-1950\", \"1950-1975\", \"1975-2000\", \"2000-2023\"])\n",
    "for patch, color in zip(ax[0][1].patches, sns.color_palette(\"cubehelix\", n_colors=len(years_bins)).as_hex()):\n",
    "    patch.set_facecolor((*to_rgb(color), 0.5))\n",
    "\n",
    "# Tags distribution\n",
    "sns.histplot(x=\"tag\", hue=\"tag\", data=df, ax=ax[1][0])\n",
    "ax[1][0].set_title(\"By tag\", fontsize=20)\n",
    "ax[1][1].remove()\n",
    "fig.suptitle(\"Distribution of songs\", fontsize=30)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This following visualization tries to capture the presence of a language in the database with the number of songs and mean popularity of said songs. English is the most prevalent, not so closely followed (logarithmic axis) by languages like Spanish, German, French, Portuguese and some others. Most languages cluster somewhere in the middle, striking a nice balance of presence and popularity. Languages at the bottom right indicate a low number of really popular songs (or one song extremely popular dragging the average up a low)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fr8mTJ1vsL1u2rEqWLCkXFxddvXpVhw4dUnx8vPbv368333xTdevWtfkxzZw5U1988YXZPoPBoEceeUQlS5aUp6enwsPDdfjwYbOTEL/88otu3Lihb775hpRXAB4ajFYAgCzRtm1bzZ8/37R9+fJltW/fXs8++6xat26t+vXrZ1ne5GPHjunDDz80+8FYqVIljRkzRrVr1zYrGxoaqk8//VTLli0z7du6datmzZqlt99+2+o2Z82apbCwMLm5uWnw4MHq3r27PDw8zMocPHhQw4YNM826i42N1cSJE/X999+nWff06dPNgvdOTk56+eWX1a9fP4v8z3v37tXYsWN14sQJjRs3LkfSFE2aNMkieN+0aVMNGjRI1atXtyifmJ977dq1WrFiRar1RkRE6M033zQLYhcsWFAjRoxQq1atzH5URUdHa+nSpZoxY4ZpJvulS5c0bNgwLViwIEeeB1u9/vrriomJUYUKFTRixAiLS7bj4uK0aNEiTZkyxRQU3b9/v3755Rc999xzFvUlzrQ8cOCA2Wu3V69e6t27d6r9sDY9gTW8vb3Vrl07PfHEE6pXr16qqT3279+vGTNmaNeuXZIevBcSTwLZsjbCkiVLFBYWJkdHR/Xr1099+/a1CJCcOXNG7777rg4ePGjaN378eDVp0iTNNEvr16+3CN63bdtW77zzjkX+8QMHDujDDz/U0aNHtXjx4jRTHWWHZcuW6c6dO5KkNm3aaPjw4RZ9PHjwoD788EOzKwnGjRunOnXqqFy5cqnWnRvj6Zw5c3Tnzh0ZDAb17NlTgwYNsghOb9u2TR9++KEuXLgg6cFraMSIEVqzZo0KFSpkdVv2JDAwUO3bt1ezZs1UuXLlFIOtsbGx2rRpk6ZNm2aaeX/lyhWNHTtWM2bMsKm9CRMmKDIyUvnz59dbb72lTp06Wbz/MjK7v3fv3urQoYOkB7N6Dxw4YLovrSslko4XXl5eat++velKkVu3bum3334zpSFJz44dO8xOQDRt2jRbT+Z+/PHHio2Nlaenp4YNG2Yxgz4mJkb/+9//NHXqVNMJmJCQEI0YMUKLFi1KcSzq0aOHKYAvPXifWxvAT0hI0PLly03bzs7Oev755zP46LJGXvp8WLBggUXw/oUXXtAbb7xhcdXpyZMn9fHHH2v37t366quvcvzzwRYVK1ZUu3bt1LRp01TTrN27d0+rV6/WjBkzTDP1jxw5olmzZmnYsGFp1n/48GGz1FDSg9RZY8aMsfgcCg0N1cyZM7V06VL9/fffaV7lkJKVK1eaBe8dHBzUo0cP9e3bV8WKFTMrazQa9fvvv2v8+PGmk8M7duzQzJkzNXToUJvaBYDcYn/TuwAAD6UBAwZYBJRiY2P166+/6tVXX1W9evXUrl07jRo1SsuWLdPx48dTvaw2Pe+//75pFpwk1alTR0uWLLEINkkPZrl99NFHGj58uNn+r7/+2qZco2FhYfLw8NDChQvVv39/i+C9JFWvXl3fffed2YmKXbt2pXkZ/enTp83yqjs4OGj69OkaMmRIios31qlTRz/88INq1Kih6Ohoq2e6Z9Rff/1lkfd96NChmjt3borBe+nBY6hdu7ZGjRqlLVu2pBpAnj17tik4Jz0INP/www9q166dxYwoV1dX9e7dW19//bVZXuE9e/ZYBGHtRVhYmBo0aKClS5emmG/VyclJL730ksVrM7VUEiVKlFCJEiUsgpfe3t6m+1L6Z23+7PTUr19ff/75p0aPHq3HHnsszXpr1aql77//3iwf75UrV7R69Wqb2kwMznz++ecaOnRoirMbS5curW+//dYseHf+/Hnt3Lkz1Xrv37+vjz76yGzfgAEDNHXq1BQXD61Ro4YWL15smiGaGEzPKYnt9e3bV9OmTUuxj9WrV9fixYvNZjHGxsbqgw8+SLPu3BhPEx/PqFGjNGrUqBRnljdu3FjLli1T6dKlTftu376d4szOh0H//v21YcMGDRo0SFWrVk11prSzs7Natmypn376SZUqVTLtX79+vc3B9sjISBUoUECLFi3SCy+8kGJwNCMLoycdc5KPA2mNRck/C5Km0ZFk01ievKw1V5pkxp07d+Th4aH58+ere/fuFs+li4uLunfvrvnz55t9P9izZ4/+97//pVhn9erVVaVKFdP2X3/9lWZ6vqSCgoLMrlJp3rx5rp7YykufD2FhYRYny0aOHKkPP/wwxYVdy5cvr2+//VZPPvmkjEajXaWqSmr06NH6+eef1a9fvzTXSHF3d1fnzp31v//9z+x5W7JkiSIiItJs46OPPjK7KuSZZ57Rt99+m+JJZF9fX40dO1bvvPOOpAfPu7UuX76sDz/80LTt4uKir776SqNGjbII3ksPZuU3b95c//vf/8wWNJ43b16mUpQBQE4igA8AyBK+vr6aO3duioEl6UFu5hMnTmj58uUaM2aM2rdvr4YNG+qNN97Qpk2bzAJIadm5c6fZDFMvLy/NmDFD7u7uaR7Xr18/s9QLCQkJ+u6776xqM9HIkSNTDVonKlasmLp27WraNhqNpllmKVm8eLHZiYyuXbuqRYsWabbh5eWlqVOnprlAXlb5/PPPzba7deuml19+2erjvb29U/whHxERYTZ7UHoww7FUqVJp1levXj0NGTLEbN93332X4ZNB2cnb21szZsxI8WRPUj179jQLbB04cMDs8nV74evrm+77LCmDwaAxY8aoYMGCpn22rAuRaMCAAemmTfHy8tKAAQPM9qUVoFm9erVZDuBq1aqlO4Pcw8ND06dPT/fvmV2qVKliCnSkxt3dXdOmTTPr4969e1PN75+b42nz5s3Vs2fPNMv4+vrqk08+MQt2r1u3ziwFx8OiWLFiNqU3yZ8/v8aNG2faTkhIsDnAKT343CpfvrzNx+WE8uXLq169eqbtXbt26cyZM+kelzz3e4kSJfT4449nSx+TevPNN1WzZs00y9SsWdPiM2rBggWplu/Ro4fpti1rASQ/gfHCCy9YdVx2yUufDz/99JPZmjVNmjTRSy+9lGYbTk5OmjRpkl1fHVSiRAmbyhcrVsxskdyIiAiLqxKSOnjwoNnVOH5+fpowYUK6KWr69++vxx57zKa+zZs3z+x70siRI61a/6FgwYKaOnWqaTs+Pj7dq2QBwF4QwAcAZJmKFStq1apVVi8kd+fOHW3YsEGvv/66Wrdurd9++y3dY5Jebi49+PGb2kmD5JJfJrtmzRqrF7EqXLiw2WyxtCT/MXn06NEUyxmNRq1du9a07eDgoFdffdWqNgIDA9WmTRurymbU8ePHtW/fPtO2p6dnugFEa23cuNEsz3OtWrWszm3dq1cvs4D3hQsXtHfv3izpV1bq2rWrWXAiNU5OTmbBp7i4uDQX43uYuLu7m/2oPnDggE0nW9zc3NSnTx+ryjZr1sxsO7X3nST9/PPPZtuDBw+2KrharFgxde7c2ar+ZDVr+1ikSBGzk4jSg1QDKcmt8VSS3njjDavKVa1a1SytSGxsbIYC2Q+jqlWrqnjx4qbt/fv323R80aJF1a5du6zuVpZKPgs/aXqm1CTP/d61a9dsz/1eqFAhs2B7Wnr27Gk29p88eTLVk2ht2rQxuwLlp59+SndCw5UrV/Tnn3+atkuXLq0GDRpY1Td7Yq+fD2vWrDHbHjhwoFVt5M+f3+rXyMPiiSeeMFuXIq0xKPnz1rNnT+XLl8+qdqx9jqUHa6L89NNPpu2AgACbrsCpXr262ZVqaZ2UAAB7QgAfAJClfH19NW7cOP322296++23VaVKFat+WJ8/f16DBg3SuHHj0vwBlzxQa0twoly5cmaXq0dHR+vw4cNWHfvYY49ZvdBV8oV7ky6cldSZM2fMLrWuWbOmihQpYlUbktSyZUury2ZE8hlqbdq0STGtT0Yk/zu2bdvW6mOdnJwsTl7YYwA/ecAgLUnThEgymx3+MIiOjlZoaKguX76sS5cumf1LmlIqMjJS165ds7remjVrWr1wZ/Hixc1mgKb2HMbGxprlQy5QoIBNs/9sea1mlfz589s0w9ja90dujafly5dXhQoVrG7rYXi/Z5TRaFRkZKRCQkIs3juXLl0ySwuSuFimtZ588km7XBA7qaefftrshOyqVasUHR2davmUcr936tQpW/soPfi8tfY7gJOTk8Xnc2qvWVdXV7PJATdv3tSmTZvSrH/ZsmVm35OyO31QZj1Mnw9RUVFm6cAKFy6cYjqx1GT397LskJCQoIiICF2/ft3i7xMSEmL2HKc1BiUP7tvyXNStW1f+/v5Wld27d6/Z7PsWLVrYPM4lPeF1+fJls3RUAGCvWMQWAJAtihUrpldeeUWvvPKK7t69q/379+vIkSM6duyYDhw4kOqPtIULF8rT01NvvfWWxX137twxy5nu7e1tESxPT61atcxmwh06dMiqH2dp5QtNztvb22z77t27KZZLnjO6atWqVreRkfK2Sjr7XlKWzvBLHuiz5Qey9ODv+O2335q2ky4CbC9seW0mX/QutdeMvThw4IDWr1+v/fv36/Tp0zb1Nzw8PMUctSmx5X0nSfny5TOlPkgtV+/p06fNfvxXqVLFpkWQK1WqJBcXF5tmm2dWlSpVrA4eSg+uhnJ1dTUFQk+cOKGYmBizvN25OZ7WqFHDpnaSl7fH97u1YmJitG3bNm3cuFFHjx7VmTNnrH4thYeH29RW0hz69srZ2Vldu3bVZ599JunBOgfr1q1LcSFvyTL3+zPPPGPVlU6ZlV76vPTKp/Wa7d69u1kquKVLl6Ya/IyLizObfezm5mZaUNhePMyfD6dOnTItKi/Z/j2rVKlSypcvn11/hkdFRWnLli36/fffdezYMZ0/f97sipa0pDUGHT9+3HTb29vbLNe8NapWrWrVbPjkJ8P8/f2tXjsiUdKrCqQHi3lb+7oDgNxCAB8AkO3y5cunJk2amF0qff78ea1du1aLFi3SzZs3zcrPnTtXbdu2tfhxlnwme8mSJWUwGGzqS/KZzqnNjk8ueVA+Lcl/GKT2wyj5gl1JUyVYo0CBAvLw8Mi2hWyT55m29cdyWpLPfksv931yD8OM9eRB+bQkD85a+2M6p508eVIfffSR/v777wzXYUtgw5b3nWT+3kvtOUw+3tgaZHByclKJEiWsytWdVWx9fzg5Oal48eKmPsbHx+v27dtmMxxzczy19fEUKVLE7ISEPb7frbFp0yZNnDjR5mBTIluDgjkR2M4KXbp00Zw5c0zv2aVLl6YawM+t3O+2vmaTl0/rvREQEKDHHnvMlBZn165dOnv2rB555BGLsps2bTL7bG7VqpXN42R2yQufD8m/l9ka1DUYDCpatKjdBvCXL1+u6dOnWz1WJ5fa44qKijK7cibp4rfWsva5Tj4BaMKECZowYYLN7SWV0wvTA0BG2Pc1lQCAPKtkyZIaOHCgNm7caDHTLLUFEZPP/LE2t2ZSyVPAJE1hk5bsSEOQ/PEkvZTcWlmV0iYlyZ8bWwLS6Un62J2cnGxa/E6y/Nvb448ve09dYas9e/aoW7dumQrOSLIpx3FOvO8y8h7KyNiTGVnRx+TvkdwcTzP7eGJjY7PtxGV2+e677/T6669nOHgvPUi3Y4uMfKbkhsKFC+upp54ybe/fvz/FdUCS534vW7as2SK42cnW16yt742kudONRmOqi9na2+K1ifLq50NG3kP2+r6bMGGCRo0aleHgvZT6GJQ8sJ+d32et/ZyxRdI1mQDAXjEDHwCQqzw9PTV16lRduHDBLBXDtm3bLMom/+Fg62zRlGRFHRmVNJ2FpAyl5EhvsbuslF3P1cP+d/wviIiI0Jtvvmn2Izdfvnxq1aqVGjRooNKlS8vf318eHh5ydXU1C6zMnj3blB7DHj0Mr53seI/k5nj6X3vPHzhwQJMnTzbbV7x4cbVt21a1atVSQECAChUqJDc3N7m4uJg9thdffFG7d+/O6S7nuB49emjDhg2m7aVLl2rMmDFmZXIz93tmX2/pHd+kSROVKFHCdIJnxYoVeuutt8y+J5w/f95sbZoqVarYnNonO+Slz4fk38sy8h0rJ7+XWWvdunX6/vvvzfaVK1dOrVq1UvXq1VW8eHEVKlRIrq6uFs/Bk08+qcuXL6dZf/IrTzPyHFj7HTg7nl9bT44CQG4ggA8AyHVOTk7q1auX3n33XdO+K1eu6P79+3JzczPty4o84cnznmblrHJbJb/829b8xokLj2WXpIsnSg9mPRUuXDhL6vb29jalAYiNjbX4W6cn+d8+O1IIJM2D+1+3ZMkSs7QNNWrU0Jw5c+Tr65vusdn5Gs0Ia9eoSEtOp0fIij4mf9y5OZ5m9vE4OzvbfNWONbLrPf/ZZ5+ZBZ67du2qMWPGWLWugb29f7JLgwYNVK5cOZ06dUqS9PPPP2vYsGHy8PCQZJn73d3dPdU0O9nB1tesre8NBwcHvfDCC/rkk08k/bsWQPv27U1lli5dahZotJfFa/PS50Pyv5Ot38uknLsi0Jbxavbs2WbbQ4YM0cCBA606MWXN3ygnn7fkCxcvXbpUtWrVsrk9AHjY5K1ruwEAD62UFttL/mU++Y/Bc+fO2dzO2bNn06wzJyXPeZ9SyoC0nDlzJltnevn5+ZltBwcHZ1ndyXMz2/q3TP53TC3Xc/LFSW35wWuPaXlyy++//266bTAYNG3aNKvfOyEhIdnVrQwpVKiQ2fb58+dtOj4uLi5TaVAywtb3R1xcnNmMSUdHR4ugR26Op7a2de3aNbP8yqm93zO7lkRGgk7piYqK0o4dO0zbAQEBVgfvJcu1SPKypOlgIiIitGbNGtN28tzvrVu3ztFUVra+ZpOXt+a90alTJ7m6upq2k6bLiYmJ0YoVK0zbXl5eatOmjU19yi556fMheR52W7+XRUVFpTtbPank31FsGbOsHa/OnTtn9v2tXr16eu2116wK3t+/f9+qdhwdHc0meFy8eNG0YLC1rH2uk3+GZ+SzCwAeRgTwAQB2IfmPGMkyJ3P+/PkVGBho2g4PD7c5qLxv3z6z7WrVqtl0fFaqXr262aXkf//9t00B5l27dmVHt0xq166dbe1VrVrVbDv53yU9+/fvN9tO7e+YPKeqLQG606dP29SnnJIbqUOSBrnLlCmjgIAAq4/9559/sqFHGVe2bFmzqz2OHDliU9Dk2LFjGUp3lRm29vH48eNmAe8KFSpYpEXIzfH0wIEDNrWTvLy173dbZk3HxMTowoULNvXLGleuXDE70fr4449bHby/ePHifyqA3759e7Pc2UkD2Mlzv+f07HNbX7MHDx4027bmveHj46NWrVqZtvft22e6ImHdunVmub/bt29vujoht+Wlz4eSJUuaXX147Ngxm7437N6926Y8/jnxHSX5SepmzZpZ3cb+/futTi9Ts2ZN0+2EhASbUn/dvn1bx48ft6ps8tn2f/31l9XtAMDDjAA+AMAuJP8hki9fvhR/nNapU8ds+5dffrG6jeDgYLM8+66urhaB5Jzk5eVl9qP+xo0b2rJli1XHprXIXVZ59NFHzbZXr16dZZe7J/87/vrrr1YfGx8fr9WrV6dZX6LkM3VtCcpb+7fIaVmxdoKtkgZCbZn1umPHDl25ciU7upRhzs7OZnmjb9++bVMAwJbXala5c+eOtm7danV5a98fuTWenjx5UidOnLC6LWsfj6enp9nJGVve7zt27DA76ZFVMrNYcNIZ1/YqK8cjLy8vs5Qxhw8f1uHDhy1yv1etWjXHT76vX7/e6pNocXFxWrdundm+1F6zyXXv3t1sO/HERW6fwEhLXvp8kKRGjRqZbsfExGjVqlVWH7ts2TKb2kp+pYK1J1FjY2NTXCsqJZkZg1auXGl12aTPmyQtX77c6mNXrVpl9RWljRo1Mpv0s3nzZt26dcvqtgDgYUUAHwCQaRERETanoUgueTC6YcOGKZZL+uNekhYvXmz1DMVp06aZbbdu3doi+JDTkv8Inzx5sqKiotI97ocffrB6tlJGlStXTvXr1zdtR0REaPr06VlS9zPPPGM203Lfvn0KCgqy6tiFCxeaXXYfEBCQanCkQoUKZj/0tm7datVVDjdv3sz2EyQZlfzHd07M0E2aP/3cuXNWzTCMjY3NstdLVks+jiTPUZ6aK1eu2BSUyEqzZ8+2qo/Xrl2zCCKllis8N8fTWbNmWVXu8OHD2rRpk2nb2dk51dQhBoPBLB3bpUuXTDOY05KQkKAvv/zSqv7YKnlu6DNnzlh13OXLl7Vw4cLs6FKWSr62QmZTovTo0cNse+nSpXaR+/3mzZtavHixVWUXLVpkFlAsX768qlSpYtWx1atXNzs58fPPP+vgwYNmV7vUqVNH5cuXt7Ln2S+vfT4kf319/vnnVo2LQUFB2rx5s01tJX9dWHv8Tz/9pOvXr1tVNvl71Nox6NChQ1q7dq1VZSWpbdu2Zt/rfvvtN6tOPF+/fl2ff/651e3kz59fbdu2NW1HRUVZLBIOAHkRAXwAQKbdvn1bLVu21PDhw60KliQ3e/Zsi5lEqQVoGjVqZBaguXv3rt5++23dv38/zTa+++47izytvXv3trmvWa1169YqWbKkafv8+fN65ZVXFBYWluoxv/zyiyZMmJAT3dNrr71mtr148WLNnz/f6uPv3r2b4qxWLy8vPf/882b73n///XRTWOzdu1effvqp2b6XXnrJLBVRUu7u7maXdd+4cSPdoFhkZKTefPPNHF+o1FoBAQFydnY2be/atStb10KQpIoVK5puh4WFpRvEjo+P15gxYyzSSNiLNm3amF2dcejQIc2YMSPNY+7du6e3337bqhNs2eHIkSOmBS5Tc//+fQ0dOtSsj7Vr1051ZnxujqebNm1KNyAaGhqqd955xywg+Oyzz1qsz5FU8pO/yceLlHzyyScWabmySkBAgNnVZFu2bEk313NoaKgGDx5st2NQUmXKlDHbtnZWcGrKli1rduJ4zZo1Zlci5MuXL9dyv3/66afpptL5559/NHPmTLN9vXr1sqmdpCcx7t69qyFDhpjdn3StAHuQ1z4fGjRooLp165q2b9++rT59+qR5tcCOHTv05ptv2txW8vFq2bJlunr1aprH/PPPP5o0aZLVbST9+0gPZrund0Li4sWLGjJkiE3fLby8vCxe62+++abZ1TPJXbp0SX369LF5/ZFBgwaZnTD++eef9cknn9i8EPnp06f1999/23QMAOQWAvgAgCwRHx+vn3/+WW3atFGnTp20YMECnTp1KtXcmfHx8dqxY4d69+6tzz77zOy++vXr69lnn021rfHjx5sFMHfv3q3u3bun+MM6NDRUY8eO1cSJE8329+/f3+JHTW5wdXXVxIkTzQLQu3fv1rPPPqsZM2Zo165dOnPmjI4ePapVq1apb9++eueddxQXF6c6deqYLRqWHRo1aqS+ffua7Zs8ebJeffVVHT58OMVjEhIStH//fo0bN05NmzZN9YfiG2+8oRIlSpi2b9y4oe7du2vNmjUWP8Kio6O1cOFC9e/f32xhtFq1aqUbzOjSpYvZ9pQpU/T9999bpEMwGo3atm2bunXrpr///tti5qy9cHFxMVuf4MqVKxo4cKA2bdqk06dP69KlS2b/siItSMuWLc22P/74Yy1YsCDFdBkHDx5U7969TUG33FwoOjVubm4aPXq02b65c+fqnXfeSXFW48GDB9WjRw9TkDf5jMbslvhanD9/voYOHZpqH7t37649e/aY9jk7O2vs2LFp1p0b42ni4/n44481fvz4FBeM3r59u7p162Y2W7RAgQJ6991306y7U6dOZuPppk2bNHLkyBTbCA4O1sCBA00nJbPj7+ri4qLmzZubtmNjY9WvXz/9+eefFmXj4+O1YcMGPf/88zpy5IgMBoPF4sP2pkGDBmbbU6ZM0ddff61//vlH58+fNxuLrL26I2kamaioKLPc788995zc3d2zpO+2yJ8/v6KiotS3b18tWbLEYuyLiYnRkiVL1LdvX7MTaHXq1FGnTp1saqtVq1Zmf/ekgWMfHx+1aNEiYw8im+S1zwdJmjhxotmJt1OnTql169YaP368/vrrLwUHB+v48eNav369hgwZoj59+igqKkqlSpWy+moL6UHO/aTvocjISL300kspntyIjIzU119/rV69eunevXtWf0cpXLiw2VWKt2/fVq9evVJcfyAmJkbLly9Xly5ddPnyZbm6utq01sJrr71mdnVIRESEXnrpJQ0ZMkTr16/X8ePHFRwcrL/++kvjx49XmzZtFBwcLFdXVz311FNWtxMQEKCPP/7YbN8333yj7t27a/PmzWmmu7p06ZIWL16sXr16qXXr1mmeYAAAe2LdCkoAANggMW+t9GC2XJkyZeTj46N8+fIpOjpaN27c0MmTJ1PMp162bNl0L6uuUqWKxowZow8++MA0M/PIkSPq0qWLSpYsqbJly8rV1VVXr17VoUOHLL7IN27c2GJGW26qU6eOJk+erBEjRpgC17dv39acOXM0Z86cFI/x8/PTjBkzcmQm3rBhw3TlyhWtX7/etO+PP/7QH3/8IX9/f5UvX14FChRQbGysbty4oRMnTigyMjLder28vPTpp5+qb9++ptlXN27c0Ntvv61x48apSpUqyp8/v8LCwvTPP/9Y1Fm8eHFNnz49xQWQk2rbtq2WLFli+rEaHx+vCRMm6IsvvlDNmjWVL18+hYeH68iRI7p586YkycnJSZ988olefvllW56qHNOnTx+zRYW3bt2a6qXqCxYssAiy2apDhw5auHChKW95bGysxo8fr88++0zVq1dXgQIFFBERoZMnT+ry5cum4+rXr6/atWun+jrOTS1bttTOnTvNckv/8ssvWr16tapVq6ZixYopNjZWp0+f1rlz50xlXnjhBQUHB9u0QF9mde3aVVu3btWxY8e0evVqrV271qyPwcHBOnv2rMVxo0aNSjfVRm6Mp6+88ooWLlyoq1evasGCBVqyZIlq1KihwoULKyoqyuJ1JD04GTFp0qQ0Z99LDwI7ffr00bx580z7VqxYoTVr1qhmzZry8/PTvXv3dPbsWbOTA6+++qr27duXLX/XwYMHa9OmTabAbkhIiAYMGKDixYurUqVKcnNz0+3bt3Xo0CGzEw2vvPJKtvUpq9SrV09Vq1Y1feZHRERo6tSpKZatX7++VWmBnn76afn7+6eYjie3cr+///77ev/99xUREaEPP/xQ06dPN419t2/f1sGDBy1mEfv7+2vy5MmpXiGWGldXV3Xq1MnsNZyoU6dOuZ76L7m8+PkQGBioL774QgMHDjRNGoiKitKCBQu0YMGCFI/x8PDQzJkzNX78eJvaeu+99/T888+bZrufO3dOnTt3Vvny5fXII4/I0dFR169f16FDh0wnRcqUKaOuXbtafTXmsGHD9OKLL5rG7zNnzqhr16565JFHVL58eTk7O+vmzZs6ePCg2Qmo0aNH68svv7T6yjMXFxfNnTtXvXv3NqXWNBqNWr9+vdl3yKQMBoPGjBmjq1evWlzZlZbnnntON27c0PTp002fXf/8848GDhwod3d3VapUSYUKFZKrq6siIyMVFham4OBgm2f7A4C9IIAPAMg0d3d3FStWLMXLi+/evZviLJ+UtG3bVu+9955VM7K6dOkib29vjRw50uyHxfnz59PMx9+pUyeNHTvWbMapPWjXrp18fHz0wQcfWASukqtfv76mTZsmf39/s1QXSXOPZiVHR0d9+umn+vzzzzVnzhyzS6pDQkIylfO4WrVqWrJkiQYOHGiWPic0NDTN3KnVq1fXF198kW4wL2n/+/btaxawu337dooL1bq7u2vKlClq2rSpbQ8mBz3xxBN68803NXv2bJsvGc8IJycnzZkzR7179zb7O6W1uOqjjz6q2bNn69tvv832/mXUhx9+KAcHB/3www+mfQkJCTpw4ECKM9BbtWqlUaNGqU+fPjnZTVNQpF+/fjp58mSafZQeBLvff/99q4OdOT2e+vj4aN68eerXr5+uXr2q2NhYsysHkvPw8NAnn3yiJ554wqr633zzTV24cEG//fabaV90dLTZSa+kBgwYoLfeeksvvviiTY/DWoGBgZo1a5beeOMNs+f38uXLqY73/fr1y9Y+ZaVPP/1UL7/8stW5tdPj5OSkrl27avbs2Wb769Wrp7Jly2ZJG7aqU6eOpk2bpmHDhikmJkbh4eFpLn5dokQJzZs3TwEBARlq74UXXtC3335rlj7KYDDY1eK1ifLq50OjRo20YMECjRo1Kt1FtytUqKBPP/1UpUuXtvl7WcWKFTVx4kSNHDnS7PvVyZMnU0y3VaVKFX355Zc2pauqXbu2Pv74Y40ZM8asjbNnz6Z48tfR0VEjRoxQ586dbV4fpGjRolq8eLHGjh1rNganpECBApo8ebKaNWtmkSLOmuduwIABqlChgt577z2zK3zu3btntm5EWnL6ijoAyChS6AAAMq1gwYL6448/tHLlSr3xxhtq3LixvLy8rDrWx8dH3bp10/LlyzV16lSbLqd+9tlntWnTJvXq1Us+Pj6plnN2dtZjjz2mJUuWaMKECXYXvE/0+OOPa+3atZowYYKeeOIJFS9eXK6ursqfP7/Kly+vDh066LvvvtOCBQvk7+8vSWYziZIvbpqVDAaDBg0apHXr1qlLly7ppnXw8PBQ8+bN9fnnn6tYsWJpli1btqzWrFmj9957z2w9gJRUrFhRU6ZM0bJly6wK3icqWrSoli5dqt69e8vNzS3FMq6urmrTpo1+/vlnPfPMM1bXnVsGDhyoX375RS+//LLq1asnPz+/VB9bVihWrJhWrlypF198Mc0UFpUrV9ZHH32kefPmWT0O5BaDwaAPPvhA8+bNSzPtQcWKFTVp0iTNmDFDTk65M//F399fP/74o15//fVUU2c5Ojrq8ccf16pVq2y+Oienx9MyZcpo1apV6tWrV6rjiYuLi1q1aqW1a9eapaFJj4uLi2bNmqXRo0enOk4YDAbVr19f3377rYYNG5aRh2CTxx9/XD/99JOeeuqpVGeWOjk56bHHHtN3332n4cOHZ3ufskpAQIApB3XLli1VpkwZ5cuXL1PvlS5duli8tnI793uLFi20YsUKtWjRItVZ8AUKFNDLL7+s1atXq1SpUhluKyAgQE2aNDHb17hx4wyfEMhuefHzQXowWWDlypWaMWOGWrZsqYCAALm7u8vLy0tlypTRs88+qy+++EIrVqxQ6dKlJWXse1nbtm31ww8/mK3/kFyxYsX01ltvaenSpRlKn9ixY0ctXrw4zTZcXV3VokULLV++3Oa1G5Ly8/PTZ599psWLF6t79+4qW7asvL295erqqoCAAD366KP66KOPtGnTJjVr1kySLNb8sPa5a9KkiX7//XeNGTNGlSpVSnfmvrOzs2rVqqXBgwdrw4YNdrEeFgBYw2BMLTkxAACZkJCQoMuXL+vcuXO6evWqIiIidO/ePdMPn0KFCqlChQoqXrx4lrV3+PBhnTlzRmFhYYqJiZGPj48p9+fD8EPRVhcuXNDTTz9t2m7RooVmzZqVI20nJCToyJEjpuc7KipKHh4e8vX1VenSpVWhQoUMB/YuXLigw4cP69atW4qMjFS+fPlUqFAh1axZM0ty/t+/f1979+7VuXPndPfuXXl7e6to0aKqW7dutp4EyUuioqK0f/9+nT17VhEREaa/UcWKFdM9CWPPzp07p4MHD+rGjRtycHBQ4cKFVa5cOZUrVy5H+7Fr1y6z4MmgQYM0ePBg03biOhMXL15USEiIXF1dVbhwYdWrV89scd6MyurxdMWKFRo5cqRpe+LEierYsaNpOyYmRnv37tWVK1d069YteXh4qEiRImrYsGGmx+7Ex3LixAmFhYWZnqtq1apl2eePrW7evKm9e/fq6tWrun//vnx9feXn56caNWrYbU7wnHb37l09/vjjpvQlBQsW1JYtW+wmfcydO3e0b98+Xb9+XXfu3JGPj48CAgJUt27dLJskMHToUK1evdq0/fnnn9t0Iiu35NXPB2tER0erTp06plnuVatW1U8//WRTHdevX9eePXt048YNxcTEyN/fX4GBgapVq1a6wWlrXblyRfv27VNISIji4uLk6+srf39/1a5dO9e+L3fv3l179+6V9OAE6549ezLUl9u3b+vAgQMKCQnRnTt3FBcXJw8PDxUsWFClSpVS6dKlc2UdDQDILFLoAACyhYODgwICAnJstpiDg4OqV6+u6tWr50h79uDvv/82265atWqOte3g4KBq1aqpWrVqWV53YGCgAgMDs7zeRG5ubmrcuLEaN26cbW3kdR4eHnnyOSxVqlSmZs3mFAcHB9WpU8dsYcKsrj8nx1MXFxc1atQoW+q2x8+GQoUK2d1CpPbml19+MVuw3N5yv+fPn9/qlE4Zcfv2bW3cuNG0XaRIkWxtLyvl1c8Ha+zfv98sRY0tC9omKly4sFq3bp2V3bJQrFixdK+OzElRUVE6evSoabtUqVIZPpFQoEABu06BCAAZRQodAAAeUkkX35SkmjVr5k5HAADIQkk/3xwcHNSlS5dc7E3OW7FihWnBUknq3Llzugu2I/ctWbLEbLtWrVq51JOHy8qVK81O2PG8AYAlAvgAADyEFi9erIMHD5q2ixcvrrp16+ZijwAAyLygoCCzxTubNWtmt7nfs0NMTIwWLFhg2nZ2drbLxWthLigoSOvXrzdte3h4mKU5RMquXbtmkf6xffv2udQbALBfBPABALADY8eO1dq1axUfH59muYSEBH333XcaP3682f5evXrJwYGPdQDAw+v+/fuaMmWK2b4+ffrkUm9yx9y5c3X16lXTdtu2bVWoUKFc7NF/06xZs7Rs2TKzKyFSs3r1ag0ZMsRsX6dOnfLk+kvp2bBhg6ZPn67Q0NB0yx49elQ9evTQ7du3TfsqVqyohg0bZmMPAeDhRA58AADswOnTp/XDDz/Iz89PzzzzjGrUqKFHHnlE3t7eiomJ0c2bN7V//3798ssvOnfunNmxtWrV0osvvpg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",
      "text/plain": [
       "<Figure size 1800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"language_name\"] = df[\"language\"].apply(lambda x: Language.get(x).display_name('en') if pd.notna(x) else np.nan)\n",
    "lang_df = df.groupby(\"language_name\")[\"views\"].agg([pd.Series.mean, pd.Series.count]).reset_index()\n",
    "\n",
    "# Plot mean song popularity by language\n",
    "plt.figure(figsize=(18, 10))\n",
    "ax = sns.scatterplot(data=lang_df, x=\"mean\", y=\"count\", hue=\"language_name\", legend=False, s=50)\n",
    "ax.set_yscale(\"log\")\n",
    "ax.set_xscale(\"log\")\n",
    "ax.set_title(\"Song count and popularity by language\", fontsize=30)\n",
    "ax.set_xlabel(\"Mean number of views\", fontsize=20)\n",
    "ax.set_ylabel(\"Number of songs\", fontsize=20)\n",
    "\n",
    "for axis in [ax.xaxis, ax.yaxis]:\n",
    "    axis.set_major_formatter(ScalarFormatter())\n",
    "\n",
    "for idx, row in lang_df.iterrows():\n",
    "    ax.text(row[\"mean\"], row[\"count\"], row[\"language_name\"], horizontalalignment=\"left\", size=\"medium\", color=\"black\", weight=\"semibold\")\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyzing english songs\n",
    "English is the most prevalent language by a considerable margin. Next we'll see if a machine learning technique can extract some information from english songwriting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_eng = df[df[\"language\"] == \"en\"]\n",
    "df_eng = df_eng.drop(columns=[\"language\", \"language_ft\", \"language_cld3\", \"language_name\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Out of all the information we have, the most feasible thing we can hope to achive with a standard clustering approach and lyrics information alone is their tag (genre), so initially we'll compare our results to that, and aim for 6 clusters (as we have 6 tags).\n",
    "\n",
    "For starters we'll take a look at a word cloud of one of the tags, in this case pop music."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1500x600>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nlp = spacy.load(\"en_core_web_lg\", disable=[\"parser\", \"ner\"])\n",
    "wc = WordCloud(background_color=\"white\", width=1500, height=600, stopwords=spacy.lang.en.stop_words.STOP_WORDS)\n",
    "wc.generate(\" \".join(df_eng[df_eng[\"tag\"] == \"pop\"].loc[:10000, \"lyrics\"])).to_image()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering songs\n",
    "To cluster our songs we'll need to create a way to represent them, as most ml algorithms don't like to work with raw text. To achieve that we use [spacy](https://github.com/explosion/spaCy). Spacy provides an nlp pipeline that (among other things) generates a vector representation of a document in a 300 dimensional space. To achieve that it stores vector representations of a bunch of words that you can download beforehand. It then averages the representation of all words in the document, creating a representation for the whole document."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vectorn norm: 3.292400598526001\n"
     ]
    }
   ],
   "source": [
    "# Checking a sample vector (1172)\n",
    "text = df_eng.loc[1661, \"lyrics\"]\n",
    "doc = nlp(text)\n",
    "print(f\"vectorn norm: {np.linalg.norm(doc.vector)}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The vectors are not normalized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The vectors are not normalized\n",
    "from sklearn.preprocessing import normalize\n",
    "# spacy_vectors = np.array([nlp(text).vector for text in df_eng[\"lyrics\"]])\n",
    "# X = normalize(spacy_vectors)\n",
    "X = np.load(os.path.join(\"data\", \"ds_toy_en_core_web_large_normalized.npy\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=6, random_state=0)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KMeans</label><div class=\"sk-toggleable__content\"><pre>KMeans(n_clusters=6, random_state=0)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "KMeans(n_clusters=6, random_state=0)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "kmeans = KMeans(n_clusters=6, random_state=0)\n",
    "kmeans.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "preds = kmeans.predict(X)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can compare the cluster algorithm's predictions to the \"real clusters\" (tags). As expected, we didn't get an exact match, but we can investigate the relationships our algorithms found."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(18, 6), dpi=100, layout=\"constrained\")\n",
    "sns.histplot(x=\"tag\", data=df_eng, hue=\"tag\", ax=ax[0])\n",
    "ax[0].set_title(\"Songs per tag\", fontsize=20)\n",
    "\n",
    "sns.histplot(preds, bins=6, discrete=True, ax=ax[1])\n",
    "ax[1].set_title(\"Songs per cluster\", fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following visualizations break down each cluster, allowing us to see what kinds of songs each of them contains."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing cluster elements\n",
    "fig, ax = plt.subplots(3, 2, figsize=(18, 12), dpi=100, sharex=True)\n",
    "\n",
    "cluster_num = 0\n",
    "for row in range(3):\n",
    "    for col in range(2):\n",
    "        sns.histplot(df_eng.loc[preds == cluster_num, \"tag\"], ax=ax[row][col])\n",
    "        for patch, color in zip(ax[row][col].patches, sns.color_palette(n_colors=6).as_hex()):\n",
    "            patch.set_facecolor((*to_rgb(color), 0.5))\n",
    "        \n",
    "        ax[row][col].set_title(f\"Cluster {cluster_num}\", fontsize=20)\n",
    "        cluster_num += 1\n",
    "\n",
    "fig.suptitle(\"Distribution of songs by cluster\", fontsize=30)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One of the clusters in our model did a good job at isolating misc songs. We can investigate this further."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean length of song in cluster 0: 1581.4888488696254\n",
      "Mean length of song in cluster 1: 1704.5052477422505\n",
      "Mean length of song in cluster 2: 2084.058758102534\n",
      "Mean length of song in cluster 3: 3462.3521941937443\n",
      "Mean length of song in cluster 4: 7689.49046577655\n",
      "Mean length of song in cluster 5: 2439.7954169207983\n"
     ]
    }
   ],
   "source": [
    "for cluster_num in range(6):\n",
    "    print(f\"Mean length of song in cluster {cluster_num}: {df_eng.loc[preds == cluster_num, 'lyrics'].str.len().mean()}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An interesting result. Although the length of the text was never passed as an input to our model (we only used a 300-dimensional representation of each document), our KMeans managed to create one group consisting of considerably larger songs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Some elements in misc\n"
     ]
    },
    {
     "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>title</th>\n",
       "      <th>tag</th>\n",
       "      <th>artist</th>\n",
       "      <th>year</th>\n",
       "      <th>views</th>\n",
       "      <th>lyrics</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Penny for a Thought</td>\n",
       "      <td>misc</td>\n",
       "      <td>Saul Williams</td>\n",
       "      <td>2001</td>\n",
       "      <td>6118</td>\n",
       "      <td>Cancel the apocalypse! Cartons of the milky wa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1322</th>\n",
       "      <td>John 1</td>\n",
       "      <td>misc</td>\n",
       "      <td>Holy Bible (KJV)</td>\n",
       "      <td>2017</td>\n",
       "      <td>3375</td>\n",
       "      <td>John 1:1: In the beginning was the Word, and t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1323</th>\n",
       "      <td>John 2</td>\n",
       "      <td>misc</td>\n",
       "      <td>Holy Bible (KJV)</td>\n",
       "      <td>2017</td>\n",
       "      <td>983</td>\n",
       "      <td>John 2:1: And the third day there was a marria...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1324</th>\n",
       "      <td>John 3</td>\n",
       "      <td>misc</td>\n",
       "      <td>Holy Bible (KJV)</td>\n",
       "      <td>2017</td>\n",
       "      <td>2129</td>\n",
       "      <td>John 3:1: There was a man of the Pharisees, na...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1383</th>\n",
       "      <td>Do Not Go Gentle Into That Good Night</td>\n",
       "      <td>misc</td>\n",
       "      <td>Dylan Thomas</td>\n",
       "      <td>1951</td>\n",
       "      <td>190091</td>\n",
       "      <td>Do not go gentle into that good night. Old age...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491161</th>\n",
       "      <td>Valar Dohaeris</td>\n",
       "      <td>misc</td>\n",
       "      <td>Game of Thrones</td>\n",
       "      <td>2013</td>\n",
       "      <td>6174</td>\n",
       "      <td>EPISODE 1 - VALAR DOHAERISEXT: NORTH OF THE WA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491194</th>\n",
       "      <td>William Shakespeare’s “Romeo and Juliet Act 1 ...</td>\n",
       "      <td>misc</td>\n",
       "      <td>Dr. Rosalia</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>PROLOGUE  Two households, both alike in dignit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492973</th>\n",
       "      <td>On the Run</td>\n",
       "      <td>misc</td>\n",
       "      <td>Easy Star All-Stars</td>\n",
       "      <td>2003</td>\n",
       "      <td>116</td>\n",
       "      <td>Passengers, please have your passports ready a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496329</th>\n",
       "      <td>Watch Me Do Me Classy Skit 2</td>\n",
       "      <td>misc</td>\n",
       "      <td>The Lonely Island</td>\n",
       "      <td>2011</td>\n",
       "      <td>1088</td>\n",
       "      <td>Lonely Island! We takin' over! Yeah!  Watch me...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499631</th>\n",
       "      <td>Intro</td>\n",
       "      <td>misc</td>\n",
       "      <td>Sean Kingston</td>\n",
       "      <td>2007</td>\n",
       "      <td>498</td>\n",
       "      <td>I go by the name Kisean Anderson Born on 2.3....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>77576 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    title   tag  \\\n",
       "683                                   Penny for a Thought  misc   \n",
       "1322                                               John 1  misc   \n",
       "1323                                               John 2  misc   \n",
       "1324                                               John 3  misc   \n",
       "1383                Do Not Go Gentle Into That Good Night  misc   \n",
       "...                                                   ...   ...   \n",
       "491161                                     Valar Dohaeris  misc   \n",
       "491194  William Shakespeare’s “Romeo and Juliet Act 1 ...  misc   \n",
       "492973                                         On the Run  misc   \n",
       "496329                       Watch Me Do Me Classy Skit 2  misc   \n",
       "499631                                              Intro  misc   \n",
       "\n",
       "                     artist  year   views  \\\n",
       "683           Saul Williams  2001    6118   \n",
       "1322       Holy Bible (KJV)  2017    3375   \n",
       "1323       Holy Bible (KJV)  2017     983   \n",
       "1324       Holy Bible (KJV)  2017    2129   \n",
       "1383           Dylan Thomas  1951  190091   \n",
       "...                     ...   ...     ...   \n",
       "491161      Game of Thrones  2013    6174   \n",
       "491194          Dr. Rosalia  2015       1   \n",
       "492973  Easy Star All-Stars  2003     116   \n",
       "496329    The Lonely Island  2011    1088   \n",
       "499631        Sean Kingston  2007     498   \n",
       "\n",
       "                                                   lyrics  \n",
       "683     Cancel the apocalypse! Cartons of the milky wa...  \n",
       "1322    John 1:1: In the beginning was the Word, and t...  \n",
       "1323    John 2:1: And the third day there was a marria...  \n",
       "1324    John 3:1: There was a man of the Pharisees, na...  \n",
       "1383    Do not go gentle into that good night. Old age...  \n",
       "...                                                   ...  \n",
       "491161  EPISODE 1 - VALAR DOHAERISEXT: NORTH OF THE WA...  \n",
       "491194  PROLOGUE  Two households, both alike in dignit...  \n",
       "492973  Passengers, please have your passports ready a...  \n",
       "496329  Lonely Island! We takin' over! Yeah!  Watch me...  \n",
       "499631   I go by the name Kisean Anderson Born on 2.3....  \n",
       "\n",
       "[77576 rows x 6 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average lenght of misc element: 7409.924680313499\n"
     ]
    }
   ],
   "source": [
    "print(\"Some elements in misc\")\n",
    "display(df_eng[df_eng[\"tag\"] == \"misc\"])\n",
    "print(f\"Average lenght of misc element: {df_eng.loc[df_eng['tag'] == 'misc', 'lyrics'].str.len().mean()}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The original dataset didn't have any indication for what each colum was. I suspected misc was used to indicate other genres of songs, but now it seems that it's main function is to flag non-songs!"
   ]
  }
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