just_nagat_things.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",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "import re\n",
    "import json\n",
    "import ast\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "import glob\n",
    "from matplotlib import animation\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "from itertools import combinations\n",
    "import scipy\n",
    "from scipy.stats import entropy\n",
    "from sklearn import manifold\n",
    "from adjustText import adjust_text\n",
    "from mpl_toolkits import mplot3d\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plt.style.use('seaborn-white')\n",
    "plt.style.use('seaborn')\n",
    "# for matplotlib xkcd I need to install new font without root, like this: \n",
    "#https://community.linuxmint.com/tutorial/view/29\n",
    "# and then ivalidate cache like this: \n",
    "#https://stackoverflow.com/questions/19663986/getting-xkcd-plots-using-matplotlib/22812176#22812176\n",
    "# or by deleting by: rm ~/.cache/matplotlib -r\n",
    "# the font ttf file must be in ~/.fonts/fonts/truetype/humor-sans directory\n",
    "\n",
    "# to recover from xkcd\n",
    "#mpl.rcParams.update(saved_state)\n",
    "\n",
    "# to save state and go to xkcd\n",
    "#saved_state = mpl.rcParams.copy()\n",
    "#plt.xkcd()\n",
    "\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.family'] = 'Calibri'\n",
    "\n",
    "conf = {\n",
    "    'font.size': 14.0,\n",
    "    'figure.titlesize': 'x-large',\n",
    "    'axes.titlesize': 'x-large',\n",
    "    'axes.labelsize': 'large',\n",
    "    'xtick.labelsize': 'medium',\n",
    "    'ytick.labelsize': 'medium',\n",
    "    'legend.fontsize': 'medium',\n",
    "}\n",
    "\n",
    "plt.rcParams.update(conf)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style='column-count: 2;'><p>AR PL KaitiM Big5: <span style='font-family:AR PL KaitiM Big5; font-size: 24px;'>AR PL KaitiM Big5</p>\n",
       "<p>AR PL KaitiM GB: <span style='font-family:AR PL KaitiM GB; font-size: 24px;'>AR PL KaitiM GB</p>\n",
       "<p>AR PL Mingti2L Big5: <span style='font-family:AR PL Mingti2L Big5; font-size: 24px;'>AR PL Mingti2L Big5</p>\n",
       "<p>AR PL SungtiL GB: <span style='font-family:AR PL SungtiL GB; font-size: 24px;'>AR PL SungtiL GB</p>\n",
       "<p>Accanthis ADF Std: <span style='font-family:Accanthis ADF Std; font-size: 24px;'>Accanthis ADF Std</p>\n",
       "<p>Accanthis ADF Std No2: <span style='font-family:Accanthis ADF Std No2; font-size: 24px;'>Accanthis ADF Std No2</p>\n",
       "<p>Accanthis ADF Std No3: <span style='font-family:Accanthis ADF Std No3; font-size: 24px;'>Accanthis ADF Std No3</p>\n",
       "<p>Amiri: <span style='font-family:Amiri; font-size: 24px;'>Amiri</p>\n",
       "<p>Amiri Quran: <span style='font-family:Amiri Quran; font-size: 24px;'>Amiri Quran</p>\n",
       "<p>Arimo: <span style='font-family:Arimo; font-size: 24px;'>Arimo</p>\n",
       "<p>Asana Math: <span style='font-family:Asana Math; font-size: 24px;'>Asana Math</p>\n",
       "<p>Baekmuk Batang: <span style='font-family:Baekmuk Batang; font-size: 24px;'>Baekmuk Batang</p>\n",
       "<p>Baekmuk Dotum: <span style='font-family:Baekmuk Dotum; font-size: 24px;'>Baekmuk Dotum</p>\n",
       "<p>Baekmuk Gulim: <span style='font-family:Baekmuk Gulim; font-size: 24px;'>Baekmuk Gulim</p>\n",
       "<p>Baekmuk Headline: <span style='font-family:Baekmuk Headline; font-size: 24px;'>Baekmuk Headline</p>\n",
       "<p>Bitstream Vera Sans: <span style='font-family:Bitstream Vera Sans; font-size: 24px;'>Bitstream Vera Sans</p>\n",
       "<p>Bitstream Vera Sans Mono: <span style='font-family:Bitstream Vera Sans Mono; font-size: 24px;'>Bitstream Vera Sans Mono</p>\n",
       "<p>Bitstream Vera Serif: <span style='font-family:Bitstream Vera Serif; font-size: 24px;'>Bitstream Vera Serif</p>\n",
       "<p>Cabin: <span style='font-family:Cabin; font-size: 24px;'>Cabin</p>\n",
       "<p>Caladea: <span style='font-family:Caladea; font-size: 24px;'>Caladea</p>\n",
       "<p>Calibri: <span style='font-family:Calibri; font-size: 24px;'>Calibri</p>\n",
       "<p>Carlito: <span style='font-family:Carlito; font-size: 24px;'>Carlito</p>\n",
       "<p>Comfortaa: <span style='font-family:Comfortaa; font-size: 24px;'>Comfortaa</p>\n",
       "<p>Cousine: <span style='font-family:Cousine; font-size: 24px;'>Cousine</p>\n",
       "<p>DejaVu Math TeX Gyre: <span style='font-family:DejaVu Math TeX Gyre; font-size: 24px;'>DejaVu Math TeX Gyre</p>\n",
       "<p>DejaVu Sans: <span style='font-family:DejaVu Sans; font-size: 24px;'>DejaVu Sans</p>\n",
       "<p>DejaVu Sans Display: <span style='font-family:DejaVu Sans Display; font-size: 24px;'>DejaVu Sans Display</p>\n",
       "<p>DejaVu Sans Mono: <span style='font-family:DejaVu Sans Mono; font-size: 24px;'>DejaVu Sans Mono</p>\n",
       "<p>DejaVu Serif: <span style='font-family:DejaVu Serif; font-size: 24px;'>DejaVu Serif</p>\n",
       "<p>DejaVu Serif Display: <span style='font-family:DejaVu Serif Display; font-size: 24px;'>DejaVu Serif Display</p>\n",
       "<p>Droid Sans Fallback: <span style='font-family:Droid Sans Fallback; font-size: 24px;'>Droid Sans Fallback</p>\n",
       "<p>EB Garamond: <span style='font-family:EB Garamond; font-size: 24px;'>EB Garamond</p>\n",
       "<p>EB Garamond 12 All SC: <span style='font-family:EB Garamond 12 All SC; font-size: 24px;'>EB Garamond 12 All SC</p>\n",
       "<p>EB Garamond Initials: <span style='font-family:EB Garamond Initials; font-size: 24px;'>EB Garamond Initials</p>\n",
       "<p>EB Garamond Initials Fill1: <span style='font-family:EB Garamond Initials Fill1; font-size: 24px;'>EB Garamond Initials Fill1</p>\n",
       "<p>EB Garamond Initials Fill2: <span style='font-family:EB Garamond Initials Fill2; font-size: 24px;'>EB Garamond Initials Fill2</p>\n",
       "<p>EB Garamond SC: <span style='font-family:EB Garamond SC; font-size: 24px;'>EB Garamond SC</p>\n",
       "<p>FontAwesome: <span style='font-family:FontAwesome; font-size: 24px;'>FontAwesome</p>\n",
       "<p>FreeMono: <span style='font-family:FreeMono; font-size: 24px;'>FreeMono</p>\n",
       "<p>FreeSans: <span style='font-family:FreeSans; font-size: 24px;'>FreeSans</p>\n",
       "<p>FreeSerif: <span style='font-family:FreeSerif; font-size: 24px;'>FreeSerif</p>\n",
       "<p>GFS Artemisia: <span style='font-family:GFS Artemisia; font-size: 24px;'>GFS Artemisia</p>\n",
       "<p>GFS Baskerville: <span style='font-family:GFS Baskerville; font-size: 24px;'>GFS Baskerville</p>\n",
       "<p>GFS BodoniClassic: <span style='font-family:GFS BodoniClassic; font-size: 24px;'>GFS BodoniClassic</p>\n",
       "<p>GFS Complutum: <span style='font-family:GFS Complutum; font-size: 24px;'>GFS Complutum</p>\n",
       "<p>GFS Didot: <span style='font-family:GFS Didot; font-size: 24px;'>GFS Didot</p>\n",
       "<p>GFS Didot Classic: <span style='font-family:GFS Didot Classic; font-size: 24px;'>GFS Didot Classic</p>\n",
       "<p>GFS Gazis: <span style='font-family:GFS Gazis; font-size: 24px;'>GFS Gazis</p>\n",
       "<p>GFS Neohellenic: <span style='font-family:GFS Neohellenic; font-size: 24px;'>GFS Neohellenic</p>\n",
       "<p>GFS Olga: <span style='font-family:GFS Olga; font-size: 24px;'>GFS Olga</p>\n",
       "<p>GFS Porson: <span style='font-family:GFS Porson; font-size: 24px;'>GFS Porson</p>\n",
       "<p>GFS Solomos: <span style='font-family:GFS Solomos; font-size: 24px;'>GFS Solomos</p>\n",
       "<p>GFS Theokritos: <span style='font-family:GFS Theokritos; font-size: 24px;'>GFS Theokritos</p>\n",
       "<p>Gentium: <span style='font-family:Gentium; font-size: 24px;'>Gentium</p>\n",
       "<p>Gentium Basic: <span style='font-family:Gentium Basic; font-size: 24px;'>Gentium Basic</p>\n",
       "<p>Gentium Book Basic: <span style='font-family:Gentium Book Basic; font-size: 24px;'>Gentium Book Basic</p>\n",
       "<p>Gentium Plus: <span style='font-family:Gentium Plus; font-size: 24px;'>Gentium Plus</p>\n",
       "<p>Gentium Plus Compact: <span style='font-family:Gentium Plus Compact; font-size: 24px;'>Gentium Plus Compact</p>\n",
       "<p>GentiumAlt: <span style='font-family:GentiumAlt; font-size: 24px;'>GentiumAlt</p>\n",
       "<p>Gillius ADF: <span style='font-family:Gillius ADF; font-size: 24px;'>Gillius ADF</p>\n",
       "<p>Gillius ADF Cd: <span style='font-family:Gillius ADF Cd; font-size: 24px;'>Gillius ADF Cd</p>\n",
       "<p>Gillius ADF No2: <span style='font-family:Gillius ADF No2; font-size: 24px;'>Gillius ADF No2</p>\n",
       "<p>Gillius ADF No2 Cd: <span style='font-family:Gillius ADF No2 Cd; font-size: 24px;'>Gillius ADF No2 Cd</p>\n",
       "<p>Humor Sans: <span style='font-family:Humor Sans; font-size: 24px;'>Humor Sans</p>\n",
       "<p>IPAGothic: <span style='font-family:IPAGothic; font-size: 24px;'>IPAGothic</p>\n",
       "<p>IPAMincho: <span style='font-family:IPAMincho; font-size: 24px;'>IPAMincho</p>\n",
       "<p>IPAPGothic: <span style='font-family:IPAPGothic; font-size: 24px;'>IPAPGothic</p>\n",
       "<p>IPAPMincho: <span style='font-family:IPAPMincho; font-size: 24px;'>IPAPMincho</p>\n",
       "<p>IPAexGothic: <span style='font-family:IPAexGothic; font-size: 24px;'>IPAexGothic</p>\n",
       "<p>IPAexMincho: <span style='font-family:IPAexMincho; font-size: 24px;'>IPAexMincho</p>\n",
       "<p>Inconsolata: <span style='font-family:Inconsolata; font-size: 24px;'>Inconsolata</p>\n",
       "<p>Junicode: <span style='font-family:Junicode; font-size: 24px;'>Junicode</p>\n",
       "<p>Lato: <span style='font-family:Lato; font-size: 24px;'>Lato</p>\n",
       "<p>Liberation Mono: <span style='font-family:Liberation Mono; font-size: 24px;'>Liberation Mono</p>\n",
       "<p>Liberation Sans: <span style='font-family:Liberation Sans; font-size: 24px;'>Liberation Sans</p>\n",
       "<p>Liberation Sans Narrow: <span style='font-family:Liberation Sans Narrow; font-size: 24px;'>Liberation Sans Narrow</p>\n",
       "<p>Liberation Serif: <span style='font-family:Liberation Serif; font-size: 24px;'>Liberation Serif</p>\n",
       "<p>Linux Biolinum Keyboard O: <span style='font-family:Linux Biolinum Keyboard O; font-size: 24px;'>Linux Biolinum Keyboard O</p>\n",
       "<p>Linux Biolinum O: <span style='font-family:Linux Biolinum O; font-size: 24px;'>Linux Biolinum O</p>\n",
       "<p>Linux Libertine Display O: <span style='font-family:Linux Libertine Display O; font-size: 24px;'>Linux Libertine Display O</p>\n",
       "<p>Linux Libertine Initials O: <span style='font-family:Linux Libertine Initials O; font-size: 24px;'>Linux Libertine Initials O</p>\n",
       "<p>Linux Libertine Mono O: <span style='font-family:Linux Libertine Mono O; font-size: 24px;'>Linux Libertine Mono O</p>\n",
       "<p>Linux Libertine O: <span style='font-family:Linux Libertine O; font-size: 24px;'>Linux Libertine O</p>\n",
       "<p>Lobster Two: <span style='font-family:Lobster Two; font-size: 24px;'>Lobster Two</p>\n",
       "<p>MarVoSym: <span style='font-family:MarVoSym; font-size: 24px;'>MarVoSym</p>\n",
       "<p>MathJax_AMS: <span style='font-family:MathJax_AMS; font-size: 24px;'>MathJax_AMS</p>\n",
       "<p>MathJax_Caligraphic: <span style='font-family:MathJax_Caligraphic; font-size: 24px;'>MathJax_Caligraphic</p>\n",
       "<p>MathJax_Fraktur: <span style='font-family:MathJax_Fraktur; font-size: 24px;'>MathJax_Fraktur</p>\n",
       "<p>MathJax_Main: <span style='font-family:MathJax_Main; font-size: 24px;'>MathJax_Main</p>\n",
       "<p>MathJax_Math: <span style='font-family:MathJax_Math; font-size: 24px;'>MathJax_Math</p>\n",
       "<p>MathJax_SansSerif: <span style='font-family:MathJax_SansSerif; font-size: 24px;'>MathJax_SansSerif</p>\n",
       "<p>MathJax_Script: <span style='font-family:MathJax_Script; font-size: 24px;'>MathJax_Script</p>\n",
       "<p>MathJax_Size1: <span style='font-family:MathJax_Size1; font-size: 24px;'>MathJax_Size1</p>\n",
       "<p>MathJax_Size2: <span style='font-family:MathJax_Size2; font-size: 24px;'>MathJax_Size2</p>\n",
       "<p>MathJax_Size3: <span style='font-family:MathJax_Size3; font-size: 24px;'>MathJax_Size3</p>\n",
       "<p>MathJax_Size4: <span style='font-family:MathJax_Size4; font-size: 24px;'>MathJax_Size4</p>\n",
       "<p>MathJax_Typewriter: <span style='font-family:MathJax_Typewriter; font-size: 24px;'>MathJax_Typewriter</p>\n",
       "<p>MathJax_WinChrome: <span style='font-family:MathJax_WinChrome; font-size: 24px;'>MathJax_WinChrome</p>\n",
       "<p>MathJax_WinIE6: <span style='font-family:MathJax_WinIE6; font-size: 24px;'>MathJax_WinIE6</p>\n",
       "<p>Noto Kufi Arabic: <span style='font-family:Noto Kufi Arabic; font-size: 24px;'>Noto Kufi Arabic</p>\n",
       "<p>Noto Mono: <span style='font-family:Noto Mono; font-size: 24px;'>Noto Mono</p>\n",
       "<p>Noto Naskh Arabic: <span style='font-family:Noto Naskh Arabic; font-size: 24px;'>Noto Naskh Arabic</p>\n",
       "<p>Noto Naskh Arabic UI: <span style='font-family:Noto Naskh Arabic UI; font-size: 24px;'>Noto Naskh Arabic UI</p>\n",
       "<p>Noto Sans: <span style='font-family:Noto Sans; font-size: 24px;'>Noto Sans</p>\n",
       "<p>Noto Sans Armenian: <span style='font-family:Noto Sans Armenian; font-size: 24px;'>Noto Sans Armenian</p>\n",
       "<p>Noto Sans Bengali: <span style='font-family:Noto Sans Bengali; font-size: 24px;'>Noto Sans Bengali</p>\n",
       "<p>Noto Sans Bengali UI: <span style='font-family:Noto Sans Bengali UI; font-size: 24px;'>Noto Sans Bengali UI</p>\n",
       "<p>Noto Sans Cham: <span style='font-family:Noto Sans Cham; font-size: 24px;'>Noto Sans Cham</p>\n",
       "<p>Noto Sans Devanagari: <span style='font-family:Noto Sans Devanagari; font-size: 24px;'>Noto Sans Devanagari</p>\n",
       "<p>Noto Sans Devanagari UI: <span style='font-family:Noto Sans Devanagari UI; font-size: 24px;'>Noto Sans Devanagari UI</p>\n",
       "<p>Noto Sans Ethiopic: <span style='font-family:Noto Sans Ethiopic; font-size: 24px;'>Noto Sans Ethiopic</p>\n",
       "<p>Noto Sans Georgian: <span style='font-family:Noto Sans Georgian; font-size: 24px;'>Noto Sans Georgian</p>\n",
       "<p>Noto Sans Gujarati: <span style='font-family:Noto Sans Gujarati; font-size: 24px;'>Noto Sans Gujarati</p>\n",
       "<p>Noto Sans Gujarati UI: <span style='font-family:Noto Sans Gujarati UI; font-size: 24px;'>Noto Sans Gujarati UI</p>\n",
       "<p>Noto Sans Gurmukhi: <span style='font-family:Noto Sans Gurmukhi; font-size: 24px;'>Noto Sans Gurmukhi</p>\n",
       "<p>Noto Sans Gurmukhi UI: <span style='font-family:Noto Sans Gurmukhi UI; font-size: 24px;'>Noto Sans Gurmukhi UI</p>\n",
       "<p>Noto Sans Hebrew: <span style='font-family:Noto Sans Hebrew; font-size: 24px;'>Noto Sans Hebrew</p>\n",
       "<p>Noto Sans Kannada: <span style='font-family:Noto Sans Kannada; font-size: 24px;'>Noto Sans Kannada</p>\n",
       "<p>Noto Sans Kannada UI: <span style='font-family:Noto Sans Kannada UI; font-size: 24px;'>Noto Sans Kannada UI</p>\n",
       "<p>Noto Sans Khmer: <span style='font-family:Noto Sans Khmer; font-size: 24px;'>Noto Sans Khmer</p>\n",
       "<p>Noto Sans Khmer UI: <span style='font-family:Noto Sans Khmer UI; font-size: 24px;'>Noto Sans Khmer UI</p>\n",
       "<p>Noto Sans Lao: <span style='font-family:Noto Sans Lao; font-size: 24px;'>Noto Sans Lao</p>\n",
       "<p>Noto Sans Lao UI: <span style='font-family:Noto Sans Lao UI; font-size: 24px;'>Noto Sans Lao UI</p>\n",
       "<p>Noto Sans Malayalam: <span style='font-family:Noto Sans Malayalam; font-size: 24px;'>Noto Sans Malayalam</p>\n",
       "<p>Noto Sans Malayalam UI: <span style='font-family:Noto Sans Malayalam UI; font-size: 24px;'>Noto Sans Malayalam UI</p>\n",
       "<p>Noto Sans Myanmar: <span style='font-family:Noto Sans Myanmar; font-size: 24px;'>Noto Sans Myanmar</p>\n",
       "<p>Noto Sans Myanmar UI: <span style='font-family:Noto Sans Myanmar UI; font-size: 24px;'>Noto Sans Myanmar UI</p>\n",
       "<p>Noto Sans Oriya: <span style='font-family:Noto Sans Oriya; font-size: 24px;'>Noto Sans Oriya</p>\n",
       "<p>Noto Sans Oriya UI: <span style='font-family:Noto Sans Oriya UI; font-size: 24px;'>Noto Sans Oriya UI</p>\n",
       "<p>Noto Sans Sinhala: <span style='font-family:Noto Sans Sinhala; font-size: 24px;'>Noto Sans Sinhala</p>\n",
       "<p>Noto Sans Tamil: <span style='font-family:Noto Sans Tamil; font-size: 24px;'>Noto Sans Tamil</p>\n",
       "<p>Noto Sans Tamil UI: <span style='font-family:Noto Sans Tamil UI; font-size: 24px;'>Noto Sans Tamil UI</p>\n",
       "<p>Noto Sans Telugu: <span style='font-family:Noto Sans Telugu; font-size: 24px;'>Noto Sans Telugu</p>\n",
       "<p>Noto Sans Telugu UI: <span style='font-family:Noto Sans Telugu UI; font-size: 24px;'>Noto Sans Telugu UI</p>\n",
       "<p>Noto Sans Thaana: <span style='font-family:Noto Sans Thaana; font-size: 24px;'>Noto Sans Thaana</p>\n",
       "<p>Noto Sans Thai: <span style='font-family:Noto Sans Thai; font-size: 24px;'>Noto Sans Thai</p>\n",
       "<p>Noto Sans Thai UI: <span style='font-family:Noto Sans Thai UI; font-size: 24px;'>Noto Sans Thai UI</p>\n",
       "<p>Noto Sans Tibetan: <span style='font-family:Noto Sans Tibetan; font-size: 24px;'>Noto Sans Tibetan</p>\n",
       "<p>Noto Sans UI: <span style='font-family:Noto Sans UI; font-size: 24px;'>Noto Sans UI</p>\n",
       "<p>Noto Serif: <span style='font-family:Noto Serif; font-size: 24px;'>Noto Serif</p>\n",
       "<p>Noto Serif Armenian: <span style='font-family:Noto Serif Armenian; font-size: 24px;'>Noto Serif Armenian</p>\n",
       "<p>Noto Serif Bengali: <span style='font-family:Noto Serif Bengali; font-size: 24px;'>Noto Serif Bengali</p>\n",
       "<p>Noto Serif Devanagari: <span style='font-family:Noto Serif Devanagari; font-size: 24px;'>Noto Serif Devanagari</p>\n",
       "<p>Noto Serif Georgian: <span style='font-family:Noto Serif Georgian; font-size: 24px;'>Noto Serif Georgian</p>\n",
       "<p>Noto Serif Gujarati: <span style='font-family:Noto Serif Gujarati; font-size: 24px;'>Noto Serif Gujarati</p>\n",
       "<p>Noto Serif Kannada: <span style='font-family:Noto Serif Kannada; font-size: 24px;'>Noto Serif Kannada</p>\n",
       "<p>Noto Serif Khmer: <span style='font-family:Noto Serif Khmer; font-size: 24px;'>Noto Serif Khmer</p>\n",
       "<p>Noto Serif Lao: <span style='font-family:Noto Serif Lao; font-size: 24px;'>Noto Serif Lao</p>\n",
       "<p>Noto Serif Malayalam: <span style='font-family:Noto Serif Malayalam; font-size: 24px;'>Noto Serif Malayalam</p>\n",
       "<p>Noto Serif Tamil: <span style='font-family:Noto Serif Tamil; font-size: 24px;'>Noto Serif Tamil</p>\n",
       "<p>Noto Serif Telugu: <span style='font-family:Noto Serif Telugu; font-size: 24px;'>Noto Serif Telugu</p>\n",
       "<p>Noto Serif Thai: <span style='font-family:Noto Serif Thai; font-size: 24px;'>Noto Serif Thai</p>\n",
       "<p>Padauk: <span style='font-family:Padauk; font-size: 24px;'>Padauk</p>\n",
       "<p>Padauk Book: <span style='font-family:Padauk Book; font-size: 24px;'>Padauk Book</p>\n",
       "<p>Roboto: <span style='font-family:Roboto; font-size: 24px;'>Roboto</p>\n",
       "<p>Roboto Condensed: <span style='font-family:Roboto Condensed; font-size: 24px;'>Roboto Condensed</p>\n",
       "<p>STIX: <span style='font-family:STIX; font-size: 24px;'>STIX</p>\n",
       "<p>STIX Math: <span style='font-family:STIX Math; font-size: 24px;'>STIX Math</p>\n",
       "<p>STIXGeneral: <span style='font-family:STIXGeneral; font-size: 24px;'>STIXGeneral</p>\n",
       "<p>STIXIntegralsD: <span style='font-family:STIXIntegralsD; font-size: 24px;'>STIXIntegralsD</p>\n",
       "<p>STIXIntegralsSm: <span style='font-family:STIXIntegralsSm; font-size: 24px;'>STIXIntegralsSm</p>\n",
       "<p>STIXIntegralsUp: <span style='font-family:STIXIntegralsUp; font-size: 24px;'>STIXIntegralsUp</p>\n",
       "<p>STIXIntegralsUpD: <span style='font-family:STIXIntegralsUpD; font-size: 24px;'>STIXIntegralsUpD</p>\n",
       "<p>STIXIntegralsUpSm: <span style='font-family:STIXIntegralsUpSm; font-size: 24px;'>STIXIntegralsUpSm</p>\n",
       "<p>STIXNonUnicode: <span style='font-family:STIXNonUnicode; font-size: 24px;'>STIXNonUnicode</p>\n",
       "<p>STIXSizeFiveSym: <span style='font-family:STIXSizeFiveSym; font-size: 24px;'>STIXSizeFiveSym</p>\n",
       "<p>STIXSizeFourSym: <span style='font-family:STIXSizeFourSym; font-size: 24px;'>STIXSizeFourSym</p>\n",
       "<p>STIXSizeOneSym: <span style='font-family:STIXSizeOneSym; font-size: 24px;'>STIXSizeOneSym</p>\n",
       "<p>STIXSizeThreeSym: <span style='font-family:STIXSizeThreeSym; font-size: 24px;'>STIXSizeThreeSym</p>\n",
       "<p>STIXSizeTwoSym: <span style='font-family:STIXSizeTwoSym; font-size: 24px;'>STIXSizeTwoSym</p>\n",
       "<p>STIXVariants: <span style='font-family:STIXVariants; font-size: 24px;'>STIXVariants</p>\n",
       "<p>Tinos: <span style='font-family:Tinos; font-size: 24px;'>Tinos</p>\n",
       "<p>UnBatang: <span style='font-family:UnBatang; font-size: 24px;'>UnBatang</p>\n",
       "<p>UnDinaru: <span style='font-family:UnDinaru; font-size: 24px;'>UnDinaru</p>\n",
       "<p>UnDotum: <span style='font-family:UnDotum; font-size: 24px;'>UnDotum</p>\n",
       "<p>UnGraphic: <span style='font-family:UnGraphic; font-size: 24px;'>UnGraphic</p>\n",
       "<p>UnGungseo: <span style='font-family:UnGungseo; font-size: 24px;'>UnGungseo</p>\n",
       "<p>UnJamoBatang: <span style='font-family:UnJamoBatang; font-size: 24px;'>UnJamoBatang</p>\n",
       "<p>UnJamoDotum: <span style='font-family:UnJamoDotum; font-size: 24px;'>UnJamoDotum</p>\n",
       "<p>UnJamoNovel: <span style='font-family:UnJamoNovel; font-size: 24px;'>UnJamoNovel</p>\n",
       "<p>UnJamoSora: <span style='font-family:UnJamoSora; font-size: 24px;'>UnJamoSora</p>\n",
       "<p>UnPen: <span style='font-family:UnPen; font-size: 24px;'>UnPen</p>\n",
       "<p>UnPenheulim: <span style='font-family:UnPenheulim; font-size: 24px;'>UnPenheulim</p>\n",
       "<p>UnPilgi: <span style='font-family:UnPilgi; font-size: 24px;'>UnPilgi</p>\n",
       "<p>UnPilgia: <span style='font-family:UnPilgia; font-size: 24px;'>UnPilgia</p>\n",
       "<p>UnShinmun: <span style='font-family:UnShinmun; font-size: 24px;'>UnShinmun</p>\n",
       "<p>UnTaza: <span style='font-family:UnTaza; font-size: 24px;'>UnTaza</p>\n",
       "<p>UnVada: <span style='font-family:UnVada; font-size: 24px;'>UnVada</p>\n",
       "<p>UnYetgul: <span style='font-family:UnYetgul; font-size: 24px;'>UnYetgul</p>\n",
       "<p>Universalis ADF Cd Std: <span style='font-family:Universalis ADF Cd Std; font-size: 24px;'>Universalis ADF Cd Std</p>\n",
       "<p>Universalis ADF Std: <span style='font-family:Universalis ADF Std; font-size: 24px;'>Universalis ADF Std</p>\n",
       "<p>cmb10: <span style='font-family:cmb10; font-size: 24px;'>cmb10</p>\n",
       "<p>cmex10: <span style='font-family:cmex10; font-size: 24px;'>cmex10</p>\n",
       "<p>cmmi10: <span style='font-family:cmmi10; font-size: 24px;'>cmmi10</p>\n",
       "<p>cmr10: <span style='font-family:cmr10; font-size: 24px;'>cmr10</p>\n",
       "<p>cmss10: <span style='font-family:cmss10; font-size: 24px;'>cmss10</p>\n",
       "<p>cmsy10: <span style='font-family:cmsy10; font-size: 24px;'>cmsy10</p>\n",
       "<p>cmtt10: <span style='font-family:cmtt10; font-size: 24px;'>cmtt10</p>\n",
       "<p>esint10: <span style='font-family:esint10; font-size: 24px;'>esint10</p>\n",
       "<p>eufm10: <span style='font-family:eufm10; font-size: 24px;'>eufm10</p>\n",
       "<p>msam10: <span style='font-family:msam10; font-size: 24px;'>msam10</p>\n",
       "<p>msbm10: <span style='font-family:msbm10; font-size: 24px;'>msbm10</p>\n",
       "<p>rsfs10: <span style='font-family:rsfs10; font-size: 24px;'>rsfs10</p>\n",
       "<p>stmary10: <span style='font-family:stmary10; font-size: 24px;'>stmary10</p>\n",
       "<p>wasy10: <span style='font-family:wasy10; font-size: 24px;'>wasy10</p></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# showing all available font\n",
    "import matplotlib.font_manager\n",
    "from IPython.core.display import HTML\n",
    "\n",
    "def make_html(fontname):\n",
    "    return \"<p>{font}: <span style='font-family:{font}; font-size: 24px;'>{font}</p>\".format(font=fontname)\n",
    "\n",
    "code = \"\\n\".join([make_html(font) for font in sorted(set([f.name for f in matplotlib.font_manager.fontManager.ttflist]))])\n",
    "\n",
    "HTML(\"<div style='column-count: 2;'>{}</div>\".format(code))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "animes = pd.read_csv('anime_cleaned.csv')\n",
    "users = pd.read_csv('users_cleaned.csv')\n",
    "animelists = pd.read_csv('animelists_cleaned.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "animes = pd.read_csv('anime_filtered.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "users['birth_date'] = pd.to_datetime(users['birth_date'])\n",
    "users['last_online'] = pd.to_datetime(users['last_online'])\n",
    "users['join_date'] = pd.to_datetime(users['join_date'])\n",
    "animelists['my_last_updated'] = pd.to_datetime(animelists['my_last_updated'])\n",
    "# renaming possibly array-like columns to end with -s\n",
    "animes = animes.rename(columns={'genre': 'genres', 'studio': 'studios'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# setting index for primary identifiers\n",
    "animes = animes.set_index('anime_id')\n",
    "users = users.set_index('username')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home.stud/racinmat/.local/lib/python3.6/site-packages/ipykernel_launcher.py:4: FutureWarning: currently extract(expand=None) means expand=False (return Index/Series/DataFrame) but in a future version of pandas this will be changed to expand=True (return DataFrame)\n",
      "  after removing the cwd from sys.path.\n"
     ]
    }
   ],
   "source": [
    "# manually calculating airing year\n",
    "animes['aired_from_year'] = pd.to_datetime(animes['aired'].apply(lambda x: ast.literal_eval(x.replace('\\'', '\"'))['from']), errors='coerce').dt.year\n",
    "# now, for anime with airing year in aired_string column, I use that year to fill aired_from_year\n",
    "years_from_string = animes['aired_string'].str.extract(r'(\\d{4})')\n",
    "animes.loc[animes['aired_from_year'].isnull(), 'aired_from_year'] = years_from_string[animes['aired_from_year'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# not I get only animes with airing year\n",
    "animes = animes[~animes['aired_from_year'].isnull()]\n",
    "animes['aired_from_year'] = animes['aired_from_year'].astype(np.int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "animes['genres'].fillna('', inplace=True)\n",
    "genres_arr = animes['genres'].apply(lambda x: x.replace(' ', '').split(',')).apply(pd.Series).stack().to_frame(name='genre')\n",
    "genres_arr.index.levels[0].name = 'anime_id'\n",
    "animes_genres = pd.merge(animes, genres_arr, how='left', left_index=True, right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "shonen_ai = animes_genres['genre'] == 'ShounenAi'\n",
    "yaoi = animes_genres['genre'] == 'Yaoi'\n",
    "shonen_ai_or_yaoi = shonen_ai | yaoi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f949a20f3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_year = int(animes_genres[shonen_ai]['aired_from_year'].min())\n",
    "max_year = int(animes_genres[shonen_ai]['aired_from_year'].max())\n",
    "shonen_ai_years = animes_genres[shonen_ai]['aired_from_year'].value_counts()\n",
    "shonen_ai_years.index = shonen_ai_years.index.astype(np.int)\n",
    "shonen_ai_years = shonen_ai_years.reindex(list(range(min_year, max_year + 1)), fill_value=0)\n",
    "shonen_ai_years.sort_index().plot.bar(figsize=(16, 10), title='Shounen-ai per year')\n",
    "plt.xticks(rotation=60)\n",
    "plt.savefig('graphs-nagat/shounen-ai-per-year.png', bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f950e02bdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_year = int(animes_genres[shonen_ai_or_yaoi]['aired_from_year'].min())\n",
    "max_year = int(animes_genres[shonen_ai_or_yaoi]['aired_from_year'].max())\n",
    "shonen_ai_yaoi_years = animes_genres[shonen_ai_or_yaoi]['aired_from_year'].value_counts()\n",
    "shonen_ai_yaoi_years.index = shonen_ai_yaoi_years.index.astype(np.int)\n",
    "shonen_ai_yaoi_years = shonen_ai_yaoi_years.reindex(list(range(min_year, max_year + 1)), fill_value=0)\n",
    "shonen_ai_yaoi_years.sort_index().plot.bar(figsize=(16, 10), title='Shounen-ai and yaoi per year')\n",
    "plt.xticks(rotation=60)\n",
    "plt.savefig('graphs-nagat/shounen-ai-and-yaoi-per-year.png', bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([2016, 2018, 2014, 2006, 2005, 2008, 1994, 2011, 2012, 2010, 2017,\n",
       "            1989, 2015, 1996, 2002, 2000, 1983, 1987, 1982, 1990, 2004, 1995,\n",
       "            1998, 1999, 2007, 2013, 1981],\n",
       "           dtype='int64')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animes_genres[shonen_ai]['aired_from_year'].value_counts().index.astype(np.int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>title_english</th>\n",
       "      <th>title_japanese</th>\n",
       "      <th>title_synonyms</th>\n",
       "      <th>image_url</th>\n",
       "      <th>type</th>\n",
       "      <th>source</th>\n",
       "      <th>episodes</th>\n",
       "      <th>status</th>\n",
       "      <th>airing</th>\n",
       "      <th>...</th>\n",
       "      <th>broadcast</th>\n",
       "      <th>related</th>\n",
       "      <th>producer</th>\n",
       "      <th>licensor</th>\n",
       "      <th>studios</th>\n",
       "      <th>genres</th>\n",
       "      <th>opening_theme</th>\n",
       "      <th>ending_theme</th>\n",
       "      <th>aired_from_year</th>\n",
       "      <th>genre</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anime_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4814</th>\n",
       "      <th>3</th>\n",
       "      <td>Junjou Romantica 2</td>\n",
       "      <td>Junjo Romantica 2</td>\n",
       "      <td>純情ロマンチカ2(に)</td>\n",
       "      <td>Junjou Romantica Second Season, Junjyou Romant...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 765, 'type': 'manga...</td>\n",
       "      <td>Frontier Works, Kadokawa Shoten, Memory-Tech, ...</td>\n",
       "      <td>Nozomi Entertainment</td>\n",
       "      <td>Studio Deen</td>\n",
       "      <td>Comedy, Drama, Romance, Shounen Ai</td>\n",
       "      <td>['\"Shōdō (衝動)\" by Pigstar']</td>\n",
       "      <td>['\"Aioi (相生-アイオイ-)\" by JUNED']</td>\n",
       "      <td>2008</td>\n",
       "      <td>ShounenAi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11123</th>\n",
       "      <th>3</th>\n",
       "      <td>Sekaiichi Hatsukoi 2</td>\n",
       "      <td>Sekai Ichi Hatsukoi - World&amp;#039;s Greatest Fi...</td>\n",
       "      <td>世界一初恋 2</td>\n",
       "      <td>Sekai-ichi Hatsukoi 2, Sekai&amp;#039;ichi Hatsukoi 2</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 10309, 'type': 'man...</td>\n",
       "      <td>Lantis, Kadokawa Shoten, AT-X, KlockWorx</td>\n",
       "      <td>Funimation</td>\n",
       "      <td>Studio Deen</td>\n",
       "      <td>Comedy, Drama, Romance, Shounen Ai</td>\n",
       "      <td>['\"Sekai no Hate ni Kimi ga Itemo\" (世界の果てに君がいて...</td>\n",
       "      <td>['\"Aikotoba\" (アイコトバ) by Sakura Merry-Men']</td>\n",
       "      <td>2011</td>\n",
       "      <td>ShounenAi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9926</th>\n",
       "      <th>3</th>\n",
       "      <td>Sekaiichi Hatsukoi</td>\n",
       "      <td>Sekai Ichi Hatsukoi - World&amp;#039;s Greatest Fi...</td>\n",
       "      <td>世界一初恋 TV</td>\n",
       "      <td>Sekai-ichi Hatsukoi, Sekai&amp;#039;ichi Hatsukoi,...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 10573, 'type': 'man...</td>\n",
       "      <td>Lantis, Kadokawa Shoten, AT-X, DAX Production,...</td>\n",
       "      <td>Funimation</td>\n",
       "      <td>Studio Deen</td>\n",
       "      <td>Comedy, Drama, Romance, Shounen Ai</td>\n",
       "      <td>['\"Sekai de Ichiban Koishiteru (世界で一番恋してる)\" by...</td>\n",
       "      <td>['\"Ashita, Boku wa Kimi ni Ai ni Iku. (明日、僕は君に...</td>\n",
       "      <td>2011</td>\n",
       "      <td>ShounenAi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3092</th>\n",
       "      <th>3</th>\n",
       "      <td>Junjou Romantica</td>\n",
       "      <td>Junjo Romantica</td>\n",
       "      <td>純情ロマンチカ</td>\n",
       "      <td>Junjyou Romantica, Junjou Romantica: Pure Romance</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 765, 'type': 'manga...</td>\n",
       "      <td>Frontier Works, Kadokawa Shoten, Memory-Tech, ...</td>\n",
       "      <td>Nozomi Entertainment</td>\n",
       "      <td>Studio Deen</td>\n",
       "      <td>Comedy, Drama, Romance, Shounen Ai</td>\n",
       "      <td>['\"Kimi = Hana (君＝花)\" by pigstar']</td>\n",
       "      <td>['\"Baby Romantica (ベイビーロマンチカ)\" by SCRIPT']</td>\n",
       "      <td>2008</td>\n",
       "      <td>ShounenAi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1640</th>\n",
       "      <th>5</th>\n",
       "      <td>Angel&amp;#039;s Feather</td>\n",
       "      <td>Angel&amp;#039;s Feather</td>\n",
       "      <td>エンジェルズフェザー Angel&amp;#039;s Feather</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>OVA</td>\n",
       "      <td>Visual novel</td>\n",
       "      <td>2</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Media Blasters</td>\n",
       "      <td>Venet</td>\n",
       "      <td>Sci-Fi, Supernatural, Drama, Romance, Fantasy,...</td>\n",
       "      <td>['\"ROCK STAR\" by Kakihara Tetsuya &amp; Hatano Wat...</td>\n",
       "      <td>['\"LAST SONG\" by Ishikawa Hideo &amp; Suzuki Chihi...</td>\n",
       "      <td>2006</td>\n",
       "      <td>ShounenAi</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           title  \\\n",
       "anime_id                           \n",
       "4814     3    Junjou Romantica 2   \n",
       "11123    3  Sekaiichi Hatsukoi 2   \n",
       "9926     3    Sekaiichi Hatsukoi   \n",
       "3092     3      Junjou Romantica   \n",
       "1640     5  Angel&#039;s Feather   \n",
       "\n",
       "                                                title_english  \\\n",
       "anime_id                                                        \n",
       "4814     3                                  Junjo Romantica 2   \n",
       "11123    3  Sekai Ichi Hatsukoi - World&#039;s Greatest Fi...   \n",
       "9926     3  Sekai Ichi Hatsukoi - World&#039;s Greatest Fi...   \n",
       "3092     3                                    Junjo Romantica   \n",
       "1640     5                               Angel&#039;s Feather   \n",
       "\n",
       "                             title_japanese  \\\n",
       "anime_id                                      \n",
       "4814     3                      純情ロマンチカ2(に)   \n",
       "11123    3                          世界一初恋 2   \n",
       "9926     3                         世界一初恋 TV   \n",
       "3092     3                          純情ロマンチカ   \n",
       "1640     5  エンジェルズフェザー Angel&#039;s Feather   \n",
       "\n",
       "                                               title_synonyms  \\\n",
       "anime_id                                                        \n",
       "4814     3  Junjou Romantica Second Season, Junjyou Romant...   \n",
       "11123    3  Sekai-ichi Hatsukoi 2, Sekai&#039;ichi Hatsukoi 2   \n",
       "9926     3  Sekai-ichi Hatsukoi, Sekai&#039;ichi Hatsukoi,...   \n",
       "3092     3  Junjyou Romantica, Junjou Romantica: Pure Romance   \n",
       "1640     5                                                NaN   \n",
       "\n",
       "                                                    image_url type  \\\n",
       "anime_id                                                             \n",
       "4814     3  https://myanimelist.cdn-dena.com/images/anime/...   TV   \n",
       "11123    3  https://myanimelist.cdn-dena.com/images/anime/...   TV   \n",
       "9926     3  https://myanimelist.cdn-dena.com/images/anime/...   TV   \n",
       "3092     3  https://myanimelist.cdn-dena.com/images/anime/...   TV   \n",
       "1640     5  https://myanimelist.cdn-dena.com/images/anime/...  OVA   \n",
       "\n",
       "                  source  episodes           status  airing    ...      \\\n",
       "anime_id                                                       ...       \n",
       "4814     3         Manga        12  Finished Airing   False    ...       \n",
       "11123    3         Manga        12  Finished Airing   False    ...       \n",
       "9926     3         Manga        12  Finished Airing   False    ...       \n",
       "3092     3         Manga        12  Finished Airing   False    ...       \n",
       "1640     5  Visual novel         2  Finished Airing   False    ...       \n",
       "\n",
       "           broadcast                                            related  \\\n",
       "anime_id                                                                  \n",
       "4814     3   Unknown  {'Adaptation': [{'mal_id': 765, 'type': 'manga...   \n",
       "11123    3   Unknown  {'Adaptation': [{'mal_id': 10309, 'type': 'man...   \n",
       "9926     3   Unknown  {'Adaptation': [{'mal_id': 10573, 'type': 'man...   \n",
       "3092     3   Unknown  {'Adaptation': [{'mal_id': 765, 'type': 'manga...   \n",
       "1640     5       NaN                                                 []   \n",
       "\n",
       "                                                     producer  \\\n",
       "anime_id                                                        \n",
       "4814     3  Frontier Works, Kadokawa Shoten, Memory-Tech, ...   \n",
       "11123    3           Lantis, Kadokawa Shoten, AT-X, KlockWorx   \n",
       "9926     3  Lantis, Kadokawa Shoten, AT-X, DAX Production,...   \n",
       "3092     3  Frontier Works, Kadokawa Shoten, Memory-Tech, ...   \n",
       "1640     5                                                NaN   \n",
       "\n",
       "                        licensor      studios  \\\n",
       "anime_id                                        \n",
       "4814     3  Nozomi Entertainment  Studio Deen   \n",
       "11123    3            Funimation  Studio Deen   \n",
       "9926     3            Funimation  Studio Deen   \n",
       "3092     3  Nozomi Entertainment  Studio Deen   \n",
       "1640     5        Media Blasters        Venet   \n",
       "\n",
       "                                                       genres  \\\n",
       "anime_id                                                        \n",
       "4814     3                 Comedy, Drama, Romance, Shounen Ai   \n",
       "11123    3                 Comedy, Drama, Romance, Shounen Ai   \n",
       "9926     3                 Comedy, Drama, Romance, Shounen Ai   \n",
       "3092     3                 Comedy, Drama, Romance, Shounen Ai   \n",
       "1640     5  Sci-Fi, Supernatural, Drama, Romance, Fantasy,...   \n",
       "\n",
       "                                                opening_theme  \\\n",
       "anime_id                                                        \n",
       "4814     3                        ['\"Shōdō (衝動)\" by Pigstar']   \n",
       "11123    3  ['\"Sekai no Hate ni Kimi ga Itemo\" (世界の果てに君がいて...   \n",
       "9926     3  ['\"Sekai de Ichiban Koishiteru (世界で一番恋してる)\" by...   \n",
       "3092     3                 ['\"Kimi = Hana (君＝花)\" by pigstar']   \n",
       "1640     5  ['\"ROCK STAR\" by Kakihara Tetsuya & Hatano Wat...   \n",
       "\n",
       "                                                 ending_theme  \\\n",
       "anime_id                                                        \n",
       "4814     3                     ['\"Aioi (相生-アイオイ-)\" by JUNED']   \n",
       "11123    3         ['\"Aikotoba\" (アイコトバ) by Sakura Merry-Men']   \n",
       "9926     3  ['\"Ashita, Boku wa Kimi ni Ai ni Iku. (明日、僕は君に...   \n",
       "3092     3         ['\"Baby Romantica (ベイビーロマンチカ)\" by SCRIPT']   \n",
       "1640     5  ['\"LAST SONG\" by Ishikawa Hideo & Suzuki Chihi...   \n",
       "\n",
       "            aired_from_year      genre  \n",
       "anime_id                                \n",
       "4814     3             2008  ShounenAi  \n",
       "11123    3             2011  ShounenAi  \n",
       "9926     3             2011  ShounenAi  \n",
       "3092     3             2008  ShounenAi  \n",
       "1640     5             2006  ShounenAi  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animes_genres[shonen_ai].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['title', 'title_english', 'title_japanese', 'title_synonyms',\n",
       "       'image_url', 'type', 'source', 'episodes', 'status', 'airing',\n",
       "       'aired_string', 'aired', 'duration', 'rating', 'score', 'scored_by',\n",
       "       'rank', 'popularity', 'members', 'favorites', 'background', 'premiered',\n",
       "       'broadcast', 'related', 'producer', 'licensor', 'studios', 'genres',\n",
       "       'opening_theme', 'ending_theme', 'aired_from_year', 'genre'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animes_genres[shonen_ai].columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "genres_arr = animes['genres'].apply(lambda x: x.replace(' ', '').split(',')).apply(pd.Series).stack().to_frame(name='genre').reset_index().drop(['level_1'], axis=1)\n",
    "animelists_genres = pd.merge(animelists, genres_arr, how='left', on='anime_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "users_shounenai = animelists_genres[animelists_genres['genre'] == 'ShounenAi'].groupby('username')['genre'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "animelists_genres_years = pd.merge(animelists_genres, animes['aired_from_year'].astype(np.int).to_frame(name='aired_from_year').reset_index(), how='left', on='anime_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "shonen_ai_list = animelists_genres_years['genre'] == 'ShounenAi'\n",
    "yaoi_list = animelists_genres_years['genre'] == 'Yaoi'\n",
    "shonen_ai_or_yaoi_list = shonen_ai_list | yaoi_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f94ddbf93c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_year = animelists_genres_years[yaoi_list]['aired_from_year'].min()\n",
    "max_year = animelists_genres_years[yaoi_list]['aired_from_year'].max()\n",
    "yaoi_ratings_years = animelists_genres_years[yaoi_list]['aired_from_year'].value_counts()\n",
    "yaoi_ratings_years.index = yaoi_ratings_years.index.astype(np.int)\n",
    "yaoi_ratings_years = yaoi_ratings_years.reindex(list(range(min_year, max_year + 1)), fill_value=0)\n",
    "yaoi_ratings_years.sort_index().plot.bar(figsize=(16, 10), title='# watchers for all yaoi coming out per year')\n",
    "plt.xticks(rotation=60)\n",
    "plt.savefig('graphs-nagat/num-watchers-per-year.png', bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f94a0fd44a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_year = animelists_genres_years[shonen_ai_or_yaoi_list]['aired_from_year'].min()\n",
    "max_year = animelists_genres_years[shonen_ai_or_yaoi_list]['aired_from_year'].max()\n",
    "shonen_ai_or_yaoi_ratings_years = animelists_genres_years[shonen_ai_or_yaoi_list]['aired_from_year'].value_counts()\n",
    "shonen_ai_or_yaoi_ratings_years.index = shonen_ai_or_yaoi_ratings_years.index.astype(np.int)\n",
    "shonen_ai_or_yaoi_ratings_years = shonen_ai_or_yaoi_ratings_years.reindex(list(range(min_year, max_year + 1)), fill_value=0)\n",
    "shonen_ai_or_yaoi_ratings_years.sort_index().plot.bar(figsize=(16, 10), title='# watchers for all yaoi and shounen-ai coming out per year')\n",
    "plt.xticks(rotation=60)\n",
    "plt.savefig('graphs-nagat/num-watchers-yaoi-and-shounen-ai-per-year.png', bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f94ce813828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_year = 2006  ## hardcoded MAL minimum\n",
    "max_year = animelists_genres_years[shonen_ai_or_yaoi_list]['my_last_updated'].dt.year.max()\n",
    "shonen_ai_or_yaoi_ratings_years = animelists_genres_years[shonen_ai_or_yaoi_list]['my_last_updated'].dt.year.value_counts()\n",
    "shonen_ai_or_yaoi_ratings_years.index = shonen_ai_or_yaoi_ratings_years.index.astype(np.int)\n",
    "shonen_ai_or_yaoi_ratings_years = shonen_ai_or_yaoi_ratings_years.reindex(list(range(min_year, max_year + 1)), fill_value=0)\n",
    "shonen_ai_or_yaoi_ratings_years.sort_index().plot.bar(figsize=(16, 10), title='# watch records per year, shounen ai and yaoi')\n",
    "plt.xticks(rotation=60)\n",
    "plt.savefig('graphs-nagat/watch-records-per-year.png', bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f94a0fd4630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_year = animelists_genres_years[shonen_ai_or_yaoi_list]['aired_from_year'].min()\n",
    "max_year = animelists_genres_years[shonen_ai_or_yaoi_list]['aired_from_year'].max()\n",
    "mean_rating_year = animelists_genres_years[shonen_ai_or_yaoi_list & (animelists_genres_years['my_score'] != 0)].groupby('aired_from_year')['my_score'].mean()\n",
    "mean_rating_year.index = mean_rating_year.index.astype(np.int)\n",
    "mean_rating_year = mean_rating_year.reindex(list(range(min_year, max_year + 1)), fill_value=0)\n",
    "mean_rating_year.sort_index().plot.bar(figsize=(16, 10), title='mean score of all yaoi and shounen ai per year')\n",
    "plt.xticks(rotation=60)\n",
    "plt.savefig('graphs-nagat/mean-score-per-year.png', bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f948d8350f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "animelists_genres_years[shonen_ai_or_yaoi_list & (animelists_genres_years['my_score'] != 0)].groupby('aired_from_year')['my_score'].mean().sort_index().plot(figsize=(16, 10), title='mean score of all yaoi and shounen ai per year')\n",
    "plt.savefig('graphs-nagat/mean-score-line-per-year.png', bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}