Album Similarity (R).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Group songs per artist and album:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“package ‘igraph’ was built under R version 3.4.4”\n",
      "Attaching package: ‘igraph’\n",
      "\n",
      "The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    decompose, spectrum\n",
      "\n",
      "The following object is masked from ‘package:base’:\n",
      "\n",
      "    union\n",
      "\n",
      "Warning message:\n",
      "“package ‘dplyr’ was built under R version 3.4.2”\n",
      "Attaching package: ‘dplyr’\n",
      "\n",
      "The following objects are masked from ‘package:igraph’:\n",
      "\n",
      "    as_data_frame, groups, union\n",
      "\n",
      "The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    filter, lag\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    intersect, setdiff, setequal, union\n",
      "\n",
      "Warning message:\n",
      "“package ‘rjson’ was built under R version 3.4.4”"
     ]
    }
   ],
   "source": [
    "library(igraph)\n",
    "library(dplyr)\n",
    "library(rjson)\n",
    "\n",
    "songs <- list()\n",
    "data.path <- \"data/\"\n",
    "\n",
    "artist <- c()\n",
    "album <- c()\n",
    "year <- c()\n",
    "song <- c()\n",
    "chords <- c()\n",
    "energy <- c()\n",
    "tempo <- c()\n",
    "acousticness <- c()\n",
    "duration <- c()\n",
    "danceability <- c()\n",
    "valence <- c()\n",
    "\n",
    "for (file.name in list.files(path=data.path)) {\n",
    "  if (startsWith(file.name, \"data\")) {\n",
    "    artist.songs <- fromJSON(file=paste0(data.path, file.name))\n",
    "    artist <- c(artist, sapply(artist.songs, function(x) x$artist))\n",
    "    album <- c(album, sapply(artist.songs, function(x) x$album))\n",
    "    year <- c(year, sapply(artist.songs, function(x) x$year))\n",
    "    song <- c(song, sapply(artist.songs, function(x) x$name))\n",
    "    energy <- c(energy, sapply(artist.songs, function(x) x$energy))\n",
    "    tempo <- c(tempo, sapply(artist.songs, function(x) x$tempo))\n",
    "    acousticness <- c(acousticness, sapply(artist.songs, function(x) x$acousticness))\n",
    "    duration <- c(duration, sapply(artist.songs, function(x) x$duration))\n",
    "    danceability <- c(danceability, sapply(artist.songs, function(x) x$danceability))    \n",
    "    valence <- c(valence, sapply(artist.songs, function(x) x$valence))                          \n",
    "    chords <- c(chords, sapply(artist.songs, function(x) x$chords))\n",
    "  }\n",
    "}\n",
    "\n",
    "songs.df <- data.frame(artist=artist, album=album, year=year, song=song, \n",
    "                       duration=duration, energy=energy, tempo=tempo, \n",
    "                       acousticness=acousticness, danceability=danceability,\n",
    "                       valence=valence, chords=chords)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aggregate attributes per album:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“package ‘bindrcpp’ was built under R version 3.4.4”"
     ]
    }
   ],
   "source": [
    "albums.df <- songs.df %>%\n",
    "  filter(chords != \"\") %>%\n",
    "  group_by(artist, album, year) %>%\n",
    "  summarise(energy = mean(energy), tempo = mean(tempo),\n",
    "            acousticness = mean(acousticness), duration = mean(duration),\n",
    "            danceability = mean(danceability), valence = mean(valence),\n",
    "            chords = paste(chords, collapse=\".\\n\")) %>%\n",
    "  ungroup()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create list of graphs, one per album. A graph will use the actual chords as vertices and there will be an edge between two of them if they are consecutive in any of the songs of the album. Note that the last chord of a song is not connected to the first one of the following song of the same album. The weight of the edges shows how many times that connection happened thoughout the album, so the higher the weight, the more often those chords are consecutive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "graphs <- list()\n",
    "for(i in 1:nrow(albums.df)) {\n",
    "  chord_sequence <- c()\n",
    "  song.chords <- strsplit(as.character(albums.df[i, \"chords\"]), \".\\n\")[[1]]\n",
    "  for (song in song.chords) {\n",
    "    chords <- strsplit(song, \", \")[[1]]        \n",
    "    for(i in 1:(length(chords)-1)){\n",
    "        if (chords[i] != chords[i+1]) {\n",
    "          chord_sequence <- append(chord_sequence, c(chords[i], chords[i+1]))\n",
    "        }\n",
    "    }\n",
    "  }\n",
    "  graphs <- append(graphs, list(graph(chord_sequence)))\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Metrics Computation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Album: You Could Have It So Much Better\"\n"
     ]
    },
    {
     "data": {
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HzuWFX9ea33hnuOFDCdpsBojLblaq2qHebVJA0f6TgWBBBIoEBVf5gJLApZIYAA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\nECBAgAABAgQItKnA/wdhyemC3vwfYwAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(paste(\"Album:\", albums.df$album[11]))\n",
    "plot(graphs[[11]], edge.curved=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>N</th><th scope=col>E</th><th scope=col>k</th><th scope=col>delta</th><th scope=col>diameter</th><th scope=col>cc</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>AM</th><td>10       </td><td> 820     </td><td>164.00000</td><td>18.222222</td><td>3        </td><td>0.6000000</td></tr>\n",
       "\t<tr><th scope=row>Favourite Worst Nightmare</th><td>22       </td><td> 648     </td><td> 58.90909</td><td> 2.805195</td><td>6        </td><td>0.4333333</td></tr>\n",
       "\t<tr><th scope=row>Humbug</th><td>15       </td><td> 636     </td><td> 84.80000</td><td> 6.057143</td><td>5        </td><td>0.5185185</td></tr>\n",
       "\t<tr><th scope=row>Suck It and See</th><td>27       </td><td>1527     </td><td>113.11111</td><td> 4.350427</td><td>6        </td><td>0.5151515</td></tr>\n",
       "\t<tr><th scope=row>Tranquility Base Hotel &amp; Casino</th><td>50       </td><td>1659     </td><td> 66.36000</td><td> 1.354286</td><td>5        </td><td>0.3423512</td></tr>\n",
       "\t<tr><th scope=row>Whatever People Say I Am, That's What I'm Not</th><td>24       </td><td> 788     </td><td> 65.66667</td><td> 2.855072</td><td>6        </td><td>0.4520548</td></tr>\n",
       "\t<tr><th scope=row>Always Ascending</th><td>11       </td><td> 402     </td><td> 73.09091</td><td> 7.309091</td><td>3        </td><td>0.7288136</td></tr>\n",
       "\t<tr><th scope=row>Franz Ferdinand</th><td>24       </td><td> 336     </td><td> 28.00000</td><td> 1.217391</td><td>7        </td><td>0.4308511</td></tr>\n",
       "\t<tr><th scope=row>Right Thoughts, Right Words, Right Action</th><td>11       </td><td> 674     </td><td>122.54545</td><td>12.254545</td><td>3        </td><td>0.6532258</td></tr>\n",
       "\t<tr><th scope=row>Tonight: Franz Ferdinand</th><td>14       </td><td> 320     </td><td> 45.71429</td><td> 3.516484</td><td>3        </td><td>0.5806452</td></tr>\n",
       "\t<tr><th scope=row>You Could Have It So Much Better</th><td> 9       </td><td> 194     </td><td> 43.11111</td><td> 5.388889</td><td>3        </td><td>0.6835443</td></tr>\n",
       "\t<tr><th scope=row>Everything You've Come To Expect</th><td>18       </td><td> 558     </td><td> 62.00000</td><td> 3.647059</td><td>5        </td><td>0.5378151</td></tr>\n",
       "\t<tr><th scope=row>The Age Of The Understatement</th><td>12       </td><td> 650     </td><td>108.33333</td><td> 9.848485</td><td>4        </td><td>0.6132597</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllll}\n",
       "  & N & E & k & delta & diameter & cc\\\\\n",
       "\\hline\n",
       "\tAM & 10        &  820      & 164.00000 & 18.222222 & 3         & 0.6000000\\\\\n",
       "\tFavourite Worst Nightmare & 22        &  648      &  58.90909 &  2.805195 & 6         & 0.4333333\\\\\n",
       "\tHumbug & 15        &  636      &  84.80000 &  6.057143 & 5         & 0.5185185\\\\\n",
       "\tSuck It and See & 27        & 1527      & 113.11111 &  4.350427 & 6         & 0.5151515\\\\\n",
       "\tTranquility Base Hotel \\& Casino & 50        & 1659      &  66.36000 &  1.354286 & 5         & 0.3423512\\\\\n",
       "\tWhatever People Say I Am, That's What I'm Not & 24        &  788      &  65.66667 &  2.855072 & 6         & 0.4520548\\\\\n",
       "\tAlways Ascending & 11        &  402      &  73.09091 &  7.309091 & 3         & 0.7288136\\\\\n",
       "\tFranz Ferdinand & 24        &  336      &  28.00000 &  1.217391 & 7         & 0.4308511\\\\\n",
       "\tRight Thoughts, Right Words, Right Action & 11        &  674      & 122.54545 & 12.254545 & 3         & 0.6532258\\\\\n",
       "\tTonight: Franz Ferdinand & 14        &  320      &  45.71429 &  3.516484 & 3         & 0.5806452\\\\\n",
       "\tYou Could Have It So Much Better &  9        &  194      &  43.11111 &  5.388889 & 3         & 0.6835443\\\\\n",
       "\tEverything You've Come To Expect & 18        &  558      &  62.00000 &  3.647059 & 5         & 0.5378151\\\\\n",
       "\tThe Age Of The Understatement & 12        &  650      & 108.33333 &  9.848485 & 4         & 0.6132597\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | N | E | k | delta | diameter | cc |\n",
       "|---|---|---|---|---|---|---|\n",
       "| AM | 10        |  820      | 164.00000 | 18.222222 | 3         | 0.6000000 |\n",
       "| Favourite Worst Nightmare | 22        |  648      |  58.90909 |  2.805195 | 6         | 0.4333333 |\n",
       "| Humbug | 15        |  636      |  84.80000 |  6.057143 | 5         | 0.5185185 |\n",
       "| Suck It and See | 27        | 1527      | 113.11111 |  4.350427 | 6         | 0.5151515 |\n",
       "| Tranquility Base Hotel & Casino | 50        | 1659      |  66.36000 |  1.354286 | 5         | 0.3423512 |\n",
       "| Whatever People Say I Am, That's What I'm Not | 24        |  788      |  65.66667 |  2.855072 | 6         | 0.4520548 |\n",
       "| Always Ascending | 11        |  402      |  73.09091 |  7.309091 | 3         | 0.7288136 |\n",
       "| Franz Ferdinand | 24        |  336      |  28.00000 |  1.217391 | 7         | 0.4308511 |\n",
       "| Right Thoughts, Right Words, Right Action | 11        |  674      | 122.54545 | 12.254545 | 3         | 0.6532258 |\n",
       "| Tonight: Franz Ferdinand | 14        |  320      |  45.71429 |  3.516484 | 3         | 0.5806452 |\n",
       "| You Could Have It So Much Better |  9        |  194      |  43.11111 |  5.388889 | 3         | 0.6835443 |\n",
       "| Everything You've Come To Expect | 18        |  558      |  62.00000 |  3.647059 | 5         | 0.5378151 |\n",
       "| The Age Of The Understatement | 12        |  650      | 108.33333 |  9.848485 | 4         | 0.6132597 |\n",
       "\n"
      ],
      "text/plain": [
       "                                              N  E    k         delta    \n",
       "AM                                            10  820 164.00000 18.222222\n",
       "Favourite Worst Nightmare                     22  648  58.90909  2.805195\n",
       "Humbug                                        15  636  84.80000  6.057143\n",
       "Suck It and See                               27 1527 113.11111  4.350427\n",
       "Tranquility Base Hotel & Casino               50 1659  66.36000  1.354286\n",
       "Whatever People Say I Am, That's What I'm Not 24  788  65.66667  2.855072\n",
       "Always Ascending                              11  402  73.09091  7.309091\n",
       "Franz Ferdinand                               24  336  28.00000  1.217391\n",
       "Right Thoughts, Right Words, Right Action     11  674 122.54545 12.254545\n",
       "Tonight: Franz Ferdinand                      14  320  45.71429  3.516484\n",
       "You Could Have It So Much Better               9  194  43.11111  5.388889\n",
       "Everything You've Come To Expect              18  558  62.00000  3.647059\n",
       "The Age Of The Understatement                 12  650 108.33333  9.848485\n",
       "                                              diameter cc       \n",
       "AM                                            3        0.6000000\n",
       "Favourite Worst Nightmare                     6        0.4333333\n",
       "Humbug                                        5        0.5185185\n",
       "Suck It and See                               6        0.5151515\n",
       "Tranquility Base Hotel & Casino               5        0.3423512\n",
       "Whatever People Say I Am, That's What I'm Not 6        0.4520548\n",
       "Always Ascending                              3        0.7288136\n",
       "Franz Ferdinand                               7        0.4308511\n",
       "Right Thoughts, Right Words, Right Action     3        0.6532258\n",
       "Tonight: Franz Ferdinand                      3        0.5806452\n",
       "You Could Have It So Much Better              3        0.6835443\n",
       "Everything You've Come To Expect              5        0.5378151\n",
       "The Age Of The Understatement                 4        0.6132597"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "column_names <- c(\"N\", \"E\", \"k\", \"delta\", \"diameter\", \"cc\")\n",
    "metrics <- data.frame(matrix(ncol = length(column_names), nrow = 0))\n",
    "colnames(metrics) <- column_names\n",
    "                      \n",
    "for (graph in graphs) {\n",
    "    N <- vcount(graph)\n",
    "    E <- ecount(graph)\n",
    "    df <- data.frame(N=N, E=E, k=2*E/N, delta=2*E/(N*(N-1)), diameter=diameter(graph), cc=transitivity(graph))\n",
    "    metrics <- rbind(metrics, df)\n",
    "}\n",
    "                      \n",
    "row.names(metrics) <- albums.df$album\n",
    "metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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8nZIIAAAggggAACCCCAQC8EBvbiuTwVAQQQQAABBBBAAAEEqgvMVH311LVjNdWl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\n79N1nzJS8TlWKzdcRyv+im3Xv5QRyuKeSWoHPbpROUpJx7fP8Yq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7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",
      "text/plain": [
       "Plot with title “Similarity between albums”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(reshape2)\n",
    "\n",
    "albums <- t(metrics)\n",
    "corr.matrix <- round(cor(albums), 3)\n",
    "diag(corr.matrix) <- NA\n",
    "heatmap(as.matrix(corr.matrix), Colv = NA, Rowv = NA, main = \"Similarity between albums\", scale = 'none')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Degree distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZSNbt3U1QvEj4+WT2/q613sWzbLNVtJTb1JsFHpu97Um0vdp/PfzPzNEw9KvCjx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\nP+sBnjdGlJmJAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Histogram of Favourite Worst Nightmare”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vxK4sREN+/TGe/KgRnp6mtYF9snJ+6aqFKfaFT7rk29aJ6d+MNE3Zi7+hr+TaIt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",
      "text/plain": [
       "Plot with title “Histogram of Suck It and See”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QQQQOANAu00kDzzRcreyq4eyBU/Uvs4ZSHFD3EYD+UF\nbYQfJuGv/E1RXlKKyg0aubZybtFExiGAAAIIjDuBYbsfjTtANggBBBBAoDsCC2sx/r9CfpCB\nH/f9B+V4xQ2LxxSPP0kZr6VMg9CPAV+jzzswLN/55m+Q+nxisDoEEGgqMOz3o6Y7NuAJw3I/\nKsvEQxrKSlEPAQTGJOBPitwoulPx19LcKHL8FbZ9lRkUSnsCw3JDooHU3nGlNgII9FaA+1H3\nfYflflR2z2kglZWiHgIITBOYcVpf+Z5nVHXPrLofgLC0crfi74RTEEAAAQQQ6JcA96N+SbMe\nBBBAoEYCnTSQIs+TGrgpjqAfAQQQQACBAQhwPxoAOqtEAAEEqijQSQNpC0F8VPH3v/3Y76In\nvv1C409UKAgggAACCPRKgPtRr2RZLgIIIFBjgXYbSLvI6rclvC4pUYcqCCCAAAIIdCrA/ahT\nOeZDAAEEEGgp0G4D6TAt7VllH+Ui5SGlqPjhDRQEEEAAAQR6JcD9qFeyLBcBBBCouUA7DaQ5\nZLWScpxySs3d2H0EEEAAgcEJcD8anD1rRgABBCovUOb/AiWE59XjJ9X5EyQKAggggAACgxLg\nfjQoedaLAAII1ECgnQaSvzbnvy3aVWlnvhowsosIIIAAAn0U4H7UR2xWhQACCNRNoN2Gzt4C\nek45TdlEWVpZoCB+uh0FAQQQQACBXglwP+qVLMtFAAEEEGhL4G+q7f818fooOVTTKeUFhuU/\nl1+lXTqw/G5REwEEEOiZAPej3tAOy/2o7N7vrIoPl61MPQQQQMAC7TykwfWvV+53zyjlllGm\nMxkBBBBAAIGxCHA/Gose8yKAAAIINBVot4H0qaZLYgICCCCAAAL9E+B+1D9r1oQAAgjUSqDd\nv0GKOP47ozWU9bKRfuwqBQEEEEAAgX4LcD/qtzjrQwABBCos0EkDyQ9mOFXx475vVL6ruPxK\nOVyZxQMUBBBAAAEEeizA/ajHwCweAQQQqKNAu1+xW0xI1yl+cp3/zmh2JZUJ6vmysqOytvKC\nQkEAAQQQQKAXAtyPeqHKMhFAAAEE2v5/RsfIzF9l2FhZVXFjKZWd1HOEspqyexpJFwEEEEAA\ngR4IcD/qASqLRAABBBBo/x++bim0HyqXF+C9qnFfV/wY8PULpjMKAQQQQACBbglwP+qWJMtB\nAAEEEGgQaOdvkObWnPMpkxqW0DjwsgZvVlyPggACCCCAQC8EuB/1QpVlIoAAAgiMCLTTQHpK\nczyorNPCzjctf8Xu1hZ1mIQAAggggMBYBLgfjUWPeRFAAAEEWgq000Dygs5R9lI+o8ypxDKv\nBk5S5lHOjxPoRwABBBBAoMsC3I+6DMriEEAAAQQ6E3AjaIryuuK/NfInSvcppyuPKh5/gkJp\nT2ADVbfdzKPMtmZWb1BfYbxK6z9wlG1kMgIIINAPAe5HvVEelvtR2b3fWRUfLluZeggggIAF\n2v0E6QnN8zblOGVWZRFlceW9isvnFH/CREEAAQQQQKCXAtyPeqnLshFAAIEaC7T7f5BM9Yiy\nr/JpZRllUWWycr9CQQABBBBAoF8C3I/6Jc16EEAAgRoJdNJASjx+rPedWdI4uggggAACCPRb\ngPtRv8VZHwIIIFBhgXa/YldhCnYNAQQQQAABBBBAAAEE6i7Q7idI/tsj/93RaOU3quBQEEAA\nAQQQ6IUA96NeqLJMBBBAAIHp2m0gvVNmy43idq+mXzJKHSYjgAACCCAwFgHuR2PRY14EEEAA\ngaYC7TaQ3qol5b+W5+ElldWVoxV/cuQuBQEEEEAAgV4JcD/qlSzLRQABBGou0G4Dyf/7qKj4\nfyD9XblZuV65TDlToSCAAAIIINALAe5HvVBlmQgggAACb/g0aKwkN2gBdyv+6gMFAQQQQACB\nQQlwPxqUPOtFAAEEhlwg/3W5se7OLFrAAsrCY10Q8yOAAAIIIDAGAe5HY8BjVgQQQKDOAu1+\nxW5WYU0oAPNyFlIOV+ZUrlEoCCCAAAII9EqA+1GvZFkuAgggUHOBdhtI/5TXaE+x8z+P/UnN\nXdl9BBBAAIHeCnA/6q0vS0cAAQRqK9BuA+lSSd1WoPWaxj2l3Kj8TGn2x7OaREEAAQQQQGDM\nAtyPxkzIAhBAAAEEigTabSDtUbQQxiGAAAIIINBngT36vD5WhwACCCBQE4FuP6ShJmzsJgII\nIIAAAggggAACCFRRoN1PkI4TwiIdQPxS8/y+g/mYBQEEEEAAgSIB7kdFKoxDAAEEEBizQLsN\npDW1xtUVP6nO5VXlCWV+pejpdho9Uq5MPXQRQAABBBDoggD3oy4gsggEEEAAgTcKtPsVu49q\nEc8qZypvV/yY1QWz7rbq3qK4MeRPmfz/kFKOVj8FAQQQQACBbglwP+qWJMtBAAEEEBiTwCWa\n+xylWcNqSU1zA2pfhVJeYANVfV2ZeZRZ/BtT15tvlHq9mnyVFnxgrxbOchFAAIE2BLgftYHV\nRtVhuR+V3aWdVfHhspWphwACCFigWUOnSMf/lXx95VeKH+tdVO7VyBuUTYsmMg4BBBBAAIEu\nCHA/6gIii0AAAQQQKBZop4H0ihbxjLJE8aJGxs6knysoj7aowyQEEEAAAQTGIsD9aCx6zIsA\nAggg0FKgnQaSH8hwvnKwsm7BUmfXuPRUoXMLpjMKAQQQQACBbghwP+qGIstAAAEEECgUaPcp\ndkdqKe9Q/CCGSxU/lOFpxX97tIWysPJz5SyFggACCCCAQK8EuB/1SpblIoAAAgi0LbCY5vCD\nGvx1Oz8wIOVB9e+jtPOplKpTJDAsfxTLQxo4XRFAYDwJcD/q/tEYlvtR2T3nIQ1lpaiHAALT\nBNr9BMkzPqD4kd5uCK2s+JHedyj3KW4sURBAAAEEEOiHAPejfiizDgQQQKBmAmP5tMdPEfJD\nGV5Q/PQ6/w0SBQEEEEAAgX4LcD/qtzjrQwABBCos0EkDaWl5nKr4/x3dqHxXcfmVcrjiGxUF\nAQQQQACBXgtwP+q1MMtHAAEEaijQ7lfs/H3v65QFFD+gIX5qNEHDX1Z2VNZW/MkSBQEEEEAA\ngV4IcD/qhSrLRAABBBBo+4EKx8hsNmVjZVXFjaVUdlLPEcpqyu5pJF0EEEAAAQR6IMD9qAeo\nLBIBBBBAoP0nzm0ptB8qlxfg+f9SfF15Ulm/YDqjEEAAAQQQ6JYA96NuSbIcBBBAAIEGgXb+\nBmluzTmfMqlhCY0DL2vwZsX1KAgggAACCPRCgPtRL1RZJgIIIIDAiEA7DaSnNIf/19E6Lex8\n0/JX7G5tUYdJCCCAAAIIjEWA+9FY9JgXAQQQQKClQDsNJC/I/yB2L+UzypxKLPNq4CRlHuX8\nOIF+BBBAAAEEuizA/ajLoCwOAQQQQKAzATeCpij+h7D+WyN/ouR/EHu68qji8ScolPYEhuU/\nl1+l3TqwvV2jNgIIINATAe5HPWGdbljuR2X3fmdVfLhsZeohgAACFmj3E6QnNM/blOOUWZVF\nlMWV9youn1P8CRMFAQQQQACBXgpwP+qlLstGAAEEaizQ7v9BMtUjyr7Kp5VllEWVycr9CgUB\nBBBAAIF+CXA/6pc060EAAQRqJNBuA8mP+H5e+U/lFeXOLOpQEEAAAQQQ6JsA96O+UbMiBBBA\noF4C7XzFbhbR7K68W3HjqArFn4Btrayl+B/gUhBAAAEExr9AFe9H41+dLUQAAQRqItBOA+kl\nmTytzK5MGBKfT2o7T1HyjZ81NO5qZbJynnK98oBykDKDQkEAAQQQGL8Cw3g/Gr+abBkCCCCA\nQINAOw2k1zXn+7K5z1R3G2UFxf/7KJ9ZNG48lPW0EbsqM4eNWUr9lylrK9cofuDEr5VnlG8q\n31EoCCCAAALjV2AY70fjV5MtQwABBBAYk8Dlmtt/FOubU6scqunjoRyvjfB2+n8zpXKyejzu\nM2lE1vUnY2naVrlpvR7cQCvwNsWGXNE618zqzVc0sQ/jeMx3H5BZBQIIlBIYtvtRqZ0aB5WG\n5X5UlorHfJeVoh4CCEwTaPchDbdqzsenzd28Z1LzSQOfsqG2wG/0j81tyXMa3kvxJ2NbKBco\nFAQQQACB8SlQhfvR+JRlqxBAAIGaC7TbQHIDYtiLvw54YZOd8BP6fNNdvcl0RiOAAAIIjA+B\nKtyPxockW4EAAggg0CAw2t8gbaLa/jSlSuVa7Ywf0lBUFtDIdZQHiiYyDgEEEEBgYAJVvB8N\nDJMVI4AAAgg0FxjtE6RjNKv/fme53CLcwHBj4uLc+PE66K/U+YEMbhxNVL6i7KD4YROpLK2e\nbyn+O6BL0ki6CCCAAALjQqAq96NxgclGIIAAAgg0FxitgdRszsM1wQ2M8f6477O1jfMq/j9H\nu2VRZ6T4b5BSA2l79Z+u2MMNKD/VjoIAAgggMP4FhuV+NP4l2UIEEEAAgRGBThtIw8J3mjbU\ncfEnYW4opcTGnf/3kf/+yA2j/RU/UY6CAAIIIIAAAggggAACNROoegMpHs4nNeCvzhV9fe58\njfdXBl9WulEW1EL8dRB/Xa9Mmb9MJeoggAACCCCAAAIIIIBAbwXq1EBqJelPj7pZ3NB6UJmp\n5EL5xKokFNUQQAABBBBAAAEEEOilAA2k3uj606oD2li0/zGf/5kdBQEEEEAAAQQQQAABBAYo\nMNpjvge4aawaAQQQQAABBBBAAAEEEOivQJlPkObTJvnx17Gsmg3kx6c6/pueC9IAXQQQQAAB\nBLogwP2oC4gsAgEEEECgtUCZBpKf/vbFJotpNv451R8PDaS9tR1zN9n2VqP9qO+/tqrANAQQ\nQACBvgsM8/2o71isEAEEEECgM4HRGkhf1mLn7WDRN3YwTy9m2U8L9WO92y2HagYaSO2qUR8B\nBBDoncCw3496J8OSEUAAAQS6KjBaA+lPXV1b/xe2rVb5B8UPQThDOV4pUyaVqUQdBBBAAIG+\nCQz7/ahvUKwIAQQQQGBsAqM1kMa29MHP7Udtb674fx+5sfR15XqFggACCCCAAAIIIIAAAgi8\nQaAOT7F7UXv9iWzP//sNAoxAAAEEEEAAAQQQQAABBDKBOjSQvKs3KwcrfmDDGgoFAQQQQAAB\nBBBAAAEEEHiDQF0aSN7x7ylrKjd5gIIAAggggAACCCCAAAII5AXq1EDK7zvDCCCAAAIIIIAA\nAggggECDAA2kBg4GEEAAAQQQQAABBBBAoM4CNJDqfPTZdwQQQAABBBBAAAEEEGgQoIHUwMEA\nAggggAACCCCAAAII1FmABlKdjz77jgACCCCAAAIIIIAAAg0CNJAaOBhAAAEEEEAAAQQQQACB\nOgvQQKrz0WffEUAAAQQQQAABBBBAoEGABlIDBwMIIIAAAggggAACCCBQZwEaSHU++uw7Aggg\ngAACCCCAAAIINAjQQGrgYAABBBBAAAEEEEAAAQTqLEADqc5Hn31HAAEEEEAAAQQQQACBBgEa\nSA0cDCCAAAIIIIAAAggggECdBWgg1fnos+8IIIAAAggggAACCCDQIEADqYGDAQQQQAABBBBA\nAAEEEKizAA2kOh999h0BBBBAAAEEEEAAAQQaBGggNXAwgAACCCCAAAIIIIAAAnUWoIFU56PP\nviOAAAIIIIAAAggggECDAA2kBg4GEEAAAQQQQAABBBBAoM4CNJDqfPTZdwQQQAABBBBAAAEE\nEGgQoIHUwMEAAggggAACCCCAAAII1FmABlKdjz77jgACCCCAAAIIIIAAAg0CNJAaOBhAAAEE\nEEAAAQQQQACBOgvQQKrz0WffEUAAAQQQQAABBBBAoEGABlIDBwMIIIAAAggggAACCCBQZwEa\nSHU++uw7AggggAACCCCAAAIINAjQQGrgYAABBBBAAAEEEEAAAQTqLEADqc5Hn31HAAEEEEAA\nAQQQQACBBgEaSA0cDCCAAAIIIIAAAggggECdBWgg1fnos+8IIIAAAggggAACCCDQIEADqYGD\nAQQQQAABBBBAAAEEEKizAA2kOh999h0BBBBAAAEEEEAAAQQaBGggNXAwgAACCCCAAAIIIIAA\nAnUWoIFU56PPviOAAAIIIIAAAggggECDAA2kBg4GEEAAAQQQQAABBBBAoM4CNJDqfPTZdwQQ\nQAABBBBAAAEEEGgQoIHUwMEAAggggAACCCCAAAII1FmABlKdjz77jgACCCCAAAIIIIAAAg0C\nNJAaOBhAAAEEEEAAAQQQQACBOgvQQKrz0WffEUAAAQQQQAABBBBAoEGABlIDBwMIIIAAAggg\ngAACCCBQZwEaSHU++uw7AggggAACCCCAAAIINAjQQGrgYAABBBBAAAEEEEAAAQTqLEADqc5H\nn31HAAEEEEAAAQQQQACBBgEaSA0cDCCAAAIIIIAAAggggECdBWgg1fnos+8IIIAAAggggAAC\nCCDQIEADqYGDAQQQQAABBBBAAAEEEKizAA2kOh999h0BBBBAAAEEEEAAAQQaBGggNXAwgAAC\nCCCAAAIIIIAAAnUWoIFU56PPviOAAAIIIIAAAggggECDAA2kBg4GEEAAAQQQQAABBBBAoM4C\nNJDqfPTZdwQQQAABBBBAAAEEEGgQoIHUwMEAAggggAACCCCAAAII1FmABlKdjz77jgACCCCA\nAAIIIIAAAg0CNJAaOBhAAAEEEEAAAQQQQACBOgvQQKrz0WffEUAAAQQQQAABBBBAoEGABlID\nBwMIIIAAAggggAACCCBQZwEaSHU++uw7AggggAACCCCAAAIINAjQQGrgYAABBBBAAAEEEEAA\nAQTqLEADqc5Hn31HAAEEEEAAAQQQ+P/t3QvUfOd8L3CRq5DIRdwi5JCUikviWrRux6XCQasc\nSh1ruQRr0aqGopQWhxN0denF7WidQ/ScpepWl6IOjqTEpYcipCSIW0IuyD2S8/35zzAzmZn/\n7Pc/8+7Zsz/PWt//zN7zzH7283n2vPt93tkzfwIExgRMkMY4LBAgQIAAAQIECBAg0GeBPXrY\n+QPT52sneyc/Sc5LLkgUAgQIECBAgAABAgR6LtCXd5COyTi/ITkrOSc5PTk1OTOpSdLXktcm\nhyQKAQIECBDYboGbpMH7JUcn19juxrVHgAABAr8Q6MME6QXp7meTxycXJScn/5j8r+T9yaeS\nfZMnJV9OfjtRCBAgQIDAMgWOy8ZOTCYnP7fOulOSM5IPJJ9Lvps8O9k9UQgQIECAwFIFHp6t\nXZm8L7ndnC3vlsfuntRJqurfNdnOcpc0Vu3utZNGbzOoV5cJtlFqMnl8Gw1rkwABAh0XeGP2\nv37O1yXew3JY7tRl3rW+zj+vSWoSVVc31LpXJdtdunI+WtTlt1Lx7EUrq0eAAIES2PTPID00\nffx6UreXJLNKnYg+ltwv+Uby2OSkRCFAgAABAqsSeFk2XBOmpyV/MdJIXdXw+uQZyXuTDyUK\nAQIECGyTwKZPkOodl7qkbt7kaJT63Cx8Pjl0dKX7BAgQIEBgBQJ1tUK9Mz86OapmLkyekNw/\nuXeyKxOkA/L8FyZ7JouU6y1SSR0CBAhsssCmT5DqOu7bJ3ViuGyBgaxL12pS9doF6qpCgAAB\nAgR2RWD/PPnDMzZwUdbXlwndasbji66u8/x1kp1dwj3cXluXcA/bd0uAAIHWBTZ9gvSmCL85\n+fvkJcknk2mlPoP0q8krkrq04R2JQoAAAQIEVinwmWy8vqRhWjk4K++Y/O20Bxus+0HqPqZB\n/foMkkvMG4CpSoDA5gls+gTpxAzZdZMXJ/8p+XZyZvLD5EdJ/fXuoOQmyQ2Sy5NnJp9IFAIE\nCBAgsGyBuqTu00lNjmoi8vzkwcm7kmG5ce68PKl3fT46XOmWAAECBAgsU+Cm2dhbk5og1Rcy\njOaCLJ+W1LtH9Y1CbZT6i13tU50M55W6/K/qtXUJRJ3YfYvdvBHyGAECBKYL1LepvT2pLw4a\nPQfV/W8mw/LA3KlLwmt9/bGurnDYztKV89GiJuXuW+wW1VKPAIGfCWz6O0jDYa4T0qMGC/Wu\nUX1r0D7JWcn5ybJLvRtV717tueCG91uwnmoECBAg0E2Bt2W3K1XqHHT0SEYnQfV/H9Xnj+qP\nes9IaqKkECBAgMA2CvRlgjRKWpfWVVZZatJVX826s3eEhvtQ71zVu0MKAQIECGy+QJ0j6tK5\naZfPfTDr6/NHi3yxUKopBAgQILBsgT5OkJZtOG179RWtJ0x7YMa6uqThuBmPWU2AAAEC/RGo\nd48UAgQIEGhR4Oottq1pAgQIECBAgAABAgQIrJXApr+D9MRo12eOmpaT8oSTmz5JfQIECBAg\nQIAAAQIEui2w6ROkp2Z46oOwTcsL8wQTpKZq6hMgQIAAAQIECBDouMCmT5AekPGpr1Wtz/i8\nM3ljskj5yiKV1CFAgAABAgQIECBAYLMENn2C9L0M172S+qagmiy9KPlcohAgQIAAAQIECBAg\nQOAqAn34koZL0uvHD3r+6qsIWEGAAAECBAgQIECAAIGBQB8mSNXVLybPTeoLG26dKAQIECBA\ngAABAgQIELiKQF8mSNXxVyb1n7F+oRYUAgQIECBAgAABAgQITAr0aYI02XfLBAgQIECAAAEC\nBAgQGBMwQRrjsECAAAECBAgQIECAQJ8FTJD6PPr6ToAAAQIECBAgQIDAmIAJ0hiHBQIECBAg\nQIAAAQIE+ixggtTn0dd3AgQIECBAgAABAgTGBEyQxjgsECBAgAABAgQIECDQZwETpD6Pvr4T\nIECAAAECBAgQIDAmYII0xmGBAAECBAgQIECAAIE+C5gg9Xn09Z0AAQIECBAgQIAAgTEBE6Qx\nDgsECBAgQIAAAQIECPRZwASpz6Ov7wQIECBAgAABAgQIjAmYII1xWCBAgAABAgQIECBAoM8C\nJkh9Hn19J0CAAAECBAgQIEBgTMAEaYzDAgECBAgQIECAAAECfRYwQerz6Os7AQIECBAgQIAA\nAQJjAiZIYxwWCBAgQIAAAQIECBDos4AJUp9HX98JECBAgAABAgQIEBgTMEEa47BAgAABAgQI\nECBAgECfBUyQ+jz6+k6AAAECBAgQIECAwJiACdIYhwUCBAgQIECAAAECBPosYILU59HXdwIE\nCBAgQIAAAQIExgRMkMY4LBAgQIAAAQIECBAg0GcBE6Q+j76+EyBAgAABAgQIECAwJmCCNMZh\ngQABAgQIECBAgACBPguYIPV59PWdAAECBAgQIECAAIExAROkMQ4LBAgQIECAAAECBAj0WcAE\nqc+jr+8ECBAgQIAAAQIECIwJmCCNcVggQIAAAQIECBAgQKDPAiZIfR59fSdAgAABAgQIECBA\nYEzABGmMwwIBAgQIECBAgAABAn0WMEHq8+jrOwECBAgQIECAAAECYwImSGMcFggQIECAAAEC\nBAgQ6LOACVKfR1/fCRAgQIAAAQIECBAYEzBBGuOwQIAAAQIECBAgQIBAnwVMkPo8+vpOgAAB\nAgQIECBAgMCYgAnSGIcFAgQIECBAgAABAgT6LGCC1OfR13cCBAgQIECAAAECBMYETJDGOCwQ\nIECAAAECBAgQINBnAROkPo++vhMgQIAAAQIECBAgMCZggjTGYYEAAQIECBAgQIAAgT4LmCD1\nefT1nQABAgQIECBAgACBMQETpDEOCwQIECBAgAABAgQI9FnABKnPo6/vBAgQIECAAAECBAiM\nCZggjXFYIECAAAECBAgQIECgzwImSH0efX0nQIAAAQIECBAgQGBMwARpjMMCAQIECBAgQIAA\nAQJ9FjBB6vPo6zsBAgQIECBAgAABAmMCJkhjHBYIECBAgAABAgQIEOizgAlSn0df3wkQIECA\nAAECBAgQGBMwQRrjsECAAAECBAgQIECAQJ8FTJD6PPr6ToAAAQIECBAgQIDAmIAJ0hiHBQIE\nCBAgQIAAAQIE+ixggtTn0dd3AgQIECBAgAABAgTGBEyQxjgsECBAgAABAgQIECDQZwETpD6P\nvr4TIECAAAECBAgQIDAmYII0xmGBAAECBAgQIECAAIE+C5gg9Xn09Z0AAQIECBAgQIAAgTEB\nE6QxDgsECBAgQIAAAQIECPRZwASpz6Ov7wQIECBAgAABAgQIjAmYII1xWCBAgAABAgQIECBA\noM8CJkh9Hn19J0CAAAECBAgQIEBgTMAEaYzDAgECBAgQIECAAAECfRYwQerz6Os7AQIECBAg\nQIAAAQJjAiZIYxwWCBAgQIAAAQIECBDos4AJUp9HX98JECBAgAABAgQIEBgTMEEa47BAgAAB\nAgQIECBAgECfBUyQ+jz6+k6AAAECBAgQIECAwJjAHmNL/Vu4Sbp88+Ss5CvJRYlCgAABAgQI\nECBAgEBPBTb9HaTjMq4nJteYGN9bZ/mU5IzkA8nnku8mz052TxQCBAgQIECAAAECBHoosOkT\npDtnTB+V7DUytofl/seTOySfTl6bvDX5SfKy5IREIUCAAAECBAgQIECghwJ9vMSuJkHXTp6W\n/MXImO+b+69PnpG8N/lQohAgQIAAAQIECBAg0COBPk6Q7prx/VQyOjmqIb8weUJy/+Teya5M\nkG6c59ele3smi5S9F6nU8zo1JvVu324tOVyWdo9NTm+pfc0SIECAAAECBAhsg0AfJ0j7x/XD\nM2zrSxpOTW414/FFV38vFV+ajF7aN++5N82Dz51XwWNXOzIG+yXPa8GiLkV9XXJoYoLUwgBo\nkgABAgQIECCwXQJ9nCB9Jrj1JQ3TysFZecfkb6c92GDdpan7PxvUv0vqmiDtHOy8VPnvO6+2\n9Br1xR01QVIIECBAgAABAgQ2XKD+Mt6HUpfUvSX5/eSkpL6g4cHJaKnL4uqyu3rX56OjD7hP\ngAABAgQIECBAgEA/BDb9HaT6soUDkqOT3x4kNz8rNRl61+D+A3P7jqQ8agJV32qnECBAgAAB\nAgQIECDQM4FNnyC9LeNZqVLfXFcTpWFGP+xfl1DV549qYlTfYndlohAgQIAAAQIECBAg0DOB\nTZ8gjQ7n+VmoS+emXT73wayvzx/VN5UpBAgQIECAAAECBAj0VKBPE6R5Q1zvHikECBAgQIAA\nAQIECPRcoC9f0tDzYdZ9AgQIECBAgAABAgQWETBBWkRJHQIECBAgQIAAAQIEeiFggtSLYdZJ\nAgQIECBAgAABAgQWETBBWkRJHQIECBAgQIAAAQIEeiFggtSLYdZJAgQIECBAgAABAgQWETBB\nWkRJHQIECBAgQIAAAQIEeiHga757Mcw6SYAAAQIECBDYZYGjsoVf2+WtrH4DN00T5yTnrb6p\nXWrhijz775If7dJWPHnpAiZISye1QQIECBAgQIDARgo8M736zeS7a967I7N/9X9cntmB/fxB\n9vHta76fvds9E6TeDbkOEyBAgAABAgS2JFAfzXhH8rgtPXv7nnR+mvqX5P7b1+SWWjo7z/Jx\nly3RrfZJBmW1vrZOgAABAgQIECBAgECHBEyQOjRYdpUAAQIECBAgQIAAgdUKmCCt1tfWCRAg\nQIAAAQIECBDokIAJUocGy64SIECAAAECBAgQILBaAROk1fraOgECBAgQIECAAAECHRIwQerQ\nYNlVAgQIECBAgAABAgRWK2CCtFpfWydAgAABAgQIECBAoEMCJkgdGiy7SoAAAQIECBAgQIDA\nagVMkFbra+sECBAgQIAAAQIECHRIwASpQ4NlVwkQIECAAAECBAgQWK2ACdJqfW2dAAECBAgQ\nIECAAIEOCZggdWiw7CoBAgQIECBAgAABAqsVMEFara+tEyBAgAABAgQIECDQIQETpA4Nll0l\nQIAAAQIECBAgQGC1AiZIq/W1dQIECBAgQIAAAQIEOiSwR4f21a62L7BbdmG/5AYt7Mr+abPa\nVwgQIECAAAECBAisTMAEaWW0G7nhX0qv7pA8v6XeXdxSu5olQIAAAQIECBDoiYAJUk8Geknd\nrEsy/09y3JK212QzJ6Tyrzd5groECBAgQIAAAQIEmgqYIDUVU/+CEHy1BYYft9CmJgkQIECA\nAAECBHom4EsaejbgukuAAAECBAgQIECAwGwBE6TZNh4hQIAAAQIECBAgQKBnAiZIPRtw3SVA\ngAABAgQIECBAYLaACdJsG48QIECAAAECBAgQINAzAROkng247hIgQIAAAQIECBAgMFvABGm2\njUcIECBAgAABAgQIEOiZgAlSzwZcdwkQIECAAAECBAgQmC1ggjTbxiMECBAgQIAAAQIECPRM\nwASpZwOuuwQIECBAgAABAgQIzBYwQZpt4xECBAgQIECAAAECBHomYILUswHXXQIECBAgQIAA\nAQIEZguYIM228QgBAgQIECBAgAABAj0T2KNn/dVdAgQIECBAoD8C109X90v+Yc27fFD274Dk\n62u+n7frwD6uOeHY7u2bpeOTR4+tXb+Fi7NLT07OX79dW80emSCtxtVWCWyKwA3Skdcle7bU\noSPS7lnJj1pq/2Np96Utta1ZAgR2XeDwbGKv5Bu7vqmVbuGYbL1+3n5kpa3s+sbvmU3caNc3\nYwsDgX1yW7+Lr/PxWft4XPJfk88nvSgmSL0YZp0ksGWBm+WZD0r+W3LFlrey9SfeJ0+tv1x9\ndOub2PIz75xnPjQxQdoyoScSWAuBK7MXv7cWezJ7J345Dx3Ygf184OwueGSLAjUp/oMtPnc7\nnlbHZU2QelVMkHo13DpLYMsCz80zf7rlZ2/9ib+fp/5r8pytb2LLz6zLHh6+5Wd7IgECBAgQ\nINBJAV/S0Mlhs9MECBAgQIAAAQIECKxCwARpFaq2SYAAAQIECBAgQIBAJwVMkDo5bHaaAAEC\nBAgQIECAAIFVCJggrULVNgkQIECAAAECBAgQ6KSACVInh81OEyBAgAABAgQIECCwCgETpFWo\n2iYBAgQIECBAgAABAp0UMEHq5LDZaQIECBAgQIAAAQIEViFggrQKVdskQIAAAQIECBAgQKCT\nAiZInRw2O02AAAECBAgQIECAwCoETJBWoWqbBAgQIECAAAECBAh0UsAEqZPDZqcJECBAgAAB\nAgQIEFiFgAnSKlRtkwABAgQIECBAgACBTgqYIHVy2Ow0AQIECBAgQIAAAQKrENhjFRu1TQIb\nKnCv9OuGLfTtkEGbZ7fQ9s1baHNdmtw3O3Jg8oiWduiStPvu5IqW2tcsAQIECBDopYAJUi+H\nXacbCuw2qH98bi9q+NxlVD9osJFzlrGxhtu4xqD+0KDh0ztd/Q7Z+5slr26hF+VdE+NbJ//W\nQvuaJECAAAECvRUwQert0Ot4A4Hh5ODZec5fN3jesqqeNtjQkcvaYIPtPCV1/yoZGjR4auer\nVp8vSK7XQk/qnauaELsMugV8TRIgQIBAvwWcfPs9/npPgAABAgQIECBAgMCIgAnSCIa7BAgQ\nIECAAAECBAj0W8AEqd/jr/cECBAgQIAAAQIECIwImCCNYLhLgAABAgQIECBAgEC/BUyQ+j3+\nek+AAAECBAgQIECAwIiACdIIhrsECBAgQIAAAQIECPRbwASp3+Ov9wQIECBAgAABAgQIjAiY\nII1guEuAAAECBAgQIECAQL8FTJD6Pf56T4AAAQIECBAgQIDAiIAJ0giGuwQIECBAgAABAgQI\n9Ftgjx52/8D0+drJ3slPkvOSCxKFAAECBAhsp4Dz0XZqa4sAAQILCvTlHaRj4vGG5KzknOT0\n5NTkzKQmSV9LXpsckigECBAgQGBVAs5Hq5K1XQIECCxJoA/vIL0gVi8aeH0ztycnNUmqiVG9\nk3RQcuPkScnDkqcnJyYKAQIECBBYpoDz0TI1bYsAAQIrEtj0CdLD41aTo/cnz0s+m0wru2Xl\nryWvTN6SnJGclCgECBAgQGAZAs5Hy1C0DQIECGyDQE0MNrnUZOdXklsmlyzQ0boe/BtJvYP0\n5AXqz6py0zzwmWSvWRUm1teljvWZqKp/+cRjo4vVjy8mFyVXjj6wTfevkXauSBaxXPYulc3u\nSfW9jbJvGq1+/7SFxvcZtHlxC22XeR2bF7bQdjVZx1yZX1oL21yq3/XabOOYq5/N1fejki8l\nSvcFnI/aGcM902ylrZ9hi/a6zZ83i+5j1WvzfNRkP9v8faXJftbvFpcN0uR521m3l+ejTX8H\n6TY5gk5OFv2F/tzU/XxyaLIr5Yw8+RFJ/VBepNTBd51k3uSotlO/KN0nqR+kbZQbptEyauMX\nxurzdZNvJW2Um6XRrydtTEzrMtAqdWnodpc6NmvCX5/Ta6MclkbPShZ9DS9zH+vEdUDynWVu\ntMG2qs/1mlc2Q8D5qJ1xrN9zbpSc0U7zC7d6zdSsy/7b+nmz6I62eT5adB+rXv2+cn5yQS2s\ncTk8+3ZmsrPf/9rugvNR2yOw5Pb/Kdv7crLoRKXeQfpRckKiECBAgACBZQk4Hy1L0nYIECBA\nYJcEHp1n11/835Xcec6W6q/kv5Z8MqlZ/N0ShQABAgQILEvA+WhZkrZDgAABArskUBOfZyT1\nFmtNlOptzH9J/jF56+D25NzWW9r1+GXJ7yYKAQIECBBYpoDz0TI1bYsAAQIEdlmgPkNRE6Jv\nJzURGk1Nnk5LXpHU5x0UAgQIECCwKgHno1XJ2i4BAgSWJFB/0epb2T8drg9C1jex1Ie/60N8\nCgECBAgQ2G4B56PtFtceAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgsE4Cu63TztiXhQR2T62KQoDAZgv8NN2rKATWVcD5aF1H\nxn4RWK5A785HJkjLPYBWvbU7pIFPJcZt1dK2T6B9gSuzC3dKPt3+rtgDAlcRcD66CokVBDZW\noHfnoz02dig3s2OXpls1Obp/8uPN7OLMXj0kjzwyedTMGpv7wB8Nuvbize3izJ69NY/8XfLO\nmTU284H90q0PJPWaVwiso0BXzkf3Ct7xybHriDiyT4/N/bsmTx5Zt453u3I+ek3wTkr+xzoi\njuzTe3P/hOQjI+vW7W4vz0cmSOt2GC62P6ek2rmLVd2YWrdJTy5OTt6YHi3ekbMHVfvY9xrz\n05O+9f3AxQ8PNQm0KrDu56NDo3N5su4/Q2oi95MO7GdXzkdl+a0OeNax+dU1389eno+unkFR\nCBAgQIAAAQIECBAgQCACJkgOAwIECBAgQIAAAQIECAwETJAcCgQIECBAgAABAgQIEBgImCA5\nFAgQIECAAAECBAgQIDAQMEFyKBAgQIAAAQIECBAgQGAgYILkUCBAgAABAgQIECBAgMBAwATJ\noUCAAAECBAgQIECAAIGBgAmSQ4EAAQIECBAgQIAAAQIDARMkhwIBAgQIECBAgAABAgQGAnuQ\n6JTApdnbK5P6n5f7Vqrvl/Wt04P+Vt/7WmrM+9j/eo3Xa72Pfe/rsd61ftex2YXzUe1nF84d\nXdrPLhyrXTl3dGE/nY+6cMTbx6sd0VODvdLvw3ra94PS70ofS415jX0fS19f630c6672uQvH\n6O7BPbwDwPtmH2/Ygf3syvmoLMt03cvh2cE6Rte9dOG1vu6G9o8AAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgekCu09fbe0aCtwo+3SP\npG7PSi5LNqEcnk48MPnCnM406XuTunOapEwZYQAAE6FJREFUXNlD+2bLt0vulhyQ/Ci5JJlW\n6vV5l+ROyeXJOcm8su593y87X/05Jjk/+UkyqzTpe5O6s9rbzvX3TmM3SL41o9Em49i1vs/o\nstUdE2hyjK66a/ungesn9fN0Mntm3YXJaPGaGdX4xf2H5m7ZnP2LVT+/19S4nrhOx8jPO7Li\nO4ue35t6OmZXPHA2312BF2XXa0J05SCX5/ZZSddL/ZD4UvLjOR1p0vcmdec0ubKHHpstfz8Z\njmPd1gTp6clkOTIrvpyM1v1ilg+brDhYXve+Pyr7WSfe0f6clOXrDvZ/9KZJ35vUHW2jrfvH\npuEy+MCMHWgyjl3r+4wuW90xgSbH6HZ07a/SyOjPldH7J07sgNfMBMhg8YkDw2dOf/hqTYxr\nE+t2jMzo1lJXNzm/N/F0zC51mGxskwTum87UD/y3J/WX9zsl709q3dOSrpYDs+PDfsyaIDXp\ne5O6bZjV/l2RnJ48J7lVUhOjU5May99JhmW33PlYUpOnxyRHJE9MLky+kVwzGS3r3ve7Z2dr\nUn9aUv2ovv9xclFS6/ZOhqVJ35vUHW6/zdtD0vj3khrvaROkJuPYtb636a7t5Qk0OUaX1+r8\nLdUfWuoc8mdTUj8/h8VrZigxfvuQLF6a1M+lWROkRY1ry+t4jNR+rbJUnxc9v9d+LOrpmF3l\nqNl2pwXq7drTkzOTeot1WPbKnVr/rWR0/fDxdb/9jezgd5L6gXxJMm2C1KTvTeqmuVbKR9Jq\n9fd+E63fcbC+3h0alqfkTtU9brhicPvEKeu70Pf3DPa7LqUcLX+ThepnnVyGpUnfm9Qdbr/N\n23em8bOS6vPkBKnpOHat7226a3s5Ak2P0eW0On8rV8/DdanuR+ZX+9mjXjPjSAdn8c1J/Ty6\neHA7bYLUxHgdj5F0beWljr9yXOT83sTTMbvyodNAVwUekB2vF93LpnTgJYPHJn/pnFJ1rVYN\n+/SD7NWDk88m0yZIw3qL9L1J3TYw6gfip5KaBE2b0Na7SPUOy/CxT+Z+nbDqevrRsn8W6l2X\nU0ZWrnvfa1drYvfypP4aNlrqXbM6vuudtGFp0vcmdYfbb+v2SWm4+lrX+dft+5PR0nQcu9T3\n0X66312BpsfodvT05mmkXk8nLNCY18w4UnmU3f9O6vKwuj9tgtTEeB2PkXRrpaXp+b2Jp2N2\npUM3f+M1sMr6CtTldFXql+vJMlx3h8kH1ny5JgIvTn4pedecfW3S9yZ15zS5sofqrffax6OS\nn060sk+Wb5CckdRjeyZHJ19NzktGS11yV5Op2yZVr8q697328fXJs5M6AQ9LTZbqncQqH95x\n06jvTZ0GTbRyc2RafVXyl8nkxGi4Q03GsUt9H/bPbfcFmhyj29Xb+llZ5TPJXZO67Py/JPVL\n6GjxmhnV2HG/zO6bPCKZPNfsqLHj30WNq/Y6HiOjfVnF/Sbn92p/UU/H7CpGq8E292hQV9Xt\nF7jeoMkfTmn6nMG6Q6c8ts6rPpidq+ysNOl7k7o7a3e7H6+JQ70z9JpBw/XZrL2SaWNeVWrc\n6wfnIcl3kq71/ZbZ50cmD0pqond8Uu+sVWnS95poN3H6WQMt/FM/Y9+SnJk8a077TcaxiVMd\nIwqBZQg0OUaX0d4i2xj+svknqXzkyBPql9Y/T+o1Vz8rvGaCMFGeOrE8a3FR43r+Oh4js/q1\nHeufnUZGz+/V5qKejtntGKE5bXgHaQ7OGjxUL6wqdTnaZKlflKtcc8fNxv3bpO9N6q4TVP3l\n7gXJackLkyrz+lKPT477vPqTdev5bZffyw48Pzkm+Xoy+lmceX1J1bG+N6lbz22r/HEarr7+\nTnLhnJ2Y15/JcZxXt5qYrD+nWQ8RWFhg3nHX1jFXr60q9eUnxyaHDW6/nNtnJH+YVJm37/V4\nW/tfba97WdS4+jHPuW/G087vZbSo5zzL2k7fPKvP21pMkLaVu3FjFw+eMW2chp9X+WnjrXbj\nCU363qTuuvT+cdmRNydnJ/UtQhclVeb1pR6fHPd59Sfr1vPbLvWX3usnxyW1759NnpRUmdeX\neny0P03q1nPbKHXJz3OSFyen7GQH5vVntN+1mXl16/HJ+rVOIbCrAvOOu7aOuZekU49P7pe8\nL6l3auv2Psn5yR8l9UfEefueh71mCmFGWdS4nj7Pua1jZEa3Vrr6cdn6tPN7Nbqo5zzL2k6f\nPKu/216m/eK97TuhwZkCw8tjDppSY7iuTgKbWJr0vUnddbCqd43+JqmT+d2T+mvnsNRfQuuz\nOsPxHa4f3g7XD8e9a32vPn8/eV3yyGSPpD43UKVJ35vU3bH17f13vzRXJ8jPJ3+W7DuS3P3Z\nya3W7VULKU3Gcd37vqNH/t00gSbH6Hb1/eNp6I3J8JfJYbv1GqlLufdObpl4zQRhi2VR49r8\nOh4jW+z2lp827/xeG13U0zG75SFYzhNNkJbjuKqtLPLD5turarzl7Tbpe5O6bXarvpjgz5MX\nJfWOwl2S+jKG0VLXy5+VDCdCo4/V/Vpfl2qdVwspXen7jr0d/7c+e1Tf0lP/L9KNkyZ9b1I3\nm972ckxa/A9J3dZk9oJBhp8tu89g+U25rdJkHNe97zt65N9NE2hyjK5D3+vd+Sp1qZLXzM8o\nlv7PqHFtvGvHyDJBFjm/76y9UU/H7M60Vvy4CdKKgXdx88N3Fu4xZTvDdZ+a8tgmrGrS9yZ1\n27Kp11r9pfPpyTuSeyb1Tsq0Uv2pv3peZ+LBQ7L8y8lnkuGlleve92tlX/89+edkWrlisLL+\nL5MqTfu+qNOOrW/fv/WLwqun5K8Hu/DNwWPDz2A1HccmToMm3RDYJYGmx+guNbbAk+td2vpZ\neFIy7XeZWwy28ZXBrdfMAKLBzVaMa/PD309Gmxqu28TfWRY9v2/Fc13PcaNj6z6BVgTqEp3v\nJvVXsGG5du7U26+fS+oSpS6X+gzKtP8HqfrUpO9N6rbh9ZQ0emXy9mR47fCs/fjNQd1nTVT4\nw8H635pYv+59r19iakJX76aMlnoHrdbXcTwsTfrepO5w+23f7pMdqOPg/VN2pMk4drHvU7ps\nVccEmhyj29G1L6SRej3VB+JHy92yUH98+fDISq+ZEYyJuw/OcjlO+3+QmhjXZtftGKl9WnVp\ncn5v4umYXfXI2X6nBR6Vva8fXPVLZv1i/PCkJhX19uvtkq6XeROkJn1vUne7zQ5Og+cmNY51\nwq53kKal3m2pUn+N+lJSk4c/TepyrBcPlmuCNVnWue+1r7+aXJaclbw8+Y/J8UldenZJMjpx\natL3JnXTzFqUeROkJuPYxb6vxQDYiV0SaHKM7lJDCz65fpbUz8n6ptdXJvWzsv6w9OPkh8lt\nkmHxmhlKXPX2wVk1a4LUxLi2vG7HyFV7u9w1Tc/vTTwds8sdK1vbQIFHp0/nJPUDrFL3H59s\nQvlsOlEns1mlSd+b1J3V3irWPyQbHY7dvNsDRxqvy+vel9RfQYfP+UDuXz+ZVta178N9rV9c\nTk2Gfanbk5PbJpOlSd+b1J1sp43leROk2p8m49i1vrfhrc3lCzQ5Rpff+lW3eGxW1Wc5hz9b\n6o+HH0/qM4CTxWtmUmTH8rwJUtVoYlz11+0YqX1aVdnK+b2Jp2N2VSNnuxsjUB8APCI5Kqlv\n5ulTadL3JnW7YLhfdvL2yayJ0WgfutD3Q7PDd0wOGN3xGfeb9L1J3RnNrc3qpuO4SX1fm0Gw\nI3MFmh6jcze2pAdvkO3UVRX7LrA9r5kFkKZUaWK8jsfIlC61uqqJp2O21aHSOAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBg8wR227wu6RGBlQgcma3eamLLP83yD5MfJF9L\nLk8UAgQIECCwSgHno1Xq2jYBAgQILCzwB6l55Zz8ex57fLJHohAgQIAAgVUJOB+tStZ2CQwE\n/DLnUCDQTODEVP+nwVOunttrJTdPanL0huSI5DmJQoAAAQIEVingfLRKXdsmQIAAgZ0KDP9i\n97szat49689N6rK7u82oYzUBAgQIENhVAeejXRX0fAI7EfAO0k6APExgQYGPpd7Dkg8nr05u\nl4yWeq09MDk62Tv51+TdyUXJZNknK+6R3Cv5ZvKepD4veM/kQ8m3k4OTByWfSOpdrIcnn0ve\nl1yQVGnSZpO6O7buXwIECBBYRwHno3UcFftEgACBDRTY2V/shl0+LXcuS/YarsjtTZNPJvUZ\npvOT+lKHuv+l5DbJaLlFFuqdqHr87OTS5JzktUmt+/Wkyu2TWn5Jct7gfi0P371q0maTumlC\nIUCAAIEWBZyPWsTXNAECBAj8QmDRE9I78pSaqBw1eGq983NKUpfePSYZfnPkfXO/vgHvK8lw\nMrV/7p+a1ATq3kmVaySvSWqblQckVYYTpJqMvS05NnlmUqVJm03q7ti6fwkQIECgTQHnozb1\ntU2AAAECPxdY9IT0ujyjJjIPGzzzkYPldw+WR2/+ZPDYcYOVTxksP3m0Uu5fPfm3wWOTE6Qz\ns74u2RstTdpsUne0DfcJECBAoB0B56N23LXaI4H63IFCgMDyBA4ebGr4OaBfGSz/c24nL6er\nS+yq3CGpS+huXwsp/7Dj5uf/XpF7f58M35X6+QO58/+SS0ZX5H6TNpvUnWjGIgECBAissYDz\n0RoPjl1bbwETpPUeH3vXPYGbDXb564PbIwe3r5rTlSMGj902t3XJ3Pen1P3WlHW16vQp65u0\n2aTulKasIkCAAIE1FXA+WtOBsVvrL2CCtP5jZA+7I7BfdrUmO/WOzhlJlYt33Fzt0bmdNvGp\nh380qPOT3O6Z1HZ+PFg3vLn28M7EbX2Jw2Rp0maTupPtWCZAgACB9RRwPlrPcbFXHREwQerI\nQNnNTgg8L3t5zeT1yXDi8tXBntckqL4CfLQckIW6vO57g5Wn5vaeSb2T9H+T0XL06MJO7jdp\ns0ndnTTrYQIECBBYEwHnozUZCLtBgACBTRaY96HY3dPx+qKFeueo3pGpd5GG5S65U58hOimp\neqPlzVmoL3R4xGBlTYyqbk2kRr94of5PpcuSad9iN+3SvSZtNqmbXVAIECBAoGUB56OWB0Dz\nBAgQILBDYHhC+kIW66u8K+9JPpecm9TkpSZHw2+Zy92flzfmXj1e7wr95+Q3kjclte6dyWip\nCU+tr3ZemtS7URcmZye1/v5JldsntTxtglSPN2mzSd3atkKAAAEC7Qk4H7Vnr2UCBAgQGBEY\nnpBqUjJMvdtzVlKTpFckN02mlfqa7uOT85LR59b/X3T9ZLLUu1GfSOo/la1tPzV5cVLPvVtS\nZWcTpCZtNqm7o3X/EiBAgEBbAs5HbclrlwABAgRWInDjbPW2yf5Ttn6trJu8DG9Y7S9zpyZI\ntxiuaHA7r83JzTSpO/lcywQIECDQHYF5P++dj7ozjvaUAAECGy3whPSuvtzh8RO9rHeZzkl+\nkNS7PQoBAgQIEFilgPPRKnVtmwABAgQWFjg8Nevb7moidELy0KS+iejzyeVJfX5JIUCAAAEC\nqxY4PA04H61a2fYJECBAYCGBu6fWp5PhZ5Xqm/E+mQy/6S53FQIECBAgsHIB56OVE2uAAAEC\nBJoIHJTKRyX7NHmSugQIECBAYMkCzkdLBrU5AgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIrEbg/wNtfYmjrroYGwAAAABJRU5ErkJg\ngg==",
      "text/plain": [
       "Plot with title “Histogram of Whatever People Say I Am, That's What I'm Not”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zQLN9fN/5v6n7RWrutaU8pko8qprR2v5z2stdtVVQfZr+a+0xzMJNeeWueqyYeS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\nQIAAAQIECBAgQIAAAQIECBAgQGA5Av8f76dBSU6ZwR8AAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Histogram of Franz Ferdinand”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fW9KSZ3lXxoyQeZWcqy17g+X0t5/A+JeEPEzXMiiueD3Q6L/rtsf9f7zWtdeQYp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\nECBAgAABAgQIECBAgAABArMR+H++4FCP3xG6AAAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Histogram of Tonight: Franz Ferdinand”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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um9wgucAMG5j0XG5XXed8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\nNgAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Histogram of Everything You've Come To Expect”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GBbBJ6So9SFZ70j/pHErRNteXw2hgvTz7c7rBPYJoG6eD078f1EPcfqbkNb6qL2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\ngg==",
      "text/plain": [
       "Plot with title “Histogram of The Age Of The Understatement”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "par(mfrow=c(1,2))\n",
    "\n",
    "for (i in 1:length(graphs)) {\n",
    "    hist(degree(graphs[[i]]), main = paste0(\"Histogram of \", albums.df$album[i]), xlab = \"Degree\")\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Relatedness Using Neumann Kernels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "K_hat_list <- list()\n",
    "T_hat_list <- list()\n",
    "\n",
    "for (graph in graphs) {\n",
    "    A <- as.matrix(as_adj(graph))\n",
    "    At <- t(A)\n",
    "    K <- At %*% A\n",
    "    T <- A %*% At\n",
    "\n",
    "    max_indegree <- max(colSums(A))\n",
    "    max_outdegree <- max(rowSums(A))\n",
    "\n",
    "    gamma_upper_bound <- 1/min(max_indegree, max_outdegree)\n",
    "\n",
    "    gamma <- gamma_upper_bound # This value must be between 0 and \"gamma_upper_bound\"\n",
    "\n",
    "    K_hat <- K %*% solve(diag(dim(K)[1]) - gamma * K)\n",
    "    T_hat <- T %*% solve(diag(dim(T)[1]) - gamma * T)\n",
    "\n",
    "    K_hat_list <- append(K_hat_list, list(K_hat))\n",
    "    T_hat_list <- append(T_hat_list, list(T_hat))\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using as $\\gamma$ its upper bound, we get that the rankings of importance per album are the following."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"AM\"\n",
      " [1] \"C\"  \"A\"  \"F\"  \"G#\" \"E7\" \"C7\" \"B\"  \"D\"  \"G\"  \"E\" \n",
      "[1] \"Favourite Worst Nightmare\"\n",
      " [1] \"C\"     \"D\"     \"A#\"    \"C#\"    \"A\"     \"G\"     \"E\"     \"E7\"    \"F\"    \n",
      "[10] \"D#\"    \"A7\"    \"Dsus2\" \"C#5\"   \"F#5\"   \"A#5\"   \"D5\"    \"G#5\"   \"C5\"   \n",
      "[19] \"E5\"    \"D#5\"   \"B5\"    \"G#m\"  \n",
      "[1] \"Humbug\"\n",
      " [1] \"B\"     \"E\"     \"A\"     \"C\"     \"D\"     \"F\"     \"G\"     \"D6\"    \"G6\"   \n",
      "[10] \"G#\"    \"A#\"    \"E7\"    \"Asus2\" \"A5\"    \"D5\"   \n",
      "[1] \"Suck It and See\"\n",
      " [1] \"C\"     \"A#5\"   \"D#\"    \"F#5\"   \"E5\"    \"B5\"    \"F5\"    \"G\"     \"D#m\"  \n",
      "[10] \"A\"     \"A#\"    \"F\"     \"G#\"    \"F#\"    \"D5\"    \"E\"     \"G7\"    \"F7\"   \n",
      "[19] \"Fmaj7\" \"B\"     \"Dsus2\" \"C#m\"   \"D7\"    \"D\"     \"C5\"    \"C#\"    \"A#m\"  \n",
      "[1] \"Tranquility Base Hotel & Casino\"\n",
      " [1] \"B\"       \"F\"       \"F#\"      \"G\"       \"D7\"      \"D\"       \"F7\"     \n",
      " [8] \"F#aug\"   \"C7\"      \"C#\"      \"A#7\"     \"D#aug\"   \"G7\"      \"B7\"     \n",
      "[15] \"Fdim7\"   \"Gmaj7\"   \"Bsus2\"   \"E6\"      \"C#7\"     \"C\"       \"G#m7b5\" \n",
      "[22] \"F#sus4\"  \"C#dim7\"  \"C#madd6\" \"D#dim\"   \"D#m\"     \"G#\"      \"Ddim7\"  \n",
      "[29] \"F#7\"     \"F#madd6\" \"G#m\"     \"Cdim7\"   \"C#m\"     \"Gdim7\"   \"F#dim7\" \n",
      "[36] \"Fmaj7\"   \"A#aug\"   \"D#maj7\"  \"A7\"      \"A#maj7\"  \"A\"       \"Cmaj7\"  \n",
      "[43] \"F#m\"     \"A#\"      \"D#\"      \"F#dim\"   \"E7\"      \"D#7\"     \"E\"      \n",
      "[50] \"A#m\"    \n",
      "[1] \"Whatever People Say I Am, That's What I'm Not\"\n",
      " [1] \"E7\"    \"F\"     \"D\"     \"G\"     \"C\"     \"D7\"    \"E\"     \"A\"     \"Fmaj7\"\n",
      "[10] \"D#\"    \"G#\"    \"G6\"    \"B7\"    \"A#\"    \"Dsus2\" \"B5\"    \"Cmaj7\" \"E5\"   \n",
      "[19] \"A#5\"   \"B\"     \"D#5\"   \"G5\"    \"F5\"    \"C5\"   \n",
      "[1] \"Always Ascending\"\n",
      " [1] \"A\"   \"C\"   \"D\"   \"E\"   \"F\"   \"A#\"  \"G#\"  \"B\"   \"F#\"  \"A#m\" \"G\"  \n",
      "[1] \"Franz Ferdinand\"\n",
      " [1] \"E\"     \"A\"     \"F\"     \"B\"     \"D\"     \"Fmaj7\" \"C\"     \"E7\"    \"A5\"   \n",
      "[10] \"A#\"    \"D5\"    \"C5\"    \"D#5\"   \"A7\"    \"Fmaj\"  \"G\"     \"F5\"    \"G#5\"  \n",
      "[19] \"A#5\"   \"E5\"    \"Csus2\" \"G7\"    \"D7\"    \"D#\"   \n",
      "[1] \"Right Thoughts, Right Words, Right Action\"\n",
      " [1] \"A\"   \"F\"   \"D\"   \"E\"   \"C\"   \"G\"   \"D#\"  \"G#m\" \"D#m\" \"A#\"  \"B\"  \n",
      "[1] \"Tonight: Franz Ferdinand\"\n",
      " [1] \"E\"     \"B\"     \"A#\"    \"D\"     \"F\"     \"G\"     \"A\"     \"C\"     \"D#\"   \n",
      "[10] \"G#\"    \"F#m7\"  \"Cmaj7\" \"F#7\"   \"G7\"   \n",
      "[1] \"You Could Have It So Much Better\"\n",
      "[1] \"E\"    \"F\"    \"C\"    \"A\"    \"G\"    \"G#\"   \"A#\"   \"D\"    \"Bdim\"\n",
      "[1] \"Everything You've Come To Expect\"\n",
      " [1] \"E\"     \"C\"     \"F\"     \"A\"     \"A#\"    \"A#m\"   \"A7\"    \"E7\"    \"G7\"   \n",
      "[10] \"Eaug\"  \"Cmaj7\" \"Adim7\" \"G#\"    \"D7\"    \"G#m\"   \"B\"     \"D\"     \"G\"    \n",
      "[1] \"The Age Of The Understatement\"\n",
      " [1] \"F\"     \"E\"     \"D\"     \"C\"     \"G\"     \"B\"     \"A\"     \"Ddim7\" \"Bdim7\"\n",
      "[10] \"E7\"    \"F#\"    \"G7\"   \n"
     ]
    }
   ],
   "source": [
    "for (i in 1:length(K_hat_list)) {\n",
    "    print(as.character(albums.df$album[i]))\n",
    "    print(names(sort(rowSums(K_hat_list[[i]]))))\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>AM</th><th scope=col>Favourite Worst Nightmare</th><th scope=col>Humbug</th><th scope=col>Suck It and See</th><th scope=col>Tranquility Base Hotel &amp; Casino</th><th scope=col>Whatever People Say I Am, That's What I'm Not</th><th scope=col>Always Ascending</th><th scope=col>Franz Ferdinand</th><th scope=col>Right Thoughts, Right Words, Right Action</th><th scope=col>Tonight: Franz Ferdinand</th><th scope=col>You Could Have It So Much Better</th><th scope=col>Everything You've Come To Expect</th><th scope=col>The Age Of The Understatement</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>AM</th><td>       NA</td><td>0.7241379</td><td>0.6666667</td><td>0.8000000</td><td>0.6521739</td><td>0.6792453</td><td>0.7777778</td><td>0.6829268</td><td>0.7241379</td><td>0.5714286</td><td>0.6774194</td><td>0.7826087</td><td>0.6222222</td></tr>\n",
       "\t<tr><th scope=row>Favourite Worst Nightmare</th><td>0.7241379</td><td>       NA</td><td>0.7500000</td><td>0.6486486</td><td>0.6804124</td><td>0.7954545</td><td>0.7500000</td><td>0.7643312</td><td>0.7058824</td><td>0.6666667</td><td>0.5833333</td><td>0.6923077</td><td>0.6363636</td></tr>\n",
       "\t<tr><th scope=row>Humbug</th><td>0.6666667</td><td>0.7500000</td><td>       NA</td><td>0.6428571</td><td>0.7142857</td><td>0.6321839</td><td>0.7346939</td><td>0.8208955</td><td>0.6829268</td><td>0.7346939</td><td>0.8000000</td><td>0.7142857</td><td>0.6829268</td></tr>\n",
       "\t<tr><th scope=row>Suck It and See</th><td>0.8000000</td><td>0.6486486</td><td>0.6428571</td><td>       NA</td><td>0.6551724</td><td>0.6538462</td><td>0.7142857</td><td>0.6296296</td><td>0.6716418</td><td>0.6179775</td><td>0.7000000</td><td>0.7333333</td><td>0.6923077</td></tr>\n",
       "\t<tr><th scope=row>Tranquility Base Hotel &amp; Casino</th><td>0.6521739</td><td>0.6804124</td><td>0.7142857</td><td>0.6551724</td><td>       NA</td><td>0.6862745</td><td>0.6395349</td><td>0.6642336</td><td>0.6626506</td><td>0.6842105</td><td>0.6666667</td><td>0.5911330</td><td>0.6790123</td></tr>\n",
       "\t<tr><th scope=row>Whatever People Say I Am, That's What I'm Not</th><td>0.6792453</td><td>0.7954545</td><td>0.6321839</td><td>0.6538462</td><td>0.6862745</td><td>       NA</td><td>0.7058824</td><td>0.7157895</td><td>0.8181818</td><td>0.7142857</td><td>0.7179487</td><td>0.6804124</td><td>0.7000000</td></tr>\n",
       "\t<tr><th scope=row>Always Ascending</th><td>0.7777778</td><td>0.7500000</td><td>0.7346939</td><td>0.7142857</td><td>0.6395349</td><td>0.7058824</td><td>       NA</td><td>0.7567568</td><td>0.8000000</td><td>0.6428571</td><td>0.6829268</td><td>0.7894737</td><td>0.6666667</td></tr>\n",
       "\t<tr><th scope=row>Franz Ferdinand</th><td>0.6829268</td><td>0.7643312</td><td>0.8208955</td><td>0.6296296</td><td>0.6642336</td><td>0.7157895</td><td>0.7567568</td><td>       NA</td><td>0.7826087</td><td>0.7894737</td><td>0.7777778</td><td>0.7764706</td><td>0.7826087</td></tr>\n",
       "\t<tr><th scope=row>Right Thoughts, Right Words, Right Action</th><td>0.7241379</td><td>0.7058824</td><td>0.6829268</td><td>0.6716418</td><td>0.6626506</td><td>0.8181818</td><td>0.8000000</td><td>0.7826087</td><td>       NA</td><td>0.6315789</td><td>0.7241379</td><td>0.7200000</td><td>0.7500000</td></tr>\n",
       "\t<tr><th scope=row>Tonight: Franz Ferdinand</th><td>0.5714286</td><td>0.6666667</td><td>0.7346939</td><td>0.6179775</td><td>0.6842105</td><td>0.7142857</td><td>0.6428571</td><td>0.7894737</td><td>0.6315789</td><td>       NA</td><td>0.6829268</td><td>0.6790123</td><td>0.7777778</td></tr>\n",
       "\t<tr><th scope=row>You Could Have It So Much Better</th><td>0.6774194</td><td>0.5833333</td><td>0.8000000</td><td>0.7000000</td><td>0.6666667</td><td>0.7179487</td><td>0.6829268</td><td>0.7777778</td><td>0.7241379</td><td>0.6829268</td><td>       NA</td><td>0.8484848</td><td>0.7500000</td></tr>\n",
       "\t<tr><th scope=row>Everything You've Come To Expect</th><td>0.7826087</td><td>0.6923077</td><td>0.7142857</td><td>0.7333333</td><td>0.5911330</td><td>0.6804124</td><td>0.7894737</td><td>0.7764706</td><td>0.7200000</td><td>0.6790123</td><td>0.8484848</td><td>       NA</td><td>0.7200000</td></tr>\n",
       "\t<tr><th scope=row>The Age Of The Understatement</th><td>0.6222222</td><td>0.6363636</td><td>0.6829268</td><td>0.6923077</td><td>0.6790123</td><td>0.7000000</td><td>0.6666667</td><td>0.7826087</td><td>0.7500000</td><td>0.7777778</td><td>0.7500000</td><td>0.7200000</td><td>       NA</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllll}\n",
       "  & AM & Favourite Worst Nightmare & Humbug & Suck It and See & Tranquility Base Hotel \\& Casino & Whatever People Say I Am, That's What I'm Not & Always Ascending & Franz Ferdinand & Right Thoughts, Right Words, Right Action & Tonight: Franz Ferdinand & You Could Have It So Much Better & Everything You've Come To Expect & The Age Of The Understatement\\\\\n",
       "\\hline\n",
       "\tAM &        NA & 0.7241379 & 0.6666667 & 0.8000000 & 0.6521739 & 0.6792453 & 0.7777778 & 0.6829268 & 0.7241379 & 0.5714286 & 0.6774194 & 0.7826087 & 0.6222222\\\\\n",
       "\tFavourite Worst Nightmare & 0.7241379 &        NA & 0.7500000 & 0.6486486 & 0.6804124 & 0.7954545 & 0.7500000 & 0.7643312 & 0.7058824 & 0.6666667 & 0.5833333 & 0.6923077 & 0.6363636\\\\\n",
       "\tHumbug & 0.6666667 & 0.7500000 &        NA & 0.6428571 & 0.7142857 & 0.6321839 & 0.7346939 & 0.8208955 & 0.6829268 & 0.7346939 & 0.8000000 & 0.7142857 & 0.6829268\\\\\n",
       "\tSuck It and See & 0.8000000 & 0.6486486 & 0.6428571 &        NA & 0.6551724 & 0.6538462 & 0.7142857 & 0.6296296 & 0.6716418 & 0.6179775 & 0.7000000 & 0.7333333 & 0.6923077\\\\\n",
       "\tTranquility Base Hotel \\& Casino & 0.6521739 & 0.6804124 & 0.7142857 & 0.6551724 &        NA & 0.6862745 & 0.6395349 & 0.6642336 & 0.6626506 & 0.6842105 & 0.6666667 & 0.5911330 & 0.6790123\\\\\n",
       "\tWhatever People Say I Am, That's What I'm Not & 0.6792453 & 0.7954545 & 0.6321839 & 0.6538462 & 0.6862745 &        NA & 0.7058824 & 0.7157895 & 0.8181818 & 0.7142857 & 0.7179487 & 0.6804124 & 0.7000000\\\\\n",
       "\tAlways Ascending & 0.7777778 & 0.7500000 & 0.7346939 & 0.7142857 & 0.6395349 & 0.7058824 &        NA & 0.7567568 & 0.8000000 & 0.6428571 & 0.6829268 & 0.7894737 & 0.6666667\\\\\n",
       "\tFranz Ferdinand & 0.6829268 & 0.7643312 & 0.8208955 & 0.6296296 & 0.6642336 & 0.7157895 & 0.7567568 &        NA & 0.7826087 & 0.7894737 & 0.7777778 & 0.7764706 & 0.7826087\\\\\n",
       "\tRight Thoughts, Right Words, Right Action & 0.7241379 & 0.7058824 & 0.6829268 & 0.6716418 & 0.6626506 & 0.8181818 & 0.8000000 & 0.7826087 &        NA & 0.6315789 & 0.7241379 & 0.7200000 & 0.7500000\\\\\n",
       "\tTonight: Franz Ferdinand & 0.5714286 & 0.6666667 & 0.7346939 & 0.6179775 & 0.6842105 & 0.7142857 & 0.6428571 & 0.7894737 & 0.6315789 &        NA & 0.6829268 & 0.6790123 & 0.7777778\\\\\n",
       "\tYou Could Have It So Much Better & 0.6774194 & 0.5833333 & 0.8000000 & 0.7000000 & 0.6666667 & 0.7179487 & 0.6829268 & 0.7777778 & 0.7241379 & 0.6829268 &        NA & 0.8484848 & 0.7500000\\\\\n",
       "\tEverything You've Come To Expect & 0.7826087 & 0.6923077 & 0.7142857 & 0.7333333 & 0.5911330 & 0.6804124 & 0.7894737 & 0.7764706 & 0.7200000 & 0.6790123 & 0.8484848 &        NA & 0.7200000\\\\\n",
       "\tThe Age Of The Understatement & 0.6222222 & 0.6363636 & 0.6829268 & 0.6923077 & 0.6790123 & 0.7000000 & 0.6666667 & 0.7826087 & 0.7500000 & 0.7777778 & 0.7500000 & 0.7200000 &        NA\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | AM | Favourite Worst Nightmare | Humbug | Suck It and See | Tranquility Base Hotel & Casino | Whatever People Say I Am, That's What I'm Not | Always Ascending | Franz Ferdinand | Right Thoughts, Right Words, Right Action | Tonight: Franz Ferdinand | You Could Have It So Much Better | Everything You've Come To Expect | The Age Of The Understatement |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| AM |        NA | 0.7241379 | 0.6666667 | 0.8000000 | 0.6521739 | 0.6792453 | 0.7777778 | 0.6829268 | 0.7241379 | 0.5714286 | 0.6774194 | 0.7826087 | 0.6222222 |\n",
       "| Favourite Worst Nightmare | 0.7241379 |        NA | 0.7500000 | 0.6486486 | 0.6804124 | 0.7954545 | 0.7500000 | 0.7643312 | 0.7058824 | 0.6666667 | 0.5833333 | 0.6923077 | 0.6363636 |\n",
       "| Humbug | 0.6666667 | 0.7500000 |        NA | 0.6428571 | 0.7142857 | 0.6321839 | 0.7346939 | 0.8208955 | 0.6829268 | 0.7346939 | 0.8000000 | 0.7142857 | 0.6829268 |\n",
       "| Suck It and See | 0.8000000 | 0.6486486 | 0.6428571 |        NA | 0.6551724 | 0.6538462 | 0.7142857 | 0.6296296 | 0.6716418 | 0.6179775 | 0.7000000 | 0.7333333 | 0.6923077 |\n",
       "| Tranquility Base Hotel & Casino | 0.6521739 | 0.6804124 | 0.7142857 | 0.6551724 |        NA | 0.6862745 | 0.6395349 | 0.6642336 | 0.6626506 | 0.6842105 | 0.6666667 | 0.5911330 | 0.6790123 |\n",
       "| Whatever People Say I Am, That's What I'm Not | 0.6792453 | 0.7954545 | 0.6321839 | 0.6538462 | 0.6862745 |        NA | 0.7058824 | 0.7157895 | 0.8181818 | 0.7142857 | 0.7179487 | 0.6804124 | 0.7000000 |\n",
       "| Always Ascending | 0.7777778 | 0.7500000 | 0.7346939 | 0.7142857 | 0.6395349 | 0.7058824 |        NA | 0.7567568 | 0.8000000 | 0.6428571 | 0.6829268 | 0.7894737 | 0.6666667 |\n",
       "| Franz Ferdinand | 0.6829268 | 0.7643312 | 0.8208955 | 0.6296296 | 0.6642336 | 0.7157895 | 0.7567568 |        NA | 0.7826087 | 0.7894737 | 0.7777778 | 0.7764706 | 0.7826087 |\n",
       "| Right Thoughts, Right Words, Right Action | 0.7241379 | 0.7058824 | 0.6829268 | 0.6716418 | 0.6626506 | 0.8181818 | 0.8000000 | 0.7826087 |        NA | 0.6315789 | 0.7241379 | 0.7200000 | 0.7500000 |\n",
       "| Tonight: Franz Ferdinand | 0.5714286 | 0.6666667 | 0.7346939 | 0.6179775 | 0.6842105 | 0.7142857 | 0.6428571 | 0.7894737 | 0.6315789 |        NA | 0.6829268 | 0.6790123 | 0.7777778 |\n",
       "| You Could Have It So Much Better | 0.6774194 | 0.5833333 | 0.8000000 | 0.7000000 | 0.6666667 | 0.7179487 | 0.6829268 | 0.7777778 | 0.7241379 | 0.6829268 |        NA | 0.8484848 | 0.7500000 |\n",
       "| Everything You've Come To Expect | 0.7826087 | 0.6923077 | 0.7142857 | 0.7333333 | 0.5911330 | 0.6804124 | 0.7894737 | 0.7764706 | 0.7200000 | 0.6790123 | 0.8484848 |        NA | 0.7200000 |\n",
       "| The Age Of The Understatement | 0.6222222 | 0.6363636 | 0.6829268 | 0.6923077 | 0.6790123 | 0.7000000 | 0.6666667 | 0.7826087 | 0.7500000 | 0.7777778 | 0.7500000 | 0.7200000 |        NA |\n",
       "\n"
      ],
      "text/plain": [
       "                                              AM       \n",
       "AM                                                   NA\n",
       "Favourite Worst Nightmare                     0.7241379\n",
       "Humbug                                        0.6666667\n",
       "Suck It and See                               0.8000000\n",
       "Tranquility Base Hotel & Casino               0.6521739\n",
       "Whatever People Say I Am, That's What I'm Not 0.6792453\n",
       "Always Ascending                              0.7777778\n",
       "Franz Ferdinand                               0.6829268\n",
       "Right Thoughts, Right Words, Right Action     0.7241379\n",
       "Tonight: Franz Ferdinand                      0.5714286\n",
       "You Could Have It So Much Better              0.6774194\n",
       "Everything You've Come To Expect              0.7826087\n",
       "The Age Of The Understatement                 0.6222222\n",
       "                                              Favourite Worst Nightmare\n",
       "AM                                            0.7241379                \n",
       "Favourite Worst Nightmare                            NA                \n",
       "Humbug                                        0.7500000                \n",
       "Suck It and See                               0.6486486                \n",
       "Tranquility Base Hotel & Casino               0.6804124                \n",
       "Whatever People Say I Am, That's What I'm Not 0.7954545                \n",
       "Always Ascending                              0.7500000                \n",
       "Franz Ferdinand                               0.7643312                \n",
       "Right Thoughts, Right Words, Right Action     0.7058824                \n",
       "Tonight: Franz Ferdinand                      0.6666667                \n",
       "You Could Have It So Much Better              0.5833333                \n",
       "Everything You've Come To Expect              0.6923077                \n",
       "The Age Of The Understatement                 0.6363636                \n",
       "                                              Humbug    Suck It and See\n",
       "AM                                            0.6666667 0.8000000      \n",
       "Favourite Worst Nightmare                     0.7500000 0.6486486      \n",
       "Humbug                                               NA 0.6428571      \n",
       "Suck It and See                               0.6428571        NA      \n",
       "Tranquility Base Hotel & Casino               0.7142857 0.6551724      \n",
       "Whatever People Say I Am, That's What I'm Not 0.6321839 0.6538462      \n",
       "Always Ascending                              0.7346939 0.7142857      \n",
       "Franz Ferdinand                               0.8208955 0.6296296      \n",
       "Right Thoughts, Right Words, Right Action     0.6829268 0.6716418      \n",
       "Tonight: Franz Ferdinand                      0.7346939 0.6179775      \n",
       "You Could Have It So Much Better              0.8000000 0.7000000      \n",
       "Everything You've Come To Expect              0.7142857 0.7333333      \n",
       "The Age Of The Understatement                 0.6829268 0.6923077      \n",
       "                                              Tranquility Base Hotel & Casino\n",
       "AM                                            0.6521739                      \n",
       "Favourite Worst Nightmare                     0.6804124                      \n",
       "Humbug                                        0.7142857                      \n",
       "Suck It and See                               0.6551724                      \n",
       "Tranquility Base Hotel & Casino                      NA                      \n",
       "Whatever People Say I Am, That's What I'm Not 0.6862745                      \n",
       "Always Ascending                              0.6395349                      \n",
       "Franz Ferdinand                               0.6642336                      \n",
       "Right Thoughts, Right Words, Right Action     0.6626506                      \n",
       "Tonight: Franz Ferdinand                      0.6842105                      \n",
       "You Could Have It So Much Better              0.6666667                      \n",
       "Everything You've Come To Expect              0.5911330                      \n",
       "The Age Of The Understatement                 0.6790123                      \n",
       "                                              Whatever People Say I Am, That's What I'm Not\n",
       "AM                                            0.6792453                                    \n",
       "Favourite Worst Nightmare                     0.7954545                                    \n",
       "Humbug                                        0.6321839                                    \n",
       "Suck It and See                               0.6538462                                    \n",
       "Tranquility Base Hotel & Casino               0.6862745                                    \n",
       "Whatever People Say I Am, That's What I'm Not        NA                                    \n",
       "Always Ascending                              0.7058824                                    \n",
       "Franz Ferdinand                               0.7157895                                    \n",
       "Right Thoughts, Right Words, Right Action     0.8181818                                    \n",
       "Tonight: Franz Ferdinand                      0.7142857                                    \n",
       "You Could Have It So Much Better              0.7179487                                    \n",
       "Everything You've Come To Expect              0.6804124                                    \n",
       "The Age Of The Understatement                 0.7000000                                    \n",
       "                                              Always Ascending Franz Ferdinand\n",
       "AM                                            0.7777778        0.6829268      \n",
       "Favourite Worst Nightmare                     0.7500000        0.7643312      \n",
       "Humbug                                        0.7346939        0.8208955      \n",
       "Suck It and See                               0.7142857        0.6296296      \n",
       "Tranquility Base Hotel & Casino               0.6395349        0.6642336      \n",
       "Whatever People Say I Am, That's What I'm Not 0.7058824        0.7157895      \n",
       "Always Ascending                                     NA        0.7567568      \n",
       "Franz Ferdinand                               0.7567568               NA      \n",
       "Right Thoughts, Right Words, Right Action     0.8000000        0.7826087      \n",
       "Tonight: Franz Ferdinand                      0.6428571        0.7894737      \n",
       "You Could Have It So Much Better              0.6829268        0.7777778      \n",
       "Everything You've Come To Expect              0.7894737        0.7764706      \n",
       "The Age Of The Understatement                 0.6666667        0.7826087      \n",
       "                                              Right Thoughts, Right Words, Right Action\n",
       "AM                                            0.7241379                                \n",
       "Favourite Worst Nightmare                     0.7058824                                \n",
       "Humbug                                        0.6829268                                \n",
       "Suck It and See                               0.6716418                                \n",
       "Tranquility Base Hotel & Casino               0.6626506                                \n",
       "Whatever People Say I Am, That's What I'm Not 0.8181818                                \n",
       "Always Ascending                              0.8000000                                \n",
       "Franz Ferdinand                               0.7826087                                \n",
       "Right Thoughts, Right Words, Right Action            NA                                \n",
       "Tonight: Franz Ferdinand                      0.6315789                                \n",
       "You Could Have It So Much Better              0.7241379                                \n",
       "Everything You've Come To Expect              0.7200000                                \n",
       "The Age Of The Understatement                 0.7500000                                \n",
       "                                              Tonight: Franz Ferdinand\n",
       "AM                                            0.5714286               \n",
       "Favourite Worst Nightmare                     0.6666667               \n",
       "Humbug                                        0.7346939               \n",
       "Suck It and See                               0.6179775               \n",
       "Tranquility Base Hotel & Casino               0.6842105               \n",
       "Whatever People Say I Am, That's What I'm Not 0.7142857               \n",
       "Always Ascending                              0.6428571               \n",
       "Franz Ferdinand                               0.7894737               \n",
       "Right Thoughts, Right Words, Right Action     0.6315789               \n",
       "Tonight: Franz Ferdinand                             NA               \n",
       "You Could Have It So Much Better              0.6829268               \n",
       "Everything You've Come To Expect              0.6790123               \n",
       "The Age Of The Understatement                 0.7777778               \n",
       "                                              You Could Have It So Much Better\n",
       "AM                                            0.6774194                       \n",
       "Favourite Worst Nightmare                     0.5833333                       \n",
       "Humbug                                        0.8000000                       \n",
       "Suck It and See                               0.7000000                       \n",
       "Tranquility Base Hotel & Casino               0.6666667                       \n",
       "Whatever People Say I Am, That's What I'm Not 0.7179487                       \n",
       "Always Ascending                              0.6829268                       \n",
       "Franz Ferdinand                               0.7777778                       \n",
       "Right Thoughts, Right Words, Right Action     0.7241379                       \n",
       "Tonight: Franz Ferdinand                      0.6829268                       \n",
       "You Could Have It So Much Better                     NA                       \n",
       "Everything You've Come To Expect              0.8484848                       \n",
       "The Age Of The Understatement                 0.7500000                       \n",
       "                                              Everything You've Come To Expect\n",
       "AM                                            0.7826087                       \n",
       "Favourite Worst Nightmare                     0.6923077                       \n",
       "Humbug                                        0.7142857                       \n",
       "Suck It and See                               0.7333333                       \n",
       "Tranquility Base Hotel & Casino               0.5911330                       \n",
       "Whatever People Say I Am, That's What I'm Not 0.6804124                       \n",
       "Always Ascending                              0.7894737                       \n",
       "Franz Ferdinand                               0.7764706                       \n",
       "Right Thoughts, Right Words, Right Action     0.7200000                       \n",
       "Tonight: Franz Ferdinand                      0.6790123                       \n",
       "You Could Have It So Much Better              0.8484848                       \n",
       "Everything You've Come To Expect                     NA                       \n",
       "The Age Of The Understatement                 0.7200000                       \n",
       "                                              The Age Of The Understatement\n",
       "AM                                            0.6222222                    \n",
       "Favourite Worst Nightmare                     0.6363636                    \n",
       "Humbug                                        0.6829268                    \n",
       "Suck It and See                               0.6923077                    \n",
       "Tranquility Base Hotel & Casino               0.6790123                    \n",
       "Whatever People Say I Am, That's What I'm Not 0.7000000                    \n",
       "Always Ascending                              0.6666667                    \n",
       "Franz Ferdinand                               0.7826087                    \n",
       "Right Thoughts, Right Words, Right Action     0.7500000                    \n",
       "Tonight: Franz Ferdinand                      0.7777778                    \n",
       "You Could Have It So Much Better              0.7500000                    \n",
       "Everything You've Come To Expect              0.7200000                    \n",
       "The Age Of The Understatement                        NA                    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "album_names <- albums.df$album\n",
    "chord_ranks <- vector(\"list\", length(album_names))\n",
    "names(chord_ranks) <- album_names\n",
    "\n",
    "for (i in 1:length(K_hat_list)) {\n",
    "  album_name <- as.character(album_names[i])\n",
    "  chord_ranks[[album_name]] <- list(names(sort(rowSums(K_hat_list[[i]]))))\n",
    "}\n",
    "\n",
    "combinations <- combn(album_names, 2)\n",
    "\n",
    "tau_kendall.df <- data.frame(matrix(ncol = length(album_names), nrow = length(album_names)))\n",
    "colnames(tau_kendall.df) <- album_names\n",
    "row.names(tau_kendall.df) <- album_names\n",
    "\n",
    "for (i in 1:dim(combinations)[2]) {\n",
    "  album_1 <- as.character(combinations[1, i])\n",
    "  album_2 <- as.character(combinations[2, i])\n",
    "  rank_1 <- chord_ranks[[album_1]][[1]]\n",
    "  rank_2 <- chord_ranks[[album_2]][[1]]\n",
    "  \n",
    "  intersection <- intersect(rank_1, rank_2)\n",
    "  rank_1 <- rank_1[rank_1 %in% intersection]\n",
    "  rank_2 <- rank_2[rank_2 %in% intersection]\n",
    "  \n",
    "  incorrect_order <- 0\n",
    "  total <- 0\n",
    "  combinations_grid <- expand.grid(rank_1, rank_2)\n",
    "  for (j in 1:dim(combinations_grid)[1]) {\n",
    "    if (combinations_grid[j,1] != combinations_grid[j,2]) {\n",
    "      pos_album1_chord1 <- match(combinations_grid[j,1], rank_1)\n",
    "      pos_album1_chord2 <- match(combinations_grid[j,2], rank_1)\n",
    "      pos_album2_chord1 <- match(combinations_grid[j,1], rank_2)\n",
    "      pos_album2_chord2 <- match(combinations_grid[j,2], rank_2)\n",
    "      \n",
    "      if ((pos_album1_chord1 < pos_album1_chord2 && pos_album2_chord1 > pos_album2_chord2) ||\n",
    "          (pos_album1_chord1 > pos_album1_chord2 && pos_album2_chord1 < pos_album2_chord2)) {\n",
    "        incorrect_order <- incorrect_order + 1\n",
    "      }\n",
    "      \n",
    "      total <- total + 1\n",
    "    }\n",
    "  }\n",
    "  \n",
    "  tau <- incorrect_order / total\n",
    "  tau_kendall.df[album_1, album_2] <- tau\n",
    "  tau_kendall.df[album_2, album_1] <- tau\n",
    "}\n",
    "\n",
    "1/ (1 + tau_kendall.df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MBjSgAQ1oQAMa0IAGNNBLAxZIvbTvvjWg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qothGSzVmfXKWujp8M4J0NusTsl/a3X6n2o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\nrkJggg==",
      "text/plain": [
       "Plot with title “Normalized Kendall tau similarity”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap(as.matrix(1/ (1 + tau_kendall.df)), Colv = NA, Rowv = NA,\n",
    "        main = \"Normalized Kendall tau similarity\", scale = 'none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.5.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}