{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2b0d2c03",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data\n",
    "from kgextension.sparql_helper import LocalEndpoint\n",
    "\n",
    "MyGraph = LocalEndpoint(file_path = \"./artists_graph.nt\")\n",
    "\n",
    "MyGraph.initialize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6de2519f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Band</th>\n",
       "      <th>Genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>http://dbpedia.org/resource/Silk_Sonic</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>http://dbpedia.org/resource/Plejboj</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>http://dbpedia.org/resource/The_Marvelettes</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>http://dbpedia.org/resource/Inner_Life</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>http://dbpedia.org/resource/Ceraadi</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>http://dbpedia.org/resource/The_Ad_Libs</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>http://dbpedia.org/resource/Soulive</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>http://dbpedia.org/resource/Glashaus</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>http://dbpedia.org/resource/The_Suffers</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>http://dbpedia.org/resource/The_Sweet_Inspirat...</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>http://dbpedia.org/resource/Dusty_Rhodes_and_t...</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>http://dbpedia.org/resource/The_Nightowls</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>http://dbpedia.org/resource/Hobex</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>http://dbpedia.org/resource/The_Velvelettes</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>http://dbpedia.org/resource/Soul_II_Soul</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>http://dbpedia.org/resource/Breakestra</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>http://dbpedia.org/resource/Friends_of_the_Bride</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>http://dbpedia.org/resource/Hannah_Gill_and_Th...</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>http://dbpedia.org/resource/The_Artistics</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>http://dbpedia.org/resource/The_Reddings</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>http://dbpedia.org/resource/Perpetuum_Jazzile</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>http://dbpedia.org/resource/Secret_Affair</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>http://dbpedia.org/resource/The_Ramong_Sound</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>http://dbpedia.org/resource/Con_Funk_Shun</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>http://dbpedia.org/resource/Maxine_Nightingale</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>http://dbpedia.org/resource/Carl_Carlton</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>http://dbpedia.org/resource/Salsoul_Orchestra</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>http://dbpedia.org/resource/The_Nextmen</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>http://dbpedia.org/resource/The_Jackson_Sisters</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>http://dbpedia.org/resource/Orelha_Negra</td>\n",
       "      <td>Soul</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  Band Genre\n",
       "170             http://dbpedia.org/resource/Silk_Sonic  Soul\n",
       "171                http://dbpedia.org/resource/Plejboj  Soul\n",
       "172        http://dbpedia.org/resource/The_Marvelettes  Soul\n",
       "173             http://dbpedia.org/resource/Inner_Life  Soul\n",
       "174                http://dbpedia.org/resource/Ceraadi  Soul\n",
       "175            http://dbpedia.org/resource/The_Ad_Libs  Soul\n",
       "176                http://dbpedia.org/resource/Soulive  Soul\n",
       "177               http://dbpedia.org/resource/Glashaus  Soul\n",
       "178            http://dbpedia.org/resource/The_Suffers  Soul\n",
       "179  http://dbpedia.org/resource/The_Sweet_Inspirat...  Soul\n",
       "180  http://dbpedia.org/resource/Dusty_Rhodes_and_t...  Soul\n",
       "181          http://dbpedia.org/resource/The_Nightowls  Soul\n",
       "182                  http://dbpedia.org/resource/Hobex  Soul\n",
       "183        http://dbpedia.org/resource/The_Velvelettes  Soul\n",
       "184           http://dbpedia.org/resource/Soul_II_Soul  Soul\n",
       "185             http://dbpedia.org/resource/Breakestra  Soul\n",
       "186   http://dbpedia.org/resource/Friends_of_the_Bride  Soul\n",
       "187  http://dbpedia.org/resource/Hannah_Gill_and_Th...  Soul\n",
       "188          http://dbpedia.org/resource/The_Artistics  Soul\n",
       "189           http://dbpedia.org/resource/The_Reddings  Soul\n",
       "190      http://dbpedia.org/resource/Perpetuum_Jazzile  Soul\n",
       "191          http://dbpedia.org/resource/Secret_Affair  Soul\n",
       "192       http://dbpedia.org/resource/The_Ramong_Sound  Soul\n",
       "193          http://dbpedia.org/resource/Con_Funk_Shun  Soul\n",
       "194     http://dbpedia.org/resource/Maxine_Nightingale  Soul\n",
       "195           http://dbpedia.org/resource/Carl_Carlton  Soul\n",
       "196      http://dbpedia.org/resource/Salsoul_Orchestra  Soul\n",
       "197            http://dbpedia.org/resource/The_Nextmen  Soul\n",
       "198    http://dbpedia.org/resource/The_Jackson_Sisters  Soul\n",
       "199           http://dbpedia.org/resource/Orelha_Negra  Soul"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create data frame\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv ('./bands_labels.csv',sep=\"\\t\")\n",
    "dfX = df[['Band']]\n",
    "dfY = df[['Genre']]\n",
    "df.tail(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "55be45a8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d6d9fd04494d48d5b1aebf60bcc2e032",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Column:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "08a2b2662b80435fa7241929038983e7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Column:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b8bfb1517e61454ca80c859d97f73a9e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Column:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create features - use three generators\n",
    "from kgextension.generator import direct_type_generator\n",
    "from kgextension.generator import unqualified_relation_generator\n",
    "from kgextension.generator import qualified_relation_generator\n",
    "\n",
    "dfX = direct_type_generator(dfX, \"Band\",endpoint=MyGraph)\n",
    "dfX = unqualified_relation_generator(dfX, \"Band\", endpoint=MyGraph,result_type=\"count\")\n",
    "dfX = qualified_relation_generator(dfX, \"Band\",endpoint=MyGraph,result_type=\"count\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a9c3b79",
   "metadata": {},
   "outputs": [],
   "source": [
    "# split dataset into train and test\n",
    "from sklearn.model_selection import train_test_split\n",
    "dfX = dfX.iloc[:,1:]\n",
    "X_train, X_test, y_train, y_test = train_test_split(dfX, dfY, test_size=0.1, random_state=42)\n",
    "\n",
    "\n",
    "# train classifier\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "clf = MLPClassifier(max_iter=10000).fit(X_train, y_train.values.ravel())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3bdfb7b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.45"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# evaluate classifier\n",
    "clf.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f674a400",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.53"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# evaluate in 10-fold CV\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.model_selection import cross_val_score\n",
    "import numpy as np\n",
    "dfX = dfX.iloc[:,1:]\n",
    "clf = MLPClassifier(max_iter=1000)\n",
    "scores = cross_val_score(clf, dfX, dfY.values.ravel(), cv=10)\n",
    "scores.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "315e901f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.09273618495495704"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8479db9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.65"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# evaluate in 10-fold CV\n",
    "from sklearn import tree\n",
    "from sklearn.model_selection import cross_val_score\n",
    "import numpy as np\n",
    "dfX = dfX.iloc[:,1:]\n",
    "clf = tree.DecisionTreeClassifier(min_samples_leaf=25)\n",
    "scores = cross_val_score(clf, dfX, dfY.values.ravel(), cv=10)\n",
    "scores.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0d892c1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "33060469",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# build and plot a decision tree\n",
    "from sklearn import tree\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# beautify feature names for decision tree for visualization\n",
    "features=dfX.columns\n",
    "features = [f.replace('Band_type_http://dbpedia.org/ontology/', '') for f in features]\n",
    "features = [f.replace('Link_Out_count_http://dbpedia.org/ontology/', '') for f in features]\n",
    "features = [f.replace('Link_Out_count_http://www.w3.org/1999/02/22-rdf-syntax-ns#', '') for f in features]\n",
    "features = [f.replace('http://dbpedia.org/ontology/', '') for f in features]\n",
    "\n",
    "# learn and plot tree\n",
    "clf = tree.DecisionTreeClassifier(min_samples_leaf=25)\n",
    "clf = clf.fit(dfX, dfY)\n",
    "fig = plt.figure(figsize=(25,20))\n",
    "_ = tree.plot_tree(clf, \n",
    "                   feature_names=features,\n",
    "                   class_names=dfY['Genre'].unique(),\n",
    "                   filled=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "69fbc935",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=2)\n",
    "pca_result = pca.fit_transform(dfX)\n",
    "principalDf = pd.DataFrame(data = pca_result\n",
    "             , columns = ['principal component 1', 'principal component 2'])\n",
    "\n",
    "finalDf = pd.concat([principalDf, dfY], axis = 1)\n",
    "fig = plt.figure(figsize = (8,8))\n",
    "ax = fig.add_subplot(1,1,1) \n",
    "ax.set_xlabel('Principal Component 1', fontsize = 15)\n",
    "ax.set_ylabel('Principal Component 2', fontsize = 15)\n",
    "\n",
    "targets = ['Soul','Rock']\n",
    "colors = ['r', 'b']\n",
    "for target, color in zip(targets,colors):\n",
    "    indicesToKeep = finalDf['Genre'] == target\n",
    "    ax.scatter(finalDf.loc[indicesToKeep, 'principal component 1']\n",
    "               , finalDf.loc[indicesToKeep, 'principal component 2']\n",
    "               , c = color)\n",
    "ax.legend(targets)\n",
    "ax.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5b6423e3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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