DMW Lab 4.ipynb 1.04 MB
Newer Older
adegzman's avatar
adegzman committed
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176 1177 1178 1179 1180 1181 1182 1183 1184 1185 1186 1187 1188 1189 1190 1191 1192 1193 1194 1195 1196 1197 1198 1199 1200 1201
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Revealing Subreddits' Trending Topics\n",
    "Data Mining and Wrangling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Executive Summary\n",
    "The goal of this notebook is to determine the relevant themes in the collection of titles of the reddit-dmw-sample.txt dataset. The data was cleaned to extract alphanumeric english words only. Afterwards, the dataset was vectorized to determine the frequency of occurrence of a certain set of words in the entire corpus and penalizes the most frequently occurring terms. Kmeans clustering was used to determine the number of clusters. Using internal validation, four clusters was revealed with a super cluster, til cluster, containing more than 90% of the total clusters and the remaining cluster were trump, clinton and sanders."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table of Contents\n",
    "1. Data Description\n",
    "2. Data Processing<br>\n",
    "     2.1 Loading Libraries<br>\n",
    "     2.2 Loading Dataset<br>\n",
    "     2.3 Cleaning of Data<br>\n",
    "     2.4 Text Data Visualization<br>\n",
    "     2.5 Number of Components\n",
    "3. KMeans Clustering Analysis<br>\n",
    "     3.1 Visualization Valization of the Clusters<br>\n",
    "     3.2 Internal Cluster Validation<br>\n",
    "4. Interpreting the Clusters<br>\n",
    "     4.1 TIL Cluster<br>\n",
    "     4.2 Trump Cluster<br>\n",
    "     4.3 Hilary Cluster<br>\n",
    "     4.3 Sanders Cluster<br>\n",
    "5. Result, Conclusion and Recommendation\n",
    "6. References and Acknowledgements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Data Description\n",
    "Data used in this notebook came from Reddit, specifically from the reddit-dmw-sample.txt dataset provided in class.Reddit is an American social news aggregation, web content rating, and discussion website where registered members submit content to the site such as links, text posts, and images, which are then voted up or down by other members."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Data Processing\n",
    "### 2.1 Loading of Libraries\n",
    "The libraries used in this notebook are the standard libraries and additional libraries that aid the author to clean, unravel topic clusters and provide relevant insights from the reddit-dmw-sample.txt dataset provided in the class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import wordcloud as wc\n",
    "import nltk\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.decomposition import TruncatedSVD\n",
    "from sklearn.manifold import TSNE\n",
    "from scipy.spatial.distance import euclidean, cityblock\n",
    "from sklearn.metrics import silhouette_score, confusion_matrix\n",
    "from sklearn.metrics import adjusted_rand_score, adjusted_mutual_info_score\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import calinski_harabaz_score, silhouette_score\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Loading of Dataset\n",
    "The data was from reddit-dmw-sample.txt extracted from reddit.com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading the data\n",
    "with open('reddit-dmw-sample.txt') as readit:\n",
    "    data = pd.read_csv(readit, sep='\\t', usecols=['title'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Cleaning of Data\n",
    "Though cotributors of reddit is not limitted to english speaking and writing individuals, the anylysis of this data set will focus on the english titles. Due to lack of domain expertise in other languages, words not belonging to the english alphabeth/grammar like the Arabic, Chinese, Korean and Russian will be removed. Likewise, symbols, special characters and emojis will also be removed to give emphasis to words and year. Likewise, https and com are also removes with the repeating words. At the end of the cleaning process, 5,964 lines of titles were left."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cleaning: leaving alpha-numeric words greater than 2 letters\n",
    "data['titles'] = data['title'].apply(lambda x: x.lower())\n",
    "data['titles'] = data['titles'].str.replace('.', ' ')\n",
    "data['titles'] = data['titles'].str.replace('[^a-z0-9 ]', ' ')\n",
    "data['titles'] = data['titles'].str.replace(' [0-9]{1,3} ', '')\n",
    "data['titles'] = data['titles'].str.replace(' [0-9]{1,3} ', '')\n",
    "data['titles'] = data['titles'].str.replace(' +', ' ')\n",
    "data['titles'] = data['titles'].str.replace('https', '')\n",
    "data['titles'] = data['titles'].str.replace('com', '')\n",
    "data['titles'] = data['titles'].str.split(' ')\n",
    "data['titles'] = data['titles'].apply(lambda x: ' '.\n",
    "                                      join([i if len(i)>2 \n",
    "                                            else '' for i in set(x)]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>title</th>\n",
       "      <th>titles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7 Interesting Hidden Features of apple ios9</td>\n",
       "      <td>hidden features ios9  interesting apple</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Need an advice on gaming laptop</td>\n",
       "      <td>laptop gaming  need  advice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Semi automatic ROPP Capping machine / ROPP Cap...</td>\n",
       "      <td>machine capping ropp sealing automatic cap semi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Microsoft Plumbs Ocean’s Depths to Test Underw...</td>\n",
       "      <td>test  data center microsoft ocean underwater ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OPPO F1 chính hãng - Fptshop.com.vn</td>\n",
       "      <td>fptshop oppo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               title  \\\n",
       "0        7 Interesting Hidden Features of apple ios9   \n",
       "1                    Need an advice on gaming laptop   \n",
       "2  Semi automatic ROPP Capping machine / ROPP Cap...   \n",
       "3  Microsoft Plumbs Ocean’s Depths to Test Underw...   \n",
       "4                OPPO F1 chính hãng - Fptshop.com.vn   \n",
       "\n",
       "                                              titles  \n",
       "0           hidden features ios9  interesting apple   \n",
       "1                        laptop gaming  need  advice  \n",
       "2    machine capping ropp sealing automatic cap semi  \n",
       "3   test  data center microsoft ocean underwater ...  \n",
       "4                                   fptshop oppo      "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Raw titles (left) and the cleaned titles (right)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25                                         南部粽介紹(肉粽推薦懶人包)\n",
       "169     ЧЕТЫРЕ УБИЙСТВА ОДНИМ ВЫСТРЕЛОМ СО СКАУТА В КС:ГО\n",
       "617        তথ্য প্রযুক্তি: সাবান-পানি দিয়ে ধোয়া যাবে ফোন!\n",
       "684           Рецепты блинов / Драники / Блины на завтрак\n",
       "734                                 האכזריות של ברגר קינג\n",
       "812                          חציל-קציצה - תחליף הבשר החדש\n",
       "969                                                    DC\n",
       "1001            עלייתם של טבעונים צעירים - בזכות אינסטגרם\n",
       "1173                       毎日食べれる美味しさ食べだしたらとまらない食感やみつき美味い\n",
       "1525    Что значит органическая еда, органическое пита...\n",
       "Name: title, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Raw titles to be dropped\n",
    "data[data['titles']=='']['title'].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5964"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Clean reddit titles\n",
    "drop_index = [i for i in data[data['titles']==''].index]\n",
    "df = data.drop(index=drop_index, axis=1)\n",
    "df.reset_index(inplace=True)\n",
    "df.drop(['index','title'], inplace=True, axis=1)\n",
    "df.head()\n",
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Text Data Visualization\n",
    "The author visualize the frequenty occuring words in the titles using a word cloud wherein the bigger the text, the more occurences it has in the entire corpus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c0_wc = wc.WordCloud(background_color='white', colormap='Blues',width=2700,\n",
    "                     height=900).generate(df['titles'].str.cat(sep=' '))\n",
    "\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.imshow(c0_wc)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.5 Vector Representation\n",
    "After cleaning the titlts, the author transform the text data into its bag-of-words representation.\n",
    "\n",
    "To be able to compute distances between texts, we need to first express text as multidimensional quantitative data as a bag of words. By treating frequency of each word as an attribute, we can create a sparse matrix of the entire corpus of text with which most attributes take on 0 values.\n",
    "\n",
    "Computing the bag-of-words representation consists of the following steps:\n",
    "1. Tokenization - splitting of words as they appear in the document\n",
    "2. Vocabulary Building - creating a list of all words that appear in the entire corpus\n",
    "3. Sparse Matrix Encoding - counting the frequency each word appears in the document\n",
    "\n",
    "Using the CountVectorizer, the author has to removed all words with frequencies below 5 occurences. The author then used TfidfVectorizer to remove stopwords in english. After cleaning "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Upper extreme occurences:\n",
      " [('til', 831), ('new', 292), ('trump', 252), ('sanders', 208), ('clinton', 194), ('year', 156), ('bernie', 146), ('2016', 143), ('donald', 127), ('hillary', 123)]\n",
      "\n",
      "Lower extreme occurences:\n",
      " [('nearly000', 1), ('collaborate', 1), ('storyline', 1), ('ghibli', 1), ('indonesia', 1), ('populer', 1), ('terkenal', 1), ('haryanto', 1), ('pembalap', 1)]\n"
     ]
    }
   ],
   "source": [
    "# Determining the extreme occurences\n",
    "vec = CountVectorizer(stop_words='english', ngram_range = (1,1)).fit(df['titles'])\n",
    "bows = vec.transform(df['titles'])\n",
    "total_words = bows.sum(axis=0)\n",
    "word_count = [(word, total_words[0, idx]) for word, idx in  vec.vocabulary_.items()]\n",
    "word_count =sorted(word_count, key = lambda x: x[1], reverse=True)\n",
    "print('Upper extreme occurences:\\n', word_count[0:10])\n",
    "print()\n",
    "print('Lower extreme occurences:\\n',word_count[-10:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of Vocabulary:  1921\n"
     ]
    }
   ],
   "source": [
    "# Removing the extreme occurences\n",
    "vectorizer = TfidfVectorizer(lowercase=True, stop_words = 'english', min_df=0.0008)\n",
    "bows = vectorizer.fit_transform(df['titles'])\n",
    "sample = bows.todense()\n",
    "print('Length of Vocabulary: ', len(vectorizer.vocabulary_))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.5 Number of Components\n",
    "Using 1000 components, the author can explain 80% of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfUAAAF3CAYAAAC8MNLCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xd8VfX9x/HXh5CwIYQtEPaUvcG9t6h1j7qt9ddqta3V1tpW29+vtnb9frWOWsU6cNWBirOgqMiUvUMIEEYWKyRkf35/3IsNGOCCuTm5976fjwePnHPuyc3nHg558z3ne75fc3dEREQk9jUIugARERGpHQp1ERGROKFQFxERiRMKdRERkTihUBcREYkTCnUREZE4oVAXERGJEwp1ERGROKFQFxERiRMKdRERkTjRMOgCDlfbtm29e/fuQZchIiJSJ+bPn5/v7u0i2TfmQr179+7Mmzcv6DJERETqhJmtj3RfXX4XERGJEwp1ERGROKFQFxERiRMKdRERkTihUBcREYkTCnUREZE4oVAXERGJEwp1ERGROKFQFxERiRMKdRERkTihUBcREYkTCnUREZFa4O6syy/i41W5gdUQcxO6iIiI1AdVVc6qnELmrNvGnKxtzFm3jbzCUpqlJLHoF6fTMKnu280KdRERkQiUVVSxdPNO5qzbxtx125ibtY1dJRUAHNWqMcf0asPoHmmM7ZFGUgMLpEaFuoiISA0qKqtYvGknMzPymbm2gC83bKekvAqAnu2acfbgTozpkcaYHml0ad004GpDFOoiIiKELqev2LqLL9YWMHNtAXPWbWN3aagl3r9jCy4fnc7YHmmM6p5GuxaNAq62Zgp1ERFJSO5OZn4RM9cW8MXafL5YW8D24nIAerZtxsRhRzGhV1vG9UyjTfP6GeL7U6iLiEjCyC0s4dPV+XwevqS+dVcJELonfsqADkzo1YbxvdrQqVWTgCs9Mgp1ERGJW6UVlczL2s6M1Xl8sjqPlVsLAWjTLIXxvdowoVdbJvRqQ7c2TTELpnNbbVKoi4hI3HB31uYVMWN1HjPW5DErs4CS8iqSk4xR3dK4+8x+HN+nHQM7taRBQD3Uo0mhLiIiMW1ncTmfr81nxuo8Pl2Tz6Yde4DQffHLR6dzXJ+2jOvZhmaN4j/y4v8TiohIXHF3VmwpZPqqXKatzGXBhu1UObRo1JAJvdtw20m9OL5PO7qm1Y/HzOqSQl1EROq94rIKPs8oYNrKXD5elcuWnaEOboM7t+J7J/Xm+L7tGNY1NZBR3OoThbqIiNRLGwqKmbYyh2mrQvfGyyqqaJaSxHF92nHnqe05sV872rdsHHSZ9YpCXURE6oXyyirmZm1j+srQZfW1eUVA6N74NeO6cXL/9ozunkZKw8RujR+MQl1ERAKzu7SCT1bl8eHyrUxbmcuukgqSk4xxPdtw1dhQkHdv2yzoMmOGQl1EROpUbmEJHy3P5YPlW5mZUUBZZRWtmyZz+tEdOXVAB47t05bmCdBTPRp01EREJOoycnfz4fIcPli+lYUbd+AO6WlNuWZ8N04f2IGR3VonfCe32qBQFxGRWldV5SzYuIMPlm/lw+U5ZIbvjw/u3Iq7Tu3LaUd3oF+HFnExilt9olAXEZFaUVFZxex125i6ZAvvL8shf3cpDRsY43u14boJ3Tl1QAeOSo3NMdVjhUJdRESOWHllFTPXFvDuki28v2wr24vLaZKcxMn923P60R04sV97WjVJDrrMhKFQFxGRw1JaUcnnGflMXRK6tL5zTznNGzXklAHtOWtQJ07o244mKUlBl5mQFOoiInJIJeWVzFidx7tLt/LR8hwKSyto0bghpw3swNmDOnFsn7Y0TlaQB02hLiIiNSopr+TjVbm8s2Qr01bkUFRWSWrTZM4a3JGzBnfimF5tNRBMPaNQFxGRr5RXVvHZmnzeWrSZD5bnsLu0grRmKZw/rDNnD+7IuJ5tSNajZ/WWQl1EJMFVVjlz1m1jyqLNvLt0CzuKy2nZuCHnDO7EeUOPYlzPND1DHiMU6iIiCcjdWbhxB28t2sI7SzaTs6uUJslJnDawA+cPPYrj+ralUUPdI481CnURkQTh7qzKKWTKws28tXgzG7ftISWpASf2a8d5Q4/ilAHtaZqiWIhl+tsTEYlzm3bs4Y0Fm3hz4SZW5+wmqYExoVcbbj+5D6cf3VHPkccRhbqISBzaVVLOe0u28tqCbGZlbgNgVLfWPDjxaM4a3Im2zRsFXKFEQ1RD3czOBP4CJAFPuvtv93s9HXgGSA3vc4+7T41mTSIi8aq8sooZq/N4bcEmPlqeQ2lFFT3aNuOu0/pywbDOpLdpGnSJEmVRC3UzSwIeAU4DsoG5ZjbF3ZdX2+0+4GV3f9TMBgJTge7RqklEJN64O4uzd/L6gk28tWgzBUVltG6azGWju3Lh8M4M65qqSVMSSDRb6mOADHfPBDCzF4GJQPVQd6BleLkVsDmK9YiIxI3s7cW8sWATry3YRGZeESkNG3DqgPZcOLwLJ/Rtp0FhElQ0Q70zsLHaejYwdr99fgl8YGbfB5oBp0axHhGRmLanrJL3lm3hlXnZzFxbAMCYHmncclxPzhrcSR3eJKqhXtP1Ht9v/Qpgkrv/wczGA8+a2SB3r9rnjcxuAW4BSE9Pj0qxIiL10d7nyV+el83bizZTWFpBelpT7jqtLxcO70zXNN0nl/+IZqhnA12rrXfh65fXbwTOBHD3L8ysMdAWyK2+k7s/ATwBMGrUqP3/YyAiEndyC0t4Y8EmXp6XTUbubhonN+DswZ24ZGRXxvZIo0ED3SeXr4tmqM8F+phZD2ATcDlw5X77bABOASaZ2QCgMZAXxZpEROqt8soqpq3M5ZV52UxflUtllTMiPZXfXjSYc4Z0okVjXV6Xg4taqLt7hZl9D3if0ONqT7n7MjN7AJjn7lOAHwJ/N7M7CV2av87d1RIXkYSyOqeQl+du5I2Fm8jfXUa7Fo246bgeXDKyK73bNw+6PIkhUX1OPfzM+dT9tt1fbXk5cEw0axARqY9Kyit5e/EWJs/ZwPz122nYwDh1QAcuGRXqva4JVORIaEQ5EZE6tGprIZPnbOC1L7PZVVJBz7bN+NnZA7hoRGfaaJQ3+YYU6iIiUbanrJJ3lmzhhdnr+XLDDlKSGnDW4I5cMSadsT3SNDiM1BqFuohIlKzcuovJszfw2oJNFJZU0LNdM+47ZwAXjehCWrOUoMuTOKRQFxGpRXvKKnl78WYmz9mgVrnUOYW6iEgtWF9QxHOz1vPyvGx27ilXq1wCoVAXETlCVVXOx6tz+ecX6/lkdR4NzDjz6I5cPa4b43qqVS51T6EuInKYdhSX8fK8jTw3awMbthXTrkUjbj+5D1eOTadDy8ZBlycJTKEuIhKhpZt28s8vsnhz4WZKK6oY0z2NH5/RjzOO7qhZ0aReUKiLiBxEaUUl7y7ZyjNfZLFgww6aJCdx0YgufHt8NwZ0annI7xepSwp1EZEa5BWW8tys9Tw/ez35u8vo0bYZ9587kG+N7KIpTqXeUqiLiFSzbPNOnv48iykLN1NWWcUp/dtz7YTuHNu7rWZGk3pPoS4iCa+yyvn3ihye+nwdszK30SQ5icvHdOW6Cd3p2U4TqkjsUKiLSMLaXVrBK/M2MmlmFusLiumc2oSfnt2fy0al06qpLrFL7FGoi0jC2bitmGdmZvHS3I0UllYwsltr7j6jP2cc3UGzo0lMU6iLSMJYsGE7T8zI5P1lW2lgxjlDOnH9MT0Y1jU16NJEaoVCXUTiWlWVM31VLo9/ksmcrG20bNyQ75zQi2+P70anVk2CLk+kVinURSQulVZU8uaCzTzxaSYZubvpnNqE+88dyGWju9KskX71SXzSmS0icWXnnnJemL2Bpz9fR25hKQM6teQvlw/j7MGdSNb9colzCnURiQtbdu7hqc/WMXnORnaXVnBs77b84dKhHNu7rSZWkYShUBeRmLZqayGPz1jLlIWbceDcIZ24+bieDOrcKujSROqcQl1EYtLCjTt4ZHoGHy7PoUlyEteM78YNx/Sga1rToEsTCYxCXURihrvzRWYBf5u+ls8y8mnVJJk7TunDdRO607pZStDliQROoS4i9Z576LG0v07L4MsNO2jbvBH3ntWfq8Z1o7l6sot8Rf8aRKTeqqxy3l26hUemr2XFll10Tm3CgxOP5pJRXWmcnBR0eSL1jkJdROqd8soq3liwiUc/WUtmXhE92zbj9xcP4YLhnfVYmshBKNRFpN4orajklXnZPPrxWjbt2MOATi155MoRnDmoI0ma9lTkkBTqIhK4vWH+t+kZbN5Zwoj0VB684GhO6tdez5iLHAaFuogEpqYwf+jiIRowRuQIKdRFpM4pzEWiQ6EuInWmrKKKV+Zv5JFpoTAfnp7Kb781hOP6KMxFaoNCXUSibm+Y/216qAOcwlwkOhTqIhI1FZVVvL5gE3/+aM1XYf7fFw3meIW5SFQo1EWk1lVVOe8u3cofP1zF2rwiBnduxW8uHMQJfdspzEWiSKEuIrXG3fl4dR4Pv7+KZZt30ad9cx67egRnHN1RYS5SBxTqIlIrZmcW8PAHq5ibtZ2uaU3446VDmTisswaNEalDCnUR+UaWZO/k9x+sYsbqPNq3aMSDFwzislFdSWmo4VxF6ppCXUSOSEZuIX/4YDXvLt1KatNkfnp2f64Z150mKZpoRSQoCnUROSw5u0r404ereXneRpqmNOSOU/pw03E9aNE4OejSRBKeQl1EIlJYUs7jn2Ty5GeZVFY5103owfdO7k1as5SgSxORMIW6iBxUWUUVL8xez/9Oy2BbURnnDz2KH53ej/Q2TYMuTUT2o1AXkRq5O+8s2cLv31/F+oJixvdsw71n92dIl9SgSxORA1Coi8jXzMos4H/eXcmijTvo16EFT18/mhM1cIxIvadQF5GvrM4p5KF3V/Lvlbl0bNmY3188hItGdNGz5iIxQqEuIhTsLuWPH65m8pwNNEtpyN1n9uOGY3rQOFmPp4nEEoW6SAIrq6jimZlZ/O+0NRSXVfLt8d25/ZQ+6tEuEqMU6iIJyN35cHkO/z11BVkFxZzYrx33nTOA3u1bBF2aiHwDCnWRBLNiyy4efHs5M9cW0Lt9c56+fjQn9WsfdFkiUgsU6iIJIn93KX/4YDUvzd1AyybJPDDxaK4Yk05yksZoF4kXCnWROFdaUcmkz7P467QM9pRXct2EHtxxSh9aNdWwriLxRqEuEqfcnX+vyOXBd5azvqCYU/q356fnDKBXu+ZBlyYiUaJQF4lD6/KLeOCtZUxflUfv9s355w1jOL5vu6DLEpEoU6iLxJHisgr+Oi2DJz9dR0rDBtx3zgCundBd981FEoRCXSQO7B2n/TfvrGDLzhIuGtGZe87sT/uWjYMuTUTqkEJdJMatzinkF28u44vMAgZ2asn/XTGcUd3Tgi5LRAKgUBeJUbtKyvnLR2uYNDOL5o0a8uAFg7hyTLrGaRdJYAp1kRjj7ry5cDO/fmcFBUWlXD46nR+f0U9Du4qIQl0klmTm7ebnby7l84wChnZpxVPXjdL85iLyFYW6SAwoKa/k0Y/X8ujHa2mU3ECX2kWkRlENdTM7E/gLkAQ86e6/rWGfS4FfAg4scvcro1mTSKz5bE0+P39zKevyizh/6FHcd+4A2rdQr3YR+bqohbqZJQGPAKcB2cBcM5vi7sur7dMHuBc4xt23m5lmlRAJyyss5dfvLOfNhZvp3qYpz944huP6aAAZETmwaLbUxwAZ7p4JYGYvAhOB5dX2uRl4xN23A7h7bhTrEYkJVVXOC3M28NB7Kyktr+L2U/pw24m9aJycFHRpIlLPRTPUOwMbq61nA2P326cvgJl9TugS/S/d/b0o1iRSry3fvIufvr6EhRt3ML5nGx68YBC922usdhGJTDRDvaYePF7Dz+8DnAh0AT41s0HuvmOfNzK7BbgFID09vfYrFQlYSXklf/5oDX//NJPUJsn86bKhXDCsM2bqCCcikYtmqGcDXautdwE217DPLHcvB9aZ2SpCIT+3+k7u/gTwBMCoUaP2/4+BSEyblVnAva8tYV1+EZeO6sJPzx5AalM9cy4ihy+aoT4X6GNmPYBNwOXA/j3b3wCuACaZWVtCl+Mzo1iTSL2xq6Sc3767khdmbyA9rSnP3zSWY3q3DbosEYlhBwx1M7vrYN/o7n88xOsVZvY94H1C98ufcvdlZvYAMM/dp4RfO93MlgOVwI/dveBwP4RIrPloeQ73vbGU3MISbjq2B3ed3pemKRo2QkS+mYP9FmkR/toPGA1MCa+fB8yI5M3dfSowdb9t91dbduCu8B+RuJe/u5RfvbWctxZtpl+HFjx2zUiGddWIcCJSOw4Y6u7+KwAz+wAY4e6F4fVfAq/USXUiccLdeWPhJh54azm7Syu489S+fPfEXqQ01DznIlJ7Irnelw6UVVsvA7pHpRqROLR5xx5++voSPl6Vx/D0VB761hD6dmhx6G8UETlMkYT6s8AcM3ud0CNpFwL/jGpVInHA3XllfjYPvrWciirnF+cN5Nvju2u8dhGJmkOGurv/xszeBY4Lb7re3RdEtyyR2Jazq4R7X1vCtJW5jOmRxsMXDyW9TdOgyxKROBdpd9umwC53f9rM2plZD3dfF83CRGLR3rnOfzFlGaUVldx/7kCum9CdBmqdi0gdOGSom9kvgFGEesE/DSQDzwHHRLc0kdiSV1jKfW8s4f1lOYxIT+XhS4bSs52GeBWRuhNJS/1CYDjwJYC7bzYz9fIRqeadxVu4740lFJVVcu9Z/bnpuJ66dy4idS6SUC9zdzczBzCzZlGuSSRmbCsq4/43l/L24i0M7dKKhy8ZSh/1bBeRgEQS6i+b2eNAqpndDNwA/D26ZYnUf9NW5nD3q0vYuaeMH5/Rj+8c35OGSXruXESCE0nv94fN7DRgF6H76ve7+4dRr0ykntpTVslvpi7nuVkb6N+xBc/eOIYBnVoGXZaISGS938MhriCXhLc4ewc/eGkh6/KLuOX4nvzw9L40apgUdFkiIkBkvd8vAh4C2hOaI90IDduupokkjMoq57FP1vKnD1fTrkUjnr9xLBM0o5qI1DORtNR/B5zn7iuiXYxIfbRxWzF3vrSQeeu3c+6QTvzmgsG0apocdFkiIl8TSajnKNAlEbk7r325iV9MWYYBf75sGBOHHYWZHlUTkfopklCfZ2YvAW8ApXs3uvtrUatKJGA7i8v56etLeGfJFsb0SOOPlw6lS2sN8yoi9Vskod4SKAZOr7bNAYW6xKV5Wdu4ffICcgtLufvMfnzn+F4aSEZEYkIkj7RdXxeFiAStssp59OMM/vTRGjqnNuFf353A0K6pQZclIhKxA4a6md3t7r8zs/8j1DLfh7vfHtXKROpQzq4S7nxpITPXFnD+0KP4zYWDaNFYneFEJLYcrKW+t3PcvLooRCQo01fl8sOXF7GnrJLfXTyES0Z2UWc4EYlJBwx1d38r/PWZuitHpO6UVVTxu/dW8uRn6+jfsQV/vXI4vdtr3HYRiV2RDD7TDvgJMBBovHe7u58cxbpEoiorv4jbX1zA4uydXDOuGz87ZwCNkzUynIjEtkh6vz8PvAScA9wKXAvkRbMokWiaumQLd7+6mAYGj109kjMHdQy6JBGRWhFJqLdx93+Y2R3u/gnwiZl9Eu3CRGpbWUUV//PuCp7+PIthXVP565XD9ey5iMSVSEK9PPx1i5mdA2wGukSvJJHat2nHHr73wpcs2LCD64/pzr1nDSCloaZJFZH4Ekmo/9rMWgE/BP6P0GA0d0a1KpFa9PGqXO58aSHllc4jV47gnCGdgi5JRCQqIhl85u3w4k7gpOiWI1J7Kqucv3y0mv+bnkG/Di3421Uj6NmuedBliYhEzcEGn6lx0Jm9NPiM1Gf5u0u548UFfJ5RwCUju/DAxEE0SVHvdhGJbwdrqWvQGYlJ89dv47bnv2RHcTm/+9YQLh3dNeiSRETqxMEGn9ln0Bkzaxna7IVRr0rkCLg7z83ewK+mLKNL6yY8fdsYBh7VMuiyRETqTCSDz4wCngZahFZtB3CDu8+PdnEikSopr+T+N5fy8rxsTu7fnj9dNoxWTTR2u4gklkh6vz8F3ObunwKY2bGEQn5INAsTidTmHXv47nPzWZS9k9tP7s0PTu1LA02VKiIJKJJQL9wb6ADu/pmZ6RK81AuzMgv4r+e/pLSiisevGckZR2t0OBFJXJGE+hwzexyYTKg3/GXAx2Y2AsDdv4xifSI1cncmzczi1++soFubpjxxzSh6t9fjaiKS2CIJ9WHhr7/Yb/sEQiGviV2kTpWUV/LT15bw2oJNnDqgA3+6bKjmPhcRIbLBZzTgjNQbm3fs4ZZn57F00y7uPLUv3z+5t+6fi4iEHXLwazN7NjxM7N71bmb27+iWJfJ1CzZs5/y/fk5WfjFPfnsUd5zaR4EuIlJNJJffPwNmm9ldQGfgx4TGgRepM28s2MTd/1pMx5aNmXzzWPp0aBF0SSIi9U4kl98fN7NlwHQgHxju7lujXpkIUFXlPPzBKv728VrG9kjj0atHktYsJeiyRETqpUgGn7kG+DnwbULPpk81s+vdfVG0i5PEVlRawQ9eWsiHy3O4YkxXfnX+IE2XKiJyEJFcfv8WcKy75wKTzex14Bn+0ytepNZlby/mpmfmsTqnkF+cN5DrJnTHTPfPRUQOJpLL7xfstz7HzMZEryRJdPPXb+c7z86jtKKKp68fwwl92wVdkohITDjgtUwze7na8kP7vfw2IlEwdckWrvj7LJo1asjrtx2jQBcROQwHu0HZp9ryafu9pt+0UqvcnSdmrOW2579kcOdWvH7bMRohTkTkMB3s8rsf4Wsih6WisopfvrWM52Zt4JzBnfjDpUNpnJwUdFkiIjHnYKHe1MyGE2rNNwkvW/hPk7ooTuJfUWkF35+8gGkrc/nO8T35yZn9NaCMiMgROliobwH+GF7eWm1577rIN5Kzq4QbJs1lxZZdPHjBIK4Z1y3okkREYtoBQ11jvks0rdpayPVPz2HHnnL+ce1oTurfPuiSRERiXiTPqYvUqi/WFnDLP+fRJCWJl78znkGdWx36m0RE5JAU6lKnpi7Zwg9eXEi3Nk2ZdMMYOqeqe4aISG1RqEudeW7Wen7+5lJGpLfmH9eOIrWpxnAXEalNkUy9amZ2tZndH15P14hycjjcnT99uJr73ljKyf3a89yNYxXoIiJREMnsGH8DxgNXhNcLgUeiVpHElcoq52dvLOUv/17DJSO78Pg1I2mSomfQRUSiIZLL72PdfYSZLQBw9+1mpmaWHFJJeSU/eHEh7y3byndP7MXdZ/TTpCwiIlEUSaiXm1kS4VHkzKwdUBXVqiTmFZaUc9Mz85i9bhs/P3cgNx7bI+iSRETiXiSh/r/A60B7M/sNcDFwX1Srkpi2vaiMa5+ew/LNu/jL5cOYOKxz0CWJiCSESKZefd7M5gOnEBoi9gJ3XxH1yiQm5e4q4ep/zCaroJjHrh7JqQM7BF2SiEjCOGSom9k4YJm7PxJeb2FmY919dtSrk5iSvb2Yq5+cTW5hKU9fN5pjercNuiQRkYQSSe/3R4Hd1daLwttEvpKZt5tLH/uCbUVlPHvjWAW6iEgAIgl1c/evplp19yoiHLTGzM40s1VmlmFm9xxkv4vNzM1sVCTvK/XLii27uPTxWZRWVDH5lnGM7NY66JJERBJSJKGeaWa3m1ly+M8dQOahvincY/4R4CxgIHCFmQ2sYb8WwO2ALufHoIUbd3D5E7No2MB46TvjOfoojeMuIhKUSEL9VmACsAnIBsYCt0TwfWOADHfPdPcy4EVgYg37PQj8DiiJqGKpN+av38bVT86mVZNkXrl1PL3bNw+6JBGRhBZJ7/dc4PIjeO/OwMZq63v/Q/AVMxsOdHX3t83sR0fwMyQg87K2ce1Tc2jfsjGTbx5Hx1aNgy5JRCThRdL7vR1wM9C9+v7ufsOhvrWGbV/dmzezBsCfgOsiqOEWwlcH0tPTD7W7RNmcddu47uk5dGzZmMm3jKNDSwW6iEh9EEmHtzeBT4GPgMrDeO9soGu19S7A5mrrLYBBwMfhoUM7AlPM7Hx3n1f9jdz9CeAJgFGjRjkSmNmZBVw/aS6dWoVa6O0V6CIi9UYkod7U3X9yBO89F+hjZj0I3Y+/HLhy74vuvhP46rknM/sY+NH+gS71xxdrC7hh0lw6t27CCzePpX0LBbqISH0SSUe5t83s7MN9Y3evAL4HvA+sAF5292Vm9oCZnX+47yfBmpmRz/WT5tCldZNQC12BLiJS71i1R9Br3sGsEGgGlALlhO6Vu7u3jH55Xzdq1CifN0+N+bo0MyOfG56ZS7e0Zjx/81jaNm8UdEkiIgnDzOa7e0TjuETS+73FNy9JYtXcrG3c+Mw8urdpxvM3jaWNAl1EpN6KdGS41kAf4Ktrru4+I1pFSf2waOMOrn96LkelNuY5BbqISL0XySNtNwF3EOq9vhAYB3wBnBzd0iRIyzfv4ttPzSGtWQrP3zROl9xFRGJAJB3l7gBGA+vd/SRgOJAX1aokUGtyCrn6H7NplpLE8zeN1cAyIiIxIpJQL3H3EgAza+TuK4F+0S1LgpKVX8RVT84mqYHx/M3j6JrWNOiSREQkQpHcU882s1TgDeBDM9vOvoPISJzI3l7MVU/OpqLKeemWcfRo2yzokkRE5DBE0vv9wvDiL81sOtAKeC+qVUmdy9lVwlVPzqawpJwXbh5Hnw566EFEJNYcMNTNrKW77zKztGqbl4S/Nge2RbUyqTM7isu4+snZ5BeW8txNYxnUWdOniojEooO11F8AzgXmE5qIxfb72jPq1UnUFZdVcP2kuawvKGbSDaMZnt466JJEROQIHTDU3f1cC820coK7b6jDmqSOlFVU8d3nvmTRxh387aqRTOjV9tDfJCIi9dZBe797aAzZ1+uoFqlDVVXOj15ZxCer8/jvCwdz5qCOQZckIiLfUCSPtM0ys9FRr0TqjLvzwNvLmbJoMz8+ox+Xj9Ec9SIi8SCSR9pOAr5jZuuBIv4zocuQqFYmUfPXaRlMmpnFDcf04LZ5UC7zAAAVjUlEQVQTewVdjoiI1JJIQv2sqFchdeb52ev5w4eruXB4Z+47ZwChbhMiIhIPInlOfT2AmbWn2oQuEns+Wp7Dz99Yyon92vG7i4fQoIECXUQknhzynrqZnW9ma4B1wCdAFvBulOuSWrY4ewffn7yAo49qxSNXjiA5KZLuFCIiEksi+c3+IKGZ2Va7ew/gFODzqFYltWrjtmJumDSPtGYp/OO6UTRrFNGMuyIiEmMiCfVydy8AGphZA3efDgyLcl1SS3YWl3Pd03Moq6hk0vWjad9Cd1BEROJVJE22HWbWHJgBPG9muUBFdMuS2lBaUcktz85j47Y9/PPGMRrPXUQkzkXSUp8I7AHuJDSRy1rgvGgWJd9cVZXz41cWM3vdNn5/yRDG9WwTdEkiIhJlB5vQ5a/AC+4+s9rmZ6JfktSGhz9Y9dXgMhOHdQ66HBERqQMHa6mvAf5gZllm9pCZ6T56jHh53kb+9vFarhiTrsFlREQSyAFD3d3/4u7jgRMITbP6tJmtMLP7zaxvnVUoh2Ve1jZ+9voSju3dlgcnHq3BZUREEsgh76m7+3p3f8jdhwNXAhcCK6JemRy27O3FfOfZ+XRp3ZRHrhxBQz2LLiKSUCIZfCbZzM4zs+cJDTqzGvhW1CuTw1JUWsFNz8yjrLKKJ68dRaumyUGXJCIidexgHeVOA64AzgHmAC8Ct7h7UR3VJhGqqnLufGkhq3MKmXT9GHq1ax50SSIiEoCDPaf+U+AF4Efuvq2O6pEj8IcPV/HB8hx+cd5Aju/bLuhyREQkIAcMdXc/qS4LkSPz5sJNPDJ9LVeM6cp1E7oHXY6IiARIPali2OLsHfz41cWM6ZHGr84fpJ7uIiIJTqEeowp2l3Lrs/Np17wRj141gpSG+qsUEUl0mq4rBlVUVnH7iwvILyrjte9OoE3zRkGXJCIi9YCadzHo4Q9W83lGAb++YBCDOrcKuhwREaknFOox5r2lW3jsk7VcOTadS0d1DbocERGpRxTqMSQjdzc/fHkRw7qm8ovzBgZdjoiI1DMK9RhRVFrBrc/Np3FyEo9ePYJGDZOCLklEROoZdZSLET9/cymZebt57saxdGrVJOhyRESkHlJLPQa8Oj+b177cxO2n9GFC77ZBlyMiIvWUQr2ey8gt5OdvLGVczzS+f3KfoMsREZF6TKFej5WUV/Jfzy+gaUoSf7l8OEkNNGKciIgcmO6p12O/ems5q3IKeeaGMXRo2TjockREpJ5TS72emrJoM5PnbOC7J/biBM28JiIiEVCo10MbtxXzs9eWMLJba+46rW/Q5YiISIxQqNczlVXOD19ehAN/vmwYyUn6KxIRkcjonno98/iMtczJ2sYfLhlK17SmQZcjIiIxRM3AemTppp386cPVnDO4ExeN6Bx0OSIiEmMU6vXEnrJK7nhxAWnNUvjNhYMw0+NrIiJyeHT5vZ747bsrWJtXxHM3jiW1aUrQ5YiISAxSS70e+HhVLs98sZ4bj+3BsX00DKyIiBwZhXrAdpWUc8+/ltC3Q3N+fEa/oMsREZEYplAP2P9MXUFuYQm/v3gojZM1naqIiBw5hXqAPluTz+Q5G7n5+J4M7ZoadDkiIhLjFOoBKSqt4Cf/WkzPds2481SNGiciIt+cer8H5KH3VrJ55x5evXW8LruLiEitUEs9ALMzC/jnF+u5fkIPRnZLC7ocERGJEwr1OlZaUcm9ry8hPa0pPzpDl91FRKT26PJ7HXv8k0wy84p45oYxNE3R4RcRkdqjlnodysov4q/TMzh3SCfNkS4iIrUuqqFuZmea2SozyzCze2p4/S4zW25mi83s32bWLZr1BMnd+fmbS2mU1ICfnzsw6HJERCQORS3UzSwJeAQ4CxgIXGFm+6fZAmCUuw8BXgV+F616gvb24i18uiafH53Rjw4tGwddjoiIxKFottTHABnununuZcCLwMTqO7j7dHcvDq/OArpEsZ7A7Cop54G3lzO4cyuuHhe3FyNERCRg0Qz1zsDGauvZ4W0HciPwbhTrCczD76+iYHcp/33hYJIaaEpVERGJjmh2v64pvbzGHc2uBkYBJxzg9VuAWwDS09Nrq746sXTTTp6dtZ5vj+vG4C6tgi5HRETiWDRb6tlA12rrXYDN++9kZqcCPwPOd/fSmt7I3Z9w91HuPqpdu9jpNe7u/OqtZaQ1TeGu0zUDm4iIRFc0Q30u0MfMephZCnA5MKX6DmY2HHicUKDnRrGWQExZtJm5Wdv50Rn9aNUkOehyREQkzkUt1N29Avge8D6wAnjZ3ZeZ2QNmdn54t98DzYFXzGyhmU05wNvFnOKyCv5n6koGdW7JpaO6HvobREREvqGoDmnm7lOBqfttu7/a8qnR/PlBevTjtWzdVcJfrxyuznEiIlInNKJcFGwoKObxGZlMHHYUo7prwhYREakbCvUo+M3U5SSZcc9Z/YMuRUREEohCvZbNyizg/WU5/NdJvejUqknQ5YiISAJRqNcid+d/pq6gU6vG3HRcz6DLERGRBKNQr0XvLNnCouyd3HlaXxonJwVdjoiIJBiFei0pq6ji9++vol+HFnxrRFwOYS8iIvWcQr2WvDB7PesLirnn7P56hE1ERAKhUK8FhSXl/O+0DMb3bMOJfWNnGFsREYkvCvVa8PdP17GtqIx7z+6PmVrpIiISDIX6N7SjuIynPlvHWYM6MqRLatDliIhIAlOof0NPfrqO3aUV3HFqn6BLERGRBKdQ/wa2FZXx9OfrOGdIJ/p3bBl0OSIikuAU6t/A3z/NpLi8kh+cola6iIgET6F+hPJ3l/LMzCzOG3IUfTq0CLocERERhfqRemJGJiXlldyuVrqIiNQTCvUjsKO4jOdmref8oUfRu33zoMsREREBFOpH5Nkv1lNcVsmtJ/YKuhQREZGvKNQPU0l5JZNmZnFSv3bq8S4iIvWKQv0wvTI/m4KiMm49Qa10ERGpXxTqh6Gisoq/z8hkWNdUxvRIC7ocERGRfSjUD8NHK3LYsK2Y7xzfU2O8i4hIvaNQPwzPzFxP59QmnDawQ9CliIiIfI1CPUKrcwr5IrOAq8al0zBJh01EROofpVOE/vlFFikNG3D56PSgSxEREamRQj0Cu0rKee3LTZw/9CjSmqUEXY6IiEiNFOoR+Nf8bIrLKrl2fPegSxERETkghfohVFU5//xiPcPTUxncpVXQ5YiIiByQQv0QZq4tYF1+kVrpIiJS7ynUD+HV+Rtp2bghZw7qGHQpIiIiB6VQP4jCknLeW7aV84YeRePkpKDLEREROSiF+kFMXbKFkvIqLh7ZJehSREREDkmhfhCvzs+mZ7tmDOuaGnQpIiIih6RQP4Cs/CLmZm3n4pFdNM67iIjEBIX6Abz2ZTYNDC4arkvvIiISGxTqNXB33l68hXE929CxVeOgyxEREYmIQr0Gq3N2k5lfxFmDOwVdioiISMQU6jV4d+kWzOCMozXFqoiIxA6Feg3eXbKV0d3SaN9Cl95FRCR2KNT3szZvN6tyCjlrsEaQExGR2KJQ3897S7cCaFhYERGJOQr1/UxdsoXh6al0atUk6FJEREQOi0K9mg0FxSzbvIuzB6nXu4iIxB6FejXvLt0C6NK7iIjEJoV6Nf9ekcvATi3pmtY06FJEREQOm0I9bHdpBV9u2M4J/doFXYqIiMgRUaiHzVpbQEWVc1zvtkGXIiIickQU6mGfZeTTOLkBI7u3DroUERGRI6JQD5uxJo+xPdrQqGFS0KWIiIgcEYU6sGnHHjLzijiujy69i4hI7FKoA5+tyQPguD7qJCciIrFLoQ58uiaf9i0a0bdD86BLEREROWIJH+pVVc7nGfkc26ctZhZ0OSIiIkcs4UM9M7+I7cXljOvZJuhSREREvpGED/XF2TsAGNolNeBKREREvhmFevZOmqYk0bu97qeLiEhsS/hQX7FlFwM6tSSpge6ni4hIbEv4UM8qKKJH22ZBlyEiIvKNJXSoF5dVkLOrVKEuIiJxIaqhbmZnmtkqM8sws3tqeL2Rmb0Ufn22mXWPZj37y8ovBqB7G4W6iIjEvqiFupklAY8AZwEDgSvMbOB+u90IbHf33sCfgIeiVU9NsgqKAOjWRvOni4hI7ItmS30MkOHume5eBrwITNxvn4nAM+HlV4FTrA5HgGmSksTYHml01+V3ERGJAw2j+N6dgY3V1rOBsQfax90rzGwn0AbIj2JdXzmpX3tO6te+Ln6UiIhI1EWzpV5Ti9uPYB/M7BYzm2dm8/Ly8mqlOBERkXgTzVDPBrpWW+8CbD7QPmbWEGgFbNv/jdz9CXcf5e6j2rXTTGoiIiI1iWaozwX6mFkPM0sBLgem7LfPFODa8PLFwDR3/1pLXURERA4tavfUw/fIvwe8DyQBT7n7MjN7AJjn7lOAfwDPmlkGoRb65dGqR0REJN5Fs6Mc7j4VmLrftvurLZcAl0SzBhERkUSR0CPKiYiIxBOFuoiISJxQqIuIiMQJhbqIiEicUKiLiIjECYW6iIhInFCoi4iIxAmFuoiISJywWBuV1czygPW1+JZtqaNZ4WKEjse+dDz+Q8diXzoe+9Lx2FdtHo9u7h7RxCcxF+q1zczmufuooOuoL3Q89qXj8R86FvvS8diXjse+gjoeuvwuIiISJxTqIiIicUKhDk8EXUA9o+OxLx2P/9Cx2JeOx750PPYVyPFI+HvqIiIi8UItdRERkTiR0KFuZmea2SozyzCze4KuJ9rMrKuZTTezFWa2zMzuCG9PM7MPzWxN+Gvr8HYzs/8NH5/FZjYi2E8QHWaWZGYLzOzt8HoPM5sdPh4vmVlKeHuj8HpG+PXuQdYdDWaWamavmtnK8HkyPlHPDzO7M/zvZKmZTTazxol0bpjZU2aWa2ZLq2077HPBzK4N77/GzK4N4rPUhgMcj9+H/60sNrPXzSy12mv3ho/HKjM7o9r26OaOuyfkHyAJWAv0BFKARcDAoOuK8mfuBIwIL7cAVgMDgd8B94S33wM8FF4+G3gXMGAcMDvozxCl43IX8ALwdnj9ZeDy8PJjwHfDy7cBj4WXLwdeCrr2KByLZ4CbwsspQGoinh9AZ2Ad0KTaOXFdIp0bwPHACGBptW2HdS4AaUBm+Gvr8HLroD9bLR6P04GG4eWHqh2PgeFMaQT0CGdNUl3kTiK31McAGe6e6e5lwIvAxIBriip33+LuX4aXC4EVhH55TST0y5zw1wvCyxOBf3rILCDVzDrVcdlRZWZdgHOAJ8PrBpwMvBreZf/jsfc4vQqcEt4/LphZS0K/uP4B4O5l7r6DxD0/GgJNzKwh0BTYQgKdG+4+A9i23+bDPRfOAD50923uvh34EDgz+tXXvpqOh7t/4O4V4dVZQJfw8kTgRXcvdfd1QAahzIl67iRyqHcGNlZbzw5vSwjhy4PDgdlAB3ffAqHgB9qHd0uEY/Rn4G6gKrzeBthR7R9q9c/81fEIv74zvH+86AnkAU+Hb0c8aWbNSMDzw903AQ8DGwiF+U5gPol7bux1uOdC3J4jNbiB0NUKCPB4JHKo1/S/6IR4FMDMmgP/An7g7rsOtmsN2+LmGJnZuUCuu8+vvrmGXT2C1+JBQ0KXFx919+FAEaFLrAcSt8cjfK94IqFLp0cBzYCzatg1Uc6NQznQ50+I42JmPwMqgOf3bqphtzo5Hokc6tlA12rrXYDNAdVSZ8wsmVCgP+/ur4U35+y9bBr+mhveHu/H6BjgfDPLInQZ7GRCLffU8CVX2Pczf3U8wq+34uuXJ2NZNpDt7rPD668SCvlEPD9OBda5e567lwOvARNI3HNjr8M9F+L5HAFCHQGBc4GrPHxDnQCPRyKH+lygT7g3awqhzi1TAq4pqsL3+P4BrHD3P1Z7aQqwt1fqtcCb1bZ/O9yzdRywc++lt3jg7ve6exd3707o73+au18FTAcuDu+2//HYe5wuDu8fN60Od98KbDSzfuFNpwDLSczzYwMwzsyahv/d7D0WCXluVHO458L7wOlm1jp89eP08La4YGZnAj8Bznf34movTQEuDz8V0QPoA8yhLnIn6B6FQf4h1GNzNaHeiD8Lup46+LzHErrUsxhYGP5zNqF7f/8G1oS/poX3N+CR8PFZAowK+jNE8dicyH96v/cM/wPMAF4BGoW3Nw6vZ4Rf7xl03VE4DsOAeeFz5A1CPZYT8vwAfgWsBJYCzxLqyZww5wYwmVB/gnJCLcwbj+RcIHSvOSP85/qgP1ctH48MQvfI9/4+faza/j8LH49VwFnVtkc1dzSinIiISJxI5MvvIiIicUWhLiIiEicU6iIiInFCoS4iIhInFOoiIiJxQqEuEmPMrKOZvWhma81suZlNNbO+Qdd1pMzsRDObEHQdIvFAoS4SQ8IDobwOfOzuvdx9IPBToEOwlX0jJxIarU1EviGFukhsOQkod/fH9m5w94XAZ+G5nZea2RIzuwy+agV/YmYvm9lqM/utmV1lZnPC+/UK7zfJzB4zs0/D+50b3t7YzJ4O77vAzE4Kb7/OzF4zs/fC82T/bm89Zna6mX1hZl+a2SvhuQYwsywz+1V4+xIz6x+eWOhW4E4zW2hmx5nZJeHPscjMZtTNYRWJDw0PvYuI1CODCM0Wtr+LCI0GNxRoC8ytFohDgQGExiLPBJ509zFmdgfwfeAH4f26AycAvYDpZtYb+C8Adx9sZv2BD6pd6h9GaKa/UmCVmf0fsAe4DzjV3YvM7CeE5qt/IPw9+e4+wsxuA37k7jeZ2WPAbnd/GMDMlgBnuPsmM0v9RkdLJMGopS4SH44FJrt7pbvnAJ8Ao8OvzXX3Le5eSmhoyg/C25cQCvK9Xnb3KndfQyj8+4ff91kAd18JrAf2hvq/3X2nu5cQGhe9GzAOGAh8bmYLCY0P3q3az9g7idD8/X52dZ8Dk8zsZiDpsI6CSIJTS10ktizjPxOKVFfTlI57lVZbrqq2XsW+vwP2HzP6QFNF1vS+leH3MuBDd7/iEN+zd/+vcfdbzWwscA6w0MyGuXvBQeoQkTC11EViyzSgUbgVC4CZjQa2A5eZWZKZtQOOJzSxyOG4xMwahO+z9yQ0EcUM4Krwz+kLpIe3H8gs4JjwpXvCs5wdqmd+IdCi2ufp5e6z3f1+IJ99p6oUkYNQS10khri7m9mFwJ/N7B6gBMgidF+8ObCIUAv7bnffGr4PHqlVhC7bdwBudfcSM/sb8Fj4PncFcJ27l4Y64ddYX56ZXQdMNrNG4c33EZqV6kDeAl41s4mE7vHfaWZ9CLX6/x3+TCISAc3SJiKY2SRCU8++GnQtInLkdPldREQkTqilLiIiEifUUhcREYkTCnUREZE4oVAXERGJEwp1ERGROKFQFxERiRMKdRERkTjx/61Md4bRdNj6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lsa = TruncatedSVD(n_components = 1200)\n",
    "X = lsa.fit_transform(bows)\n",
    "\n",
    "plt.subplots(figsize = (8,6))\n",
    "plt.plot(lsa.explained_variance_ratio_.cumsum());\n",
    "plt.xlabel('Components');\n",
    "plt.ylabel('Variance Explained');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top = word_count[:50]\n",
    "top_n_words = []\n",
    "top_n_counts = []\n",
    "for i in range(len(top)):\n",
    "    top_n_words.append(word_count[i][0])\n",
    "    top_n_counts.append(word_count[i][1])\n",
    "\n",
    "plt.figure(figsize=(14,6))\n",
    "plt.bar(top_n_words, top_n_counts, color = \"#9ADDE8\")\n",
    "plt.title('')\n",
    "plt.ylabel('Frequency')\n",
    "plt.xticks(rotation = 60)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. KMeans Clustering Analysis\n",
    "KMeans Clustering attempts to discover latent groupings of titles. KMeans clustering partitions n observations into k clusters in which each observation belongs to the cluster with the nearest mean, serving as a representative of the cluster. The clusters were evaluated by computing internal and external clustering validation measures and interpreting cluster membership."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def intra_to_inter(X, y, dist, r):\n",
    "    \"\"\"Compute intracluster to intercluster distance ratio\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    X : array\n",
    "        Data matrix with each row corresponding to a point\n",
    "    y : array\n",
    "        Class label of each point\n",
    "    dist : callable\n",
    "        Distance between two points. It should accept two arrays, each \n",
    "        corresponding to the coordinates of each point\n",
    "    r : integer\n",
    "        Number of pairs to sample\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    ratio : float\n",
    "        Intracluster to intercluster distance ratio\n",
    "    \"\"\"\n",
    "    dist_P = []\n",
    "    dist_Q = []\n",
    "    for i, j in np.random.randint(low=0, high=len(y), size=[r,2]):\n",
    "        # just skip the pair even if we end up having pairs less than r\n",
    "        if i == j:\n",
    "            continue\n",
    "        # intracluster\n",
    "        elif y[i] == y[j]:\n",
    "            dist_P.append(dist(X[i], X[j]))\n",
    "        # intercluster\n",
    "        else:\n",
    "            dist_Q.append(dist(X[i], X[j]))\n",
    "           \n",
    "    intra = np.sum(dist_P) / len(dist_P)\n",
    "    inter = np.sum(dist_Q) / len(dist_Q)\n",
    "    ratio = intra / inter\n",
    "    return ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kmeans_cluster_search(X):\n",
    "    \"\"\"Implement KMeans on varying number of k clusters\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    X : DataFrame\n",
    "        vector of features\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    inertias, iidrs, scs: lists\n",
    "        lists of internal validation values\n",
    "    \"\"\"\n",
    "    X = pd.DataFrame(X)\n",
    "    fig, ax = plt.subplots(2, 5, dpi=150, sharex=True, sharey=True, figsize=(7,4),\n",
    "                           subplot_kw=dict(aspect='equal'),\n",
    "                           gridspec_kw=dict(wspace=0.01));\n",
    "    inertias = []\n",
    "    iidrs = []\n",
    "    scs = []\n",
    "    \n",
    "    for i in range(2, 12):\n",
    "        kmeans = KMeans(n_clusters=i, random_state=168) #168\n",
    "        y = kmeans.fit_predict(X)\n",
    "        inertias.append(kmeans.inertia_)\n",
    "        iidrs.append(intra_to_inter(X.values, y, euclidean, 50))\n",
    "        scs.append(silhouette_score(X, y))\n",
    "        \n",
    "        if i < 7:\n",
    "            ax[0][i%7-2].scatter(X[0], X[1], s=12, c=y, alpha=0.5, marker='.');\n",
    "            ax[0][i%7-2].set_title('$k=%d$'%i);\n",
    "        else:\n",
    "            ax[1][i%7].scatter(X[0], X[1], s=12, c=y, alpha=0.5, marker='.');\n",
    "            ax[1][i%7].set_title('$k=%d$'%i);\n",
    "    \n",
    "    return inertias, iidrs, scs, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_ng_new = TSNE(random_state=1337).fit_transform(\n",
    "    TruncatedSVD(n_components=1000).fit_transform(bows))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cluster_range(X, clusterer, k_start, k_stop, actual=None):\n",
    "    \"\"\"\n",
    "    Return a dictionary of the cluster labels, internal validation\n",
    "    values and, if actual labels is given, external validation values,\n",
    "    for every number of clusters\n",
    "    \n",
    "    Parameters:\n",
    "    -----------\n",
    "    X: array\n",
    "        Dataset\n",
    "    clusterer: int\n",
    "        Clusterer values of the KMeans\n",
    "    k_start: int\n",
    "        Starting number of clusters to be investigated\n",
    "    k_stop: int\n",
    "        Ending number of clusters to be investigated\n",
    "    actual: array\n",
    "        The external label used for validation\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    validation: dict\n",
    "        Dictionary of the cluster labels, internal validation\n",
    "        values and, if actual labels is given, external validation\n",
    "        values, for every number of clusters\n",
    "    \"\"\"\n",
    "    if actual is None:\n",
    "        validation = {'ys':[],\n",
    "                      'inertias': [],\n",
    "                      'chs': [],\n",
    "                      'iidrs': [],\n",
    "                      'scs': []}\n",
    "        \n",
    "        for k in list(range(k_start, k_stop+1)):\n",
    "            np.random.seed(11)\n",
    "            kmeans_X = KMeans(n_clusters=k, random_state=clusterer.random_state)\n",
    "            y_predict_X = kmeans_X.fit_predict(X)\n",
    "            \n",
    "            validation['ys'] += [y_predict_X]\n",
    "            validation['inertias'] += [kmeans_X.inertia_]\n",
    "            validation['chs'] += [calinski_harabaz_score(X, y_predict_X)]\n",
    "            validation['iidrs'] += [intra_to_inter(X, y_predict_X,\n",
    "                                                   euclidean, 50)]\n",
    "            validation['scs'] += [silhouette_score(X,  y_predict_X)]\n",
    "\n",
    "    else:\n",
    "        validation = {'ys':[],\n",
    "                      'inertias': [],\n",
    "                      'chs': [],\n",
    "                      'iidrs': [],\n",
    "                      'scs': [],\n",
    "                      'ps': [],\n",
    "                      'amis': [],\n",
    "                      'ars': []}\n",
    "        \n",
    "        for k in list(range(k_start, k_stop+1)):\n",
    "            np.random.seed(11)\n",
    "            X_new = TSNE(random_state=clusterer.random_state).fit_transform(X)\n",
    "            kmeans_X = KMeans(n_clusters=k, random_state=clusterer.random_state)\n",
    "            y_predict_X = kmeans_X.fit_predict(X)\n",
    "\n",
    "            validation['ys'] += [y_predict_X]\n",
    "            validation['inertias'] += [kmeans_X.inertia_]\n",
    "            validation['chs'] += [calinski_harabaz_score(X_new, y_predict_X)]\n",
    "            validation['iidrs'] += [intra_to_inter(X, y_predict_X,\n",
    "                                                   euclidean, 50)]\n",
    "            validation['scs'] += [silhouette_score(X,  y_predict_X)]\n",
    "            \n",
    "            validation['ps'] += [purity(actual, y_predict_X)]\n",
    "            validation['amis'] += [adjusted_mutual_info_score(actual,\n",
    "                                                              y_predict_X, average_method='max')]\n",
    "            validation['ars'] += [ adjusted_rand_score(actual, y_predict_X)]\n",
    "        \n",
    "#         print(validation['iidrs'])\n",
    "\n",
    "    return validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = cluster_range(X, KMeans(random_state=1337), 2, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_clusters(X, ys):\n",
    "    \"\"\"Plot clusters given the design matrix and cluster labels\"\"\"\n",
    "    k_max = len(ys) + 1\n",
    "    k_mid = k_max//2 + 2\n",
    "    fig, ax = plt.subplots(2, k_max//2, dpi=150, sharex=True, sharey=True, \n",
    "                           figsize=(7,4), subplot_kw=dict(aspect='equal'),\n",
    "                           gridspec_kw=dict(wspace=0.01))\n",
    "    for k,y in zip(range(2, k_max+1), ys):\n",
    "        if k < k_mid:\n",
    "            ax[0][k%k_mid-2].scatter(*zip(*X), c=y, s=1, alpha=0.8)\n",
    "            ax[0][k%k_mid-2].set_title('$k=%d$'%k)\n",
    "        else:\n",
    "            ax[1][k%k_mid].scatter(*zip(*X), c=y, s=1, alpha=0.8)\n",
    "            ax[1][k%k_mid].set_title('$k=%d$'%k)\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Visualization Valization of the Clusters\n",
    "The Author explored different options and visualization echniques to group the different topics. Unfortunately, the author was not able to see any significant cluster that may satisfy rge following desired characteristics:\n",
    "\n",
    "* Compact: points in the same cluster should be close together\n",
    "* Separated: points not belonging in the cluster should be far from points in the cluster\n",
    "* Balanced: the number of points in each cluster are comparable\n",
    "* Parsimonious: the number of cluster should be as few as possible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1050x600 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inertias, iidrs, scs, ax = kmeans_cluster_search(X)\n",
    "ax;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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