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@jesca
Last active November 15, 2018 03:26
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Text analysis of Anna Karenina
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Anna Karenina's one of my favorite classics. I wanted to do some basic text analysis on the novel and see what insights we could come up with from the data. I downloaded the text data from WikiSource (books written before 1923 are in the public domain) and am using Berkeley's basic datascience tools to generate tables and graphs."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analyzing characters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I'm creating a table of the number of times a main character is mentioned in each chapter for Part 1 of the book (total of 35 chapters)."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th>Chapters</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td> 34 </td>\n",
" </tr>\n",
" <tr>\n",
" <td> 1 Happy families are all alike; every unhappy family is ...</td>\n",
" </tr>\n",
" <tr>\n",
" <td> 2 Stepan Arkadyevitch was a truthful man in his relatio ...</td>\n",
" </tr>\n",
" <tr>\n",
" <td> 3 When he was dressed, Stepan Arkadyevitch sprinkled so ...</td>\n",
" </tr>\n",
" <tr>\n",
" <td> 4 Darya Alexandrovna, in a dressing jacket, and with he ...</td>\n",
" </tr>\n",
" <tr>\n",
" <td> 5 Stepan Arkadyevitch had learned easily at school, tha ...</td>\n",
" </tr>\n",
" <tr>\n",
" <td> 6 When Oblonsky asked Levin what had brought him to tow ...</td>\n",
" </tr>\n",
" <tr>\n",
" <td> 7 On arriving in Moscow by a morning train, Levin had p ...</td>\n",
" </tr>\n",
" <tr>\n",
" <td> 8 When the professor had gone, Sergey Ivanovitch turned ...</td>\n",
" </tr>\n",
" <tr>\n",
" <td> 9 At four o'clock, conscious of his throbbing heart, Le ...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>... (25 rows omitted)</p>"
],
"text/plain": [
"Chapters\n",
" 34\n",
" 1 Happy families are all alike; every unhappy family is ...\n",
" 2 Stepan Arkadyevitch was a truthful man in his relatio ...\n",
" 3 When he was dressed, Stepan Arkadyevitch sprinkled so ...\n",
" 4 Darya Alexandrovna, in a dressing jacket, and with he ...\n",
" 5 Stepan Arkadyevitch had learned easily at school, tha ...\n",
" 6 When Oblonsky asked Levin what had brought him to tow ...\n",
" 7 On arriving in Moscow by a morning train, Levin had p ...\n",
" 8 When the professor had gone, Sergey Ivanovitch turned ...\n",
" 9 At four o'clock, conscious of his throbbing heart, Le ...\n",
"... (25 rows omitted)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from datascience import *\n",
"import numpy as np\n",
"import matplotlib\n",
"matplotlib.use('Agg', warn=False)\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plots\n",
"plots.style.use('fivethirtyeight')\n",
"import collections\n",
"\n",
"from urllib.request import urlopen \n",
"import re\n",
"def read_url(url): \n",
" return re.sub('\\\\s+', ' ', urlopen(url).read().decode())\n",
"\n",
"anna_karenina_url = 'https://jesca.github.io/data/Anna_Karenina_Part_One.txt'\n",
"#anna_karenina_url = 'https://jesca.github.io/data/Anna_Karenina.txt'\n",
"ak_txt = read_url(anna_karenina_url)\n",
"ak_chapters = ak_txt.split('Chapter')[34:]\n",
"\n",
"# Display the chapters of Anna Karenina in a table.\n",
"Table().with_column('Chapters', ak_chapters)\n"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"count_vrosnky = Table().with_columns([\n",
" 'Vronsky (lover)', np.char.count(ak_chapters, 'Vronsky'),\n",
" 'Karenin (husband)', np.char.count(ak_chapters, 'Alexey'),\n",
" 'Anna (protagonist)', np.char.count(ak_chapters, 'Anna'),\n",
" 'Konstantin (co-protagonist)', np.char.count(ak_chapters, 'Levin'),\n",
" 'Kitty', np.char.count(ak_chapters, 'Kitty'),\n",
" ])\n",
"\n",
"cum_counts = count_vrosnky.cumsum().with_column('Chapter', np.arange(1, 36,1))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We then plot the cumulative times that this name appears as we read. "
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cum_counts.plot(column_for_xticks=5)\n",
"plots.title('Cumulative Number of Times Each Name Appears', y=1.08);\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Kitty and Levin are the parallel couple, whose moralistic and prosperous relationship contrasts the ill-fated one Anna and Vronskey. Interestingly, their names are mentioned more than Vronskey and Anna! In fact, Konstanin, the co-protagonist, shows up 60% more than Vronskey does. Their relationship is just as important, if not more so, to Tolstoy's novel.\n",
"\n",
"I was curious about this and discovered that a reason for this may be that Tolstoy identified with Levin's character (Levin even has Tolstoy's own first name - Lev in Russian!) and details of his committed courtship of Kitty were even taken from Tolstoy's life. \n",
"\n",
"We see that Karenin, her husband is barely mentioned at all until around Chapter 30, where Karenin starts getting suspicious and Anna is so tense she can barely sleep at night and contemplates if she should tell her husband about her relationship with Vronsky. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Frequently used words "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another way we can look at this novel a bit more is to observe the content. I wrote a simple script below to identify the top 15 most-used words, excluding stopwords. (There are powerful libraries to do text analysis that will essentially do the same thing for us, but I figured we don't need to use them for this exercise.)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Words | Count\n",
"come | 103\n",
"face | 102\n",
"eyes | 98\n",
"go | 97\n",
"went | 95\n",
"see | 86\n",
"love | 84\n",
"felt | 83\n",
"though | 83\n",
"yes | 83\n",
"... (5 rows omitted)\n"
]
}
],
"source": [
"import collections\n",
"\n",
"# stopwords object from stopwords.txt from https://github.com/Alir3z4/stop-words \n",
"stopwords = set(line.strip() for line in open('stopwords.txt'))\n",
"\n",
"#remove names specific to this book + other potential stop words\n",
"stopwords = stopwords.union(set(['chapter','dolly','countess','levin', 'stepan', 'vronsky', 'anna', 'kitty', 'alexey', 'now','arkadyevitch','know','well','like']))\n",
"\n",
"#instantiate a dictionary for every word in the file -- don't need libraries with heavy text processing for this task\n",
"wordcount={}\n",
"\n",
"# eliminate duplicates, split by punctuation, and use case demiliters.\n",
"for word in ak_txt.lower().split():\n",
" word = word.replace(\".\",\"\")\n",
" word = word.replace(\",\",\"\")\n",
" word = word.replace(\":\",\"\")\n",
" word = word.replace(\"\\\"\",\"\")\n",
" word = word.replace(\"!\",\"\")\n",
" word = word.replace(\"*\",\"\")\n",
" \n",
" if word not in stopwords:\n",
" if word not in wordcount:\n",
" wordcount[word] = 1\n",
" else:\n",
" wordcount[word] += 1\n",
" \n",
"top50 = collections.Counter(wordcount).most_common(15)\n",
"top50_keys = [item[0] for item in top50]\n",
"top50_values = [item[1] for item in top50]\n",
"\n",
"countWordsTable = Table().with_columns(\"Words\", top50_keys, \"Count\", top50_values)\n",
"print(countWordsTable)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's a bar chart sorted by count:"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Top 15 frequently used words')"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dqVS0L6/T0tKCi4sLhg4divj4eGhrayM+Pl62vuRSZmpqarlqKfl7PX78uNKwKe1npSzt2rWDRCLBqlWr8PjxY7Rv3x7Aq2Br3bo1jh49Khuk9O8wLevnOj8/H6dPn4a2tnaFbsN4eHigsLBQ9jP2utL+7b7OwcEB//nPf7B7926YmJjg4MGDKCwsLPf7CwHDlErVrl072NraIjExEbt375Zbt2/fPiQkJEAsFisd2n/hwgWsX79ebtn69euRkZEBDw8Ptc2wlJ6ervRs5OzZs7KvofTp00ct7/26hg0bomvXrjh+/Djmz5+vNFRu3LiBa9euyf7ct29fAMCcOXPkzp6ePn2KWbNmKX2fkntYq1evlnuPu3fvygYTvc7AwACDBw9GTk4Ovv76axQUFChsc+/ePWRkZJTzSJV79913AeCtznD19PTQr18//PXXX7LBKxUZ8Qr805d/j0i9evWq0suzFy5cwIMHDxSW379/H1KpVO4y6fDhw6Gjo4MJEyYgOztbYZ8XL14gKSlJ9ucmTZrA29sbly9fxs8//yy37bZt23DmzJkKHRvwT0CWHMvrgdmuXTtcvXoVO3bsgJGRkcIAp08//RQ6OjpYvHgxrl+/LrcuJiYGf//9N0JCQir04aXk325UVBSeP38uW/7gwQPMmzdPYfurV6/KBmi97smTJygoKIC+vr7CvWqh4z1TKpWuri6WLl2K3r17o1+/fujcuTOcnJyQlZWF3bt3w9DQEEuWLFE6YOCDDz7AF198gfj4eDg7OyMzMxN79uzBO++8gx9++KHcNWzbtk12/+rWrVsAXn2SDw8PB/Dqk/jrX+KfO3cuUlJS4OPjA7FYDF1dXWRmZiIhIQHFxcUIDw9Hp06dVGlLuf3www/4888/MW3aNKxduxY+Pj4wMzPD7du3kZWVhbNnz2L+/PmyEZWBgYHo27cv1q1bB19fX3Tt2hXa2trYvXs3xGKx0nuWAQEBaNGiBX777TcEBQWhTZs2ePDgAfbt24egoCBkZWUp7DNlyhRcunQJS5cuxe7duxEQEAArKyvcv38f165dw4kTJxAZGQk3N7e3PvZmzZrB1NQUCQkJGD58OBo1agRtbW2EhITIff+yNAMGDEBsbCxu3boFd3d3pQNbytKjRw989913iIuLQ3Z2Npo3b46//voLe/fuRadOnbB161a57ffu3Ys5c+agVatWcHR0hKmpKW7fvi07I319RKqHhwdiY2NlXwsKCgpC48aN8eLFC9y8eROpqamoW7eu3AQlsbGxCA4ORmRkJPbv3w9XV1dcuXIFe/bswYcffoj9+/dX6PhKLuvev38fLi4ucvcy27dvjxkzZuD+/fv48MMPZfe0Szg5OSEqKgqTJ09G27Zt5b5neuLECdjb2+Obb76pUD3/+c9/ZIOi/Pz8EBwcjIKCAuzYsQMtW7ZU+FB1+vRphIeHo3nz5nBycoKlpSUePnyIvXv3Ij8/HxMmTFCoW+iqV7VU5fz8/HD48GHMnTsXiYmJ2Lt3L9599110794dX331Vanf2QwICMDIkSPx7bffYunSpdDW1sYHH3yAqVOnVug/6bNnz2LDhg1yy65evYqrV68CeDUw5/Uw7datG4qKinD+/HkcOXIEhYWFMDU1RadOnTBo0KAKfUFeVSKRCPv378dPP/2Ebdu2YdeuXSgoKIC5uTns7e0xY8YMuRlkgFcB3LRpU6xevRqrVq2CqakpQkJCMGnSJKWXxrW1tbF582ZMnToV+/fvx7Jly2Bvb48JEyagb9++CqEBvBr8sWnTJvzyyy/YsGED9u3bh/z8fJiamsLW1hbjx49X+Qkf+vr6WL9+PWbMmIE9e/bgyZMnKC4uhpOTU7nC1MbGBh06dMChQ4fe6usw9erVw+7duzF16lT89ttvOHPmDJycnDBv3jy4u7sr9CU4OBgPHjxAamoq4uPj8eTJE5ibmyMgIADh4eEKo1r79euH9957D4sWLUJSUhIOHz4MAwMDWFlZoXPnzujWrZvc9m5ubjhw4ACioqKQnJyMY8eOwcPDA1u2bMHly5crHKaWlpZo2rQpLl26pDAq18vLC8bGxpBIJKWOxB81ahScnZ2xaNEi7Ny5EwUFBbC2tsbIkSPx5Zdfyq4slJeOjg42bNiA//u//8Mvv/yCpUuXwtraGp9//jmGDRumcGuldevWGD16NFJSUnDo0CHk5ubC1NQUzZo1w+DBg9G5c+cKvb8QaOXm5ipexCd6S8uWLcP48eMxc+bMMp/uQhXn4OAACwuLSh2NLFQvX76Ep6cncnNzcfHiRRgZGWm6JKIy8Z4pEQnOli1bcPPmTXz66acMUqoWeJmXiAThxYsXWLhwIR48eIA1a9bgnXfeKXP2HCIhYZgSkSAUFhYiKioKenp6aNq0KaKjo2WzKxEJHe+ZEhERqYj3TImIiFTEMCUiIlIRw5SIiEhFDFOqEspm4iH2RRn2RDn2RZGQesIwJSIiUhHDlIiISEUMUyIiIhUxTImIiFTEMCUiIlIRw5SIiEhFDFMiIiIVMUyJiIhUxDAlIiJSEcOUiIhIRQxTIiIiFTFMiYiIVMQwJSIiUhHDlIiISEUMUyIiIhUxTImIiFTEMCUiIlKRrqYLqMlS0y5qugTBkEgkeJhXpOkyBId9UcSeKMe+KKpIT8QWprC1NlNbLQxTNYpduV3TJQhGfn4+6tWrp+kyBId9UcSeKMe+KKpITyIHd1drmPIyLxERkYoYpkRERCpimBIREamIYUpERKQihikREZGKGKZEREQqqpZhWlxcjAULFqB58+YwNzeHq6sroqKiAAAZGRkICQmBpaUl7O3tER4eDolEIts3PDwcoaGhmDdvHpycnGBnZ4fp06dDKpUiJiYGjo6OcHJywrx58+TeUyKRICIiAo6OjrCxsUGnTp2QlpZWpcdNRETCVC2/ZzpjxgysXLkSs2bNgr+/Px48eID09HTk5+ejZ8+eaN68ORISEvDo0SNERERg1KhRWLt2rWz/lJQUWFtbY/fu3UhPT8eQIUNw/vx5eHh4YN++fUhMTMTYsWPRvn17eHl5obi4GKGhoahfvz42btyIBg0aYP369ejatStOnToFS0tLDXaDiIg0rdqFaV5eHhYvXoyYmBj85z//AQA4ODjA29sbq1evxtOnT7F06VIYGRkBAObNm4cuXbrg2rVrcHBwAADUr18fc+fOhY6ODpycnLBw4ULcuXMHW7duBQA4OjoiNjYWx44dg5eXFxITE3H+/HlcuXIFBgYGAIDJkydj37592LhxIyIiIjTQCSIiEopqF6aZmZkoLCxEu3btlK5zc3OTBSkAtG7dGtra2rh06ZIsTJ2dnaGjoyPbxtzcHMbGxnKvZW5ujvv37wMAzp07h6dPn8LR0VFum4KCAmRnZ5daa35+fsUPsAZjP5RjXxSxJ8qxL4rK2xOJRIKsrCyV3qtJkyalrqt2Yfq2tLS0ZL/X09NTWKerq6uwTCqVAgCkUinMzc2xd+9ehdd9Pbj/jVN//YNToSnHvihiT5RjXxRVpCfGxsZlhqGqql2YOjk5QV9fH0ePHkXjxo3l1jk7OyMuLg5PnjyRhdyJEycglUrh7Oz81u/p6emJe/fuQVtbG/b29qqUT0RENVC1G81rZGSE4cOHIyoqCnFxccjOzsaZM2ewcuVK9O7dG4aGhhg+fDgyMjKQnJyMyMhIdOnSRXaJ9220b98ePj4+CAsLw8GDB3H9+nWcPHkSs2fPRkpKSiUeHRERVUfVLkwBYNq0aRgzZgy+++47eHt7o1+/frh16xYMDQ2xdetWPHnyBEFBQQgLC0OrVq2wcOFCld5PS0sLmzZtQkBAACIiItCqVSsMHDgQV65cgZWVVSUdFRERVVdaubm5xZouoqYKHTVb0yUIBu/3KMe+KGJPlGNfFFX0EWw+77morZZqeWZKREQkJAxTIiIiFTFMiYiIVMQwJSIiUhEHIKlRatpFTZcgGBKJRGGWKWJflGFPlGNfFFWkJ2ILU9ham6mtFoYpVYmsrCy1zj5SXbEvitgT5dgXRULqCS/zEhERqYhhSkREpCKGKRERkYoYpkRERCqqdk+NqU44mvcfEokED/OKNF2G4LAvitgT5dgXRWX1RN2jd/+NYapGsSu3a7oEweC8osqxL4rYE+XYF0Vl9SRycPcqDVNe5iUiIlIRw5SIiEhFDFMiIiIV1cgwlUqlGDNmDBo1agSRSIRjx45puiQiIqrBauQApAMHDmDdunXYvXs37O3t0aBBA02XRERENViNDNNr167BwsICrVu31nQpRERUC9S4y7zh4eH4+uuvcfPmTYhEIri7u+PQoUMIDg5Gw4YNYW9vjx49eiAzM1Nuv9u3b2PIkCFo1KgRrKys0KZNGyQmJsrW7927F+3atYOFhQU8PDwwc+ZMPH/+vKoPj4iIBKjGnZl+8803sLW1xbp163D48GHo6OggOTkZw4cPR7NmzfDs2TPMnTsXn3zyCU6cOIE6deogPz8fnTt3hpmZGdatWwcrKyucP39e9poJCQkYOnQoYmJi4O/vj5ycHIwdOxaFhYWIjo7W4NESEZEQ1MhHsC1YsADLli2TC8TX5efnw9bWFvHx8fD19cXq1asxadIknDt3DiYmJgrbBwcHo0OHDhg/frxs2e7duzFs2DDcvHkTWlpaSt/n44GTKueAiIioQkb37wIHseL/56oo63FvNe7MVJns7GzMmjULp0+fxsOHDyGVSiGVSnHz5k0AQHp6Otzc3JQGKQCcO3cOZ8+exfz582XLpFIpnj17hrt378LS0lLpfpyt5B+cvUU59kURe6Ic+6KorJ4YGxtX6bNOa0WYhoaGwtraGvPmzYOVlRV0dXXRunXrct/zlEqlmDBhArp166awztTUtLLLJSKiaqbGh+nff/+Ny5cvY+7cuWjbti0A4Pfff0dR0T+TI3t4eGDjxo14+PCh0rNTT09PXL58GQ4ODlVWNxERVR81bjTvv4lEIpiYmGDNmjW4du0akpKSMHbsWOjq/vM5olevXjA1NUVYWBhSUlJw/fp17NmzRzaad/z48diyZQtmzZqFP/74A5cvX8bOnTsxdepUTR0WEREJSI0PU21tbaxatQoZGRnw9fXFuHHjMGnSJOjr68u2qVevHuLj42FtbY1PPvkEvr6+iImJkQ0sCgoKwqZNm5CUlISgoCAEBQUhNjYWNjY2mjosIiISkBo5mlcoQkfN1nQJgsHBE8qxL4rYE+XYF0VvegSbz3suVVZLjT8zJSIiUjeGKRERkYoYpkRERCpimBIREamIA5DUKDXtoqZLEAyJRAJjY2NNlyE47Isi9kQ59kVRWT0RW5jC1tqsymphmFKVyMrKqtKpvaoL9kURe6Ic+6JISD3hZV4iIiIVMUyJiIhUxDAlIiJSEcOUiIhIRTX+qTGaxNG8/5BIJHiYV/TmDWsZ9kURe6Jcbe1LVY/KfVsMUzWKXbld0yUIBucVVY59UcSeKFdb+xI5uHu1CFNe5iUiIlIRw5SIiEhFDFMiIiIVMUyJiIhUxDAlIiJSEcOUiIhIRTUmTIuLizF//nx4eXnB0tISfn5+2LhxIwCgS5cuGDdunNz2jx8/hpWVFXbt2gUAeP78OaZNmwZXV1dYWVmhQ4cOSEhIkG3/4sULjB8/Hk2bNoW5uTnc3Nwwffr0Kjs+IiISrhrzPdPo6Gjs3LkTc+fOhaOjI06dOoWIiAiIRCL0798fX331FaKjo6Gvrw8A2Lp1K+rVq4fg4GAAwMiRI5GdnY3ly5dDLBbjwIED+OSTT3D48GG4u7tjyZIliI+Px8qVK2FnZ4dbt24hKytLk4dMREQCUSMewZafn4/GjRtj27Zt8PPzky2fOHEirl69iri4OLi4uOC7775Dz549AQBBQUHw9fVFdHQ0srOz0bx5c6Snp8PW1la2f1hYGKysrPB///d/GD9+PC5duoSdO3dCS0urXHV9PHBS5R4oEVEtM7p/FziITTRdBgCU+bi3GnFmmpmZiYKCAvTq1Usu6F68eAE7Ozvo6+sjNDQUcXFx6NmzJy5evIgzZ85g8eLFAIBz586huLgYPj4+cq9bWFiItm3bAngVrN27d0eLFi0QGBiI999/H+8YczKsAAAgAElEQVS//z60tUu/Ul4bZyspTW2dveVN2BdF7IlytbUvxsbGpYaYkJ5nWiPCVCqVAgA2bNggd2YJALq6rw6xX79+8Pf3R05ODuLi4uDt7Q1nZ2fZ/lpaWjh8+DD09PTk9q9bty4AwMvLC+np6Th8+DCOHj2K8PBwNGvWDDt27CgzUImIqOarEWHq7OwMfX195OTkoF27dkq3cXFxQcuWLbF69Wps2rQJU6ZMka3z8PBAcXEx7t69KzsTVcbIyAghISEICQlBWFgYOnbsiGvXrsHR0bHSj4mIiKqPGhGmRkZGGD16NKZMmYLi4mL4+/sjLy8Pp0+fhra2NgYMGADg1dnp2LFjoaenh+7du8v2d3R0RJ8+fTBixAjMmjULnp6eePToEZKSktCwYUN07doVCxcuhKWlJdzd3aGnp4fNmzejfv36sLa21tBRExGRUNSIMAWASZMmwczMDAsXLsSXX34JIyMjuLu7IyIiQrZNjx49MHHiRISEhMDIyEhu/0WLFmHu3LmYOnUqbt26hQYNGqB58+YICAgA8Cqwf/jhB1y7dg1aWlpwd3fH5s2bYWhoWKXHSUREwlMjRvOW1+3bt9GsWTPEx8crDDZSh9BRs9X+HtVFbR088SbsiyL2RLna2pfIwd3h856L0nUcgFTFXrx4gb///hszZsyAh4dHlQQpERHVHrViGGpqaiqcnZ1x8uRJzJ8/X9PlEBFRDVMrzkwDAgKQm5ur6TKIiKiGqhVnpkREROpUK85MNSVycPc3b1RLSCQSGBsba7oMwWFfFLEnytXWvogtTDVdQrkwTNWotBFotZGQRt0JCfuiiD1Rjn0RNl7mJSIiUhHDlIiISEUMUyIiIhXxnqkapaZd1HQJgiGRSPAwr0jTZQgO+6KIPVGuNvVFbGEKW2szTZdRIQxTNYpduV3TJQhGbZ0K7U3YF0XsiXK1qS+Rg7tXuzDlZV4iIiIVMUyJiIhUxDAlIiJSEcOUiIhIRQxTIiIiFTFMiYiIVMQwJSIiUhHD9H/y8/MxbNgwiMViNGnSBN9//z1CQ0MRHh4OAMjNzcXw4cPRsGFDWFpaIiQkBBcvclIGIiJimMpMnjwZycnJiIuLw65du3DhwgUcP35ctj48PBxnzpzB+vXrkZCQAAMDA/Tq1QvPnj3TYNVERCQEnAEJQF5eHuLi4rBkyRJ06NABALBgwQK4uroCAK5evYq9e/ciPj4e/v7+AIClS5fC3d0dmzdvRr9+/ZS+bn5+ftUcQDXBfijHvihiT5SrLX2RSCTIysoq17bl3a4ylPUIPIYpgOzsbLx48QItWrSQLatXr54sTDMzM6GtrQ1vb2/ZemNjY7i6uuLSpUulvm5tmfqrPGrTVGgVwb4oYk+Uq019MTY2LtezW4X0jFde5lWRlpaWpksgIiINY5gCaNSoEfT09HD27FnZsqdPn+KPP/4AADg7O0MqleLkyZOy9Y8fP8Yff/wBZ2fnKq+XiIiEhZd5Abzzzjv47LPPMG3aNJiYmMDCwgJz585FcXExtLS00LhxY3Tq1AmRkZGYN28ejI2NMXPmTBgZGaF3796aLp+IiDSMYfo/M2fORH5+Pj799FPUq1cPI0aMwL1791C3bl0AwOLFizFx4kR8+umnKCwsROvWrbFlyxYYGBhouHIiItI0hun/vPPOO1i2bJnsz4WFhfjxxx/x/vvvAwBEIhGWLFmiqfKIiEjAGKb/c+7cOVy+fBktWrTAkydPMH/+fOTl5aFHjx6aLo2IiASOYfqaRYsW4cqVK9DR0YG7uzv27NkDsVis6bKIiEjgGKb/4+npiSNHjmi6DCIiqob41RgiIiIV8cxUjSIHd9d0CYIhkUhgbGys6TIEh31RxJ4oV5v6IrYw1XQJFcYwVSOf91w0XYJgCGnaLyFhXxSxJ8qxL8LGy7xEREQqYpgSERGpiGFKRESkIt4zVaPUtIuaLkEwJBIJHuYVaboMwWFfFLEnytW0vogtTGFrbabpMioNw1SNYldu13QJglGbnsVYEeyLIvZEuZrWl8jB3WtUmPIyLxERkYoYpkRERCpimBIREamIYUpERKQihikREZGKGKYV1LlzZ4wbN07TZRARkYAwTImIiFRUrcP00KFDsLGxQVHRqy8yX7t2DSKRCJGRkbJtoqOjERISAgC4dOkS+vTpAxsbGzg6OmLw4MG4e/eubNvw8HCEhobixx9/hIuLCxo2bIgRI0bg6dOnsvXJyclYvnw5RCIRRCIRbty4UYVHTEREQlStw9THxwcFBQVIS0sDACQlJcHExARJSUmybZKSktCmTRvcuXMHnTp1gouLCxISErBjxw7k5eUhLCwMUqlUtv3x48dx8eJF7NixAz/99BN2796NJUuWAAC++eYbeHt7o2/fvsjMzERmZiZsbGyq9qCJiEhwqvUMSO+88w68vLxw7NgxtGrVCklJSRgyZAjmzZuHO3fuoH79+jh79iymTZuGlStXolmzZoiKipLtv3TpUtjb2yMtLQ0tWrQAABgZGSE2NhY6OjpwdnZGt27dcPToUYwdOxbGxsbQ09ODoaEhLCws3lhffn6+2o69OmI/lGNfFLEnytWkvkgkEmRlZan8OpXxGuVV1iPwqnWYAkCbNm2QlJSEsWPHIjk5GcOGDcOxY8eQlJQEU1NT6OrqokWLFoiNjUVKSgrEYrHCa2RnZ8vC1NnZGTo6OrJ1lpaWOH369FvVVpOm/lJVTZsKrbKwL4rYE+VqWl+MjY1Vfj6rkJ7xWiPCdPny5cjMzMSTJ0/g5eWFNm3a4NixYzAzM0OrVq1Qp04dSKVSfPDBB4iOjlZ4DTOzf+aH1NPTk1unpaWF4uJitR8HERFVX9U+TH18fFBYWIj58+fDx8cHOjo6aNOmDSIiImBubo6goCAAgKenJ7Zv3w5bW1uFwKyIOnXq4OXLl5VVPhER1QDVegAS8M99002bNiEgIAAA0KpVK9y6dQunTp1CmzZtAACff/45Hj9+jIEDB+L06dO4fv06jhw5goiICDx58qTc72dnZ4czZ87gxo0bePjwodzgJSIiqp2qfZgCry71FhUVyYKzbt26aNGiBfT19WX3Qq2srLB//35oa2ujZ8+e8PHxwVdffYU6depAX1+/3O81evRo1KlTBz4+PmjcuDFycnLUckxERFR9aOXm5vKGoJqEjpqt6RIEo6YNnqgs7Isi9kS5mtaXyMHd4fOei0qvIaQBSDXizJSIiEiTGKZEREQqYpgSERGpiGFKRESkomr/PVMhixzcXdMlCIZEIoGxsbGmyxAc9kURe6JcTeuL2MJU0yVUKoapGqk6Uq0mEdKoOyFhXxSxJ8qxL8LGy7xEREQqYpgSERGpiGFKRESkIt4zVaPUtIuaLkEwJBIJHuYVaboMwWFfFLEnyqmjL2ILU9ham715Q3ojhqkaxa7crukSBKOmTYVWWdgXReyJcuroS+Tg7gzTSsLLvERERCpimBIREamIYUpERKQihikREZGKGKZEREQqYpgSERGpiGFKRESkoloVpsnJyejYsSPEYjHs7OwQGBiIP/74AwBw4sQJdOrUCVZWVnBxccHYsWPx+PFj2b7FxcWYP38+vLy8YGlpCT8/P2zcuFFTh0JERAJSa8K0qKgIYWFh8PHxQVJSEg4dOoTw8HDo6OggIyMDPXr0QHBwMJKSkrB27VqcP38eo0aNku0fHR2NtWvXYu7cuUhNTUVkZCQiIyOxf/9+DR4VEREJgVZubm6xpouoCo8ePUKjRo2we/dutGnTRm7dsGHDoKenh4ULF8qWpaeno23btsjKyoKhoSEaN26Mbdu2wc/PT7bNxIkTcfXqVWzevFnpe348cJJ6DoaIqBKM7t8FDmITTZdRbZT1CLxaM51ggwYNEBYWhp49e6Jdu3Zo27YtQkJCYGtri3PnzuHatWvYvv2f6f+Ki199xsjOzoauri4KCgrQq1cvaGlpybZ58eIF7OzsSn1PTon2D04Rpxz7oog9UU4dfTE2Nq7Wz0gV0jNea02YAsDixYsRHh6OhIQE7N27F9HR0Vi3bh2kUin69euHESNGKOxjZWWFjIwMAMCGDRtga2srt15Xt1a1kIiIlKh1SeDu7g53d3eMGTMGvXr1woYNG+Dp6YmLFy/CwcFB6T7Ozs7Q19dHTk4O2rVrV8UVExGR0NWaML1+/Tp+/vlnBAcHw8rKCtevX0dGRgYGDRqE4OBgvP/++4iMjMSAAQNgZGSEy5cvY9++fZg3bx6MjIwwevRoTJkyBcXFxfD390deXh5Onz4NbW1tDBgwQNOHR0REGlRrwtTQ0BBXrlzBgAED8PDhQ5ibm6N3794YM2YM9PT0sGfPHkRHR+Pjjz/Gy5cvYW9vj86dO8v2nzRpEszMzLBw4UJ8+eWXMDIygru7OyIiIjR4VEREJAS1ZjSvJoSOmq3pEgSDg0qUY18UsSfKqet5pj7vuVTqa1YlIQ1AqjXfMyUiIlIXhikREZGKGKZEREQqYpgSERGpqNaM5tWEyMHdNV2CYEgkEhgbG2u6DMFhXxSxJ8qpoy9iC9NKfb3ajGGqRtV5lFxlE9KoOyFhXxSxJ8qxL8LGy7xEREQqYpgSERGpiGFKRESkIt4zVaPUtIuaLkEwJBIJHuYVaboMwWFfFLEnyr1tX8QWprC1NlNDRfQ6hqkaxa7c/uaNaglOEacc+6KIPVHubfsSObg7w7QK8DIvERGRihimREREKmKYEhERqYhhSkREpKIaGabh4eEIDQ3VdBlERFRL1MgwJSIiqkoMUyIiIhXV+DAtLCzExIkT0aRJE1hYWKBjx444fvw4AEAqlcLNzQ1Lly6V2+fKlSsQiUT4/fffAbz6snRERAQcHR1hY2ODTp06IS0trcqPhYiIhKnGh+nUqVOxfft2LFy4EImJiXB1dUWvXr1w584daGtro2fPnti8ebPcPps2bYKzszO8vLxQXFyM0NBQ3L59Gxs3bkRiYiL8/PzQtWtX3LlzR0NHRUREQlKjZ0DKz8/HqlWr8MMPP+DDDz8EAMTGxiIxMRErVqzA5MmT0adPH/zwww/Izs5Go0aNAABbtmxB3759AQCJiYk4f/48rly5AgMDAwDA5MmTsW/fPmzcuBERERFlvj/9g/1Qjn1RxJ4o9zZ9kUgkyMrKUkM1wlCVx1bWI/BqdJhmZ2fjxYsX8PHxkS3T0dGBt7c3Ll26BABo1qwZXF1dsWnTJkyYMAGnT59GdnY2evfuDQA4d+4cnj59CkdHR7nXLigoQHZ2dpnvzynR/sEp4pRjXxSxJ8q9bV+MjY1r7HNQhfSM1xodpmXR0tKS/T40NBRr167FhAkTsGnTJvj4+MDOzg7Aq/uq5ubm2Lt3r8JrGBkZVVm9REQkXCrfM/37778row61aNSoEerUqYPU1FTZspcvX+LkyZNwdnaWLevVqxeuXbuGU6dOYfv27XLfUfX09MS9e/egra0NBwcHuV9mZpw8moiIKhCmq1evxg8//CD7c0ZGBlxdXeHo6Ij27dvj7t27ailQFfXq1cOgQYMwffp0HDhwAJmZmRg7dizu37+Pzz//XLadWCyGv78/IiMj8fjxY3Tr1k22rn379vDx8UFYWBgOHjyI69ev4+TJk5g9ezZSUlI0cVhERCQw5Q7TpUuXom7durI/T5o0CcbGxoiJicHjx48xe/ZstRSoqqioKHTv3h0jR45EQEAAMjIysGXLFlhaWspt16dPH1y4cAHvv/8+RCKRbLmWlhY2bdqEgIAAREREoFWrVhg4cCCuXLkCKyurqj4cIiISIK3c3Nzi8mxoZ2eHNWvWoH379pBIJHB0dMS6devwwQcfYPPmzYiKisKFCxfUXW+1EjpKmB8wNIGDSpRjXxSxJ8qp8jxTn/dc1FCR5glpAFK5z0ylUqls0E5qaiq0tLTQpk0bAK8ukz548EA9FRIREQlcucPUwcEBBw4cAABs3boV3t7eMDQ0BADcuXMHDRo0UE+FREREAlfur8aMHj0aw4YNw4YNG5Cbm4uff/5Ztu7YsWNwc3NTR31ERESCV+4w7d27N2xsbHD69Gk0b94c/v7+snVmZmYIDg5WS4HVWeTg7pouQTAkEgmMjY01XYbgsC+K2BPl3rYvYgtTNVRD/1buAUhEqhDSQAEhYV8UsSfKsS+KhNSTMs9Mc3JyKvRitra2KhVDRERUHZUZph4eHnLT7r2JkGdDIiIiUpcyw3ThwoWyMH3+/Dnmzp0LIyMjdOvWDebm5rh79y527NiBvLw8jBs3rkoKJiIiEpoyw7TkMWQAMHHiRHh4eGDdunVyZ6sTJkxAWFiY7CksREREtU25R/Nu3boVixcvVrjsq6WlhUGDBmHEiBGIiYmp9AKrs9S0i5ouQTAkEgke5hVpugzBYV8UsSfKlbcvYgtT2FrzIRxVrdxhmp+fX+osR/fv38fTp08rraiaInbldk2XIBicIk459kURe6JcefsSObg7w1QDyj0DUps2bTBz5kycPXtWbvmZM2cQHR0tm1qQiIiotin3memcOXPQrVs3dOzYEWKxGObm5rh37x7++usvNGzYEHPmzFFnnURERIJV7jC1t7fHqVOnsH79epw6dQp3796Fi4sLvL298emnn0JPT0+ddRIREQlWucL0xYsXOHDgANzc3NC/f3/0799f3XURERFVG+W6Z6qnp4eBAwfizz//VHc9RERE1U65ByDZ29vzmaVERERKlDtMv/jiC8ydO7faBuqGDRvQqFEjFBYWyi0fMmQIPvnkEwDA3r170a5dO1hYWMDDwwMzZ87E8+fPZdvu2rULfn5+sLS0hL29PTp16oR79+5V6XEQEZHwlHsAUmJiInJzc+Hp6YmWLVvCwsJCbgIHLS0tLFmyRC1FVoZu3bph4sSJ2LNnD7p3f/VoNIlEgt27d2PFihVISEjA0KFDERMTA39/f+Tk5GDs2LEoLCxEdHQ07t69i8GDB2Pq1Kno2rUr8vPzcfr0aQ0fFRERCUG5wzQ1NRW6urowMTFBdnY2srOz5dZXZEJ8TTAwMECfPn0QFxcnC9MtW7bAyMgIH374Ibp06YLRo0fjs88+AwA0atQI06dPx7BhwzBz5kzcvn0bL168QEhICOzs7AAArq6uGjseIiISjlr1PNPz58+jXbt2OH/+PMRiMTp06IC2bdsiKioK1tbWePnyJXR1//l8IZVK8ezZM1y6dAlmZmbo2bMnTp8+jQ4dOqB9+/YICQmBqWnpD979eOCkqjgsIiKZ0f27wEFsoukyaqSynp1aq8IUADp06IBOnTqhc+fO8PPzw6lTp9CkSRNYWlpi/Pjx6Natm8I+dnZ20NXVRXFxMU6dOoXDhw9j3759uHbtGuLj4+Hu7q70vUJHzVb34VQbnCJOOfZFEXuiXEWmE/R5z6UKKtK8avNw8H97+vQp4uLikJycjEePHqFBgwYICAhA3759YWBgoK4aK1X//v0xf/58PHz4ED4+PrK/CE9PT1y+fBkODg6l7qulpQVvb294e3tjwoQJ8PHxwfbt20sNUyIiqh3KHaZ3797Fxx9/jCtXrsDW1hYWFha4fv06du3ahWXLlmH37t0wNzdXZ62VomfPnpg0aRJWrVqF77//XrZ8/PjxCA0Nha2tLbp37w5dXV1cvHgRZ86cwYwZM3Dq1CkcOXIEQUFBMDMzQ3p6Ov766y84Oztr8GiIiEgIyv3VmKlTpyI3Nxd79+5Feno6Dh48iPT0dOzbtw8SiQTTpk1TZ52VpuTh5vr6+rKBSAAQFBSETZs2ISkpCUFBQQgKCkJsbCxsbGwAAPXr18eJEycQGhqKFi1aYPLkyRg3bhxCQ0M1dShERCQQ5T4zPXToEKZPnw4fHx+55a1bt8akSZMQFRVV6cWpy927d9G9e3eF+w+BgYEIDAxUuo+zszO2bNlSFeUREVE1U6HnmVpZWSldJxaLkZ+fX2lFqUtubi5SUlJw+PBhJCUlabocIiKqIcodpo6Ojti4cSM6duyosG7jxo2CGVFVloCAAOTm5mLq1Kn8jigREVWacofp6NGjMXz4cNy7dw+9evWCpaUl7t69i23btuHIkSNYunSpOuusFOfPn9d0CUREVAOVO0xDQ0Px7NkzzJ49G1988YVsubm5OWJjY9G7d2+1FEhERCR0ZU7acOnSJTRt2lRumVQqRVZWlux7pk2aNIG2drkHBdcqqWkXNV2CYEgkEhgbG2u6DMFhXxSxJ8qVty9iC1PYWptVQUWaJ6RJG8oM0wYNGsDExAQ+Pj7w9/eHn58fPDw8BD8PLwmPkP7RCwn7oog9UY59USSknpR5mXfOnDk4fvw4jh8/jvj4eGhpacHIyAg+Pj7w8/ODn58fmjdvDh0dnaqql4iISHDKDNMhQ4ZgyJAhAIBr164hKSkJKSkpOH78OA4cOAAtLS0YGhqiZcuW8Pf3x7hx46qkaCIiIiEp9wAkBwcHODg4oF+/fgCAW7duITk5Gdu3b8e+ffuQmJjIMCUiolqpQhPdA0BOTg5SUlJkv65cuYJ33nkHrVq1Ukd9REREgvfGML1y5QpSUlKQnJyM48ePIycnB2ZmZvDx8cGgQYPg6+sLDw8PjuhVgqN5/yGRSPAwr0jTZQgO+6KIPVGuvH2pTaN5haTMMHV2dsb9+/fRqFEjtG7dGuPGjYOfnx8aN25cVfVVa7Ert2u6BMHgMyqVY18UsSfKVeR5pgzTqlfm6eS9e/dgYGAAJycnuLi4wMXFBQ0bNqyq2oiIiKqFMs9ML1++LLvEu3HjRkyfPh1169ZFixYt4OvrCz8/P7Rq1QqGhoZVVS8REZHglBmmZmZmCAkJQUhICIBX1+xLvhqTkJAge7i2h4cH/Pz8MHPmTPVXTEREJDAVGjVkbGyM4OBgzJgxA4cOHcKePXvw/vvvIy0tDYsWLaq0oo4dOwaRSISHDx9W2muqQiQSYefOnZoug4iIBKrcX42RSqU4d+4ckpOTkZKSgtTUVOTm5qK4uBhmZmbw8/N76yI6d+4MV1dXfPfdd2/9GkRERJpSZpgeP35c9n3SU6dOIS8vD8XFxRCLxejYsaNsvl6hzI1IRESkCWVe5u3UqROio6ORnZ2Nrl27YuHChfj9999x4cIFLFu2DP3791c5SMPDw5GcnIzly5dDJBJBJBLhzz//BABcuHABQUFBsLKyQvv27fH777/L7btr1y74+fnB3Nwcbm5umDt3LoqL/5m3393dHQsWLJDbp3PnznIzNd27dw+ffPIJLC0t0axZM8TFxcHX1xcxMTFy+z169Aj9+/eHtbU1PD09sXHjRpWOm4iIao4yw3TFihX4448/cPbsWSxcuBBhYWGV/tWYb775Bt7e3ujbty8yMzORmZkJGxsbAEBUVBSmTZuGo0eP4t1338XQoUNlYfn7779jwIAB+Pjjj5GSkoJp06YhNjYWy5Ytq9D7h4eHIycnB7t27cL69euxadMm5OTkKGw3Z84cdOrUCUlJSejRowdGjRqldDsiIqp9yrzM27NnT7UXYGxsDD09PRgaGsLCwgLAq6/kAMCkSZPQtm1bAMD48ePx0Ucf4datWxCLxVi0aBH8/f3x9ddfAwAcHR1x9epVzJ8/H8OGDSvXe2dlZSEhIQEHDx6UTYe4ePFieHh4KGwbGhqK0NBQWV1LlixBSkqKbJky+fn55exC7cB+KMe+KGJPlCtPXyQSCbKysqqgGmGoymMt60pshefmrUpubm6y31taWgIA7t+/D7FYjMzMTHzwwQdy2/v6+uLbb7/F48ePUb9+/Te+/uXLl6GtrY333ntPtszGxgZWVlZl1qKrqwsTExPcv3+/zNfnLC7/4Kw2yrEvitgT5crbF2Nj41ozjkVIzzMV9IS6enp6st+XPJD89XuipSnZVltbW2H7oqK3m/Pz9VpK3qM8tRARUc0niDCtU6cOXr58WaF9nJ2dceLECbllx48fh1gshpGREQDA1NQUd+7cka0vKCiQXUIGACcnJ0ilUrmBTX/99Rdu3779NodBRES1lCDC1M7ODmfOnMGNGzfw8OFDSKXSN+4zcuRIJCcnIyYmBleuXMGmTZuwaNEifPHFF7Jt2rZti82bN+PYsWO4ePEiRo0aJRfaTZo0QVBQECIjI3Hq1Cmkp6dj5MiRMDQ0lJ3dEhERvYkgwnT06NGoU6cOfHx80LhxY9y8efON+3h5eeHnn3/Gr7/+Cl9fX0RFRWHMmDEYOnSobJvIyEi0bdsWffv2RY8ePeDj4wN3d3e511m8eDGsra3x8ccfIywsDL1794apqSnq1q1b6cdJREQ1k1Zubi5v/L3m4cOHaNq0KVasWCGbk/hthY6aXUlVVX8cVKIc+6KIPVGuIo9g83nPpQoq0jwhDUAS9GjeqnD06FHk5eXBzc0N9+/fx8yZM2FiYoKOHTtqujQiIqoman2YFhUVYdasWbh+/ToMDAzQsmVL7Nmzh5+MiYio3Gp9mAYFBSEoKEjTZRARUTUmiAFIRERE1VmtPzNVp8jB3TVdgmBIJBIYGxtrugzBYV8UsSfKlbcvYgvTKqiG/o1hqka1ZURdeQhp1J2QsC+K2BPl2Bdh42VeIiIiFTFMiYiIVMQwJSIiUhHDlIiISEUcgKRGqWkXNV2CYEgkEjzMe7vH39Vk7Isi9kS58vZFbGEKW2uzKqiIXscwVaPYlds1XYJgcL5V5dgXReyJchWZm5dhWvV4mZeIiEhFDFMiIiIVMUyJiIhUVOvCVCqVYsyYMWjUqBFEIhGOHTv2xn1EIhF27txZBdUREVF1VOvC9MCBA1i3bh1++eUXZGZmonXr1hXa/8aNGxCJREhLS1NThUREVN3UutG8165dg4WFRYVDlIiIqDS16sw0PDwcX3/9NW7evAmRSAR3d3cUFxdj/vz58PLygqWlJfz8/LBx48ZSX8PT0xMA0KFDB4hEInTu3LmqyiciIoGqVQwGs+MAACAASURBVGem33zzDWxtbbFu3TocPnwYOjo6iI6Oxs6dOzF37lw4Ojri1KlTiIiIgEgkwocffqjwGocPH0ZgYCC2bt2KZs2aoU6dOho4EiIiEpJaFabGxsYwMjKCtrY2LCwskJ+fj0WLFmHbtm3w8/MDANjb2+PMmTNYsWKF0jA1MTEBALz77ruwsLAo8/3y8/Mr/yCqMfZDOfZFEXuiXHn6IpFIkJWVVQXVCENVHmtZj8CrVWH6b5mZmSgoKECvXr2gpaUlW/7ixQvY2dmp/PqcxeUfnNVGOfZFEXuiXHn7YmxsXGueeyqkZ7zW6jCVSqUAgA0bNsDW1lZuna5urW4NERFVQK1ODGdnZ+jr6yMnJwft2rUr1z4l90hfvnypztKIiKgaqdVhamRkhNGjR2PKlCkoLi6Gv78/8vLycPr0aWhra2PAgAEK+5iZmcHAwAAJCQmws7ODvr4+jI2Nq754IiISjFr11RhlJk2ahIkTJ2LhwoXw8fFB9+7dsWvXLjRs2FDp9rq6uvj222+xdu1aNG3aFGFhYVVcMRERCY1Wbm5usaaLqKlCR83WdAmCwUElyrEvitgT5SryCDaf91yqoCLNE9IApFp/ZkpERKQqhikREZGKGKZEREQqYpgSERGpqFZ/NUbdIgd313QJgiGRSPgVIiXYF0XsiXLl7YvYwrQKqqF/Y5iqUW0ZUVceQhp1JyTsiyL2RDn2Rdh4mZeIiEhFDFMiIiIVMUyJiIhUxHumapSadlHTJQiGRCLBw7wiTZchOOyLIvbkFbGFKWytzTRdBpUTw1SNYldu13QJgsEp4pRjXxSxJ69EDu7OMK1GeJmXiIhIRQxTIiIiFTFMiYiIVMQwJSIiUhHDlIiISEUMUyIiIhUxTImIiFRULcO0uLgYCxYsQPPmzWFubg5XV1dERUUBAKZPn46WLVvC0tIS7u7umDp1KgoKCmT7xsTEwNfXF+vXr4e7uzusra0xYsQIPH/+HCtWrICbmxsaNWqEr7/+GlKpVLbf8+fPMW3aNLi6usLKygodOnRAQkJClR87EREJT7WctGHGjBlYuXIlZs2aBX9/fzx48ADp6ekAAENDQyxcuBBWVlbIzMzE2LFjUadOHUyePFm2/59//ok9e/Zg48aNuH37Nvr164e7d+/CwsIC27Ztw+XLlzFw4EC0bt0aISEhAICRI0ciOzsby5cvh1gsxoEDB/DJJ5/g8OHDcHd310gfiIhIGLRyc3OLNV1EReTl5aFx48aIiYnBoEGD3rj9qlWrsGDBAqSlpQF4dWY6///bu/OoqOv9f+DPYcfCGWQZlEWLERDCrUKSwpTuNaQiFMPwZiaJohhwzJWrlqEsclVKsJTOoRTL9V69WZrHjMuSgZzMFhzhdiXakMiZhEAF5veHX+fXOC7oZ4bPLM/HOZ7jfJb35/V5HQ5PPst8PgUFUCqV2ncDzpgxA5WVlairq4ODgwMAICYmBsHBwVi3bh3+97//YfTo0Th16hR8fX21YycmJmLgwIH4xz/+cd1tP/FCptDdJSIrteD5J3Gvt5vYZdCf3OwVeGZ3ZKpUKnHx4kWMGzfuuvP379+PzZs347vvvkN7ezu6u7vR3d2ts4yPj4/OS3Y9PT2hUCi0QXp1WktLCwDgyy+/hEajQXh4uM44Fy9eRGRk5A1r5SPR/j8+Iu762Bd97MkVUqlU55c332eqz5R6YnZhejM1NTWYNWsWlixZgrVr10IqleLDDz/EihUrdJazt7fX+SyRSGBnZ6c37WoI9/T0QCKR4JNPPtFb18nJyQh7QkRE5sTswjQgIACOjo4oKyuDv7+/zrzjx49j4MCBWLx4sXZaU1OT4G0OHz4cGo0Gzc3NNz0SJSIi62R2Yeri4oK5c+fi1VdfhYODAyIiIvDbb7/h5MmTUCgU+Pnnn7Fr1y6EhYXh6NGj2Lt3r+BtKhQKPPPMM5g3bx7WrFmDESNG4Pz586ioqMDgwYPx1FNPGWDPiIjIXJldmALAqlWrIJPJsG7dOmRkZMDT0xPTpk1DUlISXnrpJSxbtgydnZ0YP348li9fjoULFwreZmFhIfLz87Fy5Ur89NNPcHV1xejRo/HII48YYI+IiMicmd3dvOYkIXWt2CWYDN5Ucn3siz725IqMpDiEjxqm/WxKN9uYClPqiVk+tIGIiMiUMEyJiIgEYpgSEREJxDAlIiISyCzv5jUXGUlxYpdgMtRqtc5Tp+gK9kUfe3KFt9xd7BLoNjBMjejPd+JZO1O6686UsC/62BMyRzzNS0REJBDDlIiISCCGKRERkUC8ZmpEx7+oE7sEk6FWq9Ha1iV2GSaHfdFnTT3xlrvDd5CH2GWQATBMjWjD2/8UuwSTwUfEXR/7os+aepKRFMcwtRA8zUtERCQQw5SIiEgghikREZFADFMiIiKBLCpMU1JSkJCQoPd/IeMQERHdikWF6Z/l5OTgrbfe0n6OiYnBokWLdJYpLy+HTCZDa2trX5dHREQWxGK/GsMHZRMRUV+x2CPTa0/5VlZWYuvWrZDJZJDJZGhsbMSTTz4JAPD394dMJkNKSsp1x9JoNCgoKMDIkSPh5eWFsWPHYufOnX22L0REZNos9sj0z3JycvDf//4XQ4cOxcqVKwEA7u7uePfddzFjxgwcP34crq6ucHJyuu76WVlZ2L9/P/Lz86FQKFBTU4O0tDTIZDJMnDixL3eFiIhMkFWEqVQqhb29Pfr16we5XK6d7urqCgDw8PCAm5vbdddtb29HYWEh9u3bh7FjxwIAhgwZgtraWhQXF980TNvb2w24F+aP/bg+9kWftfRErVajvr6+18vfzrLWoi97crNXA1pFmAqhVCrR2dmJ+Ph4SCQS7fTLly/Dz8/vputayyPResOaHhF3O9gXfdbUE6lU2ut3t/I9r/pMqScM01vo6ekBALz33nvw9fXVmWdnx/YREZEVhamDgwO6u7v1pgHQm/5ngYGBcHR0RFNTE8aNG2fUGomIyDxZTZj6+fmhtrYWjY2NuPvuu+Hq6gpfX19IJBIcPnwY0dHRcHJywt13362znouLCxYsWIAVK1ZAo9EgIiICbW1tOHHiBGxsbDBz5kxxdoiIiEyGxX415loLFiyAg4MDwsPD4e/vj6amJgwaNAjLli1DVlYWhg4dqvdQh6syMzOxdOlSbNq0CeHh4YiLi8OBAwcwePDgPt4LIiIyRRKVSqURuwhLlZC6VuwSTIY13VRyO9gXfdbUk4ykOISPGtarZU3pZhtTYUo9sZojUyIiImNhmBIREQnEMCUiIhKIYUpERCSQ1Xw1RgwZSXFil2Ay1Go13+RzHeyLPmvqibfcXewSyEAYpkbU27v0rIEp3XVnStgXfewJmSOe5iUiIhKIYUpERCQQw5SIiEggXjM1ouNf1IldgslQq9VobesSuwyTw77os7SeeMvd4TvIQ+wyyMgYpka04e1/il2CybCmR8TdDvZFn6X1JCMpjmFqBXial4iISCCGKRERkUAMUyIiIoEYpkRERAJZVJiGhobijTfeELwMERHR7TDLMC0tLYW3t/cdrXvs2DEkJSUZuCIiIrJmVvfVGHd3PliaiIgMS5Qj05iYGCxcuBCrV6/GvffeC4VCgb///e/o6ekBAKhUKsydOxeDBw+Gl5cXYmNjUVd35QEI5eXlmD9/Ptrb2yGTySCTyZCdna0du7OzE+np6fD19UVwcDBef/11nW1fe5pXJpOhpKQEzz//PAYNGoQRI0Zg586dOuucOHECkZGRkMvleOSRR/Dxxx9DJpOhvLzcWC0iIiIzItpp3t27d8PW1hYff/wx1q1bh82bN2Pfvn0AgJSUFNTW1mLHjh04evQonJ2dER8fj46ODowZMwbZ2dno168flEollEolFixYoB23qKgIwcHBKCsrQ1paGlauXInq6uqb1pKXl4dJkyahoqICkydPRmpqKpqamgAAbW1tSEhIQEBAAD799FOsXr0aK1euNF5jiIjI7Ih2mjcwMBCZmZkAAIVCgXfeeQdlZWUYNWoUPvroIxw8eBAREREAgLfeeguhoaHYvXs3ZsyYgf79+0MikUAul+uNO2HCBCQnJwMA5syZg7feegtlZWUICwu7YS0JCQlISEgAAGRmZuLNN99EVVUVEhISsHv3bnR3d+ONN96As7Mzhg0bhoULF2L27Nm33Mf29vbb7oslYz+uj33RZ0k9UavVqK+vN8hYhhrHkvRlT272akDRwjQkJETns5eXF1paWqBUKmFjY6MTflKpFMHBwTh9+vQdj9vbdezs7ODm5qZd58yZMxg2bBicnZ21yzzwwAO3rAOART0STShLe0ScobAv+iytJ1Kp1CDvZ+V7XvWZUk9EO81rb2+v81kikUCj0dx0HYlEYpRx72QdIiKiq0zuqzGBgYHo6enRuc75+++/49tvv0VgYCAAwMHBAd3d3X1ST0BAAOrq6tDR0aGdVltb2yfbJiIi82ByYerv749JkyYhIyMDVVVV+Oabb5CcnAwXFxdMnToVAODn54fOzk4cO3YMra2t+OOPP4xWT3x8PGxtbZGWlobTp0/j008/xfr16wH07kiZiIgsn8mFKXDljtzRo0fj2WefRVRUFDo6OrBnzx7tdcsxY8Zg1qxZSEpKgr+/PwoKCoxWi4uLC95//33U1dUhMjISK1aswJIlSwAATk5ORtsuERGZD4lKpeLFwdt08OBB/O1vf0NDQwPc3NxuuFxC6to+rMq0WdpNJYbCvuiztJ5kJMUhfNQwweOY0s02psKUemJ1T0C6Ezt27MCQIUPg7e2Nuro6LFu2DI8//vhNg5SIiKwHw7QXWlpakJ2djebmZnh6emLixIl45ZVXxC6LiIhMBMO0F9LS0pCWliZ2GUREZKJM8gYkIiIic8IjUyPKSIoTuwSToVarIZVKxS7D5LAv+iytJ95yvqnKGjBMjcgQd/BZClO6686UsC/62BMyRzzNS0REJBDDlIiISCCGKRERkUC8ZmpEx7+oE7sEk6FWq9Ha1iV2GSaHfdFnaT3xlrvDd5CH2GWQkTFMjWjD2/8UuwSTYWmPiDMU9kWfpfUkIymOYWoFeJqXiIhIIIYpERGRQAxTIiIigRimREREAjFM/09KSgoSEhJu+JmIiOhGeDfv/8nJyYFGw/ekExHR7WOY/h9LerA2ERH1LbM9zVtZWYnHHnsM3t7e8PPzw4QJE/Dtt9+itLQU3t7eOHLkCB588EEMHDgQ06ZNg1qtxv79+zF69Gj4+fkhOTkZHR0d2vFudVpXo9GgoKAAI0eOhJeXF8aOHYudO3f2xa4SEZGJM8sj066uLiQmJuK5557D1q1bcfnyZXz55ZewtbUFAFy8eBGbNm3C1q1bcenSJcyYMQMzZsyAk5MT3n33Xfz222947rnnUFxcjAULFvRqm1lZWdi/fz/y8/OhUChQU1ODtLQ0yGQyTJw40Zi7S0REJs4sw/TChQtQq9V4/PHHcc899wAAAgICAAAnTpxAV1cX8vPzta9xio+PR1FREerr6+Hm5gYAmDRpEioqKnoVpu3t7SgsLMS+ffswduxYAMCQIUNQW1uL4uLiG4Zpe3u74H21JOzH9bEv+iypJ2q1GvX19QYZy1DjWJK+7MnNXg1olmHq6uqKxMRETJkyBePGjUNkZCRiY2Ph6+sLAHB0dNTZaU9PT8jlcm2QXp2mVCp7tT2lUonOzk7Ex8dDIpFop1++fBl+fn43XM+SHokmlKU9Is5Q2Bd9ltYTqVRqkPez8j2v+kypJ2YZpgBQVFSElJQUHD16FB999BGysrJQWloKALCz090tiURy3Wk9PT292tbV5d577z1tYF917bhERGR9zDoJQkNDERoaivT0dMTHx+O9997D+PHjDb6dwMBAODo6oqmpCePGjTP4+EREZN7MMkzPnj2LkpISREdHY+DAgTh79iy++eYbzJo1yyjbc3FxwYIFC7BixQpoNBpERESgra0NJ06cgI2NDWbOnGmU7RIRkXkwyzDt168fGhoaMHPmTLS2tsLT0xNTp05Feno6du3aZZRtZmZmwsPDA5s2bcLChQvh4uKC0NBQpKWlGWV7RERkPiQqlYqP/TGShNS1YpdgMiztphJDYV/0WVpPMpLiED5qmOBxTOlmG1NhSj0x24c2EBERmQqGKRERkUAMUyIiIoEYpkRERAKZ5d285iIjKU7sEkyGWq3mm3mug33RZ2k98Za7i10C9QGGqREZ4g4+S2FKd92ZEvZFH3tC5oineYmIiARimBIREQnEMCUiIhKI10yN6PgXdWKXYDLUajVa27rELsPksC/6LK0n3nJ3+A7yELsMMjKGqRFtePufYpdgMiztEXGGwr7os7SeZCTFMUytAE/zEhERCcQwJSIiEohhSkREJJDoYVpeXg6ZTIbW1laxSwEAyGQy7N+/X+wyiIjIjPR5mMbExGDRokV9vVmDaWxshEwmwxdffCF2KUREZCJEPzIlIiIyd30apikpKaisrMTWrVshk8kgk8nw/fffAwC+/vprREVFYeDAgXj00Udx8uRJnXUPHDiAsWPHwtPTEyEhIcjPz4dGo9HODw0NxRtvvKGzzrVHwefOncO0adPg5eWF++67D9u3b8dDDz2E7OxsnfXOnz+P559/HoMGDcKIESOwc+dO7bwRI0YAAMaPHw+ZTIaYmBjDNIeIiMxWn4ZpTk4OwsLCMH36dCiVSiiVSvj4+AAAXn31VaxatQplZWUYMGAAkpOTtWF58uRJzJw5E0888QSqqqqwatUqbNiwAVu2bLmt7aekpKCpqQkHDhzAjh07sGvXLjQ1Nektl5eXh0mTJqGiogKTJ09GamqqdrlPPvkEALB3714olUps375dSEuIiMgC9GmYSqVS2Nvbo1+/fpDL5ZDL5bCxuVJCZmYmIiMjERAQgMWLF+PMmTP46aefAACFhYWIiIjA8uXLoVAo8MwzzyA1NRUFBQW93nZ9fT2OHj2KjRs3IiwsDMOHD0dRURH++OMPvWUTEhKQkJCAe++9F5mZmbCzs0NVVRUAwM3NDQAwYMAAyOVyuLq6Cm0LERGZOZN5AlJISIj2/15eXgCAlpYWeHt7Q6lU4q9//avO8g899BByc3Px+++/o3///rcc/8yZM7CxscGoUaO003x8fDBw4MCb1mJnZwc3Nze0tLTc9j61t7ff9jqWjP24PvZFnyX1RK1Wo76+3iBjGWocS9KXPbnZqwFNJkzt7e21/5dIJACgc030Rq4ua2Njo7d8V9edPd/zz7Vc3UZvarmWJT0STShLe0ScobAv+iytJ1Kp1CDvZ+V7XvWZUk/6/G5eBwcHdHd339Y6gYGB+Pzzz3WmffbZZ/D29oaLiwsAwN3dHb/88ot2fmdnJ86cOaP9HBAQgJ6eHp0bm3788Uf8/PPPt10/gNveByIislx9HqZ+fn6ora1FY2MjWltb0dPTc8t15s+fj8rKSmRnZ6OhoQG7du1CYWEhXnrpJe0ykZGR2L17N8rLy1FXV4fU1FSdwBs6dCiioqKQkZGBmpoanDp1CvPnz0e/fv20R7e94eHhAWdnZxw9ehTnzp2DWq2+vQYQEZHF6fMwXbBgARwcHBAeHg5/f3/88MMPt1xn5MiRKCkpwb///W889NBDePXVV5Geno7k5GTtMhkZGYiMjMT06dMxefJkhIeHIzQ0VGecoqIiDBo0CE888QQSExMxdepUuLu7w8nJqdf129nZITc3F9u2bUNQUBASExN7v/NERGSRJCqV6vYvBlqI1tZWBAUFobi4GLGxsQYfPyF1rcHHNFeWdh3MUNgXfZbWk4ykOISPGiZ4HFO6PmgqTKknJnMDUl8oKytDW1sbQkJC0NLSgtdeew1ubm547LHHxC6NiIjMmFWFaVdXF9asWYOzZ8/C2dkZDzzwAD788EOL+iuYiIj6nlWFaVRUFKKiosQug4iILAwfdE9ERCSQVR2Z9rWMpDixSzAZarUaUqlU7DJMDvuiz9J64i13F7sE6gMMUyMyxB18lsKU7rozJeyLPvaEzBFP8xIREQnEMCUiIhKIYUpERCQQw5SIiEgghikREZFADFMiIiKBGKZEREQCMUyJiIgEYpgSEREJxDAlIiISiGFKREQkEMOUiIhIIIYpERGRQAxTIiIigRimREREAjFMiYiIBGKYEhERCSRRqVQasYsgIiIyZzwyJSIiEohhSkREJBDDlIiISCCGKRERkUAMUyIiIoEYpgZUXFyM4cOHQy6XY9y4caiqqhK7pD61fv16jB8/Hr6+vvD390dCQgK+/fZbnWU0Gg2ys7MRFBQELy8vxMTEoK6uTqSK+9769eshk8mwaNEi7TRr7ckvv/yCuXPnwt/fH3K5HGPGjEFFRYV2vrX1pbu7G1lZWdrfIcOHD0dWVha6urq0y1hDTyorKzFt2jQMGzYMMpkMpaWlOvN70wOVSoXk5GT4+fnBz88PycnJUKlURq2bYWog+/btw9KlS7Fw4UL85z//QVhYGKZOnYqmpiaxS+szFRUVSEpKwuHDh3HgwAHY2dnh6aefxvnz57XLFBQUoLCwELm5ufjkk0/g4eGBuLg4XLhwQcTK+0ZNTQ1KSkoQEhKiM90ae6JSqTBx4kRoNBrs2rULn3/+OfLy8uDh4aFdxtr6snHjRhQXFyM3NxfV1dXIycnB1q1bsX79eu0y1tCT9vZ2BAcHIycnB87Oznrze9ODF198EadOncKePXuwZ88enDp1CnPmzDFq3fyeqYFERUUhJCQEr7/+unba6NGjERsbi1WrVolYmXja2trg5+eH0tJSREdHQ6PRICgoCLNnz8bLL78MAOjo6MDQoUPx2muv4YUXXhC5YuNRq9UYN24cXn/9deTm5iI4OBjr1q2z2p6sXr0alZWVOHz48HXnW2NfEhIS4OrqijfffFM7be7cuTh//jx27txplT3x9vZGXl4epk+fDqB3PxdKpRJjxozBoUOHEB4eDgD47LPPEB0djZqaGgwdOtQotfLI1AAuXbqEkydPYsKECTrTJ0yYgM8//1ykqsTX1taGnp4eyGQyAEBjYyOam5t1+uTs7IyxY8dafJ/S09MRGxuLyMhInenW2pODBw/i/vvvxwsvvACFQoGHH34YW7ZsgUZz5W97a+xLeHg4KioqcObMGQDA6dOnUV5ejr/85S8ArLMn1+pND6qrq3H33XdjzJgx2mXCw8Nx1113GbVPdkYb2Yq0traiu7tb5xQVAHh4eODcuXMiVSW+pUuXIjQ0FGFhYQCA5uZmALhun37++ec+r6+vvPPOO/juu++wZcsWvXnW2pOzZ8/i7bffxrx585Ceno6vvvoKS5YsAQAkJydbZV/S09PR1taGMWPGwNbWFl1dXXj55Zfx4osvArDen5U/600Pzp07Bzc3N0gkEu18iUQCd3d3o/4+ZpiSUSxfvhzHjx/HoUOHYGtrK3Y5oqmvr8fq1atx6NAh2Nvbi12Oyejp6cGoUaO0l0BGjBiB7777DsXFxUhOTha5OnHs27cP77//PoqLixEUFISvvvoKS5cuhZ+fH2bMmCF2eXQLPM1rAG5ubrC1tUVLS4vO9JaWFnh6eopUlXiWLVuGvXv34sCBAxgyZIh2ulwuBwCr6lN1dTVaW1sRHh4ONzc3uLm5obKyEsXFxXBzc8OAAQMAWFdPgCs/C4GBgTrTAgIC8MMPP2jnA9bVl5UrVyI1NRVTpkxBSEgIpk2bhvnz52PDhg0ArLMn1+pNDzw9PdHa2qq9ZABcudb666+/GrVPDFMDcHBwwMiRI3Hs2DGd6ceOHdM5b28NlixZog3SgIAAnXmDBw+GXC7X6VNnZyc+++wzi+1TTEwMqqqqUF5erv03atQoTJkyBeXl5VAoFFbXE+DKNayGhgadaQ0NDfD19QVgnT8rf/zxh95ZHFtbW/T09ACwzp5cqzc9CAsLQ1tbG6qrq7XLVFdXo7293ah9sl26dOkrRhvdiri4uCA7OxteXl5wcnLCunXrUFVVhU2bNkEqlYpdXp94+eWX8f7776OkpAQ+Pj5ob29He3s7gCt/cEgkEnR3d2Pjxo3w9/dHd3c3MjMz0dzcjI0bN8LR0VHkPTA8JycneHh46PzbvXs3/Pz8MH36dKvsCQD4+PggNzcXNjY28PLyQllZGbKyspCRkYH777/fKvuiVCqxc+dOKBQK2Nvbo7y8HK+99homT56MqKgoq+lJW1sbTp8+jebmZmzbtg3BwcHo378/Ll26BKlUesseuLu748SJE9izZw9CQ0Px448/IiMjA6NHjzbq12P41RgDKi4uRkFBAZqbmzFs2DCsXbsWERERYpfVZ67etXutJUuWYNmyZQCunG7JyclBSUkJVCoV7r//fuTn5yM4OLgvSxVVTEyM9qsxgPX25PDhw1i9ejUaGhrg4+OD2bNnY86cOdobR6ytLxcuXMCaNWvwwQcf4Ndff4VcLseUKVOwePFiODk5AbCOnpSXl+PJJ5/Um/7ss89i8+bNveqBSqXC4sWL8dFHHwEAoqOjkZeXd8PfUYbAMCUiIhKI10yJiIgEYpgSEREJxDAlIiISiGFKREQkEMOUiIhIIIYpERGRQAxTIitTXV2NmTNnIigoCB4eHrjnnnvw9NNPY8eOHeju7hatrsbGRmRnZ+Ps2bOi1UB0pximRFakqKgIEydOxPnz5/HKK6/gX//6FzZt2gSFQoGFCxfi0KFDotX2/fffIzc3l2FKZolvjSGyEpWVlcjMzMTs2bORl5enMy8mJgbz58/XPv6RiG4Pj0yJrERBQQFcXV2xevXq686/5557cN999wEAamtrERsbC29vbwwaNAhPPfUUamtrdZaPiYlBTEyM3jihoaFISUnRfi4tLYVMJkNNTQ1mz54NX19fBAUFYfHixejs7ASg+wi5p59+GjKZDDKZDOXl5QbZdyJjY5gSWYHu7m6Ul5djHTXP0wAAAtFJREFUwoQJ2ue83sjXX3+NmJgYqFQqFBUVYfPmzbhw4QJiYmLw1Vdf3XENc+bMwZAhQ7Bt2zbMmjULxcXFWL9+PYAr7zPNz88HAOTm5uLIkSM4cuQIRowYccfbI+pLPM1LZAVaW1vR0dGhfcXZzeTl5cHBwQH79+/XPhh8/PjxGD58OHJzc7F9+/Y7qiE+Ph7Lly8HADz66KOora3F3r17sXz5cvTv31/7ftPAwEA8+OCDd7QNIrHwyJSIdFRVVeHxxx/XecNG//79ER0djcrKyjsed+LEiTqfg4ODtS8DJzJ3DFMiKzBgwAA4OzujqanplsueP38ecrlcb7pcLodKpbrjGlxdXXU+Ozg44OLFi3c8HpEpYZgSWQE7Ozs8/PDDOHbs2C0DzNXVFc3NzXrTm5ubdY5WnZyccPnyZb3lhAQukblimBJZifT0dPz2229YuXLldeefPXsWX3/9NSIiInDkyBFcuHBBO+/ChQs4dOgQHn74Ye00X19fNDQ04NKlS9pplZWVOuvdDkdHRwBAR0fHHa1PJCbegERkJSIiIrBmzRpkZmZCqVQiMTERPj4+UKlUKCsrw7Zt27B161YsWrQIhw8fRmxsLNLS0iCRSFBQUICOjg4sXrxYO97kyZNRUlKC1NRUJCYmorGxEYWFhejfv/8d1adQKGBnZ4ft27fD1dUVjo6OUCgUcHFxMVQLiIyGR6ZEVmTevHk4dOgQpFIpVqxYgaeeegrz5s3DmTNnsGHDBkRHR+O+++7DBx98ABcXF8ybNw9z587FXXfdhYMHDyI0NFQ7VmRkJDZs2IATJ05g2rRpKC0txZYtWyCVSu+otgEDBmDdunXar+aMHz8eJ0+eNNSuExmVRKVSacQugoiIyJzxyJSIiEgghikREZFADFMiIiKBGKZEREQCMUyJiIgEYpgSEREJxDAlIiISiGFKREQkEMOUiIhIoP8HGDK17AmcWkkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x540 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"countWordsTable.sort('Count',descending=True).barh(\"Words\", \"Count\")\n",
"plots.title('Top 15 frequently used words')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Tolstoy describes his characters' expressions with a lot of focus on the eyes and face. \n",
"\n",
"\n",
"* \"Who's Vronsky?\" said Levin, and his <b>face</b> was suddenly transformed from the look of childlike ecstasy which Oblonsky had just been admiring to an angry and unpleasant expression.\n",
"\n",
"* Kitty got up to fetch a table, and as she passed, her <b>eyes</b> met Levin's. She felt for him with her whole heart, the more because she was pitying him for suffering of which she was herself the cause. \"If you can forgive me, forgive me,\" said her <b>eyes</b>, \"I am so happy.\"\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Why not have generate a word cloud from this data? "
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x117ab67f0>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#wordcloud\n",
"from wordcloud import STOPWORDS, WordCloud, ImageColorGenerator\n",
"import matplotlib.pyplot as plt\n",
"\n",
"wordcloud = WordCloud(stopwords=stopwords).generate(ak_txt.lower())\n",
"\n",
"plt.imshow(wordcloud)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hah - can you tell this is a romance novel?"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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