{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DynaSent version 1: Round 1 and 2 comparative analyses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "__author__ = 'Christopher Potts'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contents"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set-up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from nltk.metrics.distance import edit_distance\n",
    "from nltk.tokenize.casual import TweetTokenizer\n",
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "import dynasent_utils as utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use(\"dynasent.mplstyle\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "src_dirname = \"dynasent-v1.1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "r1_filename = os.path.join(\n",
    "    src_dirname, \"dynasent-v1.1-round01-yelp-train.jsonl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "r2_filename = os.path.join(\n",
    "    src_dirname, \"dynasent-v1.1-round02-dynabench-train.jsonl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Merged DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer = TweetTokenizer(preserve_case=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Round 1 set-up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "r1 = utils.load_dataset(r1_filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "r1_df = pd.DataFrame(r1)[['sentence']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "r1_df['prompt'] = 'Yelp'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "r1_df['prompt_sentence'] = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Round 2 set-up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "r2 = utils.load_dataset(r2_filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "r2_df = pd.DataFrame(r2)\n",
    "\n",
    "r2_df['prompt'] = r2_df['has_prompt'].apply(\n",
    "    lambda x: 'Prompt' if x else 'No Prompt')\n",
    "\n",
    "r2_df['prompt_sentence'] = r2_df['prompt_data'].apply(\n",
    "    lambda x: x['prompt_sentence'] if x else x)\n",
    "\n",
    "r2_df = r2_df[['sentence', 'prompt', 'prompt_sentence']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merger"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat((r1_df, r2_df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['str_length'] = df['sentence'].str.len()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['tokens'] = df['sentence'].apply(tokenizer.tokenize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['token_length'] = df['tokens'].apply(lambda x: len(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prompt/Sentence edit distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalized_edit_distance(row):\n",
    "    p = row['prompt_sentence']\n",
    "    s = row['sentence']\n",
    "    dist = edit_distance(p, s)\n",
    "    length = max([len(p), len(s)])\n",
    "    return dist / length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "has_prompt_df = r2_df[r2_df.prompt == 'Prompt'].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "has_prompt_df['edit_distance'] = has_prompt_df.apply(\n",
    "    normalized_edit_distance, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = has_prompt_df.edit_distance.hist(figsize=(5, 4), color=\"#348ABD\")\n",
    "\n",
    "ax.set_xlabel(\"Normalized edit distance\")\n",
    "ax.set_ylabel(\"Count\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join('img', 'prompt-edit-distance.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prompt length comparisons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.prompt_cmp_plot(\n",
    "    df,\n",
    "    colname='str_length',\n",
    "    ylabel='Characters',\n",
    "    ylim=[0, 180],\n",
    "    output_filename=os.path.join('img', 'prompt-lengths.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.prompt_cmp_plot(\n",
    "    df,\n",
    "    colname='token_length',\n",
    "    ylabel='Words',\n",
    "    ylim=[0, 50],\n",
    "    output_filename=os.path.join('img', 'prompt-wc.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Vocab diversity experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2pKklvTdcB0tN6+OHEoCquEtvIeCdzghDgGube50QGuuibIbci08R7twBuQxi3CTI26hML2TT0JsDx4JUqtjV7s2AIWD7OwQFD/wcom48qiMPSuq94Zo2GvR3wyekYlSVOdiGIG6b9HoBeT8iGdMfl/eSvd3gB5jV44ikREyagmxrLbYihQFVVRCLY9XUYk2eTmH5KxiWg8z0Fo+kaN+JVTcRIx7DmTWvpPeG6799bczbdf0lwNy+ccq3Wnp4q6UHP5K4lsmREyqIpNLLinZhVNUQeQVUawsUcsi/LYPAB8sGw8CoqUXWNWA3TEa27wQMpF8A0yDqSRdzW845ErtmHGYiOdKPs086WGpj2nvXXwID45rTahK8uaMH1zJZ35ohlBLTMPa5TnPMCXysyhqCfK549G1QAAxQEcbEqbjTZ5Gvn4KR7sDftgGjohphm0g/wixkCbs78F57GY6aj1mWxJ1VuhM8eumQNqbtuv4yjIpjlhkvJFMIQYFrCQSQDyPywbvl+sc3x6Jvf/vb/Pu//zsrV65ESolybHAdUBGEEoQAKTFjcVoLPh/76u20ZrJESqAyPUipMG0bYdsYgMzn6Ons4A/PPsdt//t/8/zzz4/0I+6RbllqY1J/19s0xMD6y/6W4lOrWxAoptcmmVaV4O32XhzToCPrkbBNHNsc6LKPJU1NTVxzzTW88MIL3HjjjQBUV1Vx8oRafr963R6+45mB/5vzuZv2+rrzaypY0dlDpBSWZXHiiSdy6aWXDnf1D5reG/4eem/4B997u96zxpUTSUUkFeVxmyfe2AbAhJTL9Lpy1rVmqIjb5P2QptrkmF9K5Ps+v/rVr7jrrrtYs2bNsLymAD5yyol8/Qc/5JiTTkKIkXl/9d5wTduFH0q8IMIyBH4QDUza5INierAwkgSRImaZVMRskq5JTz4g4ZpjOlC+/fbbfP7zn+eVV14hn88DMO+IGXyoOslJdsS5NSksoaC2Hpw4d/z5dX65ah2+lDiG4ONTx3P3MY3guBgnnMb2Det5ZtVqXt3WypLWLp549TWeOPlkJk2axOWXX86DDz44wk88mA6W2phjGoItXTlyfkCZYzOjrpxlW7sGWjMTK2Moiq2MSBa3QebDCNcU5P2IuGOOyYC5fft2nnvuOa666iquuOIKTj/1VBItW+h85nfIl5+FIATbAMOCXDevb9mOL4tju75UvN5bgHGTQCjkpnVMyPXwzzOm8M/zZuPMPYbmSTN5tXknDzz4IL/97W91sNS0kdI/TulHkkgqbNPCCyJ+s2o7zekChb5Jm3c6cxzdUEkhiFi6pZO/bu5ACAOFIh9FpGLOmJ4N/9znPsdZZ52FiiLy2zZiFLJI04AQ8HzoagO3jKfOPq448ZNIYh1xJKqnByuVQpkmyvcItm0pTgalKoif9/cce8RcjjNNXl2yhFdeeWWkH3M3OlhqY8Ku45RhJFEUF6H35CMkEUnHoiOTBcA0DHq9AMs0iBSkCxGFwEMgcA1jYDZ8KFsnP8hU4CMDHyPqmwWPilnRyfZCIUdfUjaIAsJtmzFNA3NaE8HObUQdHdCyBcIQnBi5R39E/LZ7sfuSApeisTelp41Juy4RMoVgSmUZ1WU2R9aXUxFzScVNxpW7ABxRl2R6bTmzx6UQQMwRVJU5VMYM2jIeKMbkbPh7CdvBMCyM8gpomAqOC24MUpUQS0CqCuIJqByHPW0m2C5RZzuiohrnyGOgbgLEYohEkiiXI2rZNtKPtE+6ZamNCbumaDMNQRApDCFQBiyYMY5l27uYWJEAwAskG9szbOvOkfEC0pmQQIbkA0Ukupg9LuLIBp2NSEURYVszwrIgHoPyKsj3Fs/dUUCmB9w49HYTbtmA8gqIxunQ3YVMdxWbamGIyuchlkfUjhvpR9onHSy1MaE/RVs+iFi9I83GjgzpQkAqZvP2zl529HgDrcW1rT0kXJsN7Znih95QJB2bjO+T9yUbO3Kk8wF1fS3RsUrmMhAEuFObiFpbCBqbUG+/CdksSFnc8ui6YJpQyEBPD+Hqv2E6MeypjZhHzMNLVePU1mNNasQs8XyWui+hjRmmITCFwBACxzRI5wOUgmwQIQQDS4ccy6A752EIgWsZxWMQBPQnV3ctobvhgFGWRMTjyChClCWLkzvCANMq/ldQPLzMMMBwisHTz6MMgSwUUAKcmjpMy8Yqi2OU6b3hmlYyHMvAFIJ8GCKEoLWngBAQKUl7TwGAvzX3MGtckgkVLtl8SGWZRW0yTlNtkgkVCWoTNklXf3QMxyF28tn476wjtFyMNSuItr9TbElGESRTGI1HICc1YeZ6CN9+E4IQmc8RZXtRBQshQJhWMaCWOP03ro05oZIoJWisSZD3Q2bXV7CyuXugZVkeM2isSfDXd7roKfh0ZQNc2ybhuhwzsYLqhDOmxyvvuusufvrTn6KiCH/TOmRXe/GoCAEgiunZDAOsZsy1LUTlK7GBsLUForCY4Ndxi131MMRIliOc32L/4lcYboyXX34ZowSDpw6W2pjihxKBoDLu0JX3sAyDtt4CKKiIFRPPxiybQiiJpKQiZtOS9lBK4RjmmF2QDhCPx5k+fTqbNm1i06ZNqChE9mVAV1K92+WWfck0hIHo7GVzRxeNDRNQhXzxrB6pioFVCJAK0ZEGy8Js6wLDwDRNpkyZMtKPuxsdLLUxww+Lx0R4oSQfhBgImntyvLHNp9cLqIwXg+WpjTV4UUhXLiCIIiriNnPqK2iojBG3S3sS4lA6+eSTWb9+/cDXUT5P1//7EwqvvYyKIojHMSc1EnXuRGRzEItj2DYT713Eqzdeg3DLCHu6QCoi34PeXkh3QCyGc/R8aq6+EStZuuOWOlhqY4IfSp5cuZ0NHVkU0FARo7E2webOLJYpqEq4OH0tRj9SbOrIUZOwae9VlJdZtOcKTEi5Y3q743uZ8TgVH7umeGgZBlHbDszySpTtErVswUyk8N5aAYCBwExVYFXVIHt78DevJWrfUVxtYFpEO3ZQePN1EiecXrLZ0nWw1MaEdD5gfUeWbCEkUor6pItSglTMJu9LpFJEfclmmtM5nL4kvxJF3LFJ2DZr2jJ4UpJ07TG93XFXZlkSISXhhjV4697ErJ+IMMBKVSM9H9GX/VwphT2+oTi509pK1NlZzKge+MWzdwKfaNtW5FH5ks2YroOlNiY4loFrGqRVcaviuHKXiRUxmmomU+ib2NnRk+NuoD7lEDNtJlUlqE/lMAA/kpiGwjUN/CDS2x37SC+P4cYxKqoQZYniuGUgsY87EbyA5Jyj4St3kTz3UoRloZREOXEK2zYCEvwQUVmBM206wi3tdaslM+X01FNPIYTgmmuuGemqaB9ASdfi5Gk1OIYg7wX894rt/OTP63nwhbU8v76FbeksL7zdCsDiN3eS8X0mV8Y5c0Yd580Zz4Vzx2ObJm+3ZtiazutWJSB9n9yfn8Nf9yZB8xZEqhIRT0JNHWrnDlSmB9WxE4DYvPmYDZMItm9BZnpBRpCogMoUduNszNoJ2I0zMGLxEX6qvSuJlqXneVx//fV7vLd582aOOuooZsyYsdu9r3zlK3ziE58YdK21tZVbb72Vl19+Gdu2qaio4Jvf/CbnnXfeIam7Nnrkw4itXXk68gFeENHr+Xihoi3j8ezqVnJBCMC6nT3k/YBANtNUk2B6XZJzZtUzuaoM2zAIZTFr0VgncxnwPZym2YjOdsyacciOnSgESkrcppkQFd/TYNNaos4OouZ3sOon4tbWYzVOJ9i4AWfyVAzHwp7cVLLjlVAiwfK+++5j3rx5g2badnXCCSfwwgsvvO/rZLNZFixYQGNjIytXriQWi/HII49w0UUXsXjxYh0wxzA/lERRcRcPChQKP1TFCQYlilnTreLHwZMSIYrZhQwhyPkhfiiJ9Z2/447RYyXea2AHTy6DWZbASCYhn0Plc8ggIGhtwaqqBkAWPIzKGpQwCdLdEHNRwkY4NoZpgWmXdKCEEgiWmzdv5sEHH+T111/nv//7vw/qtR588EHeeustnnzySWKxGADXXHMNixYt4vrrrx+2FPja6ONYBqmYVTyd0YDKpMNxU6vY1lmgEEZ44bvH286sTaAoboNs7s6Tilt0ZjzGl8eIO2Yxc5HuhmM4DokFFyNzGYQbx1/3JrnVy8HLExY83DkBwca1AARbN2FOmIw5vgFyGZg8A5nvRSVThDubsaY0IWxnhJ9o30b8n8ebbrqJG2+8kalTpx70az3++OM0NTUxffr0QdcvuOAC1q5dy7Jlyw76Z2ijk2kIptSUMbnCpSbpYhgGhjKZXpekvjwGQlDWt4Wxsa4chaSuzKStN8vTq1v45uI3+bfn1rBiW7fugu9CmCZGLI7hOJgTJmEmyzEqaxF+ATPmovLFHKEym4V8Brt2PCKWIHxzKeHK5cjmdzCq67Bq64vjmCVsRFuWixcvZtWqVfzyl7/cZ7mdO3dyzTXXsHLlSnp7e2lqauKzn/0sH/3oRwfKeJ7H6tWrOeecc3b7/v7xzuXLlzN//vzhfQitJK1atYqdO3cOupYthGzqy4oeSkX3OgMhBEJBVz4g0xcsn3/uOXq8iCCU5DxJiMQ1TXY4JvlNlayoTzKjrnygdTl9+nSmTZt2uB9xxKkowl+/GuUHxe70+IkIN0bU3oryA/yWbdCXUDnYuglcF2dKIyrbiwwCREUlUUcr0Y6tRBUVUOJZh0YsWHqexw033MADDzyAu48lA6ZpIqXkmmuu4fTTT0dKyU9/+lOuuOIKbrvtNu6++24AOjs7kVKSSqV2e43+a21tbXv8GYsWLWLRokUDX++tXKkJw3DU1PVwu/POO3niiScO6Hv/564v7PXeC3u4dscddwwcDTuWKK+AbG1DxGKodDciXk7UNBuJgZo8nagsAbI4wVNQCi/djVVdhzzxDKKdLZDPQPU48nPm48mQXPNWzMTun99SMWLB8t5772X27Nlccskl+yw3efJk1q5dO+jaF77wBf74xz/y3e9+l8985jM0NjYOHF95IEdoLly4kIULFw58/2g5XlYfhbt3sViMiRMn8vjjjwPFYyU2tWdI50NW7+wmDCWd+YCaMpuMFxFEks6sTxQGpMpiCEMQSlBKEkpFdcxCmCYz6pIkYzYnT6tBRSHnnnsuiURiTP49qCjCz3ajggCRKseZOBk1vgGvqhrpe4TtO1H54lETTiGLFfpU1jcAkP/QaUQ9vYQ9nbBlHQKJhSR5ziUYTmmOXY5IsNy8eTMPPPAAS5cuPeDXOO2003jiiSd45ZVXaGxspKamBsMwSKfTu5Xt6ekBGJO/0GNZPB7njDPOACBTCGldvYP2jiwYGebUJdjRnac8bvNORx5TSRI5HykjasvLsA1B2gvpzQcYShK4NrUJlyNn1jGzrpyjJlZiqHCEn3BkCdPEmTEXFfgI2xmYzRaOC/ksIpJYUxoBKDvmRJSSRJk0hb+8RLhlI7JQwKirRxVy2LPnFWfRcxkMp3okH2uvRiRYPvPMMySTSS6//PLd7v3mN7/h2GOPxbIsli5dSjqdxnEc4vHBi1X7UzjJvqM2Xddl7ty5bNiwYbfX7F+SdOyxxw73o2ijhehbPiQlQkDWDzAsE9sSmAZ4+QgpJa5pAIpQFZP9hjLCMAwiqYikJF0IiklrLYMwGOmHGnnCNBHmu5/NKJdBprswUtVEnR3QNxmmlETEy4qFAh+RSCC72zDLpqFyDjLdjZFKlXQC4BEJlp/97Gf57Gc/u9t1IQSXXnopjzzyyMC1G2+8kZkzZ3L77bcPKtvfKj3xxBMHrl155ZV87WtfY+PGjTQ1NQ1cf/rpp5k5cybHH3/8MD+JNlo4poEh4O3WLAiJgcHc+jhL3ukiF0jKXZMyS+IAM+rLqU06LNvaRWsPFHxJIZA4pqAr72OIEV9EUpLCTIbsM78hbNuBsFxiJ52OPanYsoyd+mGsimKLUSQSGEph1k1AKIFVPxG7YTLuvBNKtgsOJbB0aCh+9KMf8dZbbw18/etf/5r/+q//4tOf/jSzZ88euH7TTTcxe/ZsbrzxRgqFYtbrX/ziF/zlL3/hhz/84WGvt1Y68kHEOx1Zcn5ITz6iM+eTCyKmVsaZUlWGbZkUIpkVYgcAACAASURBVINQGBiGgWUaIEzK4xbjUi6uVRwLb+7yyHrFRerau6Tvk3vm/8NbvQKZKyCSFZjjxlN47U8AeMuXAO+uzSw76wJix52CAIyyBMKNcwDTDYfViC9Kh8Hd4/5u+KWXXsq3vvUtbrnlFqqqqrjyyisB6O7uprq6mh/84Ad84QuDZy0TiQQvvPACt956K/PmzcN1XcrLy/XuHQ0/lCgBpmXgeSGOaVDmWGQLIWFfF9u1TQxCOjI+tiGoilu09JjFD7QwKHcdAikJlNTd8PeIetPFM8QT5chcz0DgU/k8ADKXI2jfiVVRBYaJ9ApIr4CIlaHy2WKu4BJflF4SwfKNN97Y672jjjqKH/zgB0N+rfr6+kHdeE2DYiKNmGWSdAwcTKbXl5Gwbeob4uTDgLdbelixI83OHp+Mn6Ejmydm26Rcg4aKGO3ZkMmVMeKOxYmTqzENwdie3nmXiiLCbVuQXZ0o28WocDCnNKFaW4unOwJRdwfeay9TEBC27wTPI9y+BaNhEvb4Bqym2SW/3XG/uuGZTIb777+fCy+8cGDx90MPPcSqVasOSeU0bbjkg4jWngJ+IMkFIe1pn1U7O3l5Uxuvbuigpdej3LaQQI/ns6XbY3s6T96PCKVicnWM8pjDSVNr2dKd07t4diELeYItGxC14xBRiFk7DtGbRqmIslOLccKdcwxYNiqfR3Z3IzCK5/D4HoQR4cY1xWzrJWzILcvm5mbOOOMMNm3ahG3bA8twstks5557Lr///e/17hitZPXkAzpyPr1eRHvG58X1bSgEyZjNuITNjp4ChRAKAcRQKCRCWBQiSVtvSE9BUeaEmIbJydOq8EM5Ogb8DwMlI6K2ZqQfIvMZnEQ5Mp/FgoFEvkaiHP/N5cjAR4U+QVeWsL0FI9uLWVmNjKLiEiTzA5Ci7bbbbmP27Nk8+eSTzJkzZyAw3njjjcydO5d//dd/5Te/+c0hq6im7a8oilBKIYQgFbepiFl0ZD1QIJXCMUFJSaQUZY5F3FbYRkjCMZGYGEAq7pCKG5imoDJmk/V8vKg4ZukVSrsldLgIw8SoHY/wfZQhMKqqMZMpnNlHD3StncYjkPksRixOlMkge9NE6W5UdztmIoVhmh+cMcuXXnqJt956a2Br4q47Zc4777zdlvZo2kjbtGkTkyZN4sILL+TD555PKtZIzLYIpU82AhNFXaK4JMgxoBDC1AqHuspUMSAaBg3VMWbUVLCtO0trr0d3eytPP/Ec//7aSzz77DMj/YglQdgOwnFQhQLCsvq+dgeNQRqxOGaiHJnPYSVTqPIUIvRR8cnYk6YOCqylasjB0nXdfe7h7u7uHpYKadpw+N73vsc555zDU089xRNPPMHDDz+MMAzqZxxFy9srD+g1xzfOpGXT2wBMaGjg8ssv58ILL9QrLWSEPWEKYlyIv2UjZjJVPPL2vd1q0Xe0uGXgTp+D03gEUAykpR4oYT+CpWVZvPTSSwPbx3b1yiuvUFZWNqwV07SD0dDQwKc+9Skuvvhifv/733PPPd9hw4b1BxwogYFAecTRx3Pnbbfy9xdfsMfELWONsB2MmIv0QJSVocIQI+YO6larwEf5PiIWR/kByKhkDybbmyEHy+uuu47zzz+fT37yk5x55plkMhn+53/+h6VLl/LjH/+Y++6771DWU9P2y6OPPsqDDz7I8uXLAaiureO0iy6nZs6JOJOOxI+liDsmZbaJEIKtzS089/WPIwMf03b53P/zJGGsivmTK+jKBmzctJmXXniOrrdeY/O6ZXzyqiuwLItTTz2Vb3zjG3tMDThW7LpH3DniSJSXH9i2KAvFdZYYJuHO7ah8ARGP4c45egRrfGCGHCw///nPs3HjRh544AEefvhhlFL84z/+I0IIbrnlFj7zmc8cynpq2n55+umnWbduHffccw8LzjkPaqayZFMnL29qpzMfIAKJY1oky21OnFbD9//z+9CXuUpJyQv/uYgrb/4G27oKoBRZt4bZH74c69x/pDZuclZ5F8tffp777ruPv/71r2M6WAJ93WiHoC+/JZZZPLKjbzmQCnys+kkYpomUUckn+t2T/VqUfv/993Pdddfx9NNPD6QHO//883fLTK5ppWD8+PHcdtttRFKxZFMHvb6PZRooFCAwTYFjWfiBpHXd35B9W3JkFNC2/m9IKejOF6hLxiizBdkApFRUp+Jcct7xfOSCs3WPahfFrnZQnPHu7UYphZWqKt6LIoSAKAyKSXBKPNHvnuz3Dp7p06dz3XXXHYq6aNohYRqCYyZWsmRTByhwDYOEYzBnQjmnN41jSmUZ//cPL+GHkj/8bQuhEOQC6Ml7bOv2aOnxqU04fHXBEbi2yYz6FMmYheeNvtbRoSRsByyTqLcb3BiGMJBesRsebt+MDCPC5i1YE6cQbFqLM2PuqJjY6TfkdbWnnnoqr7322m7Xv/Od79DY2EgikRjWimnacDINwfFTqzl2cgVz6pOMT8XxQ8mfNuzk/77xDhvbe2lO55k7voym2nL+7sh6LNPCEmAZBjkv4NWtnaxu7WVTR0bv4NkbRd/aVgNnxhycGXOK18MIw3UhijBtB+l5xf3kvo8s5Et+9w7sR8tyyZIlnH766dxzzz3cfPPNA9dvu+02brvtNhobGw9JBTVtODiWQcI2MYSBbdm0ZHJs6cqRCyISrkN3LkRKRRgEdPqK9a0ZmnsLdOV8lBCoSOJJqC5zEEIwo64cu8Sz5BxuKvAhirBSVcUWpYwwYsWlQ8KxkQUPEY8RhQFRazMqjIjadxTHMmNuybc0hxwsZ86cyYc+9CG+8pWv8Pzzz/Poo49SU1MzcP9AjnPQtMPFNARzxqfozHms2ZmmtSdPpu9X1lCS7lxxPNNGEbdNEjGH8ShsAZ4EFUnMvgTCfhT1LRjUdlVcjG4jvTzCtgctHeqfLXfnHE2Y7kRme8E0UPkChmmigqDktzsOuRteVlbGo48+ys9//nP+9Kc/cdxxx/HSSy8dyrpp2rDxQ8kf3trBG9u7SRdCpJKYQmAJgWMZRFLQlfPoyAXF2W/Ppzfvkw9CVKQwhCCSkoRjkLBtHFPvDH+v/iVExe734FZi/5G5AIXXX8FfvYLC0pdRtoWU0W7BtRTt9wTP1Vdfzcknn8zHP/5xPvzhD3PnnXdyxx13DBwYpmmlKF0IWN+epacQsqktgx9KapNxqsssauIxuj2fdzolZWZEzBb4oSIbSoLIwLEVCdclbgsmVCZAKPxIYo/0Q5WYffUu93UvyucGneFTqg4on+WsWbP461//ype+9CW+8Y1v8Pzzz5PvS/KpaaXIMQxcy8D3I0IZYZkmSknKYzaJuMH2ngAhFAaKIComAo4iAUJhmxa+lFQ7MUwhCKWib/WRtos9NZhUFNG2o5m6CQ0I00T6PtkXfl/cRx6LkVhwcUkfJbGrIfclWlpauOeee1i5srhdzHEcfvSjH/HrX/+a5cuX6/OrtZKWjFmc2VTLjHEJTCHIeAHduYB03iedC+gthJhARz5iR6/HprYcppADaywtAV25AkEU4doGjqW74e9HRRH++tXITevw169GRRGG41B2xgXETjqDsjMuGDWBEvajZfntb38bYLdTFj/ykY9w/PHHc9dddw1vzTTtIO3YsYOPf/zjA1+HkaItU2B7d55cECGApaZBzDbJB8VF00oqTNNAKUi6JuUxm3Q+wAsjvFBRVWYzrtzlv+IOKH0Oz770L1IXsdjABA44hFvWo/wAle7EKPEZ8F0NOVh++tOf3uu9KVOmcPXVVw9LhTRtODQ0NDB58uSBnlC/nB+RLgSEUfFIXFOI4uSNAkNAd/NmKiZMRQhB1hSkbZO8HxFIhVKKvGmQdizKnOIHfPbs2YNWhYxlqj+Bb9/4Y//suEp3I1LlCNsZtMtHevmSnwHflVDDNDMzf/58li1bNhwvNaKEEKNmsqp/y6k2dOlcwP95cS1vbEtjmYLjJldxzMRKtnRlkVLxL2fO5KZfLaUnH1KTjDF/UiVeGPKn9R1kvJCKhMM5M8fxkWMm6a74Lvq73MoPEI49MBv+3jHLgXJBgLDtkltbua/P/z5blnfccQf19fXccMMNzJw5c58/ZOvWrQdeQ007DCKpeLMljS8V9SmXmqTDcZOrKHdt3N4Cf9veA0DOV8WxyphJR84j6Tq4jokE6stjeEFExguptkbPeNuhtrcWozBNhBsbCIi7ZigaDTPgu9pnsPzP//xPpk2bxg033EBHRwcXX3zxHssppejs7DwkFdS04ZLxQl7e0M76thztvR5tvT4J2+FD02owDBPTLE5vS6noyAakCyGZfIRUWZRUSKXI+yGubZJ0S+Jg1JKxrwXpu5U1zVHT9d7VPv/GV61ahWUVi0yZMoX/+I//2GvZ4447bnhrpmnDLB9E+FKRcAx6LYPx5Q5xx8KLIvwwQPXt9z5tRg3VcZceP8ILQrZ25aiviBNFkvlTqzijaZzugr/HaG4xDtU+g+WuyTF+/etf7/OF3u++po2kSCp2dOeJW8WZbtMQbOkukAk6eKezh6Rt4TrFAPh3cyeyuqWH9e2dtGV8hJJMqoxz5IQKjp9SrQPlXozWFuNQDbkv0dTUtNu1jRs3snr1ak466aQ93te0UuGHEiXgzOm1xG0TP5T8bUcaJSVrWrLYloHRt8j8F69tpjph44URs8cn6coFGIbAMgxMQ69EH6uG/E/kL37xC2bOnMl3vvMdoJiJeu7cuVx66aXMnj2b119//ZBVUtMOlmMZ2KaBVFBd5hJzTPwgIookplnc992/JSfjBaRcG9Mw8ANJFEnKHZtcENGZ83V6tjFqyMHyscceY+HChdx0000A3H777UybNo0lS5bw1a9+lTvvvPOQVVLTDpZpCGaNK8cwBeMrHJZv6yIfRHR7EU1VcZpqyrD7JnhaewtsbM/imAYzxiWpTsTY1Jnl2TUtPLdmJ2/uSOuAOQYNuRve3t7OLbfcAsCGDRtYtmwZjz32GCeddBInnXQSxxxzzCGrpKYNh0gWswf5oSIIJA2VZeSCiA811VFmG/xlczsARzVUUJ+MM7mqjNUt3eR8SRhJKmMOhhBkvQg/lMSdD94khrZ3B7T+4YknniCRSPCRj3zk3Rey9FIKrbT1d8UTjklZzCIfRMQsgwkVMd7pytLc4wOwanua8iabP61vo7W3QNYPCSJJVVmMSdVxEq6pJ3nGoCFHOCEEr776KtOnT+fHP/4xl112GbFYDIDu7m583z9kldS04RBJRV3SpS7h8s2LjmJ7Vw4E1CVjvNOZpTZZXBtYm3SpL4/R64VUSQfDEFS6FnMnppg3oYqGyrie6BmDhhwsv/zlL3P66acXv8myBo6WKB5gfw8nnnjioamhpg0DP5Q8uXI76zuyuKbBydNqeG1rJzk/wjENjm5IsmxL8RyYll6PZdu6cEwTxzSoKnMwDVjflqMQKGZ55Rw5oUIHzDFmyMHyn/7pn5g4cSJLlizh7LPPHliE3tXVxdlnn81HP/rRQ1ZJTTtY6XzAho4s2UJIBsW2rjw9hQAUtPYU2NKZJQiLWYSmVJcRRYrTZlQTSMXEyjI2tGfozgWYhh6zHKv2a6DxrLPO4qyzzhp07ROf+MSwVkjTDgXHKuagjJQilFBTblOWttiRzmOZBl4QUF7mAiAV2IZBPpBUJ10aKuKk8wHdOZ9Qoscsxyg9K6ONCUm3mPx3RXMx21BV3OFTJzfy2tZOwlDyuzeb8fwQAFuAZUBLb4GTptXgWAZzxqdoqIjjWAZJ19Jd8DFIB0ttTDANwczxKQqRoiJu44cRpimoS7h0ZD2mVSWoTBZblrVJl/EVcbJeSD6IcCyDta29BJHENg3mjk+N8NNoI0H3JbQxI26blMcs/DDCMg2iSJELQlKOhWEYlDvFtkN5zCbrvZtdyA8lQSSJ2yZhJPFDnSF9LNItS23MMA3B3PEp/FBiGoI1O3vY3l0ApZhcE2dCeXEp3N8d2UBPIaCqzOk7JldhmwaFoBhk9Xjl2KSDpTamRFKRD6KBUxpnjiunK+czr6GCuF2c3d7UmSWIJB05n7njU4OCrGPpZBpj1X4HS6UUb731Fh0dHdTU1DBnzpx9ngmsaaXCDyW/X72Dgl88oXFqZRlvt/ciUGztsjmqoQJgoMtdCN5dImQaQi8VGuP2qz/x8MMPM2nSJObNm8eCBQuYN28ekyZN4uc///mhqp+mDYtIKtozHtlCQNy2KPgRdeUxJlbGmF2fQio1MBb53i53JBV5vxg4836kk2iMUUNuWT700EMsXLiQo446iosvvpjq6mo6OjpYsmQJn/nMZ1BK8alPfepQ1lXTDkgkFatbesgUQta1ZShzLBKuRSpmY2eKgdGx31072VidAMFAt3xVc5qMF7Az4zG5soyYbQ50z7WxY8jB8t577+XHP/4x//Iv/7LbvZ/85Cd897vf1cFSK0m7zmYfUZdkclUZjmmwrr2X4kF+xfRt/d5u6x1YIpT3I9a39RJGiuZ0gWmViYEZcd0tH1uG3A0Pw3CPgRLguuuu04k0tJLVn20olJJEzCbhWFimCYq+BebF1md/N9xA4PWNVyIgUhR3/ihJNgj0jPgYNeSWZUNDwz7vjxs37qAro2mHwq6z2UdPrCSSCtMQrG3t3W1sEmBNaw8x2+ToiZWYCEwBG7tymBSPlpg1rlx3wcegIf/z+MUvfpGvfvWreJ436Lrnedxyyy1ce+21w145TRsu/bPZjmUM/Hfu+BSz61MD44/9wXL2uHImV8SJpCKSinHlMVzLxLZMNndm9aL0MWqvLcvzzz9/t2srVqzgoYce4ogjjqCiooJ0Os26desIw5BTTjmF66677pBWVtOG03uXA/V3rRUMmvCJ2cUTIR0LLGH0H9WjjTFCKbXHdRDl5eUce+yxQ36hFStW0NPTM2wVGylCCPbylpSctrY26urqRroao17/0qBIKSrLHHrzwcDaSihOEK3Y1k0hkMRsg2MmVeoxy/0wmn5P9/X532vLcsaMGbz00ktD/iH9+S01rdT1B0cEOKbBWy09vN3aQ3O6OMS0sSPDkRMqBso7VjFArmzuBgVrW3v10qExaK/B8pFHHtmvF9rf8po2EiKpWNWcZn1bLwrB1KoyfBmx6zrzPSX37T/sLO4M3tmjjR177Uvs72mNDz300EFXRtMONT+U5IIQKE7oFEKJbRjs2kjsT+470D2XamD5kU6mMXbt997wFStWsH79+t1mxX/729/ywx/+cNgqpmmHgmMZxC2Tbd15pJTYpuCiuROYO76CSClugoEu+OqWHryg2F0/uqFSJ9MY44YcLNva2viHf/gHXn311d0GQXUiDW20MA3BjLpyskFI3DLp/zVOxqxBZfJ+hBdEtPQUyHghKMFxkyt113sMG3Jf4vbbb2fevHmsXLmS2bNns27dOtatW8eLL77I+eefz/33338o66lpwybumKRiDkKIQUuEduVYxSVCGS8k4VqA0usrx7i9Lh16r+OOO47XXnsNy7KYP38+y5YtG7iXz+e57LLLePrppw9ZRQ8XvXRobOjf3ti/GL2/a73r378fSlZuTwMKVyfPOGCj6ff0gJYOvZdhGFhWsXgQBIPuxeNx2traDqKKmnZ4mYbAsQxWt/Ts9WwdxzI4bnKlHqfUgP0IlmEYkk6nqaiooK6ujl/+8pd8/OMfB2Dx4sW0t7cfskpq2nDb1zj73u6Nlh6HdmgMeczylFNO4ayzzmLHjh188pOf5KqrrmL+/PmccMIJ/P3f/z2XXXbZoaynpg0rpRRhJFm5vZtlWzpZub2bMJK0trailNrjH21sG3KwvOOOO/jmN79JIpHg2muv5fbbb2fHjh1s3LiRf/7nf+bee+89qIo89dRTCCG45pprDup1NG2o+rMR7ZpMQ9P2ZsjBcvLkyVx22WWkUimEENx1113s2LGDzs5OHn74YRKJxAFXwvM8rr/++r3ez2QyfOlLX2LWrFkcffTRzJ8/n8cff3yPZVtbW7n22muZOXMmRx55JKeeeirPPPPMAddN+2DrT6ahA6X2fg76dMedO3dSX19/UK9x3333MW/ePNavX7/bPSkll1xyCZlMhiVLllBVVcWzzz7LhRdeSD6fH5SdPZvNsmDBAhobG1m5ciWxWIxHHnmEiy66iMWLF3PeeecdVD01TRvD1BD9/Oc/V7Ztq7q6ukHXTzrpJPWxj31M5XK5ob7UIJs2bVI1NTVq8+bNClBXX331oPuPPfaYAtSzzz476PpVV12lqqqqVDabHbh29913K0CtX79+UNlTTjlFzZo1a0j12Y+3ZMS1traOdBU+cPR7OvxG03u6r8//kLvhv/zlL1m4cCEbNmwYdP13v/sdyWSSr3/96wcUrG+66SZuvPFGpk6dusf7jz/+OK7rcuaZZw66fsEFF9DV1cVTTz01qGxTUxPTp0/frezatWsHrQ3VNE3bH0MOls3NzTz44IOUl5cPul5bW8tPfvKTAxoXXLx4MatWreKrX/3qXsssX76cKVOmYNv2oOszZswYuA/Fcc/Vq1fvFij3VFbTNG1/7deBZaa5532xrusShuF+/WDP87jhhht44IEHcF13r+Xa2tpIpVK7Xe+/1r8YvrOzEynlkMpqmqbtryFP8EgpWbt2LbNmzdrt3po1a4iiaL9+8L333svs2bO55JJL3rfsUBJ1qL51cAeS1GPRokUsWrRo4OvRElTDMBw1dS1FkVQEkcI2xcBsuH5Ph98H5T0dcrD8X//rf3HOOedw880386EPfYjq6mo6OztZsmQJ3//+9/niF7845B+6efNmHnjgAZYuXfq+ZWtra0mn07td7z/Con/PaU1NDYZhDKnsey1cuJCFCxcCxWA7WvaxjqY9t6UmkurdrY4YzK0rrrPU7+nw+6C8p0MOlrfeeisrVqzg5ptvHtR6U0pxxRVX7HPc8b2eeeYZkskkl19++W73fvOb33DsscdiWRZLly5l/vz5PPPMMwRBMGjcsn+ZUf85Qa7rMnfu3N0moPZUVtP8UBJEkritM59rQzPkrEP9/vjHP7J48WI6Ojqoq6vjoosuYsGCBcNTGSG4+uqrBx1R8dhjj/HJT36SP/7xj5x99tkD1z/xiU+wePFitm7dOrAg/u677+ZrX/saGzZsoKmpaaDsaaedRnt7O2vXrh1SHfbzLRkxH5R/sUdCf8syjCRWXxIN3bI8NEbTe7rPz/9hWbw0ROxhnWUUReqss85SJ5xwgurq6lJKKfXcc88py7LUz372s0FlM5mMmj17trrkkktUPp9XSin16KOPKtM01R/+8Ich12G0GE3r10pRGEmV80IVRnLgmn5Ph99oek/39fnf7x08L774Ik899RStra2MGzeOiy66aLc1kPtr1+5xfzf80ksv5Vvf+hbG/9/e3UdHVd55AP/OvXdeM3mZvL8nEMgSMEwiCAJdt3bBQq0iYmUFLbVd0dN9aa146FYRqlBZ69GiHs+W6sKytqdFq2JfFgUX1IOLRV4WoaCShJAQ8jJJSJjXO3fub//I3qcZEsJAJpkJ/j7ncE7mzp17n3tn7o/n/ZEk/O53v8Pq1asxY8YM2Gw2yLKMrVu34q677oo6TkpKCvbs2YNVq1ahuroaVqsVqampPHqHDerCdcMZG0rMxfBIJIJ77rkHv/nNbwYsKbFkyRK88sorkKSxv4gTF8O/2Piext9YuqdDPf8xR7ennnoKe/bswYYNG/D+++/j2LFjeP/997Fhwwa89957eOqpp+KWYMYYSzYx5yyrqqrwxhtvYNKkSQPeO3HiBG677TacOHEi7gkcbZyz/GLjexp/Y+mexiVnaTKZBg2UADBp0iRe4TEBdF2HqqrQdV5Ii7GRFnMDTyAQgNfrhdPpHPDe+fPnEQgE4powNjRd19HW1gafzwdFUVBcXHxV1BkzlqxifrrmzZuHr3/96wNm7jl48CAWLlyI+fPnxz1x7OI0TYOmabBYLOJvxtjIiTlnuX79esyaNQvXXXcdFEWBy+VCd3c3NE3DxIkT8eqrr45kOtkFFEWBoihQVVX8zRgbOUPmLF944QXxd05ODg4cOIAf/ehHcLvdcDgcqKmpwerVq/GnP/0JWVlZI55Y9heSJCEvLw/FxcVcBGdsFAzZGj5x4kT86U9/gsvlGs00JRS3hn+x8T2Nv7F0T6+4Nby1tRWTJk3C0qVLsXv37hFJHGOMjQVDBssJEyagoaEBc+fOxSOPPIKJEyfiX//1X9He3j5a6WP/j7sJMZZYQwbLd955Bw6HA9/+9rfx4YcfYvv27WhtbYXb7cYdd9yBt99+e7TS+YWm6zqam5vFPw6YjI2+y56iDQBUVcVrr72Gl156CadOncK3v/1t3HvvvSgqKhqJNI6qZKuzvNLO/sl0DWPJWKpfGyvG0j0d6vm/omBp6O3txY9//GM8++yzohvLWJdswdIofre2tkLX9agO6P3TauQ+NU3jTurDMJYe7LFiLN3ToZ7/K+qc99FHH2HTpk3Ytm0b/H4/TCZT1MS8LD76B0BZllFYWAiLxTJoEDQ6piuKgkAgAFVVYbPZEpBqxq5OQ2Y9+i9v29PTgxdeeAFutxuzZ8/G5s2bkZGRgUceeQT19fVcfzkC+o/SiUQikCTporlFRVEgSRLOnDmD7u5utLW1cd0mY3E0ZM5y1apVcDgc2LRpE1577TUEg0HIsoxbbrkF9913HxYsWMBFvRF0sVE6uq4PGN4oSRLy8/MRCoXgcDgQDodFoGWMDd+QwfLw4cO44YYbQESoqKgQDTn5+fmjlb4vNEmSUFxcLIrXkiRFFc2BvsBp/IdlsVhgt9sRDod5CCRjcTbk02Q2m7F48WL8/d//Pb7yla+MVppYP5IkReUO+xfNjdfG34MFV8ZYfAwZLCdPnoxf/epXo5UWFgNJkkBECIVCAPpylv1zlxcGV8ZYfAwZLH/7pRnNfwAAIABJREFU29+OVjpYDDRNQ2NjIyKRiOh/2dLSEtVVqP9IHyNwcg6TseEbMlj2X3ubJZau62hsbERrayusVqtYK91isUBVVVH0Pn36NFpaWtDd3Q2Xy4XCwkKUlpZywGRsmPgJGiM0TQMRwWq1IhQKicab/i3lmqYhFAqJTrUmkwmhUIgnBmYsDri5dIxQFAUWiwXp6emIRCIoKSkBgKiO6oqiwGq1wmQyiZEIVquVW8UZiwN+ipKU0ZfSaNWWJAmFhYVobGwEABw5cgQA0N7ejuLiYgB/aQ3PzMwUwZPrLBmLDw6WSehi47x1XYfJZILZbEY4HAYQ3ZVI13W0tLTw+HDGRgA/SUnoYouRGXWTkUgEZrM5alv/z/UfH84Yiw/OWSahoRYjy83NBQCUlZUBANLS0hAMBmGz2aLGh5tMJthsNpSUlHDukrE44GCZhC41zFFRFDHk9IMPPoAsy6iqqkJZWRmPD2dshHCWI0ld2KHc6BYUiUQQCoXg9XoB9A1JjUQi6OzsRDAY5PHhjI0QfpLGkJMnT0JVVciyjC9/+csAgFAohPb2dkQiEei6jmuvvZbHhzM2AvhJGiNUVYXT6RRzWzY1NQEAioqK4HK54HA4oKoqgsEgD3NkbATw0zRG2Gw2yLIMVVVhtVrR3d0NoC9nmZKSIoIkz47O2MjgYniS0jQtqpVbURRMnz4ddXV1UFUVPT09AABZllFaWgpZljF+/HhIkoRgMMgTaTAWZxwsk5Cmafj444/h9XrhdDoxffr0qPrH9vZ2+Hw+AEBeXh4KCgpEi/epU6fQ1NSEnp4eZGVlobi4mLsPMRYHHCyTkNfrRV1dHWRZRltbGyZNmoS0tDQ0NDTg008/RUdHh5h1KC8vTxS9g8Egmpub0dTUBL/fD0mSkJWVxd2HGIsDDpZJymQyieGNmqbB4/Hg3LlzAPrWBO+/rITf7xdzWBrFb1mWxaqQ3H2IseHjpygJORwOpKenw+v1wuFw4Pjx4zh16hR8Ph+cTiesVisikQgA4NChQ+jq6oLX60VaWhrS09ORnZ0NACgoKEBZWRkXwRmLAw6WSUjXdWRkZCA1NRXhcBgtLS0IBoMwm83IzMwEEYnW8JMnT4rPOBwOdHR0QNd1hEIh2O12nD17lussGYsDfoKSlCzLsFqtMJvNMJvNICJEIhHY7XY4HA4R/GRZhtlsFn0sTSaTeN8Imjz5L2PDxznLJGSxWFBQUIBQKARZliHLMhwOBywWC6qrq3H8+HHRqFNSUoKuri6EQiGxmJmqqiAiSJLEk/8yFif8FCWpnJwcsbbO6dOnYbVacf78eRw8eBA+nw85OTkAALvdjkgkAovFgpaWFqSkpCAzMxPV1dVwOBwoKiriIjhjccDBMsnouo6mpiacOXMGXV1dCIfD8Hg8sNls8Pl8cDgcCIVColN6R0cHurq60N3djWAwKAKn1WoVRXHG2PBxsEwyxsgdIoKu6yAiOBwOUS9pMplgt9vFUrjhcBipqakAgJ6eHrH+TigUEqN/GGPDx+WzJKMoCmw2W1TdY0pKimi4MfYJBoMAgK6uLkQiEdhsNpjNZqSnp8PlckGWZbHKI2Ns+DjbkWQkSUJBQQFOnz4thjSmpKTA6/Wis7NTrL1jjMgJBALQNA3l5eUA+mYhMsaUG4ue8egdxoaPg2WCERHa2tqitvl8PrS2tsLv90PTNPT29sLv94t6ykgkAqvVCqBvaCQRwW63w+v1wuv1ore3Fw0NDUhPT4fNZotq4MnNzeUGH8augIm4rBbFWG97tPj9fjHOezR0dHSIET5soI6ODtHTgMXHWLqnQz3/nLNMErfddhu++tWvitehUAiff/45enp6EA6Hxdhvk8mE1NRUZGRk4Pnnn8f9998Pj8cjcpppaWkgIsiyjIyMDOTl5cFisWD37t3Ytm1boi6PsTGPg2WSmDVrFh544AHx2u/3Y9euXWhtbRXdgkwmk1jx0WazYePGjXC5XGhtbQXQV7fpdDohyzK6u7tRVFSEwsJCTJs2DZqmcbBkbBg4WCYho2EmMzMTmqYhHA4jJSUFRASfzwdZlsWa4kSE8vJyhMNh5OTkoKenRyxYVlBQILoiMcaGh4NlktF1HadOnUJvby9UVcW5c+cQCoWgKApycnKQlpaG7u5usdpjT08PIpEIMjIy0NPTg87OTmRmZsJisSAQCCAlJYWXmmAsDjhYJplgMIg///nP6OnpQXd3Nzo7O8XclpmZmSgrK0NBQQF8Ph9OnToFh8MBv98Pq9UqJsxQFAVZWVlwuVxIS0vj1m/G4oCfoiSjaZqYq9Jo0IlEImLWIa/XC0VRRAd1Y61wWZajRu8YDUFGkZ4xNjycs0wyDocD2dnZYmSO2WxGJBIRy992dnaK0TmapsHpdCI3NxeZmZlob28XgdEoqqelpYkO64yxK8fBMslIkoTs7Gx4vV5kZGRAVVV4PB4EAgFIkgSz2Qyr1SqWjzCK5mazGT6fT0yq0dvbi/z8fIRCIaiqmujLYmzM42J4kjHWzcnIyBC5RCM4GsVsWZYB9NVNGvWZkUgEkiQhHA6LTrWSJEHTNC6GMxYHnLNMMoqiQJZldHR0QNM0NDY2IhKJQNd1MVmGsbxEKBRCKBRCfX09urq6RL2lsV64pmnIzc0V9ZuMsSvHwTJJPP300zh+/Djmz5+PGTNmIBwOIxAIwO/3w2w2Q5IkMe7b6Jiu67qYCd2ov/T7/XC5XEhNTYXD4cD+/fvx8ssv449//GOiL5GxMS1hwfL06dP4+c9/jp07d4o+gwCwdOlSPPTQQ6Jv4J49e3D77bejtLR0wDGeffZZ3HjjjVHb6urq8PDDD+Po0aOQZRnFxcXYsGEDpk2bNvIXdQWsVis2b96MHTt2YPv27diyZQskScLEiRPx6aefXvFxS0pKcObMGei6jvT0dMybNw/z589Henp6HFPP2BcIJcjmzZvJ4XDQe++9J7Z98MEHZLPZaNmyZWLb7t27afny5TEd88yZM5Sfn0/33XcfaZpGRERr166llJQUOnLkSEzHSOAtoa6uLlq1ahVZrVYCMOx/sizTnXfeSc3NzQm7prGmvb090Um46oylezrU85+wWYd27NiBffv2Ye3atVHbFy5ciF27dom5HPfs2YMtW7Zgy5YtlzzmihUr8Mtf/hKtra1i9vBIJILy8nJMnjwZb7/99iWPMdqzDmmahqeffho7duzA3r17RXH6hhtuwLhx4zBhwgQEAoEBS0Y89thjUFUVZrMZDz30EBRFgdlsRiAQwIkTJ1BXV4e6ujr4/X7IsoxZs2Zh/vz5WLlypZh0gw00lmbIGSvG0j1NylmH5s+fj/nz5w/Y3tvbi+Li4ss+nq7r2LZtG66//noRKIG+pWLnzp2LrVu3JuWXpqoq/uVf/gXjx4/HypUrcdNNNyE/Px/79+9HZ2cniEgsJREIBCDLMrZv3x7Vcf3dd9/FrbfeCqBvvsrJkyfD4XCgrKwMDQ0NOHz4MF599VU8+uijuP/++zlYMnYFkqbrUCAQwM9+9jMcPHgQzz33XNR7n3/+Ob7xjW+gpqYGEydOxG233YZ33303ap/6+nr09PSgoqJiwLEnTJgAXddx5MiREb2G4bj//vvx5JNPYs6cOWJZW2PdHbPZLLr/SJIkWsgBiM7qRhciWZaRmpoqJgSura3FmjVr8M///M+JvDzGxrykaA2fNm0aPvnkExQVFeGVV16JmtfRCBg//OEPUVtbi2AwiHXr1mHevHn4t3/7N6xYsQJAX1Yf6JvP8ULGNmOfZKYoClJTU0WfSV3XYTabEQwGYTabAQCrVq2CyWRCIBAQreJ2u13MUFRfXw+LxQK73Y6srCwewcNYHCRFsDxw4AA0TcP27duxbNky3H333XjxxRcBAHPmzMH+/fvFvg6HAz/5yU/wzjvv4KGHHsKyZcvE9GUAxKqHl2PTpk3YtGmTeD2aQdXv9wPoWx7COK/T6cTUqVNx4MABhEIh+P1+OBwOyLKM8+fPIxwOi0BosVjQ29srpmKzWq3o7u4GEeH8+fMoLy9HYWEhvF4vAMDj8fBCZkPQNG1M/Kc6llwt9zQpgiXQl6NavHgxjh8/jtWrV2PhwoVROcwLzZ49GwcOHMDhw4cxZ84cURdprFPTX29vLwBctL5yxYoVIodqMplGtV7TCJZOp1Oc1+g/eerUKfT09IjJMFRVhdVqhd1uF8vhWiwWKIqCtLQ0tLe3i/8sLBaL+DsjIwNOpxMAkJ2dzctKDCEZ67XHuqvlniaszjIQCIh6t/5qa2sBQOQmu7q6Bh3bbEw7pus6AKCiogJpaWmoq6sbsO/JkychSRKmTp0at/SPFF3X0dzcDI/HA5fLhezsbIwbNw4OhwMOhwOhUAhtbW04ffo0urq6kJ+fj/LychQVFSEtLQ0ZGRkwmUximCPPZ8lYfCQsWC5YsAC/+c1vBmw/deoUAIjcz+23347XXnttwH4ff/wxrFarCICSJOHOO+/Evn37RJET+Etr8dy5c8fE/25GkOs/WUZbWxu6u7vF2uHp6ekwmUzo7OzEhx9+iLNnzyI1NRXTpk0DEYluREVFRSgrK0v0JTF2VUhoa/hPfvIT1NfXi9eHDh3C+vXrUVJSgiVLlojtGzZsQHNzs3i9ceNG7N27F48++mjUiJQf//jHSE1NxcqVK0Wudf369ejq6sJPf/rTUbii4VMUBYqiiG5CVqtVBH+fzwer1SqmbdN1HaqqikmC29vb4fF4APT9J2E0DilK0tS2MDZmJewpevLJJ7FlyxbceuutkCRJ1N0tWrQIjz76KFwul9hv8+bNWLBgASRJQmdnJ0pLS/HKK69g2bJlUccsLCzE3r178fDDD6OqqgqSJKG4uBjvvffemCiCAxBp9nq98Pv9CAaDcDqdyM/Ph9/vx8yZM3Hu3DkcOHAAZ8+eBdCXGzWZTEhPTxc5UiJCSUkJJkyYwDOlMxYHCQuWs2bNwqxZs+K2n6GiogKvv/76cJKWcH6/H++88w56e3sRCoWQk5OD3t5eBAIB/M///A9KS0uRm5sLv9+PcDgMTdNQX18vVn00m83Izs7Gl770JVgslkRfDmNXBS6fJYldu3aJIY2ffvopPB6P6GSenp4OVVURDochSZKYck1VVYRCIdF6rqoqZFkWa/AcOXJEFME/+uijRF4eY2MeB8sksXPnTuzcuTPRyWCMXQQHywSz2+1RXaiCwSDefPNNdHZ2wuv1IicnBy6XC7Isw+fzwWKxYPz48fjss8+wdOlSPPXUU8jMzER+fj66uroQDAZBRKipqcHUqVMHFMOvpNM+Y4yDZcIZS0UYFEXBtGnTEAgE0NraCpvNBlmW0dnZieLiYui6joaGhqjRPkDf/JU2mw3Nzc3o6urCoUOHoGkaZsyYwa3hjMUBN5MmGUVRokblGDMEybIMWZbFhBopKSkAACKKmkUoFAqJMeTnzp0TvQwYY8PDWY4ko+s62traRJG7vLwcZrMZR48ehaqqcDgcCIfDIjdaXl4Ou90Os9mMrKwsfPbZZ2I9HofDgY6ODjidTu4+xNgwcbBMMn6/Hx6PByaTCceOHUN9fT3OnTuH1NRUWK1WTJkyBVOmTEFTUxOAvj6WFosFJ0+ehNVqRWpqqmgVT0tLE12LuAsRY8PDwTLJGMvb+nw+eL1eaJomJgLp6emB1WqFw+GA3W4H0NeJ3WggstlsiEQiop7TGPrIdZaMDR8/RUnGZrOhsrISLS0taG5uhiRJItg5HA7k5eXB7/eLYnVOTo4InBkZGcjPz4ckSZBlGUVFRSgvL+ciOGNxwMEyyei6js7OToRCIeTm5op1wm02GywWC7q7u9HY2CgaeCZOnIiDBw/C5/Ph+PHjyMzMRDAYRFVVFSwWCwdKxuKEg2WSMeosFUVBeno6ampq4PP5RB9KY8ROd3c3gL7O7I2NjdB1HeFwGA6HA52dnWhsbEQ4HEZBQQFP0cZYHHC2I8kYdZbhcBiRSAR2ux1EJOofgb7cp7HOuqqqMJlMkGUZuq6jt7cXsixHrdvDGBs+zlkmGaPO8tixYzCZTPj8889BROjq6kJvb68IosbSEOfPnxdTtuXk5MDpdMJqtSI9PR1FRUXcCs5YnHDOMslIkoS8vDykpaUhMzMTPT09cDgcGDduHFRVFblKYwq7goICVFZWYvr06VAURcxtmZ6ejtLSUq6zZCxOOGeZhCwWC9ra2tDR0QEiQjgchs1mQygUgqqqYvy3sa8xj6UxyzrQtzCZpmncbYixOOEnKQlpmobMzExomia6AWVkZKC4uBhtbW3IyMgQy0WUlZUhNTUVOTk5aGpqQktLi5hN3VifiDE2fBwsk5DNZkNaWho8Hg8CgQDS0tIQiURQUVGB1NRUKIoiitelpaVwOByQJAnXXHMNUlJS4PP5QERobW3lfpaMxQkHyySkKAquu+46VFRUoKWlBRkZGYhEIsjLy8PEiROhaZrINRrdjHJzcyHLMsaPH49jx45BURS0tbWhsLCQuw4xFgccLJOUoijIzs5GMBiEpmkwm80iB6koilge2GKxiL8VRYHf7+chjoyNAH6ikpSu69A0DYWFhdB1ParoDfxl3fRgMCgCo7GombGyY0pKCncdYixOOFgmIV3X0dzcLFqzi4uLowKlrutoaWkBANFhvbm5GZ2dndA0TcxSZKzVwxgbPq75T0JGFyCLxQJN06CqquhjabxvFL0jkYiYks1Y8AzoK5Ib07MxxoaPc5ZJyKhzVFUVkiShra0NkUgkKpfZ1dUFoG/attzcXDE1m7GGOABYrVauu2QsTvhJSkKSJKG4uFi0ere0tIiGHGObkYPUdR05OTkA+roRGfWVkiTxrEOMxREHyyRlBDujcUdV1agcp4GIcPbsWbFe+IX1m4yx+OBgOQZkZ2dD0zRRzFYUBQUFBQD6Jv81Gnl8Ph9UVeV+lYyNAA6WSUrXdaiqirNnz6K1tRVAX24zKysLFosFxcXFAPqGOx46dAgdHR0wmUyw2WwoKyvj3CVjccbBMgkZXYcCgQA6OjqgKAp0XUcwGBTL4fYf920Mh5QkiRcoY2yEcPYjCRldh+x2OyRJEi3cxoJk/UfoKIoCu93OLeCMjTB+qpKQEQyNETy5ublimOOFo3kkSUJpaSny8/MBgFvAGRshHCyTUP+uQxcOc7zY/tyow9jI4ixIkjK6DgGIGr3DGEsMzlkmsUuNER9s/1hzo4yxy8PBMon1HyNujN65WCv35QZWxtjl4WCZxBRFQUVFxZD7GK3gFwqFQtx9iLE44mCZxCRJQiQSuWjRuqOjQ4wLvzBnyd2HGIsvfqKSXP+Gnkvtdzkt6Iyxy8PB8ioSa2BljF0+zn4wxlgMOFgyxlgMOFgyxlgMOFgyxlgMOFgyxlgMOFgyxlgMOFgyxlgMOFgyxlgMOFgyxlgMOFgyxlgMOFgyxlgMeGz4IC427Rlj7IuLg+UFiCjRSYjZ9OnT8fHHHyc6GVcVvqfxd7XcUy6GM8ZYDDhYMsZYDDhYjmErVqxIdBKuOnxP4+9quacmGkuVdIwxliCcs2SMsRhwsGSMjYrDhw+jpqYGTqcTc+fOTXRyLtsXOljW1dWhpqYG+fn5MJlM+MUvfjHkPvn5+aipqUFdXd2wz71hwwbU1NTAZDIhMzMTNTU1qKmpQXl5OdxuNzZu3IhwODzs8yTam2++iZ/97GeX9Zlz585FfS+TJ09GTU0NqqqqMH78eCxevBjHjh0boRSPjnPnzmHt2rU4fPhwopMyqMOHD8PtdsNkMkGSJNTU1OCtt94S7+/atUv8fqdOnYoPP/zwksesqakRAXNMIkZr1qwhAGS1Wumjjz666D5r1qyJ+7kB0PLly6O2vfTSSwSA7rnnnrifb7QtX76cysrKruizxvfS0NAgtp09e5amT59ODoeDPvnkk/gkMgEaGhoIAG3evDnRSRnSsmXLCAD98pe/HPDeli1b6I477rjsY86ZM4f+9m//Nh7JG1Vf6Jxlf7feeiskScLixYvR0dGR0LR85zvfwcyZM/Gf//mfaG5uTmhakk1+fj6eeOIJ+P1+bNy4MdHJueo9++yzyMrKwg9+8AN0d3eL7R6PB+vWrcNzzz2XwNSNLg6W/6+2thYvvfQSmpubceeddyISicT0uT179uDGG29EeXk5xo0bh7/5m7/Bf//3fw87PWVlZQCApqYmbN26VRR51qxZgyeeeAKzZ89GZmYmTCYTzp07BwBoaGjA0qVLUVpair/6q79CdXU1Xnzxxajjzp49WxRvjxw5gvnz56OyshJTpkzBf/3Xf0HXdTz66KOYMWMGSkpKsHLlyqh7sWjRIpSWlsJkMuH3v/89FixYgOrqamRlZWH58uVRD9TMmTPx1ltvoaWlRVQz3HHHHXG7N6dPn466nmPHjuHmm28Wxcfvf//74jObNm3C1KlTUVlZidLSUixZsiSqOqX/PX7sscewZs0aXH/99cjPz8fy5csRCARw8OBB3HzzzaioqMB1112HAwcOiM+//fbbqKmpgcViwfLly/HEE0/guuuuQ2FhIaZMmYI33nhD7Lt582Z87WtfAwA89thj4t7s2rVr2Pcm3nJycvDMM8+gra0Nq1atEtsfeughPPzwwygoKBDb6urqsGTJEpSWlqKyshK1tbXYunXrJc/xwAMPYMKECTCZTPjVr36FxYsXo7a2Fi6XC7fffnvyZBgSnbVNBv2L2CtXriQA9IMf/OCi+xh+97vfkSzL9NRTT4ltzz//PMmyTG+88UZM58YgxXAiIrfbTZIkUWtra9S+hYWF9PrrrxMRkcfjIafTSd3d3dTY2Eg5OTm0aNEiCgaDRES0d+9ecjqdg14LALrvvvsoFAoREdH3vvc9stvttHr1ajp69CgRER04cIBMJhP9x3/8R9TnN2/eTADo2muvpebmZiIiqquro+LiYpo9ezZFIhGxb7yL4UREb7zxBgGg7373u1H7LVmyhHp6eoiI6Ic//CF973vfIyKiVatWkcPhoN27dxMRkaqq9Hd/93eUnZ1N9fX1UccGQCUlJbRnzx4iIjp9+jSlpqbSvffeSz/60Y9I13WKRCK0aNEimjBhQtS1EhGVlZWRw+Ggp59+Wmx75JFHSJIk+sMf/iC2jZViuGHu3LlkMpnogw8+oHfffZduuOEG0nVdvN/Q0EBZWVl0yy23UCAQICKinTt3kqIo9Pzzz0cda7Bi+M6dOwkAVVRU0PHjx4mIqL29na655hqqrKwkn883wld4aRwsKToQappGN910EwGgX//614PuQ0Sk6zqNGzeOKisrBxyvurqaSkpKBjxIg7kwWIZCIVq3bh0BoAcffHDAvvPmzYvaVl9fT5FIhL71rW+RJEnU1NQU9f4//dM/kclkohMnTkRdCwDav3+/2LZ//34CQP/wD/8Q9fnJkyfT3XffHbXNCJYXBtFnn32WANCbb74ptsU7WB47dowmTZpEmZmZItAZ++3du1fs19vbS21tbVRXV0eSJNGKFSuijt3a2kpms5mWLl0atR0A3XzzzVHbbr75ZjKZTNTe3i62bdu2jQDQyZMno/YtKyujioqKqECiqirl5ORQTU2N2DbWgmVdXR3Z7XaaPHkyXXPNNSKgGe655x4CQKdOnYrafscdd5DL5RIBlGjoYLl+/fqo7a+++ioBoBdeeCHOV3T5uBh+AVmW8etf/xoVFRX4zne+g6NHjw6632effYaGhgbMmjVrwHuzZs1CU1NTzC22b731liiKVVdX4/3338e2bdvwzDPPDNi3uro66vW4ceMgSRJ27NiBkpISFBcXD0gLEeGdd94ZcKyqqirxd1ZW1oBtAJCdnY2zZ88Omm632x31+vrrrwcA7N69+2KXekW+9rWvidbwb37zm5g7dy6OHj2KcePGRe3X/96kpqYiNzcXO3fuhK7rA76nvLw8jBs3Djt27BhwvgvvQVZWFrKyspCTkyO2ZWdnA8Cg96a6ujpq5iqz2Yxrr70Whw8fFlUmY8348eOxZs0a/PnPf8Ytt9yCSZMmRb2/Y8cOlJeXiyoSg9vtRnd3Nw4ePBjTeUbrN3UleNahQbhcLmzfvh3XX389Fi1aNOiMKR6PBwCQmZk54D0j8LS3t8d0vltvvRVbtmyJad/U1NRBt3s8ngGB9FJpSUlJEX8bD3f/bcZ2TdMGPWd6enrUa+NedHZ2Xiz5V+SPf/wjysvLL7nfYPfmUt/TZ599hkgkAlmWxfbB7sFg2wAMem8uvC/9z9/Z2YmMjIxLXUpSmjlzJgCgsrJywHsejwd+v39AtyC/34+8vDx0dXXFdI7R+k1dCQ6WFzFlyhRs3boVixcvxt13341rr702Krdg5DIG+xEYX2xubu7oJPb/0zPaaenp6Rn0XEaATgaX+p4yMzOjAmU8XHhfjHMByXVv4ik7Oxt5eXnD7jeazL8pLoYPYdGiRVi9ejV+//vfD+iwXllZifHjx2Pfvn0DPrdv3z6UlJRgypQpo5VULFiwAM3NzQNaDvft2weTyYSvfvWrcT/n//7v/w44FwB85StfEdvMZjN0XRev33777ZhzGfFw0003QZblAd9Te3s7GhoaMH/+/Lif85NPPomaF1VVVRw6dAi1tbUiV2k2mwFA3JvGxsaYOnYnqwULFqCurm5AsGtra8Ptt98+6H8gg4nlN5UoHCwvYe3atVi4cOGgdVMvvPAC6urqouoWX3zxRRw9ehTPPfccJGn0bu/atWuRnZ2N73//+wiFQgD6fmibN2/Ggw8+OGjRabhefvllnDlzBgBQX1+PZ555BrNnz8bXv/51sc/48ePh8XgQCATQ2dmJ2267DV6vN+5puZjy8nKsWrUKr7zyCt5//30AQDgcxoMPPoi0tDSsW7cu7uf0er1Rv4nHH38cHo8H69evF9vy8vLgcDjQ1NQEoO+39PLLL8c9LaPl8cdwf3ZxAAACoElEQVQfh9PpxD/+4z8iGAwCAM6fP4/vfve7cDqdg1ZNDGbbtm04ceIEAKCjowOPP/44Kisr8a1vfWukkh67RLcwJdLJkyfJ7XZTXl4e5eXlkdvtjmo1NvT29tLkyZMHHcGzZ88euvHGG6msrIzKysror//6r2nXrl2XPPeTTz5JbrebAJDL5SK3203PPPPMoPtu375d7Guks3/Lr6GhoYHuuusuKikpoYkTJ9KUKVMGtCIuWLCA8vLyCAC53W76wx/+QP/+7/9OVVVVotvM/fffTx6Ph9xuN6WkpFBKSgq53W46c+YMEf2lNXz37t20cOFCmjp1KrlcLvrmN79JXV1dUefr6OiguXPnUkVFBVVVVdGGDRsueW+6u7vF9wKAqqqqyO12k9/vH7DvhddzsVFPmzZtourqapowYQKVlJTQN77xjaiW7Avv8S233EJERDNmzCCXy0Vms5ncbjcdOnSI1q1bRxUVFaKry+rVq8VxysrKaPny5bRx40aaOXMmFRQU0OTJk+m3v/3tgDS9/PLLVF5eTlOnTqU5c+ZQXV3dJe9NoixevFhcc0lJCc2YMWPAPvX19XTXXXdRUVERud1uqq2tpccff5xUVSUiokOHDonflNPpjHrejNbw119/nZYuXUq1tbWUkZFBixYtGtDDI1F4ijZ22bZs2YJ7770XDQ0NMTW8fJGUl5fjy1/+cswNdqzPrl27MG/ePHzwwQf40pe+lOjkDIqL4YwxFgMOlowxFgMOluyyLFq0CI899hiAvs7iP/3pTxOcouRgjA1vaWkRgwzOnz+f6GSNCQ888AAeeOABAMC9996Lhx9+OMEpGhzXWTLGWAw4Z8kYYzHgYMkYYzHgYMkYYzHgYMkYYzHgYMkYYzHgYMkYYzH4Pxpp4iPssX1RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.vocab_diversity_experiments(\n",
    "    df,\n",
    "    output_filename=os.path.join('img', 'prompt-vocabs.png'))"
   ]
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
