[8271d0]: / notebooks / analysisAll.ipynb

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "from scipy.stats import ranksums, ttest_ind, pearsonr, f, f_oneway, ttest_rel, wilcoxon\n",
    "from statsmodels.stats.multicomp import MultiComparison\n",
    "label_font = {'family': 'Times New Roman', 'size': 32}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def formatnum(x, pos):\n",
    "    if x == 0:\n",
    "        return 0\n",
    "    return '$%.1f$x$10^{5}$' % (x/1e5)\n",
    "formatter = FuncFormatter(formatnum)\n",
    "\n",
    "def ftest(s1, s2):\n",
    "    '''F检验样本总体方差是否相等'''\n",
    "    F = np.var(s1) / np.var(s2)\n",
    "    v1 = len(s1) - 1\n",
    "    v2 = len(s2) - 1\n",
    "    p_val = 1 - 2 * abs(0.5 - f.cdf(F, v1, v2))\n",
    "    print(p_val)\n",
    "    if p_val < 0.05:\n",
    "        print('Reject the Null Hypothesis.')\n",
    "        equal_var = False\n",
    "    else:\n",
    "        print('Accept the Null Hypothesis.')\n",
    "        equal_var = True\n",
    "    return equal_var\n",
    "\n",
    "def ttest_ind_func(s1, s2):\n",
    "    '''t检验独立样本所需的两个总体均值是否存在差异'''\n",
    "    equal_var = ftest(s1, s2)\n",
    "    print('Null Hypothesis: mean(s1) = mean(s2), α=0.5')\n",
    "    ttest, pval = ttest_ind(s1, s2, equal_var=equal_var)\n",
    "    if pval < 0.05:\n",
    "        print(\"Reject the Null Hypothesis.\")\n",
    "    else:\n",
    "        print(\"Accept the Null Hypothesis.\")\n",
    "    return ttest, pval\n",
    "\n",
    "\n",
    "def box_plot_dict(plot_data, ylabel, formatter=None, yscale='log'):\n",
    "    #fig, ax = plt.subplots(figsize=(16, 9))\n",
    "    colors = ['green', 'orange', 'red', 'black', 'blue', 'brown']\n",
    "    p = 0\n",
    "    for (k, v) in plot_data.items():\n",
    "        plt.boxplot(v, positions=[p], labels=[k], showfliers=False)\n",
    "        plt.scatter(p * np.ones_like(v) + (np.random.random(len(v)) - 0.5) * 0.1, v, alpha=0.2, color=colors[p])\n",
    "        p = p + 1\n",
    "    plt.ylabel(ylabel, label_font)\n",
    "    plt.tick_params(labelsize=16)\n",
    "    plt.yscale(yscale)\n",
    "    if formatter:\n",
    "        ax=plt.gca()\n",
    "        ax.yaxis.set_major_formatter(formatter)\n",
    "        \n",
    "\n",
    "def get_age_group(age):\n",
    "    group = ''\n",
    "    if age > 70:\n",
    "        group = '> 70 yr'\n",
    "    elif age > 60:\n",
    "        group = '60-70 yr'\n",
    "    elif age > 50:\n",
    "        group = '50-60 yr'\n",
    "    elif age > 40:\n",
    "        group = '40-50 yr'\n",
    "    else:\n",
    "        group = '< 40 yr'\n",
    "    return group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hasee007\\AppData\\Roaming\\Python\\Python37\\site-packages\\ipykernel_launcher.py:8: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "data_severe = pd.read_csv('merge_data.csv', index_col=0)\n",
    "data_mild = pd.read_csv('merge_data_mild.csv', index_col=0)\n",
    "data_0515 = pd.read_csv('merge_data_0515.csv', index_col=0)\n",
    "data_0608 = pd.read_csv('merge_data_0608.csv', index_col=0)\n",
    "data_0611 = pd.read_csv('merge_data_0611.csv', index_col=0)\n",
    "data_0614 = pd.read_csv('merge_data_0614.csv', index_col=0)\n",
    "data_sp = pd.read_csv('merge_data_sp.csv', index_col=0)\n",
    "data = pd.concat([data_severe, data_mild, data_0515, data_0608, data_0611, data_0614, data_sp], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_data = data[data['ratio'] < 1.0]\n",
    "clean_data = clean_data[clean_data['check'] >= 0]\n",
    "clean_data = clean_data.drop_duplicates(subset=['filename'], keep='first', inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th>InstitutionName</th>\n",
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       "      <th>studyDate</th>\n",
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       "      <td>1</td>\n",
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       "      <td>Hitachi Medical Corporation</td>\n",
       "      <td>1955/11/24</td>\n",
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       "      <td>340194.310700</td>\n",
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       "      <td>Hitachi Medical Corporation</td>\n",
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       "      <td>2020035295</td>\n",
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       "      <td>2020/2/3</td>\n",
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       "      <td>152915.90</td>\n",
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       "      <td>1.459113e+04</td>\n",
       "      <td>6.050851e+06</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>92.724321</td>\n",
       "      <td>368.183721</td>\n",
       "    </tr>\n",
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       "      <td>3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>ShanghaiP.H.ClinicalCenter</td>\n",
       "      <td>Hitachi Medical Corporation</td>\n",
       "      <td>1983/2/13</td>\n",
       "      <td>2020035295</td>\n",
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       "      <td>(0.75, 0.75, 0.6875)</td>\n",
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       "      <td>11150.366360</td>\n",
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       "      <td>4</td>\n",
       "      <td>68.0</td>\n",
       "      <td>ShanghaiP.H.ClinicalCenter</td>\n",
       "      <td>Hitachi Medical Corporation</td>\n",
       "      <td>1951/9/21</td>\n",
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       "      <td>Hitachi Medical Corporation</td>\n",
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       "      <td>2020/2/28</td>\n",
       "      <td>608801.31350</td>\n",
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       "      <td>9</td>\n",
       "      <td>82.0</td>\n",
       "      <td>ShanghaiP.H.ClinicalCenter</td>\n",
       "      <td>Hitachi Medical Corporation</td>\n",
       "      <td>1937/3/16</td>\n",
       "      <td>2020035360</td>\n",
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       "      <td>2020/3/9</td>\n",
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       "      <td>11</td>\n",
       "      <td>83.0</td>\n",
       "      <td>ShanghaiP.H.ClinicalCenter</td>\n",
       "      <td>Hitachi Medical Corporation</td>\n",
       "      <td>1937/3/16</td>\n",
       "      <td>2020035360</td>\n",
       "      <td>M</td>\n",
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       "      <td>9.200000e+15</td>\n",
       "      <td>160230.45</td>\n",
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       "      <td>2020/3/31</td>\n",
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       "      <td>281070.900500</td>\n",
       "      <td>257.254053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>76.0</td>\n",
       "      <td>ShanghaiP.H.ClinicalCenter</td>\n",
       "      <td>Hitachi Medical Corporation</td>\n",
       "      <td>1944/2/15</td>\n",
       "      <td>2020037365</td>\n",
       "      <td>M</td>\n",
       "      <td>2</td>\n",
       "      <td>2020/3/13</td>\n",
       "      <td>9.200000e+15</td>\n",
       "      <td>144734.31</td>\n",
       "      <td>...</td>\n",
       "      <td>3.890723e+05</td>\n",
       "      <td>9.563929e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>(468, 512, 512)</td>\n",
       "      <td>468</td>\n",
       "      <td>(0.8259999752044678, 0.8259999752044678, 0.6875)</td>\n",
       "      <td>2020/3/13</td>\n",
       "      <td>484002.64160</td>\n",
       "      <td>329839.499000</td>\n",
       "      <td>224.819049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>25.0</td>\n",
       "      <td>ShanghaiP.H.ClinicalCenter</td>\n",
       "      <td>Hitachi Medical Corporation</td>\n",
       "      <td>1994/10/26</td>\n",
       "      <td>2020035004</td>\n",
       "      <td>M</td>\n",
       "      <td>2</td>\n",
       "      <td>2020/1/29</td>\n",
       "      <td>9.200000e+15</td>\n",
       "      <td>141131.01</td>\n",
       "      <td>...</td>\n",
       "      <td>5.948796e+05</td>\n",
       "      <td>2.070951e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>(396, 512, 512)</td>\n",
       "      <td>396</td>\n",
       "      <td>(0.906000018119812, 0.906000018119812, 0.8125)</td>\n",
       "      <td>2020/1/29</td>\n",
       "      <td>449462.14620</td>\n",
       "      <td>332712.530400</td>\n",
       "      <td>179.657501</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>434 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Age             InstitutionName                 Manufacturer  \\\n",
       "0   64.0  ShanghaiP.H.ClinicalCenter  Hitachi Medical Corporation   \n",
       "1   64.0  ShanghaiP.H.ClinicalCenter  Hitachi Medical Corporation   \n",
       "2   36.0  ShanghaiP.H.ClinicalCenter  Hitachi Medical Corporation   \n",
       "3   36.0  ShanghaiP.H.ClinicalCenter  Hitachi Medical Corporation   \n",
       "4   68.0  ShanghaiP.H.ClinicalCenter  Hitachi Medical Corporation   \n",
       "..   ...                         ...                          ...   \n",
       "8   82.0  ShanghaiP.H.ClinicalCenter  Hitachi Medical Corporation   \n",
       "9   82.0  ShanghaiP.H.ClinicalCenter  Hitachi Medical Corporation   \n",
       "11  83.0  ShanghaiP.H.ClinicalCenter  Hitachi Medical Corporation   \n",
       "12  76.0  ShanghaiP.H.ClinicalCenter  Hitachi Medical Corporation   \n",
       "13  25.0  ShanghaiP.H.ClinicalCenter  Hitachi Medical Corporation   \n",
       "\n",
       "   PatientBirthDate   PatientID PatientSex  Severe  StudyDate       StudyID  \\\n",
       "0               NaN  2020035234          M       0   2020/2/2           NaN   \n",
       "1        1955/11/24  2020035234          M       1   2020/2/5           NaN   \n",
       "2               NaN  2020035295          F       0   2020/2/3           NaN   \n",
       "3         1983/2/13  2020035295          F       1   2020/2/6           NaN   \n",
       "4         1951/9/21  2020034800          M       0  2020/2/13           NaN   \n",
       "..              ...         ...        ...     ...        ...           ...   \n",
       "8         1937/3/16  2020035360          M       2  2020/2/28  9.200000e+15   \n",
       "9         1937/3/16  2020035360          M       2   2020/3/9  9.200000e+15   \n",
       "11        1937/3/16  2020035360          M       2  2020/3/31  9.200000e+15   \n",
       "12        1944/2/15  2020037365          M       2  2020/3/13  9.200000e+15   \n",
       "13       1994/10/26  2020035004          M       2  2020/1/29  9.200000e+15   \n",
       "\n",
       "    StudyTime  ...  right_lesion    right_lung severe            shape  slice  \\\n",
       "0   181925.81  ...  1.236617e+06  4.779453e+06    0.0  (474, 512, 512)    474   \n",
       "1   133130.00  ...  1.119875e+06  4.328251e+06    1.0  (468, 512, 512)    468   \n",
       "2   152915.90  ...  1.459113e+04  6.050851e+06    0.0  (396, 512, 512)    396   \n",
       "3   111341.46  ...  1.224816e+04  5.079235e+06    1.0  (468, 512, 512)    468   \n",
       "4   144044.23  ...  9.400646e+05  6.064816e+06    0.0  (468, 512, 512)    468   \n",
       "..        ...  ...           ...           ...    ...              ...    ...   \n",
       "8      742.10  ...  3.081773e+06  9.925418e+06    NaN  (468, 512, 512)    468   \n",
       "9    95115.51  ...  3.461196e+07  1.114742e+08    NaN  (103, 512, 512)    103   \n",
       "11  160230.45  ...  3.535952e+06  1.138818e+07    NaN  (468, 512, 512)    468   \n",
       "12  144734.31  ...  3.890723e+05  9.563929e+05    NaN  (468, 512, 512)    468   \n",
       "13  141131.01  ...  5.948796e+05  2.070951e+06    NaN  (396, 512, 512)    396   \n",
       "\n",
       "                                             spacing  studyDate  \\\n",
       "0     (0.753000020980835, 0.753000020980835, 0.8125)        NaN   \n",
       "1   (0.7789999842643738, 0.7789999842643738, 0.6875)        NaN   \n",
       "2     (0.753000020980835, 0.753000020980835, 0.8125)        NaN   \n",
       "3                               (0.75, 0.75, 0.6875)        NaN   \n",
       "4   (0.8320000171661377, 0.8320000171661377, 0.6875)        NaN   \n",
       "..                                               ...        ...   \n",
       "8   (0.7870000004768372, 0.7870000004768372, 0.6875)  2020/2/28   \n",
       "9      (0.9779999852180481, 0.9779999852180481, 5.0)   2020/3/9   \n",
       "11  (0.8429999947547913, 0.8429999947547913, 0.6875)  2020/3/31   \n",
       "12  (0.8259999752044678, 0.8259999752044678, 0.6875)  2020/3/13   \n",
       "13    (0.906000018119812, 0.906000018119812, 0.8125)  2020/1/29   \n",
       "\n",
       "    weighted_lesion  weighted_lung_lesion           z  \n",
       "0      151280.84630         130789.212200  251.883951  \n",
       "1      380547.77860         340194.310700  240.033752  \n",
       "2       11801.07948             92.724321  368.183721  \n",
       "3       20820.05790          11150.366360  238.977506  \n",
       "4      268307.92280         224691.435100  250.748492  \n",
       "..              ...                   ...         ...  \n",
       "8      608801.31350         511881.494700  248.747335  \n",
       "9       57370.65877          18941.008270   35.169226  \n",
       "11     307255.61050         281070.900500  257.254053  \n",
       "12     484002.64160         329839.499000  224.819049  \n",
       "13     449462.14620         332712.530400  179.657501  \n",
       "\n",
       "[434 rows x 31 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clean_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "mild_data = clean_data[clean_data['Severe'] == 0]\n",
    "severe_data = clean_data[clean_data['Severe'] == 1]\n",
    "critical_data = clean_data[clean_data['Severe'] == 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = [\"faded green\", \"amber\", \"faded red\", \"medium blue\"]\n",
    "severes = [\"mild patients\", 'severe patients', 'critical patients']\n",
    "#sns.palplot(sns.xkcd_palette(colors))\n",
    "plt.figure(figsize=(20,10))\n",
    "#sns.set(style=\"ticks\")\n",
    "#sns.set(font_scale=1.5)\n",
    "dx = sns.boxplot(x=\"PatientSex\", hue=\"Severe\", y=\"ratio\", data=clean_data, palette=sns.xkcd_palette(colors),\n",
    "                 boxprops=dict(alpha=1.0),showfliers = False)\n",
    "dx = sns.stripplot(x=\"PatientSex\", hue=\"Severe\", y=\"ratio\", data=clean_data,\n",
    "                   jitter=True,\n",
    "                   color=\".3\",\n",
    "                   dodge=True,\n",
    "                   marker='o', \n",
    "                   alpha=1.0)\n",
    "handles, _ = dx.get_legend_handles_labels()\n",
    "dx.legend(handles, severes, fontsize=20)\n",
    "dx.set(xticklabels=['Male','Female'])\n",
    "plt.xlabel('PatientSex', label_font)\n",
    "plt.ylabel('Ratio', label_font)\n",
    "plt.tick_params(labelsize=16)\n",
    "#dx.set_yscale(\"log\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "analysisRatio = clean_data.copy()\n",
    "analysisRatio['ratioType'] = 0\n",
    "\n",
    "analysisConsolidation = clean_data.copy()\n",
    "analysisConsolidation['ratioType'] = 1\n",
    "analysisConsolidation['ratio'] = analysisConsolidation['lesion_consolidation']/analysisConsolidation['lung']\n",
    "\n",
    "analysisWeighted = clean_data.copy()\n",
    "analysisWeighted['ratioType'] = 2\n",
    "analysisWeighted['ratio'] = analysisWeighted['lesion_consolidation']/analysisWeighted['lung']\n",
    "analysisAll = pd.concat([analysisRatio, analysisConsolidation, analysisWeighted], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(-0.1, 1.0)]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = [sns.color_palette('BuGn_r')[2], sns.color_palette('Wistia_r')[2], sns.color_palette('Reds_r')[2], sns.color_palette('Greys_r')[2]]\n",
    "point_colors = ['faded green', 'amber', 'faded red', 'black']\n",
    "severes = [\"mild patients\", 'severe patients', 'critical patients']\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.set(style=\"ticks\")\n",
    "#sns.set(font_scale=1.5)\n",
    "dx = sns.boxplot(x='ratioType', hue='Severe', y='ratio', data=analysisAll, palette=sns.color_palette(colors),\n",
    "                 boxprops=dict(alpha=0.5),showfliers = False)\n",
    "dx = sns.stripplot(x='ratioType', hue='Severe', y='ratio', data=analysisAll, jitter=True, palette=sns.xkcd_palette(point_colors), dodge=True, marker='o',  alpha=0.8)\n",
    "handles, _ = dx.get_legend_handles_labels()\n",
    "dx.set(xticklabels=['Lesion Volume Ratio','Consolidation Volume Ratio', 'Weighted Volume Ratio'])\n",
    "dx.legend(handles, severes, fontsize=20)\n",
    "plt.xlabel('Ratio Measurements', label_font)\n",
    "plt.ylabel('Ratio', label_font)\n",
    "plt.tick_params(labelsize=24)\n",
    "#dx.set_yscale(\"log\")\n",
    "dx.set(ylim=(-0.1, 1.0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RanksumsResult(statistic=-11.05256712503459, pvalue=2.1303442773700557e-28)\n",
      "RanksumsResult(statistic=-10.775077141895425, pvalue=4.51403573366965e-27)\n",
      "RanksumsResult(statistic=-10.959443367981107, pvalue=5.986644782653753e-28)\n"
     ]
    }
   ],
   "source": [
    "print(ranksums(mild_data['ratio'], severe_data['ratio']))\n",
    "print(ranksums(mild_data['lesion_consolidation']/mild_data['lung'], severe_data['lesion_consolidation']/severe_data['lung']))\n",
    "print(ranksums(mild_data['weighted_lesion']/mild_data['lung'], severe_data['weighted_lesion']/severe_data['lung']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RanksumsResult(statistic=-7.845380643321938, pvalue=4.3164221106907854e-15)\n",
      "RanksumsResult(statistic=-7.702653648050237, pvalue=1.3326922398601891e-14)\n",
      "RanksumsResult(statistic=-7.737184372712745, pvalue=1.016426108705928e-14)\n"
     ]
    }
   ],
   "source": [
    "print(ranksums(mild_data['ratio'], critical_data['ratio']))\n",
    "print(ranksums(mild_data['lesion_consolidation']/mild_data['lung'], critical_data['lesion_consolidation']/critical_data['lung']))\n",
    "print(ranksums(mild_data['weighted_lesion']/mild_data['lung'], critical_data['weighted_lesion']/critical_data['lung']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RanksumsResult(statistic=-6.1520987835374825, pvalue=7.646422406712486e-10)\n",
      "RanksumsResult(statistic=-5.318220937694762, pvalue=1.0478678143394194e-07)\n",
      "RanksumsResult(statistic=-5.588181391384851, pvalue=2.294598977840673e-08)\n"
     ]
    }
   ],
   "source": [
    "print(ranksums(severe_data['ratio'], critical_data['ratio']))\n",
    "print(ranksums(severe_data['lesion_consolidation']/severe_data['lung'], critical_data['lesion_consolidation']/critical_data['lung']))\n",
    "print(ranksums(severe_data['weighted_lesion']/severe_data['lung'], critical_data['weighted_lesion']/critical_data['lung']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n",
      "E:\\Anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:1847: UserWarning: JointGrid annotation is deprecated and will be removed in a future release.\n",
      "  warnings.warn(UserWarning(msg))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style='white')\n",
    "sns.jointplot(x='Age', y='ratio', data=clean_data, kind='reg', stat_func=pearsonr)\n",
    "ax = plt.gca()\n",
    "ax.set_ylabel('Lesion Volume Ratio', label_font)\n",
    "ax.set_xlabel('Age', label_font)\n",
    "plt.tick_params(labelsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_20_30 = clean_data[(clean_data['Age'] > 20) & (clean_data['Age'] <= 30)]\n",
    "data_30_40 = clean_data[(clean_data['Age'] > 30) & (clean_data['Age'] <= 40)]\n",
    "data_40_50 = clean_data[(clean_data['Age'] > 40) & (clean_data['Age'] <= 50)]\n",
    "data_50_60 = clean_data[(clean_data['Age'] > 50) & (clean_data['Age'] <= 60)]\n",
    "data_60_70 = clean_data[(clean_data['Age'] > 60) & (clean_data['Age'] <= 70)]\n",
    "data_70 = clean_data[clean_data['Age'] > 70]\n",
    "data_40 = clean_data[clean_data['Age'] <= 40]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1dddf8952e8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data = {'< 40 yr': data_40,\n",
    "             '40-50 yr': data_40_50,\n",
    "             '50-60 yr': data_50_60, \n",
    "             '60-70 yr': data_60_70, \n",
    "             '> 70 yr': data_70}\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "p = 0\n",
    "for (k, v) in plot_data.items():\n",
    "    d = v['ratio']\n",
    "    m = v[v['Severe'] == 0]['ratio']\n",
    "    s = v[v['Severe'] == 1]['ratio']\n",
    "    c = v[v['Severe'] == 2]['ratio']\n",
    "    ax.boxplot(d, positions=[p], labels=[k], showfliers=False)\n",
    "    if p == 0:\n",
    "        ax.scatter(p * np.ones_like(m) + (np.random.random(len(m)) - 0.5) * 0.1, m, c='green', alpha=0.8, label='Mild Patients')\n",
    "        ax.scatter(p * np.ones_like(s) + (np.random.random(len(s)) - 0.5) * 0.1, s, c='orange', alpha=0.8, label='Severe Patients')\n",
    "        ax.scatter(p * np.ones_like(c) + (np.random.random(len(c)) - 0.5) * 0.1, c, c='red', alpha=0.8, label='Critical Patients')\n",
    "    else:\n",
    "        ax.scatter(p * np.ones_like(m) + (np.random.random(len(m)) - 0.5) * 0.1, m, c='green', alpha=0.8)\n",
    "        ax.scatter(p * np.ones_like(s) + (np.random.random(len(s)) - 0.5) * 0.1, s, c='orange', alpha=0.8)\n",
    "        ax.scatter(p * np.ones_like(c) + (np.random.random(len(c)) - 0.5) * 0.1, c, c='red', alpha=0.8)\n",
    "    p = p + 1\n",
    "ax.set_ylabel('Lesion Volume Ratio', label_font)\n",
    "plt.tick_params(labelsize=16)\n",
    "plt.legend(fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1dddf96aa20>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data = {'< 40 yr': data_40,\n",
    "             '40-50 yr': data_40_50,\n",
    "             '50-60 yr': data_50_60, \n",
    "             '60-70 yr': data_60_70, \n",
    "             '> 70 yr': data_70}\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "p = 0\n",
    "for (k, v) in plot_data.items():\n",
    "    d = v['ratio']\n",
    "    m = v[v['Severe'] == 0]['ratio']\n",
    "    s = v[v['Severe'] == 1]['ratio']\n",
    "    c = v[v['Severe'] == 2]['ratio']\n",
    "    parts = plt.violinplot(d, positions=[p])\n",
    "    dot1 = plt.scatter(p * np.ones_like(m) + (np.random.random(len(m)) - 0.5) * 0.1, m, c='green', alpha=0.8, label='Mild Patients')\n",
    "    dot2 = plt.scatter(p * np.ones_like(s) + (np.random.random(len(s)) - 0.5) * 0.1, s, c='orange', alpha=0.8, label='Severe Patients')\n",
    "    dot3 = plt.scatter(p * np.ones_like(c) + (np.random.random(len(c)) - 0.5) * 0.1, c, c='red', alpha=0.8, label='Critical Patients')\n",
    "    p = p + 1\n",
    "\n",
    "ax.set_ylabel('Lesion Volume Ratio', label_font)\n",
    "ax.set_xticklabels([0] + list(plot_data.keys()))\n",
    "plt.tick_params(labelsize=24)\n",
    "plt.ylim((-0.1, 1.1))\n",
    "plt.legend(handles=[dot1, dot2, dot3], fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 144x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data = {'< 40 yr': data_40,\n",
    "             '40-50 yr': data_40_50,\n",
    "             '50-60 yr': data_50_60, \n",
    "             '60-70 yr': data_60_70, \n",
    "             '> 70 yr': data_70}\n",
    "\n",
    "for k, v in plot_data.items():\n",
    "    fig, ax = plt.subplots(figsize=(2, 12))\n",
    "    d = v['ratio']\n",
    "    m = v[v['Severe'] == 0]['ratio']\n",
    "    s = v[v['Severe'] == 1]['ratio']\n",
    "    c = v[v['Severe'] == 2]['ratio']\n",
    "    plt.violinplot(d, positions=[1])\n",
    "    dot1 = plt.scatter(np.ones_like(m) + (np.random.random(len(m)) - 0.5) * 0.1, m, c='green', alpha=0.8, label='Mild Patients')\n",
    "    dot2 = plt.scatter(np.ones_like(s) + (np.random.random(len(s)) - 0.5) * 0.1, s, c='orange', alpha=0.8, label='Severe Patients')\n",
    "    dot3 = plt.scatter(np.ones_like(c) + (np.random.random(len(c)) - 0.5) * 0.1, c, c='red', alpha=0.8, label='Critical Patients')\n",
    "    dot_mark = plt.scatter(1, 0.8, c='red', alpha=1.0)\n",
    "    dot_mark_bottom = plt.scatter(1, -0.05, c='red', alpha=1.0)\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "    ax.yaxis.set_visible(False)\n",
    "    ax.xaxis.set_visible(False)\n",
    "    #plt.tick_params(labelsize=16)\n",
    "    plt.ylim((-0.1, 0.9))\n",
    "    #ax.set_ylabel('Lesion Volume Ratio', label_font)\n",
    "    plt.tick_params(labelsize=24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "f, p = f_oneway(data_40['ratio'], \n",
    "                data_40_50['ratio'], \n",
    "                data_50_60['ratio'], \n",
    "                data_60_70['ratio'], \n",
    "                data_70['ratio'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "One-way ANOVA\n",
      "=============\n",
      "F value: 11.831128678451382\n",
      "P value: 4.034178905310649e-09 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "print ('One-way ANOVA')\n",
    "print ('=============')\n",
    " \n",
    "print ('F value:', f)\n",
    "print ('P value:', p, '\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "mc = MultiComparison(np.array(clean_data['ratio']), np.array(clean_data['Age'].map(get_age_group)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Multiple Comparison of Means - Tukey HSD,FWER=0.05\n",
      "=================================================\n",
      " group1   group2  meandiff  lower   upper  reject\n",
      "-------------------------------------------------\n",
      "40-50 yr 50-60 yr -0.0357  -0.0814   0.01  False \n",
      "40-50 yr 60-70 yr  0.0192  -0.0277  0.066  False \n",
      "40-50 yr < 40 yr  -0.0286  -0.0773  0.0202 False \n",
      "40-50 yr > 70 yr   0.0749   0.0209  0.1289  True \n",
      "50-60 yr 60-70 yr  0.0549   0.0143  0.0954  True \n",
      "50-60 yr < 40 yr   0.0071  -0.0356  0.0499 False \n",
      "50-60 yr > 70 yr   0.1106   0.0619  0.1592  True \n",
      "60-70 yr < 40 yr  -0.0477  -0.0917 -0.0038  True \n",
      "60-70 yr > 70 yr   0.0557   0.006   0.1054  True \n",
      "< 40 yr  > 70 yr   0.1034   0.0519  0.155   True \n",
      "-------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "result = mc.tukeyhsd()\n",
    " \n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('progress_patient.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_data_ = data[data['ratio'] < 1.0]\n",
    "clean_data_ = clean_data_[clean_data_['check'] >= 0]\n",
    "clean_data_ = clean_data_.drop_duplicates(subset=['filename'], keep='first', inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "not_progress_data = clean_data_[clean_data_['progress'] == 0]\n",
    "progress_data = clean_data_[clean_data_['progress'] == 1]\n",
    "severe_progress_data = clean_data_[clean_data_['severe'] == 1]\n",
    "critical_progress_data = clean_data_[clean_data_['severe'] == 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kQXC4f1twuNEuIpdMI80iIiINRHp6Ojk5OSQlJfm1L1++vMLriouLsdvtfPvtt7UZnojUN6E2Y0p2SW6n0S4il0xJs4iISAPx9NNPc+7cOW6//XZat27ta3///fc5ePBghdd6PB5fgTARaSIi4y6safZ4jIS5MB9i4gMbl0gDo6RZRESkgXjwwQc5ceKEX8IMcO+995KamkpiYiKRkZEEBfmvviouLmbPnj1s27atLsMVkUCzRBlFvwBcOcYIc0y8ioCJVJGSZhERkQbiiSeeKLP9Zz/7GadOnWLGjBnlXuvxeEhMTKyt0ESkvvImyG3vDGwcUv84ftiObMMGsNkgLg6i9EKlLCoEJiIi0sDFxMQwcuTICvuYTCZ+//vf11FEIiJSrzkcsPWHqfvR0eByGZ+9ibT4UdIsIiLSwM2ZM4cOHTpU2GfVqlU0b968jiISEZF6zW4Ha4ntyKxW48duD2xc9ZSSZhERkQZu+/btlfZ54IEHNNIsIiKGvDwIv2g7svBwo11K0ZpmERGRBubEiROcPHnS9/n8+fPs2bMHj8dTZn+3201GRgZ/+ctfmD17dl2FKSIi9ZXNBs6LtiNzOo12KUVJs4iISANTWFjI+++/z3vvvYfb7QZgxIgRlV6XkJBQ26GJiEhDEBd3YU2zx2MkzPn5EK/tyMqipFlERKSBadeuHbNnz+YnP/kJjz/+OG63u8KE2Gw207FjRyZOnFiHUYqISL0VFQXe50ZOjjHCHB+v6tnlUNIsIiLSQPXu3ZuVK1fym9/8hoULFwY6HBERaUi8CfKd2o6sMioEJiIi0oB16dKFX//615X227lzZx1EIyIi0vgoaRYREWngunXrVmkfu93O3//+9zqIRkREpHHR9GwREZFG4ODBg3z11Vfk5+eXqqLtdrvZuXMnGRkZ3HHHHQGKUERqlcsBZ+xQkAehNoiMA4vWp4rUBCXNIiIiDdymTZuYMmUKbrcbj8eDyWTyS5y9n23aSkSkcXI5IHsrmK1giQa30/gck6DEWaQGKGkWERFp4FJTU2nXrh1Dhw4lKiqKtWvXcv/99/vOnz9/nj//+c/89re/DWCUIlJrztiNhDnEanz2Hs/YwaKt5kQuV71LmteuXcubb77J8ePHufrqq3n22Wfp1atXuf2//vpr5s+fz969e2nWrBk33XQTTz/9NDExMb4+P/nJT7Db7X7X2Ww2tnr3JhMREWnAMjMzWb9+PS1btgTgwIED3HzzzXTq1MnXx+FwcO7cuQBFKCK1qiDPGGEuKTgcXDmBiUekkalXhcDWrVvH7NmzGTZsGCkpKURGRpKcnExmZmaZ/Q8cOMC4ceOwWq28/vrrPPPMM3z99dckJydTWFgIQEFBAYcOHWLGjBmsWbPG97Ns2bK6/GoiIiK1JjY21pcwA4wYMYLly5f79RkyZAgpKSl1HZqI1IVQmzEluyS302gXkctWb5Jmj8fDwoULGTVqFFOmTKF///4sXbqUli1bkpaWVuY1q1atolWrVqSkpNC/f3/uuece5s2bx759+9iyZQtgJNaFhYXccccd9OzZ0/cTHx9fl19PRESk1ng8Hnbs2OH73KNHD/bt28e//vUvX9vOnTvZtWtXIMITkdoWGQeF+VCUDx6PcSzMN9pF5LLVm+nZ3333HUePHmXgwIG+NrPZzIABA/j888/LvKZr16507doVs9nsa7vyyisBOHLkCAAZGRlYLBa/KWoiIiKNyfDhwxk1ahRWq5VBgwYxd+5cpk6dyqRJkxg0aBAFBQVs3LiRNm3aBDpUEakNliij6NcZuzElO9QGMfEqAiZSQ+pN0nzo0CEAOnbs6Nfevn17Dh8+jNvtJjg42O/cmDFjSt3n008/BS4kzxkZGdhsNp544gn+8Y9/YDKZGDJkCM899xwRERG18E1ERETqVlJSEvv37+e9994jLy8PgJtvvpnx48eTmpoKQFBQEI899lggwxSR2mSJUtEvkVpSb5Lms2fPAmC1Wv3arVYrxcXFnDt3rtIkNysri1dffZX4+Hj69u0LGElzdnY2P/7xjxk7dix79+5l4cKFHDlypNxp3yIiIg1JUFAQs2fPZubMmX4vmJ988kluu+02Dh8+TI8ePejatWsAoxQREWmY6k3S7N1P0mQyXVL7xbKyshg3bhzFxcXMnz/f1/+pp56ioKCAnj17AtCnTx+io6N54okn2LZtG3369KnpryIiIhIQF8/IAuO5533WjR07lrfffruuwxIREWnQ6k3SHBkZCUB+fr7fdlFOp5OgoCDCw8PLvXb//v1MmjSJoqIi3nrrLTp06OA7171791L9b731VgD27dunpFlERJqEkydPsm3btkCHISIi9Z3DAXY75OWBzQZxcRDVtNfH15vq2d61zBdvL5WZmUnnzp3LHWn+5ptveOCBBwgODmb16tVcddVVvnNFRUV88MEH7Nmzx++a8+fPA/htzyEiItKYpaSk+GZvVdXatWsZPHgwPXr0ICkpie3bt1fYf//+/Tz00EP06tWLAQMGkJqaWupvZ2Zm8uijj9KrVy/69u3LL3/5S3JytKesiEhAORywdSu4XBAdbRy3bjXam7B6kzR36tSJ2NhY0tPTfW2FhYVs2rSJfv36lXnNkSNHmDRpEtHR0bzzzjulKmSHhISQkpJSal/Kjz/+GLPZ7JuyLSIi0tCcPXuWTz75hLVr1/L1119X2HfRokWsXbu2Wn9n3bp1zJ49m2HDhpGSkkJkZCTJycmlXnJ75eTkMH78eEwmEwsWLGDUqFEsWLCAt956y9fn1KlTjB49mpycHObPn8+vfvUrvvzyS6ZPn16tGEVEpIbY7WC1Gj8m04Xf7fZARxZQ9WZ6tslkYtKkSbz44ou0aNGC66+/nlWrVpGbm8u4ceMAOHz4MA6Hw5fszpkzh7NnzzJr1iyysrLIysry3a9t27a0bt2ahx9+mFmzZvHSSy8xcOBAdu7cyeLFi3nwwQdp165dIL6qiIjIZfnss8949tlnyc3N9bX17t2b+fPn06pVK19bQUEBv/71r1m/fj0ACQlVq6zr8XhYuHAho0aNYsqUKQDcdNNNDBkyhLS0NGbOnFnqmtWrV1NUVMTSpUsJCwujf//+FBQUkJqaytixYzGbzSxfvhyPx8OyZct8RT4jIiJ44YUXOHnypN93EBGROpSXZ4wwlxQeDk18JlC9SZrB2ELK5XLx9ttvs2LFCq6++mqWLVtG+/btAViyZAkffvghGRkZFBYW8tlnn+F2u5kxY0apez399NMkJyeTlJTke0CvXbuWmJgYHn30USZPnlzXX09EROSyffvttzz++OO4XC6/9q+++opp06bxpz/9CYCjR4/y+OOPs3fvXgAefvhhpk6dWqW/9d1333H06FEGDhzoazObzQwYMIDPP/+8zGu2bNlCv379CAsL87UlJiaydOlSdu7cyfXXX096ejp33323364YAwcO9Ps7IiISADYbOJ3G6LKX02m0N2H1KmkGmDBhAhMmTCjz3Ny5c5k7dy5gPLR37959SfccPnw4w4cPr7EYRUREAmX58uW4XC5uuukmkpKSaNeuHYcPH+YPf/gD27dv58svv6SwsJAZM2aQl5dHixYtePXVV+nfv3+V/9ahQ4eAC3VHvNq3b8/hw4dxu92lKnYfOnSo1Ii29+X3oUOHiI+P5+DBgyQlJfHSSy/x0UcfUVBQQGJiIrNmzaJFixZVjlNERGpIXJyxhhmMEWanE/LzIT4+sHEFWL1LmkVERKR8X3/9Nffeey+vvPKKry0+Pp6BAwcyZswYXnjhBb799lvcbjfXXXcdCxYsIDY2tlp/6+zZswBYS444/PC5uLiYc+fO+Y0We68pq7/33OnTp3G73fzhD38gPj6e+fPnc/z4cV577TVmzJjBm2++Wa1YRUSkBkRFQUKCsYY5J8cYYY6Pb/LVs5U0i4iINCDff/89K1asKNXerFkznnzySZKTkwF44IEHeOaZZzCbzdX+W96K1xfvYFFee2WCgoIoKioCjER60aJFhIQY/xSJiIhg2rRp7Nixgx49elQ7ZhERuUzexFl86k31bBEREalcaGgoMTExZZ674YYbCAsL44033mDmzJmlEuYnn3yySn8rMjISgPz8fL92p9NJUFAQ4eHhpa6JiIgo1d/7OSIiwndNv379fAkzwM033wxARkZGlWIUERGpbRppFhGR2uFwGNO78vKafAGRmuR0Oss9FxoaypVXXsmdd95Z6lxRURFbvevULpF3LXNmZqbfuubMzEw6d+5c5khzp06dOHLkiF+bd3uqK6+8kubNm9OyZUsKCwv9+ng/V3X0WkREpLYpaRYRkZrncBiFRKxWY+sKb6LncDT5dVGX69y5c/z2t7+lWbNmZZ7Pzs5m3rx5fm0FBQV88803OByOKv2tTp06ERsbS3p6OrfccgtgJLebNm1iwIABZV7Tt29f1qxZg9Pp9I0qp6enY7PZuOqqqwBjVHnz5s2cO3fOV2V78+bNAPTq1atKMYqIiNQ2Jc0iIlLz7HYjYfYWhPIe7Xatk6oBZa1p9vJ4PPzxj38ss72qo7gmk4lJkybx4osv0qJFC66//npWrVpFbm4u48aNA+Dw4cM4HA569uwJwOjRo1m1ahWTJ08mOTmZffv2kZqayowZMwgNDQXg0Ucf5dNPP2Xy5MlMnDiRrKwsXnvtNe6++266dOlSpRhFRERqm5JmERGpeXl5xghzWe1y2bp3707btm0vOQl2uVzs2bOH7OzsKv+tMWPG4HK5ePvtt1mxYgVXX301y5Yt820jtWTJEj788EPfWuTWrVuzfPly5syZw9SpU4mJiWH69Om+AmUAXbp0YeXKlfzud79j6tSpWK1WRowYwYwZM6ocn4iISG1T0iwiIjXPZjOmZF+09ZDWNl++oUOHMn/+/Cpfl5ubS2JiYrX+5oQJE5gwYUKZ5+bOncvcuXP92q699lrefffdCu8ZHx9PWlpateIRERGpS6qeLSIiNS8uDvLzjR+Pxzh62+Wy9O7du1rXtWzZkm7dutVwNCIiIo2fkmYREal53j0eLRbIyTGO3na5LA888EC1r33nnXdqMBIREZGmQdOzRUSkdngTZxEREZEGTCPNIiIiIiIiIuVQ0iwiIiIiIiJSDiXNIiIiIiIiIuVQ0iwiIiIiIiJSDiXNIiIiIiIiIuVQ0iwiItII7Nu3j4cffpjhw4f72vbs2cP//M//sHnz5gBGJiL1QvZWOLbBOLocgY5GpEFR0iwiItLA7d+/n9GjR7Np0yYcjgv/GO7evTvPPPMMK1asYNasWQGMUEQCxpsgF7vAEm0clTiLVImSZhERkQbujTfeIDg4mJEjR2K1Wv3ONWvWjBdeeIG1a9fy5ptvBihCEQmYM3bjGGIFk8k4mq0X2kWkUkqaRUREGrh///vfLFu2jBdffJGIiIhS59u3b09kZCRr1qwJQHQiElAFeaXbgsPLbheRMoUEOgARERG5PLGxsfTo0QMAk8lU6vzp06fJz8/H5XLVdWgiEmihttJtbmfZ7dI0ORxgt0NeHthsEBcHUVGBjqpe0UiziIhIA9eqVasKz6emplJcXExsbGwdRSQi9UZknHEsygePxzgW5l9oF9m6FVwuiI42jlu3Gom0+ChpFhERaeD69+/PBx98UKrd7XazaNEi3nzzTUwmE8OGDQtAdCISUJYfRgyDLODKMY4xCRfaRaxW48dkuvC7XWveS9L0bBERkQZuzJgxTJkyhX/+85+cOHGCpUuXcvjwYT7//HNycnIA6N27N5MmTQpwpCISMDEJgY5A6qvw8NKff3h2iEFJs4iISAMXFBTEokWLWLFiBTt27OCNN97wnYuJiWHkyJE88sgjhIaGBjBKEalVLodREbsgz1ivHBmn0WS5NE6nMbpc8rNNa95LUtIsIiLSCAQFBTFhwgQmTJhAbm4ueXl5hIeH06ZNm0CHJiK1zeUw9l42W429mN1O47OmYculyM83juHhRsKcnw/x8YGNqZ7RmmYREZFGpmXLlnTu3LlUwjxlypQARSQiteqM3UiYtRezVEdCAlgsxpRsi8X4rOrZfjTSLCIi0kg4HA6ys7MpLCz0ay8uLmbfvn1s2rQpMIGJSPhM8C0AACAASURBVO0qyDNGmEsKDjcKf4lUJirKSJSlXEqaRUQkMLQvZI05fvw4Tz31FF999VWgQxGRQAi1GVOyQ0qsS9VezCI1ptpJc3Z2Nn/605/Ytm0b58+fp127dgwaNIhBgwZhNptrMkYREWlsHA5jH0ir1dgX0uk0PmtKWLU899xzbNu2jbZt22Kz2TCZTH7nPR4Px44d49SpUwGKUERqVWScsYYZjBFmt9PYizlG61JFakK1kubNmzfz1FNPcfbsWTweDwA7duzgb3/7G507d2bevHlcddVVNRqoiIg0Inb7hb0g4cLRbtcUsWr4z3/+Q1paGgkV/G935swZEhMT6zAqEakzliij6NcZuzElO9RmJMwqAiZSI6qcNNvtdh5//HEKCwvp06cPN954I7GxsYSGhuJwOPj3v//NxIkTef/997niiitqI2YREWno8vKMEeaStC9ktcXHx1eYMANERkbyi1/8oo4iEpE6Z4kCi146itSGKifNS5YsoW3btrz22mvEl1GKfNy4cXzwwQekpqYya9asGglSREQaGZtN+0LWoGuuuQaXy4XFYqmwX9euXesoIhERkcajyltObdu2jT/+8Y9lJsxew4cPZ+/evZcVmIiINGJxccY+kPn54PFc+D0uLtCRNUjjxo0jLS2twj4ej4eZM2fWUUQiIhJIUVFRmEymSn+AS+oX1cTrjVR5pLl169a0b9++0n4Oh6NaAYmISBPg3d7CbjemZNtsEB+vImDV1Lp1aw4ePMhzzz2HteTo/Q+Ki4ux2+2cPHkyANGJSL3hchjrngvyjHXPkXFa99xI5ebm+mpPVapkcc7wcGPmV36+X3HOiwtMNjVVTppDQ0MpKCggNDS03D5//vOfS+0RKSIi4kf7QtaYN954g3Xr1lXar6n/o0ekSXM5jArbZquxp7PbaXyOSVDi3NSpOGelqpw09+/fn+eff54XXniBsLAwv3OHDx/mT3/6E6tWreL++++vsSBFRESkfP/7v//Lddddx3333Ud0dDRBQf6rrzweDzt27OD3v/99gCIUkYA7YzcSZu9ezt7jGbsKiDV1Ks5ZqSonzePHj+fnP/85N998Mz169CAqKopTp06RlZXFt99+C0BsbCyPPfZYjQcrIiIipZnNZt5+++0KC4Hdfvvt/PWvf63DqESkXinIM0aYSwoON7aokqZNxTkrVeWk2WKxsHLlSubMmcNHH31EcXGx3/kbb7yRV199FZv+RxYREakTt956a6WVswE++OCDOohGRAKisvXKoTZjSnZIicTI7TTapWmLizPWNIP/muYKCj83NVVOmgEiIiJ45ZVXmD59Ops2bSIrK4vIyEhuuOEGevToUdMxioiISAUSExPZsWNHpc/gX/7ylyxevLiOohKROnPxeuXzx+HkFgj/EVg7GH0i44w+YIwwu51QmA8xSowECA6G7duN37t39ysCJtVMmr3atGlDUlJSmeeys7OJiYm5nNuLiIjIJejRowcrV66kVatWpeqNgFE9OyMjg3/+858BiE5Eal3J9coFp+DsQQgKgaJ8KHZd6BeTYPR15RgjzDHxKgLW1JWsnH3zzRdGmcXPZSXNFbn//vv55JNPauv2IiIi8oPbb7+d8+fPs2TJkkCHIiKBUHK9cn4mBIdBUDMoPOVf8CsmQUW/xJ8qZ1+ScpPmVatWcfLkSZ544gm/9pdeeqnCG3r3gjxy5EjNRCgiIiIV6tGjB7t27aJt27aYzeZSW0u53W6OHDlCvkYPRBqVqKgocnNzL6mvqVXfSvu0bNkSh8NxuWFJQ3L4sDGyfPYsREZC+/bQvLkqZ1+k3KT59ddf5/z584wePZo2bdr42r/55ht27dpV6WbZ2gtSREQq5HAYb7Lz8owKnXFxWj9VTTfeeCOLFi0iMjKy3D55eXkMHTq0DqMSkdqWm5tr/Ju85JrmMweh6Ax4PGCLh9AWxjTtIIsx0lwB/fu9iXE44MgRCAkxnsPnz8OuXXDlldCqVaCjq1fKTZqfeeYZsrOz/RJmgHvvvZecnBxGjBhBZGQkwcHBfufdbje7d+9m/fr1tROxiIg0fCXXUEVHG2uotm5V4ZFqGjx4cKXVs61WK7/+9a/rKCIRqVOWqAvrlUMioCDXKPxlbm4kzCr4JWWx240X1gcPGglzs2bG0W6Hm24KdHT1SrlJ889//vMy2++55x5OnDhR6T7M33zzzeVFJiIijZfWUNWouLi4Svs8++yzvP7663UQjYgEhCXKWK8ck2CMPDu2wckfiv+16B7Y2KR+ysuDK64wtpnKzIRTp4wp2hEReoF9kSoXAouMjOShhx6qsE9RURHvvvtutYMSEZFGLi/PGGEuKTxca6iq6eOPPy73nHc984YNG3jwwQfp2bNnHUYmIgHjyoVgC7gL4ewBI5GOHaRq2XKBzWbM9GrRwvgBY31zJTOXmqIqJ83Tpk3jjTfeqLDP+++/T+/evbHZtFm6iIiUwfug9o4wg/FZz41qmTp1aqVrET0eDwsXLuStt96qo6hEJGAcX0H+d2BpCaFWKD5vfHZ8ZSTOImBMzd76w97d4eEXtpuK11T+i1U5aT569GilfX7+85/z3HPP8corr1QrKBERaeT0oK5x/fv3p3PnzqXai4uL2bhxI3fccYeK/Ig0Faf2GPswB/+wb3twGIR6jHYlzU1LRUU3o6KMJVF2uzHTy2YznsOaml1KpUnzgQMHOHDggO/z6dOn+eSTT8qtnl1UVERGRgYbNmxQ0iwiImXTg7pGxcbG8vvf/77c823btuX48eM8/fTTdRiViNQ7hflGle2CPCOpjozTdO3G7FKKbnqfx1KhSpPm1q1bs3HjRv7whz9w9uxZwJgGVhGPx8Pdd99dMxGKiEjDVfINt/ezHtQ1btGiRRWeHz16NH379iU2NpaxY8fWUVQiEjAtrgbHf8BkgqBmxvTsc8fAFALFLrBEg9tpJNAxCUqcGysV3awxlSbNkZGRTJw4kTvuuINHHnmEs2fPcs8995TbPzQ0lA4dOvCzn/2sRgMVEZEG5uI33KBtpWrJNddcU+F5s9lMWFgYK1asUNIs0pi5HMa2UwWnoLgACk9D0HkIMhsJc8ueEPJD4uQ9nrEbVbel8VHRzRpzyWuaO3fuTFpaGs8//zzPPPNMbcYkIiKNwcVvuMH4XW+4a1yedyS/DKdOnWLdunVkZ2cTERFRh1GJSJ1yOYyRY7MVIjob65jP2KFZLFjbQ/5hCLvC/5rgcHApgWq0VHSzxlSpEFibNm2YM2dOpf02b95M//79qx2UiIg0AnrDXWf69u17SUW+hg4dWgfRiEhAnLEbCbN3BDk8FkKbQ5DFmIINxpTskBIJlNtprG2WxklFN2tMlatnt2nTptI+BQUFvPfee4wcObJaQYmISCOgN9x1KigoiIiIiFLJs9lsplWrVvTv359HHnkkQNGJSK0ryDPWKpdUciQ5Ms4Yifa2u51GYbAYJVCNlopu1pgqJ80AX3zxBf/6179wOp2lqmi73W4yMjI4duyYkmYRkabs4jfcoDfctSQsLIz/9//+H+3atQt0KCISKKG2ikeSLVHGiPMZu5FIh9qMhFlFwBo3Fd2sEVVOmj/88EN+9atf+ZJlk8lU5vZTsbGxlx+diIg0XBe/4QYVAasl99xzjxJmkabuUkaSLVEq+iVSDVVOmleuXEmvXr249957iYqKYvHixX5bUJ0/f57ly5ezePHiGg1UREQaoIvfcCthrhUvvPDCJfWbO3cuzz77bC1HIyIBoZFkkVpT5aQ5Ozubjz/+mGbNmgGwbds2WrVq5bfdxbfffsvu3btVDExERKSeOHjwIGvXrlXSLNKYaSRZpFZUOWlu27atL2EGGDFiBIsXL2b+/Pm+tv79+zNnzhwlzSIiIjWoX79+uFyuKl9XXFxcretEREQEgqpz0V/+8hdOnToFQNeuXcnLy2P9+vW+859++ikZGRk1E6GIiIgAcNttt+F0Oqv8c/78+TLrj4iIiEjlqjzSPHbsWJ588klMJhN9+/Zl+fLlPPHEE4wePZpVq1ZRWFjIvn376NSpUy2EKyIi0nTdf//95OTkMGfOHKxWK0FBl/buu7i4mD179vCLX/yiWn937dq1vPnmmxw/fpyrr76aZ599ll69epXbf//+/cyZM4cdO3bQokULRo8ezaRJk/y2w/rJT36C3W73u85ms7HVW3FdRESknqhy0nzXXXdx7Ngx3nnnHTp27AhAjx49+NWvfsVLL71EcXExYWFhPPPMMzUerIiISFPWs2dPhg4dSps2bap87Y033sj48eOrfN26deuYPXs2jz32GNdeey0rV64kOTmZjz76iPbt25fqn5OTw/jx44mLi2PBggXs3r2bBQsWEBwcTHJyMgAFBQUcOnSIGTNmcOONN/quDQmp1k6YIiIitapaT6eJEycyceJEv7bRo0czYMAAMjMz6datGy1btqyRAEVEROSCESNGVPvakrtdXAqPx8PChQsZNWoUU6ZMAeCmm25iyJAhpKWlMXPmzFLXrF69mqKiIpYuXUpYWBj9+/enoKCA1NRUxo4di9ls5sCBAxQWFnLHHXfQpUuXan8fESnB5TAqZxfkGZWzI+NUOVukhlRrTXN52rZtS0JCAi1btmTQoEHVusfatWsZPHgwPXr0ICkpie3bt1fY/+uvv+bBBx+kT58+3HLLLTz99NNkZ2f79dm2bRsjR47kuuuuY/Dgwbz//vvVik1ERKS++9e//sWiRYt47bXXeOedd/j++++rfa/vvvuOo0ePMnDgQF+b2WxmwIABfP7552Ves2XLFvr160dYWJivLTExkby8PHbu3AlARkYGFotFS7lEaorLYezRXOwCSzS4TsLBNPjuPaPd5Qh0hCINWo0mzV6ZmZkcOXKkytd5p4ANGzaMlJQUIiMjSU5OJjMzs8z+Bw4cYNy4cVitVl5//XWeeeYZvv76a5KTkyksLPT1mThxIj/60Y9ISUnh9ttv5/nnn+dvf/vbZX1HERGR+uTo0aMkJSUxfvx4Fi9ezLJly3jhhRcYOHAgzz//PGfOnKnyPQ8dOgTgW47l1b59ew4fPozb7S7zmrL6l7xfRkYGNpuNJ554guuvv57evXvz/PPPc/bs2SrHKCIYI8xmK4RYofA0nD0IQSFQlG8k0kqcRS5LrSwe+u1vf1vla6ozBWzVqlW0atWKlJQUzGYzYDzYR44cyZYtW+jfvz+pqam0a9eOefPmYTKZuO2223A4HCxevJghQ4Zc3hcVERGpB/Ly8njwwQc5duwYYWFhxMfHExsbS2hoKA6Hg02bNpGRkcHq1auxWCyXfF9vEmu1Wv3arVYrxcXFnDt3joiIiFLXlNW/5P0yMjLIzs7mxz/+MWPHjmXv3r0sXLiQI0eOkJaWVuXvL9LkFeQZI8wA+ZkQHAZBzaDwlJFIg5FYaw9nKcnhALsd8vLAZoO4OIjSlP6yXFLSfOTIEdLT08nNzaVr164MGTLEl6SWVFxczMyZM0lPT/erkHkpqjMFrGvXrnTt2tUvliuvvNIXMxjTxIYNG+YXT2JiIuvXr+f777+vVjEVERGR+mTp0qXk5ubyzDPPkJSURHh4uN/5wsJCXnzxRdLS0pg8efIl39e7TdXFz/Ty2ivjrfb91FNPUVBQQM+ePQHo06cP0dHRPPHEE2zbto0+ffpU6b4iTV6oDdxOI0EuOgPmFlB8HsyRxvngcHDlBDZGqV8cDti6FaxWiI4Gp9P4nJCgxLkMlSbN77//Pi+88IJvujPAokWLWLp0qS9BBcjNzWX69Ol8+eWXAPzsZz+rUiCXMgUsODjY79yYMWNK3efTTz8FjOTZ6XRy4sSJCqeJKWkWEZGG7u9//zuLFi3i5ptvLvO82Wxm9uzZPPDAA1VKmiMjjX9w5+fnExMT42t3Op0EBQWVSs4BIiIiyM/P92vzfvaOSnfv3r3UdbfeeisA+/btU9IsUlWRccYUbICQCCjMA48HbD8U2nM7jcRaxMtuNxJm78wg79FuNxJn8VPhmuadO3cya9YsCgoK8Hg8vp/vvvuOadOm+d4079y5k+HDh/Pll18SGhrKiy++yCuvvFKlQC5lClhlsrKyePXVV4mPj6dv374V3rPk3xQREWnImjVrVm7C7BUcHIzL5arSfb0vnS+uLZKZmUnnzp3LHGnu1KlTqbom3uuvvPJKioqK+OCDD9izZ49fn/PnzwNo9w2R6rBEQUwCBFmMpLm4CCKuBHNzY11zYb6RWIt45eXBxS8+w8ONdimlwqQ5LS0Nj8fDyJEjef/99/niiy9Ys2YNt9xyC//973/ZvHkz7733Hg888ABZWVm0b9+eNWvWMHLkyCoHcrlTwLKyshg3bhzFxcXMnz8fk8lU6T2908RERKT6oqKiMJlMlf4Al9QvStPCquzidcVl2bt3b5UraXfq1InY2FjS09N9bYWFhWzatIl+/fqVeU3fvn3ZsmULTqfT15aeno7NZuOqq64iJCSElJQUUlJS/K77+OOPMZvNvinbIlJF3sS5431w5UPQrJUxJTvIYrRr+ykpyWYzpmSX5HQa7VJKhdOzd+3aRXJyMk899ZSvrWXLlvzxj39k4sSJzJw5k5ycHDweD4MGDeKVV165pAd3WaozBcxr//79TJo0iaKiIt566y06dOgAXPhHxMXTxLwPcu/fFBGR6svNzfW9jKwJVV0nK3D11Vfzpz/9idGjR5d5/tNPP+U3v/lNlac9m0wmJk2axIsvvkiLFi24/vrrWbVqFbm5uYwbNw6Aw4cP43A4fMnu6NGjWbVqFZMnTyY5OZl9+/aRmprKjBkzCA0NBeDhhx9m1qxZvPTSSwwcOJCdO3eyePFiHnzwQdq1a1f9/yFExGCJUtEvqVhcnLGGGYwRZqcT8vMhPj6wcdVTFSbN2dnZ/OIXvyjVbjKZeOyxxxg9ejQhISE89dRTvodndZWcAlZyDXJFU8AAvvnmGyZNmkRERARpaWl+ez5arVZatWpV5rQyQPtDiohIozB58mSGDx/OX//6V/r160dUVBSnT5/m2LFjfPbZZ2RlZREaGurbnaIqxowZg8vl4u2332bFihVcffXVLFu2zFcfZMmSJXz44YdkZGQA0Lp1a5YvX86cOXOYOnUqMTExTJ8+neTkZN89k5KSMJvNLF++nLVr1xITE8Ojjz5apfXWIiJyGaKijLXLdjvk5BgjzPHxKgJWjgqT5mbNmpU7GtuzZ09atGjBH/7whzKnUo0ZM4bVq1dfciAlp4DdcsstwIUpYAMGDCjzmiNHjjBp0iSio6NZsWJFmUW9+vXrx8aNG5k2bZqvkFh6ejrdunXzG9EWEZFaoi0tal1sbCzLli3jySefZOHChX4vmj0eDzabjddff524uOqtaZwwYQITJkwo89zcuXOZO3euX9u1117Lu+++W+E9hw8fzvDhw6sVj4iIVOyvj9/BwTkjqnZRevmn/vr4HZcXUANXYdJ8+vTpcs8FBQXRoUOHMhNmp9PJf//73yoFUp0pYHPmzOHs2bPMmjWLrKwssrKyfPdr27YtrVu3Jjk5mfvuu49p06YxcuRIvvjiC9avX8+CBQuqFJ+IiFSDtrSoM927d2f9+vVs2LCBTZs2kZWVRWRkJDfccAP33XcfNq1TExFpMoam/L16S6fKedHdxWTCs7Dm42woKkyaCwoKmDZtGhaLpczzR44cYcaMGaWu2bNnT4UJd3mqMgWssLCQzz77DLfbXSoGgKeffprk5GSuuuoqli5dymuvvcaUKVNo27Ytr7zyCkOHDq1yfCIiUkXa0qLGZWdnlztTKjQ0lHvuuYd77rmnjqMSEZEGr6IX3U1cpfs0f/zxxxW+pfi///u/MturW8jlUqeAmc1mdu/efUn3vPXWW337P4qISB3KyzMevCWFhxvrp6RaXn75ZebNmxfoMEREpLGp6EV3E1dh0hwUFERiYiJt27a95CTY5XLx1VdfsX///hoJUEREGjDvlhbeBy9oS4vL9Ne//pUuXbowefJkzGZzoMMRkYbC5YAzdijIg1CbsW+ztqGSkvSiu1wVJs0jRozgxRdfrPJNz507V27xLhERaUK0pUWN83g8pKSk8N5773H//fczcuRI7W0tIhUnxS4HZG8FsxUs0eB2Gp+1f7OUpBfd5Qqq6GRV93P0CgsLo1+/ftW6VkREGhHvlhYWi/Gm2mJREbDL1L17d7788ktef/11jh07xtChQ5kxYwZfffVVoEMTkUBwOSDrY9i/GHK3gykEil1GUuxyGH3O2I2EOcQKJpNxNFuNdhGvuDjjxXZ+Png8F36v5s4LjUmFI80//elPq31jVacWERHgQuIsNWLSpEk0b96c3r1707t3b375y1/y0Ucf8Zvf/IagoCBGjx7NsGHDCAsLC3SoIlIXsreC8zto1sZIiE/tBlv8haTYkmCMPlsumnYbHA4uTbuVErR3c7kqLQQmIiIi9cfFuz9EREQwZswYxowZw9atW3nnnXdYsGABd999N/fffz9dunQJUKQiUtv++vgdHFzxZhlnNlfhLql+95MmTi+6y6SkWUREpJFISEggISGBkydPsmbNGiZOnEiHDh0YM2YMiYmJBAVVuCpLRBqYoSl/x5P9b8jbDZ4CCA4zptUWnoKWPSDIYqxbdjkgKx0KHVBcCEFmMEdBbKLfmuamvhevSHn09BQREWlkWrVqxZQpU5g9ezb//e9/mTZtGgMGDGDRokWBDk1EaprbCdb24D534ScoBArzjWJgPh6/Q4lfRKQSGmkWERFpRFwuF+vWrePtt9/m4MGDeDzGP4xjYmLo0KFDgKMTkRpXmG+sX25+DZy1w7lsaJUAUb0vjCKfsUN4LIR0vXBdUf6FNc8iUiElzSIiIo3AiRMnWL16NWvWrOHUqVN4PB6CgoIYOHAg48aN44Ybbgh0iCJSG2ISjOS36By07AUdyth/WYXARC7LZSXNBQUFhIaGAsa+kSaTqUaCEhERkbKtWrWKBx54wPd5586dpKWl8be//Q23243H4yE8PJzhw4fz0EMP0b59+wBGKyK1zhJV+WhxqM2Yxh1SYv9dt9NoF5FKVStp/sc//sFvf/tb8vPz+fTTTwHIyMjg7bff5pprrmHMmDE1GqSIiIgYPvjgA/r27cuuXbtYs2YN//nPfwDj5XXbtm154IEHGDVqFBEREQGOVEQCzuUwRqHzM8GZaaxxDrvCSJgL8yEmPtARijQIVU6at23bxsMPP0xRURFXXHGFr/2qq67ipZde4pe//CUbN25kyZIlvlFoERERqRl79uzhnnvuAfCtV+7ZsycPPfQQd955pypki4jB5TD2cDZbIaIThDSD03ajUJi1g5EwXzyNW5oeh8PYlzkvz9iXOS5O+zKXocpP1sWLF9O6dWumT59O8+bN/W8WFMRzzz3HP/7xD1JSUmosSBEREbnA4/EQHBzM0KFDWbNmDe+++y5Dhw5VwiwiF5yxGwlziBUKTxvrlz1uKDxjjDgrYRaHA7ZuBZcLoqON49atRrv4qfLTdefOnbz11ls8/PDDhIWFlTofExND8+bN+fOf/1wjAYqIiIi/UaNG8cknnzB//nyuu+66QIcjIvVRQZ5R7KvgFOTtguICsLSGgh9GoF1KjJo8ux2sVuPHZLrwu90e6MjqnSpPz+7YsSOdOnUCKLPw18mTJzlz5gznz5+/7OBERETE36233soLL7wQ6DBEpL7zFv9yZkJIGBS7IX8feArAHAGOEIgdFOgoJZDy8owR5pLCwyFHVdUvVuWR5piYGIqLi8s9P2/ePDweDx07dryswERERKS0Bx98MNAhiEhDEBlnFPs6fxLchXBqL7jPQkQXIAhOarS5ybPZwOn0b3M6jXbxU+Wk+a677iI1NbVUe25uLs899xwffvghJpOJpKSkGglQRERELrjtttsCHYKINBRBwXDuKHy/EYJM0Lw7mCONqbhhMca6Z2m64uIgP9/48Xgu/B4XF+jI6p0qJ80//elPOX78OD//+c85cuQIM2fOZOzYsQwYMIB169YBMHToUL89JEVEREREpI54K2cHN4O2P4HQ5lBcDHiM6tnucxARZ6x7lqYrKgoSEsBiMaZkWyzGZ1XPLqVa+zT/5je/YcOGDbzzzjv83//9H+fOnSMkJIRrr72WUaNGcd9999V0nCIiIiIicilKVs4OAaKuhzMH4OwBaHEttOgCQSEQpP3cmzxv4iwVqlbSDHDnnXdy5513AlBQUKA9mUVERERE6oOCPLCUKPDU/GpwF4GnEGzXGAXCCvONvZpFpFI1sqFjWQnziBEjauLWItLQeKeEHdugLS1EREQCwVs52/e5BUR2gdAoY7/mIAvEJGivZpFLVK2RZrfbze7du8nJyaGwsNDvXHFxMRkZGezdu7dGAhSRBsSbMJutxhtut9P4rAeziIhI3YmMM56/YOzV7HaCKRja/0zPY5FqqHLSnJGRweOPP05mZmZtxCMiDVnJNVRw4XjGDhatl2kyHA6w2439H202owqniooE3Lx580hKSqJdu3aBDkVEapslynhhfcZujCyH2oyp2EqYRaqlyknzrFmzOH78OH369MFms2EymUr1sdvtHDp0qCbiE5F6LD4+nt27d1fa75ofd2TXvkO1H5AEnsMBW7eC1QrR0cZ+j1u3qhpnHTl9+jROp5Pi4mK/drfbTbt27Zg9ezZvvvlmgKITkTplidILa5EaUuWk+b///S8ffvghXbp0KbdPYWEhAwYMuJy4RKQB2LVrl39D9lZMrfriydl2oa0o31g7JU2D3W4kzNYfZhl4j3a7qnPWomPHjvHYY4+xb9++Cvs1a9asjiISERFpPKqcNPfq1avChBnAbDbzq1/9qtpBiUg953IYU74K8owpX5FxxhvtyDjjfFH+hTVUqs7ZtOTlGSPMJYWHG/s/Sq353e9+x9699XySXQAAIABJREFUe+ncuTPR0dHY7Xa6devmO19YWMjRo0cZN25c4IIUERFpoKqcNMfHx3P69GmaN29eYb9z585VOygRqccupdhXkEVrqJoqm82Yku0dYQbjs80WuJiagG3btrF8+XL69esHwNSpU3n55ZeJiLiwB+sTTzzBvffeG6gQRUREGqwqbzk1fvx43nrrrQr7uFwu5s2bV+2gRKQeK1nsy2Qyjmar0e4VkwBt71TV7KYoLg7y840fj+fC73FxgY6sUWvZsqUvYQYYMmQIH3zwgV+f++67j4ULF9Z1aCIiIg1elUeaLRYLBw4cYOzYsYSHh5c67/F4OHToELm5uTUSoIjUMwV5xghzScHhxsiySFSUsXbZbjemZNtsEB+vImC1zGw2c+7cOcLCwgBITExkxIgR3HPPPbRs2RKAoKAgPvvss0CGKSIi0iBVOWl++eWX+eSTTyrtV1ZVbRFpBEJtxpTskBLTb91Oo93lMD4f2+C/1lmaFm/iLHWmV69e3HfffVx33XXccsst3HXXXQwbNoyxY8cyZcoUCgoKWLhwIWfPng10qCIiIg1OlZPmDRs2kJiYyOjRo4mOjiYoyH+Gt8fjYceOHcyePbvGghSReiQyzljDDP7Fvpq3u9Be3lpnEakVjz76KJs3b+aDDz7gm2++4a677mL8+PFs2LCB6dOnA8bzecSIEQGOVEREpOGpctIcFRVFSkpKhSPJ3bp147333ruswESknrJEGYnwGbt/sS/vWme4sNYZjHbtEylSq6Kiovjoo4/4xz/+4auaHRISwooVK1iwYAGZmZn07NmT5OTkAEcqIiLy/9m797Coqv1/4O8BZwYYkGFAyUTFy6Qk5uWoeJe8pPVVT5KYaV4JS6GyrDSztItpdUqyUn+aKYrlpZNa53jSSO3oKTE7dbyFjho3bwnDkMzAMDDz+2M3IzgX2OPAcHm/nodn3GuvvfjU09P42Wutz2p4RCfNAwcOrNHS6+3bt7sVEBE1AHKVfSJcwL3ORN4UEBCA++67r0pbYGAgFi9e7KWIiIiIGgfR1bPHjBmD//znP9X24xIwoibGute5MuteZyKqF+bPn+/tEIiorliPiLy8T/i01h0hItFEzzRLpVIcPHgQcrncVqWzsoqKCpw9exZnz571SIBE1EBU3utssdzc6xwW7d24iBqRCxcuQK/X45577qnS/uOPP7p8zmw249y5c9i3bx/efffd2gyRiOoDa8IsVbDOSFOn1QonWuh0wokWajVPtHCD6KR5xowZKC4uxtatW2sjHiJqqKx7nYGqe5355UzkMdOmTUNRUREOHz5sO0oKAJ599lnk5+d7MTIiqlesdUas9UVYZ6Rp0mqBjAxAoQBCQwGDQbiOiWHiLJLopLlnz57IyspChw4dIJPJ7O5XVFTg3LlzyMvL80iARNSAWBPkO0d5Nw6q//jm2y133303rl69CoVCUaV93Lhx+OSTT6BWqxEUFGR3soXZbEZ2djYKClhjgKhJKGOdEYLwPatQCD/AzU+NhkdDiiQ6ae7Tpw8+/PBDhwmzVVlZGYYPH35bgRERUSPFN99uW79+vcP2uLg4lJWV4aWXXnL6rF6vx6hRfKFF1CRY64w0q/SCjXVGmh6dTvierSwgAOALVNFEFwJ74IEHqu1TXFyMlStXuhUQERE1cpXffEskN/+s0Xg7sgarY8eOdpWzb6VQKLBo0aI6ioiIvCpILdQVKdcLdUbK9cJ1kNrbkVFdUiqFF9OVGQxCO4kiOmlu3bq1y1lmAFi0aBF69+7tdlBERNSI6XTCm+7KAgKEdnJbnz59qu1z7ty5OoiEiLzOWmfERy4syfaRswhYU6RWA3q98GOx3Pyzmi9PxBK9PHvjxo1O71VUVCAvLw///ve/8e9//xtDhgy5reCIiKgRsr75rrwvl2++a5XFYsGvv/6KzZs3Y968ed4Oh4g8yagVCnyV6YTl10FqITmWq1j0q6lTqYStTxqNsCRbqQSio7kVyg2ik+a33noLEokEFovF4X3rvQ8++IBJMxER2VOrhT3MgDDDbDAIb76jeTyZu0pLS5GSkoL9+/fj+vXrKC8v93ZIRFRXeLQUuWJNnOm2iE6aAWDKlClo3769XXt5eTk+//xzTJw40a5yJxEREQC++a4Fixcvxj/+8Y9q+0kkkjqIhojqFI+WIqp1opPmtm3bYvHixU7vh4SE4MCBA3jvvfduKzAiImrE+Obbow4cOIDY2Fg899xzaNu2rcPaIxcvXsSECRO8EB0R1SZJ+FCPjVX5/Hciukn0dPDWrVtd3h87dix++OEHrFq1yu2giIiIqOaCgoKQlJSETp06OS3W2aFDB4wdO7aOIyOi2mS5fhSWa9/BUnD85s+174R2i8X2A6DKtbMfrVbr5X8iovpJdNLcokULl/ctFgskEgl27tzpdlBERERUc2PHjsXvv/9ebb+4uLg6iIaI6gyPlqLqaLVCHZF9+4RPvhhxi+jl2adPn3Z6r6ioCF999RV0Oh2Cg4NvKzAiIiKqmblz5+LVV1/Fvffe67KmyHPPPYdvvvmmDiMjolplPVrqhkY4WkqmBMKiWQSMBNaEWaEAQkOFwpsZGcL2KNYREUV00vzQQw+5LCRiXQIyadIk96MiIiKiGtu4cSN8fHwwZ84cdOvWze6+xWLB2bNnkZeX54XoiKhW8WgpckajERJm6xGP1k+NhnVFRHKrenZwcDDuvPNOu+RZKpWiRYsWGDp0KIuNEBER1ZGvv/4a58+fh8ViwXfffee0H6tnExE1ITqdMMNcWUCAcHIFiSI6aW7evDn279+P5s2b10Y8REREJNKoUaMQGRmJAQMGQCaT2S3RNplMOHPmDLZv3+7W+Dt27MDHH3+Mq1evIioqCgsXLkTPnj2d9j937hyWLVuGEydOIDg4GJMnT0ZiYqLTpH3hwoU4duwYDhw44FZ8RFQD+RlAmU5Ywh2k5hLupkCpFJZkW2eYAeFaqfReTA2U6KR52rRpTJiJiIjqkVGjRqFv377o27evy37Hjh0TPfbu3buxZMkSJCUloVu3btiyZQsSEhKwZ88etGnTxq5/QUEBZs6cCbVajZSUFJw+fRopKSnw9fVFQkKCXf8jR45g165daN26tejYiKgGjH8WfjIbAXkoUGEQEuiwGCbOjZ1aLexhBoQZZoMB0OuB6GjvxtUAia6enZycXKN+8+bNEx0MERERiadWq9G9e/dq++3du1fUuBaLBatWrcLEiRORnJyMoUOHYs2aNQgJCUFqaqrDZ7Zu3Yry8nKsWbMGQ4cOxdy5czF79mysW7cOJpOpSl+9Xo9XXnkF4eHhouIiIhFuaITPZgpAIhE+pYqb7dR4qVTC3mW5XFiSLZezCJibnM4063Q6twY0m804ffo0l1gRERHVIblcjuLiYuzatQvHjx9HaWkpWrdujZEjR6J///5ujZmdnY1Lly5h2LBhtjapVIrY2FgcPnzY4TPff/89+vfvD39/f1vbiBEjsGbNGpw8eRK9evWytb/77ruIiIhA586d8e2337oVIxFVo8zB3+l9A4Rq29T4WRNnui1Ok+YRI0ZAr9fXZSxERETkpv/+9794+umnkZ+fbzvJAgA+++wzdO/eHW+//Tbatm0rasysrCwAQLt27aq0t2nTBjk5OaioqICvr6/dMzG3/AXNuow7KyvLljQfP34cX3zxBfbs2YO0tDRRcRGRCDIH+1crDI7bicghp0nzuHHj8Omnn0IqlSIgIKDGFTfNZjNu3LjhsQCJiIjItdzcXDz22GMwGAzo1KkT+vbti1atWkEmk0Gr1eL48eOYMWMGPv/8c6hELMsrLi4GACgqF5H589psNqOkpASBgYF2zzjqX3k8o9GIl156CXPnzrVLyInIw4LUwme5XphhrjAAJr1wnjMR1YjTpPmRRx6BVqvFypUrRR9RkZeXh7i4uNsOjoiIiKr30UcfISgoCKtWrcKgQYMc9tm4cSPWr1+PBQsW1Hhc64z1rX8PcNZeHWtV7w8++AD+/v6YNWuWqOeJyA3WYl8+cmFJtkwpJMwsAkZUY06TZrVajTFjxrh1pmNERATmz59/W4ERERFRzfzwww/YsGEDOnXq5LTPzJkzMWnSJFHjBgUFARAKdoWFhdnaDQYDfHx8EBAQYPdMYGCg3fYu63VgYCBOnTqFTZs2YevWrQCA8vJyWxJeXl4OX19fnidNVBvCuK+VyF0uj5waMWKE2wM//PDDbj9LRA0cz4IkqlMqlcplwmwldvuUdel0bm5ulWXUubm5aN++vcPkNjIyEnl5eVXacnNzAQAdOnTAwYMHYTKZMHHiRLtnu3btiuXLl3O1GhER1Suiz2m2Kisrw1dffVWlQueIESPQo0cPT8ZHRA0Jz4Ik8gq5XO6wKFdlBw8etO0prqnIyEi0atUK6enptmXfJpMJhw4dQmxsrMNn+vXrh+3bt8NgMNhmotPT06FUKtGlSxeEh4fbPbtp0yZkZGRgzZo1iIiIEBUjERFRbXMraT59+jSeeuopXL58GcDNvU0bNmxATEwMli9fjlatWnkuSiJqGCqfBVn584YGkHNZGFFt6devH5YvX46FCxeiWbOqX+1arRY7d+7EmjVrMG7cOFHjSiQSJCYm4vXXX0dwcDB69eqFtLQ0FBYWYsaMGQCAnJwcaLVa20vzyZMnIy0tDbNnz0ZCQgIyMzOxbt06zJ8/HzKZDOHh4XbnMqtUKshkMnTr1s39fwlERES1RHTSfOXKFcycORN//PEH7rzzTrsKnT/99BOmT5+OnTt3Ijg4uDZiJqL6imdBEnnFY489hvj4eMTGxqJPnz5QqVQoKirClStXcOLECZSXlyMkJARPPvmk6LGnTJkCo9GIzZs3Y9OmTYiKisKGDRtsx0itXr0au3btwtmzZwEALVu2xMaNG7Fs2TI89dRTCAsLw7x585CQkODRf2YiIqK6IrFUPsyxBl566SUcOnQIS5YswX333eewz4cffgij0dhoioHl5eVh+PDh+Pbbb7lsjMiV/AxIWvSDpeD4zbZyvVCxkwVIGi2JRAKRXyV1Ol59VBvfK/n5+Vi8eDEOHTpkd69z585YuXIlOnTo4JHfVR/wu5nIBaNWWOX1Z30RSYt+jf7/q1QVv5vFc/W9Inqm+T//+Q/Wr1+Pu+++22mf5ORk0RU6iagR4FmQRF4TFhaGtWvX4ty5czhw4ACuXLmCoKAg9OnTB0OGDGFFaqKmwqgV6olIFTfri1jbWV+EyC2ik2alUukyYba69biJmtqxYwc+/vhjXL16FVFRUVi4cCF69uxZ7XPFxcUYO3YsFixYgNGjR1e5N2bMGGg0miptSqUSGRkZbsVIRE7wLEgir7vrrrtw1113Oby3fft2nm5B1Njd0AgJM+uLEHmM6KTZz88PZrMZPj4+Tvv88MMP0Okc7G2sxu7du7FkyRIkJSWhW7du2LJlCxISErBnzx7b3ilHiouLMXfuXFthssrKysqQlZWF+fPno2/fvrb2WwulEJEHcSk2Ub2j1Wrx7rvvMmkmauzKdMIMs6N2InKL6Myxd+/eSElJwTPPPGO31Euv1+OLL75ASkqK0/3OzlgsFqxatQoTJ05EcnIyAGDAgAEYPXo0UlNTsXjxYofPHTt2DEuWLEFBgeNCQxcuXIDJZMLw4cPRsWNHUTERERE1BBaLBWlpadi3bx/y8/NhMpns7jtqJ6JGSKYUlmRbZ5grtxORW0QnzYmJiXjooYewd+9exMTEVKnQaT2zOSgoCE899ZSocbOzs3Hp0iUMGzbM1iaVShEbG4vDhw87fS4pKQkDBgxAQkIC4uPj7e6fPXsWcrkckZGRouIhIiJqKN5++21s3Lix2n7c10zUBASphT3NwM36ItZ2InKL6KQ5ODgYqampWLhwIf7+97/bvoCt1dTatWuH999/X/Q5zVlZWbbnK2vTpg1ycnJQUVEBX19fu+e2bt2Ku+66C3l5eQ7HPXv2LJRKJZ555hkcOXIEEokEo0ePxosvvojAwEBRMRIREdVHX3zxBR555BHExcVBqVTabaGyWCzIzMzEvHnzvBQhEdUZuUrYJnVDc7O+iLWdiNzi1sbe1q1bY8uWLfj5559x8ODBKhU6R44c6dZ+4eLiYgCAQlF1KYlCoYDZbEZJSYnDJNdZsROrs2fPIj8/H507d8a0adPw66+/YtWqVcjLy0NqaqroOJsKbYkWmgINdKU6KP2UUIeqofLn/2yJiOqj0NBQLFmyxGWfiIiIKrU9iKgRk6tY9IvIg1xmtxcvXnR5pmPPnj1rVNm6Jqwz1bcuHXPWXlPPPfccysrK0KNHDwDCnuzQ0FA888wzOH78OHr37n0bUTdO2hItMvIyoJAqEOofCoPJgIy8DMRExDBxJiKqh7p3716jfuvWravlSIiIiBof5yWwASxfvryu4kBQUBAA+6OqDAYDfHx8EBAQ4Na4d999ty1htho8eDAAIDMz060xGztNgQYKqQIKmQISiQQKmQIKqQKaAk31DxMRUZ3761//ivT09Br1IyIiInFczjQfPnwYixYtwvPPP4+QkJBaDcS6lzk3N7fKvubc3Fy0b9/erZnm8vJyfPnll+jSpUuVs6VLS0sBoNb/mRoqXakOof7CUQUTh03ExbMXa/Rc165dcerUqdoMjYiIHOjXrx9WrlyJZs2a2W1zAgCz2YzMzEz89ttvXoiOiIioYat283F6ejq+/vprjBkzBpMnT0aXLl1qJZDIyEi0atUK6enpGDRoEADAZDLh0KFDiI2NdWvMZs2a4YMPPkCXLl2wZs0aW/v+/fshlUrtZqBJoPRTwmAyQCFTYMeBHQAAfZke8mZyxETEQCKR2JbNExGR9x04cACffPIJysvLvR0KETUERq1QKKxMJxQKC1KzUBiRCy6T5r59+yI1NRXXrl3Dl19+iaSkJLRo0QKTJ0/G/fffD6lU6rFAJBIJEhMT8frrryM4OBi9evVCWloaCgsLMWPGDABATk4OtFqtqGT3iSeewCuvvII33ngDw4YNw8mTJ/HRRx9h6tSpaN26tcfib0zUoWpk5AlHFQRIA2AwGaA36REdHu3lyIiIyJGVK1dCIpFgwIABCAsLc1g9+8yZM9BouM2GqEkzagHtceFIKr8WQKAaMBuF67AYJs5ETrhMmufMmQOJRII77rgDs2fPRmJiIg4dOoTPPvsMb7/9NuLi4jBp0iTceeedHglmypQpMBqN2Lx5MzZt2oSoqChs2LABbdq0AQCsXr0au3btwtmzZ2s85sMPPwypVIqNGzdix44dCAsLw9y5czF79myPxNwYqfxViImIgaZAg4KSAij9lIgOj2YRMCKieury5cv4/PPPXZ4oUV5e7vbKLSJqBIxaITk2ZAN+4YBEAhSdBpTRgFQhzDyz4jaRQy6T5v79+1e5lkgkuPfee3HvvfciNzcX27ZtQ3x8PLp164YpU6bYCmzdjlmzZmHWrFkO761YsQIrVqxweC8iIsJpMh0XF4e4uLjbjq0psSbORERU/w0YMKDaIxibNWuGpUuX1k1ARFT/3NAIybG5HJAGC0kzABhygeCuwpnOROSQy+rZrrRp0wbPP/88Dh48iNGjR+PDDz/Efffdh40bN6KoqMiTMRJRQ2R9o315n/Bp1Ho7IqJGKyYmBoWFhdX2u379eh1EQ0T1UpkO8A0AmgUBZqEoLnz8ANMNoMIg7G0mIofcTpqtZDIZ7r//fowfPx56vR5vv/02hg4dihdffNET8RFRQ2RNmM1GQB56c78UE2eiWjFx4kT8/e9/d9mntLQUH330UR1FRET1jkwpJMeKNkBFyc0fn2aASS8UAyMih6qtnu3KtWvXsHXrVuzYsQNFRUWwWCzw8fHB4MGD8dBDD3kqRiJqaKxLwJr9efSN9ZP7pYhqxeOPP46rV69i37598Pf3t7tvNpuRm5uLggIuvyRqsoLUwgtsqQJo3hUo1gAl+UCLGED1FxYBI3LBraT5xIkTSE1Nxb59+1BRUQGLxQKFQoGHHnoIU6dOtRXuIqImqkwnzDBX5hvA/VJEtUSr1dboDGaJdQ8jETU9cpVQIfuGBigvAUJ6Am151BRRTbhMmj/88EMkJycDEN5S79+/H6mpqfjll18ACEdYtG7dGlOnTsWECRMQGBhY+xETUf1nXQJmnWEGuF+KqBb16dMHTzzxBDp37gyZTGaXHFdUVODUqVNYuHChlyIkonpBruKKL3JNqwU0GkCnA5RKQK0GVHyx4jJp/uqrrxAdHY1Tp07hiy++wJUrV2CxWAAAPXv2xIwZMzBy5Ei78yCJqImzLgEDhBnmCoOwXyqMZ30T1Yb+/ftj0KBBkMvlTvu0bdsW//nPf+owKiIialC0WiAjA1AogNBQwGAQrmP4osVl0pydnY05c+YAEGaVmzVrhlGjRmH69Om455576iRAImqAKi8BMxYIM8xh0VwCRlRLhg8fXm2fLVu2YNmyZXUQDRERNUgajZAwK/5cKWj91Gi8F1M9Ue2eZovFguDgYMTHx2Pq1KkIDw+vi7iIqKHjEjCiesFisSA3Nxfr1q3DAw88gNDQ0OofIiKipkenE2aYKwsIAFhEsvqk+ZlnnsG0adMcVuMkIiIi74uKiqpRv//3//4fFi1aVMvREBFRg6RUCkuyFZVq0hgMQnsT5zJp/r//+z88/vjjdRULERERucFisUAulzucRTabzSguLkbz5s25p5mIqAnx5IkJISEhHhurIXKZNE+bNq2u4iAiIiI3BQUF4eDBg05PsXj55ZcxZswYxLCYCxFRk2At3lxdNWyJRHKzbw36N1Uuy1537969ruIgIiIiNyUmJro89vHJJ5/EnDlzbEdGEhFRE2Cthm00CnuVjUbhWqt1/oxKJVTLHjVK+GTCDKCapJmIiIjqv9mzZ7u837JlSyiVSqxYsaKOIiIiIq+rXA1bIrn5Z1bDFq3aQmBERETUsJ0+fRrXrl2D1tXsAhERNS6shu0xTJqJiIgaOFc1SIqKinDhwgWYzeYaV9kmIqJGgNWwPYZJMxERUQN37Nixavt07NgRy5Ytq4NoiIioXlCrhT3MgDDDbDAAej0QHe3duBqgWkmai4qKEBwcXBtDExER0S0kEgkWLFiAqKgouyNGpFIpwsLC0KZNGy9FR0REXmEt6qXRCEuylUohYWZxL9FqJWnevn07hgwZgi5dutTG8ERERFRJ+/btMWPGDG+HQURE9Y01cabb4lbSXFZWhgsXLkCv11c91wtARUUFysrKsHTpUmzbts0jQRIREZFzn3/+OQCgtLQU2dnZ6Ny5MwBh5Zefnx/kcrk3wyMiImrQRCfNmZmZSExMRH5+vst+fn5+bgdFRERENRcQEIDU1FSkpKRAqVTi4MGDAACDwYCVK1cCAF544QUEBAR4M0wiIqIGSXTSnJKSghs3bmDgwIEIDQ3F0aNHMWDAANt9o9GIkydPYt68eR4NlIiIiBzbu3cvli9fDgBVaoq0atUKS5cuxcqVKxEXF4dPP/0UKu5lIyIiEkV00nzq1Cns3LkTarUaADB//nw8//zzVb6EFy1ahO7du3suSiIiInJq48aN6NGjBxITE/HRRx/Z3X/88cexfv16vPvuu6ygTUREjmm1QtEwnU4oGqZWs2jYn3zEPtCyZUtbwgwA48aNw2effValT1xcHFJSUm4/OiIiIqpWVlYWVq9ejeHDh0Mmk9ndDwgIgEKhwIEDB7wQHRER1XtarXA8ldEIhIYKnxkZQjuJT5oBVNnPPHjwYHz99dfIzc21tel0Ohw9evT2oyMiIqJqdezY0eWy64sXL+LGjRsoKSmpw6iIqF4xaoH8DODyPuHTyGSIKtFoAIVC+JFIbv5Zo/F2ZPWC6OXZQ4YMwbhx46BWqxEbG4uZM2di2rRpePTRRzF9+nSUlZUhNTW1NmIlIiIiB1q0aAGj0Qi5XG53qkV5eTlee+01AOBRkERNWX4GIFUA8lCgwiBch8UAci6/JQhLskNDq7YFBAjnO5P4mebExES0adMGGRkZ+OqrrwAA8fHxiIqKwttvv433338fhYWFeOihhzweLNVP2hItMvIysO/8PmTkZUBbwjeXRER1afLkyXjttddQUVEBiURia//ll18wdepUHD16FBKJBDNnzvRilETkVVIF0OzPWcRmCuH6BmcR6U9KJWAwVG0zGIR2Ej/TrFAosG3bNpw5cwYRERG29g8++ABbt25FTk4OevTogXHjxnk0UKqfrAmzQqpAqH8oDCYDMvIyEBMRA5U/31wSEdWF/v3748KFCxg8eDDKysrw8MMPIzc3F4WFhbBYLJBIJEhKSsKoUaO8HSoReYtvgP21kbOI9Ce1WtjDDAgzzAYDoNcD0dHejaueEJ00A4BEIkHXrl2rtEmlUsyYMcMTMVEDoinQQCFVQCFTAIDtU1OgQUxEjDdDIyJqUh599FHExMRgx44d+N///oegoCCEh4fj7rvvxsSJE3mqBVFTV2EQZpgrX8s4i0h/UqmAmBhhD3NBgTDDHB3N6tl/citpronJkyfj008/ra3hqZ7QleoQ6l91/0OANAAFJXxzSdSk8dgKr1Cr1XjppZec3r927RrCw8PrMCIiqjdMeuHTN0BImE16IIyziFSJNXEmO06T5oyMDOh0OrulXLt373Y5oNlshkajwS+//OKZCKleU/opYTAZbDPMAGAwGaD045tLoibLemyFQiEUFTEYhOuYGCbOXjZ16lTs37/f22EQkTeExQh7mI0FwgxzWDSLgBHVkNOkOTk5GcXFxTh8+DDCwsJs7R999BHy8vLqJDiq/9ShamTkCfsfAqQBMJgM0Jv0iA7nm0uiJqvysRXAzU+Nhm+wa1F+fj7+/e9/Iz8/H2VlZVXumc1mZGZmVjkekoiaGLkKkPP/wUTucJo0P/DAA7h27ZrduY8PPvgg1q9i97kGAAAgAElEQVRfj/79+yMoKAi+vr5V7ldUVCAzMxManunVJKj8VYiJiIGmQIOCkgIo/ZSIDo9mETCipozHVtS5gwcP4tlnn0VpaSkA2B07JZFIbAXBiIiISBynSfOrr77qsD0uLg4GgwHPP/+800HLy8sxYsSI24+O6gVtiRaaAg10pTqHy66tiTM1YUatsOSrTHfzmku+mi7rsRWKSgVneGxFrVqxYgXMZjPuu+8+tG3bFnK53K7PxYsX8a9//csL0RERETVsoguBtWrVqtrjpJo1a4a//e1vbgdF9YejI6Ws7ZxNJgBCgpyfIZz3KP9zdjE/Q9g7xcS5aeKxFXXu999/xxtvvIGxY8e67Hf69Ok6ioiI6p38DOHltkwJBKn5HU0kgo87D3Xu3LnaPn//+9/dGZrqmcpHSkkkkipHShEBEGaYpQrhGAvr0k+pQminpslafVMuF5Zky+UsAlbLoqOj0aFDh2r7vf/++3UQDRHVK0at8Gk2Ci+3zUYhgba2E1G13EqaAcBkMuH69eu4fPlylZ/c3Fx888032Lt3ryfjJC/RleoQIA1w2E4EQHhr7XvLfyO+ATeXalPTZE2cR41iwlwHkpKS8O2331bbb+PGjXUQDRHVK9aX2NaX280UfLlNJJLo5dlarRZLlizBoUOHUF5eXhsxUT3i6EgpazsRAGGZV4VB+BK2qjAI7URUJ/r164dff/0Vv/zyC3r06OGwT2ZmJvbv34+33nqrjqMjoroUHR3tcCuGJLR3leuundvhVGZWHUVF1LCJTpoXLFiAw4cPw9fXF6GhoZDJZHZ9ioqKYDAYPBIgeZejI6Ws7UQAhH1R+X/uX7XOOJv0wvmPRFQnevbsaaucTURN26lTp6o25GcIS7Irv9wu1wM+9gUDicgx0Unzjz/+iAkTJmDhwoUIDAx02Eer1eL++++/7eDI+xwdKWVtJwIgFBIJixGWeRn/PFKIRcCI6tSQIUOwf/9+qFQqyGQyu6OlTCYTtFotzGazW+Pv2LEDH3/8Ma5evYqoqCgsXLgQPXv2dNr/3LlzWLZsGU6cOIHg4GBMnjwZiYmJVeLas2cP1q9fj5ycHLRr1w6PP/44xowZ41Z8ROTCrS+3Kwx8uU0kkuikuUWLFnjkkUecJswAoFKpMH369NsKjOoPHilF1ZKrAHlM1WsiqjOjR4/GhAkTMHjwYKd9rl275lZSunv3bixZsgRJSUno1q0btmzZgoSEBOzZswdt2rSx619QUICZM2dCrVYjJSUFp0+fRkpKCnx9fZGQkAAA+Ne//oUXXngBjz32GAYNGoQjR45g/vz5kMlkuO+++0THSEQu3PpyW6YUEmZ+VxPVmOikOT4+HllZWejatavLfmo1l+8SERHVhdjYWPz2228u+4SHh+O5554TNa7FYsGqVaswceJEJCcnAwAGDBiA0aNHIzU1FYsXL7Z7ZuvWrSgvL8eaNWvg7++PoUOHoqysDOvWrcO0adMglUqxYcMG3HvvvXj++ecBAP3798eJEyfw6aefMmkmqg23vtwmIlFEV8+eNWsWjhw5gpKSEqd9KioqsGzZstsKjIiIGgmtVji3ed8+4VPLY048JT8/HydOnIBOp8Pdd99dbf+HH35Y1PjZ2dm4dOkShg0bZmuTSqWIjY3F4cOHHT7z/fffo3///vD397e1jRgxAjqdDidPngQA/O1vf8NLL71U5TmZTIaysjJR8REREdUF0TPNr7zyCnQ6HaZMmeLwvGaLxYLz58/j2rVrHgmQiIgaMGvCrFAAoaGAwSBc8xiq25Kfn4/Fixfju+++s7X16NEDb775Jtq3b++x35OVlQUAaNeuXZX2Nm3aICcnBxUVFfD19bV7JiYmxq6/9V6vXr0QGRkJQPg7Q2FhIXbv3o3vv/8eK1as8FjsREREniI6adZoNLY3xWfOnHHa79YiJERE1ARpNELCrPizaqv1U6MREmcSzWg0Yvr06bh48SIsFout/eeff8bUqVPx5ZdfQuWhFxLFxcUAAIWi6rGDCoUCZrMZJSUldjVOiouLHfavPJ7Vjz/+iKlTpwIQlpiPGjXKI3ETERF5kuikedSoUejWrRtiY2Mhk8ng41N1hbfJZMKZM2eQkpLisSCJiKiB0umEGebKAgKAggLvxNMIfPbZZ7hw4QKkUinGjBmD6OhoFBUVIT09HWfOnEFqaiqeeeYZj/wua1J+64twZ+3VufXvDO3atcOWLVuQnZ2NlStX4rHHHsOWLVv44p2IiOoVt5LmS5cuoV+/fk77DBw4EEePHr2twIiIqBFQKoUl2ZVnHg0GoZ3ccvDgQQQEBGDr1q2IioqytT/xxBN4/vnnPfr9GxQUBADQ6/UICwuztRsMBvj4+CAgIMDumcDAQOj1+ipt1utbZ6XDw8MRHh6Ovn37IjQ0FHPmzMFPP/2E3r17e+yfgYiI6HaJLgTWpk0blwmz1YYNG9wKiIiIGhG1GtDrhR+LBbhyBfjpJyAnh0XB3HThwgVMmjSpSsIMCLO4L730ErQe/Hdq3cucm5tbpT03Nxft27d3OCMcGRmJvLw8u/4A0KFDB5hMJvzzn//EhQsXqvSxFjJjTRQiIqpvRM80W126dAlbtmzB8ePHUVpaitatW2PEiBEYM2ZMlYqZRETUuP3ryeG4uOwhcQ+d+/Mn3fF45Nwff/yB6Ohoh/dUKhVat27t9Nn4+Hjs3Lmzxr8rMjISrVq1Qnp6OgYNGgRA2IZ16NAhxMbGOnymX79+2L59OwwGg20mOj09HUqlEl26dIFUKsXy5csxcOBAvPXWW7bnjhw5AgC46667ahwfERFRXXArad6/fz8WLFiA0tJS276m8+fP47vvvsPatWvx3nvvoXv37h4NlOoHbYkwg7Hv/D4o/ZRQh6qh8mcF3CbLqAVuaIAyHSBTAkE8n70puv+Db6sUpHIqIwMwGqsu1dbrAbm8SlGwjhIJLKtqIdBGoqysDKWlpQ7vWSwWhISEOLx348aNas9yvpVEIkFiYiJef/11BAcHo1evXkhLS0NhYSFmzJgBAMjJyYFWq0WPHj0AAJMnT0ZaWhpmz56NhIQEZGZmYt26dZg/fz5kMhkAYSn5G2+8gTvuuAP9+vXDqVOnsHr1ajz44INQq/n/ESKiWqPVCsU4dTpulRJBdNJ85swZPPvss7BYLBgyZAj69u2LVq1aQSaTobCwEMeOHcOcOXOwfft22xET1DhoS7TIyMsAAIT6h8JgMiAjLwMxETFMnJsioxbIzwCkCkAeClQYhGsiZ1gUzGM+/vhjHDhwwK7dZDLh4sWLSE5OrtJeXl6OzMxMu73GNTFlyhQYjUZs3rwZmzZtQlRUFDZs2GD7jl+9ejV27dqFs2fPAgBatmyJjRs3YtmyZXjqqacQFhaGefPmISEhwTbmo48+CrlcjtTUVHzyySdo0aIFHnvsMTz++OOi4yMiohpydAyktZ3HQLokOmleu3YtOnTogJUrV6Jjx4529+Pj47F3716sX78er732mkeCpPpBU6CBQirMEEkkEihkClt7TASPjmlybmiEhLnZn7OGzRSu+xOxKJjH/Pbbb7h48aLT+7fuQbZytyr1rFmzMGvWLIf3VqxYYXe+crdu3bBt2zaXY8bHxyM+Pt6teIiIyA08BtJtopPmn3/+GTt37sQdd9zhtM8DDzyAtLS02wqM6h9dqQ6h/lVniQKkASgo4SxRk1SmE2aYK/O1r6RLZKNWC2+4AWGG2WAQlmc72Z9LzvXu3Ru9evWCVCqtUX+j0Yjjx4/jl19+qeXIiIio3nK04svaTi6JTprDw8NdJsxW+fn5bgVE9ZfSTwmDyVClzWAyQOnHWaImSaYUlmRXnmGuMDjvT6RSCW+yNRphSbZSKSTMXBImikqlwqZNm+Dr6yvqubKyMgwZMqSWoiIionrP0Yovazu5JDpplslkKC0thZ+fn9M+O3fuhNlsvq3AqP5Rh6pte5otFgsMJgP0Jj2iwzlL1CQFqW/uYfYNEBJmk/j9ktTEWBNnctuwYcNEJ8yA8P09YsSIWoiIiIgaBEcrvqzt5JLoc5qHDRuGF154AX/88YfdvczMTLzyyitYsmQJRo4c6ZEAqf5Q+atse5cLSgogbyZnEbCmTK4CwmIAHzlgLBA+w5gMEdW2N954wyvPEhFRA2d9cS2XCyu+5PKb7eSS6Jnm6dOnY+rUqRg4cCCioqKgUqlQVFSEK1eu4Nq1awCAtm3bIikpyePBkvdZE+RRnUZ5ORKqF+QqQM5EmYiIiKhB4Iovt4hOmqVSKTZt2oR33nkHO3bsgMlkqnI/NjYWb7zxBgIDAz0WJBEREREREZE3iE6aAcDPzw8vv/wykpOTceTIEVy5cgVBQUHo27evw2OoqGFQqVQoLCysUd+aHlsSEhICrVZ7O2ERERERERF5jVtJs1VISAjGjh3r8N4HH3yAJ5988naGpzpWWFgIi8Xi0THdPROUiIiIiIioPhBdCKwmMjMz8cknn9TG0ERERERERER1RvRMs9FoxMqVK7Fv3z7k5+ejvLy8NuIiIiIiD3vxxRexfPlyb4dBRETUoIhOmpcuXYpdu3ZV24/LcomImiCtFtBoAJ0OUCqFsx95lEWdMZlM0Ol0dkU6KyoqkJmZib179zJpJiIiEkl00rx//34899xziIuLQ0hIiMPk+Ndff8XkyZM9EiARETUQWi2QkQEoFEBoKGAwCNcxMUyca5lWq8WSJUtw6NAhrgAjIiLyMNFJc7t27fDYY4+57BMVFYXRo0e7HRQRETVAGo2QMCsUwrX1U6PhmZC1bMGCBTh8+DB8fX0RGhoKmUxm16eoqAgGg8EL0RERETVsopPm6OhoWCyWapdfu1s5e8eOHfj4449x9epVREVFYeHChejZs2e1zxUXF2Ps2LFYsGCBXcJ+/PhxvPXWWzh37hzCw8Mxe/ZsTJgwwa34iIjICZ1OmGGuLCAAKCjwTjxNyI8//ogJEyZg4cKFCAwMdNhHq9Xi/vvvr+PIiIiIGj7R1bMnTZqE3bt3V9tv5syZooPZvXs3lixZgnHjxuGDDz5AUFAQEhISkJub6/K54uJizJ07F5cvX7a7d+HCBTz22GOIiIjABx98gHvvvRcvvfQSvv76a9HxERGRC0qlsCS7MoNBaKda1aJFCzzyyCNOE2YAUKlUmD59eh1GRURE1DiInmm+++678dVXX2Hr1q1QWJfeVWI2m5GZmYmcnBxR41osFqxatQoTJ05EcnIyAGDAgAEYPXo0UlNTsXjxYofPHTt2DEuWLEGBk5mMdevWoXXr1njvvfcgkUgwZMgQaLVafPTRR1xCTkTkSWq1sIcZEGaYDQZArweio70bVxMQHx+PrKwsdO3a1WU/tVpdRxEREVGDkZHBAp7VEJ0079y5Exs3bnS5PLsmy7dvlZ2djUuXLmHYsGG2NqlUitjYWBw+fNjpc0lJSRgwYAASEhIQHx9vd//777/HuHHjqsQzYsQIfPnll7h27RrCw8NFxUlERE6oVMLeZY1GWJKtVAoJM798a92sWbPw8ssvY9iwYfD393fYp6KiAsuWLcPIkSPrODoiIqqXtFrh02hkAc9qiE6a169fj9DQUAwfPhxhYWHw8am6wttiseDEiRM4cuSIqHGzsrIACIXGKmvTpg1ycnJQUVEBX19fu+e2bt2Ku+66C3l5eXb3DAYDfv/9d4djWn8nk2YiIg+yJs5Up1555RXodDpMmTIFnTt3trtvsVhw/vx5XLt2zQvRERFRvaTRCJ8s4Fkt0UlzUVERvvzyy2qTzXvvvVfUuMXFxQBgt+RboVDAbDajpKTE4V6tu+66y60xK98nolpk1AI3NECZDpApgSA1IOfbSyJP0mg0OHnyJADgzJkzTvuJXQVGRESNmE5n38YCng6JTpoHDx5co9nZ999/X9S4FosFgP0XurN2T4x56yw5iaMt0UJToIGuVAelnxLqUDVU/kyGqBKjFsjPAKQKQB4KVBiE67AYJs5EHjRq1Ch069YNsbGxkMlkdt9vJpMJZ86cQUpKipciJCKiesdRoU4W8HRIdNI8YMAAXL58GXfeeafLfgcOHMA999xT43GDgoIAAHq9HmFhYbZ2g8EAHx8fBAQEiA3VNjOt1+urtFvPqbT+ThJPW6JFRl4GFFIFQv1DYTAZkJGXgZiIGCbOdNMNjZAwN/tztYf184YGkHPZD5GnjBo1CpcuXUK/fv2c9hk4cCCOHj1ah1EREVG9Zi0OqdezgGc1RE+1jh8/Hv/4xz9gNpud9tFqtfjss89EjWvdd3zr8VK5ublo3769WzPNCoUCLVq0cDgmAERGRooekwSaAg0UUgUUMgUkEgkUMgUUUgU0BRpvh0b1SZkO8L3lhZdvgNBORB7Tpk0blwmz1YYNG+ogGiIiahCsxb7kcmFJtlzOImBOiJ5pHj16NG7cuIEtW7ZAJpPZ3TebzSgoKIDJZBI1bmRkJFq1aoX09HQMGjQIgLCc7NChQ4iNjRUbpk3//v1x8OBBPP3007ZCYunp6bjrrruqzGiTOLpSHUL9Q6u0BUgDUFDCPRBUiUwpLMluVqmuQIVBaCcij7t06RK2bNmC48ePo7S0FK1bt8aIESMwZswYp1W1iYioiWPRr2qJTpqbN2+O7OzsavuJnRmWSCRITEzE66+/juDgYPTq1QtpaWkoLCzEjBkzAAA5OTnQarXo0aNHjcdNSEjAhAkT8PTTTyM+Ph4//PADvvzyS+7ruk1KPyUMJgMUspvJkMFkgNKPyRBVEqQW9jADwgxzhQEw6YEwLvsh8rT9+/djwYIFKC0ttdXuOH/+PL777jusXbsW7733Hrp37+7lKImIiBoe0Ulznz598PLLL6NLly4OZ5orKipw6tQpW6IrxpQpU2A0GrF582Zs2rQJUVFR2LBhg+2IqNWrV2PXrl04e/Zsjcfs0qUL1qxZg7/97W9ITk7GnXfeieXLl+P+++8XHR/dpA5VIyNPSIYCpAEwmAzQm/SIDmcyRJXIVULRrxsawFggzDCHRbMIGJGHnTlzBs8++ywsFguGDBmCvn37olWrVpDJZCgsLMSxY8cwZ84cbN++3fadSkRERDUjOmkeMmQIOnfu7DBhBgBfX190794dM2fOdCugWbNmYdasWQ7vrVixAitWrHB4LyIiwmkyPXjwYAwePNiteMgxlb8KMREx0BRoUFBSAKWfEtHh0SwCRvbkKhb9Iqpla9euRYcOHbBy5Up07NjR7n58fDz27t2L9evX47XXXvNChERERA2X6KS5JoVGUlJSMG/ePLcCoobDmjgTEZF3/fzzz9i5cyfuuOMOp30eeOABpKWl1WFUREREjYPopPny5ctO71VUVCAvLw+ffvopHnroIS4BIyIiqgPh4eEuE2ar/Pz8OoiGiIiocRGdNA8bNqxGRb5Wr16N5cuXuxUUERER1ZxMJkNpaSn8/Pyc9tm5c6fL4yKJiIjIMdFJMwDccccdiIiIsGs3m83Izs5G+/btcfXq1dsOjoiIiKo3bNgwvPDCC3jjjTfQvHnzKvcyMzPx6aef4vPPP8f06dO9FCEREVHDJTppDgkJQXp6uu3M41utWLECXbt2xdixY287OCKqx4xaoSp2mU6oih2kZlVsIi+ZPn06pk6dioEDByIqKgoqlQpFRUW4cuUKrl27BgBo27YtkpKSvBwpERFRwyM6aV6wYIHThBkA5s6di6FDhyIoKAixsbG3ExsR1VdGrXD+slQByEOF85fzM4TjpYiozkmlUmzatAnvvPMOduzYAZPJVOV+bGws3njjDQQGBnopQiIiooZLdNL84IMPurzfvHlzKJVKvPfee0yaiRqrGxohYW6mEK6tnzc03ouJqInz8/PDyy+/jOTkZBw5cgRXrlxBUFAQ+vbt6/AYKiIiIqoZt/Y0u/Ltt9/i6tWr0Ol0nh6aiLxIpVKhsLCwRn1rUiwwJCQEWq32dsMioluEhIQ43SKVm5vLky2IiIhEEp00Dx8+3Om9oqIi6PV6WCwW/OUvf7mtwIiofiksLITFYhEu8jMAs/HmDDMAlOsBH3mNl2jXJLEmIs+xWCyYPn06Dhw44O1QiIiIGhTRSfOlS5dcD9isGfr3748333zT7aCIqJ4LUguJMwD4Bgh7mk16ICzau3ERNXLr1q3D77//jsWLF1dpX7Ro0c2XWg5YLBacP38eV65cqe0QiYiIGh3RSXOzZs2QkpKCLl262M0USaVSKJVKyGQyjwVIRPWQXCXMKN/QAMYCoXp2WDSrZxPVsjVr1qC0tBSJiYkIDw+3tf/222/45ZdfXCbOAFd4EBERuUN00hwdHY0RI0bURixE1JDIVYCc1bKJ6tLSpUtRUFBQJWEGgLi4OBQUFGDy5MkIDAy0O+WioqICp0+fxrZt2+oyXCIiokZBdNJs/cLNy8vDhQsXMHToUABCcREfHx+0bt3asxESERERAOCvf/2rw/b7778fly9fxowZM5w+O2HCBGRkZNRSZERERI2XjzsPvfnmm7jvvvuwdOlSW1tISAh27dqFJ554AteuXfNUfERERFSNwMBAJCQkuOxTVlaGXbt21VFEREREjYfopPnTTz/F5s2bYTabq+ydCgwMRHJyMgYOHIi4uDjk5eV5NFAiIiJy7IknnkBgYKDLPnv27MH58+frKCIiIqLGQ3TS/Nlnn2HkyJHYvXs3WrRoYXd/0qRJKCoqwjvvvOORAImIiMi169evV9snPj4emzdvroNoiIiIGhfRe5p///13bN++HQEBAXaFRgChgrZcLsf333/vkQCJqB4xaoWK2WU6oWJ2kJoVs4m8IDMzE5mZmbbroqIi7N6922n/8vJynD17Fvv378dbb71VFyESERE1GqKT5k6dOiEgIMDp/RMnTkCv17vsQ0QNVH4GIFUA8lDhbOb8DOHoKSbORHUqMjIS//3vf/Hhhx+isLAQAPDiiy+6fMZisWD8+PF1ER4REVGjIjppvuOOO1BUVITg4GC78yCLi4uxZMkSSCQS3HPPPR4LkojqCakCaKYQ/mz9vKHh0VNEdczPzw+TJ0/G0KFDMXfuXBQWFmLixIlO+0ulUrRt2xajR4+uwyiJiIgaB9FJ86xZs7Bo0SK8/vrrkEgkAAC9Xo9Dhw7h/fffR05ODnx9fTF37lyPB0tEXuYbYH9tLLh5zeXbRHWqdevW2LhxI1588UUkJyd7OxwiIqJGSXTS3LVrVzz44IMYNWoUSktLMWjQIBQWFtqqactkMixduhR9+/atjXiJyJsqDDdnmK3XMqXwZ6OWy7eJvEClUmH58uXV9vvmm28wcuTIOoiIiIgaHK0W0GgAnQ5QKgG1GlDx729WopNmABg5ciR69+6NPXv24H//+x+KiooQEBCAu+++G+PHj0erVq08HScR1QcmvfDpGyAkxSY9EBYttN3QcPk2kZeoavAXG6lUirS0NDz66KN1EBERETUYWi2QkQEoFEBoKGAwCNcxMUyc/+RW0gwAISEhmDFjhtP7J0+eRLdu3dwdnojqo7AYIQk2FggzzGHRN2eRy3TCDHNlty7fJqJak56ejoyMDBgMBpjN5ir3zGYzNBoNrl+/zqSZiIiq0miEhFnx54SH9VOjERJncj9pdsVsNuOpp57CwYMHa2N4IvIWucr5rLFM6Xr5NhHVmm3btmHp0qW2a4lEYlesEwAiIiLqMCoiqndYe6RJi46OxunTp+3aJf36Vbnu2qEDTm3fDhRw4sPKraQ5MzMT33zzDa5fvw6TyVTlnvVt9tWrVz0SIBE1EEFqYQ8z4Hj5NhHVmm3btmHAgAGYMGECQkJCsHLlSjz33HO2+6WlpVi7di3Wrl3rxSiJyKtYe6TJO3XqlOMbGRmA0XhzhhkA9HphbzMBcCNp/vzzz/HKK6/AYrE4fIttZa2sTURNhFzlevk2EdWawsJC7NixAzKZDADw/fffQy6Xo3v37rY+Z8+eRUZGBouBETVVrD1CzqjVQuIMAAEBwp5mvR6I5sSHleik+cMPP0Tz5s0RFxeHtm3bQi6X2/W5ePEiNmzY4JEAiagecra8y9XybSKqNXfeeactYQaAuLg4vPvuu/jwww9tbQMHDsRrr73mVtK8Y8cOfPzxx7h69SqioqKwcOFC9OzZ02n/c+fOYdmyZThx4gSCg4MxefJkJCYmVnmhfvDgQaxevRrnz59HSEgIhg0bhnnz5iEwMFB0fERUA6w9Qs6oVMLeZY1GWJKtVAoJM4uA2YhOmv/44w+89957iI2NddnvwIED7sZERPUZl3cR1TsSiQSff/45Bg4ciJYtW6J9+/YoKyvDtm3bMGnSJADAP//5T2g0GtFj7969G0uWLEFSUhK6deuGLVu2ICEhAXv27EGbNm3s+hcUFGDmzJlQq9VISUnB6dOnkZKSAl9fXyQkJAAAjh49ijlz5mD8+PF4+umncfnyZaxcuRLZ2dlYv3797f3LICLHWHuEXLEmzuSQ6KS5T58+CAkJqbbfli1b3AqIiOo5Lu8iqndmzZqF5ORkSCQS9OrVC1u3bsWzzz6LCRMmIC0tDSaTCTk5OejUqZOocS0WC1atWoWJEyciOTkZADBgwACMHj0aqampWLx4sd0zW7duRXl5OdasWQN/f38MHToUZWVlWLduHaZNmwapVIpPPvkEvXr1qnK+dFBQEObNm4fz58+LjpOIaoC1R4jc5iP2gXnz5mHv3r3V9nvmmWfcCoiI6rkynfBlW5lvgNBORF4xYsQIvPLKK+jUqRPuueceAECXLl3w+uuvIysrC9nZ2QgKCsKiRYtEjZudnY1Lly5h2LBhtjapVIrY2FgcPnzY4TPff/89+vfvD39//yrx6XQ6nDx5EgDQvXt3TJkypcpz7du3BwDk5eWJipGIashae8RHLizJ9pFzlRhRDYmeaQ4ODkZISAj++c9/OtzPZDabkZmZiZ9//tkjAYaElzQAACAASURBVBJRPcPlXUT10uTJkzF58uQqbePHj8fQoUNx6dIldOjQAYrKlVFrICsrCwDQrl27Ku1t2rRBTk4OKioq4Ovra/dMzC1L/KzLuLOystCrVy8kJSXZ/S7rMZUdOnQQFSMRicDaI0RuEZ00jx8/Hn/88UdtxEJEDQGXdxE1KCqVCiqVCpcuXcKJEyfQv3//Gj9bXFwMAHbJtkKhgNlsRklJiV3hruLiYof9K493q8zMTKxbtw733Xcf2rZtW+P4iIiI6oLopPnee+9Feno6OnToAJlMZne0lMlkQlZWFoqKijwWJBHVIzxaishrLl++7NZzJpMJP/zwA3JyckQlzdajJW/9rnfWXh0fH/tdYZmZmZg1axZatmyJ1157TdR4REREdUF00nz//fcjPj4ef/nLX5z2KSkpwfDhw28rMCKqx7i8i8grJkyYgMLCQref79Kli6j+QUFBAAC9Xo+wsDBbu8FggI+PDwICAuyeCQwMhF6vr9Jmvb51VjojIwNJSUkIDQ3Fpk2balRolIiIqK6JTpoHDBiA7Oxsl338/f3x5ptvuh0UERER2Zs0aRJWr16NyMhIqFQq235ik8mEX375BX5+fujSpQukUqnds5mZmbYkuKase5lzc3Or7GvOzc1F+/btHc40R0ZG2hXzys3NBVB1v/K3336LefPmoWPHjtiwYQNCQ285P5aIiKieqHHSfOLECeTl5aFly5YOC4DdqrpznImIiEicKVOm4MyZM1i7dm2V9nfffRctWrTAsmXL0Lx5c4fPHj16VHRl6sjISLRq1Qrp6ekYNGgQACFBP3TokNPv+X79+mH79u0wGAy2mej09HQolUrbTPeJEycwb948dOvWDevWrbObgaaa0ZZooSnQQFeqg9JPCXWoGip/bpUhIvK0apPmixcv4plnnsG5c+dsbXfeeSfefvttl0u0iYioCdNqAY0G0OkApRJQqwEV/zJ/u0JDQzFjxgy79u+++w47duyAn5+f02f79euHhQsXYsKECTX+fRKJBImJiXj99dcRHByMXr16IS0tDYWFhbY4cnJyoNVq0aNHDwBCFe+0tDTMnj0bCQkJtiJf8+fPh0wmAwAsXrwYzZo1w+OPP47z589X+Z2RkZFQKlmNvzraEi0y8jKgkCoQ6h8Kg8mAjLwMxETEMHEmIvIwl0nzH3/8genTpyM/P99W9AMALl26hMcffxy7du2yHSNBREQEQEiYMzIAhQIIDQUMBuE6JoaJswf069fPrs1isbhMmK19Tpw4Ifr3TZkyBUajEZs3b8amTZsQFRWFDRs22L7/V69ejV27duHs2bMAgJYtW2Ljxo1YtmwZnnrqKYSFhWHevHlISEgAIJzDbO07e/Zsu9/3/vvvY/To0aLjbGo0BRoopAooZEJlcuunpkCDmAjWnCAi8iSXSfPmzZtx/fp1BAcHY+rUqejWrRt0Oh3+9a9/4dChQ9iyZQsWLVpUV7ESEVFDoNEICbP12CHrp0YjJM7kcQqFAsePH0fv3r2d9klNTUV+fr5b48+aNQuzZs1yeG/FihVYsWJFlbZu3bph27ZtDvtHRETYkmZyT3R0NE6fPl2jvl27dsWpU6dqOSIiosbNZdJ85MgRqFQqfPHFF7jjjjts7X/961+xYsUKHDt2rNYDJCKiBkanE2aYKwsIAAoKvBNPE/Doo48iKSkJzz33HMaOHVtl1vnKlSvYuHEj0tLSOIPbSJw6dQoZeRkwlhttM8y9W/fGd799B3kzOWeaiYg8zGXSnJOTg0ceeaRKwmz15JNP4sEHH3T6rFarhYrL8IiImh6lUliSbZ1hBoRr7lOtNWPGjMHJkyfx8ssv49VXX0Xr1q0hk8mg0+lss8tKpRLz58/3cqTkKepQNTLyMgAAAVKh4JrepEd0eLQ3wyIiapR8XN28ceMGOnXq5PCeQqFA27ZtnT5r3btERERNjFoN6PXCj8Vy889qtbcja9RefPFFvPfee2jVqhWys7Oh0Whw/fp1WCwWdO/eHVu3bkXr1q29HSZ5iMpfhZiIGMibyVFQIqziYBEwIqLa4XKm2WQy4caNGw7vlZeXIyQkxOG9q1evIisr67aDIyKiBkilEvYuazTCkmylEoiOZhGwOvDAAw/ggQcewK+//orffvsNvr6+6NSpEzp27Ojt0KgWWBPnytdEROR51R45tWrVKnz22Wd27eXl5SgoKMD48ePt2nNzc2E0Gj0XJXkFz38kIrdZE2fyiqioKERFRdm1//TTTzwusgng9zcRkWdVmzTn5+e7rLap1WodtkskEvejIq/j+Y8kilEL3NAAZTpApgSC1ICc/50Q1SdGoxHz5s3D4cOHvR0K1SJ+fxMReV61SfPYsWPRp08fSKXSGg1oNBpx9OhR7Nu377aDI+/h+Y9UY0YtkJ8BSBWAPBSoMAjXYTFMnIk87NVXX8XVq1fx0UcfwcfnZlmSmTNnoqKiwulzFosFubm5bh85RQ0Hv7+JiDzPZdIcHh6Od955R/SgDz/8MIYMGeJ2UOR9ulIdQv2rHhkTIA2wFRshsrmhERLmZn9WSrZ+3tAAcv4FjciTvvrqK+j1emi1WoSFhf1/9u48Lspq/wP4ZwaGbUBGQI2UK2osJosIhmgpoiKm2c1cynAlcclc8qYtes3MNK/XCBWLUnIrs65lq9f8pWZXo/Rq1x0MUTBTYRjEGRiG4fz+eJonRhYB2YTP+/XiNc55zvNwxmfg8J1zzvfI5UqlEocPH77t+ZwF1vyx/yYiqntVBs2PP/54rS6qUCgwatSoWp1LjU9bqMXlG5dx4uoJtFG3gZerF1ztXWEwGaBx4JYxBOvp2DfOAq4B1r9NbJwAI/9AI6pra9euhU6nswqYAam/zsvLw/Tp0+Hs7AwbGxur42azGadOnUJCQkJDNpcagcZBA4PJII8wA2D/TUR0h6oMmmfNmlXrC9/JudR4LGuh2qrboqC4ADeMN3Di6gl0cesCG4UN93+k8tOxbewB7VHAPQywc5XqmA3S2mYiqlO9evWqsHzgwIHIyMjAoEGDKj03IiIC+/btq6+mURNx6/7NBpOB+zcTEd2hKvdpppbHshbK08UTgW0D0cq+FUxmE67dvMYkIiQpOx1boQBcfP8oT5P25C3RAya9lAyMiBqEnZ0dnnnmmdvW27ZtWwO0hhrTrfs329vas/8mIrpDt00ERi1L2bVQrg6ucHVwhRACuYW57HBJUqyTRpgt7FwBt1Ag/6Q0JdtOA3gEMAkYUQOrznrlv//973j11VcboDXUmG7dv5mIiO4MR5rJimUtVFlcC0VW7DTS9OuybFSARy/g3sHMmk3UBAkhcPLkSXzxxReN3RQiIqK7DkeayQrXQtFtufhIa5oBKeGX2SBNx/bge4SovoWEhKCoqKixm0FERNSicKSZrHAtFN2WvZs0mqy0l6ZjK+3Ljy5bkoX99m/p0ahtvPYSNSMPP/wwhBC1/iIiIqKa40gzlcO1UHRb9m6V78F8a3btwt+B64cAJy9A7SWNVHP6NlGtPPHEE9BqtVi5ciWcnZ2rve9yaWkpTp8+jQkTJtRzC4mIiJofBs1EVLfKZtcuzgduZgBKW6DkJlBqlAJqD34o02xptUB6OqDTARoN4OMDuPFDkroSGBiIIUOGwMXFpUbnKZVKBAQEYOrUqfXUMiIiouaL07OJqG4V66S1zgBgyAJsHQGVRgqabdVSQF2Q3rhtpPqh1QKpqYDRCLi7S4+pqVI51Znhw4fX+tz4+Pg6bAkREVHLwJFmIqpbluzatmrAVACoXIHSIsD2j5ExGydpLTQ1P+npgFotfQF/PqanA+GcXdAQhBDYt28fjhw5gqKiIrRv3x4DBgyAt7d3YzeNiIjorsWgmYjqVtns2rbOgEkHQACuXaQys0EKrKn50emkEeaynJyAXH5I0hAuXLiA2bNnIz1dmskhhIBCocCqVasQExODRYsWwY1T5YmIiGqMQTMR1S1Ldu2C9D/WNecBrXwAVSugRM/tqZozjQYwGP4cYQak5xp+SFLfcnNzMX78eFy/fh2urq7o3r07PD09YWdnB61Wi//+97+YOHEitm/fDicnp8ZuLhER0V2FQTMR1T1Ldm2PcCmbdkG6NCXbTiMFzMye3Tz5+EhrmAFphNlgAPR6IIAfktS3pKQkFBYWYsmSJXjsscdgZ2dndVwIgddffx0bN27EzJkzG6mVREREdycGzURUv6ranoqaFzc3ae1yero0JVujkQJmTgmud/v27cPbb7+NsLCwCo8rFAq89NJLePLJJxk0N3PaQi3Sc9OhK9JB46CBj7sP3Bz5M0hEdCcYNBMRUd2xBM7UoNRqdaUBs4VCoYDRaGygFlFj0BZqkZqdCrVKDVulLY5dOYY9v+5BeIdwhN0bxuCZiKiWmtyWUzt27EB0dDSCgoIwZswYHDt2rMr6aWlpmDBhAkJCQhAZGYnk5GQIIazqDBs2DH5+flZf4fyjjoiImgl12XXklfjll19w/fr1BmgNNZb03HSoVWqUiBKcun4KNkobtFO3Q4Y2A6nZqdAWcvs3IqLaaFIjzZ999hkWL16MZ555BoGBgdiyZQvi4uKwa9cueHl5laufm5uLSZMmwcfHBwkJCTh16hQSEhJgY2ODuLg4AEBxcTEyMzMxb948PPDAA/K5trZN6qU3Cd88OwAZyx6v82sSEVH9CgwMxIYNG+S+ryyz2YxvvvkGy5YtQ+/evRuhddRQdEU6uDu649T1U3C0dYSjrSOEEMg35kOtUiM9Nx3hHThoQERUU00mchRCIDExEaNHj5bXW/Xu3RsxMTHYtGkTFi5cWO6cbdu2oaSkBOvXr4ejoyP69euH4uJiJCcnY/z48VCpVPj1119hMpkwYMAAdOnSpaFf1l1lyJr/KzdKf6e6KBQQiXV6SWrqLIm/inVS4i8XHyb+Iqpn8fHxGDFiBL7++mtERETAzc0N+fn5uHLlCn744Qfk5eXBwcGB65mbOY2DBgaTAQXGArg6uAIAikqK4GLvAieVE3ILuf0bEVFtNJnp2RcvXsTly5cRFRUll6lUKkRGRuLgwYMVnnPo0CFERETA0dFRLhs4cCB0Oh1OnDgBADh37hzs7e3h7e1dr+0nIkgBc04qUGoE7N2lx5xUqZyI6k2bNm2QkpICs9mM9957D//4xz+QnJyMzz//HFqtFh4eHnj33XfRqVOnxm4q1SMfdx/oTXrYKm1RaCqUvkoK4dXKCwaTARoHbv9GRFQbTWakOTMzEwDQsWNHq3IvLy9cunQJZrMZNjY25c65dW2yZRp3ZmYmevTogXPnzkGj0WDu3Ln44YcfoFAoEBMTgxdffBHOzs7194KIWqKCdECllvZnBv58LEhnBm2ienbfffdh586d2LdvH/bv348rV67AxcUFPXv2xKOPPlqtdc90d3NzdEN4h3DYKm2Rmp0KDycPdGvTDbZKW+hNegS04/ZvRES10WSC5ps3bwIon8xErVajtLQUhYWF5YLcmzdvVli/7PXOnTuHnJwc+Pn5Yfz48Thz5gwSExORnZ2NTZs21dfLIWp26nrNO9e7E9U9pVKJAQMGYMAA/nw1F25ubsjLy6tWXYVCUa16rVu3hlbLGUBERNXVZIJmy1raW3/hV1Z+O0qlNPP8b3/7G4qLi9G9e3cAQFhYGNzd3TF37lwcOXLktlt0EJGkWmveLVOzbct8mFWiB5T2gIf1SDPXuxPVv/T0dOzcuRO2trYYOXJkudlc1PTl5eXVeb6Rmv5NRUTU0jWZoNnFxQUAoNfr4eHhIZcbDAYolUo4OTmVO8fZ2Rl6vd6qzPLcMip9//33lzvvoYceAgCcPXuWQTNRXXLxkQJnALBxAswGwKQHPDglkKg+PfbYYwCknSEiIiLw3HPP4ejRo5g8eTKKi4shhMCHH36Ijz/+mOuaiYiIaqjJJAKzfPqdlZVlVZ6VlYVOnTpV+Kmot7c3srOzy9UHgM6dO6OkpAQ7d+7E6dOnreoUFRUBkKYnEVEdsneTRpSV9oAx988RZmbPJqpXZ86cgbu7O9auXYvnnnsOZrMZCxcuhNFoxF//+lfs2rULEydOREJCQmM3lYiI6K7TZIJmb29veHp6Yu/evXKZyWTC/v37ERERUeE5vXr1wqFDh2AwGOSyvXv3QqPRwN/fH7a2tlizZg3WrFljdd6ePXugUqnkKdtEVIcsgfO9gxkwEzUQBwcHrF69Gu3atQMAfPXVV7hw4QICAwOxfPly+Pn5YebMmeU+aCYiIqLbazLTsxUKBaZMmYKlS5fC1dUVPXr0wNatW5GXl4eJEycCAC5dugStVisHu2PHjsXWrVsRHx+PuLg4nD17FsnJyZg3bx7s7OwAANOmTcPf//53vPbaa4iKisKJEyewbt06jBs3Du3bt2+sl0tERFRnvL290apVKwBSLpB3330XCoUCzz33nFW93Fzu09tcaAu1SM9Nh65IB42DBj7uPnBz5IeURET1ockEzQDw1FNPwWg0YvPmzXj//ffRtWtXbNiwQd5GKikpCZ9++inOnTsHAGjbti1SUlKwbNkyzJo1Cx4eHpgzZw7i4uLka44ZMwYqlQopKSnYsWMHPDw8MGPGDMTHxzfKa2xu2GkTETU+e3t75Ofnw9XVFR9++CHS09PRo0cPq5laqampuHr1aiO2kuqKtlCL1OxUqFVquDu6w2AyIDU7FeEdwtkHExHVgyYVNAPA5MmTMXny5AqPrVixAitWrLAqCwwMxPbt26u85ogRIzBixIg6ayNJ2GmTFaMW0B4B8s9Iz13vB9xCOT2bqAHExsZi9OjR6NSpE77//nvY2dlh4cKF8vH//Oc/WLBgQSO2kOpSem461Co11HbSTgWWx/TcdIR3CK/qVCIiqoUmFzTT3YOdNsmMWuDKXkCfCdhppDLtManccxADZ6J69sgjj0CtVuOLL75AdHQ0xo0bJ+8esWLFCmRmZiIggFnsmwtdkQ7uju5WZU4qJ+QWcvo9EVF9YNBMtcZOm2QF6YBJC9i3BmwcpTKFAjDlScfs+SEK/UGrBdLTAZ0O0GgAHx/AjR+q1IWoqChERUWVK3/hhRfkf9f1fr/UODQOGhhMBvnDagAwmAzQOGgasVVERM1Xk8meTXcfS6ddFjvtFqpYB5SaAKXDn2VKB8Bsko4RAVLAnJoKGI2Au7v0mJoqlVODGDZsWGM3geqAj7sP9CY99MV6CCGgL9ZDb9LDx92nsZtGRNQscaSZas3H3Qep2akApBFmg8kAvUmPgHacAtji2GkApQooLfpzpLm0CLBR/Tldm1qeW0eVb9wA1GrpC/jzMT0dCOdshDtVXFyMY8eOIScnByaTyeqY2WzG2bNnkZGR0Uito7rk5uiG8A7hSM9NR25hLjQOGgS0C2A+ESKiesKgmWqNnTbJXHyAmxf/WNP8x/TPYh2g7igdo2ZPoVDU2bVat25dZ9dqKX755Rc8++yzuH79eqV1hBB1ep+ocVn6YCIiqn8MmqlC1d1Kip02AZASfXkOtM6e7RbC7NktRIXrZC3TsNV/rrlUhIVBrF8P9Oz5Zz29HrC350jzHVq8eDGuXbuGgIAA/OUvf4G9vX25OhcuXMAvv/zSCK0jIiK6uzFopnK4lRTVir0b4BktfRHpdNK65Vtdvy4Fyk5OgMEg/ZtZne/YhQsXsHDhQsTGxlZaRwhRYaIwIiIiqhqDZiqHW0kR0R3TaKSguKQEyMoCCgqk8vvvl0aWc3OlOgEBzJ5dB3x8fBAaGlplHYVCgSVLljRQi4iIiJoPZs+mcnRFOjipnKzKnFRO0BUxCzIRVZOPD3DlCnDkiDRN285OKjebpWODB0tTshkw14kpU6bgxx9/vG29I0eONEBriIiImhcGzVQOt5Iiojvm5ga0bg20agUUF0ujywBwzz1StmyqU4MHD0ZeXh4yMzMrrZOTk4Pt27c3XKOowVmWV/37/L+Rmp0KbSG3cyMiqgucnk3lcCspIqoTQgBhYUDZjM1OTtLUbKpTQ4YMgdFoxLZt26DRlP+AUwiB3NxcFBcXN0LrqCEwHwkRUf1h0EzlcCspIqoTlnXNZTJow2CQyqlOeXl54fvvvwcA6PX6Sutxy6nmi/lIiIjqD4NmqhC3kiKiO+bjI209BUgjzACzZdeTIUOGYMiQIXj44YdhZ2dXLjg2mUw4c+YMJkyY0EgtpPqmK9LB3dE6Y72Tygm5hZzZQUR0p7immYiI6oebm5Tsy5ItG2Dyr3oyYMAAdO7cGfb29hWOJqtUKgQFBWHSpEmN0DpqCMxHQkRUfzjSTES1Z9QCBelAsQ6w0wAuPtJ+zUQWlsC57HOqc61atUJwcLD83GAwoKioCG63/H/PmjWroZtGDYT5SIiI6g9HmomodoxaICcVKDUC9u7SY06qVE5EjWL37t0YMWIEQkND0adPH4SEhOD555/HuXPnGrtpVM8sy6rsbe2RW5gLe1t7JgEjIqojDJqJqHYK0gFhBm5eAHJ+lB6FWSq3BNS//ZuBNFEDWb58OebOnYvTp09DCAEhBAoLC/HFF1/g8ccfxwcffFDra+/YsQPR0dEICgrCmDFjcOzYsSrrp6WlYcKECQgJCUFkZCSSk5MhhKiw7pUrVxAaGooTJ07Uun0ksQTOg+8bzICZiKgOcXo2EdWO/hJg+A1QOQEqV6C0CCj4FSi6LgXJKrU0Am02SIGzRzinbhPVk927d2PTpk3o0KEDnnzySTzwwAO49957YWdnB61Wi59++gnr1q2Dr68vwsLCanTtzz77DIsXL8YzzzyDwMBAbNmyBXFxcdi1axe8vLzK1c/NzcWkSZPg4+ODhIQEnDp1CgkJCbCxsUFcXJxV3evXryM+Ph43b968o9dPRERUnxg0E1HtmAoApRKwcZSe2zgC5iKg4DzQqgtg+8c2Q5bHgnTAnhnZierD1q1bMXToUCxfvhx2dnZWx1xcXNCxY0cEBQUhMTGxRkGzEAKJiYkYPXo0Zs6cCQDo3bs3YmJisGnTJixcuLDcOdu2bUNJSQnWr18PR0dH9OvXD8XFxUhOTsb48eOhUqkAAN9++y1effVVGI3GO3jlRERE9Y/Ts4modlStAFEKmAsBIf54LAUUCsDGybqujZOULIyI6kV2djZef/31cgFzWX5+ftDpavZzePHiRVy+fBlRUVFymUqlQmRkJA4ePFjhOYcOHUJERAQcHR3lsoEDB0Kn08lTsG/cuIHZs2cjKioKb7zxRo3aRERE1NAYNBNR7ai9AJcugMIOMOVLjy5dAOfO0pTssswGKbs2EdULT09P2NvbV1mnuLgYWVlZNbpuZmYmAKBjx45W5V5eXrh06RLMZnOF51RUv+z1HBwc8PXXX2PJkiVwcnK69RJERERNCqdnE1HtuPhIa5ddOkkjyWYDYNID7foBN9KkOmXLPbjtCVF9cXBwwJUrV+Dp6Vnh8dLSUixduhTu7u41uq5lrbFarbYqV6vVKC0tRWFhIZydncudU1H9stezs7ODt7d3jdpCRDXALSGJ6hRHmomoduzdpOReSnvAmCs9eoRLo80VlbOzJqo3o0ePxuTJk7F//355jbDJZEJWVhY2bdqE4cOH45NPPsHIkSNrdF1LxmuFQlGt8ttRKvlnB1G945aQRHWOI81EVHv2bhUn96qsnIjqxZAhQ3D06FFMmzYNCoUCDg4OMBqNcnArhMDAgQMxduzYGl3XxcUFAKDX6+Hh4SGXGwwGKJXKCqdWOzs7Q6/XW5VZnt86Kk1E9aAgXdrBggk5ieoMP/IlIiJqBhYuXIi33noL/v7+KCwsRGlpKYQQcHd3x4IFC5CYmFjjkWHL2uRb10JnZWWhU6dOFV7P29sb2dnZ5eoDQOfOnWv0/YmoFop1TMhJVMc40kxEtcc1U0RNyuDBgzF48GBcu3YNV65cgbOzMzp37lzjYNnC29sbnp6e2Lt3Lx588EEA0rTv/fv3IzIyssJzevXqhY8++ggGg0Eeid67dy80Gg38/f1r1Q4iqgE7jZRPxLZMbgEm5CS6Iwyaiah2LGumVGppzZTZID3n+mWiRte2bVu0bdsWAGA2m2FjY1Or6ygUCkyZMgVLly6Fq6srevToga1btyIvLw8TJ04EAFy6dAlarRbdu3cHAIwdOxZbt25FfHw84uLicPbsWSQnJ2PevHlVbolFRHXExUfqjwEm5CSqIwya6ba0hVqk56ZDV6SDxkEDH3cfuDkyKGrxuGaKqFFs2rQJ+fn5yM/Ph06nQ6tWrTBjxgy0adOmwvpJSUno06cPevToUavv99RTT8FoNGLz5s14//330bVrV2zYsEHeRiopKQmffvopzp07B0AK2FNSUrBs2TLMmjULHh4emDNnDuLi4mr3gomoZiyJOgvSpYScdhopYOYH2kS1xqCZqqQt1CI1OxVqlRruju4wmAxIzU5FeIdwBs4tXbFOGmEuy8ZJ6qCJqN507twZU6ZMgYeHBxYtWoTBgwdXWf/ZZ59FUlISTCYTwsNr94HW5MmTMXny5AqPrVixAitWrLAqCwwMxPbt26t17fDwcDngJqI6woScRHWKicCoSum56VCr1FDbqaFQKKC2U0OtUiM9N72xm0aNzbJmqiyumSKqd/fddx/atm2Ljz/++LYBs8WMGTOwZ88eeZ9kIiIiqj4GzVQlXZEOTirrDIxOKifoipiBscVz8ZHWSJXoASGkR5NeKieievP5559j/vz58PT0rNF5o0aNwq5du+qpVURERM0Xg2aqksZBA4PJejTRYDJA48DRxBbPsmZKaS9NyVbaMwkYUQP44YcfMGTIkBqf5+/vj9TU1HpoERERUfPGNc1UJR93H6RmS39kmcwmpGvTcSn/EjydPZGVnwUvVy8mBmvJuGaKqFHUNhu2wWC4fSUiIiKywqCZrNR2L8/KtG7duk6vR0TU0uXk5NT63IyMjDpsCRERr7pTcwAAIABJREFUUcvAoJlkQohKj6Vmp8JYYsQF3QVMDJmILce3oNBUCDtbO3TSdIK9rT3CO3DEkYiovgkhcOPGDbRq1apG5/3+++8wm8311CoiIqLmi2uaqVosCcEKjAVymYOtAwqMBUwMRkTUgEJCQqq9nVNZH3zwATp16lQPLSIiImreGDRTtVgSgrnYu8hlRSVFcLF3YWIwIqIG9Nhjj2Ht2rU1Sup1+PBhbNy4EYMGDarHlhERETVPDJqpWnzcfaA36eHu5A4AyCvKg6HEAHdHd+hNevi4c5uhFsWoBXJSgd/+LT0atY3dIqIW44EHHkBUVBTi4uLw+uuv4+rVq5XWNRgMSEpKwrRp09C2bVs8/vjjDdhSIiKi5oFrmqla3BzdEN4hHOm56QAAtUqNVvat0EbdhtmzWxpLwKxSAwpbIO8Y8Nu3QJtwwC2UW04RNYBly5YhLS0NW7ZswZYtW+Dj4wM/Pz+0bt0aTk5OyMvLQ1ZWFo4cOQKTyQQHBwesXLkSDg4Ojd10IiKiuw6DZqo2N0c3eUS5fav20DhoGDC3RAXpUsBcWgLcOAXYOAKObQHd/wDdScDJC1B7AS4+DKCJ6olarcaOHTvw0ksvYc+ePUhLS0N6enq5ekIItGvXDqtXr0ZoaGgjtJQakrZQi/TcdOiKdOyjiYjqEKdnU7VpC7Xyns3uju4wlhiRmp0KbSGn5rYoxTrAxgnQZ0kBs40jIMxAwXlAaQuU3ARKjZy2TVTPnJ2dkZiYiOTkZAwcOBDOzs4QQkAIAYVCAV9fXzz33HP46quvGDC3AJY+2lhiZB9NRFTHONJM1Zaemw61Sg1A2s9ZbaeWy7ndVMtQl/t4cw9vorrRt29f9O3bFwCQl5cHk8kEjUYDOzu7Rm4ZNSRLH23pm9lHExHVHQbNVG26Ih3cHd2typxUTsgtzG2kFlFDkvfxtqxpNlwEoAQUCiD3v0DrIEBpC4VPPETuEUAIwJgL3Du4UdtN1JLww6iWpex07LM5ZxHQNsDqOPtoIqK6waCZqs2y7VRZ3G6qBbJ3AzzCAa2NFDw7tAE03QBRAlj2675+WJqq7dxZCrIL0qVp3XYarnUmIqqBb54dgIxllWc9b/PHl5Rx5Ptyx90AZCC53DWJiKj6GDRTtfm4+8hrmoUQMJgM0Jv0CGgXcJszqdmxdwM8owG3MCkg1l8CbqQBpSbpuNJOCpL1WYBRBzjdA9i7A2aDFGh7hDNwJiKqhiFr/u/PmT5lWNYvW6Zh5xfl48hvR2CjtIG7oztyDDmwUdpguN9wdHHrYnVuF4UCIrFBmk9E1CwwERhVm2XbKQDILcyFva09wjuEMzNnS2YZde44CvB4QAqOAcDGHnAPA4QJMGkBW7U0jdtWLWXeLiif5ZeIiKpPV6SDk8pJfu7q4Aofdx+k5aYhx5ADDycP+LhJz5kMjIjoznCkmWrEEiAPvo/rVFu0iqZci1Jp5BkANH/MPjCbgFtzh9k4SWudiYio1ixLpiwjzQBw9eZVhNwTgp7te8pl+mI9k4EREd0hjjQTUc1YEoGVGqUp15btpRQKafo1ABTnS3s2F6QD+mzpuYXZIAXaRERUaz7uPtCb9NAX6yGEwJWbV3Ds92PQFepw8tpJ5Bul37tOKifoLPkmiIioVjjSTEQ1U5AuTbG2/WN0w/JoNgImvfTvvBOAUgk4ekrluUcAt1DARiXV8eA6eCKimiqbLVvjoIGvuy9yDDm4oLuA7BvZ8HXzhYu9C4rNxTh57SQC2gbAVmHLhJ1ERHeIQTMR1UyxThphLsvGCSgplNY3A9JaZts2gGs36XlBGpB/EvDoJQXMTALWfGm1QHo6oNMBGg3g4wO48X4T3SltoRap2alQq9Rwd3SHwWRAWm6aPO26nbodSkpLcPLaSTjaOsLBxgFpOWnoqOnIhJ1ERHeI07OJqGbsNH9Ow7awTLm2BMPtIoHWAYCdq/TlFga08mfW7OZOqwVSUwGjEXB3lx5TU6VyIroj6bnpUKvUUNupoVAooLZTQ61SyyPPTionuDq4IqBtAOxs7WA0G2E0G5mwk4ioDnCkme7IrVPFfNx92Dk3dy4+0hpmQBphNhvKT7k2G/6ctm15znXMzV96OqBWS1/An4/p6UA4kxAR1ZZCcWtGxeqbgznlylq3bn0nzSEianEYNFOtVTRVLDU7lZ9qN3eWbaYK0qUs2Haa8lOuLWubKwuqqXnS6aQRZgDIzweysoAbN4DSUmmaNhHVmGWP5lv3ZQakzNj2tvbwcfeBu5M7Dlw4ACeVEwwmA/QmPftjIqI6wunZVGtVTRWjZs4SON87uOIp1x7hgNJeCqqV9pyW3VJoNIDBIAXMJ08CxcVASQnw229AUpJUh1O1iWrl1mzZ+mI99Ca91Qwve1t75Bbmwt7WngEzEVEd4kgzVSkgIACnTp0qV17RVLHOfp3x0f99hNxC7sHb4tm7Afacjtvi+PhIa5gvXgQcHAC9Hjh3DvD3B5ycpDqpqdJUbSYHI6oRN0c3hHcIR3puOnILc6Fx0CCgXYBVYMy9mImI6geDZqrSyZMnKz1W2VQxbm1B1EK5uUkBcVqatOWYVisFzB4ewB9TTKFWc40zUS1ZAmciImpYDJqp1nzcfZCaLSWEKruGiltbELVgbm5Ar14IePJJnLpwodxhRb9+Vs+7detW5YdzRERERI2NQTPVWnWmilELZ9RKCcOKdVLCMBcfrm1uCXx8cHLdOmmatlIJKBRAYSEQEADY2gL29hxpJqon3NWCiKjuMWimO8KpYlQpo1bamkqlBuzdpSzaOalMCtYSWKZp29hIa5jbtAG6dZMCZr1eCp6JqM5xVwsiovrB7NlEVD8K0qWA2VYtjTTaqqXnBcyu3iK4uQHR0cAzzwAhIVIWbcsIM5OAEdUL7mpBRFQ/ONJMRNVXk+nWxTpphLksGydpGypqOSyjzkRU73RFOrg7Wv/edVI5cVcLIqI7xJFmIqoey3TrUqMUDJcapefGSvbdtdNIU7LLMhukciIiqnMaBw0MJuvfuwaTgbtaEBHdIQbNRFQ9NZ1u7eIDmPRAiV7abqhELz138WnYdhMRtRA+7j7Qm/TQF+shhIC+WA+9SQ8fd/7eJSK6E00uaN6xYweio6MRFBSEMWPG4NixY1XWT0tLw4QJExASEoLIyEgkJydDWPYD/cORI0cwatQoBAcHIzo6Gp988kl9vgSi5qlYJ02vLsvGSSqviL0b0MoXuHEe+O3f0mMrXyYBIyKqJ5bknPa29sgtzIW9rT2TgBER1YEmFTR/9tlnWLx4MYYPH441a9bAxcUFcXFxyMrKqrB+bm4uJk2aBIVCgYSEBIwePRoJCQnYuHGjXOfXX3/F008/jQ4dOmDNmjXo378/Xn75ZezevbuhXhZR81DT6dZGLXAjDWh1H3DvYOnxRlrl07mJiOiO/Kr9FZ+d+Qx7M/bi8o3L8HDyYMBMRFQHmkwiMCEEEhMTMXr0aMycORMA0Lt3b8TExGDTpk1YuHBhuXO2bduGkpISrF+/Ho6OjujXrx+Ki4uRnJyM8ePHQ6VSITk5Ge3bt8fq1auhUCjQt29faLVarFu3DjExMQ39MonuXi4+0hpmQBphNhuk6dYelWwfVHY6N/DnY0E6YM/EUEREdW3b/7ahtWNreLXyQr4xH9v+tw1PBT2FLm5dGrtpRER3tSYz0nzx4kVcvnwZUVFRcplKpUJkZCQOHjxY4TmHDh1CREQEHB0d5bKBAwdCp9PhxIkTcp3IyEgoFAqrOmlpabh69Wo9vRqiZsjeTdpjWWkvZcBW2iMg+jkoHNyhUCjkLwDSv9v0gqJdPyjcwxDQZ7R0jaqmcxMR0R1p7dgarR1aQ6lQorVDa7R2bI0DmQcau1lERHe9JjPSnJmZCQDo2LGjVbmXlxcuXboEs9kMGxubcueE37KViZeXl3zM398f165dq/Caljrt2rWry5dB1LzZu1mNEp88dabyupZM25YRZoDZs4mI6kBAQABOnTpVrnxWr1nlytp2aovJGZMbollERM1Wkwmab968CQBQq9VW5Wq1GqWlpSgsLISzs3O5cyqqbzlW1TXLfk8iqgc1nc5NRETVcvLkyXJlG/+7EXqTHq0dWstleUV5UKvU5eoSEVHNNJnp2ZaM12WnUVdVfjtKpfK211Qqm8zLJ2p+KpjODY9wZs8mIqoH/bz7Ia8wD3lFeSgVpcgrykNeYR76efdr7KYREd31msxIs4uLCwBAr9fDw8NDLjcYDFAqlXBycip3jrOzM/R6vVWZ5bmzs7M8Mn1rHYPBYPU9iaie3DKdm4iI6kcXty54KugpHMg8gKwbWfB09sTDPg8zCRgRUR1oMkGzZd1xVlaW1RrkrKwsdOrUqcKRZm9vb2RnZ1uVWban6ty5M9RqNdq0aVNuyyrLc29v77p8CURERESNpotbFwbJRET1oMnMT/b29oanpyf27t0rl5lMJuzfvx8REREVntOrVy8cOnRIHjkGgL1790Kj0cDf3x8AEBERgX379sFsNlvV8fX1tRrRJiIiIiIiIrpVkwmaFQoFpkyZgu3bt+PNN9/EgQMHMGPGDOTl5WHixIkAgEuXLuH48ePyOWPHjoXJZEJ8fDz27duH9evXIzk5GfHx8bCzswMAxMXF4cKFC5g9ezYOHDiAFStW4PPPP8eMGTMa42USERERERHRXaTJBM0A8NRTT2H+/PnYtWsXZs2ahYKCAmzYsEHeIiopKQljxoyR67dt2xYpKSkoKSnBrFmzsGPHDsyZMwdxcXFyHX9/f6xfvx5ZWVmYOXMm9u3bh+XLl2PIkCEN/vqIiIiIiIjo7tJk1jRbTJ48GZMnV7yf4IoVK7BixQqrssDAQGzfvr3Kaz700EN46KGH6qyNRERERERE1DI0qZFmIiIiIiIioqaEQTMRERERERFRJRg0ExEREREREVWCQTMRERERERFRJRg0ExEREREREVWCQTMRERFVaceOHYiOjkZQUBDGjBmDY8eOVVk/LS0NEyZMQEhICCIjI5GcnAwhhFWdI0eOYNSoUQgODkZ0dDQ++eST+nwJREREtcagmYiIiCr12WefYfHixRg+fDjWrFkDFxcXxMXFISsrq8L6ubm5mDRpEhQKBRISEjB69GgkJCRg48aNcp1ff/0VTz/9NDp06IA1a9agf//+ePnll7F79+6GellERETV1uT2aSYiIqKmQQiBxMREjB49GjNnzgQA9O7dGzExMdi0aRMWLlxY7pxt27ahpKQE69evh6OjI/r164fi4mIkJydj/PjxUKlUSE5ORvv27bF69WooFAr07dsXWq0W69atQ0xMTEO/TCIioipxpJmIiIgqdPHiRVy+fBlRUVFymUqlQmRkJA4ePFjhOYcOHUJERAQcHR3lsoEDB0Kn0+HEiRNyncjISCgUCqs6aWlpuHr1aj29GiIiotph0ExEREQVyszMBAB07NjRqtzLywuXLl2C2Wyu8JyK6luOGQwGXLt2rco6RERETQmDZiIiIqrQzZs3AQBqtdqqXK1Wo7S0FIWFhRWeU1F9y7Gqrln2exIRETUVDJqJiIioQpaM12WnUVdVfjtKpfK211Qq+acJERE1LeyZiIiIqEIuLi4AAL1eb1VuMBigVCrh5ORU7hxnZ+dy9S3PnZ2d4ezsXOk1y35PIiKipoLZs6vBsmbr999/b+SWEBFRc2DpTypaE9yUWNYdZ2VlWa1BzsrKQqdOnSocafb29kZ2drZVmWV7qs6dO0OtVqNNmzbltqyyPPf29q5W29g3ExFRXaqqb2bQXA3Xr18HADz11FON3BIiImpOrl+/Xi4hVlPi7e0NT09P7N27Fw8++CAAwGQyYf/+/YiMjKzwnF69euGjjz6CwWCQR6L37t0LjUYDf39/AEBERAT27duH2bNnw8bGRq7j6+sLDw+ParWNfTMREdWHivpmhbAsIqJKFRUV4eTJk2jTpo3cuRMREdWW2WzG9evXERAQAAcHh8ZuTpW2bduGpUuXYurUqejRowe2bt2Ko0ePYteuXXIWba1Wi+7duwMArl27hocffhj+/v6Ii4vD2bNnsWbNGsybNw9xcXEAgLNnz2LkyJGIjIzEqFGjcPjwYaSkpCAhIQFDhgypVrvYNxMRUV2qqm9m0ExERERV2rhxIzZv3oy8vDx07doVCxYsQEhICADghRdewKeffopz587J9U+cOIFly5bh1KlT8PDwwJNPPon4+Hirax48eBCrVq1CRkYG7r33XkydOhUjRoxo0NdFRERUHQyaiYiIiIiIiCrB7NlERERERERElWDQTERERERERFQJBs1ERERERERElWDQTERERERERFQJBs1ERERERERElWDQ3EQwiXnTwPvQ/PEet2y8/1QTfL80DbwPzR/vcct2N9x/Bs01NG7cOAQFBSEzM7PcsTNnzsDPzw+pqanVvt6NGzcwb948nDp1qtI6qamp8PPzs/q6//770bt3b8yZMweXLl2qzUu5q61Zs8bq/8Pf3x8hISEYNWoUtm/fXqsfvh07diAhIaEeWnt748aNK3ePg4ODMXz4cGzdurVR2tTYbv3/CAgIQN++fTF//vxaved///13xMXFIS8vrx5a23gOHz6MuLg49OzZE4GBgYiJicGbb76JmzdvNnbT7sgLL7xgdf+7du2KsLAwxMbG4ptvvqnVNdeuXYsPPvigjltKTQH75qaBfXPzx765etg3V9/d0jfbNnYD7kZGoxGLFi3C5s2boVAo7uhaZ86cwZdffomJEyfetu7y5cvRuXNnAIDZbMalS5fwj3/8AxMmTMDXX38NR0fHO2rL3cbBwQGbNm0CAJSWliI/Px/fffcdXnnlFZw+fRqvvvpqja739ttvIzIysh5aWj09evTAggUL5OcGgwE7d+7E0qVLAQCxsbGN1bRGM27cOAwbNgwAUFRUhKysLLz99tsYOXIkPvzwQ3Tp0qXa1zp06BB++OGH+mpqozhw4ACmTZuGESNGIDY2Fg4ODjhz5gzeeecdpKamYtu2bbCxsWnsZtaal5cXVq1aBQAoKSlBXl4evvjiC8yZMwdZWVmIj4+v0fXWrFmD+fPn10dTqQlg39w0sG9u/tg3V419c/Psmxk014KLiwt++uknfPLJJxg1alSDfV8fHx8EBgbKz0NDQ2FjY4Pnn38e3333HYYOHdpgbWkKlEolunfvblXWv39/eHh4ICkpCUOGDEFEREQjta7mWrVqVe719OrVCydPnsTWrVtbZMfs6elp9X/Sq1cvREZG4tFHH8XixYtb7Cf9Fu+99x769OmDZcuWyWURERHo3Lkzpk6dih9++AH9+vVrxBbeGQcHh3I/E4MGDcL8+fORkJCA6OhoeHt7N07jqMlh39w0sG9u/tg3V419c/Psmzk9uxZCQ0PRv39/rFy5EtevX6+ybnZ2NmbPno3evXsjJCQE06dPl6ePpaamYvz48QCAkSNH4oUXXqhxW7p16wYAuHz5MgDp079FixYhLi4OPXr0wBtvvHHbdlj8+OOPGDlyJIKCgjB06FAcPHgQ999/P3bu3AlA+iRoxIgReP311xEWFoYnnngCgPQp01tvvYXIyEgEBgZixIgROHz4sNW1P/30UwwdOhSBgYHo27cvXn/9dRiNxmofr4mnn34ajo6O+OSTT+Sya9eu4cUXX8SDDz6Ibt264cEHH8SyZctQXFwMAIiKisLly5exbds2+Pn5yed9/vnnePzxxxEcHIzg4GA88cQT+Pnnn2vVrtpQKpXw9/fHb7/9BuDP6YDbt2/Hgw8+iH79+iE7OxtCCOzYsQOPPPIIgoKCEB0djffff9/qWkajEa+99hoiIiLQo0cPvPzyy1i9ejWioqLkOn5+fnj77bcxdOhQhIeHY/fu3QCAkydPYsKECQgODkavXr2wdOlSFBYWyuddv34ds2fPRnh4OIKDgzF27Fj89NNP1T5eE23atMGYMWPw888/48KFC3J5Vfdq586dePHFFwFIHdeaNWsA3P590dRptdoKpzv26dMHc+fORbt27eSy3NxczJ8/Hw888ABCQkIwbdo0ZGVlAZB+P/j5+eHLL7+0us6+ffvg5+cnT7m7ePEiZsyYgZCQEISFheH555+HVquV67/wwguYMWMG5s2bhx49emDu3LkApJGZpUuXonfv3ggKCsK4ceNw+vTpWr/uZ599FmazWf7dBAAZGRmYNWsWevXqhYCAAERFRWHdunXy/4/l53rlypXye14IgU2bNuGRRx5BYGAgQkJCMGnSJJw7d67WbaPGw76ZfXNDYd9cHvvmP7Fvbp59M4PmWlq8eDFKSkrk6TkV+f333zFq1ChcvHgRixcvxvLly5GdnY2xY8fi6tWr6NatG/7+978DkKZ3zZgxo8btsHSuHTp0kMt27tyJDh06IDExEUOGDLltOwDg3LlzmDJlCjw8PLBmzRo89thjmDNnDsxms9X3O3fuHE6cOIE1a9Zg2rRpAIBFixYhJSUF48ePx7p169C5c2dMmTIF//3vfwEAx44dw0svvYRhw4Zhw4YNmDZtGrZv3461a9dW63hNqdVqBAYG4tixYwCk6WFPP/00Tp8+jcWLF+O9997Do48+is2bN+Ojjz4CIK2naNOmDQYPHiyX7d69G/Pnz0dkZCSSk5OxfPly3LhxA3Pnzm3QX9wXL160ur8AkJSUhFdffRVz585Fhw4dsHr1arzyyiuIiopCUlISYmJisHLlSrz55pvyOS+99BJ27tyJmTNn4p///CcuXbqElJSUct9v7dq1eOqpp/DKK68gLCwM58+fR2xsLBQKBRISEvC3v/0NX3/9NebMmSOf8+KLL+LSpUtYvnw5kpKS4OjoiKlTp0Kn01XreE1ZRiks9/h29yoyMhLTp08HIH0CPGrUqGq9L5q6vn374ocffsC0adPw1VdfyYGCSqXCtGnT4O/vD0CaPjd+/HgcPXoUCxcuxMqVK5GTk4PY2Fjk5+ejQ4cOCAkJkf8Qs/jmm28QFBSEv/zlL8jJycHYsWPx22+/YeXKlViyZAmOHz+OuLg4q5+HAwcOwGg0Yt26dRgzZgyEEJg+fTq++uorzJkzB2+99Rbs7Owwbty4Wq/59PLyQvv27eX7r9frMX78eOh0Orzxxht45513EB4ejsTEROzbtw8A5Hs6btw4+XfLxo0bsWrVKowcORIbNmzAokWLcP78efmPOLr7sG9m39xQ2DeXx75Zwr65mfbNgmokNjZWxMfHCyGE2LRpk/D19RV79+4VQghx+vRp4evrK3788UchhBDLly8X3bt3F7m5ufL5ubm5IiQkRCxfvlwIIcSPP/4ofH19xf/+979Kv6elzvHjx4XJZBImk0kUFBSIH3/8UURHR4uHHnpI6PV6uX09e/YUxcXF8vnVacdzzz0nBg4cKEwmk1xnw4YNwtfXV/zrX/8SQgiRmJhYrq3nz58Xvr6+YseOHVZtHj9+vBg3bpwQQoh3331XhISECKPRKB/fsWOH+PTTT6t1vCKJiYmie/fulR6fPXu2CAwMFEII8dtvv4nY2Fhx5swZqzqPPPKIePbZZ+Xn/fv3F0uWLJGfv/POO+LVV1+1OmfPnj3C19dXnDt3rtLvXRuxsbFiypQp8v0tLi4Wly9fFqtWrRK+vr4iJSVFCPHne+G9996Tz9VqtaJbt25i1apVVtdctWqV6Natm8jNzRUZGRlW91IIIQwGg4iIiBD9+/eXy3x9feX3t8XcuXNFVFSU1f35+eefha+vr/jpp5+EEEIEBweLt99+Wz5+9epVsWLFCvHbb79V63hFbn2dZVned++8844Qonr36l//+pfw9fWVfw6q+75oyoxGo3jhhReEv7+/8PX1Fb6+viImJka8+eabQqfTyfU+/PBD0bVrV3H+/Hm5rKCgQISFhYk1a9YIIYTYsmWLCAwMFDdv3pSvHRoaKr/3Vq1aJUJDQ61+j1y6dEl07dpV/lldsGCB1f+xEEJ8//33wtfXV/znP/+Ry0wmk4iOjhYvvPBCpa9twYIFYujQoZUeHzlypIiJiRFCCHHixAnx5JNPWn1fs9kswsLCxIoVK+SyW99TS5cuFUlJSVbXTUlJEb6+vvL/A90d2Dezb2bfzL65qWDf3Dz7Zq5pvgOxsbH48ssv8eqrryI8PLzc8Z9//hnh4eFwc3OTy9zc3BAREVGr6S+jR48uV+bn54eVK1fCyclJLvvLX/4ClUpVo3b89NNPiImJga3tn2+JmJgYeQpZWWUTPFjO79u3L0pKSuTyfv36YfXq1SguLkb37t1hMBgwfPhwDBkyBP3798fIkSPlRC23O36nPD09sWXLFpSWliIzMxOZmZk4e/YscnNzce+991Z6niWRwY0bN5CRkYELFy7gu+++A4B6+TT7wIED8pQ+CwcHB0ycOLHcmqn77rtP/vcvv/wCk8mEmJgYqzpDhw5FcnIyfvnlF/lTzoEDB8rHHR0d0a9fv3IZZW9N4JGamooBAwZAqVTK97h79+5wdnbG4cOH0bNnT4SEhCAxMRHnzp1Dv3790K9fP6vEKbc7fqdqc69q+75oSuzs7LB8+XLMnj0b3333HQ4dOoSffvoJ69evx7/+9S988MEH8PLyQmpqKjp27IiOHTvK99DBwQGhoaH48ccfMXPmTAwZMgTLly/H/v375Smger0eDz/8MADpfdC9e3e0atVKvoanpye6dOmCw4cP469//SsA6XdL2d81qampcHR0RM+ePa1+Rzz44IPyPbpTAQEB+OCDD2AymXD+/HlkZmbi9OnTKCkpqfJndeHChQCkqXQZGRnIyMiwet+o1eo6aR81LPbN7JvrEvvm2mPfzL65OfXNDJrvgFKpxNKlSzFixAj885//LNdx3rhxA127di13nru7O86fP1/j7/fGG2/IvzRVKhXatGkDd3f3Cq9f03bk5eVZ/TABgIdZ2WrjAAALY0lEQVSHR7lznJycrP4IsEzh6du3b4VtzsvLQ1hYGJKSkpCSkoLk5GQkJSXBy8sLb7zxBkJDQ297vDauXr1qtWbk448/RkJCAnJyctCmTRsEBwfD3t6+yu0vrl+/jpdffhnff/89VCoVfHx80L59ewD1s59caGioPPVEoVDAyckJXl5eVn9kWZS9V/n5+QDK3y/L++DmzZvIy8uDSqVCq1atrOpUdI9vff/odDp89NFHFU6LsnT4b775JtatW4dvvvkGX331FVQqFUaMGIGFCxfCzs7utsdryjJ10XKPa3uvavO+aIruuecejB07FmPHjkVJSQl27dqFxYsXY+3atXjjjTeg0+mQkZFR7g8/AHKyDnd3d/Tq1Qu7d+/G0KFD8c033+CBBx5A27ZtAUjvg19++aXCa7Rp00b+d0Xvn8LCQgQEBJQ7r6L3dnVdvXpVzlgMSBl233vvPRQUFKB9+/YICQmBra1tlffy119/xaJFi3D06FE4OjrC399f7ozvtvcA/Yl9M/vmusS+ufrYN1tj39y8+mYGzXfIz88PcXFxSE5OtvqEEQBcXV2Rk5NT7pycnBxoNJoaf68uXbpYZeisruq0o23btlZJAwCUe14RFxcXKBQKfPjhh1afhFu0bt0agJTMIyoqCgUFBfj++++xfv16TJ06FYcOHYKdnd1tj9fEzZs3cerUKflTuJ9++gmLFi3CjBkzEBsbK3dqI0eOrPI68+bNw9WrV/HRRx+hW7dusLW1xYEDB7Bnz54atae6XFxcanV/LfcwJyfH6o8Ryz3XaDQoKSmByWTCjRs3rDrn6txjZ2dnDBgwAE8++WS5Y5b7q9Fo8PLLL+Pll1/GmTNn8PnnnyMlJQUdOnRAfHz8bY/XlOUT+B49egCo3b2q7fuiqTh+/DhmzJiB9evXIzg4WC63tbXF448/ju+++w6//vorAOm95e/vj9dee63cdcr+fA0bNgyvvPIK8vPzsW/fPqsESM7Ozujbty9mzZpV7hpVferr4uICd3d3vPPOO7V6nRXJzMzE1atX5QzJn332GRISErB48WIMGzYMLi4uAFBlht7S0lJMnz4dGo0GX3zxBe677z4olUps27at2W1/0hKxb2bfXFfYN1cf+2b2zc25b2YisDrwzDPPoGPHjli9erVVeWhoKFJTU61++Wm1Whw+fFj+hdIQ+7RVpx09e/bEgQMHUFpaKtf5v//7v2pdWwgBvV6PwMBA+evw4cN4//33YWtrizVr1sif9Lu4uGDo0KGIi4tDQUEBbt68edvjNfX+++/DaDTKv2CPHz8OhUKB6dOny798r169irS0NKtPrJRK6x+H48eP4+GHH0ZwcLD8R8fBgwcBNK1RqMDAQKhUqnKJIr7++mvY2toiKCgIPXr0gFKptJpyU1xcLL+eqoSGhiIjIwMBAQHy/fX09MQ///lPpKenQ6vVIjIyEt9++y0AoGvXrliwYAHuvfdeXLly5bbHa0qr1WLHjh3o3bs3vLy8AFTvXlV0f6vzvmiqvL29odfrsXnz5nLHzGYzsrKy4OPjA0D6AyY7Oxvt27eX72FAQADef/997N+/Xz5v0KBBEELgzTffhNFoRHR0tHzM8j7w8/OTr+Hr64u1a9fi6NGjlbYzNDQUWq0WTk5OVr8jvvjiC3z++ee1eu3vvPMOVCqVPO3s2LFjuOeee/Dkk0/KnfKpU6fKZTAt+x7QarW4ePEiRo8eDV9fX/lYdX4m6O7Avpl9c2Ni38y++Vbsm+/uvpkjzXXA3t4eS5YswYQJE6zKJ06ciE8//RSTJ0/GjBkzIITA+vXrYWdnJ9e1vIkOHDgAJyenGm0IX13VaUd8fDweffRRPPvssxgzZgwyMzPx1ltvASj/C62srl27YvDgwXj++ecxc+ZMdOnSRV638fTTT0OpVCI8PBzr1q3DwoULMXToUOTn5+Ptt99GaGgo3Nzcbnu8MqWlpTh+/Lj8b51Oh/3792PHjh0YN24cwsLCAEgdV2lpKV5//XXExMTgypUrWL9+PYqLi622ZmjVqhVOnTqFn3/+GWFhYQgMDMSnn34KPz8/uLq64ttvv8WHH34IQMp42FS4ublh3Lhx2LBhA2xsbNCzZ0/8/PPP2LBhAyZNmgRXV1e4urrikUcewWuvvQaDwYD27dtj8+bNuH79+m3XCM2YMQNPPPEEZs+ejccffxzFxcVISkrClStXcP/998PNzQ0dO3bEa6+9Br1eD09PT+zfvx+XL1/GoEGDbnu8KleuXJHvsdFoREZGBlJSUlBaWipntwVQrXtl+RT/22+/RZ8+far9vmiqNBoN5s6di+XLl0On0+Gxxx7DPffcg2vXrmH79u24evWqnIly5MiR2LJlCyZPniyPLnz00UfYs2cPhg8fLl/T2dkZkZGR2LFjB/r16wdXV1f52KRJk7Br1y48/fTTGD9+PFQqFTZu3Ijjx49bZWu9Vf/+/REYGIj4+HjMnDkTnp6e2LNnD7Zt24YlS5ZU+RqLiork+282m5Gbm4uvvvoKu3fvxoIFC+Q/zAIDA+Wsvg888AB+/fVXrFu3DgqFwupntVWrVjh69CjCwsIQHByMe++9F5s2bYKHhweUSiU+++wz+Q+Vu+E9QFVj38y+uTGxb2bfzL65mfXNDZFtrDkpm6HzVi+++KJVhk4hhEhLSxNTpkwR3bt3F6GhoWL69OkiIyNDPm42m8Xzzz8vAgICxNSpUyu8bnWyeN6ufbdrhxBCHDx4UAwfPlx069ZNDB06VHz88cfC19dX/Pvf/xZCVJ4V02g0ipUrV4q+ffuKbt26iejoaPHuu++K0tJSuc5XX30lHn30UREcHCweeOAB8be//U3k5ORU+/itLNlCLV9+fn6id+/eIjY2Vnz55Zfl6qekpIjIyEgRGBgoBg0aJFavXi0SExNFaGionHly9+7dIjw8XAQFBYkrV66IixcvismTJ4vu3buL8PBwMX78ePHzzz+L7t27y5kh60pV76uyKnsvmM1m8c4774ioqCj5HqSkpFjdA71eLxYtWiR69uwpQkJCxKJFi8ScOXPEsGHD5DqVZcU8cuSIiI2NFUFBQaJnz55i6tSpIi0tTT6ek5Mj5s+fL/r06SO6desmhg0bJr744otqH69I2fvr6+srgoODRXR0tFi6dGm5zJ7VuVcGg0FMnjxZdOvWTc7EWp33RVP33XfficmTJ4vw8HBx//33iz59+oj58+eLS5cuWdW7cuWKmDt3rujZs6cIDg4WI0eOFN99912561kym1b0c5Seni7i4+NF9+7dRUhIiIiNjRVHjx6Vj1eWVTM/P18sWrRIREREiMDAQDFs2DCrbLEVsWT7tHx17dpVPPjgg+Lpp58W33//vVVds9ksVq5cKfr06SOCg4PFww8/LDZu3ChefvllOYunEEJs3rxZ9OjRQ/Ts2VOYTCZx4sQJMWbMGBEcHCz69Okjpk2bJg4dOlTp66emi30z+2b2zeybmxL2zc2vb1YIcRfMdaB6d+jQIajVaqv1Fz/88APi4uKwa9cueU85ujtptVr85z//Qf/+/eHs7CyXP/HEE/Dw8Kj1vptERFR/2Dc3b+ybie4enJ5NAKQ1JBs2bMCCBQvQqVMnXL58GYmJiejZsyc75WbAwcEBS5Yswe7du/HEE0/A1tYW33zzDY4fP46UlJTGbh4REVWAfXPzxr6Z6O7BkWYCAJSUlGDt2rX48ssvcfXqVbi6umLQoEGYN2+e1aefdPf63//+hzfffBMnT56EyWSCn58fpk+fjsjIyMZuGhERVYB9c/PHvpno7sCgmYiIiIiIiKgS3HKKiIiI6P/brwMBAAAAAEH+1hNsUBYBwJBmAAAAGNIMAAAAQ5oBAABgSDMAAAAMaQYAAIAR799/Z1sVF/EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(16, 9))\n",
    "plt.subplot(1, 2, 1)\n",
    "plot_data = {'Not Progress Data': not_progress_data['ratio'], 'Progress Data': progress_data['ratio'], 'Severe Data': severe_progress_data['ratio']}\n",
    "box_plot_dict(plot_data, 'Pneumonia Volume Ratio', yscale='linear')\n",
    "plt.subplot(1, 2, 2)\n",
    "plot_data = {'Not Progress Data': not_progress_data['consolidation']/not_progress_data['lung'], 'Progress Data': progress_data['lesion_consolidation']/progress_data['lung'], 'Severe Data': severe_progress_data['lesion_consolidation']/severe_progress_data['lung']}\n",
    "box_plot_dict(plot_data, 'Consolidation Pneumonia Volume Ratio', yscale='linear')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "analysisRatio = clean_data_.copy()\n",
    "analysisRatio['ratioType'] = 0\n",
    "\n",
    "analysisConsolidation = clean_data_.copy()\n",
    "analysisConsolidation['ratioType'] = 1\n",
    "analysisConsolidation['ratio'] = analysisConsolidation['consolidation']/analysisConsolidation['lung']\n",
    "\n",
    "analysisAll_ = pd.concat([analysisRatio, analysisConsolidation], axis=0)\n",
    "analysisAll_ = analysisAll_.replace(-1, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.001, 1.0)]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = [\"faded green\", \"amber\", \"faded red\", \"medium blue\"]\n",
    "severes = [\"mild patients\", 'severe patients', 'critical patients']\n",
    "#sns.palplot(sns.xkcd_palette(colors))\n",
    "plt.figure(figsize=(16, 9))\n",
    "sns.set(style=\"ticks\")\n",
    "sns.set(font_scale=1.5)\n",
    "dx = sns.boxplot(x='ratioType', hue='progress', y='ratio', data=analysisAll_, palette=sns.xkcd_palette(colors),\n",
    "                 boxprops=dict(alpha=1.0),showfliers = False)\n",
    "dx = sns.stripplot(x='ratioType', hue='progress', y='ratio', data=analysisAll_,\n",
    "                   jitter=True,\n",
    "                   color=\".3\",\n",
    "                   dodge=True,\n",
    "                   marker='o', \n",
    "                   alpha=1.0)\n",
    "handles, _ = dx.get_legend_handles_labels()\n",
    "dx.legend(handles, ['Not Progress Data', 'Progress Data', 'Severe Data'])\n",
    "dx.set(xlabel='Ratio Measurement',ylabel='Ratio')\n",
    "dx.set(xticklabels=['Lesion Volume Ratio','Consolidation Volume Ratio'])\n",
    "dx.set_yscale(\"log\")\n",
    "dx.set(ylim=(0.001, 1.0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RanksumsResult(statistic=-5.303759999271284, pvalue=1.1344143780440059e-07)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranksums(not_progress_data['consolidation'], progress_data['consolidation'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "#clean_data.to_csv('analysisAll.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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
}