reproducibility/RQ2/Sample_Statitics_Final.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from collections import Counter\n",
    "import re\n",
    "from scipy import stats\n",
    "import shap\n",
    "from lightgbm import LGBMClassifier\n",
    "from mpl_toolkits.mplot3d import Axes3D  \n",
    "from datetime import timedelta"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make sure to read in raw data, before pre-processing. Code requires only numerical data frames with no NaN values. Code also assumes features have the same names as found in the appendix of the \"ICER_Final_Report.docx\" appendix for SLURM data, Due to pre-processing package \"datetime\", data must be read in via pandas\n",
    "\n",
    "Example of loading data.\n",
    "\n",
    "df = pd.read_csv(\"DID_FINAL_SLURM_OCT_2023_aggregated.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Pre-Processing with Shams Code\n",
    "slurm=df\n",
    "slurm = slurm[slurm['State'] != 'Cancelled']\n",
    "slurm = slurm[slurm['Start']!= 'Unknown']\n",
    "\n",
    "slurm['Submit'] = pd.to_datetime(slurm['Submit'])\n",
    "slurm['Start'] = pd.to_datetime(slurm['Start'])\n",
    "slurm['End'] = pd.to_datetime(slurm['Start'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>JobID</th>\n",
       "      <th>User</th>\n",
       "      <th>Group</th>\n",
       "      <th>Submit</th>\n",
       "      <th>Start</th>\n",
       "      <th>End</th>\n",
       "      <th>Elapsed</th>\n",
       "      <th>State</th>\n",
       "      <th>Account</th>\n",
       "      <th>...</th>\n",
       "      <th>MaxRSS</th>\n",
       "      <th>ReqNodes</th>\n",
       "      <th>NNodes</th>\n",
       "      <th>NodeList</th>\n",
       "      <th>ReqTRES</th>\n",
       "      <th>AllocTRES</th>\n",
       "      <th>ReqMem_MB</th>\n",
       "      <th>MaxRSS_MB</th>\n",
       "      <th>Timelimit_</th>\n",
       "      <th>total_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>201</td>\n",
       "      <td>87461884</td>\n",
       "      <td>user_600</td>\n",
       "      <td>group_090</td>\n",
       "      <td>2023-09-08 18:34:09</td>\n",
       "      <td>2023-09-29 21:30:06</td>\n",
       "      <td>2023-09-29 21:30:06</td>\n",
       "      <td>1-08:12:31</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>account_011</td>\n",
       "      <td>...</td>\n",
       "      <td>4500K</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>lac-[084-086,193]</td>\n",
       "      <td>billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4</td>\n",
       "      <td>billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4</td>\n",
       "      <td>32000.0</td>\n",
       "      <td>4.500</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>1932.516667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>202</td>\n",
       "      <td>87461892</td>\n",
       "      <td>user_600</td>\n",
       "      <td>group_090</td>\n",
       "      <td>2023-09-08 18:34:11</td>\n",
       "      <td>2023-09-30 00:16:32</td>\n",
       "      <td>2023-09-30 00:16:32</td>\n",
       "      <td>1-06:03:08</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>account_011</td>\n",
       "      <td>...</td>\n",
       "      <td>4540K</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>lac-[142,192,345,349]</td>\n",
       "      <td>billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4</td>\n",
       "      <td>billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4</td>\n",
       "      <td>32000.0</td>\n",
       "      <td>4.540</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>1803.133333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>203</td>\n",
       "      <td>87461900</td>\n",
       "      <td>user_600</td>\n",
       "      <td>group_090</td>\n",
       "      <td>2023-09-08 18:34:13</td>\n",
       "      <td>2023-09-30 01:07:56</td>\n",
       "      <td>2023-09-30 01:07:56</td>\n",
       "      <td>1-05:26:01</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>account_011</td>\n",
       "      <td>...</td>\n",
       "      <td>4536K</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>lac-[080-081,342-343]</td>\n",
       "      <td>billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4</td>\n",
       "      <td>billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4</td>\n",
       "      <td>32000.0</td>\n",
       "      <td>4.536</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>1766.016667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>204</td>\n",
       "      <td>87461908</td>\n",
       "      <td>user_600</td>\n",
       "      <td>group_090</td>\n",
       "      <td>2023-09-08 18:34:15</td>\n",
       "      <td>2023-09-30 03:06:56</td>\n",
       "      <td>2023-09-30 03:06:56</td>\n",
       "      <td>1-06:09:06</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>account_011</td>\n",
       "      <td>...</td>\n",
       "      <td>4540K</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>lac-[031,136,346-347]</td>\n",
       "      <td>billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4</td>\n",
       "      <td>billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4</td>\n",
       "      <td>32000.0</td>\n",
       "      <td>4.540</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>1809.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>205</td>\n",
       "      <td>87461916</td>\n",
       "      <td>user_600</td>\n",
       "      <td>group_090</td>\n",
       "      <td>2023-09-08 18:34:18</td>\n",
       "      <td>2023-09-30 08:13:45</td>\n",
       "      <td>2023-09-30 08:13:45</td>\n",
       "      <td>1-06:16:43</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>account_011</td>\n",
       "      <td>...</td>\n",
       "      <td>4604K</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>lac-[083,196,344,348]</td>\n",
       "      <td>billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4</td>\n",
       "      <td>billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4</td>\n",
       "      <td>32000.0</td>\n",
       "      <td>4.604</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>1816.716667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0     JobID      User      Group              Submit  \\\n",
       "201         201  87461884  user_600  group_090 2023-09-08 18:34:09   \n",
       "202         202  87461892  user_600  group_090 2023-09-08 18:34:11   \n",
       "203         203  87461900  user_600  group_090 2023-09-08 18:34:13   \n",
       "204         204  87461908  user_600  group_090 2023-09-08 18:34:15   \n",
       "205         205  87461916  user_600  group_090 2023-09-08 18:34:18   \n",
       "\n",
       "                  Start                 End     Elapsed      State  \\\n",
       "201 2023-09-29 21:30:06 2023-09-29 21:30:06  1-08:12:31  COMPLETED   \n",
       "202 2023-09-30 00:16:32 2023-09-30 00:16:32  1-06:03:08  COMPLETED   \n",
       "203 2023-09-30 01:07:56 2023-09-30 01:07:56  1-05:26:01  COMPLETED   \n",
       "204 2023-09-30 03:06:56 2023-09-30 03:06:56  1-06:09:06  COMPLETED   \n",
       "205 2023-09-30 08:13:45 2023-09-30 08:13:45  1-06:16:43  COMPLETED   \n",
       "\n",
       "         Account  ... MaxRSS ReqNodes NNodes               NodeList  \\\n",
       "201  account_011  ...  4500K        4      4      lac-[084-086,193]   \n",
       "202  account_011  ...  4540K        4      4  lac-[142,192,345,349]   \n",
       "203  account_011  ...  4536K        4      4  lac-[080-081,342-343]   \n",
       "204  account_011  ...  4540K        4      4  lac-[031,136,346-347]   \n",
       "205  account_011  ...  4604K        4      4  lac-[083,196,344,348]   \n",
       "\n",
       "                                           ReqTRES  \\\n",
       "201  billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4   \n",
       "202  billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4   \n",
       "203  billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4   \n",
       "204  billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4   \n",
       "205  billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4   \n",
       "\n",
       "                                         AllocTRES ReqMem_MB  MaxRSS_MB  \\\n",
       "201  billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4   32000.0      4.500   \n",
       "202  billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4   32000.0      4.540   \n",
       "203  billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4   32000.0      4.536   \n",
       "204  billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4   32000.0      4.540   \n",
       "205  billing=4980,cpu=64,gres/gpu=4,mem=32G,node=4   32000.0      4.604   \n",
       "\n",
       "     Timelimit_  total_minutes  \n",
       "201      2160.0    1932.516667  \n",
       "202      2160.0    1803.133333  \n",
       "203      2160.0    1766.016667  \n",
       "204      2160.0    1809.100000  \n",
       "205      2160.0    1816.716667  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def convert_memory(mem_str):\n",
    "    '''\n",
    "    Convert memory units to MegaBytes unit float.\n",
    "    '''\n",
    "    if isinstance(mem_str, (int, float, complex)):   # if its a numeric type zero\n",
    "        return float(mem_str)\n",
    "    elif mem_str.endswith('M'):\n",
    "        return float(mem_str[:-1]) # remove 'M' and convert to float\n",
    "    elif mem_str.endswith('K'):\n",
    "        return float(mem_str[:-1]) / 1000\n",
    "    elif mem_str.endswith('G'):\n",
    "        return float(mem_str[:-1]) * 1e3  # convert MB to KB\n",
    "    elif mem_str.endswith('T'):\n",
    "        return float(mem_str[:-1]) * 1e6 # convert MB to T\n",
    "    else:\n",
    "        return float(mem_str)    # when its a string zero '0'\n",
    "    \n",
    "# First drop rows with NA requested memory\n",
    "slurm= slurm.dropna(subset=['ReqMem'])\n",
    "slurm= slurm.dropna(subset=['MaxRSS'])\n",
    "\n",
    "\n",
    "slurm['ReqMem_MB'] = slurm['ReqMem'].apply(convert_memory)\n",
    "slurm['MaxRSS_MB'] = slurm['MaxRSS'].apply(convert_memory)\n",
    "\n",
    "# Function to parse time data columns: TimeLimit and Elapsed\n",
    "def parse_time_string(time_str):\n",
    "    \"\"\"Convert a time string into a timedelta object.\"\"\"\n",
    "    days = 0\n",
    "    if '-' in time_str:\n",
    "        days, time_str = time_str.split('-')\n",
    "        days = int(days)\n",
    "\n",
    "    parts = time_str.split(':')\n",
    "    hours, minutes, seconds = map(int, parts) if len(parts) == 3 else (int(parts[0]), int(parts[1]), 0)\n",
    "    return timedelta(days=days, hours=hours, minutes=minutes, seconds=seconds)\n",
    "\n",
    "# Convert Timelimit and Elapsed to timedeltas\n",
    "slurm['Timelimit_'] = slurm['Timelimit'].apply(parse_time_string)\n",
    "slurm['total_minutes'] = slurm['Elapsed'].apply(parse_time_string)\n",
    "# C\n",
    "slurm['total_minutes'] = pd.to_timedelta(slurm['total_minutes']).dt.total_seconds() / 60 \n",
    "slurm['Timelimit_'] = pd.to_timedelta(slurm['Timelimit_']).dt.total_seconds() / 60  \n",
    "\n",
    "df=slurm\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "features3=['CPUTimeRAW','ReqCPUS','AllocCPUS','ReqNodes','NNodes','total_minutes','Timelimit_','ReqMem_MB','MaxRSS_MB' ]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After pre-processing the data, using the same code from the DataAnalyzer.py file, we make sorted bar graphs showing job resource utilization by \"Group\" in SLURM data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique values in 'Group' column: 149\n"
     ]
    }
   ],
   "source": [
    "unique_values = df['Group'].unique()\n",
    "print(\"Unique values in 'Group' column:\", len(unique_values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x2592 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_features = len(features3)\n",
    "fig, axs = plt.subplots(num_features, 1, figsize=(16, 4*num_features))\n",
    "\n",
    "for i, feature in enumerate(features3):\n",
    "    average_by_group = df.groupby('Group')[feature].mean()\n",
    "    average_by_group_sorted = average_by_group.sort_values()\n",
    "    \n",
    "    ax = axs[i]\n",
    "    average_by_group_sorted.plot(kind='bar', ax=ax)\n",
    "    ax.set_title(f'Average Value of {feature} by Group')\n",
    "    ax.set_xlabel('Group')\n",
    "    ax.set_ylabel('Average Value')\n",
    "    ax.grid(axis='y')  \n",
    "    ax.set_xticklabels(ax.get_xticklabels(), fontsize=8)\n",
    "plt.savefig('plot.pdf', format='pdf', dpi=200)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SJM2Yxfi1lEH/ALwlIlaQn4/xhTL9C8DmZfpbgH0AUkrLgYOA04AfAW9MKd1ersrYGziU/GssB5XPdsWQJEmSJEkzZiFvS7lTSmkZsKy8P5v8SyeDn7kZeHFl+fcD72+ZfghwSMv01hiSJEmSJGn2rIsrNyRJkiRJkibGwQ1JkiRJktRrDm5IkiRJkqRec3BDkiRJkiT1moMbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrDm5IkiRJkqRec3BDkiRJkiT1moMbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrDm5IkiRJkqRec3BDkiRJkiT1moMbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrDm5IkiRJkqRec3BDkiRJkiT1moMbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrDm5IkiRJkqRec3BDkiRJkiT1moMbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrDm5IkiRJkqRec3BDkiRJkiT1moMbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrDm5IkiRJkqRec3BDkiRJkiT1moMbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrCza4ERF3j4ijI+KkiFgeEe8u0x8YEb+MiBUR8fWI2LBMv1v5e0WZv12jrLeX6WdExDMb03cr01ZExD6N6a0xJEmSJEnS7FnIKzduAZ6aUvo94DHAbhHxBOCDwEdTSg8GrgJeWz7/WuCqMv2j5XNExCOAPYFHArsB/xER60fE+sAngWcBjwBeVj5LRwxJkiRJkjRjFmxwI2XXlz83KK8EPBX4Zpl+APC88n6P8jdl/q4REWX6gSmlW1JK5wArgJ3La0VK6eyU0q3AgcAeZZlaDEmSJEmSNGOWLGTh5eqK44AHk6+y+DVwdUrptvKRC4Cty/utgZUAKaXbIuIaYPMy/ReNYpvLrByY/viyTC3GYH57AXsBLF26lGXLlvHWR9925/xly5aNtsKSJEmSJGnRLejgRkrpduAxEXEf4DvAwxYy3qhSSp8FPguw0047pV122YXX7HPwnfPPfcUu6ygzSZIkSZI0rEX5tZSU0tXAEcATgftExNygyjbAheX9hcC2AGX+JsAVzekDy9SmX9ERQ5IkSZIkzZiF/LWU+5YrNoiIjYCnA6eTBzleVD72auC75f33yt+U+YenlFKZvmf5NZUHAjsARwPHADuUX0bZkPzQ0e+VZWoxJEmSJEnSjFnI21K2Ag4oz91YDzgopfSDiDgNODAi3gecAHyhfP4LwH9GxArgSvJgBSml5RFxEHAacBvwxnK7CxGxN3AosD6wf0ppeSnrHyoxJEmSJEnSjFmwwY2U0snAY1umn03+pZPB6TcDL66U9X7g/S3TDwEOGTaGJEmSJEmaPYvyzA1JkiRJkqSF4uCGJEmSJEnqNQc3JEmSJElSrzm4IUmSJEmSes3BDUmSJEmS1GsObkiSJEmSpF5zcEOSJEmSJPWagxuSJEmSJKnXHNyQJEmSJEm95uCGJEmSJEnqNQc3JEmSJElSrzm4IUmSJEmSes3BDUmSJEmS1GsObkiSJEmSpF5zcEOSJEmSJPWagxuSJEmSJKnXHNyQJEmSJEm95uCGJEmSJEnqtaEGNyLiD4eZJkmSJEmStNiGvXLjE0NOkyRJkiRJWlRLumZGxBOBPwDuGxFvacy6N7D+QiYmSZIkSZI0jM7BDWBDYOPyuXs1pl8LvGihkpIkSZIkSRpW5+BGSulI4MiI+FJK6bxFykmSJEmSJGlo8125MeduEfFZYLvmMimlpy5EUpIkSZIkScMadnDjG8Cngc8Dty9cOpIkSZIkSaMZdnDjtpTSpxY0E0mSJEmSpDEM+1Ow34+IN0TEVhGx2dxrQTOTJEmSJEkawrBXbry6/Pu2xrQEPGiy6UiSJEmSJI1mqMGNlNIDFzoRSZIkSZKkcQw1uBERr2qbnlL68mTTkSRJkiRJGs2wt6X8fuP93YFdgeMBBzckSZIkSdI6NextKW9q/h0R9wEOXIiEJEmSJEmSRjHsr6UMugHwORySJEmSJGmdG/aZG98n/zoKwPrAw4GDFiopSZIkSZKkYQ37zI0PNd7fBpyXUrpgAfKRJEmSJEkayVC3paSUjgR+BdwL2BS4dSGTkiRJkiRJGtZQgxsR8RLgaODFwEuAX0bEixYyMUmSJEmSpGEMe1vKPwK/n1K6DCAi7gv8BPjmQiUmSZIkSZI0jGF/LWW9uYGN4ooRlpUkSZIkSVoww1658aOIOBT4Wvn7pcAhC5OSJEmSJEnS8DoHNyLiwcDSlNLbIuIFwJPKrP8DvrLQyUmSJEmSJM1nvis3Pga8HSCl9G3g2wAR8egy708WMDdJkiRJkqR5zffcjKUppVMGJ5Zp2y1IRpIkSZIkSSOYb3DjPh3zNppgHpIkSZIkSWOZb3Dj2Ij4i8GJEfE64LiFSUmSJEmSJGl48z1z42+B70TEK1g1mLETsCHw/AXMS5IkSZIkaSidgxsppUuBP4iIpwCPKpMPTikdvuCZSZIkSZIkDWG+KzcASCkdARyxwLlIkiRJkiSNbL5nbkiSJEmSJE01BzckSZIkSVKvObghSZIkSZJ6zcENSZIkSZLUaw5uSJIkSZKkXnNwQ5IkSZIk9ZqDG5IkSZIkqdcc3JAkSZIkSb3m4IYkSZIkSeq1BRvciIhtI+KIiDgtIpZHxN+U6ZtFxGERcVb5d9MyPSLi4xGxIiJOjogdG2W9unz+rIh4dWP64yLilLLMxyMiumJIkiRJkqTZs5BXbtwGvDWl9AjgCcAbI+IRwD7AT1NKOwA/LX8DPAvYobz2Aj4FeaAC2Bd4PLAzsG9jsOJTwF80ltutTK/FkCRJkiRJM2bBBjdSShenlI4v768DTge2BvYADigfOwB4Xnm/B/DllP0CuE9EbAU8EzgspXRlSukq4DBgtzLv3imlX6SUEvDlgbLaYkiSJEmSpBmzKM/ciIjtgMcCvwSWppQuLrMuAZaW91sDKxuLXVCmdU2/oGU6HTEkSZIkSdKMWbLQASJiY+BbwN+mlK4tj8UAIKWUIiItZPyuGBGxF/kWGJYuXcqyZct466Nvu3P+smXLFjI1SZIkSZI0AQs6uBERG5AHNr6SUvp2mXxpRGyVUrq43FpyWZl+IbBtY/FtyrQLgV0Gpi8r07dp+XxXjNWklD4LfBZgp512Srvssguv2efgO+ef+4pd2haTJEmSJElTZCF/LSWALwCnp5Q+0pj1PWDuF09eDXy3Mf1V5VdTngBcU24tORR4RkRsWh4k+gzg0DLv2oh4Qon1qoGy2mJIkiRJkqQZs5BXbvwh8ErglIg4sUx7B7AfcFBEvBY4D3hJmXcI8GxgBXAj8GcAKaUrI+K9wDHlc+9JKV1Z3r8B+BKwEfDD8qIjhiRJkiRJmjELNriRUjoKiMrsXVs+n4A3VsraH9i/ZfqxwKNapl/RFkOSJEmSJM2eRfm1FEmSJEmSpIXi4IYkSZIkSeo1BzckSZIkSVKvObghSZIkSZJ6zcENSZIkSZLUaw5uSJIkSZKkXnNwQ5IkSZIk9ZqDG5IkSZIkqdcc3JAkSZIkSb3m4IYkSZIkSeo1BzckSZIkSVKvObghSZIkSZJ6zcENSZIkSZLUaw5uSJIkSZKkXnNwQ5IkSZIk9ZqDG5IkSZIkqdcc3JAkSZIkSb3m4IYkSZIkSeo1BzckSZIkSVKvObghSZIkSZJ6zcENSZIkSZLUaw5uSJIkSZKkXnNwQ5IkSZIk9dqSdZ1AX2y3z8Gr/X3ufruvo0wkSZIkSVKTV25IkiRJkqRec3BDkiRJkiT1moMbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrS9Z1ArNgu30OvvP9ufvtvg4zkSRJkiTprscrNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrDm5IkiRJkqRec3BDkiRJkiT1moMbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknptybpOYNZtt8/Bd74/d7/d12EmkiRJkiTNJq/ckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrDm5IkiRJkqRec3BDkiRJkiT1moMbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq85uCFJkiRJknrNwQ1JkiRJktRrDm5IkiRJkqReW7DBjYjYPyIui4hTG9M2i4jDIuKs8u+mZXpExMcjYkVEnBwROzaWeXX5/FkR8erG9MdFxCllmY9HRHTFkCRJkiRJs2khr9z4ErDbwLR9gJ+mlHYAflr+BngWsEN57QV8CvJABbAv8HhgZ2DfxmDFp4C/aCy32zwxJEmSJEnSDFqwwY2U0v8AVw5M3gM4oLw/AHheY/qXU/YL4D4RsRXwTOCwlNKVKaWrgMOA3cq8e6eUfpFSSsCXB8pqiyFJkiRJkmbQkkWOtzSldHF5fwmwtLzfGljZ+NwFZVrX9AtapnfFWENE7EW+UoSlS5eybNky3vro2+6cv2zZsjvfN6d3zWtOn2+eJEmSJElae4s9uHGnlFKKiLQuY6SUPgt8FmCnnXZKu+yyC6/Z5+A755/7il3ufN+c3jWvOX2+eZIkSZIkae0t9q+lXFpuKaH8e1mZfiGwbeNz25RpXdO3aZneFUOSJEmSJM2gxR7c+B4w94snrwa+25j+qvKrKU8Arim3lhwKPCMiNi0PEn0GcGiZd21EPKH8SsqrBspqiyFJkiRJkmbQgt2WEhFfA3YBtoiIC8i/erIfcFBEvBY4D3hJ+fghwLOBFcCNwJ8BpJSujIj3AseUz70npTT3kNI3kH+RZSPgh+VFRwxJkiRJkjSDFmxwI6X0ssqsXVs+m4A3VsrZH9i/ZfqxwKNapl/RFkOSJEmSJM2mxb4tRZIkSZIkaaIc3JAkSZIkSb3m4IYkSZIkSeo1BzckSZIkSVKvObghSZIkSZJ6zcENSZIkSZLUaw5uSJIkSZKkXnNwQ5IkSZIk9ZqDG5IkSZIkqdcc3JAkSZIkSb3m4IYkSZIkSeo1BzckSZIkSVKvObghSZIkSZJ6zcENSZIkSZLUaw5uSJIkSZKkXnNwQ5IkSZIk9ZqDG5IkSZIkqdcc3JAkSZIkSb3m4IYkSZIkSeq1Jes6gbuq7fY5eLW/z91v93WUiSRJkiRJ/eaVG5IkSZIkqde8cmMKeVWHJEmSJEnDc3CjZ5oDHw56SJIkSZLkbSmSJEmSJKnnHNyQJEmSJEm95uCGJEmSJEnqNQc3JEmSJElSrzm4IUmSJEmSes3BDUmSJEmS1GsObkiSJEmSpF5zcEOSJEmSJPWagxuSJEmSJKnXHNyQJEmSJEm95uCGJEmSJEnqNQc3JEmSJElSry1Z1wlocrbb5+A735+73+7rMBNJkiRJkhaPgxt3Ac1BD1h94KNrniRJkiRJfeBtKZIkSZIkqde8ckNV3uYiSZIkSeoDr9yQJEmSJEm95uCGJEmSJEnqNQc3JEmSJElSrzm4IUmSJEmSes3BDUmSJEmS1GsObkiSJEmSpF7zp2A1Fn8mVpIkSZI0LRzc0EQ1Bz3AgQ9JkiRJ0sJzcEOLpmvgwytBJEmSJEnj8pkbkiRJkiSp1xzckCRJkiRJvebghiRJkiRJ6jUHNyRJkiRJUq/5QFFNvdrDRv1lFkmSJEkSOLihGdX16yv+MoskSZIkzRZvS5EkSZIkSb3mlRtSg7fASJIkSVL/eOWGJEmSJEnqtZm9ciMidgP+DVgf+HxKab91nJJm1LjP9/DZH5IkSZI0GTM5uBER6wOfBJ4OXAAcExHfSymdtm4zk+bXdQuMgyWSJEmStKaZHNwAdgZWpJTOBoiIA4E9AAc3dJc0zrNExhlIGba8tjIlSZIkaVyzOrixNbCy8fcFwOPXUS6S5rGYAymzEmsSt0AtZixJkiRpIUVKaV3nMHER8SJgt5TS68rfrwQen1Lae+BzewF7lT8fCpxR3m8BXF4pfpx5ky7PWP2K1efcjWWsaYjV59yNZaxZzN1YxprF3I1lrFnMfZZiPSCldN/K57KU0sy9gCcChzb+fjvw9hGWP3aS8yZdnrH6FavPuRvLWNMQq8+5G8tYs5i7sYw1i7kby1izmPssx2p7zepPwR4D7BARD4yIDYE9ge+t45wkSZIkSdICWLKuE1gIKaXbImJv4FDyT8Hun1Javo7TkiRJkiRJC2AmBzcAUkqHAIeMufhnJzxv0uUZq1+x+py7sYw1DbH6nLuxjDWLuRvLWLOYu7GMNYu5z3KsNczkA0UlSZIkSdJdx6w+c0OSJEmSJN1FOLghSZIkSZJ6zcENSZIkSZLUaw5uDIiIe0fE4yJi0wmW+dxJLRcRm0XEZmuf1Uh5bBER9xnysxPPbyG2yVrkssUixNg0Iu49z2d+Z9RlOspa0PqNiCWN9xtHxE7ztZGI2Hjg7wWt94hYGhE7ltfSjs9V8xjcJgPzNl/bHLtirc32Xwjz1NOOCxz7vhHx2Ij43cF2VOZPtI8ap7y27TXKfjJP/S54H9WItajHosWw0O2zxFj0/bVtvcbdF8bNf7GP5W37wkLU/XzrVTsHjIgHR8QLI+IRLfPG2l4Rsfmw52uNZdY4di1UG+3av9Zm32s5Z5hvm4wca5Tj+HzHoWky6T6vq10PuXxnfc13vjbffjJuPzQNx7txcl/L7we1c5DWPIao+8U5P0kp3aVfwH8BW5T3zwTOB34CnAe8EngPsBy4BvgN8AvgNcC9gX8B/hN4eaO8FwA/LP++AHghcEl5/xfAgcD/Au8ANmgs98vGMoPL7VWW+w1wFrACuAz4FvAp4FfAlcAVwOnAfsB9OtZ5eVvuZd4PgHOAo4DHls/+GkjAccBrB8sG7l/J70DgT4AjSj1vCxxW6vIY4LEd2+S0yjZ5VUfuhzfebwP8FLgaOAE4EjgY2B74Upl+NPCUjm3y80pdXAC8qNT9J4HNgX8GTgFuAb4C7Ep5YO+Q7fB04Mulbm4v63x+Kfd3gM0ar82Bc4GHl9zblrkP9bbb1ebf38hpE+ALwMnAN4CPM3pbW1k+eybwLODssl1WAi+rLPMs4LZKvb+GvH+1bcuHd+TxM9rb4all/U4vdfCTso6/APbu2P7Pq2yTTYGPNep3p7LOK0r9PrmS3zXAO4HtW+ZtVonVtf3/orIv/Bx4e8e8q4HPM9B+yzZfY3pje9Xq6S+BHRuvx5XpjwX+uSOPh1Tq6Qjq++tPy/ZbAdxK7lPPKW3kkbT3UbeU6W3rtW1HrEMr5R0IbFfJ/X7AVZXt9Vrq+8l+HfW7T8e8XSt5nEl9H/rHjm2yJ3k/WQ48nrwP/bq0jSeO0db+uK1+S71fUKn3q6nvJ9U22tEv7Fi2X1v7fDrtffxBwO92zNue9r73b6n38Y8tn1lJfir8po0cz6j0yV8F/rCyLU8lnzu0rdezGe94/YxK/v9B3tfacr+c+rHmbyq5H02lH5pnW55DfV94SUfdP6qSxw3Av9He1rqOof+P+rncKY3lXkneFz9ftsMHx9hen6L9WJOAY2k/X6sdTzYFHtFRT7VjyrGl7tr21yOo9/8v75j3xo42v7Sy/W/o2CZ/3xHrGtqPeftV6vY88nlIbX89mfpxaNtS7uB51IfL9h/6u0aJ9Q3q+2ttvXakXhdz319G2idLDm3t+kzgtEp5XedrF9Dev/6Y/D2k7Xytaz/5DqOf8/645D94vFtJOd6NcY5yaNs84M+B/64cJ7/bkfuLO/Kofaf4d+BHlW3yctqP8SvLMrU8Xl+p+yPLsm198lnUj+Wb0L6fdH7fWK2MYT40yy/glMb7n1NOTIEtSqN4TWlsbwH+CdgBOKBU+n7kLznfIw803A34bVluf+CL5XVd+fdC4K+AxwCfKPE2L/ESeWChbbnLgJcC6zdyXR84qTSwLRvTtwT+ATiR1Q+wzQPtLW25l+VvJH9pemJpUE8o088sDfYrZfp3ySe7GwH/V8lvT+B68sn6y0ojf1GZvytwRiXH84DfVLbJ1V25N+IfRB4UWo+8Q51Ucjiv5BXkE7krOrZJrS4eXrbxm8hfLk4udb4tcGn5+2dle/9bY7m2dZ3bJrcCuzQ+91HgnsD7yG3jnIHXb4GbgIsqy5xLve1e1tHmm3X4+VLWA8jtfTmjt7XbSrkPBK6ldGTAUuCiktvg68Kyndvq/bqy3dq25dGseeCeO3jfSns7XEGjD2is2xNK/da2f22bnAPc2ijnCOD3y/vnkQ/0bfndBnyIvD8fDbwZuF9Z7o4xtv/llX3h+cC1HfNuIA/qrNZ+yfvqGtNLGSfOU08/L/Uw97qp/HtdJY+3Vrbl48h9V21/vQF4aHm/M3BAef8XJa+2PuqiUp9t63XYPLFqfV6tXzsFuLqyva6kvp90tcNaH/Um8sl4ra+p7UNdbeMa4NEl1uXAk8rnTgd+NkZba+17S72fX6n3W6jvJ11ttNb33kHel9ra5xW09/FvIvfztXkX0973Xgz8V2X7XwLsRh6U/jtyXzvXBmp98pvLdmjblneQ+9C29bqG8Y7X19B+jDofOKSS+00dx5rrK7n/CfV+qOsYehv1/eS6Su7vK9ulLY9Lyt9tba3rvLHrXO6qxnLHsKpd31HWedTt1WwbzWPNGeQvD23na7XjyTklZq2easeUE8nnB4+h/by21v8Pe2xotvn/Jvejg+cMbwVum2eb1GLV2toplbp9SNmetf216zh0CbmvGDyPWk4ekBz6u0YjVm1/vamyXnd01MXVjLhPlninVtr1UeR21VbemS3bcW5b3kp7/3oBcGTlfK3rmHxjR9uo9a/nAYez5vFuR3Kbr51rdp2jXNs2DzgeOKFynLy+I/dzGf07xXnkgYq2bVI7xu8I3NCRR63uzy111dYndx3LD6V9P/kH4MeD27/ttc4HF9b1i9yp3LuxI67XmHfzwGePKf+u1zLvH8k7/dNKA359Y9455d8TB5b50xJ/e3IH9tPKcmdVcj+jY14ij8h9seV1eyX3zVl9R1/ZeH/8XP7kA+RLgG+XBnttWw6DdQicP2SOV1EObi3b5KYhcz+x8f4EVnUcKwaWv3Hg7+Y2aa2LweWa6zVQT/cn/4/B8eQvGrePsE2Oa7y/lNwZPbrZNoCTOpbparu3UG/zzZPRZh2ewUD7HbWtUb6IN/6+A3gvsO/A6yJWfQnsqvfBbZnIB6MjWl53VLbXWXNtY562O5jHhW3bpPx7OrCkvP9FY/7t5BP6+fL7I/L/hl5S5n1jbbb/4Hajsp+0zGu231uAD1Ta9SUd9XQOefT+WS31dHylrd1OPnnsrKeu/bWl/Fub8wb217Mq63VpR6yb28qbZ3+4ktVP2mvba3A/ae6TXftDs7/+bYk33z5Z7Q/naRunD9Th8WvT1gbq97SBbVfrkwf3k/Mqbber7z2c/KW4rX2e0Jg2eOxq7f8Ht1f5e67vPQn41Xzbv/z9FHLf9IQRtsmKxvsXkvehtvVqPWdoaYfzrddxlfVq5n4Twx1rutphc1sm8ped+dr14H7SmnvLOjfrsNmuB9vaRR3r9Wvq53InAFuX90cAdy/vX0z5ojri9rqV9mPN8ZQv56x5vnY89WPXyMcU8peX5r7S3F/Ppt7/v7BjXu3YcHPZBvu2vG7v2CbnDxmr2dZuBf5lsG4r7al1f20p/5bKdjyJ1a/QGua7xuA5b1cf1VyvS8lfaufr84bdJ88u26StXZ8ALK+UVzv/25fVB6oGz9dW6wOb+0LHfjLOOe8JrDqXP32gvMQQ55ot+0PtmHcq9WNoVx+aGPE7RVmvXw2xjQfXuSuPWrtunl91nbsM9q+XtJVXPntGbd5qnxvmQ7P8Inf6x5EvC/ogeVT01aXBXMiqkavnAoc2N2Zz45ZprykNde6SyyPII7dnl/nLKTt9Y5mnkf/3+GJyR9a23IFlwz+efGnz/cr7leROcWmjvKXk0a1rgUdV1vm3HbnfTL6U/G3kk4g3A1uXdTqqpaxNyJeEteX3H+TRv2eQD97nAc8ryz2ZfDBfI8eyTW6tbJMrOnK/nXzrxCfKtpu75Otkysgy8IaBZW/u2Ca3VOri1aw+mvq+xvsTgJNb1ulh5BOi2ja5mdzRbU0esf5WmR7kEe5tyF9yPwLci3xA+UnHMjdRb7sXUW/z17Fq9PxsyuWH5Ev0Lmb0tnYT+ZLKfycfDD5MvpR6X/Ig1uNaljmc/MWsrd6bo8dt23KHSh630N4Ov0X+34qXAn9QXi8lX7I3d1tFWx5HtW2TUuabSn09lXw55b+R2/tllEsPW/Jb48BMHvnejXygGnX730bLvlDmd827qZLfacC+lXZ99jz1tDH5fw2+QT4pmquny9ryIB/oz+zou2r7603k//H6w9LO9i/zNyC30bY+6jfAQZX1umyeWLU+70ra+7WfkPuvtu11PfX95IqO+r26Mu8cGifVtbbGmvvQUG2Dsv80tuMVY7S1Wt97C3Bxpd5/27GfXFFZ3/n63gsq7fOkxmfeN7DMTR3zbqCl7y3b/+LK9r8F2GSgnN8ln8zfTkuf3JLH4LY8rbJetfOJ+Y7X19Le35zEmifJc7lfR/1Y85uO3Gv90KnAJyvzaucuc/tJra+8pS0P8on5qQMx5traER3r9WHq53K7kM9V3kPe139O3scPI1+mPur2Op72Y83FwH+21NEmJc/asWvkY0pZn+WV/fViKv1/+Vzt2HAB7echP6f+H3qXz7NNarFOqJT33rIOg3X7bnIfX9tfb6F+HLqBPCgweB51LqsGNEb5rlE7r3kyA1+kB/rD91fq4uTG54bdJx9GPkdpa9fXAX9XKe9GWs7/yrzmMap5fv1xcj/Udr52JvX95OcdbaN2znvSXH3QON41+prauWbXOUpt3m2lbbQdJ8/vyP1SRv9OcTLl/KprG7esc1cev6rU/QXk29Y6v0O19K8X0r6f/APwk7b1XaOsYT406y/gwWVjfQf4Pvler2eSO6u5e82OYtWlZvclHwSe1lLWbqwaqbof+RKjuY7jzbTcc0++F+mwxt+Dy21IvqfpR+RL8k4p799KvqznV+QvileR/9f4g+T7z+5fWd8DOnI/B/hMqYMtS86nkk+UWu+R68jvDeR7FQ8l38f3MPIB4mpyR/j6jhyfV9km/9qR+yVlp5l7bVrmvQ34f5XtfmTHNvmfSl0cTN6RN25Zbn/gm5V1+qOO9d29bPNTyfdPblWmbw68sPG5PciDSZeQD0q1Zd5Cve3+NfmSx7b63Xfgdd+y3ENLnLl74IZta08G3k6+vHBj8v/W/IB8L+WT5sofWGZb8r2CbfW+b6XeH1zKfWglj7/taIdvAT5d6uH75f2zSx617f/wRtnPndsmjWlPAb5OHuw6pcT9DPDISn7/O2RfdWesebb/J2jfF7Ys61ib98tK3I905DRsPT2WfLJ/Wfn71ZU8Xgd8uhLrC9T31yPI/cMPyCdv9yrzNiltbbCP+iH5f1jvVonV1V//pFLeG8gnw2vsD2V7HVbZXn9KfT95XEf9PqXM+/TAvJ8DT62s1weo70OHdrSNbwD3aFnubeS2PmpbO6xSvx+inOi31HvX/+h0tdGuvnen8u+OpQ3N3RL5no56Oq1j3mG0972PoXxhbtn+H6VcstvSZo6jvU/eknxLaC2Pjw3sG3PrNe7x+gW09zd7AftUcv8c9WPNX3bkXhuYm+8Y2rYvHEzeJ2t95acrefxgrg4r8VrPGwc+szWNc7lGf/T6ss0/QT5hf1hj/mA77Nped6P9WPNNGl+QOtZhtWMX4x1T3kW53aplfz1s4O8716vls81jQ+085A+Br1fWZemQ22QwVle/0Va3f0l+rkRtfz2A+nHo6SW/ufOoK8nnUfuT9/OryH3GQ8oy833XOI/6/vq1Ibb/YN8w8j45T7t+V0d5B1Ce4dAy/8Mdy/0v7edr8+0nte95tbb2KuArLTlsT37+Se1cs+sc5YzKvH8i73Ntx8kPdOQ+zneKtwCvqNTt92g/xm9PHmyo5VGr+3eQjwFt5y6HdLSlTWnfTz4IbDZfu04p3TlCJaknImIj8v2dp67rXJQt5jbp8/aPiCCf7F27rnORBs1q+5zV9ZpVi7m9FvnYFeQvrddV5i3WOrs/FNaFZpGDG0BEPIX8P2Xbki8BPRP4fEppRUQ8k3wVwdbl4xcC300p/ahrXiXOj4E9U0pXRsR9yaOTjyX/L9DnUko/KZ/bgDzquTN5lOt9KaUbB8o6M6X0kFoO5NHe15IfSHO/gXnfJj/U5iLyKOM7yA98OZ18KdYhLTmeTh5Z3hj4UUrpZ41c3km+B3CUOvxv8ojft5pl1cytb2Xe4Smlp5b3z6Q8bTildG6ZtgXw3JTS/uXvP2VV3X6OfKnoGrmTR3yr+VXW6/ulnLZ6/yq53hN5ZHtP8v+G/Yr8v4S/35bHfO2wktu/kC+dv5D8vwLNbfxR8v8Uz+Xx0hL3V8B7UkrXD9Yv+ddh9m6U93byJYFdbeY04K0ppQsqOX6OfMnaNjTaVETcg9xGfzpMfo3y3kV+MvlQ9dRsN5XyPptS2qsWK6X0nlp5Hfvlvcn1/k3y/ybuUdbr68Abad8nP0D+H5/B5X4N3J187+oa7allO871Gc8nP5SrbXv9YyljsI3eDvx1SmnlMNu4ub+27ZNl+p+TrxRrbfNtdVvaxt4t+c3XNj5LvoxyG/JljeeV6V19w/7U+9CHAd8Ypu+aqw/y/+S19icRsT75ipXV9oUy7wMppXc0/p7L8RTy5cCvpb1/XQlsxZr1/lesaoeDdfj+8vdged8FvpBS+m1l/Vr3lYj4OfC2yjp/pK0+ImKLlNLlLes7118/oy2/Wl9YytgvpbRPS5mnlXpo28ZfKNPb9tdPp5TuGIgx10aDfJn4HeQ2N7fc3YB3pJSuaNmH3kZ+MGDb9n8neb9oy+Nz5MuEW/Nvbq+O/f9D5KsFTiNfiv8C2vv5D5L31cG6P5a87/225dzlX8hP4B9cZq5+n0T9mFc9L6NF6f//t2WZz6WUft3y+a5zitZ58x0zymf2JV9Z17otU0rvqyz3ffL/xA+eh1zE6n3easdD8v9aD9VGS5wDyMeOuWNNcxt/gLztVusny3Jd/cbPyA8WHOxrPkG+nbGtrV1DftjmKOdXJ6eUPlXmD7a1jclXdQzVJzfitB3LzyQ/P6N2zvOBlNJVlfKa5zU/TCn9vDGva19ebXu19Cety5DPzQbnnU6+iunprHk+fA/yrQTHsGZ72gg4cJT+usxrHr8G1/lL5P1yjeP/3HG3pbzBNjp3PnQ58OaU0lUj9jWXk39NsavPGyXWJ8nH3dbztcG20dXXlPlbkG8ReU/5u+2Y17ZPVs+hyM+tazuOLgHeWTn/6zoO1c5DTgW+3XHMPo/6+d/1jHh8rdXhGnV6Vx/cKF8CtyR/kXoeuaGcSf5iexH5XsMvk+8dgryRXkU+aby4Zd5ryTvlnY1gLhT50r8NStyvky8H/Ab5nquPp5TuXeZ9mHwZ4BdLTnuTv6hGo7x7kBtykC+RG8xve/K92wcMzHs1uQH9J/lA9XBW/YTd08k7871acvwK+SnRHyzxjkwpvaV87hJWXeI9Sh3uQt6h7kv+cve1lNIJEXEducEPru+N5d/lA/X6EPLlXluSd4zjyU/+/VhK6RMRcTxASmnHcnD5I/JAw3PIT0VeXsn9QeR7KFfLr6zzx0rcwfX6CLlT3Kul3ncvdbkR+TaP00u5zyV3KMeMUYdnpZT+hgERcRP5/sS2bfxa8n28bXm8jvylaLB+byHfw/etlvJqbeZpZb1fOJhfKfd88oHnaBptKiIOIt/O8q2W/LZMKb2ypTwi4lryJZ1t9bRzqcfB9Zo7Uf6jlvxOSiltU4l1K7mtNT+/A3mbbUXeloN5fJD8LJnTyfeN3o18GeDu5PsTD6J9e72SPLC44cBy7ye3tV+01NPf0t5n3Ei+7HD9sh6D22s/8r4+2Da+Qz5peWXLMp8v5bbF2pA84LTaPlli1/qNj5Of43BNo27n9vH7k08m2tru/cmXRg6KUvaJg3nM0zc8mnzJblsf+mfkA3db3zDXf83FnquPKNMvaFnm8+Uzq+0LZd6NKaV7lPfD5vhJ8snOV1vq/SryyXpbHb6IfDlp2zpvSe472uq3dV+JiNvJl3S31dNvyCc+g/3/8SmlHSvruz35i+PQfWEp59aU0oYtZb6XfCn4X7as79PIA7eD+93uZV5bf3IGeZBhWcty/w58KaX0Ny370PvJt0i2bf/flHlteTyW9uP8/5Scmn3AMPv/h8j7V1s/9OfkwfvBWN8nf3F4acu5y/Oot6cnk/uGtmPeueTL69vmfSCl9A0GRMQ1rBoUH1zmYeT73dv6qI3J990zUFdzljfmzW1jUkq/O5hDyeN68vZp25YnkW91GPRP5HOGv2zJ/Sby7Udt++tzydtosG08n9yHtp2HXkD93GBP8v7V1l/X+o3/R/6Vp6+1LHNTSmmj8n6wrX2WfB/+KOdXn2HVPjTY1l5PpU/uEhF3kL9kzdUP5O2fyOfY+7fU007k/yBaozgq5zUlVm1f/gT5uQsXNcqZrz/ZnfzTvWdW5m1PbjuDx7yu86s31eqw1l+Xea3Hr/L9am9ynzLYNmr7QlcbPQg4OqW0x4h9zctTSpuUuMP2eV2xXkw+T2rbh95e6n1uXWBVX5PmvuettsL5PGSLlNL9K99Rbma0c6g3kJ8J86DyuWaZnyAPfL95xONQ13nIH6eUlrbM24f8TJ9vtuTedVzrOr5W+97VpCHuXZnlF6v/3NMSVv2k3abUnwAb1J++fzurflZr7nV2+Tc1PnfcwHKrPRGdVQ9rCvIXmC+z+sNVzqH+0L1qfmX+zY3PXdg2bzBH8kHoxEY9fZZ8InE3Vn8IzSh1OJfHQ8gH9+Ws+s3q7wyub/n3e+T7xx5G3um3I38Zf0BZdu7J4fch/zzdR1n911KOB+5Z3m8wsL6Dud9UyW/fuXxa1utM6g+8atb7JawaXIwx6/Da0t6uHXhdN9fWKtv4po48rqnU7/Ly99BtpvydWNX+B/eHOwbWea5NnVS2WVt+beu72jpX2tr1lfW6nXwy0rq/dsS6o1LeA2jcXz3Y15AHyzYgP4Bxw8a63zTE9hpc7kTyftlWT619Rvn3jI7tVWsbZ7Dq4VqDy/ymI9YptOyTzVgtbf6H5C82bXW7vJLf3MBBta215UF339C63w3sy219w5fb6qMRp22ZXw3URbN/bR4bhsqx1PuZg+tb/r6xow671rlWv3fQvq80+6G2dT6tMu9iVt1zPuz6Dt03DJR5Ji0/BV3m3VLZ75ZQ7ycfwKon0Q8u17UPDe4LaxxfK3nU6uPjZd3XZv+v9vMD009otLUTWf3cpas9NR/kOXjMqx2X5z3mVcq7gnof9fG2eXSfa1w3ZFsb3Ja1fehWyjlbS+5dx+ta27id/B8S1eNuZRvfRL2/rvUbp7CqXQ8u03VuMFfeKOdXJ7DqmXYnsnpb6zpfu75je91R2f4ndtRT57FmjH35++RB1lH6kyUd5S2pbctSbye0bMf56rDWX3cdv05l1XFvsG3MW4eDdc/qv2AyuP27+prmA0qH6vPmidXVT3adD7W1wbk+7bbymTW+o7Rtx2buXf1GS5lnsOqXlEY5DnWdh9RindKI1Zo7ox9fH1DbzqutyzAfmuUX+YvUZuX9/Vn957Rupvy29cAyO5M7jrZ559PY0QfmXU++jHAj8qVAzy/Tn1LKez75f7kHf4LnJPJD5Q4nPwxyPXIncHJHfjeSRxebP9ezHvkStBtL479/aUTblfmbkzvYthzPZ+D3pckPC/oZ+SA6Vh22TP9d8uVlKwfXt/GZ55P/Z+q55e+5B68O1tv65BHZa8lX0zyONX/q7KaO3Lvyu6WyXqeQR7fb6r35Sx/7j5BHrQ4vGVznxrxbO7bxzR15nNRWv6WtjdpmnlLaWu2BR22/fPAu8n5yViW/W2kcNFrm1draKZX1Oqsjv9s6Yq3saIe1/bJ5UPlRy/av1W/zwPGjxvsTWXXwbduOa/QZZd5nOrZX81eA9m+8/0xpb23LHNkRq7ZPfoPcrmtt/vxK3Z7Y0XZvGbatMVzfcAP1PvSGlhhzfcOKtvqg5YFsjWXafi1nrn+9lfw/9KPkeAGNh8MO1HuzPQ3WYdc639xWv2VbXTg4fW6f7FjnNb4sl3lXlDJr/XVtH+/qG37bVofkgfRz5tvGrLm/nkh9/z+hsr927UNr/LJBY/vf3JFH1/Y6ZbANDrP/U++HaucUl5IHidrOXTr3IbqPeWvMo/v86taO8pZT6aPK/Fr/VdvG53e1tXn25bZ96CTKPtSSe9f+Wjs2nMXAL5gM1FNtG98y8Nl5+w3KramVZa7saGvXteQ23/nVheTzq7a21rYPzZX3247ttbJt+9N9zjP0sWaEffmcSltr7U8G17ll3uBPyM5tl6tZ9Z8Eg+2pqw5r/XXX8etGGv/ZN9A2uuqw1kbPLdtr1L7m0o52WOvzumJ1na+d1taeuvoN8iDRJbQf82rbcb5zqFtoP+aNexzqOg+5uRLrdFY/Z6v1J0MfX4d9Df3BWX2Vhn8e+Qnn5wO7l+n3Jf8P4i9LY/1xeZ1OPiF6RWXeOeTnarTF+hvyT0qdX153kEeOv0q+pOmLjdfSssyW5HuVKDvJX5PvX7uIfM9YLb/nkC8d+w35xONM8mWKXy9lXFpeLyQ/n+Mn5APH6ys5ngO8smWdXkf+EjhOHbaepDTKXm19B+bdk3wLyHeBC8q0H9D+JOJzyaPER5RX8wngv+7I/cqO3Gp1f0J531bvB9L+BOjtyZ3bqHV4AfCqSn7f69jG/9uRx1Ft9Qu8bIw281XgncDvVXI8BtitZfr/0n6CsH0pf+dKeV/qaGuPq6zXGzvy+1FHrA92tMNa27ia8hORA2VtSf5CXKvfUyvb6yvAsfNsxzX2IfJIeW17fa0S66GNzw8uc/+OWLV98n2ljFqb/2qlbj9fyW978r5c25anVvI4l3rfcDL1PrT1i0NX/0XlJwfLZ/+L9n3hdaWejhgxx4uAl1bqPXXU4TEd6/yutvotZX6osl6Xdqxza30MrOvg+p5GfR//PPX99bxKmY8hfwFrW99llXrakny5MpU2+sPKctuQ9+e2fejb82z/Wh4ndmyvBw62wSH2/72p90Nvr8Q6h3yy2nbu8rOO/Pamvv8fVZn3EQZOhBv18d2O8r5a66Nq+2tjets2fh/1tra8Y1veTvs+9FJyO2zLfUVl+29flmmbtw/1K5K+1LGNT6beX9f6jcNp/ITowDJ3dLS1U9vyK8vWjqGXkc9t2traGoMlA7nMdywf7K+7znm+2rYdSzm185r59uWjK22t1p9sST6nqM27qrItT6BxdclAe1rj5zmby3XMqx2/TqJckVBpG7U6rLXRG8h9yqh9zQ4d7bDW53XFOrWjbexV609q7ZB8TGoeo5rHvKsr23G+c6hLaT/mLSW373GOQ7Xj8rWVeYfS8j2P7v6k8/g67Osu/8wNgIjYjPx8hRUppatb5m9J4wE1KaVLhpk3T8xNyJcaXTFGvlsBj00pHTJMDhGxOUAzVnkAUKSUbouIJeSTvAtTShePk+M4dRgRG6fKAwC71ndg3u8BT0wpfTryU79JKd3U8rmtU0oXDkxbn3y51d3bch8mv3naxhr13lFOkEeCx2qHlTLn3cZteaRGpzBQvxNtM+MYzK/ymXnrqbleE8prjfKG3V4RcU9yJ34FI2yvueVSSpe1zBvcjq370Ij7eKSU0nzLNGPNt0+S/wek2ubL54baVl1tY9y+IZUHOQ/uy8P2XeWzW1F+WnrYZYYst5rjqOvbmHdnHY7Sf3XkWK2nUeqwfP7O9R33uDtPmUOtb9t+N0wbbS43iX5yMI+u/EfZ/4fs50duG5XzkOp5w3znFJUYQy0zzzlFra4mesxoiTvO+rb2eV3HhjK/dRuTv0iN1G8M29cMtrW1Pb9q+exI/UlHOc3j18jnUGPGHNyXR+pPKvM2J//E6yjbcmL9dVlmrONQmT923c/TF47V542bX1dfM8R6rE/+id2b1uYcqqXMuWPeJI5Dq52HDMy7Z5l3ZVvulTY41vF1jXLm+Z5wl1A28G6s/oTdQ1NKV487rxLn6eTR2aGXmVsupXRYZd4e5C/nI5XXlcek12sx67BWHnmUcKL5jZN7x3Zc1PVqy2G+PBYiVld9tM3rQ1tb7HY4Sv0Ns15ty5TlFq2voaOeumKNs87jxupar47lJl6Hk4416j45X6xp2U+mff9vy2GYPLqWm3QfOk6sPhzzJt2uJx2rqzxGbBsLtP0nuv8v9v46znp1LDPx49BdsQ678qgtM+m+ZiG+y9WWYxG3f1escXKfhnPeQesN86FZFhGvIj8AZRfyE23vATwFOC4iPjPmvFdVwh04xjKQ71Gq5f7NMcrrymPS67WYdVgr7wzyJWqTzG+c3Fu34zpYr3HaxkLE6qqP2rxpb2uL3Q4n3dZay1vkvqarnsZtT+O063HXazHrcNKxRt4n54k1LfvJtO//E93+xaT70HFi9eGYN+l2PS3ncpNu1+P0NX3YXxezD530+dWs1uE47XrSfc1CfJebhu2/EMehaTjnXc1d/sqNiDgDePzgaFBEbEq+Z+l3Rpz3Q/LP4Bw+GIr8EzebVcpb2bLM3HLPIj9ldtBTydvwniOW15XHpNdrMeuwVt5Z5Hp68ITyGzf32nZc7PUap20sRKxafewMbNEyrw9tbTHb4UK0tdr2Wsy+pquexmlP47brcddrMetw0rG66nCc49A07Cd92P8nvf0Xog8dJ1YfjnmTbtfTcC63EO16nL6mD/vrYvahkz6/mtU6HKddT7qvWYjvctOw/RfiOLSYx/JfppQe0pLjapbM94G7gCBfNjPojvLvqPOeQH567odb4jyro7yNyE+xHbynba5Rtc17LPmZEaOW15UHlXnjrletvMWMFeU1qfzGzb22HRd7vcZpGwsRq1YfPyA/4KiPbW0x2+FCtLXa9lrMvqarnsZpT+O263HXazHrcNKxuupwnOMQHbnX5k1Lf72Y+/+kt/9C9KHjxOrDMW/S7XoazuUWol2P09d0lTfOvGlZr8U8DnXlPs68PtThOO160n3NQnyXm4btvxDHoXFi1ZaZb15beWtwcAPeDxwfET8mj1pB/kmdpwMHjDHvbsBnUkpHDgaKiF93lLec/DM8bctd3TYvIt4JfDoiPjVieV15THq9FrMOa+XdKy/aWk/j5Ddu7lcz2W0y7nqN0zYWIlZrfUTEUcD9etrWFrMdLkRba91ei9zXdNXTyO1pnjzGjTUtdTjpWFePOm+eWNOwn/Rh/5/09l+IPnScWFePuV6LecxrzXEt2vU0nMstRLsep6/pw/66mH3opM+vZrUOx2nXV49R3mJ/l5uG7b8Qx6HFPJa/dzC3Nnf521KAuUtdnsmaDy65atx548SadO7jLjfp9ZqGWOX9RPNbzG056fUaJ4+FiDWOaW9ri90O56uvUddrksvMt9w49TTcGg6fx7ixpqUOJx1rHH3YT6Z9/6/lMF8eXctNer3GiTXpPMr7dd5PTkOfPO5y076fLHYe45RXW2Y+s9rnjVNebZm1WW6c8qZhvcr7Rdn+XbHGyX0qz3nTCL8be1d+Af83yXmTLs9Y01eesYw1DbH6nLuxjDWLuRvLWNMQq8+5G8tYs5i7sSYz7y7/aykjuPuE5026PGNNX3nGMtY0xOpz7sYy1izmbixjTUOsPuduLGPNYu7GmsA8BzeGlyY8b9LlGWv6yjOWsaYhVp9zN5axZjF3YxlrGmL1OXdjGWsWczfWBOY5uCFJkiRJknrNwY3hxYTnTbo8Y01fecYy1jTE6nPuxjLWLOZuLGNNQ6w+524sY81i7saawDx/LaUhIrYEdiZf6nJMSumSxrwnA5uMMq+U9yLgvEmUZ6zpK89YxpqGWH3O3VjGmsXcjWWsaYjV59yNZaxZzN1YE4v1qJTSqbRJlSeN3tVewOuA84EvkX9j91zgz8edN+nyjDV95RnLWNMQq8+5G8tYs5i7sYw1DbH6nLuxjDWLuRtrMrHm/U4/zIfuCi/gDGDzxt+bA2eMO2/S5Rlr+sozlrGmIVafczeWsWYxd2MZaxpi9Tl3YxlrFnM31mRizfdaguZcAVzX+Pu6Mm1t5k26PGNNX3nGMtY0xOpz7sYy1izmbixjTUOsPuduLGPNYu7GWvvyOvnMjSIivgw8Gvgu+d6ePYCTy+tlwJIR5z0S2Ar4/ITKM9b0lWcsY01DrD7nbixjzWLuxjLWNMTqc+7GMtYs5m6sycQipfQRKhzcKCJi347ZTwaOHHHek8u/tXmjlmes6SvPWMaahlh9zt1YxprF3I1lrGmI1efcjWWsWczdWJOJRUrp3bV5Dm5IkiRJkqRe85kbRUQcQb7sZTUppaeOMw+ISZZnrOkrz1jGmoZYfc7dWMaaxdyNZaxpiNXn3I1lrFnM3ViTidUSYzUObqzyd433dwdeCNy2FvO+PuHyjDV95RnLWNMQq8+5G8tYs5i7sYw1DbH6nLuxjDWLuRtrMrG6DfOTKnfVF3D0JOdNujxjTV95xjLWNMTqc+7GMtYs5m4sY01DrD7nbixjzWLuxprMvObLKzeKiNis8ed6wOOATcadN+nyjDV95RnLWNMQq8+5G8tYs5i7sYw1DbH6nLuxjDWLuRtrMrHm4+DGKseR7+0J8mUv5wCvXYt5ky7PWNNXnrGMNQ2x+py7sYw1i7kby1jTEKvPuRvLWLOYu7EmE6uTv5YiSZIkSZJ6zSs3iojYAHg98Mdl0jLgMyml344zr7yfWHnGmr7yjGWsaYjV59yNZaxZzN1YxpqGWH3O3VjGmsXcjTWZWMzDKzeKiPg8sAFwQJn0SuD2lNLrxplX3k+sPGNNX3nGMtY0xOpz7sYy1izmbixjTUOsPuduLGPNYu7Gmkws5pOGeOroXeEFnFSbNs68SZdnrOkrz1jGmoZYfc7dWMaaxdyNZaxpiNXn3I1lrFnM3ViTiTXfaz005/aI2H7uj4h4EKtGnMaZN+nyjDV95RnLWNMQq8+5G8tYs5i7sYw1DbH6nLuxjDWLuRtrMrE6+cyNVf4OOCIizgYCeADwZ2sxLyZcnrGmrzxjGWsaYvU5d2MZaxZzN5axpiFWn3M3lrFmMXdjTSZWJwc3gIhYH/g9YAfgoWXyGSmlW8aZR/7Jmr+eVHnGmr7yjGWsaYjV59yNZaxZzN1YxpqGWH3O3VjGmsXcjTWZWAxjmHtX7gov4OhJzpt0ecaavvKMZaxpiNXn3I1lrFnM3VjGmoZYfc7dWMaaxdyNNZl5872iFHCXFxEfJT+V9evADXPTU0rHjzOP/FTXiZVnrOkrz1jGmoZYfc7dWMaaxdyNZaxpiNXn3I1lrFnM3ViTicU8HNwoIuKI8nauQgJIKaWnjjOv/Dux8ow1feUZy1jTEKvPuRvLWLOYu7GMNQ2x+py7sYw1i7kbazKxmIeDG0VEvJU1N8K1wLHArmPMezhw4QTLM9b0lWcsY01DrD7nbixjzWLuxjLWNMTqc+7GMtYs5m6sCcRKKZ1IBwc3ioj4KrAT8D1yRT4HOBnYjvzg1XuOOO+pwB3AARMqz1jTV56xjDUNsfqcu7GMNYu5G8tY0xCrz7kby1izmLuxJhPrGymlf6Umjfmwjll7Af8DbNz4e2PgSGAj8r0+o847Cjh9guUZa/rKM5axpiFWn3M3lrFmMXdjGWsaYvU5d2MZaxZzN9ZkYp02N73ttQTN+R3glsbfvwWWppRuivyTNCPNK+9vmlR5xpq+8oxlrGmI1efcjWWsWczdWMaahlh9zt1YxprF3I01sVjN6WtwcGOVrwC/jIjvlr//BPhqRNyT/Fu9I80j1+3eEbHvJMoz1vSVZyxjTUOsPuduLGPNYu7GMtY0xOpz7sYy1izmbqyJxTqNDj5zoyEidgL+sPz5s5TSsWszb9LlGWv6yjOWsaYhVp9zN5axZjF3YxlrGmL1OXdjGWsWczfWZGJ1cXBDkiRJkiT12nrrOgFJkiRJkqS14eCGJEmSJEnqNQc3JEnS1IqIpRHx1Yg4OyKOi4j/i4jnr+u8JEnSdHFwQ5IkTaWICOC/gf9JKT0opfQ4YE9gm4HPLVkH6UmSpCniA0UlSdJUiohdgXellJ7cMu81wAuAjYH1gecD+wMPAm4E9kopnRwR/wxcn1L6UFnuVOA5pZgfAccBOwLLgVellG5cyHWSJEkLwys3JEnStHokcHzH/B2BF5XBj3cDJ6SUfhd4B/DlIcp/KPAfKaWHA9cCb1jLfCVJ0jri4IYkSeqFiPhkRJwUEceUSYellK4s758E/CdASulwYPOIuPc8Ra5MKf2svP+vUoYkSeohBzckSdK0Wk6+OgOAlNIbgV2B+5ZJNwxRxm2sfr5z98b7wXtzvVdXkqSecnBDkiRNq8OBu0fE6xvT7lH57P8CrwCIiF2Ay1NK1wLnUgZIImJH4IGNZe4fEU8s718OHDWpxCVJ0uLygaKSJGlqRcRWwEeBxwO/IV+t8WlgI2CnlNLe5XOb0f5A0Y2A7wJbA78Engg8qxT/I+BY4HHAacArfaCoJEn95OCGJEm6y4mI7YAfpJQeta5zkSRJa8/bUiRJkiRJUq955YYkSZIkSeo1r9yQJEmSJEm95uCGJEmSJEnqNQc3JEmSJElSrzm4IUmSJEmSes3BDUmSJEmS1GsObkiSJEmSpF77/7hpSPAMbc3/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "group_counts = df['Group'].value_counts()\n",
    "plt.figure(figsize=(18, 6))\n",
    "group_counts.plot(kind='bar')\n",
    "plt.title('Count of Occurrences for Each Group')\n",
    "plt.xlabel('Group')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=90) \n",
    "plt.grid(axis='y')  \n",
    "ax.set_xticklabels(ax.get_xticklabels(), fontsize=3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we generate CDFs of each of the numeric features in the SLURM data frame, after pre-processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x3240 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(len(features3), 1, figsize=(10, 5 * len(features3)))\n",
    "\n",
    "for i, feature in enumerate(features3):\n",
    "    data = np.log1p(df[feature])\n",
    "    counts, bin_edges = np.histogram(data, bins=70000, density=True)\n",
    "    cdf = np.cumsum(counts) * np.diff(bin_edges)\n",
    "    \n",
    "    axs[i].plot(bin_edges[1:], cdf)\n",
    "    axs[i].set_xscale('log')\n",
    "    axs[i].set_title(f'CDF of {feature}')\n",
    "    axs[i].set_xlabel('Value (log scale)')\n",
    "    axs[i].set_ylabel('CDF')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}