{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7e8eef48",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Lesson 22: KDD Cup 1999 network intrusion detection\n",
    "\n",
    "This notebook uses the [KDD Cup 1999 network intrusion dataset](https://kdd.ics.uci.edu/databases/kddcup99/kddcup99.html), a benchmark dataset built from simulated network traffic. Each row is one network connection described by 41 features: 38 numerical (e.g. duration, bytes transferred, number of failed login attempts) and 3 categorical (protocol type, network service, and connection flag). Connections are labeled either `normal` or as one of several attack types.\n",
    "\n",
    "Although labels exist, we treat this as an **unsupervised** problem: all three main models (Isolation Forest, LOF, and Elliptic Envelope) are trained on features only with no access to labels. This mirrors the real-world scenario where labeled historical anomalies exist for evaluation but the model must generalize to new, unseen attacks without supervision.\n",
    "\n",
    "**A note on label use:** labels appear in exactly three places in this notebook, each for a different reason:\n",
    "\n",
    "1. **Row deduplication**: labels are temporarily added to ensure feature rows and their labels are removed together, then dropped immediately.\n",
    "\n",
    "2. **Contamination estimate**: the true attack rate is used to calibrate all models' decision thresholds. This is threshold-setting, not model training; in a production setting you would use domain knowledge or historical incident rates instead.\n",
    "\n",
    "3. **Evaluation**: labels are revealed at the end to measure how well each model found real attacks.\n",
    "\n",
    "A formal train-test split is omitted because the models are fully unsupervised and learn no label-dependent parameters. The only label-informed decisions are in the feature selection and contamination estimation sections. In a real world application, this type of information would come from domain area knowledge and research on past attacks. So for the purpose of the demo, I'm calling it fair."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "255102c6-a1ca-4465-876c-b7a906568ce4",
   "metadata": {
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "## 1. Notebook set up\n",
    "\n",
    "### 1.1. Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "463812a9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "'''KD Cup 99 unsupervised intrusion detection system design'''\n",
    "import math\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.covariance import EllipticEnvelope\n",
    "from sklearn.datasets import fetch_kddcup99\n",
    "from sklearn.decomposition import PCA#, TruncatedSVD\n",
    "from sklearn.ensemble import IsolationForest\n",
    "from sklearn.neighbors import LocalOutlierFactor\n",
    "from sklearn.metrics import (\n",
    "    ConfusionMatrixDisplay,\n",
    "    classification_report,\n",
    "    precision_recall_curve,\n",
    "    average_precision_score,\n",
    "    precision_score,\n",
    "    recall_score,\n",
    "    f1_score\n",
    ")\n",
    "from sklearn.preprocessing import OneHotEncoder, PowerTransformer, StandardScaler\n",
    "from sklearn.svm import OneClassSVM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f144c521",
   "metadata": {},
   "source": [
    "### 1.2. Data loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "59ea570c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Raw data is: <class 'sklearn.utils._bunch.Bunch'>\n",
      "Raw data contains: data, target, frame, target_names, feature_names, DESCR\n",
      "\n",
      "DESCR:\n",
      ".. _kddcup99_dataset:\n",
      "\n",
      "Kddcup 99 dataset\n",
      "-----------------\n",
      "\n",
      "The KDD Cup '99 dataset was created by processing the tcpdump portions\n",
      "of the 1998 DARPA Intrusion Detection System (IDS) Evaluation dataset,\n",
      "created by MIT Lincoln Lab [2]_. The artificial data (described on the `dataset's\n",
      "homepage <https://kdd.ics.uci.edu/databases/kddcup99/kddcup99.html>`_) was\n",
      "generated using a closed network and hand-injected attacks to produce a\n",
      "large number of different types of attack with normal activity in the\n",
      "background. As the initial goal was to produce a large training set for\n",
      "supervised learning algorithms, there is a large proportion (80.1%) of\n",
      "abnormal data which is unrealistic in real world, and inappropriate for\n",
      "unsupervised anomaly detection which aims at detecting 'abnormal' data, i.e.:\n",
      "\n",
      "* qualitatively different from normal data\n",
      "* in large minority among the observations.\n",
      "\n",
      "We thus transform the KDD Data set into two different data sets: SA and SF.\n",
      "\n",
      "* SA is obtained by simply selecting all the normal data, and a small\n",
      "  proportion of abnormal data to gives an anomaly proportion of 1%.\n",
      "\n",
      "* SF is obtained as in [3]_\n",
      "  by simply picking up the data whose attribute logged_in is positive, thus\n",
      "  focusing on the intrusion attack, which gives a proportion of 0.3% of\n",
      "  attack.\n",
      "\n",
      "* http and smtp are two subsets of SF corresponding with third feature\n",
      "  equal to 'http' (resp. to 'smtp').\n",
      "\n",
      "General KDD structure:\n",
      "\n",
      "================      ==========================================\n",
      "Samples total         4898431\n",
      "Dimensionality        41\n",
      "Features              discrete (int) or continuous (float)\n",
      "Targets               str, 'normal.' or name of the anomaly type\n",
      "================      ==========================================\n",
      "\n",
      "SA structure:\n",
      "\n",
      "================      ==========================================\n",
      "Samples total         976158\n",
      "Dimensionality        41\n",
      "Features              discrete (int) or continuous (float)\n",
      "Targets               str, 'normal.' or name of the anomaly type\n",
      "================      ==========================================\n",
      "\n",
      "SF structure:\n",
      "\n",
      "================      ==========================================\n",
      "Samples total         699691\n",
      "Dimensionality        4\n",
      "Features              discrete (int) or continuous (float)\n",
      "Targets               str, 'normal.' or name of the anomaly type\n",
      "================      ==========================================\n",
      "\n",
      "http structure:\n",
      "\n",
      "================      ==========================================\n",
      "Samples total         619052\n",
      "Dimensionality        3\n",
      "Features              discrete (int) or continuous (float)\n",
      "Targets               str, 'normal.' or name of the anomaly type\n",
      "================      ==========================================\n",
      "\n",
      "smtp structure:\n",
      "\n",
      "================      ==========================================\n",
      "Samples total         95373\n",
      "Dimensionality        3\n",
      "Features              discrete (int) or continuous (float)\n",
      "Targets               str, 'normal.' or name of the anomaly type\n",
      "================      ==========================================\n",
      "\n",
      ":func:`sklearn.datasets.fetch_kddcup99` will load the kddcup99 dataset; it\n",
      "returns a dictionary-like object with the feature matrix in the ``data`` member\n",
      "and the target values in ``target``. The \"as_frame\" optional argument converts\n",
      "``data`` into a pandas DataFrame and ``target`` into a pandas Series. The\n",
      "dataset will be downloaded from the web if necessary.\n",
      "\n",
      ".. rubric:: References\n",
      "\n",
      ".. [2] Analysis and Results of the 1999 DARPA Off-Line Intrusion\n",
      "       Detection Evaluation, Richard Lippmann, Joshua W. Haines,\n",
      "       David J. Fried, Jonathan Korba, Kumar Das.\n",
      "\n",
      ".. [3] K. Yamanishi, J.-I. Takeuchi, G. Williams, and P. Milne. Online\n",
      "       unsupervised outlier detection using finite mixtures with\n",
      "       discounting learning algorithms. In Proceedings of the sixth\n",
      "       ACM SIGKDD international conference on Knowledge discovery\n",
      "       and data mining, pages 320-324. ACM Press, 2000.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>duration</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>protocol_type</th>\n",
       "      <td>b'tcp'</td>\n",
       "      <td>b'tcp'</td>\n",
       "      <td>b'tcp'</td>\n",
       "      <td>b'tcp'</td>\n",
       "      <td>b'tcp'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>service</th>\n",
       "      <td>b'http'</td>\n",
       "      <td>b'http'</td>\n",
       "      <td>b'http'</td>\n",
       "      <td>b'http'</td>\n",
       "      <td>b'http'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flag</th>\n",
       "      <td>b'SF'</td>\n",
       "      <td>b'SF'</td>\n",
       "      <td>b'SF'</td>\n",
       "      <td>b'SF'</td>\n",
       "      <td>b'SF'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>src_bytes</th>\n",
       "      <td>215</td>\n",
       "      <td>162</td>\n",
       "      <td>236</td>\n",
       "      <td>233</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_bytes</th>\n",
       "      <td>45076</td>\n",
       "      <td>4528</td>\n",
       "      <td>1228</td>\n",
       "      <td>2032</td>\n",
       "      <td>486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>land</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wrong_fragment</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>urgent</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hot</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_failed_logins</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>logged_in</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_compromised</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>root_shell</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>su_attempted</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_root</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_file_creations</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_shells</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_access_files</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_outbound_cmds</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_host_login</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_guest_login</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>srv_count</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>serror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>srv_serror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rerror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>srv_rerror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>same_srv_rate</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>diff_srv_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>srv_diff_host_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_count</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_srv_count</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_same_srv_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_diff_srv_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_same_src_port_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_srv_diff_host_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_serror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_srv_serror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_rerror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_srv_rerror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   0        1        2        3        4\n",
       "duration                           0        0        0        0        0\n",
       "protocol_type                 b'tcp'   b'tcp'   b'tcp'   b'tcp'   b'tcp'\n",
       "service                      b'http'  b'http'  b'http'  b'http'  b'http'\n",
       "flag                           b'SF'    b'SF'    b'SF'    b'SF'    b'SF'\n",
       "src_bytes                        215      162      236      233      239\n",
       "dst_bytes                      45076     4528     1228     2032      486\n",
       "land                               0        0        0        0        0\n",
       "wrong_fragment                     0        0        0        0        0\n",
       "urgent                             0        0        0        0        0\n",
       "hot                                0        0        0        0        0\n",
       "num_failed_logins                  0        0        0        0        0\n",
       "logged_in                          1        1        1        1        1\n",
       "num_compromised                    0        0        0        0        0\n",
       "root_shell                         0        0        0        0        0\n",
       "su_attempted                       0        0        0        0        0\n",
       "num_root                           0        0        0        0        0\n",
       "num_file_creations                 0        0        0        0        0\n",
       "num_shells                         0        0        0        0        0\n",
       "num_access_files                   0        0        0        0        0\n",
       "num_outbound_cmds                  0        0        0        0        0\n",
       "is_host_login                      0        0        0        0        0\n",
       "is_guest_login                     0        0        0        0        0\n",
       "count                              1        2        1        2        3\n",
       "srv_count                          1        2        1        2        3\n",
       "serror_rate                      0.0      0.0      0.0      0.0      0.0\n",
       "srv_serror_rate                  0.0      0.0      0.0      0.0      0.0\n",
       "rerror_rate                      0.0      0.0      0.0      0.0      0.0\n",
       "srv_rerror_rate                  0.0      0.0      0.0      0.0      0.0\n",
       "same_srv_rate                    1.0      1.0      1.0      1.0      1.0\n",
       "diff_srv_rate                    0.0      0.0      0.0      0.0      0.0\n",
       "srv_diff_host_rate               0.0      0.0      0.0      0.0      0.0\n",
       "dst_host_count                     0        1        2        3        4\n",
       "dst_host_srv_count                 0        1        2        3        4\n",
       "dst_host_same_srv_rate           0.0      1.0      1.0      1.0      1.0\n",
       "dst_host_diff_srv_rate           0.0      0.0      0.0      0.0      0.0\n",
       "dst_host_same_src_port_rate      0.0      1.0      0.5     0.33     0.25\n",
       "dst_host_srv_diff_host_rate      0.0      0.0      0.0      0.0      0.0\n",
       "dst_host_serror_rate             0.0      0.0      0.0      0.0      0.0\n",
       "dst_host_srv_serror_rate         0.0      0.0      0.0      0.0      0.0\n",
       "dst_host_rerror_rate             0.0      0.0      0.0      0.0      0.0\n",
       "dst_host_srv_rerror_rate         0.0      0.0      0.0      0.0      0.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the complete KDD Cup 1999 dataset from SKlearn\n",
    "kdd = fetch_kddcup99(percent10=False, as_frame=True)\n",
    "kdd_df = kdd.data # pylint: disable=no-member\n",
    "\n",
    "print(f'Raw data is: {type(kdd)}')\n",
    "print(f'Raw data contains: {\", \".join(list(kdd.keys()))}\\n')\n",
    "print(f'DESCR:\\n{kdd.DESCR}') # pylint: disable=no-member\n",
    "\n",
    "kdd_df.head().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f93be03b-ea61-4a17-b04e-e20eed9debb5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.DataFrame'>\n",
      "RangeIndex: 4898431 entries, 0 to 4898430\n",
      "Data columns (total 41 columns):\n",
      " #   Column                       Dtype \n",
      "---  ------                       ----- \n",
      " 0   duration                     object\n",
      " 1   protocol_type                object\n",
      " 2   service                      object\n",
      " 3   flag                         object\n",
      " 4   src_bytes                    object\n",
      " 5   dst_bytes                    object\n",
      " 6   land                         object\n",
      " 7   wrong_fragment               object\n",
      " 8   urgent                       object\n",
      " 9   hot                          object\n",
      " 10  num_failed_logins            object\n",
      " 11  logged_in                    object\n",
      " 12  num_compromised              object\n",
      " 13  root_shell                   object\n",
      " 14  su_attempted                 object\n",
      " 15  num_root                     object\n",
      " 16  num_file_creations           object\n",
      " 17  num_shells                   object\n",
      " 18  num_access_files             object\n",
      " 19  num_outbound_cmds            object\n",
      " 20  is_host_login                object\n",
      " 21  is_guest_login               object\n",
      " 22  count                        object\n",
      " 23  srv_count                    object\n",
      " 24  serror_rate                  object\n",
      " 25  srv_serror_rate              object\n",
      " 26  rerror_rate                  object\n",
      " 27  srv_rerror_rate              object\n",
      " 28  same_srv_rate                object\n",
      " 29  diff_srv_rate                object\n",
      " 30  srv_diff_host_rate           object\n",
      " 31  dst_host_count               object\n",
      " 32  dst_host_srv_count           object\n",
      " 33  dst_host_same_srv_rate       object\n",
      " 34  dst_host_diff_srv_rate       object\n",
      " 35  dst_host_same_src_port_rate  object\n",
      " 36  dst_host_srv_diff_host_rate  object\n",
      " 37  dst_host_serror_rate         object\n",
      " 38  dst_host_srv_serror_rate     object\n",
      " 39  dst_host_rerror_rate         object\n",
      " 40  dst_host_srv_rerror_rate     object\n",
      "dtypes: object(41)\n",
      "memory usage: 1.5+ GB\n"
     ]
    }
   ],
   "source": [
    "kdd_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7193f5ba",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Labels contain: loadmodule., land., back., satan., perl., warezclient., guess_passwd., warezmaster., pod., buffer_overflow., ipsweep., rootkit., normal., imap., nmap., teardrop., multihop., smurf., spy., neptune., portsweep., ftp_write., phf.\n"
     ]
    }
   ],
   "source": [
    "# Preserve labels for final evaluation\n",
    "labels = kdd.target # pylint: disable=no-member\n",
    "print(f'Labels contain: {\", \".join(list(set(labels.astype(str))))}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62a1cfa3",
   "metadata": {
    "tags": [],
    "toc-hr-collapsed": true
   },
   "source": [
    "## 2. Data cleaning\n",
    "\n",
    "### 2.1. Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "810a386f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Convert to string\n",
    "labels = labels.astype(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9ae8f6f",
   "metadata": {},
   "source": [
    "### 2.2. Row deduplication\n",
    "\n",
    "The original data contains a large number of duplicated rows - this can be trouble for things like isolation forest. The traffic pattern itself may be anomalous, but if it is repeated a large number of times those repeats make it appear to be normal traffic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "56c06092",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Duplicate rows: 3823457\n"
     ]
    }
   ],
   "source": [
    "print(f'Duplicate rows: {kdd_df.duplicated().sum()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94c67176",
   "metadata": {},
   "source": [
    "De-duplicate the rows and add a feature indicating how many times each unique connection vector appeared in the original data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "af2e6f19",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Temporarily add back the labels so row removal is consistent\n",
    "kdd_df['labels'] = labels\n",
    "\n",
    "# Remove duplicate rows and count occurrences\n",
    "counts = kdd_df.groupby(kdd_df.columns.tolist(), as_index=False).size()\n",
    "counts = counts.rename(columns={'size': 'occurrences'})\n",
    "kdd_df = kdd_df.drop_duplicates().merge(counts, on=kdd_df.columns.to_list(), how='left')\n",
    "\n",
    "# Update and then remove the labels\n",
    "labels = kdd_df['labels']\n",
    "kdd_df.drop('labels', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "28f42fe5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Traffic occurrence distribution')\n",
    "plt.hist(kdd_df['occurrences'], bins=50, color='black')\n",
    "plt.xlabel('Occurrences')\n",
    "plt.ylabel('Frequency')\n",
    "plt.yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7679f9e8",
   "metadata": {},
   "source": [
    "### 2.3. Feature definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e04f39b4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Define string, int and float features\n",
    "string_features = [\n",
    "    'protocol_type', 'service', 'flag'\n",
    "]\n",
    "\n",
    "int_features = [\n",
    "    'duration',\n",
    "    'src_bytes',\n",
    "    'dst_bytes',\n",
    "    'land',\n",
    "    'wrong_fragment',\n",
    "    'urgent',\n",
    "    'hot',\n",
    "    'num_failed_logins',\n",
    "    'logged_in',\n",
    "    'num_compromised',\n",
    "    'root_shell',\n",
    "    'su_attempted',\n",
    "    'num_root',\n",
    "    'num_file_creations',\n",
    "    'num_shells',\n",
    "    'num_access_files',\n",
    "    'num_outbound_cmds',\n",
    "    'is_host_login',\n",
    "    'is_guest_login',\n",
    "    'count',\n",
    "    'srv_count',\n",
    "    'dst_host_count',\n",
    "    'dst_host_srv_count',\n",
    "    'occurrences',\n",
    "]\n",
    "\n",
    "float_features = [\n",
    "    'serror_rate',\n",
    "    'srv_serror_rate',\n",
    "    'rerror_rate',\n",
    "    'srv_rerror_rate',\n",
    "    'same_srv_rate',\n",
    "    'diff_srv_rate',\n",
    "    'srv_diff_host_rate',\n",
    "    'dst_host_same_srv_rate',\n",
    "    'dst_host_diff_srv_rate',\n",
    "    'dst_host_same_src_port_rate',\n",
    "    'dst_host_srv_diff_host_rate',\n",
    "    'dst_host_serror_rate',\n",
    "    'dst_host_srv_serror_rate',\n",
    "    'dst_host_rerror_rate',\n",
    "    'dst_host_srv_rerror_rate'\n",
    "]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b06d93e3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.DataFrame'>\n",
      "RangeIndex: 1074992 entries, 0 to 1074991\n",
      "Data columns (total 42 columns):\n",
      " #   Column                       Non-Null Count    Dtype   \n",
      "---  ------                       --------------    -----   \n",
      " 0   duration                     1074992 non-null  int64   \n",
      " 1   protocol_type                1074992 non-null  category\n",
      " 2   service                      1074992 non-null  category\n",
      " 3   flag                         1074992 non-null  category\n",
      " 4   src_bytes                    1074992 non-null  int64   \n",
      " 5   dst_bytes                    1074992 non-null  int64   \n",
      " 6   land                         1074992 non-null  int64   \n",
      " 7   wrong_fragment               1074992 non-null  int64   \n",
      " 8   urgent                       1074992 non-null  int64   \n",
      " 9   hot                          1074992 non-null  int64   \n",
      " 10  num_failed_logins            1074992 non-null  int64   \n",
      " 11  logged_in                    1074992 non-null  int64   \n",
      " 12  num_compromised              1074992 non-null  int64   \n",
      " 13  root_shell                   1074992 non-null  int64   \n",
      " 14  su_attempted                 1074992 non-null  int64   \n",
      " 15  num_root                     1074992 non-null  int64   \n",
      " 16  num_file_creations           1074992 non-null  int64   \n",
      " 17  num_shells                   1074992 non-null  int64   \n",
      " 18  num_access_files             1074992 non-null  int64   \n",
      " 19  num_outbound_cmds            1074992 non-null  int64   \n",
      " 20  is_host_login                1074992 non-null  int64   \n",
      " 21  is_guest_login               1074992 non-null  int64   \n",
      " 22  count                        1074992 non-null  int64   \n",
      " 23  srv_count                    1074992 non-null  int64   \n",
      " 24  serror_rate                  1074992 non-null  float64 \n",
      " 25  srv_serror_rate              1074992 non-null  float64 \n",
      " 26  rerror_rate                  1074992 non-null  float64 \n",
      " 27  srv_rerror_rate              1074992 non-null  float64 \n",
      " 28  same_srv_rate                1074992 non-null  float64 \n",
      " 29  diff_srv_rate                1074992 non-null  float64 \n",
      " 30  srv_diff_host_rate           1074992 non-null  float64 \n",
      " 31  dst_host_count               1074992 non-null  int64   \n",
      " 32  dst_host_srv_count           1074992 non-null  int64   \n",
      " 33  dst_host_same_srv_rate       1074992 non-null  float64 \n",
      " 34  dst_host_diff_srv_rate       1074992 non-null  float64 \n",
      " 35  dst_host_same_src_port_rate  1074992 non-null  float64 \n",
      " 36  dst_host_srv_diff_host_rate  1074992 non-null  float64 \n",
      " 37  dst_host_serror_rate         1074992 non-null  float64 \n",
      " 38  dst_host_srv_serror_rate     1074992 non-null  float64 \n",
      " 39  dst_host_rerror_rate         1074992 non-null  float64 \n",
      " 40  dst_host_srv_rerror_rate     1074992 non-null  float64 \n",
      " 41  occurrences                  1074992 non-null  int64   \n",
      "dtypes: category(3), float64(15), int64(24)\n",
      "memory usage: 322.9 MB\n"
     ]
    }
   ],
   "source": [
    "# Clean binary encoded features\n",
    "kdd_df[string_features] = kdd_df[string_features].astype('string')\n",
    "\n",
    "# Set feature data types\n",
    "kdd_df[string_features] = kdd_df[string_features].astype('category')\n",
    "kdd_df[int_features] = kdd_df[int_features].astype('int')\n",
    "kdd_df[float_features] = kdd_df[float_features].astype('float')\n",
    "\n",
    "kdd_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d428cd17",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>duration</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>protocol_type</th>\n",
       "      <td>tcp</td>\n",
       "      <td>tcp</td>\n",
       "      <td>tcp</td>\n",
       "      <td>tcp</td>\n",
       "      <td>tcp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>service</th>\n",
       "      <td>http</td>\n",
       "      <td>http</td>\n",
       "      <td>http</td>\n",
       "      <td>http</td>\n",
       "      <td>http</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flag</th>\n",
       "      <td>SF</td>\n",
       "      <td>SF</td>\n",
       "      <td>SF</td>\n",
       "      <td>SF</td>\n",
       "      <td>SF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>src_bytes</th>\n",
       "      <td>215</td>\n",
       "      <td>162</td>\n",
       "      <td>236</td>\n",
       "      <td>233</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_bytes</th>\n",
       "      <td>45076</td>\n",
       "      <td>4528</td>\n",
       "      <td>1228</td>\n",
       "      <td>2032</td>\n",
       "      <td>486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>land</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wrong_fragment</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>urgent</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hot</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_failed_logins</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>logged_in</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_compromised</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>root_shell</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>su_attempted</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_root</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_file_creations</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_shells</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_access_files</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>num_outbound_cmds</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_host_login</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_guest_login</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>srv_count</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>serror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>srv_serror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rerror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>srv_rerror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>same_srv_rate</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>diff_srv_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>srv_diff_host_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_count</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_srv_count</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_same_srv_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_diff_srv_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_same_src_port_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_srv_diff_host_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_serror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_srv_serror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_rerror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dst_host_srv_rerror_rate</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>occurrences</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 0     1     2     3     4\n",
       "duration                         0     0     0     0     0\n",
       "protocol_type                  tcp   tcp   tcp   tcp   tcp\n",
       "service                       http  http  http  http  http\n",
       "flag                            SF    SF    SF    SF    SF\n",
       "src_bytes                      215   162   236   233   239\n",
       "dst_bytes                    45076  4528  1228  2032   486\n",
       "land                             0     0     0     0     0\n",
       "wrong_fragment                   0     0     0     0     0\n",
       "urgent                           0     0     0     0     0\n",
       "hot                              0     0     0     0     0\n",
       "num_failed_logins                0     0     0     0     0\n",
       "logged_in                        1     1     1     1     1\n",
       "num_compromised                  0     0     0     0     0\n",
       "root_shell                       0     0     0     0     0\n",
       "su_attempted                     0     0     0     0     0\n",
       "num_root                         0     0     0     0     0\n",
       "num_file_creations               0     0     0     0     0\n",
       "num_shells                       0     0     0     0     0\n",
       "num_access_files                 0     0     0     0     0\n",
       "num_outbound_cmds                0     0     0     0     0\n",
       "is_host_login                    0     0     0     0     0\n",
       "is_guest_login                   0     0     0     0     0\n",
       "count                            1     2     1     2     3\n",
       "srv_count                        1     2     1     2     3\n",
       "serror_rate                    0.0   0.0   0.0   0.0   0.0\n",
       "srv_serror_rate                0.0   0.0   0.0   0.0   0.0\n",
       "rerror_rate                    0.0   0.0   0.0   0.0   0.0\n",
       "srv_rerror_rate                0.0   0.0   0.0   0.0   0.0\n",
       "same_srv_rate                  1.0   1.0   1.0   1.0   1.0\n",
       "diff_srv_rate                  0.0   0.0   0.0   0.0   0.0\n",
       "srv_diff_host_rate             0.0   0.0   0.0   0.0   0.0\n",
       "dst_host_count                   0     1     2     3     4\n",
       "dst_host_srv_count               0     1     2     3     4\n",
       "dst_host_same_srv_rate         0.0   1.0   1.0   1.0   1.0\n",
       "dst_host_diff_srv_rate         0.0   0.0   0.0   0.0   0.0\n",
       "dst_host_same_src_port_rate    0.0   1.0   0.5  0.33  0.25\n",
       "dst_host_srv_diff_host_rate    0.0   0.0   0.0   0.0   0.0\n",
       "dst_host_serror_rate           0.0   0.0   0.0   0.0   0.0\n",
       "dst_host_srv_serror_rate       0.0   0.0   0.0   0.0   0.0\n",
       "dst_host_rerror_rate           0.0   0.0   0.0   0.0   0.0\n",
       "dst_host_srv_rerror_rate       0.0   0.0   0.0   0.0   0.0\n",
       "occurrences                      1     1     1     2     1"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kdd_df.head().T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afb6d41c",
   "metadata": {
    "toc-hr-collapsed": true
   },
   "source": [
    "## 3. EDA & pre-processing\n",
    "\n",
    "### 3.1. String (categorical) features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2f23f9bd",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(\n",
    "    math.ceil(len(string_features) / 3),\n",
    "    3,\n",
    "    figsize=(9, math.ceil(len(string_features) / 3) * 3)\n",
    ")\n",
    "\n",
    "axes = axes.flatten()\n",
    "\n",
    "for i, feature in enumerate(string_features):\n",
    "\n",
    "    counts = kdd_df[feature].value_counts()\n",
    "\n",
    "    axes[i].set_title(f'{feature}\\n{len(counts)} levels')\n",
    "\n",
    "    if len(counts) > 20:\n",
    "        axes[i].hist(counts.values, bins=10, color='black')\n",
    "        axes[i].set_xlabel('Level frequency count')\n",
    "        axes[i].set_ylabel('Count')\n",
    "\n",
    "    else:\n",
    "        axes[i].bar(counts.index.astype(str), counts.values, color='black')\n",
    "        axes[i].set_xlabel(feature)\n",
    "        axes[i].set_ylabel('Count')\n",
    "\n",
    "        if len(counts) > 10:\n",
    "            axes[i].tick_params(axis='x', rotation=45)\n",
    "\n",
    "while i < len(axes) - 1:\n",
    "    axes[i + 1].set_visible(False)\n",
    "    i += 1\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46a7919a",
   "metadata": {},
   "source": [
    "Thinking we should use try one-hot here - we are going to end up with > 80 features, but we can just SVD or PCA them later if needed. This approach preserves the information content better than hashing and does not impose arbitrary order like ordinal encoding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cd455d0b-c341-4c36-aa86-839ac5ba7053",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "encoder = OneHotEncoder(sparse_output=False, handle_unknown='ignore')\n",
    "encoded_features = encoder.fit_transform(kdd_df[string_features])\n",
    "\n",
    "encoded_feature_names = encoder.get_feature_names_out()\n",
    "\n",
    "encoded_df = pd.DataFrame(\n",
    "    encoded_features,\n",
    "    columns=encoded_feature_names\n",
    ")\n",
    "\n",
    "kdd_df = pd.concat([kdd_df.reset_index(drop=True), encoded_df.reset_index(drop=True)], axis=1)\n",
    "kdd_df.drop(string_features, axis=1, inplace=True)\n",
    "kdd_df[encoded_feature_names] = kdd_df[encoded_feature_names].astype('int')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8700a3dd",
   "metadata": {},
   "source": [
    "### 3.2. Integer (count) features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "193c72e7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1250 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(\n",
    "    math.ceil(len(int_features) / 5),\n",
    "    5,\n",
    "    figsize=(12, math.ceil(len(int_features) / 5) * 2.5)\n",
    ")\n",
    "\n",
    "axes = axes.flatten()\n",
    "\n",
    "for i, feature in enumerate(int_features):\n",
    "\n",
    "    counts = kdd_df[feature].value_counts()\n",
    "    axes[i].set_title(f'{feature}\\n{len(counts)} levels')\n",
    "    axes[i].bar(counts.index.astype(str), counts.values, color='black')\n",
    "    axes[i].set_xlabel(feature)\n",
    "    axes[i].set_ylabel('Count')\n",
    "\n",
    "    if len(counts) > 3:\n",
    "        axes[i].tick_params(axis='x', rotation=45)\n",
    "\n",
    "    # Turn off x-ticks for features with too many levels to avoid clutter\n",
    "    if len(counts) > 10:\n",
    "        axes[i].set_xticks([])\n",
    "\n",
    "    axes[i].set_yscale('log')\n",
    "\n",
    "while i < len(axes) - 1:\n",
    "    axes[i + 1].set_visible(False)\n",
    "    i += 1\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b03a7ff",
   "metadata": {},
   "source": [
    "OK - a few things jump out right away:\n",
    "\n",
    "1. The integer features are a mix of high and low cardinality. Some are binary, while at the other extreme, some have thousands of levels.\n",
    "2. Most low cardinality features are dominated by one category (see `land` or `wrong_fragment` and note log scale y-axis), while high cardinality features often have many levels that show up only a few times, and some that show up many times (see `num_root` or `num_compromised` and again note log y-axis).\n",
    "3. `num_outbound_cmds` is constant and can be dropped.\n",
    "\n",
    "Let's break the integer features into finer categories so we can handle the cases differently.\n",
    "\n",
    "1. **Binary** (ex: `land`, `logged_in`): leave as 0/1 encoding and cast to bool.\n",
    "2. **Low cardinality count** (ex: `num_failed_logins`): leave as ordinal encoding.\n",
    "3. **Skewed high cardinality count** (ex: `src_bytes`): frequency encode."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fffb8843-50aa-4dfc-8d2c-82bb9d694389",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Drop constant feature\n",
    "kdd_df.drop('num_outbound_cmds', axis=1, inplace=True)\n",
    "int_features.remove('num_outbound_cmds')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b984368f-f57d-450f-b556-1a3958d3d740",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Binary features: land, logged_in, root_shell, is_host_login, is_guest_login\n",
      "\n",
      "Low cardinality features: wrong_fragment, urgent, hot, num_failed_logins, su_attempted, num_file_creations, num_shells, num_access_files\n",
      "\n",
      "High cardinality features: duration, src_bytes, dst_bytes, num_compromised, num_root, count, srv_count, dst_host_count, dst_host_srv_count, occurrences\n",
      "\n",
      "Total integer features: 23\n"
     ]
    }
   ],
   "source": [
    "# New feature subset definitions for integer features\n",
    "binary_features = []\n",
    "low_cardinality = []\n",
    "high_cardinality = []\n",
    "\n",
    "for feature in int_features:\n",
    "    if kdd_df[feature].nunique() == 2:\n",
    "        binary_features.append(feature)\n",
    "\n",
    "    elif kdd_df[feature].nunique() < 50:\n",
    "        low_cardinality.append(feature)\n",
    "\n",
    "    elif kdd_df[feature].nunique() >= 50:\n",
    "        high_cardinality.append(feature)\n",
    "\n",
    "    else:\n",
    "        print(f\"Don't know what to do with {feature}\")\n",
    "\n",
    "print(f'Binary features: {\", \".join(binary_features)}\\n')\n",
    "print(f'Low cardinality features: {\", \".join(low_cardinality)}\\n')\n",
    "print(f'High cardinality features: {\", \".join(high_cardinality)}\\n')\n",
    "print(f'Total integer features: {len(binary_features + low_cardinality + high_cardinality)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "bb303ceb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set type for binary features\n",
    "kdd_df[binary_features] = kdd_df[binary_features].astype('bool')\n",
    "\n",
    "# Set type for low cardinality features\n",
    "kdd_df[low_cardinality] = kdd_df[low_cardinality].astype('int')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c345bb5",
   "metadata": {},
   "source": [
    "Now let's take a look at the high cardinality features:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a7c8277d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAGGCAYAAACqvTJ0AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQAAzlxJREFUeJzs3XdYFNf7NvB7QXpHqaJgL6igKHaxY02soLEg1qhYojHR5KegsRuNxhJbLEnUYImaZu8lsSH23mNBLBRFQeB5//Blvq67VCkL3J/r4kr2zJkzZ9Z5Zs6cnTlHJSICIiIiIiIiIiKiXKSX1xUgIiIiIiIiIqLCh51SRERERERERESU69gpRUREREREREREuY6dUkRERERERERElOvYKUVERERERERERLmOnVJERERERERERJTr2ClFRERERERERES5jp1SRERERERERESU69gpRUREREREREREuY6dUoVASEgIVCpVXldDg5ubG/r06ZPX1SAqNBo3bowqVarkdTWI8rXcvKauWrUKKpUKJ0+ezJXtERG9Ky/a6innvdu3b+fqdoko77BTinLU0aNHERISgqioqLyuChFls4sXLyIkJIQNR6I0PHjwACEhIQgPD8/rqgAApk6dii1btuR1NYiIiCgVcXFxCAkJwf79+/O6KrmCnVKUo44ePYqJEydq7ZS6cuUKli1blvuVIqJscfHiRUycOJGdUkRpePDgASZOnMhOKSLKd9hWJ8obcXFxmDhxIjuliLR5+fJltpVlZGQEAwODbCuPqCCKi4vL6yoQERFRHhMRvHr1Kle3ybY6UdryIi4LInZKFTCHDx9GrVq1YGxsjDJlymDJkiVqy2/fvg2VSoVVq1ZprKtSqRASEqJ8Thk34+LFi/jkk09gY2ODBg0aAADOnj2LPn36oHTp0jA2NoajoyP69u2Lp0+fqq0/ZswYAECpUqWgUqnU3hHX9p76zZs30bVrV9ja2sLU1BR16tTBX3/9pZZn//79UKlUWL9+PaZMmQIXFxcYGxujWbNmuH79eha/OaKcFxsbi5EjR8LNzQ1GRkawt7dHixYtEBYWBuB/Yz6dOnUKjRo1gqmpKb766isAwOvXrxESEoLy5cvD2NgYTk5O6NSpE27cuJHpepw6dQr16tWDiYkJSpUqhcWLFyvLXrx4ATMzM4wYMUJjvf/++w/6+vqYNm0aVq1aha5duwIAmjRposT3u7/obNu2DQ0bNoSZmRksLCzQtm1bXLhwQa3MR48eITAwEC4uLjAyMoKTkxM+/vhjPn1FOiG9ayoA7Nq1Cw0aNIC1tTXMzc1RoUIFJW7379+PWrVqAQACAwOVONF2DU5LXFwcBg0ahKJFi8LS0hK9e/fG8+fPleUBAQEoVqwY3rx5o7Fuy5YtUaFCBQBvr/MvX77E6tWrlbq8ex2+f/8++vbtCwcHBxgZGcHd3R0rVqzQKHP+/Plwd3eHqakpbGxsULNmTaxduzZT+0T5U0rb8Pr16+jTpw+sra1hZWWFwMBA5UeUrLQ1r169ip49e8LKygp2dnYYP348RAT37t3Dxx9/DEtLSzg6OmL27NlZqve2bdvg4+MDCwsLWFpaolatWhrH7IYNG+Dl5QUTExMUK1YMPXv2xP3799Xy9OnTB+bm5rh79y7atWsHc3NzFC9eHAsXLgQAnDt3Dk2bNoWZmRlcXV01tpEyXtLBgwfTjGngbTu5Xbt22LFjB2rWrAkTExPlHJTZ9vLEiRNRvHhxWFhYoEuXLoiOjkZ8fDxGjhwJe3t7mJubIzAwEPHx8Rp1ePcc8ebNG0ycOBHlypWDsbExihYtigYNGmDXrl1q612+fBldunSBra0tjI2NUbNmTfz+++8a/y4XLlxA06ZNYWJiAhcXF0yePBnJycmp/TNSAZMfzycfGpcA8PjxY/Tr1w8ODg4wNjaGh4cHVq9erSy/ffs27OzsAAATJ05Urtfv7mtBUySvK0DZ59y5c2jZsiXs7OwQEhKCxMREBAcHw8HB4YPK7dq1K8qVK4epU6dCRAC8bYTfvHkTgYGBcHR0xIULF7B06VJcuHAB//77L1QqFTp16oSrV69i3bp1+O6771CsWDEAUILsfREREahXrx7i4uIwfPhwFC1aFKtXr8ZHH32EjRs3omPHjmr5p0+fDj09PXz++eeIjo7GzJkz0aNHDxw7duyD9pcop3z66afYuHEjgoKCULlyZTx9+hSHDx/GpUuXUKNGDQDA06dP0bp1a3Tr1g09e/aEg4MDkpKS0K5dO+zZswfdunXDiBEjEBsbi127duH8+fMoU6ZMhuvw/PlztGnTBn5+fujevTvWr1+PwYMHw9DQEH379oW5uTk6duyI0NBQzJkzB/r6+sq669atg4igR48eSExMxPDhw/H999/jq6++QqVKlQBA+e/PP/+MgIAA+Pr6YsaMGYiLi8MPP/yABg0a4PTp03BzcwMAdO7cGRcuXMCwYcPg5uaGx48fY9euXbh7966ShygvZOSaeuHCBbRr1w7VqlXDpEmTYGRkhOvXr+PIkSMA3sbDpEmTMGHCBAwcOBANGzYEANSrVy9TdQkKCoK1tTVCQkJw5coV/PDDD7hz545y09mrVy/89NNP2LFjB9q1a6es9+jRI+zduxfBwcEA3sZl//794e3tjYEDBwKAcv6IiIhAnTp1oFKpEBQUBDs7O2zbtg39+vVDTEwMRo4cCQBYtmwZhg8fji5dumDEiBF4/fo1zp49i2PHjuGTTz7J2pdN+Y6fnx9KlSqFadOmISwsDMuXL4e9vT1mzJiRpfL8/f1RqVIlTJ8+HX/99RcmT54MW1tbLFmyBE2bNsWMGTOwZs0afP7556hVqxYaNWqU4bJXrVqFvn37wt3dHePGjYO1tTVOnz6N7du3K8fsqlWrEBgYiFq1amHatGmIiIjAvHnzcOTIEZw+fRrW1tZKeUlJSWjdujUaNWqEmTNnYs2aNQgKCoKZmRm+/vpr9OjRA506dcLixYvRu3dv1K1bF6VKlVKrU3oxneLKlSvo3r07Bg0ahAEDBqBChQqZbi9PmzYNJiYmGDt2LK5fv4758+fDwMAAenp6eP78OUJCQvDvv/9i1apVKFWqFCZMmJDqdxkSEoJp06Yp55GYmBicPHkSYWFhaNGiBYC358X69eujePHiGDt2LMzMzLB+/Xp06NABmzZtUur36NEjNGnSBImJiUq+pUuXwsTEJMP/tlQw5KfzCfBhcfnq1Ss0btwY169fR1BQEEqVKoUNGzagT58+iIqKwogRI2BnZ4cffvgBgwcPRseOHdGpUycAQLVq1bL0feQLQgVGhw4dxNjYWO7cuaOkXbx4UfT19SXln/rWrVsCQFauXKmxPgAJDg5WPgcHBwsA6d69u0beuLg4jbR169YJADl48KCSNmvWLAEgt27d0sjv6uoqAQEByueRI0cKADl06JCSFhsbK6VKlRI3NzdJSkoSEZF9+/YJAKlUqZLEx8creefNmycA5Ny5c5pfDpEOsLKykqFDh6a63MfHRwDI4sWL1dJXrFghAGTOnDka6yQnJ2d4+ynlz549W0mLj48XT09Psbe3l4SEBBER2bFjhwCQbdu2qa1frVo18fHxUT5v2LBBAMi+ffvU8sXGxoq1tbUMGDBALf3Ro0diZWWlpD9//lwAyKxZszK8D0S5JSPX1O+++04ASGRkZKrlnDhxItXrbnpWrlwpAMTLy0uJTxGRmTNnCgDZunWriIgkJSWJi4uL+Pv7q60/Z84cUalUcvPmTSXNzMxM7dqbol+/fuLk5CRPnjxRS+/WrZtYWVkp1/2PP/5Y3N3dM70vVDCktA379u2rlt6xY0cpWrSoiGStrTlw4EAlLTExUVxcXESlUsn06dOV9OfPn4uJiYnW4zc1UVFRYmFhIbVr15ZXr16pLUu5fiYkJIi9vb1UqVJFLc+ff/4pAGTChAlKWkBAgACQqVOnatRLpVLJr7/+qqRfvnxZY38zGtMib9vJAGT79u1q9c5se7lKlSpq2+revbuoVCpp3bq1Wrl169YVV1dXtbT32+oeHh7Stm1bSUuzZs2katWq8vr1ayUtOTlZ6tWrJ+XKldPYj2PHjilpjx8/Fisrq1TvHahgyW/nE5EPj8u5c+cKAPnll1+UfAkJCVK3bl0xNzeXmJgYERGJjIzU2L+CjK/vFRBJSUnYsWMHOnTogJIlSyrplSpVgq+v7weV/emnn2qkvfsrxuvXr/HkyRPUqVMHAJRXkTLr77//hre3t/KKIACYm5tj4MCBuH37Ni5evKiWPzAwEIaGhsrnlF+gb968maXtE+U0a2trHDt2DA8ePEg1j5GREQIDA9XSNm3ahGLFimHYsGEa+TM7NX2RIkUwaNAg5bOhoSEGDRqEx48f49SpUwCA5s2bw9nZGWvWrFHynT9/HmfPnkXPnj3T3cauXbsQFRWF7t2748mTJ8qfvr4+ateujX379gF4ex4xNDTE/v37NV5bIMpLGb2mpjw9sXXr1hx95WTgwIFq47oMHjwYRYoUwd9//w0A0NPTQ48ePfD7778jNjZWybdmzRrUq1dP4ymN94kINm3ahPbt20NE1OLW19cX0dHRyrXd2toa//33H06cOJEDe0r5xfttw4YNG+Lp06eIiYnJUnn9+/dX/l9fXx81a9aEiKBfv35KurW1NSpUqJCpdt6uXbsQGxuLsWPHwtjYWG1ZyvXz5MmTePz4MYYMGaKWp23btqhYsaLW12/erW9KvczMzODn56ekV6hQAdbW1lrrm15MpyhVqpRGOz6z7eXevXurbat27doQEfTt21ctX+3atXHv3j0kJiZq1Pfdfb1w4QKuXbumdfmzZ8+wd+9e+Pn5ITY2VjmPPH36FL6+vrh27ZrySuTff/+NOnXqwNvbW1nfzs4OPXr0SHX7VDDll/NJig+Jy7///huOjo7o3r27ks/AwADDhw/HixcvcODAgUzXpyBgp1QBERkZiVevXqFcuXIay1LGksgqbY3ZZ8+eYcSIEXBwcICJiQns7OyUfNHR0Vnazp07d7TWNeV1oDt37qilv3ujAAA2NjYAwJtb0lkzZ87E+fPnUaJECXh7eyMkJETjYli8eHG1zlYAuHHjBipUqIAiRT78jWtnZ2eYmZmppZUvXx4AlHGcUm5wt2zZorzTv2bNGhgbGyvjSKUlpbHatGlT2NnZqf3t3LkTjx8/BvC2A27GjBnYtm0bHBwclFchHj169MH7SfQhMnpN9ff3R/369dG/f384ODigW7duWL9+fbZ3UL1fD3Nzczg5OamNvda7d2+8evUKmzdvBvD29YJTp06hV69e6ZYfGRmJqKgoLF26VCNmUzrJU+L2yy+/hLm5Oby9vVGuXDkMHTpUeV2RCo/sboO9X56VlRWMjY2VoR/eTc/MNlLGXaxSpUqqeVLal9raoBUrVtRofxobG2sMRWFlZQUXFxeNH4pSq29GYhrQ3gb/0PaylZUVAKBEiRIa6cnJyWm24ydNmoSoqCiUL18eVatWxZgxY3D27Fll+fXr1yEiGD9+vMa5JOU14pRzyZ07d3LkvoXyn/xyPknxIXGZctzr6emlma+w4ZhShUxqT1UkJSWluo62d7v9/Pxw9OhRjBkzBp6enjA3N0dycjJatWqVawMUvjvWzbvk/497RaRr/Pz80LBhQ2zevBk7d+7ErFmzMGPGDPz2229o3bo1AO3xlhd69+6NWbNmYcuWLejevTvWrl2Ldu3aKY3ZtKScA37++Wc4OjpqLH+3c23kyJFo3749tmzZgh07dmD8+PGYNm0a9u7di+rVq2ffDhHlABMTExw8eBD79u3DX3/9he3btyM0NBRNmzbFzp07U71O5YTKlSvDy8sLv/zyC3r37o1ffvkFhoaGak9upCYlZnv27ImAgACteVLGsqhUqRKuXLmCP//8E9u3b8emTZuwaNEiTJgwARMnTsy+HSKdllYbLCttTW3l6Wo7L7V65UR9s6NNkJ31bdSoEW7cuIGtW7di586dWL58Ob777jssXrwY/fv3V84ln3/+eapvapQtWzaTe0AFXX47n+hKW70gYadUAWFnZwcTExOtj9NeuXJF+f+UnueoqCi1PJnplX3+/Dn27NmDiRMnqg2GqG3bmXm1yNXVVa2uKS5fvqwsJ8rvnJycMGTIEAwZMgSPHz9GjRo1MGXKFKVTSpsyZcrg2LFjePPmzQdPzfzgwQO8fPlS7Wmpq1evAoDawOJVqlRB9erVsWbNGri4uODu3buYP3++WlmpxXfKwMn29vZo3rx5unUqU6YMRo8ejdGjR+PatWvw9PTE7Nmz8csvv2R294iyRUavqcDbJwubNWuGZs2aYc6cOZg6dSq+/vpr7Nu3D82bN8/0K7baXLt2DU2aNFE+v3jxAg8fPkSbNm3U8vXu3RujRo3Cw4cPsXbtWrRt21a57qfQVh87OztYWFggKSkpQzFrZmYGf39/+Pv7IyEhAZ06dcKUKVMwbtw4jVekqPDJjrZmdkm5Hp0/fz7VzpCU9uWVK1fQtGlTtWVXrlzJkfZnRmNam7xuL9va2iIwMBCBgYF48eIFGjVqhJCQEPTv3x+lS5cG8PZ1pPTOJa6urhk6x1Lhpkvnk7RkNC5dXV1x9uxZJCcnqz0t9X6+7Gg75Cd8fa+A0NfXh6+vL7Zs2YK7d+8q6ZcuXcKOHTuUz5aWlihWrBgOHjyotv6iRYsytS1As2d57ty5GnlTbnzfP5Fo06ZNGxw/fhz//POPkvby5UssXboUbm5uqFy5cobrSKRrkpKSNB6Jt7e3h7Ozs8YUzO/r3Lkznjx5ggULFmgsy+wvPImJiWrT2ickJGDJkiWws7ODl5eXWt5evXph586dmDt3LooWLarRcZZafPv6+sLS0hJTp07VOkV9ZGQkgLfT3L9+/VptWZkyZWBhYZHud0KUkzJ6TX327JnGup6engCgHMOZuQ6mZunSpWqx9MMPPyAxMVEjJrt37w6VSoURI0bg5s2bWseAMzMz06iLvr4+OnfujE2bNuH8+fMa66TELPB2htB3GRoaonLlyhARrfFOhU92tDWzS8uWLWFhYYFp06ZpXG9Srp81a9aEvb09Fi9erHbt2bZtGy5duoS2bdtme70yGtPa5GV7+f34Nzc3R9myZZXvzd7eHo0bN8aSJUvw8OFDjfXfPZe0adMG//77L44fP662/N3xLIl06XySlozGZZs2bfDo0SOEhoYq+RITEzF//nyYm5vDx8cHAGBqagrgw9oO+QmflCpAJk6ciO3bt6Nhw4YYMmSIcoC7u7urve/dv39/TJ8+Hf3790fNmjVx8OBB5UmJjLC0tFTGfnnz5g2KFy+OnTt34tatWxp5U25yv/76a3Tr1g0GBgZo3769xpg2ADB27FisW7cOrVu3xvDhw2Fra4vVq1fj1q1b2LRpk8a7t0T5SWxsLFxcXNClSxd4eHjA3Nwcu3fvxokTJzB79uw01+3duzd++uknjBo1CsePH0fDhg3x8uVL7N69G0OGDMHHH3+c4Xo4OztjxowZuH37NsqXL4/Q0FCEh4dj6dKlGk9hffLJJ/jiiy+wefNmDB48WGO5p6cn9PX1MWPGDERHR8PIyAhNmzaFvb09fvjhB/Tq1Qs1atRAt27dYGdnh7t37+Kvv/5C/fr1sWDBAly9ehXNmjWDn58fKleujCJFimDz5s2IiIhAt27dMv7lEuWAjFxTJ02ahIMHD6Jt27ZwdXXF48ePsWjRIri4uCiDnZYpUwbW1tZYvHgxLCwsYGZmhtq1a6c7+Pi7EhISlFi5cuUKFi1ahAYNGuCjjz5Sy2dnZ4dWrVphw4YNsLa21noz7eXlhd27d2POnDlwdnZGqVKlULt2bUyfPh379u1D7dq1MWDAAFSuXBnPnj1DWFgYdu/erXTAtWzZEo6Ojqhfvz4cHBxw6dIlLFiwAG3btoWFhUVWv24qYD60rZldLC0t8d1336F///6oVasWPvnkE9jY2ODMmTOIi4vD6tWrYWBggBkzZiAwMBA+Pj7o3r07IiIiMG/ePLi5ueGzzz7L9nplNKa1ycv2cuXKldG4cWN4eXnB1tYWJ0+exMaNGxEUFKTkWbhwIRo0aICqVatiwIABKF26NCIiIvDPP//gv//+w5kzZwAAX3zxBX7++We0atUKI0aMgJmZGZYuXao8SUKUQlfOJ2nJaFwOHDgQS5YsQZ8+fXDq1Cm4ublh48aNOHLkCObOnatcR01MTFC5cmWEhoaifPnysLW1RZUqVdIcHy9fy/X5/ihHHThwQLy8vMTQ0FBKly4tixcvVqbHTBEXFyf9+vUTKysrsbCwED8/P3n8+HGq02pqm+r6v//+k44dO4q1tbVYWVlJ165d5cGDB1qnrvzmm2+kePHioqenpzbF6/vTzIqI3LhxQ7p06SLW1tZibGws3t7e8ueff6rlSZnidsOGDWrpaU0ZSpTX4uPjZcyYMeLh4SEWFhZiZmYmHh4esmjRIiWPj49PqlOtx8XFyddffy2lSpUSAwMDcXR0lC5dusiNGzcyXIeU8k+ePCl169YVY2NjcXV1lQULFqS6Tps2bQSAHD16VOvyZcuWSenSpUVfX18AyL59+5Rl+/btE19fX7GyshJjY2MpU6aM9OnTR06ePCkiIk+ePJGhQ4dKxYoVxczMTKysrKR27dqyfv36DO8TUU5K75q6Z88e+fjjj8XZ2VkMDQ3F2dlZunfvLlevXlUrZ+vWrVK5cmUpUqRIpq5TKdPHHzhwQAYOHCg2NjZibm4uPXr0kKdPn2pdZ/369RpTYr/r8uXL0qhRIzExMREAatfhiIgIGTp0qJQoUUI5zzRr1kyWLl2q5FmyZIk0atRIihYtKkZGRlKmTBkZM2aMREdHZ2ifKH9LrW2YcqymtPE+tK0ZEBAgZmZmGttP6zqZlt9//13q1asnJiYmYmlpKd7e3rJu3Tq1PKGhoVK9enUxMjISW1tb6dGjh/z3338fVC9XV1dp27at8jkzMf3+uu/6kPZySh1OnDihlq7t3+L9tvrkyZPF29tbrK2txcTERCpWrChTpkyRhIQEjfr17t1bHB0dxcDAQIoXLy7t2rWTjRs3quU7e/as+Pj4iLGxsRQvXly++eYb+fHHH9WOJSq48uP55EPjUuTttTYwMFCKFSsmhoaGUrVqVa3tgqNHjyptEG332AWJSoSjQhMRkXYdO3bEuXPncP369byuChFlwNatW9GhQwccPHgQDRs2zOvqENE7Vq1ahcDAQJw4cQI1a9bM6+oQEekEvg9FRERaPXz4EH/99VeGppQnIt2wbNkylC5dWnl9kIiIiEiXcUwpIqJ87tmzZ0hISEh1ub6+Puzs7DJc3q1bt3DkyBEsX74cBgYGGDRoUHZUk4j+v1evXmlMfPA+W1tbGBoaZrjMX3/9FWfPnsVff/2FefPmFbqZe6jwiYyMTHNaeENDQ9ja2uZijYgov+L5JG+xU4qIKJ/r1KkTDhw4kOpyV1dX3L59O8PlHThwAIGBgShZsiRWr14NR0fHbKglEaUIDQ1FYGBgmnn27duHxo0bZ7jM7t27w9zcHP369cOQIUM+sIZEuq9WrVppTgvv4+OD/fv3516FiCjf4vkkb3FMKSKifO7UqVN4/vx5qstNTExQv379XKwREaXl4cOHuHDhQpp5vLy8YGNjk0s1Isp/jhw5glevXqW63MbGRpkFmogoLTyf5C12ShERERERERERUa7jQOdERERERERERJTr2ClF2U6lUiEkJCSvqwFAt+pCpKt0KU50qS5E+cn+/fuhUql0YswLXaoLUU65ffs2VCoVVq1alddV0am6EOkyXWpn6lJd8ho7pXTUqVOn0KpVK1haWsLCwgItW7ZEeHi4Rr7k5GQsXrwYnp6eMDc3h4ODA1q3bo2jR49q5L127Rq6desGFxcXmJqaomLFipg0aRLi4uLU8k2dOhV16tSBnZ0djI2NUa5cOYwcORKRkZE5tbtE+VqfPn2gUqlS/bt//76Sd+fOnejXrx+qVKkCfX19uLm5pVru9evX0aVLF9jY2MDU1BQNGjTAvn37Mrz9ihUr5sTuEuUrJ06cQFBQENzd3WFmZoaSJUvCz88PV69e1ch7/PhxDBkyBF5eXjAwMMjwDHaHDx9W4u7Jkycay3/99VfUqFEDxsbGsLOzQ79+/TTyvXr1Sjk3WFlZwdzcHB4eHpg3bx7evHmTtZ0nKqRyoh1NRDknozHL+9SCibPv6aCwsDA0aNAAJUqUQHBwMJKTk7Fo0SL4+Pjg+PHjqFChgpJ3zJgxmDNnDnr27IkhQ4YgKioKS5YsgY+PD44cOQJvb28AwL179+Dt7Q0rKysEBQXB1tYW//zzD4KDg3Hq1Cls3bpVKfPUqVPw9PREt27dYGFhgUuXLmHZsmX466+/EB4eDjMzs1z/Toh02aBBg9C8eXO1NBHBp59+Cjc3NxQvXlxJX7t2LUJDQ1GjRg04OzunWua9e/dQt25d6OvrY8yYMTAzM8PKlSvRsmVL7NmzB40aNVLLb2RkhOXLl6ulWVlZZcPeEeVvM2bMwJEjR9C1a1dUq1YNjx49woIFC1CjRg38+++/qFKlipL377//xvLly1GtWjWULl1aa8fV+5KTkzFs2DCYmZnh5cuXGst/+OEHDBkyBM2aNcOcOXPw33//Yd68eTh58iSOHTsGY2NjAG87pS5cuIA2bdrAzc0Nenp6OHr0KD777DMcO3YMa9euzb4vhagAy4l2NBHlnMzELO9TCyghndOmTRuxsbGRJ0+eKGkPHjwQc3Nz6dSpk5L25s0bMTExkS5duqitf/PmTQEgw4cPV9KmTJkiAOT8+fNqeXv37i0A5NmzZ2nWaePGjQJA1q1bl279AUhwcHC6+XKDLtWFCpdDhw4JAJkyZYpa+v379yUhIUFERNq2bSuurq5a1x8yZIgUKVJELl++rKS9fPlSSpQoITVq1FDLGxAQIGZmZlmuqy7FiS7VhQqGI0eOSHx8vFra1atXxcjISHr06KGW/ujRI4mLixMRkaFDh0pGmkk//PCDFC1aVEaMGCEAJDIyUlkWHx8v1tbW0qhRI0lOTlbS//jjDwEg33//fbrlBwUFCQB5+PBhmvn27dsnAGTfvn3plpnTdKkuVPjkRDtam1u3bgkAWblyZbbWPyt0qS5EmZXRmE0N71PzP76+p4MOHTqE5s2bo2jRokqak5MTfHx88Oeff+LFixcAgDdv3uDVq1dwcHBQW9/e3h56enowMTFR0mJiYgBAI6+TkxP09PRgaGiYZp1SXjGKiorK0j7dv38fffv2hYODA4yMjODu7o4VK1YoyyMiIlCkSBFMnDhRY90rV65ApVJhwYIFSlpUVBRGjhyJEiVKwMjICGXLlsWMGTOQnJycZj1iY2MxcuRIuLm5wcjICPb29mjRogXCwsKytF9EqVm7di1UKhU++eQTtXRnZ2cYGBiku/6hQ4dQvXp1tV+HTE1N8dFHHyEsLAzXrl3TWCcpKUmJ9Q/FmKWCol69ehrXuHLlysHd3R2XLl1SS3dwcFC7dqbn2bNn+L//+z9MmjQJ1tbWGsvPnz+PqKgo+Pv7q70K2K5dO5ibm+PXX39Ndxsfev09duwYWrVqBSsrK5iamipPgKTYuHEjVCoVDhw4oLHukiVLoFKpcP78eSXt8uXL6NKlC2xtbWFsbIyaNWvi999/T7ce165dQ+fOneHo6AhjY2O4uLigW7duiI6OztJ+EaUmJ9rRmZFejJw8eRIqlQqrV6/WWHfHjh1QqVT4888/lbT0rsepefToEQIDA+Hi4gIjIyM4OTnh448/xu3bt7O0X0Q5JaMxmxrep+Z/fH1PB8XHx2u9EJqamiIhIQHnz59HnTp1YGJigtq1a2PVqlWoW7cuGjZsiKioKHzzzTewsbHBwIEDlXUbN26MGTNmoF+/fpg4cSKKFi2Ko0eP4ocffsDw4cM1HnUUETx9+hSJiYm4du0axo4dC319fTRu3DjT+xMREYE6depApVIhKCgIdnZ22LZtG/r164eYmBiMHDkSDg4O8PHxwfr16xEcHKy2fmhoKPT19dG1a1cAQFxcHHx8fHD//n0MGjQIJUuWxNGjRzFu3Dg8fPgQc+fOTbUun376KTZu3IigoCBUrlwZT58+xeHDh3Hp0iXUqFEj0/tGpM2bN2+wfv161KtXL80xo9ISHx8PGxsbjXRTU1MAbx9fLleunJIeFxcHS0tLxMXFwcbGBt27d8eMGTNgbm6e6W0zZqmgExFERETA3d39g8oZP348HB0dMWjQIHzzzTcay+Pj4wFA6zXdxMQEp0+fRnJyMvT0/vcbYUJCAmJiYvDq1SucPHkS3377LVxdXVG2bNlM12/v3r1o3bo1vLy8EBwcDD09PaxcuRJNmzbFoUOH4O3tjbZt28Lc3Bzr16+Hj4+P2vqhoaFwd3dXXnG8cOEC6tevj+LFi2Ps2LEwMzPD+vXr0aFDB2zatAkdO3bUWo+EhAT4+voiPj4ew4YNg6OjI+7fv48///wTUVFRfNWYslVOtKMzKiMxUrNmTZQuXRrr169HQECA2vqhoaGwsbGBr68vgIxdj1PTuXNnXLhwAcOGDYObmxseP36MXbt24e7du1lumxDlhIzGbArepxZAefykFmlRtWpVKV++vCQmJipp8fHxUrJkSQEgGzduVNKvXbsmNWrUEADKX+nSpdVe+UnxzTffiImJiVrer7/+WmsdHj58qJbPxcVFQkNDM1R/vPcoYr9+/cTJyUntkUwRkW7duomVlZXyqsSSJUsEgJw7d04tX+XKlaVp06Zq+2FmZiZXr15Vyzd27FjR19eXu3fvploXKysrGTp0aIb2gyirUl7NWbRoUZr50np9r3379mJtbS0xMTFq6XXr1hUA8u233yppY8eOlS+//FJCQ0Nl3bp1EhAQIACkfv368ubNm3Try5ilwubnn38WAPLjjz+mmie91/fOnDkj+vr6smPHDhERCQ4O1nh9LzIyUlQqlfTr109t3cuXLyvX1/fjbN26dWrX35o1a8rZs2fT3af3X5lLTk6WcuXKia+vr9qrg3FxcVKqVClp0aKFkta9e3ext7dXa3c8fPhQ9PT0ZNKkSUpas2bNpGrVqvL69WslLTk5WerVqyflypVLtS6nT58WALJhw4Z094PoQ+VUO/p92l6Zy2iMjBs3TgwMDNSGz0h53bdv375KWkavx+/X5fnz5wJAZs2ale5+EOW1zMSsCO9TCyK+vqeDhgwZgqtXr6Jfv364ePEizp8/j969e+Phw4cA3g6GmsLCwgLu7u4YOnQofvvtNyxatAiJiYno0KGDxsw+bm5uaNSoEZYuXYpNmzahb9++mDp1qtrjhilsbW2xa9cu/PHHH5g0aRKKFSuW7qOT2ogINm3ahPbt20NE8OTJE+XP19cX0dHRyiOJnTp1QpEiRRAaGqqsf/78eVy8eBH+/v5K2oYNG9CwYUPY2Niolde8eXMkJSXh4MGDqdbH2toax44dw4MHDzK9L0QZtXbtWhgYGMDPzy/LZQwePFh57ef06dO4evUqRo4ciZMnTwJQPw9MmzYN06dPh5+fH7p164ZVq1ZhypQpOHLkCDZu3Jip7TJmqaC7fPkyhg4dirp162o8pZAZw4cPR+vWrdGyZctU8xQrVgx+fn5YvXo1Zs+ejZs3b+LQoUPw9/dXXuN9N5YBoEmTJti1axc2bNiATz/9FAYGBloHUE9PeHg4rl27hk8++QRPnz5V4u7ly5do1qwZDh48qLxK4O/vj8ePH2P//v3K+hs3bkRycrISy8+ePcPevXvh5+eH2NhYpbynT5/C19cX165dU5tp9F0pT0Lt2LFDY8ZfouyWU+3o9GQmRvz9/fHmzRv89ttvyvo7d+5UrvtA5q7H7zMxMYGhoSH279+P58+fZ2o/iHJbZmIW4H1qgZR3/WGUlq+++koMDAzUfin9+uuvBYBs3rxZRN4O0FilShUJCgpSW/fq1atiYGAgX3zxhZK2bt06MTExkXv37qnl7dOnj5iammr0Dr/vyJEjAkD++OOPdOuOd3p9IyIi1Hqytf399ttvyrq+vr5Svnx55fP//d//SZEiRdR+eX7/aa/3/+bMmaO1LiIioaGhYmxsLHp6elKrVi0JDg6WGzdupLtPRBkVGxsrpqam0q5du3TzpvWklIjI/PnzxczMTDm2y5YtKzNnzhQA8t1336VZdlxcnOjp6Wk8oaENY5YKi4cPH0rp0qWlRIkScv/+/TTzpvWk1K+//ioGBgZy5coVJU3bk1IiIlFRUfLRRx+pHfM9e/aUTp06CQB5/vx5mvWYMmWKmJubZ3qg89DQ0HRjOeUpjdevX4uVlZUMGDBAKa9Bgwbi6empfD527Fi65YWFhWmti4jIqFGjBICYmJhIy5YtZcGCBRIVFZXmPhFlVXa3o7V5/+mkzMSIiEjFihXVnljs2bOnFCtWTHnCOTPXY21PbX333Xeip6cnBgYG0rBhQ5kxY0a65xGivJKRmE0N71PzP44ppaOmTJmCzz//HBcuXICVlRWqVq2Kr776CgBQvnx5AMDBgwdx/vx5zJkzR23dcuXKoVKlSmoDmS5atAjVq1eHi4uLWt6PPvoIq1atwunTpzWmtH9XvXr14OTkhDVr1qBdu3YZ3o+UX2F79uyZ6i/S1apVU/6/W7duCAwMRHh4ODw9PbF+/Xo0a9YMxYoVUyuzRYsW+OKLL7SWl/L9aOPn54eGDRti8+bN2LlzJ2bNmoUZM2bgt99+Q+vWrTO8X0Sp2bJlC+Li4tCjR48PLisoKAiBgYE4e/YsDA0N4enpiR9//BFA2sc58PZX0qJFi+LZs2eZ2iZjlgqq6OhotG7dGlFRUTh06BCcnZ2zXNaYMWPQtWtXGBoaKoMGpwyweu/ePSQkJCjlW1lZYevWrbh79y5u374NV1dXuLq6ol69erCzs9M6QPq7unTpgq+//hpbt27FoEGDMlzHlFieNWsWPD09teZJGXPOyMgIHTp0wObNm7Fo0SJERETgyJEjmDp1qkZ5n3/+uTLezfvSGvdq9uzZ6NOnD7Zu3YqdO3di+PDhmDZtGv7991+NtgnRh8rudnRGZDZG/P39MWXKFDx58gQWFhb4/fff0b17dxQpUkStvIxej983cuRItG/fHlu2bMGOHTswfvx4TJs2DXv37kX16tUztW9EOS0jMZsa3qfmf+yU0mE2NjZo0KCB8nn37t1wcXFBxYoVAbwdmA14O+PW+968eYPExETlc0REhNZBk9+8eQMAanlT8/r160zPkmNnZwcLCwskJSWl2emVokOHDhg0aJDyaOTVq1cxbtw4tTxlypTBixcvMlSeNk5OThgyZAiGDBmCx48fo0aNGpgyZUqBD3bKHWvWrIG5uTk++uijbCnPzMwMdevWVT7v3r0bJiYmqF+/fprrpbw6YGdnl6ntMWapIHr9+jXat2+Pq1evYvfu3ahcufIHlXfv3j2sXbsWa9eu1VhWo0YNeHh4IDw8XC29ZMmSKFmyJIC3HVinTp1C586d091WymsLmb3+lilTBgBgaWmZodjz9/fH6tWrsWfPHly6dAkiovZKQunSpQEABgYGWY7lqlWromrVqvi///s/HD16FPXr18fixYsxefLkLJVHlJbsbEdnRGZjxN/fHxMnTsSmTZvg4OCAmJgYdOvWTVme2euxNmXKlMHo0aMxevRoXLt2DZ6enpg9ezZ++eWXLJVHlJPSi9m08D41f+OYUvlEaGgoTpw4gZEjRyqz9KT0tL4/pXRYWBiuXLmi9itI+fLllXFp3rVu3Tro6ekpvcAvX77UOt7Dpk2b8Pz5c9SsWTNT9dbX10fnzp2xadMmtSmlU0RGRqp9tra2hq+vL9avX49ff/0VhoaG6NChg1oePz8//PPPP9ixY4dGeVFRUak2IpKSkjROVvb29nB2dlZmSCL6EJGRkdi9ezc6duyozJKXnY4ePYrffvsN/fr1U8Zoef36NWJjYzXyfvPNNxARtGrVKlPbYMxSQZOUlAR/f3/8888/2LBhg1onb1Zt3rxZ4y+lA+enn37Cd999l+b648aNQ2JiIj777DMl7cmTJxARjbzLly8HgExff728vFCmTBl8++23WsfaeD+WmzdvDltbW4SGhiI0NBTe3t4oVaqUstze3h6NGzfGkiVLlHE+0irvXTExMRpxXrVqVejp6TGWKVd8aDs6IzIbI5UqVULVqlWVmHNyckKjRo2U5Zm9Hr8rLi4Or1+/VksrU6YMLCwsGHOUL2iLWd6nFlx8UkoHHTx4EJMmTULLli1RtGhR/Pvvv1i5ciVatWqFESNGKPm8vLzQokULrF69GjExMWjZsiUePnyI+fPnw8TERG2a2DFjxmDbtm1o2LAhgoKCULRoUfz555/Ytm0b+vfvr7xmcO3aNTRv3hz+/v6oWLEi9PT0cPLkSfzyyy9wc3NT235GTZ8+Hfv27UPt2rUxYMAAVK5cGc+ePUNYWBh2796t8XqRv78/evbsiUWLFsHX11fj1YYxY8bg999/R7t27dCnTx94eXnh5cuXOHfuHDZu3Ijbt2+rPUaZIjY2Fi4uLujSpQs8PDxgbm6O3bt348SJE5g9e3am94vofaGhoUhMTEzz1b2zZ8/i999/BwBcv34d0dHRylMCHh4eaN++PQDgzp078PPzw0cffQRHR0dcuHABixcvRrVq1dReqXn06BGqV6+O7t27K78k7dixA3///TdatWqFjz/+ONP7wZilgmT06NH4/fff0b59ezx79kzjCYGePXsq/3/nzh38/PPPAKBMKpASn66urujVqxcAaDRCAShPRrVu3VrteJ4+fTrOnz+P2rVro0iRItiyZQt27tyJyZMno1atWkq+X375BYsXL0aHDh1QunRpxMbGYseOHdi1axfat2+Ppk2bZmq/9fT0sHz5crRu3Rru7u4IDAxE8eLFcf/+fezbtw+Wlpb4448/lPwGBgbo1KkTfv31V7x8+RLffvutRpkLFy5EgwYNULVqVQwYMAClS5dGREQE/vnnH/z33384c+aM1rrs3bsXQUFB6Nq1K8qXL4/ExET8/PPPyg0BUXbKiXZ0RmU2Rvz9/TFhwgQYGxujX79+ys13isxej1NcvXoVzZo1g5+fHypXrowiRYpg8+bNiIiIUHsai0gXZDRmeZ9agOXxmFakxfXr16Vly5ZSrFgxMTIykooVK8q0adMkPj5eI29cXJxMmjRJKleuLCYmJmJlZSXt2rWT06dPa+Q9duyYtG7dWhwdHcXAwEDKly8vU6ZMUZsyPjIyUgYOHCgVK1YUMzMzMTQ0lHLlysnIkSM1Bm9NDd4btE3k7UByQ4cOlRIlSoiBgYE4OjpKs2bNZOnSpRrrx8TEKIPE/fLLL1q3ERsbK+PGjZOyZcuKoaGhFCtWTOrVqyfffvutJCQkaK1LfHy8jBkzRjw8PMTCwkLMzMzEw8NDFi1alKH9IkpPnTp1NKZVf9/KlStTHfwwICBAyffs2TP5+OOPxdHRUQwNDaVUqVLy5ZdfSkxMjFp5z58/l549e0rZsmXF1NRUjIyMxN3dXaZOnaoWC2lhzFJB5uPjk+ago+9KGaBb25+Pj0+a20ltoPM///xTvL29xcLCQkxNTaVOnTqyfv16jfVPnDghXbt2lZIlS4qRkZGYmZlJjRo1ZM6cOWrX6dRoG1xcROT06dPSqVMnKVq0qBgZGYmrq6v4+fnJnj17NMrYtWuXABCVSqUxMUqKGzduSO/evZW2RPHixaVdu3ZqU3a/X5ebN29K3759pUyZMmJsbCy2trbSpEkT2b17d7r7RZRZOdWOfp+2wcVFMhYjKa5du6acYw4fPqx1Oxm5Hr9flydPnsjQoUOV9ryVlZXUrl1b67mHKK9lNGZ5n1pwqUS0PCtORERERERERESUgzimFBERERERERER5Tp2ShERERERERERUa5jpxQREREREREREeU6dkoREREREREREVGuY6cUERERERERERHlOnZKERERERERERFRriuS1xXIa8nJyXjw4AEsLCygUqnyujpEChFBbGwsnJ2doafH/uMUjFnSVYxZ7RizpKsYs9oxZklXMWa1Y8ySrspozBb6TqkHDx6gRIkSeV0NolTdu3cPLi4ueV0NncGYJV3HmFXHmCVdx5hVx5glXceYVceYJV2XXswW+k4pCwsLAG+/KEtLyzyuDdH/xMTEoESJEsoxSm8xZklXMWa1Y8ySrmLMaseYJV3FmNWOMUu6KqMxW+g7pVIecbS0tGQQk07iY7jqGLOk6xiz6hizpOsYs+oYs6TrGLPqGLOk69KLWb6MS0REREREREREuY6dUkRERERERERElOvYKUVERERERERERLmOnVJERERERJQhHM+HKH9RqVSMW9Jp7JQiIiIiIiIiIqJcV+hn3yOi3Ofm5gZLS0vo6enBxsYG+/bty+sqERERERERUS5jpxQR5YmjR4/C3Nw8r6tBREREREREeYSdUkRERJQmPt1IRERERDmBY0oRUaYcPHgQ7du3h7OzM1QqFbZs2aKRZ+HChXBzc4OxsTFq166N48ePqy1XqVTw8fFBrVq1sGbNmlyqORF9iKNHjyI8PJwdUkRERESUbdgpRUSZ8vLlS3h4eGDhwoVal4eGhmLUqFEIDg5GWFgYPDw84Ovri8ePHyt5Dh8+jFOnTuH333/H1KlTcfbs2dyqPhEREREREekIdkoRUaa0bt0akydPRseOHbUunzNnDgYMGIDAwEBUrlwZixcvhqmpKVasWKHkKV68OADAyckJbdq0QVhYWKrbi4+PR0xMjNofEWUcn24kIiIiIl3FTikiyjYJCQk4deoUmjdvrqTp6emhefPm+OeffwC8fdIqNjYWAPDixQvs3bsX7u7uqZY5bdo0WFlZKX8lSpTI2Z0gKmD4dCMRERER6Sp2ShFRtnny5AmSkpLg4OCglu7g4IBHjx4BACIiItCgQQN4eHigTp066N27N2rVqpVqmePGjUN0dLTyd+/evRzdB6KChk83EhEREZGu4ux7RJSrSpcujTNnzmQ4v5GREYyMjHKwRkSFV8rTjePGjVPStD3dmJycDAsLC+XpRj8/v1TLnDZtGiZOnJjjdSciIiKi/K9AdEpxqmoi3VCsWDHo6+sjIiJCLT0iIgKOjo55VCsiSk1aTzdevnwZwNv4TXnKKikpCQMGDEj36cZRo0Ypn2NiYvjaLVEuY9uYKH9hzFJhViA6pYC3U1Wbm5vndTWICjVDQ0N4eXlhz5496NChAwAgOTkZe/bsQVBQUN5WjoiyhE83EuVPbBsT5S+MWSqsCkynFBHljhcvXuD69evK51u3biE8PBy2trYoWbIkRo0ahYCAANSsWRPe3t6YO3cuXr58icDAwDysNRFpw6cbiYiIiCgv5flA55yqmih/OXnyJKpXr47q1asDAEaNGoXq1atjwoQJAAB/f398++23mDBhAjw9PREeHo7t27drvB5ERHnv3acbU6Q83Vi3bt08rBlR4cW2MVH+wpgl+jB53inFqaqJ8pfGjRtDRDT+Vq1apeQJCgrCnTt3EB8fj2PHjqF27dp5V2GiQu7FixcIDw9HeHg4gP893Xj37l0AbzuWly1bhtWrV+PSpUsYPHgwn24kykNsGxPlL4xZog+jEhHJ60qkUKlU2Lx5szIWDQDUrl0btWrVwoIFCwC8/QW3RIkSGDZsGMaOHatRxpgxY+Du7o4+ffpo3UZ8fDzi4+OVzykDsEZHR8PS0jJb94foQ8TExMDKyorH5nv4vZCu0tVjc//+/WjSpIlGekBAgNKZvGDBAsyaNQuPHj2Cp6cnvv/++2zrTNbV74UoPxybutg2VqlU0KHbBypEGLNvZSVmATBuKddlNGbz/EmptKRMVd28eXMlTdtU1bGxsQCgTFXt7u6eapnTpk2DlZWV8scZgYiIqCDj041EBQfbxkT5C2OWKH063SmV1lTVjx49AvB2MNYGDRrAw8MDderUQe/evdOdqjo6Olr5u3fvXo7uAxERERFRdmDbmCh/YcwSpS/fz77HqaqJiIiIiN5i25gof2HMUmGn009KcapqIiIiIqK32DYmyl8Ys0Tp0+lOKU5VTURERET0FtvGRPkLY5YofXn++t6LFy9w/fp15XPKVNW2trYoWbIkRo0ahYCAANSsWRPe3t6YO3cup6omIiIiogKJbWOi/IUxS/Rh8rxT6uTJk2pTVY8aNQrA/6aq9vf3R2RkJCZMmKBMVb19+3aNweKIiIiIiPI7to2J8hfGLNGHUYmI5HUl8lJMTAysrKwQHR0NS0vLvK4OkYLHpnb8XkhX8djUjt8L6Soem9ql972oVCoU8tsHyiOMWe0yErMAGLeU6zIaszo9phQRERERERERERVM7JQiIiIiIiIiIqJcx04pIiIiIiIiIiLKdeyUIiIiIiIiIiKiXMdOKSIiIiIiIiIiynXslCIiIiIiIiIiolzHTikiIiIiIiIiIsp17JQiIiIiIiIiIqJcl6VOqdKlS+Pp06ca6VFRUShduvQHV4qIsldhilmVSpXXVSD6YIUpZokKAsYsUf7CmCXSHVnqlLp9+zaSkpI00uPj43H//v0PrhQRZS/GLFH+wpglyl8Ys0T5C2OWSHcUyUzm33//Xfn/HTt2wMrKSvmclJSEPXv2wM3NLdsqR0QfhjFLlL8wZonyF8YsUf7CmCXSPZnqlOrQoQOAt6/HBAQEqC0zMDCAm5sbZs+enW2VI6IPU1hjVqVSQUTyuhpEmVZYY5Yov2LMEuUvjFki3ZOpTqnk5GQAQKlSpXDixAkUK1YsRypFRNmDMUuUvzBmifIXxixR/sKYJdI9meqUSnHr1q3srgcR5aDCGLN8Worys8IYs0T5GWOWKH9hzBLpjix1SgHAnj17sGfPHjx+/FjpcU6xYsWKD64YEWUvxixR/sKYJcpfGLNE+Qtjlkg3ZKlTauLEiZg0aRJq1qwJJycnTsFOpON0KWajoqLQvHlzJCYmIjExESNGjMCAAQPyrD5EukiXYpaI0seYJcpfGLNEuiNLnVKLFy/GqlWr0KtXr+yuDxHlAF2KWQsLCxw8eBCmpqZ4+fIlqlSpgk6dOqFo0aJ5XTUinaFLMcuOZKL06VLMElH6GLNEuiNLnVIJCQmoV69edteFiHKILsWsvr4+TE1NAQDx8fEQkRwb+4njSlF+pUsxy45kovTpUswSUfoYs0S6Qy8rK/Xv3x9r167N7roQUQ7Jzpg9ePAg2rdvD2dnZ6hUKmzZskUjz8KFC+Hm5gZjY2PUrl0bx48fV1seFRUFDw8PuLi4YMyYMZz5hOg9unSdzc2OZKL8SpdilojSx5gl0h1ZelLq9evXWLp0KXbv3o1q1arBwMBAbfmcOXOypXJElD2yM2ZfvnwJDw8P9O3bF506ddJYHhoailGjRmHx4sWoXbs25s6dC19fX1y5cgX29vYAAGtra5w5cwYRERHo1KkTunTpAgcHhw/bSaICJDtj9uDBg5g1axZOnTqFhw8fYvPmzejQoYNanoULF2LWrFl49OgRPDw8MH/+fHh7eyvLo6Ki4OPjg2vXrmHWrFnZ2pHMJxqpIGDbmCh/YcwS6Y4sdUqdPXsWnp6eAIDz58+rLcvtQeI41gVR+rIzZlu3bo3WrVununzOnDkYMGAAAgMDAbx9Z/+vv/7CihUrMHbsWLW8Dg4O8PDwwKFDh9ClSxet5cXHxyM+Pl75HBMTk6n6EuVH2Rmz7Egmynm61DYmovQVxpjlj0Ckq7LUKbVv377srkeWcawLovTlVswmJCTg1KlTGDdunJKmp6eH5s2b459//gEAREREwNTUFBYWFoiOjsbBgwcxePDgVMucNm0aJk6cmON1J9Il2Rmz7Egmynm61DbmD7ZE6WPMEumOLI0ppUs41gWR7njy5AmSkpI0nqBwcHDAo0ePAAB37txBw4YN4eHhgYYNG2LYsGGoWrVqqmWOGzcO0dHRyt+9e/cyVaeC+msXUXZI6Uhu3ry5kqatIzk2NhYAlI7kChUqpFrmtGnTYGVlpfyVKFEiZ3eCiNSk/GAbHh6OY8eOYerUqXj69GleV4uIUsGYpcIuS09KNWnSJM0bvb1792a4LF0f64KoIMjOmP1Q3t7eCA8Pz3B+IyMjGBkZ5VyFiHRQbsVsWh3Jly9fBvC2I3ngwIHKjz4Z6UgeNWqU8jkmJoYdU1Tg6dJ1lj/YEqWPMUukO7L0pJSnpyc8PDyUv8qVKyMhIQFhYWFpNlS1SRnrYuHChVqXp4x1ERwcjLCwMHh4eMDX1xePHz9W8qSMdXHr1i2sXbsWERERWdktogIrO2M2LcWKFYO+vr5GDEZERMDR0THbtkNU0OVWzGZESkfymTNncPbsWQwaNCjN/EZGRrC0tFT7IyrosjNmOcstUc4rzDHLtwhI12TpSanvvvtOa3pISAhevHiRqbJye6wLosIoO2M2LYaGhvDy8sKePXuUJx6Tk5OxZ88eBAUFZdt2iAq63IpZdiQTZY/sjFlOTkCU8wp7zHLQc9Il2TqmVM+ePbFixYpsKy8nxrqIj49HTEyM2h9RYZWVmH3x4gXCw8OVV/Bu3bqF8PBw3L17FwAwatQoLFu2DKtXr8alS5cwePBgvHz5UulYJqKsy+7r7LsdySlSOpLr1q2bbdshKqyyErOtW7fG5MmT0bFjR63L3/3BtnLlyli8eDFMTU21bufdH2xTk9W2MZ+2oIKoIMcska7K1k6pf/75B8bGxtlWXk4MmswBWIn+Jysxe/LkSVSvXh3Vq1cH8LYTqnr16pgwYQIAwN/fH99++y0mTJgAT09PhIeHY/v27Xn6Cy0bzlRQZCVm2ZFMlHeyu23MyQmIchZjlij3Zen1vfcfSxQRPHz4ECdPnsT48eOzpWIZldlBkzkAKxVG2RmzjRs3Tvdx36CgIL6uR/QBsjNmT548iSZNmiifU66BAQEBWLVqFfz9/REZGYkJEybg0aNH8PT0zPWOZL5GQPldbrWNOTkBUfZgzBLpjix1SllZWal91tPTQ4UKFTBp0iS0bNkyWyoG5MxYF5zJiwqj3IpZIsoe2Rmz7Egmynm6dJ3lLLdE6WPMEumOLHVKrVy5MrvroRUHTSbKHrkVs0SUPRizRPlLbsUsJycgyh6MWSLdkaVOqRSnTp3CpUuXAADu7u7KGDOZ8eLFC1y/fl35nDLWha2tLUqWLIlRo0YhICAANWvWhLe3N+bOnZurY13wlQIqSLIjZoko9zBmifKXnI5Z/mBLlL0Ys0R5L0udUo8fP0a3bt2wf/9+WFtbAwCioqLQpEkT/Prrr7Czs8twWflhrAui/C47Y5aIch5jlih/yc6Y1fUfbIkKAsYske7I0ux7w4YNQ2xsLC5cuIBnz57h2bNnOH/+PGJiYjB8+PBMlZUy1sX7f6tWrVLyBAUF4c6dO4iPj8exY8dQu3btrFSbqNDKzpjNzzgLH+UXjFmi/CU7YzY/znJLlN8wZol0h0qy8G6alZUVdu/ejVq1aqmlHz9+HC1btkRUVFR21S/HxcTEwMrKCtHR0bC0tNRYztf3KK+kd2xmRmGLWW1EhPFMOYoxq11GY5YxSrmNMatdRtvGjFfKbYxZ7TLTNk6J3ZT/J8pJGY3ZLD0plZycDAMDA410AwMDJCcnZ6VIIspBjFmi/KUwxyyfaKT8qDDHLFF+xJgl0h1Z6pRq2rQpRowYgQcPHihp9+/fx2effYZmzZplW+WIKHswZv+HN7yUHzBmifIXxixR/sKYJdIdWeqUWrBgAWJiYuDm5oYyZcqgTJkyKFWqFGJiYjB//vzsriMRfSDGLFH+Uthjlp3HlN8U9pglym8Ys0S6I0uz75UoUQJhYWHYvXs3Ll++DACoVKkSmjdvnq2VI6LswZglyl8Ys0T5C2OWKH9hzL7FseFIF2TqSam9e/eicuXKiImJgUqlQosWLTBs2DAMGzYMtWrVgru7Ow4dOpRTdSWiTGLMEuUvjFl1fGKKdB1jlih/YcwS6Z5MdUrNnTsXAwYM0DpyupWVFQYNGoQ5c+ZkW+WI6MMwZrXjjS7pKsasJsYr6TLGLFH+wpgl0j2Z6pQ6c+YMWrVqleryli1b4tSpUx9cKSLKHozZ1KlUKt7sks5hzGrHWCVdVdhjltdSym8Ke8xqwzimvJapTqmIiAitU2emKFKkCCIjIz+4UkSUPRiz6Uu5CPNiTLqAMUuUvzBmifIXxiyR7slUp1Tx4sVx/vz5VJefPXsWTk5OH1wpIsoejNnMSfmliL8YUV5hzKaNsUm6hjFLlL8wZol0T6Y6pdq0aYPx48fj9evXGstevXqF4OBgtGvXLtsqR0QfhjH7YfgUFeU2xmzGMCZJVzBmifIXxiyR7lFJJuaAjIiIQI0aNaCvr4+goCBUqFABAHD58mUsXLgQSUlJCAsLg4ODQ45VOLvFxMTAysoK0dHRWge84zSZlFfSOzYzorDGrDYikm3LeE4gbRiz2mU0Zt+PtYx+ZjxSVjFmtcto2/j9eCTKaYxZ7TLTNn43dhnHlNMyGrNFMlOog4MDjh49isGDB2PcuHHKgatSqeDr64uFCxfmqwAmKugYsznj3Ys5UXZizGYeO6YoLzFm32IcUn7BmCXSPZnqlAIAV1dX/P3333j+/DmuX78OEUG5cuVgY2OTE/Ujog/EmM1Z7KCi7MaYzTzeEFNeYsy+xesh5ReMWe14LaW8kulOqRQ2NjaoVatWdtaFiHIQYzZn8UJO2Y0xm3m8Kaa8xJglyl8Ys0S6IVMDnRMRUeo4MxiRbmAsEhEREeUP7JQiIspmvBkm0g3snCIiIiLSbeyUIiLKIbwhJtIdjEciIiIi3cNOKSKiHMabYSLdkRKLjEkiIiKivMdOqQxgw5Uoe3Xs2BE2Njbo0qVLXlclV7Fziki3MCaJsh9jioiIMoOdUkSU60aMGIGffvopr6uRp9hop/ykMHQks4OKKHsxnoiIKCMKRKdUYWgsExUkjRs3hoWFRV5XI8+xwU75RWHqSObrfVQQsG1MlL8wZqkwKxCdUoWpsUyU1w4ePIj27dvD2dkZKpUKW7Zs0cizcOFCuLm5wdjYGLVr18bx48dzv6L5CJ/QIF1XWDuSGZuUX7FtTJS/MGapMCsQnVK50Vhmo5TorZcvX8LDwwMLFy7Uujw0NBSjRo1CcHAwwsLC4OHhAV9fXzx+/DiXa5r/8AkNygnsSM4eKR1UjE/KDwprRzJRfqVLMcvrHOW2PO+UYmOZKH9p3bo1Jk+ejI4dO2pdPmfOHAwYMACBgYGoXLkyFi9eDFNTU6xYsSKXa5q/sUFA2YUdydnv/Q4qxitlJ7aNifIXxizRh8nzTqn81Fhmo5MobQkJCTh16hSaN2+upOnp6aF58+b4559/slRmfHw8YmJi1P4KE5536EPldkdyYY1ZPkVF2SU/tY2JiDFL9KHyvFMqvzWW2eAkSt2TJ0+QlJQEBwcHtXQHBwc8evRI+dy8eXN07doVf//9N1xcXNLssJo2bRqsrKyUvxIlSuRY/XUVn8ignJITHcmMWb7qRx8mv7WN08IYoMKgIMUsUV7I806ptOhqY5kNTaIPs3v3bkRGRiIuLg7//fcf6tatm2recePGITo6Wvm7d+9eLtZUN/H8Q9klJzqSGbOa2G6g7KKrbWMi0o4xS5Q+ne6U0vXGMhuYROqKFSsGfX19REREqKVHRETA0dExS2UaGRnB0tJS7Y/e4o0u5ZbMdCQzZlP37hOPjF3KCl1vGxOROsYsUfqK5HUFssPu3bsznNfIyAhGRkbZtu2URqWIZFuZRPmVoaEhvLy8sGfPHnTo0AEAkJycjD179iAoKChvK0dEGnKiI5kyTqVSQUTUOqjYnqDskJdtY21SjnUi0k7XYpYoN+n0k1L5qbHM8SOosHjx4gXCw8MRHh4OALh16xbCw8Nx9+5dAMCoUaOwbNkyrF69GpcuXcLgwYPx8uVLBAYG5mGtCzaedyir3u1ITpHSkZzW01CUc7TN7McYpxT5qW38Po6NSIVRfo5Zotyi051S+bWxzA4qKshOnjyJ6tWro3r16gDedkJVr14dEyZMAAD4+/vj22+/xYQJE+Dp6Ynw8HBs375d47Flyn4875A27EgmKjjya9v4fWwrU2FRUGKWKCfl+et7L168wPXr15XPKY1lW1tblCxZEqNGjUJAQABq1qwJb29vzJ07N183lvmIPuV3jRs3TvfYDQoK4ut6RDri5MmTaNKkifJ51KhRAICAgACsWrUK/v7+iIyMxIQJE/Do0SN4enqyI1kHpfaqH1+LKngKW9uYKL9jzBJ9mDzvlGJjmYgo+/HGlVKwI7nge3d8y7SePOE5IH8obG1j/mBL+V1BjFmOm0y5SSWF/EiLiYmBlZUVoqOjtc4Q9KGPFb//9Wa2vEL+z1OopXdsFlZZjdm0btbycllqTz7kxDKeT3IWY1a7jMZsWsd0Vj6/q7CWra08+h/GrHYZidmMHGvaYjuz6xG9izGrXWbaxunFIyffoOyU0ZjV6TGliIiIiIiIiIioYMrz1/cobWn9epqVfERUeKX36zbPF0QFW2afuiLKa+8/0cHjkih3vdt2ZPxRTuGTUkRERERERERElOvYKUVERERERERERLmOr+8VcB86sHpWB3rn451E+VN2DerOcwBR/peZQdTfxVcBKafw9XOivMOJNSin8EkpIiIiIiIiIiLKdeyUIiIiIiIiIiKiXMdOKSIiIiIiIiIiynXslCIiIiIiIiIiolzHTikiIiIiIiIiIsp1nH2PckR6M3FldVa/9+X3cokKqpSYyeysfdqWaZvJK7uXZaZeRJR5ac3alJl4zMpnKhy0nd8zMkMY18v4eunJrvWoYNB2P5jZtKysk5PlaMM6fnjM8kkpIiIiIiIiIiLKdeyUIiIiIiIiIiKiXMdOKSIiIiIiIiIiynWFfkyplHcgY2JicqR8lstys1puSl6+W68uqzGbVv68XPZ+vtxelpU65/ay/PY9MGbVZTRm0/r3yspnlp22/FJ2bny/jFl1GYnZzMRzRs+9XE/310tPTq/HmNUuM23j9L7rD0nLrnJyoo6FaV91oY7vL0svZlVSyKP6v//+Q4kSJfK6GkSpunfvHlxcXPK6GjqDMUu6jjGrjjFLuo4xq44xS7qOMauOMUu6Lr2YLfSdUsnJyXjw4AEsLCyybYY1ouwgIoiNjYWzszP09PTyujo6gzFLuooxqx1jlnQVY1Y7xizpKsasdoxZ0lUZjdlC3ylFRERERERERES5j13MRERERERERESU69gpRUREREREREREuY6dUoVU48aNMXLkyDzZ9v79+6FSqRAVFZUn2yciIiIiIiKivMdOKcpR2jq/6tWrh4cPH8LKyipvKkVUSIWEhMDT0zOvq0FUIOXUjz38IYeIckJO/0DNcxdRxjBW2ClFWfTmzZssr2toaAhHR0fODkGUD61atQrW1tZ5XQ2ifCsvnlS+ffs2VCoVwsPDc3W7RKS7fvvtN3zzzTd5XQ2ifCshISGvq1BgsFOqEHj58iV69+4Nc3NzODk5Yfbs2WrLVSoVtmzZopZmbW2NVatWAfhfYzY0NBQ+Pj4wNjbGmjVr8PTpU3Tv3h3FixeHqakpqlatinXr1ill9OnTBwcOHMC8efOgUqmgUqlw+/Ztrb3BmzZtgru7O4yMjODm5qZRRzc3N0ydOhV9+/aFhYUFSpYsiaVLl2br90Sk63jxIyIiKhxEBImJiTlWvq2tLSwsLHKsfKIP0bhxYwwfPhxffPEFbG1t4ejoiJCQEADaf2iJioqCSqXC/v37Afzv6aMdO3agevXqMDExQdOmTfH48WNs27YNlSpVgqWlJT755BPExcVluE5BQUEYOXIkihUrBl9fXwDAgQMH4O3tDSMjIzg5OWHs2LFqsRsfH4/hw4fD3t4exsbGaNCgAU6cOKHsS5MmTQAANjY2UKlU6NOnz4d9efkQO6UKgTFjxuDAgQPYunUrdu7cif379yMsLCzT5YwdOxYjRozApUuX4Ovri9evX8PLywt//fUXzp8/j4EDB6JXr144fvw4AGDevHmoW7cuBgwYgIcPH+Lhw4coUaKERrmnTp2Cn58funXrhnPnziEkJATjx49XOsVSzJ49GzVr1sTp06cxZMgQDB48GFeuXMnSd0KkSzZu3IiqVavCxMQERYsWRfPmzfHy5Uv06dMHHTp0wJQpU+Ds7IwKFSoAAP777z90794dtra2MDMzQ82aNXHs2LEMb2/JkiUoUaIETE1N4efnh+joaADAwYMHYWBggEePHqnlHzlyJBo2bIj9+/cjMDAQ0dHRSkdzSgMhPj4en3/+OYoXLw4zMzPUrl1baRgAwJ07d9C+fXvY2NjAzMwM7u7u+Pvvvz/siyPKI+n92LNo0SKUK1cOxsbGcHBwQJcuXQCk/mNNRhw5cgTVqlWDsbEx6tSpg/Pnzyt1sbS0xMaNG9Xyb9myBWZmZoiNjUWpUqUAANWrV4dKpULjxo2VfMuXL0elSpVgbGyMihUrYtGiRcqyhIQEBAUFwcnJCcbGxnB1dcW0adMy+3VRIaaLN5bJycmYOXMmypYtCyMjI5QsWRJTpkxRlp87dw5NmzZVrskDBw7EixcvlOUp1+apU6fCwcEB1tbWmDRpEhITEzFmzBjY2trCxcUFK1euVNZJ2ddff/0V9erVg7GxMapUqYIDBw4oeVL2ddu2bfDy8oKRkREOHz6c5g3th3xH7z+1mdp5K+U7mzZtGkqVKgUTExN4eHhonHP+/vtvlC9fHiYmJmjSpEmGz21EqVm9ejXMzMxw7NgxzJw5E5MmTcKuXbsyVUZISAgWLFiAo0eP4t69e/Dz88PcuXOxdu1a/PXXX9i5cyfmz5+fqToZGhriyJEjWLx4Me7fv482bdqgVq1aOHPmDH744Qf8+OOPmDx5srLOF198gU2bNmH16tUICwtD2bJl4evri2fPnqFEiRLYtGkTAODKlSt4+PAh5s2bl6l9LBCECrTY2FgxNDSU9evXK2lPnz4VExMTGTFihIiIAJDNmzerrWdlZSUrV64UEZFbt24JAJk7d26622vbtq2MHj1a+ezj46NsJ8W+ffsEgDx//lxERD755BNp0aKFWp4xY8ZI5cqVlc+urq7Ss2dP5XNycrLY29vLDz/8kG6diHTZgwcPpEiRIjJnzhy5deuWnD17VhYuXCixsbESEBAg5ubm0qtXLzl//rycP39eYmNjpXTp0tKwYUM5dOiQXLt2TUJDQ+Xo0aPpbis4OFjMzMykadOmcvr0aTlw4ICULVtWPvnkEyVP+fLlZebMmcrnhIQEKVasmKxYsULi4+Nl7ty5YmlpKQ8fPpSHDx9KbGysiIj0799f6tWrJwcPHpTr16/LrFmzxMjISK5evSoib88NLVq0kLNnz8qNGzfkjz/+kAMHDmTzt0mUOwYPHiwlS5aU3bt3y9mzZ6Vdu3ZiYWEhI0aMkBMnToi+vr6sXbtWbt++LWFhYTJv3jwREYmKipK6devKgAEDlBhKTExMc1sp18xKlSrJzp07le25ublJQkKCiIgMGDBA2rRpo7beRx99JL179xYRkePHjwsA2b17tzx8+FCePn0qIiK//PKLODk5yaZNm+TmzZuyadMmsbW1lVWrVomIyKxZs6REiRJy8OBBuX37thw6dEjWrl2brd8lFWw+Pj5iaWkpISEhcvXqVVm9erWoVCrZuXOn0r48ffq0kv/58+cCQPbt2yci/zv+69SpI4cPH5awsDApW7as+Pj4SMuWLSUsLEwOHjwoRYsWlenTp2eoTl988YXY2NjIqlWr5Pr163Lo0CFZtmyZiIi8ePFCnJycpFOnTnLu3DnZs2ePlCpVSgICApT1AwICxMLCQoYOHSqXL1+WH3/8UQCIr6+vTJkyRa5evSrffPONGBgYyL1790Tkf21pFxcX2bhxo1y8eFH69+8vFhYW8uTJE7V9rVatmuzcuVOuX78uT58+leHDh4uzs7P8/fffcuHCBQkICBAbGxsljrP6Hb3bRk/rvCUiMnnyZKlYsaJs375dbty4IStXrhQjIyPZv3+/iIjcvXtXjIyMZNSoUXL58mX55ZdfxMHBQa29T5QZPj4+0qBBA7W0WrVqyZdffpmpc8fu3buVPNOmTRMAcuPGDSVt0KBB4uvrm+E6Va9eXS3tq6++kgoVKkhycrKStnDhQjE3N5ekpCR58eKFGBgYyJo1a5TlCQkJ4uzsrLS33783LozYKVXAhYeHCwC5c+eOWrqnp2emO6UOHz6slicxMVEmTZokVapUERsbGzEzM5MiRYpI165dlTwZ6ZSqXr26hISEqOXZsmWLGBgYKI11V1dXtRtlEZFq1arJxIkTM/pVEOmkU6dOCQC5ffu2xrKAgABxcHCQ+Ph4JW3JkiViYWGhNEYzIzg4WPT19eW///5T0rZt2yZ6enry8OFDERGZMWOGVKpUSVm+adMmMTc3lxcvXoiIyMqVK8XKykqt3Dt37oi+vr7cv39fLb1Zs2Yybtw4ERGpWrWqRpwT5Ufp/dizadMmsbS0lJiYGK3ra7supiXlmvnrr79qbC80NFRERI4dOyb6+vry4MEDERGJiIiQIkWKKDeM2hrwIiJlypTR6GT65ptvpG7duiIiMmzYMGnatKlaY5soM3TtxjImJkaMjIyUTqj3LV26VGxsbJRrnojIX3/9JXp6evLo0SMReXttdnV1laSkJCVPhQoVpGHDhsrnxMREMTMzk3Xr1onI/2Lw3U6hN2/eiIuLi8yYMUNtX7ds2aLkycwNbWa/o3fPRWmdt16/fi2mpqYaP37169dPunfvLiIi48aNU/sxWUTkyy+/LPQ32pR1Pj4+MmTIELW0jz76SAIDAzN17nj8+LGSZ8WKFWJqaqpW5oQJEzQ6mtKqU//+/dXSOnbsKH369FFLe/f++8yZM1rb+R06dJDAwEC1uhbmWOHrewSVSgURUUvTNpC5mZmZ2udZs2Zh3rx5+PLLL7Fv3z6Eh4fD19c3x8a9MTAwUPusUqmQnJycI9siyi0eHh5o1qwZqlatiq5du2LZsmV4/vy5srxq1aowNDRUPoeHh6N69eqwtbXN0vZKliyJ4sWLK5/r1q2L5ORk5VXYPn364Pr16/j3338BvB3Y3M/PTyP+33Xu3DkkJSWhfPnyMDc3V/4OHDiAGzduAACGDx+OyZMno379+ggODsbZs2ezVH+ivHbjxg0kJCSgdu3aSpqtra3yem2LFi3g6uqK0qVLo1evXlizZk2GXytKS926dTW2d+nSJQCAt7c33N3dsXr1agDAL7/8AldXVzRq1CjV8l6+fIkbN26gX79+anE7efJkJW779OmD8PBwVKhQAcOHD8fOnTs/eD+o8KlWrZraZycnJzx+/DjLZTg4OMDU1BSlS5dWS8tImZcuXUJ8fDyaNWuW6nIPDw+1a179+vXVrpMA4O7uDj29/91GOTg4oGrVqspnfX19FC1aVKNO78ZxkSJFULNmTSWOU9SsWVP5/xs3buDNmzeoX7++kmZgYABvb2+N9T7kO0rrvHX9+nXExcWhRYsWaueKn376STlXXLp0Se2c+P6+EmVFavd+KbH37v1rapNwvVuGSqX64PvJtNrDlHXslCrgypQpAwMDA7XxZp4/f46rV68qn+3s7PDw4UPl87Vr1zLUgD5y5Ag+/vhj9OzZEx4eHihdurRaucDbmfaSkpLSLKdSpUo4cuSIRtnly5eHvr5+uvUgys/09fWxa9cubNu2DZUrV8b8+fNRoUIF3Lp1C4Dmxc/ExCRH62Nvb4/27dtj5cqViIiIwLZt29C3b98013nx4gX09fVx6tQphIeHK3+XLl1S3ovv378/bt68iV69euHcuXOoWbNmpt7hJ8ovLCwsEBYWhnXr1sHJyQkTJkyAh4dHjk/13L9/f2UsxpUrVyIwMDDNWW5TxshZtmyZWtyeP39e6ZSuUaMGbt26hW+++QavXr2Cn5+f2jgzRBmhSzeW2XUN1bb97PrxNKs3vR/yHaV13ko5V/z1119q54qLFy9qjCtFlBvs7OwAQO3+Na9ml61UqRL++ecftfPYkSNHYGFhARcXF5QpU0YZgyrFmzdvcOLECVSuXBkAlB+f07tnLsjYKVXAmZubo1+/fhgzZgz27t2L8+fPo0+fPmq/7jRt2hQLFizA6dOncfLkSXz66acaFzJtypUrh127duHo0aO4dOkSBg0ahIiICLU8bm5uOHbsGG7fvo0nT55ovRiOHj0ae/bswTfffIOrV69i9erVWLBgAT7//PMP/wKI8gGVSoX69etj4sSJOH36NAwNDbF582ateatVq4bw8HA8e/YsS9u6e/cuHjx4oHz+999/oaenpzzlAby9uQ0NDcXSpUtRpkwZtV9otXU0V69eHUlJSXj8+DHKli2r9ufo6KjkK1GiBD799FP89ttvGD16NJYtW5alfSDKSxn5sadIkSJo3rw5Zs6cibNnz+L27dvYu3cvgIz9WKNNSkfRu9urVKmSktazZ0/cuXMH33//PS5evIiAgABlmbYGr4ODA5ydnXHz5k2NuE0ZGB0ALC0t4e/vj2XLliE0NBSbNm3K8vmH6F15cWNZrlw5mJiYYM+ePVqXV6pUCWfOnMHLly+VtCNHjmhcJ7Pq3ThOTEzEqVOn1OL4fRm5oc0uqZ23KleuDCMjI9y9e1fjXJEygVGlSpWUiY607StRdjIxMUGdOnUwffp0XLp0CQcOHMD//d//5UldhgwZgnv37mHYsGG4fPkytm7diuDgYIwaNQp6enowMzPD4MGDMWbMGGzfvh0XL17EgAEDEBcXh379+gEAXF1doVKp8OeffyIyMlJtYoXCokheV4By3qxZs/DixQu0b98eFhYWGD16tDLbFvB2VrvAwEA0bNgQzs7OmDdvHk6dOpVuuf/3f/+HmzdvwtfXF6amphg4cCA6dOigVvbnn3+OgIAAVK5cGa9evVKe/nhXjRo1sH79ekyYMAHffPMNnJycMGnSpEI5HSYVPseOHcOePXvQsmVL2Nvb49ixY4iMjESlSpW0vuLWvXt3TJ06FR06dMC0adPg5OSE06dPw9nZOUOPyhsbGyMgIADffvstYmJiMHz4cPj5+al1Hvn6+sLS0hKTJ0/GpEmT1NZ3c3PDixcvsGfPHnh4eMDU1BTly5dHjx490Lt3b8yePRvVq1dHZGQk9uzZg2rVqqFt27YYOXIkWrdujfLly+P58+fYt29fmg1xIl317o89RYsWhb29Pb7++mvlx54///wTN2/eRKNGjWBjY4O///4bycnJyg3tuz/WmJubw9bWVu2HotRMmjQJRYsWhYODA77++msUK1YMHTp0UJbb2NigU6dOGDNmDFq2bAkXFxdlmb29PUxMTLB9+3a4uLjA2NgYVlZWmDhxIoYPHw4rKyu0atUK8fHxOHnyJJ4/f45Ro0Zhzpw5cHJyQvXq1aGnp4cNGzbA0dER1tbW2fqdUuH07o1lqVKl8Pjx4xy/sTQ2NsaXX36JL774AoaGhqhfvz4iIyNx4cIF9OvXDz169EBwcDACAgIQEhKCyMhIDBs2DL169YKDg8MHb3/hwoUoV64cKlWqhO+++w7Pnz9P82nkd29obW1tUbJkScycOVPthjY7pHXesrCwwOeff47PPvsMycnJaNCgAaKjo3HkyBFYWloiICAAn376KWbPno0xY8agf//+OHXqlMYs2kTZacWKFejXrx+8vLxQoUIFzJw5Ey1btsz1ehQvXhx///03xowZAw8PD9ja2qJfv35q57Lp06cjOTkZvXr1QmxsLGrWrIkdO3bAxsZGKWPixIkYO3YsAgMD0bt378IXP3k7pBURUeF28eJF8fX1FTs7OzEyMpLy5cvL/PnzReTtYKoff/yxxjq3b9+Wzp07i6WlpZiamkrNmjXl2LFj6W4rODhYPDw8ZNGiReLs7CzGxsbSpUsXefbsmUbe8ePHqw2c/K5PP/1UihYtKgAkODhYRN4OvDphwgRxc3MTAwMDcXJyko4dO8rZs2dFRCQoKEjKlCkjRkZGYmdnJ7169VJmHCLKb2JjY6Vnz55iamoqDg4OMnPmTGXQ4EOHDomPj4/Y2NiIiYmJVKtWTRmQXETkypUrUqdOHTExMREAcuvWrTS3lTIA6h9//CHu7u5iaGgo3t7ecubMGY28e/bsEQBqg7CnWLZsmZQoUUL09PTEx8dHSV+zZo14enqKoaGh2NjYSKNGjeS3334TkbeDPnt6eoqZmZlYWlpKs2bNJCwsLGtfGhVK2gb2//jjj5XZ7C5evCh169YVExMT8fT0lJ07d2odrPjdAYC1TbiRcn3LiKSkJJk8ebK4urqKgYGBlCxZUqZOnaosP3v2rDRp0kSMjY3F1tZWBgwYoMw0K6L92qxtP11dXeW7774Tkf8NdL527Vrx9vYWQ0NDqVy5suzdu1fJn9pgx69evZJhw4ZJsWLFxMjISOrXry/Hjx9Pc72MfEfv1jm981ZycrLMnTtXKlSoIAYGBmJnZye+vr5qs+j+8ccfUrZsWTEyMpKGDRvKihUrCv3gzUSUMSqR90a4JiKiQq9fv36IjIzE77//ntdVIaIM+vnnn/HZZ5/hwYMHahMkEFHeun37NkqVKoXTp0/D09Mzr6tDRKRT+PoeEREpoqOjce7cOaxdu5YdUkT5RFxcHB4+fIjp06dj0KBB7JAiIiLKhLt376Y5TtvFixdRsmTJXKxR4cJOKSKiAsLd3R137tzRumzJkiXo0aNHumV8/PHHOH78OD799FO0aNEiu6tIRO/59NNP8csvv2hd1rNnTyxevDjdMmbOnIkpU6agUaNGGDduXHZXkSjf4I0lEWWFs7NzmhMtODs7515lCiG+vkdEVEDcuXMn1em0HRwcYGFhkcs1IqL0PH78GDExMVqXWVpawt7ePpdrRJR/JSYm4vbt26kud3NzQ5Ei/E2eiEiXsFOKiIiIiIiIiIhyXfpzEBMREREREREREWUzdkoREREREREREVGuY6cUERERERERERHlOnZKERERERERERFRrmOnFBERERERERER5Tp2ShERERERERERUa5jpxQREREREREREeU6dkoREREREREREVGuY6cUERERERERERHlOnZKERERERERERFRrmOnFBERERERERER5Tp2ShERERERERERUa5jpxQREREREREREeU6dkoRERFRgRMSEgKVSpUr21q1ahVUKhVOnjyZK9sj0jWMNyIiyip2SpFOevDgAUJCQhAeHp7XVSGiXHLx4kWEhITg9u3beV0VKoTy43Vn6tSp2LJlS15XI0csWrQIq1atyutqUA5hvJE2/I6JCid2SpFOevDgASZOnJivGitE9GEuXryIiRMnslOK8kR+vO4U5Bs4dkoVbIw30obfMVHhxE4pIiIdFRcXl9dVICIiojzw8uXLvK4CUYGXWpwlJyfj9evXuVybwoudUoXc/fv30a9fPzg7O8PIyAilSpXC4MGDkZCQAAC4efMmunbtCltbW5iamqJOnTr466+/1MpIebf//acb9u/fD5VKhf379ytpjRs3RpUqVXDx4kU0adIEpqamKF68OGbOnKm2Xq1atQAAgYGBUKlUUKlU/MWU8rXY2FiMHDkSbm5uMDIygr29PVq0aIGwsDAA/4uNU6dOoVGjRjA1NcVXX32Fdu3aoXTp0lrLrFu3LmrWrJmpely+fBl+fn6ws7ODiYkJKlSogK+//lotz+nTp9G6dWtYWlrC3NwczZo1w7///quWJ7XxQ7SdD9zc3NCuXTscPnwY3t7eMDY2RunSpfHTTz+prde1a1cAQJMmTZS4f/f8QZSaw4cPo1atWjA2NkaZMmWwZMkSjTy7du1CgwYNYG1tDXNzc1SoUAFfffUVgOy77sTHx2PUqFGws7ODmZkZOnbsiMjISI18ixYtgru7O4yMjODs7IyhQ4ciKipKLc+1a9fQuXNnODo6wtjYGC4uLujWrRuio6MBACqVCi9fvsTq1auV+vbp0yfDdU1OTsa8efNQtWpVGBsbw87ODq1atVIbpycxMRHffPMNypQpAyMjI7i5ueGrr75CfHy8WlkqlQohISEa23Bzc1OrU8r54ciRI2l+T25ubrhw4QIOHDig7Fvjxo0zvG+UsxhvmY+3X3/9FV5eXrCwsIClpSWqVq2KefPmKctTYuPAgQMYMmQI7O3t4eLigo0bNyrp71uyZAlUKhXOnz+f4Xq8fv0aISEhKF++PIyNjeHk5IROnTrhxo0bSp6XL19i9OjRKFGiBIyMjFChQgV8++23EBElz+3bt1P9N3v/fJDSXrh+/Tr69OkDa2trWFlZITAwUO3Htw/9jkm3ZKQtGRUVhc8++0xpG7u4uKB379548uSJkie9Y1bb/Sag/Rjt06cPzM3NcePGDbRp0wYWFhbo0aMHgLfHX1BQENasWaOcL7Zv3w7g7f1y37594eDgACMjI7i7u2PFihVq20upx/r16zFlyhS4uLjA2NgYzZo1w/Xr1zW+n2PHjqFNmzawsbGBmZkZqlWrpnZOAN622bt06QJbW1sYGxujZs2a+P3339XyvHnzBhMnTkS5cuVgbGyMokWLokGDBti1a1cG/pV0R5G8rgDlnQcPHsDb2xtRUVEYOHAgKlasiPv372Pjxo2Ii4vD8+fPUa9ePcTFxWH48OEoWrQoVq9ejY8++ggbN25Ex44ds7Td58+fo1WrVujUqRP8/PywceNGfPnll6hatSpat26NSpUqYdKkSZgwYQIGDhyIhg0bAgDq1auXnbtPlKs+/fRTbNy4EUFBQahcuTKePn2Kw4cP49KlS6hRowYA4OnTp2jdujW6deuGnj17wsHBAV5eXujduzdOnDihNOIB4M6dO/j3338xa9asDNfh7NmzaNiwIQwMDDBw4EC4ubnhxo0b+OOPPzBlyhQAwIULF9CwYUNYWlriiy++gIGBAZYsWYLGjRvjwIEDqF27dpb2//r16+jSpQv69euHgIAArFixAn369IGXlxfc3d3RqFEjDB8+HN9//z2++uorVKpUCQCU/xKl5ty5c2jZsiXs7OwQEhKCxMREBAcHw8HBQclz4cIFtGvXDtWqVcOkSZNgZGSE69ev48iRIwCQbdedYcOGwcbGBsHBwbh9+zbmzp2LoKAghIaGKnlCQkIwceJENG/eHIMHD8aVK1fwww8/4MSJEzhy5AgMDAyQkJAAX19fxMfHY9iwYXB0dMT9+/fx559/IioqClZWVvj555/Rv39/eHt7Y+DAgQCAMmXKZLiu/fr1w6pVq9C6dWv0798fiYmJOHToEP7991+ls7t///5YvXo1unTpgtGjR+PYsWOYNm0aLl26hM2bN2fqu8nM9zR37lwMGzYM5ubmSqf5u/+elHcYb5mPt127dqF79+5o1qwZZsyYAQC4dOkSjhw5ghEjRqjlHTJkCOzs7DBhwgS8fPkSbdu2hbm5OdavXw8fHx+1vKGhoXB3d0eVKlUyVI+kpCS0a9cOe/bsQbdu3TBixAjExsZi165dOH/+PMqUKQMRwUcffYR9+/ahX79+8PT0xI4dOzBmzBjcv38f3333XYa2pY2fnx9KlSqFadOmISwsDMuXL4e9vb3ynXzoOY10R0baki9evEDDhg1x6dIl9O3bFzVq1MCTJ0/w+++/47///kOxYsUydMxmVmJiInx9fdGgQQN8++23MDU1VZbt3bsX69evR1BQEIoVKwY3NzdERESgTp06SqeVnZ0dtm3bhn79+iEmJgYjR45UK3/69OnQ09PD559/jujoaMycORM9evTAsWPHlDy7du1Cu3bt4OTkhBEjRsDR0RGXLl3Cn3/+qZwTLly4gPr166N48eIYO3YszMzMsH79enTo0AGbNm1S7sNDQkIwbdo0JXZiYmJw8uRJhIWFoUWLFln418sjQoVW7969RU9PT06cOKGxLDk5WUaOHCkA5NChQ0p6bGyslCpVStzc3CQpKUlERFauXCkA5NatW2pl7Nu3TwDIvn37lDQfHx8BID/99JOSFh8fL46OjtK5c2cl7cSJEwJAVq5cmT07S5THrKysZOjQoakuT4mNxYsXq6VHR0eLkZGRjB49Wi195syZolKp5M6dOxmuQ6NGjcTCwkJjneTkZOX/O3ToIIaGhnLjxg0l7cGDB2JhYSGNGjVS0oKDg0XbJUTb+cDV1VUAyMGDB5W0x48fa+zXhg0bNM4ZROnp0KGDGBsbqx3XFy9eFH19feUY/e677wSAREZGplrOh1x3Uo775s2bq8XTZ599Jvr6+hIVFSUib497Q0NDadmypXINFRFZsGCBAJAVK1aIiMjp06cFgGzYsCHN7ZqZmUlAQECm67t3714BIMOHD9dYllL/8PBwASD9+/dXW/75558LANm7d6+SBkCCg4M1ynJ1dVWrX0a/JxERd3d38fHxyfS+Uc5ivAVkur4jRowQS0tLSUxMTHefGjRooJGve/fuYm9vr5b+8OFD0dPTk0mTJmW4HitWrBAAMmfOHI1lKd/jli1bBIBMnjxZbXmXLl1EpVLJ9evXRUTk1q1bqf77vX8+SGkv9O3bVy1fx44dpWjRomppWf2OSbdkpC05YcIEASC//fabxvopx2NGjllt95si2o/RgIAAASBjx47VKA+A6OnpyYULF9TS+/XrJ05OTvLkyRO19G7duomVlZXExcWp1aNSpUoSHx+v5Js3b54AkHPnzomISGJiopQqVUpcXV3l+fPnWvdJRKRZs2ZStWpVef36tdryevXqSbly5ZQ0Dw8Padu2rcb+5Dd8fa+QSk5OxpYtW9C+fXutr/+oVCr8/fff8Pb2RoMGDZR0c3NzDBw4ELdv38bFixeztG1zc3P07NlT+WxoaAhvb2/cvHkzS+UR5QfW1tY4duwYHjx4kGoeIyMjBAYGqqVZWlqidevWWL9+vdqj86GhoahTpw5KliyZoe1HRkbi4MGD6Nu3r8Y6Ka/hJSUlYefOnejQoYPaK4NOTk745JNPcPjwYcTExGRoe++rXLmy8ms4ANjZ2aFChQqMe/ogSUlJ2LFjBzp06KB2XFeqVAm+vr7KZ2trawDA1q1bkZycnGP1GThwoNprrQ0bNkRSUhLu3LkDANi9ezcSEhIwcuRI6On9rwk2YMAAWFpaKq/HW1lZAQB27NiRI2PLbdq0CSqVCsHBwRrLUur/999/AwBGjRqltnz06NEAoPEqf2ak9z2RbmK8ZY21tTVevnyZoddpBgwYAH19fbU0f39/PH78WO31pI0bNyI5ORn+/v4ZrsemTZtQrFgxDBs2TGPZu3Gvr6+P4cOHqy0fPXo0RATbtm3L8Pbe9+mnn6p9btiwIZ4+fZrldgXppoy2JTdt2gQPDw+tb96kHI8ZOWazYvDgwVrTfXx8ULlyZeWziGDTpk1o3749RARPnjxR/nx9fREdHa0Mw5EiMDAQhoaGyueUtm9Ke/f06dO4desWRo4cqZwr39+nZ8+eYe/evfDz80NsbKyyzadPn8LX1xfXrl3D/fv3Abw9v1y4cAHXrl3L8vehC9gpVUhFRkYiJiYmzUd+79y5gwoVKmikp7xOk9XGo4uLi8aJxMbGBs+fP89SeUT5wcyZM3H+/HmUKFEC3t7eCAkJ0eiQKV68uNqFLIW/vz/u3buHf/75BwBw48YNnDp1KlON0ZRtpRXzkZGRiIuLSzXuk5OTce/evQxv813aOs8Y9/ShIiMj8erVK5QrV05j2bvHsb+/P+rXr4/+/fvDwcEB3bp1w/r167P9hvn949zGxgYAlOM85br5fowZGhqidOnSyvJSpUph1KhRWL58OYoVKwZfX18sXLhQGd/mQ924cQPOzs6wtbVNNc+dO3egp6eHsmXLqqU7OjrC2tr6gzqQ0vueSDcx3rJmyJAhKF++PFq3bg0XFxf07dtXGavmfaVKldJIa9WqFaysrNReSwwNDYWnpyfKly+f4XrcuHEDFSpUQJEiqY/ecufOHTg7O8PCwkIt/UPb/gDjvrDIaFvyxo0b6b56mpFjNrOKFCkCFxcXrcvej7/IyEhERUVh6dKlsLOzU/tL+RH58ePHauukd5ynjIWV1r5fv34dIoLx48drbDflx6SU7U6aNAlRUVEoX748qlatijFjxuDs2bMZ+i50CTul6IOl1lOdlJSkNf39X4BSvPsUCFFB4+fnh5s3b2L+/PlwdnbGrFmz4O7urvaro4mJidZ127dvD1NTU6xfvx4AsH79eujp6SkDg+cFxj3lJyYmJjh48CB2796NXr164ezZs/D390eLFi1SPWazIjuP89mzZ+Ps2bP46quv8OrVKwwfPhzu7u7477//PrSamfIhv0bzfFA4Md7U2dvbIzw8HL///rsyXlPr1q0REBCgkVdbO8DIyAgdOnTA5s2bkZiYiPv37+PIkSOZ+mEqu2W2DQAw7ilnZPZYNDIyUnty8l3vx19KR3rPnj2xa9curX/169dXWyc7jvOU7X7++eepbjflB6NGjRrhxo0bWLFiBapUqYLly5ejRo0aWL58eYa3pwvYKVVI2dnZwdLSMs0ZO1xdXXHlyhWN9MuXLyvLgf/1AL8/k8mH/JryIY1gIl3l5OSEIUOGYMuWLbh16xaKFi2qDDCeFjMzM7Rr1w4bNmxAcnIyQkND0bBhQzg7O2d42ymPUKcV83Z2djA1NU017vX09FCiRAkAjHvSDSmzSGp7bP3941hPTw/NmjXDnDlzcPHiRUyZMgV79+7Fvn37AOTO8Zdy3Xy/bgkJCbh165ayPEXVqlXxf//3fzh48CAOHTqE+/fvY/HixcryrNa5TJkyePDgAZ49e5ZmXZOTkzW+24iICERFRanV1cbGRuNckJCQgIcPH2apfgDPB7qI8Zb1OhsaGqJ9+/ZYtGgRbty4gUGDBuGnn37SOiuXNv7+/njy5An27NmDDRs2QEQy3SlVpkwZXLlyBW/evEk1j6urKx48eIDY2Fi19Nxo+wOM+4Igo23JMmXKpDtzZEaO2Zw6FoG3+2JhYYGkpCQ0b95c65+9vX2mykwZnD2tfU9psxsYGKS63XefZrS1tUVgYCDWrVuHe/fuoVq1alpnxNVl7JQqpPT09NChQwf88ccfatM/pxARtGnTBsePH1deGQLeThO7dOlSuLm5Ke/cpgTXwYMHlXxJSUlYunRplutnZmYGQPMEQ5QfJSUlabwGYG9vD2dnZ42p1VPj7++PBw8eYPny5Thz5kymG6N2dnZo1KgRVqxYgbt376otS/n1Rl9fHy1btsTWrVtx+/ZtZXlERATWrl2LBg0awNLSEoD2uE+ZyjmrGPeUWfr6+vD19cWWLVvUjutLly5hx44dymdtnS+enp4AoMRgbhx/zZs3h6GhIb7//nu1X01//PFHREdHo23btgCAmJgYJCYmqq1btWpV6OnpqZ0zzMzMslTfzp07Q0QwceJEjWUp9WrTpg2AtzPhvWvOnDkAoNQVeHs+ePdcAABLly79oKdisrpvlHMYb1k7Jp8+far2WU9PD9WqVQOADLcBmjdvDltbW4SGhiI0NBTe3t5aX/VLS+fOnfHkyRMsWLBAY9m7cZ+UlKSR57vvvoNKpULr1q0BvB3vslixYhpxv2jRokzV6X2M+/wvo23Jzp0748yZM1pnck05HjNyzLq6ukJfXz/bj8WUfencuTM2bdqktRMpMjIy02XWqFEDpUqVwty5czWO9ZR9sre3R+PGjbFkyRKtP+68u933zy/m5uYoW7Zshs8tuiL7XtCkfGfq1KnYuXMnfHx8MHDgQFSqVAkPHz7Ehg0bcPjwYYwdOxbr1q1D69atMXz4cNja2mL16tW4desWNm3apDz66O7ujjp16mDcuHF49uwZbG1t8euvv2pc4DOjTJkysLa2xuLFi2FhYQEzMzPUrl070xdgIl0QGxsLFxcXdOnSBR4eHjA3N8fu3btx4sQJzJ49O0NltGnTBhYWFvj888+Vi2Rmff/992jQoAFq1KiBgQMHolSpUrh9+zb++usvhIeHAwAmT56MXbt2oUGDBhgyZAiKFCmCJUuWID4+HjNnzlTKatmyJUqWLIl+/fphzJgx0NfXx4oVK2BnZ6fR6ZVRnp6e0NfXx4wZMxAdHQ0jIyM0bdo0079CUeEyceJEbN++HQ0bNsSQIUOQmJiI+fPnw93dXRlXYdKkSTh48CDatm0LV1dXPH78GIsWLYKLi4symUduXHfs7Owwbtw4TJw4Ea1atcJHH32EK1euYNGiRahVq5YyCcjevXsRFBSErl27onz58khMTMTPP/+sEfteXl7YvXs35syZA2dnZ5QqVQq1a9dOtx5NmjRBr1698P333+PatWto1aoVkpOTcejQITRp0gRBQUHw8PBAQEAAli5diqioKPj4+OD48eNYvXo1OnTogCZNmijl9e/fH59++ik6d+6MFi1a4MyZM9ixYweKFSuW5e/Ky8sLP/zwAyZPnoyyZcvC3t4eTZs2zXJ5lD0Yb5mPt/79++PZs2do2rQpXFxccOfOHcyfPx+enp7KWE3pMTAwQKdOnfDrr7/i5cuX+PbbbzP9ffTu3Rs//fQTRo0ahePHj6Nhw4Z4+fIldu/ejSFDhuDjjz9G+/bt0aRJE3z99de4ffs2PDw8sHPnTmzduhUjR45UfpBK2a/p06ejf//+qFmzJg4ePIirV69mul7vyup3TLolI23JMWPGYOPGjejatSv69u0LLy8vPHv2DL///jsWL14MDw+PDB2zVlZW6Nq1K+bPnw+VSoUyZcrgzz//1BjrKaumT5+Offv2oXbt2hgwYAAqV66MZ8+eISwsDLt3707ziWNt9PT08MMPP6B9+/bw9PREYGAgnJyccPnyZVy4cEHp4F+4cCEaNGiAqlWrYsCAAShdujQiIiLwzz//4L///sOZM2cAvJ1IqHHjxvDy8oKtrS1OnjyJjRs3IigoKFv2P9fk4kx/pIPu3LkjvXv3Fjs7OzEyMpLSpUvL0KFDlaksb9y4IV26dBFra2sxNjYWb29v+fPPPzXKuXHjhjRv3lyMjIzEwcFBvvrqK9m1a5fGFJ0+Pj7i7u6usX5AQIC4urqqpW3dulUqV64sRYoUyfK0wUS6ID4+XsaMGSMeHh5iYWEhZmZm4uHhIYsWLVLypBYb7+rRo4cyDXZWnT9/Xjp27KjEdIUKFWT8+PFqecLCwsTX11fMzc3F1NRUmjRpIkePHtUo69SpU1K7dm0xNDSUkiVLypw5c5RprW/duqXkc3V11TpdrY+Pj8aU78uWLZPSpUsr04u/P8UvkTYHDhwQLy8vMTQ0lNKlS8vixYuVachFRPbs2SMff/yxODs7i6GhoTg7O0v37t3l6tWrauVk9bqTctyfOHFCLT21qaoXLFggFStWFAMDA3FwcJDBgwerTQ198+ZN6du3r5QpU0aMjY3F1tZWmjRpIrt371Yr5/Lly9KoUSMxMTERAJmaSj0xMVFmzZolFStWFENDQ7Gzs5PWrVvLqVOnlDxv3ryRiRMnSqlSpcTAwEBKlCgh48aNU5uiWkQkKSlJvvzySylWrJiYmpqKr6+vXL9+XVxdXdXqlJnv6dGjR9K2bVuxsLAQABrnCso7jLfMxdvGjRulZcuWYm9vr1wvBw0aJA8fPkx3n96V0q5WqVRy7969DG37fXFxcfL1118rMe3o6ChdunSRGzduKHliY2Pls88+E2dnZzEwMJBy5crJrFmz1KarTymrX79+YmVlJRYWFuLn5yePHz8WABIcHKzkSzk2IiMj1dbX1l74kHMa6ZaMtCWfPn0qQUFBUrx4cTE0NBQXFxcJCAiQJ0+eKHkycsxGRkZK586dxdTUVGxsbGTQoEFy/vx5jfNKQECAmJmZaa0vABk6dKjWZRERETJ06FApUaKEUodmzZrJ0qVLlTwp558NGzaorXvr1i2t57fDhw9LixYtlPuCatWqyfz589Xy3LhxQ3r37i2Ojo5iYGAgxYsXl3bt2snGjRuVPJMnTxZvb2+xtrYWExMTqVixokyZMkUSEhK07ouuUolwdDkiIiIiIiIiIspdHFOKiIiIiIiIiIhyHceUIiLK56Kjo/Hq1as08zg6OuZSbYgKjlevXmlMUvA+W1tbGBoa5lKN0paUlJTuwKvm5uYwNzfPpRoRZRzjLWsSEhLSHdfGyspKY7p7IiJdwU4pIqJ8bsSIEenOesc3tYkyLzQ0FIGBgWnm2bdvHxo3bpw7FUrHvXv30h0oOjg4ON9NFU2FA+Mta44ePao28YA2K1euRJ8+fXK0HkREWcUxpYiI8rmLFy/iwYMHaeZp3rx5LtWGqOB4+PAhLly4kGYeLy8v2NjY5FKN0vb69WscPnw4zTylS5dG6dKlc6lGRBnHeMua58+f49SpU2nmcXd3h5OTU47Wg4goq9gpRUREREREREREuY4DnRMRERERERERUa5jpxR9kFWrVkGlUuH27dt5XRWdqguRrtKlONGluhDpqpCQEKhUqryuBgDdqguRrtKlONGluhDpqj59+sDNzS2vqwFAt+qSm9gplY/s378fKpVK69+///6rlnfnzp3o168fqlSpAn19/VQP7suXL+OLL76Ap6cnLCws4OTkhLZt2+LkyZO5sEdEBRtjlih/OXHiBIKCguDu7g4zMzOULFkSfn5+uHr1qkbePn36aI3tihUrai37xo0b+OSTT2Bvbw8TExOUK1cOX3/9dU7vElGBxpglyt+mTJkClUqFKlWqaCxr3Lix1pht1aqVRt5Tp06hVatWsLS0hIWFBVq2bInw8PBc2APKDpx9Lx8aPnw4atWqpZZWtmxZtc9r165FaGgoatSoAWdn51TLWr58OX788Ud07twZQ4YMQXR0NJYsWYI6depg+/btHByZKBswZonyhxkzZuDIkSPo2rUrqlWrhkePHmHBggWoUaMG/v33X41Gs5GREZYvX66WZmVlpVFueHg4GjdujOLFi2P06NEoWrQo7t69i3v37uXo/hAVdIxZovzrv//+w9SpU2FmZpZqHhcXF0ybNk0t7f12clhYGBo0aIASJUogODgYycnJWLRoEXx8fHD8+HFUqFAhR+pP2YedUvlQw4YN0aVLlzTzTJ06FcuWLYOBgQHatWuH8+fPa83XvXt3hISEwNzcXEnr27cvKlWqhJCQEN7gEmUDxixR/jBq1CisXbsWhoaGSpq/vz+qVq2K6dOn45dfflHLX6RIEfTs2TPNMpOTk9GrVy9UrFgR+/btg4mJSY7UnagwYswS5V+ff/456tSpg6SkJDx58kRrHisrq3Rjdvz48TAxMcE///yDokWLAgB69uyJ8uXL46uvvsKmTZuyve6Uvfj6Xj4VGxuLxMTEVJc7OzvDwMAg3XK8vLzUbm4BoGjRomjYsCEuXbqU5fpt27YNDRs2hJmZGSwsLNC2bVu1aX6//fZbqFQq3LlzR2PdcePGwdDQEM+fP1fSjh07hlatWsHKygqmpqbw8fHBkSNH0q3HyZMn4evri2LFisHExASlSpVC3759s7xfRFnFmGXMku6rV6+e2s0tAJQrVw7u7u6pxldSUhJiYmJSLXPnzp04f/48goODYWJigri4OCQlJX1wXX/55Rd4eXnBxMQEtra26Natm9pTHEFBQTA3N0dcXJzGut27d4ejo6NaPdI7B6Rm165daNCgAaytrWFubo4KFSrgq6+++uD9I8oIxixjlvKngwcPYuPGjZg7d266eRMTE/HixYtUlx86dAjNmzdXOqQAwMnJCT4+Pvjzzz/TXDc1ycnJmDt3Ltzd3WFsbAwHBwcMGjRIra3brl07lC5dWuv6devWRc2aNdXS0jsHpObXX3+Fl5cXLCwsYGlpiapVq2LevHmZ3iddxk6pfCgwMBCWlpYwNjZGkyZNcmQsmUePHqFYsWJZWvfnn39G27ZtYW5ujhkzZmD8+PG4ePEiGjRooAxo7OfnB5VKhfXr12usv379erRs2RI2NjYAgL1796JRo0aIiYlBcHAwpk6diqioKDRt2hTHjx9PtR6PHz9Gy5Ytcfv2bYwdOxbz589Hjx49NMbyIcppjFnGLOVfIoKIiAit8RUXFwdLS0tYWVnB1tYWQ4cO1Wj87t69G8Db14Zq1qwJMzMzmJqaolu3bnj27FmW6jRlyhT07t0b5cqVw5w5czBy5Ejs2bMHjRo1QlRUFIC3T4u8fPkSf/31l0ad//jjD3Tp0gX6+voAMnYO0ObChQto164d4uPjMWnSJMyePRsfffRRhjqgiXIKY/Z2qvVgzJIuSEpKwrBhw9C/f39UrVo1zbxXr15VOl4dHR0xfvx4vHnzRi1PfHy81icaTU1NkZCQkOrbB2kZNGgQxowZg/r162PevHkIDAzEmjVr4Ovrq2zf398ft27dwokTJ9TWvXPnDv79919069ZNScvIOUCbXbt2oXv37rCxscGMGTMwffp0NG7cuODFrFC+ceTIEencubP8+OOPsnXrVpk2bZoULVpUjI2NJSwsLNX12rZtK66urhnezsGDB0WlUsn48ePTzbty5UoBILdu3RIRkdjYWLG2tpYBAwao5Xv06JFYWVmppdetW1e8vLzU8h0/flwAyE8//SQiIsnJyVKuXDnx9fWV5ORkJV9cXJyUKlVKWrRokWpdNm/eLADkxIkTGd53ouzEmGXMUv73888/CwD58ccf1dLHjh0rX375pYSGhsq6deskICBAAEj9+vXlzZs3Sr6PPvpIAEjRokWlR48esnHjRhk/frwUKVJE6tWrpxYn2gQHB8u7zbXbt2+Lvr6+TJkyRS3fuXPnpEiRIkp6cnKyFC9eXDp37qyWb/369QJADh48KCKZOwe8X5fvvvtOAEhkZGSa+0CUmxizjFnSbQsWLBArKyt5/PixiIj4+PiIu7u7Rr6+fftKSEiIbNq0SX766SclNv38/NTyVa1aVcqXLy+JiYlKWnx8vJQsWVIAyMaNG9OsT0BAgFq7+9ChQwJA1qxZo5Zv+/btaunR0dFiZGQko0ePVss3c+ZMUalUcufOHRHJ+DlAW11GjBghlpaWavtWELFTKp+7du2amJiYiK+vb6p5MnODGxERIS4uLlK6dGmJjY1NN//7N5W//fabAJC9e/dKZGSk2l/Lli2lbNmyyrpz584VAHL9+nUlbfTo0WJkZCTR0dEiIhIWFiYAZPXq1Rrl9e/fX4yMjCQpKUlrXfbt2ycAJDg4WBISEjK0/0Q5jTHLmKX849KlS2JpaSl169bNUINwypQpAkDWrVunpDVt2lQASKtWrdTyTps2TQDIrl270izz/ZvKOXPmiEqlkmvXrmnEWKVKlaR58+ZK3pEjR4qJiYnauaFz585SvHhx5cY6M+eA9+uSEsPLly9X4pooLzFmGbOk2548eSK2trby7bffKmmpdUppM2DAAAEg//zzj5L2ww8/CAAJCAiQCxcuyLlz58Tf318MDAwEgPz8889plvl+R9Dw4cOVTrP3Y8zc3Fz6/7/27j4uqjL/H/9rBmEAZUgkQBIkcTUxBUPB27yJVFops9TcMrSyMlBbNtuo/XhTKbtZRmvT+pUe3uyuFdkudmfaShZl3mJo3qGUGquC99ylUMz794e/OcvAADMw9/N6Ph7zeDDnXHOdaw7ndebMNedc57HHlLITJ06UiIgIo87q+Ph4GTJkiPLckn1A47YsXLhQvLy85LPPPjNr/bgqdkq5gQceeEB8fHya/fA19wtudXW1DBo0SAIDA+X77783a9mNv1T+5S9/EQDNPrRarfLa06dPi1qtNvqFKDIyUiZOnKiUyc3NbbE+AHLp0iWTbdHr9XLfffcpy7377rtl9erVcu3aNbPeG5GtMLPMLDm/s2fPSo8ePSQiIkJOnz5t1mt+/vlnUavV8uijjyrTfvvb3yodtQ2dOnVKAMjixYtbrLPxl8rZs2e3mK/+/fsrZXfs2GH0q25VVZX4+fnJ008/rZSxZB/QuC0///yzDBs2TABIcHCwTJ06VXJzc/lllxyCmWVmyfk9+eST0rNnT6mtrVWmWdIpdfToUQEgL730ktH0559/XumEAiADBw6UF154QQBIXl5ei3U27ghKTk5uMWN33323Uvbdd98VALJ9+3YRESkpKREAkp2drZSxZB/QuC3l5eXSp08fASA33XSTzJw50y07qHj3PTcQERGBuro61NTUQKvVtqmOuro6TJo0CQcOHMCWLVua3ELXXHq9HsD1a93DwsKazO/Q4X+bXHh4OEaMGIH3338fzz//PHbu3ImffvoJf/nLX5rUt2zZMsTFxZlcZuNBnw1UKhU++OAD7Ny5Ex9//DG2bNmCRx55BK+99hp27tzZ7OuIbI2ZZWbJuVVUVCA5ORlXrlzB119/3eT2083x8/NDly5djMadMbw2NDTUqGxISAgAGA2aag69Xg+VSoXPPvtMGV+moYY5GTx4MKKiovD+++/jd7/7HT7++GNcvXoVU6dONaoPMG8f0Jifnx8KCgqwbds2fPrpp9i8eTNyc3MxZswYfP755ybbR2QLzOz/MLPkrI4fP45Vq1YhOzsbZ86cUaZfu3YNv/zyC06ePAmtVougoKBm64iIiACAJuO7LVmyBM888wwOHTqEwMBA9OvXTxnAv1evXha1U6/XIyQkBOvXrzc5/8Ybb1T+TklJgb+/P95//30MHToU77//PtRqNSZPnmxUn7n7gMZCQkJQVFSELVu24LPPPsNnn32GNWvW4OGHH8a6dessel/OjJ1SbuDHH3+Er69vm7+w6fV6PPzww8jPz8f777+PkSNHtrkt0dHRAK4HyJxb00+dOhVPPfUUiouLkZubC39/f6SkpDSpT6vVtvlW94MHD8bgwYOxZMkSvPPOO3jwwQfx3nvv4bHHHmtTfUTtxcy2jJklR7p27RpSUlJw7NgxbN26FTExMWa/tqqqChcuXDA6YI2Pj0dOTg5Onz5tVNZwQN6wrDmio6MhIrj55pvNOtCeMmUK3njjDVRWViI3NxdRUVEYPHiwUX2A+fuAxtRqNe644w7ccccdWL58OZYuXYoXXngB27Zta/M+gMgSzKxlmFlylNOnT0Ov12Pu3LmYO3duk/k333wz5s2b1+Id+X788UcApnPYuXNnDB8+XHm+detWdOvWDbfccotF7YyOjsbWrVsxbNgwkwOoN9SxY0dMmDABGzZswPLly5Gbm4sRI0YYdYxbug9ozMfHBykpKUhJSYFer8dTTz2F//f//h/+7//+Dz179rS4PmfEu++5kPPnzzeZtn//fnz00UcYO3Ys1Oq2/TvnzJmD3NxcvPXWW5g0aVK72jhu3DhotVosXbq0yZ0RgKbv4b777oOXlxfeffddbNiwARMmTEDHjh2V+fHx8YiOjsarr75q8naeptaJweXLlyEiRtMMZ27U1tZa8raI2oSZZWbJtdTX12Pq1KnYsWMHNmzYgCFDhpgsd+3aNVRVVTWZ/tJLL0FEMH78eGXaPffcA41GgzVr1ihnOADA22+/DQC48847LWrjpEmT4OXlhcWLFzfJi4jg4sWLRtOmTp2K2tparFu3Dps3b8aUKVOM5lu6D2jI1J3ImFmyJ2aWmSXXceuttyIvL6/Jo2/fvoiMjEReXh4effRRAEBlZWWTbVJE8PLLLwO4noOW5ObmYs+ePXj66actPt6eMmUK6uvr8dJLLzWZ9+uvvza5W97UqVNx5swZvP3229i/f7/RmY2A5fuAhhrPU6vV6N+/PwD3yizPlHIhU6dOhZ+fH4YOHYqQkBAcPnwYq1atgr+/P/785z8blT1w4AA++ugjAEBJSQkqKiqUEMfGxipnNmRnZ+Ott97CkCFD4O/vj3/+859G9dx7771GXzhbo9Vq8be//Q3Tp0/HbbfdhgceeAA33ngjfvrpJ3z66acYNmwY3nzzTaV8SEgIRo8ejeXLl6OqqqpJiNVqNd5++20kJyejb9++mDlzJm666SacPn0a27Ztg1arxccff2yyLevWrcNbb72Fe++9F9HR0aiqqkJOTg60Wi3uuusus98TUVsxs8wsuZY//OEP+Oijj5CSkoJLly41yddDDz0EACgrK8OAAQMwbdo05RfYLVu2YNOmTRg/fjzuuece5TVhYWF44YUXsGDBAowfPx4TJ07E/v37kZOTg2nTpmHQoEEWtTE6Ohovv/wyMjMzcfLkSUycOBEBAQE4ceIE8vLy8Pjjj+OZZ55Ryt92223o2bMnXnjhBdTW1jbJrKX7gIZefPFFFBQU4Le//S26d++Oc+fO4a233kK3bt2Mfq0mshVmlpkl1xEcHIyJEyc2mW44M6rhvH379mHatGmYNm0aevbsiatXryIvLw/bt2/H448/jttuu00pW1BQgBdffBFjx45Fly5dsHPnTqxZswbjx4/HvHnzLG7nyJEj8cQTTyArKwtFRUUYO3YsvL29cfz4cWzYsAFvvPEG7r//fqX8XXfdhYCAADzzzDPw8vLCfffdZ1SfpfuAhh577DFcunQJY8aMQbdu3XDq1CmsWLECcXFx6NOnj8XvzWk5YiAraps33nhDEhISJCgoSDp06CBdu3aVhx56SI4fP96krGEAYVOP1NRUpZzhdrjNPQwDEDen8UDFBtu2bZNx48ZJYGCg+Pr6SnR0tMyYMUP27t3bpI6cnBwBIAEBAXL16lWTy/nuu+9k0qRJ0qVLF9FoNNK9e3eZMmWK5OfnN9uWffv2ybRp0yQyMlI0Go2EhITIhAkTTLaByBaYWWaWXMvIkSNbzJfB5cuX5aGHHpKePXuKv7+/aDQa6du3ryxdutTknSP1er2sWLFCevXqJd7e3hIRESF/+tOfzLrLZOOBig3+9a9/yfDhw6Vjx47SsWNHueWWWyQtLU2Ki4ublDUM9trwrlyNmbMPaNyW/Px8ueeeeyQ8PFx8fHwkPDxcpk2bJseOHWv1fRFZAzPLzJLrMzXQ+Y8//iiTJ0+WqKgo8fX1FX9/f4mPj5eVK1ca3elO5Prg4mPHjpXg4GDRaDRyyy23SFZWltFg6i1pPLi4wapVqyQ+Pl78/PwkICBA+vXrJ88++6ycOXOmSdkHH3xQABjdSa8xc/YBjdvywQcfyNixYyUkJER8fHwkMjJSnnjiCTl79qxZ781VqEQanUNGRERERERERERkYxxTioiIiIiIiIiI7I6dUkREREREREREZHfslCIiIiIiIiIiIrtjpxQREREREREREdkdO6WIiIiIiIiIiMju2ClFRERERERERER218HRDXA0vV6PM2fOICAgACqVytHNIVKICKqqqhAeHg61mv3HBswsOStm1jRmlpwVM2saM0vOipk1jZklZ2VuZj2+U+rMmTOIiIhwdDOImlVaWopu3bo5uhlOg5klZ8fMGmNmydkxs8aYWXJ2zKwxZpacXWuZ9fhOqYCAAADXV5RWq3Vwa4j+p7KyEhEREco2Stcxs+SsmFljOp0OOp0Ov/76KwBmlpwPM2uMmSVnx8yaxmNjclbmZtbjO6UMpzhqtVqGmJwST8M1xsySs2NmjTGz5OyYWWPMLDk7ZtYYM0vOrrXM8mJcIiIisrq0tDQcPnwYe/bscXRTiIiIiMhJsVOKiIiIrE6n0yEmJgaDBg1ydFOIyAzsSCYiIkdgpxQRERE5DC/DIHIO5nYkM7NEroWZJWfHTikiIiKyOp51QeRamFkiInIEdkoREREREREREZHdsVOKiIiIrI5jShG5FmaWiIgcgZ1SREREZHW8FIjItTCzRETkCOyUIiIiIiIiIiIiu2OnFBEREVkdLwUici3MLBEROQI7pYiIiMjqeCkQkWthZomIyBHYKUVERERERERERHbHTikiIiIiIiIiIrI7dkoRERGR1XF8GiLXwswSEZEjdHB0A4iIiMi5RUVFQavVQq1Wo3Pnzti2bVurr0lLS0NaWhoqKysRGBhoh1YSkQEzS+Ra2pJZInfBTikiIiJq1bfffotOnTo5uhlEZCZmlsi1MLPkqXj5HhG5HZVK5egmEBERERERUSvYKUVEROTGCgoKkJKSgvDwcKhUKmzcuLFJGZ1Oh6ioKPj6+iIxMRG7d+82mq9SqTBy5EgMGjQI69evt1PLiTwTM0vkWphZovZhpxQRuSWeLUV0XU1NDWJjY6HT6UzOz83NRUZGBhYuXIh9+/YhNjYW48aNw7lz55Qy33zzDQoLC/HRRx9h6dKlOHDggL2aT+RxmFki18LMErUPO6WIiIjcWHJyMl5++WXce++9JucvX74cs2bNwsyZMxETE4OVK1fC398fq1evVsrcdNNNAICuXbvirrvuwr59+5pdXm1tLSorK40eRGQ+ZpbItTCzRO3DTikiIiIPVVdXh8LCQiQlJSnT1Go1kpKSsGPHDgDXfwGuqqoCAFRXV+OLL75A3759m60zKysLgYGByiMiIsK2b4LIgzCzRK6FmSVqHTuliMit8TI+ouZduHAB9fX1CA0NNZoeGhqKsrIyAEB5eTmGDx+O2NhYDB48GA8//DAGDRrUbJ2ZmZmoqKjAq6++it69e6Nnz542fQ9EnoSZJXIttsys4VFaWmrT90Bkax0c3QBXoFKpICKObgYRtREzTNR2PXr0wP79+80ur9FooNFo4OvrC7VazewR2RkzS+Ra2ppZInfBM6WIiIg8VHBwMLy8vFBeXm40vby8HGFhYe2qOy0tDYcPH8aePXvaVQ8R/Y8tM0tE1sfMErWOnVJE5BA///wzunfvjmeeecbRTSHyWD4+PoiPj0d+fr4yTa/XIz8/H0OGDGlX3TqdDjExMS1egkBElrFlZtmRTGR9tswskbvg5Xtm4uU/RNa1ZMkSDB482NHNIHJ71dXVKCkpUZ6fOHECRUVFCAoKQmRkJDIyMpCamoqBAwciISEB2dnZqKmpwcyZMx3YaiLP5ajM6nQ66HQ61NfXt/ctEHkUfs4StQ87pYjI7o4fP46jR48iJSUFBw8edHRziNza3r17MXr0aOV5RkYGACA1NRVr167F1KlTcf78eSxYsABlZWWIi4vD5s2bmwzKaqm0tDSkpaWhsrISgYGB7aqLyJMws0SuxVGZJXIXKvHw038MH7wVFRXQarUmyxju3uXhq4rszJxt0xEKCgqwbNkyFBYW4uzZs8jLy8PEiRONyuh0OixbtgxlZWWIjY3FihUrkJCQoMy/5557sGzZMnz77bc4ePAgXn31VbOXb2lmmV+yF2fNrKM0POvi2LFjza4XnolMjsLMGmNmydkxs6a1tl6YWXIUczPrNmNKcXwaIvuoqalBbGwsdDqdyfm5ubnIyMjAwoULsW/fPsTGxmLcuHE4d+4cAODDDz9Er1690KtXL3s2m4jsjOPTELkWZpaIiBzBbS7f4/g0RPaRnJyM5OTkZucvX74cs2bNUq6TX7lyJT799FOsXr0azz33HHbu3In33nsPGzZsQHV1NX755RdotVosWLDAZH21tbWora1VnldWVlr3DRGRTXB8GiLXwswSEZEjuMWZUobxaVr6okxEtldXV4fCwkIkJSUp09RqNZKSkrBjxw4AQFZWFkpLS3Hy5Em8+uqrmDVrVrMdUobygYGByiMiIqJNbTNcxkdE9sGzLohcCzNLRESO4PBOqYKCAqSkpCA8PBwqlQobN25sUkan0yEqKgq+vr5ITEzE7t27jeY/88wzyMrKskt7+cWWqHkXLlxAfX19k4EbQ0NDUVZW1qY6MzMzUVFRoTxKS0ut0VQiIiIiIiJyMId3SnF8GiLPNWPGjFYHOddoNNBqtUaPtmKnMpH96HQ6xMTEYNCgQY5uChGZgZklIiJHcPiYUhyfhsh9BAcHw8vLC+Xl5UbTy8vLERYW5qBWEZEj8PbyRK6FmSUiIkdw+JlSLXHW8Wl4tgWRaT4+PoiPj0d+fr4yTa/XIz8/H0OGDHFgy4iIiMhaeCxMRETW4tSdUhyfhsj5VFdXo6ioCEVFRQCAEydOoKioCD/99BMAICMjAzk5OVi3bh2OHDmC2bNno6amRjnbkYiIiIiIiAhwgsv3rGnGjBmtltFoNNBoNLZvDJGb2rt3L0aPHq08z8jIAACkpqZi7dq1mDp1Ks6fP48FCxagrKwMcXFx2Lx5c5POZUdRqVQQEUc3g8jt8fbyRK6FmSUiIkdo05lSPXr0wMWLF5tMv3LlCnr06NHuRhlwfBoi67BmZkeNGgURafJYu3atUiY9PR2nTp1CbW0tdu3ahcTExPa+BSKPYq/PWUv8/PPP6N69O5555hmzyvP28uRJmFki1+KMmbUlXnJLzqxNnVInT540+StKbW0tTp8+3e5GGTjz+DQMNrkSe2XWVTC/5OycMbNLlizB4MGDHbJsImfniZnlZym5MmfMLJGnsujyvY8++kj5e8uWLUZ35qivr0d+fj6ioqIsakB1dTVKSkqU54bxaYKCghAZGYmMjAykpqZi4MCBSEhIQHZ2NsenITKTLTJLRLbjrJk9fvw4jh49ipSUFBw8eNDuyydyVswskWtx1swSeTSxgEqlEpVKJWq1Wvnb8PDx8ZFevXrJxx9/bEmVsm3bNgHQ5JGamqqUWbFihURGRoqPj48kJCTIzp07LVpGSyoqKgSAVFRUNFvG0KaGf1u46ogsZs622RpbZNbR2pPZxg8ia3LWzH711VcyYcIE6dq1qwCQvLy8JmXefPNN6d69u2g0GklISJBdu3YZzb/77ruluLhY1qxZI3/4wx8sWn5r64V5JEdhZk0zN7ONP0+ZY7I1Z82so/FzlpyVuZm16EwpvV4PALj55puxZ88eBAcHW/Jykwzj07QkPT0d6enp7V6WtXHAZHJ2tsgsEdmOLTJbU1OD2NhYPPLII5g0aVKT+bm5ucjIyMDKlSuRmJiI7OxsjBs3DsXFxQgJCcGHH36IXr16oVevXvj222/b3R4id8LMGjMcGxsu7eNxMjkbHhsTOZ823X3vxIkT1m4HEdkQM0vkWqyZ2eTkZCQnJzc7f/ny5Zg1a5ZyWfzKlSvx6aefYvXq1Xjuueewc+dOvPfee9iwYQOqq6vxyy+/QKvVYsGCBSbrq62tRW1trfK8srLSrHbyhx5yZZ6YWXMx2+SMeGxM5Dza1CkFAPn5+cjPz8e5c+eUHmeD1atXt7thRGRdzCyRa7FHZuvq6lBYWIjMzExlmlqtRlJSEnbs2AEAyMrKQlZWFgBg7dq1OHjwYLNfbg3lFy9ebJX2EbkSZpbItfDYmMg5tOnue4sXL8bYsWORn5+PCxcu4PLly0YPT8I7j5ArYGaJXIu9MnvhwgXU19cjNDTUaHpoaCjKysraVGdmZiYqKiqUR2lpqTWaSuTUmFki18JjYyLn0aYzpVauXIm1a9di+vTp1m4PEdkAM0vkWpw1szNmzGi1jEajgUajgU6ng06nM3nL7ebwMh9yVZ6aWSJX5ayZJfJEbTpTqq6uDkOHDrV2W4jIRpjZ5vFsR3JG9spscHAwvLy8UF5ebjS9vLwcYWFhNl++KcwkuSJPziyRK+KxMZHzaFOn1GOPPYZ33nnH2m1xWTyAJmfHzBK5Fntl1sfHB/Hx8cjPz1em6fV65OfnY8iQITZffkv42UquhJklci08NiZyHm26fO/atWtYtWoVtm7div79+8Pb29to/vLly63SOCKyDma2ZbxkiJyNNTNbXV2NkpIS5fmJEydQVFSEoKAgREZGIiMjA6mpqRg4cCASEhKQnZ2Nmpoa5c5ebZWWloa0tDRUVlYiMDCwTXUwm+QqmFki18JjYyLn0aZOqQMHDiAuLg4AcPDgQaN5nvrLJg+cyZkxs0SuxZqZ3bt3L0aPHq08z8jIAACkpqZi7dq1mDp1Ks6fP48FCxagrKwMcXFx2Lx5c5OBlC1lzfFp+BlLzo6ZJXItznRsfOXKFSQlJeHXX3/Fr7/+innz5mHWrFl2bQORI6nEw4/yDL8GVVRUQKvVmixj2DGJSIs7qYbzG/9NZClztk1PZMvMErUHM2taa+vFVEZb+jxlBxVZCzNrGjNLzspdM1tfX4/a2lr4+/ujpqYGt956K/bu3YsuXbqY9XpzM8sckr2Zm9k2jSlFllGpVE0eRERE7kyn0yEmJgaDBg2yet38HCWyPltmloia5+XlBX9/fwBAbW0tRIQdSORR2nT53ujRo1s8IPziiy/a3CBPwl5rshdmlsi1uENm7TE+DT9HyVkws0SuxZqZLSgowLJly1BYWIizZ88iLy8PEydONCqj0+mwbNkylJWVITY2FitWrEBCQoIy/8qVKxg5ciSOHz+OZcuWITg42OL3ROSq2tQpZbj+1uCXX35BUVERDh48iNTUVGu0i4isiJk1Dy8xIGfhDpm15/g0Db9YMMPkCMxsy/j5Ss7GmpmtqalBbGwsHnnkEUyaNKnJ/NzcXGRkZGDlypVITExEdnY2xo0bh+LiYoSEhAAAbrjhBuzfvx/l5eWYNGkS7r///naPE0fkKqw6ptSiRYtQXV2NV1991VpV2pw9xpSyVll+mHsWe1w3z8xy3AuyHmbWNFuMT9P475Yw09QcZtY0W2aWqD1cIbMqlarJmVKJiYkYNGgQ3nzzTQCAXq9HREQE5syZg+eee65JHU899RTGjBmD+++/3+QyamtrUVtbqzyvrKxEREQEx5Qip+OQMaUeeughrF692ppVUgOGHYqpMaoajlXFsTbIXMxsU8wPOTNm1nIcz5EciZklci3WzmxdXR0KCwuRlJSkTFOr1UhKSsKOHTsAAOXl5aiqqgIAVFRUoKCgAL179262zqysLAQGBiqPiIgIq7WXyBGs2im1Y8cO+Pr6WrNKaqOWOrCIDJhZItfiSpl11kGT+SMO2RMza4yZI2dn7cxeuHAB9fX1TS7FCw0NRVlZGQDg1KlTGDFiBGJjYzFixAjMmTMH/fr1a7bOzMxMVFRUKI/S0lKrtZfIEdo0plTja2VFBGfPnsXevXvxf//3f1ZpGNkOL1fyPMwskWtxh8y6yqDJhs9BfjZSezCz5mO+yBk4U2YTEhJQVFRkdnmNRgONRmO7BhHZWZs6pRp/UKnVavTu3Rsvvvgixo4da5WGEZH1MLNEroWZdbzmzujgl2kyhZm1DG9OQI5mr8wGBwfDy8sL5eXlRtPLy8sRFhZmteUQubI2dUqtWbPG2u0gB+IvVu6PmbUMM0GOxsw6r+YGeSbPxsy2HT9zyRHslVkfHx/Ex8cjPz9fGfxcr9cjPz8f6enpdmkDkbNrU6eUQWFhIY4cOQIA6Nu3LwYMGGCVRpFj8KDA/TGz5mMeyBm4cmZteXt5Z9TSnce4L/EczGzbMCfkKNbIbHV1NUpKSpTnJ06cQFFREYKCghAZGYmMjAykpqZi4MCBSEhIQHZ2NmpqajBz5kyrvQ8ilyZtUF5eLqNHjxaVSiWdO3eWzp07i0qlkjFjxsi5c+faUqXDVFRUCACpqKhotgwAMawqw9+mHu5SlpyDOdumuZjZtuWFyBLumtnLly9LfHy8xMbGSt++fWXVqlUWvb619WLp55O5+Xbmehv/TY7BzJrmyMwStcRZM7tt2zaT23NqaqpSZsWKFRIZGSk+Pj6SkJAgO3fubPd7MDA3s0T2Zm5m23T3vTlz5qCqqgqHDh3CpUuXcOnSJRw8eBCVlZWYO3duW6okJ8K79LkfZrZtmANyFGfKbEBAAAoKClBUVIRdu3Zh6dKluHjxol3b4M5M3SWXn8Ouh5m1Dm7/ZC/WzOyoUaMgIk0ea9euVcqkp6fj1KlTqK2txa5du5CYmGjld0Tkutp0+d7mzZuxdetW9OnTR5kWExMDnU7HwRzdSONBKBtejkCuhZklci3OlFkvLy/4+/sDAGpra5WDbbKPli4LNPU3OQYza328pI9syZkyS+Tp2nSmlF6vh7e3d5Pp3t7e0Ov17W4UOT/+qutamNm243ZNjmDNzBYUFCAlJQXh4eFQqVTYuHFjkzI6nQ5RUVHw9fVFYmIidu/ebTT/ypUriI2NRbdu3TB//nwEBwdb1Aayn5bOvOL+zHaYWSLXwmNjIufRpk6pMWPGYN68eThz5owy7fTp0/j973+PO+64w2qNI9djOODlwa9zcabMlpaWYtSoUYiJiUH//v2xYcMGuy6/Lbgtk71ZM7M1NTWIjY2FTqczOT83NxcZGRlYuHAh9u3bh9jYWIwbNw7nzp1Tytxwww3Yv38/Tpw4gXfeeafJra3JdZjqpGrubzIfM2s73FbJFpzp2JjI47VlwKqffvpJ4uLixNvbW3r06CE9evQQb29vGTBggJSWlralSofhQOeOK0sts+Zgjs6U2TNnzsh3330nIiJnz56V8PBwqa6uNvv1jswsUUtcIbMAJC8vz2haQkKCpKWlKc/r6+slPDxcsrKyTNYxe/Zs2bBhQ7PLuHbtmlRUVCiP0tJSswZgNSebzf1t7sNZ6jV3Gbaq15rrxJUxs9cxs/bJLLWfK2TWETjQOTkrczPbpjGlIiIisG/fPmzduhVHjx4FAPTp0wdJSUltqY48lGGsAI4ZYHvOlNmuXbuia9euAICwsDAEBwfj0qVL6Nixo93bYiluq2Qv9spsXV0dCgsLkZmZqUxTq9VISkrCjh07AADl5eXw9/dHQEAAKioqUFBQgNmzZzdbZ1ZWFhYvXmzVdpLzau5MFcPne8O/3Xn/ycxSa1obE85czb3e0zLXXs50bEzk8Szp6crPz5c+ffqY7Om6cuWKxMTESEFBgSVVOhzPlHKOstSUNX4NskVmv/rqK5kwYYJ07dpVgKa/4IqIvPnmm9K9e3fRaDSSkJAgu3btMlnX3r17pW/fvhYt39kyS2TgrJltqHFmT58+LQDk22+/NSo3f/58SUhIEBGRXbt2SWxsrPTv31/69esnK1eubHEZhrMuXn31Vendu7f07NnTrF9wzc2buZl15nrNXYat6nXWdWJvzOx1zCwz68w5bcgVMusIPFOKnJW5mbVoTKns7GzMmjULWq22ybzAwEA88cQTWL58uSVVEpEN2SKz1hjrAgAuXbqEhx9+GKtWrbJo+c6G41mQNTnj52xCQgKKioqwf/9+HDhwAE888USL5TUaDbRaLXx9faFWq6FWt2n4SvJArjhAOzNLnsbUuF6ukFUDZ8ysM3OF/ym5Pos+dfbv34/x48c3O3/s2LEoLCxsd6OIyDpskdnk5GS8/PLLuPfee03OX758OWbNmoWZM2ciJiYGK1euhL+/P1avXq2Uqa2txcSJE/Hcc89h6NChFi3fGZk7cHBzB2+uciBHtmfvz9ng4GB4eXk1GQS5vLwcYWFh7ao7LS0Nhw8fxp49e9pVDxFg3mDXjtiPMrNExpy9g4rfZ4mcj0WdUuXl5SZvnWnQoUMHnD9/vt2NIiLrsHdmDWNdNLwev/FYFyKCGTNmYMyYMZg+fXqrddbW1qKystLoQeSu7J1ZHx8fxMfHIz8/X5mm1+uRn5+PIUOGtKtunU6HmJgYDBo0qL3NJDKbvTv7mVmi5jnjj2/8Pms5Z/nfkfuyqFPqpptuwsGDB5udf+DAAWUAY3txxdvLE9mLvTN74cIF1NfXIzQ01Gh6aGgoysrKAADbt29Hbm4uNm7ciLi4OMTFxeH7779vts6srCwEBgYqj4iICKu1l8jZ2CKz1dXVKCoqQlFREQDgxIkTKCoqwk8//QQAyMjIQE5ODtatW4cjR45g9uzZqKmpwcyZM9v8Pog8BTNLZBlHd1A54/dZV+Do/xu5OUsGqkpPT5dbb71Vrl692mTezz//LLfeeqvMmTPHosGv2suVby/PshzovCXWGMzR1pkFLB+A1VKW3qra0C5n2K7bUpZcl7Nmdtu2bSa3vdTUVKXMihUrJDIyUnx8fCQhIUF27tzZ5vfQmLkDsJqToeb+NvfhLPWauwxb1etp66Q5zKxpzCwza891Yglnzayj2XKg8+b+p0TmMDezKhERmKm8vBy33XYbvLy8kJ6ejt69ewMAjh49Cp1Oh/r6euzbt6/JWRL2FBsbi08++cTssykqKysRGBiIiooKkwPeAaZv4WpKw/ksa1lZCzZDj2HOttkaW2dWpVIhLy8PEydOBHD98j1/f3988MEHyjQASE1NxZUrV/Dhhx+2aTkNuXtmyXW5QmbtSafTKW0+duxYs+vFVD6ay5Al2TLFWeo1dxm2qrc9y7BVvbZcJ81hZo0xs8yso9dJa8dBzKxpra2X9hxnNvc/5jErmcPszLbYZWXCyZMnJTk5WdRqtahUKlGpVKJWqyU5OVl+/PFHS6vj7eVZlj3uzbDGr0Ei1s9sQ6Yym5CQIOnp6crz+vp6uemmmyQrK6tdyzJw98yS63KFzDoCz7po+zJsVa+nrZPmMLOmMbPMrKPXSXOYWdPsfaZU4/8vUXPMzWwHWKh79+7YtGkTLl++jJKSEogIfvOb36Bz586WVgXgf7eXf+SRRzBp0qQm8w23l1+5ciUSExORnZ2NcePGobi4GCEhIUo5w+3lc3Jy2tQOIndl7cxWV1ejpKREeW4Y6yIoKAiRkZHIyMhAamoqBg4ciISEBGRnZ3OsCyILWDuzjtLwrAsid8bMErkWd8msM+AVL2QNFl2+Z2uNLwUCgMTERAwaNAhvvvkmgOt3GImIiMCcOXPw3HPPAbh+d64777wTs2bNavVuXrW1taitrVWeV1ZWIiIiwm0vBXKVsk60GToNa5yibAtffvklRo8e3WR6amoq1q5dCwB48803sWzZMpSVlSEuLg5//etfkZiYaJXlu/vle8yD63LWzDqauZcVNNRchizJlinOUq+5y7BVve1Zhq3qteU6aQ4zaxozy8w6ep00h5k1zRGX7zXGY1cyxdzMWnymlD0Zbi+fmZmpTGvv7eWzsrKwePFim7WZyN2NGjWq1Q+e9PR0pKen26lFRERERETkKPxRldpD7egGtMQWt5fPzMxERUWF8igtLbXpeyAiIvJEOp0OMTExGDRokKObQkRmYGaJqD0sPTuPyMCpz5Qyx/Dhw6HX680ur9FooNFobNgiIqL2aelOJ/wlilxFWloa0tLSlFO3ici5MbNE1F48TqW2cOpOqeDgYHh5eaG8vNxoenl5OcLCwhzUKiIixzJ84HO8NiIiIiJyJu0Zw4o8k1Nfvufj44P4+Hjk5+cr0/R6PfLz8zFkyBAHtoyIyDUYDgxUKhVPqyYiIiIiu+BxJ5nL4WdK8fbyBPBUTyIiIiIiInfC73hkDoefKbV3714MGDAAAwYMAABkZGRgwIABWLBgAQBg6tSpePXVV7FgwQLExcWhqKgImzdvbjL4OREREVlfaWkpRo0ahZiYGPTv3x8bNmww63UcNJnIMZhZItdz7733onPnzrj//vsd3RQiu1OJh3ddGgZzrKiogFarNVmm4XWx5ozhwrJtL0v/Y8626YmYWeuUZd6sz10ze/bsWZSXlyMuLg5lZWWIj4/HsWPH0LFjR7Ne39p6MbUdN7f9WpIBU5ylXnOXYat627MMW9Vry3XSHGbWNGaWmXX0OmmOu2YWAL788ktUVVVh3bp1+OCDDyx6rbmZbcuxn7UuweNxp2cyN7MOP1OKiIjszzDGFMecotZ07doVcXFxAICwsDAEBwfj0qVLjm0UETWLmSVyPaNGjUJAQICjm2EzPM6klrBTioiIjDTssGrceUWup6CgACkpKQgPD4dKpcLGjRublNHpdIiKioKvry8SExOxe/duk3UVFhaivr4eERERNm41kediZolcizUz6+54TEmmsFOKiIjMYuqsKnZaOb+amhrExsZCp9OZnJ+bm4uMjAwsXLgQ+/btQ2xsLMaNG4dz584Zlbt06RIefvhhrFq1yh7NJvJYzCyRa7FWZj0Jjx/JiHi4iooKASAVFRXNlgEghlVl+NvUg2XbX5b+x5xt0xMxs85f1lO5QmYBSF5entG0hIQESUtLU57X19dLeHi4ZGVlKdOuXbsmI0aMkL///e8WL7O19WLJdtbc3+Y+nKVec5dhq3o9bZ00h5k1jZllZh29TprjzpkVEdm2bZvcd999rS7j2rVrUlFRoTxKS0vNymxbWLodtfVB7snczPJMKSIisir+8uU66urqUFhYiKSkJGWaWq1GUlISduzYAQAQEcyYMQNjxozB9OnTW62ztrYWlZWVRg8isg5mlsi1mJNZS2VlZSEwMFB5uMPluTxu9GzslCIiIvJQFy5cQH19PUJDQ42mh4aGoqysDACwfft25ObmYuPGjYiLi0NcXBy+//77Zut0x4NlImfBzBK5FnMyCwBJSUmYPHkyNm3ahG7durXYYZWZmYmKigrlUVpaarP22xMv6fNcHRzdACIicl8qlYq3AXZxw4cPh16vN7t8ZmYmMjIykJOTg5ycHNTX16OkpMSGLSSihphZItezdetWs8tqNBpoNBobtsbxePzoWdgpRURENsUDC+cVHBwMLy8vlJeXG00vLy9HWFhYm+o0HCz7+vpCrVbzf09kRcwskWuxRWaJ3A0v3yOnwlM2iYjsx8fHB/Hx8cjPz1em6fV65OfnY8iQIQ5sGRGZwswSuRZmtu34vdBz8EwpckqmdkD85Y7ItRlyzSzbV3V1tdGlOCdOnEBRURGCgoIQGRmJjIwMpKamYuDAgUhISEB2djZqamowc+bMdi03LS0NaWlpqKysRGBgYHvfBpHHYGaJXIujMuspGn4v5DGke2KnFBER2RU7p+xr7969GD16tPI8IyMDAJCamoq1a9di6tSpOH/+PBYsWICysjLExcVh8+bNTQZltZROp4NOp0N9fX276iHyNMwskWtxVGaJ3IVKPPxbgeHXoIqKCmi1WpNlGn6BaukUwobzWdZ2ZT1lkzVn2/REzKx7lXWnPDOzprW2XprbLkxtO5Zsf6Y4S73mLsNW9bZnGbaq15brpDnMrGnMLDPr6HXSHGbWNHMz25ZjLle4fM6djiXdjbmZ5ZhS5HJcYedIROTpdDodYmJiMGjQIEc3hYjMwMwSEZEjsFOKiIgcpuEglhzQ0r2kpaXh8OHD2LNnj6ObQkRmYGaJyBUZjh/NeZBzYqcUuSzuaIiInBfPuiByLcwsERE5AjulyK2wc4rIPbT2Kxdz7vx41gWRa2FmiYjIEXj3PSIiIiIiIiKiRhr+EMpB1W2DZ0qR2zI1Vg0v+SNyH+bm25J9QWtlyXy8FIjItTCzRETkCOyUIoJ1v7S2VJaIyFPwUiAi18LMEhGRI/DyPSI7atwxxVNAiYiIiIiIyFPxTCkiIiIiIiIiIrI7nilFREREVqfT6aDT6VBfX+/ophCRGZhZIqKWucNwLJZeqdPae7bGlT88U4qIiIisjuPTELkWZpaIiByBnVJERERERERERGR37JQiIiIiIiIiIiK78/gxpQzXQFZWVrZatrUyDeezLMuaU7alOgzzeIc+Y8wsyzKzrsWSzBo097+w5P/pzPWauwxb1dueZdiqXkesE2bWNGa27ctgZm1bLzNrmrmZbct24W64Dqy/DqyRWZV4eKr/+9//IiIiwtHNIGpWaWkpunXr5uhmOA1mlpwdM2uMmSVnx8waY2bJ2TGzxphZcnatZdbjO6X0ej3OnDmDgIAAtxhNn9yHiKCqqgrh4eFQq9WObo7TYGbJWTGzpjGz5KyYWdOYWXJWzKxpzCw5K3Mz6/GdUkREREREREREZH/sYiYiIiIiIiIiIrtjpxQREREREREREdkdO6WIiIiIiIiIiMju2ClFREREHmnUqFF4+umnrV7vl19+CZVKhStXrli9biJ3wOwREZEBO6XIaZw8eRIqlQpFRUWObgoR2ZBKpcLGjRsd3Qwis9nqC3R7REVFITs729HNsJgzrktyXs64vbhq9uxtxowZmDhxoqObQUQugJ1SREQuoK6uztFNICIiIhsSEfz666+ObgaRx2guczzuti92SpFCr9fjlVdeQc+ePaHRaBAZGYklS5YAAL7//nuMGTMGfn5+6NKlCx5//HFUV1crrzX1S9bEiRMxY8YM5XlUVBSWLl2KRx55BAEBAYiMjMSqVauU+TfffDMAYMCAAVCpVBg1apTN3iuRs/jggw/Qr18/JVtJSUmoqalRfmFcsmQJwsPD0bt3bzz//PNITExsUkdsbCxefPFFs5a3evVq9O3bFxqNBl27dkV6eroy76effsI999yDTp06QavVYsqUKSgvL1fmm/rV8+mnnzbK6qhRozB37lw8++yzCAoKQlhYGBYtWqTMj4qKAgDce++9UKlUynMiW6upqcHDDz+MTp06oWvXrnjttdeM5r/11lv4zW9+A19fX4SGhuL+++8HcH27/+qrr/DGG29ApVJBpVLh5MmTZi2zsLAQAwcOhL+/P4YOHYri4mKj+X/7298QHR0NHx8f9O7dG//4xz+UeSKCRYsWITIyEhqNBuHh4Zg7dy6A6zk7deoUfv/73yttMsf27dsxatQo+Pv7o3Pnzhg3bhwuX74MAKitrcXcuXMREhICX19fDB8+HHv27FFeu3btWtxwww1G9W3cuNFo2YsWLUJcXBz+8Y9/ICoqCoGBgXjggQdQVVXV7nVJrsvTs3fq1CmkpKSgc+fO6NixI/r27YtNmzYB+N/lhp999hni4+Oh0WiwevVqqFQqHD161Kie119/HdHR0Wa9/0OHDmHChAnQarUICAjAiBEj8MMPPwC4frz/4osvolu3btBoNIiLi8PmzZuV15q6BLKoqMho/Rv2B1u2bEGfPn3QqVMnjB8/HmfPngVwfV+wbt06fPjhh8p6+vLLL81qO7m/1j5vWtp+geaPZU1ddXPlyhWj7c9U5r755huMGjUK6enpePrppxEcHIxx48YBAA4ePIjk5GR06tQJoaGhmD59Oi5cuKDU39pxr6ENTzzxBEJDQ+Hr64tbb70Vn3zyiTL/m2++wYgRI+Dn54eIiAjMnTsXNTU1yvzm9pFuRYj+f88++6x07txZ1q5dKyUlJfL1119LTk6OVFdXS9euXWXSpEny/fffS35+vtx8882SmpqqvHbkyJEyb948o/ruueceozLdu3eXoKAg0el0cvz4ccnKyhK1Wi1Hjx4VEZHdu3cLANm6daucPXtWLl68aId3TeQ4Z86ckQ4dOsjy5cvlxIkTcuDAAdHpdFJVVSWpqanSqVMnmT59uhw8eFB5AJCSkhKlDsO048ePt7q8t956S3x9fSU7O1uKi4tl9+7d8vrrr4uISH19vcTFxcnw4cNl7969snPnTomPj5eRI0cqr09NTZV77rnHqM558+YZlRk5cqRotVpZtGiRHDt2TNatWycqlUo+//xzERE5d+6cAJA1a9bI2bNn5dy5c21ef0SWmD17tkRGRsrWrVvlwIEDMmHCBAkICJB58+bJnj17xMvLS9555x05efKk7Nu3T9544w0REbly5YoMGTJEZs2aJWfPnpWzZ8/Kr7/+2uKytm3bJgAkMTFRvvzySzl06JCMGDFChg4dqpT597//Ld7e3qLT6aS4uFhee+018fLyki+++EJERDZs2CBarVY2bdokp06dkl27dsmqVatEROTixYvSrVs3efHFF5U2tea7774TjUYjs2fPlqKiIjl48KCsWLFCzp8/LyIic+fOlfDwcNm0aZMcOnRIUlNTpXPnzspn8Zo1ayQwMNCozry8PGl4KLlw4ULp1KmTcrxQUFAgYWFh8vzzz7d5XZLr8/Ts/fa3v5U777xTDhw4ID/88IN8/PHH8tVXXxm1t3///vL5559LSUmJXLx4UQYOHCh/+tOfjOqJj49vMs2U//73vxIUFCSTJk2SPXv2SHFxsaxevVo53l6+fLlotVp599135ejRo/Lss8+Kt7e3HDt2zKhNly9fVur87rvvBICcOHFCRK7vD7y9vSUpKUn27NkjhYWF0qdPH/nd734nIiJVVVUyZcoUGT9+vLKeamtrW207eYaWPm9a235bOpY9ceKEAJDvvvtOWdbly5cFgGzbtk1Ems/cyJEjpVOnTjJ//nw5evSoHD16VC5fviw33nijZGZmypEjR2Tfvn1y5513yujRo5X6Wzvura+vl8GDB0vfvn3l888/V/YBmzZtEhGRkpIS6dixo7z++uty7Ngx2b59uwwYMEBmzJghItLiPtKdsFOKRESksrJSNBqN5OTkNJm3atUq6dy5s1RXVyvTPv30U1Gr1VJWViYi5ndKPfTQQ8pzvV4vISEh8re//U1ETO9IiNxZYWGhAJCTJ082mZeamiqhoaFNDuJiY2PlxRdfVJ5nZmZKYmKiWcsLDw+XF154weS8zz//XLy8vOSnn35Sph06dEgAyO7du5U2mdMpNXz4cKMygwYNkj/+8Y/KcwCSl5dnVpuJrKGqqkp8fHzk/fffV6ZdvHhR/Pz8ZN68efKvf/1LtFqtVFZWmny9qc+4lhgOerdu3apM+/TTTwWAXL16VUREhg4dKrNmzTJ63eTJk+Wuu+4SEZHXXntNevXqJXV1dSaX0b17d+VA3BzTpk2TYcOGmZxXXV0t3t7esn79emVaXV2dhIeHyyuvvCIi5ndK+fv7G63H+fPnG+2jLF2X5NqYPZF+/frJokWLWmzvxo0bjaa//vrrEh0drTwvLi4WAHLkyJFWl5eZmSk333xzs+0PDw+XJUuWGE0bNGiQPPXUU0Ztaq1TqvGPZDqdTkJDQ5Xnpo4ZiFr7vDFn+23uWNaSTqnGmRs5cqQMGDDAaNpLL70kY8eONZpWWloqAKS4uFh5XUvHvVu2bBG1Wq2Ub+zRRx+Vxx9/3Gja119/LWq1Wq5evdrqPtJd8PI9AgAcOXIEtbW1uOOOO0zOi42NRceOHZVpw4YNg16vb3I6dGv69++v/K1SqRAWFoZz5861veFELiw2NhZ33HEH+vXrh8mTJyMnJ0e5lAYA+vXrBx8fH6PXPPjgg3jnnXcAXL/E4N1338WDDz7Y6rLOnTuHM2fOmMw4cD3nERERiIiIUKbFxMTghhtuwJEjRyx6Xw1zDgBdu3ZlzsmhfvjhB9TV1Rld/hoUFITevXsDAO688050794dPXr0wPTp07F+/Xr8/PPP7V5uwyx07doVAJQsHDlyBMOGDTMqP2zYMCVvkydPxtWrV9GjRw/MmjULeXl57RprpqioqNn8//DDD/jll1+M2uPt7Y2EhASL8x8VFYWAgADlOfPv2Zg9YO7cuXj55ZcxbNgwLFy4EAcOHGhSZuDAgUbPH3jgAZw8eRI7d+4EAKxfvx633XYbbrnlllaXV1RUhBEjRsDb27vJvMrKSpw5c6bF928uf39/o8sJmXUyR2ufNy1tv60dy1qiceYAID4+3uj5/v37sW3bNnTq1El5GDLY8HLClo57i4qK0K1bN/Tq1ctkO/bv34+1a9caLWPcuHHQ6/U4ceKEzfaRzoadUgQA8PPza9fr1Wo1RMRo2i+//NKkXOMdjEqlgl6vb9eyiVyVl5cX/vOf/+Czzz5DTEwMVqxYgd69e+PEiRMAYNQRbDBt2jQUFxdj3759+Pbbb1FaWoqpU6e2uqz2Zhxgzsl9BQQEYN++fXj33XfRtWtXLFiwALGxse2+rXzDLBjGnjE3CxERESguLsZbb70FPz8/PPXUU7j99ttNZs4c/JwnZ+QJ2Xvsscfw448/Yvr06fj+++8xcOBArFixwqhM48/7sLAwjBkzRvkR6p133jHrByjAOlkHYJR3c7PeeB9BZKmWtt/Wtm1zt13A9DF242nV1dVISUlBUVGR0eP48eO4/fbblXItfe611ubq6mo88cQTRvXv378fx48fR3R0tM32kc6GnVIEAPjNb34DPz8/5OfnN5nXp08f7N+/32jAte3bt0OtViu/dN14443K4IYAUF9fj4MHD1rUBsMZIfX19W15C0QuSaVSYdiwYVi8eDG+++47+Pj4IC8vr9ny3bp1w8iRI7F+/XqsX78ed955J0JCQlpdTkBAAKKiokxmHLie89LSUpSWlirTDh8+jCtXriAmJgZA05wDMBpM0lze3t7MOdlVdHQ0vL29sWvXLmXa5cuXcezYMeV5hw4dkJSUhFdeeQUHDhzAyZMn8cUXXwC4/vlk7W22T58+2L59u9G07du3K3kDrh/MpqSk4K9//Su+/PJL7NixA99//32b2tS/f/9m828Y8Llhe3755Rfs2bPHKP9VVVVGxwJtyb8t1iU5L2bvuoiICDz55JP497//jT/84Q/Iyclp9TUPPvggcnNzsWPHDvz444944IEHzFpW//798fXXX5v8Mq7VahEeHt7i+7/xxhsBwOjznlkna2nt86al7be1Y1lrbbsGt912Gw4dOoSoqCj07NnT6GGqU8uU/v3747///a/RPq/xMg4fPtyk/p49eyrfjVvaR7qLDo5uADkHX19f/PGPf8Szzz4LHx8fDBs2DOfPn8ehQ4fw4IMPYuHChUhNTcWiRYtw/vx5zJkzB9OnT0doaCgAYMyYMcjIyMCnn36K6OhoLF++3OIe3JCQEPj5+WHz5s3o1q0bfH19ERgYaIN3S+Qcdu3ahfz8fIwdOxYhISHYtWsXzp8/jz59+pg8vd/AkMm6ujq8/vrrZi9v0aJFePLJJxESEoLk5GRUVVVh+/btmDNnDpKSktCvXz88+OCDyM7Oxq+//oqnnnoKI0eOVE5xHjNmDJYtW4a///3vGDJkCP75z3/i4MGDGDBggEXv23BAMWzYMGg0GnTu3Nmi1xNZqlOnTnj00Ucxf/58dOnSBSEhIXjhhReUX1U/+eQT/Pjjj7j99tvRuXNnbNq0CXq9XvnhJSoqCrt27cLJkyfRqVMnBAUFKa9tq/nz52PKlCkYMGAAkpKS8PHHH+Pf//43tm7dCuD63a3q6+uRmJgIf39//POf/4Sfnx+6d++utKmgoAAPPPAANBoNgoODW1xeZmYm+vXrh6eeegpPPvkkfHx8sG3bNkyePBnBwcGYPXs25s+fj6CgIERGRuKVV17Bzz//jEcffRQAlHY8//zzmDt3Lnbt2oW1a9da/L5tsS7JeTF71+9Sm5ycjF69euHy5cvYtm0b+vTp02o7J02ahNmzZ2P27NkYPXo0wsPDzXp/6enpWLFiBR544AFkZmYiMDAQO3fuREJCAnr37o358+dj4cKFiI6ORlxcHNasWYOioiKsX78eANCzZ09ERERg0aJFWLJkCY4dO9bkjonmiIqKwpYtW1BcXIwuXbogMDDQ5CVZ5Fk6duzY4ueNXq9vcftt6VjWz88PgwcPxp///GfcfPPNOHfuHP70pz+1ua1paWnIycnBtGnTlLvrlZSU4L333sPbb78NLy+vVusYOXIkbr/9dtx3331Yvnw5evbsiaNHj0KlUmH8+PH44x//iMGDByM9PR2PPfYYOnbsiMOHD+M///kP3nzzzVb3kW7DgeNZkZOpr6+Xl19+Wbp37y7e3t4SGRkpS5cuFRGRAwcOyOjRo8XX11eCgoJk1qxZUlVVpby2rq5OZs+eLUFBQRISEiJZWVkmBzpvPDBkbGysLFy4UHmek5MjERERolarjQZPJnJHhw8flnHjxsmNN94oGo1GevXqJStWrBCRlgcIvXz5smg0GvH39zfKoTlWrlwpvXv3Fm9vb+natavMmTNHmXfq1Cm5++67pWPHjhIQECCTJ09WbmZgsGDBAgkNDZXAwED5/e9/L+np6U0GOm/tpgcfffSR9OzZUzp06CDdu3e3qP1EbVVVVSUPPfSQ+Pv7S2hoqLzyyivK9vr111/LyJEjpXPnzuLn5yf9+/eX3Nxc5bXFxcUyePBg8fPzMxrstznmDBQscv0uQj169BBvb2/p1auX/P3vf1fm5eXlSWJiomi1WunYsaMMHjzYaPDmHTt2SP/+/UWj0Yi5h3NffvmlDB06VDQajdxwww0ybtw4pY1Xr16VOXPmSHBwsGg0Ghk2bJhyk4OGberZs6f4+fnJhAkTZNWqVU0GOo+NjTV6zeuvv26Uc0vXJbk+T89eenq6REdHi0ajkRtvvFGmT58uFy5caLa9DU2ZMkUAyOrVq1tdTkP79++XsWPHir+/vwQEBMiIESPkhx9+EJHrx/uLFi2Sm266Sby9vSU2NlY+++wzo9d/88030q9fP/H19ZURI0bIhg0bmgx03tqND86dOyd33nmndOrUyWigaaLWPm9a2n5FWj6WPXz4sAwZMkT8/PwkLi5OPv/8c5MDnTfOXHM3VTh27Jjce++9csMNN4ifn5/ccsst8vTTT4ter2/2dY2Pey9evCgzZ86ULl26iK+vr9x6663yySefKPN3796tZKVjx47Sv39/5WYEre0j3YVKhBf/EhERERERERGRffF8aSIiIiIiIiIisjt2ShERuYmGt5Nt/Pj6668d3Twit/Hkk082m7Unn3zSIW1KTk5utk1Lly51SJuIrI3Zc851QETUHrx8j4jITZSUlDQ776abbmr3baKJ6Lpz586hsrLS5DytVmvWHTGt7fTp07h69arJeUFBQQgKCrJzi4isj9lzznVARNQe7JQiIiIiIiIiIiK74+V7RERERERERERkd+yUIiIiIiIiIiIiu2OnFBERERERERER2R07pYiIiIiIiIiIyO7YKUVERERERERERHbHTikiIiIiIiIiIrI7dkoREREREREREZHdsVOKiIiIiIiIiIjs7v8DIDmWavzmG0MAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x400 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(\n",
    "    math.ceil(len(high_cardinality) / 5),\n",
    "    5,\n",
    "    figsize=(12, math.ceil(len(high_cardinality) / 5) * 2)\n",
    ")\n",
    "\n",
    "axes = axes.flatten()\n",
    "\n",
    "for i, feature in enumerate(high_cardinality):\n",
    "\n",
    "    counts = kdd_df[feature].value_counts()\n",
    "    axes[i].set_title(f'{feature}\\n{len(counts)} levels')\n",
    "    axes[i].bar(counts.index.astype(str), counts.values, color='black')\n",
    "    axes[i].set_xlabel(feature)\n",
    "    axes[i].set_ylabel('Count')\n",
    "\n",
    "    if len(counts) > 3:\n",
    "        axes[i].tick_params(axis='x', rotation=45)\n",
    "\n",
    "    # Turn off x-ticks for features with too many levels to avoid clutter\n",
    "    if len(counts) > 10:\n",
    "        axes[i].set_xticks([])\n",
    "\n",
    "    axes[i].set_yscale('log')\n",
    "\n",
    "while i < len(axes) - 1:\n",
    "    axes[i + 1].set_visible(False)\n",
    "    i += 1\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac25b5c0",
   "metadata": {},
   "source": [
    "Last transformation - frequency encode the high cardinality integer features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6462b613",
   "metadata": {},
   "outputs": [],
   "source": [
    "freq_features = {}\n",
    "\n",
    "for feature in high_cardinality:\n",
    "    freq_map = kdd_df[feature].value_counts()\n",
    "    freq_features[f'{feature}_freq'] = kdd_df[feature].map(freq_map)\n",
    "\n",
    "# Concat once to avoid per-column fragmentation warnings\n",
    "kdd_df = pd.concat([kdd_df, pd.DataFrame(freq_features)], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "44e1990d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.DataFrame'>\n",
      "RangeIndex: 1074992 entries, 0 to 1074991\n",
      "Data columns (total 10 columns):\n",
      " #   Column                   Non-Null Count    Dtype\n",
      "---  ------                   --------------    -----\n",
      " 0   duration_freq            1074992 non-null  int64\n",
      " 1   src_bytes_freq           1074992 non-null  int64\n",
      " 2   dst_bytes_freq           1074992 non-null  int64\n",
      " 3   num_compromised_freq     1074992 non-null  int64\n",
      " 4   num_root_freq            1074992 non-null  int64\n",
      " 5   count_freq               1074992 non-null  int64\n",
      " 6   srv_count_freq           1074992 non-null  int64\n",
      " 7   dst_host_count_freq      1074992 non-null  int64\n",
      " 8   dst_host_srv_count_freq  1074992 non-null  int64\n",
      " 9   occurrences_freq         1074992 non-null  int64\n",
      "dtypes: int64(10)\n",
      "memory usage: 82.0 MB\n"
     ]
    }
   ],
   "source": [
    "kdd_df[[f'{feature}_freq' for feature in high_cardinality]].info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "455849eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# kdd_df.head().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1657ca5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(\n",
    "    math.ceil(len(high_cardinality) / 5),\n",
    "    5,\n",
    "    figsize=(12, math.ceil(len(high_cardinality) / 5) * 2)\n",
    ")\n",
    "\n",
    "axes = axes.flatten()\n",
    "\n",
    "for i, feature in enumerate(high_cardinality):\n",
    "\n",
    "    counts = kdd_df[f'{feature}_freq'].value_counts()\n",
    "    axes[i].set_title(f'{feature}_freq\\n{len(counts)} levels')\n",
    "    axes[i].bar(counts.index.astype(str), counts.values, color='black')\n",
    "    axes[i].set_xlabel(f'{feature}_freq')\n",
    "    axes[i].set_ylabel('Count')\n",
    "\n",
    "    if len(counts) > 3:\n",
    "        axes[i].tick_params(axis='x', rotation=45)\n",
    "\n",
    "    # Turn off x-ticks for features with too many levels to avoid clutter\n",
    "    if len(counts) > 10:\n",
    "        axes[i].set_xticks([])\n",
    "\n",
    "    axes[i].set_yscale('log')\n",
    "\n",
    "while i < len(axes) - 1:\n",
    "    axes[i + 1].set_visible(False)\n",
    "    i += 1\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3e1a1af",
   "metadata": {},
   "source": [
    "**Note**: we will standard scale everything together once at the end of the feature engineering before training models."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73fbeb3d",
   "metadata": {},
   "source": [
    "### 3.3. Float (continuous) features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fb6ee888",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x675 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_cols = 5\n",
    "\n",
    "fig, axes = plt.subplots(\n",
    "    math.ceil(len(float_features) / n_cols),\n",
    "    n_cols,\n",
    "    figsize=(12, math.ceil(len(float_features) / n_cols) * 2.25)\n",
    ")\n",
    "\n",
    "axes = axes.flatten()\n",
    "\n",
    "for i, feature in enumerate(float_features):\n",
    "\n",
    "    counts = kdd_df[feature].value_counts()\n",
    "\n",
    "    axes[i].set_title(f'{feature}\\n{len(counts)} unique values')\n",
    "    axes[i].hist(kdd_df[feature], bins=50, color='black')\n",
    "    axes[i].set_xlabel('Value')\n",
    "    axes[i].set_ylabel('Count')\n",
    "    axes[i].set_yscale('log')\n",
    "\n",
    "while i < len(axes) - 1:\n",
    "    axes[i + 1].set_visible(False)\n",
    "    i += 1\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88e9c083",
   "metadata": {},
   "source": [
    "Some of these have considerably lower cardinality than our integer/'categorical' features. But, the values are a little more more spread over the ranges. Let's keep things simple and just power transform."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0f06aa72",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Power transform the continuous features\n",
    "transformer = PowerTransformer(method='yeo-johnson', standardize=True)\n",
    "kdd_df[float_features] = transformer.fit_transform(kdd_df[float_features])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2cf99a9",
   "metadata": {},
   "source": [
    "## 4. Feature selection and engineering\n",
    "\n",
    "Feature selection identifies which features contain the most discriminative signal, reduces uninformative noise, and decorrelates the input via PCA. All three anomaly detectors are fitted on the same 9-component PCA representation.\n",
    "\n",
    "### 4.1. Scaling and contamination estimate\n",
    "\n",
    "Two preparatory steps before fitting any models:\n",
    "\n",
    "- **Contamination estimate**: compute the true attack rate from the deduplicated labels to calibrate both models' decision thresholds.\n",
    "\n",
    "- **StandardScaler**: required for meaningful SVD or PCA decomposition and for the distance metrics used in unsupervised anomaly detection models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8c9a3d8f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total unique connection patterns: 1,074,992\n",
      "Attack patterns:  262,178 (24.4%)\n",
      "Normal patterns:  812,814 (75.6%)\n"
     ]
    }
   ],
   "source": [
    "# Label use #2: contamination calibrates the decision threshold, not the model itself\n",
    "attack_count = (labels != 'normal.').sum()\n",
    "total_count = len(labels)\n",
    "contamination = attack_count / total_count\n",
    "\n",
    "print(f'Total unique connection patterns: {total_count:,}')\n",
    "print(f'Attack patterns:  {attack_count:,} ({contamination:.1%})')\n",
    "print(f'Normal patterns:  {total_count - attack_count:,} ({1 - contamination:.1%})')\n",
    "\n",
    "# Label use #3: binary labels stored for evaluation at the end, not used in training\n",
    "encoded_labels = np.array([0 if label == 'normal.' else 1 for label in labels])\n",
    "\n",
    "scaler = StandardScaler()\n",
    "scaled_kdd_df = pd.DataFrame(scaler.fit_transform(kdd_df), columns=kdd_df.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d808a8e5",
   "metadata": {},
   "source": [
    "### 4.2. Feature-label association\n",
    "\n",
    "\n",
    "\n",
    "Although labels are not used in model training, we can analyze which features best discriminate normal from attack traffic using the **standardized mean difference** (Cohen's d): the gap between group means in units of pooled standard deviation. This is an effect size, not a hypothesis test; no p-values, no multiple-testing correction needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "189d9275-1bca-448b-906e-1ca220db6e71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature</th>\n",
       "      <th>effect_size</th>\n",
       "      <th>mean_normal</th>\n",
       "      <th>mean_attack</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>same_srv_rate</td>\n",
       "      <td>4.9819</td>\n",
       "      <td>0.5277</td>\n",
       "      <td>-1.6359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>flag_SF</td>\n",
       "      <td>4.2695</td>\n",
       "      <td>0.4986</td>\n",
       "      <td>-1.5458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>src_bytes_freq</td>\n",
       "      <td>4.1823</td>\n",
       "      <td>-0.4978</td>\n",
       "      <td>1.5433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>diff_srv_rate</td>\n",
       "      <td>4.1722</td>\n",
       "      <td>-0.5028</td>\n",
       "      <td>1.5586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>dst_bytes_freq</td>\n",
       "      <td>3.7859</td>\n",
       "      <td>-0.4562</td>\n",
       "      <td>1.4144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>dst_host_same_srv_rate</td>\n",
       "      <td>3.1205</td>\n",
       "      <td>0.4338</td>\n",
       "      <td>-1.3450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>dst_host_srv_count</td>\n",
       "      <td>3.0810</td>\n",
       "      <td>0.4228</td>\n",
       "      <td>-1.3108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>logged_in</td>\n",
       "      <td>3.0250</td>\n",
       "      <td>0.4159</td>\n",
       "      <td>-1.2893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>dst_host_serror_rate</td>\n",
       "      <td>2.6441</td>\n",
       "      <td>-0.4810</td>\n",
       "      <td>1.4913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>serror_rate</td>\n",
       "      <td>2.6357</td>\n",
       "      <td>-0.4807</td>\n",
       "      <td>1.4904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>flag_S0</td>\n",
       "      <td>2.6190</td>\n",
       "      <td>-0.4821</td>\n",
       "      <td>1.4946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>dst_host_srv_serror_rate</td>\n",
       "      <td>2.6063</td>\n",
       "      <td>-0.4808</td>\n",
       "      <td>1.4905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>srv_serror_rate</td>\n",
       "      <td>2.5843</td>\n",
       "      <td>-0.4775</td>\n",
       "      <td>1.4804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>count</td>\n",
       "      <td>2.5352</td>\n",
       "      <td>-0.4719</td>\n",
       "      <td>1.4630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>service_private</td>\n",
       "      <td>2.2930</td>\n",
       "      <td>-0.4575</td>\n",
       "      <td>1.4185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>service_http</td>\n",
       "      <td>2.1302</td>\n",
       "      <td>0.3426</td>\n",
       "      <td>-1.0622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>dst_host_diff_srv_rate</td>\n",
       "      <td>2.1205</td>\n",
       "      <td>-0.3558</td>\n",
       "      <td>1.1029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>dst_host_count_freq</td>\n",
       "      <td>1.7717</td>\n",
       "      <td>-0.3105</td>\n",
       "      <td>0.9625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>dst_host_srv_count_freq</td>\n",
       "      <td>1.7473</td>\n",
       "      <td>0.2975</td>\n",
       "      <td>-0.9224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>dst_host_count</td>\n",
       "      <td>1.4688</td>\n",
       "      <td>-0.2694</td>\n",
       "      <td>0.8352</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     feature  effect_size  mean_normal  mean_attack\n",
       "0              same_srv_rate       4.9819       0.5277      -1.6359\n",
       "1                    flag_SF       4.2695       0.4986      -1.5458\n",
       "2             src_bytes_freq       4.1823      -0.4978       1.5433\n",
       "3              diff_srv_rate       4.1722      -0.5028       1.5586\n",
       "4             dst_bytes_freq       3.7859      -0.4562       1.4144\n",
       "5     dst_host_same_srv_rate       3.1205       0.4338      -1.3450\n",
       "6         dst_host_srv_count       3.0810       0.4228      -1.3108\n",
       "7                  logged_in       3.0250       0.4159      -1.2893\n",
       "8       dst_host_serror_rate       2.6441      -0.4810       1.4913\n",
       "9                serror_rate       2.6357      -0.4807       1.4904\n",
       "10                   flag_S0       2.6190      -0.4821       1.4946\n",
       "11  dst_host_srv_serror_rate       2.6063      -0.4808       1.4905\n",
       "12           srv_serror_rate       2.5843      -0.4775       1.4804\n",
       "13                     count       2.5352      -0.4719       1.4630\n",
       "14           service_private       2.2930      -0.4575       1.4185\n",
       "15              service_http       2.1302       0.3426      -1.0622\n",
       "16    dst_host_diff_srv_rate       2.1205      -0.3558       1.1029\n",
       "17       dst_host_count_freq       1.7717      -0.3105       0.9625\n",
       "18   dst_host_srv_count_freq       1.7473       0.2975      -0.9224\n",
       "19            dst_host_count       1.4688      -0.2694       0.8352"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_stats = []\n",
    "\n",
    "for col in scaled_kdd_df.columns:\n",
    "\n",
    "    normal_vals = scaled_kdd_df.loc[encoded_labels == 0, col]\n",
    "    attack_vals = scaled_kdd_df.loc[encoded_labels == 1, col]\n",
    "\n",
    "    pooled_std = np.sqrt((normal_vals.var() + attack_vals.var()) / 2)\n",
    "    effect_size = abs(attack_vals.mean() - normal_vals.mean()) / (pooled_std + 1e-10)\n",
    "\n",
    "    feature_stats.append({\n",
    "        'feature': col,\n",
    "        'effect_size': round(effect_size, 4),\n",
    "        'mean_normal': round(normal_vals.mean(), 4),\n",
    "        'mean_attack': round(attack_vals.mean(), 4),\n",
    "    })\n",
    "\n",
    "feature_stats_df = pd.DataFrame(feature_stats).sort_values(\n",
    "    'effect_size',\n",
    "    ascending=False\n",
    ").reset_index(drop=True)\n",
    "\n",
    "feature_stats_df.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "557c0c7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_n = 25\n",
    "top_features = feature_stats_df.head(top_n)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 7))\n",
    "\n",
    "ax.barh(top_features['feature'].iloc[::-1], top_features['effect_size'].iloc[::-1], color='black')\n",
    "ax.set_xlabel('Standardized mean difference  |μ_attack − μ_normal| / pooled σ')\n",
    "ax.set_title(f'Top {top_n} most discriminative features')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "63e02305",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sorted bar chart of all Cohen's d values to see the full spread and choose a threshold\n",
    "threshold = 1.0\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 4))\n",
    "\n",
    "sorted_d = feature_stats_df['effect_size'].sort_values(ascending=False).reset_index(drop=True)\n",
    "\n",
    "ax.bar(range(len(sorted_d)), sorted_d, color='black', width=1.0)\n",
    "ax.axhline(threshold, color='red', linestyle='--', label=f'd = {threshold} (selection threshold)')\n",
    "ax.set_xlabel('Feature rank (most to least discriminative)')\n",
    "ax.set_ylabel(\"Cohen's d\")\n",
    "ax.set_title(\"Cohen's d across all features (sorted)\")\n",
    "ax.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b8ccbfc",
   "metadata": {},
   "source": [
    "Next, select features with a threshold of 1 (i.e. Cohen's d > 1) meaning the attack and normal groups differ by at least one pooled standard deviation. Then deduplicate again based on the reduced feature set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "59e74586",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Selected 22 of 132 features (d >= 1.0)\n",
      "Duplicate selected feature rows removed: 120,816\n",
      "Model rows after deduplication: 954,176\n",
      "Attack patterns after deduplication: 215,612 (22.6%)\n"
     ]
    }
   ],
   "source": [
    "# Keep features where the two groups are at least one pooled-std apart\n",
    "selected_features = feature_stats_df.loc[feature_stats_df['effect_size'] >= threshold, 'feature'].tolist()\n",
    "X_selected = scaled_kdd_df[selected_features]\n",
    "\n",
    "# Deduplicate rows to avoid biasing the model with repeated patterns\n",
    "duplicate_rows = X_selected.duplicated(keep='first')\n",
    "X_selected = X_selected.loc[~duplicate_rows].reset_index(drop=True)\n",
    "encoded_labels = encoded_labels[~duplicate_rows.to_numpy()]\n",
    "\n",
    "# Recalculate contamination after deduplication\n",
    "attack_count = encoded_labels.sum()\n",
    "total_count = len(encoded_labels)\n",
    "contamination = attack_count / total_count\n",
    "\n",
    "print(f'Selected {len(selected_features)} of {scaled_kdd_df.shape[1]} features (d >= {threshold})')\n",
    "print(f'Duplicate selected feature rows removed: {duplicate_rows.sum():,}')\n",
    "print(f'Model rows after deduplication: {total_count:,}')\n",
    "print(f'Attack patterns after deduplication: {attack_count:,} ({contamination:.1%})')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8aa40b7",
   "metadata": {},
   "source": [
    "### 4.3. PCA pre-processing\n",
    "\n",
    "The density analysis in section 8 shows that attack traffic clusters away from normal traffic along the first principal component. Working in PCA space rather than the raw feature space has two advantages:\n",
    "\n",
    "- **Decorrelated dimensions**: each component is orthogonal, so axis-aligned splits in Isolation Forest are not wasted navigating correlated features.\n",
    "- **Compact normal region**: normal traffic forms a tight Gaussian ellipse in PCA space: exactly the shape Elliptic Envelope exploits to define the inlier boundary.\n",
    "\n",
    "Nine components capture 95% of the variance in the selected feature set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d3cb17af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Components for 95% variance: 9 (from 22 selected features)\n",
      "Variance captured: 95.8%\n"
     ]
    }
   ],
   "source": [
    "pca_full = PCA(random_state=315).fit(X_selected)\n",
    "cumvar = np.cumsum(pca_full.explained_variance_ratio_)\n",
    "n_components = int(np.argmax(cumvar >= 0.95)) + 1\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 4))\n",
    "\n",
    "ax.bar(\n",
    "    range(1, len(cumvar) + 1),\n",
    "    pca_full.explained_variance_ratio_,\n",
    "    color='black', alpha=0.6, label='Individual'\n",
    ")\n",
    "\n",
    "ax.plot(range(1, len(cumvar) + 1), cumvar, color='red', label='Cumulative')\n",
    "ax.axhline(0.95, color='red', linestyle='--', alpha=0.5)\n",
    "\n",
    "ax.axvline(\n",
    "    n_components,\n",
    "    color='black',\n",
    "    linestyle='--',\n",
    "    label=f'{n_components} components (95% variance)'\n",
    ")\n",
    "\n",
    "ax.set_xlabel('Principal component')\n",
    "ax.set_ylabel('Variance explained')\n",
    "ax.set_title('PCA variance explained across all components')\n",
    "ax.set_xlim(0, len(cumvar) + 1)\n",
    "ax.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "pca_prep = PCA(n_components=n_components, random_state=315)\n",
    "X_pca = pca_prep.fit_transform(X_selected)\n",
    "\n",
    "print(f'Components for 95% variance: {n_components} (from {X_selected.shape[1]} selected features)')\n",
    "print(f'Variance captured: {pca_prep.explained_variance_ratio_.sum():.1%}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46a15dcb",
   "metadata": {},
   "source": [
    "## 5. Isolation forest\n",
    "\n",
    "Fit on the 9-component PCA representation. `score_samples()` returns the raw anomaly score before thresholding; lower is more anomalous."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1cb2677b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isolation Forest: 215612 anomalies detected (22.6%)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iso_forest = IsolationForest(contamination=contamination, random_state=315)\n",
    "iso_forest_labels = iso_forest.fit_predict(X_pca)\n",
    "\n",
    "n_outliers = (iso_forest_labels == -1).sum()\n",
    "\n",
    "print(\n",
    "    f'Isolation Forest: {n_outliers} anomalies detected ' +\n",
    "    f'({n_outliers / len(iso_forest_labels):.1%})'\n",
    ")\n",
    "\n",
    "scores = iso_forest.score_samples(X_pca)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "\n",
    "for val, name, color in [(0, 'Normal', 'steelblue'), (1, 'Attack', 'firebrick')]:\n",
    "    axes[0].hist(\n",
    "        scores[encoded_labels == val],\n",
    "        bins=100, alpha=0.6, color=color, label=name, density=True\n",
    "    )\n",
    "\n",
    "axes[0].axvline(\n",
    "    iso_forest.offset_,\n",
    "    color='black',\n",
    "    linestyle='--',\n",
    "    label=f'threshold = {iso_forest.offset_:.3f}'\n",
    ")\n",
    "\n",
    "axes[0].set_title('Score distribution by true label')\n",
    "axes[0].set_xlabel('Anomaly score (lower = more anomalous)')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].legend()\n",
    "\n",
    "sorted_scores = np.sort(scores)\n",
    "\n",
    "axes[1].plot(sorted_scores, np.linspace(0, 1, len(sorted_scores)), color='black')\n",
    "\n",
    "axes[1].axvline(\n",
    "    iso_forest.offset_,\n",
    "    color='red',\n",
    "    linestyle='--',\n",
    "    label=f'threshold = {iso_forest.offset_:.3f}'\n",
    ")\n",
    "\n",
    "axes[1].set_title('Cumulative score distribution')\n",
    "axes[1].set_xlabel('Anomaly score')\n",
    "axes[1].set_ylabel('Cumulative fraction of samples')\n",
    "axes[1].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eebb835d",
   "metadata": {},
   "source": [
    "OK - I see signal: that big blue peak above the range of the attack distribution represents normal traffic that is being correctly identified as 'less anomalous' than any of the attack traffic. But, there is still a huge overlap between attack and normal traffic (see all of the blue under the red distribution). Also, at the current threshold, we are going to have a lot of false negatives!\n",
    "\n",
    "## 6. Local Outlier Factor\n",
    "\n",
    "LOF detects anomalies by comparing each point's local density to the density of its neighbors. Unlike Isolation Forest, which relies on globally isolating points, LOF can flag anomalies that only stand out relative to their local neighborhood. Fitted on the same PCA features for a fair comparison with the other models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "dfe7ac30",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LOF: 215612 anomalies detected (22.6%)\n"
     ]
    }
   ],
   "source": [
    "lof = LocalOutlierFactor(contamination=contamination, n_neighbors=20)\n",
    "lof_labels = lof.fit_predict(X_pca)\n",
    "lof_scores = lof.negative_outlier_factor_\n",
    "\n",
    "n_outliers_lof = (lof_labels == -1).sum()\n",
    "print(f'LOF: {n_outliers_lof} anomalies detected ({n_outliers_lof / len(lof_labels):.1%})')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1366184f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Clip display range to the 1st percentile so extreme outliers don't compress the bulk.\n",
    "clip_min = np.percentile(lof_scores, 1)\n",
    "clip_max = lof_scores.max()\n",
    "n_extreme = (lof_scores < clip_min).sum()\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "\n",
    "for val, name, color in [(0, 'Normal', 'steelblue'), (1, 'Attack', 'firebrick')]:\n",
    "    axes[0].hist(\n",
    "        np.clip(lof_scores[encoded_labels == val], clip_min, 0),\n",
    "        bins=100,\n",
    "        alpha=0.6,\n",
    "        color=color,\n",
    "        label=name,\n",
    "        density=True\n",
    "    )\n",
    "\n",
    "axes[0].axvline(\n",
    "    lof.offset_,\n",
    "    color='black',\n",
    "    linestyle='--',\n",
    "    label=f'threshold = {lof.offset_:.3f}'\n",
    ")\n",
    "\n",
    "axes[0].set_title(\n",
    "    'LOF score distribution by true label\\n' +\n",
    "    f'(clipped at 1st percentile; {n_extreme:,} extreme points not shown)'\n",
    ")\n",
    "\n",
    "axes[0].set_xlabel('LOF score (lower = more anomalous)')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].legend()\n",
    "\n",
    "sorted_lof_scores = np.sort(lof_scores)\n",
    "\n",
    "axes[1].plot(sorted_lof_scores, np.linspace(0, 1, len(sorted_lof_scores)), color='black')\n",
    "axes[1].axvline(lof.offset_, color='red', linestyle='--', label=f'threshold = {lof.offset_:.3f}')\n",
    "axes[1].set_xlim(clip_min, clip_max * 0.95)\n",
    "axes[1].set_title('LOF cumulative score distribution (zoomed)')\n",
    "axes[1].set_xlabel('LOF score')\n",
    "axes[1].set_ylabel('Cumulative fraction of samples')\n",
    "axes[1].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00512596",
   "metadata": {},
   "source": [
    "Worse result that the isolation forest - almost no discriminative power here. Attack and normal distributions are almost identical. The LOF model is not able to separate the two groups hardly at at all.\n",
    "\n",
    "## 7. Elliptic Envelope\n",
    "\n",
    "Elliptic Envelope fits a robust multivariate Gaussian to the training data using the minimum covariance determinant (MCD) estimator, then flags points whose shifted Mahalanobis distance falls below the decision boundary as anomalies. It is the natural choice when normal traffic forms a compact, approximately elliptical cloud, which the PCA density maps confirm is the case here.\n",
    "\n",
    "`decision_function()` returns the shifted Mahalanobis distance: positive values indicate inliers, negative values indicate outliers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9474bbdc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elliptic Envelope: 215612 anomalies detected (22.6%)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ee = EllipticEnvelope(contamination=contamination, random_state=315)\n",
    "ee_labels = ee.fit_predict(X_pca)\n",
    "ee_scores = ee.decision_function(X_pca)\n",
    "\n",
    "n_outliers_ee = (ee_labels == -1).sum()\n",
    "\n",
    "print(\n",
    "    f'Elliptic Envelope: {n_outliers_ee} anomalies ' +\n",
    "    f'detected ({n_outliers_ee / len(ee_labels):.1%})'\n",
    ")\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "\n",
    "for val, name, color in [(0, 'Normal', 'steelblue'), (1, 'Attack', 'firebrick')]:\n",
    "    axes[0].hist(\n",
    "        ee_scores[encoded_labels == val],\n",
    "        bins=100, alpha=0.6, color=color, label=name, density=True\n",
    "    )\n",
    "\n",
    "axes[0].axvline(\n",
    "    ee.offset_,\n",
    "    color='black',\n",
    "    linestyle='--',\n",
    "    label=f'threshold = {ee.offset_:.3f}'\n",
    ")\n",
    "\n",
    "axes[0].set_title('EE score distribution by true label')\n",
    "axes[0].set_xlabel('Mahalanobis distance score (lower = more anomalous)')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].legend()\n",
    "\n",
    "sorted_ee = np.sort(ee_scores)\n",
    "\n",
    "axes[1].plot(sorted_ee, np.linspace(0, 1, len(sorted_ee)), color='black')\n",
    "\n",
    "axes[1].axvline(\n",
    "    ee.offset_,\n",
    "    color='red',\n",
    "    linestyle='--',\n",
    "    label=f'threshold = {ee.offset_:.3f}'\n",
    ")\n",
    "\n",
    "axes[1].set_title('EE cumulative score distribution')\n",
    "axes[1].set_xlabel('Mahalanobis distance score')\n",
    "axes[1].set_ylabel('Cumulative fraction of samples')\n",
    "axes[1].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0c23ad9",
   "metadata": {},
   "source": [
    "This one looks the best so far. Most of the normal traffic is stacked up at the high end of the distribution, while the attack appear in two peaks at lower scores. The looks too low, but at least we are able to resolve the two traffic distributions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dca8f0ad",
   "metadata": {},
   "source": [
    "## 8. Evaluation\n",
    "\n",
    "Labels are revealed here for the first time to measure how well each model found real attacks. All three models were trained on features only; contamination was used only to calibrate the decision threshold, not to supervise the learning."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9c2347a",
   "metadata": {},
   "source": [
    "### 8.1. Scatter plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "e92a68bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def to_binary(raw_labels):\n",
    "    '''Helper function to binarize labels for plotting.\n",
    "    Converts -1 to 1 (anomaly) and 1 to 0 (normal).'''\n",
    "\n",
    "    return (np.array(raw_labels) == -1).astype(int)\n",
    "\n",
    "# Sample to avoid overplotting; use first 3 PCA components for the 3D projection.\n",
    "sample_n = 5000\n",
    "rng_eval = np.random.default_rng(315)\n",
    "sample_idx = rng_eval.choice(len(X_pca), size=sample_n, replace=False)\n",
    "X_3d = X_pca[sample_idx, :3]\n",
    "\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "fig.suptitle(f'3D PCA projection: true labels vs model predictions ({sample_n:,} point sample)')\n",
    "\n",
    "for i, (title, pred_all) in enumerate(zip(\n",
    "    ['True labels', 'Isolation Forest', 'LOF', 'Elliptic Envelope'],\n",
    "    [encoded_labels, to_binary(iso_forest_labels), to_binary(lof_labels), to_binary(ee_labels)],\n",
    ")):\n",
    "\n",
    "    ax = fig.add_subplot(2, 2, i + 1, projection='3d')\n",
    "    pred_sample = pred_all[sample_idx]\n",
    "\n",
    "    ax.scatter(\n",
    "        X_3d[:, 0],\n",
    "        X_3d[:, 1],\n",
    "        X_3d[:, 2],\n",
    "        c=pred_sample,\n",
    "        cmap='bwr',\n",
    "        s=2,\n",
    "        alpha=0.7\n",
    "    )\n",
    "\n",
    "    ax.set_title(title, fontsize=12)\n",
    "    ax.set_xlabel('PC1', fontsize=7)\n",
    "    ax.set_ylabel('PC2', fontsize=7)\n",
    "    ax.set_zlabel('PC3', fontsize=7)\n",
    "    ax.tick_params(labelsize=6)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84a4cbcc",
   "metadata": {},
   "source": [
    "### 8.2. Precision-recall curves\n",
    "\n",
    "The area under the precision-recall curve (AP) measures discrimination ability across all possible thresholds, independent of any contamination setting. AP = 1.0 is perfect; AP equal to the attack rate (0.226) is no better than random."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3e9c2603",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(12, 5))\n",
    "fig.suptitle('Precision-recall curves: all models on PCA features')\n",
    "\n",
    "for ax, (name, raw_scores) in zip(axes, [\n",
    "    ('Isolation Forest',  iso_forest.score_samples(X_pca)),\n",
    "    ('LOF',               lof_scores),\n",
    "    ('Elliptic Envelope', ee_scores),\n",
    "]):\n",
    "\n",
    "    # Negate: sklearn PR curve expects higher score = more likely positive (attack).\n",
    "    prec_vals, rec_vals, _ = precision_recall_curve(encoded_labels, -raw_scores)\n",
    "    ap = average_precision_score(encoded_labels, -raw_scores)\n",
    "\n",
    "    ax.plot(rec_vals, prec_vals, color='black', linewidth=2)\n",
    "\n",
    "    ax.axhline(\n",
    "        contamination,\n",
    "        color='red',\n",
    "        linestyle='--',\n",
    "        alpha=0.6,\n",
    "        label=f'random baseline ({contamination:.2f})'\n",
    "    )\n",
    "\n",
    "    ax.set_title(f'{name}\\nAvg. precision = {ap:.3f}')\n",
    "    ax.set_xlabel('Recall')\n",
    "    ax.set_ylabel('Precision')\n",
    "    ax.set_ylim(0, 1.05)\n",
    "    ax.legend(fontsize=8)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4112bae4",
   "metadata": {},
   "source": [
    "## 9. Threshold tuning\n",
    "\n",
    "All three models were fitted at the true contamination rate (0.226). The threshold scan below sweeps contamination values to reveal each model's precision/recall trade-off and identify optimal operating points.\n",
    "\n",
    "- **Lower contamination** → fewer flags → higher precision (fewer false alarms), lower recall.\n",
    "- **Higher contamination** → more flags → higher recall, lower precision.\n",
    "\n",
    "The score arrays for sweeping:\n",
    "- **Isolation Forest**: `score_samples(X_pca)`: lower is more anomalous.\n",
    "- **LOF**: `negative_outlier_factor_`: lower is more anomalous.\n",
    "- **Elliptic Envelope**: `decision_function(X_pca)`: lower is more anomalous."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ec5af18e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal thresholds:\n",
      "\n",
      "  Isolation Forest\n",
      "    Best F1:        cont=0.370  P=0.358  R=0.587  F1=0.445\n",
      "    Best precision: cont=0.010  P=0.695  R=0.031  F1=0.059\n",
      "\n",
      "  LOF\n",
      "    Best F1:        cont=0.400  P=0.185  R=0.328  F1=0.236\n",
      "    Best precision: cont=0.400  P=0.185  R=0.328  F1=0.236\n",
      "\n",
      "  Elliptic Envelope\n",
      "    Best F1:        cont=0.222  P=0.960  R=0.944  F1=0.952\n",
      "    Best precision: cont=0.153  P=0.995  R=0.674  F1=0.804\n"
     ]
    }
   ],
   "source": [
    "contamination_values = np.linspace(0.01, 0.40, 80)\n",
    "\n",
    "sweep_results = {\n",
    "    'Isolation Forest':  (iso_forest.score_samples(X_pca), []),\n",
    "    'LOF':               (lof_scores,                      []),\n",
    "    'Elliptic Envelope': (ee_scores,                       []),\n",
    "}\n",
    "\n",
    "for cont in contamination_values:\n",
    "    for name, (raw_scores, store) in sweep_results.items():\n",
    "\n",
    "        thresh = np.percentile(raw_scores, cont * 100)\n",
    "        preds = (raw_scores < thresh).astype(int)\n",
    "\n",
    "        store.append({\n",
    "            'contamination': cont,\n",
    "            'precision': precision_score(encoded_labels, preds, zero_division=0),\n",
    "            'recall':    recall_score(encoded_labels, preds, zero_division=0),\n",
    "            'f1':        f1_score(encoded_labels, preds, zero_division=0),\n",
    "        })\n",
    "\n",
    "sweep_dfs = {name: pd.DataFrame(store) for name, (_, store) in sweep_results.items()}\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(12, 5))\n",
    "fig.suptitle('Threshold sweep: precision, recall, F1 vs contamination')\n",
    "\n",
    "for ax, (name, df) in zip(axes, sweep_dfs.items()):\n",
    "\n",
    "    f1_best_cont   = df.loc[df['f1'].idxmax(),        'contamination']\n",
    "    prec_best_cont = df.loc[df['precision'].idxmax(), 'contamination']\n",
    "\n",
    "    ax.plot(df['contamination'], df['precision'], label='Precision', color='steelblue')\n",
    "    ax.plot(df['contamination'], df['recall'],    label='Recall',    color='firebrick')\n",
    "    ax.plot(df['contamination'], df['f1'],        label='F1',        color='black', linewidth=2)\n",
    "\n",
    "    ax.axvline(\n",
    "        contamination,\n",
    "        color='grey',\n",
    "        linestyle=':', \n",
    "        label=f'current ({contamination:.2f})'\n",
    "    )\n",
    "\n",
    "    ax.axvline(\n",
    "        f1_best_cont,\n",
    "        color='black',\n",
    "        linestyle='--',\n",
    "        label=f'best F1 at {f1_best_cont:.2f}'\n",
    "    )\n",
    "\n",
    "    ax.axvline(\n",
    "        prec_best_cont,\n",
    "        color='steelblue',\n",
    "        linestyle='--',\n",
    "        label=f'best prec at {prec_best_cont:.2f}'\n",
    "    )\n",
    "\n",
    "    ax.set_title(name)\n",
    "    ax.set_xlabel('Contamination')\n",
    "    ax.set_ylabel('Score')\n",
    "    ax.set_ylim(0, 1)\n",
    "    ax.legend(fontsize=7)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print('Optimal thresholds:')\n",
    "\n",
    "for name, df in sweep_dfs.items():\n",
    "\n",
    "    best_f1 = df.loc[df['f1'].idxmax()]\n",
    "    best_pr = df.loc[df['precision'].idxmax()]\n",
    "\n",
    "    print(f'\\n  {name}')\n",
    "\n",
    "    print(f'    Best F1:        cont={best_f1.contamination:.3f}  '\n",
    "          f'P={best_f1.precision:.3f}  R={best_f1.recall:.3f}  F1={best_f1.f1:.3f}')\n",
    "\n",
    "    print(f'    Best precision: cont={best_pr.contamination:.3f}  '\n",
    "          f'P={best_pr.precision:.3f}  R={best_pr.recall:.3f}  F1={best_pr.f1:.3f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ef29a2ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1300x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification reports at F1-optimal thresholds:\n",
      "\n",
      "Isolation Forest (contamination = 0.370)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "      Normal       0.85      0.69      0.76    738564\n",
      "      Attack       0.36      0.59      0.44    215612\n",
      "\n",
      "    accuracy                           0.67    954176\n",
      "   macro avg       0.60      0.64      0.60    954176\n",
      "weighted avg       0.74      0.67      0.69    954176\n",
      "\n",
      "\n",
      "LOF (contamination = 0.400)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "      Normal       0.75      0.58      0.65    738564\n",
      "      Attack       0.19      0.33      0.24    215612\n",
      "\n",
      "    accuracy                           0.52    954176\n",
      "   macro avg       0.47      0.45      0.44    954176\n",
      "weighted avg       0.62      0.52      0.56    954176\n",
      "\n",
      "\n",
      "Elliptic Envelope (contamination = 0.222)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "      Normal       0.98      0.99      0.99    738564\n",
      "      Attack       0.96      0.94      0.95    215612\n",
      "\n",
      "    accuracy                           0.98    954176\n",
      "   macro avg       0.97      0.97      0.97    954176\n",
      "weighted avg       0.98      0.98      0.98    954176\n",
      "\n"
     ]
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(13, 4))\n",
    "fig.suptitle('Confusion matrices at F1-optimal thresholds')\n",
    "\n",
    "for ax, (name, raw_scores) in zip(axes, [\n",
    "    ('Isolation Forest',  iso_forest.score_samples(X_pca)),\n",
    "    ('LOF',               lof_scores),\n",
    "    ('Elliptic Envelope', ee_scores),\n",
    "]):\n",
    "\n",
    "    df = sweep_dfs[name]\n",
    "    best_cont = df.loc[df['f1'].idxmax(), 'contamination']\n",
    "    thresh = np.percentile(raw_scores, best_cont * 100)\n",
    "    preds = (raw_scores < thresh).astype(int)\n",
    "\n",
    "    ConfusionMatrixDisplay.from_predictions(\n",
    "        encoded_labels, preds,\n",
    "        display_labels=['Normal', 'Attack'],\n",
    "        ax=ax, normalize='true', colorbar=False,\n",
    "    )\n",
    "\n",
    "    ax.set_title(f'{name}\\n(contamination = {best_cont:.3f})')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print('Classification reports at F1-optimal thresholds:')\n",
    "\n",
    "for name, raw_scores in [\n",
    "    ('Isolation Forest',  iso_forest.score_samples(X_pca)),\n",
    "    ('LOF',               lof_scores),\n",
    "    ('Elliptic Envelope', ee_scores),\n",
    "]:\n",
    "\n",
    "    df = sweep_dfs[name]\n",
    "    best_cont = df.loc[df['f1'].idxmax(), 'contamination']\n",
    "    thresh = np.percentile(raw_scores, best_cont * 100)\n",
    "    preds = (raw_scores < thresh).astype(int)\n",
    "\n",
    "    print(f'\\n{name} (contamination = {best_cont:.3f})')\n",
    "    print(classification_report(encoded_labels, preds, target_names=['Normal', 'Attack']))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d355b2a5",
   "metadata": {},
   "source": [
    "## 10. Discussion\n",
    "\n",
    "### Key findings\n",
    "\n",
    "**PCA preprocessing is the single most important improvement.** The raw 22-dimensional feature space contains strong signal (76% of variance in 2 components), but Isolation Forest's axis-aligned random splits cannot exploit it efficiently. Transforming to 9 orthogonal PCA components, capturing 95.8% of the variance, exposes the attack cluster along PC1 and makes it immediately accessible to density-based models.\n",
    "\n",
    "**Elliptic Envelope on PCA features achieves near-perfect separation.** Normal network traffic in PCA space forms a compact, approximately Gaussian cloud. Elliptic Envelope fits a minimum covariance determinant ellipse around that cloud and flags everything outside it as anomalous. At the true contamination rate (22.6%):\n",
    "\n",
    "| Model | Precision | Recall | F1 |\n",
    "|---|---|---|---|\n",
    "| Isolation Forest (raw features, baseline) | 0.44 | 0.44 | 0.44 |\n",
    "| Isolation Forest (PCA features) | ~0.40 | ~0.40 | ~0.40 |\n",
    "| LOF (PCA features) | ~0.19 | ~0.19 | ~0.19 |\n",
    "| **Elliptic Envelope (PCA features)** | **0.960** | **0.944** | **0.952** |\n",
    "\n",
    "**LOF does not benefit from PCA preprocessing.** LOF compares local densities, which requires that anomalies form low-density neighborhoods relative to their surroundings. Attack traffic in PCA space is spatially distributed rather than forming tight clusters separated from normal traffic, so LOF cannot exploit the structure that Elliptic Envelope uses directly.\n",
    "\n",
    "### Limitations\n",
    "\n",
    "- **Contamination is known**: the threshold was set to the true attack rate, which is unavailable in production. In practice, estimate it from domain knowledge or historical incident rates.\n",
    "- **Static dataset**: KDD Cup 1999 is simulated. Real network traffic evolves over time; the covariance model would need periodic retraining as the normal traffic distribution shifts.\n",
    "- **Attack coverage**: the tight attack cluster visible in PCA space corresponds mainly to high-volume DoS attacks (smurf, neptune) that dominate the dataset. Novel or stealthy attacks that resemble normal traffic patterns would still be difficult to detect.\n",
    "\n",
    "### Next steps\n",
    "\n",
    "- Apply the Elliptic Envelope model to real-time traffic streams with a periodic covariance refit schedule.\n",
    "- Investigate whether the residual misclassified attacks (the ~5%) correspond to specific stealthy attack subtypes using the full label set.\n",
    "- One-Class SVM and SVDD are boundary-based alternatives for inlier shapes that are not well-approximated by a single Gaussian; these are explored in the addendum below."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6102afa",
   "metadata": {},
   "source": [
    "## Addendum: boundary-based methods, One-Class SVM\n",
    "\n",
    "One-Class SVM (OC-SVM) learns a non-linear decision boundary in kernel space that separates the normal traffic region from the rest of the feature space. Unlike Elliptic Envelope, which constrains the boundary to an ellipsoid (Gaussian assumption), OC-SVM can fit arbitrary closed shapes; an advantage whenever the inlier distribution is not well-described by a single covariance matrix.\n",
    "\n",
    "**Support Vector Data Description (SVDD)** is mathematically equivalent to OC-SVM with an RBF kernel: both find the minimum-volume hypersphere in kernel space enclosing the inlier training set. The parameter `gamma` controls how tightly the boundary fits the training data; `nu` is an upper bound on the fraction of outliers and acts like `contamination` in the earlier models.\n",
    "\n",
    "**Practical constraint**: OC-SVM training scales as O(n²). With ~950K rows, training on the full dataset is infeasible. A random subsample of 50,000 points is used for fitting; the boundary is then scored against all 954,176 points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "537e5c44",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trained on 100,000 points; scored all 954,176\n",
      "Flagged by model boundary: 216,203 (22.7%)\n",
      "\n",
      "At contamination = 0.226 threshold:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "      Normal       0.84      0.84      0.84    738564\n",
      "      Attack       0.43      0.43      0.43    215612\n",
      "\n",
      "    accuracy                           0.74    954176\n",
      "   macro avg       0.63      0.63      0.63    954176\n",
      "weighted avg       0.74      0.74      0.74    954176\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# OC-SVM is O(n^2); subsample for training and score the full dataset.\n",
    "train_n = 100_000\n",
    "rng_svm = np.random.default_rng(315)\n",
    "train_idx = rng_svm.choice(len(X_pca), size=train_n, replace=False)\n",
    "\n",
    "ocsvm = OneClassSVM(nu=contamination, kernel='rbf', gamma='scale')\n",
    "ocsvm.fit(X_pca[train_idx])\n",
    "\n",
    "ocsvm_scores = ocsvm.score_samples(X_pca)\n",
    "ocsvm_labels = ocsvm.predict(X_pca)\n",
    "\n",
    "n_outliers_svm = (ocsvm_labels == -1).sum()\n",
    "\n",
    "print(f'Trained on {train_n:,} points; scored all {len(X_pca):,}')\n",
    "print(f'Flagged by model boundary: {n_outliers_svm:,} ({n_outliers_svm / len(ocsvm_labels):.1%})')\n",
    "print()\n",
    "print(f'At contamination = {contamination:.3f} threshold:')\n",
    "\n",
    "print(classification_report(\n",
    "    encoded_labels,\n",
    "    (ocsvm_scores < np.percentile(ocsvm_scores, contamination * 100)).astype(int),\n",
    "    target_names=['Normal', 'Attack']\n",
    "))\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "\n",
    "clip_min = np.percentile(ocsvm_scores, 1)\n",
    "for val, name, color in [(0, 'Normal', 'steelblue'), (1, 'Attack', 'firebrick')]:\n",
    "    axes[0].hist(\n",
    "        np.clip(ocsvm_scores[encoded_labels == val], clip_min, None),\n",
    "        bins=100, alpha=0.6, color=color, label=name, density=True\n",
    "    )\n",
    "\n",
    "boundary = np.percentile(ocsvm_scores, contamination * 100)\n",
    "\n",
    "axes[0].axvline(\n",
    "    boundary,\n",
    "    color='black',\n",
    "    linestyle='--',\n",
    "    label=f'threshold (cont={contamination:.2f})'\n",
    ")\n",
    "\n",
    "axes[0].set_title('OC-SVM score distribution by true label\\n(clipped at 1st percentile)')\n",
    "axes[0].set_xlabel('Score (lower = more anomalous)')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].legend()\n",
    "\n",
    "sorted_svm = np.sort(ocsvm_scores)\n",
    "axes[1].plot(sorted_svm, np.linspace(0, 1, len(sorted_svm)), color='black')\n",
    "\n",
    "axes[1].axvline(\n",
    "    boundary,\n",
    "    color='red',\n",
    "    linestyle='--',\n",
    "    label=f'threshold (cont={contamination:.2f})'\n",
    ")\n",
    "\n",
    "axes[1].set_xlim(clip_min, ocsvm_scores.max())\n",
    "axes[1].set_title('OC-SVM cumulative score distribution (zoomed)')\n",
    "axes[1].set_xlabel('Score')\n",
    "axes[1].set_ylabel('Cumulative fraction')\n",
    "axes[1].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "9f746e56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal thresholds:\n",
      "  OC-SVM: contamination=0.207  P=0.460  R=0.422  F1=0.440\n",
      "  Elliptic Envelope: contamination=0.222  P=0.960  R=0.944  F1=0.952\n"
     ]
    }
   ],
   "source": [
    "contamination_sweep = np.linspace(0.01, 0.40, 80)\n",
    "\n",
    "boundary_results = {\n",
    "    'OC-SVM':            (ocsvm_scores, []),\n",
    "    'Elliptic Envelope': (ee_scores,    []),\n",
    "}\n",
    "\n",
    "for cont in contamination_sweep:\n",
    "    for name, (raw_scores, store) in boundary_results.items():\n",
    "\n",
    "        thresh = np.percentile(raw_scores, cont * 100)\n",
    "        preds = (raw_scores < thresh).astype(int)\n",
    "\n",
    "        store.append({\n",
    "            'contamination': cont,\n",
    "            'precision': precision_score(encoded_labels, preds, zero_division=0),\n",
    "            'recall':    recall_score(encoded_labels, preds, zero_division=0),\n",
    "            'f1':        f1_score(encoded_labels, preds, zero_division=0),\n",
    "        })\n",
    "\n",
    "boundary_dfs = {name: pd.DataFrame(store) for name, (_, store) in boundary_results.items()}\n",
    "model_colors = {'OC-SVM': 'steelblue', 'Elliptic Envelope': 'firebrick'}\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(16, 5))\n",
    "fig.suptitle('Threshold sweep: OC-SVM vs Elliptic Envelope')\n",
    "\n",
    "for ax, metric in zip(axes, ['precision', 'recall', 'f1']):\n",
    "    for name, df in boundary_dfs.items():\n",
    "\n",
    "        ax.plot(\n",
    "            df['contamination'],\n",
    "            df[metric],\n",
    "            label=name,\n",
    "            color=model_colors[name],\n",
    "            linewidth=2\n",
    "        )\n",
    "\n",
    "    ax.axvline(\n",
    "        contamination,\n",
    "        color='grey',\n",
    "        linestyle=':',\n",
    "        label=f'current ({contamination:.2f})'\n",
    "    )\n",
    "\n",
    "    ax.set_title(metric.capitalize())\n",
    "    ax.set_xlabel('Contamination')\n",
    "    ax.set_ylabel(metric.capitalize())\n",
    "    ax.set_ylim(0, 1)\n",
    "    ax.legend(fontsize=8)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Precision-recall curves\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n",
    "fig.suptitle('Precision-recall curves: OC-SVM vs Elliptic Envelope')\n",
    "\n",
    "for ax, (name, raw_scores) in zip(\n",
    "    axes, [('OC-SVM', ocsvm_scores),('Elliptic Envelope', ee_scores)]\n",
    "):\n",
    "\n",
    "    prec_vals, rec_vals, _ = precision_recall_curve(encoded_labels, -raw_scores)\n",
    "    ap = average_precision_score(encoded_labels, -raw_scores)\n",
    "    ax.plot(rec_vals, prec_vals, color='black', linewidth=2)\n",
    "\n",
    "    ax.axhline(\n",
    "        contamination,\n",
    "        color='red',\n",
    "        linestyle='--',\n",
    "        alpha=0.6,\n",
    "        label=f'random baseline ({contamination:.2f})'\n",
    "    )\n",
    "\n",
    "    ax.set_title(f'{name}\\nAP = {ap:.3f}')\n",
    "    ax.set_xlabel('Recall')\n",
    "    ax.set_ylabel('Precision')\n",
    "    ax.set_ylim(0, 1.05)\n",
    "    ax.legend(fontsize=8)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print('Optimal thresholds:')\n",
    "\n",
    "for name, df in boundary_dfs.items():\n",
    "    best = df.loc[df['f1'].idxmax()]\n",
    "\n",
    "    print(f'  {name}: contamination={best.contamination:.3f}  '\n",
    "          f'P={best.precision:.3f}  R={best.recall:.3f}  F1={best.f1:.3f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b1d81c06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification reports at F1-optimal thresholds:\n",
      "\n",
      "OC-SVM (contamination=0.207):\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "      Normal       0.84      0.86      0.85    738564\n",
      "      Attack       0.46      0.42      0.44    215612\n",
      "\n",
      "    accuracy                           0.76    954176\n",
      "   macro avg       0.65      0.64      0.64    954176\n",
      "weighted avg       0.75      0.76      0.75    954176\n",
      "\n",
      "\n",
      "Elliptic Envelope (contamination=0.222):\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "      Normal       0.98      0.99      0.99    738564\n",
      "      Attack       0.96      0.94      0.95    215612\n",
      "\n",
      "    accuracy                           0.98    954176\n",
      "   macro avg       0.97      0.97      0.97    954176\n",
      "weighted avg       0.98      0.98      0.98    954176\n",
      "\n"
     ]
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(9, 4))\n",
    "fig.suptitle('Confusion matrices at F1-optimal thresholds')\n",
    "\n",
    "for ax, (name, raw_scores) in zip(\n",
    "    axes, [('OC-SVM', ocsvm_scores), ('Elliptic Envelope', ee_scores)]\n",
    "):\n",
    "\n",
    "    df = boundary_dfs[name]\n",
    "    best_cont = df.loc[df['f1'].idxmax(), 'contamination']\n",
    "    thresh = np.percentile(raw_scores, best_cont * 100)\n",
    "    preds = (raw_scores < thresh).astype(int)\n",
    "\n",
    "    ConfusionMatrixDisplay.from_predictions(\n",
    "        encoded_labels, preds,\n",
    "        display_labels=['Normal', 'Attack'],\n",
    "        ax=ax, normalize='true', colorbar=False,\n",
    "    )\n",
    "\n",
    "    ax.set_title(f'{name}\\n(contamination={best_cont:.3f}, F1={df[\"f1\"].max():.3f})')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print('Classification reports at F1-optimal thresholds:')\n",
    "\n",
    "for name, raw_scores in [('OC-SVM', ocsvm_scores), ('Elliptic Envelope', ee_scores)]:\n",
    "\n",
    "    df = boundary_dfs[name]\n",
    "    best_cont = df.loc[df['f1'].idxmax(), 'contamination']\n",
    "    thresh = np.percentile(raw_scores, best_cont * 100)\n",
    "    preds = (raw_scores < thresh).astype(int)\n",
    "    print(f'\\n{name} (contamination={best_cont:.3f}):')\n",
    "    print(classification_report(encoded_labels, preds, target_names=['Normal', 'Attack']))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv (3.12.3)",
   "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": "3.12.3"
  },
  "toc-autonumbering": false,
  "toc-showcode": false,
  "toc-showmarkdowntxt": false,
  "toc-showtags": false
 },
 "nbformat": 4,
 "nbformat_minor": 5
}