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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# General purpose code"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CvlyyE3T7HQL"
   },
   "source": [
    "# Package"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "executionInfo": {
     "elapsed": 675,
     "status": "ok",
     "timestamp": 1616869288380,
     "user": {
      "displayName": "Mattia Rigiroli",
      "photoUrl": "",
      "userId": "16974970111569695540"
     },
     "user_tz": -60
    },
    "id": "5OPkIINA6s6B"
   },
   "outputs": [],
   "source": [
    "# ! pip install pydicom\n",
    "# ! pip install roipoly\n",
    "# ! pip install PyQt5\n",
    "# ! pip install install ipython==7.10.0\n",
    "# !pip install pylibjpeg pylibjpeg-libjpeg pydicom\n",
    "# !pip install python-gdcm\n",
    "# !pip install mahotas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#! pip install -U scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category=DeprecationWarning) \n",
    "warnings.filterwarnings(\"ignore\", category=RuntimeWarning) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#Path\n",
    "import os, os.path\n",
    "import pickle\n",
    "import shutil\n",
    "import glob\n",
    "\n",
    "#Modeling\n",
    "from sklearn.cluster import KMeans \n",
    "from sklearn.cluster import DBSCAN \n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn import svm, datasets\n",
    "from sklearn.metrics import auc\n",
    "from sklearn.metrics import plot_roc_curve\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import plot_confusion_matrix\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "from sklearn.datasets import make_classification\n",
    "\n",
    "# Scipy\n",
    "from scipy.misc import face\n",
    "from scipy import ndimage as ndi\n",
    "from skimage.morphology import ball, disk, dilation, binary_erosion, remove_small_objects, erosion, closing, reconstruction, binary_closing\n",
    "from skimage.segmentation import clear_border, mark_boundaries\n",
    "from skimage.filters import roberts, sobel\n",
    "from scipy.signal.signaltools import wiener\n",
    "\n",
    "#Image\n",
    "import cv2\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#Medical Image\n",
    "import pydicom\n",
    "from pydicom import dcmread\n",
    "from pydicom.data import get_testdata_file\n",
    "from roipoly import RoiPoly\n",
    "import mahotas\n",
    "import mahotas.demos\n",
    "import mahotas as mh\n",
    "import numpy as np\n",
    "from pylab import imshow, show\n",
    "\n",
    "# ipywidgets for some interactive plots\n",
    "from ipywidgets.widgets import * \n",
    "import ipywidgets as widgets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Prepare the dataset"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each patient exam we select the scans at the 33rd, 41st and 49th percentile of the total number of available scans: the idea is to isolate the most representative slices."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1 Read and select image of positive patient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "negative_path = \"user\\manifest-1612365584013\\MIDRC-RICORD-1B\"\n",
    "output_path = \"user\\CT_DATA\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "lista1 = glob.glob(negative_path + \"\\\\\" + \"MIDRC*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "idx = 0\n",
    "\n",
    "for general_path in lista1:\n",
    "    \n",
    "    lista2 = glob.glob(general_path + \"\\\\\" + \"*\")\n",
    "    lista3 = glob.glob(lista2[0] + \"\\\\\" + \"*\")\n",
    "\n",
    "    for path in lista3:\n",
    "        list_idx = []\n",
    "        idx += 1\n",
    "        lista_tmp = glob.glob(path + \"\\\\\" + \"*.dcm\")\n",
    "        n_dcm = len(lista_tmp)\n",
    "        if n_dcm > 50:\n",
    "            n_dcm_interval = int(n_dcm / 12)\n",
    "            list_idx = [n_dcm_interval*4, n_dcm_interval*5, n_dcm_interval*6]\n",
    "            for idx_elem in list_idx:\n",
    "                path_img = glob.glob(path + \"\\\\\" + \"*\" + str(idx_elem) + \".dcm\")\n",
    "                img_name = path_img[0].split(\"\\\\\")[-1].split(\"-\")[-1]\n",
    "                img_name2 = \"negative\" + \"-\" + str(idx) + \"-\" + img_name \n",
    "                shutil.copy(path_img[0], output_path + \"\\\\\" + img_name2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2 Read and select image of positive patient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "positive_path = \"user\\manifest-1608266677008\\MIDRC-RICORD-1A\"\n",
    "output_path = \"user\\CT_DATA\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "lista1 = glob.glob(positive_path + \"\\\\\" + \"MIDRC*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "lista_stop = [\"SAG\",\"COR\",\"sag\", \"cor\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "idx = 0\n",
    "\n",
    "for general_path in lista1:\n",
    "    \n",
    "    lista2 = glob.glob(general_path + \"\\\\\" + \"*\")\n",
    "    lista3 = glob.glob(lista2[0] + \"\\\\\" + \"*\")\n",
    "\n",
    "    for path in lista3:\n",
    "\n",
    "        control_list = sum([x in path.split(\"\\\\\")[-1] for x in lista_stop])\n",
    "        \n",
    "        if control_list == 0:\n",
    "        \n",
    "            list_idx = []\n",
    "            idx += 1\n",
    "            lista_tmp = glob.glob(path + \"\\\\\" + \"*.dcm\")\n",
    "            n_dcm = len(lista_tmp)\n",
    "            if n_dcm > 50:\n",
    "                n_dcm_interval = int(n_dcm / 12)\n",
    "                list_idx = [n_dcm_interval*4, n_dcm_interval*5, n_dcm_interval*6]\n",
    "                for idx_elem in list_idx:\n",
    "                    path_img = glob.glob(path + \"\\\\\" + \"*\" + str(idx_elem) + \".dcm\")\n",
    "                    img_name = path_img[0].split(\"\\\\\")[-1].split(\"-\")[-1]\n",
    "                    img_name2 = \"positive\" + \"-\" + str(idx) + \"-\" + img_name \n",
    "                    shutil.copy(path_img[0], output_path + \"\\\\\" + img_name2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Bjs3D_f94tgL"
   },
   "source": [
    "# 2. Read a single CT image (.dicom files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "executionInfo": {
     "elapsed": 610,
     "status": "ok",
     "timestamp": 1616869335964,
     "user": {
      "displayName": "Mattia Rigiroli",
      "photoUrl": "",
      "userId": "16974970111569695540"
     },
     "user_tz": -60
    },
    "id": "utmvEKM_4tgK"
   },
   "outputs": [],
   "source": [
    "path = \"user\\CT_DATA\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "dcm = dcmread(path + '\\\\negative-15-105.dcm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dataset.file_meta -------------------------------\n",
       "(0002, 0000) File Meta Information Group Length  UL: 208\n",
       "(0002, 0001) File Meta Information Version       OB: b'\\x00\\x01'\n",
       "(0002, 0002) Media Storage SOP Class UID         UI: CT Image Storage\n",
       "(0002, 0003) Media Storage SOP Instance UID      UI: 1.2.826.0.1.3680043.10.474.419639.220506860253404869402793635193\n",
       "(0002, 0010) Transfer Syntax UID                 UI: JPEG Lossless, Non-Hierarchical, First-Order Prediction (Process 14 [Selection Value 1])\n",
       "(0002, 0012) Implementation Class UID            UI: 1.3.6.1.4.1.22213.1.143\n",
       "(0002, 0013) Implementation Version Name         SH: '0.5'\n",
       "(0002, 0016) Source Application Entity Title     AE: 'POSDA'\n",
       "-------------------------------------------------\n",
       "(0008, 0005) Specific Character Set              CS: 'ISO_IR 100'\n",
       "(0008, 0008) Image Type                          CS: ['ORIGINAL', 'PRIMARY', 'AXIAL']\n",
       "(0008, 0016) SOP Class UID                       UI: CT Image Storage\n",
       "(0008, 0018) SOP Instance UID                    UI: 1.2.826.0.1.3680043.10.474.419639.220506860253404869402793635193\n",
       "(0008, 0020) Study Date                          DA: '20050426'\n",
       "(0008, 0021) Series Date                         DA: '20050426'\n",
       "(0008, 0022) Acquisition Date                    DA: '20050426'\n",
       "(0008, 0023) Content Date                        DA: '20050426'\n",
       "(0008, 0030) Study Time                          TM: '113404.000000'\n",
       "(0008, 0031) Series Time                         TM: '113532'\n",
       "(0008, 0032) Acquisition Time                    TM: '113632.497996'\n",
       "(0008, 0033) Content Time                        TM: '113643'\n",
       "(0008, 0050) Accession Number                    SH: ''\n",
       "(0008, 0060) Modality                            CS: 'CT'\n",
       "(0008, 0070) Manufacturer                        LO: ''\n",
       "(0008, 0090) Referring Physician's Name          PN: ''\n",
       "(0008, 1030) Study Description                   LO: 'CT CHEST PULMONARY EMBOLISM (CTPE)'\n",
       "(0008, 103e) Series Description                  LO: 'PE Smart Prep Left Atrium'\n",
       "(0010, 0010) Patient's Name                      PN: 'MIDRC-RICORD-1B-419639-001184'\n",
       "(0010, 0020) Patient ID                          LO: 'MIDRC-RICORD-1B-419639-001184'\n",
       "(0010, 0030) Patient's Birth Date                DA: ''\n",
       "(0010, 0040) Patient's Sex                       CS: 'F'\n",
       "(0010, 1010) Patient's Age                       AS: '080Y'\n",
       "(0012, 0063) De-identification Method            LO: 'RSNA Covid-19 Dataset Default'\n",
       "(0012, 0064)  De-identification Method Code Sequence  4 item(s) ---- \n",
       "   (0008, 0100) Code Value                          SH: '113100'\n",
       "   (0008, 0102) Coding Scheme Designator            SH: 'DCM'\n",
       "   (0008, 0104) Code Meaning                        LO: 'Basic Application Confidentiality Profile'\n",
       "   ---------\n",
       "   (0008, 0100) Code Value                          SH: '113107'\n",
       "   (0008, 0102) Coding Scheme Designator            SH: 'DCM'\n",
       "   (0008, 0104) Code Meaning                        LO: 'Retain Longitudinal Temporal Information Modified Dates Option'\n",
       "   ---------\n",
       "   (0008, 0100) Code Value                          SH: '113108'\n",
       "   (0008, 0102) Coding Scheme Designator            SH: 'DCM'\n",
       "   (0008, 0104) Code Meaning                        LO: 'Retain Patient Characteristics Option'\n",
       "   ---------\n",
       "   (0008, 0100) Code Value                          SH: '113109'\n",
       "   (0008, 0102) Coding Scheme Designator            SH: 'DCM'\n",
       "   (0008, 0104) Code Meaning                        LO: 'Retain Device Identity Option'\n",
       "   ---------\n",
       "(0013, 0010) Private Creator                     LO: 'CTP'\n",
       "(0013, 1010) Private tag data                    LO: 'MIDRC-RICORD-1B'\n",
       "(0013, 1013) Private tag data                    LO: '49171303'\n",
       "(0018, 0010) Contrast/Bolus Agent                LO: 'OMNI350%120ML'\n",
       "(0018, 0022) Scan Options                        CS: 'HELICAL MODE'\n",
       "(0018, 0050) Slice Thickness                     DS: \"1.25\"\n",
       "(0018, 0060) KVP                                 DS: \"120.0\"\n",
       "(0018, 0088) Spacing Between Slices              DS: \"1.25\"\n",
       "(0018, 0090) Data Collection Diameter            DS: \"500.0\"\n",
       "(0018, 1020) Software Versions                   LO: 'sles_hde.132'\n",
       "(0018, 1040) Contrast/Bolus Route                LO: 'IV'\n",
       "(0018, 1100) Reconstruction Diameter             DS: \"360.0\"\n",
       "(0018, 1110) Distance Source to Detector         DS: \"946.746\"\n",
       "(0018, 1111) Distance Source to Patient          DS: \"538.52\"\n",
       "(0018, 1120) Gantry/Detector Tilt                DS: \"0.0\"\n",
       "(0018, 1130) Table Height                        DS: \"147.5\"\n",
       "(0018, 1140) Rotation Direction                  CS: 'CW'\n",
       "(0018, 1150) Exposure Time                       IS: \"500\"\n",
       "(0018, 1151) X-Ray Tube Current                  IS: \"166\"\n",
       "(0018, 1152) Exposure                            IS: \"2\"\n",
       "(0018, 1160) Filter Type                         SH: 'BODY FILTER'\n",
       "(0018, 1170) Generator Power                     IS: \"72000\"\n",
       "(0018, 1190) Focal Spot(s)                       DS: \"1.2\"\n",
       "(0018, 1210) Convolution Kernel                  SH: 'STANDARD'\n",
       "(0018, 5100) Patient Position                    CS: 'FFS'\n",
       "(0018, 9305) Revolution Time                     FD: 0.5\n",
       "(0018, 9306) Single Collimation Width            FD: 0.625\n",
       "(0018, 9307) Total Collimation Width             FD: 40.0\n",
       "(0018, 9309) Table Speed                         FD: 78.75\n",
       "(0018, 9310) Table Feed per Rotation             FD: 39.375\n",
       "(0018, 9311) Spiral Pitch Factor                 FD: 0.984375\n",
       "(0020, 000d) Study Instance UID                  UI: 1.2.826.0.1.3680043.10.474.419639.145330380065037438949106721489\n",
       "(0020, 000e) Series Instance UID                 UI: 1.2.826.0.1.3680043.10.474.419639.324282270214087054130885233046\n",
       "(0020, 0010) Study ID                            SH: ''\n",
       "(0020, 0011) Series Number                       IS: \"2\"\n",
       "(0020, 0012) Acquisition Number                  IS: \"1\"\n",
       "(0020, 0013) Instance Number                     IS: \"105\"\n",
       "(0020, 0032) Image Position (Patient)            DS: [-180.000, -180.000, -219.250]\n",
       "(0020, 0037) Image Orientation (Patient)         DS: [1.000000, 0.000000, 0.000000, 0.000000, 1.000000, 0.000000]\n",
       "(0020, 0052) Frame of Reference UID              UI: 1.2.826.0.1.3680043.10.474.419639.246698255777415342167429028705\n",
       "(0020, 1040) Position Reference Indicator        LO: 'SN'\n",
       "(0020, 1041) Slice Location                      DS: \"-219.25\"\n",
       "(0028, 0002) Samples per Pixel                   US: 1\n",
       "(0028, 0004) Photometric Interpretation          CS: 'MONOCHROME2'\n",
       "(0028, 0010) Rows                                US: 512\n",
       "(0028, 0011) Columns                             US: 512\n",
       "(0028, 0030) Pixel Spacing                       DS: [0.703125, 0.703125]\n",
       "(0028, 0100) Bits Allocated                      US: 16\n",
       "(0028, 0101) Bits Stored                         US: 16\n",
       "(0028, 0102) High Bit                            US: 15\n",
       "(0028, 0103) Pixel Representation                US: 1\n",
       "(0028, 0120) Pixel Padding Value                 SS: -2000\n",
       "(0028, 1050) Window Center                       DS: \"40.0\"\n",
       "(0028, 1051) Window Width                        DS: \"400.0\"\n",
       "(0028, 1052) Rescale Intercept                   DS: \"-1024.0\"\n",
       "(0028, 1053) Rescale Slope                       DS: \"1.0\"\n",
       "(0028, 1054) Rescale Type                        LO: 'HU'\n",
       "(7fe0, 0010) Pixel Data                          OB: Array of 216542 elements"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dcm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = dcm.pixel_array\n",
    "img = img*dcm.RescaleSlope"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 Show the selected image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1f834388408>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize =(12,8))\n",
    "plt.imshow(img, cmap=plt.cm.gray)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Slider for all the image in the path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_exam = \"exam_folder\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dicom_animation(x):\n",
    "    plt.figure(1, figsize=(12,10))\n",
    "    plt.imshow(m[x], cmap=plt.cm.gray)\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "files = sorted(os.listdir(path_exam))\n",
    "m = np.zeros((len(files), 512, 512))\n",
    "for n in range(0,len(files)):\n",
    "    pathtemp = path_exam + \"\\\\\" + files[n]\n",
    "    dcm = dcmread(pathtemp)\n",
    "    img = dcm.pixel_array\n",
    "    img = img*dcm.RescaleSlope\n",
    "    m[n, : , : ] = img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "29a4254750fa4536b5c6b6aef81dca49",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=127, description='x', max=254), Output()), _dom_classes=('widget-interac…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.dicom_animation(x)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interact(dicom_animation, x=(0, len(m)-1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 Single image analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_and_preprocess_dcm(path):\n",
    "    \n",
    "    ds = dcmread(path)\n",
    "    img = ds.pixel_array\n",
    "    img = ds.RescaleIntercept + img * ds.RescaleSlope\n",
    "    minimum = np.amin(np.amin(img))\n",
    "    maximum = np.amax(np.amax(img))\n",
    "    img[img == minimum] = -1000\n",
    "    # Normalization\n",
    "    img = (img - minimum) / maximum\n",
    "    new_img = ((img - img.min()) * (1/(img.max() - img.min()) * 255)).astype('uint8')\n",
    "    new_img = new_img[50:460,30:480]\n",
    "    \n",
    "    return new_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = load_and_preprocess_dcm(path + '\\\\positive-2-105.dcm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1972ba30448>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img, cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4 Lung segmentation with k-means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mask_kmeans(img_array):\n",
    "    \n",
    "    img_reshaped = img_array.reshape(-1,1)\n",
    "    kmeans = KMeans(n_clusters = 2, random_state = 99).fit(img_reshaped)\n",
    "    kmeans_y = kmeans.fit_predict(img_reshaped)\n",
    "    lab = kmeans.labels_\n",
    "    mask = lab.reshape(img_array.shape)\n",
    "    \n",
    "    # Control the mask\n",
    "    if mask[1,1] == 0:\n",
    "        mask = abs(mask-1)\n",
    "\n",
    "    return mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "first_mask = mask_kmeans(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1972b1397c8>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(first_mask, cmap=plt.cm.gray)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.5 Skimage Fill Mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_mask(first_mask):\n",
    "    \n",
    "    cleared = clear_border(first_mask)\n",
    "\n",
    "    selem = disk(1.5)\n",
    "    binary = binary_erosion(cleared, selem)\n",
    "\n",
    "    selem = disk(10)\n",
    "    binary = binary_closing(binary, selem)\n",
    "\n",
    "    edges = roberts(binary)\n",
    "    binary = ndi.binary_fill_holes(edges)\n",
    "    final_mask = binary.astype('uint8')\n",
    "\n",
    "    return final_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_mask = fill_mask(first_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1972b6c6188>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(final_mask, cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.6 Equalize and Wiener Filter to Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "dst = cv2.equalizeHist(img*final_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1972b901c88>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize =(12,8))\n",
    "plt.imshow(dst,cmap=plt.cm.gray)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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m48dTVRW7u7tIJpOo1WrP+vULwvdCOQgbMUVRrv1BCNcUi8UCq9XKgUG/3/+uIEFRFA4onvyz1WqhXC4/h0f8zBkbG8OnP/1p3HvvvVhYWMD4+DharRZWV1fhdrvhdrthNBrh8Xjg9XqRSqXQbrfR6/WwuLiIm266CceOHYPP54NOp8Mv//Iv4/z587ywlUql73pOk8kEh8MBVVX5fR38SX+fm5vDX/7lX6JaraLT6aDZbMJms+HChQv4rd/6LWi1Wn7MbreLQqHwHLxjwguQM6qq3nCtD+L5gqyRLy4URYFGo+HrrcFgwNDQECKRCAwGA3q9HgcqFDjQ+qjX66HVavdVpPr9PnZ2drCzs8NBxeB6+v32gYP/91QJPTqGK7WX1Gq1OHHiBA4dOgS32w2tVguz2QwAaDab0Ol0sNlssFqtsFgs0Gq16PV66Ha7aLfbyOVyHLBZLBbUajWkUins7u4CAJLJJOLxOKrVKr8enU6H4eFhRKNRmM1m9Pt9fl30s9/vQ6PRIBKJwO/3c1Wv3+9Dp9OhUqmgVCqh2+1Cr9ej3+8jHo9jZ2cHpVIJqqru+7wE4fuhqupTZs8laBOuCbOzs7Bareh2u+j1enjlK1+J1772tSiVSqhUKqjX66jVanyh7Pf7MJlMsFqtcDqdMBqN6PV6vIBdvHgR/+t//S9otVro9XoYjUbodDqoqrovG0bZOApU+v0+ut0udDoddLr9hWedTodisYjV1dUr9roVRcEdd9yB173udfjnf/5nLC8v45ZbbuHn6vV6cLlc0Ov18Pl8MBgMqNVq8Pv9yGaziMViOH78OKampnjR8Pl8MBqN8Pl8WF9fx/ve9z4YDAbo9XoAewHt7bffjrvvvhvtdhv1eh2qqqLVavGi0+l0oCgKVFVFJpNBIpFAKpVCIpHAxMQEAoEA5ufnMTk5CYPBgG63i1gsht/93d+FXq+HTqfD448/vq8CKAjfBwnafghkjXxho9PpYDQaYTAYoKoqbDYbQqEQ/H4/2u02+v0+vF4v7HY72u02arUams0mOp0OBw0UpFmtVlitVuj1+n3rXz6fR6lUQqfTgV6vh9lshtFohKqq6Ha7fD8KwOgnBRqKovDzAHvBlaIo2N3dRSKRQKVSQafTQbvdflbvxcjICH7sx34MU1NTiMfjSKVS/N6Uy2Ve9y0WCywWC4xGIwegtVoNnU4HwWAQExMTMJvNqNVqyGazqNVqMBgMyGQySKfTaLfb/LvdbhehUAjhcBgGg4Hf13a7ze+/RqOBqqpwOp2w2Wzo9XooFototVrQarXodrvQarWw2WwwmUxot9vY3t7G7u4ums0m6vU6UqkUUqkUr7WtVgutVktULMJ3IUGbcE35mZ/5GV4Aut0uXv/610NVVcRiMWQyGRQKBZYXZLNZaDQaNJtNAIDT6YRer0e324XL5UIwGISiKMjn87DZbMhmsxgfH8fs7CxMJhN6vR68Xi+mp6eRz+dRKBTQ6/Wg1+uhKAparRYAoFarweFwIJFI8GKnKAovnIFAAOl0Gl/72tcQCATwpS99CdVq9Vm9D0ajEadPn8Y3v/lNrK6uYmNjAxMTEyiVSlhbW0Or1YJer0c2m8Xw8DDr+IeHh1GpVLC7u4u5uTlMT0+jVCohm80iGAyiVqshEAjAarWi0+kgEAhgbGwMer0eGxsbyGQysFqtyGQyAPYqb8ViEYVCAW63GzqdDv1+H8ViEfV6HRaLBel0GsBe0NfpdDAyMoKZmRkAQCqVQqVSQTQahd/vh8fjwT/8wz+g1WrBZDLBZDLhW9/6FtbX15/V+yW8YJGg7YdA1sgXJjqdDlarFcPDw/D7/XA4HGi32zCZTHC5XDAajRxwmEwmGAwG1Ot1lMtlNBoNtNttlgtSos5sNsNsNkNRFA48qBpFa6CiKBxc9Ho9NBoN9Ho9DkwokAPA1aZer8fJTa1WC51OB71ej0KhgGKxiGq1imq1ikQigXq9zuv3D4PZbMZtt92G22+/HQ6HA0tLSygWizCZTFBVFfl8noPCwSqZXq+Hw+EAALTbbbhcLni9XqiqykGq1WqFTqfjhLDZbIbH4+Hkp9FohM1mg6IoHKi1Wi20220OWLvdLgfM7Xabf9Kxh0IhhEIhKIqCXC7HKhmTyYR+v49CoYB8Ps/vezKZRCKR4KCQAuKnQ7fbRaVSQaVSkerdC5DvFbRJT5twVfmpn/opDA8P48SJE3jsscfQbDbR6/Xw9a9/HSsrK9jd3YWqqjCbzQgGg7DZbOh2u2g2m1BVFQaDAR6PB1arFR6PB9lsFpVKBRqNBsViEd1uF6qqYmdnh6tF6XQaiqLA6/Xy47daLZZVFItFvgAHg0GUSiX0+31e0LxeL7LZLKxWK4xGI4xGIxwOB+666y54PB685z3vecbvx3vf+15YLBaYzWY0Gg14PB4Eg0G0Wi04HA54vV5YLBasr69DURRUKhV0u10oioLrr78e+Xwe29vbKJVK2NraQr/fh81mQy6XQ7PZRKVSgV6vx8jICGq1Gux2OzKZDHK5HJxOJ4rFIiwWC4rFIvr9PlfyVFWF3W5HqVRCtVqFRqPhCl6r1UKz2YTJZEK320W328WpU6eQzWbh9Xrh9Xrh8/kwOzuLbreLkZERBAIBjI+PI5/Pw263w2QywWg07pNXqqq6T57z5ATSF7/4Rdx3333P+L0WBEE4iLjdbjidTrhcLrjdbkxOTsJisUBRFDbQ6HQ6yOVyyGaz6Pf73OPcarVQKpVQq9XQaDSg0+lgt9vhcDig0+lQq9X2BWzdbpcDEpLI1+t1VCoVXgc7nQ40Gg10Oh0nVql/DADLA/V6PfdcA+AgjwLFcDgMv9+PnZ0dbG1t/dCBWzgcxvHjx3HdddehVCrBbDaj1WqxuoMCTa1Wy33gtOY5HA54PB7eO5ByRVVV7m1rNpus2nE4HDCbzfx4jUaDE7wU6FGwSgFtu91GsVjkQIyqmvT+NJtNlMtlNJtN7OzsoFgswmw28/1on2O1WgHs9e6NjY3BaDRynx5JW4H9LQz0k/5er9exubmJ7e1ttFqt7zJoGZS/Pvk2VVU5gHwmwbVw7ZCgTbjiBAIBfPjDH8b29jYURUEymcTjjz+OjY0NxGIxGI1G6PV6ZDIZtFotjI6OYmZmBl6vl7XmlUoFS0tLAPYyWO12m2V4wF6lyGazwWazwW63w2AwwG63I5vNolqtotfrcRDj9XoRjUZZZlkoFNBut2EwGLCzswOLxYJqtYpIJAKn04l2u41sNgsALCFcX1+H3W7Hm970Jrzzne/Ee9/73mf03rzpTW+CyWTC+Pg4Hn74Yezu7qLVaqFYLGJ6ehrT09MYHh7G9vY2zpw5g3q9DgDweDyYnJyETqdDPB4HAFitVjgcDvj9ftjtdqytrSEej2N2dhbNZhPr6+uYmpqC1WrlbCAtDMFgEMPDw6hWq0in0yiVSrBYLFxVs1gsMJlM+4JYCrx6vR7m5+fR6XSgqir8fj80Gg3LP5rNJhYWFlCr1TAxMYGxsTEAexsVk8nEvRq0OQCe2BTQ35vNJu6880786I/+KC+eFOwCewsQLXCD0iDKui4tLeFd73rXM/qMBEEQrhYulwvz8/MIh8Mwm82w2WxwuVysNqGgjZQP1WoVVquV17t+vw+r1YpyuYxcLsfBlcFg4JaAwT4sSo5pNBpeFynwoPvqdDpYLBbodDq0Wi3UajVuGyAosKCgptlssiQQ2FtbIpEIJicn4fP54Ha7sb29jXQ6zdf574fdbsexY8dw8803Y25uDouLi9BqtahUKqyAcblcGB8fh8vlQqVSwaVLl7CxsQFgT5ETCoVYQUIVRpJSUmWKFDbkSGmz2fj9HlQDUaALAMViEY1Gg4M+4IkqKfXit9ttDmIBsOpFURQOAkl22mg0oNFo4HK5EAqF2GSMVCpUzaSAkRgM3qrVKqLRKAfHg0EbyTppjSb5rdls5s95d3cXqVQK9XodOp0O+Xwe6XRaXDcPOBK0CVcMg8EArVaLj3zkIzh79izuvfdeTExMoF6vI5vN8kU+EAjwhenSpUsoFApYW1tDsViERqOByWTC/Pw8b/6p4Xhra4svopVKhYM7khJ6PB6WfZDmXKfT8UJjtVpRKpU4+NPpdHzxDAQCsNvtLA0czLLp9Xo4nU5oNBrcf//9eOlLX4qvf/3r+MhHPoJPfepTT1uP/vnPfx5utxuqqvLCc/HiRTQaDTQaDc7CRaNRRKNRBAIBfOADH+CLeavVwsWLF1EoFFCv1znbODQ0BK/Xi8ceewydToclEySZqdVqcLlcLB9JpVJotVoIhUIsv6EKZrvdxsjICH+eExMTUBQFRqMRtVoNm5ub0Ol0mJ+fRzKZRLlcRr1eRzgcRiAQ4PfTarWi1WqhXq9jdXUV+Xweo6OjAMCfT6vVwu7uLr8nlAGlyqhGo4HD4eAgzmQyoVAoIBaLIZ1Oo1AoIJ1Os2HL2NgYxsfHYbVaEQwG8YlPfIL7AjUaDX78x3+c+xeeziZCEAThSqAoCux2OysQotEo7HY7Op0OOp0OUqkUCoUCux5SRYvkerRekXTfbDZzEozMRQYDN61WyxJHRVFgNpvh8/lgMpmQz+dRr9dZskfBBpl7kByQEoYUpDw5QCGomlWr1ZBMJtk0JRqNYmNjA+fOncPGxsa+4OOp8Hq9mJqawszMDFwuF4aGhjA8PMwmIvT6KJEYDocBANVqlV8TqUpqtRqsVitXrSwWC0sQSfoI7FWrGo0GDAYD98FTJZMqfFRZpECIgmC9Xg+73Q6Xy4VWq4VKpYJGo8FGJF6vFwaDgR/fYrFAo9GgWq2i3W6j1WpxMhLYM1mhwJj2UoPyyyefA51Oh/sc6Tlp31IqlVAoFFAoFNDpdFhu6/F4OGD1er0YGhqCqqq8tqbTaaTTaaRSKezs7Ei/3QFEgjbhWWOz2eD1evFf/st/gdFoxF/91V8hn8+j0WgglUrB5/Oh0+mgWCzyxt/v92NychIOh4P7nqxWK2cB7XY7fvInfxIAEIvFeCEbzFjRxXNubg433HADOp0OEokEXC4XfD4fN0mT9j8cDmN2dhanTp1CKpVieUOxWMTx48cxPT2NRx55BJubmwiFQmzjSxnHZrMJi8WCzc1N6PV6/Pqv/zoajQaWl5dx6dKlp/U+kTzB7XbjzW9+M7xeL+655x4oioJ7770Xi4uLeM1rXoMjR44gGAziJ37iJ/CNb3wDjzzyCJaWlvDYY48hEAiwhDGbzcJiseDIkSPweDzI5/MIBAI4fPgwisUiHnzwQd4s5HI59Ho9LCwsIJlMQq/XIxqN8mMpigK/38/9E9PT0+j1etjZ2cHy8jL0ej3y+TyOHDmCbreLnZ0d/pztdjvLT3u9HlqtFi9gFEiXSiUYjUbONObzeZTLZXbW8vl8vLCRPKder3NgpigKtFotXC4XB4uDRjVUhUwmk/D5fAgGg2zzHA6H8elPfxperxf//M//jM9+9rPY3NyU4E0QhKsGOR8ODQ1hZGQEHo8HNpsN1WoV29vbqFarLNFrNBrs2ktmJHRdpeoRPabJZEIgEIDX64XNZsP29jbq9Tra7TYrDyg4sVgscDgccDgcLN+jJCEpH6h3y263w2azoVar8fW10+lwsEBmII1Gg18jGaJQL1in00G328X09DRuuOEGTExM4PHHH+dkG1Xqnmxa5XA44PP5WO3idDoxNzfHicBMJoN8Po+trS04nU6MjY1hdHQU5XIZ6+vraLfbvCb1ej1otVp2XSYDEap+eTweeDweVKtVFItFGAwG2Gw2qKqKUqnEvd/1eh12ux2NRoP3HlSpcjgcMJlMqFarSKVSHIzpdDo4nU6YzWZUq1Vks1kOtEieSu8RJSjz+Tz6/T7MZjPsdjv3JJLyhc4J+izNZjOv2XTe0OfTarWQTqeRTCa5ymk0GuF0OuH1euF0Ovn1RqNRTqB7PB74fD6Mjo6iWq0iFothY2ND1skDhgRtwjNGp9PhZS97GQ4dOoQbb7wRp06dQiKRQDqdRi6XAwBu1u31erDZbDCbzSgWi7zwAHsWvCQBqVaraLVaSKVSuP322/ELv/AL+NznPoelpSXW65fLZe53C4fDmJmZQbVaxaOPPopTp06h1WohEAhgamoKqqqiUqmg2WwiHA5ztYl03I1Gg92l+v0+G2xotVruZ8vlchzwxGIxuFwuTE5OQqPR4L/9t/8Gl8uFu+++m9+XBx98EKlU6rver29+85ssbQyHw7j++uvxile8AlqtFqdPn0Y6nUan00G5XEatVoPRaMRNN92EbreLbDbLOnqDwYBms4lcLoeNjQ0Ui0WMjY1hZGQEZrOZnTl3dnbQ7XZhNpvR7Xb3ySjsdjtisRiSySQURcHExATLJ+x2O4LBIHK5HL7whS9wBpgkptQ/R/IKm83GGc5er4dCoYBWqwWPx4NyuYxiscgL1vT0NACgVCrBZrPB4/EgkUggl8tx8BgMBuF2u9FutznrZzabkc/n2R2MRhGMj49z8BqPx+F0Olli0u/3kUwm0W63sby8jHa7jUgkgvn5efzUT/0U/vzP/xyf/OQnJZMoCMIVgao6ZrMZqqrC6/Vy35LFYkGv10OlUkEymUQul+P+bYfDwfI/UqR0u12WuzWbTbRaLU5cGQwGuN1uDA0NceCVTCahqioajQbK5TI6nQ6MRiPC4TB8Ph9fJ5PJJJrN5r4kGT22RqPh3mOy0CcjElpHq9UqJ1FJdkjHV6/XuTqj0WgwPz+PG2+8EXNzc/v2BhcuXMDFixf3BQO5XA4PPfQQV4bI5Gp6eppfE1WQyuUy97KFw2FeD6lyRu8ZtUj0ej2YTCYOcr1eL6xWKx+voiicbKTHJmdrh8MBo9HIiheSRVIwt7Ozg42NDX5eCopoLSwWi7y3IdUImaHpdDp0Oh3uuR90laQKKwWfFNCTO/Zgj121WoXNZmNHT6oc0ow7ur3T6XBATscxKMM0GAzw+/2IRCLsXkqJW3GGPhhI0Cb8UNx888245ZZb2MnwVa96FXK5HB588EEsLS2hXC7vuxDTRXN+fp4teTOZDBqNBmKxGGfFKpUKtra2+MJ3/vx5GI1GBAIBRKNRDkgWFxfx7W9/G61WC8FgECMjI7DZbNjY2MDq6ir3ONFCGY/H+YJIzcbktkSSPLPZjGQyifX1dZYK0AyXSCTCkkPKdAUCASiKglOnTmF6ehq33XYb/u7v/o5f87/7d/8OX/nKV77rvfuDP/gD/vvU1BRe//rX44477sDw8DA++clPot1uIxgMwul0Ynl5GZlMBkeOHIHT6dxnJ6yqKlcbs9ksX/hdLhdcLhdMJhM3qlOgq9frMTY2hsceewwAuP/L7XZz5Y/kqiMjI5icnMTZs2cRCoUQiUSwvr7OC9jgbDydToeJiQleVGmEAn1uFy9ehMvlYjlQo9FgU5ShoSGWfNDCT5sCANjY2MDp06e5QgnsSWj6/T60Wi38fj+CwSBXUp1OJ5xOJ9LpNAfhZJ5SrVbZOWxpaQmpVAqvetWroNFo8I//+I9X+FsiCMKLCeovdrvdLBUfnCnm8XhQqVSQSqWQTqf3KQUAsDSRKieUVKSEJ1WxqN+INuIUJA4NDSEYDKLX62F9fR2lUgntdhsejwehUAh2u52rdSR7JDMOSpaRVJICC5ICAntOhZSIpV65waASAMsfu90u6vU6EokE7HY7xsbGcPLkSbzkJS9Bq9XC2toaVFXFysrKvr1CNpvFgw8+iIsXL7KZ1qFDhzA+Ps5VwVQqhUajwUlMvV7P0k6iVqux5JPWbqvVil6vx5VOCqApOCbFBo3JIeMR+kM98ySzJNt/On66nZQl/X6fXSppve50OnzcJP2nz5yqYWQ+RnJaksAOjiagpCVVFlOpFBux0Do5aMBC6hZ6TdSnODjWgY6VFEUulwsWi4WrbhaLBclkkoNZ4dohQZvwA9Fqtfjwhz+MSqXCsoJz586h1+vhW9/6FvR6PbsONptNdiQiaQhVuKjaQeV9VVUxNzeHiYkJXLx4kaUiVEHqdDpwu92IRqP48R//cZjNZpYa6HQ63HDDDXjpS1/KFzByK8zn8xgeHsbMzAz3c7lcLrYLpvlvFIQAQLlc5mGcZD5Cr6lQKPAFkBa0ZrOJQqGA06dP49ChQxgaGvout6bvx+rqKv70T/8UX/va1/CBD3wAQ0NDeOSRR7C2tgaDwYDV1VXOzLVaLZjNZu5zoEybx+PhxmxquqaNgMlk4s+AXq/T6UQgEOAALBAIwGKx8AZheHiYXTqtVivm5uYQjUaxu7sLk8mEer3OWVByH6MFDdirWqqqyu+3y+XC7bffDpfLhWKxiFOnTmFzcxNOpxNHjx6FRqNhB7XB/kKSlDz88MOoVCq46aabEAgEeHHZ2dnhaihJc2jMA/VEkn6fmvmNRiM6nQ7r/2OxGM6fP4/JyUn83u/9Hi5cuIBPfepTV+cLJAjCCw6DwQCfzwePxwO/3899w263G16vF/V6HYVCgZ0Ec7kcCoUCV6qob5d6oywWCxqNBldKKJAIBoNwuVzIZDIoFos8Q4xGstB1nZQl5XIZu7u78Pl8mJmZwejoKAdXpKTodruw2+1wOp1cYen3+zwHjRKbJLUcrPxRYPPk3mBKmA66O25ubiIYDGJ0dBSzs7PQarXY3d19ymHc1OO8u7sLRVEQi8Vw8eJFHDlyhHurgb2KHK3fg26M1HtNKguqBLpcLtjtdl6/W60W/369Xt8XtFK/OwU4VPmiYIyUHDabjR/P4/EA2DNSGZwnS0E7Ga/1ej02eKEglEzEKLG4u7uLcrkMYM89lAxovF4vAHACloaI00gBr9cLl8vFPXSDQThVPelYBs1SyLCGqmh0XFSx1Gq1mJiYQCgU4qHkiUQC2WxWFCrXCAnahO+CLo6/8iu/gjvuuAPZbBadTgcLCwvY2NhAJBKBwWDgsv/29jbOnz+Pfr+PaDQKvV6PWq0GjUaDaDSKqakpdquijFOxWITf7+cLgtlsxoMPPsiDManKVi6Xsba2xpnJxcVFRCIRvOpVr8KJEyfQ6XRw7tw5GI1GhEIh1r2fP38eU1NTvGgWi0Xs7u7yhZguYG63G8lkkuUPZrMZOp0OlUqF+wloNovb7eagwmAwwGw248yZMzhx4gRCoRC0Wi3+/M///IeyqT937hze/OY340Mf+hAymQz6/T4WFhaQTqfh8/l4Ea3X6/yc3W6X7ZBnZ2dx0003QVEUNJtNXLx4ERaLBXNzc9je3sby8jKGhoZQqVRYPlKr1dDr9bC2tsZZu1QqhRtvvBGHDh1Cr9fj7NrCwgIHNyRtjEQiqFarLH0k62naGFDAe/z4cYyOjiKfz+Ohhx5CrVZjJ8n7778fi4uLeOUrXwmfz4d6vc4LJfV8+P1+zM/PY35+nhc8o9HIvXbr6+sc9JGrJElbtFotZ5UpOJ+ensbk5CSfT9FolBf5O++8E3fffTd+9Vd/lV1LBUEQnkwgEEAgEGBTB3J/pGsQWbE3m02WcxeLRTbjog01uQeOjY2xooNUBlqtlu8TCAR44x6Px1EqldBoNNDv93mgNQCWwmk0GgwPD2NkZATRaBT9fh+7u7solUpcgaExLq1Wi4OvdrvNsrnB6hOpIahiRGYgg86RJKkk914AvG7G43HEYjF4vV5UKhU8/PDDWF5e/r4VG0rQbW1tcfA7NDQEt9vNqpxarQabzYZ6vc4BC61nZP4xWMEalASS8zAlean3j6SmNCKgUqmwIQlVvkZGRniNHJyP5nA4ePSC0WjkIJvcrKk3jQxIKIEdCAR4Vi0Zh9CaX6vVeHRPrVbjdZkSpdQ7FwwGYbFY2ESGPgv6O1X1qLdusMJGUkzqfdfr9djd3UUul4Ner4ff70c4HMb4+Diy2SwWFxfx2GOPYXd398p/uYQfiARtAgCwbb7FYsHnPvc5JBIJPPzww/j7v/97lEol1kIbDAYsLS1xJcfhcHD2j2SFWq0W4XAYJ06cwCtf+Uqoqorz58+zXbHNZkM8HucZMxaLBRMTE/D7/cjlcnj88ceRSqVYY18qlfCxj30M8/Pz8Hg8mJ+fx6233gqdTocPfehDyGazHMhQQKLT6ZDJZJDNZrnRmP6PFrZBlyxyR6TfBfaCD4fDgWg0ylklco0iW3yLxYJPfepTuOWWW/DNb34T7373u3/oQZepVAq/+Iu/iD/+4z/G5z73Oe4zS6fTuO+++9DpdGCz2eD3+7G1tcWSD2BPUkK9ETfeeCNfpOmiS4v7wsICfD4f/H4/rFYrzp49i2KxiOHhYezu7sLlcsFms8HtdiOTyWB5eZmD9enpadjtdni9XszOzsJms+HcuXPcoE6LqsViwfb2NorFIgda3W4X999/Px5//HHMz8+zxKXVamFjYwN/+7d/i5MnT7Jb1S233IKRkRGYTCbccsstCAQCMBqNePDBB9nBk5rDR0dHEYlEcOzYMe4ZoOpoq9XC8vIycrkcIpEIDh8+jPHxcVQqFZw5cwa7u7uo1Wqs36fN1D/+4z/ijW98IzY3N6/sF0wQhOcdJEO02WyIRCIIBAJcVaPgxGw2c/9SNptlRYdOp+NAjhyCyeVPq9XC6XRienoahw4dgtFoxM7ODleAut0uG0yQ6QVVbmguGAVeJJmjilm328Xk5CSOHj2Kfr+PixcvIhaLcRBQr9c5cKPAguZ2kpKEqjOD8keqotHYFwC8Rg+OFqBKE73OSqWCeDyOUCiEjY0N3HfffVhaWnpaMjtVVZHJZDjxRtfwlZUVDnJprAB9HvQ+0zFSwESvhSp0VJXqdrsol8vc6039glSx63Q63FYB7EkhK5UK8vk8crkcB74AONlM66LJZOJgjYJgGoJOxiGkGCHZqtFo5ICf5JUul4vNUAij0YihoSG4XC5+n+kxyGiEEtN+v5+DWvpDr6FcLvPoII/Hw/1zuVyOlT0A4PP5MDU1BY/HA1VV8fjjj3OiWapuzx0StL2IMRqNOH78OJrNJn7+538ehw8fRiqVwhe+8AVsb29jdXUVoVAI4+PjXMHY2NjAxsYGOxH1ej3uT6ILB7CnlycHxIceeoj10O12my+U1WoV3/72t3HfffexzICkfp1OB/F4HDabjWeInDt3bt9AS7pgt1ot2Gw2aDQa+P1+6PV6zM7OYm1tDYlEAp1OB06nk4dKNxoNmEwmNkmhBuPR0VG0221eyGjRJB13u93G6Ogobr31Vmg0Gs7o1et17O7u4uLFiz90wEZQH9gb3/hGfPzjHwewNxuGNPxk7UwDsSnoBIBCoQCXy4WVlRWk02lufvf7/fD7/UgkEigUCtBqtdBqtYhGowiFQtDpdDycc3t7m6WZmUyG39dgMIhEIoEHH3wQ29vbbIF877337uttowwdbWqcTicvdjfccAMvEJQdPXLkCGf8XC4XarUapqamEIlEUCwWsbOzg8nJSXbgImMXMmHpdrsYHh7G3NwcNBrNvvOAsrG0QalWq1hdXeWBptRzkc1mWe7T6XR4Ts1//+//Hb/zO7/D4woEQXhxQW6JY2NjLE8ke3cymaBhzCSdI+k9qRAo2KMgh8a20BpBVTaPx4Pd3V1kMhmeA0YVI0pEUbWLKkHtdpt7n6iiUi6XYTKZ4PF4uPKVz+exvb2Nzc1Nfl6S95nNZg5GBqtmdF2nag0FGSQ3JNUDVQUB8Hwzk8kEu92O4eFhaLVaDiYbjQbOnTuH8+fPY3FxkY04ni7kGhkOhzE0NMQVM7L7p9E8VIEiF8XBKiL1BtJ9yQiN5IZkmEXSelK1pFIpZDIZlEolpNNpuN1uXj/K5TIfR61WQ7PZ5MA1k8mwCmVw/BCZnJGElCpgOp2O9z6KouwbWTAop6V+OdrXUHsKyWVphAD1SdLYGzKIoX54aosYNLshEzR6bQDYxTmVSnFry9GjR+FyubC6uorNzU3kcjkJ3J4jJGh7kXLnnXfCZrPh53/+57G4uMjSx3g8juXlZXQ6Hfj9fhQKBeTz+X0W7AaD4bvcjKjKRhdKj8cDg8GARx55BP/0T//EQRnpvrvdLtvZVqtVzmptb2+z2xM1xZKlPFXELl26BKfTiWw2u097TYtqKBSCRqNBuVzmY6OhomSl7Ha7odVqEQgEOGiwWCzY2NhgMxVazCgDqSgKTp48iWPHjuHSpUsc8BkMBiwsLDzjgdvA3ty5t7/97fjt3/5t3HHHHfjSl77EgZrZbGZHqm63y5WoRCLBDmAulwtbW1vodrtIJpNIJBJwu90wGo0olUrw+XyoVCrIZDLodrt49atfjVqthrNnz7I71T333INyuYx2u80L+vLyMs6fP49KpYJ0Os3ZSJKY1Go1nglHCzoFm5ubm6y1JxOZVquFVqvFshC/349GowGXy8V2zPl8npv2I5EIVlZWkM1mMTs7i6GhIZYZTU1Nod/vI5vNIp1OszSn2+0in89zMoFMc86cOQNVVVEoFGCz2TA7O4uJiQl0Oh3s7OygXC5jc3MTOzs7+IM/+AO0Wi38/u//Pi5evHgFv3mCIBxUtFotrFYrwuEwgsEgDh8+zOZPVK3JZDJIJBIsw6YkGo0yoYoKyQOp14oc/KhvjZwbE4kEVlZWeAyL0WjkPqpWq7WvtcBms3GQQT1mtDbR7+h0OqTTaU7ApdNpdh6mgM1utwMAO0KSuRO9FlKUkCzT4/FAp9OhWq3y4w3a6QNgFQ3dnwIWYC9Rtrq6itXVVZRKpWf02dD7RMYr3W4X6+vr7JJJVvzkmmgymThxR715tJYPjhygJCC9p41GA+Pj4zz+huaVFYtFrK6u8pw8qoaRuQzJKbvdLjtTUn8iVV4pYCJ5JSVcrVYrjEYjJ4rNZjOrQFwuF89eo/0I9cbRmkvnHPWkD849pXWagkcKbAHwvqvb7SKTyXDQSP10NCSd+h1rtRq8Xi98Ph+GhoYwOjqKxx9/HBcuXEChUECtVns2Xz/haSBB24uMV7/61ZiamsLRo0fRbrfxwAMPsEGI1WpFLBbjTE+n02GbeKPRCGBPzz89PY3FxUWWD05MTKBWq2F9fZ2/4OPj41AUBYuLi5zRImlHs9mE0+kE8ISDEWWaCoUCOzqSXp3kIZTRbLVa+OY3v8kOgT6fj+V9JLck23my0Lfb7fD7/TwYVKfTod/vY2JiAq985StRKBTwyCOP4JFHHkG5XIbP50Oj0eCgrFarsTwgkUjg9OnTqNfrGB8f54zis2V7exvve9/78I53vAMve9nL8PWvfx31eh2HDx/G3NwcyuUyms0mjhw5gqGhIaysrPB8GovFwrNrKBNH89VI4kMLj9vtRqfTwYULF7gCVa/XEY/H4fV6MTMzA6fTiccff5zdJqnBfrCHbXZ2FmNjY9je3mYN/sWLF6HRaODz+TA+Ps4yHgqWSUJTLBZx9OhRzM7OolAowGQyIR6P80wYcun0eDx8PNFoFD6fD9PT09BqtSzrcTqdnHmkRZI2HJ1Oh7X5FosFWq0Wo6OjaDabGB0dhd/vx/LyMlKpFHQ6HYaHh7n3wuFw4Jd+6ZeQz+fxwQ9+kOckCYLwwoPmew4NDWF8fJzl5NQTTQnCbDbLyS+S2FHliII+6ssldQlde2g+F8ndae5Zt9vlcS6Dm3z6O1VcBs0/BoNF6sOinqVsNstVOkp2kkLFarVy/xMpDch0hMw1gCfWa1I06PV6LC8vY3d3d1/vFAWN5GBIRhYkQXc4HFxVoqHVz4RisYiFhQWoqor5+XmEw2HuOSNTD9o3RCIR2O12lEolJJPJfY6Sg4FxqVTidVWv17Mc1e12s/M1Jacp+efxeGCxWGA0GlGtVrG5ucl97jSmhgK0wfEzVJEjKT4Z1gxKTUlSSsGwxWKBx+Ph+xSLRW5XsVqt3NNN89toFMGgEyh9PgDY2h8Ar8WUHCDprsFggMfj4aS2xWJBJpPhEQtWqxVutxtms5mdPf1+Py5duoTFxUVWWwlXBwnaXiRMTk7iHe94BzvpJZNJzvY4HA5YLBbo9XrevFOWiC7u1WoVbrcber2e5Qlnz57lhmvqlSqXyxgdHcUNN9zAphOTk5NoNBqsTadeKFrYSDtPGcXh4WGYzWbezNvtdoRCITgcDqRSqX1zzMgxEABfjBVFgcPh4A04PY7X60Uymdy38NXrdQSDQczMzKDb7eLMmTMol8swGAywWq08e4Ysek+dOrVPO97pdPDyl78cwWDwinxO6+vr+KM/+iO85z3vQSaTweLiIrLZLFZWVjA8PIzZ2Vn4/X4cPXoUY2NjuP/++7GysoJCocDBitPpxMTEBOr1Ov7hH/6BxxfQ5oKGhvd6PUSjUbaCpszZ3Nwcz00jV0fqz9jd3eVFh+Q+g70RZObi8/lw4sQJ6HQ67OzsQFEURKNR5HI5dDodtNttnvFWrVY5UNNqtdDr9ZiZmcGJEyc4azsxMcHv99bWFi5dusQyTJq1R59VIBCARqPBxsYGm68cOnQIgUAAw8PDvEhRJZma2r1eLw9oTyQS3IR9/Phx/MVf/AXuuusuXvAEQXjhQP264+PjCAQCPAqlXq/z0Gqz2czW8ZVKhR0WaUNO8jeSkFFliq6jJH8D9qRrPp+PTUY6nQ4HOST9o+CJ1kfqQ6MAjapHtLYFAgEeykwVo8Gh0RQQAOBAj1ycqYpIag5KkJKUkOT27XYbW1tbrMgYdJWkqk6pVOLeYr1ezwEAySqfDaVSCRcuXECv18OhQ4d4lAKZe1Cg6ff7MTw8zEqglZWVffNXfT4ffD4fqtUqjEYjEokEOxGT6QoZl1DwRaYsFIhVKhWUy2WWiVIQTUEezevT6/Xcs0bVLrvdzn+azSYHs9TmQRUvOv9IAks9jyaTCZFIBKOjo/D5fJyMpmAtn8+jVCpBVVUeCQTsBWp0m06n47l0APj8JkMb2k+R3JcCRTqvqeXCarXiuuuug9/vh9vt5nFFUnW7OkjQ9gKHLtrvfe97sbi4iEKhALPZzBII2nibzWbMzMwgHA7j4x//OFKpFLxeLzehBoNBRCIR1le7XC4AYFtfCsjIfn9iYgI33XQTG5h87Wtfw8bGBpfm6SJLC9Nggyw14HY6HczMzODlL385jh8/DrfbzYYjm5ub2NzcxPr6OjcRb25u8nwX6jlzuVwIBoMoFArs1kSOgbVaDefPn0cymWRZ5dGjR1lKSDIF6mPQarW8maf+q2g0imPHjuE1r3nNFfvMEokEfvmXfxl//dd/zdUw6p+gOT3z8/NcYdzd3cXS0hKcTidisRiOHDmCY8eOYWxsDHfddRfuv/9+dtE8efIkRkdHUalUYDAYEAwGYbPZcOzYMZhMJpYIfvvb32aDEq/Xy71kzWaTF7CdnR3k83l21RwaGmL5zpEjR6DT6fDQQw/h0UcfZUlqJBLBxsYGy4yosZ2kJhQoHTt2DENDQ3ye0ueRzWaxsLCAra0tpFIphMNhtFottnSmTQYtPpSV9fv9APb6//R6PRsJ7OzsoFqtYnp6GlNTU2i329je3kYmk0EqlUIoFMLc3Bzm5ubwuc99DplMBnfffbfMqhGEFwBOpxPBYBATExM8hBrYs5WnaofBYODEJm3CqTozKKujaxUA3hhTnzc5ENKaR8lKr9cLs9mMeDy+rxWBNt+tVotliATNJiNoA3/o0CGEw2Goqso9xMlkEqlUiqszg7LAQfkjKWmo55yu9XSs9XqdWxAo2KH7UQVrcKA0HZfX68Xo6ChL+mj9eqaoqopisYjFxUUe8+N2u5HL5ThIoTWK1i6bzcYVUgpUHA4HJicnMTo6CrfbjVgshlwuh2azCYvFAq/Xy2YstF+i80BVVeRyOTbdIkt/6oGr1+v8GZJ5zOCoBOqbo/e9WCxyNZDmqlF1lQJdCvhp7IDX68XY2BgCgQCP+qHPolKpYGdnh3u2BwNBanOhSiOdA0ajkVsw6JipMkwzaqnXj2a/DgZywWAQfr8ft9xyC3w+H86fP4+VlRVuSRGuHBK0vYAJBAL48Ic/jHQ6jU9/+tNss9/tdrG2tgaXy4WjR4/i2LFj+4ZokgV/vV7H9vY2mznkcjmEw2Fks1kAwMjICHZ2dniuCV3kqTxut9tRKBTw0Y9+FPF4nKVrDoeDsz+kz282m+zYRFkqss29//77EQqFOJOo1+u5urK2tsYZH8p01et1buKNRqOYnZ3lxTKdTrMWvlKpwGazIZvNIhaL4cyZM8hkMnyBooWRAtV+v89jCGKxGMsCaGj4laRer+PNb34z/uzP/gxf+tKXYDAYEI/Hcf78efR6PXz84x/HG97wBgB7koler8eVwe3tbXZNPHnyJKamprC6usqyz2w2i1qthnw+j52dHdbTU8Ytk8lwNrPZbGJ4eBgmkwmxWAzFYpFlqJFIhJ3UvF4vFEXBww8/zAOwq9Uq2u02IpEIarUazGYzHA4HZmdn4fV6OdtHQZuiKDh06BAP4s5kMkgmk8hkMshkMrDZbNBqtSwFAcCZUspQUy9cOBzG5OQkarUaB5nlcpllvbTINJtNBINBBAIBltMGg0GevwTsOXSePXsWQ0NDGBkZwW/8xm/gE5/4BJLJ5DOW+giCcO0gRcLMzAympqbgdDpZ/qbRaNg8Y1AybbVauWeMVA0kKyMLd3JmJHMjACzpp0oIVbuoglMqlZBIJLC8vMwKF3IwHpTOUT8atRsATximAHvSTJLK0Ua/Wq0ik8nw89HvDD62zWZDOByG2WxmFUSz2UQ2m0Uqldpn2hSPxzm4oECl1+uxfJPknxR0ksEJ9R0/26CNKJVKWFlZ4QTx+Pg4V38ymQybd9F7TfJ9+mm329HpdLh3MRwOI5FIsNqn1+uxMQxZ+/f7feTzeX4PU6nUPskgBUaDATu9R5T0JWUKBXKNRgOlUon3TGT4QsnPwaotJQRovJHFYkE6nWbpIskgqdJGgTZVF2k/Q2ob6oEjR+1er4d8Pr+vGkhza1VVZSksfcZUoaX3IBAIIBqNwuv1wu/3IxAIsE8CGdIIzx4J2l6ABAIBHD9+HD/5kz+Jra0tPP744ygUCrxJpj+0qEQiEQB70ryzZ89yiZ96wSjzQ0YhtPDYbDZutKYm62AwiOHhYYyNje0LZux2OwcV5FqkqirPHfF6vTh58iS8Xi8bP9CFpFAo4LOf/SzW1tY4m9VoNHDp0iVUKhXodDrueapWqwgEAkin01yZmZiYYNt+n88Ho9GI2dlZfPazn0W73eYehfvuu48bfGdmZng0gcViweTkJC5evIjd3V0YDAbkcjl2i/yRH/mRq/I5drtdvO9978OHP/xh3HPPPdjZ2WHZSi6Xw87ODpxOJ8LhMA9upQqmqqoIBAL7LJqz2SweeughLCwssNyRsouLi4tIpVK4/vrrMT4+zsEzfUYkLRkbG2OJq8Fg4L6ChYUFltuS/NZms3FFj7LDhUKBTWp0Oh1vMkgmSRr9druNe++9F/fccw9cLhffThXUdruNoaEhDshoo0ALlF6v5ywzVWJtNtu+we90XtZqNTz22GP7ss7UQA+AZZiUyLj++uvxspe9DB/96EeRz+fxta997ap8/oIgXHlsNhsmJycxMTHBlulUDSM5HPVC63Q6hEIh2O122Gw2pFIpnv9IErZBIxCae0WbYgpaBiX5FExQj1OxWOSxLRaLhfu8gSdcGVVVhclkQigUYudkkuU1Gg1sbm5ykpXcA+v1Ops60UBnm83Ghh0k2SMDEZ/Px/btGo0G+Xx+n+lYrVZDLBbjni2n0wmdTseGX9SvXigUuBJJ/dK00b+S0Ly2SCTCLRjUo9br9bCzs8P925TQpSCbPkOLxcI2/9TPtbOzg93dXf4sye2a1l63282vlT5fqjZSZVaj0cBiscDv93MQTf2FnU4HWq0WmUyGA0kKygZdJqnVgPocKZijuYDNZhMrKyu4dOkS6vU6D8amJPrguksVVgpIaYg49faTOQ4pXsgJlVQ0JMtUFIXHWFCiXK/XswcCzZSbmZmBw+HA1NQUlpeXEYvFsLOzc0V6/1/sSND2AsPpdOI//af/hJmZGTz00ENYXV1FNBqF1WrlmV60YaeqBFXQer0eT7ynCx81Fvf7fTgcDrY4ps1zIBDgCken02FnqE996lOwWq1IpVL8u0NDQ6x1t1gsUBQFiUSCNf/1eh1erxf1eh2JRAIOh4PL9blcDo8++ihnr0KhEGcTqVxPF7VIJMJzb+giRZbBBoMBN910E4aGhtgpUK/XI5PJcDao2WxibGwMXq8X+XweJpMJx48fx/DwML7xjW9wNnZoaAi33347PvnJT161z5MCopmZGTYmoYHfiUSCZTder5cXGmqcJwOSfD6PS5cu8aYiGo1iY2ODF2y73c49buvr60ilUqxV12g0yOVy3CtB2bKxsTHceuut6Pf7+OIXv4iNjQ0AYFt9egzK1tGCZTKZOJinpmjquSNXKqPRyBlE6qmjYIyOl0Y70BiBwWGlNpsNDoeDnbpopAMFexQw0rwjqq7Z7Xb+XlDwSaMhstksb6iy2Sy2t7fx2te+FqOjowiFQviHf/iHq3YOCIJwZbBarZidncVNN92EcDjMG32S1JEDIwDeSNNGnwyednd3WXJIFQja/NJ1aDB5REEYPUa320WxWMTa2horHMiVmYxEBqsfVPkAwJUb6uEF9pKbpJyIxWL7rOXpeMjkwmKxwO12s7kWHROZVNH7QOqDcrnMM9zIXp/mepHColgsQqvVwu/3o16v49KlS8jn81AUBTabjV/v1RjGXC6XEY/HMTQ0BK/Xi2AwyMF2s9lEMpnkwHowEUmVLgrkUqkU73sG2zQomKHkZaPRQLlc5oonBWgUjND+xGazIRQKYWhoiJ0fyXWT5JY01mFwePngY9B6Oyi/pcCM9jSJRILHAjmdTj4uqtjReUlDvSlgpECM+ifJlISgqhqdy1T9HZTlDs7oo+osSXoVRYHf74fP50M4HEYgEMDCwsK+vaXwzJCg7QWEVqvFH/7hH8Lv92NpaYmrLu12Gx6Ph6Vter0evV4PPp8PTqeT+3wajQba7TZXk6gsT1/IQqGATqeDqakpjI6OIpvNsmxQURRu3Ab2Lqbf/OY3uUGW5IyDzc6dTocvYKR5z+fznO2jjM+gO5Zer2e7fgoQBhcyko6Qs5LD4UC1WsXOzg6Wlpbg8XhYyre9vc1WyCTRI9MSvV6P8fFxvPGNb0SlUmFXsfX1dayvr/P/Hz9+HP/5P//nq/aZlkol/Mmf/Ane/va3421vexu+/e1vo1wuw+Px4NFHH0UikeDAyG6349ixYxgeHkY4HEaxWEQ6ncZf/dVfIR6P4+TJk5ibm0O73UY8Hke/30c4HIbVauU+CMo2h0IhTE5OsuSEDF5UVUUkEsHx48fhdDpZtkgz8MbHxzE2NsZSRjK3IVlsMBjkQIiqvWQEEg6HWeZIjeFms5k3R9SvQedvu92G2+2G0+lEOp1mDT5JQ9bX16EoCmZmZlheqtVq+dxKp9Pc90huYUajEQ6HA16vF6VSiXsXvF4vHA4HZyAHh9O+/OUvx8TEBB5++GF85StfuWrngiAIzxyr1Yrp6WncfPPN7GxLFRcA3Nc1KPGjjWytVtvX30Xr3uDmf3Bz7XQ6eVYlSe4AcBDW7XZ5jQbAwQI955M3x3RcjUaDlS9UpaFqCh0frYc0UoDWZlrHya2ZTE06nQ4KhQJXyGw2G8v8KAlLAQC9BqowkZmKTqfjwcyUDCaHxEajga2trasStAHA5uYmTCYT93G7XC42t9rY2OAeeQC8JxgbG4PVauU+wnPnziGfz3OCj1REwF5lluStJI+leXgkDyX1htFo5D54v98Pu93Ow9ZpL0N7k8GAnj5v6sWjpCOZkVSrVW6BqNVq0Gq1LDelih+1gJDyidZf+rzI3IZ6xGk2Hb0vlOClVoXBWW4URA6OERjcL9D3gxL8dEzUEjExMQGz2YzV1VWsra1hd3f3Gc+0fbEjQdsLBEVR8Bd/8RewWq3Y3t5GqVTiOSPpdBqFQgFutxsulwv5fB7VapU3wACws7ODS5cuwe12Y3JyEqVSiS/6RqMRfr8f8XgcOp0O4+PjiEajqNVqSCaTyGaznGmibCXZ/dPFgwI62ljTIkUzbGgjTQvQoK7a6/Xum/cyqOO32WxIJpPswDQ6OgoAbB9PgV+v1+PF7tFHH0UqlUI2m0U4HOaN+9DQEB/TvffeC7vdjrGxMbjdboTDYTgcDtxwww149NFHYTQaMTU1hXe9611X3eI2l8vhAx/4AD74wQ/iF37hF3D69GmcPn0aCwsLvFi0Wi1MTk7iuuuuQygUQq/XQywWw4MPPohYLIa5uTm43W4AwPnz55HP53HLLbcgGo3ioYceQrlcxvDwMCKRCG6++Waeh7a6ugqXywWtVotQKMQX37W1NXz7299Gs9lEPp9n56tgMAiDwYDd3V2k02mu1g0NDcFut8NkMmFkZARWqxX5fB4XL15EPB6HqqqIxWKIRCIsPaGh35S1pOxcpVKB1WrF2NgYtFotzpw5wwO+aUN16dIllEollmJSppdGSoRCIV7EUqkUHnnkERw6dAjT09OwWCxYWFjApUuX2IrbarVyYiMej6NUKsFqtSISieDSpUuw2Wy48847kclk8Oijj0rztSAcEEwmEwKBAMbHxzE3N8cjQ2g+aL1eR6lUglarZWdAqrDQRpUqElTZp8CK/gxWIsxmM4LBILspl8vlfZJHCsKq1Sq2tra4KkT3oeBo0EGSHpsUAp1OB+l0mhNIVPEBsG/NNRgMXN2jQIb6q2iGGQVtFFBScEczOF0uF88Ko+tau91GqVTiZJvT6WQpIvW9U+VxfX0dm5ubHLheaWq1GpaXl6EoCm699VYcO3YMlUoF58+f3zf3VavVwul0ssthr9fDxsYGtre3EY/HOdimShmAfSMUKOno8XgQCAS4L472U7RWhEIhfi/IYIYGoVNQR8dNkkOj0Qi73c4JQ7fbDZ1Oh3w+z/2AFJCTIoRaWPr9Pidtaf4emaHY7Xbu46MAjCrHFPhTkEfJ9EHXUqqikfM0jYvQarUolUr7bicVDcl9KelKc1onJye5QruysoJMJsM9gsLTR4K25zlGoxHvete7MDExgXQ6DbvdzjpkKrtvbm7C5/PBZrNhY2MD6XSaDUNKpRICgQAMBgNisRhvoLvdLprNJmdv/H4//H4/otEozGYz9wrRpjiVSvEiR7pnsqGn6h5VdSijRxeHSqUCu90Oj8eDl73sZZidncVHP/pRVCoVlmEC4MUxmUyyrTxlmkhKZzAYMDQ0hHq9zo5fJNOsVqsYGRnhZmDS8ufzeaRSKWxvbwMASzKXl5eRzWZx+PBhAHvZ0FarhZe+9KWYn5/H//2//xf33nvvc/I5l8tl/OIv/iI+85nPYGZmBt/4xjfQ6XQQCoX44tjpdHDPPfewFHV4eBiJRAKHDx/G0aNHWb46OTmJV73qVbDb7XjkkUews7OD66+/np2fHA4Hms0mSx4dDgcuXryIs2fP4id+4icQDoexvb2Nra0tHgZaq9UwOjqKQqGAZDKJZDIJh8PBQzmj0SiPeSAzmUKhgFgshlarhUqlgmw2C61Wi+HhYaiqCqPRiEOHDnGjOUmTVlZWOKhPp9NYXFxEJBJBPp/n3s2xsTF4PB6srKzgc5/73L7ev8FEAPVMTk1N4eTJk3wuJxIJaLVajIyMsMxFq9ViYWEBy8vLLA12OBwYHx/nDcBP//RP4z3veQ9+9md/Frlc7jk5NwRBeGqMRiPGxsYwNzeHiYkJnv1IFveKoqBarfJ6QH8ajQZLyQYdHLPZLFcjBisbgyYR1L8NgOWTBoMBJpOJ+6JophpJ8qlPaXA0AM1v6/f7rDCJRqOYnp7mSt/W1ta+oI2CE3puCtiowkYz5Mj9mQY2k2yQflLQRv1gNKeu1+txYNNsNtmIjPrkVFWF2+3G+Pg4MpkM1tbWsLKygkQicVU/ZwrcqPUjEAiwgoSCcQq0B+WeWq0WuVyOVRv0Xmi1WoTDYe7P7na78Hg8GBsb44Cc9h2kHqLzhM6rer2OXC6HXC6HcrkMrVbLIxYG7fgpkU0VNzLnIlUIyXW73S7K5TLPEKWkeyAQgNfr5fls+XwexWKRkwGNRoMTy/R4JJUlE69sNst+ASTNpcCfqrGDQ9QpmFMUhecb0jFRsE9BOj0PVWatViu8Xi+Wl5d5XJFU3Z4+ErQ9j7FYLLjrrrsQCARw6tQpTE5Osh6dsoIulwvhcBg6nY5laK1WC/Pz8zCZTEin0wCeCFR2d3f3lflp7srKygosFgv6/T7GxsZYd08XHXIMJCnc8PAwL4ahUIjnqVGWT1VVdueiQaM33HADjh49iptvvhlGoxGf+MQnOLAanG/T7/f5AkuZPrJsP3ToEMbGxtBoNPCv//qvnE31+/3IZDLY2dmBw+GA3+9Hr9dDsVhELBZDPp9Hr9fDsWPHEAqFsLW1xdnMQ4cOoV6vc1Zzbm4O9913H77+9a8/p593r9fDG97wBnzsYx/DnXfeiXg8zvLAZrOJcrnMpirAXjC8urqKbre7z52KhksXi0Wsrq7C4/FgeHgY2WyWA+rNzU2uaFE2ut/vsxkKjT1IpVJoNpv8vq2srECr1eLw4cOYn58HAFy8eJEzuBR4keSEhqBubGxwQ3c6nebM3NTUFAwGA7LZLIrFItvxO51O7OzsYGtrizdiGxsb0Ov1GBsbw9TUFHK5HDKZDAwGA1wuF8/7a7fbPByXzj/q31haWoLf72epz8TEBPeArK6uIpPJ4PDhw5yFpIwosGdq0m63cerUKfzxH/8x3v/+96PVaiEejz+n54kgCE8EbMePH8fU1BRbm9Pw5F6vh1wux/bl1FvWbreh1+vh8/l4A079X1SdoooYSbwHzSrI0AIA/x6te2TiRI9Lfb0kyya5Ha1bJNWkagiZO5CcrdfrcY81ra9GoxEWi4VNnqiHiWzdabRBp9PB2NgYcrkcJ80oSKTxBpQ0JcdhVVXh8XhgtVr5fSkWi/D5fPzeUQCZTqexurqKVCr1nCgPqtUqLl68iF6vh5e85CWw2WwYGRnhPnwKXovFIs8VNRgMbLJF/Ys6nW7fqACSpHo8HrbopzlkJK2lvsBGo8Gy+3q9zsGLzWZj4xaq2jocDk6wk4pksJWEgnoyeRk0s6FZtENDQ2w8Q7MDaXYcGcqRSokcJCnhTa0jiUSCzWpoKDj129H7QkO7aT9IjqI0oicajQIA0uk0z7Ul05TBwfK9Xg9msxkTExPQ6XSw2+3Y2dlBOp1muaXw/fmBQZuiKB8F8FoAaVVVj1y+7fcA/CKAzOW7vUtV1X+5/H/vBPBWAD0A/6+qql+9Csf9osdgMOCuu+7CyZMnEYvFEAgEeGNOVuUGg4HNH8h2lbTYd9xxB4rFIk6fPo3V1VU0m03Y7XYcPXqU7YV7vR4vZKSLJtt3j8fDFyeHwwGfzwedTodSqYRkMon19XXO8pVKJUxPT7PenapsZrMZ6XSaB4sCwMtf/nJMTk7itttuw4MPPoiFhQV2FSS99OjoKA9Ltlgs/JMyQm63Gx6PB0eOHEEikcAXv/hF7OzssPnJYKMuyQasVitCoRAHDhaLBY1Gg7NPhUKBA8QvfOEL+PSnP33NPvtf+qVfwrve9S783M/9HO69916eF0NN35QF63Q6yGazLG2h11mpVLC+vo5isYhut4uJiQl0u108+uijqFQqaDQaCAQCLIehBYsuvLFYDKlUig1cJicn8W/+zb/B1tYWVlZWYLPZ+NwDgGg0im63ywkCctaibHSpVOKMHTlAXnfddRgZGYHZbMbFixfxzW9+k+fLUDM99UgCe4vm/Pw8hoaGEAwGOUM4Pj7OFWjqR6E/TqcTwN5iRpLdVquF5eVlnD17FqFQCDMzMwiFQmg0Gjz8lgZzRyIRmEwmZLNZJBIJdLtdHux69uxZ/NRP/RSMRiMWFxdx77338qgM4YWFrJEHC7pGDA8P49ChQ5iZmdnX/0wBDc3OomvO7u4uz6QKBAIYGRlBt9tFPB5HNpvlESZOp5M32YM9SeS+R73fWq2WN+hGo5GPgRJYtAGn/liStJE8kfqCqPWAnBH7/T4rRqh/lwZpWywWmEwmuN1uTmaR4oScdo1GI7xeL68LOzs7WFxcRLFY5OCK1sfBYISqeBSUkvyRjMioYpLJZLC8vIwLFy4glUo9p6YTlUoFi4uL6Pf7mJub4/mc1EJBw6UpOCLZKFVCqXpFQQwForT3SCQSLGuk6hAlAywWC48IoM+Y5uMFg0GMjIyg1+shlUoB2Eu6kykWJcEp2CIZJEld6XMhN09grw9teHgYWq0WOzs7PLKAqsC0l6EgnEzlaP2kBAa9PgC8Z6PPHAArpywWC+r1OgqFArLZLMrlMqu0bDYbSqUSj+nRarXc80dSXBogTn4JBoOB5yMWi0Vsbm5idXVVhnL/AJ5Ope1jAD4E4O+fdPufqar6J4M3KIoyD+CnARwGEAHwdUVRZlRVFauYK8hv/MZvoFqtIhKJsKU9aeqpKbjf78PlcrF9O33Bu90ujh49ikOHDqFYLCIej+MLX/gCSqUSQqEQ27L3ej2WjGi1WkxNTXEWiSznB79cJDlUVRVer5etk6nylkgkePim0+nkmWmUQex0OlhdXcXCwgKmp6cRDofxyle+EuVyGclkEm63G16vlw0o1tfX0ev1EIlEUCgUsLW1hZ2dHayurmJsbAw/93M/x4NSR0dHEYvFAICHb1PlDABnDGu1GjY2Ntj6vVQqwWQyYXl5GS6XC3Nzc/ibv/kbfPnLX37uP/QBGo0G/vRP/xRvfetbcd111+ETn/gE2u02RkZG2HrX4XBwtmt4eJh7uDQaDQdJJGuhDUuhUIDVauXqEQ0apWZiysRSBjaTyWB3dxdzc3MsESKTF6PRiPX1ddRqNRw/fhztdpsznrRpoIV/bW0NzWaTM5u0GYlGo2i1Wjh79iy7bpHcgyQrdrud5yjpdDrs7u6i2Wxy5tlsNiMSicBgMHDvHcmJzGYzD0un4eq5XA5nzpyBRqNhBza9Xs+jM1KpFAwGA44dO8YboVqthq2tLT7GdDoNo9GIer2OSCSCO++8EzfeeCPe/e537xslILxg+BhkjTwweL1ezMzM8Hd00OlvUJ4NgHtuyCWP3BOj0SgikQiKxSLLpWloNIB9c8gGKxQUZJFZBMkSqSo2OE+UXP2oUkeOfSRNA8A9T4qioNFoIBaLYW1tDZOTkwgGg4hGo1hfX+eKDDne0mPRtZiqLsViEY1GA6FQiB2RVVVlF2WaHUeVNEpyUkBKFRgAbFZRq9VQKBR4HX3sscfw2GOP8TX6uaZWq2FpaQntdhvz8/OcsHvysVC/daPR4PWCWiwGZ7QOBjfFYhGtVosD4ME5aAR91tRn3+12ue+v2+2yqodmnJnNZp4rS4lOWndpXES1Wt23rg26iQ7KWSuVCldE6bN0Op0cvFNvJM1Zo3OXpKSUoCczOOCJsRN0PlAfe7Va5b4+8jdYW1tDMpnkUVE0T5UCOvp+0XeQ+j9HRkbYwXltbY2recJ38wODNlVV71cUZexpPt7rAXxSVdUWgJiiKKsAbgLw4DM/ROHJ3H777Wg2mzh//jw3SpO9uk6nQ7FY5KpbOp3mzA59eUOhEF9sc7kc66szmQxvrAHsa96lC76qqjCbzZxxpCZtkkXY7XYEg0Ho9XreQJOEkjKe5XIZW1tbPCQyEomw1fxHPvIRHD9+nAcfF4tFnkmyu7sLj8cDnU6HQqHAjofU0E0N5WfPnsXRo0dx4sQJZDIZxGIxHhNAFzcA3EwM7A2UpgZ0yogWCgV+7cePH8cHP/hBPPDAA8/1x/2UFItF/M3f/A1+9Vd/FT/7sz+LS5cuceCs1WoxOTkJALh06RI2NzeRy+UQCAR4NtHo6CjK5TLOnTsHv9/PmVKNRsPadJvNxo3WdNGnhc3n8+Hhhx/mHoFKpYJoNIpYLIbV1VUOxsfHx7kHgPpHSDpCs/4G5SiJRAImkwnFYpH74o4dOwaXy4VHHnkEKysr6PV6HERPTU1hcnKSbZUVReHeuHa7ja2tLZZuFAoFPqeo9yEYDLKEmKq2119/PXZ3d2EymZDP57G8vIyPf/zjWF5ehsFgQCQSYdMT2gzQ++LxeNBsNrmBnfokI5EI3vve98JgMOBtb3vbNTtvhCuPrJEHB7PZjOnpabziFa/A2NgYdnd3ee4YJWDIIp9mnVFVhGRobrcbPp+P+11JSkdz0cgJkNQnAHg+FlXeSD5JY0p6vR4HciSrBPYHZRQw0P9RoED9byTrXlhYQCQS4esara+0eaeNPQCWxlPAQZW5aDTKfUZk408W/fR8lNyiihD1L1Plj6pWlNyt1WpYX19nV+NraetO7sEAcOjQIUSjUXbQLhaLLPlTFAWlUokrb5SgDAaDcDgcaLVa7Iw46NY52OZBn5uiKBwMUQBPnyXtjSjJR74CNOSdnot62+gcGxxQbrFYWOJZKpWwu7vLPZQWiwXBYJDPs1qtxpJMGl9E43OoB50MSsiZkua7PfncpPMLAP+bfAqozWF7exsrKyvY2tpCv9+Hz+fj6iS9LjLGAfYSz1RNbrVabJJ38uRJBINBLC8vY21tTZKcT8Gz6Wn7FUVRfg7AIwD+k6qqBQBDAB4auE/88m3CFUCr1eKP/uiPEAgEUCwWMTw8zM2vxWKRg4xarYbTp08jlUrB7/fzIuX1ennw9NmzZ/H5z3+eJWs+n48zLW63G3q9HrlcjgMBkkCQ4cLY2Bg7E1Ejr16vRyKRwM7ODgBw1pGaqAuFAhYWFlj+0e12+b6NRgMmkwm7u7v467/+a7zmNa/B+vo6ZyppHIDT6cTo6Cjcbjc33cZisX3GJi6XC6dPn0a9Xkcmk8HFixd5eCg1W7daLe7nuvnmmznopTl2kUiEDU+CwSCmp6exubl5bT7470GxWMT73/9+vP/970coFMLnP/95DqJpoabXS4M/rVYrbrzxRoTDYbTbbczMzLBs1O/3I5FIcHaxVCpxU3elUuG+M8pSk+HHddddhxtvvBFutxvBYBD/8i//gmw2iyNHjuDo0aMwGo1YWVnhKqzP5+Nq2ubmJoaGhjhwLxaLKJfLbGd85MgRNtHxer1sgmKz2XDbbbdhZGSEnaxowQTAc2ySySTi8Tja7TZmZ2cxNDQERVGwubnJsltKOpCrl81mg6IoGB0dRbVaxeLiIkqlEpxOJ8bHx3Hs2DF4vV4A4O/ExMQEnE4nKpUK1tbW+Hxst9vY2dmBRqPB0aNHcdNNN+H9738/3vnOd8qsmhc+skY+hxiNRkxMTPDYE9pMUy/tYIKFNpq5XG6fg18gEIBGo2HJcywWw/r6+j4HQtrEkoyMJI00YgcA/6S+JLofBXbU30O/Q9UxelzazNLAbar+1Ot1xONxnD9/HsVikWd1kuETjdGhHnKj0ch2/tSXRgElOS5SD3O5XIbL5eJghmTkFHCQayElpQCwVE+j0WB3dxfLy8vY2dk5EMYSg4HbyZMnMTIygkAgsE8VQUE3nSNU8fJ6vRgaGuL/A8DJvt3dXQ5eqEpFUlIKZGksAClKxsbGeI0gyX+pVILP58Po6CgMBgPvtyi4oUCSzEZoZiq1alC/Nu1daE9GSie73Y5IJMLtAmRsQz2Sg/PzSNpPnzEAlogC4GCQzms6H6jfnYxqLBYLnE4nIpEIG+tQHxuZpZVKJa5Ykqw4kUjA4/EgGo1ifn6evQvW1takz+1JPNOg7cMA/hCAevnnnwL4/wFQnuK+T9mBqijK3QDufobP/6LDYrHgP/7H/4gTJ05ga2uL549QoJFKpfbNl1paWkIsFuMALBAIIBqNwmKx4J577sEDDzzAX1yyV3e73RgdHWWTEBqWSZkpqnINZkmoakUZTJvNhnq9zjbHtNBQxoUWTaPRyFI1AGx3S/PATp06hZWVFR4/UC6XOfu3u7u7byGjCwf1DNEMHLqgknzypptuwuHDh9FoNHhDf+HCBczNzbFjos1mw9DQEHw+H2dWXS4XfuVXfoWrJgeJVquFX/u1X8NHP/pR/NIv/RIuXbqEhYUFDrppthkZy2xsbMDv98NgMMBqtWJkZIQdNAedogBgcnKSZZW0qDscDq7UulwueDwe3H777RgfH+cFQ1VV3HfffWxcU6lU2AKYNPDpdBomkwkzMzMIBAIwm83Y2tpCPp+H3W5nCUexWOTK2smTJ/GKV7yCzwOSFSUSCWxsbGBzc5NnzOl0OqysrLDElfo8vV4vD/3M5/Pc91cqlTjbV6/Xuc+Nhnnfcccd/FgkMXU6nSwfmpqaQiKRwMLCApLJJPfM6XQ6rK2tIRAIQK/X48KFC7jzzjvx9re/HR/+8IdFAvLCRdbI5xCj0Yjp6WnceuutmJubAwDejFLSktYR6lPa2tpCKpXiPhtSqlDfEQ2JbrVaMJvN+9wBqSoHgHvKBoMyqkwA2OcSSFUMCohIGaHX67myQpU/qtBRtYHcB6nqRXIz6qeiDTnJ6Wg4eL/fR7FYZDdIUjxsb29zAq5SqaDT6cBisSASiQDYU+lQ7xIFMlRlsdlsvE+g96NSqSCRSByIgI2gwE2j0eCmm27C+Pg4J5CpRcLj8XBPPH0OJDN0uVxs+qLRaOByuXjunk6n41ls9Xod+XyeewtJyUHv2/T0NMbHx+H1euH1emEymRCLxThQJ9kp9Z9R8A6A+/lrtRonGqhvzWw2s1qF3C11Oh0HZiSfLBaLLGOkz7parbL5GFWIKeCnoenkfEnjBShABcBzfAFwxZD2XHRMJBslKWYmk+E/dIxUmc5ms8hmsxgaGoLD4cDx48cBQAK3J/GMgjZVVXlKoqIofw3gi5f/GQcwPHDXKICn9HpVVfUjAD5y+TFkqNH3wWKx4O6778brXvc6bGxs4MKFC0in0xgbG2OZFpkynD59mgcR04wUknm0221sb2/jO9/5DlKpFEKhEKampnD77bfj9OnTWF5eRjqdZnv+0dFRrtiQEQXNqCH7Yr1eD4fDAavVyqV1ko7QrBuPx8NW/a1Wi+UF1HNGCwywpzOfn5/nAZnkvkWOlZSBTKfTnGmi4ZUGgwGBQIDni01NTXEFCQCCwSDGx8dZskkN5ZcuXdq3qbfb7SyLGRkZwezsLGefDiq/+Iu/iL/4i7/ArbfeipGREaytrfHCkc/nsb29zRuJCxcusOzU7/fDZDLh0qVLfK4kk0kMDQ3B6XTCYrFge3sbu7u7HNQHg0HEYrF92nYKvs1mM2ZnZzl7S43FjUYDbrebrazJ5YyycfF4HA899BBKpRInADqdDi+gXq8XoVAI0WgUiqKwlJeqZDT/ZXd3F0tLSzxQfXDoa6FQQCqVwpEjRzizmclkUC6XWepLTo8ej4clnz6fD8vLyxwEVyoVeDweTmJQT8i9996Lzc1Nvo1mIFFGfXt7G7VaDZ/97Gfxlre8BW9+85vxsY99TCQgL0BkjXxuGRsbw6233oobb7wRGo0G8XicN91kskDuurlcjqtt1ANMG2aa77m9vY1UKgWTyYRwOAyTyYRkMsmGQ1Rpol65wb+TqyBVXfR6PW/6gf1BHEnMaCNPAQElNgHw79H6SqYmZJZFyTE6hkHbfuqbo6CShmSTEmHwmKkCR8koarGgjf6gkQU9NyU6VVVFLpdj5c5Bol6v83rodDoxMzPDSpp0Os0OkiR/rNVqSCQSaDabvAbSeJlUKsUGXtSfSG6LZOhBwQuZgVFgAoD3PWT+RbPK2u02J8Bp5AQAlrqSwU21WuX9F7UAUNBFrpBDQ0OsQioUCtwfRvspMtOiShpJHckJlaqr9L0hB1MKLgcDKAowrVYrS2kBcJ8fBbytVouDtVQqxUPbn5zcIAOUyclJRKNR7s2k0UDCMwzaFEUJq6qavPzPOwEsXP775wF8XFGU/4a9JutpAKee9VG+yPH7/XjrW9/KFa92u83uVm63m13ttra2AOzJuyKRCEZGRviCYjKZ0Gw28aUvfYmzeel0Gi996UsxOTmJeDyO3d1dvijQl50kIRMTExgdHcX999+PTCaDRqMBr9fLEk1qfqXsoaIosNvt8Pv9uPPOO5HP5/GZz3wGADgoBIBsNsvjBsi8pFKpYH5+HtlsFo888gjr+getcKnPjRZIj8fDc1Wov+nChQvsCGg0GlEul/lClkqlkE6nWSsejUZZG24ymdBut+FyueD1erGysnIgq2yD9Ho9/OZv/iZ+93d/F7feeitXO0n2QwYuZOaSTqextbXF73c8HucgmoJtkgSRW6jP54PL5UKhUGBb/lwuh7NnzyIcDvPICRo6nclkkMvleFFyOp18rgB7A9CtVitarRaKxSJCoRCOHj3KfWfNZhNnz55Fv99HLpfD9ddfzz2b9913H3Z2dmA2m6EoCuLxOMrlMgeC5KA2NDTENs3ZbBYXL17k/hRqyg8Ggyydpb64brfLWWTqkwkEAmwcEA6Hua+kVCrhO9/5DoC9oJUG9dKwVepX6Ha78Pl8MJvNOH36NG6++WZYLBb82Z/92YHKTgvPHlkjnzvsdjvm5+dx4403YmRkBKlUiq/rLpcLRqMR6XSar0U0t2twg0mVAHLgo1leNpsNoVCI1RxUmaNqGhk70FoBPDFPCwBL6GjjThb/1Ieu0+k4mUgVMqp42O32fRv+wcHHdI0dHHJssVig1+vZKIMSqbRRJ2MIrVbLVvbUnkDXZ6qeAeCAgwxOrFYry/soyaqqKhRFwe7uLpLJ5IGVfNMcN6oS0RxPk8mEcrnMskPq46P+wWKxCADcC9ZqtViB43A4eF2l1gM6twYHlKuqiq2tLfj9fjbfoN65wUBw0Exm0NSGXJxpb0UJRpLElstlNi6h8yqfz+PixYuchBw8t0iyq9FoYLVauVpH/es0zmDQUIf6HEnyT58zJQl0Oh2vu5TYNxgMPNMvlUqxcVmtVuNKMhn4kMwTeEKK2e12MTo6ygqgWCwmCU48Pcv/TwB4GQCfoihxAO8G8DJFUa7DnqxjA8B/BABVVS8oivJ/AFwE0AXwy+KK9ezQ6XT44z/+YwB7WRq/34/jx49z4AKAJXGdTgeBQADVahXxeJwDNYPBAK/Xy9U2vV6Pw4cPY3Z2Fj6fD6urqyyPoyGhZrMZJpMJgUCA51QlEgkO5KgZlmyQaSgjzQ8h2SVlDMnkg/7ucrnQarVgsVgwMzODQqHA87vIfr9arWJpaQnA3qJC2UW/34+5uTlYLBb88z//M48LoGZhyoTSoGez2YyRkRF0Oh0sLy/zxYIGPkejUXi9Xta49/t93shns1n8yZ/8yfNi1lapVMJ73/teHD58GHfddRduu+02lMtlls6S8yPJecLhMAqFAiqVCmZnZ9Hv93H+/HlYrVa4XC5+L8bGxlAul9FsNrnBXKfTIZPJwGg0Ynl5mQ1bqJeCMpdra2u4cOECL/7UME1GIzTc0+fzwev1IplMcjavVCpha2uL7btVVUW5XMbDDz+MT3ziE9jZ2cF1113HfWlDQ0PQ6XRIp9M8UHRzcxPT09PweDxYXl4GsFfZTaVSLFtpt9vI5XLskgWAs4HkonnkyBEMDQ3h0UcfRT6f5wG1FosFy8vLePDBB5HNZjkrXqvV2L2L5vG0Wi3Y7Xa43W4et3HLLbfgve99L37zN3/zmp03wrND1shrh91ux+HDh/GSl7yER4Q4HA6W+JEjbbvd5pEfVFGgjSH1LFFFgDblHo8Hfr8fWq12XxITAFfPFUXh4cEajYbXQgqunmxaQuYTVDEjQwyXy8VJInoOUkpQFaNaraJSqbAjJs1GpUCTAkKa1To6Oop+v4/l5WWu/NF96FioukRjcEhKCYBdiGmMCckIKQglR+f19XVcvHgRsVjsmrhFPl1qtRouXLiAZrOJ2dlZTE5OsnLE5XKxFHYwMCHFECUyAbA0EsA+ozUaOD4YsFUqFTSbTayvr7PrtsViQafTYfkhyQLJwZT+kJ8A7atoPaGgstVqsdrE7XazConMar7zne8gnU5zTziN2iFXU3o9g0Ozqbcvn8+zkyn9Dp0/1OpC63Eul9s30Jw8CKi3vt/vc/sCnacAeIg3uViTmQ8Fn9VqFVarFTMzM+xYvb6+/qJvKXg67pE/8xQ3/833uf97ALzn2RyU8ASf/exnMTo6ypkP+nJQxqjZbMLn8+Hmm29GuVxmrX06ncbFixd5YaLBw1S2d7lcsNlsOH/+PB588EE0Gg3+0tKG12azoVgs8heRMj9Op5M36YMuSJSZjEQiKJfLnD0qFArI5/PsWEkL5vj4ON74xjfC5XLh0Ucf5QpGIBCAVquFy+Vi/TkFFyaTCSMjIzhy5Ai8Xi8SiQS2trb4+QaHgzocDtjtdkSjUa64WK1WlgdEo1EcPnyYM2NkYVyv1+FwODA9Pc2N388Xstks7rvvPiwsLOCf/umfMDQ0hEAggKGhIeRyuX1Nw5SVpnlkZL1vtVrZkIQkH48//ji2trbYjCOZTKJcLsPn86FWq+GRRx7B17/+dVQqFeh0Ou6v7Ha78Hg8PJqhVCpheXl5XwATiUT4nCiXyzzzZW1tDaqq4kd+5Edw/fXXo9lsYnFxEV/96ldRq9UQjUYxPDzMfQeKouDs2bNYWVlhOQnwxIyeSqUCl8vF/XkAOEtMCRGtVotyuczZUJJZ+nw+Hp+hKAry+TweffRR7Ozs4MyZMzxQlGSVdA6SrTSwl5UsFAqclXS73djZ2cH8/Dz+/M//HL/2a792zc4b4Zkja+S1gSpsr3rVqzA3N8fXcZLsk2Nkp9PhXmW328225dSzRclF2sTSjKnh4WE4HA5kMhlsbm4ik8mw5BkAByg6nY6lZyQZpICMNsGDQ5HJip/6iGi2KakQKFig1gJau1KpFPdwU/XBZDKxSx9JIO12O3w+H2ZmZmA0GvdVjciwiXr9KFFrNpvhdrthsVi4ekYySAoWSFZJ/0/OgVtbW1hdXWXJ20GmWq3iwoULiMfjSKVSaDab8Pv9sFgsmJiYYFlhNptlWaBGo4HT6eTZoCSpBZ6oRlqtVg7EBiuVtIbu7OygVCrh0qVLXJ2lfrPB4es0BoCkrTQwXbk8+JuGf1PgRQYi4XCY2w82NjZw8eJFbG5usizXZDKxjwBV50jNotPp+HWReU+5XGY3TQoSB9UgJAsFwIEYDQwnWWipVEKpVGKzuN3dXXbf1Ol03EvqcDjg8Xh4JBSZplHi3+FwYHZ2ll/LpUuXeOzEi5Fn4x4pXEWsViv+9m//Fg6Hg23OqcJFki2yVZ+fn8d1112HcrnMzjypVIqNIUhCQY5G09PTOH78ODY2NrhCQF8m4InFiGQV8Xicv6QWi4Ut1slpkS4u3W4XuVyOM3U0W+azn/0sZ6poRtfExATP5Rhstk4mk3jooYdgNpv5QkAb7MEMIUFVFLovDUelRZT04JQFoj4HMkkJBAIAwMYuLpeL5XHZbBZvf/vbn6NP/MqSy+Vwxx13ANizPP7Qhz4Ev9+PVCqFfD4Pq9WK7e1tFAoFnDhxAlNTU5iensbU1BRb9pPj6NGjRzExMcGBW71ex9jYGKxWK7LZLJaXl7G5uQmv18sBC20mXC4X5ufnuWK1uLiIdDrNmwubzYZqtcpBeTgcxsjICKrVKnw+HyYnJzE7OwubzYZ4PI5kMolMJgNFUTA9PQ2fzwer1Ypms4mlpSUsLy9zcoGCQmBPknv99dejWCziy1/+Mm/Q8vk8zyeiYwqFQggGgyzjWFxcxKOPPoobbriBq8+1Wg27u7t47LHHuIJst9s5G+31etFut/n8pL436negc59MS2655Ra8+93vxu///u9fs3NGEJ4v2Gw2zM/P4+Uvfzmmp6fR7XbZiIhcZAfdHn0+H+x2O8vEaMM+6JBHQdSgVX8mk8HGxgbLIul+9BwkJ6RAhhIy5NgXj8dRr9f39elSzxkFbjRmh46Nrl8UMNDmnn6XRuYMDl6mWWL0uySrI2MJt9vNwQAdO7kdkpSS3iOScdJIFrfbzdLxSqWyb4h3KpXa16P0fID2KefOnUM2m0UwGOSZdyMjI/D5fLxnor2MzWZDMBjkoJx6DyuVCux2O5xOJytMSC5os9nQbDbZ7IOkudR/T8lvcqgmeWqpVOJh7tSHSAlvUnA4nU6eOejz+TA1NcWukfF4nFs/AoEAQqEQrFYrGo0GcrkcEokEJ3BJNdPv9+H1ehEMBtHtdrG1tYVcLgcAPJSc5qvRXo+qbvV6HZVKhc28KMlP7SjpdJpn01HwSFDvHM22A8BJAqrwkavp2NgYz0yUoE04UPh8Pvz2b/82XC4XTp06hXw+D2BPsqWqKux2O7a3t1GtVnHjjTciEomw44/D4eBB0mazmed12Gw2LsUDewHQ0tISOp0O6/4BcKZv0JGqUqmwUxYNC+52u/jLv/xL1Go1btROpVIsLaGsCV3YSIZCjdmZTAaVSoWrg2tra7zY7O7uolQqIRgMssNgv9/nXoVisYgzZ85gcnIStVoNfr+fbeAHe9oKhQIvPORaSPbvwF6v4Pj4ODegZ7NZNBoNTE1NYXR0FOfOnTuwGv2nA21GFhYW8LKXvQw/8zM/g7e85S24+eab+eJNzc1kJnLhwgXu6yoUCnC5XDx8OhgMIp/Pw+/3Y2JiAltbW2xIEgqF4HQ6YbVa0e124XA4EI/H0el0cOzYMR4Ge+LECdTrdVy6dAmxWAztdhujo6Pcc0jVW7r4U6bPbrdDVVW0222WeoRCIW6Ij8fj2NnZ4QUxnU6j1+vx+Xj06FGMjo5iYmICOp0Oi4uLPKOHes88Hg+cTie2t7fxwAMPcON9r9eD3W7H1tYW96fF43F2ldPr9ZxUocH01MtAvaIkyzpx4gQcDgdsNhv3vWWzWR4g7vV6ebEUBOG7IcnUjTfeiGAwiFwuh42NDe6LprWGDBV8Ph/C4TCvc5TcpP4iSuBQH2u322VL9cH5lTabDQDYVZaSPYPBnsViwfj4OA4dOsSyMzIWoQrfYLUOAEvJKTAbPB6qwtFw7GazyZt5MgchB0qSLlLAsbGxwWsu9ZcPKhrIDZMqGIPVHlL12O12BAIBNpCipLFer0ehUMC5c+ewvLzMfcrPJ6h3cXFxET6fD8PDwzh+/DiPjPB6vdjZ2WHDFvoM6XpPvdHUE+9yuXjvRO7M1G9Iw9P1ev2+96rT6cBgMMBgMHDCb2hoiPv36b5kHENjB2i+rEaj4WCLzOGAJwzVaE2mYJ+SqlTto8CdKqt+v5/PIZPJxO0vlESgnjmCHoMCYZq5RsEp+RFQMoCS/xTw0XtARjgmk4mTuVTlpf2cw+HA6OgodnZ2+P15MSJB2wHD6/XirW99KwwGA772ta9haWkJkUiEXYKsViuWlpY4SEkkErDZbJz90uv1/OWv1+v7JB8Gg4GdFwetfGl6fbfb5YGbVLYmaQkNbrzuuut4tterX/1qfPWrX+UvaTAYhNls5qoaZRSppE9QD5HT6WRzhsnJSWxubqLX68HpdHL2LhgMcgBmtVrRbre52lKtVtmef3h4GOFwGPfddx/W1ta43E+uj9QITIslySyj0ShvkqkJ2O1247777sMf/dEfPcef/tXlE5/4BPR6PX71V3+VexWpcZjkG4VCAcViEel0muWo8/PzHNS73W4MDw+zaYvf74fZbMbU1BQ6nQ7OnTvHFVhqqKaND81pCwaDGBoawq233sqN+oVCAbFYjA1mKBNImWKz2cwukj/+4z++71ymxw6HwwgGgyxHGsxaVyoVPPDAA3C73dwPkk6n980fJBfTUqkEm82G0dFRDgopS03N/WazGZOTk2i325xMIT0+PQ5p+wm3241yuczyJupBbbfbSKfTiEajuPvuu/GRj3xEAjdBeAqsViump6dx5MgR2Gw2nrdIG0qqMDUaDRQKBZb70YgYUgBQrxZtdCnwIkljPp/nHieqnNBaSooUejySPGo0GpaFRyIR7iknp0rq06EgjYI/AJz0IVkkBWfAXiKV1jFKhA4mh2jtpsfrdrtIJpPcW2W1WjE0NIRwOIxWq8VzTalaQo/bbDb59ZDENBgMIhwOI5/Ps5W9yWRCq9XC+vo6zp8//7y/VqmqyvJRarG44YYb2OjFbrfzyIhMJrNv/0EmNBQMUeDhcrnYGblUKrFUvtfrYXt7G8VikZ25yVGbks5koAWAzxuam0frEEHJBI/Hw/sjj8fDowvIGZUM2wCwnHYwyUG9jNlsFh6Ph18zzegle3463sFRD5RcpddBVWUyZxkc1k3SSAouKWikiqLRaOQ9KP0O9aNWq1UYDAYcPnwY3W4Xly5d4u/IiwkJ2g4QFosF73jHO2C1WvGv//qvWF1d5RJxtVrdV1YmvTkNAiUbWKvVirGxMWSzWc5+kDaYLsS0uNGXi2SFZMBBG1m6gDebzX2DpRVFwdTUFG644QYevByLxeD3+9n8gax/zWYzLx4AOFtFx0Sbbp/Px9kTshB2uVxsV0y/T8OXyTUzFArh5ptvxuzsLFRVxeOPPw4AHJxRmb5arSIQCGB4eBhWqxUejwdzc3NwuVwolUowGo3cwzAyMoK3vOUtz8VH/pzz93//9/z+ve1tb4PBYGD5z9raGvdNAODghhqeV1ZWUK1Wcf3118PtdvPnpdFoMDo6inw+z1nXRCLBVU+qeFISweVysVSpXq/DZDLh0KFDmJqawu7uLjKZDM/ToYotLQgOhwONRgPlcpl18larFdVqdd+gXOpNoEwf9bXRcFhytqQePL/fD6vVio2NDSiKgl6vh93dXYTDYTgcDu4BPHToEBqNBlfo1tfXeUNjs9nYJpmGqtLso2AwyBlwsl8G9uTAJEet1+u4+eab8Tu/8zt417ve9aJvuBaEQWw2G2ZnZ3HDDTfw9T+RSLB6g3rYSB5P6gG6NlAlzWw2s4SZVCDkrAeAEyokx6fbSN5Pm06SEQJPqBo0Gg0SiQRXX6LRKDweD69bJLkjq3cydKDH12q1LJukzSodC/XJUTKM+poGB3HTZpn608mkwufzwWg0IpvNIpVK8bHTXoDMqUjhQNfEUCgEl8uFWq3G75nZbMb29jbOnTuHlZWVF4wVe6fTwfb2Nr797W8jk8ngxIkTGB8fx9DQEEqlEnZ2djiQoeCY9mQUiNMYIuorHPw89Ho9stks4vE4Sw5pXBMl/CjZSVVhMqahnkwas0O95oMVKUqQU/WLqsU0dH3wHKHzh4I6kmWmUinuX6MWk8Fgj56D+vDoe0CGcy6Xi1tO6vU6ms0mGo0GJwWoqkvz3IAnxgNQpZi+pxTsVSoVbkGIRCKYmpoC8IQj6IsNCdoOEH/1V38FnU7Hc6YAYHh4GJlMBu12G263m/XGmUyG3esAYHFxkSsewWCQHbRokaBMXKPR4AWOdPsulwsGgwGjo6Pw+/08B46+LGRSotFokM/nsbi4iGg0ine84x249dZbkclkeNO+vb3Nc2tohABlkaihlS4qlUqFnY0URUEgEEA4HGYr3q2tLayvr8NsNsPlcsHhcGBycpIXDgpSrVYr1tfXcebMGWxubrLshXTWuVyOMzyDsgK6KHa7Xa7A+Hw+/OEf/uELesP8uc99jgdU/9qv/Rr3KmYyGZ75Q5IRGgdBn20kEuE+Mq/Xy9nBer2OU6dOcVbRYrEgn8+jUqlgfHycK250HuVyOXzxi19Ev9/HyZMnMTY2BkVR8I1vfANmsxnHjx/njDjJCJvNJnZ2dvCd73wHS0tL2NjYYBdVOq/C4TA3V9NCRXNojEYjNjY2eE4TST4oe6yqKvfAAXta/rW1NZZozMzMsESU3LVuvPFGAMD58+dRqVSQTCZZTlqr1TizT85X1ENAWd3d3V0oioKxsTGW4xw6dGhfZVoQXuzY7XbMzs7ipS99KaLRKH8HqccHAG+MqQJFgRj1JaVSKRgMBu7xcblc7DJJCSTgCTc9qqzRJpN6esgyn6SHtCGl5GepVEI6ncb4+DgOHz6MkZERRCIRVCoVVCoVZLNZdhqkAIACTprL9WSjEQDsVjnoKElySwpc6VpOcyupZ4qejwZAk8KB9gQkvaSgcDAgoKoHyfhovtgLcXZWp9PhoevxeBwvfelLccsttyAQCKDX63Gli2SstK+hta5arSIUCrGNPslOq9Uqjxui95/2SZQkHQysaPh1JpNBp9OB2+1mx206n+kzttvtHLSVSiUkEgmsrKwgHo+jVCpxgp6+J3S+UoUZAK+v1JNH8lsKUqn6NTggHgC/HxRs2mw2bj8Bnkj8ut1ulncOnjP0PtD7SImTwZltVNGkmW8WiwWjo6Nc9STPgxcLsjM4IHzmM59Bt9vFxYsXeb5WNBplPXKn08HOzg5nbgYrDg6Hg4cYp9Np3HTTTfB4PAgGgzAYDFhdXYVer2fXHdL11+t1dhTq9/tIJpM4ffo09yhZrVYoioJisYh8Ps8LCjkUve9978O///f/fp9D4aFDh/DFL34RS0tLnPUEwNkbkm1aLBbcdtttcLvdiMViHJiSfTINi3S73dx4S9m+w4cP83EXCgUkEgmk02lsb2+zkQiV/9vtNrLZLL8GMoGgiiO9ZzTjy+l0Ym1t7Xndy/Z0aLfb+N//+3/D5XLhrrvu4o3BysoKFhcXWRKbTqexsLDAm5ORkRF0u10OhkwmEx577DHcf//9nE0OhUKYn59nF0hylCKjj3q9ju3tbZ4NFIvF+N+FQgHRaBT1eh1bW1vcj0IjI77+9a/jM5/5DJxOJ89W6/V6OHr0KI+vWFlZgaIomJiY4B4VskamrCdll0l+QZuYQfkG9b3QgvbVr34V999/P7rdLoaHh/GKV7wCs7Oz0Gg0iEQiOHXqFJLJJLrdLuLxOBRFQSgUgqIoKJfL8Hg87Bqp1WqRy+Xg8Xjwkpe8BNFolCsCGxsb+Nu//Vv8h//wH15wmyJBeCaQMmJ8fJyDI+oDAsAyRtpQkzKD7Mtp89doNBCJRNhtjyoYNpsN2WyWK/IEmYsMbnqpegCAAxyqiAzORSMjo16vh9HRUQwPD3NvNlXraagySeBoAw/sbXinpqbgdrt5riRtiMkEBcC+gdt6vR5erxfRaJTHHZTLZezu7qJSqSCdTnMyaVD2RkEjrdm01g9u3mlDvb29zQ6ML0TIFGZpaYnXuuPHj8PpdGJ+fp6HbdNnQUPbqRfc6XSi0WjwtbvT6SCVSnEwCOx5A5A52mAwTM9XLpdRKBSwvb3Nay2NChhUHVWrVYyPjyMUCkGv13Ogd+nSJR6FBIDlmRaLhQMtkmIOOoKSfJcCN/ozeK7RuQGAq8KDBjuVSoVHP42MjGBsbAz9fh9bW1vs7NxsNjmBSUlZ+jtVnVutFidS/H4/z0GkgejT09PIZrNYXFx8XhnhPFskaDsADLrR0aJBsgq62JLML5vNYnR0FC6XC8vLy0ilUiznoPJ+rVaD2+3GoUOHEAwGMTc3h2KxyJUJAJzZoOCl1WohlUqx1j0ej2N2dhZHjhzBwsICyymooVZVVaytreHv/u7v8LM/+7O4+eabeUSAx+PBkSNHUKlUsLGxwTPgyHSBrIx/7Md+DMBemTsQCLA5xdraGvdcDQ8Pw+PxwOv18twTGkuQy+Vw+vRpds+iLAx9gakad/ToUczMzMBut+8bDJnJZNDr9XjAt9FoxDvf+U5cuHDh2pwIzzHdbhcf/OAH8cEPfhD/83/+T5w4cQJmsxnr6+s88JOquyQvWlxcZNMRk8mElZUV3Hfffeh2uzyg/OjRoxgbG8Po6CjGx8dRq9Xw5S9/GblcDrFYDD6fjzOIZLndaDTYSXJtbQ3JZBInT57EnXfeiYmJCRgMBja9iUQifA5VKhUeGksLZSgU4v4Cn8+HbreL7e1tXnwGA0j6HTovSf5EPWvUJ0CmOQA4Q00urZRdHMxQ1ut12O127s8bGhpimdTGxgY3apvNZmQyGU7YFItFXH/99bBYLPjUpz6F173uddf4LBGEawfJqefn53Ho0CEelE3fbZ1OB1VVeW4ozRKlyhgFQ6S+GJSXkUyc+tDcbjcn+xqNxj6zEDJVoAQO9V5T4JfP51Gv17lqBuzNzbxw4QJLu4PBII8cyOVynIQkdz26fgBg90Gfzwen0wngCak/zUelKhxV1kixQj1u1IdF96fq4+AmnII16s8jMxKDwQCNRsO9d+SQmUwm8fjjjyMWi73gE5skf6/X6zwT9PDhwxgdHUUul8Pu7i6PsSGJLQD+TAqFAlqtFvL5PFKpFLcSkLqIDL3C4TCq1Sr3GlJQRY9NyczBQduUZKdZZmS0Rt8Hkt06HA4+P9xuN49gIskiBepk3kNz4QZdugfns1GASa+RercpuCO5J1Vq6f+BvQQHSUB7vR5/v6hSR1U32s8OzomjQJkCSipKTE9PswSUzukXOhK0XWOmpqbwm7/5m9yTRicnBSvDw8O49dZboSgKvvjFL3KmjC7aHo+HLdkpk0bZxaWlJTSbTR60eeutt+Lee+9llx8AnNEg1z364jscDszPz2N4eBgPPvggyuUy9wtRUzRtus+dO4eXvvSl8Hq9rIu/8cYbuRF8aWkJxWKRtdQWiwXNZhPf+ta30Gw2sbGxgenpaYyPj/OFY3DwI2VmfD4f9Ho91tfXeQYXLdwkgyTnycF+PcqIOZ1OrvaR4UWhUIDdbsfo6Ci+/OUv45577rkGZ8G1521vexv+x//4H7j55pvxEz/xE+j3+/jOd76DZrMJr9eLXq/Hi9fZs2dRqVQ46A0EAiyZpCHsS0tLeNOb3oSjR4/yGAZyoyJZAwXbNMuFZtOQFHiwwkubmNnZWc4WRiIR2O12BINBGI1GnD9/HolEgjXxdI5QYmIwC0/Zc1VVeYPicDg4Y+31emEymRCLxfic9vv90Ov1MBgMmJychM1mw8LCApxOJ4rFIi9U1DtHklAK4DQaDSc9yGWL7k8OcR6PZ1+2/9ixYzh37ty1PDUE4ZpBI2pmZmag0+mQTCY50UOBCl3r6ZpeKpX2jaGhCgB9P+laptfrYbfbYbVaMTw8jEgkwhIzmm9K5gu0caUNMxlUhMNhHjkCgJNFtH5Vq1Vsbm4iEolgdnYW0WgUXq8X4XCYlSU047RUKrFxCV0rkskkmzJRRYzaCwbnPVIlhpQ4NIOLAkwySqL1dNCoy2QywefzIRAIwOl08vtiMpk4YKO9wc7ODl9nXwyb5Ha7ja2tLR6ADQCHDx/G4cOH0Wq1sLi4yKYwpFja3d1Fv9/ntYM+A9rf0b6Eei7JvIoUIORHQIEXyXEp2KLkASUlRkZG0Ov1OAkfiUQwMjICi8XC7Qy0Bm5ubvK8N5LnAuBzAwA/Jw1cp0QnAO6nHDwPKdAj91SdTgen08l93KSiotc72E9H6zLtOSlpQIkFOu/o/SJjL41Gw/PpRkZGOHB7MSBB2zXmFa94BTQaDe677z7O3Hc6HeTzec7Mmc1m/vLRAGDa6NFQX5pdRV+a0dFRTE5OciMtbUKXlpb2lc2pNwfAvqBsbGwMR48eZekF9aPRQkCykG63i0cffRSPP/44ZmZmMDY2ht3dXcRiMaiqilAoBFVVsbCwgHK5zHroTqeDe+65h3XcyWQSw8PD/CUdHh7G+Pg4BwyDgxhXV1e5CtTr9fj1UUaKsjaRSATZbBaHDh3inqlGo4FQKASfz8c9DrTYP/zww9fkHDgovOMd78C73/1uvOlNb4LP50Or1cIjjzzCM4EcDgecTic2Nzc5uKb+NDIUIdmq0+lEoVDAN77xDTzwwAOoVCrweDz7mqjHx8fh8Xiwvr7OCxGdi81mkz9n2oDRPJvbbrsNJpMJk5OTXPXLZDLY2tqCRqNh45lBNzUaDgvsBe+hUIg19CRtIfts6jWjjRRJo4aHh/mcnp2dZdfJ9fV1fmzKJFarVc7wU29eNBpl+QclX8j6f2trixc+qoanUim86U1vkqBNeFGiKArP9HS5XMhkMtwnTcFEvV5n9zwyMzAajfsMOqj3i/qE6HtJz0G9Y9S3RHL6wcrGoEU5rRljY2M8s5QMKOgaRoEdzbskCTjNlqSeVkpGUqV+0PK/XC5jbW2Nn596uAHwptput3NPOv0eBaUUAFIvEEks6bo4OHjZ6XSy6zTJ5iihRGZOOzs7iMViSCaTL/gq25OhMTXUb3j06FGcOHECtVoN2WwWlUqFq0I0W4z60wCwuQv1UlMQk81mefh2LpfjaitJ9gd7CunzBfY+/8GqMN1GTqGHDx9GqVTihKpOp2NzOJId1ut1HvkAPBGQkTEIJQJ6vR6PexhsLxg0OKHRGjQ7LhAIwO/3Q1VVVovR+0GOk4OD5ul7SPu/QUUUfVcpKNbr9fy9stlsiEajrDB7MZyXErRdQ44cOYK5uTmeXt9qtTA2NoZCoYDFxUVcvHiRm4nJEl9RFB4STRIvu93Oul7qy6J5Z9vb25iamsKP/uiPwu1244477oDVasXFixdZx9zv93kWjdPpRCQSwStf+UpEIhG0Wi2cPHkSp0+fRrfbRblc5k33YIXrzJkzeMUrXsH9AqdOncLOzg5v9EmGQaVxknBQz0CpVOIFUq/Xc8VwZmaGy/20QNNj0jBQnU6HjY0NZLNZtFotDg7ISIWGHpMDZzgcZmtZuhBkMhncf//91/qUuKa0Wi381//6X9HpdPC6170OR44cwf33349Go8H69PHxcSwtLXE/Sb/f5wWeJIr1ep1dSM+ePYuVlRVu4KeNlKIoiMViePjhh9Hv99loYLBJn/ozaKHU6XTweDy47bbbUKvVoNVq2SHr3LlziMfjHKRR4E5a/maziaGhIbjdbrRaLc6S03cAwL5KNUkeNRoNgsHgvo2j1+uFoijY2dlBKpVCJpPhMReHDh2C1WpFq9XieUg0621QypzJZFCv19llkt4TkmmRJMTlcuGOO+7AV77ylWt8dgjCcwsl3sLhMACwDI2CMDKLIKdDvV7PMsPBAdiUUCHXRnKhpWsEZe2NRiP8fj9mZ2fZnZZUAiQZo8RoOBzGxMQEotEojwup1WqclKJNJ23CM5kMNjc3kc/neS4lDWmm10QSf7JBJ5UI9a+RMQP13er1eg7O6PXSaAJSJlitVp4vB4BNTOgxOp0OJ5W8Xi/btzudThiNRnQ6HU6ELS0tce/8i5F6vY7FxUVejyYmJjA0NITl5WXk8/l9A8qpukYqDvosAOyTJRaLRSSTSezu7rJhCAV1er2eq22Dg6lpjQPAgRWdx0ajEYFAAHNzc9xb1u/3kcvleMSN2WxmV29SP1FykR6PZLYk5zWbzTzwe7B62Ov1OFilgI+SC3TeUIKCRj9RJZdMgwCweosCOxp5QQHkoEkJqV0o2ItGo5ifn0ez2UQikeD7vVCRoO0a4vF4MDY2BoPBwLIEjUaDS5cusQPV+fPn+QuTTqf3uT3Z7XYcOXIEwWCQZ5PRl4Kkgslkkockj46OYmZmhi35yTSB3B2BPTlKMBiE3W6HwWBAMBjEa17zGtYr08DuRCLBxihOpxM7OztYXV3lMnw8Hsdjjz3GzbZ00aEsjclk4pI7zYOjLJTD4QAAdjOkjW40GoXP5+NqGjWm1ut1WK1WHD9+HGtra/D5fAgGg0ilUjhz5gwbmlDV0GQysfaa3Ld+/dd//dqcBAeMcrmMD3zgAzAajZidnUUoFGIpDVW1DAYDj3cA9pqq9Xo94vE4isUiW+Svrq6y8QvJmaiBm+biAEAoFOKKKjlikR7f6/XyggSAh70WCgWUy2WcP38ei4uLyOVyCAaDuP322xGPx9kKmH7PbDZzpXppaQmLi4s4duwY5ubmeDNELllU6arVavx6U6kU1tfXMTExAYvFglgshs3NTV5USHZbLBa5OdtgMLDkN5fLwW63syafKpM0IJcCUrPZzIYDZIbyy7/8y6hWq3jggQee47NBEK4dZGhE5kc+nw9er5cTktRXms/nkc1mOQlHUsVms8nOdDREmwIv6lnL5/NcvWu1WhgdHcXQ0BAymQzP4qIgiAxH6BpE7s1k6tFoNOB0OrkyQYlD6gFPJpO4dOkSzGYzcrkcGzNQ0mhQVjk49BgAjyGhzTJdY+h1UmBKyR4KLsl8ghKtlNClzTa5O7tcLp71NdimQYFvPB7nkTAv9E3x96PRaODChQtc1aW9Ri6Xg8PhgMfjYeMts9nMfWCUuKPr/5OrbpQcAMAVWjqXaYSAy+ViaT3JZek8pL0jyQwpaZBKpZBOp3nERLvd5jWVXJ/p3KbkNg1Or1QqnOCg6hbN9qOEBwAO+Ojc1Ov1/P0iAxtKEFAV2mq1sjP04Dk/OFuV5qFSZZykzTSGiiqSHo8HMzMzyOfzSKfT+9wrX4hI0HaNOHbsGH7v936PL4J+v5/tiev1Oqanp3Hy5El89atfRaVS4dI5sCdppOxbMplkK9XBjA4ZR3Q6HSwtLaFer+P1r389RkdHodfrsbOzg2w2C51OB7fbzV9k+tKQa9HMzAy7FDmdToyOjuLUqVNIJBI80Ntut2NzcxP/9E//hE6ng1gshkceeQT5fJ4HZNOXlb5stCDQxYwaak0mE1dbDAYDYrEY/w71DRUKBQSDQVitVh6EbDQaYbfbeaYKSe4GM6IUJAz2N9HcEpIOCGB74pMnT2JmZoZHPNhsNqyvr2Nubg5utxsPPPAADh8+DI1Gg6985StcyaR5QiSX2N7e5mQDLWoA2CCGelNUVWUjmmKxyNk0urAPWm83Gg184xvf4CHzZFBAvaDVahXJZBI2mw2Tk5M8N4mGs3s8HuRyOVSrVUSjUQ5AaSYOsGcQRCYDW1tbHEg+/vjjXIFzOBwoFou8QGazWR5NMTQ0xJlvMiABwO5ubvf/n733DJL0PK9DT4fpnHOYnhx2Ngcs8gIkQArMEllKlCXZJZavS2WXaFmWaV/Z5R+W5FAsyVaVXUVaMmVJvhJtSrJokGaQABIEERa7i00TdmLnnON0mO77Y3me/WYJigkEuGA/VSgAuxN6et73e9IJTuj1egQCAYTDYdTrdWxvbwtHQqvVYnJyUoYuGo3mRwL+MY5xBINBnDlzBsvLy7IVcLlcIuwzGAykOaEIhFIMiM8Nmmiz0SDXVGl4zQEJFY69Xq8IdXHyrxzmcIBJJUCKX3W7XYEcKnMMxRhSqRQuXryIVqslyoCpVAoARLGWMEw2bQCEZw7c4czxuULlPm5/ONAdjUawWq0CI1MqazL4vciN93q9YkZOLh/Fw1599VXcvHnzR0ql71tFp9PB+vo6fD4fjh07JjUHhVzYNBgMBmg0GtkiZTIZZLPZQ5BJbpwo9AJANlDkuwUCAYRCIRkIVCoVQWoot088A8yb1WoVu7u7SCaTIopCVWjmk1KpBIvFgmAwKMN6WhfQLoCQfavVKpQIAHJOuAHkhrvT6aBYLMpAw+l0SoPKzTAAEdmhcnWn00G5XD70/thsNhFTIVKHaqZEbBkMBgSDQZw4cQLZbBbb29tv0El4c2LctL0JodPp8Ed/9EdYX19HPB5HrVYTw0oWbSaTCV6vV6Z5bKYAiAR+MBgUeCW3SQcHB0JoJhdoNBrhxo0bMJvN+Mmf/EmcOnUKN27ckGaJ/jFcb9NI+6tf/Sp8Ph+SySQajQYcDgcuXrwoDR0L9F6vh3a7ja985SuoVCoyHeHXJ+9O6XhPuXVi63U6nXjCGY1GWK1WWCwWRCIR+Hw+mEwmrK2tYX19XUjgq6urMBgMSCaTaLVaovRks9nExHhqakq2fSqVSpIrH4gGgwHvfOc738zj8EMZ/+E//AdEIhHcd999KBQK8Hq9qNfrwl/jeQuFQmJwTZ+xQqEAs9kMv98vQwGdTie4eG46U6kUNBoNHnnkERiNRlQqFUl0nU4Ha2treO973yvnktPh/f19XLlyBfF4HO12WwYXNpsNxWIRfr9fEunKygoeeeQRzM3NQavVYnt7G5cuXRIorU6nwwMPPICVlRVsbW2JUE6lUpHkS1VNSnWXy2XMz8/jyJEjqNVqiEajuHXrlvDitFqt8De73S7cbreYsAIQmAghUd1uVwxJA4GA+FBptVrMzMygVqvhX/7Lf4mbN29K4zeOcbxVQ6vVIhKJ4NixY/LcYVNWKpXEN1LJ8QEgcC2lUIhStVXp08nNOjk6FH+wWCywWCzw+XyYn58XyDSbHW5ICImmEmy73UatVhN4Y61WE2EEwtuY3/j10un0IcVJDqfoockGlNt84LCJN1E1LIyJgikUCiIwwaaMULtKpYJSqXRIVTMcDmN2dlbMoJVcLNoDFYtFlEqlH/wv/x6JVquFTCYjwzlyBSl5D0Dg+SaTSSyWlCqN5Gdx4EzNAMIWAQhCiXzDarWKVqsl9jocXFDAg02c0jOQTRhVTAGIoiRwu3miSM7BwYEYpnNz1m634fP5ZFDALRrtdPR6Pdxut8B1OQgnjaXT6cjGjWeLsGUO7gmn5Nfg+8cGlDw43gOlGA9pN263G5FIBPF4/C29bRs3bW9CfOADH0AikcDu7q5MFkiSjsfjotYUjUbFiJHeTv1+X6Y3Fy5cgMfjQTweFwNqJrZWqwW9Xi8brYmJCSFyHzlyBB/5yEfw13/91/jqV78qYiSUzK/X67hy5Qo6nY5c4NFoJNL4xGQDdzxreFHX19dFbYgwOeKzaQROUi6nNPTiohohk5BGo0G5XIbX68X09DTm5uYwNzcnDWw0GoXVasXMzIwU9bu7uxgMBlhYWMDU1BTe9ra34b777pPXzZ+T2Gv6/Izjm8PhcCAYDOLVV1+VByz5hyTjF4tFbGxswGw2w+l0otPpCHSE0+4f//EfR6vVwssvvywcDfoGttttnDhxApVKBV/4whdEorper+O+++4TcRpOEVutFkqlEux2O86ePYvd3V1JXouLi2LqfXBwgFAoJIqQ3Eo//fTTuHbtmmyJgduFkM/nkyk2Cx+qXp06dUpMtTudDs6cOYOlpSUMBgOkUinhwni9XmSzWSQSCYFrAbeT4uzsLAAIZ6HZbCKbzcrk3+Vyie+cSqWSzRtVxOLxON797nfjE5/4xI80PGkcb+3Q6XSYnJzEyZMn4Xa7UavVUCwWBUZGU23a4FAIgTYdVDykwuvKygpUKpXwe4xGo8jhsxEjH6xarSKRSCAUCmF6ehrHjx/HwcEB1tfXkcvlZBMHAKVSSV4XoVzcjjP/MU+Sr8rNGOGW5DyxUGfxyecmB1iEOVL5USlKwi0eLQW0Wi3C4bA0iBRLYrOqtO3x+/2YnZ3FuXPnsLCwIDxeNhTkNVE0g83IOCCCVf1+H9PT0ygWiygUCvL70Wg0sv1qNpuo1+uicMpNKABpWiKRCLRarVjtkNdFzQCXy4VisYhoNIpEIoF6vS7KkUSasGmjN1+32xVbCOWAg43VYDCQ4SvVn2OxGLa2tpBOp0XIptfricUO9RRobE9lZK/XC4/Hg3q9jlarJeb1vGs0bue5J+ebNhZsbnmWObTgz0HYJSGn3Eby/vV6PXg8HszPz2Nvb+8tPdwcN21vcPzyL/8yPvCBD2BtbQ1bW1uyOlbye6xWK0ajEW7duoX9/X1MTU3B4/HI4R8MBnjiiSfw0EMP4dq1a7h16xZyuZzIlQMQvymlUWgymcSXv/xlWSefOXMGzWYTt27dQqVSQbPZlCTApMYkw0tPCAeDiU+lUmF2dhaPPPII+v0+Xn31VREC4YSFyYA+HjQ4JdSFyc9kMonHRywWQ61Ww2g0wrlz5/DOd74TGo1G+HQAsLi4iFarhStXrghe+syZM3j3u9+N5eVl2Gw22ThyAkkzVnrbjOObg1NAu92OcrmMZrMJo9GIhYUFBINB5PN5XLlyBbVaDfPz80Ly1+v1h8xlCe8wGo3Y2dk59CC2Wq2IRqPY2trCK6+8In+uVqsRCASECK0UzNnd3ZXfo9PpRCAQEPsGJlIWPQBk8/Unf/In+NKXvgS1Wi1w4IODA2xvb2NxcRFHjx5Fr9fD1atXJSmSmD05OQmHw4FqtQq9Xo9EIoHNzU1ks1n4fD4YjUY5Tx6PBysrK7BarUin02I9QEEXp9OJdDqNvb09mM1muWf33Xef8GtsNpsknrm5ObRaLfzMz/wM/uAP/uAtPUUcx492OBwOHD9+HIuLi8LpZGHGjRul7kknYBNDzjQHhjMzM5idnUU6nZbPNRgMhzzKlHwaepVubW3BYrEgEAjg2LFjwqPhgJXDU+U2gqHkmyl5ZxRump6ehs/nQ71eRyKRkK0C4ZD0Q+VQifwywjX5Oul5Rb53tVoVVdxAIAC9Xo9Go4FcLoeDgwOYzWZUKhWkUilpXhcWFvDwww/j1KlTCIVCh1Q2+W+lKfk4DgdFtbRardRn9O+z2+2wWCxot9sCTwQgTT8bLDZQTqcTwWAQFotF6AH7+/vS9KfTaZRKJWxubspw2+FwwGAwCKeNUOFqtSoQYoqDkffIrTLPGRFIAJDL5XDjxg2srq6iVCrJx5OqQEg/edf8+VnXkdPHhrDZbCKdToudj1K1VaPRwG63w2azydCCEFFCQ9vttmx3CQf1+XwCkeRCgpxyKlbSu+2tKpgzbtre4Dh79qzAO4xGIyKRCNLptGwzNBoNHA4HgNuwrEwmA71eLwa8SmNgwsw48SPWl6IInPZwQlev17G6ugq/34/3v//9CIfDOHHihGzKqPJIuAZlbA0Gg1xMysJ2u11ZaXs8HnzgAx/Agw8+CK/Xi5dffhlf+MIX0Gg0RAKZ+GNOn+x2u7z2YDCIY8eOYX5+XjDznKrQeLxWq+GZZ55BOBzGO97xDhw9ehSTk5PSGFy+fFkaBW5QIpEIHA6H8AFIBKbPnVqtxi/+4i8KFGQch+M3fuM38J//83/GI488gr29PaRSKZjNZszPz4toxuXLl4WLlk6nRcmK27Rer4cXXngBP/MzPwOXy4VXXnkF29vbwgkzm81IJpNYW1tDu93GaDQSFSzK5zOp9Pt9ZDIZJJNJweFTIlun0wkchE2PRqMRmf1qtYobN24gGAxKw0cRAsKZnnrqKTSbTVFinZiYQL1ex9e+9jXo9XqcPn0agUBAvJMo8kNVVapiAbeVKFdWVoRc3Ww2xcaATW2j0RAxEooClctl7O7uSmPp9Xplw7C7u4s/+IM/wC/8wi+8aWdiHOP4QYVer8fU1BRWVlbEr5DQeU7wCbVnnuLzhsgPKkF6vV4EAgG4XC7ZTLCoJnSfuYhbsoODA1SrVcTjcXi9XuF6k1dKLy2lXxr/m+gNZXCzQKXa5eVlLCwsYGJiAjdv3hTFaA4rOZziz8y8RY4ei3NuEqnIy6EP8yk39TMzM/K8Iy+etImJiQl4vV5EIhH4/X7hXXEz0mw2hacbj8eFezeOO1Gr1ZDJZLCwsIDJyUkZMrBBV6lUggThlpLDRyJ/tFqtwCKZMweDgQiWGI1GdLtdJBIJ8SLjBpQ8RHqAcijNsw5A+GbcMFPdmUMFNnsajUbEvQDI1+TPORqNYLFYYLfbxZieA4der4disQiPx4O5uTkYDAak02kZTNIDmPcEuGNP4PP5pNFknqQoC2GVHJRUq1WEQiEAt5VgCbE0m82HRO0CgQC8Xu+4aRvH9xdqtRof/ehH4XA4kM1mMTExgcXFRTidTlQqFVHIKhQKeOGFF9Dr9WRrZjabUa/XRQgkEolgampKGhtKpLMw7Pf7QtCkOiLx1VSPymazoupYq9VQKBQOJQO9Xi8QC41GA5fLJfh78tJsNhseeOABPPbYYzh+/DjMZjO2t7fxX//rf5VNhRImYDabxXSxVqsJd4+qQGzsrFarSA4T7sKpzsbGBrRaLZ566ilMTU2h2+1id3cXuVxOVv1U4mTzqSTOEnpAzPXq6uqbeSx+qGNnZwdmsxmzs7OwWCyYmpqSQqJSqeDFF19EoVAAAGmWL1y4IA/qQCAArVaLarWKK1euCOyC0/JKpSLcw4ODA5w5c0bEcDgF5jSZcIlutwu/3y8eQpVKRc4sp3ihUEjOzOTkpGyuz58/Lxh9lUqFZrMpPLq5uTl0Oh2R5abAjlqtRjqdxtNPPw2NRoOVlRVks1l87WtfQ71ely0ibSQajQauXr2KWCwmm8KpqSn0ej1sbGxIQcTtASetxWIRV69eFSsNFqWEUFutVhwcHAjHTykoMI5x3OsxMTEh3qB+v198qvR6PdRqtTRrWq1WNgcADk312YzY7XYZ9LAQ5iCJm3xu49l4KTdu3ILZbDb4fD5R1jMYDIcaPxa7wJ2tHTdr3GYRgjg3N4fZ2VnYbDakUinJjzabTaTWKcTFho0FrEajgdvthsfjEf4c8xctbwjtbrfbyOVyIvkfCARwcHCAaDQqG0Hyn/g6leIpbBhoAZROp8dN27eISqWCTCaDRqOB5eVlySl8bynlz+c97ZqY0wBI051OpwFAFBYByBaLdZdKpUIoFBJI5dLSEhYWFmCz2aQZVPq2seFjnXi35yBpNlar9dDfk+9GLjmN6SlswzvE4Xiv15OBrcfjkZqNjR23xeTD0UORtADlYJ3m4RzQcKjBOo7NnnKTTWEgnnsOSMrl8lvScHvctL0Bodfr8Xf/7t/FU089hXw+L7Arg8Eg0AM+XNvtNlwulyhX5fN5ZLNZWQXzwfvZz34W/+Af/ANRR6QJJwU9Go3GIfWq0WgkZNRWq4VkMokzZ87A6XTigQcewGAwwI0bNwRHTfVGtVot2ywAh7Ygjz76KN7xjneg0+nglVdeER+TyclJzMzMQK/XY25uDidPnpQJI1//M888g9XVVQSDQZE7p3peJpPBqVOnBNZIiBwfXK1WC9evX5cJ4Wg0gtfrRTweh91uh1arRaPROEQEZ1C5i83hGBr5twcfiMTk01D9r/7qr3Dp0iU4nU6ZSB87dkw81wKBwCG+23A4hMvlwoULFzAcDvG1r30N0WhUHuhnz57F3Nwc0uk0qtUqfvzHfxwnT56UBDccDqWYoMIZVRUtFouYd3IwwSHF7OysQIP+5m/+BjabDXNzc/J66QNHKGWv18Px48flDGUyGUlYnCySo9ZsNgXiCwDXr19HPB6HXq+X5MppdiwWw7lz56DVarG6uiqTb27NOdlX8jM5uXU6nahWq3j11VcxOzuLP/qjP8KHP/zhN+1MjGMcr2dMTExgbm4ODz74oDz3yYthznA4HFCpVLDb7cjn86hWqwKFVMqTc+jBjcP+/j58Pp/wjlgAs3gFILBE/jfhaADEwoRWM/V6XTYPAARFwmEmPbAsFgu8Xi8WFhYwPT0NrVaLdDqNmzdvIpPJCLyfzdj8/Dzm5ubk2VWv17G1tYXd3V0Zpiq5rEqZdjZ7BwcHUqg2Gg0ZkBFixyZOp9PJUJNbPgbhl41GQ2Ta+b6M45tDCXdUIkPy+Tz29vawt7eHZrMJAALhZQ5V+vilUil0u104HA7RJmi32yKgY7PZEA6H4fV6pWlbWVkRLiJhstQQAO5sTQkhpKCNw+GQIYPD4UAgEBABLTZutIdwOp1yxgil3N/fh9vtltqANWM0GoXD4ZChPqkvpO1wI0wxMtZeDodDxOZ4Nil6VqlUREyHA363231ow8wtd7/fF2Vxv98Pj8dzyErhrRLjpu0HHBMTE/jwhz+Md73rXdjb2wNw+wHodDrFq2xhYUFU8Uj0DAQCaDQaeOaZZ8S/anJyUrYBBoMB8Xgcx44dw4ULF5DL5VCtVkXwg4eZSY+XkZeVAiNve9vbsLCwIA/+zc1NWc1zYkP88dTUFAKBAPx+PwKBAJaWlqDT6XDlyhX8n//zf1AqlWS9z8azXC7D4XDg4YcfFtw3IWX0fTEYDHC73XC5XHJ5lc0YpdpffvllgXFms1msra1BrVYjGAxienoabrcbu7u7yOfzsFqtMuHiBoZwAKpsKT1CxvHaoYT/8L9zuRyKxaIkn0QiIZtUioisra3JlG4wGCCXyyEUCiEUCollBBOJ1+uF3W6H2+2GxWJBKpUSSBAA2bI1Gg1RaeNmuFQqCZzIarViamoKTqcTmUxGNq70eGEjxU2bwWDA9PS0FEQ6nQ6BQADBYBCbm5tIJBIywY7H44jFYpifn4fX68UTTzyBaDSKer0ud0WlUuHYsWPweDzyeUwytVpNuCwLCwtIJBJiyOr3+xGJRDAzM4Pp6Wm5yx6PB0eOHBE+gtfrlft78uRJXL9+/U0+HeMYx/cXOp0Oc3NzOH/+PFZWVgSKz+0Yedm839yqT05OYmJiAtVqFTs7OyKSRF4W4e8Oh0PyFXOrkltDFAbvKwAp/ohSWVlZQTgcFmuSra2tQwqNFEGhxyQVKOkLCQDRaBQbGxvI5XKHxCq44bLb7VhaWkIoFEKv10MikUA6nZaBFcUrKE7CLQgAKcSJPOCzkqJPhI+bTCbMzMzAbreLoTfRC/zZuc1UQjPHW/1vHRTB4HtNAZF0Oo1kMol6vS4wPop6UFyKzTI/h4JW5KGxgebZ5MCcvm/kPCp/V0RHkVJSqVRk6M5hBc8Ot6z83dPTjw0Qt90UGeF52d/fF1gya0vg9kC8Xq8Lp9Tn80lT12q1xCyewjr8x2q1Qq/Xy51lXcwGmGb2Sigvm12+Hxw00JZnZWVF/OneagI646btBxz/6B/9IzzxxBPY2NgQyKPVahXIVrvdxs7ODtrtNpxOJxwOB06ePIlAIIBqtYpUKiV4cx5+Kgo9/fTTmJqaEiJyo9GQ5osSskajUbDCfOATUhKLxbC2tob5+XmcPXsW09PT+PSnP4319XVR2yJBltMNSutvb29jbW0NOp0O165dQzablQkP1+CUXb527RqOHz8On8+H7e1tMfZ2OBxiGJrJZLC/vw+v1wuXyyXJOp/Pw+PxQK/Xo1gsIplMwuVyyeYjlUohl8vh3Llz8Hg8oqLldDpl6sjmgEbPXK8///zzb7kL/XrHH//xH+MXfuEXUCqVUCqVsLq6iitXriCfz8NsNkOn0yESiQCA4PlZTFBchv5GLKpcLhc0Go2oiuZyOXS7Xdnwtttt7O3t4dy5cwDuTLP58ZwQl0ol8UrimWaRQ3GCQqGAH//xH4fD4cDP/MzP4JlnnkGn05HXWq/XEQqF4HK5oFarcfHiRWxtbaFUKkkB43K58MADD8But0uDmEwm8dxzz4koAPkr4XAYwO1kznPWbDaxtraGy5cvSzEai8VE4fXChQtYXFwUmAyJ4oQ+cWtst9sBQH6WcdM2jns5DAYDZmZm8NBDD+Ho0aPC9WRxyqK12WyKIjKVlMlXo2ACIZLkfXPjQHEHGmxzq8bnlBIWyIk8C1F+DTZgc3NzIpDFrdZwOITRaBRRBSUnicU4zamj0agUlmy8uPmLxWLw+/2yJSsWi4JuODg4kI3JwcGBqPjRG4vNo9IqAICYG7fbbZhMJrjdbjidTlgslkN8qXa7LRs+nU4nFAoqdWYymbfctuL1imKxKGIbBoMB1WoV2WwWqVRKrHGMRqMoI7L5IsSd8v48g4S9+ny+Q368KpUKlUpFzo7RaBS+Is80m0du8NrtttR+3KjyDHGIb7FYoNFo5IwzD5VKJTkbHIjQcqBaraJYLArvkVQZj8cjcGJSbIgWU/7s5H2zyaTlVCqVQjKZFI0Bk8kEl8sFp9OJxcVFBINBMa7ntptiLEr1WJVKBa/Xi9nZWWxvb4vOw1slxk3bDzD+zb/5N7jvvvtEBY4QLwo3cHpG00qr1Yrjx4/j7W9/O2ZnZ4VY/Gd/9mfy8cqJ4Pb2Nvb29jAzM4PHH38cX/7yl9FqtWCxWA5NXDjZIY+GMEMAuHjxIsxmMz74wQ/C5/Ph/PnzaLfbuHnzpjz08/m8GGXzAtDTZmZmRqaOxPrz0nICU61W8dnPfhYajUZMuY8dOyaNGJs9q9UKk8kklgej0QipVAqTk5Pw+/1YWlqCxWIR3loul5MHz8bGBux2O2ZmZuByuUSmuF6vS0HOoppbms997nPjpu3bxB/+4R/iIx/5iAjH9Ho9eL1e2QC53W489thjuHTpEi5fvowPfvCDaLVauHz5MhKJhDzwNRoNstks7r//fnzoQx/C/Pw8isUidnZ2UC6XUSqVpKmhvDBwB7rEs0gBAX6cx+MBADnryWQSxWIRarVaztKJEydw4sQJnDx5UmDAtVoNHo8H7XYbrVYLfr8ft27dwksvvSR3iPDc2dlZPProozAajZJwjx49io2NDSQSCTlDarVaFF8BCASSaqoAhOP28MMPy0adXnjPPfcc9vb2pHDb2dnB0tIS/H4/VlZWpHBKp9M4cuQIHn/8cXz1q199o4/EOMbxfYfRaMT8/DweeughHDt2TPhiVJnjVJ4KcrlcTnizy8vLcDgcmJ2dFQ82insRJcLP3djYkMJ5ZmYGACQHU/2RAx9uIpRwSdrIsCmjf1uxWJSGCLjDhaOoBAtPws7a7ba8NgACZ+Pn7e7uimADtyx8znH4w8GjUgSFTRohZISk8XOpIk2+k06nE5gbDY9Jo1Cr1dKAjkYjlMtlFAoFJJPJN/6A3CORz+dF2XFubk42txRRs1gsMqTn+WbTks1mUS6XxbtMKaE/OTmJcDiMaDSKUqkk/LBsNisqxdPT07Lh44CDQiPktin9CJWCdNxm9/t9qe/m5+cxOzsr9hOsN8nHozgdf17ScbRaLex2OyKRCEKhkMCaqXhKgThuHNvttkCZ+fV7vR5yuZz4AXs8Htn6eTweeDweNJtNbG5uIh6PS851Op1iFs4NHgARIYtEIkilUm8p9dNx0/YDin/7b/8tzp07h0uXLslUbzQaCZwqmUyiVCohlUqhWq3CarWiUqng1VdfxYMPPohgMChwyWAwiL29PSFlc+KSSqXwu7/7u/jABz6Ad77znTh//jyKxSLi8TiuXLkiipNcgyvhFJxmdjodvPDCC7DZbDh27BiCwSCOHj2KV199VZo8Nmpsyhj8ebhy5+RPORmk2MPNmzdlS2G32xGNRoU0Svw0k5Iy6UQiEYTDYWm4KNVOfLbFYpHXcfeG0WKxHNrAEMLHhycfsOP424O/F4fDgUceeQStVgupVAq3bt3CYDAQGeKVlRWBxE5MTMDj8WB3dxedTkfORKvVwkMPPYTFxUXEYjExus5ms4jFYtjc3JTCglxMbmMLhQJ2d3eRSqXkXDUaDTGa58DgvvvuE9lrk8kk02+eoW63i62tLYFb0hOwWq3C4XAIDKler6Nerws08t3vfjdcLpcIl9x3333Y3NyU6SbhSfy+zWYThUJBuHczMzOwWCw4f/68cBGsVitKpRK++MUv4nOf+5xMQjmlJ8bf4XCIMEqr1RIe3DjGcS+G1WrFkSNHcOLECRkyshHp9XqyKahUKsjlclLc0nIjEokIH9rtdiMUConMt9IDK51Ow2KxYHl5GfPz87BarSgWi6jVaqhWq4IKUXqPsmHjVpwDFJPJhLm5ObhcLszPz8uzgQU1c6RyK6VUCuTAR+nZRihjLBZDLpeTPEX4G59f5EIpYWlKM3DyiFjsMreRj0S4JIde/FkJ6SPUjFw5biyUm7xxfHOw4aBNg81mk4adYltKOCL9TGnCzY0sERms2RYXF7G4uAiLxYKbN29K00G4qpLqwj9vNpsol8vIZrNIJpPI5/MyKCDfkvwyngvyxLipo3dtrVYT82oKArH5Z4NPqCdrKafTKfnR6XQiFAphYWFBvOco/sP7wU1zNpuVmsxisWBychKLi4uYmZkRxdRUKoX19XXcvHlTGkbWiqwXSDni0MNms+HIkSNIJBKi+fBWiHHT9gMIElLT6bRMWZSEZWLy6TJP7ks6nUY2m8XTTz8tHzcajfDud78bHo8Hzz//vEzZ+LUqlQoSiQScTieSyaRIoS4uLmJ5eRmtVgvxeBwHBwdwOp0y/dfpdFhaWpJkSOL1sWPH8Oijj6LX6+GLX/yiSJkDkAcHLwt92JRNIBUpaQxMg2EaPdJeYH9/HzabDbOzs/J6QqEQJiYm0Gw2kcvlMD09LYbNfLAp8fa8rPF4XCZUNBSvVqtwuVwCBeDPwOKakINxfPugnPBgMECpVML6+jqy2SwajQYsFot40KjVamxuboovCwDMzMzAbDYjkUggk8lgZ2cHTz75JDQaDb7+9a/j937v96DX6zE5OQmVSoWZmRmcPHlSjKb5Tz6fx9bWFlqtFjY3N5HL5QBASND9fl8mdMFgUOAoTIacam5ubqJarQqUxO/3Y2pqSu7D5uYmotEoisUi8vm8YOqHwyFyuRxyuRwikQhOnTqFhx9+GC+99BIuX74ssC0KA1FQiMmZgkORSETgJD6fD/1+H1tbW/jzP/9z8XHzer1wOBxwOp2ycSZMJZlMiqnqP/2n/xR7e3u4fPnym3Y2xjGO7zaMRiMWFxdx/PhxOJ1OtNttMZFWKjIqeTd8VpMvtLW1BZvNBrvdDrPZjGPHjkGn02F9fV0aKaVhtsfjweTkpFAElEM8nU4nMDUWo4T3swFqt9uIx+NihLy4uChwr1QqJWgRpXokt1tK6CWh+syBlDOnjDo5171eT+gOLFzZzFE0qdPpHOI08WfghoLBraNyg6jc2ClrE+UzV6m8PI5vHUoLCOBOjUH1Qw7qyVujWnKn0xHbhna7jU6ng3w+j0qlIue+2Wwin8+j2+3C5XLB5XKh0+kIlBWAIJ/K5TKKxaLkLpp9Kxsts9kMl8slwwDWQYT6djod5HI5sbjguVaqeRO6zI0efdN4r5irQqEQZmdnZStNURWlUirPMgeuTqcTXq8XwWBQvFHL5TJSqRS2t7elYSMUkrx1wqiVYn1utxsOhwOhUAjRaPQtY+00btpe57Db7fjH//gf4+jRoyiXy3KZCa3iJD+TyUgRRwgIvSX29/eRSqUQiURgtVoxPT2No0ePwmg04s/+7M/QarUk0ZD/lc/n8bnPfU7MMHU6nSj/cFLP78+NB8Uker0eMpkMtFotFhYWYLVa8a53vQs6nQ5f+MIX5CGiNEakxwgAkSD2+/2w2+2IxWICR+QWjknHarWKXDt5AdwicMrSarWwsbEhfChuCTnt4RaG0rAqlUoIpyTOMtER+sHit9PpoN/vf1NiG8drB5sWTsBLpZJwHarVqkgaK6GLGo0GoVAIdrsdrVZL8PFUfOT5vHLlimy/HnzwQREhuHnzphQYTEi5XE6gR5TJ5nSchYjD4cA73vEODAYDkVve29vD5uYm/H6/+MYw8cViMbzrXe+C3W5HqVRCNBqVSSfliDmF39/fRzwel+S3sLAAn8+Hj33sY8ID5eSyWq2iVqsJB48Tc/rqEDbS7Xaxt7eHP/7jPxYICEV4lBP3VquFbDZ7yES11+shn8+/ZRLROH40wmQyYWlpCWfPnkUwGAQAyQ0UPKK4AO8A/T2VJr2FQgGxWAzBYBB2ux0LCwvweDxQq9Xi+QTcbqKIDGDhSP40AJn883mj5Btxq8EmK5PJyN8zJ7MYz2azUKvVkmcACOqEX5dQLr1ej1wuJ7xZ5jdu35TKloTOkQvs8XhkMMqfodfrib8p3y9lYwrgkK2BUumQhf/dG34KVyg/bxyvHXfbJlCYirVYu90+pOrI57rNZpOBIADhUdJnrdvtYmdnB7u7u+L153A45JnvdDqF480mkegRfi82RazBuAFTWuZw+E6IMbditO3hYCOfzyMWi6FSqcj5UG6FNRoNOp0OSqWSeLCFQiHcf//9MBgMSCaTYqDNs0VOHOGNNMgmn7vdbiORSGB7exvFYvEQwspsNsuWmQJjDKKD3G63oG7eKrly3LS9jmGz2fCrv/qruHDhgghg0OSXUzCDwYDRaIS5uTlpaLiF0uv1sgXa2dlBt9uFWq2G1+uF2+3G8vIyXC6XFMgsZr/0pS/B6XTKpIzwkkajcYi/xsNOyAONfjkV3N3dRaFQwIULF0TJinLjXKPTV0s5kWOz9/f+3t+DVqvFJz7xiUNGioRukBfHiQvNUY8fP47l5WXhwrlcLnmo6HQ6IaySv8aHIxPU9PS0EMQnJydFjpaqWXwA0QSZzd04vrNgY6TRaBCJROThZ7Vasbe3d2iT2ev14HQ6hW/y3HPPCURkOByKT5nBYMDa2hoMBgOOHTuG6elpsWCYn5/H9PS0qKAqpX1p42A2m+XeAHfOmEajEZXTeDyOaDSKXC6H7e1t7O7uyp2rVCpYWFjA2bNnUSqV8Pu///v48pe/DJPJJNN/m80mkv6ciJpMJjQaDeRyOTG//sVf/EXcvHkTq6ur2NjYkGEI37OlpSUsLi7CbrfDaDTC4/GI6ubly5dlE8ntHwAZShBeRSI44SdutxsARORoDGEaxw97cJP+0EMP4dy5cyJ4wQaDYj4UETIajaKcSJgwh337+/si5hMKhTA9PQ2v1ytCCMqJe6PRQDweF+XGarUqGwiiQyiLTwoAG7ZOpyPPNmVB3O/3xcTX7XYLZYGvX8mh4fYrEong5MmT0Gq12NjYkGKbzzYWsczjAARW6XA44Ha7ZVPIxpaoGzazpCnw/TQYDDKwZd7j9k5JmWBNwK0c+eCEfY7jWwcbf/Loiapg46/culHNmkqRJpMJ2WwW9XpdfhetVksQUP1+Xwb3CwsL8Hq9MuTw+XwiTsUah5xJqq2yVgIgr5G+u3zt7Xb7kG4BcxD5lFarFel0Gq+88gquXr0qCqVsjFgbko5Sr9eRyWQEZTY/Pw+n04mdnR1sbGwgHo8LQovWUm63G36/XywwyEcvl8vY2dlBsViU18QtMQAZorCe411TDj/dbjeCwSC2t7ffoBPxg41x5fo6hsvlwlNPPYVisXgIwsdLzYdyt9vFkSNH4HK5ROHQYrGg2WwK1y2TyQgBmCbF5XJZoIJKqVU+KEwmk0AxiK1/z3veg3A4jP/xP/6HrODZzJCMrZR039jYQLVaxXve8x7xBuGGgYRTElo5HfV4PFhaWoLZbIbX68X58+dx48YNNBoN1Go1aaBUKpVgq6kG6Pf7xZ+DUsr0z7LZbIemOZyqdLtdqFQqgbaRWE47AJvNdgjDT0IteVXdbhdf+MIXsLm5+aadlXspDg4OkMvlcOPGDWxvbyORSKDT6cBqtYpJJpM9rSlWVlZw/Phx1Go17O7uCuE+nU5jd3cXLpcLDz/8MNrttkwP6e/HBpx3iHK+lBJmgiJ8mCqi169fRyKRwM/+7M/KhC2dTiORSKBQKIhfHPH673nPe3BwcICvfvWr+OxnP3uouWexZrfbBePf7XZRqVRkkq9SqXD8+HFRjHzppZeQyWSkmQMgqm1UfOMQJ5FI4MqVK7h16xY6nY5wVWw2mxSRFosFLpdLRBJqtZpASnq9HmKxGN73vvfhU5/61LhpG8cPfVCK++TJk+I3RX6ycivE3MYBBZXiqKDH+8dnDv2mWMwpzemppKeUEFcOMilQotfrEYvFkE6nRdSDAyEW3yx6mX+A25sMr9crIgpKqJxSlMLr9SIcDgs/m9sXFuf8PP7sfK0UdODmgcJGhH4ZDAbZvrOZY71BHrLH40G9XhcYu8fjgc1mk++lbDLZeFSrVcRiMSSTyUM+buP45mAOyuVywrkmn4xm0UrUCH+nkUhEkFK1Wk089bg1ot8n6TNEKpHrRaNuAALpJWSROUO5LaUaN4f3Pp8PTqcTxWJRakbWqwcHB/B4PAiFQhiNRrhx4wZeeuklxONxOZesI9l4sb7ixpD14vLysviPFotF5HI5qeuIQqPtDQekwG3Bre3tbaFc8ExTr4CbNvIvlYb3arVa4MN+vx/Ly8tyR+/1GDdtr1PodDp8/OMfF1liwhpoUGkymcSLgkUaDzunfeTndLtd2O12IWtTIc9sNgtfhl5nAA49EOhKz2nJE088gfn5ebzwwgtYW1vDaDSCy+XC2972NiGsFotFdLtdmfRQNtnv9+PRRx/F3t6e+MawOSJJ1e12Y2lpCVarFVtbW3JZ2Whys2G1WgV/bzKZRE2JSa9areLll1+GSqUSGVpOFpmEqUrUbDah1+vh9/ths9lkOrS/vy8cB77/JOhSXaler0tzSrn4cfztUavVcPHiRWxubiKVSslUlx5pbN74/hJGxN+F2WzG3t4e+v0+lpeXhUP2oQ99CNeuXcOtW7cQjUZhNBpla6osurid29vbw9bW1iFeIjHwSgLyV7/6VZw8eVIgF1NTUzh9+jTUarXIV8/OzsLn8+HSpUv43Oc+BwDCZ6lWqzLRLpVKwknjHWZyrFarqFQqst2lWX2j0ZDtF0VR7Ha7NGb1eh1Xr17F5cuXxevNarXC4/HAYrEgHA7LJJzfh6bhPOvZbFbI1r//+7+Pn/zJn3yTT8k4xvGtw2634/jx4zh16pTks7v5U4RWK9UMOYhkc6Lku9F7TCnOQSoABy3cqHFgyuaPBaPD4ZBnDpWSDw4O5D6yUSIviQV6NpuF3+/H3Nwc5ufn0Wq1sLW1JTLo/Een00khXK/XsbOzA71ef8gMXDmYJFyRRTELdpPJJAp7yqKc1AJ+H75P/BqkSDgcDuHK0f6AW0tuFLltY9OWTCYPSbCP47VDOQgksoPDYdZJhPNzu2symeBwOKT2IZqCdhY02R6NRtDr9SgUCiiVSjKc4O9TKdxDZchisSj1IZsc1qHkfQ0GA/HnVTZwvH/dblcsqCqVikCK2dBR3RSA5GIAggDT6/WwWq0oFAoIh8My/KQPHd8bwn59Pp/8TMBtK4WtrS1sbGwgk8kIwobDe/ohkrPOZpjNJzfE/NipqSn4/f5x0zaOO/F//+//FSUqKvEAEDgFFXgODg5QqVSg0WgQCASgVqsRj8dFQMTv98sBpj+FwWBAu92GwWBAKBSCwWBApVIRfhAAwfk3m81DZqTPPvusbL0cDodM6ajAxUKVsq70y3r11VcxOzuLpaUl/Mqv/Ao++clPCplTyTWo1Wr42te+BgBColZeFrVajW63K9Ll+Xz+EOyFjdtwOBQVML1ejytXrsDr9eLo0aOSiEgKJ4yO8A/CQcrlslx6JmlOSInTz+fzAO6Yqo7jbw8WKYQ9BoNBTExMoFarodFoCHx2MBhI8cOJL+WNNzc3MRqN8IEPfAA/93M/h5mZGXnw22w2OJ1OVCoVrK2tYWFhATqdTr4OhwT05lPCdiKRCLRaLarVqmygG40G1tbWkEql8Pjjjwuu3uPxwGg0olarIZvNitJWu93GyZMn4fP5kE6nUa1WMRwOEQwGUa1WpfByOp1yt0im1mg0yOVyWFxcFDz+s88+iytXrsBut+Md73gHHn30UbkHVGLd2NjAK6+8gna7Ld5J+XxeYMf7+/sol8vI5/NYX1/HxMQEZmdnhSPrcDjQbrfh9/sxMTEhUubjGMcPa3i9Xpw+fRpHjx6F2WyWBkgpjsFCkJNyhpInBECeGbxz4XBYfE/NZjMCgQAajQZ0Op3cWSXPjFQFbjXIh6YUOfMYOdRKKKJSvIMejX6/X+73zs4OGo2GNGFqtVoEUehHygaTnDdCIDnMJHyOudlut8s2gc9Vwjw59CXdQBn0guNWgvBSJTWAr0MpiMKtPQfB4/jbg0NzNlhslJU2EvV6XRo2irNRrt9sNiMSiWA0GmF6ehpnzpzB9PS0UDuy2axs0CwWC3K5nAzxyNUin5LnjXxHJdKLH7O/v49EIgHgtlCYzWaDzWaTLS1zT6/XE0umfr8vW0Girggj5l0gvJm1GuvWYrEoQ0va6HAL5na7MTk5CZfLJVSYZrMpis3kaiqHG7yjVJOtVCpSF7J5VRqOs56mT/C9HuOm7XUMytxzbcx/K9e3NLdksuJ0hQ/62dlZGI1GwUADEMEBTi92dnZkq0YX+UAgIOp+wB05/hdffFGaMeD2tq5Wq+Gzn/2sCCVwGuN0OqFWq6XY5obK7/fjPe95D/7iL/5C1t/kGyWTyUMSy2z+KpUKstmsPEhu3LiBcrkMm80mk1C73S5YbrfbjXPnzgksg1A5tVqNfD4Pt9stW0oSqDn5oaE2iwH+HlgEs8FUqVQIBAJSBIzj2wcx4Y888ghu3rwpkI9gMIiFhQU0m02kUilRcmo2mzAajSJWMjMzg49//OOYnZ2VyTGnzL1eD4VCAevr6zKQoCkp7R2Ii/f7/VhYWEC73T4EEyQ0stPpYHJyUuSLuZF1u93SqDkcDmSzWXzuc59DLBZDJBKB3++X6bbBYMD8/DxcLhfq9bpM/HnGlpeXZWrP13rp0iUcOXIEwWAQlUoF6+vrGA6HWFlZQTAYlPvEQU4mk8Ha2hoAwGKxAIBMVXnOVSoVtra2JME4HA6BsEQiEQyHQznr165dw8HBASYnJ8d+SuP4oQxC6ImMYC6iZDnvFBsi3kfl1omN03B423Sed5JQ4VQqhYODA9lE83uwoeGGrt1uS5MC3PYQ3djYOJQjCV9kUc2ildBLcnxrtRrK5TKcTiemp6fRarXQ6/WQTCaFO0SVvVqtJj8jt2jMu/w5CfUkHJK8bhbIhFhzg8iBVrVaRb1eF1ELFt9sSpUNJIdbHCozZyvl2EejkSgQjmHX3z6IArLb7XA6nXLmiDQiuocqzGy+uWmam5sT5Wy73Q6HwyFDZg4TCNnlkJJ5knBCNouhUAjNZlOUi7ld48CDZ7LT6Uhe4mCd1JlyuYxkMol6vS7iWtyMcSDLwXmj0RBVTAqr8Gc3Go1otVooFAoitNXv92XZwCGwx+MR2ku9XkcymcTu7q6Ij3GYwbMKQMRauLTQarVSmx4cHAh/nBtuDl5JSbqXY9y0vQ7xwAMPyNTsbildKlExORGiocQQnzhxQuRdqXBFOdjr16/j4sWL0Ol0WFxcxOXLl3H9+nVoNBq5UBQ34dpdae7JiQthI9yc8ILysnJDeHBwAKPRiEqlghdffBHZbBYnT55EIBDAiRMncP369UNKl+QjUBGPuGytVgu/34/5+XkcHBxgfX0dN27ckIdJIBCQqc7u7i4efvhhPPLII2i329KUqlQqbG9vI5PJYGVlRR4aTJ4Oh+MQaZuJWUlGpQiGkuz9ta99Df/zf/7PN+ew3IPBBpmCAFR3IkTS7XZjZmYG6XRazs9wOITL5RLlKHLbcrmcqH9SotjpdGJychIej0fOBIsrJfHeZrNhenpaeF8XL15EPB7HcDjEzMyM+LmYTCbMzs7C7XYjn8/j0qVLAnkk1IMFTb/fx8bGBtLptPBbKOttMpmwvr4Ol8uFUCgkW26K2ZjNZrjdbrlvLN5GoxG8Xq88C8gTWV9fx7Vr11AulzEYDITjplarEYlEhNdKywGKNhCqRNN5q9UqQiSlUgnxeBy/93u/hw996ENv8kkZxzi+OVic+Xw+mcwDOJQngTsy+XymE8ZlMBgQDAYFFsymhTyaUqmESqUiXyeXy8mGQKl8yC0AlZdZvNJygGIK5EErzbA5+OP34MCJKBZCpNm8VavVQxs5pccaBYf4PX0+HzQaDSqVCkqlEg4ODuD1esW7tNFooF6vIxgMyp9TkRe4PSzma2RxzU0lm0+iVZQQUeZSpa8Yc2SxWDyksjmObx1sxDlI5OCB54xhtVpl6ElemMvlkuEevUez2aycW4qDABDu//7+PnK5nDRzfr9fFEHdbjcikYgMLngPOLxWQnHNZjM6nQ7q9broJahUKjSbTZRKJcn5Sr8++rhRRIUWUqTduFwuEfXhcJ2DD+a8qakp2Gw2hEIhEUSp1WooFAqIx+NIJBKo1WqiLGmxWETfgPoNzWZTIJwc1BIZo4QFc7jCrXwgEBA7kHs1xk3b6xC/+qu/KqtsrqbZ5StNcnu9nkwZOp0OQqGQbJTMZjOeffZZrK2todlswuPxHFK94ufQy4kHtdVqoVKpiPQ9H7psFjkFikQiOH36NG7evInt7W3h+9Bi4G5Ca6VSwcHBAV566SUUi0W87W1vw9mzZ5HL5ZDP51GtVgFAHOhnZ2fh9Xqxvr6OVquFQCAAj8eDqakpHDlyBKPRCOvr65idncWDDz6I+fl5RKNRPP/88wAg4iP8/iRcM2EHg0EYjUZZq3PCyISrhJtQItloNEqjwd8DC4NxfOfR7/dRLpeFQ+J0OlEul1EqlaDX6/Hggw9KgUNlKRprUnnq6tWriMfj0Ol0KBQKsu0kqXg4vO05aLFYMDExgVwuB4/Hc0hNjRO34XCI69evI5vNIhgMCkcklUrB5/Nhfn4ew+EQly9fxt7eHiqVCqxWqwxVzp49C61Wi1dffVVgItPT03KGnU4njhw5goODA8zNzSEWiwlkc39/H5ubm5iensbi4qJANDjl/NCHPiQJVKfTodFoIBqNYm1tDRcvXgQA+P1+OJ1OmM1mTE9Pw+/3H7Lh6HQ6CAQCQjjf3d2VJHrfffdhZmYGTqcTqVQK/X4fiUQCMzMz+Imf+An87//9v9/EkzKOcXxzcCgTDodF1p6QQML6eMcp1MV8Rv9Fn88H4HaDkslkxCOS/PFEIiFbKRbGSi4boYzAHTlwbj74bKEQAgc7LLi5iWIDBtzxKmWh3Wq1MDc3h8nJSVSrVeE0KWFrHDaRM2SxWERMy2QyIZ1OI5fLiXBCMBhELpfDxsYGSqUSqtWqwCc5DGJxzyaB+Y1bFg5oOUjjPwCk0VDy1FnDcHt3Lxe3b2Ts7+9LLcVmmOcYgNi1cDNFdBGRHplMBru7u6jX6yK4AdyxjWBDyKE74ZLMx4QMWq1WuFwuGQDQQJ42EQcHB7BYLLDb7dBqtSgUCkK1YX7U6/UIh8OHONXD4VBE3txuN9xuN3w+H9RqNSqViqBfbDabbAnJV+OAl/Sf06dPH+KI1+t15PN57O7uIplMotVqiScc/diU8F/WwWazGZOTkzCbzcjn83L/9Xq9iBjRwkCn02F6ehqlUkk8W+/VGDdtr0NQxtVisRxyuGeyqNfrMBqNQqrmZJ4NVzAYRCAQwPLyMjY3N2G1WjE5OQm73S4X49VXX0WxWJTPJQeOEC4eVEIQaQEwHN426T537hxOnTolD2U2kdyqdTodmY643W5p4gDg1VdfRSAQwPnz5/HAAw8gn88jn8+LDDG9b+i51Wq1BCsdCAQQiUTwvve9D8FgEKdPn8aTTz4Ju92OxcVF9Ho9PPvss3jppZfQaDRwcHCAQqGAg4MDkbQlJ5BTQUI52EyQEAtAJokajUaS5Gg0QjqdFqESq9X6ZhyTezb6/T5SqRQqlYpAeal2ZbPZkM1mEY/Hsbq6ilwuh2PHjuHMmTNwu91YXV3F7/zO74jYxvLyMiYmJuB2uzEcDsV7aXp6GgcHB9jb25OmfGZmRooG+gAaDAbcuHEDFy9eRLPZxMLCAhwOBxqNBubm5mQAEo/HhS/p9/vlzMzMzOD8+fPw+/14xzvegWw2i2g0CpvNJrAh3q+VlRXMzMxgbW0NvV4PPp8PW1tbsnkjDIbFn91ux9LSksBzm80mYrEYLl68iFQqBaPRCIfDgUAgINYb9Xodu7u7Yg5PuAeVWwknY1JKp9M4cuQIqtUqnnnmGahUKtlCv/Od7xw3beP4oQpyvniWldBEbtpYTHIDxO0XAIGSORwO+P1+aahardY3NXvNZlMUkflnhCUroY38moTMHxwcyNab6sjcsB0cHKBer4taJREgSpn3crmMeDwOu92OQCCAyclJFAoFpNNp+Xh+TQomEDnA78kNBW1rlpaWRJCCWz1ajRDyplKpZDjEf4iWUQ4y2+22DJH5fnHbotFoBGZer9elEVTKqo/j2weHzVTV5nvPxp0b4VKpdIi/r9Vqsbu7i6tXrwqdhHL1hMVyCEgxE4qeUOVYCd2lLVOz2ZRtnMvlErrAxMSE+Jwqjb8JrdXpdAgGg4Jo6XQ6yGQy4t1G6CM3drTbYA1JVXCdTidUGCJrVCoVPB6PeI9y4JnNZrG9vS0iZ+S6kTfO9468Vr7HzKUc2pIaw3pYq9Vif38fnU4HrVYL4XBYmshx0/YjHL/6q7+KmZmZQ1hyQp6YOEgqVkIrlJMOo9GIUCiEY8eOod1u40tf+hLW1tYQiUQEqkBsPKdihC0Q6xwOh+VBAdyevHEb1mq18MUvfhEvv/wyhsMhQqEQvF4vKpUKotGoPBg4qVP6wBEWsre3Jz44oVAI2WwW2WxWLnCtVkOpVJIpzt7eHnw+n6zNb926hatXr6Jer8Pv9yMYDEKlUuH8+fPwer0ijZtOp+F2uzE1NXXoa/OStVotgZQYDAaZohiNRlHAJKmWD7Z8Pi8POkrMjuO7Cw4lWMRQMCSZTOLy5ctIp9NoNBqYn5/Hr/3ar4mwxx/8wR8gk8ngxIkT0qj1+33k83lpnqmQWi6XRRmSBR45jAAEjrm9vQ2v14ulpSUcOXJE+IuDwQDRaBSNRkPkupeWluDz+cSH5vTp05iensbU1BTcbjfK5TKee+45EQYxmUxYXV1FPB6XQcqZM2eQzWZRLBZRLpeFd0o+qlKin41XJpNBoVBANBqVTR/PJZNiMplEKpUSGJJSQc5utyMUCmFubk5gLK+88gqSySSsVivsdjuefPJJZDIZ2Gy2sX3FOH4ow2w2IxQKCQSM3kzcgrHJojAJed5UxiOccDAYwGq1YmlpCQCwu7sreYpQQ26fgDvcHRazVJ3jYIaQa26qqOrKho85gjwzcuiUEDPyxkajkRSfVMILBoMoFovCOSeSgMrH5LnztbERI3SSPq8ajUY8K+lbxaErnz0cZh4cHAg3nogFPq+VXEElr44/E4e/g8EARqNR/nwc3z5YZyi3x0oxrVqtJkM3NmunTp2Cw+FAMpnEpUuXcOvWLQC37RiU8vWs5ziYZp1EMZvBYCDDdt4nNuDkmtEcm2eVIh5KfQLy74jKmpmZQSAQgMlkQrFYxOrqKnZ2dqSxLxaLki85OM1ms7LxNhgMsFqtsqwgJ5UN6cTEBBKJBHK5HBKJhLw/VBMPBAKwWq3odDqC7OLWkT8D77Tb7RZUGzmmbBR5x6kAbbFY4PV6kc1m71m+5rhp+z6Dkzny0yhtz+TA6QSbLk4fSLxUHsK5uTkEAgEcO3YM6+vr2N3dxebmJg4ODkRohAmF3jRMOqFQSOSEAcj3pmxrOp1GJpMRsYi9vT0MBgNZa09OTqLf76NWq6FWqwlnjpOKaDSK5eVlTE5O4vTp00ilUkilUmLWWalUZOpYqVSg1Wqxt7cHnU6HK1euoFwuy8W9cuUKSqUSwuEwlpeXYTKZAEAgKUyQ/X4fOp0ODodD4BoAMD8/D4vFgnq9LvwGJlAKkmg0GtlkUv6WU0al8ek4vn1wesuzRCigXq+Hz+dDv9/Hk08+iTNnzogYSCqVwl/+5V+iVCqJdDbPIwcG/N1ptVqsr6+jUChgcXFRtr2cujP5NRoN3Lx5UyCylDamvxmna2zy+aDPZDJQqVQC1+R2b2pqCv1+X7D0lA+u1WpSTFEKeTgcyhZLpVLJ0IXJstvtygSzXq/j5s2beO655+RnJF/1zJkzCAaDsNvtArey2WxCrFZuCra3t+F0OjE1NYV/8k/+iUj/+3w+gQXv7OxIUfgLv/AL+OhHP4r/9J/+05t7YMYxjm+E1WoVPpvSZ0mpDKssQMm/4QBRKVDCTTVh0tFoFMlkEtVqVWBn3L5xm0UeEDnOzWZTij8AsnXSaDTodDoy6OTdpiy+Xq8XI+NWqyXFM+9ev99HLpdDMBjE5OQklpeX0e/3sbu7KwgSbmO4UavVaigWi8hms0IzoPJePB4Xv1du0Wh/AkA4SYTMsfFSWuzwaxIuyqEQbQKI1Gk0GodE1AqFglAyxvHtg5x6Zf1HfpdOpxOpfqogT05Owmq1olQqiXE0zyvrE5VKJWeXv3vluWXeIXeNQ0p67pE/xsaf223+P1Va+TU5mLDZbMI3JzSZvDX6nPGODgYDGUC63W7ZSPPnVW7ClbBc1mbRaFTyPoeuSuiu0WgUfQJ67vLnpdIpkWUzMzPweDyo1Woi5sIhTLvdRqlUklrV7/dje3v7rdu0qVSqCIA/AhAAMATwydFo9J9UKpULwKcBzACIAvjp0WhU+cbn/AsAHwFwAOBXRqPRF38gr/5NDp/Pd0gNSymDCtxxoFcSrynRS3gHVaKYJOiz5vF4kEql5OF9Ny5frVYLlhm4beBJo2k+oMkVGgwGuO++++SiEDrm9XqloA6Hw7BYLEgmk4jH4zINZdIqlUqIxWJYWFjAo48+ihMnTuDpp5/GzZs3BZZCo0XgDg9gNBohHo/D7/fjyJEjmJ+fl+np6uoqotHoITNH+pAQX00pYopf0NuEMBPCKQuFgiQjqhbt7OyIEAlhJLVaDR/72Mfe6KNyz8ZoNMLa2poIbnS7Xfh8Png8HoxGIxw7dgxHjx6FWq2Widf169fx9NNP4+DgAMeOHUOpVEKxWBQVJ5vNJhDKVquFdDqNYrEonjVKi4ZwOAyz2SzKq4uLixgOhygWizCbzSiXy0gkEnC73Th+/Dj0er1M6nK5HNbX11GtVsUjcXt7G/l8HvV6HUtLS9DpdPj85z8vBdhgMEAkEsHU1BSCwSCazabwMh966CG8+OKLqNVqsi1st9vwer1SYGq1WmxtbeHP//zP0Ww2BR7CSfrOzg6q1apIPJMvQKNcDkrq9Tr29vbQ6XTw1FNPwePxwOv1YjQaoVwu45lnnsGzzz6LwWAAr9cLs9ksk/pxvHExzo/fOsiNIaqCz3IAh7YJ/H+iPe7muVHhmJs6t9stAgqxWAzValXupFJgA4A0Iko+M/9NJAlfB7/3/v6+FJHKbZjD4RCeKr2hCHukN1S5XBZKADk5W1tbKJfLskVU1gkUVGi32/B4PPD5fDCZTLJdIN+cjS75SVTQZO4kNG40Gh3iLNEegK+RZsRUBKSIC+sUnU6HbDaLVCr1lvC0eiMik8kgHA7LdpbND4fqExMT8Pl8Ilw1GAywsbEhom7KWofnnttYq9WKXq+HUqkkRuy0jhoOh8Ihs9vtskFlHUYuGOswKjwrfQ3JfSMsdn9/X2CcRI8wb+ZyORlg2Gw24Zcr+WvkZ5PT1+125f5yuNnv9xGNRrG9vY10Oi33lnUh8zWhjlSEVd4dNm3pdFogn6wtOaiNRqOissnNMutHi8UiA5p7Lb6TTdsAwK+NRqMrKpXKCuCySqX6MoC/B+BvRqPRv1OpVP8cwD8H8DGVSnUUwM8COAYgBOCvVSrV0mg0OvjB/AhvXvzYj/0YLly4gEqlgm63K4UmAPHP4CaNXb5SFYvJiQmIGN+9vT1cv34dr776qviKUdZ+enoahUIBly9fRjablcmLz+eDTqcT1T3KtdJ3rVgsCjRFp9PJtELpHk9sPZvIWq2GUCgkya1SqeCVV17BY489BqfTiQceeADb29uoVqsy1eGkiY0mv8fx48dx/PhxFAoFxGIxbGxsIJVKCeSFuGQSafkQKhQKGI1G0rDR/JETWCZcbvGUXMJGoyF+PYTDsGgYx3cWBwcH+NjHPobf/M3fxDPPPAO73Y5+vy+/w3A4LN6Cer0e6XQan/nMZ3D58mWEQiHkcjmZfNHnRafTwe/3w2KxCBSIMF2v1wuXy4V0Og3gDu+F6qgul0uKj0AgIMI8lMMejUZS+HDLvbCwcMgraTgcIhAIiNcRN73Abd8aQrl4j3q9HqxWK9773vdidnZW1Cc5ua7X60ilUtDr9ej3+7h+/Trcbjfsdju63a4k63w+L8UeN8AsjIi1p/x/vV6HzWZDLpfD7u6uKGvWajW89NJLWFtbQzgcRiAQwNTUlEBAZmdnMTU1hXg8/qaclx/BGOfHbxE6nU6aNvJ62Ahxuq8UGlKqSSq3CmxwiKyo1WrI5XLIZrMoFAriE2m1WhEIBIR3SxVWIjY4uVduybj1YjEKQGCCzF/cpLCwJPSKIiYMtVqNer2ObDYLq9UqnFyqzSqFHpQ/IzlLPp8PXq8XAMQypVarCRSSm3yiYAiNJCyPsDM2n1TLJA+c7zWRE2xOO52O8MDZlFJNcBzfPtLpNMrlMtxutwyS2+024vG4wGEJNaToyPr6Ovb29kRtmUIjPI/cuDqdTrRarUPNndVqlQaHCpK8P2azGS6XCw6HAwBEOZuQWg4gbDabvH7lhot5kvUSLQsASJ40mUyiFk7xLLfbDZvNhpWVFdjtdlEW5+BASU/pdrsiOMIhP4csVDPPZrOCtuJ2mjUmYb7KBi8QCMDn82FiYgLlchl7e3si1EUrBpp3k2NLfui9Ft+2aRuNRhkAmW/8d0OlUq0DCAP4cQBv+8aH/XcAXwHwsW/8+Z+NRqMugD2VSrUN4H4AL77eL/7NDsI5iGPmJJEPQKVKIacDfHByWsLPSSaT2Nvbw/r6uvCzeFkmJydx/PhxPPbYYzh27Biy2Sw+/elP43/9r/8lCYfwBuL/uSafmJhAIBBAu91GNpsVzgyVFSkmYTAYZOOh0WhgtVol6QK3fTEqlQpu3boFm82Ghx56CKFQSEQR+L1YhCtlhO12O4LBIAAIf+fUqVO47777UKlUsLCwgFAohHQ6DYvFghMnTsBisQiXj6RxkmlZ3JtMJvHy4MNKScZmA0nlL5PJJIXAOL7zIOmXqqXZbBaXL1/G5cuXEQ6Hsbi4iPe9732w2Wy4efOmiHgQGmI0GhEOh2XixqYLuH0v/H4/TCYTAoEA5ubmUK/XZbunhHYYjUYR6SkWi+h2uzCZTFCpVNjZ2QEAzM3NCVeOcBSPxwOdToft7W0UCgVEIhFMTk7KlpYbv1arJVxQQmqp2rqwsACPx4NTp05hbm5OCsVYLIbLly+LSAuhkGwUr127hsFgIEmSwwYqutFjjRw+qpBx8slBDLdvL7/8Mq5duwan0wmPxyO/I571++67D88888y4aXuDYpwfv3Ww0CK/ig0OB5lK3yoA0kTx75Vqh51OR7hB3Nrn83nZErjdbiwvL+PUqVMIh8MoFAp4/vnncfnyZeTzeYGXKYVPAMgdA3CouWEovUcpAkYYIkU8TCaTQL7q9ToSiYTAE4PBIKampmSjwfvPn1elUskWz+FwiPT7cDgUOXMKONBHlZYfdrtdoHR3bymJfOH7qfSiVHLgCFflYJZcp/HG/jsPQm55vphLyuUyCoUC9Ho9ZmZmsLS0BIfDgc3NTUSjUUFEkd5BdUby4Qh91Wq1YhDNWqjZbKJer8sGCYA0/xxiMgi55xaNQ2+ij5hnaYRN1W69Xi+wROUdphoq1dBTqRTMZrMIfVCQj//k83mkUinhd3IwQ+6ZctPb7/fFn04pmENEGofubDR5P8njK5fL2NnZQSwWQ6fTkY0l+eYmk0k0FdgU3mvxXXHaVCrVDIAzAF4G4P9GwsJoNMqoVCrfNz4sDOAlxaclv/Fnb7lQNmA2m00wwry8nMwRQ6xMUJxA8ADT0LBSqWA0Gok3y2g0ktXvqVOnZIvw9re/HTdv3hSVLbVaLVMz5bSHjSEf+CRHc5XPi6HX64UjBACFQuGQzOrGxgaMRqMoBTUaDfh8PrztbW9Dt9vF2toa2u22JAomBqfTKQqThNctLi7izJkzUKlUuHTpEoLBII4fPw6XyyXTIk5hCSkleZabFa7mKeTC10qBFiol0TuOD65/9s/+2Rt9TO75IMGZk8OJiQns7e0BAKLRKGKxGBqNBvR6PS5evIherwePxyMQHXLI5ufnBVbZ7XYFN//444/D4/GI+fTGxgZarRbcbrfcJWL7CR+2Wq3CF+t2uzLBvHXrFk6cOIEHHngAwWAQTqdTBEr29vZkQn3jxg1sbW0d4sNxuskExUmnUmSHMCWael+5cgXRaBTtdhutVgs+nw+RSARzc3NSeBaLRezu7op0czKZRK1Ww/T0NB555BFMT09LwwZAGj9CP8xmMzKZjJDBVSoV2u02rl69isFggPvvvx9ms1m+172K1b/XY5wf74RKpYLb7RazYWVeYCOmhEgqUR/K/+bAhvxrbjXofUhpf6vVirm5ORw/fhyBQAA2mw3RaBSZTOYQx5x8HCWnDsAhESByze/e+nEDp4Qhs6BUfcPfil+LhsJutxvz8/PSiFFljz83+U/kuFarVXS7XdkI8HW63W7xWSXE/O4tIGHlhFByKERIHTeDLIzJ/TMajUKDSKfTSKVSKJVKb8KpuXeDnDTWJM1mE4VCAeVyWURums0mrFYrUqmUbLPos0tIq91ul3NI9ITBYMD8/Lw06alUSob0zDE8SxMTE/B4PHLGlJx/DgBbrZboK5BryjzKZoj8S4qV6HQ6Ec9RDh20Wq3kQorcWSyWQ3oIuVwOyWRSoL70Q1Se53w+L0I9zIUTExMIBoOYmZmRLSYbNSKpWq2WaDzQ93VnZwf5fF5qB9YHtD3g3fJ4PPfkcPM7btpUKpUFwJ8D+Mej0ajO5uO1PvQ1/mz0TR+kUv0/AP6f7/T7/7DF6dOn8eu//usyCeFqmwUTEw6bNx5OeoYRZ8up+2AwkIkHVSXr9bpMELgVU6vV2NjYwO/+7u/CarXi2LFj6HQ62NjYQK1WE3UiAGLy2W63YTAYcO7cObTbbWQyGTnAyWRSIJXBYBA6nU7gnp1OBzdv3gQAef3NZhPlchnXrl3DuXPn4Ha7cf/992N/fx83btxAqVSSqb/H48HJkycxMTGBtbU1MWPU6/W4cuWKvE+RSESsCRwOx6GkyElSpVKRLeDMzIxMNimDyzU9CwRuKigF3el0YLVasbGx8Saclns71Go1JicnsbCwgO3tbYHtDAYD6PV6hEIhqFQqpNNp+Hw+8dOjZHUgEEA4HIbBYJDpol6vF0ghYa3JZBL//t//e+Fp6XQ6gejwbJD3FYvFsLq6CpVKhdnZWeG6vfjiizh69ChmZ2flIb+5uYlEIgG/3w+1Wo319XUR0WGS9Hq9Mo0EIH+mJOZXKhUsLS2h1+uJKhXtCwKBAFwuF5xOp8A/qFI5HA6xs7ODdruNXC6HarUKt9uNt7/97VhaWhL4FiffKpUKqVRKko3RaBTuSbfbxd7eHsrlMqxWq5CvKTKk0+nw27/92/jwhz+MaDT6Jp6aH614vfPjN77mPZsjNRoNwuEwIpHIoaGIEibJJoLqsBzOcDvEfystAahiy2EleWIsJKlst729LR6MHo9HBqPkbVksFtkWEC3DoYzyOcBBLGXIgdtoEUKrOp0OGo2G5Hi9Xi+oFj6bLBYL5ufnhQtH+xGj0Qin0ylIA3LtuBXjtoGQTOZIeq5xKMv3lUU3n01s6NgEK1E4ymJfCUHPZDJIJpP3tCT6Gx2j0QilUknqM4pZUZmRv59qtSr87na7DYvFIsJSVBem0iMRQ6TRcPCQTCZFvIN3gYbq1EsgOoX132AwEIoCmzFu4ywWCzqdDtLptIjc0PuwXq9L80eRLzanbCzZzBGqaDabJe9yE0evOP68bLIGgwEsFguCwaB8bQqO0cdueXkZU1NTUufx9Y1GI6kJ+f0pjkd7IqpqOp1OGcbSL5G2PYlE4hDE+V6I76hpU6lUE7idkP7HaDT6i2/8cU6lUgW/MUUMAsh/48+TACKKT58EkL77a45Go08C+OQ3vv699a7hDpSDkzo+JAk/AHDoQTkcDmXCwMaOl7LdbouQACdkPp8Pc3Nz2N/fRygUEknhfD6Pj3/840gmk4IrZoPIi0/1KF5qJkMSMYE7sMXZ2VmMRiM88MAD8Pv9+K3f+q1D63MGHwi8hNeuXcOzzz6Lf/gP/yH8fj9CoRCi0aioGBkMBszMzMi2i2ahALC+vo7r169LsZ5OpzEzM4NwOAy73Y5KpSLSrYQI0MjZ7Xaj1WoJ5tlkMqFQKMhmZnJyUnhG3HD6fD5RHBzHdx+pVAof/ehH8f73vx/RaBROpxNPPvmkwCc4tcpms9jZ2ZEt7eTkJAKBgKiY5fN5OXcHBwcifpPNZvG1r30Nn//852E0GgXOyyEIjTRJoKZpJu9WNptFKBSCx+PBgw8+KAUiFd22trYEjsGtrdPplE15pVLB2toaAAivxOFwyOaYpH8aeWs0GhSLRVy/fh07OzuYm5uTQqnVaglsy+v1wm634+zZs7j//vtRrVaxsbEBtVqN++67D36/H+VyGdlsFsDt5M8NJSHFbG5JqqapuclkEgESbhvK5bI8k8Zy3W9c/CDyI3Bv50i1Wo1AICANCYeRLLiUzRiAQwp23Fhw6EYRAqPRCK/XC5vNJk0bGyeiM+r1OnK5HK5du4bNzU0MBoNDOY/cIYvFIhxUKtgajUYpOumxxRxtMpkwOTkp8Cw2dYQkElY4GAzEq7Ver+Pg4ADLy8tiH0JINnBnS0dqBQDJWQAObRnz+TwGgwH8fr98Pz4jOQimJ5jVapVBLbcvACSns0bg1lHZwDHutUL2zY50Oo35+Xn4fD7xRet2uzIQIPwVuH1m9vf3hYPJ3ymHz9zo8neq0WiQy+WE+01rHP4O2axzqMEalINsopzMZjM8Ho80XmazWUROCoUCer3eoWHGaDQS/zZumkk1YV3HZo6DEyoiU6F8c3NTRE2Ym/g1lIrrHo8Hs7OzorJMoT2r1SqwTg5PeEe56ePrrdfrwkHnBtliscBms4lHcqfTgdPphNPpRCAQODTcuFfiO1GPVAH4AwDro9HodxR/9VkAfxfAv/vGv/9K8ef/n0ql+h3cJlovArj4er7oH4bgoeNF4SHi4eTBBiATdE4OlQad3AiZzWZMTU0BgJgDBoPBQ5eHsDSbzYapqSkMBgOUSiVpzsLhMEqlkmyVePn9fr+YIE9PT2NmZgY7OzuIRqNyyTOZjEiyG41GuFwuEToolUr467/+axQKBeG6EaZWKBRw5MgRPPXUU5iamsLly5flgdJoNBCLxWA0GqHX6xGLxeDz+RAOh/Hoo49if39ffDqq1SrC4TD29/fF38pms2FyclKkcaenp9FqtWAymXD06FGEQiGBzFgsFiwtLUkxDkAefJR8n5mZebOOyz0fBoMBCwsLAicYDoe4deuWWFdQtGZlZUU4JhSxyWQy2N3dRbVaFXngmzdvwmQyweFwwGKxIJ/PY2ZmBpFIBFqtVhoZAFIIEf5w/fp17O3tIZ1Oo1ar4caNG0gkEuJ943K50Gw2kc1msbu7i2KxCKfTKZAti8UiOHreUU6tucHi5B2AbNIIe1pbW8NnPvMZ7OzsiBwxp6yBQADz8/M4e/asNGA0BddqtXj/+98vkJLV1VW88sor2NzclGGNx+NBJBJBLBZDPB4XFUuv14tGowGHw4ELFy7A5XJJkcXJe6/XE+VUJZ92HD+4GOfH1w4lJJI0AXJauT3i0ET1DT8qFn/AHdi+sqCiQiLzCZsawv9sNpvc4WazeWhIxw0Uvz6bMW7qrFar/D25u7VaTfyciN7gPeNrcbvdgiDJZrNoNpvyPSjqUK1WheKgVquxvb2Ner0uH6ccMCq5Z0r0DjcfFGPo9/toNBpSnHLjR2QKuXBs6NjcUaGZsElCQQmhAzAW6/oeolgsij0NVRyV4htKBVRyq6i2aDab0W63ZQvLM9But0XIigPBdrstthcajUbUtsnrYvNCpBa3flSQrNVqwpXk3xP9odVq5esRnkh4MG01eOdIt+HglA0St7W7u7u4ceMGdnd3xZKANbDD4ZBzqPx/pVAfeaypVEoEh4hwoaAIN9dcUGg0Gmn09Hq9PCf4d9wos3m7V2kE38mm7REAvwDghkqluvqNP/t/cTsZ/U+VSvURAHEAPwUAo9FoVaVS/U8Aa7itrPUP32rKWCaTCT/1Uz8lyYfmgcDtZMCpIh/EVMwjF4YPf+XkgYdIq9UKBJEHlYRmo9EoajkrKyuislcul+WwU51OOfkDIEpTer0eJ06cgMfjwSc/+Ukxpy6VSnA6ndjZ2ZFN3f7+PorFosixE/6lVDu6evUq1Go1zpw5g+XlZWxtbWFnZwder1emlzQbZ0PGCdTExAQcDgdOnjwpPmzlchk6nU6w1myCtVotGo2GrLWDwaBAJDUajWx02ATTN6RSqaDdbsuFHcf3FhMTE6KsWCwWkUqlsLe3h+npaQQCAWm0iFvn1pdQo6WlJTn/hF1YrVbxJ+PkulQq4fz58wgEAocMvavVKvL5vDSNMzMzSCaTokTZarXwzDPPIBwOi8gIp35sukKhEPr9Pvb29lCtVmVTXa1WRfQmHA5LQorFYshkMnj44YeFi1AsFvHiiy/KPWw0Gtja2pLzXSwWYbPZ0Gg0YDab8cgjj4hyFYc2nU4HiUQCX/3qV9HpdODz+QT/TziLUl2L/oMUWeGzBIAkaf48rVYLuVxO7v04fuAxzo+vEeFwGOFwWMQ12JBwss38B0AUDsnz4rBNqc7I/+Y0n/xw8rfZlLDYo0Ist1KdTkfyLLnfvI9sKinRz2Jaq9UiFoshn8+j0WhIY9lqtSS3KRX/KN7ATQcVaFOpFAwGA6amprCwsAAASCaTIvLAOoLPKzZZ/HrkbxOVo9frJZcpeYEcBPP5S/4tG1OiFfi5FLTg+0N1zb8F2juObxHcHrMuoqCUUkiHFBMO54LBoPiZsVkj55DiU8oNKHMkxTTYmHDjlk6nxa+QAzzWRBMTE9L01Wo1uZedTkdMren7x60a/UI5AOQZ4xnhIIGS+wAEBUXDbG4OO52ODNNZl/b7fbRaLdhsNszNzcmd4/YvkUhgd3dXtswcmNRqtUO+pmyCmWPpz8iBB99Lfn96E96rYjvfiXrk83htHD4APPktPue3APzW9/G6fqjDaDTiAx/4gPhOKad3hHwomzVOIEjqZPLhg1lpFzAcDuVy8dA1m02YTCZMT08jHo8jn88fgop5vV5oNBpcu3ZNGhWlwWg+n8fy8jKOHz8unCNCvthccvLDbd/ExIR4aFAwJRKJwOVyIZFIYHt7W8jXSi7dU089hY2NDcRiMfR6PaysrAgpnOp8lEDmdoFbhEwmI/A5k8kkXicGgwFOp1O2dJSdL5VK8nUoP0sIqNVqRaVSQTqdxnA4FPGKcXxvcePGDXzxi1+Ez+dDr9eDzWYTL7REIiHT5xMnTuChhx6Cz+cTIjS5kMSZ12o1LC4uwm63S0IqFApIpVJwu90Cf1BOgdfW1nDx4kUEg0G8853vRK/XQzQaRS6Xw+LiojzYOSnkvXE4HPD5fBgOh7hy5YqojxLGqJRIbrVasFqtGAwG2NnZkeEDjcQJ5Thx4gTcbjey2axwaNrttmwTXnnlFRElGA6HuO+++0S5tFqt4urVq/j0pz+N7e1t3H///QKHNplMwnlQyv8HAgFJRPx3v98X2WgmPpPJhHq9Lv6M4/jBxzg/vnZMTk4iFAqJSAfvOYtANl3MkQCkeGXDxiZEyXdRii8Ad6TClVs7fi7V8dgccspOISQGBy4AhG6glMZnccctGgcinU4H5XJZGjf6P6nVapTLZVQqFRlUsoCfnJzE7OyswJ6pEE1OK38OGnibzWYEAgHZjPBrkR9Erg5Fk6xWq8CyKU5GHy0KSSi3P6NvmDnT95R1yzi+u6CIS7lcFmQFxWI4MOh2u7Db7QiFQpiZmYHL5RILI6X0PdFbAOR+sGbkVotbJG6Hm80motEoCoUCnE6niHBRDIwIDGoc8PNYLxGSTMXHVqsld4R1JA3CmX+okkkrHwDiCwhAjLrpzcZh/f7+PlKpFDKZjOTeo0ePiqJ6LpfDjRs3cPXqVeGG0m6AAntcUnCwQXVIDl4o4kLIJAAZ6hBabTKZhI5zL8X4dn4PMRqNZKNFwifXr/x7JfaXh0hJLuXEgpMwtVot+GH6UdXrdZRKJQyHQ/j9fhiNRtx///2iMsWVNdfys7OzWFlZQSKRkFV3oVAQrHSv18Pe3h52d3eRSqXktZFPRwibxWJBOp1Gs9nE448/jkgkItyldruNa9euHRKRuH79OiqVCn7+539emrSDgwM8/fTTuHTpkvw8hJwdHByIfHMqlcJ73/teNJtNbGxsYHt7Gw6HAwsLCzh16pRMLQnVJBSEGwluODlxIgSBvxcqcBIbPo7vLYrFImKxGMLhMBqNhlgomM1mNBoNtNttzM3N4Wd/9mfhdruRy+WkmSmXy7h48SJGoxHuv/9+2O12adLYbBDyS4WsfD4vU+ZGo4ErV64gFovh3e9+N1wuFy5fvoz19XUsLi4K+Zuwh8nJSZk0E8tOKGWpVDokeEASeL1el/ubTCZlu/zQQw9J06nVakWdqtVqYWZmBgaDQRS+8vk8Njc3sb+/L3eFk0Gn04lms4nnn38e/+W//BcAt5MhxUJyuZy8p/Pz8zCZTMhkMnA4HCJ+0uv14PV6USqVcOnSJdy6dQtGoxEnT55EOBwWAZ/9/X186lOfwvvf//57dpo4jns7+CxmfuNAks0b8x8LVDZuAARhwf8mt40bNW4AAMiwDoBAJ+k3SmNfPv9JQ2BjxtfWbrdF0r9cLqPVasnzgrmdysRU++P2oNfryeCUf1ev15FMJpHP5yW3Kz3aZmZmRJxla2sLhUIBtVrtkKgZANmC2Gy2Q2gVQtL4/iplzckDZ/7jNo/CESzUAQhEUgmdY7M5ju8uBoOBbJfoyTYcDuU8EA3F53kkEhHYYavVQrPZlGaC/GgONbgxZePCgTvPlkajkTPX6/Uk/xGyz6ECqTmsS+12uzR+o9FIGjrywriF5hbOZDKJLxwbMG4N7Xa7fA+lxRIFdnjmOLxlI9tut1GtVlGr1URx84UXXsBLL72EaDSKXq8nX4evm2eZAw5SiJRcQHq9FQoFsf6hUTlFYCiQdq+d93HT9j0ECaUUJeBBVjq/M8h149qckzpOG5UTQ71eL1MKQsOA29OWUCgErVYLl8uFubk5afympqZw5coVJJNJBINBBAIBnDx5EoFAAPF4HOvr6yiXy7h165Zg/fk9OTnJ5/OwWCzytSuVCgqFgkgdezweVCoVKXqbzaZ4ctTrdWnIXnnlFTgcDkxPT+Md73gHHA4H/vIv/xKJREIaS4vFgunpacRiMWi1WszMzECv1yMSicj2kDKuNB3ndIoE9FKpJJBHPhxY/POhQfWm6elpMbi8cOHCG3hK3npBPL7FYpFhgM/ng81mQ6VSwezsLGw2G8rlMra2tsRP6eDgALOzs5ienobBYMDu7i5UKhWWlpYE+qNSqWRrRf8WNuncov3cz/0cHnroITGiP3v2LIDbAifpdBq5XA7lchlGoxHHjh3D5OQkdDqdbPvsdrsQs2mqTXXKXq+HbDaLdruNo0ePCtyW8BLi/GOxmMCrGo0G9vb2sLKyglOnTiEWi8n2XAnf2NjYwHA4RCKRwD//5/9c4CgUOnE6nahWq5LQh8MhXnjhBYE1LS8vI51Oo1Qq4cSJEzLcoOoWt5G0CqCk8RjmNI43I/x+PwKBgCBACHmkBLdy88VnOABRowNwyG+Mf8ci9e7Gj4UnBSA8Ho9s9JknCYcilItFXK1WQzweR6fTQaVSEWQJYYpExnCyz60VGya73Y5IJILp6WkMh0NRKqYoCBvTWq2GRCIBs9kMq9WKYDCI2dlZKVyz2Sz6/f6hLQpwu2llAU0eOQe7VOLjxoDPTT4HyEHiwJjbNgCiIkhTca1Wi1wuJxyicXz3odz28pkM3B4mcBM1OTkJu90uv3P+jjhgoIIkh2/KITTPFQcI9AjkFprN08LCgjRWhBBz+EHhLTZW4XAYRqNRdBScTuc3idQAtwcISgVzk8kkW91QKASj0Siwxng8LugbjUYjqByXy4VyuSzwX26sC4UCVldXRdn8xRdfxLVr19DpdIT/zbDb7fB6vRiNRvLnLpdL+H/0lKOvI+8rnxEARKl9NBohGAyKQvq9EuOm7bsMlUqFz3/+8+h0OjKxI6GXkApOCplcOMnjypuXQamUxSkaoSCNRkNUdxwOByYmJmTV6/V65YJ0Oh15mKfTaayvr+O+++6Dx+PB6uoqVldXBaISCoXQarUQj8cFL80HNhMLcDtBnjt3DpOTk5ienkYkEsH+/j4uXbqERqMBADKxyOfzUKvVcLlcqNVqePbZZ/Ge97wHwWAQDzzwALxerxicctI5Go1w5MgRnDx5EsPhELFYDDabDSdOnBBFICVMjmp+/X4flUoFuVwO+/v7MiGkxQGnLUy6yumq1+sd83y+zyBu32aziXopp3RTU1PC+4pGo2IATQ6W2+3G7OwsNBqNNO9UxcpkMmIszymlwWDAI488IlPin/iJn8DS0hJMJhM2NzelGSRR+7HHHkM2m8W1a9fwta99DS+99JLANCkkMPqG56GSyH3jxg1Eo1FUKhW0Wi3Y7XaBXUxNTSEQCGA0GiGVSuHixYu4ePGiNEjXr18X0r/ZbMbq6ipisRhMJpOYYXOrffr0aQyHQ0QiEezu7sr0j8nO4/HgyJEj8Pl8SCQSMr2fmpqSLb7D4RA1ykgkIl539AIajUYIBAJwOp1jeOQ43rQIBAKIRCJiIcPGjEUtgEMDBTYWAKRIJf9EqXyshEkCOLS948dw+0WxLA73ODQl383r9cJoNMpWQSnEAUC4b/yehIixAKQhNpsvt9stQypu5TkU5WaMKsi7u7vQ6XQIh8M4c+YMnE4ndnd3xZKAio9sSilprtfrRbCBvl4cotntdlgsFvT7fZTLZeTzeRlI6fV62YTwvVWqY/JnoyH02KPtewsO4ckfpAm7Wq2WZpwiMKSVEEbPgTyFSZRQ4UajIR66hNmyLqQgFW0lqK5KfjnvFqH1Wq0WpVJJuGdUHQcg9SvvIBsrnmnK/7Pe9Pv9IuzVbrcRj8extraGWCyGer0uX49wSkIvK5WK3AfytycmJmTjViqVZJig5GXq9XrJb+SokeoDQOpB5YYQwCFVS6X11r061Bw3bd9DcLPGy6Nc19KUkwdfOREwm82CBebhp4+EkhTK1S4vCifyxWIRW1tbwunK5/NoNptikkg5cyYHSgpzgudyuTA5OSkXl9MZj8cDp9Mp+OuJiQnMz89jamoKMzMzcDqdKBaLODg4EM8LCqRwuuFyudDv9xGPx/HSSy/hwoULCIfDWFhYgF6vRzQaRb1el2RBRSSSSilQ4vP5MDU1BZ/PJ/BHm80m8u03btxAOp0W7pLH44HX65XmV+npw00hAMHzj+N7j62tLVy4cAFGoxFzc3Mwm82o1+uwWq1ior6/vw+LxYLTp0+jWq2i2WwKTt3pdGJhYQFTU1Not9uIxWJotVpyBubm5uB0OvHKK6/AYrHg7NmzYqNBcZxerydk67W1NbhcLpw6dUqm071eD/Pz8+IbQzNwWm4o/eVUKhVyuRwmJibke7tcLuj1ekxOTsLj8aBeryMej+NP//RPcePGDXno8+4OBgNcuXIF6+vrArGkoivvy/7+PuLxOGw2G7xerxjqut1uDAYDFItF8XSyWq0YjUZYWFiAx+OR5tZmsx0SG6DaGDktZrNZPKW41RjHON6MIDxRySGmMqRye8atGYstJe+Nf8aNFmGDzGUcFnGAQq6LsihUmk9zSEPhDUqlKzcQAESMgUNW3lX+PBTyIIfM6/XC7/dLfqbwgtVqhcvlkucQeUutVgu7u7sA7njZUVQskUjIFoRbMdYP1WoVVqtVthvkwLL+IAw8m80iFouhVqthYmJCeONUneTPqsyVtAgZPze+v6AadrlcliYauOOTx3PLOk9p18Dt3HA4lN8Z4brcxPH3RDErbsToPUZVyG63K9zoer0Om80Gt9stwjlcNLCJ49YNgDRSvH8U8gDu3A3yxMnh5M9NEbp6vS5NGQerpPRQnEdpUQDc3rbxPbFYLGKjQ2XkTqcDvV4Pn88ng9WDgwOYzWaBefL9USKuuBwhvBOAQIt5D+61GDdt30OQ7KxU6eHqlU0MDyeNNLl5I29mMBhgf39fuDWEedB7jJs3NjqEZFH+nxyuQqEglyoUCiEcDh8Se+j3+7h27Zrwu6jyYzabsbCwINu0qampQxeAUzdOF6vVKtbX18Uslb5q+/v7qFar0Gg0Qrz++te/jmaziSeeeAJHjhwRyNfFixfR7XYFxlmpVJDJZMRk0e/3S1F/cHCARCIBm80Gq9WKcrmMF198EYlEQkQaPB6PKEkqpY2VZqt8/3//939f4Arj+N7i61//Ot773vfC7XYjk8lAp9OJ8SXPOhMFJ2RK9betrS2BYFQqFcRiMXS7XdhsNpw+fVru1eOPPy4NOSEj3KBmMhncvHlTvI6UpplUQj127BhmZ2dFbY0CKGwelfLKVDeljDY5J263G/1+H9lsFmtra1Cr1XjooYdgNptRLpflTmYyGfR6PQSDQTz55JMYjUa4desW7HY7AoEA7HY7Njc3sbm5CYfDgUgkgoWFBVERozQ5vWksFos0doQw8RlA3o1SBdVoNGJ+fh5OpxOFQgGVSkWGFuMYx5sdSuEtUgeUxRIL1dcqnthYcMvGPMkGkI0amzAWd7wrbHzY1DHHcrhBSXZu5LgZ4caNGy232w2fzye5xu12S0M1HA6lsOx2uzJQImSfPx8/ttlsinouv+fc3JxYnajVajQaDYE/ksvK1280GuF2u8XomyIi3IgQRq1SqWC32+F2u+HxeOQ1A3dgqcoNaLVaRSaTQTr9mpaB4/gOgsO5eDyOo0ePis+tkm9P1UUOlHkOOOQj75G5q1qtotvtin8paQQ8Y5S3J6yYFAM2QUoFbuopmEwmQZHQM065IGi329K48dzx9ZOqEggEYLVa0el0kMvlEIvFUCwWpWnimeSQvt1uw+VyyTknUorKsRSiYz52u92CiKFACgX+yG1lc6tUYQcgWz4uV2i7w0aYm/B7dYg/btq+h+B6ldMPilwYjUaRLGURS7UfpVcECzLgzkqXDZlSuYk+L6PRSB7iSsIn1/CUR83lciKVX6vVxESTkuL5fF6UdzjV2N7ehsFgQCQSwU//9E/jyJEjsNvtqNVqaLfbKBQKUjj6fD5kMhnhtaVSKezu7op8wmMSJQABAABJREFUstJf44tf/CLW19fxS7/0S7j//vuxsrICtVqNzc1NEWahATcnLg6H4xCmGoBs0KgAFAqF4Pf7xVjYbreLVDETP38XJIsHg0F85StfGcMjX4f4xCc+gd/8zd8UuBEbNk6vCC2Mx+O4cuWKiN2QHJ1Op1GpVMQnzWAwwG63y9chWZvFFBMYxWtyuRx0Op1I+JfLZWxvb8sEu16v4+jRoyISUqvVEIvFkMvlUKlUZODh8XgwGAyEv7m6uorl5WWRHiZs45VXXkE0GpWt8t7enkCuOM0zm82YnZ3FuXPnYDKZcPLkSVQqFeTzebzwwgvY29uTQjOZTAp0jGa9nU4HsVgM6XQaL7/8MprNJiYnJ7G0tCTT0f39fWSzWeRyOTSbTYxGI7ECoR8ek6Db7ZYh0jjG8UaG1WqF2+0WPhtwp/lS+rAptwfA4UaCjRpwB3KmbH4AHFKVJDRY2aixWKW6HDlehEdyowDczsEc/hCWxgKXjRibRYvFgkgkgkAgIMqQ9MEitEwpbsJGjRt+bgzr9Tpu3bolf7a0tIRgMIjRaHTIFofQbqPRKEgAbvy4ZSFnkE0gRSbYrLlcLqEaKJFAbBIp5JTL5cZN2/cRw+EQhUIBm5ubsNlsCIVChxoLnmOeK54LqjkSGkvOPq0YyJ1kjUO4rdlshs1mE60EDhKZH+x2uyCvMpmMILA0Go2gqGw2mwiAUDiHjRZhwfye5LTzTJEfF4/HUSgU5PXz9SnvqF6vh9frxcLCApxOp6CrKHyTz+fFLog0BqfTCY/HI0JgxWIR2WxWto92u12UxgFIHa7UjiBCh8gsDln4Mfdi3Juv+k2Mz372s4fk/JXyo+TfkDTKQ8gLq3wQK6eHfLiT68YJOxVuOB1RTuU7nY7AOAjhIKmVhNG9vT2oVCo8/vjjeOyxx8QzplarYXV1FbVaTeCHe3t7+Hf/7t/hfe97H5544gmRVE+n0wiFQnC73XjwwQeRzWaRzWZFAYiXDwAikQgee+wxNJtNrK+vYzgc4qWXXhJuDhPT5cuX8dnPfhZWqxXz8/OIRCJijcAHhslkwszMjGwdB4MBvF4v2u22ONrzgaBM5EpyOiEhFEoZx/cfsVgMv/zLv4zPfOYzIgjCoom8C8L2HnzwQbRaLfEpcrvdAhkmJp++MLwztLugh5qy+SB0ZHZ2FsDtyWYymcSXvvQlOBwOqFQqZLNZ4XNwUEJIChW61tfXAUCksRcXF/Hwww9jbm5OJnv0SmQCDYfDePXVV6WoWVhYwNzcnKhWZrNZbG1t4dixY+h2u3juueewtrYmU2+dTodcLndI5Y1S/4SrrK6uigw4+QiEYeZyOTG8JxeOsBryIgi3VBak4xjHGxl81nMDz8EGcMcwmxt4Foj8f8Kp7ua+vZbi5N30BDZtPP9KBbz9/X2oVCoR+qJUOdVWyS+jTQm3ZczJhPErlfUooEXoI3B7ozI1NQWLxYJmsynfi0UsBzwUECoUCtja2pJaYm5uDjMzM3A4HIjH4wIfpz8q+UOElBGZw8KaTaXFYhH+K4UqlF5ufC8JzyPkG8AYHvl9RqPRwMbGBpxOJyYnJ+H3+2UYqVRP5blXahooOYeE7hLSqoQZ8tnOgSh9+1iDkscP3N685XI5MbjmvVJ+LNVbeQ+5jeIAlgN1cu48Hg9UKpV4p5bLZajVani9XkF0kSZhs9mE19lsNoU3DkDuE+8aqUP7+/vQ6/VinUCPYIrQbW1t4eDgAIFAQPI8aTBmsxkOhwM2m02sMLgk4HKANfO4afsRCXJOlEaWyiSiNBHlZIVbNBagTEosKpl4ePjos0bFO34OE1AymUS5XJaE6PP5cPr0aSwtLeHGjRsiDqLT6dBoNHDt2jXxwOAFO3nyJCKRiPiLuFwuVKtVfOUrX0G5XJbJBADBTJNr02g0sLa2hlarhVAohFqthlQqBZVKhcnJSQQCAXS7XWxtbcm25X3ve5/AN4HbxT9VJUejkUwQ2VzRY4cPGq7i7Xa7eMkxCIfhA5GNMQm9SpPxcXz/wSaB+HilfxIlegGI6Mz09DSAOxtqNmwcehDWx/uh0WgQDAYFJkhYBCd+NMPe2trC5uYmvF4vVlZWYLFYsLKyAo/Hg0wmg0wmI59Dfk0sFhOFKRZbc3NzOHv2LDQajUh+Z7NZ7O3tCbTiqaeewkc+8hH8xV/8BS5fvizw3GQyKeIjPL/kvj3xxBNYWlpCsVjEl770JWQyGajVamxsbMBgMODIkSMiZ5zL5XDr1i2BS91///2oVCrY29tDo9EQNT69Xg+32y3bQCZDJn+l3cg4xvFGh8vlEvgUt0DMhXw+KyHsSroA1R3ZvCnVIjUajQxLmQdZhFGBlhBoIj5YBFIlkTkWuMPd4eCR95eoDeD284pcUfLlYrGY+EwRWsbCktxyo9GIUqkkzx+DwQC/34+DgwNRVybHhnDyWCwGh8OBcDiMUCgkyAIq8BGmSfQMaw+qUzPfUbTMZrMJ8oeNrpI3SNjqxMSE+M3lcrkxrPp1iGq1iq2tLUxNTQksj+eNvweeGa/XK3UckVNs1Pi74N3g2eYWS9m0EaXFpo9WO9VqVc4QG3hCA+lzS1E5Nv69Xk+G8jqdDqFQCJFIRIboSqn+arUKAAIfpj/i7u6uDGlIBaJvLj+/WCxCq9UiGAyKeEqtVpN6otFooFqtStNFOhI1JGi3Q4SJw+GQe0IkllIMkA0bm1M+J+61GDdt32Xwl3y3UiRwRxGLcv1swqjipIRVcqN0cHBwSM1GefGUaj7dbhfVahUGgwEnT54U76lEIoFkMolsNiteZpyq7O3tCZmUan7D4RDlclmKWrvdLpAviqKUy2V8/etfx3A4hMPhwPnz53H69Gnxr6lWq1hdXUUymZRNxYMPPijGn/1+H6FQSBLKcHjb2Jh8oXA4jJ/4iZ/AxsYGACAYDCISicBqtYpqEGVyOT31+XwAIFsKbisBCHGbBUK32xUjc7VajY9//OPY3t5+Q8/JWz0+9KEP4b//9/+OSqUCo9EoiYdiOIS5Up6YsKDRaCS+SpwaEubK6R0J0nzIEudPtdLNzU0kk0lotVo88sgj8Pv9UrQRTkkhn1wuh16vh4WFBfkeer0emUwG5XIZ586dw8LCAsxmM/L5PFqtlkCJuEHm1o8KmF//+teRSqWwtrYmlhQzMzNQq9XY2tqSn6tarSKVSqHb7QqXjQ2t3W4Xo236xM3NzWFxcRE2m02MWrVarQxkKIzAhpcQbCZzJWdiPKQYx5sRygGmsvBUSvXz/1lssihVfpyyqOLXUFIMeNb5fOD35UafyBPCtigfzkESv5dOpxMOTLVaPTTw4DAVOGz8TWi3Em6l3BJyo0/4G7mqVqtVDJd1Op1s2cmF4s83NTWFSCQCtVqNdDoNlUoFn893SFGZDSU3ZEpOlJIXz0aNPzN/B8pNy/7+PtLpNFKp1D1ZxP4wRj6fRyaTQS6XQygUOrQ5pvoog2eH55E1k5LrqWw2AEiNxI0RP445MplMiiAIbQRMJpPUmrTC6ff7IhZG+wir1YqJiQnhfCqHEqT+EAJMsS+TySRNUyqVws7OjngPEoFDE3By3GgST1Nsg8EgVhlE7FBUB7jtFct7w+aT7xGtAMhP5+BFWacDkPeQm7l7McZN23cZLJKYKJTFkVJ5h+qQNNglRIqTQuXXUQoHcBPBLRe3DDabDSsrK3C73eI3dfXqVZhMJpH+DwaDaLVaiMViGI1GWF5eRiQSAQC5tGwws9msTOVoUEqoh81mwxNPPAEASKVS2NrakkljoVCQ6b5Go0E6nUaj0cDs7Cz8fj+2t7eRTCaxuLiI2dlZXLp0CVevXsXu7i40Gg2sVqtIQpN0HQ6HRWWPWzUaQjIpExLGpoBQSqWXCd83ZfLitHYcr2+o1WrY7XakUimBMxiNRmm2B4OBNPAABCJM2W3+ngBIomJCIKwBuGOu2+12EY/HcfPmTTQaDWi1WszNzQkkgwMGpXk7i7tSqSQcsKWlJSFd+/1+PPzwwwiFQgK9IPk5mUwikUjIJFGr1eLhhx/G008/LZLdLAJnZmYwOzsrxqH0bxsOh1hYWBBJ8NnZWWkmad+xuroq7yn5CcViERqNBsvLy5Iw3W43yuWyGJZzYwBAhjHcOCg9nsYxjjc6uE14rfPHgolTeDYdHGQSeaKES97d0DEvsIFjg0iuCj2ZyGHVarVSQHIjTY4OB0ZKTjpwx05AqarHvN3pdOBwOOB2u4VvnUwmUSwWpQjmP9VqVQZKfJ3dbldUIGdmZlAsFkV9j4qP4XAYc3NzokBJhVg+01j48/0jz53PJaUnFRsCvn93e931ej3UajV51o3j+496vS7mzi6XCwAONUxKI+rBYCB1DRsOpSYCYZREUVAngaI6DFrAFItF8VOj2jeAQ5xPbru4PKBtgMlkgtvtFvoNrQQofMN6t9PpIJPJIBqNolwuS07msiCXy4lKOq0qWMNxqEkLgH6/L80WhyrkklarVSQSCanh+PWA2zmZSBVuljk04V0A7gxnuMVUipDcizly3LR9l0H4hlKuVKnCxEaCmF4a+NJDhtM0u91+CDPPi0O3e24MWOxqtVpYrVbxaSFfjpNFFscTExMIhULixUEzT07UarWaqARNTk7C6XSi3W6LzxsVJh966CE0Gg0x29ze3hZOwGg0gtPpRKPRkMMfi8WkWQRuQ+fe//73y0Qln8/jxRdfhNPpxDve8Q6ZivAhQBK1y+WSy8b3hnAYQkr5EGq1Woemr7ychLAqlZPG8frG/v4+PvWpT+FDH/oQyuUyfD6f4OiVMBylAajBYJDC6ODgAI1G4xD2nmdXq9VKg85pcbVaRb1ePzSxtlqtKJVKiEajMswgH21ra0sIyCdOnIDb7RbVqfPnz+Pxxx+Hw+EQ/75msymiNuvr6/jMZz4j8CaHw4GbN2/i0qVLuHHjxqH7bjabMRgMUKvVsLy8DJvNhng8Ln9mtVqRyWTQaDTEWJzqXISZ0naj1WrJdm9lZQWRSESmmtevX0e73YbD4UC73ZYzr4SgAHeGM/fyJHEc93YoYZF3F0dKMQbmN9rlKBXgOG3n5yobLRa9LHQZfG5wU6BSqYQzozTnpmIdvyYFj5hrmTco6qMMNpYejwfT09MYDAbY3d1FMpmUgpo5ktwZ2vhQpZGeixRa0Gq1qFarqFQq2NrakrweDoclRyp582zKWHwqm1vCQJUm2jQ1Z8OmRDEoNznjeH2Dqoo0oKbgFocOyg0zh+eERlIhkjoIvC+sP6lsyq/X6/WED84zwFxLfQXlmVEKllDgjsNy1pocBHq93kPCN6PRCLlcDtFoFMlkUhQnycPOZDIyrODrYHPldrvluUBVV+B2k6vT6WCz2eQ1M09S70CpPqvX6+FwOGC1WmVIXCqV5DVSL8JgMMBmsx1CrylV3MdN249AEEfMi6ecCCp5bLyMnPx1u10AdxILuVp0uWeQGEqoIKcufLhyYndwcCCTPipM8muSoByNRsXZvlaryaWgyMfb3/52tNttbG1tQaVS4cknn5QJYzabRbVaFXJzIBCQ7wVAyNuUGqZHlcPhkCkSlSvn5+el8P70pz+NbreLn/7pn4bdbsdoNBLRB0r/M6EAEHjp5uYmqtUq7r//foF+8PLdDb2hH04+nxdy+The3xgMBvjMZz6DiYkJfPSjH5VGm40RobGEMfAhyjPf6XTQaDRkokaPFZ5dyuWzIVEqTTYaDWg0GpRKJdy4cUMkkW/duiXTtnq9jlwuh8nJSYTDYSHsM3GyIeTdIpel3W5jZ2cHDodDVF2tVisSiQQymYz8/OSc+nw+EVRhEdntdjEzMyN35uWXX0Y+n4der8eFCxewu7uLra0thMNhHD9+HOFwGAcHB4jH49BqteKpAwClUgnVahWxWEyUZwnjmpmZwdLSErxerzw3WPiOBQXG8WZErVZDuVxGvV6H3+9/TfVH5f/zXnK6zoKOzw0AUrAqt3dsXJiLmW+YO5QS/yaTSWBaLCSVYiHM5f1+/xB3iP6lw+EQtVpNfKr4mlKplHiq1uv1QxwkFowWi0U2JOQWsSinlQe5aHwWJpNJ4fQyf1HggdsSpTkwN3nModyaEH2i3LQBkH+zMRg/K34wkUqlJA+qVCo4nU7heipDmSe5Zebvhg0/+VwApImhDoBGoxF+tnJjrNVq5dyw2ad1FBtBbnadTifsdrvUe0oOKe8UczxhvxQho90SDb25SaafKT1JKZDDPMXX0e/3hRZBFVdu3rmUCAQCUkdzCMHX0+l0ZKjLhpUNMAcY3LIpFW2/FRrghz3GTdt3GU8++SSi0ahwSrjq5SEHIFs4Nmwul0sk6wkDu7vpoAcLAJkGcLLAS0i4H1V4eEE47d/d3YXRaES320UqlYJarYbb7ZbPi8ViMBqNsuE4c+aMkEn7/b6oAr3wwgsoFouHCKwOh0MaKMoPT01NSSHOzZ/D4cBLL72EtbU1fOUrX4FGoxGVyqNHj8Lr9UKr1SKbzcJsNh96UDEp8iHBBE8Yy/b2trx3jLvJ1eQekEhLgu04Xv/o9/v4kz/5E/zpn/4p/vAP/xDvec97DhUGSjVPZTLi9ItbXsIVKRDicrmEt0VoEDfBvV5PoBDFYhFWqxXnz5+H1WoVOMXExATuv/9++Hw+MaVmw8YmkEqV3MaNRiP5fL1ej/n5eZHAZlNJY/pQKCRTPkIySYYmPIlT1nQ6LV50VKEzGAw4ceIETCYTJicnhTR99OhR8aKj0S6TI5NNIpGQppYEbm7iuY0GMN60jeNNiWKxiFQqhUKhgEgkIvmRz2lO6oE7giRsQNhgAHe4KEqkBJ8jwB0lSqUyohIeT7U9NmEc0tDHTcmT410mVIsbLTaLAA6JFvT7fVGVJVWATSOLZSVkn5tBfj+NRoNut4t6vY6dnR3ZLJhMJtmCJJNJBAIBOBwOyZP8mtyGKLcFSvimkrLxWsXpt/rYcby+MRgMEIvF0O/3paHweDyYm5uTc62s/5SiPLQFoOw/GxzWg1arFRaLReC+HFhwqcAzp9xI83wpt02EJFqtVuFIso5lfcuzDUCG4Y1GAzqdDh6PR+4UedVut1u+HjdszIsUTHE4HMIPpdw/hxH8uZxOJ8xmM/x+P/x+v2zUOp0OarUaKpUKqtWq1MIcThCpZrPZDtkCKBctyg2zkvN5L8S4afsugw98NlXKC0DTTk4B+XDkJeJkj1MUXhKlSqPSMJRrXq7AObHjxaPQAeWK8/k88vk8AAjs7MiRI5ienkatVsNLL70kxsCVSgXXr1+HwWAQz6rNzU2RNna73eh2uyiVSiiXy2g2mwLPBIDt7W1cuXJFJNhtNpsIQRw9ehQbGxv467/+a3ktlL7N5/MolUqw2Wzw+/1wOp3Q6XTybyXkVDlVpacVJ518LzjtYSgb4HA4LBPHcfxggsXV3/k7fwd/9Vd/hfe85z0ADjfTwJ2Ho9LcVincQ74G4bFKdTn+fjUaDcLhsCSCY8eOSSLghFGpZklBDhZtSo4kP05ZQK2vr2NrawupVAqNRgMTExOIRCIyCOFrWFhYkK12t9tFMplErVbD7OwsPB4PHn30UZw8eRKbm5u4desWWq2WmNofHBwItr/b7YqXEsnZ1WoV8XgcOzs7ACDDEL/fLwXf4uKicHW41VcKEhAKdvLkSVy6dOmNOQjjGAduK+flcjlRhnst+B0bCWWxSlgYNz98rvBZoOSxKaGCSq44GyM2bcqmi/Y43JpxIk8/LcKTc7mcoEz6/f4hCsBweNuXioMmJSQMgDSgSgEmAFIY22w24fY0Gg2k02lsbW3J+8PNXK/XQz6fRzQahdPpFPQBn5F8hrLYZCNH/pty+KuE1TH4PhKVQP7vOF7/6Pf7YjzNgaLFYsHMzMwh8TRl83D3losLAKJYCDdUGmozl/Hrk+/F3Mk6Uinaw1A2cKw1ldYbzHPNZlO8QrvdrtRWvLM8VzabTYYNACRH8a7Su44bMKvVinA4fMizldZZzGdExVB7IZfLoVQqyR3jz8vtOykUHJZy6KJ8n6l46ff7kc1m3+CT8b3HuGn7HkKpLkXSMxOCcoLHzQJlVIk3ZtGonCTy85QXhd/jbiUchtVqxdzcnEwSVlZWYLfbkU6n4Xa7ZRJC75xwOIydnR1JFF6vV0wX+XUJCSmVStBqtQiHw9Dr9Wi1WgJxpLcLYWhra2uwWq148MEHcf78eTECjsVi8nUTiYTwdUwmE7rdLoLBIM6dOwedTifbDiUPArhDIuVUlQVpu91GrVY7RKjme2owGBAKhcQj516aotzL8cEPfhCf+tSn8PM///OHmra7VeSUk2duUpUPXOUEmVCiZrMp2229Xo/JyUm43W7UajURz3E4HABu4+OJ7wcgUAlurAkNASAkfJp2ajQaBAIB8UekoIBWq8X8/LxYB5hMJlQqFbRaLTgcDjF8J7/AarXiiSeewE/91E+h1WqJmheTFzkBNpsN/X4f165dQ6lUEhnmwWAgKngAZIvNhNputyUpKmFkTEytVguf/OQncfbs2R/0r30c4zgU5DFze6QcwLGR4B0nUgP4ZiEv5kelTDmhj8r8yA2bkqMF3HnWKCf9AA41U5zIE4Ll8XjgcDiQz+cFashNAvMvvy433Mqfi6+JMGn6Q9ITjgbZDocDjUZDIGUc4BISR742YWu0I2BhzGDe4+CThT1RMc1m89Dn8L+pQqvVagV5YzKZ0Gg0fmDn4kc5Wq0Wbt68CbVaLXzsycnJb6JuKAV2lH/H802xEmUNCeCQaAmHmtQ/UIqdcOjNs0nIJQcOFEJhnuLGutPpiLk1zwjPo1qtFjNul8slHDKK9vB7UIRkNBpJY0XVZW7PmLPJN6VnHACh0VA0h6qUhFVy+0iEG/+br48wYHJlPR4PwuHwuGl7q8doNMJv//Zv47d+67cOKVkxOPFTbsY4aaDEPy8cC1LlBESJHebUhRNLTha5fbDb7ZKMyPthEmJjE41G0el0EIlEDuGq2UQ2m03hFvn9frTbbVQqFRH0YGHIj4lEIpidnRXeG6Ft/Biut0OhkFwwh8OBlZUVqNVq7O7uYji87Z12/fp1+P1+zM7OyjSEyZ2QDv683DIQPkLVIqfTKR5yDCYwlUqFcrmMD37wg7hy5YoYI4/jBxPD4RD/6l/9K/z8z//8N01u705OLGx4Hwjj4ABBCXmlqA4J0pygsUEiYZmGuRwokN/J6bdSEp88zEajgeFwiO3tbWSzWYFmtFotlMtllMtltNtt8Uy0WCzY3NzE1tYWCoUCjEaj+CqRQ2m1WmVjSAx/MpmUZwBw20ZgcnJSREW63S5CoZBs4JhsvF4vRqMRvF6vQLh6vZ6o1/X7fWxubiKXy4lKVyAQODQIGsc43sjg3ep0OrBYLADuDG4If1QOddgMcSukVJwF7qAnlOIZyueFUkVSmTPIz1Faz7DIY45VqW6b0xcKBZjN5kOWMxzuKLcOGo1G+DF8Bmk0Gik6B4MB7Ha75J9Go4FKpXKI084NCGGZykJbrVYL3CuRSEiTNzs7K0UyXzdD2Yjx+UnVvXq9DrfbLTA65lAW7yqVCm63G5FIBJFIRCwSxvH6R7PZxLVr1/Dss89ienoaXq9XtqJ3B3+/SkihUmBDeXfYHCm93qg2qtfrZUNFqwpCLFl3MhcrYZHcaLHu63Q6KJVKKBaLAkWk6B7zLweLyoFEsVgU1VbyOwm3NJlMYlN1cHCAXC6HfD4vxuLAHaio0vCemg9s/kwmk1BrWFNTYIUNYT6fR71eh1arhcfjgc/ng8fjETuEeynGTdt3GSqVCh/60IcOrbQ5SeQUjg9RJfGa0DAefpVKJZBCNh7AnUaNa2oWv+S1kDAN3JFKByCr5E6ng1gsBo1GA5fLhVarhdXVVWxubopvB3C7GPb5fHA6nVCr1aL4Qy+1qakpwR1vbGzIJfL5fFhYWMBoNEI4HMbW1hbW1tYwNzeHQCCAYrEoyc9iscBms2F/f18ETGiy2O12cfXqVahUKvzsz/7soebstRKTklRdLBbx3/7bf8P+/j5+7ud+DsFg8BCHh1+DxuSPPfYYXC7XuGl7AyKbzeLXfu3X8Du/8zvf9mPvLryAO3xOTvnI21RaYRiNRoE/9no9JJNJ7O7u4tKlSyiVSvgX/+JfYHFxUR7inDpzQpfL5VCpVJDNZtHv92G322VbvrOzIxtkEp4pNKLVajE9PQ2bzSY8Aw4GOEGt1Wq4ceMGWq0WTp8+LXBRh8Mh3AbCI3kfVSoVZmZm4HQ6RUWLnofKxH7jxg3s7OzA7Xbj/vvvR7/fx9raGr7+9a+j2WzCYrHg/PnzmJubk4JyHON4o0OpHgngm/5byXtlk6VEqVCsCIAML7gJUEKmlZxZJXVAySWjUIkSLk1YPb8nzaVZtHK4woKR2ys2fhwecbKv0WhQr9fF14pDJSpHlkolgSCq1Wpks1mBlVmtVoE/AhAYGrcjKtVtURGj0YjJyclDAiTKUNYjrVYL8Xgczz//PGq1Gs6cOQOn0yl+csAdQTT+//z8PKanp3H16tVx0/YDDG7c1tfXcezYMYTD4W/5scoNqRKFpERGUa2UgnbcunJzy7vVarUQjUaxs7MDjUaDkydP4uTJk7BYLJIjaQNA6xqKe5AX2mg0RCeg1+vJf7MepbIq82W1WkWpVJKFwv7+PkwmkwwllEqrvEcUDQIgAx82emazGS6XC4PBQL4vqTCEUxaLRZRKJbkz1HDI5/OoVCqwWq1i8XH3wuVeiXHT9j3EqVOnDm2E+G/lpI+Xilsw/h3NtZUmwsA3T86YeMhzYwHLZEUZdXJh+LDvdrsiHOJ2u3Hr1i3s7u4iHA7LmppGxbFYTJpGt9uNRCIhqn0klZIEyo1gpVJBJpPBxMQETp06hePHj+P48eMYDAZIJpP4xCc+geFwCIvFIvhko9Eofm/8utVqFclkEnt7e3jssccQiUREyp/N72vFcDjE1atX8bnPfQ7RaBRHjhzB8vKyNHRKtSwm+jFE8o2LXq+H9fX1byK+M5S/17uJwdyuKoswbrw44eN0mtNqr9eLbreLQqGAnZ0d7O3todVqIRQKwWQyCbyi0WjIpJC2F2azWbgn3EIzQTgcDmSzWTH5jEajsFgsOHXqFGZnZ2EwGBAMBmVIQUjucHjbt6lYLOLmzZuYmJhAOBxGOBxGJBIRY3C/3w+r1SpTRU4Mh8MhGo2GkNYpp1wulxGNRhGNRlGtVnH06FEpDE+ePCkk8yNHjog8M03MxzGONzK8Xi+CwaBAe+/Ola8FCeO2TfmxzHtKH1Pl5yiVg7kJU8p6Kz3MOp2ObACZJyl8QCscPofIW2eDZzQaZVvFiT8HSPR5CwaD8n2pZjcYDEThr1AoCFQsHo8LQoCNJv3dWq2WDFYbjQbq9TocDgempqYQDAYPCbO8Fm8YuD0Y3djYwDPPPCNiS0eOHIHL5RJeXiKRQCKRkAZ2e3sbuVxu3LC9ARGNRrG3t4dSqYRgMPia94H/5vlWQoiVwjLK3JfJZGRYT8QTFwA0Zef5nZubg9VqFQVyIqY42CTFQMkLJVeODSK3bOR2sqlkc0UBuXa7LUJzREXlcjnU63UZpBPKSTjn/v6+0Cb4LOD7whqSr4ubdEIgOWhR8mK5oKDtAOHNSoGheyXGTdv3EMqLczeci02YUmiBcKxOpwO9Xi9yvuTZKGFhhFEozTEpVUxyNaeIhEbysl2+fFkmdkyAJFv7fD7U63W5YIRfOBwOvOtd78KFCxeQz+fxyU9+EvF4HP1+H06nEw888ADm5ubg9/vh8/mQSqXw3HPPIZfLwel0wmq1otPpIJfLodlswu12w2AwoFQqycf0ej3s7u4CAPx+P8xms0w39Xq9CClwMnT3e6qc1B4cHODGjRuIRqPo9/uIx+PSoFEe/cd+7McOybOP440NJQzq7in73R+nLMaUjRthjKurq/iP//E/otPpwOl0Yn5+HufOncPMzAx8Ph90Oh3m5+exuLiIxx9/HJ/4xCfkAU6lSE4Faepts9mkoKxUKlKYERvPO1Sr1RCNRrG7u4tgMIijR4+iUCjIIGBqagper1eaTJfLBY1GgyeeeAJnzpxBNptFp9PB6uoq1Go1IpEIbDYb9vb2YDab4fP5ZPtO+JJafdu0nA0gNwJmsxmnTp3CcDhEsViEy+WCwWDAsWPHpKDsdDpi7j0YDIR/N45xvFGhhLLfXWwxlNAuPus5dSd8i/A9whk54GEeVG7nlRsx/puvhXlUuUHgUISKq2yeOBDlAJTDHY/Hg/n5eRw5ckTsZxKJhGzq9Xo9IpGI3H82ROVy+ZA/F4WGKGZCmJrdbpfmFLjNlyVKgD83qQOEySmfm3e/v/v7+8jlctIc8hnXaDSws7ODl19+Gbdu3UI8Hpf3ngX0eLj5gw/lcOG1hhGv9f9K+K9S/6BcLmN1dRVf//rXkU6nYTAY4PP5MDk5iUgkgkAgIHD948ePw2w2o16vixKycuut5EeSR6lUGVU2kcytzWZTuG7kilL/gCbx3Mzp9XrxDOamd39/H+VyGcPhEIFAQLZrrAmJmuL3Z1ANEsAhQTryUrkNNxqNsFgsiEQiMtDnXeIG8V478+Om7buMRx55RDY3PETK1bVSupUHQinXym0b19dKxURO+TglHI1GIl7Cr6k0D+T36/V6okykJG3G43HxcNvb2wMAlMtlpNNptNttmTr2+334fD6Ew2F8+MMfxic/+Ul5/fV6XSAh3W4XrVYLrVYL2WwWn//85+Hz+QQeUiqV0O/3kU6ncXBwgJmZGZw4cUJ+hqmpKdlKEPZCXg/J2HdDupRFP99rj8eDSCSCWq2GcDgMjUaDTCaDX/mVX8Ff/dVf/QB/++P4TuO1CgulwMjdoWz0AAgv4+mnn8bly5cFQrGzs4Pnn38eDocD7373uzE/Pw+73S6cjN/4jd8QqWS+DqPRCJ/PJ2ppwB2hIN43FkgsOlnQhUIhTE9PI5vNikQx7yOLLZ533nHaYhgMBnS7XfGY4TmnlLfBYBC/Or5HLBxpqjsYDFAoFASmSdgj369mswm9Xi+cOvLsXC7XIcW4cYzjjQiPx4NgMAifzyfwpbs37Sz8lJstcr/ZjBGFQuEFZY5UDoTYdCgbNRZlyi2FsmHqdDpStJELq7Tv4daB2wa+nsXFRWi1WvT7feRyOfEx5TBUyUlrNBooFosYDAYiEFKtVlEul2WDYTAYhKPL5xC5cmzaiACgIITyPVSGEjoHQNQkB4OBDEkvX76ML3/5y3j++ecPCYON482J16of7/498u9fa1HAZntnZweXL19GIpGQLdfOzg7C4TBmZmZEtMvtduPUqVOyqSJsmPUm+ZX0z+XdZYNJ9Jey2SPdJ5/Po9VqSR7ltpobPtIN6DU4HA4FGsxFBBtENo4c/vA94GsgH46bdMr+U32aA1Dee75Ws9ks0GelsNG4aXuLx7/+1/8azWZT4Fm8PKPRSApBJexLafKpnFQoD6RSYIRywUxgyhWw1WrFxMSEXAhCJrPZLNLpNAaDgRR7TCSDwQB6vR6FQgGpVArD4RAOh0NgEtwm0OSTMK56vQ6j0Yh2u410Oo1kMinTumAwKEUokx2Jp41GQyaPTqdT8MSzs7M4cuTIIcU74rv39/cxNTUFl8v1bYt7AIhEIjh37pxsQEqlEn7913993LD9kMTdjfbdSljKZKWctivVsPjv6elpjEYj1Ot1gQJbLBZp6GZmZqDX63Hs2DFcuHABLpdLfI3u5ra43e5DCVL5Wvh6lMOYg4MD2XoRzlSv11Eul0UsRKfTCXyR1hi9Xg8+n0+mgSaTSTbt5Llw+8eikM8JKl5RTKhWqyGfz8PpdGJ/f18awX6/j2KxiBs3bsDn8+HMmTPytex2uySocYzjjQqdToepqSnMzc3JeSXyhM9ypdKjcmvAgQWAQ9B2Qp+AO88Efj02andv3pg3WbjxrlHJmRQFpb8Tvw4bOm76mIv55x6PBzMzM0in0yKKwFxKtWI2c0ajUawBCEEjR4gKd7TtACCUBhazGo1G4GdsEr1e7zc9X+/ezuh0Ovj9fszPz4uq340bN/DCCy/gb/7mb5BIJMY+jm9yKIf8yv9X/j2AQ02aMlcqmymeTyoPUw05kUhgb28Pfr8fbrcbs7OzWF5eRjAYFPsI3hsiTZh3lK/ntWDNSqii2+0WtW7mNOZB3lkaatNMWykKxHvQ7/dlu83NN2GXVJylgjibNjZmwOHnA/+8VqsJ39vj8cj34v1T1hz3Soybtu8i/v7f//vCxyKE425iKNevDKpFKRWo+Oec7HPKqPSa4eqWCQ64o7inxOL2+32YTCZMTU2JwEcul5Ptll6vRzgcxvz8PObn52UCNxqNkEgksL29DeA2ft7hcCAUCuHBBx/E5cuXYbfbRSKdjRs3BD6fD7u7u7h27Zq8VrPZjEgkgsnJSVitVhSLRYEpchtXLpdhs9mk2I3H42i323j729/+TZfntUiiarUaHo8HR44cEaz2L/3SL+G55557nX/b4/h+QpmQvlVwYswhBBMTizAWH7xj9KMh/6NYLGJjYwMA8NJLL2F3dxdve9vbEAqF4Ha75fxyQHJ3oXL3JvDuIQFfg81mk6aNwgbFYlG21DTw5HZwNBoJx4xTPXoexmIx1Ot1HDlyRIjbRqNRfJhCoZBMEIfDIYLBoMBTePdrtRp6vR5KpZJsrIfDIbxe7yF/nHHTNo43Mmw2G+bm5jAzMyMbZxZGymHJ3QqSLMaU95MDF/6jhA/yc5UQM95ffp4SQsaBCO8FlfG4Hae0vl6vF44p7UXy+bwILZDL5vf7EQgEUK1WhWpAeBgHmbzbbOLYvAG3mzOv1wuLxYJ+vy+bdKfTKdu0TqeDiYkJ4asrN3R3c9mAw7lyYmICXq8XCwsLYh9w8+ZNfOUrX0EqlRo3bD8kcffw8FtBJe8ebirrTUrnGwwGaYb4tSiCs7u7C4PBgEgkgnw+j9OnT2NmZkZg9TRuv3uQonwNyrib0mA0Gg/lyGq1imKxKMrLw+FQhPWYw8k1UzZNrCM7nY4oTPIecONOASDW3v1+Hw6H49BgRimqwq23UiCIIiVKscB7KcZN23cRR48eFQnWTqdz6OAxWXAqABz2DlNeNG7eCPkg30YZPHyESfLz+LU5ZeBU0O12w2aziT9Vo9GQZHDixAmcOHEClUoFzWYTZrNZDvPc3BwsFgvK5bJMYILBILLZLOLxuFxabtny+Tyy2SwMBgMWFhYQiURw69YtNJtNHBwcIBAI4MSJE1Jgrq+vQ61Ww+12C9mZqlWzs7M4e/asEKTJD/jbin1uEhYXFxEKhWCxWMYN2w9Z3D01BG4/6KmAqkwQymkcP473xmAwIBAIHFJnZdHHCTkhhPRx83g8UqDRh4hF3N1wlLunnK/1AL8bztXpdDAYDFAul1EqlYSXOhqNxJaAyYBTfjZc09PTmJ2dRb/fl8kjN+hUtaIYSrPZlEQzNTWF1dXVQ7zY0ei2DYDL5UK73YbBYBCeLHC7MB0XZ+N4I8Nms4noDtUaARySKwcOF6HAnYJV+czggFJpIKxs3Hi/lFsBZd7gveUmQelbxWKSr8VkMmF6ehput1sgjOSSOp1OGdywGXM6nfD7/dja2hI/N7VaLVsxNn7cHnL7MBqNhF9OAQiKPrAw5QCXRaterxe1u36/L8/L19qG8P8nJibg8XiwtLSEbDaLV199Fa+88goSicQ9t1V4K4bP54Pf7xcJ/NeqD5VbY+W2jX/GjyNniwrDSnSWEtbIOpJ+hBzwKTlq3woq+FpoFMbdwxUOYJWWUuRist5VQizpObq/vy+5lPmNzSThkPRiI+KMAwy73Q6VSiU+b2zgut0uVCqVGHhbLBY4HA7xgr37OXSvxLhp+y6CDRK3A1SXohw4J3p8qPIAs9niBeLH82NZ5HFSomz0iNcn7pifR28KTvTIE1OpVHC5XKjX62K+/WM/9mPQaDS4efMmvvjFLwpJemlpCR/4wAcwPz+PQqGAcrkMj8fz/7P331GSn2eVAHyrqrurqivn1DlM9+QgjXKyLRkZg2Ub2yyGbwl7YM2yBAM29hqWNXtYvIT9FljDHsIuGGxjAwa+tbElZ0mjNEmjmemens6hck5dsau+P1r3mbdKI1uyNRqNXM85faanusKvqt73fdK998HU1BQmJibw6U9/GrVaTVrYdGZ8T+VyGS6XC4ODgwgGgwiFQnC5XJibm8Py8jJSqRT6+/ths9mQTqeFK7SxsYFsNou1tTXce++9MJvNiEQiGB4eFlhKN0RShc64XC6Bfrz97W+/LmuhZ1e34eFhfPazn5VEinPIgN3vUBUVUDvPwJXAg/dnxVhdE4Q18e87OzswGAw4fPgw7r33XuzZswcjIyOSvAF4QaCi8mxUUYTuQFINisjvXFxcxPr6+gveN6EddrtdEiej0Yj19XWcP38eoVAIb3jDG+Dz+VCpVJBMJlEqlaRKqdVqBT5J6DUH4w4ODmJ2dhY7OzvI5/NSfCEseWBgQKqmvNYen61nr7YRJpzNZgWey8KEOnsUQMfeV/eYWlDpDiQJr1I7dXx8d+GUvpKiQaQKqDPb2u027HY7AoEAZmZmAACRSASrq6vIZDJoNBpwOp0YGRlBq9VCOBwW6X2fzweHw4Hz589jc3NTOn8sIjFYZJDIBI4JGwCk02lRlSS1YnBwUJAEjUYDZrMZXq8X/f398Pv9ImakBvU0fl6cDzk8PIx0Oi2Kz72E7fqbVqvF+Pg4AoEAms0mlpeXUalURO2RMvXq2lcTNqDTN9FfMGlT4ybGmVyP9K0U3FIL5N8uWftW3C+VqpPL5ZBMJpHNZjsUJVW6EN8TO+y8Xa/Xw+fzwW63o1arCeRYLaiq3XSeA+TjARCYJQd58/o4u5fxu1r8udGsl7S9DPv4xz+O/fv3y5wmQp9cLleHCIi6MFVFOs6moFyq2hpmEEuhERULzMVNmBcrJzqdDg6HQyBZ9Xpdhv2aTCbcfPPN2LdvH0KhEFZWVnDmzBlks1k4nU5xVuVyGc8++yzm5ubwYz/2Y7j//vvhcrnwtre9TeCPlUpFOhnsxPn9fnHEDDY5AJQVSba5yUmanZ2F1+uFVquFxWJBtVrFl7/8ZXz2s5/FD/3QD+HIkSNyWKkHVrvdFowzYSTArtPrQcBeW7Zv3z4sLy9jYWEBCwsLCIfDOHDgAPbt24epqamOAbHd8tWqYigACXy4HtQK2fT0NMbGxnD+/HkkEgmsra1haGgId999t6wxBlEqcbq7C/hiUBC1YFKpVJBKpbC4uIilpSUZ2jsyMtLhcAAIn1Sr1WJiYgJerxcjIyMdilXFYhGrq6uIRCIywN5mswlhnAEoK43c/+Ssjo2NdfB9eK0MkrknCOvqWc9eDVP3Fgfykr/FgFSlE7ALphYjAQj8n12lbv4O9xJ/1HOEe0cV6+IwbfLSgF1VSiodDw8Pw+PxiDgHEzYWKznOJpVKyTgQv9+PvXv3Yn19vaOIwoKJ1WqFw+GQ4d5qsKzT6ZBMJiW4ZULHQJv+OZfLoVKpIBKJoFKpwO/349ChQy/43Pn5AJD4oNlsYn19HU888QQuXryIbDb7aiyBnn0L0+l0GBoawuzsLOr1Or7yla+IFoHH48HMzAympqZEM0CFTqp7Q71dRWpQkIpwRK/XC6vVilKpJAgrp9Mp42YYc7JpoMZeqqkJm/o3rneqrSaTSayvryMajYpPVIeHk4vNwv/g4KAMt+5+7Var1TE6o1gsysxStbOudvn6+/thNpulQaImjOqcR1X0qDshvhGsl7S9DPvIRz4iUEJWFAmNojIdFwNb10ajUZxHvV4X9RoAHYGkis9Xu27NZlNa22riwnYyIZScR0UxhFqthqGhIekOXLp0CTqdDjfddBOmp6cl8QyHw1hdXcX29jaee+45HDhwAGNjY5idncX3f//3w2azoVQqIRqNolQqQafTIRAIyMwOi8Ui1cRSqYRwOCzdR7PZDLPZDJfLBa/XKwqVx48fx+XLlzE3Nwe32416vQ6/3y+fmwpzIS8olUrB7XbDbDZjfn4e73//+/H0009fl3XQs6vbQw89hHe+8534/d//fXzhC18QRafx8XHcfvvteM973iNEepoKjVJhkzxIHQ4H7r//fvzjP/4jarUadnZ2pDsVDAZhtVpx8uRJDA4O4pZbboHZbEYqlQIAmQvD11GDO7UwQFOrm9yruVwOkUgEsVgM8/PzMmONCm98TLFYFAgxO4RUbSP2Pp/Py3pm9ZNyyXfeeSdGRkaE58IzhZVD9TNjx5KfmcFgQL1el8ARgBSAetazV8so+MMEicN41cANuNLVZsJGWW/uJa5dJmTqY7hfuzltAISaoCZ33DeEWRGKxdlR9K3pdBqxWAw7OzsyloYJFjll7OqPjIxgamoKs7Oz0i0Ph8MyRFun00kxhugSwp8pwEUhBpvNJvBLl8sFn88Ho9Eo3bdsNiv7WJ2ZpcIim82mCDgwJjh16hQ+//nP48SJE0gkEtf+y+/ZtzT6hPHxcVQqFXzzm99EOBwWX+V2u3H48GHcf//9MosUeCHig4gjAELP8fv9GBsbQzAYlLEN/f39sNvtGB8fx87ODrLZLGw2G3w+n+gJML5k143+sVs47GpcO+4/JlbcPxsbGzKonmJc9GFMEPmj1+thMpnk+dUh3rlcDolEArlcTu6rKqsCV8aLdENMuxO6gYEBUZRkDKF222806yVtL9O4gVip44JnIMVFQyfBII2LSJVR5cJhgsbnYCWRwRofw6nyAwMDHbLGbAWzPc15TQAEopjL5eD1ejtmpJlMJjgcDmQyGZkndeLECRFxeOMb3wi73Y6VlRXMz89jZWVFHBhnv+zs7MBsNuP48ePw+/1IJpPI5XICz/D5fAAAl8uF4eFh1Go1PPXUU9jc3ITb7YbX68XOzg4GBwflPQFXOi/NZhOxWAwf//jH8WM/9mPo7+/Hv//3/76XsL3G7Id/+Ieh1Wrxm7/5m4ItJ2x3Y2MD0WgUbrcbd911lzyGa1uV66ZD4N4wGAz4t//23+KRRx7pECihuumePXswMTEhkNlEIoFIJAK3290hQKDyaa5Grubr8z47Ozsol8uIRCJIJpPY3t6Ww58KWEyqCEFiRZ8Q6Gq1KtxXQlU43+nChQuw2+2YmJjA8PAwDh8+DI/HI+uee5yOjNeWy+XQaDQwMDCATCYDn88nM3cAyDUw8etZz15N6+50kaPCYiOLJ/SRaocNQIc4APcC/QDPBao2d1fIKUDA61Bhl6zEE1bFxI0dQa1WKz6T0GImjexc5fN5rKyswO/3w+l0wuPxSOerv79fCrJMrqgSS7PZbB1BptFolIHCJpMJHo8HPp8P7XZbOHfk1KlDgYHO7gd9JMVQstksHn74YTz66KOIxWI3XCfh9WZ9fX1wu90IBoPQaDSYm5tDPB6XEUl9fX1IJBKoVCoYHR3t6KZ2FzjVBI77xufzyUy2aDQqe4yIEKfTifHxcRGaazabSKVSgoriXlPF8bpfl6+n+mjGnPl8HqlUSoTw1H3K2bu8nX6K18f4l3xNVTyEPtfpdCIYDCIYDMrg8O4uPI20DDWmGBwchN1uF99MhIrqV28k6yVtL8P+23/7b/i///f/wufziVocK4t0QiqUkYmWOnsC6BxAypYxn4sCHlzQqpACnVc3RliFgblcLmSzWTSbTcTjcQAQdbu1tTVJdgYHB3Hw4EGYzWYZSh2LxfCZz3wGN910kyjthEIhfPrTn8YzzzwDAKLANT4+joGBAaksqrBLDrzmjCm9Xo9qtYqZmRkYDAaUy2URLKGoyfT0NMxmszj07sA6n8/j1KlT+J//83+KYmDPXhv2Qz/0QyiXy/ja174mh7PKzQR213ypVOqoFLJKzKp7N6eNvxsMBmQyGYFIOhwOGI1G5PN5OBwOeDwe2Gw2ISGzAsjHq9ejvj5NlRdX1x8P93K5LF11jrLgHLRCoYBCoSCKqNlsVhxROp2WIIrzoJ5++mmBLo+Pj8s+czgcUpGkc2HAx4CwWq0iEomgVqvBbDYLv4/Xxs+Rn93V3mvPenatLJ/PIxKJIJ1OY9++fTAYDFL1VyGQ3IdX47bSN6rngCpAwufgbCe1qs7gUx2hA3QKDzFR5GOr1apAIankSjoAAEk4uSfz+Tw2NzcRj8fh8Xjg8XgQCASwsLAg5w+LrCxqEllDsTCz2QyLxSLBKgWatFqtCJ4Qmm2xWOBwOOB2u0WVmft6Z2cH4XAYKysrWF1dRb1eRzKZxMWLF/HYY48hkUj0ErbrbDqdDi6XC4FAAACwurqKZDLZkdwwyU+lUsjn8x3Iiu5uUHfiptPpBF7PYdIGg0HEOXK5nCQ+VqsVRqNR1pZalGBhg6+h/svXYVOBflG9DsawJpMJZrNZlB4J6wcgugvqfmeRgz6aCdvOzg5cLpf4dyK1qMoMdMYP7M5zrIY6DJyxcTfkVE1SbyTrefWXYUtLS6JCxSqdiq+l01AXlQp3pEOi42g0GqKCR0y7evATfkXBBSaHdFiDg4NotXbnUVAIJZVKoVwuY3R0FCaTCfl8HsCuYpHZbEYoFIJGo8HQ0BBsNhtSqRTq9ToOHTrUIV88Pj4u+PqpqSksLy+j2WxieHhYkrCTJ0+i2WxidnYWdru94+BYWlrC17/+dVQqFfh8Ptx0000IBALo6+vDwYMHsby8jMuXL8Pj8eAHfuAHsGfPHumOcJN/7nOfwy/8wi+g1Wrhf//v/w29Xt9L2F5DptFocM8996DVauGRRx7p6JSqSqqssNGR0Lh/1CBKNQZjTqcT09PTyGQymJ6eht1uRzQaxTe+8Q00m00EAgG84Q1vwC233AKbzSaHPiHDKteL1bXu1xocHBTHxgDTbDZjaGgI+XwehUIBdrtdIFOqWMrIyEiHoiP5nLVaTYbJk+v2rne9Cz6fD263W6r+NpsNg4OD8p75XCzSNJtNRKNRmf9EDgMdLVUl6YB6IiQ9ux6Wz+cRjUaRyWSksq2iRQB0cGfUYEnldquiIirlQFVmVav5fEyr1eqY68bnYZDI+6pnkgo7ozADb+N5UCwWJbmr1+soFApIJpMol8vi8zg3iv+qcCwAUhRiV41ztfL5vKBVCF1jsZQiEx6PB6Ojo5iamgIAnD9/HuFwGPV6HSsrK7h8+bLMoiKMOx6P9zrt19k0Go1QQvr6+hCLxRCNRl8AceWeII2EhXEVEqx2uVTfxfPeZrPB5XLJvrNYLAL75Vp3u92CElNl8QlJ5D5R1R3VvcrxVSaTSSTzyUuzWCyo1WriOwlL5GNJp+F+pC/uVrdk88JiscDj8Yi8P1+DTQ02RBgv1mo15PN5QZqpfpB7ltesdvxvROslbS/T1OyduHu148WFrFb0WAlQiZ8mk0nUJ/V6vQyW5ibiolfhYyaTCTqdrmPQIOW+yanb2NgQfpnaAu7r64Pdbpdqi8vlkkW8tbWFtbU1tFotOJ1OnDx5Evv27RPi6vHjxyXoZPvZZrPh1ltvRalUgtVqRa1Wg9/vh16vx8rKCtbW1jAyMgKXyyWbmd0Cp9MpJNlAIIDp6WnodDosLS3h3e9+91UTs/e85z2v9lfds29hGo0Gd955J+6++258/OMfl8OX65KcDcIY3vjGN+Jnf/ZnRbCDt6sOgtZNDtbr9XjggQfwxS9+EaurqwiFQvB4PGi1WtizZw+OHj0qRGwK3HBAZ61WE0gvK4FqkMU9kkqlUCgURBKZoicU/mB1W5UxHhwclCGdAwMD8jtnyHE+IyFbNptNuG4qtJjFDJ4hhGYWi0UpApEjRNgkoVz1el34MjyLuoOCnvXs1TAVzqh2BLgHVOEQFi8ZWHVz1lSRHf5f5ccAkGKnRqPpOH9Y9FALRwzUarWa7Ft255hYcu6n0+kU+oNer0csFkOpVEK1WhU0DLtxDodDoNmZTAaxWEzGBajS/0ajEW63G8PDw6jX64hGo3IG8nUHBwc7kk924MfHx+H3+xGPxzE3N4fLly9jbW0NjUYDW1tb2NzchE6ng9frBQBkMplewnadTavVIhQKYWpqCnq9Hqurq4jH41J8V7manP1366234sCBA8LDVhM2tcjRzcVmbEcZ/2azKQUI+kAAHUlWpVIRfieTHzYiCCk0mUwdcxbb7TaKxSKsViucTqeI7NhsNvj9fuh0OlE95Q/XPosW9LnVahWFQgHb29uCamGHTt0LfLzVau0Q++K+VWfTMWZWodDq96GeT0CngM+NZL2k7WVaJpMBcEWZrd3eHWKoBkw8dFkp4/3pwIBO6BdnSPD/5XJZNpraIVDVIwkhYYVCp9PB4/FgcnISsVhMYFThcFgOBc6Dc7lcIkdstVoluLPZbLDb7dBoNBKY0nkQjra6uirkcgqTeDwe3HfffTh69CiSySQuXbqEUqkkh4jZbIbf70ehUEAsFsPc3BwmJiZkzlS9Xsdv/MZv4NOf/vSr/XX27Du0N7/5zfjRH/1R/NEf/ZEIYLCSbDabxSEYDAa88Y1vxK/92q8Jv5GHrAqzUCvtareaFfDt7W0J9Ljm1aodCxEejwc7OzvY3NzsgJ7odDoUi0WBVPp8vo4Es1qtyvwmg8EgUGbCW9rtNhKJBAqFAur1ujgHm80mQeLAwABsNhvMZjNKpZKom1I1zmq1wu12dwSvdrtdAlcGbLVaTYb+UszI4/GgXC6jVCoJ9JpnjTqklAUidid61rNXy1T+FznP3UVN7luKC9Cvqby1q8GjKXLCoiX3iCo6wmvgdajKtKQbsGrPWaaca1qv10XUh6/LRJGQRlXoh9wbCgbZ7XY4nU7kcjkUi0URJmq1WuL/JiYmMDQ0hK2tLenE82wg7ItKfIRAh0Ih2O12bG5u4sknn8TTTz+NtbW1q4qLFAqFV+mb7tm3sv7+foRCIRw5cgR2ux1LS0tIpVIC06Pv4Fr3+/2488478eCDD2Lv3r0d4hxqt0s11U/qdDqYzWY4HA5YLBYRAGOny2azwel0CtyQIicsbNKXEJYLoCPx0el0wjdrNBqSVDLG1ev1sNvtcm3ZbFYaD4xveS3sQhM6zfiW16vOYWPDQdWNUNFs9N+ENlMUT22mqPQLFnG+3Wf7Wrde0vYy7Ad+4AcEiqSquxEjzK4aHUm73ZbqACX+GdRx0XFB0ihYUCqVZFMxQSSUUsUg09mxasFKotvtRqFQgNfrRS6XQy6Xk9fY2dlBIpGA3++XQdVDQ0Oo1WpCiOV7JEyTynf9/f1IpVJIJBLQarXw+/24++67sW/fPrRaLaytrQnsjZLGfX19uP3226XT4fF4YDabRQ3yox/9KD7zmc+8qt9lz75z+/Ef/3G8733vwyc/+UnMz88DuAJlVKEWGo0GDz30EH7hF34BU1NTkmxxDX87LDnvMzAwgImJCSwvL4uUcT6fh9/vlwHaXq8XbrdbqujcI1RU8/v9CAQCqFQqHTANrXZ3KG4qlUIqlZLuOKWI6WgcDge2t7dhMpkkOfN6vbDb7R0QZe4RVr2r1ap03bnPVehzX19fh1ARH+9wOGSoLs8IBsPq2BAmpXR8rCgSktmznr1axoq71WrtgGWpVW4GXKryI4s29Xpd1r/KL2X3jM+lJmbsFKhrXeUKARBYI+H/TBQpH66eQzy3KFDC4cV+v1/OCiZ5DHjV61Vl0FkscjgcGBsbQyAQQLvdFrn/QqHQoeCnvje73S5dv1QqhcceewwPP/wwNjY2evv6NWr83kZHR3H06FHs378f0WgUKysr0kFSRzMMDg7C7/fj5ptvxvd93/fh6NGjcLlcHQnZ1XykWoxTfSSLBxwizWTG4XCIIiVVTbe3t8UHcr9w3hv3bbeac71eR7lcliIpqQT0ZyaTCeVyWeaoUgDEYrHI3mCixddjsYR7nF05VWVS5aWrHXy1q8aOIJNLtYPIxE39/JgwX42W8Vq3XtL2Muwtb3kL+vv7BfYAQDYGW9FcnFwwrDB0z0zijDfCsFQHwAqFWjEghpdGqCIXZKlUQrFYFLU7r9crgSoVitrttkA38vm8zO4YGhqSQZ+FQkGuGUDHpl9cXERfXx9GRkak1e31ejE2NoZMJoNLly7hqaeeQjweRywWAwDY7XYcOnQIIyMjMBgMCAQCmJ2dBQCYzWa02+1ewnaD2Nve9ja8853vxKFDh1Aul3HTTTcBgMxmodyvzWbDvffei2PHjuGtb30rJiYmOmS/1Qo4jU6Kh7N6H3I92+02TCYTZmZm4HQ6JYHiIa4e6iT3E5bBTqDD4egQPaFjIueO4iE85NUOAAnelUpFxlnQcQwMDEjAxnOAQ0LViqDKf+U1s1vGs4NnBUnf6t8YELK7D1yBibELwQ5Ez3r2ahrh7h6PR2BPAwMDEtipwiCENwFXxBUoHqCqwhF23F1lJ6xaDbhUHqjKB+WeKJVKMvyXsxTZoVchaAz0CoWCdAR5HlWrVZTLZSneqhBNCgOR8sBii9vtFh5bMplEIpEQxWSeaZzlyjOKn5tOp8OlS5fwzDPP9BK216BZLBYZmD4wMIDh4WEcOHAAExMTsFqtQmGx2WxIJpMoFosAIFDZmZkZHDt2DIcOHYLH4xEY/tUSiW7khCqqQYl/xmY+n0+6t+yIMVnq7jrR/6nCHCrvi/6KGgrsYKkCIqpQEKHH5G+azeaOBJHXzJEXXNP0dSo0mtehctF5DtCvdp8x6rXR+H8+l1pEutEQKd82adNoNMMAPgHAD6AF4M/a7fYfajSa/wLgpwEkn7/rf2q32//6/GM+DODfAdgB8Avtdvvha3Dt18X0er1AHUk8VlXa1GocoVvcJKzI06lQmEEN5OgwqtUqgCscOrXyoc7A4YahI1pfX8fy8jJarRYOHjyIUCgEq9UqQevOzg5KpRK2t7dx6tQpmEwmxONxnDhxQt5Ps9nE4uIi9uzZI1y5EydOoFAoIJfLwWw2Y3x8HAAQDofxxBNPiJQs8felUkla441GA9lsFpubmwIjYdL69re//Xp8jT17ifblL38ZDocDzWZT5g6x28Nh0Ol0Gqurq1hcXMTevXtx5MgRjIyMCJGYUEPghY6Ht3VXD3k7ncHRo0dF9tfr9UrFmsI7XFNMrljVVGW+WR0nVIoBIQ97dsPYvaOYCauHVPbiNaqPYSeM+5YqXqy2E85MUyuM6ntuNptydtAhqfh9OlJ2+avVqtzWDYm80ZzRjWg9/3jFGLDRZ/A2JiNqJ5hzEOnvCO8FIAJdameae0cNEpnk0bfSuA853Jt8nWw2i1QqJRBGin5wuK86podiQsViETqdDolEApubmzJyQ1WHpY+rVquo1WryfgkD6+vrk4JqpVIBAHg8HoFFsxvB5ySczWg0YnV1Faurq72E7ToY0RsGg0HiNlVBsa+vDz6fD2NjYwiFQtDpdmfYkqPcbDYxMTEBu92OyclJRCIR5HI5GI1GTExMYGpqCqOjo8LvVzlYKkWA/1etez/o9XoEg0EAEKSVTqdDOp1GKpVCpVKBwWCQMVWEabKQyGSIiA3uBdW/cU0TMaXT6QRSWalUOkT12HhQPysVhglAEkl2t9XOmlqEVVEoADrg0GpRk5+RCu2k8rJaDOruut1o9lI6bU0Av9Jut89oNBoLgNMajebLz//t/9tut39fvbNGo9kH4N8A2A8gCOArGo1mT7vdvvEYf12mYt6Z2astXW6CYrGIRCIhbWbVCM8ij01t1aoJG6v1FDNot9sCWywWizLAkHOiLl68KLOxbrrpJsH8X7x4UZzM2NiYcNg4SFSr1Qq5uVwuy1yP1dXVDhlmrVaLu+66CzabDSsrK4jFYjCbzRgeHkaz2UQikRC+QF9fH6LRKIrFosDHTp06Je1xQkSdTic2Njaux1f5PWusenk8HvzFX/wFUqkULl26hEgkgrGxMXg8HlitVoFZqEqGm5ubolKoDrl0uVywWCwIBALYv38/JicnJcFjpQ7oFBhRq4T8UW9XScM6nQ579+7F6OioQAZTqRTC4TD+6Z/+CX6/HwcOHMDIyAgsFousMfJCAci+4WdAx2a326WIQedgtVrRbrclUSP8ioqS/f39InyikrTV0Rt0huyWM/DkniWmn++ZXTLCkjlDkRVKdh24n/g55fN5cbZ0mEySe8O1XxXr+UfFVC6NWuUnvFGdXVoqlTpEQpi4davY0dSgjUI+ADo6XQweKUBE6gL5rNVqVfwquaxqZ5vwasKWyV1LJpOIRCLI5/PCjSuXy3L99H1+v1/Eushty+fzSCQScLlcMgOVqpQ8L8rlMsLhMDKZDMxms/DBM5mMoGd6du2Ma9BqtcLn88l4BrvdDq1Wi0wmI1B33s65Z6OjowiFQrKemJgTEkk4PTndPp8PIyMjsNvtkrhcDaan+ocXg/DxPoODgxgZGYHb7ZYkhuudXEdem6poytiSMSLXo+Z5YR7OEmTRn4UGxhHcZxxdxcexsKgWK1VkCRNDNZnqTtDU+JPPwaSPqDR+fipCh2cNgI6ZjPTF7CxerVt/I9i3Tdra7XYUQPT534sajWYeQOhbPOQhAH/XbrdrAFY1Gs0SgFsAPPkKXO91tbW1NVH3UbHExKOzXetwOKDRaFAulwWmwUXERcnWNSvxXESqghyDPWBXAGVpaQnlchkWi0XEQnZ2dlAoFDA+Pi5Or7+/X/guxWIRhUJBKkac2WG320XK3Gw2484778Tc3BxisRiCwSCmpqZkk4ZCIXzwgx/Es88+K+IS2WwWy8vL+NrXvgZg9yA6duwYDhw4gKGhIfT392N9fV2Ut9LpNLxer3QhOeeqZ9fejEYjJicnsb29jfe///0wmUx49tln8Q//8A+IRCIiQ3zp0iUUi0XceuutmJqagkajQbFYhN/vF7XTarUqpGc6ByZvIyMjGB4eliqc2o2iqQlc92GpJmz8O3/ofOhYCO299957JcBpNBoiLtBsNqWKR3z74OAgzGazDPxVOXDqwW42m6UzB0AKNSxydDsFOh0qcnGfca+rmPpujo8K/6hUKsJvcTgcL9gf6mgQVmU5n01NrlXH2LNraz3/eMUoNJVOp8Ufdc9ApK/j/mBXWeWYqOdG914B0JHYARC/WalUkEgkBErN7heLLu3nOebsrgOQ5I/nCpM6iioBkJlRer0e+Xwe5XJZgnompENDQzh48CAGBwdlyPX29jYKhYKgAtipp3Q6FZU567FUKkGj0XQEmHz9nr2yxnOcPsLtdkvxkXBYdqSY+DOW02g0GBwclMLg4uIiIpGIcKABSNGSiAvCKFl4s9lsHfL43YIYV0skujtvXB/dUD9SYLi3VOggCxHccyoNhvuUyZDZbJYCe7PZhNFolOdWKTTdxUgVvqzy0VjUVIuLLEqqCZoKyVSvUU3YyOFj4VQ9C9gsoV/lZ0SEjVpkBa6MG7lR7GVx2jQazRiAowCeBnAngP+o0Wj+LYBT2K02ZrHrsJ5SHraFb+3Ebhj7nd/5Hdx3332CG1ZJlSQ6c0FxIbGCz8WsYoIZgHUr59GBcWGxUpjL5aTS12q1sLCwAI1GI0kYO14klPb392N8fBztdlucKRNMdcHabDYYDAbceeedKBQKKJfLAo1kV+HgwYOoVqv4+te/jlgsBq1WK8kria9OpxPZbBa1Wg1erxc+nw8rKytIJpOYmJhAIBCA2+0Wzs0//MM/3JDt6RvB7rrrLng8HqkQ/+AP/iA2Nzfxl3/5l4jFYrJuEolEx/wyBhIXLlxANpuFVqvFwYMHEQgEhFDMgGhwcFA6xnR0dISsmqm4eQAvcExXS97UCmOr1UKxWMTW1pZUOlnRY0Ghr68P9XpdZLjpGDivxWQySdDFYK0b5kInRXgj4chX64ipvDPgilw5O/Bq9U+tKKpVRL53Ph+DS0JRVN4b70unpUKqVUfJ+/A8+bu/+7trtLp6djX7XveP+Xwe4XAYiUQCBw8e7AjcGEAx6FLXNfdSd9JGX9gdvHUbg+lyuYxcLid8NVIBOLCevppCWQMDAxJct5/nzRKhwtdnIsfz0uFwoFqtClSbsugcntxut4ULx0HG9PV8fdIa+Pp8TfJqCUGLRCJYW1tDOBx+1b7D17tpNBqYTCa43W4RzYlEIgAg2gKM4+LxuPgVNdFRBTZ4/nL4M+G2AATySPl8Qvk4IkYV2nmxtf1SukAcEZPNZjsURNvttvhmADI3cXt7Wx5Hv0Wfxf3K9cuiJrCbNHE4Nn2ZmjiqCeDVCi3diZmKwlF9mho38G98PJMvdXwAX5+F1u5uGpEn6iy4VquFcDiMeDx+w3WxX3LSptFozAD+EcAvtdvtgkaj+VMA/xVA+/l//wDATwG42ip7QWSu0Wh+BsDPfCcXfT2N2b06XZ0VBMIx2OHiUE5W5dVuGiW91SqLWj0hXpgVQG6sbDaLYrEoAwi5EUqlkmxa4uI9Ho9Moef1cGYVFSQXFhbQaDTg9/sxPDwMi8WCkZEReL1ecVz9/f1wOp04ePCgVJVuuukmgXWQcB0IBJDP5/Hss89ienoak5OT2LdvH55++mmUy2XY7XbodDqRjv3oRz/aS9peYZudncVDDz2EsbExPPPMM0in04hEIvjv//2/y2HGShqhfyosSavVIp1OS4ISDAZx+vRpeL1eHDhwABaLBQ6HQ+Ss2RWiY1BhDjR+x+qhTXuxhI2/N5tNIe/TCVDRjc6Pe4Qz1FjB5AHPaqG6p9gtY9LE5+a+VmXIqdSqBpN8H/xRK5f8PFWCtrrH6Xx4Gx0MoTTdql3ValUUOfl3Xi+D0e6BwX19ffj93+9A5vXsGtor7R+ff84bykcS8kj+jLqOuZbVogLhjOR9c++oxUpCnroh1Lwv70NeDH0t51MxQVKLqESo0K/5fD4ZP0BoJa+XowHYaWCHhQVIQsFUVdvV1VXpqFD4iMVP0hMYOHP0DiFmRqMR9XpdYJVra2vY2tq6Pl/o68woCc85n2azGY1GA5FIBIVCAalUSs5bnvn0QaqQBWMsfq+Dg4PSSR0aGoLf7xdZfVJhmIx3JykqukS1lwKJ5O/cd2q3Vu2YsVsIXBHAU5sO7Pzyvt2JnCrcpQqEqEmbyj9TO19Ap79XxcLUfc73zPfUTc3hZ3m1Ljz3LQXEVL/Oz0K9L587l8shFotddXzGa9leUtKm0Wj6seuQPtlutz8HAO12O678/c8BfP75/24BGFYePgQg0v2c7Xb7zwD82fOPv2Eidy54AEKm5kJSIY+EXahzaNRqBCuOauAHXJl9oW7MnZ0dmdkyODiIQqGAeDyOfD4vM9QIqaAk/+bmJmw2m3TRWJkAILOfDAYDPB6PdFqKxSLq9boMK1Y3G9WAKPiQyWQEx2+32yUhHB8fF77Azs4O9Ho9Dhw4gFwuh+3tbTz66KOYmZnB6Ojoq/WVfU9YX18f/vzP/xzLy8uYn5/HiRMncP78eVE4UxMLdeAm8MKZL+wWt1otxONxkfdlssM1ZTabZf0RrsegTE1W1ENcdVrAlQO6Oyjjc7HSSWERVsh5H7XDBQDFYlEUq3g/VjlZheO1q10zBps7OztSPVeTM9WxMAhUoRxqIkbHryZ87Ny1WlekzRnwqZ14fo48O6rVKtLptMAuKVNO58NqI88YnjvdXNqeXTu7Fv7x+ee44XxksViUwqLT6ZSzgHupW5Cgm+PK39WAjmucZwSDZRrPN/qjnZ0dKUipQRxfk6gYANJR0Ov1Lxihwb2pwqxZGFHhXWpln2ePwWBAo9EQUST6X7PZDJPJJOcaizE2m03eSzKZhNFoFOQAE7yefWfGWXt+v1+GpgNAJBJBLBZDNBqVgns3NF8tpAOQs5fdUxWOzgK33W6XLipVhlXBOt5Xte7OkmrfqrBNREk+n5fZgOwoqYmW6ldUXqcqNsI9pRYE+R5VqDERIkyc1Pejdtm6Cy701fw7iyPdSSDPBxXJxuQLuFIA5dnC4gz59mpsoMKx+fo8c1TxoBvJXop6pAbAXwKYb7fb/0O5PdDexfMDwDsAXHj+9/8fgE9pNJr/gV2i9TSAZ17Rq76O9ta3vhXnzp0TJ0BpcZPJ1LHAGRwyOVI3pVp1VLkvwBVsMR1WNwyKKnWZTEbgVDwMzGYzCoUCDAYDhoaGRKb/zJkzKJfLcLvdqFaruHz5soiIDAwMIBqNotFoCMxzbm4Os7OzolDHIDSdTkOr1WJ6ehpbW1vY3t6G1+uV6qDJZML4+DimpqawuLiIv//7v0cqlcI73vEOHDlyBAsLC7h06ZLMhOtx2r5702q1+NjHPoaVlRX8yq/8ilRs1WRIJepezWEAVxyFCvvT6/UIhUIiVpLL5XDPPffgpptuQjAYlDl7quqV6uzUg7g7WQM6cflXqyq2221ks1ksLS1hY2MDPp8PTqdT+G2sDDKBItfNarXC6/XKYHt+Tvy/el2U6eahr6rSUVxIDR6ZiHFP8vNkEsWkSVW0Y/KoJsyqxHL356YGrCz6mM1mEUfgNbByy32kKky+FFhNz7576/nHTksmk9ja2kI4HJakjWeKquSq3qYWL2h8HIsn6p5V5f/VpI88l1KpBOBK4UPl09AvA1e6cZwlymSO3FLC/o1Go5wRtVoNhUJBUC0csE0Ydy6Xk73JOascdswzIxgMYnBwEKurq1hfX+9Q4k0mk8hkMqJi63a74fP5EI/H0bOXb+QbMmErFovY3NxEKpWSIeY874ErPulqSVW3qUirSqUi9JPh4WGYzWa4XC6Zt6d2htRY8MWeszteVP+m3l6r1ZBKpbC1tYVEIiGjdbi/6Ge6kR46nU4KCFfjkamK5/V6XSC8LPCr8EP1utTnYoLLa1e5o90xgdq165573I1K4W0qmkWFYqrqkiplQz0z1LPmRrOXUo69E8D/B8B5jUbz7PO3/ScAP6LRaI5gF9qxBuDfA0C73b6o0Wg+C2AOu8paP9d+nShjAbstVWLc1cUEQLJ+dt9MJpPwgAgDASBkUMIq1EWvdhlYQeBirlQqiEQiKJfLGB0dFQjF3Nwc+vv7Owb+FotFqcQbjUa43W5RokqlUvD5fJienka9XofBYIDT6UQul8Py8jIGBgbw7LPPQqPRwGKxoF6vY3NzE3Nzc7h06ZIQsWu1Gp599llJ5rxeLzweD7xer0jNqtXKwcFBDA0NYW1tDZubmzh58qSoLvXsO7Of//mfx+bmJr72ta8hm82+wCm02+0OnHe3qetXrTAyMVldXRWnlkwmpTvr8Xhgs9leEGip1T3VSahJCV8L6ISBMFnh/2u1Gubn5/GlL31JxELoZEulEux2O1wulzgOFeahHtTd75OvRQ4McCV4pINiUYXwKrWazs419ybhJ6pymDoglIkcHSCrtKpyXjcEjHuXnQA6S3YP2u22nEPszDM45CzJnr0q1vOPimUyGWxubmJrawv79u3rgC6qfG4KcLEjzm42O/XcfyosrbsTz+dmJ4/7g3uEVXbuYxY0eB0MCguFgtxOqBmDXpXzxmsvFApYWloS387ZjRsbG1hYWMDKyorECfwBIMmix+ORIcYMUFkgYoG0XC5jfHwcY2NjGBoa6iVt36FZLBaMj49jeHgYS0tLuHz5MrLZ7Avu193p5b/dv3cjoNhpUhEhAOBwOOB0OjsGUNMXvpjv478v1uHrNq7dtbU1zM3NIZPJwG63S8GSvoldPvpqdtGIuOqGbKrvT/W53UkSRXW4d+jnu7twfE0+hvvzasmeiiLpTgD5PCpVoZuuwD2lGs8fxkIqXPpbdTFfq/ZS1CMfx9Vx+P/6LR7z2wB++7u4rte0lUolWSBM0ADIgUt4GdvidFDky9DBqAEu0NntYODIjd5oNJDP56HVaiUpIxRseHhYksW5uTnkcjlYrVaRMKb8ay6Xw+DgIA4fPiwbgYkllfm0Wi3Onz8vTs/hcCCRSODs2bP4yle+IsGyyWRCOBxGPp8XXH6r1RIJf6PRiLe//e0wGo0IBAIoFAqYm5vD8vIy9u3bB5/P19Gh6dnLt0AgAKfTiUwm84KkRIUa8JBjgEOhGsIk+Dd2cZm4MAGhmc1mTE1NiZqkSgLuFhjg7TQVrqE6rW4HplbRq9Uqzpw5A2C3YHHp0iVYrVapVGs0GlmzfA21sqgGjKpT5PUyOFNJ0mqSyeelowF29zir/xQ8YKeAe5DBIyHBrLAzAGTwWK1WhUfHM4LQTADyGbNbSofFDjjfr1arlfdB58rn6Nm1tZ5/fKGpnS2Vs6ImPqykk5eqnlW0Fwtc+Rys2nP/sgtWLpc7ihmqccg2RRUIDwMghQ7CLKkOyWtiMkXVZe5Nl8uFQqGAS5cuYWlpCdlsVs4PQiCpZqvX6xGPxyXQHRoaEmEMPj/PBVIX3G73tfuyXsdmtVqFilGtVhGLxTriNdVfdqsN8oxVkRdcB2rxjWtGq90VZPP5fBgdHYXf7++A6Ksw4Rfzkbyml5pIqHxnKiZzb/G5VHEOdRC1KuJxtaI5Y052l9WirwoxVONTNW5V/ScLiewMciwH0S0sYpKf3b3vVZikOluOMSr5e/whhUlV5uR74vegvrcbzXrEh+/A6AxUZ8TBvbyN0CkuDFUtEoAspqvJvTJI5IKsVqvI5/OYn59HtVpFKBRCtVoVYjRniUSjUayurkKv12NkZARDQ0Po69sd7FkqlUTtz2KxYGdnR6SPq9Uq5ubm0G63BeKh1+sxNTWFTCaD9fV1ZLNZOBwOjI6OwmKxoNlswuFwSHAdDofRbDaxubmJlZUVAMDMzAwOHjwIvV6PtbU1VKtV2Gw2HDx4EAMDAy9ICnr20s3v9+PXfu3XYLFY8IUvfAHxeByhUAixWEyqa8R4M1lgADE0NIRQKIS5uTnhS1Dcg906rkmu2fHxcbz73e/GPffcA4/HIxwyHtg8xBkAXQ32SGfV3fHqvk11NuPj45KcWa1WIXhzcLWqEMn3oA735TXSmfD/6uBdFZ6sVunoYAqFggznXVlZkQ6Bw+EQ2KJGszuCIxqNIhqNolwuC4TTZrNJB3BrawvNZhPBYBDFYhF6vR4ejwflchk2mw1+vx+JRAJbW1siuWy1WmU8AYsjrJISGsmuPflsn/zkJ3vDeHt2XYziHeVyWc4JNVlToUvq7d1VeZ4LrKirZ0R3ELyzs4NcLifzQanAqNFoRDG5VqshnU5LAYaqsux6dc865A8hjjxvWK2Px+NYX19HJpNBLpcTygDHAPG9sNvHIHtjYwOpVApGoxGhUAgjIyMwGo3Y3NxEX18f3G43hoeHYbPZkM1mZa/3/OVLN61Wi/HxcRw6dAhWqxXz8/Not9uyFhjwM0Fg8YudXc7jZKeUvlBFXajrkwniXXfdhcOHD8Pr9XYohqu8TtW+FezyxW5XO3FMxlTONwDpdrEQoo4fYGGQ+0ZFxKjdcBYhVSgj415+TlRtLRaL4itZFGHcoXLmCOfMZrMdSBUK5nFUBn06fTOpAEyC6ZPV5gj9P30mYwJ1TTCRi8Vi2Nrawubm5ne91l5t6yVtL9Pa7TZ+4zd+A7/7u78r1TrKkPNgVqsPbC+zmqjKrHYHsawosMLDNq5Go0Emk0E4HMbAwIA4EAZqxOJXq1U4HA6RnqXCJJM3AB1VGB5KrdbubLdkMolisYi+vt0BkplMBrFYDGtraxgcHMTY2BgMBgMCgQAGBgawsLCAXC4Hj8cjXCN2+iYmJmQzUnFr//79ksi1221kMhl87GMfwwc/+MHr9n3eqObz+XD8+HH8v//3/1AoFDA6OgqHw4FcLicz1Pi9sppF+AHHRpTLZTnMt7e3EYvFJIBqt9tysNtsNvzkT/4kHnzwQYyMjAjMRw24VDhkdxKmYvmvBsW8mvEabDYbSqUSLl26hMHBQczOzmJ4eFgSUx7ODLAGBwdFCEd1zOqgaQ7MBSDKp7y9VCpJAaZcLmNrawvz8/NCLF9cXESj0cDExASy2Szm5+cRDAZx8OBBVCoVLC0tIR6PY2BgQL4TPnZtbQ3nz5/H0aNHRaxAlYPW6XQ4d+4cTp8+jXq9Lsp2Wq1WhB327t0Lr9cLt9st6nV8/wwUNRoN/vqv/7ojce1Zz14ti8ViAsMfGRnp4Jp0V/VViCMDYBW+qHJZALwAeg1cETeiHyRXXFWk5GtzPiPnqTocDtk/3TAsBnjk1nGPkbdmNpsFYs1RNz6fT1Au29vbSKVScv6Rr95oNBCPx2EymeDz+aSY6nK5MD09DbPZjPHxcVGA9vl8cLvdN2SAeb1Mq9VidHQUExMTKJfL2N7efkH3laq7qiAG1xWRI2phjzEefR67b1arFbOzs7jvvvtw7733Ys+ePR3jca4GiXwxOCb//XbQSMaSFD6x2+3SpS2XyyIORtEtzgVkckS0CAso3cUTlSagCnZRObNYLMr74DxCxrv5fF44oSzqU8Cs0WggkUggk8kAgAi1MD6u1+vSKSdsmMO9d3Z2sL29jVwuh3g8jkqlIokaPzMicQKBgMxv5XtmbM0YaGtrS8Y93EjWS9q+A/vmN7/Z0WJutVqyGKjiplbpuMHZMQAgYwOATjwzAIFRcFNqNBr4fD7ccsstACBdlEKhgFqthmQyiVwuh+npaRw+fFhw/WxHc9ivmrjp9Xr4fD7UajUMDQ3htttuQywWw7lz5zrUqvL5PCKRCPR6PR588EGMjY2h2Wzi8uXLMpPHYDDgpptuwvj4OIxGowSn6XQatVpNJJKNRiP27t0Lh8OBUqmE1dVVHDp06FX73l5PptFooNfrMTo6CpvNhnQ6Ld3MUqkkIxs4dkINiJLJJNLptBQFOIyWzqXdbkuVS6/X40Mf+hDuu+8+US/thvh2E5Kv5nS6u2v8t9shqdAng8GAsbExUa2KxWJIpVJwOBzY2dnB2NgYRkZGoNfr0Wg0ZN+wYsrbSBQHdoNEzmNi0SKZTCKVSmFjYwOf//znRUTh8OHD4hBYAJmamkK9XofFYkEymZR1XiqVBKoyODiI7e1txONxhMNh+P1+GTz+kz/5kygUCrh48SIsFgtmZ2elwphKpbC+vg6TydRRaNnY2MD6+rp056amprB3715xqOxAqhLNPevZ9bJoNIqtrS1kMhlMTU11wCLVPc/uRndxgffpPldU43mm+kyz2QyPxyMIA5U/Q6QL+T4qkoAVfAa2vAaVm+NyuTA8PIzNzU2srq4il8tJ8YrJYn9/P1wuF3w+n8zDqlQqKJfL0kFzuVxoNpuIx+PCGSLqJRQKIRQKSTJZqVRgt9sxMTGBqakpUZHt2bc3wtc53kGj0UgxrtFoiCAO6QBXQ2ZcrfCoDtd2OBxwuVwIBoM4fvw47rjjDkxPT8Nut3fM4H0xGkz3un6pXTeVV9bX1weHwwG/3y9qoyos0WQyyZonx5oxpVqg5WfDJJbzDgnlJ6w4kUggGo0in89Dr9fDZDJJUscONd8vueekb9jtdjQaDaTTaVSrVUnGmFxaLBZRqube4TWqehBUeuYe5bURGcPX5v5n0qrGwX19fTAajTCZTDfcnuolbd+BqQIMKmFabd+q7Wkmakzq2u12B2YaQIeqFh0NNxcA2O12jI6OIpfLyaIlLG14eBiTk5MYHh6Gz+cTJSNi6dnpY1dQbWf39fVhdHQUJpMJ5XIZTz75pJCrZ2ZmEAgEpFvDxX/+/HmcPXsWOzs7GBkZQTqdxuXLl+FyuVAsFnHq1CkUCgVpYRuNRjlYOOS40WiIyMUf//Ef4+d//uevz5d5g9q5c+fwO7/zO3jrW9+KfD6PZDIpAQB5HawWMrBhVU0NmtQ5gKwm2+12vPWtb8WhQ4cwOjqK8fFxeL1eUcFSoRRc61eDPKr/5+teDTapGqt8xLxbLBYcPXoUExMTSKfTKJfLIvhDbiUraNyTTFzZfWZnjfMTFxcXcfHiRUmy2u1dlcpcLodyuQy9Xo9CoYBwOIypqSlYrVb09fXB5XJ1VCI9Hg8efPBB6RRkMhksLS2hr69POs2Tk5OYnZ0V59bX14e5uTnZixcuXEAul5OEcHp6GslkEq1WCw6HA1arFe12GxMTEzh48CB2dnYQjUYRi8VEtrlUKgkUjbyAv/u7v8Mdd9zR0WHsWc9eDXO5XIK+6O6sq0UFwh6BK7walYNC/6eeYTx3VCglzy6Px4O+vj4J4LjvKZhAESWqWpZKJemsMwBUBYwIp9Tr9dLd1mh2BZmi0ajA/Qn/IpeGz10oFARqZzKZRKSLAWW5XJZgWa/Xd3TliajJ5XJyJjOYvVamdjFV6+4W3QjWarWwtbUlomtWq1Xm35HLrSoId3OoVNitWnQnMmVoaAj79u3D1NQUJiYmMDs7i/HxcREe4TV0r9PuDpv6ulf7fK9W2CS8v1AooFKpwGq1Yt++fQgEAshmsx0aClw3hM6r4iKlUgnFYlEGh/N50+k0EomEdI/ZbCiVSojH40gkEhLXsctntVrhcDgEDsrRAy6XC1arFfl8XhI4dsg4N49wRiJFdDqdxKgc38GiCos8hGzyhzBJt9sNi8UCjUYjytAs2jJp4xlEZdbX7XDtnu2aRqPBF77wBVQqFWmvqzBGoFNyVO0qGI1G2Gw2mWnGgFd1REwAmQSqVQG32y3yw+QNMCEbHByUgcPqOIJEIoFSqQS3242pqSk4HA4RMnnssccwPz+Pn/qpn8Lk5CTMZjPe8Y534B//8R+xtLQkG4GVqfn5eVy+fBnlchmhUEjgIKwuNZtNrK6u4pZbbkG9XpeklE5Nre6QjBqPxzuk2a+lHTp0SD5jJhqEpN1oRnipw+HA/fffjy996UuIRqNCkL4an4nwEKvVKlh0jUbTMXbCbDbj1ltvxd133409e/YgGAwKlE9N2FSM/tWgvmqg1d1ZU2GU6rXRcrkcnnnmGTQaDezZs0ecrs/n6xgIzgNYq90dVZHP55HP55HNZpFIJLC5uYm1tTUJllZWVrCwsCAJD/ewx+OB1WoVbgJhGbVaDevr6zAYDNi7dy9cLheWlpaQTCYxPj6Oo0eP4vjx45ibm8Ojjz6KdDoNv9+PvXv34sCBAzJMvtFoIBaLYWVlBfV6HclkUpKvXC4nhZN2u435+XlEo1GBvbBjOjIyInw2VnIBoFwuy0BxVZzl1dpTPetZtzEYstvtHbfzvFUhkN1BLQMqFpOAK7NRGUSrHQImGoRLAxBoojqfjdxeFkLUDkOxWEQmk5E5pU6nUzoG9LP0w/39/UI9IIKB3FIWaAuFgnDSGZjyDCMfh51xk8kknwshbSrXaGBgAH6/Hx6P55rtaZ6lfr8ffr9fhn3zs8/n84jH46ISDUC6H+qImNeStdtthMNhnD9/Xjqgbrcb+Xy+Ay7fnTjxs6CvUznPTBDsdjv27duH++67DwcPHpS1TpVGlSPW7QP5msDVBUC6rbvQySRzdXUVly9fxs7ODoaHh+H1euFwOKTYye+P6pDsRnGeG2GOqVRKRkcBV0Z2cCQChfXYlWZxw2w2A7jS+SKvjgkX4z+v1ytjc9hhGxgYgNfrFZ9G6Gk2m8XOzg5KpRJyuZz8cJxUKBSSGYecSQxAklOn0wmXyyXcQ8af/Ey2t7dFrITv4UYU+eklbS/T2u02/uVf/gXvfve7XzBcU22xc+aTOneNh7BOp5M5L+SlqAo8bBerlUhK5rNCQbI1oW1cwJzTxU0zMDCAXC4nEMpQKIShoSEYjUbcfffdGB8fRzKZlOqnz+fDu971LmxsbMBut0Oj0ciMmna7LVW/bDaL06dP48CBA8JRi8fjcDgcElCqM+QIQ6DaX39/Px588EGUSiX8/u///jX9zm677TZ4PB783M/9HObm5hCJRET1z+Px4K//+q/hdrvFyev1evzTP/3Ta9Yh0b7+9a/DYDDgx37sxzA/P4+NjY0XcEKMRmOHohODGFaYGXRQst7r9eLOO+8UZ8TuGhPuq1UGu4sWVyNrdztH3g/ohE+WSiU89thj+IM/+AMEAgG8853vxB133CHDZ7mXVBnvcrmMlZUVbG5uYnNzU7gkhCaGQiFEo1EsLi5ic3MTtVpNVF0LhQLy+Ty8Xi+GhoZknasd7sHBQQSDQYFW8hoWFhawvr6OhYUFrK6uYnBwUOBRFPtZWlrC4uKidNa5B9bX1xEOh6VaWSqV5DO22+2Ymprq4OyxeghAnCwTT1YTWenUaDRwOp3XcOX1rGcvboT6ZrNZGTSswsO474kU4dlBf8czirA11X92z0kEriR8PF9UYQO9Xi/7oxsdwzOR+3p7e1sU8HjdHLfBeW71eh0ulwt79+4V+LVGo5GuPhEyDIKpEDk9PY3BwUFBRVBIiWIJKvyOAafBYIDD4cDa2hpisRgKhcI1+b7Iodu3b5/Mokyn08INtNlsIppC8bNarYaNjQ2srq6+ZhX46vU6VlZWYLFYEAqFMDo6ikKhgEQi0cFV42evCnmo8H/gSsHBbDZjZmYGx48fx+HDhzE0NASLxSJxHXCFj60WLoEr3MuXY90JW7PZRCKRwOnTp/H0009Dp9PhpptugtFohNPp7IBgEuZJnlg4HMbGxoZwyqhuzMe2220R5+imTDCWox8D8IJROxTcajQaKBaLSKVS8lgmXwMDA3A6nQiFQggGgwAg9AR2ANkhV7ui/IwZixgMBtjtdhmfQaijOhOZe5PoNbUoxM7jiyF+XsvWS9q+A/vN3/xNlEol/OzP/mzHUEAGewymWFVgcseAkPK/nA3FQ4MwDVb1uOm5cVh91Gq1sNls0m3Z3t5GvV4XUQXOb9NqdwcKO51OcQbRaBS1Wg1utxs2mw0jIyNotXbnfWxtbaFareLYsWM4evQoAKBYLCKbzQq5VE3IbrvtNtx6660YHh4WURar1Yp0Oi3BIzcVDw4ekiRff+hDH8KnP/3pa/p9fd/3fR9arRb+8A//EBcvXpTDhNcxOTkJvV4Pg8GAiYkJ3HbbbRgZGbnmyeQrYV/84hdRLpfx7ne/G4ODg5ifnxdoKg8uwiQpPkLcNw9dQgTvuOMOvOtd78IP/uAPwul0SmLAzppq6v/VdaoGYFdL1FTr7s7V63XE43H83d/9nfAh5+bmMD09jXa7LYpPTEYJe6rVajhz5gxOnz6NcDgslUZVMKW/v1+q6bwuQjisVmtHQubxeASGwaRoZmYGoVAIWq0Wjz32GM6cOSP7++DBg7jtttsA7CaVwWBQiiVbW1tIp9NoNBrIZDLCsTAYDBgeHhbJb5vNhj179oiDOXLkCGw2m8A8WFlkcs1uAeE6tVpNZIwtFotU9XvWs1fbIpEInnjiCQwPD8PpdMLv93f4MVW1j/6M5wzXsSqzrhaNmOix86GeL6ywk7PNQioh0kwAtVqtoFWYcGg0GuHQMIFzu90wm80SjDOg7O/vx+TkpHTJWDja3t6W7iD9vU6nQygUwvDwsPgbCj+R++5wOEQYQhVk4Rm3uLiIubk55PP5V/y70ul08Hq92Lt3L0KhkHRZ2IHh+cwkeGBgQCBoNpsNBoNBRv+81qDYRDPwbA+FQjh69Cji8TgikQgymUzHKBeuUVVoREU6EVV0991349Zbb8Xo6GiHerDaWSPcUO0Gd/+81PNZTSTr9ToikQjm5+fx3HPPCUfNYrEgEAgIBFFF3Oh0OtEQIFKEBQqdTidcM/rfQqGAvr4+WCyWDtVIFhI4cJ6KrOqsX6/Xi3q9jkQiIcJ2VHSmX2SypdfrpbMXDodlP/K6WFgnz81mswnHnN1rIlHUoow6F1XlrvJ75vfCfX6jWS9p+w6sWq3ikUcewfve9z5ZFNzs6gIBOoUVCOHSaDSSTLGlTBIlhRRYBQQgToPqPAw2ObMik8lIhZCBIoPTVqslr8m/h0IhcV52ux16vR5Op1OUKFn942HAjcjXBq50/qjE1Wg0BL88MjIiDlT9PLjh+J60Wi0+85nPXNPv6v7778fw8DC++tWvIpPJwO/3IxgMSrUtn8/jzJkzEgBPTk7i7NmzOHToEH77t38bsVgMf/zHf3xNr/G7tUcffRS5XA4f//jHcfHiRZw4cQJf/epXhUhMiCor2ADku+/r60MwGMRDDz2Ee++9V4IRVbTmanwSQg6Y2KnzUtQqM60bGgl0dtjIU9ve3obdbhfn9K//+q/o7+/H1NQU5ubmsLGxgcHBQayvryMSicButyMUCuHs2bMyzJ1VQRZP4vE4tFottra2UK/XMTExgdtvv10UNvP5PC5fvoxWq4Xbb78dDocDmUxG4ItMFNmNTafTcDgcuPnmm2UPB4NBSXT7+/uRy+UQiUSwvLwsAVC5XIZOp8OBAwcQCoWQSCTkMyQEyuFwCLSKUuEMiAYGBlAqlRCLxVCr1WRvkjtECMzg4CA++MEPvuaCqJ59b1i1WsWlS5fw1FNPYWxsTJIS4EqxRy300NTiEPex2oliIMq/X40jq3KVeCap3HIWdLLZLEqlktxer9c7BIoYjJrNZhH6IXyRAS0VAruVohkUUgiCQS4TTnKemJSqZybfh1arRalUwvnz53HixAmsra1dkxEeer0eoVAIbrcbhUIBkUgEhUJBOofsSDGJMRqNSKfTGBkZgU6nw969e+F2u7G2tob19fXXHDplZ2dHRF+0Wi2CwSBCoRBsNhtqtZqojar8M+AK35IxltPpxPT0NA4dOoS9e/fC7/d3zPDj2mXBQYXxqskZu7fsGn0rcRIV8cGEnkO8OS+w2WxiY2MDoVAIlUoFsVhMkmgmJZwDmkgkEI/HpfjOQgiFtOhrarUarFYrQqGQJHTsyplMJgQCARkon8lkpBAMQARPuNYNBoPApcmLp1AYu858H1SepGgP95cKf3Q6nbBYLDIv2GAwyN4DION+WKgmbYD7i99JNptFPB5HNBq9VkvvmlkvafsO7fTp0/id3/kdfOQjH+k4+FkF5AF7tU1MsjEx0AA6FPPUJJCHOg+H/v5+IVcDkKSJFYpwOIxLly4J8dLn8wlMIJFIwO/3IxAI4OLFizIY+01vehN8Ph/Gxsag1+sleGaHQh1aSD6RXq8XaeNqtYpIJIJ8Pg+j0QiXyyUHWjcslM+p0+lw6623viRc93dqGo0GgUBAKqgejwfRaFScLqtHzWZTCLycobO0tAS73Y73v//9KBaL+Ku/+qtrdp2vhD333HN429vehp2dHfybf/Nv8Nd//dfikLhWVDgR1+ng4KA4bXXuV3d3jfxIqkYxqGFFuVwuw+FwIBAISCGAyVN3VVENtugsecgziCD3YGRkBH6/X1SswuEwwuGwJEL9/f2Ym5uTQobdbsfY2Bi0Wi0WFxeRSqXkfXA/EafvdruRyWSwsbGBTCaDY8eOIRAIIJfLSXesWq3CbDbjwoULaDQaWF5eFp4KuXLBYBCjo6MYHBxEKpXCs88+izNnziCfzyMYDOLYsWMol8s4ceIE3G439u7di2KxKEkzPy+r1YrbbrsNi4uLIkCQzWaxtLQEs9kskK1gMAiLxQK9Xi8BgKrCZTabZS5Rz3p2PaxarWJxcRGrq6sdsDv6RVUBjz5APXMIbaSio6psqxZKVYgbzy71bFElw5mAUIChVCrJ2VMsFjtU7ZjocT5pKBQSzlf37CeebSqkU6PRyPXrdDoR6yoUCvB4PBgbGxMRpe5AnX4pHA5jcXERKysr1yRh02q1GBsbw5EjR+ByuWRuZzcMnp8dO4oUpKCy5fDwsIwxeK0lbcBu4pZIJDA3N4dsNgubzdYhzNY9tobGpHtmZgbHjh3Dnj174Pf7pdDONcgOMTlj7B6rXVv6KopuWCwWgfOp4ym6TV3LLKCqg98pJsf5Z4SsJhIJ5HI5QV4MDAzINbC4XiwWkUwmZVC8OqPO7/djeHgYg4ODImrHjhfpPCyisOBaKBQQjUaRzWaFV+33+zExMQG/3w+32y0+bW1tDWtra0in0wAAp9MpugykGbAjzj2q0Wika0duH2kehUKhg6+mxqzch2xcUKSGo0luNOslbd+hqUIOPKwBCMyBHbZuIis7VCpnjW1cFS/c7cBYOeTr8T50YnRCAwMDIgdOYQa9Xg+z2QyLxYKRkRF5Dw6HA4ODg8I9YGWTwSA7h3xNYpdZgWLlcX5+Hh/4wAfw9NNP4w//8A9x3333CSRAJfACnRVRzuq4Vnb33XfjD/7gD/CpT30KZ86cQTwel+9M7WaSX6C2zJPJJPR6Pf72b/9WOICv9eGm2WwWAPBnf/Zn+LM/+7OX9Jif+ZmfwS/+4i/KPKGJiYkO/hthffPz89jc3JSDmCpTCwsLSKVSGB0dhc/nw8bGBmw2G0ZHR+H3+wUOpAZarCBeDVbsdDpx8OBBgQ5+//d/v8yfoxrq0NAQ7HY7qtWqDJEnPGl4eBjDw8N48sknkUgkJFEbGBiAxWLB+Pi4iJtcunQJJ06cgF6vx+zsLBwOBx577DHE43EZIE6FOK1Wi0uXLiGfz6NarSIajcLlcsnIBcp4nz59GqdPn8bm5iYMBgP8fj9sNht2dnZw5513wu/3S9DIznWtVkOz2cTk5CRarZYII1CJjk6U78PpdMq+UpNidi7Ip+1Zz66XtVotRCIRRCIR6Z4DnQqFXLOqEhz/rnbLaWpnvhuSfTW+EAukVPRTxbvIGwMggR4DV0IBVR/ebrcFGsYkkNV8GgNFnmfs0jSbTaRSKZw9exbpdBpHjx7F2NiYCCmp3TWaVqtFNpvF5ubmNQss9Xo9ZmZmMDMzg3K5LOgCfj7AlaKaWvgqlUrY3t5GJpNBs9nELbfcIiMJ5ufnX5NnT7vdRjQaRTQaFdEVr9fbQUMBXtjxqtfrSKVSWF1dRTqdltlvwWBQuqzlclkUfYlqIg8zl8uJz2ACYbFY4PF4JJGhsA1FtXi93dcPQLpQe/fuRTKZRCaTgcfjkdiFlAEmptVqVdYzYxwmXizq1mo16VCrw6oBIJPJYHNzU4oZjAeIKCGiqlAoYHNzU6gZjP3UwdrsBK6srAgCRa/XIxAIwO12o16vywzEdrst6pEs3JCuQCVLFkYIX1VfT+1gd6vQlstl6bK9Ftfqt7Ne0vZdGoNNVktYBWi328jn8x2qUNxQlLxnp4LG6oWa4KlQS2L4uSHobIxGozxnIpHAzs6ObDyfzweDwYD9+/eLlHkul0O73YbL5ZKfkZERqfwxGFQPbpLJ1UON1VOz2YzbbrsNw8PDOHz4MLxebwfMk8mmykF4scrSK2V6vR633347jEajDAUnl4sJZ61WE84D3zeTCoPBAK/XC5/Phx/+4R/G0tISvv71r1+z671epiZ4JpMJf/u3f4tQKCTy8vF4HF//+texuLgoPKlYLAaNRiNS8y6XC7FYDAsLC6jVajh48KBI5odCIfh8PpjN5o6ABsALAjIOdX/DG94Ao9GIEydO4NFHH4XNZpPh7aOjo9izZw9arRZWV1fluYrFIsLhMOr1OlZXV3H+/Hkh0BPaVK1WRXKYToGFikajgXPnzkGj0eD48eMYHx9HNBpFJBLB0tISwuEwZmZmRLyG83E0Gg2Wl5exsbGBjY0NLC4uotlsikqdw+HAxMQEfD4fVldXEYvFkEgkhEszNjYGt9uNVquF+fl5LC4uIhaL4dixYxgfH4dOp8PQ0JBg77VarZCzTSYTAEinv1aroa+vDx/72Md6g3h79powNSBmUMXuhpoM0JfxfGDXjF0LoLPboCY6ql9Sg0X6MDUxIg+VPBh2CziWBoBIhZM74/V6pTtBqBW7Yep77A7+1fEF5ERxoDaLozwDuxNPFoKvFcRZr9dj//79uPfee3H8+HGsrKzAZrOh1WqJGqD6GfF8ZgFXFZNpNptwOp1wu92CrnktW71el/P621l/fz+WlpZw9uxZ9Pf3Y2RkBDMzM7j99tsxOzuLwcFBbG5uYn5+HrFYTBBKTBZYKCB8D4AIyeXzeUSjUUFrqKI93Xxv4MrIKKfTiUOHDqFarWJhYUH2Be9vt9tF5INjgPi98joo9d/f3y+wxe4ioc1mw/b2tgjscJxQvV6XNdxqtWAymVAsFoUbz2I/xcIoelIoFJDNZgWazOIwKTU6nU4SUf6dyKx6vY5oNCqziavVKvx+vyBO+D5Z6OG/6h5k7MyuZDQavSHRKL2k7bswVrV5QKuz15jlE/Z0tcOOjgGA4Mf5L2FOPDhphECxNczDVKfTiSw6N0M4HEYymZQ5MUajEYlEAhcuXIDRaMRtt90Gs9kskDY6s24BCVbb1ConbweA4eFhfPjDH+64Fm4U9Xd2WjQaDT71qU+hWCxek+9Fo9Hg13/91/HBD34Q7XYbt9xyC973vvfhL/7iL0SERIWwcrAjr6fdbosULQA888wzWF1dvSbX+lqycrmMd7zjHThy5Aj+6I/+CPv27cPXvvY1nDx5EmazGZFIBJubmzAajRgfH5c1mEwmUavVRFbZZrNhaWkJa2trmJmZwf3334+JiQkAV4IqFYrChJ7GNanRaOB2u3H48GE0m01sbW3BarXC4/F0DN1cW1tDu93G/v37peLXarUQCAQwPj4u3yW70QcPHsTQ0BCy2WxHItdsNmGxWGA2myUhHR8fx9DQEAqFglT1WdFcW1uT1+OcwmAwCKvVKuMsKpUKjh07BpPJhCeffBJra2uYmJgQYQTONeTsGqp5cc+y80ZxBb1e3xGIqsGq2WyW7nnPevZaMFU8hAiN7q4WeStX66JxhhYFP/jDAI2PV/0Vzxi+Ps95dhFUfhuVIamSSD5qsVgUcYVAICBS+Ey0GACqaAH1d6ATVRIKhTA4OIidnR3YbDaZ73a1AL3dbkuwS/jYK2XkB83OzuKNb3wj7rrrLoyMjKC/vx933nknarUaFhYWJDhWlSxVlA+h6IFAAH19fRKUX0u6w/WwRqOBra0tbG1tAQDm5uZw5swZrKys4IEHHsDk5CSi0SiWl5dlPiAF1yiLT3gkv2OijKhGSgg9C92qf+z2keQVDg8PyxxczvUsl8uoVqsiSqLRaJDJZGSGq8FggMvlQqVSwdbWlvCiObuQPErOV6OAXTabRaVSEUGX7mYC0VfdxYtGoyGdR85EpcjI4OCg8Cbb7bYUdjWaK4JALLqQg5pMJqHV7o4HMJvN0pAg9JOdbyZramNARX5VKhVR0LwRrZe0fRfGBcUFoUr3A7uLeXBwsKPDQEIpK1TkwbH6zwWq1WoRCASkms5KHJ0FleSIUyYEkq9VLpfhdruRTCYRj8cxNTUFs9mMkZER2Gw2mdvmcrmEW6Mq63QHhOp7pqlV0e6KoXroqM6In8Hw8HDHxn+l7MMf/jAOHz6Mt7/97XIdDocDb3/72+HxePDwww/jn/7pnzrkmUlozWQygnXnDK5Go4H/9b/+1w2Jff5O7dlnn8V/+A//AX/8x3+MZDIpMs889HK5nBQXeMASCpnL5bC8vIz+/n5sbGygUCjg7rvvfsFrqEkbO5xcW5zvsm/fPoESfvazn0Wj0cB9990Hi8UizmprawvRaBT3338/fvAHfxDhcBh/+Zd/KSMv+vr6xCHlcjkAu/vS4XBgZGQEqVQKHo9HuBrksWxsbCCdTqO/v1+6ZqzwEfJMnP/09DT27dsnPFRgV8Z4bW0NDodDYKvLy8uIRCIiQe7z+ZBKpRCJREQNEoBUHMmro4CKz+cDAMH1qxAzBoBf/epXcfbs2Wu6PnrWs5diKk2A8vjdsMbupI3+R+WAE9bFzhPPHrUzpyrFqQGaWihUKQikNxDxQogVoWrkHDFho5gKn4/v72pcXfVfAAJXs1qtcr+r/bySptfrJfDmOajV7qpOj4+P44477sDhw4cxNTUlohj33HMPbDYbTp06hZWVFWQyGZlFxziECbjNZpP4JJPJ4PLly1hbW3vNd9m+WysUCjLnjJD3wcFBWY8sBhPF09/fL7EGCxb8//b2NgqFAprNJvbs2XPVbi2te31wGLvX6+1I8skLp78ul8vik4aGhjAxMSEz2EqlkswOttvtstdMJpPMPCuXy6KuzFhV7dqpnUU1dlTFdtiNI02C+y+TyUjnjkIoqVRKlKO5j/L5vBQv1KIlOXl9fX3iu8lHJSS0W2WW6KFoNHpNeKKvhvWStu/CuAAp1U+VJW5gVXxD5e2oXR46E+J1GRCycqImQWxfc2MODw9LdYXqWgCk6zYxMSEDCQOBgFQyOL9NVddSHabqVHmNqqmOpptLoKqDqY9TDyOtVot77rmng9D9cu0DH/gAbrvtNgnw6ZQ4N0XFMPf19cHlcuGBBx7AkSNH8N73vhfpdFrkgPm5cH4X4aLlchnvfOc7kUwmv+PrvFHtwoULohIG7CbrFL05d+4cSqUStFqtfNastj799NMyty8cDuPgwYOiVtpt3ZU5FQZlNBpFpdLlcuEtb3mL7LNUKoVgMIi77roLp06dgtFoxOHDh2Gz2QQySZK5RqMRJxuJRDAyMgKHwyHCKpFIRCrIPOAJ52ASxt8tFgtcLhduuukmABB+n8ViAQBRgC2Xy7Db7Thy5AgqlQoee+wxJBIJPP744wI7YoJbKBRgNBoxNDQEh8OBaDSKcrmMpaUlEU3g7DZ+Jvyd3QdCJ41GIzY2NhCPx1+NJdKznr0kUwuZDKBUpWVVRa+7QMizQRUt4b5U96zKS6PfIW+c4iB8zm5BBw7ittvtIvFPvgyDPxU+D7yQc9TNhVL/7fafVwvKu/9mtVrh9/ulUPNyzWKx4NChQzh69Kh0B+kH9+zZg7179wq3HtiFxk9MTMBut2NoaAjr6+sizAJc4eqT7mC32+H3+7G2toaHH34Yq6ur12yO3GvN2u02kskkTp48CaPRiAMHDghEjwkTCw3kXDGeohIjcEWZmfM4CY1UiwxXWyP8G0fFcIyMyWSS16QPNJlMMJvNMJvNGBoagt/vR61Wg8lkEkgkr4VFyYGBASlmALtriZy0UqkkwifkNrL7R2EVJowscFLlWOWVMpFj1ywej2N7exsbGxuIxWKCSuNZodPp4HA4JN7gHk2n05JQqkO1WZxR1V0BIBwO47nnnsPKysprUjTnpVgvafsujQpzhEXyNiZG3UkNFyI3MQdwc9gf/6bO01KfhwuWpGcOHWY7mguci5WYYNUx0tRDQXWM6nWqG0SFc6jvp7srpzpa3kZ7sWTv5VowGMSePXukWlosFkWGVq/Xdwy7BK4ksmazWdSuuodgMjnm53vy5MnvyYSN9iM/8iMCKaXqll6vF2jPnj17sL29jUuXLsFoNMLv92NmZkYgRzMzM3jrW98Kl8sljoCVW3ag1eRaTez7+vowMjIie8Tr9SKXyyGXy8leKRQKsNvtsFgsaDabmJubw8WLF6UYwNsJEdbpdAiHw7hw4YKogL31rW+FwWBAsVjE0tIStre3YTabBd5oMBhE4plJmtvtxsLCAr785S9jY2MDx48fR19fH7a2trCwsICpqSnceeedIiaQSCTQarWwZ88eGI1GIWyzSjg6OgqXy4WhoSHs3bsXZrMZOzs7UiWlAEI2m5UZiwy2GFQNDAzgmWeewZ/+6Z9en8XSs55dxVRkCXBFwVZV61PPAPof+g7+jWeyej923ujrVMU4QjEHBwc7kj1Vvl59HaJVVGGfqxUk+cNroN9g8vlifpLvRX1P6mek/k6fSzi0miy+VLPZbDh69Cje9ra3SbBMzqvL5eroaKqwu0AgAI/Hg6NHj8p4BPXz4nvV6/WIx+N46qmnsLi4+D2TsNGYuG1ubsLv96O/vx/ZbFbiPiZhZrMZxWIRuVxO/sY1Se7z1NQUAoGAjE7immbBQN0fNK4PqpOyyMDHMzECdpEZlNi/fPmyDNiu1WrC8eIMUyK+mLwNDw9LYSOdTgsVgte/s7MjcH6j0ShaAHa7HaVSCalUCgBkr1JoxO12w+FwyCBtzpYj8ml7e1u6eUxsHQ4HfD5fh1oyr4EUFxUurZ4l3P9bW1vY2Ni4ZtScV8N6Sdt3YVzE7CJQlpTOgdUWjUbTQXrmoQ5ccRqEUhJ+wOdSpU65ILsrlNzQbB0DeMHC7cZIA1ccKqss3CR8XZVbRwlmOkb1ddXX6E7Q+K966NBhHDp0COFw+GV/7n6/H6FQCFarFe12G4lEAk8//TRqtRoOHDiAvXv3wuPxCEm1+1q6Cap0wvxs2+1dJaZ77733ZV/b68mISff7/Th58qRwxHw+n8BtFxcX8dxzz8Fut2Pfvn249dZbBXrk9XoxNjYmXcxkMoloNAqLxYLR0dGONdrdbaPQx9raGk6cOCEKVoQylstlWY9ra2s4e/asyGSvrq7CYDDAZrPJjMFSqYRCoSD80rvuugvBYFCUv+bn57G6uopWq4VUKiVSyaxS5nI5XLp0CUNDQzh+/DgMBgNGRkbQbDaxsLCAvr4+rK2tQa/X4+abb0atVsPf//3fo1wuY3JyEtPT07jppptQLpdhMpkEz8+OO+WO+/r6EIlEpGprs9kQDAYxMTEBi8WCcDgs61XlCrXbbUlme9az14LVajURfLDb7dLR7g6o6JcYCKqdBgBSPSeMT4Xiq8UeFTmicoNUnrYKw74a/EwtjvL+9OWctUhIOH2nGmDzhwng1egBNLXj1t25AwCfz4fR0VEMDQ29JNEMmsFgwPj4OKanp+FwOKS7E4lEZDZprVaDx+MRJUH6PrVzyc5N97UCu1zBcDiM5eVlJBKJl3xtrycrFAq4dOkSLBYLxsbGBMJrNpsFDkt4JFFUVK0cGBgQLhc5hfl8HplMRgqHfr9fum/dSRsAGWcB7A60D4fDaDQa0Ov1yOVy0kllbJdKpcQPs5vF+6qicfzeORuN832ZFBK2T3gziwt8TyyINxoNmRXLzp/aldve3kY4HEYul4PZbIbH40EoFEKtVhNhE3bJ6c8575BrGIBAPEOhkBRq1bNDbURwVh0feyNaL2n7Luzzn/88br31Vjz00EOimqRWCJnhc0OQRM1KFVu/dCx0VlS7Y/KkSvGrMJLu7pZajVO7XOrCVat2rMjQIWWzWayvr8vsD3J6OBDR6/XC4/HA5XKJpKzqFOng+P672/vd+P3Pfe5zIrbwcuw973kPHnzwQakc6nQ6jI2NYXV1Ffl8HktLS8hms5ienha+HgD5jLqru8AVJUN+Z5/61Kde1jW9Xu2XfumX8Ou//uvYt28f7HY7BgcHMTIygkAggEajgampKRSLRcRiMYFLsrJnMpkEs8/5ZY1GA4cPH8bw8LAkazQVe07+SaPRQDQaRSqVgt1uR6VSwVNPPYXp6WkcOHBA+HX5fB6tVkv4Y0zs1tfXodFo4HQ6MTo6Cq/XC6PRiHK5jHA4jPX1dcTjcRlKTWVGctgAyHurVqtYWVkR57y2tgaDwYDZ2VmMjY1h7969sFqtqNfreOKJJ7C2tiaJJEcDUAmTuH46uFwuh0wmg7m5OZw4cUIcukazq2Y5MzMj1dhCodAB/eW5c+rUqVd/gfSsZy9itVoNm5ubCIfDOHDgQAf6Qz1/6QPVpI3nuurjeG4zkFULcvSphAJ+K3gZzxk1WVIDOxq7eeTQMVhMpVIol8vC6WWHgMGj0+mEw+GQ85LQzReDTr4YTNLn82H//v3Yu3cvEolEhwLhi5lGsyvedODAAczOzsJms0kBloOQ2RFSfZ+aWKpnsPoZ8fednR1sbW3hmWeewdmzZ7/numyqkc9XLBble+dMTXIYnU6nqDBarVa4XC7hXtlsNrTbbaytrSGVSiGXy6G/vx/Dw8NwOp1SFOhO2FikYKLEUUWMM+nH2M1KpVLIZDIyTy2fz8ueY8xGLhhVwUnPyWazMlybQjZMythBp7BepVJBNpsV2X+14KJ2wXK5HOLxOCKRiIi2UNgGgHSGCYPmuqNK9Obmplwf6Qnj4+Nwu93CKVQ1GrRaLSKRCGKx2A3dZQN6Sdt3bVyMqsNR1atYveDCbbfb8hj+nRuHQSJneajyuaweqo6oe15bdxCsLlq+hpq0bG9vI5vNSpeO4gobGxtwu91YW1tDNBqVw2DPnj0wm80IBoM4ePCgTK3nAQRc6WQBndW5F4NVfvSjH8Vv/MZvvOTPe8+ePXj7298OYBfSwlk4R44ckU5lX1+fEHMJi+Pn22w2O+bjqBLS3OwajQYf/vCHX95CeJ1aq9XCb/3Wb8HtduO9730vQqGQ8MTa7Ta8Xi8eeOABFItF6ai1223pcqZSKVy8eBHPPPMMfD4fbr75ZukI0SEBV9aIyjlhde3o0aNotVrynWq1Wuzbtw/T09N44oknsL6+DrPZ3NGhdjgcuPnmm2E2mwV6odPpUKvVcOnSJZRKJWSzWcRiMezs7GBsbAzDw8MiddxsNrG6uioYfM74ISQlEAjI0OCxsTEAu8pisVgMuVwOsVgMo6OjIhEdCARgsViEp1epVGQYvSqO0Gg0YLfb0Ww2kU6nsb29DZPJhJWVFYGyqBBpdZbi3/zN31zHldKznnXazs4O0uk0IpEIisWiCBowyVJ9mdr9ov9kUVBFdPCspg9VO2NqoqcWJ+n3+K/aneNZA3QmLLwu8lR5v2q1ikQigWQyiXq9Lj5U7YyzYzAyMiKwarXrpkqSX02wi2Y2m3Ho0CHce++9iMfjuHTp0rdN3FwuF44fP4477rgDw8PDMg6ICRdH33Ag8eDgoAyLBtARw6jFZH5HDKKXl5dx+fLl7wgp83qy7e1trKysIB6PY2hoCLOzs6IjwO/U6/VKEVCr1UpXit9NLpdDIpFALBZDX18fQqFQR8equ/jAuI7dK5vNBpfLJbQEJmxGo1FmteXzeeFHE3LocDgQDAZhMBhEzXhgYAADAwMolUrCq06n09jZ2ZGh4Ha7XXxpNptFOp0WeGWpVJIZcByYbTKZpJhJ8ZFqtSqqrR6PB8FgUJSnu+HQXIPkpqvccRZ9UqkUEokErFZrx17j+VGtVrG4uIjl5eUbvsjQS9q+S/vTP/1TzM7OYmJiQmB3xPZyBhgJnSp0kQe2irNn9YsVPlYmALzAufEApYJP90DdZrMpyZY6sFsddqg+rwqNuHDhAsbHx6VN3mq1pJVNMZTp6WkZtMlNSBinw+Ho4OGpME4G5nzNX/qlX8LAwAB+7dd+7dt+1m63G5/+9KcxOzsrAT8d4NDQELRaLTY3N0WViURYdQgqN7nq2Bnss1qldnx6tmupVAqf/vSn8ZGPfAQ+nw/xeBw7OzuirDg4OIh2e1d5kdU47oFcLgen04mjR4/KTDIO6OQBqwZRKk59bGwM4XAY58+fRyKRENx6JBJBX18fHn/8cZHLV6FLoVAId911l8gisyrocrkwPDyM/v5+pFIp6SS7XC6BEjEg7O/vx8rKCra2tqT73Gq1cP78eVSrVRw6dAherxc7Ozs4efIkTp48CQAIhUK44447RL3NZrPB5/PB5/MhnU7LNTocDjidTrTbbRQKBfT392N2dhZWqxWbm5twu92yn7a2tkS0JBAIyDxIqvL98i//8nVeIT3r2QutVCoJRNLn86Gvr08gjCxiqqIDaqeL/KnuBIs+hIGrCnXn43mGMIilD7gaJ458ONVH8TlV/6HC6XO5nATB6kDhTCYjXQyeDezWkacDQCB0PGe6O4vArq8KBoO49957UalUYLfbcfnyZTl7VaNwya233oo3vOENOHLkCKxWq3D7+Bp9fX0y74rdQrW4qya2vAZ+XuzgcMByoVBApVK5dovnBrFKpSI/AKQTbDabYbFYhMcGXKGkEIKq1e7K7BMpQkQVIYLki6lNAJVXSb6z2WyWbheL8BqNRuaiUTAEgOgeuN1ujI+Pi3I2+WacY8ZrarfbogdA8RDuq2KxKGuBonhUctTpdLBYLFIE3dzcxObmJhqNhtxutVpht9vFF9psNlHmVLt0RLfY7XZMTEzA4XAgn89Lkd5isSCXy2FjYwNWq1U+R+5nqjlvbW3dsAIktF7S9l3a2toacrkcarWaqE0xGCVRkge1RqORir86Z4kOQqfTybR3CmoQB0yHwk5Cu90W2BjnXnBqPDdvLBbDwMAAAoGA8O5ard0xBUwkmcDwMPB4PNizZw/Onj0Lp9MpQ7pzuZxUN2ZnZ3HgwAHpHFBU4bHHHsPi4iKOHz+O2dlZOBwO2Gw2Obi68f102O94xzvw5je/GR/96Efx+c9/XrqTqn3lK18R6WWSZNkdZJXV5XIhGo1iYWEBZrMZR44ckeSU1UN2RVWn32635TPhgdazF1oymcRHPvIR9PX14ROf+ATi8Tja7V1J3sHBQQSDQZjNZnHmDJx8Ph+OHTsGjUYjkEImx36/vyOR5zrkOrdarTh58iTOnj2LWq0Gr9eLiYkJDAwMIJlMCpbd6XQin89L8DQwMICFhQWUy+WO7t3W1hYuXLggDvWOO+4QLHylUsEjjzyCZ599Fi6XSxIsi8WCmZkZgWXUajWsrq6iVCrhjjvuQK1Ww/z8PMxms6hlmkwm1Go1xONxFItFURjL5/OiqGUwGMSJm81mqWTq9foODgJ5Dv39/ZIcs1qu0Wjg8Xhw4cKF67w6etazF1qxWMTc3JxwYlkwUdEoaqFG7YTRT6rFOVIG1C5ENwKFSQZ9Lwuaajefc9oYaNN/AldggURoqB0+lWtOtAGvrVarSWHI7XbLbDeNRiOwxIWFBcRiMVF09nq9cDqdsu9Vni/PRI/HgzvvvBNutxsXL17E3NxcxzxHjUYDm82GoaEh3HrrrZicnJTZlPysWbitVCqi1Kd2/FTqgJqc0viZkRO1tbXVU6ntsnK5jOXlZUGETE9PY3p6WhBA5HIxgWeSw+Kny+WSAh5RQTQmLmpRgmtRq9XK98qEiLEgkykm7ABkTWg0uzPR+L0CkCIJ/Q1hixQXKZfL2NzcRDKZfIFaOn0TfRchzCz0U53bZDLBbrcDgOwjn88nqpMsDrB7zYIDB9sHg0HpnrEpsr29LQUUxs1Um97e3saFCxdEEftGt17S9grYj//4j+Mb3/hGhxNpt9uiSMXBhJT1Jz4egMi2qqMB6KyI4WX1n5tWhU1aLJaO6e8qxIPPq1Zm1JEC7fbuPDcmLDs7OwI/48ZotVpYW1sTiffbb78dd911FxwOhyQ8lP/loXXq1CmMjo7i5ptvxsjIiATzhCOywglAEtxgMIg/+ZM/wY/+6I/ia1/7Gn76p38aY2NjqFarwltikjo0NAS32/2CjhgPh3Q6LZ0OtZumJml8b+p3RWf0y7/8yzc87vlaWblcBgC8973vxSc/+UkhEjPxKZfLkkBUq1UEAgGMjY1Br9djbm4O6+vrCAQCSKfTaDabUrwoFosSZLRau3NgWGEcGBiQ79zhcMDhcEgCxnXJhJtD4qvVKubn5+F0OgFAiik87CmGUi6XUSgUYLPZsL6+jgsXLshhf+zYMTgcDuzs7Ag/jd1DVq/T6TQsFgsefPBBKUzU63WcOHEC586dQzAYxE/8xE/AbrcjnU4jHA6j1WohGo0iHA7j2LFjcLvdArt0OBzweDzQarVIJpMyADSZTMJut8Nms4mjbjQacLvdePOb33x9FkPPevYSLJ1OY319HZubm/B6vR3dNCYqKt9NFfkgV8xoNHbMZQM65fsBdCRtTKwY2AGQ4ihh8IRoMZkjt47JDP1lpVJBLpdDPp8X7in9AzsAFHswGo1wOp2YmJhAMBiUQLavr09glGtra2g0GkgmkxgaGoLP54PL5RJVQZ5l7O6xIHnPPfdgeHhYIHUTExOYmJgQyoXD4YDb7RalXs7FUhEv5P1RDp7qg3wvaoeN/zJhKxQKWFhYwNmzZ/HMM89gc3PzWi+dG86KxaIk5uSojY2NwePxwG63w263y5ywRCKB/v5+uFwuBAIBQaAQOcK4hGuAvDie/0xmKMVfqVQ6ZsERRliv14X/2Wq1OgoExWIRfX19kvyocFgWxsnDMxqNMhS8XC7DZrPBZDLB4/HIUHFCKdW4jEI9Xq9X4kb1vXo8HkFm8b2Qk95qtWC1WmGz2aDV7o7KoWI0sNvJz+VyMqhcFURRZ6aSz/Z6QFD1krZXyIgDZgWMOGOdTgez2SxVOOLwWUlhJ011OJRzpUCIOoRaJVjr9Xo54JmMqZBFJiXFYlHglxweygpGuVzG4uIi5ubmcPnyZUQiEYyNjeHgwYMiY95sNoXQfOTIETgcDnFq7HL5fD68+c1vlsM9FArBaDRKFVWr1aJQKCAcDsv/Gai6XC45lE6cOIG5uTlJbIvFoqj51et1eDwewWqrBwydrdvtxgMPPCCdEx5W/Oz4OTOZZaXp8ccfxxe/+EV8+tOffhVXzY1r5XIZb3/723Hs2DH8x//4HzE5OQmXy4VcLofz589jbW0NOp0ODz30EPr6+rCysoK5uTlMTEzA7XaLnDTnkl26dEkqhePj4/D7/QgGg9BoNFheXkaj0YDNZpP5OEzWVOhJrVaDwWDAoUOHxGnp9XosLS2hUChgeHgYOzs7mJ2dxdDQEEqlEgYGBmSUgcFgwOHDh3HkyBF4PB4hTC8uLgpJOhQKoVQqob+/H7fccgv27NmDVCqFQqGAUqmEeDwuQdChQ4dw1113YXJyEplMBslkUpJGBnLpdFqKGGazGcCVAaKESE9OTmJyclKSWe7lwcFB2Z8969lr1bgvwuEwZmdnhb9J/9Qt5a+iH6i2zAREhUSqCR59kZp48L7Ala4R91WlUpHqPICOOXLk9VBanD6IhZZsNguNRiNcVL4OocvT09MIhUIdCRGTuWAwiEgkIlA0FkmpjLmzs4N8Pi/XRkEmdu+GhoZw5MgRlEol7NmzB5OTk8JZqlarKJfLErirvEHVT5pMJoFeqyIX3aIjAKSrf/nyZVy4cAGnTp3CxYsXsbm5KQWlnr3Q8vk8Ll26JFyrQ4cOCTy41dpVMVxdXYXNZpNEplwuS/Gyr69PYKiMU8LhMFKplMwU9Hq9cLvdslb6+vqE0pJMJkV9sdVqSbyk0WhEJEWn00mXikrELDwyqVcHVFOga3x8HK3W7rxQvV4vvM56vY5gMCgJILvJlPBnN48FGiozh0IhiS/L5bK8H0I1iT7r7+8Xzhr3Pl9LHY/BxgCHbl+6dAkXLlx43azXXtL2CtmnPvUpvPvd75aFB0AWGAUDuLGAK8kZq2DAlcRDJV2z2jgwMCDYeB7m1WpV1PnYsaJ6jxrUkpMG7FYdCKsAditDJpMJ+/fvh8PhwIULF1Cr1XDx4sWOConRaMTU1BSOHTsmeGk1CeL79Hq9mJycRH9/P9bX15HL5TA6OoqxsTFR2crn8yKfzK4Hk7u3vOUtuPPOO2EymeRgy2QyMBgM8Pl8CAaDoqzJz4zVTs61s1qt0iqnoIv6ObOCSef/sY99DB//+Mev/SJ5HdqZM2fwiU98AocOHcL73vc+AMDk5CSMRiMmJiZw++23yyE7MjICr9cryR2r17FYDKdOnUI0GgWwOwDT4/Hg2LFjmJqawtjYGDY3N6X7vL29jXg8Do1GI5AJQgc5ZyiRSGBrawvRaFTWzsDAgIiPNBoNOJ1OOJ1OSYaoAsnOM7mpNpsNx48fx8TEhKxZwlCo2nj+/HmYzWYcP35c5gCazWZR32JSR64eOQKxWAzhcBjVahUTExPQaDRYXFzExYsX0W63BXY6NDQkBRkWhC5duoT/8T/+h8Cve9az16pxkH0sFoPX6xVYvjpTU+24qerHKs9LFSphIsKETeWIE1lBGBlfT/UVFE1isZNdOQav9JGcVTY4OAibzSZCQipXFthFvYyMjMhsK7XLRcQAkzeqSlLZz+FwSLeFHQYmlCz0EuJJSCVpC/l8Hvl8HhqNRjoiqoomPyN+DpSKZ9BO+XZ+3mo3olKpYGFhAV/4whfw1FNPYXl5GblcrlcoegmWy+VQKBRQLBZRLpexs7ODgwcPor+/H06nE9VqFV6vFyMjIyJUQpl+DpEulUrIZDJIJBLY3NwUHrbdbsfw8DBmZmag1+vh8/lEeZIjHpLJpBSuBwcHxZ9ZLBYMDg5KJ47FE5VjzvXGPcYkyGQyYWRkROCQ7Oq5XC7xa7w/79NsNrG+vo5MJgONZlfJmffjGdBqtZBMJlEul8VPEnFWq9UEzsv4lggZ+lnyxxkj8PpXVlZw7tw5bG1tXbd18EpbL2l7hezP//zP8dM//dOiKqUO/uuGcNABMBnj7XRaalUQQMdzqFVIdu54wGezWTSbTXluJnM8sC9fvoytrS34fD6BRrRaLXi9Xhw6dAiHDx/G9PQ0UqkU1tfXce7cOeRyOQCQwb+qcAT/JXzi/Pnz+OpXv4q77roLVqtVcO+sELJixMAX2JXDVWeFsBtCSApHEuRyOalUAVegHIS1sE3O7iSTYh42V6vO6nQ6fPjDH8YnPvGJV3OpvO7sG9/4Br7xjW9gbm4OH/vYx3DrrbcKpGdoaEgCA6vVKspNhAsuLS1hcXERlUoFXq9XoI7RaFRmlP3iL/4iLl68KJj3Z599Fp/85CeRTqeFvB0MBiUZPH36tPAGVMJ/s9mE3++XMQLlchlms1nEU4xGIwqFAvx+P3w+H4xGI4LBII4cOQKn0ynVfhVOVC6XodFoMD4+joGBAUxPT6Ovr0/gHRsbG6KSFYvFOmCfBoMBbrdbiNuNRgNf+tKXMDc3h0QiIckaFSWNRqNIiVssFjz99NOIxWLX86vvWc9ekiUSCVy6dAnj4+NSaOnr65PiCHAFCcE9xi5cN/9bTequBunj72rQ2S08Qv/QzYujWqzaSaNYkdvtxsjIiHTd4vE4EomEFAs5Z5HXq14LO3YbGxtYW1sTDmu5XBZYN4c0k29HpAA7k+wUkA/UbDYFQl0ulzE4OChQa5UqQT4RBcvIB6RQGnl9ameO8QYHaD/88MNYWVkRWkPPXpq1WrtzP0+dOoVYLIbNzU0cP35cUBtutxs+n69DEI1dL/ojwilZiCdSi7HN0NCQdHkJCbZYLOJHjUajdNcIHczn87IWuGa5Zlj8oA/d3t4Wigqwu0+Z+KmDxAnfV/crsDvPbmBgQArohAJTwZQjBdT4kA0HtaBCDh473xTaM5lMomrtdDqla51IJHDx4kXMz8/f8IqRqvWStlfI6vU6fu7nfg4f/ehHUalUZGMRukUj1IMBIHClUqjRaDqUclS1HxXWx4OYCR+rdalUSmAPbCkDEIej0ezOcKHqDzczD+9QKISjR49iZWVFNuXGxoYo883NzeHw4cMIBoMdHDo6lH/5l3/BhQsX4PV6cfPNNyMUCoky0draGlqtFiKRCDY2NlCtVjE9PY3+/n5sbm6KeEgoFMLOzg6SySR0Oh3y+TwSiYQEqipeWSWEZ7NZccbb29sSpMfjcakuMThgYjcwMICvfe1rrwuc82vBvvKVr+B973sffvu3fxvZbFbWEDkXxWIRp0+fhkajwZ49ewSDPzo6Kmt/e3sbTqcT09PTmJmZESUou90uxH+TyYRUKoWTJ0/i4MGDGB4eBrDLoVMlhe12O0wmkzgFYFe1jR3b/v5+5HI54cEtLy9ja2sLP/IjP4JgMCgwY1b7VHgxHZPD4YDP58Mtt9wiXXZCRcrlMhKJBHK5HEwmk6zrQqEAh8Mhsv4cPkzozPHjxxEKhVCpVHD27Flsbm6KmqvVaoVer8djjz2GRx555Dp+2z3r2Us3zjXc3NzEyMgIPB6PoE9Y6WfCRo62KotPY0KnyuUDnTM4u2GU9MW5XE7OfRWCzC49sHs+kKPGLgWr9uQfeTyeDkg2r4lnXDqdliRK7e6l02lR0AsEAlJwJBImkUhgYGAA6XRa5k2S28Qzjd2LnZ0dlMtlmRtXqVTg8/kAQOCQ/Hw5j5W8J1XkgqqCLPZyFBFhmufOncNjjz2GpaWlXnftO7SdnR2USiVcvnwZ5XIZFosFt956q0AHzWaziKuR10UoIDvRZrO5A+HU19cnqBVK5dNH8jsl71Kv10t3VqPRCCdTHRdDniewu+Y4dJ2FlVKpJMVFk8kkvPJkMolGowGPxyOze00mkxQ82P31+XwdMExCerPZrPDkAEjBgvQBteNM+DCpP3a7XWYQUviM8bVOp0MymcT6+vrrTp+gl7S9QkZhBCrjMbGgE1LhfISLEVbR3W1ThUVIKlYFTrjZ+vv7UalUsLS0hGQyCeDKwqZEv8fjkcCXFYhoNAqr1SqOjh26QCAg8zROnTolJNBDhw4hm81ibW0Nly9fxszMjJBgeT3lchlOpxMPPfQQ7HY7FhYW0Gg0ZO5VLpeT2R4DAwMIBoPwer0y94aJLCs7nK31zDPPoFgs4k1velOH/DK7ZRy2SEI5Pyu+r3K5LFAQVW2y0Wjgp37qp15XbfPXgoXDYVlDRqMR2WwWy8vLAq2YnJyU+1osFkxNTcn3CkBmvxQKBUSjUfT398uMlXw+LzLVnIeUTCZFVTIYDGLfvn3wer2iJJnP5+FwOBAKhRAOh2EymTA2Ngan0ykBSiQSQTabhcPhwIMPPgi73Y7l5WX84R/+IUqlEu6991488MADmJmZkXlwFARSCeEUKCGsg8pg6XRa9jUJ1NlsFouLi6hWqxgaGpKCAxW7DAaDOFY6d3bPCYt+vTmjnr2+LRKJ4Nlnn4XP5xP1VHbMVN42gA5/x84aCyXcd6ovVflrfLzKZ2MHTVWpZMLEghG7Wnq9vmNUCIucDFiJXuEAXyrikSO+trYm4gomkwkAJFkyGAwS8KZSKezs7IhabDweh9lslviB4wAYiJMDz+dSxVQYDDP4pjovC0lU9FVF0Ni1ZOCrKmGywMTZVr2E7bu3VquFra0t2QPBYBBarRbxeBz5fF6SJjXhJgeRnWMAApMlRaZcLsvg92w2K9+zzWbDyMiIiIkQqkiYJNcQi5Hcj7w/41IAAtmlfyqVSohEItja2oJOpxOVTBYqAIj2ABNPq9Uqo5VYhOBao+4CGwgqOo1+k8gwYHd/WywWWetE07BIEolE8Nxzz70uu8O9pO0VtLW1Nfzn//yf8V/+y38RNUYAHUmYOhCbm5OkZx6idCSqdClvY/uc2HtCp1itBCDt5dnZWbjdbhE/4FwZl8uFUqmEaDSKubk5NBoNjI6OwmazSScuk8nILKxSqQS/3w+TyYTTp0+jv78fb3rTmwSmwc3/0EMPIZ/P48yZMzh//jyazSYSiQRMJhNuvvlm6Wj4fD4MDQ1hYGAAq6urWF9fRygUEhgIYQBTU1OYmJgQhaNYLIb+/n7ZnJwRwvdLqVy32y0qhBrN7hDxfD4vjpXOmo6qZ6+cRaNR/OzP/iz+5E/+BAaDAZ/73OfwpS99Ce9///sluCF0gV0xzluhOlQmk5HB6FarFcViEYuLi9BqtQKZzWazGBsbE/hUq9XC+vo6kskkwuGwzE7y+/144xvfKKpdFO+5fPmyVPLK5XJHpfzRRx/Fww8/jEajgYMHD2LPnj2wWq3IZrPY2tqC0WgUxTe1okhHqlYtnU6n8PfUOU0M9h544AF4PB5RQz19+rQkuVqtFm9605tkBiQDxVgshj/4gz+4nl9zz3r2sq3VaiEcDiMWi6FWqwkkqzsRY8DGQJVBKpM2lWrAvafOelMVipmkULyHPpL7k7BoACJ9zrOI3TgOHiZki917DkQ2GAzSJalWq1haWhLaAsXI+PozMzMiIBSNRgWmr0I8OSeSyBIWH/lZ8b4UXyDf3Wg0CuSM77lSqYiwiZqwMeZgcsDXJV+cA4vX1tYQiURe1XXyerZ2u42NjQ0899xzGBsbg1arxdLSEtLptMjec80nk0mJ21is5PfPIjQTNKo3ZjIZlEolVKtVERMplUovUDvlcw0MDMDlcglsmeIlACTGZJzKNdnX14dUKoWNjQ1kMhnY7XbpTFOsR6/XC89M7RJ2z1SkUJ/VahV+HSHCxWJR0GpWqxWBQAAGg0HUIrlP2W1UkVThcBhbW1uiL/F6sl7S9gobce6jo6OiXEj4I2eGsVtE8Q22w7tncaidNTVJY9WMwiMkJ/NQpvNh0kf52UajIVPjLRYLxsfH4XA45JBfXV2V6p/NZsPKygomJiYwNTWFXC4nM7YWFxelk8DhiENDQzh8+DBSqRRisZhUQck3cjgcACDiEYTNMTklsdtmsyEQCECv18NisUCr1SKdTkulk0IsDPYJ+aDDJJTTYDDAYDB0KBmps2bOnz/f4wNdI3v22Wfxmc98Br/8y7+M5557ThJtQntyuRyee+45pFIpaLVaJBIJCWx0Oh08Hg8OHDiAiYkJuFwu2Gw2AMD8/DxqtRp8Ph/0ej2efPJJPPHEEyiVSiI1vH//fqnKjY2NYWpqCk6nEzs7O9ja2hJsPq8llUrBYrFgeHi4g8h88OBBWCwW4eUBwLlz57C2tgar1SqS3uwYs2vXbu/OqQmHwyiXyzJ2olAoCNylXq9jY2MDS0tLuHjxIvR6PY4fP44777wTgUAAFy5cQDweFwlxcgkMBgNcLhe++c1vXp8vtmc9+y4tHo/j3LlzMsKDiYgK+wKuDMdmAsdiCFEU3eIjqlQ+A0jCANlNMJvNHYIcqk+mUBD9CXlsADqESyjuQEEhBsYqzyyXy2FpaQnb29vSwaDc+/DwcAdXrtFoyOOJBOHzsjOiXi/9JQuQ5PmWy2WBiHGMj9qRV8f68DymgBM/A74ez6v19fWeOu01sHg8jvPnz2PPnj2wWCwdyo16vR6ZTAaxWEy6veo8MsaG5I+RG01qAYXp1PiH6sZsENA/UuKf0EYWO4rFohS8mdATTaKqUFIXIRAIwO/3o16vI5lMolQqCb/S4/FIUVLtwrE4T4E86jCwwUHhkWKxKP8HAL/fD6/XK7QDckmJJGNh6MKFC1hfX5fizOvJeknbK2wXLlzAb/3Wb+G//tf/CpvNJtCOblUmVvRYPVQdEZ0RAOGmcdOSHErlK1bTHA6HBMStVgsGg0GU+VZWVuSwX1pawuTkJILBoMAmKANL/LLdbsctt9wiPLJ9+/ZBq9XCarUikUhIO1+n08Hr9cLv98NsNsPtdsPr9eLOO+8U/oAqXMLWu9FolEpKvV6Hw+GQpJWwGVY0HQ4HrFYr1tbWoNfrxSGTO5TNZtHf3494PI5qtYrh4WHhIo2Pj0slslarSSezXq/jS1/6Ei5fvny9lsnr3r7xjW/g+7//+/HDP/zDKJVKsFgsSKVSWFpawtzcHKLRKBwOh4hyNBoNhMNhFItFOehZeCC5OZfLCZafoh9M/Bj07N+/Hzs7O4jH4wIPWlhYwOXLl7GxsYGBgQG43W7pxpZKJRgMBule+3w++Hw+JBIJlEolTE1NyVDbkydPwu/3C/winU4jnU7j6NGjEoD29fXB6XQiHA5jfX0d4XAYAEQt0mw2IxKJoFQqCa8lGo3i1KlTOHr0KAYHBzEyMgKfz4d2uy1QLMJa/uqv/gr//M//fH2/3J717Du0RqOB5eVlnDlzBkNDQwiFQlKopM9T/QV9pyp6xfvwh2c6u0kMcqn6yISHlXh2zthlT6VSktjwcdyrRqNRuDL8YcIWCAQkyHS5XACuCE+sra2hUCgIPaFQKKBer8vA7dHRUVE5ZjDMhJUdPWA3uFWh/ex6kEdH9ILJZEI+n+9QzKQ4F+MFIm0GBwexvb0tRVWLxfKCsQulUgkbGxvY3NzsGLLds+/e2u02YrEYLly4gJGREVFVNpvNKBaLSCaTWF1dlVmmACShUqX9uU6MRqMk7xwTwy4xi6FUMh4cHBT4PZ+zVqshHA4Ll5Jy/IQcqgrm3APkr/X39wsKK51OIxKJSJePSpAUO2Ehn9dNeg87wVRnZfKmCvoxpgMgYjtUb2bhgXzQ+fl5XLhwAfl8/np+zdfMeknbNbBz584hGo1iZmbmRZWtCAVR4X6qQ+qWqFcPY/69UqlAp9NJ1QUANjc3ZRh3LpfDxsaGVEqoNsl5IAaDAR6PR/DPNptNFIU4vyoSiSCTyWBkZAT9/f1YXFzE1tYWDh06hPe+973o7+/H+fPn8c///M944IEHRBWQm5KEUgafTCjZ2nY4HB2J2KlTp1AqleBwOHD06FFJHH0+n0A5VBK1Kj1LLpzRaEQ6nRb+EiWQ6XDZpu/ZtbNz585hY2MDt912mwQLkUgEkUhEYBDRaFTWBeeUvelNb0IgEBAlSWCXe2GxWOD3+wEAgUBAxHX27NmDXC4HvV4viXx/f7/MYXvssccwNzeHbDYr651BiMFgwMjIiDi6nZ0dbGxsANh1kpwVRyI5Ib2bm5uw2+0imlOv15HP57GzswOLxQKbzYYDBw6gUqng1KlTMl/QYrGgWq0imUzC4/HA7/ejUqkIDIozHrk/KpWKdLNdLhe8Xi/+9V//9fp8oT3r2Stg5HKdPXtWulMTExMYGRkRNIbqK1VhEtVUFVc+RlXfU9UlVUVKQuUbjYYUi9jRILdW5QzxNchXVTtb9Kvs3pnNZlgsFoEzsotGoYlYLIZWqyUzSRlE8z3SVI4sx4swNlBn17XbbRlLwGslKoeP5QwtJrJ8LRZUCU9ThWCYeBKZ0KMQvPJWqVSwsbGBdDqNY8eOdfAu0+k0ksmkaA1wzdB/eTweeL1e2O128ZF6vR52ux2VSkUEZQh9DAQCohHAWIsxVKVSQTweRywWE0QHNQC49hkvaTQa6c4x+SPSSqUEEHXCQkEul4PFYpH9wk4xR/NwNBQ7hHxPLCiwuMLZxcCVwd9sfLArHovFcP78+dd1h7iXtF0j+9Vf/VXZNI8++miH42H1kERjNWFjMscDmFwbtpWZUFmtVpHrbbd3hwBfunQJ58+fh9/vx8jICAYHBzE9PQ0AAiFTIV0ajQb5fB7PPfccrFYr7rnnHlitVpw8eRKPPvooLBYLhoaGEAgE4HQ6UalUcNddd8lmID7Z6/XK0OFHH30U2WwW+/btk2olid3lclkqNMRsr6ysyDwqh8MBl8uFqakpUQDa3NxEPB5HoVCQz4RKfM1mEwsLC9ja2oLX68Xs7Kwo+3FmnEqmZQL5+OOP46/+6q9exdXwvWmUjqa4zM7ODkwmk1Te4vG4YO1vueUW/MiP/IiIcpBvSPK+RqMRURuHwyF8jIGBAZw7d05I0adPnxbobTweRzqdhs1mw2233Qa73S5rlkWCaDSKQCCA4eFhGfx+8803C3G7Wq2K8qTL5YLVaoXf78fAwABKpRISiQSSySS2trZQKBQwMTEhc5r27duHWCyGb37zm0gmkwgEAggGgzCbzUK+brVaIoqiyj5HIhGUy2WZL+dwOPATP/ETrztSdc++96zdbiOdTuPkyZNIJBKYmJjA7Owsjh07hqGhIdnv6lDfbqVlNdFhp0oVGAEggSYhltvb24jFYojH49DpdAIvYxeL0HmtVtsxoy2fz8s5wvlrmUwGm5ubHfMc2cGgpDmTUsLAyCdjQsUkUN37KteOc6kIx1STVHL/COtU6QKNRkOoEUQQcEgzhyrTR15tPEE0GsWZM2ewsLAggXzPXllTxzbR3xFRxfVHhUXGPMPDw5iamsLw8LB0gUmpISfR4XDAYrEI39HlcsFsNot2ALnkLJrncjlBKZGzxoSP0Ei1M0aoLgVJTCYTNBqNwG9J/SFfnO+LqJRarSYwYZvNhqGhIbmd9weu8OkI/9Tr9TJSQ+0IkytKwZ5EIiF+/PVqvaTtGhmD0XQ6jUAggHe/+934vd/7PcGiE79PGAgTN7XixvtQlr+vr082B6sYPOzz+bzMl+HsF1bN+H+SjOv1OrLZLJaWlvD4448jFoshFAphdnYWVqsV4XBYOoDkkrGbtbOzA6PRiFarhaeffhrPPfccPB4Pbr31VhgMBoyOjsLtdgs2muIiDH4vXrwIi8WCyclJ5HI5WK1WGXBM6Vh2/9h5O3fuHLRaLdbW1rC+vo7R0VHcdtttGBsbw759+5BOpxGLxWC32+F2u+F0OmG32yUp5QFYKBQQi8Xw7/7dv7tey+J7ypLJJIrFItbX1yXY4rgIQnoByEBqg8EgSovs/gJX1LJ4eFOKuK+vD36/H9FoFCdPnkQkEhEuDAfIU3mKzkOFm7BbNzk5KTNnCKXVaDRSqa5Wq8LF4QBdQpGnp6cRjUaxtraGp556CiMjI3jnO9+J8fFxmM1mHDlyBAMDA8hkMsjlclhYWMDq6ipyuRz27NkDv9+PwcFB9PX1SZeACSqDKvI00+n0dfsue9azV9KKxSIuXLiACxcuwO/3Y2xsDGtra7jvvvtw4MAB4VupyRoTFyZxLGqq3C52vXh/NbgjxYCBqMqvYXJENApv50iOSCQCm80GjUYDq9WKZDIpcyLps1mMpR9ickcKgsvl6pjBys4eRUZ2dnYE0km+EINkFinVAmdfX5/A6aLRKNLptKgQDg4Owu/3w+FwdHTQVFVqdQYcC8ClUgmXLl3CE088gUuXLr0uOUGvFVPn9lG+nvxHKp3Sz7lcLgwPD8t3ygSecGDy+lkI4HfLkRFEXeXzeZkl3Gq1pOhvs9mk40rtAAAyboCwRca1hDOTR8fOLKkQJpOpA5LLsVDxeBwOhwNHjhzB5OSkQIVLpRI2NzdF/I5FG7PZ/IICA/cOhVTI3Zufn8eZM2de91oFvaTtVbB2u43PfvazsFqt+NCHPiTT7lWFLAAdJE8GucQRswJD2dNyuSyP02g0sNls2L9/P4aHh+U5EokENjc3RUKduN+pqSmRfDWZTHC5XMjn83j66acRCARkUGMul5NAmsp3fX19CAQCwgdix+ErX/mKdBKoGJRKpTA/Py/cA6fTKXLHrVYLfr9fVIio8lgul5FMJmVAcSaTgdVqxfLyMhqNBoaGhtBsNnHmzBlUq1UcPnwYDzzwgGD3dTrdC5wzq1DpdBqPP/749VwK31P24Q9/GJ/73Oekok3eWi6XQyKRkGrh9vY2zpw5A4/Hg/3798NoNKJWqyGdTksVm8EGZ80Au5V0o9GIvXv3IpvN4uGHHxYl1WKxKPuFVcNMJiNFj/3790uBIBgMYnV1VYK9aDQqgiW1Wg1bW1sIh8MiWGIwGLC2toZSqYTh4WHhjW5tbSGVSmFkZESutb+/H/V6Hd/4xjeQTCZFGnl6elq4KEwSidFX4VsajQaxWAy/+7u/i83Nzev8jfasZ6+8USgrlUpJIXL//v3SMQfQcZarvG9CrpiUqGqQDO74HBwAzKCQMEV2qtSkTZ0Jxc4VYZHsztntdoEZqsVRJpIqyoBdNL1eL9wdBtSEVtP/NxoNZLNZ4WETvknVQHK5WTzN5/Mi914oFDpiCgDweDwYGhqSLgY/K5VqoSpfPvnkk7hw4YKIP/Ts2lg+n8fm5ia2trbgcrmkiF8ul5HL5STGo0hHuVyWwiTh/LlcDqVSSZIqs9kMh8PR4TOtVit8Pp8gVADI9w9A1ip1Cri++/v74XQ64Xa7RV5fhVVubW1JMYRjKbi2OMidxX8AouiYSqWkQOp0OmXcEykB5NKxm864VZ1LzO4zGxGrq6s4deqUFIhfz/ZtkzaNRmMA8CgA/fP3/4d2u/2bGo3GCeAzAMYArAF4T7vdzj7/mA8D+HcAdgD8QrvdfviaXP0NZn/xF3+BWq2G3/zN3xRCJmWPad14fpX/xg1oMpmkMshugJrAtdttCXYp5JHL5aTVzuqcXq/H+Pi4wLNYqXG73chmsyIsYjAYRE6fFQ/yb44fPw5gd9wBVbP8fj/e+ta3SoLVarVgs9lgMplQr9cxNzcnA0bD4bBUmgDg/PnzMBgMmJqawtDQkLTRaUNDQ9BqtaJ0WS6XYbfbEQwGUSwWJUBXnSCrMzqdDh/4wAdehW+6ZzSTyYTt7W3o9XrkcjmcOHECy8vLoj6q0+kwPDws31ckEsHAwIBUA10uF1wuF4LBIPx+P44fPy4QHwYcFotF1inXOpO2ZrMpFUBW9Xj4s2jRbrfhcDhETGRubg6XL1+G0+kUNbmbbroJIyMjyOVySKVSwpsj5h4AxsfHodPp8Mwzz6DRaOC2226TroDZbMaePXtw//33Q6vVilwy+SucbUdVLCp8Wa1WfPGLX8SFCxeu59fYsxexnn98ZazZbGJ9fR1f/vKXpZs+MzPTAZNUYXzAFTES+k8GeFSSGxgYED9JLg4DQRZMyadVRwZQAZYFHrfbLWILFE4ihIxBNYtPDFSZ5LFoxG4IuW4GgwFut1vQA+yqAEAul0MymUQikYBer++gQQAQIRQiSgwGQ4eCLekDhF+Tb8ckkXEHcCXGIGJnY2MD6+vrSKVSr9ZX/z1rRB+l02n5bpvNJvL5PDKZDKrVagdXkygUq9UqqCsWw30+nyTnRJdwzxAmOTQ0JOM2UqmUcB0JoeVatlqtQk8xGo2id0DeuTpHl3zvUqkk8936+/vl2kgLYkea1ICtrS0MDg5ifHxcuun05SMjI8LPY6eXIl/tdluUxlWlyYWFBVy4cAGJROK6fZ+vlr2UTlsNwBvb7XZJo9H0A3hco9F8EcA7AXy13W5/TKPRfAjAhwD8mkaj2Qfg3wDYDyAI4CsajWZPu93uSRAB+Ju/+Rv86q/+qhygwO4QQnV2hSpCos7lYEWRfDgActjzfuoA0lAohEAggGq1KhwZh8OBra0tfPGLX8To6CjGxsZgNpsRCoUQDAZRKBQQiUQE5jE0NAS9Xo/l5WVsbW2J0hTHBlCB0mAwwO/34+abbxacv81mw+TkJPr7+5FIJJBOp7G1tYVz585JlVOn0+HgwYMwmUwikJLNZhGJROD1eqUS43A44PV6MTIygkKhAKPRKI5teXkZPp8PfX19cLvdsNvtwsGr1+uC++Zn1rNXz1qtFh5//HHccccd0Ov18Pl8IkdMQjTnDyYSCczPz4taYr1ex/DwMG6++WYZE8HqI4MOdqNDoRDe9KY3IZFI4KmnnkI+n5fqPXkq5I8NDw+jWCxK9dFkMsHn88nwU5vNJsnic889h/X1dbRaLUkyqRZnt9uRy+XgcDgwPT0tcwM5RyYWi4mDHR0dlYGi5LyQj7K9vS1QTgaF5CfEYjF85Stfuc7fYs++hfX84ytkjUYD6+vreOKJJxAIBODxeKTrzqo8AEmsaGryxnmn5PuoIwKAKyIfPHdMJpPw0fL5vHTOKFDChMfhcIjKMQNJyrUTjlYsFlEul4XHTS46O228RnKHTCaTdOMZjDKQpuS7+lwcIUSVy+3tbUnaeHbw7KIiYCaTkcHcTGhZoFWHcJObtLm5iWg0ikql8ip/+9+bViqVkEwmpYje3elSZ7Lx/mqSp9FokE6npTPX19cHj8cjqBEWNpnYT01NyUy3aDSKYrHY0bWy2+0iCsRuMmM9wiapUqnOkCuVSjIigMa4lKrhHo9HirhMTrPZrMxupa+k0jIVxkkNUuHMLPJub29jaWkJ8/PzHZ/L69m+bdLW3v0USs//t//5nzaAhwDc9/ztfw3gGwB+7fnb/67dbtcArGo0miUAtwB48pW88BvZ3vOe9+CRRx5Bu93G//k//wcHDx7EPffcIwtcVa0ijl1VYGRFTuXDcVGbzWbkcjmBQ9rtdqnWUFhkZmYG09PTOH36NKrVKmw2GzKZDFKpFE6fPo2JiQloNBosLi7i5MmTuPvuu7GysoKnn34ad9xxh3QciOuPRqOw2+3yehQDASBteiZQ1WpVrn9zcxPBYFAUu8bHx0WCmR1Fdjoo9zo0NCQEXovFgng8jmg0imazKYfV6uoqtra2EIlE4PF4YLfbMTs7iw996EPX4dv+3raf+Zmfwa/8yq+IMqnNZhPYDYMMznBZXl5GPB4XiO3AwAASiQSKxaLMCGTiw8obD3ImhPV6HadOnUI8Hpfq+dDQECYnJ/GWt7wFBw4cgN1ulwHeDIYKhQKWlpag0+kwMjKCSqWCJ598EidOnIDRaMTo6Ciy2awUONbX17G2toZgMAibzQaLxSIOj1yYarUqlUXuh42NDeEArK6uoq+vDxMTE1LEqVarWFtbk9EV73//+1/3GP0b2Xr+8ZW1RqOBtbU1PPnkk1J5z+fzIi1OxVcVgaEqAqvIFd7eLV6i8rgYFJO7Q6XaVqslsE1y3gjxJs+bKowsJHG2IseE6PV6xGIxhMNhGU3C7hohnITuU0RFnclGsRFgN9m0WCwdwXP387CLRv9qMpkkuWPiyG4J+XDsWLhcLmQyGWxsbPTOm1fRMpmMjI/Zs2cPms2mqAmzO0wECdcok7P+/n5JYNSuXTqdloIHCwfkh/l8PoFY5vN5WddutxsTExPYu3cvJicnO8ZVEf7LmI/+mwgmIk2oG8DYTVV/5t7kc3LWbjab7RDiY/GWUF8WRejr6dNZmAmHwzh79izm5+e/ZwoNL4nTptFodABOA5gC8PF2u/20RqPxtdvtKAC02+2oRqPxPn/3EICnlIdvPX9bz563hYUFzMzMAICo+NDR3HTTTfj7v/97mTyv8ncIo+BmYGtbxf2zokfnp9PpMDo6CqPRCJPJBKPRCJ/PB5vNhnK5jEuXLiGTycDpdCKVSuHixYsye8rn8yEej+MTn/gE1tfX4fF4EAqFMDU1hb6+PjzyyCNYWFjAmTNn4Ha7EQgEBFI5NDQEm82GRCIhiZjD4YDP58OxY8dQLpdlo7JSMzY2BrvdLvLmPCjYel9cXESj0YDP55Ou49TUFPbs2dORvFHpyOVySYWWs9569ura5uYm7rjjDni9XuEurq2tIRaLySy+0dFRzM7OIhQKIRQKSUKWSqUQiUSQTCZht9vh8Xjw1FNPCY9N3R/kMHo8HhgMBvmdBO4HH3wQ9957r0AgqdC4vLwsc9IWFhZgtVolkPH5fHjHO94Bi8WCxcVFgZo0m00cOXIEVqsVwC43ge+pXC5jaWkJlUoF73znO2E0GoVXY7FYkMlk8PWvfx2pVAozMzO499574fF4UCwWsbq6inq9jj179iAYDMqQ1Z69tq3nH19ZY7ecyI5sNgudTgePxyOQ/oMHD+LYsWMYHR3tEPZi4ZO+hb5RhQQSmq2qRQK7ZwihmQ6HA06nE6urq4hGo8IrI8SRAgiVSkWSn1KpBKPRCKfTKTA1zjXd2tqS4iVnrFLpkrQFcrE5sJgFV3XGKzlCDOIBCIyTaoOpVKojKeOsy+75d/V6Xc40o9Eohc7emfPqWSaTEQG5kZERtFotWaeNRkMGuzebTVitVuFEqvxHitBtbW1JF4sJHmk4XD8sULDjzITI6/Xi2LFjeMMb3oCxsTHo9XpUKhUkEgmsrKxgfX1dCo5EtzBZ7O/vlySPhQEWFJh8hsNhlEol8dPNZhNmsxkul0uurdVqoVAoiFoztRr4wySVY6PK5bKIGWWz2evy/V0Pe0lJ2/PQjSMajcYO4J80Gs2Bb3F3zVVue0HPUqPR/AyAn3kpr/96NFVKlypSAHDixAkEg0F84AMfwK/+6q/KFHlyeIgPBq5IHRPzz6qcOkyUkrKEPBLnTAXHRCIhFQ232413vetdwn+j3PrExAQmJycxPj4uyRgP+mw2K+1sVXFIo9GgUCgIBMxsNotiEcVOtFqtOLN6vY5UKgWNRiNOOJPJIBqNYnx8HP39/Xj88cdx8eJFhEIhJBIJqT6+4Q1vwNGjRxEKhSSpHR4elnY//1Vhpz179SwUCsFkMiEej0Oj0WDv3r0iHrK1tYXLly/j4sWLGB4eRiAQQLvdFk4aq+nZbBaPPPKIwHYnJiZkgCiDHw7jvPPOO0XsZ3V1FQsLC/ihH/ohgdoyKbTb7chms/ibv/kbVKtVOJ1OGY5tNpsFVkXiv8PhQC6XQyaTgdfrhU6nw8rKCv7lX/5FOCcUN7HZbJiZmYHL5UK9Xsezzz4rHWSXy4Vbb71V5JkpdMD3Q/jk/ffff52/uZ69FLsW/hH43vaRsVjsqsmDRqNBIBDA2bNnsba2hvvvvx/79u2TMQH0cUxIunnj7BqwkMKuG30TIYOU4ueep4iHOpiYgS8AGSFgsVjk/CC3jXQCk8kEu90uiBnC1FRRMZ1OJwrT7EhwcHij0RBxMKplcg4Wu2/JZFI4tISGctYpu/5MBBnUm0wm2Gw2FAqFno+8DkbFSLfbLbP8eDtjIyJMGGuxMME1TE5lMpmETqcTRVaz2SzJOp/X4XBgeHhY6CUUvHE4HFIsYGeMo5qo7Miksl6vd8Btm82mFDU4zkIVpKNYDlFV9O1Wq1USPqK1AEhhgf6aiR4AGazNrvD3Gv/yZalHttvtnEaj+QaABwHENRpN4PkqYgAAGYBbAIaVhw0BiFzluf4MwJ8BgEajef0DUV+m/d7v/R5arRb+03/6T5IEEeNcq9VERIHJHLtrTOwYwHJY48jIiGDh0+m0ODJKEzPYJCGVJOdYLIbJyUkMDQ1hY2MDKysrWFtbExW/gwcPIhAIYHZ2FjqdTkiuRqNRiKKcbQNAAnJOqyfcpFqtYmtrSwZIEipCTtHOzg7Onj0Lh8MhHCCLxYL19XU899xzOHDgADQajUghU4yC/IFnnnnmdT2747VsFAXQarVIJBKIxWIIBoOYmJiQAdXlclnWLAB4vV643W4Eg0HE43EsLy8LFIjwCRWCoapi7d27F8888wzW1tZQKBTgcrmk+8YfwjOKxSICgYDMP2QxgtXC/397bx4e533d937f2fd9BoN9IwASXERSpCRLiiNbii1vsdM2qZs2ydPr2omdpEntWy9JLflGVWtfx37sOolb1bmJbMdbbpJaUa8ty4psbZa4ggR3gMQ2mBWz7+t7/wDO0UCbtZCcAXk+z4OHJAgMfnhn5v39zjnf8z2UzSTpSiKR4CxfuVxGJpPBvn374HA42EK5Xq/j5ptvxu7du2E0GtFsNnH77bfzJkWDVRcWFpBOp5HJZDA1NQWn0wmNRgOz2Ywnn3yyM0+W8Lq5nPvjxuPJHvkCVFVFOBzmftVWqwWLxYLp6ekXVZLogEkulPS+p0COEiY01JgcGql6QQdGMj6ivYTuV1RxaDcyIdv8aDQKm83GiRyXywWXy8USzBfObG1fOwWOlHClwzkFlaSmIZe+dDrNZhDxeBytVosTQoqisGxscHBw05mBnC7JuIT6cIWrh8FgYGk9JRBIPUVJA4PBwBUsqsjSsG2quObzeayuriKdTiMej/MICL/fv+nnUeBGiQsyxqFqLbXj0DmTjLco4CJVGAVX5LBMj0v7Hf2fujEfkWSWZCbidruxY8cOTE1N8WuyvfrbbDZ5L6WiAiU9aITOzMwMzp49i0KhgOuJV+Me6QdQ39iQzADuAvA5AA8B+C0An9348/sb3/IQgG8pivJFrDdaTwA4dAXWfs3zhS98AR/96Ec3Dd+kcjk1TLdnXdr7e6h8TW/4crkMk8nEzkSFQoEDN+ohcrlcvGE4HA5MTk5i27ZtiEQi3LiayWRw6NAhNmHweDzI5/N49tln0dPTw8FcKBSC2WyG1+tFo9FAJpOBwWBALpfD8vIy9yXRgdrlcqG/v5/lZySdO3jwIGKxGFZWVtjVSKPRIBgM8u+3srLCVZRqtcpBG0koA4EAvvKVr8ig0A5AQ+YrlQri8TjLJi5duoRWq4Ubb7wRbrebpYCRSAR2ux3Dw8PcoEyv/3w+D61Wi2g0ilQqhb6+PgDPb0TNZpMrX7Ozs2zRHwwG8bOf/QzDw8MYGhqCTqdDKpXCM888g6effpozmclkEsPDw1BVFRcvXkSlUmF7ZZvNhvHxcQwODrJRAEmkyKWSjAS8Xi9uvPFG9PX1cX+bz+dDs9lkQ6BKpQK/389roWyp1+vF97//ffzFX/xFJ5824VUi+2NnqNVqmJubw5NPPomRkREMDg5yLxpVqABsmu1EeyRJAoH1pCGNl6F9lIKjYrEIjUbD+ylZk1NVjtzyAPC8qlKpxDOxyCbd4XBsmr1GezMlX+nASlWwarWKfD7Pe1n7jKr2gI9+R5JgN5tNnn1JlTVK5pKNPF0TADz3zmAwYG1tDefPn8fq6upVew6F9XEMQ0ND6OnpYWkgVbEoUeBwODj4LpVKUBQFLpcLbrcbZrOZEwY07oYqwRT4Uy8ZJSpDoRBCoRAymQx0Oh1XiEulElZXVzkRGo1Gcfr0aT6vkSKMVF3FYpGNbGifJlOcWq3GVWEaf9PuUhkIBPh9SwkEkvhSwEYOlHSupYRmvV7H+fPncfToUcRisU4+fR3h1VTaegE8uKHb1wD4nqqqDyuK8jMA31MU5QMAlgH8KgCoqnpaUZTvATgDoAHgd8UZ6/XzL//lv8QjjzyyyY5Yq9XyvLZ2fTw5T9KNnbI20WgU3//+9zEwMIDe3l62IvZ6vZzdz+fzLAEh3T5JMenN7/P5OHOztrbGZepkMon+/n6Wpfj9fnaMpJ4kaiQ3GAwYGxvjGwvdkCqVClqtFg9jJB10T08PfvEXf5F/P5pLQ18TCAT4jU6VmnQ6DVVV4fV6EQwG8d3vfhcLCwudfBqvW+6++25Eo1HE43GcOHECxWIRu3fvhslkQqFQwNGjRxGNRlEul3l+2YEDB9DT04NEIoELFy6g2WzilltuQTi8XpAg7X+7TXIul8Pq6ioef/xxRCIR7NixA263mxMS+XweTz/9NBKJBGKxGE6dOsVOaZSVJlkHSY4oMKTMXiqVgt1uBwA2JDGbzQgGg0in08jn8/B6vdi2bRvLRsjeO5fLIRaLsWSpUqmwbJckKeSS+pOf/ITfi0LXI/tjh6jVapifn8fp06exb98+TE1NbdoHKdBRFIV7aSjwIVkjJXxKpRIPyyaVCLlLUqWODo907yETEgDsfEw/mxz5Wq0WjxUxGo0cRJGShGzT6XPtY34o6AKen63WbvtPyR+j0ciKmfaqH0EqAroO7VJMCthmZ2dx7ty5665q0WncbjcPXT9y5AiOHz+OTCYDr9fLe9La2hpXncxmM/r7+zE8PMyqDXJNpDmEFDy1y4BJWhsKhbCwsIBsNstD2km6m0gkMDMzg9XVVW4LoOAOACwWCycKKACjIA5YPzdS0EivPzprAuBzpMlk4kCR1DMkb6Zgjfo7yYzIZrPxHhmJRHDy5EnMzc1dN+Yj7bwa98iTAPa9xOeTAO58me+5H8D9b3h1Ag4dOsTSCdo49Ho9Z9coW0eQZp+CMMra0EHZarXCaDRicHAQQ0NDMBqNXHmjAcTAejbu0qVLnHGkDYYGc5dKJVitVtjtduzfvx99fX0IhUI4fPgwB3RUGXE4HIhEIrzR2e129Pb2Ip1O4/DhwwDAWRW3243x8XFcunSJZY80h83hcPBayVrZZrPx/Lh6vY56vc4WtQaDAY8//jgeeOABOQR3iNXVVUQiEXz5y1/G/Pw8TCYTbrzxRoyPj+Ppp59GKBTC8vIy9Ho9tm/fjv3792NychIAkMvl4HK5sLKygpmZGVSrVYyNjbEkAwAnFhYWFvDkk0/CYDBgz5493M9SqVSwsrKCVquFRCKBH//4x6jVati9ezf27dvHlttOp5Md4BYWFnDw4EH4fD625KdkQXtfnN1uR7lcRiKRwMWLF1Gr1bBr1y7YbDY297FYLHC5XDyygBq8ac5NtVpleYzD4cCXv/xlmcm2hZD9sbNEIhEsLi5idXWVzb0oYKOMPznskZskVd4o8ddoNDb9neRfFosFPT09MJvNHJTRnkqPSQOHS6USD8mmQypV6CjJSn1HyWSSHZBJHmkwGNg5kvrb6bBNgRbd08g8gowdqGeOWgNKpdKmPjmqPJIUlM4BVPVbXFzEiRMnsLi4eF1YpncTqqoil8thdnYWR44cwdmzZ6HT6bBjxw5uT6FWD+rDDgaD6O3tZRMb+mjvSaTXDr0GqtUqYrEYLl26xH1zTqeTX0vVapUVVe1yRQqyLBYLt91kMhnet8jYCwAnHsgsh5ROVDmj5DolTCqVCv88mldI+3m74Q+ZAxmNRsTjcczMzGB+fn7Tufd64jX1tAmdgYI1qrK1NwuTow4AnkdWq9V4A9BqtXC5XBgZGeHNiXrdfD4fbDYbkskkO05R+Z3mZZjNZoTDYSwsLCCXyyGVSmFiYgIHDx6EzWZDPp9Ho9HghlCfz4dsNotIJAKHw4Hp6WlYLBaEw2GUSiWcOnWKLZ1p4+zv74dOp+NNJ5FIQFVV/MIv/AIbPrRarU2a+6mpKej1eiwuLnIGJ5vNYmRkBH19fbDZbLBYLJyxEa4+Ho8HkUgE58+f52HZer0ey8vLOH/+PJaXlzE8PMzjLuh12mq1cOrUKczMzMBoNGJ2dpaNSYrFIgYGBnDTTTdt6vUIh8NYXV1l62PqbaNxAVarFYFAAGNjY+wQeerUKTgcDq7y1mo1nD9/njN8hUKBbfs1Gg0HeCaTiX9WtVpFLpdj2+xwOMxzBJvNJsbHx3lkQKvVQiqVwvz8PB8yPR4PPB4PvF4v/vf//t948MEHO/20CcKWob2HjWjvEWt3X2x3lKQDKQVNbrebq1cURNnt9k2z4gqFAhtrkaqDemnp8UhSTQkak8mEWq2GbDaLZDLJiUWqUpBaRaPR8NBiOoDTekkqR8EkSTvJbIz66qjqQAlYCh6p58hsNnPPLs1/i0QiOH36NCdohasHJZ0zmQyeeuopnD17FolEAna7nZ0gKRCj0TJ9fX3o6+vj/vDFxUUkEgn2BaDqMr0GAPAMwEgkgqWlJaTTaZb90/9T6wiZ21FFuL1S98IqtsPh4NcYvdcAcLK0fTQG8PyAbEqALiwsoNVqoa+vj6XG5XKZX8fkgEmu56qq4tKlSzh27BgWFxc3VZOvJyRo2wKQGyQA/pM2Ier9Ir0zZekoy1GpVDibEgqF2NWHbv4kjZyfn0etVmM3IRpmTRmWvr4+WK1WPtC2Wi2sra2xUcjy8jL8fj/e9ra3QVVVeDwe9PT0cH8bZSopc0gyyomJCWg0GqTTaej1evj9fmQyGTQaDfh8PgDrlurURL66ugqr1Qqfz4dyuYxwOAyLxYKbbrqJN17SWT/88MP46le/2pknTcDHPvYxPP300zh+/DimpqbQ29uLtbU1PPfcc5zxJgkIDUVXVRXRaBQnT57kREGr1cL+/fsBrB9IqIIFgGWxlDSg9wQNzd65cydGR0dRq9V4gHylUsEzzzyDRCKBYDCIeDyOcrnM/QVms5mz2i6XCwCQTCZhNBpRr9dx7tw5RKNRBAIBeL1e9Pf3Y3R0lGcdejwezl7fddddGBkZgaqqLLsaHBzE/v37OUlBFuRzc3OdeqoEYUvTfmikPRIAB2BkkEDZfvo6aiegTH4ul+MxADQPiqoFtG+1B3wkgaTkIPW7UdK0WCwimUzykGvqUWrvA9JqtahUKiyBaw9ESepGnzcajdDpdDyw2G63c2BIKhmSTJLdu8lkYukcVVFarRYikQhmZmZw/vx5nr0lXB0oCejz+ViKSNJGkvtT3z85kpI5FwVs8/PzWFxcZLt7qm5R9Zeg12P7GYzaY3p6emCxWPj17HQ6uXWBhm8D4NcfvZcokKLXb6PRYFljpVLhIfHUAkCvUzq3NptNrK2t8bmup6eHq8hkoEND38nldHl5GTMzM1hcXLyuTeUkaNsitMsW6MBLmw0ddsk+mII0knEoisIzPsjEgUrQ5XIZer0ee/bs4YxIPB5HNpvF6uoqTp48yTPiqtUqWx7TqABVVTE8PAy32w2j0chGJ9QUPj8/j4sXL7JMkma5kc1wKpXC3NwcCoUCJicnuYpILl1GoxGZTAbFYhG9vb1wu918Y9Pr9bj11lvZcEKv1yObzUKr1eLrX/86vvnNb3bkuRKAvXv3wmazwe124+DBg2wcE41Gkc/n2blNr9cjlUqxzDWdTmNpaQmxWIwrYBSs06HL5/Nx5o8Oa+0Sjv3792NsbIxn/tEhrdVq8WZHBjWqqrKZgNvtRn9/P4rFIjvFkYkKbUTkNDc8PMxVO6PRiHQ6DY1Gg8nJSZ6R1Nvbi1AoxLp8g8GAgYEBjI6OAljPgBsMBuh0OvzFX/wF/u7v/q5jz5cgbFXaXWGJ9j2SArZ6vc6BETkotrtMkolCPp/nHlvqo6G9j8xFMpkMf9DMUTqQtsu/aC1kCNbeS0cVDnKiJXOTQCDAc9XItITk1HTgpceleyIFdFTdo0CTFCwOhwMej4f3zqWlJczOzuKpp57CysqKqFGuMkajEUNDQxgbGwOwnox0u92sJqHAi6pk2Wx206gHml/bXiFTFIWrqvR8truPkuQXAM8SpLYTAHxepJFPpIyhahsAltZS1ddms8FgMHCg2S7nNZlMPCO3XS5Jc+KA9fdIKpXiz9PvQ9JNqiSHQiEcP34cp0+f5j7S6xUJ2rYQVA4mqQTpjgHwfBqqEpCUg5qQbTYbhoeHodFoMDc3h+eee45nSKVSKezfvx+BQIDnz1BQRpKKRqPBpiVGoxHFYhEulws33HDDpjcsDYLMZrOIxWJotVoYHR3lDY/60gBwCf6GG25ANBpFpVLBhQsXuBq4tLTEFZLR0VH4fD4kk0mWafr9fj6okyQul8thcHAQ3/72tzv2PAnA7t274ff7MTIyggsXLqDVaqG/vx8Oh4Nd1s6dO8cyDbLm379/P1wuF0ZHR3kgPI2JWFpaQrVa5U2k3SlucHAQN954I0KhEObn5wEA+/bt4+G3JA8hCcrQ0BBGRkYQj8f5306nk5MVPp+P7ZRJUhSNRlEoFPhQRbP/qtXqpsZukiTToap91g2Ny9i7dy98Ph+7f0nAJghvjBdKtNrnklI1TKfTccKnvSeNjD/I7TidTnMfNkmzaKYUBUNkZU73JOphoz1JVVW+J9A9olQq8ddTwNg+M85sNsNisbDMjap1FJyR7JPuLVQJIckj3S/pd6T5cXRYJxnl4uIiTp48ieXlZVbnCFcHRVHg9/t5lBJV1Ug1paoqCoUCz1GjZGGj0WDLfDrXeb1eAODgqlwu8+uIqsWUuHe5XAgEAohEIvycU9KQgq1MJsOJfap8KYrCcwfpdU9BJgVl9DMoYKTfhZIeFDxSkYFUK9SyQwPGM5kMkskkTCYT+vv7YbPZ0Gg0MD8/j+PHjyMUCl3XVTZAgraup10O2T4Yk/rO6N9k2UrGJJR9a29M7enpgc/nQzAYxMmTJzEzM8Ob0vz8PFZWVmAwGJBOp9FqtTA0NIRIJMLWw9u2bePNyGg0ore3FzqdDisrKzh//jwWFxc54xMMBrnfbnV1FblcDo1GAzt37kRfXx8sFgvi8Tgbk1AlhixdKZtClul2ux3ZbJZlH3STo4xNKpWCqqoYHBzE7/3e723qcRCuLjfccAPuvPNOnqVGmV+SzALAsWPHEA6HeZPRarUYGxtDqVTC2toaGo0GAoEAyxzpMFWr1eDxeOB0OrmZv1arwev1wmAwsEzSZDJhdHQU2WwW4XCYTT8MBgN6e3tRrVYxNzeHYDCIm2++mcdhPPnkkzh8+DB27tyJO+64gzPh9P6jnhWz2YxMJsPVRDIHIvlKMplELBZjAxLaUFdWVnDp0iV2YrXb7fhn/+yfdfgZE4Stidvtht/vh8fj2dS31t5OQMEbtQTQfYR6v9tNvux2O1cR8vk8Dyumgdh0H6D9jB6f5ktRYpIkjLRX0zxSMnFol13SjCxyTyZnPQrcSNpIygPaV2nOJClpaKYkSdbo96C+O7pfksxMArbO0NPTgx07dqCvr4/7HbPZLKxWKzweD9xuN/L5PHK5HCeoy+UyrFYrBzr0nLf3TtL+ZDAYMDw8DKfTydVcGo/UPg6AHpuSqMViEYVCgYNEGrzu9/s3SXDX1tZQqVTg8XhY9kiuo1Qxo+QFjcPRarUwm82w2+38eap4tweX5NxssVh4JM7a2hpWVlawurp63QdsgARtXc/hw4c5Ewhg04BQANzYTBUw0i+3z6ShIcDlchl2ux1GoxHT09P8WBToNRoN7gsi04SVlRU0Gg0YjUb09fWht7eXszHkJrS8vIxSqYRSqQSn08mBm06nQywWw/Hjx5HP5zEwMMBNpv39/XC73XC5XNyAPTw8jJ6eHmQyGZw4cQLxeBz9/f1QFAWHDh1CsVjEvn37MDY2Bo/HA7/fzxkbo9EIt9uNT3ziEzh0SMYedYrJyUl86UtfwpEjR3Dp0iU888wzKBQKsNvtcDqd2L17NzQaDWKxGN/YDQYDpqensW3bNpZVAOA+E6vVymMejEYjhoeH4ff7eSgoVZXPnj0LrVaLu+66Cw6HA6FQCNlsloNHOnBFo1FEo1HceOONeOtb34pWq4XTp0/j2LFjyGQy+MVf/EW8733vg8/nQygUQjqdxurq6qY+FY/Hw4Ypfr8fo6Oj6OnpQb1ex6VLlwCAA0l6PwwODmJiYoJ7Ucg4aGlpqZNPmSBsSRRFQW9vL0ZGRhAMBjdJwQDwHtmuUKGZZ9T7CjxvX05Sx/YDMUnGgPXeavp/qnq0z9Oi6juN46GRPFRlKxQKPMTbbDbD6XRCr9ezo2S5XIbT6WRnSkpIUuBns9ng8Xig1WoRiUSQSqVY8kbBJknOydmZ1AJ0LlheXsZTTz2FY8eOySDtqwwls/fv34/du3fDYDBgdXWVk9qBQIBfe3q9Hh6Ph1tCbDYbj4YBnp/RRwOr6YNUSgMDA9wvXq/XWUpJlvomkwmVSoXnnJF8mBL/lMzQarXsbUDukrVaDRaLBR6PB1arlcdCkas3JfkpYCRHb+qXo+Cyvd+U3L9dLhdLlZ1OJ8rlMk6fPo0TJ04gkUh06qnrKiRo62K2bdvGvWm00dAbgrTx7ZIQyq45nU7uESoUClAUBalUCrOzszAajdi1axd6enp4kDYN81QUhXXINKhxfHwco6Oj8Hq9/ManAziVw30+HywWC4aGhjAzM8ODHymgooP6yMgIl9vz+TxWVlaQTCbhdDoxMTGBW2+9FdVqFd/97nfhcDhwww03wO/3cx/c2toaUqkULBYLzxahzUir1eKLX/winnjiiU4+Zdc1u3btwl/91V/hoYcewrlz55BIJHiMA2XDjUYjCoUCDhw4gDe/+c2c/aPqKklnm80mlpeXWfZTLBYRi8UwPT3NbmnLy8ssM0omk9xgv7i4CJPJhGq1CqfTyRXh5eVlLC8v8zy4/v5+lk2Fw2FUKhX09vaiv78fyWSSAzSqtFmtVsRiMQwMDGBsbIxHCfT09MDv96NYLGJ1dRV6vR4TExPw+Xx8wMvlcpuq1FQZ/7Vf+zXJdgvCa0Sj0cDv9+PAgQPYt28f3G43zydrH6RNWXzg+f2x3c2O+mjokFoul/ngTAEU9Q9RHzVVsoxGI5xOJxt6tfft0Ey2SqXCfbDtVQIyWSDjCDJ2oINtuxMlAA4IBwcH+TBMCVD6PzoQA+sJL5JLUq/T0tISfvazn+HQoUM8i0u4Omg0GvT09GDv3r3YsWMHqtUqVldXkclk2DiGxjBQD6bL5cLY2BhXqWw2G7RaLQdIpVKJE5HtA+SpRy2fzyMWi3HVbm5uDtFolKuxpVJpk5SRWmva5bq0JgDcD0oBG81to8QE9dGZzWYeu0QDs61WK6xWK88wBMDnOL1ev0lBRuoaVVVx7tw5HDp0CKFQqDNPXBciQVuXcuONN+Lzn/88O8uRlT+Vvw0GA2cSSSZIWQ7qwaEsoEajwfj4OFwuF79J6QAZCoVw8eJFdmvs7e1FJBKBoigYGRnB9u3bUa/XkU6nsba2xsOA9Xo9EokEQqEQYrEYv8mTySR8Ph+8Xi9r+umDhhRT/wDptGkOm8vlQi6Xw80334xyucw9e1SpIIehYrHINzbKhP71X/81/tf/+l+dfdKuY26//XZ87GMfw3e/+108/PDDcDqd8Hg82LFjB3w+HwwGA8bHx2G1WlkyS7p8u90Oq9XKJgAkIaLXcvs8GZ/Ph1KphPn5efz93/89LBYLMpkM5ubm+OvJNc3lcsHn8/H3+/1+7Ny5E8lkkt3SyGJbr9djfHycnd4oYUGHNHrvjI6OYnBwEFarFX19fRgeHobX64XVakU6neamf3rfUs8KjdCo1+uw2WyIRqO49957EYlEOvzMCcLWQqPRwOfz4aabbsItt9yC3t5elidSEoeCJ5ohRW6NZEBCzo2UMKGDJUkmSaVC/bThcBjVahUOh4NHgOh0OhiNRrhcLmi1Wq5iUOWN+l1JekaBJPXqkoED/TwyQiFbdeB5mScFdE6nE5VKBSaTCW63m/vVKUAjqSb1swHrssjFxUU888wzOHz4MMLh8HVrl361oQHtgUAAU1NT2LVrFxtiFQoFtrq32Wzo6+uD3++H1WrlcTK0N1EigKDXNlVlKYgnSW2r1cLS0hLm5+d5fABVkslki14vpHghiT+ZzlEignru2hP75FvQ3sdJ70EaB0BJVJfLhZ6eHrhcLn6t0xmQAjYySqHESq1Ww/z8PH7605/i6NGjSCaTHXwWuwsJ2rqQvXv34tOf/jS75FF2gm781DjabktM2RjKVphMJv6eRCLBgxnpjUvVqVarxcONaZ5aKpWCoiiIx+OYnJzk4aLAeoC4traGdDrNGUfSHjebTfT09MBms2FpaQnxeByzs7MoFosYGxtDJBJBqVTiQ/zk5CQGBgZQr9dZcpnL5bCwsIB4PA63241gMIhQKIRnnnkGt912G7+xyW3L6XTiz/7sz/CDH/ygw8/a9cmePXvw9re/HXv27MGpU6dQKBTwC7/wC2zSEY/HUalUuIGfAvloNIonn3ySn+NbbrkF27Zt45t/rVZDsVjkRMD8/DwURcGb3/xmGI1GhEIh/PSnP0U+n0er1eJBn319fXj3u98No9GIxcVF5PN5nqtE/ZIWi4X1/mfOnEEmk0EoFEK9Xsfg4CCA9UOcw+FAIBCAw+HA8vIyIpEIjEYjEokEDh8+jHQ6jV27diEQCKC/vx/BYBCJRILly9Q3QEEfHdTi8Tjuu+8+nDlzpsPPniBsPQwGA7Zv34477rgDu3fvht1uZ6c9qphRzwxVquiQS2YKFLiRcQIdUskdkir/JMEuFotswU4tCTqdjtUDL6zeUeKI5F/kAkmSTI1GwzPfaH4bWf8D4MoHPS6pUxKJBPf/0DoAcMWDDsJUdSmXy1heXsbTTz+NQ4cOIRKJSF/QVcTr9WJ6ehrT09Po7++H2WxGPB7nRDYlByjIbx9QrSgKqzzoteZ0OlEsFrmqTDPV6DXscrngcrnQbDaxsrLCQ9Pbq8xmsxl+vx9ut5t7wtudT00mEycsSPJYLBaRy+UAgAM7OnNSkpISHgC4P66935x6v0nd1S6fpEKDwWBAsVjEhQsX8NOf/hTHjh2TgO0FSNDWhezYsQPj4+MspdJqtTz4kvS/ZEMOrL+J6I1Es5+sVisKhQJSqRTS6TQKhQJvKIqiIBwOc+Xi4MGDyOVy3GxNen0AyGQyqNVq8Pl8MJlMvJHs3r0bNpsNc3NzmJubg81mY6liNBpFPB6Hw+HA4OAgxsfH0dvbi+XlZWg0Gn4Tk1skZV9WVlbgdDq5P2Fubg71eh1+vx99fX18I6Hm7aGhIXz0ox/FM88807Hn6npmeHgY9957L5xOJ9LpNAYHB+H1epFMJlEoFFAulxGNRmG1WnHkyBGcPHkSd9xxB0ZHR/Fv/+2/xVve8haUSiW43W6WAh89ehSnT5/m+TTNZhOJRAKDg4O46aabMDAwgHg8jpmZGW5qHhkZgd/vRzQaxcrKCp5++mns3buX3d3o8Ea9nXRAIzMBei329/cjEAjwOArS8pP+XqvVch9JPB7nCp/D4cDk5CQbiySTSaTTaR6JQVlNGkb/R3/0R7h48WKnnz5B2JJQCwA5vNK+QNUjMvgg10WSMpIihYwQqN+bHGbbR4zQoZgkkdQzRg7F1KZAFTeSrtHhk3rKgPX9mb6XjBnIZZmcZmld9LPpcajqQD3p2WwWDoeDD/LtA5Tbe+EoAFxbW8NTTz2FQ4cOIRwOi0HXVcLpdMLv9+OGG27A3r17MTIygmq1imQyyXJG+pMCNhrsTsZb09PTcDgcPDc3GAxCo9FgZWWFpbPUr0gVrcHBQbjdbjb0aDabbLkPrAdTmUwG6XQaBoOBZbh03qPXHwB+/dO5jpQslISk9x+1qVgsFg7IaCYcDaHP5XLsHk3Vu1wux9U5qtbRvNKf/OQnOH78OJLJpMh4X4AEbV3IP/zDP+DAgQN4z3vewzdiygJSViUajbIhApWbdTodu05Rho/0yzqdDuVyGYVCARaLBVNTU6jX6zh79iyXqkOhEFKpFBqNBqxWKxwOB+LxOA83pE1ocnIS27dv52GkJ0+e5IHaADAwMIBdu3ZxxtFisSCXy0Gn0yGXy7GphM/nQ6vV4n9T31B/fz+Gh4e5Fw54vuG2VquxGcUf/uEf4rnnnuvY83Q9QTOPgPUDwo9//GOUSiWezbewsICLFy9iZmaGrbJvuOEG3HrrrRgZGcHa2hpWV1fZYXF4eBgjIyMol8ucqY7FYmweQrIjp9OJWq2GAwcOYNeuXajX67h48SLi8Th+6Zd+ieWWoVAIMzMzSCaTiEQiiMfjnMXcvn07UqkUQqEQnE4nzGYzAHDSwu/3I51OQ6fTcQWZemSoMu33+6HVatlIYN++fXA6nQiHw8hkMlhaWuLxA9lsFmtra/z4NMtNq9XiX/yLf8HDUAVBeO3U63UsLS3hzJkzCAQCGBgY2GTxD4CTmpSApMoGVRroXkb3MKq6Ue8atSBQYEXGQdS7QxWR9kQQ9SMBgMvlQjAYZLfKYrGIUqm0aWaW2WyG2+3mIE9RFKTTaWSzWT7MU4sA9cfR/am/vx/9/f2sOKHfh64PAMRiMfzsZz/Dc889Jz1sVxidTofe3l709PRwUOP3+1mJodFosLa2hvn5ea52ejweBINB+P1+KIrCbqDFYhGDg4MYHBzEzp07Ua1W2YF0aWkJoVAIKysrsFgs6Ovr41lp9F5otVpYWVlBLpfjkROkllpdXeWB79RaQokDOiOSxLe9t40qf9Qr6Xa7edwAmejQGZVadQBw4YEKCNTrSY9N7QfUOxcOh3H8+HEcO3aMHcGFzUjQ1oVUKhV87GMfg8lkwr59+9gW3+FwoFQq8eBDnU6HQqGwqSxOJXCtVguPx4OJiQkkk0msra3h0qVLyGazGBwcZOMEqrAZDAZMTExAo9Hg/PnzqNVqLC2Lx+Pw+XzcVN1sNmGz2eB0OpHJZDA2NoZ6vY7V1VUkEglMTExw83YgEOCNs9ls8rDhO+64AwaDAUNDQzzfjSzUKUtF1sqJRAKxWAyRSASBQADT09O4//778eyzz3b6qbrm6evrg6qquPHGG/GZz3wG5XIZuVwO586dQ7FYZInF0tISfvjDH6JWq6G3txfvf//7cfDgQd5AyHnt0qVLCAaDbBdcq9WQy+UQjUbxxBNP4NChQygUCti3bx/279/PJiI0VH1lZYVfg+fPn2c5rsfjwW233Qan04mxsTHMz8/jxIkT/Fjbtm1jsxIy9qH3TD6fRzQa5U1w586dPIj+6NGj0Gg0mJiYgMvlgs1mQyQSYScrr9cLnU7HGzE5QpIZUHuGPZ1OS8AmCG+QWq2Gubk5aDQaqKqKN73pTejr62MVCo3XIKvzdqmkzWbjJCYdKG02G1wuF1uOUw8qZf7L5TL3wJLMy263c4WDqgYkaaR+a6qaUCWDkqh0EAbAgR9VG6jiZjQa4fF4+L5BX0sDh+12O7xeLxRFYfdJquJQn++hQ4fEdOQKoigKAoEABgcHeZwSBW1Go5Fl+CRjJUktmXIMDQ2ht7eXjeJIOUWGHzQup16vI5vNIplMIpFIoFQq8Yy2/v5+diyl+WeJRIIrswaDAX6/n2WVFJhRApyS+BT0kxySkgp2ux02mw3AeoJDq9XyPEOTyYR0Oo1EIsHjmsjBnAJN+l1pQH06neaRFfSeoPdtKpXCsWPHRBL5c5CgrYv53d/9Xdx///14y1vewnNeqK+NMno0R4rkkx6PhyVh6XSaK23k1OPxeODz+XhWB5Xlaf7VwMAA7rrrLjQaDZab0RuIhmtHIhH84Ac/YAdJ0jVv27aNh0UmEgmUy2UsLCxAVVVs374dTqcT+/fvx8jICPr7+7G6uopnnnmGM0JDQ0Ow2WxYW1tjySew7oIUCoW4qvPAAw/gkUce6cyTch2xd+9efOUrX0G5XEYikcDx48fRarU4+KCgxGaz4e1vfzve+c53cnWJKrfPPPMMHn30Uej1egSDQeRyOcRiMQwNDW1yEj169ChUVcVb3/pWHpZttVoRiUQ46EkkEptkPo1GA+Pj45iamkK1WsXw8DBLgZvNJgda9Xod4XAYy8vLfIDq6+vDyMgIz8ohydH09DT8fj8PoaVht4VCAbFYjG24bTYbN1dTFY1mPZHRT7t8an5+Hh/84Ac7/IwKwrVBuVzGhQsXuCft1ltvxeDgIFfBSHJPEkJK9ND7EVgP/igYo/c5VeNIstY+76y96gA8b5NOASINzyYjBzok0wGVDq/kWEvVN6rom0wmNokgq3carpxOp9lQqd2EiwzJ6HeKRqPIZDJYXFzE2bNnEQ6HJWC7QrhcLuzatQsHDhxgNYXZbEaz2UQ2m0UqlUKpVOLxESS/J4dEi8WCVCqF8+fP89BoMrSiRDmpmwqFAifFST7p8/lYaUKvO+r/Xl5eRrlcZkdTet3QjFtyDAfAyf9isYi1tTUOCmkkE1XPyNzO5/PB5XKxSU6j0eDHpMoZVRfpvUT7Y3tlmIoFOp2OxzwdPnxYRlH8HCRo63Luuece/Kf/9J/wvve9j6tXJGdsb16ligU51IXDYcTjcQDgrM/g4CBn4mq1Gmw2GyYnJ5HL5ThjSOYINPtlx44dKJfLPDzbbrez8ci5c+dQqVRgs9mwf/9+jI6O8k2BdMy0ngsXLkCn02Fqagr79++H1WpFPB7H3/7t3yIYDOJNb3oTXC4XzGYzcrkcLl68yM6C5NL34IMP4sEHH+zk03Fd8eEPfxjnz5/nTDI5iNIBY3Jykns3yMGMXpfRaBQPPfQQHnnkkU3uUcViEbOzs+jv74fT6QSwfviZnZ1FrVbDDTfcgKGhIaiqyhsQDcVeW1vDD3/4QxSLRTgcDjbWmZ2dZc09OaKWSiWugj377LMIh8Ms+SAL/vb5fpS1VhQFa2trMBqNCAaDnLyIRqNoNBq46aabsGfPHs6ALy4uotVqsckIHZ7otWuxWPDMM8/gM5/5DEtGBEF445RKJczNzbEro6qqrNBQVXXT+7FarXLVjKoXFAzRfYNc76iPjYweaE4WJXKoT4f6cKh/nKobJJ0kk4V6vQ6n04nBwUEEAgEYDAZkMhnubSO3P+pB6u/vZ8XJ8vIyVlZWkM/n+T5rNBp5He0HX6pAnjt3DpFIBLlcTnrYrhA6nQ49PT0YHR1FX18fG9dEIhFks1lODjocDn4dBQIBrtIqisIS3zNnzmyaoUuGM8lkkqutlUqF9yGv1wuPxwObzcYBE5nSpVIpzM/PY2VlhU232i31qT+NzEzIWj+XyyGZTLJTJAWgANihlAxHzGYz971RQoMSENT+QMEp9bZTwqQ9+UFJCgrYHn30UczOzrLhifDSSNDW5TSbTXz+859HoVDAP//n/5xv8u0Ny1arlatt1NhJvWNkuEA9SaVSiRuV8/k8z21rNBo4ffo0vxkHBwfZ8aper3Pli3p6yH2PAjPa6BwOB9sOV6tV9PT0wGq1wmg04oknnsClS5cwMTGBYDCI3t5e7Nq1i/uO+vv7USwWeZ3hcBgjIyOYmJjAZz/7WXzve9/r8LNx/fArv/IrqFQqePbZZ9mlM5VKcRW0UqlgdnYWNpsNw8PDGBoawtDQEMxmM7LZLB599FE8+eST8Pl8GBsbYxkPuUhGIhEEg0E4nU6eV3T06FGsrKzgwIEDGBgYgNVq5dcmNUT39/djbm4OFy5cQK1Ww9mzZ9Hb28sSJ5Ls9vb2wuFwIBwOw2KxoLe3l8cJmM1m9PT0sJOXzWbbJGVZXV2FzWbjCiNtwMFgkJvBo9EoDh06xHIlvV7PlUeqartcLhw+fBj333+/WPsLwhWgXC5jfn6eEzIHDx7kAyMZk1C/GvWH1+t1NJtN5PN5pNNpDsLIrhwAVwVIKkZOztFoFJVKhasXZPBAhhAUPNKonfbHoK+z2+38+AA2HbjX1tZYUeP1enlUid1uRzAYZAc+koBS5SKdTuPUqVOYmZnB8vKyzH68wlDvvc1mw+LiIp/LKPihgIheg/TaI9OaQqGAS5cu4dKlS6jVamxGQ2Y47clEqmpVKhV2D6WEIJnu0PNNw9Up0CNDEOqBo2Hr7UEcGfFQyw21AZAEEsAmp0pyk6RWA3qsFw51r1arm2YLU18cDQEnBcuJEyfw+OOPY3Z2FtlstmPP6VZBgrYtQKlUwle/+lVYrVa85z3vYUkFyS5IekFaYZJ0NJtNFAoF3igo2CsWiyiXy3jqqacwMDCA8fFxzoQAwNDQEAYGBjY5VA4PD6NSqfBGQrawVLmjJm3qI5iYmOD5G5VKBWNjY1zpA4BQKASz2Yzf//3f3zR+gGbcNJtNBINB/PCHP8Qf/dEfYWlpqWPX/3pkamoKq6uriEaj8Hg88Hq93Aifz+cxODiI3t5eGI1GRCIRLC0t4Zd/+ZfRbDaRSqWQyWTQ09ODyclJDrRmZ2eh0+k4G+71ejE+Ps6SSo/Hg76+PoyOjrJccXFxEc8++yzuvPNOuN1u7Nu3D4FAALlcDqFQCOFwGJcuXYKqqpicnITNZsPOnTtRKpWwtLSEbDaLcrnMM9Te8Y53cCWvUCiwxJc2OKrAUc+K2WyG1+vlTSmdTrP0cXp6mjPcJBMmGYrVasX8/Dz+w3/4D1zxFgTh8lOpVHD+/HkOhPbs2YNgMMhtALQf0gftS+12/+1DtynAq9VqbNNPzspktuD1emG321Gv11mp0m7RT7LI9sCR1kproGHG5GRJbQYmk4krdT6fD/v27WPnPqqUkFFKNBrF3Nwczpw5g6WlJTZEEq4sNGCa+qxbrRYHOFT9JBUUzTczGo3wer3I5XJYXl7mgC0YDMJms7GipVQqbRpXMTk5CZ1OB6/XC7/fz5JH4Hm3R3pNWywWBAIB7jEjF2Oq1FLvGsl6yXhEp9OxczI5HZtMJh5RkU6n2Y2V5rdRLxz9XJ1OB6fTyQPjab4wOU62f1BC9OTJk3j22WcxMzMjAdurRIK2LUKpVMJ/+S//BZ/73Ofwta99jQMg0s1TNYsyfdRXQxkSnU7Hs2YoC/Te976XBxpfvHgRly5dwvT0NKamptg0ZGVlBc1mkwcxtpfwyeWPqiehUIg3H5PJxEOKaXDy8PAwtFotCoUCa7NpoGk0GsXCwgIcDgemp6dhtVpx+PBhPPDAA7IJdYBms4lWq4Vdu3ahUChgcXERLpcL73jHO6DT6RAKhbCwsIDx8XFMTEygr68Pvb29SKfTePjhh/Hoo49iamqK7X2j0Sjsdju/3v7xH/8RP/jBD3Dfffeht7cX+/fvx/DwMPcGlMtlxGIx5PN5vOUtb0EwGOTXLwAEAgHOElK/3Pbt25HJZHD69GlcuHABpVIJLpcLO3fuxAc/+EGYzWaoqsrafaqSzczM4Ac/+AGazSYCgQAmJiawZ88erhoXCgV2lKTBurVajTOVlMSgBnSNRoObb76Z580JgnBlofExxWIR4XAYe/fuxb59+9goiUwP6LDbbs9PcxXbnRop2CKFSbVaZbOI9hYBco6kHrr2wC2TyUCj0cDtdsPn80Gv17NcjA7PtGeTlK6/v58TRHSY9nq9KJVK/L2kdCBp+PHjx3Hx4kXuaxeuPPScWa1W+Hy+Ta8fUh7R80EqDpfLBZPJhHw+z3NsAXACnAIdkhvOzc3xLL9gMAiHw4GxsTGuaAHPzwnfiQMAADE4SURBVOcjUxwy+2i1Wrx/AWBpPjmYUg9mpVJhJcrAwAD3o9PICBoOT87O1P89MDDAdv/UVkCmIjqdDtVqddPoCqq0GQwGlEolnD9/HjMzMzh58iQ7RguvDgnathCUVfmN3/gN/M3f/A16e3uRTCbZxpw2D+oDa7VaiMfj7LKl0WhgsVhYY+z1emE0GhEOh1k/PT4+DrPZjHK5DJfLhXg8zrpprVYLn8+HTCaDWCwGl8uFm266CaOjo0in08hkMqjX6yiVSrBYLPwzaN4W3VxISkYyuZWVFaiqCpPJhIGBAUSjUfz2b/92py/3dY1Op8OePXuwtrbGVVTaIIrFIux2O7LZLGv7h4eHYbFYEI/HUavVYLVakUwm2b2KdPd79+6FxWLBoUOHcP78eXzrW9/Cu971LqRSKZYrJRIJmEwm1sY3Gg3Mzs7i7NmzOHXqFM9mo2GgbrcbADA7O4t8Pg+r1YqpqSkAQDAYxO23384DR0laQvNustks0uk099y5XC7ceuut6O/v50oyZeFp3EY+n+ffra+vjw9pZJby4Q9/GIVCoWPPnSBcj1QqFVy8eBGxWAyxWAytVgs33HAD3G43B0m0D9Ee1O74CoCTLLRXUlBFrQS9vb1sAEGz1sjGvz0QpIoYyRt9Ph9X9MkenYwaDAYDDxYmmSZ9UDWQKiLAetUjFArh7NmzuHDhAuLxuARsVxl6vp1OJwwGA2q12qa5fu3VW7fbjf7+fgSDQVitVk5GkmQyk8lAVVVuH6BK2crKCssa219jFExRUp4S8eRLQMlySlC0G9xYLBYA4NcenelGR0cxMDDASQxqtaH+0PYKHo2zCAQCbIhHeysFjvR3MiZpN0E5d+4c/umf/gnHjx9HKpXq2HO4VZGgbYvywQ9+EJ///Oexb98+zg6SNXGtVoPb7eZ+MiphtzdKUzVOVVU4HA7ccccd2LZtGwwGA2989XqdZ3KoqoparYbh4WEMDg4iGAzC6/VidHSUs0xUIUkkEpwNIjtaqkrQYGMyhDCbzRgcHITJZMLq6ioWFxdx3333dfryXvecOXMGk5OTiMViLMtptVpYXl5GMpnE9PQ0brvtNn5+6XARiURgt9uxZ88edjKLRCJQFAW7du3Ctm3buHI1MjICm82GZDLJgVCr1UKxWEQwGMTS0tImzb/JZMKNN94IRVFgs9nYPlir1fK8G2qertfr3FfmcDj4PUKZRjoEWa1W/OZv/uampm7qR2m1WnzIo6wnJToCgQBnJZvNJoxGI1ZXV3HvvfeKHFIQOkihUMC5c+d4n9m5cydLuSlhScEV3b9UVeVBw3QIBsDDsGluqcfjgdlsRiaT4Xlq1BNLYwLIIp2kbB6Ph3vI6Z5CP4OqFS6XC8B6Ypb6k1RV5UMz7b80umd+fh5zc3NibtQhSqUSjyKy2+28b9AeQhJWmj/WnvQjCT71nWUyGX7t9Pb2sqokk8kglUqxbJ9cHkltQooPckYFwAETnclofySXZ1JKAc/PUCNjE5PJxNU+kmcqigKXy4WBgQGWSmq1Wrb3B8D9odQXZzAYWFpJRj1UPTx37hwef/xxzMzMSMD2OpGgbYtSKpXwmc98BnfffTfuvvtu7NmzB/l8niUcVKanLCNV6dq1+6VSiYcbBwIBBAIB6HQ6JBIJFAoF6PV6BAKBTW94ak4dHx/nbGEikUAoFOI3dbVaxaFDhzA2NobJyUl4PB5UKhWsra2hUChsGgRqtVpRr9fx0EMP4bnnnsOlS5c6cj2FzXz/+9/Hm970JiwuLsJms3F2WqPRwOv1olqtYnl5GYuLixgaGuLEAM02o8Co2WxiYGAAg4ODmJiYgMlkwsLCAjs3AuuvAY/Hg1KphHQ6jd7eXt7M7HY7H2iA9X6TUqkERVEwPj7OmxutjWYw0awah8OBSqXCM2lCoRD3gbrdbkxNTfFsHcowUtaQsp/5fB65XA56vZ43PbJBpqbxWCyG//pf/yvOnz/foWdMEASiUCjgzJkzaDabiEajmJ6exvj4OB+gyUCB+lC1Wi33Vrf3vVEARfehnp6eTd9P73+qKJAhEo0zoWArHo8jHo9z5Z6SYHRottvtqFaryGaznNgkSZmqqojFYjh//jwWFhawsLDA4wWEzlAsFrmdY2RkBIVCAaqq8jmLehVrtRrvURS4kQMzBUd0JiN3UKqA2Wy2TUkBei1lMhme6UfqKgDsaEp/J/k/VQFfWG2jqqBer0etVkOlUmEJLgBuffH5fPD7/ZvWQEEdVeMo2UCVawpCadYcBWxPPPGEBGxvEAnatjCJRALf+MY32KXvz/7sz9DX18czNyhLSM5W5JpFblrUl9OefaFyeTAYxOLiIuuRK5UKVzFo0PHa2houXryIxx9/HGfPnkV/fz+mpqYwNDSE4eFhjI+PY3R0FI1GA2tra4hEItwfR+5EOp0OH//4xzE/P9/JSym8BF/72tfwW7/1W1haWkKlUsHKygq8Xi9LiUwmEx8oqtUqnE4nkskkbDYbyxQdDgcCgQBisRjS6TSGh4dht9tx++23cyAUDAZRrVZx/PhxxGIxjI2NsVMaHY7q9TpSqRT3Qm7fvh2BQIAraqVSCaurq8hms+xqRVVjcm8rFApoNBrwer3o7e1FX18ffD4fvzcomUABYz6f5wzmxMQES3+pQk3yzGKxiE984hO4ePFix54rQRA2UygUcOrUKayuruLChQvYtWsXent7sW3bNt7DyO6fPtpnnlFgRUkeOoySBTpZ/bcf0skSnVweM5kMQqEQTp8+jUgkApPJtMk1l+SWANiZmfrQqYJx4cIFzMzM4NSpU0ilUrxmoXM0Gg3EYjFEIhG43W6eIQuAzdQoEUDjaMhMhubjkoEbvW6okkrJdQqw/H4/3G43G5RkMhmWG1LARvJa6qOmfrtAIMDJR5LZViqVTd4HVJkjp1NVVeF0OmGz2eD3+3kWKQA2zaFxFRTAaTQaOJ1Ofr9QJc5gMKBYLOLMmTN47LHHcPz4cSSTSXn9vgEkaLsGWFxcxOLiIt71rndhYGAA3/zmN1EoFDh7Qk5T7W88ACwbowAul8uxw1BfXx83q9JNhAYy9vb2QqPRIJ/P48SJE1hcXEShUMDc3Bx8Ph9uuOEGBAIBeDweAEAkEsGlS5e4v8npdKKnpwe/+qu/ing8LlmXLmV+fh4TExOYnZ2Fx+PByMgIzwYkSWQ0GkU4HEapVIJWq0UgEEBPTw/PaInFYohGo3zYaLVa8Pl8KJfLsFqtCAaDnKluP8DMzs5idXUVrVYL4+PjuO222xAIBFCr1aDX6zE5OYlgMAgAyOVyCIfDWFtbw/LyMjdpk5zJYrEgFoshHo/D7/cjEAjwoFOtVot0Os0mAhQc5vN5zlzSR7PZZAkmZUKtVive/OY3I51Od+x5EgThpalWq4hGo0gkElhcXMTAwADPgqQqOxmVUIWDnCLpMKvT6ThxlMvluJrvdDqRy+UQj8eRzWa5+k79v3QPJPk3GZ6YzWb09/fD5/OxWUQ2m2WpIznjptNpJJNJnDhxAisrK1hbW5PDbheRy+WwsrICj8eDiYkJeL1eAODXEknsSXKbSCT4HEXywVwux72RFNhRYptaTNxuN5xOJ1fP6PVIyhJgPWijURL02B6PBx6PBwaDAZVKBfF4HGtra2yaQ2dCqtpRTx4ATriSyiadTnNgRkl/Wq+iKPyeoNcn7ZehUAjnzp3DkSNHuIdNXsNvDKUbLqCiKJ1fxDWEoij4zd/8Tfzar/0aN1LTsM52qWSz2WRjhWw2y294Gg+QSqXwox/9CCdOnMDIyAhuvvlm9PT0wOfzsYNgMpkEADZDIYkIraNeryORSCAajWJwcBBHjx7F5z73OQCQN+8WQKfT4S//8i85i0gSCLLIJ10+DcMml8np6WnMzMxgZmYG27dvx9jYGOx2OwDw8Ort27fD5/NhcnISWq0WFy9exKFDh6DVajE0NASPx4NGo4FSqcR9H5SpjMViyGaz2L17N6xWK86cOYOLFy+iXq/D5/Mhl8uhr68PBw4cgNvtRrlc5sCuWq1y/0CxWMTf//3fY3BwEDfffDNGR0cBrFex8/k89Ho9N5uTNISSHh/5yEfYalx4zRxVVfVApxexVZA98vIRDAYxPDyM7du3Y2pqiseXUAWNFARUJaG+IUqEUq+OoihYXV3FyZMnsbi4CJ/Ph4mJCYyNjcHr9UKr1SKZTPKga+B5KTglk2g0AMke4/E4MpkMEokESyqj0WiHr5jwcpA88qabbsLg4CBXzNr7FqliS0qNcrnMAVEmk0E4HGb/AHIipmqdy+XC6Ogo+vv70Wq1EA6HEYlEOLhqNpvco0myXHrN0nxdsvJPpVKIRCLI5/PcgxcMBjEyMgK73Y5cLsdzAlVV5XaYYrGIRCIBRVEwNDSEnp4eAOD+OqqsUYUaeH5+4rFjx3D8+HGEw2FJzr9GVFVVXurzUmm7BlFVFQ8++CAefPBB/Mmf/AlsNhvPsTpw4AAajQa/canZOZ1OY3l5GbFYDDt37sSuXbug0Wh45ta5c+cwPT2Nvr4+dthyOp1cvWvv96Ebhs1mw+rqKjKZDD75yU+K/fkWpNFo4JOf/CTLcMlUZHFxEdVqFXv37mWXs3Q6zTd7s9mMsbExlvgsLCxw0oC0+ul0mmcSUbb75ptvZutkknSQZEir1fLMmcXFRSwsLGDnzp0YGhqCxWJBX18fisUiS23tdjvcbjcPn6eegzNnzvChq16vIxgMcvKCeu2MRiNveuTqRrNvstks7r//fpw7d67Dz44gCK+VaDSKZDKJ5eVlzM/Ps7GW2WzGxMQExsfHOcFEcjBg/V6YTqdRqVS418dms8Hj8fC9rL0qRz1z7YlOqoKQcVg+n0coFMLx48extLTEvbjJZFIcIbcAuVwOi4uLGBkZ4XEN5EhcLBY5iU2DpSkYo1lrZBhCPWGlUokDKpvNxs7NJN+nPrP24elkVkNDtmk/zuVyaDQa/Pqj0UuJRALpdJot+aldhYxSyuUyzx4k+35SuNTrdZbvkuKExmlQr2ehUMCFCxfwxBNP4NChQ4hGo5LYvIxI0HaNc8899/Df9+zZg3e+851QVRXvf//7udJmMBgwOjqKQCCA5eVlFAoFtFot+P1+fOADH2B3IrrhkCys2Wwim82iUCigXq+jUCiwYUUmk8HDDz+MRx55RA63W5xisYh//Md/hNlshtVqxWOPPQa9Xo89e/YAAFKpFCwWC26++Wa4XC6YzWaWBQ0NDfEGQdUxmgOzuLiIW2+9Fblcjl0m6cBCkhEyIalUKnC5XJtmo91www0cYPX09KDRaGBpaQk6nQ4ulwulUgnz8/M8FDubzaJWq8Hr9cLr9UJRFOj1ehw8eJAPU8lkkqvT9PPInECj0eBb3/oWTp8+jaeffrqDz4ggCG+Eer2OSCSCdDqNubk5ljaOjo5iZGQEfX19PMqEZi82Gg0UCgXud6WZWiR3JIORYrEIh8MBh8PBB1ySPrb3Di0tLWFxcRFzc3O4cOECUqmUjArZguRyOZw/fx7NZhNDQ0MsiaR+a+ob0+v1XA2zWCybehOpOkZJSeoTCwQCsNvtbNhGjsxUzaOEAvB84pwkk2SOQ2c2moFKSUgaPZHNZjmBQMEmGXHRec7v97MrZLtDJSUqKKBbWFjA2bNncfz4cZw5cwaxWEwCtsuMyCOvU+688074/X788R//MTQaDf76r/8ax48f54wP9fHQm5OyN6qq4iMf+Qje9KY3oVqtYnV1lXuC6IZwzz33IJ/P48iRI53+NYXLyNDQED7ykY+gXC4jnU5jamoK1WoVS0tLXOnq6emBwWBALBbDpUuXYDQa4ff70Wq1+GZ+6dIl5PN52Gw2vO9978Ob3/xmPPbYY5ifn0exWIRWq4Xb7UZfXx/y+TwSiQT8fj/Gx8cxPj4OnU6HUqkEvV6P4eFhjI2N8UDTeDyOlZUVdueiTCEdkjQaDXp6eljOQSMx2jfX9kZq6nNxOBz4gz/4AzzyyCOdfhquFUQe+RqQPfLKoygKW7T7/X709/dj79696Ovrg16vx8rKCvdvA+D9DgAP4wbAQ5BJak2HZ6p+XLx4EeFwGKdOnUIoFEIikUCpVJLD7RaGespGRkYwMTEBn8/HwRkA3q98Ph/cbjd0Oh33LJKCo1wuIxQKIRQK8f5ls9mwY8cOBAIBZDIZxONxllsS1O7i8XgwNDTEg98BsNlNMBjk8TRra2sc/FFFmALNYrGIRqPBhjsU9JFsk8x4aFA27Zn0uj58+DCOHj2KUCjE7tHC6+Pl5JEStF3H6HQ6jIyMAFiXjLzaLF9vby/sdjtarRZGRkbwp3/6pzAajfjUpz6FmZkZLC4uXrlFCx0lEAjga1/7GssoyuUyCoUC2+DTSIi1tTXEYjH4/X709vYin8/j1KlTyOVyPCCUetD0ej2OHz+O4eFh3HzzzTAajVhZWUE4HEY4HEalUsGNN96Iu+++G263G7lcDrVaDR6PhyUfZDBSr9cxNzeH5eVl1Go1RKNRHgharVbZJpvMAkZGRrgh22azsVykfSzAn/zJn+Dw4cPicHp5kaDtNSB75NWFZlwNDw/zjCoadtwuTWuvdBA2mw0jIyMYGhqCRqOBx+NBMBiERqNBOBzGyZMnsbKygmg0yj1PwtZHURQ4HA7s2LEDt912G6ampmAymbiSRbb+VAkj+T/Nwi2Xy7zv0ffQHF1VVZFIJJDL5XhEBbCeLKBkw8DAAEZHR+F2uwGsyybJzIR+hs1mY58BkknSmAmS9ZKqiuax0ccLgzca3h0KhTAzM4NDhw7h4sWLWF1dlWDtMiBBm3BFoAobAJ4HIlzbGAwG/OQnP0EoFEIsFkMmk4HT6WRZLFkKWywWjI+Po6+vD9VqFSsrKyy/IFljsVhEJBLB2toaWq0W5ubmeHZMo9HAm970Jhw8eJDNQEjzT1bJ+Xwe1WqV3S0dDgdyuRw7Sp46dYqrZ2RsUigU2NKYBofTqAuHw8Eboslkwn//7/8dX/3qV+V1ffmRoO01IHtkZ1AUhQMzGgvwWr5Po9HweBFFURCJRLC6uspGEsK1h8vlwq5du7B7926MjY3xXlatVqHVarm3jf6k+X+tVguRSASRSISTizQgnkxEyuUyyyUpMPJ6vRgeHkZ/fz/b7pOEEQCbzjkcDvT09MBqtaJWqyGbzWJtbW3TXF5yhiTHcJPJxIoTk8nEw+BpfuDy8jJ+8pOf4PHHH+ckrHB5ECMS4YqgqioqlUqnlyFcRWq1Gm699VYMDw/jvvvuQ6lUwuzsLA/9dLlc6O/vRzabxZEjR3DXXXdxde3ChQtYWVmB3+/HwMAAXC4X+vr6sLq6ijNnzqCvrw/T09NsTrJz505s376d3a1Iy18qlVCtVpFIJJDNZnHx4kVkMhlMTk6ypCMYDMJkMiGRSKBWq8HlcqFWq8FisbC+n8xJzGYzXC4XrFYrS4S/+c1v4s///M87fbkFQegQryVQe6nva7VaXKETrg8ymQxOnTq1aai7z+fb5NJNgRdVtFwuF4/TIa8BktXq9Xoei9PuwEhGNyMjI9i/fz88Hg/K5TKy2SyPcqpUKkin0ygUCjx2p7e3FyaTiecJ0rw2GkdBhiZUaaN+bnIWNxgM7Hj69NNPS8B2lZGgTRCE18XS0hK+9KUv4e1vfztGRkZw6tQp6PV6BAIBmEwmdo4kww9FUWC327F3717UajUUi0V2oTp48CD27t3LARm5qJH9cLPZRKFQQLlc5ub/crnMc1+ozy2ZTMJqtbKBiN1uRyqV4tls5XKZ5x1RTwrNrKH+tYcffhiRSARf+tKXOn2JBUEQhC1GJpPhj7W1NQwPD3My0Ww2s6KjWCyy+Yher+dgi6plVO2ieWsOhwMA2PiD5gXSnDUaU0Fz3GgfpH2uWq1yGwzNfQPAvZk0f5WcS6n6Ro9DipmVlRUcOnQIs7OzWFhYkIDtKiJBmyAIr5tjx47h2LFjuPPOO2EymfA7v/M7KJfLWFpawuzsLHK5HHbv3g2fz8fZw0ajgUwmA1VVsX//fp4tQ4M/t2/fDo1Gg2q1Cp1Oh1gsBqPRiLW1NRQKBdhsNpZw9PT0YHR0lGentQ/FpQxlMBjkDVFRFB6CCmDTQN0f/ehHOHPmDL7zne/IeApBEAThDZFKpTA7O4toNAqfz8cu3RaLhStahUIBxWIRZrMZrVYLZrMZiqKg0WjwSAm73Y56vc7mHjqdDoqicLWNEprlcpkNuMhMxO12sxMy9aGRO2W7GRc5nZLTJQCuBFIbw9LSEk6fPo2FhQXMz88jn8/LXnmVkaBNEIQ3zGOPPQYAiMVimJqawq//+q/zjLVGo8EVMY/HAwAYHh7m5mmNRoNSqQSNRsMjKGhOUjqdRiQSYRdImq1GDdYk3QA2S5LI4YqcKGnWDfWvtfetrays4D//5/+MxcVFrK2tdeDqCYIgCNcarVYL+XwepVIJkUgEyWQSAwMD7Ayp1+t5ji7J/41GIwduLpcLHo8HRqMRpVIJiqKw2yTJ+0kCSXsfAFaPkN8AfQ4AV+AoiKN5ce0VOqPRCK1Wi3w+j2QyiXPnzmFubg7nz59nB1UJ1jqDGJEIgnBZ0ev1cDgc+PSnP439+/cjlUphaWkJuVwOfr8fHo8HZrOZK2HlchmZTAa5XA7NZhMWiwVerxfVahXJZBL1eh0mkwmKonBmMBAIcP8ZfZ/ZbOY1kPa+VquhUqlw9Q0Az3kzGAy46667UK1WkclkOnS1rlvEiOQ1IHukIGx9KFDq7+/H8PAwRkZGMDk5Cb/fD6PRyEOtaRauyWSCVqtFs9lEtVpFpVLhodjUgkCJUUKn022ay9Y+dJukjtSjZjAYuIeOlCg0Dy4WiyESiSAcDmNmZoZHEYgz5NVB3CMFQbiqUGbvoYceQi6XQywWAwD4/X5ueCZJB2UNS6USOz2SbIQcscrlMgwGA3p6euDxeKDVapHL5TYNs6VqG/Wo0c9QVRWZTAZmsxl/+Zd/ib/5m78BAJmN1DkkaHsNyB4pCNcWFosFwWCQ57DZ7XY4HA709fXB5XLBYDBwJa1araJWq/EH9cUBQLlc3lRhM5lMcDqdcDqdrFBpNps8d+2FDpY05y0ajfKYnXA4jNXVVUSjUUSjUVGgdIDXHbQpimIC8AQAI9bllP+vqqr3KoryGQAfBJDY+NI/UlX1/9v4nk8B+ACAJoB/r6rqK06klQ1JEK59brnlFvzrf/2veQPavXs34vE4UqkU6vU6qtUqstksnE4ndu7ciWq1inw+D2B9pg0ZhzidTvh8Pg7E2t0gaahoq9VCMpnE8vIy//wPfvCDHfm9hZfkmgjarsb+uPE9skcKwjWIw+GAx+OBy+WC3+9HT08PD3j3+XwwmUw8fJ3UIna7nWWVL1SSkOTSbrdDo9Gg0WhwMEf/pkAuEonwIOxoNIrV1VWEw2Ekk0nuMRc6wxsJ2hQAVlVVC4qi6AE8BeAPANwNoKCq6p++4OunAXwbwE0A+gD8GMCkqqovW1OVDUkQri8URcHv//7vs5vVvn37MDg4CL1eD4vFAqPRyLNk6HM0/FOv18PpdEKr1bKDFmnzv/Wtb6FcLkNRFMzMzODxxx/v9K8qvDTXStB2xffHje+TPVIQrmE0Gg0rRkht0tvbC5vNBo1GA6/Xi56enk3z01qtFmq1Gjsok7qF+uI0Gg33cev1euTzeQ7MGo0GQqEQwuEwyuUyCoUCstksisVih6+EALyBOW3qelRX2PinfuPjlTaQ9wL4jqqqVQALiqLMY32D+tlrWrEgCNcsqqriv/23/8b/Pn36NHp7e1l/T5tNs9ncZBwCgIfWknsWDbLVarV47LHHUC6XO/ErCdchsj8KgnA5aLVaPCYAAFZXVzE/P8+yxr6+PvT29rKahExJSBrZ7ijZbvdPaDQaZDIZrK6uYnV1lVsOSqWS9KltIV6Ve6SiKFoARwFsA/Dnqqo+pyjKOwD8nqIovwngCICPqaqaBtAP4Nm2bw9tfO6Fj/khAB96g+sXBOEaYGZmBjMzM51ehiC8Zq7E/rjxuLJHCsJ1SrVa5XlpiqIgGo2yFT/w4n5sqrK9HBTk1ev1TcYlwtbiVQVtG9KNvYqiuAD8g6IouwB8FcB9WM8q3gfgCwD+DwAv9cp5UeZRVdUHADwAiPRDEARB2Jpcif1x43FljxQEAaqqsgmJcH2jeS1frKpqBsBPANytqmpMVdWmqqotAP8T6xIPYD1zONj2bQMAwm98qYIgCILQncj+KAiCIFxJfm7QpiiKfyODCEVRzADuAnBOUZTeti/7FQCnNv7+EID3K4piVBRlFMAEgEOXddWCIAiC0GFkfxQEQRCuFq9GHtkL4MEN3b4GwPdUVX1YUZRvKIqyF+vSjkUAvw0AqqqeVhTlewDOAGgA+N2f54wlCIIgCFsQ2R8FQRCEq4IM1xYEQRCuNteE5f/VQvZIQRCE64eXs/x/TT1tgiAIgiAIgiAIwtVFgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5G1+kFCIIgCIIgCILQXSiKApfLBafTCQDIZDLIZDKdXdR1jFTaBEG4rtm+fTu+9a1v4Rvf+AZGRkY6vRxBEARB6Aq0Wi3Gx8dx9913421vexu2bdsGjUZCh07xqittiqJoARwBsKqq6rsVRfEA+C6AEQCLAH5NVdX0xtd+CsAHADQB/HtVVR+5zOsWhFeFVqvlvzebzQ6uROgUGo0GiqK87PNvs9mwd+9eGI1G2Gy2q7w64VpA9kdhq6HRaNDb24ve3l7Y7Xak02lEIhHEYrFOL024QiiKAlVVN33O4XCgr68POp0OkUgEyWTyRd9nMpngdDrRbDZhNBqhKMrVWrLwAl6LPPIPAJwF4Nj49ycBPKaq6mcVRfnkxr8/oSjKNID3A9gJoA/AjxVFmVRVVU7MwlXl5ptvxoMPPgiNRgO9Xo89e/Ygn893elnCZcZsNsPlcvFm1Gw2kUgk+P+///3vY3x8HNPT0y/5/UeOHMGuXbsAAK1W68ovWLgWkf1R2FJoNBqMjo7itttuw8DAAC5cuICnn376NQdtWq0WOp0Oqqqi2WxKcrSD0HPRHlTpdDoMDAygv78fZrMZqqpidXUVy8vLSKVScLvd2LdvH0wmE372s5+9KGhrtVq4dOkSKpUKACAcDss+2UFeVdCmKMoAgHcBuB/ARzc+/V4Ad2z8/UEAPwHwiY3Pf0dV1SqABUVR5gHcBOBnl23VgvAqyGazOHz4MFRVhaIoaDQar/kxvF4vpqamAABHjx5FtVq93MsUXiUul4uDK6LVauGmm27CBz7wATQaDaiqirW1NbztbW/jrzl69OjPPYjIJiS8XmR/FLYqlUoFmUwGZrMZ2WwWtVrtNX2/Xq/H+Pg4tm3bhmq1iosXL+LSpUtXaLUCABiNRphMJuj1egDgZKVWq0VfXx/8fj8MBgNXxSwWC0ZGRuD1eqEoClqtFo4dO4Z8Po9UKoV6vY5CoYB6vY56vf6in9dqtRAOhxEOh6/q7ym8NK+20vYlAB8HYG/7XI+qqhEAUFU1oihKYOPz/QCebfu60MbnBOGqcu7cOfzGb/zGG3qMgwcP4stf/jJUVcVdd92FUCh0mVYnvBR6vR7/7t/9O6iq+qLM7dDQEKanp3HkyBEA6xnED3zgA2i1Wnj22Wdx7NgxKIryooPHZz7zmav9awjXF1+C7I/CFqPZbGJ+fh5ra2swmUwoFouv2WBCo9EgGAxi9+7dKBaLyGazWFhYeJEE77Vis9lgt9thNBpf8mdWq1Xk83nkcrk39HOuJiaTCQ7HeiE+l8tx5erlvpak+qVSCQaDAXa7HVqtFsFgEG63GyaTCZVKBaqqotVqQaPRwO/3Q1EU5PN5aDQaTE5OYmhoCDabDdFoFKurq6jValhbW+Ofn0qlcPjwYWg0GmSz2St/IYQ3xM8N2hRFeTeAuKqqRxVFueNVPOZLiV1f9A5WFOVDAD70Kh5PEDrGyZMn8R//438EsH5zuxz4/X588pOfRLPZ5AqPRqPZJG344he/iMXFxcvy864W999/P5rNJu65556f+7X33nsvqtUqPvvZz+Itb3kL3v3ud6PVakFRFBw8eBBf+MIXAGDTNYpEIvj2t7+NCxcuAAAeeOABlMtl3HPPPZidncX8/PyV++UE4SW4UvvjxmPLHilcMVRVfcNOgK1WC2tra7hw4QIqlQpSqdQbDtgURcHY2Bi2b98Ok8mERCKBZrMJRVGg1+vh9/tRr9dx9uxZzMzMXFY5ptlshsfjgdvtRjabRTKZRKlUuiyPHQgEsG/fPrjdbqysrPBjJ5NJpFIpeL1eeL1emM1meL1e9Pev53ISiQT0ej3MZjNyuRwCgQA0Gg0qlcqmwI+ei1QqhWKxiLGxMbhcLlSrVb5WS0tLqFarqFQq/HtVKhVEo9HL8jsKV55XU2m7DcAvK4ryTgAmAA5FUb4JIKYoSu9GFrEXQHzj60MABtu+fwDAi+qqqqo+AOABAFAU5Y29ywXhChEOh/HQQw9d1se0Wq14z3veg69//ev4zne+A+B5s4x3v/vd+MM//EN8/etfvyJB22c/+1lMT08jHA7jd37ndy7rY//SL/0SvF4vbrnlFs7+ffjDH8bi4iK2bduGBx54AK1WC6qqYmxsDKqq4u1vfzt8Ph/+x//4H/jRj36EVquFr3zlK1haWnrFn/VXf/VXuPPOO/HWt75VgjWhk1yR/RGQPVLofur1Os6fP8/VtZeS170e7HY7pqamoNVqUSqVuKJmNBoxNjYGYD2Jd7lxu904cOAA9u/fj5MnT+LIkSM/dy96tRgMBkxMTGBgYAB2ux3RaBQWiwWNRgPxeBw9PT3Q6XQolUowmUwctJHxR7PZRLFYRDweRyKRQDQaRTab3RQk03Pg8/kwNTWFTCaDc+fO4ciRI4jFYqjX6284qBY6y88N2lRV/RSATwHARibx/1RV9d8oivJ5AL8F4LMbf35/41seAvAtRVG+iPVG6wkAhy77ygVhi7K0tIRPfOIT2L59OxYWFjhTqNFoUCqVcN999+HYsWNX5Gf39/djYmICJpPpsj/2nXfeiWeeeQa//uu/jlKphC9+8Yv48Y9/zNKNRx55BB//+Mc3bRrUMF2tVl9Tz+GZM2fw0Y9+FOl0+rL/HoLwapH9UbjeebleqNeLqqqIRqNIpVIwGAxYXFzE7OwsWq0WduzYgaGhIaiqikgkctl7kcm0zGKxwGAwXFaXxFQqhUQigW3btqG/vx+FQgEajYZljjabjZUlFJgR5XIZoVAIoVCIA69X+t21Wi2y2SyOHTuG48ePIx6Pv+zXCluLNzJc+7MAvqcoygcALAP4VQBQVfW0oijfA3AGQAPA74ozliA8j6qqSCQSuPfee3HkyBE8+uijAIC9e/fiQx/6ED796U9fMWOMN9rj90qUSiXk83l85Stfwb/6V//qslfyCEVR8Ld/+7eivxe6GdkfBeF1EgqFMDs7i5GREZhMJg5SDAYDotEoIpEIFhcXL3vVKJ1O4/jx44hEIkgkEpetJQJYD9qOHj0KjUaDXC6HEydOAACCwSD0ej1isRgikQjC4TDK5fIb+ln0e7RaLUlsXmMo3VAqFemHcD1y++23IxqNsrzP7/djbGwMzz33XIdX9vpxOp14z3veg29+85tX7GdotVqWWQpblqOqqh7o9CK2CrJHCtcTGo0G/f39XJE6f/48ms0mxsbG4HA4sLa2htXV1S03XsDlcmH79u1oNBpYXl6+YhUwrVbLM9m22jUS1lFV9SXLvBK0CUKHMJvNaDQaLC1RFAU6ne6ySk2uNhqNBlar9YrOw5Og7ZpAgrbXgOyRwvWGTqeDxWIBABQKBaiqCpPJxCYcWzUYcTqdUBTlRUYilwtFUaDRaH6uhFLobl4uaNNc7YUIgrAOyT1IN09zV7Y6BoPhiv0uGo2GG7MFQRCEa5NGo4FKpbKp17nRaKBarW7ZgA1YbyMol8uva27sq4H68oRrkzfS0yYIwhugWq1ukjFcC85OpKG/Ur8HVSIlgygIgnBtU6/XodE8X1toNpvXxB55JatgGo3mmrhOwkvTLfLIBIAigLVOr+VV4IOs83KzVdYq67y8bJV1AltnrVtlncOqqvo7vYitgqIoeQDnO72OV8lWeQ3KOi8vW2WdwNZZq6zz8rJV1vmy+2NXBG0AoCjKka3Q4yDrvPxslbXKOi8vW2WdwNZZ61ZZp/Da2ErP61ZZq6zz8rJV1glsnbXKOi8vW2Wdr4T0tAmCIAiCIAiCIHQxErQJgiAIgiAIgiB0Md0UtD3Q6QW8SmSdl5+tslZZ5+Vlq6wT2Dpr3SrrFF4bW+l53SprlXVeXrbKOoGts1ZZ5+Vlq6zzZemanjZBEARBEARBEAThxXRTpU0QBEEQBEEQBEF4AR0P2hRFuVtRlPOKoswrivLJTq+nHUVRFhVFmVUUZUZRlCMbn/MoivKooihzG3+6O7S2/0dRlLiiKKfaPveya1MU5VMb1/i8oihv7/A6P6MoyurGdZ1RFOWdXbDOQUVRHlcU5ayiKKcVRfmDjc931TV9hXV24zU1KYpySFGUExtr/b82Pt9t1/Tl1tl113TjZ2sVRTmuKMrDG//uquspXF5kj3xd69oS++MrrLXr7j2yR172dcr+eGXWe23vj6qqduwDgBbARQBjAAwATgCY7uSaXrC+RQC+F3zu/wbwyY2/fxLA5zq0tjcD2A/g1M9bG4DpjWtrBDC6cc21HVznZwD8ny/xtZ1cZy+A/Rt/twO4sLGerrqmr7DObrymCgDbxt/1AJ4DcEsXXtOXW2fXXdONn/9RAN8C8PDGv7vqesrHZX2uZY98fevaEvvjK6y16+49r7D3dNV1fYV1dtU1fYV9p9uup+yPXfTR6UrbTQDmVVW9pKpqDcB3ALy3w2v6ebwXwIMbf38QwPs6sQhVVZ8AkHrBp19ube8F8B1VVauqqi4AmMf6te/UOl+OTq4zoqrqsY2/5wGcBdCPLrumr7DOl6OT11RVVbWw8U/9xoeK7rumL7fOl6Nj11RRlAEA7wLwtResp2uup3BZkT3ydbBV9kdA9siruM6Xo9v2nW67nrI/dhGdDtr6Aay0/TuEV35zXW1UAD9SFOWooigf2vhcj6qqEWD95gAg0LHVvZiXW1s3XuffUxTl5IY0hMrVXbFORVFGAOzDekapa6/pC9YJdOE13ZAqzACIA3hUVdWuvKYvs06g+67plwB8HECr7XNddz2Fy0a3P4dbaY/cau+Tbrv3MLJHXrb1yf54efkSrvH9sdNBm/ISn+smO8vbVFXdD+AdAH5XUZQ3d3pBr5Nuu85fBTAOYC+ACIAvbHy+4+tUFMUG4O8A/KGqqrlX+tKX+NxVW+tLrLMrr6mqqk1VVfcCGABwk6Iou17hyzu21pdZZ1ddU0VR3g0grqrq0Vf7LS/xuW66vwo/n25/Dq+FPbIbr3FX3XvakT3y8iH74+XjetkfOx20hQAMtv17AEC4Q2t5Eaqqhjf+jAP4B6yXTmOKovQCwMaf8c6t8EW83Nq66jqrqhrbuAm0APxPPF+S7ug6FUXRY/0m/zeqqv79xqe77pq+1Dq79ZoSqqpmAPwEwN3owmtKtK+zC6/pbQB+WVGURazL5N6qKMo30cXXU3jDdPVzuMX2yC3zPunCew8A2SOvFLI/Xhaui/2x00HbYQATiqKMKopiAPB+AA91eE0AAEVRrIqi2OnvAN4G4BTW1/dbG1/2WwC+35kVviQvt7aHALxfURSjoiijACYAHOrA+gDwG4f4FaxfV6CD61QURQHwlwDOqqr6xbb/6qpr+nLr7NJr6lcUxbXxdzOAuwCcQ/dd05dcZ7ddU1VVP6Wq6oCqqiNYv1f+k6qq/wZddj2Fy4rskZePLfM+6bZ7z8aaZI+8vOuU/fEyct3sj2qHnVAAvBPr7j4XAfxxp9fTtq4xrDvLnABwmtYGwAvgMQBzG396OrS+b2O9JF3HesbgA6+0NgB/vHGNzwN4R4fX+Q0AswBOYv2N09sF67wd66XxkwBmNj7e2W3X9BXW2Y3XdA+A4xtrOgXgno3Pd9s1fbl1dt01bfv5d+B5d6yuup7ycdmfa9kjX/vatsT++Apr7bp7zyvsPV11XV9hnV11TV9h3+m26yn7Yxd9KBsLFwRBEARBEARBELqQTssjBUEQBEEQBEEQhFdAgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQuRoI2QRAEQRAEQRCELkaCNkEQBEEQBEEQhC5GgjZBEARBEARBEIQu5v8H9TvgF5Ao83cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filtered_img = wiener(dst, (3, 3), noise=10)  #Filter the image\n",
    "\n",
    "fig, ([ax1, ax2]) = plt.subplots(1,2, figsize=(15,12))\n",
    "ax1.imshow(dst, cmap=plt.cm.gray)\n",
    "ax1.set_title(\"DST\")\n",
    "ax2.imshow(filtered_img, cmap=plt.cm.gray)\n",
    "ax2.set_title(\"DST Wiener\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.7 Haralick features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_haralick(img):\n",
    "    \n",
    "    # adding gaussian filter\n",
    "    img_test = mahotas.gaussian_filter(img, .5, cval = 100, mode = \"reflect\")\n",
    "    \n",
    "    # setting threshold (threshed is the mask)\n",
    "    threshed = (img_test > np.quantile(img_test[img_test!=0],.95))\n",
    "    \n",
    "    # making is labeled image\n",
    "    feature_map, n = mahotas.label(threshed)\n",
    "\n",
    "    # getting haralick features\n",
    "    h_feature = mahotas.features.haralick(feature_map, distance = 2)    \n",
    "    \n",
    "    return feature_map, h_feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_map, h_feature = extract_haralick(filtered_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Labelled Image\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Labelled Image\")\n",
    "imshow(feature_map, cmap=plt.cm.viridis)\n",
    "plt.colorbar()\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Haralick Features\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# showing the feature\n",
    "print(\"Haralick Features\")\n",
    "imshow(h_feature,cmap=plt.cm.viridis)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 8.87099457e-01,  1.73478332e+01,  7.84750256e-01,\n",
       "         4.02969891e+01,  9.83544810e-01,  2.79771341e+00,\n",
       "         1.43840123e+02,  5.13666072e-01,  5.33209825e-01,\n",
       "         1.34246087e-02,  1.85997747e-01, -6.83744064e-01,\n",
       "         6.52175254e-01],\n",
       "       [ 8.81926650e-01,  2.18257506e+01,  7.30445683e-01,\n",
       "         4.04848842e+01,  9.78550632e-01,  2.81142770e+00,\n",
       "         1.40113786e+02,  5.38760219e-01,  5.63618589e-01,\n",
       "         1.32864185e-02,  2.27924170e-01, -6.14221766e-01,\n",
       "         6.27091437e-01],\n",
       "       [ 8.88122298e-01,  1.69784096e+01,  7.89421316e-01,\n",
       "         4.03136947e+01,  9.84671375e-01,  2.79893246e+00,\n",
       "         1.44276369e+02,  5.06778143e-01,  5.25538054e-01,\n",
       "         1.34558768e-02,  1.71282381e-01, -7.03143584e-01,\n",
       "         6.59096977e-01],\n",
       "       [ 8.81198840e-01,  2.35258119e+01,  7.09449436e-01,\n",
       "         4.04848842e+01,  9.77825011e-01,  2.81142770e+00,\n",
       "         1.38413725e+02,  5.42458541e-01,  5.67943974e-01,\n",
       "         1.32665804e-02,  2.35631004e-01, -6.03586871e-01,\n",
       "         6.22873977e-01]])"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h_feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4, 13)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h_feature.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3 Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = \"user\\CT_DATA\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "lista_path_img = glob.glob(data_path + \"\\\\\" + \"*.dcm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['C:\\\\Users\\\\matti\\\\Desktop\\\\CT_DATA\\\\negative-1-072.dcm',\n",
       " 'C:\\\\Users\\\\matti\\\\Desktop\\\\CT_DATA\\\\negative-1-090.dcm',\n",
       " 'C:\\\\Users\\\\matti\\\\Desktop\\\\CT_DATA\\\\negative-1-108.dcm',\n",
       " 'C:\\\\Users\\\\matti\\\\Desktop\\\\CT_DATA\\\\negative-10-088.dcm',\n",
       " 'C:\\\\Users\\\\matti\\\\Desktop\\\\CT_DATA\\\\negative-10-110.dcm']"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lista_path_img[0:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define a function that for a single patien, read the images, preprocess the selected images, segment the lungs and extraxt the haralick features. At the end, a plot with all the figure are shown."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def features_and_plot(id_pat, label, printing=False):\n",
    "        \n",
    "    print(\"The patient ID is: \" + str(id_pat))\n",
    "    \n",
    "    id_feat_list = []\n",
    "    \n",
    "    for path_img in lista_path_img:\n",
    "        \n",
    "        read_label = path_img.split(\"\\\\\")[-1].split(\"-\")[0]\n",
    "        read_id_pat = path_img.split(\"\\\\\")[-1].split(\"-\")[1]\n",
    "        \n",
    "        if read_label == label and read_id_pat == id_pat:\n",
    "            \n",
    "            # Read img\n",
    "            img = load_and_preprocess_dcm(path_img)            \n",
    "            row, col = img.shape\n",
    "           \n",
    "            # Lung segmentation\n",
    "            first_mask = mask_kmeans(img)\n",
    "            \n",
    "            # Fill the mask Skimage\n",
    "            final_mask = fill_mask(first_mask)\n",
    "            \n",
    "            # Control the mask\n",
    "            n_0 = len(final_mask[final_mask==0])\n",
    "            n_1 = len(final_mask[final_mask==1])\n",
    "            if (n_1/(n_0 + n_1)) < 0.1 or (n_1/(n_0 + n_1)) > 0.9:\n",
    "                print(\"The selected scans are not good enough\")\n",
    "                return np.array([])\n",
    "\n",
    "            # Equalized hist of image\n",
    "            dst = cv2.equalizeHist(img*final_mask)\n",
    "            # Wiener filter\n",
    "            filtered_img = wiener(dst, (3, 3), noise=10)\n",
    "\n",
    "            # Extract Haralick Features\n",
    "            feature_map, h_feature = extract_haralick(filtered_img)\n",
    "            \n",
    "            #h_feature_reshaped = np.reshape(h_feature,-1)\n",
    "            id_feat_list.append(h_feature)\n",
    "\n",
    "            # showing the features\n",
    "            if printing:\n",
    "                fig, ([ax1, ax2, ax3], [ax4, ax5, ax6]) = plt.subplots(2,3, figsize=(12,10))\n",
    "                ax1.imshow(img, cmap=plt.cm.gray)\n",
    "                ax1.set_title(\"Original Image\")\n",
    "                ax2.imshow(first_mask, cmap=plt.cm.gray)\n",
    "                ax2.set_title(\"Initial Mask\")\n",
    "                ax3.imshow(final_mask, cmap=plt.cm.gray)\n",
    "                ax3.set_title(\"Final Mask\")\n",
    "                ax4.imshow(dst, cmap=plt.cm.gray)\n",
    "                ax4.set_title(\"Equalized image (Masked)\")\n",
    "                ax5.imshow(feature_map, cmap=plt.cm.viridis)\n",
    "                ax5.set_title(\"Haralick Features Map\")\n",
    "                ax6.imshow(h_feature,cmap=plt.cm.viridis)\n",
    "                ax6.set_title(\"Haralick Features Values\")\n",
    "                    \n",
    "    return id_feat_list    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Call for a negative patient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The patient ID is: 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = features_and_plot(id_pat=\"2\", label=\"negative\", printing=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Call for a positive patient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The patient ID is: 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = features_and_plot(id_pat=\"2\", label=\"positive\", printing=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 Apply the pipeline for all the positive patients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The patient ID is: 2\n",
      "The patient ID is: 3\n",
      "The patient ID is: 4\n",
      "The patient ID is: 5\n",
      "The patient ID is: 6\n",
      "The patient ID is: 7\n",
      "The patient ID is: 8\n",
      "The patient ID is: 9\n",
      "The patient ID is: 10\n",
      "The patient ID is: 11\n",
      "The patient ID is: 12\n",
      "The patient ID is: 13\n",
      "The patient ID is: 14\n",
      "The patient ID is: 15\n",
      "The patient ID is: 16\n",
      "The patient ID is: 17\n",
      "The patient ID is: 18\n",
      "The patient ID is: 19\n",
      "The patient ID is: 20\n",
      "The patient ID is: 21\n",
      "The patient ID is: 22\n",
      "The patient ID is: 23\n",
      "The patient ID is: 24\n",
      "The patient ID is: 25\n",
      "The patient ID is: 26\n",
      "The patient ID is: 27\n",
      "The patient ID is: 28\n",
      "The patient ID is: 29\n",
      "The patient ID is: 30\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 31\n",
      "The patient ID is: 32\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 33\n",
      "The patient ID is: 34\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 35\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 36\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 37\n",
      "The patient ID is: 38\n",
      "The patient ID is: 39\n",
      "The patient ID is: 40\n",
      "The patient ID is: 41\n",
      "The patient ID is: 42\n",
      "The patient ID is: 43\n",
      "The patient ID is: 44\n",
      "The patient ID is: 45\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 46\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 47\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 48\n",
      "The patient ID is: 49\n",
      "The patient ID is: 50\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 51\n",
      "The patient ID is: 52\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 53\n",
      "The patient ID is: 54\n",
      "The patient ID is: 55\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 56\n",
      "The patient ID is: 57\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 58\n",
      "The patient ID is: 59\n",
      "The patient ID is: 60\n",
      "The patient ID is: 61\n",
      "The patient ID is: 62\n",
      "The patient ID is: 63\n",
      "The patient ID is: 64\n",
      "The patient ID is: 65\n",
      "The patient ID is: 66\n",
      "The patient ID is: 67\n",
      "The patient ID is: 68\n",
      "The patient ID is: 69\n",
      "The patient ID is: 70\n",
      "The patient ID is: 71\n",
      "The patient ID is: 72\n",
      "The patient ID is: 73\n",
      "The patient ID is: 74\n",
      "The patient ID is: 75\n",
      "The patient ID is: 76\n",
      "The patient ID is: 77\n",
      "The patient ID is: 78\n",
      "The patient ID is: 79\n",
      "The patient ID is: 80\n",
      "The patient ID is: 81\n",
      "The patient ID is: 82\n",
      "The patient ID is: 83\n",
      "The patient ID is: 84\n",
      "The patient ID is: 85\n",
      "The patient ID is: 86\n",
      "The patient ID is: 87\n",
      "The patient ID is: 88\n",
      "The patient ID is: 89\n",
      "The patient ID is: 90\n",
      "The patient ID is: 91\n",
      "The patient ID is: 92\n",
      "The patient ID is: 93\n",
      "The patient ID is: 94\n",
      "The patient ID is: 95\n",
      "The patient ID is: 96\n",
      "The patient ID is: 97\n",
      "The patient ID is: 98\n",
      "The patient ID is: 99\n",
      "The patient ID is: 100\n",
      "The patient ID is: 101\n",
      "The patient ID is: 102\n",
      "The patient ID is: 103\n",
      "The patient ID is: 104\n",
      "The patient ID is: 105\n",
      "The patient ID is: 106\n",
      "The patient ID is: 107\n",
      "The patient ID is: 108\n",
      "The patient ID is: 109\n",
      "The patient ID is: 110\n",
      "The patient ID is: 111\n",
      "The patient ID is: 112\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 113\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 114\n",
      "The patient ID is: 115\n",
      "The patient ID is: 116\n",
      "The patient ID is: 117\n",
      "The patient ID is: 118\n",
      "The patient ID is: 119\n",
      "The patient ID is: 120\n",
      "The patient ID is: 121\n",
      "The patient ID is: 122\n",
      "The patient ID is: 123\n",
      "The patient ID is: 124\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 125\n",
      "The patient ID is: 126\n",
      "The patient ID is: 127\n",
      "The patient ID is: 128\n",
      "The patient ID is: 129\n",
      "The patient ID is: 130\n",
      "The patient ID is: 131\n",
      "The patient ID is: 132\n",
      "The patient ID is: 133\n",
      "The patient ID is: 134\n",
      "The patient ID is: 135\n",
      "The patient ID is: 136\n",
      "The patient ID is: 137\n",
      "The patient ID is: 138\n",
      "The patient ID is: 139\n",
      "The patient ID is: 140\n",
      "The patient ID is: 141\n",
      "The patient ID is: 142\n",
      "The patient ID is: 143\n",
      "The patient ID is: 144\n",
      "The patient ID is: 145\n",
      "The patient ID is: 146\n",
      "The patient ID is: 147\n",
      "The patient ID is: 148\n",
      "The patient ID is: 149\n",
      "The patient ID is: 150\n",
      "The patient ID is: 151\n",
      "The patient ID is: 152\n",
      "The patient ID is: 153\n",
      "The patient ID is: 154\n",
      "The patient ID is: 155\n",
      "The patient ID is: 156\n",
      "The patient ID is: 157\n",
      "The patient ID is: 158\n",
      "The patient ID is: 159\n",
      "The patient ID is: 160\n",
      "The patient ID is: 161\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 162\n",
      "The patient ID is: 163\n"
     ]
    }
   ],
   "source": [
    "feat_positive = []\n",
    "id_positive = np.arange(2,164)\n",
    "\n",
    "for idx_positive in id_positive:\n",
    "    feat = features_and_plot(id_pat = str(idx_positive), label=\"positive\", printing=False)\n",
    "    feat_positive.append(feat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "162"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(feat_positive)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "feat_positive2 = []\n",
    "for elem in feat_positive:\n",
    "    if len(elem) != 0:\n",
    "        feat_positive2.append(elem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = open('feat_data_positive.pickle', 'wb')\n",
    "pickle.dump(feat_positive2, file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 Apply the pipeline for all the negative patients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The patient ID is: 1\n",
      "The patient ID is: 2\n",
      "The patient ID is: 3\n",
      "The patient ID is: 4\n",
      "The patient ID is: 5\n",
      "The patient ID is: 6\n",
      "The patient ID is: 7\n",
      "The patient ID is: 8\n",
      "The patient ID is: 9\n",
      "The patient ID is: 10\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 11\n",
      "The patient ID is: 12\n",
      "The patient ID is: 13\n",
      "The patient ID is: 14\n",
      "The patient ID is: 15\n",
      "The patient ID is: 16\n",
      "The patient ID is: 17\n",
      "The patient ID is: 18\n",
      "The patient ID is: 19\n",
      "The patient ID is: 20\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 21\n",
      "The patient ID is: 22\n",
      "The patient ID is: 23\n",
      "The patient ID is: 24\n",
      "The patient ID is: 25\n",
      "The patient ID is: 26\n",
      "The patient ID is: 27\n",
      "The patient ID is: 28\n",
      "The patient ID is: 29\n",
      "The patient ID is: 30\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 31\n",
      "The patient ID is: 32\n",
      "The patient ID is: 33\n",
      "The patient ID is: 34\n",
      "The patient ID is: 35\n",
      "The patient ID is: 36\n",
      "The patient ID is: 37\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 38\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 39\n",
      "The patient ID is: 40\n",
      "The patient ID is: 41\n",
      "The patient ID is: 42\n",
      "The patient ID is: 43\n",
      "The patient ID is: 44\n",
      "The patient ID is: 45\n",
      "The patient ID is: 46\n",
      "The patient ID is: 47\n",
      "The patient ID is: 48\n",
      "The patient ID is: 49\n",
      "The patient ID is: 50\n",
      "The patient ID is: 51\n",
      "The patient ID is: 52\n",
      "The patient ID is: 53\n",
      "The patient ID is: 54\n",
      "The patient ID is: 55\n",
      "The patient ID is: 56\n",
      "The patient ID is: 57\n",
      "The patient ID is: 58\n",
      "The patient ID is: 59\n",
      "The patient ID is: 60\n",
      "The patient ID is: 61\n",
      "The patient ID is: 62\n",
      "The patient ID is: 63\n",
      "The patient ID is: 64\n",
      "The patient ID is: 65\n",
      "The patient ID is: 66\n",
      "The patient ID is: 67\n",
      "The patient ID is: 68\n",
      "The patient ID is: 69\n",
      "The patient ID is: 70\n",
      "The patient ID is: 71\n",
      "The patient ID is: 72\n",
      "The patient ID is: 73\n",
      "The patient ID is: 74\n",
      "The patient ID is: 75\n",
      "The patient ID is: 76\n",
      "The patient ID is: 77\n",
      "The patient ID is: 78\n",
      "The patient ID is: 79\n",
      "The patient ID is: 80\n",
      "The patient ID is: 81\n",
      "The patient ID is: 82\n",
      "The patient ID is: 83\n",
      "The patient ID is: 84\n",
      "The patient ID is: 85\n",
      "The patient ID is: 86\n",
      "The patient ID is: 87\n",
      "The patient ID is: 88\n",
      "The patient ID is: 89\n",
      "The patient ID is: 90\n",
      "The patient ID is: 91\n",
      "The patient ID is: 92\n",
      "The patient ID is: 93\n",
      "The patient ID is: 94\n",
      "The patient ID is: 95\n",
      "The patient ID is: 96\n",
      "The patient ID is: 97\n",
      "The patient ID is: 98\n",
      "The patient ID is: 99\n",
      "The patient ID is: 100\n",
      "The patient ID is: 101\n",
      "The patient ID is: 102\n",
      "The patient ID is: 103\n",
      "The patient ID is: 104\n",
      "The patient ID is: 105\n",
      "The patient ID is: 106\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 107\n",
      "The selected scans are not good enough\n",
      "The patient ID is: 108\n",
      "The patient ID is: 109\n",
      "The patient ID is: 110\n",
      "The patient ID is: 111\n",
      "The patient ID is: 112\n",
      "The patient ID is: 113\n",
      "The patient ID is: 114\n",
      "The patient ID is: 115\n",
      "The patient ID is: 116\n"
     ]
    }
   ],
   "source": [
    "feat_negative = []\n",
    "id_negative = np.arange(1,117)\n",
    "\n",
    "for idx_negative in id_negative:\n",
    "    feat = features_and_plot(id_pat = str(idx_negative), label=\"negative\", printing=False)\n",
    "    feat_negative.append(feat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "116"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(feat_negative)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "feat_negative2 = []\n",
    "for elem in feat_negative:\n",
    "    if len(elem) != 0:\n",
    "        feat_negative2.append(elem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = open('feat_data_negative.pickle', 'wb')\n",
    "pickle.dump(feat_negative2, file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "238"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(feat_negative2) + len(feat_positive2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4 Combine positive and negative patients and save the file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_feat = feat_positive2 + feat_negative2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = open('feat_data.pickle', 'wb')\n",
    "pickle.dump(data_feat, file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_1 = np.repeat(1, len(feat_positive2))\n",
    "list_0 = np.repeat(0, len(feat_negative2))\n",
    "labels = np.concatenate((list_1, list_0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(238,)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = open('labels.pickle', 'wb')\n",
    "pickle.dump(labels, file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 Difference between features in positive and negative patients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_in = open('feat_data_positive.pickle',\"rb\")\n",
    "positive_data = pickle.load(pickle_in)\n",
    "\n",
    "pickle_in = open('feat_data_negative.pickle',\"rb\")\n",
    "negative_data = pickle.load(pickle_in)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "i = 0\n",
    "for pat in positive_data:\n",
    "    for elem in pat:\n",
    "        if i == 0:\n",
    "            elem_pos = np.array((elem))\n",
    "            i += 1\n",
    "        else:\n",
    "            elem_pos = np.concatenate((elem_pos, elem))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "i = 0\n",
    "for pat in negative_data:\n",
    "    for elem in pat:\n",
    "        if i == 0:\n",
    "            elem_neg = np.array((elem))\n",
    "            i += 1\n",
    "        else:\n",
    "            elem_neg = np.concatenate((elem_neg, elem))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "elem_mean_pos = elem_pos.mean(axis=0)\n",
    "elem_mean_neg = elem_neg.mean(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "elem_std_pos = elem_pos.std(axis=0)\n",
    "elem_std_neg = elem_neg.std(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "Positive: 0.88   0.01\n",
      "Negative: 0.87   0.01\n",
      "\n",
      "\n",
      "2\n",
      "Positive: 187.78   358.54\n",
      "Negative: 400.08   428.23\n",
      "\n",
      "\n",
      "3\n",
      "Positive: 0.67   0.11\n",
      "Negative: 0.61   0.10\n",
      "\n",
      "\n",
      "4\n",
      "Positive: 229.23   367.81\n",
      "Negative: 454.47   426.57\n",
      "\n",
      "\n",
      "5\n",
      "Positive: 0.97   0.01\n",
      "Negative: 0.97   0.01\n",
      "\n",
      "\n",
      "6\n",
      "Positive: 4.87   3.76\n",
      "Negative: 7.55   4.15\n",
      "\n",
      "\n",
      "7\n",
      "Positive: 729.15   1121.47\n",
      "Negative: 1417.79   1293.52\n",
      "\n",
      "\n",
      "8\n",
      "Positive: 0.62   0.10\n",
      "Negative: 0.69   0.12\n",
      "\n",
      "\n",
      "9\n",
      "Positive: 0.65   0.11\n",
      "Negative: 0.73   0.14\n",
      "\n",
      "\n",
      "10\n",
      "Positive: 0.01   0.01\n",
      "Negative: 0.01   0.01\n",
      "\n",
      "\n",
      "11\n",
      "Positive: 0.30   0.11\n",
      "Negative: 0.38   0.13\n",
      "\n",
      "\n",
      "12\n",
      "Positive: -0.57   0.09\n",
      "Negative: -0.52   0.11\n",
      "\n",
      "\n",
      "13\n",
      "Positive: 0.63   0.03\n",
      "Negative: 0.62   0.03\n",
      "\n",
      "\n",
      "14\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "index 13 is out of bounds for axis 0 with size 13",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-168-912819c88659>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0melem_neg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcnt\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Positive: \"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'%.2f'\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0melem_mean_pos\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0midx\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\"   \"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'%.2f'\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0melem_std_pos\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0midx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Negative: \"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'%.2f'\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0melem_mean_neg\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0midx\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\"   \"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'%.2f'\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0melem_std_neg\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0midx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"\\n\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mIndexError\u001b[0m: index 13 is out of bounds for axis 0 with size 13"
     ]
    }
   ],
   "source": [
    "cnt = 0\n",
    "for idx in range(0,len(elem_neg)):\n",
    "    print(str(cnt+1))\n",
    "    print(\"Positive: \" + '%.2f' % elem_mean_pos[idx] + \"   \" + '%.2f' % elem_std_pos[idx])\n",
    "    print(\"Negative: \" + '%.2f' % elem_mean_neg[idx] + \"   \" + '%.2f' % elem_std_neg[idx])\n",
    "    print(\"\\n\")\n",
    "    cnt += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. Training the model with all features PCA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.1 Load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_in = open('feat_data.pickle',\"rb\")\n",
    "data = pickle.load(pickle_in)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_in = open('labels.pickle',\"rb\")\n",
    "labels = pickle.load(pickle_in)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.2 PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "lista=[]\n",
    "for pat in data:\n",
    "    lista_pat=[]\n",
    "    for elem in pat:\n",
    "        lista_pat.append(elem.reshape(-1))\n",
    "    lista_pat = np.vstack(lista_pat)\n",
    "    lista_pat = np.reshape(lista_pat, (156))\n",
    "    lista.append(lista_pat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.array(lista)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(238, 156)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)\n",
    "scatter_plot_points = pca.fit_transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.7001905  0.19075148]\n"
     ]
    }
   ],
   "source": [
    "print(pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8909419860416506"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[61256.30326532 31972.50306672]\n"
     ]
    }
   ],
   "source": [
    "print(pca.singular_values_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Save PCA object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#file = open('pca.pickle', 'wb')\n",
    "#pickle.dump(pca, file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2.1 Plotting the PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1b9fd9759c8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_axis = [o[0] for o in scatter_plot_points]\n",
    "y_axis = [o[1] for o in scatter_plot_points]\n",
    "fig, ax = plt.subplots(figsize=(20,10))\n",
    "#ax.set_xlim(-0.05e7, 0.1e7)\n",
    "#ax.set_ylim(-0.5e6, 0.2e6)\n",
    "ax.scatter(x_axis, y_axis, c=labels, cmap='jet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.3 Train/Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(scatter_plot_points, \n",
    "                                                    labels, \n",
    "                                                    test_size = 0.20, \n",
    "                                                    random_state = 22, \n",
    "                                                    shuffle = True, \n",
    "                                                    stratify = labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.4 Modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.4.1 SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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22xxrrlnBeuu1yybEmWfCK69ACHDAAXDccdCqVTZZ8ixvxYcQwgPA5kCnEMJE4HygBCDGeDPwDLAj8BEwGzgsX1kkSZIkSart0UehoqKCnXaaQwitswlxyCEweXLqdhgwIJsMDSSfu13sv4TrI3BCvp5fkiRJkqRFGT0axoyJtGkT2W23Ng33xCNGwP/+B8cck47XWw8efBCKihouQ0ayXHYhSZIkSVKDe+wxqKioZKed5tKuXfv8P+E338DVV6chEwAbb1zT6VAAhQew+CBJkiRJKiBzy0t47sU0aHLPPRe1CWM9ihFeeAEuvxymTYPSUjj2WFh77fw+byNk8UGSJEmSVDBGftSXb7/Nsc4681lnnbb5e6KpU9Neni+9lI7XWy/NdujRI3/P2YhZfJAkSZIkFYQY4bUxa1JZXMFOO80lhOXy92S33ZYKD61bw69/Db/4RcEssVgUiw+SJEmSpILwv//B59NWoHufyC675KHrIZerKTCccALMnZs+rrhi/T9XE1O4ZRdJkiRJUkF57LHU/bDNNnNp06a0/h44l4MHHoDDDoPy8nSufXsYNszCQxU7HyRJkiRJzd6MGfC3v6XL9TpocuxYGD48tVUA/POfsM029ff4zYTFB0mSJElSs/eXv8DcuZWs1m0Ca675k2V/wPnz4e674fbb0+XOneGss2CzzZb9sZshiw+SJEmSpGYtRnj0UaisrGSDtUcTwkbL9oCjR6clFR99lI5/8Ys0VLJNm2UP20xZfJAkSZIkNWv//S+MGxfp0CHHWr0mLPsDjh2bCg8rr5y2z9xww2V/zGbO4oMkSZIkqVl79FGoqKhg223nUjJ3KR/kyy+hU6d0eaed0mDJHXeEli3rLWdz5m4XkiRJkqRma/p0ePFFCCGy117FP/4Bvv0WLrkEdtsNxo9P50KAPfaw8PAjWHyQJEmSJDVbTz0F8+ZVsv765fTp8yNnMrzyCuy9d/XACBg1Kj8hC4DLLiRJkiRJzVIuB48/ngZN7rzzPEKoY/Hh66/hqqvg2WfT8dprw3nnwWqr5S1rc2fxQZIkSZLULL3xBowfH+nUKceOO7av251eew3OPjsVIMrK4PjjYf/9ociFA8vC4oMkSZK0GLlcWvItqen505+gsrKCHXaYS2np8nW700orwezZsMEGaSeL7t3zmrFQWHyQJEmSfkAuB4ceCqNHx6yjSFoKMaZBk3vuuZiXvjGm2Q6bbpoGSfboAXffDX36pGPVC4sPkiRJUi0PDRtOrjIHwAcTuvPK37cHImUl87MNJmkpRNbvN4Z/3/UG/646U1Rca/nExIlw4YVpfcYFF6QtNAH69m3wpM2dxQdJkiSpllxljv0vOB+A00+Htp3nc+ihszjllBUyTiZp6fQGdvruqVwO7r8fbroJ5s2DFVaA1q0zSVcoLD5IkiRJi/DFF/Dyy1BcHNljj5Ks40iqLx9/nLocRo9OxzvsAKedBssvn2ms5s7igyRJkrQITz4JFRWVbLLJPFZdtW3WcSTVhzfegBNPhIoK6NIl7Wqx6aZZpyoIFh8kSZKkhVRWwuOPQ2VlJTvv7KwHqdkYMABWXRUGDYKTToLllss6UcGw+CBJkiQt5NVX4fPPc6y8ciVbbdU+6ziSltbcuXDnnXDAAdC+PZSWpp0sWrbMOlnBKVryTSRJkqTC8uijacnF9tvPpaSkOOs4kpbGG2/AvvvC7bfDNdfUnLfwkAk7HyRJkqRaps9sw4gRkRYtInvuWZp1HEk/1qxZcN118Nhj6bhPH9hnn2wzyeKDJEmSVNsb761BRUWOzTabx8orO2hSalJefhkuuQSmToWSEjjySDjkkHRZmbL4IEmSJFWpqIA33l+d0KaS3XaryDqOpB9j7Fg49dR0eZ11YOhQ6N0720xawOKDJEmSVOXll2HWnFastWYlm23WLus4kn6M3r3TYMmuXdOshyJHHDYm/m1IkiRJVR55BGKEnXaaQ4sWDpqUGrXPP4dTToG33qo5d+qpsP/+Fh4aITsfJEmSJGDCBHjttUiL4gp+8Qun4UuNVi4Hjz8Ov/sdzJ4NX32Vts8MIetkWgyLD5IkSRLptUxlZSX9e33ESiutmnUcSYsyfjxceGFNt8Pmm8OZZ1p4aAIsPkiSJKnglZfDn/8MuVyOwWuMBrbKOpKk2ior4b774Oab0w9shw5wxhmw1VYWHpoIiw+SJEkqeP/4B0yfnqN37wpW7fpl1nEkLWzWLLjnnlR42GmnNNuhffusU+lHsPggSZKkgvfoo1BRUcGOO84lTHRQndQolJenroaSklRoOO88aNECNtkk62RaCv7LKkmSpIL2ySfw1luRli0jv/hFq6zjSAJ45x048EC4666ac5ttZuGhCbP4IEmSpIL22GNp0OQWW8yjUyeLD1Km5syBq66CI45IlcEXXoCKiqxTqR647EKSJEkFa948ePrpNGhy990rs44jFbbXXks7WUyeDEVFcOihcNRRaamFmjz/FiVJklSwnn8eZszI0bdvBYMHO7xOykR5OVx6adpyBqBfvzTfYY01ss2lemXxQZIkNRrTpsHYsVmnUCF5+OE0aHKnneZSVNQ66zhSYSopgc8+g9LS1Olw8MF2OzRD/o1KkqRGIZeDgw6Czz6z9V0Nq3XryO67W3iQGtS0aanjYaWV0o4W556bjnv2zDqZ8sTigyRJysxDw4aTq8wB8Pn05Xlv5F6UFM+nW6epGSdToQghsu4q7/HXaz9ZcK6o2JnsUt7ECM88k4ZK9u0LN92U5jt065Z1MuWZxQdJkpSZXGWO/S84H4C//AWWf6WSjTaaw4039sw2mArM4KwDSIXhs8/g4othxIh0XFICs2dDmzbZ5lKDsPggSZIahTFjoLIyR9++87OOIkmqT7kcPPIIXH99Kja0awenngo77ZSWXKggWHyQJEmNwujRAJG117blXZKajRjhV7+C//wnHW+5JZx5JnTsmG0uNTiLD5IkKXOVlfD+++nyoEFl2YaRJNWfEGD99eHDD2HIkFR8UEGy+CBJkjL3yScwd25kxRVzdO5s8UGSmrQPPoCpU+GnP03HhxwCe+2VlluoYFl8kCRJmRszBnK5HP36zSeEllnHkSQtjfJy+MMf4K670hDJRx6BDh2gRQsLD7L4IEmSslddfOjbtyLrKJKkpfH22zB8OIwbl5Za7LgjtLSYrBoWHyRJUuYcNilJTdTs2XDDDfDww2m4ZM+eMHQoDByYdTI1MhYfJElSpioq0vJggIEDnfcgSU3KkCEwYgQUFcFhh8GRR0Jpadap1AhZfJAkSZkaOxbmzYt061ZJp0626EpSk3LEETB9eup26Ncv6zRqxOxtlCRJmaqe99CnTwUhhKzjSJIW58UX4brrao4HDoR77rHwoCWy80GSJGVq9GjI5Srp189hk5LUaH31FVx2WSo+AGy+OQwYkC5bOFYdWHyQJEmZGjMmfXTYpCQ1QjHC00/D1VfDzJnQujX86lfQv3/WydTEWHyQJEmZqags4sMP0+VBg5z3IEmNyuTJcNFF8J//pONNNoGzz4aVVso2l5okiw+SJCkzn09fgfLyHN27V9KhQ6us40iSarv77lR4aNcOTj8ddtjBJRZaahYfJElSZiZN7Uwul6NvX+c9SFKjUFkJxcXp8gknpGUXxx4LHTpkm0tNnosrJUlSZiZ/afFBkhqFigq44w446CAoL0/n2rVLyywsPKge2PkgSZIyM3FqJyiC/v2Ls44iSYXrvfdg2DD44IN0/MorsOWW2WZSs2PxQZIkZaK8HL6Y3oHlOsGAAWVZx5GkwjNvHtx6K/zxj5DLQbducO65MHhw1snUDFl8kCRJmfjoI6jMBVZZpZIVVnDYpCQ1qLffhgsugPHj0xDJAw6A446DVv57rPyw+CBJkjIxejQQoU8f5z1IUoObPDkVHnr3hqFDYZ11sk6kZs7igyRJysTo0RCBfv3mZx1FkgrD5MlpaQXA9tunpRbbbAOlpdnmUkFwtwtJkpSJ995LH9dZx/dCJCmvvvkGzjsP9toLPvkknQsBdtrJwoMajMUHSZLU4ObNSzMfQogMGNAy6ziS1DzFCM8/n4oOzzyTzn34YbaZVLB8q0GSJDW4Dz6AysocnZefTrt23bOOI0nNz9SpcNll8NJL6Xi99dJsh1VWyTSWCpfFB0mS1ODGjIFcLke3jl9kHUWSmp8RI+Dss2HWLGjdGk4+GXbfHYpsfFd2LD5IkqQGN3p0VfGh09Sso0hS89OjB8yfD5tumooQXbpknUiy+CBJkhremDHpY/fOX2YbRJKag1wOXngBtt46DZLs3h3uvz8VIULIOp0EWHyQJEkNbM6cNGy9qAi6dpyWdRxJatrGjoXhw+F//4Nvv03LKwBWXTXTWNLCLD5IkqQGVT1ssmfPCspKY9ZxJKlpmj8f7r4bbr89Xe7cOf2RGimLD5IkqUFVz3vo06ci6yiS1DSNHg3DhqU9iwH22ANOOgnatMk2l7QYFh8kSVKDqt7pom/fCpiUdRpJamJeew1OPDHNeejeHc49FzbYIOtU0hJZfJAkSQ2qetjkwIEljLX4IEk/zrrrQp8+MHgwHHsstGyZdSKpTtzoVZIkNZjZs2HcOCguhv79/YVZkpbo22/hmmtg+vR0XFKSZj2cfLKFBzUpFh8kSVKDee+9tOSiV68KlluuJOs4ktS4vfIK7L033HdfKkBUK/HfTzU9LruQJEkNpnreg8MmJWkxpk+Hq66Cv/41Ha+9Nvzyl9lmkpaRxQdJktRgqosP/fpVZh1FkhqfGOH55+Hyy+Hrr6GsDE44AfbbD4psWlfTZvFBkiQ1mNGj08cBA/wVRJK+5+OP4eyz0+UNN4Rzzkk7WkjNgP/zS5KkBjFrFowfDy1awNprOyRNkoDU7RBCutynDxx6aCo47LZbzXmpGbB3R5IkNYj33oMY07DJ1q0dliZJTJgAxx0Hr79ec+7EE2H33S08qNmx80GSJDWIMWOgsjJH374Om5RU4HI5uP9+uOkmmDcP5s6FO++04KBmzeKDJElqEGPGpM6Hfv0sPkgqYB9/DBdcUDMEZ8cd4dRTLTyo2bP4IEmSGkT179kDB5ZmG0SSsjB/fupuuOMOqKiALl3SQMmf/jTrZFKDsPggqUl54gl4662sU0j6sWKEiRMjJSWw1loOm5RUgObMgUceSYWHvfaCX/0Kllsu61RSg7H4IKlRe2jYcHKVOQBmzyvl4j8eQi6XcShJS63nSpN5/JJnFhwXFTv7WlIzNmcOFBdDaSm0awe//S20bAnrrZd1MqnBWXyQ1KjlKnPsf8H5ALz2Giz/fI6uXedx0EHzM04m6ccKAX7ykzXp2XPDrKNIUv69/jpceCHssAMce2w6t8km2WaSMmTxQVKTUT0pf9Cg+ey3X7us40iSJH3fzJnwu9+ltaIAI0bAUUelDgipgFl8kNRkjB6dJuWvvnpl1lEkSZK+7+WX4ZJLYOpUKClJRYdDDrHwIGHxQVITMmZM+jhwYEm2QSRJkmqbNy9tn/m3v6XjddaBoUOhd+9sc0mNiMUHSU3CN9/A5MmRsrLImmu2yjqOJElSjdJSmDUrDZM84QTYd18ocqCuVJvFB0lNwpgxkMtF+vatoKSkLOs4kiSp0H3+edo2c+WV00Tdc89Nx926ZZ1MapQsx0lqEkaPhlwuR9++FVlHkSRJhSyXg0cfhb33hvPPZ8Ee4F26WHiQFsPOB0lNwpgx1cMmc1lHkSRJhWr8+LR95ltvpeMVVoC5c6F162xzSU2AxQdJTcLo0emjwyYlSVKDq6yE++6Dm2+G8nLo0AGGDIEtt8w6mdRkWHyQ1OhNmwaffx5p1Sqy+uoOm5QkSQ0ol4NjjoGRI9PxzjvDqadCu3aZxpKaGosPkhq9995Lwyb79HHYpCRJamBFRbDZZvDZZ3DOObDxxlknkpokiw+SGr00bLKSPn0cNilJkhrAO++k1svNN0/HBx4Ie+3lbAdpGVh8kNTojR4NMUbWWMNhk5IkKY9mz4abboIHH4Q2baB/f+jUCYqLLTxIy8jig6RGb8yY9HHgwNJsg0iSpObrP/+Biy6CyZPTUou99nKug1SPLD5IatRmzG7F1KmR1q0jffq0zDqOJElqbmbMgGuvhT//OR336wfnnw+rr55pLKm5sfggqVGbPLUzuVzOYZOSJCk/hgyB116D0lI46ig4+GBo4cskqb75UyWpUZv0ZSdyuRz9+jlsUpIk5cHxx0NFBZx9NvTsmXUaqdkqyjqAJC3OpC87E2Nk9dVj1lEkSVJTFyP85S9w5ZU15/r3h1tusfAg5ZmdD5IarRhh0tROhDYwcGBJ1nEkSVJTNmUKXHwx/Otf6Xi77WCdddLlELLLJRUIiw+SGq2pU2HWnFastGKkT59WWceRJElNUS4HjzwC11+fttJs1w5OOy11PEhqMBYfJDVaY8YAEfr2raC42GGTkiTpR/r0Uxg+HEaOTMdbbQVnngkdOmQaSypEFh8kNVqjR0ME+vWbn3UUSZLUFD34YCo8dOyYig5bbpl1IqlgWXyQ1GiNGZM+OmxSkiTVWXl52jYT4IQToKQEjjwyLbeQlJm87nYRQtg+hPB+COGjEMKQRVzfPoTwVAjh7RDCuyGEw/KZR1LTEWNN8WHQIJdcSJKkJSgvhxtugAMPhLlz07k2beDUUy08SI1A3ooPIYRi4AZgB2AtYP8QwloL3ewEYHSMcSCwOXBVCKE0X5kkNR2ffw7Tp0dal82lV6+WWceRJEmN2dtvw/77w513wrhx8NprWSeStJB8LrsYDHwUYxwLEEJ4ENgNGF3rNhFoG0IIQBtgGlCRx0ySmojRoyGXy9Gt0xcUF6+WdRxJktQYzZ6ddrH4059S22SvXjB0KAwYkHUySQvJZ/FhZWBCreOJwE8Wus31wJ+ByUBbYN8YYy6PmSQ1EWPGVBUfOk/NOookSWqMXnsNhg2Dzz6D4mI49FA44oiaeQ+SGpV8Fh/CIs4tPDVuO2AksCWwGvB8COH/YowzvvNAIRwNHA3Qo0eP+k8qqdEZMwZijHTr9GXWUSRJUmP0zTep8LDmmqnboV+/rBNJWox8Fh8mAqvUOu5O6nCo7TDg0hhjBD4KIXwCrAF8Z5FWjPFW4FaADTbYwLH3UjMXY1p2AbBKZ4sPkiSpyrhx0LNnurz11lBUBJtvnjofJDVq+dzt4nWgbwihV9UQyf1ISyxqGw9sBRBCWBFYHRibx0ySmoApU2DGjMjyy+dYvt23WceRJElZ+/JLOOMM2G8/+OijdC4E2GorCw9SE5G3zocYY0UI4UTgOaAYuCPG+G4I4diq628GhgN3hRD+R1qmcWaM0bc5pQJXPWyyT58KQsjrjsCSJKkxixGefhquvhpmzoTWrWHCBOjTJ+tkkn6kfC67IMb4DPDMQudurnV5MrBtPjNIanqqh0327VsBc7JOI0mSMjF5Mlx0EfznP+l4k03gnHNgxRWzzSVpqeS1+CBJS6N62ORaa8G3b2adRpIkNbh//hPOPRfmzIH27eH002H77dNSC0lNkv3MkhqV2sMmBw50qyxJkgpS377p47bbwp/+BDvsYOFBauLsfJDUqEycCLNmRTp0yNGjRytGZB1IkiTlX0UFPPss7LRT2sGiWzd4+GHo2jXrZJLqicUHSY1K9byHNGyyZdZxJElSvo0ZA8OGwYcfQnk57LlnOm/hQWpWLD5IalS+M2xSkiQ1X/Pmwa23wh//CLlc6nZYddWsU0nKE4sPkhqV0aNrhk1KkqRm6q234MILYfz4tMziwAPh2GOhVausk0nKE4sPkhqNXC51PoDDJiVJarb+9S/41a/S5d694bzzoH//bDNJyjuLD5IajQkTYPbsSKdOObp3950PSZKapQ03hLXXhp/+FA49FEp9w0EqBBYfJDUaDpuUJKkZ+vpruPHGtKyiQwdo0QLuuAOKi7NOJqkBWXyQ1GiMHg2VlTn69XPYpCRJTV6M8Pe/w+WXw/TpMGcODB+errPwIBUciw+SGo007yGy1loh6yiSJGlZTJ0Kl14K//xnOl5/fTj66GwzScqUxQepQMUIlZVZp6iRy8F776XLDpuUJKmJihH+/Ge45hqYNQuWWw5+/WvYffe0q4WkgmXxQSpAs2bBwQfDhAkx6yjfESN07pyja1fnPUiS1CR99FHaQjNG+NnP4KyzoEuXrFNJagQsPkgF6Jln4NNPc3z92RQCuazjLBBCZOCKb/Hgb99ecK6o2HdJJElq1GKEULVksm9fOOooWHVV2HbbmvOSCp7FB6nAxAiPPgqVlRXs9fO/cfkDh2UdaSE9gN2zDiFJkupi7Ng0RPKYY2CjjdI5ZztIWgTfUpQKzP/+Bx9/HFl++Rxr9xqfdRxJktQUzZ8Pt90GBxyQfrm47basE0lq5Ox8kArMI49ARUUF2247l9LyrNNIkqQmZ/RoGDYszXcA2GMPOOmkbDNJavQsPkgF5Jtv0nbbENljjyJGPph1IkmS1GTMmwc33wz33Ze2qereHYYOTdtoStISWHyQCshf/gJz51ay3nrlrLFGW0ZmHUiSJDUd5eXw7LPp8sEHpzkPLd2hSlLdWHyQCkTNoMlKdtppHiG0yTqSJElq7GbNgpISKCuDtm3Tcos2bWCttbJOJqmJceCkVCDeegs+/TTSsWOOnXZql3UcSZLU2P3f/8E++3x3mOTgwRYeJC0VOx+kAvHoo2nQ5HbbzaVly+WzjiNJkhqr6dPhyivhuefS8X//C5WVUFycbS5JTZrFB6kATJsGL74IIUT23NNfHCRJ0iLECH/7G1xxBXz9dZrncPzxsN9+UGTDtKRlY/FBKgBPPQXl5ZVsuGE5q63mrAdJkrSQuXPhrLPSUgtIyyvOOQdWXjnbXJKaDYsPUjOXy8Fjj6VBk7vsUu6gSUmS9H1lZeljmzZwyimw664QQraZJDUrFh+kZu6112DixEjnzjm2285Bk5IkqcqECWmpRY8eqdBwzjnpuHPnrJNJaoZcvCU1c6nroYIdd5xDaan1RkmSCl5lJfzxj7DvvnD++alNEqBTJwsPkvLGVyJSMzZ1Krz0EhQVRfbYoyTrOJIkKWsffQTDhsHo0el4lVXSvIfWrbPNJanZs/ggNWNPPgkVFZVstFE5PXs660GSpIJVXg533gl33JE6H7p0ScssfvrTrJNJKhAWH6RmKpeDxx+vGTQpSZIKVC4HRx0F776bjvfaC371K1huuWxzSSooFh+kZurVV+GzzyJdu1ay1VYOmpQkqWAVFcF228HMmXDuubDeelknklSALD5IzdRjj0FFRQU77DCX0tJWWceRJEkN6fXX4euvYZtt0vF++8Gee9ZsqSlJDczig9QMffYZvPpqpLg4sueepVnHkSRJDWXmTPjd7+CJJ9KyikGD0g4WRUUWHiRlyuKD1Aw98QTMn59j003n0b1726zjSJKkhvDPf8Ill8CXX0JJCfzyl7DCClmnkiTA4oPUIGbMgAkTGua5YkzFh1yukt13r2iYJ5UkSdmZNg2uvBL+9rd0PGAADB0KvXplm0uSarH4IOVZRQXssw988UUOiA32vN27V/LznztoUpKkZu+cc9KMh5Yt4cQT0y8eRUVZp5Kk77D4IOXBQ8OGk6vMATDlqw588M4elBTPp9Py0xvk+YuLcqzX8Q3+NPyzxd6uqNhfTCRJavJOOgluugmGDIFu3bJOI0mLZPFByoNcZY79LzgfgCefhPavVrLpprP5/e97NmCK9RvwuSRJUoPI5dKWVh98AGefnc6tuSZcd122uSRpCSw+SHk2enSav9Cvn/MXJEnSMhg/HoYPh//+Nx3vuiv0759tJkmqI4sPUp6NGZM+rrNOcbZBJElS01RZCffdBzffDOXl0KEDnHkmrL121skkqc4sPkh5VF6euiIBBgxwb21JkvQjffABDBsG772XjnfeGU49Fdo5VFpS02LxQcqjjz+G+fNzdO9eSYcOrbKOI0mSmponn0yFh5VWSrtabLxx1okkaalYfJDyaMwYyOVy9O3rvAdJklRHc+embTMBTjgBllsODj0UWrfONJYkLQv32ZPyyOKDJEmqs9mz4aqrYL/9YM6cdK51azj+eAsPkpo8iw9SHo0enT46bFKSJC3Wf/6Tig4PPACTJ8Obb2adSJLqlcsupDwpL4ePPoIQYJ11HDYpSZIWYcYMuPZa+POf03G/fnD++bD66pnGkqT6ZvFBypOPPoKKihyrrFLJCis4bFKSJC3k1VfTThZffQWlpXDUUXDwwdDCX9ElNT/+yyblyejRznuQJEmLUV6eCg8DB8LQodCzZ9aJJClvLD5IeVJTfJifdRRJktQYxAgffpiWVgBssQX87ndp+8wiR7FJat78V07KkzFj0sd11rHGJ0lSwZsyBU46KS2r+OCDmvM//amFB0kFwX/ppDyYX1HMxx+n3yUGDGiZdRxJkpSVXA4efhj22Qf+9S9Ybjn4/POsU0lSg/MtWSkPpnzVkcrKHD16VNKuncMmJUkqSJ9+mgZKvv12Ot5qKzjjDOjYMdtckpQBiw9SHkz+shO5XI5+/eYDFh8kSSo4L7yQhkiWl6diw5lnwpZbZp1KkjJj8UHKg4lTO5PL5VhtNXe6kCSpIK29dtoyc/vt4eSToV27rBNJUqYsPkh5MOnLztACBgzwR0ySpIJQXg5PPgl77pmGPq20Ejz2GHTqlHUySWoUfGUk1bM5c2Dq18vTfkUYMMAlF5IkNXsjR6bZDuPHp+0099knnbfwIEkLWHyQ6tkHH6TfO1ZdtYI2bVpnHUeSJOXL7Nlw/fVpNwuAnj1hjTUyjSRJjZXFB6mejR4NROjb13kPkiQ1WyNGwMUXw2efQXExHHooHHEElJZmnUySGiWLD1I9GzMGIhYfJElqtl59FX7963R5zTXTrhb9+mWbSZIaOYsPUj0bMyZ9HDCgJNsgkiQpPzbaCNZdF372MzjwwNT5IElaLIsPUj2aPRvGjYPiohz9+7fMOo4kSaoPX34J110Hv/oVdO6cig233JJ2tZAk1YnFB6kevfce5HI5VlzhK5ZbbpWs40iSpGURIzz1FFxzDcycCbkcXHhhus7CgyT9KBYfpHo0ZkwqPnTrNDXrKJIkaVlMnpwKDa+9lo432QROPDHbTJLUhFl8kOpRdfGha8cvso4iSZKWRi4HDz0EN9wAc+dC+/Zw+umw/fYQQtbpJKnJsvgg1aPRo9PHVbp8mW0QSZK0dD7+OC2zyOVg221T4aFDh6xTSVKTZ/FBqiezZsH48VBSAl1W+DrrOJIkqa5yuZoZDn37wvHHQ+/esNlm2eaSpGbESTlSPXnvPYgxR8+eFZS6y6YkSU3DmDFw0EHw6qs15w491MKDJNUziw9SPRk9Giorc/TrV5F1FEmStCTz5qXtM3/5S/jgA7j77qwTSVKz5rILqZ5Udz6svnoljM06jSRJ+kFvvZV2shg/Pi23OPBAOPbYrFNJUrNm8UGqJ9XDJgcMKOE9iw+SJDU+s2enbodHHknHvXvDeedB//7Z5pKkAuCyC6kezJgBEydGSkpgrbVaZh1HkiQtSozw8svQogUcfTTce6+FB0lqIHY+SPUgLbmI9OlTQVlZ66zjSJKkal9/DS1bpj/LLQcXXQRt20KfPlknk6SCYueDVA/GjEnDJvv2ddikJEmNQozwt7/B3nvDzTfXnF93XQsPkpQBOx+kejB6dK1hk5IkKVtTp8Ill6QlFpB2s6ishOLibHNJUgGz+CDVgzFj0scBA/yRkiQpMzHCk0/CtdfCrFlpmcWvfw277552tZAkZcZXStIy+uYbmDw5UlYWWXPNVlnHkSSpMM2ZA6eeCq+/no5/9jM46yzo0iXbXJIkwOKDtMzGjIFcLtK3bwWlpWVZx5EkqTC1bAlt2sDyy8MZZ8A220AIWaeSJFWx+CAto9GjIZdz2KQkSQ3u44/TcopevVKh4ayz0scVVsg6mSRpIRYfpGU0Zkz1sMlc1lEkSSoM8+fDnXfCHXdAv37pcnExdOiQdTJJ0g+w+CAto9Gj08cBA0qyDSJJUiEYPRouuCB1PQCssUYqRriThSQ1ahYf1KQ89FDN7xqNQS4Hn38eadUqssYaDpuUJClv5s6Fm2+G++9P/wF37w7nngsbbJB1MklSHVh8UJMxfjxccUVk2uTJxJh1mu9ardsEHrnwuQXHRcVu5yVJUr3J5eDww+GDD9KMh4MPhmOOSUMmJUlNgsUHNRmffpoGO3ZZ/iuOPn3VrOMsEAL8/Of96d17o6yjSJLUPBUVwW67weOPw3nnwVprZZ1IkvQjWXxQkzFxYtrScpUun3H44QOyjiNJkvLp5Zdh1izYccd0vPfesMceUOKMJUlqiiw+qMmYNCntKtGh7Yyso0iSpHyZPh2uvBKeew5at04zHbp0Sd0PRS5rlKSmqk7FhxBCETAQ6AbMAd6NMX6ez2DSwiZOTB87tLP4IElSsxNjKjhccQV8802a53DssdCpU9bJJEn1YLHFhxDCasCZwNbAh8BUoCXQL4QwG7gFuDvGmMt3UGnSpPSxY7uZ2QaRJEn16/PP4ZJL4JVX0vHgwXDOObDyytnmkiTVmyV1PlwI3AQcE+N39xcIIXQBDgAOBu7OTzwpyeVqig8d2lt8kCSpWTnvPHjzTWjTBk45BXbdNU10liQ1G4stPsQY91/MdV8A19Z3IGlRvvwSyssj7dtHWpVVZB1HkiTVp9NOgz/8AX7zG+jcOes0kqQ8WOqpPSGEbeoziLQ41TtdrLRSJeA7IZIkNVmVlfDHP6Zuh2r9+sHll1t4kKRmbFl2u7gd6FFfQaTFqd7pomvXyqyjSJKkpfXhhzB8OIwenY732w/WWivbTJKkBrGkgZN//qGrgI71H0datO90PszNOo0kSfpRysvhzjvhjjtS58OKK6aBkhYeJKlgLKnz4WfAQcCshc4HYHBeEkmLkIZNRrp3j/BR1mkkSVKd/e9/qdth7Nh0vPfecOKJsNxy2eaSJDWoJRUf/g3MjjH+c+ErQgjv5yeS9H0TJ6aPPXq0YLLFB0mSmo7nn0+Fhx494NxzYb31sk4kScrAkna72GEx121W/3GkRaveZrNnzxZMzjaKJElaklmz0raZAMcdB8svDwceCGVlmcaSJGVnqXe7kBrK7NkwfXqkpARWXtlfWiRJarRmzkxLLPbfP/0HDtCqFRx+uIUHSSpwFh/U6E2cCDGmYZMtWvgtK0lSo/TPf6Z5Dk8+CV9+CW+/nXUiSVIjsixbbUoNonbxQZIkNTLTpsEVV6TZDgADBsDQodCrV7a5JEmNisUHNXqTJkEul6NbN4sPkiQ1Ki++CBdeCDNmQMuWaReLffaBIjsVJUnfVef/GUIIv13csZQvNZ0PuayjSJKk2lq0SIWHn/wEHn4Y9tvPwoMkaZF+TOfDm0s4lvKieqeLHj38ZUaSpEzlcjBqVFpaAbDZZnDzzbD++hBCttkkSY1anV/NxRifWtyxlC8TJ6aPq67qKiFJkjIzfjwccwwceSSMHl1zfoMNLDxIkpZosa/mQgi/B+IPXR9jPKneE0m1VFbClCnpcq9epdmGkSSpEFVWwr33wi23QHk5dOiQllpIkvQjLOmt5DcaJIX0Az7/HCorIx075mjTpmXWcSRJKiwffADDhsF776XjnXeGU0+Fdu2yzSVJanIWW3yIMd5d+ziEsFyM8dv8RpJqTJyYdrro2tWdLiRJalDPPQfnnZc6H1ZaCc45BzbeOOtUkqQmqk4zH0IIG4cQRgNjqo4HhhBuzGsyCXe6kCQpM+uuC61bp60zH37YwoMkaZnUdYLftcB2wJ8BYoxvhxA2y1coqdqkSZDLRTsfJEnKt9mz4dFH4cAD03aZXbrAE09A+/ZZJ5MkNQN13j4gxjghfHeSsa8GlXdpp4vIyitnnUSSpGbs3/+Giy5KU56Li+GAA9J5Cw+SpHpS1+LDhBDCJkAMIZQCJ1G1BEPKp0mT0sdVVy3ONogkSc3RjBlwzTXwVNUO6quvDuuvn20mSVKzVNfiw7HA74CVgUnAc8AJ+QolAcRY3fkAPXuWZBtGkqTm5sUX4dJLYdo0KC2Fo4+Ggw6CFnVujJUkqc7q9L9LjPFL4MAf++AhhO1JRYti4A8xxksXcZvNSTMlSoAvY4w//7HPo+Zp5kyYNSvSqlVkpZXKso4jSVLz8fLLcMYZ6fKgQTB0KKy6aqaRJEnNW52KDyGE3qQiwkZABP4FnBJjHLuY+xQDNwDbABOB10MIf44xjq51m+WBG4HtY4zjQwhdlvYTUfNTvdNF166VFBWFJd9BkiTVzaabwuDBsPnmsNdeacCkJEl5VNf/ae4HHga6At2APwEPLOE+g4GPYoxjY4zlwIPAbgvd5gDgsRjjeIAY4xd1Da7mb+LEtNOF22xKkrSMJk9OnQ5fVP2qVVQEN9yQttG08CBJagB1/d8mxBj/GGOsqPpzL6kDYnFWBibUOp5Yda62fsAKIYSXQghvhhAOWeSTh3B0COGNEMIbU6dOrWNkNXWp8yHnNpuSJC2tXA4eegj23TfNePj972uuC3YVSpIazmKXXYQQOlRd/EcIYQipeyEC+wJ/WcJjL+p/tIULFi2A9YGtgFbAv0II/44xfvCdO8V4K3ArwAYbbLCkooeaiUmT0rKLbt3sfJAk6UcbNw6GD4e3307HW28Np5ySaSRJUuFa0syHN0kFg+pCwjG1rovA8MXcdyKwSq3j7sDkRdzmyxjjt8C3IYSXgYHAB6jgVe90scoqtoNKklRnFRVwzz1w220wfz507AhDhsAWW2SdTJJUwBZbfIgx9lqGx34d6BtC6EXannM/0oyH2p4Erg8htABKgZ8A1yzDc6oZmTQpfXSbTUmSfoRx4+Dmm9OSi113hZNPhnbtsk4lSSpwdd7IOYTQH1gLaFl9LsZ4zw/dPsZYEUI4EXiOtNXmHTHGd0MIx1Zdf3OMcUwI4a/AO0COtB3nqKX7VNSclJfD55+nGVirrlqadRxJkhq3igpoUfVrXZ8+qeCw2mrwk59kGkuSpGp13WrzfGBzUvHhGWAH4BXgB4sPADHGZ6puX/vczQsdXwFcUefEKgiffZZ2uujcOUfLlhYfJEn6QSNHwrBhcNJJaetMgAMWbjaVJClbdV1MvxdpKORnMcbDSHMZyvKWSgXPnS4kSVqC2bPh8svhyCNh/Hh4+OGsE0mS9IPquuxiTowxF0KoCCG0A74AeucxlwrcxImp82GllSw+SJL0PSNGwMUXp1bB4mI49FA44oisU0mS9IPqWnx4I4SwPHAbaQeMWcBr+Qol2fkgSdIizJwJV14Jf6na8XzNNWHoUOjXL9tckiQtQZ2KDzHG46su3lw1ILJdjPGd/MVSoave6cJtNiVJqqW4GN58E0pL4dhj4cAD0zlJkhq5xRYfQgjrLe66GONb9R9JSp0PAKuu6i9UkqQC9+WX0Lp1zZ+LL4bll4cePbJOJklSnS2p8+GqxVwXgS3rMYsEQIw1nQ89e5ZkG0aSpKzECE89BVdfDbvsAqedls4PGJBtLkmSlsJiiw8xxi0aKohUbdo0mDs30qZNpGNHt9mUJBWgyZPhwgvhtaoRW2kSMxS5HFGS1DTVdeCk1GAmTYIYI127VhJCyDqOJEkNJ5eDhx6CG26AuXOhfXs4/XTYfnvw/0RJUhNm8UGNTnpzx50uJEkFZvZsOOEE+N//0vG226bCQ4cO2eaSJKkeWHxQo5O22YwWHyRJhaV1a1hxRfjsMzjrLNhss6wTSZJUb+pUfAip9/1AoHeMcVgIoQewUozxtbymU0GqLj6svHLWSSRJyrPRo9O2mX36pOMhQ9LWmW3bZptLkqR6VtepRTcCGwP7Vx3PBG7ISyIVvOqdLnr0cJtNSVIzNXcuXHcdHHoonHceVFSk88svb+FBktQs1XXZxU9ijOuFEP4LEGOcHkJwGwLlxcSJ6eOqq1p8kCQ1Q2+9BcOHw4QJafeKDTdMgyYlSWrG6lp8mB9CKAYiQAihM+D/kqp3c+fCV1+ljtNVVinLOo4kSfXn229Tt8Ojj6bj3r1T10P//tnmkiSpAdS1+HAd8DjQJYRwEbAXcG7eUqlgpW02c6y0UiUlJTbXSJKaiVwODjsMxo6FFi3g8MPTcUlJ1skkSWoQdSo+xBjvCyG8CWwFBGD3GOOYvCZTQUrFB3e6kCQ1M0VFsO++8OSTqduhesCkJEkFoq67XfwOeCjG6JBJ5dXEiZDLRbp2dVWPJKkJixGefz6tJ9x113TuF7+A3XdPawslSSowdV128RZwbgihH2n5xUMxxjfyF0uFKm2zmZZdSJLUJH3xBVx6Kbz8MrRqBRttBF26pO4HSZIKVJ3+F4wx3h1j3BEYDHwAXBZC+DCvyVSQqne66NHDX9AkSU1MjPD447D33qnwsNxycOqp0Llz1skkScpcXTsfqvUB1gB6AqPrPY0K3qRJ6eOqq/7Yb01JkjI0cSJceCG8UdUYutlmMGRI6niQJEl1nvlwGbAH8DHwMDA8xvh1HnOpAOVyMHlyutyzp9O/JUlNyPDh8OabsPzycMYZsM02EELWqSRJajTq+vbyJ8DGMcYv8xlGhW3qVJg/P7LCCjnatSvLOo4kSYsXY02B4Ywz4O670zKL5ZfPNJYkSY3RYosPIYQ1YozvAa8BPUIIPWpfH2N8K5/hVFiqd7pYaaUcwXeLJEmN1fz5cNddMHYsXHxxKkCsthoMG5Z1MkmSGq0ldT6cChwNXLWI6yKwZb0nUsGaNCntdNG1qztdSJIaqdGj4YIL4OOP0/Ehh8Caa2abSZKkJmCxxYcY49FVF3eIMc6tfV0IoWXeUqkgVXc+WHyQJDU6c+fCzTfD/fenIUWrrAJDh1p4kCSpjuo682EEsF4dzklLLW2zGenePeskkiTV8sYbaaDkpElQVJS6HY4+Glr6PowkSXW1pJkPKwErA61CCOsC1Qvx2wGt85xNBSYVH6BHj+Jsg0iSVNuIEanw0KcPnHcerLVW1okkSWpyltT5sB1wKNAduLrW+ZnA2XnKpAI1aVL62KuX22xKkjL29dc1u1YcfTR06gR77w0l/h8lSdLSWNLMh7uBu0MIe8YYH22gTCpAs2bBN99EysoiK61UmnUcSVKhmj4drrwS/vtfePhhaNMmLa844ICsk0mS1KQtadnFQTHGe4GeIYRTF74+xnj1Iu6mZuLbb+HzzxvmucaNgxjTNpvFxUUN86SSJFWLEZ57Dq64Ar75JhUcRo+GwYOzTiZJUrOwpGUXy1V9bJPvIGpc5syBvfaCL77IEWPDPGcul2OlldzpQpLUwD7/HC65BF55JR0PHgznnAMrr5xtLkmSmpElLbu4perjBQ0TR1l6aNhwcpU5AN58vx/vv70ZZSXltG09q0Gev7gox4pz/80D53+22NsV2RkhSaovzz0HF10Es2enJRanngq77AIhLPm+kiSpzuq01WYI4XLgQmAO8FdgIHBy1ZIMNRO5yhz7X3A+AH/9JbTtXM4pp8zk0EN7NWCKgQ34XJKkgte2bSo8/PznMGQIdO6cdSJJkpqlur6FvG2McQawMzAR6Af8Jm+plKn334d3340st1zkF79wxY0kqRmprIQ336w53mQTuPPONGTSwoMkSXlT1+JD9b5SOwIPxBin5SmPGoFHH4WKikq23nou7duXZR1HkqT68eGHcNhhcNxxMGpUzfl11nGZhSRJeVanZRfAUyGE90jLLo4PIXQG5uYvlrIyezb89a8QY45f/CLrNJIk1YPycrjjjtThUFkJK66YzkmSpAZTp+JDjHFICOEyYEaMsTKE8C2wW36jKQt//SvMmpWjf//5DBrULus4kiQtm3fegeHD4ZNP0vE++8CJJ0Lr1tnmkiSpwNR14GQJcDCwWUhtif8Ebs5jLmUgRnjkEaisrGDHHecSwnJLvpMkSY3V00/DBRek/+B69IChQ2HddbNOJUlSQarrsoubSHMfbqw6Prjq3JH5CKVsTJramQ8+iLRtG9ltt7ZZx5EkadlstBG0bw+77w5HHQVlzjGSJCkrdS0+bBhjrL0H4oshhLfzEUjZeW3MmlRUVLLttnNp06Z91nEkSfpxZs6Ehx5KQyWLi6FTJ3jySVjOTj5JkrJW1+JDZQhhtRjjxwAhhN5AZf5iqaHNnAnvfLwaLTs4aFKS1AS99BJceil8+SWUlsIhh6TzFh4kSWoU6lp8+A3wjxDCWCAAqwKH5S2VGtwzz8D8imI2GjSf/v0dNClJaiKmTYPLL4e//z0dDxgAm22WbSZJkvQ9Syw+VG2r+Q0wGOhCKj68F2Ocl+dsaiAxwqOPQgQHTUqSmoYY4dln4corYcYMaNUq7WKx995QVJR1OkmStJDF/u8cQjgSeBf4PTAS6BljfNvCQ/Py9tswdmxkuZZz2HlnB01KkpqAl1+G885LhYef/CTNeth3XwsPkiQ1UkvqfDgZWDvGOLVqzsN9wJ/znkoN6rHHoKKigvX6jWG55fpkHUeSpCX72c/S8oottoCdd4a0FbgkSWqklvT2QHmMcSpAjHEs4B5Vzcw331Qvk41suMaYrONIkrRo48fDSSfBlCnpuKgIrr4adtnFwoMkSU3AkjofuocQrvuh4xjjSfmJpYby9NMwd24l669fTqflZ2cdR5Kk76qshHvvhVtugfJyuPFGGD4861SSJOlHWlLx4TcLHb+ZryBqeNWDJisrK9lpp3nMe9t3jiRJjcgHH8CwYfDee+l4l13glFOyzSRJkpbKYosPMca7GyqIGt6bb8L48ZFOnXLsuGM7Hn8760SSJJE6HP7wB7jrLsjloGtXOOcc2GijrJNJkqSltKTdLm4NIfT/geuWCyEcHkI4MD/RlG+PPpoGTW633VxatizJOo4kScmECXD33alFb999004WFh4kSWrSlrTs4kbgvBDCOsAoYCrQEugLtAPuIO2AoSZm2jT4xz8ghMheey3p20CSpDwrL4fS0nR5tdXg9NOhXz8YODDbXJIkqV4sadnFSGCfEEIbYAOgKzAHGBNjfD//8ZQvf/4zlJdXsuGG5fTu3SbrOJKkQvbvf8NFF6V5Dltumc7tvXe2mSRJUr2q01veMcZZwEv5jVLYJk+GkSMb7vkeeywNmtxll/KGe1JJkmqbMQOuuQaeeiodP/FETfFBkiQ1K/bbNxK/+hWMHVtJjLHBnrNLlxzbbdeuwZ5PkqQFXnwRLr00rQMsLYVjjoGDDso6lSRJyhOLDw3koWHDyVXmfvD6d18/lHnzW9C/10cUhR++XX0JAdZb5T0eveiLBeeKihc7f1SSpGX3zTdpicWLL6bjQYNg6FBYddVMY0mSpPz6UcWHEMJyMcZv8xWmOctV5tj/gvN/8PprnoV588p59KWulJY2VBFgiwZ6HkmSqpSWwvvvQ+vWqe1vzz2hyOK3JEnNXZ2KDyGETYA/AG2AHiGEgcAxMcbj8xmuUFRWpm3Mi4qgRYuQdRxJkurXlCnQvn0qOLRqBZdcAiusAF27Zp1MkiQ1kLq+1XANsB3wFUCM8W1gs3yFKjTl5QCRkpJIUZHFB0lSM5HLwUMPwT77wO9/X3N+rbUsPEiSVGDqvOwixjghhO+8MK6s/ziFqbxqw4mSkmxzSJJUbz75BIYPh3feScfffFPT5idJkgpOXYsPE6qWXsQQQilwEjAmf7EKy7x5EGOkrKzhdrqQJCkvKirgnnvgtttg/nzo2BHOOgs23zzrZJIkKUN1LT4cC/wOWBmYCPwNcN5DPanpfLD4IElqwmbPhiOPhA8+SMe77Qa//jW0c1tnSZIKXV2LD6vHGA+sfSKE8FPg1fqPVHiqiw+lpdnmkCRpmbRuDb16waxZcO65MHhw1okkSVIjUdfiw++B9epwTkuhetlFaamdD5KkJmbkyLSDxeqrp+Mzz0xDjFq1yjSWJElqXBZbfAghbAxsAnQOIZxa66p2QHE+gxUSB05Kkpqc2bPh+uvh4YehTx/44x/Tf2QusZAkSYuwpM6HUqBN1e3a1jo/A9grX6EKzbx56aOdD5KkJmHECLjoIvj8cygudpikJElaosUWH2KM/wT+GUK4K8b4aQNlKjjl5RCjxQdJUiP3zTdw1VXwzDPpeM014bzzoG/fbHNJkqRGr64zH2aHEK4A1gZaVp+MMW6Zl1QFJi27iA6clCQ1XrkcHHYYjB+fJiQfeywceGDqfJAkSVqCojre7j7gPaAXcAEwDng9T5kKTho46VabkqRGrKgIDjkE1lsPHnwwXbbwIEmS6qiunQ8dY4y3hxB+XWspxj/zGayQ1Gy1afFBktRIxAhPPQXz58Oee6Zzu+0Gu+6aChGSJEk/Ql2LD/OrPk4JIewETAa65ydS4UkDJ112IUlqJCZPhgsvhNdeg7Iy+NnPoEsXCCH9kSRJ+pHqWny4MITQHjgN+D1pq82T8xWq0NRstWnngyQpQ7kcPPQQ3HADzJ0L7dvDb34DnTtnnUySJDVxdSo+xBifrrr4DbAFQAjhp/kKVWjc7UKSlLmxY1O3wzvvpONtt02FhxVWyDaXJElqFhZbfAghFAP7ACsDf40xjgoh7AycDbQC1s1/xObPZReSpMxddlkqPHTuDGedBZttlnUiSZLUjCyp8+F2YBXgNeC6EMKnwMbAkBjjE3nOVjBqBk5mm0OSVGByuZrhkUOGpF0sfvUraNMm21ySJKnZWVLxYQNgQIwxF0JoCXwJ9Ikxfpb/aIUjdT6kmV6SJOXdvHlwyy0wbhxcdVUaItmrV+p4kCRJyoMlFR/KY4w5gBjj3BDCBxYe6l9150NZmRPEJUl59tZbMHw4TJiQuh7efx/WWCPrVJIkqZlbUvFhjRBC1eQpArBa1XEAYoxxQF7TFYia4kO2OSRJzdi338J118Gjj6bj1VaD886z8CBJkhrEkooPazZIigJXveyitNTOB0lSHrz6Klx0EXzxBbRoAYcfDocdBiUlWSeTJEkFYrHFhxjjpw0VpJBVdz60bGnxQZKUByNHpsLD2munbofVVss6kSRJKjBL6nxQA6gZOGnxQZJUD2KEL79M22YCHHUUdO0Ku+9es7uFJElSA/I3kEbAgZOSpHrzxRdw2mlw0EEwY0Y6V1oKe+xh4UGSJGWmzr+FhBBahRBWz2eYQuWyC0nSMosRHn8c9t4bXn4Z5s6Fjz7KOpUkSRJQx+JDCGEXYCTw16rjQSGEP+cxV0Fx2YUkaZlMnAjHHZeGSn77LWy2GfzpT7DeelknkyRJAuo+8+G3wGDgJYAY48gQQs/8RCo8dj5IkpbaU0/BpZemSvYKK8BvfgPbbAPB/1MkSVLjUdfiQ0WM8ZvgLzJ54cwHSdJS69w5FR522CHNelh++awTSZIkfU9diw+jQggHAMUhhL7AScCI/MUqLDWdDw4CkyQtwfz58PrrsMkm6XijjeD++6Ffv2xzSZIkLUZdX+3+ClgbmAfcD3wDnJynTAWneuaDyy4kSYv17rtpF4tf/xrefrvmvIUHSZLUyNW182H1GOM5wDn5DFOo7HyQJC3W3Llw882pwyGXg1VWcaaDJElqUupafLg6hNAV+BPwYIzx3TxmKii5HFRUpN8hS0r8RVKStJA33oDhw2HSJCgqgkMOgWOOgbKyrJNJkiTVWZ2KDzHGLUIIKwH7ALeGENoBD8UYL8xrugKQuh4iJSVQVGTxQZJUy5NPpsIDQN++MHQorLVWtpkkSZKWQp37/GOMn8UYrwOOBUYC5+UrVCGpXnJRWhqzDSJJanx+9jPo1AmOOw7++EcLD5IkqcmqU/EhhLBmCOG3IYRRwPWknS665zVZgZg3D2KMFh8kSTB9Olx/fVqPB9ChQ+p+OOIIaFHXlZKSJEmNT11/k7kTeADYNsY4OY95Ck5150NJSbY5JEkZihGeew6uuAK++QbatIFDD03XOdtBkiQ1A3Wd+bBRvoMUquptNu18kKQC9fnncMkl8Mor6XjwYNh222wzSZIk1bPFFh9CCA/HGPcJIfwPqP3qOAAxxjggr+kKQHl5esPL4oMkFZhcDp54Aq69FmbPTt0Op54Ku+ziNpqSJKnZWVLnw6+rPu6c7yCFqnq3i9LSrJNIkhrUP/8JF1+cLm++OZx5JnTunGkkSZKkfFls8SHGOKXq4vExxjNrXxdCuAw48/v30o9RveyipMTOB0kqKD//eVpeseWWsNVWdjtIkqRmra5bbW6ziHM71GeQQuWyC0kqEB9+CEcfDZMmpeOiotT5sPXWFh4kSVKzt9jiQwjhuKp5D6uHEN6p9ecT4J2Gidi8pc4Hl11IUrNVXg433wwHHQRvvQW33JJ1IkmSpAa3pJkP9wPPApcAQ2qdnxljnJa3VAWkZqtNOx8kqdn53/9g+HAYOzYd77MPnHhitpkkSZIysKTiQ4wxjgshnLDwFSGEDhYgll31souyMosPktRszJkDN90EDzyQ/pHv0QOGDoV11806mSRJUibq0vmwM/AmaavN2otSI9A7T7kKRvWyi5KSrJNIkurNlCnw8MNplsMvf5lmPbi+TpIkFbAl7Xaxc9XHXg0Tp/C47EKSmonZs6FVq1Rw6N0bzj4b+vWDNdbIOpkkSVLm6rTbRQjhpyGE5aouHxRCuDqE0CO/0QrDvHnudiFJTd5LL8Eee8Dzz9ec23VXCw+SJElV6rrV5k3A7BDCQOAM4FPgj3lLVUBS54PLLiSpSZo2DYYMgdNPhy+/hL/9LetEkiRJjdKSZj5Uq4gxxhDCbsDvYoy3hxB+mc9ghaJ62UVZWbY5JEk/Qozw7LNw5ZUwY0ZabvGrX8Fee2WdTJIkqVGqa/FhZgjhLOBg4GchhGLA9+rrQRo4CWVlYfE3lCQ1DtOnw/nnw4gR6XijjdJ8h27dss0lSZLUiNW1+LAvcABweIzxs6p5D1fkL1bhsPNBkpqY1q1hwgRo1w5OPRV22ikNmZQkSdIPqlPxoargcB+wYQhhZ+C1GOM9+Y1WGGo6H7LNIUlajPHjoUMHaNMm/YN92WXQsWP6I0mSpCWq624X+wCvAXsD+wD/CSG4sLUe1HQ++K6ZJDU6FRVw112w335w3XU15/v1s/AgSZL0I9R1t4tzgA1jjL+MMR4CDAaGLulOIYTtQwjvhxA+CiEMWcztNgwhVBZiQcPigyQ1Uu+/D7/8JVx/ffrHuqICcrmsU0mSJDVJdZ35UBRj/KLW8VcsoXBRNZTyBmAbYCLwegjhzzHG0Yu43WXAc3VO3YxYfJCkRqa8HP7wh9TxkMtB165wzjlpsKQkSZKWSl2LD38NITwHPFB1vC/wzBLuMxj4KMY4FiCE8CCwGzB6odv9CngU2LCOWZoVB05KUiMyezYccgiMG5eGSO63Hxx/fBoyKUmSpKVW14GTvwkh7AFsCgTg1hjj40u428rAhFrHE4Gf1L5BCGFl4BfAliym+BBCOBo4GqBHjx51idxkVA+cbNmyritgJEl507o1rLVWunzeeTBgQLZ5JEmSmonFFh9CCH2BK4HVgP8Bp8cYJ9XxsRe1jiAudHwtcGaMsTIsZpuyGOOtwK0AG2ywwcKP0aS57EKSMvavf0H79jVFhzPPhJISKC3NNpckSVIzsqTOhzuAe4CXgV2A3wN71PGxJwKr1DruDkxe6DYbAA9WFR46ATuGECpijE/U8TmavJrOB4sPktSgZsyAq6+Gp5+G3r3h3ntTwWG55bJOJkmS1OwsqfjQNsZ4W9Xl90MIb/2Ix34d6BtC6AVMAvYDDqh9gxhjr+rLIYS7gKcLqfAAdj5IUiZefBEuvRSmTUsFh512guLirFNJkiQ1W0sqPrQMIaxLzRKKVrWPY4w/WIyIMVaEEE4k7WJRDNwRY3w3hHBs1fU3L3P6ZqC6+GDngyQ1gK++gssuS8UHgHXXhaFDoZnNE5IkSWpsllR8mAJcXev4s1rHkTQo8gfFGJ9hoV0xfqjoEGM8dAlZmiUHTkpSA8nl4IgjYOLENFjyV7+CPfeEIv/9lSRJyrfFFh9ijFs0VJBCVdP54C+/kpRXRUVw5JHwt7/B2WfDSitlnUiSJKlg1GmrTeVHLgfz56fLpaUuu5CkepXLwZ/+lD7uv386t9NO6c9idliSJElS/bP4kKFUeIiUlEBRkb8IS1K9+eQTGD4c3nknDZTcemvo3NmigyRJUkYsPmSoet5DaWnMNogkNRcVFXDPPXDbbanC26kTDBmSCg+SJEnKTJ2KDyGEABwI9I4xDgsh9ABWijG+ltd0zVx5OcRo8UGS6sV778GwYfDBB+l4t93g5JOhbdtMY0mSJKnunQ83AjnS7hbDgJnAo8CGecpVENKwyUhpadZJJKkZuPbaVHjo1g3OPRcGD846kSRJkqrUtfjwkxjjeiGE/wLEGKeHEHzJvIyql12UlNj5IElLpbISiovT5bPPhsceg2OOgVatss0lSZKk76jr/o7zQwjFQAQIIXQmdUJoGbjsQpKW0uzZcNllcMop6R9SgB490jILCw+SJEmNTl07H64DHge6hBAuAvYCzs1bqgKROh9cdiFJP8qIEXDRRfD556nr4cMPoV+/rFNJkiRpMepUfIgx3hdCeBPYCgjA7jHGMXlNVgDSzAeXXUhSnXzzDVx1FTzzTDpeay0YOhT69s02lyRJkpaorrtd9ABmA0/VPhdjHJ+vYIWgetlFWZnFB0larBdegEsvhenTobQUjjsODjigZt6DJEmSGrW6Lrv4C2neQwBaAr2A94G185SrIFQvu2hR178FSSpUH36YCg/rrZe6HVZZJetEkiRJ+hHquuxindrHIYT1gGPykqiAVC+7cOCkJC0kRpgyJW2bCXD44Wmg5PbbQ1FdZyVLkiSpsViq3+BijG8BG9ZzloIzb171bhdZJ5GkRmTSJDjhBDj00DTnAdI/lDvuaOFBkiSpiarrzIdTax0WAesBU/OSqICkzofowElJAsjl4MEH4cYbYe5cWH55GDcOBg7MOpkkSZKWUV2nDbStdbmCNAPi0fqPU1hcdiFJVcaOhWHDYNSodLzddnD66bDCCtnmkiRJUr1YYvEhhFAMtIkx/qYB8hQUl11IEvDoo3DFFVBRAV26wJAhsNlmWaeSJElSPVps8SGE0CLGWFE1YFL1rHrZhZ0PkgraqqtCZSXssQecdBK0aZN1IkmSJNWzJXU+vEaa7zAyhPBn4E/At9VXxhgfy2O2Zi9ttWnng6QCM3cujBgBW26ZjjfYIHU/9OiRbS5JkiTlTV1nPnQAvgK2BCIQqj5afFgG8+enj2VlIdsgktRQ3nwTLrwQJkyAW2+F9aoa6yw8SJIkNWtLKj50qdrpYhQ1RYdqrhVYRtWdD2Vl2eaQpLz79lv43e/gsaqa9WqrQevW2WaSJElSg1lS8aEYaMN3iw7VLD4so+rdLux8kNSsvfIKXHwxfPEFtGgBRxwBhx4KJSVZJ5MkSVIDWVLxYUqMcViDJClANcWHbHNIUt489lgqPACsvTacd17qepAkSVJBKVrC9b4ln0c1yy78MktqprbcErp1g1NPhTvvtPAgSZJUoJZUfNiqQVIUKJddSGp2vvgCrryyZqLu8sunnSwOOACKlvRfjiRJkpqrxS67iDFOa6gghciBk5KajRjhiSfg2mvTcMkVVkizHcDZDpIkSarzVpvKg+rOh5YtfTdQUhM2cWLaPvONN9LxZpvBLrtkm0mSJEmNisWHDDlwUlKTlsvB/ffDTTelVq4VVoDf/Aa22QaCy8kkSZJUw+JDhqqXXdj5IKlJeumltMwCYMcd01DJ5ZfPMJAkSZIaK4sPGXLgpKQmJ8aaroYttoCdd4att4ZNN802lyRJkho133LPUE3ng8UHSU3Au+/CL38JEyak4xDgt7+18CBJkqQlsviQIQdOSmoS5syBa66Bww6D0aPh9tuzTiRJkqQmxmUXGaopPtj5IKmRev31tJPFpElQVASHHALHHJN1KkmSJDUxFh8yEmPtmQ92PkhqZGbOhN/9Dp54Ih337QtDh8Jaa2UaS5IkSU2TxYeMzJ8PECkpgaIiOx8kNTJffQV/+QuUlMBRR6WOhxb+lyFJkqSl42+SGakeNllaGrMNIknVZsyAtm3TIMmePVOnwxprQO/eWSeTJElSE2e/f0bKy9PSi5ISiw+SMhYjPPMM7L47PPtszfkdd7TwIEmSpHph8SEjqfMhLbuQpMx8/jmcfDKcd17qfHjllawTSZIkqRly2UVGqodNuuxCUiZyOXjsMbjuOpg9Oy23OOUU2GWXrJNJkiSpGbL4kJHqZRcWHyQ1uK++grPOgrfeSsdbbAFnngmdOmWbS5IkSc2WxYeMuOxCUmbatoVp06BDBxgyBLbcMutEkiRJauYsPmSketlFWZmdD5IawAcfwEorQbt2UFoKl1+eOh3atcs6mSRJkgqAAyczMm9e9W4XWSeR1KyVl8NNN8HBB8O119ac793bwoMkSZIajJ0PGUmdD9GtNiXlzzvvwPDh8Mkn6bhlyzRossi6syRJkhqWxYeMuOxCUt7MmQM33ggPPpharFZdFYYOhUGDsk4mSZKkAmXxISMuu5CUF99+C/vvD5Mnpw6HQw+Fo45Kcx4kSZKkjFh8yMj8+QDRrTYl1a/lloMNN4QxY+C882CNNbJOJEmSJFl8yEraahOLD5KW3UsvpW0zBwxIx6edljodWvhPvCRJkhoHfzPNSHm5yy4kLaNp09KWmX//e5rr8MADqejQunXWySRJkqTvsPiQkdT54LILSUshRnjmGbjqKpgxIxUb9t3XTgdJkiQ1Wv6mmpHq3S6cASfpR5kyBS65BEaMSMcbbwxnnw1du2abS5IkSVoMiw8ZqdlqM9sckpqQyko45pi0k0W7dmm2w447QghZJ5MkSZIWy+JDRqoHTpaV+aJBUh0VF8Pxx8M//gFnnAEdO2adSJIkSaoTiw8Zqel8sPgg6QdUVMC990JRERxySDq33Xaw/fbZ5pIkSZJ+JIsPGanpfMg2h6RG6v33Ydiw9LGkJC2v6NTJJRaSJElqkiw+ZMTOB0mLVF4Ot90Gd98NuRx06wbnnJMKD5IkSVITZfEhIw6clPQ9b7+duh0+/TR1OOy3X5rx0Lp11skkSZKkZWLxISMOnJT0PbfckgoPPXvCeefBgAFZJ5IkSZLqhcWHjFR3PrRsWZRtEEnZKi+H0tJ0+eyz4emn4fDDa85JkiRJzYDFh4w4cFIqcDNmwFVXwdSpcMMNaZlF9+5w7LFZJ5MkSZLqncWHjNj5IBWwF16Ayy6DadNSh8NHH0HfvlmnkiRJkvLG4kNGHDgpFaAvv4TLL4cXX0zH660H554LPXpkm0uSJEnKM4sPGaledmHng1QgnnkGrrgCZs5Mu1f8+tfwi19Akf8GSJIkqfmz+JARl11IBWby5FR42GQTOOccWHHFrBNJkiRJDcbiQ0bcalNq5nI5mDABVl01Hf/yl7DaarD55mm4pCRJklRAfNs9AzHa+SA1a598AkceCUccAdOnp3MlJbDFFhYeJEmSVJDsfMjA/PkAkeJiKC72hYjUbFRUwD33wG23pR/0zp3TcosVVsg6mSRJkpQpiw8ZqO56KC2N2QaRVH/GjIFhw+DDD9PxL34BJ50Ebdtmm0uSJElqBCw+ZKC8PC29KC3NOomkevHgg3D11WnOw8orp+0zN9ww61SSJElSo2HxIQNp2GSkpMTOB6lZWH319PHAA+HYY6FVq2zzSJIkSY2MxYcMVC+7KCuz+CA1Sd9+C//3f7D99ul43XXhySeha9dsc0mSJEmNlMWHDMybl5ZdlJRknUTSjzZiBFx0EXz+OXToAIMHp/MWHiRJkqQfZPEhA6nzwWUXUpPyzTdw1VXwzDPpeK21oGPHbDNJkiRJTYTFhwy47EJqQmKEv/8dLr8cpk+HsjI47jg44AAoKso6nSRJktQkWHzIQHXxwWUXUhPw8MNwxRXp8vrrp50sVlkl20ySJElSE2PxIQNpq81IaamdD1Kjt8MO8NBDcNBBsPvudjtIkiRJS8HfojOQttrE4oPUGE2aBBdeWNOi1K4dPPII7LGHhQdJkiRpKdn5kIHU+eCyC6lRyeXgwQfhxhth7lxYaSU48sh0nUUHSZIkaZlYfMhA6nxw2YXUaIwdC8OGwahR6Xi77WDPPbPNJEmSJDUjFh8yUN3NbfFBytj8+XDXXXD77VBRAV26wJAhsNlmWSeTJEmSmhWLDxmoXnZRWpp1EqnA/d//wS23pMt77AEnnQRt2mSbSZIkSWqGLD5koHrZRUmJnQ9Sg4sRQkiXt9giLa/YZhvYYINsc0mSJEnNmFPUMlCz7CLbHFLBefNN2Hdf+PTTdBwCnHWWhQdJkiQpzyw+ZKB6q82ysmxzSAVj1iy4+GI45pg0XPLuu7NOJEmSJBUUl11koLrzoawsZBtEKgT/939wySXwxRfQogUccQQcemjWqSRJkqSCYvEhAzXFh2xzSM3a11/DFVfAc8+l4/794bzzoHfvTGNJkiRJhcjiQwZqll3Y+SDlzYwZ8I9/QMuWcPzxsN9+UORKM0mSJCkLFh8y4LILKU+mTYMVVkiDJHv0gOHDYY01YOWVs04mSZIkFTTfBsyAAyelepbLwWOPwe67w9NP15zfaisLD5IkSVIjYPEhA3Y+SPVowgQ47ri0m8Xs2Wk7TUmSJEmNissuMmDxQaoHlZVw//1w003ph2qFFeCMM2DrrbNOJkmSJGkhFh8y4MBJaRl98QWcfjqMHp2Od9wRTjsN2rfPNpckSZKkRbL4kIHqzoeWLS0+SEtlhRVSFW/FFeHss+GnP806kSRJkqTFsPiQATsfpKUwahR07w7LLw8lJXDFFdCxIyy3XNbJJEmSJC2BAyczUNP54JdfWqI5c+Dqq+Gww9LHaj16WHiQJEmSmgg7HzLgsgupjl5/HS68ECZNgqIi6NQpbatZZOFOkiRJakosPmSgetmFnQ/SD5g5E373O3jiiXTcrx8MHQprrplpLEmSJElLx+JDA4vRrTalxZo1C/bdN+1oUVICRx0FhxwCLfznSpIkSWqq/G2+gVVUQIyR4mIoKbHzQfqeNm1g003ho49St0OvXlknkiRJkrSMLD40sOquh9LSmG0QqbGIEZ59FlZaCdZbL5077bTU9eBsB0mSJKlZsPjQwMrL02utkpKsk0iNwGefwcUXw4gRaRvNhx6CsrL0R5IkSVKzYfGhgaXOh2jngwpbLgePPQbXXQezZ0PbtnD44VBamnUySZIkSXlg8aGBVe90YfFBBWv8eBg+HP7733S8xRZw5plpG01JkiRJzZLFhwZWPfPBZRcqSJWVcMIJMGUKdOgAQ4bAlltmnUqSJElSnll8aGBp5oPLLlSgiovhpJPg1Vfh1FOhXbusE0mSJElqABYfGpjLLlRQysvh9tvTLIcjjkjnttkm/ZEkSZJUMCw+NDCXXahgvPMODBsG48al4sPuu0PHjlmnkiRJkpQBiw8NbN48l12omZs9G268MW2bGSOsuioMHWrhQZIkSSpgFh8aWHXng8UHNUv/+Q9cdBFMngxFRXDooXDUUW6hKUmSJBW4onw+eAhh+xDC+yGEj0IIQxZx/YEhhHeq/owIIQzMZ57GIA2c9LWYmqEY4Y9/TIWH1VdPl084wW92SZIkSfnrfAghFAM3ANsAE4HXQwh/jjGOrnWzT4CfxxinhxB2AG4FfpKvTI1BGjgZKSmx80HNxJw50KoVhABnnw3PPw8HHggtbKySJEmSlOSz82Ew8FGMcWyMsRx4ENit9g1ijCNijNOrDv8NdM9jnkahZtlFtjmkZfbVV3DGGfDrX0Mul8516wa//KWFB0mSJEnfkc9XCCsDE2odT2TxXQ1HAM/mMU+jkAZOOvNBTViM8Je/wNVXw4wZqeth3Djo3TvrZJIkSZIaqXwWH8Iizi3yFXcIYQtS8WHTH7j+aOBogB49etRXvkzUbLVp8UFN0JQpcPHF8K9/peONN05LLbp2zTaXJEmSpEYtn8WHicAqtY67A5MXvlEIYQDwB2CHGONXi3qgGOOtpHkQbLDBBk36VXsqPkTKypr0p6FC9NhjcM01acZDu3Zw2mmw445p1oMkSZIkLUY+iw+vA31DCL2AScB+wAG1bxBC6AE8BhwcY/wgj1kajTRwEkpKfMGmJmbGjFR42HrrNOuhQ4esE0mSJElqIvJWfIgxVoQQTgSeA4qBO2KM74YQjq26/mbgPKAjcGNI755WxBg3yFemxqB62UXLlhYf1MhVVKRZDn36pOODDkpbaG68caaxJEmSJDU9eR1JH2N8BnhmoXM317p8JHBkPjM0NtWdD+52oUbt/ffhggvgs8/gkUdSl0OLFhYeJEmSJC0V98NrYNWdD2Vldj6oESovh1tvhXvuSdtndusGX3zhEgtJkiRJy8TiQwOrKT5km0P6npEjYdgwGD8+DZHcf3847jho3TrrZJIkSZKaOIsPDax62YWdD2pU7rkHfv97iBF69YKhQ2HAgKxTSZIkSWomLD40MAdOqlEaNAhKSuCQQ+Dwwx1KIkmSJKleWXxoYHY+qFGYMQP+8Q/Ybbd0PGAAPPUUdOyYbS5JkiRJzZLFhwbmwEllKkZ48UW47DKYNg26dKnZwcLCgyRJkqQ8sfjQwFx2ocx8+WUqOvzjH+l43XVh5ZWzzSRJkiSpIFh8aGAuu1CDizEtqbjmGpg5M+1ecdJJsMceUFSUdTpJkiRJBcDiQwOz80EN7oEH4Oqr0+VNNoFzzoEVV8w2kyRJkqSCYvGhgdUUH3zHWQ1kl11S58Mhh8D220Ow8CVJkiSpYVl8aGAWH5R3Y8fCnXfCuedCWRm0bQv33ecSC0mSpHowf/58Jk6cyNy5c7OOImWqZcuWdO/enZKSkjrd3uJDA6ue+eCyC9W7igq4+274wx9g/nzo0QOOOipdZ+FBkiSpXkycOJG2bdvSs2dPgh2lKlAxRr766ismTpxIr1696nQfiw8NqLIScrn0OrCkxBeDqkdjxsCwYfDhh+l4991hv/0yjSRJktQczZ0718KDCl4IgY4dOzJ16tQ638fiQwNKXQ+R0tKYdRQ1F/PmwS23wL33pspWt25pucXgwVknkyRJarYsPEg//ufA4kMDqp73UMclMdKSvfoq3HNPGiJ5wAFw3HHQqlXWqSRJkiTpO+z9b0Dl5WltTFmZnQ9aBrlczeUttkhFhzvugFNPtfAgSZJUAIqLixk0aBD9+/dnl1124euvv15w3bvvvsuWW25Jv3796Nu3L8OHDyfGmtcfzz77LBtssAFrrrkma6yxBqeffvr3Hn/evHlsvfXWDBo0iIceeugHc2y++ea88cYb3zt/1113ceKJJ37vfIyRk046iT59+jBgwADeeuutRT5ujJEtt9ySGTNmLDj3+OOPE0LgvffeW3DupZdeYuedd/7OfQ899FAeeeQRIA0HHTJkCH379qV///4MHjyYZ5999gc/n7q65JJL6NOnD6uvvjrPPffcIm8zcuRINtpoIwYNGsQGG2zAa6+9BsC4ceNo1aoVgwYNYtCgQRx77LEL7rP11lszffr0Zc7XWFl8aEDVwyZLSiw+aCm9+irssUfa0QJSx8Opp8I662SbS5IkSQ2mVatWjBw5klGjRtGhQwduuOEGAObMmcOuu+7KkCFD+OCDD3j77bcZMWIEN954IwCjRo3ixBNP5N5772XMmDGMGjWK3r17f+/x//vf/zJ//nxGjhzJvvvuW2+5n332WT788EM+/PBDbr31Vo477rhF3u6ZZ55h4MCBtGvXbsG5Bx54gE033ZQHH3ywzs83dOhQpkyZwqhRoxg1ahRPPfUUM2fOXKbPYfTo0Tz44IO8++67/PWvf+X444+nsrLye7c744wzOP/88xk5ciTDhg3jjDPOWHDdaqutxsiRIxk5ciQ333zzgvMHH3zwgr+r5sjiQwNy2YWW2tdfw9Ch8Otfw8SJ8CP+0ZUkSVLztfHGGzNp0iQA7r//fn7605+y7bbbAtC6dWuuv/56Lr30UgAuv/xyzjnnHNZYYw0AWrRowfHHH/+dx/viiy846KCDGDlyJIMGDeLjjz/mhRdeYN1112Wdddbh8MMPZ171u6q13HnnnfTr14+f//znvPrqq4vM+uSTT3LIIYcQQmCjjTbi66+/ZsqUKd+73X333cduu+224HjWrFm8+uqr3H777XUuPsyePZvbbruN3//+95SVlQGw4oorss8++9Tp/j/kySefZL/99qOsrIxevXrRp0+fBV0NtYUQFnRufPPNN3Tr1m2Jj73rrrvywAMPLFO+xsyZDw1o3rzUQuTASdVZjPD883DFFTB9OpSWwvHHw/77Z51MkiRJwN9Hf17vj7n1WivW6XaVlZW88MILHHHEEUBacrH++ut/5zarrbYas2bNYsaMGYwaNYrTTjttsY/ZpUsX/vCHP3DllVfy9NNPM3fuXDbffHNeeOEF+vXrxyGHHMJNN93EySefvOA+U6ZM4fzzz+fNN9+kffv2bLHFFqy77rrfe+xJkyaxyiqrLDju3r07kyZNomvXrt+53auvvsott9yy4PiJJ55g++23p1+/fnTo0IG33nqL9dZbb7Gfx0cffUSPHj2+0z3xQ0455RT+8Y9/fO/8fvvtx5AhQ773OWy00Ubf+xwWdu2117Lddttx+umnk8vlGDFixILrPvnkE9Zdd13atWvHhRdeyM9+9jMAVlhhBebNm8dXX31Fx44dl5i7qbH40ICqOx8sPqhOvvwSLr4YXn45Ha+/ftrJotY/2JIkScpWXQsF9WnOnDkMGjSIcePGsf7667PNNtsA6Y3OH9qBYGl36Hj//ffp1asX/fr1A+CXv/wlN9xww3eKD//5z3/YfPPN6dy5MwD77rsvH3zwwfceq/bsicXlmjZtGm3btl1w/MADDyx4vv32248HHniA9dZbr94+12uuuabOt63r53DTTTdxzTXXsOeee/Lwww9zxBFH8Pe//52uXbsyfvx4OnbsyJtvvsnuu+/Ou+++u6BI0qVLFyZPntwsiw8uu2hANcWHbHOoiZg3D/7zH1huOTj7bLjpJgsPkiRJWjDz4dNPP6W8vHzBzIe11177ewMgx44dS5s2bWjbti1rr702b7755o96rkW92F6Uurzg7969OxMmTFhwPHHixEUuR2jRogW5qiHrX331FS+++CJHHnkkPXv25IorruChhx4ixkjHjh2/N6Bx2rRpdOrUiT59+jB+/Pg6zXg45ZRTFgyArP2nernK0nwOd999N3vssQcAe++994KlGWVlZQsKC+uvvz6rrbbadwo1c+fOpVUzHSJv8aEBVS+7cOCkftDnn6elFgArrwyXXAJ/+lMaMlnkj6skSZJqtG/fnuuuu44rr7yS+fPnc+CBB/LKK6/w97//HUgdEieddNKCYYe/+c1vuPjiixe82M3lclx99dWLfY411liDcePG8dFHHwHwxz/+kZ///Offuc1PfvITXnrpJb766ivmz5/Pn/70p0U+1q677so999xDjJF///vftG/f/ntLLgBWX311xlYNWH/kkUc45JBD+PTTTxk3bhwTJkygV69evPLKK/Tt25fJkyczZswYAD799FPefvttBg0aROvWrTniiCM46aSTKK96F3jKlCnce++933u+a665ZsEAyNp/Fl5yUf05PPjgg8ybN49PPvmEDz/8kMGDB3/vdt26deOf//wnAC+++CJ9+/YFYOrUqQsGVI4dO5YPP/xwwdDPGCOfffYZPXv2XOTXr6nz1UwDsvNBPyiXg/vuS0WGJ5+sOb/ZZtClS3a5JEmS1Kitu+66DBw4kAcffJBWrVrx5JNPcuGFF7L66quzzjrrsOGGGy7Y9nLAgAFce+217L///qy55pr0799/kQMfa2vZsiV33nkne++9N+ussw5FRUXf2R4SoGvXrvz2t79l4403Zuutt/7BeQw77rgjvXv3pk+fPhx11FE/uLPDTjvtxEsvvQSkJRe/+MUvvnP9nnvuyf33309ZWRn33nsvhx12GIMGDWKvvfbiD3/4A+3btwfgwgsvpHPnzqy11lr079+f3XfffcHSkKW19tprs88++7DWWmux/fbbc8MNN1BcXAzAkUceuaDz5LbbbuO0005j4MCBnH322dx6660AvPzyywwYMICBAwey1157cfPNN9OhQwcA3nzzTTbaaCNatGie0xFCXdtoGosNNtggLmov2cbugfMvoP1PzufssyvYfPM5XHtt2yXfSYXh449h2DB49910vOeecNZZ2WaSJEnSIo0ZM4Y111wz6xjN2pQpUzjkkEN4/vnns47SoH7961+z6667stVWW2Udpc4W9fMQQngzxrjBwrdtniWVRqpmq82mVfBRnsyfD3feCXfcARUVqcNhyJDU7SBJkiQVqK5du3LUUUcxY8aMOu1W0Vz079+/SRUefiyLDw0oFR+iyy6UZjucdFLqeoC03OKkk6BNm2xzSZIkSY3APvvsk3WEBnfUUUdlHSGvLD40oDRw0s4HAR07pgGS3bun7TM3+F5XkiRJkiQ1GxYfGlDNwEmLDwXpzTehVy/o0AFatICrrkqXW7bMOpkkSZIk5ZW7XTSgefPAZRcFaNYsuPhiOOYYuPLKmvPdull4kCRJklQQ7HxoQG61WYBefhkuuQSmTk3dDr16pW01i6z7SZIkSSocvgJqQNXFh7KybHOoAUyfDuecA6eemgoP/fvD/ffDUUdZeJAkSdIyKS4uZtCgQfTv359ddtmFr7/+esF17777LltuuSX9+vWjb9++DB8+nBhrln0/++yzbLDBBqy55pqsscYanH766d97/Hnz5rH11lszaNAgHnrooR/Msfnmm/PGG2987/xdd93FiSee+L3z7733HhtvvDFlZWVcWbsjeCExRrbccktmzJix4Nzjjz9OCIH33ntvwbmXXnqJnXfe+Tv3PfTQQ3nkkUcAmD9/PkOGDKFv377079+fwYMH8+yzz/7g89bVJZdcQp8+fVh99dV57rnnFnmbkSNHstFGGzFo0CA22GADXnvtNQDGjRtHq1atGDRoEIMGDeLYY49dcJ+tt96a6dOnL3O+xspXQQ0oLbuAsrKQbRDl18yZsM8+8NxzqdJ06qlpO83evbNOJkmSpGagVatWjBw5klGjRtGhQwduuOEGAObMmcOuu+7KkCFD+OCDD3j77bcZMWIEN954IwCjRo3ixBNP5N5772XMmDGMGjWK3ov4HfW///0v8+fPZ+TIkey77771lrtDhw5cd911iyx41PbMM88wcODA72yz+cADD7Dpppvy4IMP1vn5hg4dypQpUxg1ahSjRo3iqaeeYubMmUudH2D06NE8+OCDvPvuu/z1r3/l+OOPp7Ky8nu3O+OMMzj//PMZOXIkw4YN44wzzlhw3WqrrcbIkSMZOXIkN99884LzBx988IK/q+bI4kMDsvOhQLRtC9tsAxtuCA8/DAccYLeDJEmS8mLjjTdm0qRJANx///389Kc/ZdtttwWgdevWXH/99Vx66aUAXH755ZxzzjmsscYaALRo0YLjjz/+O4/3xRdfcNBBBzFy5EgGDRrExx9/zAsvvMC6667LOuusw+GHH8686ndVa7nzzjvp168fP//5z3n11VcXmbVLly5suOGGlJSULPZzuu+++9htt90WHM+aNYtXX32V22+/vc7Fh9mzZ3Pbbbfx+9//nrKqF2ArrrjiMm/h+eSTT7LffvtRVlZGr1696NOnz4KuhtpCCAs6N7755hu6deu2xMfeddddeeCBB5YpX2PmzIcGZOdDM5XLwRNPwCqrpIIDwMknQ0kJBP+uJUmSmrX3l72N/3tW36FON6usrOSFF17giCOOANKSi/XXX/87t1lttdWYNWsWM2bMYNSoUZx22mmLfcwuXbrwhz/8gSuvvJKnn36auXPnsvnmm/PCCy/Qr18/DjnkEG666SZOPvnkBfeZMmUK559/Pm+++Sbt27dniy22YN111/1xn3Mtr776KrfccsuC4yeeeILtt9+efv360aFDB9566y3WW2+9xT7GRx99RI8ePb7TPfFDTjnlFP7xj3987/x+++3HkCFDvnNu0qRJbLTRRguOu3fvvqD4U9u1117Ldtttx+mnn04ul2PEiBELrvvkk09Yd911adeuHRdeeCE/+9n/t3fn4VFUad/Hv4ckJGwioDhBRGJIWBKgScI2gkQ2FxBZBMIgQQV8eAFBR1BmFGGQx5URBo2goKIsCZoRUUd0ZAkIjAqRwASigBB2HjAgi2RPvX90p81OB0hn4fe5rr5IVZ2qc3en4KLuPuc+XQGoV68e6enppKSk0KBBg0vGXdko+eBGv4980ANplXHoEMyaBT/8YF+94qOP7ENbVFVURERE5NrgYqLgakpNTcVms5GcnExoaCi9evUC7LUSTDFffhW3/1J++ukn/Pz8CAwMBGDkyJFERUXlSz589913hIeHc+ONNwIwdOhQ9uzZc1n9AZw+fZo6deo4t6Ojo539RUREEB0dTUhIyFV7r3PmzHG5bd76GSX1N3/+fObMmcOgQYP48MMPGTVqFGvWrMHX15dDhw7RoEED4uPj6d+/P7t27XImSRo2bMixY8eqZPJBY8HdKDf54OOj5EOll50NS5ZARIQ98VCvHjz2mJIOIiIiIlLmcms+HDx4kIyMDGfNh6CgoEIFIPfv30/t2rWpU6cOQUFBxMfHl6qvoh62i3K5yY2ieHp6kpOTA0BKSgrr1q1j9OjRNG3alFdffZUVK1ZgWRYNGjQoVKDx9OnT3HDDDTRr1oxDhw65VOPhiSeecBaAzPvKna6SV+PGjTl8+LBz+8iRI0VOqXj//fcZOHAgAIMHD3ZOzfD29nYmFkJDQ/H398+XqElLS6NGjRqXjLkyUvLBjTTyoYrYuxcefhj+8Q/7L/XeeyE21l7nQdMsRERERMRN6taty7x585g9ezaZmZkMHz6cTZs2sWbNGsA+QmLixInOYodTpkzhhRdecD7s5uTk8Nprr5XYR4sWLUhOTmbfvn0ALFmyhG7duuVr07FjR+Li4khJSSEzM5OPPvroit5X8+bN2b9/PwCxsbFERkZy8OBBkpOTOXz4MH5+fmzatImAgACOHTtGUlISAAcPHmTHjh3YbDZq1qzJqFGjmDhxIhmOB7Hjx4+zdOnSQv3NmTPHWQAy76vglAuw12WIiYkhPT2dAwcOsHfvXjp06FCoXaNGjdiwYQMA69atIyAgAIBTp045C1Tu37+fvXv3Oot+WpbFiRMnaNq06RV9fhWVpl240e8jH8o3DrkCWVnwxBNw4gTcdBP89a9w++3lHZWIiIiIXKPatWtH27ZtiYmJYcSIEaxatYrHHnuM8ePHk52dzYgRI5zLXrZp04a5c+cybNgwLl68iDGGPn36lHh9Hx8f3nvvPQYPHkxWVhbt27fPtzwkgK+vLzNmzKBz5874+voSEhJS5AoQJ06cICwsjHPnzlGtWjXmzp3L7t27C9Vl6NOnD3FxcTRr1ozo6OhCSYBBgwaxfPlyunbtytKlS3n44YdJS0vDy8uLRYsWUbduXQBmzZrFs88+S6tWrfDx8aFWrVrMnDmz1J9xXkFBQQwZMoRWrVrh6elJVFQUHh4eAIwePZqxY8cSFhbGwoULmTRpEllZWfj4+PD2228DsHHjRp577jk8PT3x8PBgwYIF1K9fH4D4+Hg6deqEp2fVfEw3rg6jqSjCwsKsotaSreiip/+NT36czo8/ZrB0aTatW1fNoTRVlmX9Pqph3Tr4/nv7NItatco3LhERERFxq6SkJFq2bFneYVRpx48fJzIykq+//rq8Q3GrSZMm0a9fP3r06FHeobisqL8Pxph4y7LCCratmimVCkrTLiqh1FSYPx9q1oTcDG/37vaXiIiIiIhcdb6+vowZM4Zz5865tFpFVREcHFypEg+lpeSDG+UutamCk5XE99/bV7I4dsxeSHLIEHAMiRIRERERkbIzZMiQ8g7B7caMGVPeIZQpJR/c6PeaD6rzWaGdPw9z58KqVfbtwECYNk2JBxERERERkcuk5IMbaanNSiAuDl56CX75Bby8YMwYiIyEKlr0RURERERExB30ROVGv0+70MiHCsmy4OOP7YmHNm3sox38/Mo7KhERERERkUpPyQc3yckxZGdDtWrg6amRDxWGZcFvv0Ht2vbVLP76V9iwAQYPtv+yRERERERE5Irp6cpNsrI9AAsvL4tq1ZR8qBBOnIBJk2DiRMjJse/7wx9g6FAlHkRERESkwvLw8MBmsxEcHMx9993Hr7/+6jy2a9cuunfvTmBgIAEBATz//PNYluU8vnr1asLCwmjZsiUtWrRg8uTJha6fnp5Oz549sdlsrFixotg4wsPD2bZtW6H9ixcvZsKECYX2L1u2jDZt2tCmTRv++Mc/smPHjiKva1kW3bt359y5c859K1euxBjDjz/+6NwXFxdH375985370EMPERsbC0BmZiZTp04lICCA4OBgOnTowOrVq4t9P6568cUXadasGc2bN+err74qsk1CQgKdOnXCZrMRFhbG999/D0BycjI1atTAZrNhs9kYm7uiHtCzZ0/OnDlzxfFVVHrCchN78sFeRkDKWU4OfPSRffWKLVvgwAE4eLC8oxIRERERcUmNGjVISEggMTGR+vXrExUVBUBqair9+vVj6tSp7Nmzhx07drBlyxbefPNNABITE5kwYQJLly4lKSmJxMREbrvttkLX3759O5mZmSQkJDB06NCrFrefnx8bNmxg586dTJs2jUcffbTIdl988QVt27bNt8xmdHQ0Xbp0ISYmxuX+pk2bxvHjx0lMTCQxMZHPPvuM8+fPX9F72L17NzExMezatYsvv/yScePGkZ2dXajdU089xfTp00lISGDmzJk89dRTzmP+/v4kJCSQkJDAggULnPtHjBjh/F1VRUo+uElmtgeWZeHtbV26sZSdQ4fgf/4HXn4ZLl6EO++0JyJU20FEREREKqHOnTtz9OhRAJYvX87tt99O7969AahZsyZvvPEGL730EgCvvPIKzzzzDC1atADA09OTcePG5bveyZMnefDBB0lISMBms/Hzzz+zdu1a2rVrR+vWrXnkkUdIzy1ml8d7771HYGAg3bp1Y/PmzUXG+sc//pF69eoB0KlTJ44cOVJku2XLlnH//fc7ty9cuMDmzZt55513XE4+XLx4kYULF/L666/j7e0NwE033XTFS3iuWrWKiIgIvL298fPzo1mzZs5RDXkZY5wjN86ePUujRo0uee1+/foRHR19RfFVZKr54Ca/j3xQ8qHcREfD66/blx2pXx+mToXu3cs7KhERERGpxOIOx131a4bfEu5Su+zsbNauXcuoUaMA+5SL0NDQfG38/f25cOEC586dIzExkSeffLLEazZs2JBFixYxe/ZsPv/8c9LS0ggPD2ft2rUEBgYSGRnJ/Pnzefzxx53nHD9+nOnTpxMfH0/dunW58847adeuXYn9vPPOO9xzzz1FHtu8eTNvvfWWc/uTTz7h7rvvJjAwkPr16/PDDz8QEhJS4vX37dtHkyZN8o2eKM4TTzzB+vXrC+2PiIhg6tSp+fYdPXqUTp06ObcbN27sTP7kNXfuXO666y4mT55MTk4OW7ZscR47cOAA7dq147rrrmPWrFl07doVgHr16pGenk5KSgoNGjS4ZNyVjZIPbpKbfKhevZwDuZZlZ9sTD337wp//DC78QyQiIiIiUhJXEwVXU2pqKjabjeTkZEJDQ+nVqxdgr5VgTNH15Yrbfyk//fQTfn5+BAYGAjBy5EiioqLyJR++++47wsPDufHGGwEYOnQoe/bsKfaa69ev55133mHTpk1FHj99+jR16tRxbkdHRzv7i4iIIDo6mpCQkKv2XufMmeNy27z1M0rqb/78+cyZM4dBgwbx4YcfMmrUKNasWYOvry+HDh2iQYMGxMfH079/f3bt2uVMkjRs2JBjx45VyeSDpl24SVaWJ5ZlaeSDO2VkwO7dv28PGwZvvw0zZijxICIiIiKVVm7Nh4MHD5KRkeGs+RAUFFSoAOT+/fupXbs2derUISgoiPj4+FL1VdTDdlFcfeDfuXMno0ePZtWqVcU+YHt6epLjKAifkpLCunXrGD16NE2bNuXVV19lxYoVWJZFgwYNChVoPH36NDfccAPNmjXj0KFDLtV4eOKJJ5wFIPO+cqer5NW4cWMOHz7s3D5y5EiRUyref/99Bg4cCMDgwYOdUzO8vb2d7zs0NBR/f/98iZq0tDRq1KhxyZgrIyUf3EQjH9xs5074059g3Dg4dcq+z8MDLjE8S0RERESksqhbty7z5s1j9uzZZGZmMnz4cDZt2sSaNWsA+wiJiRMnOosdTpkyhRdeeMH5sJuTk8Nrr71WYh8tWrQgOTmZffv2AbBkyRK6deuWr03Hjh2Ji4sjJSWFzMxMPvrooyKvdejQIQYOHMiSJUucIymK0rx5c/bv3w9AbGwskZGRHDx4kOTkZA4fPoyfnx+bNm0iICCAY8eOkZSUBMDBgwfZsWMHNpuNmjVrMmrUKCZOnEhGRgZgnx6ydOnSQv3NmTPHWQAy76vglAuw12WIiYkhPT2dAwcOsHfvXjp06FCoXaNGjdiwYQMA69atIyAgAIBTp045C1Tu37+fvXv3Oot+WpbFiRMnaNq0abGfTWWmaRdukqmaD+5x8SJERcGHH4Jlwa23wq+/gmMImIiIiIhIVdKuXTvatm1LTEwMI0aMYNWqVTz22GOMHz+e7OxsRowY4Vz2sk2bNsydO5dhw4Zx8eJFjDH06dOnxOv7+Pjw3nvvMXjwYLKysmjfvn2+5SEBfH19mTFjBp07d8bX15eQkJAiV4CYOXMmKSkpziKXnp6eRS7V2adPH+Li4mjWrBnR0dGFkgCDBg1i+fLldO3alaVLl/Lwww+TlpaGl5cXixYtom7dugDMmjWLZ599llatWuHj40OtWrWYOXOm6x9uEYKCghgyZAitWrXC09OTqKgoPDzsz3qjR49m7NixhIWFsXDhQiZNmkRWVhY+Pj68/fbbAGzcuJHnnnsOT09PPDw8WLBgAfXr1wcgPj6eTp064elZNR/TjavDaCqKsLAwq6gbtKKb/vC7fJowkpCQVN55p3Z5h1M1ffst/O//wvHjUK0ajBwJY8ZouImIiIiIXDVJSUm0bNmyvMOo0o4fP05kZCRff/11eYfiVpMmTaJfv3706NGjvENxWVF/H4wx8ZZlhRVsWzVTKhVQdrYHYOk5uKwsWgS5a+QGBsL06dC8efnGJCIiIiIipebr68uYMWM4d+6cS6tVVBXBwcGVKvFQWqr54CaZWZ5YlqZdlJnOncHHB8aPhw8+UOJBRERERKQSGzJkyDWVeAAYM2ZMeYdQpjTywU2ycuzzgLy9lXy4KlJSYO1aGDLEvh0UBP/6Fzjmd4mIiIiIiEjFoeSDm2Rl2addeHmVdySVnGXB55/DnDlw7hw0agRdutiPKfEgIiIiIiJSISn54CZZWu3iyh07Bi+8YC8sCfapFv7+5RuTiIiIiIiIXJKSD26Sle2BZWnaxWXJyYGPPoI33oDUVLjuOnjySbj3XjCmvKMTERERERGRS1DBSTfJzPZE0y4u07Jl8Oqr9sRDz54QGwt9+ijxICIiIiLXJA8PD2w2G8HBwdx33338+uuvzmO7du2ie/fuBAYGEhAQwPPPP49l/f4F6OrVqwkLC6Nly5a0aNGCyZMnF7p+eno6PXv2xGazsWLFimLjCA8PZ9u2bYX2L168mAkTJhTav2rVKtq0aYPNZiMsLIxNmzYVeV3LsujevTvnzp1z7lu5ciXGGH788Ufnvri4OPr27Zvv3IceeojY2FgAMjMzmTp1KgEBAQQHB9OhQwdWr15d7Ptx1YsvvkizZs1o3rw5X331VZFtEhIS6NSpk/O9fv/99wAkJydTo0YNbDYbNpuNsWPHOs/p2bMnZ86cueL4KiolH9wkd9qFt3c5B1IZDRxoLyj56qvw0ktQv355RyQiIiIiUm5q1KhBQkICiYmJ1K9fn6ioKABSU1Pp168fU6dOZc+ePezYsYMtW7bw5ptvApCYmMiECRNYunQpSUlJJCYmcttttxW6/vbt28nMzCQhIYGhQ4detbh79OjBjh07SEhI4N1332X06NFFtvviiy9o27ZtvtUuoqOj6dKlCzExMS73N23aNI4fP05iYiKJiYl89tlnnD9//orew+7du4mJiWHXrl18+eWXjBs3juzs7ELtnnrqKaZPn05CQgIzZ87kqaeech7z9/cnISGBhIQEFixY4Nw/YsQI5++qKlLywU3sBSeVfHDJjz/ClCmQlmbfrlULFi+GO+8s17BERERERCqazp07c/ToUQCWL1/O7bffTu/evQGoWbMmb7zxBi+99BIAr7zyCs888wwtWrQAwNPTk3HjxuW73smTJ3nwwQdJSEjAZrPx888/s3btWtq1a0fr1q155JFHSE9PLxTHe++9R2BgIN26dWPz5s1Fxlq7dm2MY/Tyb7/95vy5oGXLlnH//fc7ty9cuMDmzZt55513XE4+XLx4kYULF/L666/j7XgIu+mmmxiSu1reZVq1ahURERF4e3vj5+dHs2bNnKMa8jLGOEdunD17lkaNGl3y2v369SM6OvqK4qvIVPPBTbIdS21Wr66pAsVKT4eFC+GDD+x1HpYsgdy1bjXFQkREREQqoPPr1l/1a9bp7tqXbtnZ2axdu5ZRo0YB9ikXoaGh+dr4+/tz4cIFzp07R2JiIk8++WSJ12zYsCGLFi1i9uzZfP7556SlpREeHs7atWsJDAwkMjKS+fPn8/jjjzvPOX78ONOnTyc+Pp66dety55130q5duyKvv3LlSv7yl79w8uRJ/vWvfxXZZvPmzbz11lvO7U8++YS7776bwMBA6tevzw8//EBISEiJ72Pfvn00adIk3+iJ4jzxxBOsX1/49xgREcHUqVPz7Tt69CidOnVybjdu3NiZ/Mlr7ty53HXXXUyePJmcnBy2bNniPHbgwAHatWvHddddx6xZs+jatSsA9erVIz09nZSUFBo0aHDJuCsbJR/cJFMjH0q2fTs8/zwcOmRPNPzpTzB8eHlHJSIiIiJSIlcTBVdTamoqNpuN5ORkQkND6dWrF2CvlVDcaILi9l/KTz/9hJ+fH4GBgQCMHDmSqKiofMmH7777jvDwcG688UYAhg4dyp49e4q83oABAxgwYAAbN25k2rRprFmzplCb06dPU6dOHed2dHS0s7+IiAiio6MJCQm5au91zpw5LrfNWz+jpP7mz5/PnDlzGDRoEB9++CGjRo1izZo1+Pr6cujQIRo0aEB8fDz9+/dn165dziRJw4YNOXbsWJVMPmjahZv8XvNB3+Dnc/EivPyyfYTDoUPg5wfvvAN//jPUrFne0YmIiIiIVDi5NR8OHjxIRkaGs+ZDUFBQoQKQ+/fvp3bt2tSpU4egoCDi4+NL1VdRD9tFKe0D/x133MHPP//ML7/8UuiYp6cnOTk5AKSkpLBu3TpGjx5N06ZNefXVV1mxYgWWZdGgQYNCBRpPnz7NDTfcQLNmzTh06JBLNR6eeOIJZwHIvK/c6Sp5NW7cmMOHDzu3jxw5UuSUivfff5+BAwcCMHjwYOfUDG9vb2diITQ0FH9//3yJmrS0NGrUqHHJmCsjJR/cJDf54OOj5EM+331nX0bTwwNGj7avbNGmTXlHJSIiIiJS4dWtW5d58+Yxe/ZsMjMzGT58OJs2bXKOJkhNTWXixInOYodTpkzhhRdecD7s5uTk8Nprr5XYR4sWLUhOTmbfvn0ALFmyhG7duuVr07FjR+Li4khJSSEzM5OPPvqoyGvt27fPmcz44YcfyMjIKPIb/ubNm7N//34AYmNjiYyM5ODBgyQnJ3P48GH8/PzYtGkTAQEBHDt2jKSkJAAOHjzIjh07sNls1KxZk1GjRjFx4kQyMjIA+/SQpUuXFupvzpw5zgKQeV8Fp1yAvS5DTEwM6enpHDhwgL1799KhQ4dC7Ro1asSGDRsAWLduHQEBAQCcOnXKWaBy//797N2711n007IsTpw4QdOmTYv8/Co7Tbtwk6xs+0etkQ9AVhZ4Om698HB4+GHo1QscQ7lERERERMQ17dq1o23btsTExDBixAhWrVrFY489xvjx48nOzmbEiBHOZS/btGnD3LlzGTZsGBcvXsQYQ58+fUq8vo+PD++99x6DBw8mKyuL9u3b51seEsDX15cZM2bQuXNnfH19CQkJKXIFiH/+85988MEHeHl5UaNGDVasWFHkiIk+ffoQFxdHs2bNiI6OLpQEGDRoEMuXL6dr164sXbqUhx9+mLS0NLy8vFi0aBF169YFYNasWTz77LO0atUKHx8fatWqxcyZM0v1+RYUFBTEkCFDaNWqFZ6enkRFReHhYf+iefTo0YwdO5awsDAWLlzIpEmTyMrKwsfHh7fffhuAjRs38txzz+Hp6YmHhwcLFiygvmM1v/j4eDp16oSnZ9V8TDeuDqOpKMLCwqyi1pKt6LqH/EBKdjBvvJFJ1661yjuc8mFZsG4d/P3v8I9/gCP7JyIiIiJSWSQlJdGyZcvyDqNKO378OJGRkXz99dflHYpbTZo0iX79+tGjR4/yDsVlRf19MMbEW5YVVrCtpl24Sea1Pu3il1/gqafg6afh5ElYubK8IxIRERERkQrI19eXMWPGOJeqvFYEBwdXqsRDaVXN8RwVUFa2B3hcg9MuLAs++wzmzIHz5+1FJCdNggEDyjsyERERERGpoIYMGVLeIbjdmDFjyjuEMqXkg5tkO5IP19TIhxMnYOZMcFR25Y9/hGeegZtuKt+4RERERERExK2UfHCTzCwPqH6NjXywLPjvf6FuXZg8Ge6+Gy5zfWERERERERGpvJR8cJOsbA+qAT4+VbzMxpEj0KgRVKsGvr7wyivQvDk4KriKiIiIiIjItaeKPwlXHLlLbVbZaRdZWfDOOzB4MHz88e/7O3dW4kFEREREROQap+SDm2Q5V7uogh95UhKMGAHz50NmJhw6VN4RiYiIiIhUWR4eHthsNoKDg7nvvvv49ddfncd27dpF9+7dCQwMJCAggOeffx7LspzHV69eTVhYGC1btqRFixZMnjy50PXT09Pp2bMnNpuNFStWFBtHeHg427ZtK7R/8eLFTJgwodjztm7dioeHB7GxsUUetyyL7t2751vtYuXKlRhj+PHHH5374uLi6Nu3b75zH3roIed1MzMzmTp1KgEBAQQHB9OhQwdWr15dbFyuevHFF2nWrBnNmzfnq6++KrJNQkICnTp1wmazERYWxveOOnjJycnUqFEDm82GzWZj7NixznN69uzJmTNnrji+iqoKPglXPDk5kJ1j/6i9vKrQyIf0dJg3D0aOhL174eab7QmIP/+5vCMTEREREamyatSoQUJCAomJidSvX5+oqCgAUlNT6devH1OnTmXPnj3s2LGDLVu28OabbwKQmJjIhAkTWLp0KUlJSSQmJnLbbbcVuv727dvJzMwkISGBoUOHXtXYs7Ozefrpp7nrrruKbfPFF1/Qtm1brrvuOue+6OhounTpQkxMjMt9TZs2jePHj5OYmEhiYiKfffYZ58+fv6L4d+/eTUxMDLt27eLLL79k3LhxZGdnF2r31FNPMX36dBISEpg5cyZPPfWU85i/vz8JCQkkJCSwYMEC5/4RI0Y4f1dVkZIPbpCRYf/TywuqVasiyYdjxyAiAj74wL49fDisWAHt25dvXCIiIiIi15DOnTtz9OhRAJYvX87tt99O7969AahZsyZvvPEGL730EgCvvPIKzzzzDC1atADA09OTcePG5bveyZMnefDBB0lISMBms/Hzzz+zdu1a2rVrR+vWrXnkkUdIT08vFMd7771HYGAg3bp1Y/PmzcXG+/rrrzNo0CAaNmxYbJtly5Zx//33O7cvXLjA5s2beeedd1xOPly8eJGFCxfy+uuv4+3tDcBNN910xUt4rlq1ioiICLy9vfHz86NZs2bOUQ15GWOcIzfOnj1Lo0aNLnntfv36ER0dfUXxVWQqOOkG9uSDRfXq1qWaVh433QS1asFtt8Fzz0FwcHlHJCIiIiLidgd2/nLVr+nX5gaX2mVnZ7N27VpGjRoF2KdchIaG5mvj7+/PhQsXOHfuHImJiTz55JMlXrNhw4YsWrSI2bNn8/nnn5OWlkZ4eDhr164lMDCQyMhI5s+fz+OPP+485/jx40yfPp34+Hjq1q3LnXfeSbt27Qpd++jRo6xcuZJ169axdevWYmPYvHkzb731lnP7k08+4e677yYwMJD69evzww8/EBISUuL72LdvH02aNMk3eqI4TzzxBOvXry+0PyIigqlTpxZ6D506dXJuN27c2Jn8yWvu3LncddddTJ48mZycHLZs2eI8duDAAdq1a8d1113HrFmz6Nq1KwD16tUjPT2dlJQUGjRocMm4KxslH9wgNzFY6ZMPmzdDixbQoAF4eMBrr8H110P16uUdmYiIiIhIuXA1UXA1paamYrPZSE5OJjQ0lF69egH2WgmmmKXti9t/KT/99BN+fn4EBgYCMHLkSKKiovIlH7777jvCw8O58cYbARg6dCh79uwpdK3HH3+cl19+GQ8PjxL7PH36NHXq1HFuR0dHO/uLiIggOjqakJCQq/Ze58yZ43LbvPUzSupv/vz5zJkzh0GDBvHhhx8yatQo1qxZg6+vL4cOHaJBgwbEx8fTv39/du3a5UySNGzYkGPHjin5IJcnd9pFpX1G//VX+PvfYfVq6N7dvnwmQAlDpUREREREpGzk1nw4e/Ysffv2JSoqiokTJxIUFMTGjRvztd2/fz+1a9emTp06BAUFER8fT9u2bV3uq6iH7aK48sC/bds2IiIiAPjll1/44osv8PT0pH///vnaeXp6kpOTQ7Vq1UhJSWHdunUkJiZijCE7OxtjDK+88goNGjQoVKDx9OnT3HDDDTRr1oxDhw5x/vz5fImMopRm5EPjxo05fPiwc/vIkSNFTql4//33+cc//gHA4MGDGT16NADe3t7OaSChoaH4+/uzZ88ewsLCAEhLS6NGjRolxltZqeaDG+SOfPDyqmQjHywL/v1v+/KZq1eDtze0aWPfLyIiIiIi5apu3brMmzeP2bNnk5mZyfDhw9m0aRNr1qwB7CMkJk6c6Cx2OGXKFF544QXnqIScnBxee+21Evto0aIFycnJ7Nu3D4AlS5bQrVu3fG06duxIXFwcKSkpZGZm8tFHHxV5rQMHDpCcnExycjIPPPAAb775ZqHEA0Dz5s3Zv38/ALGxsURGRnLw4EGSk5M5fPgwfn5+bNq0iYCAAI4dO0ZSUhIABw8eZMeOHdhsNmrWrMmoUaOYOHEiGY5vg48fP87SpUsL9TdnzhxnAci8r4KJB7DXZYiJiSE9PZ0DBw6wd+9eOnToUKhdo0aN2LBhAwDr1q0jICAAgFOnTjkLVO7fv5+9e/c6i35alsWJEydo2rRpkZ9fZaeRD26QkQFYlWzaxcmT8NJLkJs5DQ2FZ5+FW24p37hERERERMSpXbt2tG3blpiYGEaMGMGqVat47LHHGD9+PNnZ2YwYMcK57GWbNm2YO3cuw4YN4+LFixhj6NOnT4nX9/Hx4b333mPw4MFkZWXRvn37fMtDAvj6+jJjxgw6d+6Mr68vISEhRa4A4ao+ffoQFxdHs2bNiI6OLpQEGDRoEMuXL6dr164sXbqUhx9+mLS0NLy8vFi0aBF169YFYNasWTz77LO0atUKHx8fatWqxcyZMy87LoCgoCCGDBlCq1at8PT0JCoqyjmNZPTo0YwdO5awsDAWLlzIpEmTyMrKwsfHh7fffhuAjRs38txzz+Hp6YmHhwcLFiygfv36AMTHx9OpUyc8PavmY7pxdRhNRREWFmYVtZZsRbZzJ/S/6yjt76jHihU1yzucSzt3Dvr3t/9ZqxY8/jjcfz9U00AZEREREbm2JSUl0bJly/IOo0o7fvw4kZGRfP311+UdiltNmjSJfv360aNHj/IOxWVF/X0wxsRblhVWsG3VTKlUMJVu2sV110HfvnDkCEydqtoOIiIiIiLiNr6+vowZM4Zz5865tFpFVREcHFypEg+lpeSDG+QWnPT2rqDJh5wciImxL5uZu2zMxIn2FS0usyquiIiIiIjI5RoyZEh5h+B2Y8aMKe8QypSSD27w+8iH8o2jSD//DDNnwq5d8Ic/wMcf25flqKLzjERERERERMT99ITpBrkjHyrUtIvMTHjvPXj3XcjKsk+tePrpSrweqIiIiIiIiFRUSj64QYWbdrFrl320w88/27cHDbJPs6hVq3zjEhERERERkSpJyQc3yMgAiwoy7SIryz7C4cQJ+7KZ06ZBSEh5RyUiIiIiIiJVmJIPbpA78qF69XIc+WBZ9uKRnp7w1FOQkACPPgo+PuUXk4iIiIiIXJYTJ07w+OOPs3XrVry9vWnatCn9+/fn008/5fPPPy/v8EQKUfLBDXILTpZL8uHCBZg3z7585oQJ9n133GF/iYiIiIhIpWNZFgMGDGDkyJHExMQAkJCQwGeffVbOkYkUr1p5B3At+L3gpJs73rgRBg+2r2ARHQ1nzrg5ABERERGRKi4srPjXxx//3u7jj0tuWwrr16/Hy8uLsWPHOvfZbDa6du3KhQsXeOCBB2jRogXDhw/HsuxfgM6cOZP27dsTHBzMo48+6twfHh7O008/TYcOHQgMDOSbb74BIDs7m8mTJ9O6dWvatGnD66+/DkB8fDzdunUjNDSUu+66i+PHj1/JpyfXECUf3CB35IO3t5s6PHMG/vpX+POf4dQpaN0aliyBevXcFICIiIiIiJSVxMREQkNDizy2fft25s6dy+7du9m/fz+bN28GYMKECWzdupXExERSU1PzTc3Iysri+++/Z+7cufztb38D4O233+bAgQNs376dnTt3Mnz4cDIzM3nssceIjY0lPj6eRx55hGeeeabs37BUCZp24Qa/r3ZhyrYjy4KvvoJXX4WzZ+31HMaPh6FDoZryTCIiIiIiV922ba61GzjQ/ipjHTp0oHHjxoB9NERycjJdunRh/fr1vPLKK1y8eJHTp08TFBTEfffd5wjNHldoaCjJyckArFmzhrFjx+LpaX9krF+/PomJiSQmJtKrVy/APjrC19e3zN+TVA1KPrjB78kHN3T273/bEw8dOsAzz8DNN7uhUxERERERcZegoCBiY2OLPOad56HDw8ODrKws0tLSGDduHNu2beOWW25hxowZpKWlFTontz3Y60oYk//LU8uyCAoK4j//+c/VfktyDdDX4W5QptMucnLsyQawr2YxdSo89xxERSnxICIiIiJSBXXv3p309HQWLlzo3Ld161Y2bNhQZPvcRMMNN9zAhQsXik1c5NW7d28WLFjgTEacPn2a5s2bc+rUKWfyITMzk127dl3p25FrhJIPblBm0y4OH4b/9/9g0iR7EgKgYUPo18+eiBARERERkSrHGMPKlSv5+uuv8ff3JygoiBkzZtCoUaMi219//fWMGTOG1q1b079/f9q3b3/JPkaPHk2TJk1o06YNbdu2Zfny5VSvXp3Y2Fiefvpp2rZti81mY8uWLVf77UkVZXKrnFYWYWFh1jZX51VVEH/+M6yMPsrrC6+jb986V37B7GxYvhzmz7dnNurXh4UL4dZbr/zaIiIiIiJSrKSkJFq2bFneYYhUCEX9fTDGxFuWVWgJF9V8cIOrOvJh7154/nnYvdu+3aePPbtRt+6VX1tERERERESkDCj54AZXreDke+/BggX2kQ833WQvKPnHP15xfCIiIiIiIiJlSckHN8gtOOnjc4UlNnx87ImHIUNgwgSoWfPKgxMREREREREpY0o+uMFlT7tITbVPs2jTxr49dCi0bQutWl3dAEVERERERETKkFa7cIPfl9osRfLh++/tyYYJE+DkSfu+atWUeBAREREREZFKRyMf3KBUIx/On4e5c2HVKvt2YCD89luZxSYiIiIiIiJS1pR8cIPc5IOPzyWSD3Fx8NJL8Msv4OUFY8ZAZCR46tckIiIiIiIilZeeat3ApYKTb74J775r/7lNG5g2Dfz8yj44ERERERERkTKmmg9u4NLIh+7doXZtmDIFFi1S4kFERERERIpljGHEiBHO7aysLG688Ub69u1bpv16eHhgs9kIDg7mvvvu49dff3UeO3LkCPfffz8BAQH4+/szadIkMnIfhoATJ04QERGBv78/rVq14t5772XPnj2F+khNTaVbt25kZ2c7961cuRJjDD/++KNzX3JyMsHBwfnOnTFjBrNnzy5Vf6X15Zdf0rx5c5o1a8ZLL71UZJs5c+YQFBREcHAww4YNIy0tDYCmTZvSunVrbDYbYWFhVxyLq/GU1K64/RkZGdxxxx1kZWVdlTiVfChjOTmQmWn/2ds7z8d94gQsWfL7dosW8MUX9iKT1fRrERERERGR4tWqVYvExERSU1MB+Prrr7n55pvLvN8aNWqQkJBAYmIi9evXJyoqCgDLshg4cCD9+/dn79697NmzhwsXLvDMM884jw8YMIDw8HB+/vlndu/ezQsvvMD//d//Ferj3XffZeDAgXh4eDj3RUdH06VLF2JiYlyKszT9lUZ2djbjx49n9erV7N69m+joaHbv3p2vzdGjR5k3bx7btm0jMTGR7OzsfHGvX7+ehIQEtm3bdsn+4uLieOihh64onpLalXR+9erV6dGjBytWrHDx0ymZpl2UMXviwcLTI5tq1Yw9G/HPf8Lrr8PFi9CkCXTrZm9cs2Z5hioiIiIiIqVwlb64LsSFZ1IA7rnnHv71r3/xwAMPEB0dzbBhw/jmm28AWLp0KfPmzSMjI4OOHTvy5ptv4uHhQf/+/Tl8+DBpaWlMmjSJRx99lOTkZO655x66dOnCli1buPnmm1m1ahU1atQosf/OnTuzc+dOANatW4ePjw8PP/wwYB8hMWfOHPz8/Pjb3/7Gt99+i5eXF2PHjnWeb7PZirzusmXLWL58uXP7woULbN68mfXr19OvXz9mzJhxyc9m/fr1LvdXGt9//z3NmjXjtttuAyAiIoJVq1bRqsCqhFlZWaSmpuLl5cXFixdp1KjRFfd9JfEU1y48PLzE8/v3789f/vIXhg8ffsWxlulX7MaYu40xPxlj9hljphZx3Bhj5jmO7zTGhJRlPOUht96Dp0c2HDwIjz4KL79sTzx07w4FhgmJiIiIiIi4IiIigpiYGNLS0ti5cycdO3YEICkpiRUrVrB582YSEhLw8PBg2bJlgH1UQXx8PNu2bWPevHmkpKQAsHfvXsaPH8+uXbu4/vrr+ec//1li39nZ2axdu5Z+/foBsGvXLkJDQ/O1ue6662jSpAn79u0jMTGx0PGiZGRksH//fpo2berc98knn3D33XcTGBhI/fr1+eGHHy55HVf7A+jatSs2m63Qa82aNYXaHj16lFtuucW53bhxY44ePZqvzc0338zkyZNp0qQJvr6+1K1bl969ewP26TK9e/cmNDSUt99+u9iYOnbsiM1mY/To0Xz66afOmL766qtSx1NSu0udHxwczNatW4uNszTKbOSDMcYDiAJ6AUeArcaYTy3LyjsG5B4gwPHqCMx3/FllZGTYh/zUufgrDBtv31G/Pkydak8+iIiIiIhIpeTqCIWy0qZNG5KTk4mOjubee+917l+7di3x8fG0b98esNdQaNiwIQDz5s1j5cqVABw+fJi9e/fyhz/8AT8/P+fIgNDQUJKTk4vsMzU1FZvNRnJyMqGhofTq1QuwP/MYU7jGXXH7i/PLL79w/fXX59sXHR3N448/DtgTLtHR0YSEhBR73dL0BzhHi7jCsqxL9nfmzBlWrVrFgQMHuP766xk8eDBLly7lwQcfZPPmzTRq1IiTJ0/Sq1cvWrRowR133FHomt999x1gn3axePFiFi9efNnxlNTuUud7eHhQvXp1zp8/T506dYqMwVVlOe2iA7DPsqz9AMaYGOB+IG/y4X7gA8v+jr81xlxvjPG1LOt4GcblVhkZQEoK9c6fsm/cdx888QRcd115hyYiIiIiIpVcv379mDx5MnFxcc5RDJZlMXLkSF588cV8bePi4lizZg3/+c9/qFmzJuHh4c5CiN7e3s52Hh4ezloSBeXWfDh79ix9+/YlKiqKiRMnEhQUVGi0xLlz5zh8+DD+/v6cPHmS2NjYS76fGjVqOGMCSElJYd26dSQmJmKMITs7G2MMr7zyCg0aNODMmTP5zj99+jR+fn40btzYpf7APvLh/PnzhfbPnj2bnj175tvXuHFjDh8+7Nw+cuRIoSkVa9aswc/PjxtvvBGAgQMHsmXLFh588EFn24YNGzJgwAC+//77IpMPrnIlnpLauXJ+eno6Pj4+lx1jrrKcdnEzcDjP9hHHvtK2wRjzqDFmmzFm26lTp656oGUpPR2oVw98POCNN2D6dCUeRERERETkqnjkkUd47rnnaN26tXNfjx49iI2N5eTJk4D9gfzgwYOcPXuWevXqUbNmTX788Ue+/fbby+63bt26zJs3j9mzZ5OZmUmPHj24ePEiH3zwAWCflvHkk0/y0EMPUbNmTbp37056ejoLFy50XmPr1q1s2LAh33Xr1atHdna2MwERGxtLZGQkBw8eJDk5mcOHD+Pn58emTZuoXbs2vr6+rF271vk+v/zyS7p06eJyf2Af+ZCQkFDoVTDxANC+fXv27t3LgQMHyMjIICYmxjn1JFeTJk349ttvuXjxIpZlsXbtWlq2bMlvv/3mTHL89ttv/Pvf/y60WkdB4eHhxY56cDWektpd6vyUlBRuvPFGvLy8SozTFWWZfChqrEvBMR2utMGyrLctywqzLCssN3tUWTRuDKs+8+SthHDo1Km8wxERERERkSqkcePGTJo0Kd++Vq1aMWvWLHr37k2bNm3o1asXx48f5+677yYrK4s2bdowbdo0Ol3h80m7du1o27YtMTExGGNYuXIlH330EQEBAQQGBuLj48MLL7wA4Dz+9ddf4+/vT1BQEDNmzCjyW/revXuzadMmwD7lYsCAAfmODxo0yFmQ8oMPPmDWrFnYbDa6d+/O9OnT8ff3L1V/peHp6ckbb7zBXXfdRcuWLRkyZAhBQUEA3HvvvRw7doyOHTvywAMPEBISQuvWrcnJyeHRRx/l//7v/+jSpQtt27alQ4cO9OnTh7vvvrvIfnJrPhR8Faz5UFI8eWMqrt2lzl+/fn2+KT1XwhQ1x+OqXNiYzsAMy7Lucmz/BcCyrBfztHkLiLMsK9qx/RMQXtK0i7CwMMuVJUlERERERESutqSkJFq2bFneYVRp27dv57XXXmPJkiXlHco1b+DAgbz44os0b968yONF/X0wxsRbllVoLZiyHPmwFQgwxvgZY6oDEcCnBdp8CkQ6Vr3oBJytSvUeREREREREpHTatWvHnXfeSXZ2dnmHck3LyMigf//+xSYeSqvMCk5alpVljJkAfAV4AO9alrXLGDPWcXwB8AVwL7APuAg8XFbxiIiIiIiISOXwyCOPlHcI17zq1asTGRl51a5XlqtdYFnWF9gTDHn3LcjzswWML8sYRERERERERKR8leW0CxERERERERERJR9EREREREREpGwp+SAiIiIiIiIiZUrJBxEREREREREpU0o+iIiIiIiIiEiZUvJBRERERERERMpUmS61KSIiIiIiUpUdPnyY9PT0q3Y9b29vbrnllqt2PYBHHnmEzz//nIYNG5KYmOjyeb/++ivLly9n3LhxRR6fMWMGtWvXZvLkyS5dr7TtpWrRyAcREREREZHLlJ6eTs2aNa/aq7SJjLi4OB566KES2zz00EN8+eWXpX5vv/76K2+++WapzxMpipIPIiIiIiIiVdgdd9xB/fr1S2zz22+/0adPH9q2bUtwcDArVqxg6tSp/Pzzz9hsNqZMmQLA//7v/9K8eXN69uzJTz/9dMm+S2q/dOlSOnTogM1m43/+53/Izs7m6aefzpfwmDFjBn//+98v411LRaNpFyIiIiIiIpVMx44dSU9P58KFC5w+fRqbzQbAyy+/zF133VXq63355Zc0atSIf/3rXwCcPXuWjh07kpiYSEJCAgDx8fHExMSwfft2srKyCAkJITQ0tNhrltQ+KSmJFStWsHnzZry8vBg3bhzLli0jIiKCxx9/3DnV48MPP7ysURtS8Sj5ICIiIiIiUsl89913gH3axeLFi1m8ePEVXa9169ZMnjyZp59+mr59+9K1a1fOnDmTr80333zDgAEDqFmzJgD9+vUr8ZoltV+7di3x8fG0b98egNTUVBo2bEhkZCQnT57k2LFjnDp1inr16tGkSZMrem9SMSj5ICIiIiIico0LDAwkPj6eL774gr/85S/07t2byMjIQu2MMaW6bnHtLcti5MiRvPjii4WOPfDAA8TGxnLixAkiIiJK1Z9UXKr5ICIiIiIiUkmFh4df8agHgGPHjlGzZk0efPBBJk+ezA8//ECdOnU4f/68s80dd9zBypUrSU1N5fz583z22WclXrOk9j169CA2NpaTJ08CcPr0aQ4ePAhAREQEMTExxMbG8sADD1zxe5OKQSMfRERERERELpO3tzcXL168qtdzRW7Nh4KKqvkwbNgw4uLi+OWXX2jcuDF/+9vfGDVqVL42//3vf5kyZQrVqlXDy8uL+fPn06BBA26//XaCg4O55557ePXVVxk6dCg2m41bb72Vrl27Os+/9957WbRoEY0aNXLuCwkJKbZ9q1atmDVrFr179yYnJwcvLy+ioqK49dZbCQoK4vz589x88834+vqW2IdUHsayrPKOoVTCwsKsbdu2lXcYIiIiIiJyDUpKSqJly5blHYZIhVDU3wdjTLxlWWEF22rahYiIiIiIiIiUKSUfRERERERERKRMKfkgIiIiIiJSCpVt6rpIWSjt3wMlH0RERERERFzk4+NDSkqKEhByTbMsi5SUFHx8fFw+R6tdiIiIiIiIuKhx48YcOXKEU6dOlXcoIuXKx8eHxo0bu9xeyQcREREREREXeXl54efnV95hiFQ6mnYhIiIiIiIiImVKyQcRERERERERKVNKPoiIiIiIiIhImTKVrUqrMeYUcLC847gMNwC/lHcQIleZ7mupqnRvS1Wle1uqIt3XUlVV1nv7Vsuybiy4s9IlHyorY8w2y7LCyjsOkatJ97VUVbq3parSvS1Vke5rqaqq2r2taRciIiIiIiIiUqaUfBARERERERGRMqXkg/u8Xd4BiJQB3ddSVenelqpK97ZURbqvpaqqUve2aj6IiIiIiIiISJnSyAcRERERERERKVNKPoiIiIiIiIhImVLy4SoyxtxtjPnJGLPPGDO1iOPGGDPPcXynMSakPOIUKS0X7u3hjnt6pzFmizGmbXnEKVJal7q387Rrb4zJNsY84M74RC6HK/e1MSbcGJNgjNlljNng7hhFLocL/x+pa4z5zBizw3FvP1wecYqUhjHmXWPMSWNMYjHHq8wzpJIPV4kxxgOIAu4BWgHDjDGtCjS7BwhwvB4F5rs1SJHL4OK9fQDoZllWG+B5qlhxHKmaXLy3c9u9DHzl3ghFSs+V+9oYcz3wJtDPsqwgYLC74xQpLRf/zR4P7LYsqy0QDvzdGFPdrYGKlN5i4O4SjleZZ0glH66eDsA+y7L2W5aVAcQA9xdocz/wgWX3LXC9McbX3YGKlNIl723LsrZYlnXGsfkt0NjNMYpcDlf+3QZ4DPgncNKdwYlcJlfu6z8BH1uWdQjAsizd21IZuHJvW0AdY4wBagOngSz3hilSOpZlbcR+rxanyjxDKvlw9dwMHM6zfcSxr7RtRCqa0t63o4DVZRqRyNVxyXvbGHMzMABY4Ma4RK6EK/9mBwL1jDFxxph4Y0yk26ITuXyu3NtvAC2BY8B/gUmWZeW4JzyRMlNlniE9yzuAKsQUsa/gOqautBGpaFy+b40xd2JPPnQp04hErg5X7u25wNOWZWXbv0gTqfBcua89gVCgB1AD+I8x5lvLsvaUdXAiV8CVe/suIAHoDvgDXxtjvrEs61wZxyZSlqrMM6SSD1fPEeCWPNuNsWddS9tGpKJx6b41xrQBFgH3WJaV4qbYRK6EK/d2GBDjSDzcANxrjMmyLOsTt0QoUnqu/n/kF8uyfgN+M8ZsBNoCSj5IRebKvf0w8JJlWRawzxhzAGgBfO+eEEXKRJV5htS0i6tnKxBgjPFzFLaJAD4t0OZTINJRsbQTcNayrOPuDlSklC55bxtjmgAfAyP0zZlUIpe8ty3L8rMsq6llWU2BWGCcEg9Swbny/5FVQFdjjKcxpibQEUhyc5wipeXKvX0I+4gejDE3Ac2B/W6NUuTqqzLPkBr5cJVYlpVljJmAvRq6B/CuZVm7jDFjHccXAF8A9wL7gIvYs7MiFZqL9/ZzQAPgTcc3xFmWZYWVV8wirnDx3hapVFy5ry3LSjLGfAnsBHKARZZlFbnEm0hF4eK/2c8Di40x/8U+VP1py7J+KbegRVxgjInGvjrLDcaYI8B0wAuq3jOksY9KEhEREREREREpG5p2ISIiIiIiIiJlSskHERERERERESlTSj6IiIiIiIiISJlS8kFEREREREREypSSDyIiIiIiIiJSppR8EBERKYIxJtsYk5Dn1bSEtheuQn+LjTEHHH39YIzpfBnXWGSMaeX4+a8Fjm250hgd18n9XBKNMZ8ZY66/RHubMebey+jH1xjzuePncGPMWWPMdmNMkjFm+mVcr58xZqrj5/65n5Nje6Yxpmdpr1lEH4uNMQ9cok2cMcblpYgd7/1zF9q9a4w5aYxJLLB/tjGmu6v9iYiIlBUlH0RERIqWalmWLc8r2Q19TrEsywZMBd4q7cmWZY22LGu3Y/OvBY798crDA37/XIKB08D4S7S3YV+fvLT+DCzMs/2NZVntgDDgQWNMaGkuZlnWp5ZlveTY7A+0ynPsOcuy1lxGjBXJYuDuIva/jv1+EhERKVdKPoiIiLjAGFPbGLPWMSrhv8aY+4to42uM2ZhnZEBXx/7expj/OM79yBhT+xLdbQSaOc79s+NaicaYxx37ahlj/mWM2eHYP9SxP84YE2aMeQmo4YhjmePYBcefK/KORHB8Wz/IGONhjHnVGLPVGLPTGPM/Lnws/wFudlyngzFmi2N0whZjTHNjTHVgJjDUEctQR+zvOvrZXtTn6DAI+LLgTsuyfgPiAX/HqIpvHfGuNMbUc8Qy0Riz27E/xrHvIWPMG8aYPwL9gFcdMfnnjlgwxtxjjPkwz2cTboz5zPFzqX6HxpjnHO8x0RjztjHG5Dn8oOMzSjTGdHC0d/VzKZJlWRuxJ4MK7j8INDDG/KE01xMREbnalHwQEREpWu7De4IxZiWQBgywLCsEuBP4e4EHSoA/AV85Ri+0BRKMMTcAzwI9Heduw/6tfknuA/7r+Hb/YaAj0AkYY4xph/0b7mOWZbV1jEDI95BuWdZUfh+hMLzAtWOA3GRFdaAH8AUwCjhrWVZ7oL2jL7/iAjTGeDjO/dSx60fgDsfohOeAFyzLynD8vMIRywrgGWCdo587sScBahW4th9wxrKs9CL6beD4LHYBHwBPW5bVBvgvkDsdYyrQzrF/bIHPZosj5imOmH7Oc/hroFOeeIYCKy7zd/iGZVntHb+fGkDfPMdqOUaijAPedexz5XMJM8YsukS/RfkBuP0yzhMREblqPMs7ABERkQoq1ZFEAMAY4wW8YIy5A8jB/o3/TcCJPOdsBd51tP3EsqwEY0w37EP8NztyFdWxjxgoyqvGmGeBU9iTAT2AlY5v+zHGfAx0xZ5smG2MeRn43LKsb0rxvlYD84wx3tiTGBsty0o1xvQG2pjfaxbUBQKAAwXOr2GMSQCaYh+B8HWe9u8bYwIAC/Aqpv/eQD9jzGTHtg/QBEjK08bX8Rnk1dUYsx37Z/8ScAS43rKsDY7j7wMfOX7eCSwzxnwCfFJMHIVYlpVljPkSuM8YEwv0AZ4CSvM7zHWnMeYpoCZQH3uy5DPHsWhHfxuNMdcZe92M4j6XvPFtA0a7+n7yOAk0uozzRERErholH0RERFwzHLgRCLUsK9MYk4z9AdHJ8TB5B/aH1iXGmFeBM8DXlmUNc6GPKZZlxeZumGKKIFqWtccxKuJe4EVjzL8ty5rpypuwLCvNGBMH3IX9m/3o3O6AxyzL+uoSl0i1LMtmjKkLfI695sM84HlgvWVZA4y9OGdcMecbYJBlWT+V1AcFPlvsNR+cowcc/RenD3AH9ukV04wxQSW0LWgF9vd0GthqWdZ5xwgXV3+HGGN8gDeBMMuyDhtjZpD//VgFTrEo5nMxxtxUitiL44P9MxURESk3mnYhIiLimrrASUfi4U7g1oINjDG3OtosBN4BQoBvgduNMbk1HGoaYwJd7HMj0N9xTi1gAPCNMaYRcNGyrKXAbEc/BWU6RmAUJQb7dI6uQG6y4Svg/+WeY4wJLDjsPy/Lss4CE4HJjnPqAkcdhx/K0/Q8UCfP9lfAY7lTVhzTSArag31kRbEc/Z8xjroawAhggzGmGnCLZVnrsY9auB4oWJ+hYEx5xWH/PMdgT0RA6X+HuYmGXxy1IQqugJE77aUL9qkuZ3Htc7lcgUDiJVuJiIiUISUfREREXLMMCDPGbMM+CuLHItqEY6/zsB17wcR/WJZ1CvvDeLQxZif2B9kWrnRoWdYP2Fcx+B74DlhkWdZ2oDXwvWP6wzPArCJOfxvYaRwFJwv4N/aRAWscdRkAFgG7gR+MfbnGt7jECElHLDuACOAV7KMwNgMeeZqtB1o5amcMxT5CwssRW6Jju+B1fwN+zn3YL8FI7FNVdmJfVWOmo++lxpj/AtuBOZZl/VrgvBhgiqOwo3+BvrOxj+i4x/Enpf0dOvpbiL0OxSfYp+PkdcbYlz5dgH16DbjwuZRU88EYE419KkhzY8wRY8wox34v7MVLtxUXr4iIiDsYyyo48k9ERESkfBljBmCf4vJsecdSmTk+xxDLsqaVdywiInJtU80HERERqXAsy1rpWNlCrown8PfyDkJEREQjH0RERERERESkTKnmg4iIiIiIiIiUKSUfRERERERERKRMKfkgIiIiIiIiImVKyQcRERERERERKVNKPoiIiIiIiIhImfr/LzP2ZXL//YYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run classifier with cross-validation and plot ROC curves\n",
    "cv = StratifiedKFold(n_splits=5)\n",
    "classifier_svc = svm.SVC(kernel='linear', probability=True,\n",
    "                     random_state=42)\n",
    "\n",
    "tprs = []\n",
    "aucs = []\n",
    "mean_fpr = np.linspace(0, 1, 100)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "box = ax.get_position()\n",
    "ax.set_position([box.x0, box.y0, box.width * 3 , box.height * 3])\n",
    "for i, (train, test) in enumerate(cv.split(X_train, y_train)):\n",
    "    clf_svc = SVC(C=2, probability=True).fit(X_train, y_train) \n",
    "    y_pred = clf_svc.predict(X_test)\n",
    "    viz = plot_roc_curve(clf_svc, X_test, y_test,\n",
    "                         name='ROC fold {}'.format(i),\n",
    "                         alpha=0.3, lw=1, ax=ax)\n",
    "    interp_tpr = np.interp(mean_fpr, viz.fpr, viz.tpr)\n",
    "    interp_tpr[0] = 0.0\n",
    "    tprs.append(interp_tpr)\n",
    "    aucs.append(viz.roc_auc)\n",
    "\n",
    "ax.plot([0, 1], [0, 1], linestyle='--', lw=2, color='r',\n",
    "        label='Chance', alpha=.8)\n",
    "\n",
    "mean_tpr = np.mean(tprs, axis=0)\n",
    "mean_tpr[-1] = 1.0\n",
    "mean_auc = auc(mean_fpr, mean_tpr)\n",
    "std_auc = np.std(aucs)\n",
    "ax.plot(mean_fpr, mean_tpr, color='b',\n",
    "        label=r'Mean ROC (AUC = %0.2f $\\pm$ %0.2f)' % (mean_auc, std_auc),\n",
    "        lw=2, alpha=.8)\n",
    "\n",
    "std_tpr = np.std(tprs, axis=0)\n",
    "tprs_upper = np.minimum(mean_tpr + std_tpr, 1)\n",
    "tprs_lower = np.maximum(mean_tpr - std_tpr, 0)\n",
    "ax.fill_between(mean_fpr, tprs_lower, tprs_upper, color='grey', alpha=.2,\n",
    "                label=r'$\\pm$ 1 std. dev.')\n",
    "\n",
    "ax.set(xlim=[-0.05, 1.05], ylim=[-0.05, 1.05],\n",
    "       title=\"Receiver operating characteristic example\")\n",
    "ax.legend(loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8125"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Classification Report\n",
    "report_svc = classification_report(y_test, y_pred, output_dict = True)\n",
    "accuracy_score(y_pred, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[17  5]\n",
      " [ 4 22]]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "disp = plot_confusion_matrix(clf_svc, X_test, y_test, normalize=None) # attenzione all'argomento \"normalize\".\n",
    "disp.ax_.set_title (\"Support Vector Machine\" ) \n",
    "print(disp.confusion_matrix )\n",
    "plt.show ()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'0': {'precision': 0.8095238095238095, 'recall': 0.7727272727272727, 'f1-score': 0.7906976744186046, 'support': 22}, '1': {'precision': 0.8148148148148148, 'recall': 0.8461538461538461, 'f1-score': 0.830188679245283, 'support': 26}, 'accuracy': 0.8125, 'macro avg': {'precision': 0.8121693121693121, 'recall': 0.8094405594405594, 'f1-score': 0.8104431768319438, 'support': 48}, 'weighted avg': {'precision': 0.812389770723104, 'recall': 0.8125, 'f1-score': 0.8120886353663886, 'support': 48}}\n"
     ]
    }
   ],
   "source": [
    "print(report_svc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Save the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "#file = open('svc_pca_classifier.pickle', 'wb')\n",
    "#pickle.dump(clf_svc, file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.4.2 Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CLASSIFICAZIONE PER LOGISTIC REGRESSION CROSS-VALIDATA\n",
    "\n",
    "# Run classifier with cross-validation and plot ROC curves\n",
    "classifier_log = LogisticRegression(penalty = 'l2',random_state=99)\n",
    "\n",
    "tprs = []\n",
    "aucs = []\n",
    "mean_fpr = np.linspace(0, 1, 100)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "box = ax.get_position()\n",
    "ax.set_position([box.x0, box.y0, box.width * 3 , box.height * 3])\n",
    "for i, (train, test) in enumerate(cv.split(X_train, y_train)):\n",
    "    clf_log = classifier_log.fit(X_train, y_train)  \n",
    "    y_pred_log = clf_log.predict(X_test)\n",
    "    viz = plot_roc_curve(clf_log, X_test, y_test,\n",
    "                         name='ROC fold {}'.format(i),\n",
    "                         alpha=0.3, lw=1, ax=ax)\n",
    "    interp_tpr = np.interp(mean_fpr, viz.fpr, viz.tpr)\n",
    "    interp_tpr[0] = 0.0\n",
    "    tprs.append(interp_tpr)\n",
    "    aucs.append(viz.roc_auc)\n",
    "\n",
    "ax.plot([0, 1], [0, 1], linestyle='--', lw=2, color='r',\n",
    "        label='Chance', alpha=.8)\n",
    "\n",
    "mean_tpr = np.mean(tprs, axis=0)\n",
    "mean_tpr[-1] = 1.0\n",
    "mean_auc = auc(mean_fpr, mean_tpr)\n",
    "std_auc = np.std(aucs)\n",
    "ax.plot(mean_fpr, mean_tpr, color='b',\n",
    "        label=r'Mean ROC (AUC = %0.2f $\\pm$ %0.2f)' % (mean_auc, std_auc),\n",
    "        lw=2, alpha=.8)\n",
    "\n",
    "std_tpr = np.std(tprs, axis=0)\n",
    "tprs_upper = np.minimum(mean_tpr + std_tpr, 1)\n",
    "tprs_lower = np.maximum(mean_tpr - std_tpr, 0)\n",
    "ax.fill_between(mean_fpr, tprs_lower, tprs_upper, color='grey', alpha=.2,\n",
    "                label=r'$\\pm$ 1 std. dev.')\n",
    "\n",
    "ax.set(xlim=[-0.05, 1.05], ylim=[-0.05, 1.05],\n",
    "       title=\"Receiver operating characteristic example\")\n",
    "ax.legend(loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6875"
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Valutazione della classificzione LOGISTIC REGRESSION\n",
    "#Accuracy\n",
    "\n",
    "# Classification Report\n",
    "report_log = classification_report(y_test, y_pred_log, output_dict = True)\n",
    "accuracy_score(y_pred_log, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 9 13]\n",
      " [ 2 24]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Alternativa più completa\n",
    "disp_log = plot_confusion_matrix(clf_log, X_test, y_test, normalize=None) # attenzione all'argomento \"normalize\".\n",
    "disp_log.ax_.set_title (\"Logistic Regression\" ) \n",
    "print(disp_log.confusion_matrix )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bagging with SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run classifier with cross-validation and plot ROC curves\n",
    "cv = StratifiedKFold(n_splits=5)\n",
    "classifier_svc = svm.SVC(kernel='linear', probability=True,\n",
    "                     random_state=42)\n",
    "\n",
    "tprs = []\n",
    "aucs = []\n",
    "mean_fpr = np.linspace(0, 1, 100)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "box = ax.get_position()\n",
    "ax.set_position([box.x0, box.y0, box.width * 3 , box.height * 3])\n",
    "for i, (train, test) in enumerate(cv.split(X_train, y_train)):\n",
    "    clf = BaggingClassifier(base_estimator=SVC(),\n",
    "                         n_estimators=10, random_state=0).fit(X_train, y_train) \n",
    "    y_pred = clf.predict(X_test)\n",
    "    viz = plot_roc_curve(clf, X_test, y_test,\n",
    "                         name='ROC fold {}'.format(i),\n",
    "                         alpha=0.3, lw=1, ax=ax)\n",
    "    interp_tpr = np.interp(mean_fpr, viz.fpr, viz.tpr)\n",
    "    interp_tpr[0] = 0.0\n",
    "    tprs.append(interp_tpr)\n",
    "    aucs.append(viz.roc_auc)\n",
    "\n",
    "ax.plot([0, 1], [0, 1], linestyle='--', lw=2, color='r',\n",
    "        label='Chance', alpha=.8)\n",
    "\n",
    "mean_tpr = np.mean(tprs, axis=0)\n",
    "mean_tpr[-1] = 1.0\n",
    "mean_auc = auc(mean_fpr, mean_tpr)\n",
    "std_auc = np.std(aucs)\n",
    "ax.plot(mean_fpr, mean_tpr, color='b',\n",
    "        label=r'Mean ROC (AUC = %0.2f $\\pm$ %0.2f)' % (mean_auc, std_auc),\n",
    "        lw=2, alpha=.8)\n",
    "\n",
    "std_tpr = np.std(tprs, axis=0)\n",
    "tprs_upper = np.minimum(mean_tpr + std_tpr, 1)\n",
    "tprs_lower = np.maximum(mean_tpr - std_tpr, 0)\n",
    "ax.fill_between(mean_fpr, tprs_lower, tprs_upper, color='grey', alpha=.2,\n",
    "                label=r'$\\pm$ 1 std. dev.')\n",
    "\n",
    "ax.set(xlim=[-0.05, 1.05], ylim=[-0.05, 1.05],\n",
    "       title=\"Receiver operating characteristic example\")\n",
    "ax.legend(loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7916666666666666"
      ]
     },
     "execution_count": 282,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Classification Report\n",
    "report_svc = classification_report(y_test, y_pred, output_dict = True)\n",
    "accuracy_score(y_pred, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[17  5]\n",
      " [ 5 21]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "disp = plot_confusion_matrix(clf, X_test, y_test, normalize=None) # attenzione all'argomento \"normalize\".\n",
    "disp.ax_.set_title (\"Support Vector Machine\" ) \n",
    "print(disp.confusion_matrix )\n",
    "plt.show ()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'0': {'precision': 0.7727272727272727, 'recall': 0.7727272727272727, 'f1-score': 0.7727272727272727, 'support': 22}, '1': {'precision': 0.8076923076923077, 'recall': 0.8076923076923077, 'f1-score': 0.8076923076923077, 'support': 26}, 'accuracy': 0.7916666666666666, 'macro avg': {'precision': 0.7902097902097902, 'recall': 0.7902097902097902, 'f1-score': 0.7902097902097902, 'support': 48}, 'weighted avg': {'precision': 0.7916666666666666, 'recall': 0.7916666666666666, 'f1-score': 0.7916666666666666, 'support': 48}}\n"
     ]
    }
   ],
   "source": [
    "print(report_svc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. Training the model with all features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.1 Load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_in = open('feat_data.pickle',\"rb\")\n",
    "data = pickle.load(pickle_in)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_in = open('labels.pickle',\"rb\")\n",
    "labels = pickle.load(pickle_in)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 8.81697577e-01,  8.26205779e+01,  7.28980123e-01,  1.52380266e+02,\n",
       "        9.78104908e-01,  5.38009193e+00,  5.26900487e+02,  5.62129019e-01,\n",
       "        5.88532967e-01,  7.64870998e-03,  2.52109540e-01, -6.05402278e-01,\n",
       "        6.32040673e-01])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(data[0][0],axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "lista=[]\n",
    "for pat in data:\n",
    "    lista_pat=[]\n",
    "    for elem in pat:\n",
    "        mean_elem = np.mean(elem,axis=0)\n",
    "        lista_pat.append(mean_elem)\n",
    "    lista_pat = np.vstack(lista_pat)\n",
    "    lista_pat = np.reshape(lista_pat, (39))\n",
    "    lista.append(lista_pat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.array(lista)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(238, 39)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.2 Train/Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(data, \n",
    "                                                    labels, \n",
    "                                                    test_size = 0.20, \n",
    "                                                    random_state = 22, \n",
    "                                                    shuffle = True, \n",
    "                                                    stratify = labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.3 Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run classifier with cross-validation and plot ROC curves\n",
    "cv = StratifiedKFold(n_splits=5)\n",
    "classifier_svc = svm.SVC(kernel='linear', probability=True,\n",
    "                     random_state=42)\n",
    "\n",
    "tprs = []\n",
    "aucs = []\n",
    "mean_fpr = np.linspace(0, 1, 100)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "box = ax.get_position()\n",
    "ax.set_position([box.x0, box.y0, box.width * 3 , box.height * 3])\n",
    "for i, (train, test) in enumerate(cv.split(X_train, y_train)):\n",
    "    clf_svc = SVC(kernel='linear').fit(X_train, y_train)\n",
    "    y_pred = clf_svc.predict(X_test)\n",
    "    viz = plot_roc_curve(clf_svc, X_test, y_test,\n",
    "                         name='ROC fold {}'.format(i),\n",
    "                         alpha=0.3, lw=1, ax=ax)\n",
    "    interp_tpr = np.interp(mean_fpr, viz.fpr, viz.tpr)\n",
    "    interp_tpr[0] = 0.0\n",
    "    tprs.append(interp_tpr)\n",
    "    aucs.append(viz.roc_auc)\n",
    "\n",
    "ax.plot([0, 1], [0, 1], linestyle='--', lw=2, color='r',\n",
    "        label='Chance', alpha=.8)\n",
    "\n",
    "mean_tpr = np.mean(tprs, axis=0)\n",
    "mean_tpr[-1] = 1.0\n",
    "mean_auc = auc(mean_fpr, mean_tpr)\n",
    "std_auc = np.std(aucs)\n",
    "ax.plot(mean_fpr, mean_tpr, color='b',\n",
    "        label=r'Mean ROC (AUC = %0.2f $\\pm$ %0.2f)' % (mean_auc, std_auc),\n",
    "        lw=2, alpha=.8)\n",
    "\n",
    "std_tpr = np.std(tprs, axis=0)\n",
    "tprs_upper = np.minimum(mean_tpr + std_tpr, 1)\n",
    "tprs_lower = np.maximum(mean_tpr - std_tpr, 0)\n",
    "ax.fill_between(mean_fpr, tprs_lower, tprs_upper, color='grey', alpha=.2,\n",
    "                label=r'$\\pm$ 1 std. dev.')\n",
    "\n",
    "ax.set(xlim=[-0.05, 1.05], ylim=[-0.05, 1.05],\n",
    "       title=\"Receiver operating characteristic example\")\n",
    "ax.legend(loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6666666666666666"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Classification Report\n",
    "report_svc = classification_report(y_test, y_pred, output_dict = True)\n",
    "accuracy_score(y_pred, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 9 13]\n",
      " [ 3 23]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "disp = plot_confusion_matrix(clf_svc, X_test, y_test, normalize=None) # attenzione all'argomento \"normalize\".\n",
    "disp.ax_.set_title (\"Support Vector Machine\" ) \n",
    "print(disp.confusion_matrix )\n",
    "plt.show ()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'0': {'precision': 0.75, 'recall': 0.4090909090909091, 'f1-score': 0.5294117647058824, 'support': 22}, '1': {'precision': 0.6388888888888888, 'recall': 0.8846153846153846, 'f1-score': 0.7419354838709676, 'support': 26}, 'accuracy': 0.6666666666666666, 'macro avg': {'precision': 0.6944444444444444, 'recall': 0.6468531468531469, 'f1-score': 0.635673624288425, 'support': 48}, 'weighted avg': {'precision': 0.6898148148148149, 'recall': 0.6666666666666666, 'f1-score': 0.6445287792536369, 'support': 48}}\n"
     ]
    }
   ],
   "source": [
    "print(report_svc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.4 Compute the relative significance of each feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_names = []\n",
    "for idx1 in range(1,4):\n",
    "    for idx2 in range(1,14):\n",
    "        features_names.append(str(idx1) + \"_\" + str(idx2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "39"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(features_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 3.10559786e-02, -8.97126765e-03,  3.87610830e-01, -1.04366422e-03,\n",
       "        3.60741904e-02, -5.03339010e-01,  4.79661077e-03, -2.38938124e-01,\n",
       "       -2.83587871e-01, -1.90808977e-02, -4.46165958e-01, -3.52711529e-01,\n",
       "        2.14192458e-01, -7.33751431e-03, -1.17401474e-02, -9.43833543e-02,\n",
       "       -1.81307706e-03, -6.39324854e-03, -2.74710561e-01,  4.48783918e-03,\n",
       "        3.29860645e-01,  3.19385868e-01, -3.00751735e-01,  7.44574664e-02,\n",
       "        2.71839954e-01,  1.90773738e-01, -1.82885737e-02, -1.18825119e-02,\n",
       "        9.43370119e-01, -1.13770300e-03, -1.92725978e-02, -1.05608343e+00,\n",
       "        7.33169991e-03,  3.75568704e-01,  4.20263864e-01, -1.05137136e-01,\n",
       "        8.75364912e-02,  1.86942987e-01,  2.37365487e-01])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf_svc.coef_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f_importances(coef, names):\n",
    "    imp = coef\n",
    "    imp,names = zip(*sorted(zip(imp,names)))\n",
    "    plt.barh(range(len(names)), imp, align='center')\n",
    "    plt.yticks(range(len(names)), names)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,12))\n",
    "f_importances(clf_svc.coef_[0], features_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. Training the model with 3rd and 6th features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.1 Load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_in = open('feat_data.pickle',\"rb\")\n",
    "data = pickle.load(pickle_in)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_in = open('labels.pickle',\"rb\")\n",
    "labels = pickle.load(pickle_in)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.72898012, 5.38009193])"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(data[0][0][:,[2,5]],axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "lista=[]\n",
    "for pat in data:\n",
    "    lista_pat=[]\n",
    "    for elem in pat:\n",
    "        mean_elem = np.mean(elem[:,[2,5]],axis=0)\n",
    "        lista_pat.append(mean_elem)\n",
    "    lista_pat = np.vstack(lista_pat)\n",
    "    lista_pat = np.reshape(lista_pat, 6)\n",
    "    lista.append(lista_pat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.array(lista)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(238, 6)"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.2 Train/Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(data, \n",
    "                                                    labels, \n",
    "                                                    test_size = 0.20, \n",
    "                                                    random_state = 22, \n",
    "                                                    shuffle = True, \n",
    "                                                    stratify = labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.3 Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run classifier with cross-validation and plot ROC curves\n",
    "cv = StratifiedKFold(n_splits=5)\n",
    "classifier_svc = svm.SVC(kernel='linear', probability=True,\n",
    "                     random_state=42)\n",
    "\n",
    "tprs = []\n",
    "aucs = []\n",
    "mean_fpr = np.linspace(0, 1, 100)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "box = ax.get_position()\n",
    "ax.set_position([box.x0, box.y0, box.width * 3 , box.height * 3])\n",
    "for i, (train, test) in enumerate(cv.split(X_train, y_train)):\n",
    "    clf_svc = SVC(kernel='linear').fit(X_train, y_train)\n",
    "    y_pred = clf_svc.predict(X_test)\n",
    "    viz = plot_roc_curve(clf_svc, X_test, y_test,\n",
    "                         name='ROC fold {}'.format(i),\n",
    "                         alpha=0.3, lw=1, ax=ax)\n",
    "    interp_tpr = np.interp(mean_fpr, viz.fpr, viz.tpr)\n",
    "    interp_tpr[0] = 0.0\n",
    "    tprs.append(interp_tpr)\n",
    "    aucs.append(viz.roc_auc)\n",
    "\n",
    "ax.plot([0, 1], [0, 1], linestyle='--', lw=2, color='r',\n",
    "        label='Chance', alpha=.8)\n",
    "\n",
    "mean_tpr = np.mean(tprs, axis=0)\n",
    "mean_tpr[-1] = 1.0\n",
    "mean_auc = auc(mean_fpr, mean_tpr)\n",
    "std_auc = np.std(aucs)\n",
    "ax.plot(mean_fpr, mean_tpr, color='b',\n",
    "        label=r'Mean ROC (AUC = %0.2f $\\pm$ %0.2f)' % (mean_auc, std_auc),\n",
    "        lw=2, alpha=.8)\n",
    "\n",
    "std_tpr = np.std(tprs, axis=0)\n",
    "tprs_upper = np.minimum(mean_tpr + std_tpr, 1)\n",
    "tprs_lower = np.maximum(mean_tpr - std_tpr, 0)\n",
    "ax.fill_between(mean_fpr, tprs_lower, tprs_upper, color='grey', alpha=.2,\n",
    "                label=r'$\\pm$ 1 std. dev.')\n",
    "\n",
    "ax.set(xlim=[-0.05, 1.05], ylim=[-0.05, 1.05],\n",
    "       title=\"Receiver operating characteristic example\")\n",
    "ax.legend(loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7291666666666666"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Classification Report\n",
    "report_svc = classification_report(y_test, y_pred, output_dict = True)\n",
    "accuracy_score(y_pred, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[12 10]\n",
      " [ 3 23]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "disp = plot_confusion_matrix(clf_svc, X_test, y_test, normalize=None) # attenzione all'argomento \"normalize\".\n",
    "disp.ax_.set_title (\"Support Vector Machine\" ) \n",
    "print(disp.confusion_matrix )\n",
    "plt.show ()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'0': {'precision': 0.8, 'recall': 0.5454545454545454, 'f1-score': 0.6486486486486486, 'support': 22}, '1': {'precision': 0.696969696969697, 'recall': 0.8846153846153846, 'f1-score': 0.7796610169491526, 'support': 26}, 'accuracy': 0.7291666666666666, 'macro avg': {'precision': 0.7484848484848485, 'recall': 0.715034965034965, 'f1-score': 0.7141548327989006, 'support': 48}, 'weighted avg': {'precision': 0.7441919191919192, 'recall': 0.7291666666666666, 'f1-score': 0.7196136814780881, 'support': 48}}\n"
     ]
    }
   ],
   "source": [
    "print(report_svc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create the names for the variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_names = [\"1_3\", \"1_6\",\"2_3\", \"2_6\",\"3_3\", \"3_6\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f_importances(coef, names):\n",
    "    imp = coef\n",
    "    imp,names = zip(*sorted(zip(imp,names)))\n",
    "    plt.barh(range(len(names)), imp, align='center')\n",
    "    plt.yticks(range(len(names)), names)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "f_importances(clf_svc.coef_[0], features_names)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "pydicom_roi.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}