Open In Colab   Open in Kaggle

Load algonauts videos

By Neuromatch Academy

Content creators: Kshitij Dwivedi

Produtction editors: Spiros Chavlis

Our 2021 Sponsors, including Presenting Sponsor Facebook Reality Labs


Terms of Use

By using this colab to download the brain dataset (i.e., data including fMRI, images, labels), you agree to the following terms:

  1. You will use the Datasets only for non-commercial research and educational purposes.

  2. You will NOT distribute the Datasets or any parts thereof.

  3. Massachusetts Institute of Technology make no representations or warranties regarding the datasets, including but not limited to warranties of non-infringement or fitness for a particular purpose.

  4. You accept full responsibility for your use of the datasets and shall defend and indemnify Massachusetts Institute of Technology and International Business Machines Corporation, including its employees, officers and agents, against any and all claims arising from your use of the datasets, including but not limited to your use of any copyrighted images that you may create from the datasets.

  5. You will treat people appearing in this data with respect and dignity.

  6. This data comes with no warranty or guarantee of any kind, and you accept full liability.

Algonauts2021 dataset

Here we will load fMRI responses (whole brain + 9 ROIs) to 1000 video clips of 3 seconds and visualize in glass brain using nilearn.

P.S. The dataset provided is part of Algonauts 2021 Challenge. Please check the details here if you are interested in participating.

Install dependencies

# @title Install dependencies
!pip install nilearn --quiet
!pip install decord --quiet
# Imports
import os
import glob
import pickle

import numpy as np
import matplotlib.pyplot as plt
import nibabel as nib

from nilearn import datasets
from nilearn import plotting

fsaverage = datasets.fetch_surf_fsaverage()

Get the dropbox link to download dataset by filling this google form.

Important: You MUST set dropbox_link parameter dl=1, e.g., https://www.dropbox.com/myurl/participants_data.zip?dl=1

Run the cell

# @title Run the cell
import requests, zipfile, io

# Use the dropbox link to download the data
print(f"Dropbox link: {dropbox_link}")

if dropbox_link:
  fname1 = 'participants_data_v2021'
  fname2 = 'AlgonautsVideos268_All_30fpsmax'
  if not os.path.exists(fname1) or not os.path.exists(fname2):
    print('Data downloading...')
    r = requests.get(dropbox_link)
    z = zipfile.ZipFile(io.BytesIO(r.content))
    z.extractall()
    print('Data download is completed.')
  else:
    print('Data are already downloaded.')


  url = 'https://github.com/Neural-Dynamics-of-Visual-Cognition-FUB/Algonauts2021_devkit/raw/main/example.nii'
  fname = 'example.nii'
  if not os.path.exists(fname):
    r = requests.get(url, allow_redirects=True)
    with open(fname, 'wb') as fh:
      fh.write(r.content)
  else:
    print(f"{fname} file is already downloaded.")

else:
  print('You need to submit the form and get the dropbox link')
Dropbox link: 
You need to submit the form and get the dropbox link

#fMRI Data

The Algonauts dataset provides human brain responses to a set of 1,102 3-s long video clips of everyday events. The brain responses are measured with functional magnetic resonance imaging (fMRI). fMRI is a widely used brain imaging technique with high spatial resolution that measures blood flow changes associated with neural responses.

The training set consists of 1,000 video clips and the associated brain responses. The brain responses are provided here in two tracks corresponding to two independent tracks in the Algonauts challenge.

In the first track, brain responses provided are from selected voxels across the whole brain showing reliable responses to videos. The figure below shows the reliability values of different voxels in the brain.

![average_subject_reliability.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAg0AAAC7CAYAAADmFK3VAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd5gUVfaw3+o4PdOTc56BCeQhRwUUEBUxga6IugiK/j5d44K6KiLKKqioKLuuLoqBRUXEhKAEAREJQxjyBJg8TI49M53r+6OquocgSRCBep+nn+ruunXv7a7bt88595xzBVEURVRUVFRUVFRUToLmfHdARUVFRUVF5cJAFRpUVFRUVFRUTglVaFBRUVFRUVE5JVShQUVFRUVFReWUUIUGFRUVFRWVi4SJEycSERFBly5dzkn9qtCgoqKioqJykTBhwgRWrFhxzupXhQYVFRUVFZWLhMGDBxMSEnLO6leFBhUVFRUVFZVTQhUaVFRUVFRULlF0goD2JI+rr77aW/489lVFRUVFRUXlPBNwkvPV1dWe56rQoKKioqKicokiAPrTKK8uT6ioqKioqFwkjBs3jgEDBpCdnU1cXBzz588/YXkN4HeSR1tUS4OKioqKispFwqJFi06r/OlaGlShQUVFRUVF5RJFA/ieRnlVaFBRUVFRUblEEQDDScq42zxXhQYVFRUVFZVLlFOxNFjaPFeFBhUVFRUVlUsU1adBRUVFRUVF5ZRQoidORF2b56rQoKKioqKicomiQbU0qKioqKioqJwCp2JpaIsqNKioqKioqFyiqD4NKioqKioqKqeEmqdBRUVFRUVF5ZQ4lTwNbdGB81z1RUVFRUVF5RLkwtHHVUuDioqKioqKyimh+jSoqKioqKionBJq9ISKioqKiorKKaEuT6ioqKioqKicEmfgCKmioqKioqJyKaJFtTSoqKioqKionAKqI6TKJYwW6SdwPETA9Qf2ReVITnRvQL0/Kirnh9N1hNScq46oqPzxCCQlJbFq1arjnlM5n0j3xmQyYTabiYqKYsKECVgsFs95FRWVPx7F0nCiR1tUoUFFReUP49tvv8VisbBz50527NjBSy+9dL67pKJySaNYGk70aIu6PKGiovKHExUVxciRI9m5c+f57oqKyiXN6fo0qJYGFRWVP5ySkhKWL19OSkrK+e6KisoljZKn4USPo8urqKio/CHceOON+Pv7Ex8fT0REBM8///z57pKKyiWNkqfhRI+2qEKDiorKH8ZXX31FU1MTa9eu5cCBA1RXV5/vLqmoXNKolgYVFZU/PUOGDGHChAn8/e9/P99dUVG5pDnd6AnVEVLlosPhcGC1Wj2vdTodOp061P9sPPLIIyQlJbFz5066d+9+vrujonJJokXN06ByiXPttddiMpk8j+nTp5/vLqkch/DwcO666y5eeOGF890VFZVLltO1NAii6BD/0B6qqJwzTmZNcP4hvVA5Hqdi6VHvj8rFwoVj2eytEcg0nqRM515kZmYCF9Inu4Cplr/mMCSnLydhAFgBszpRqshUo/OMEYs8Ro43Pkrk8RSHlE0xDzMAKepYuoSRluO8Y8GCRX6uzjEqJ+Q0EzWoQoOKioqKisqlihI+cYqoQsNZQ5L0q2XpvhwIks/4yEdFe6yXXwfhtUIoZRTMKDn5jz6j8tuInHjDqj8XTvneK+OhHEAeI16kMpK2WC6/FwdAiUerLAGgmjisHJ+4865tnujeKOdVTh1p1JR4xos0FpQ5RxkbUknFMiWNE6c8fnTnfUyo/ClQEjWcIqrQoHIRcWnukiiKIocOFbJuxyYsViuCIOBrNtNrwADCIiLOd/dkLs17o6Lyp0e1NJwt6j2+B0dL5CVtNMQgwGaz4d9QRWtrKy0tFbS2WmlpKeVwq46WFistLYdoamqloUGDy+ViR6lAi8WCXpS0K41GQ0hMDLFJSVyWHEJGRmfqw9IBKAA6yO2GqZrBRcHmqjp2btpE3d4fKSgoIzBQIDIyiMjIFJyd4+nSpT3luv6A1wohJVuOAqQxAfC/n39m47x5pLqqsFrtVBNEGM3ydX4s+O9/SenQgX7DhnHVlVdiMBiIQtUwL1zqPc+qCcPlclG371Nyc4soKDhMfn4ZeU0mQFIcHTod5qAgUmJj0Wq1VAYE4GM20+zri95k4lpfXxJNVnx9pSgjPz9fmgLbIQgCcVS3mf9Uq+dFzWn6NKjRE0ehCARWYLP83nhWy8+sVFbWM3d7KJUFBbSUlqIv2Ul1dT3IkzWYiI4OZWuZmwhHJQaDHnDL5zTExoZTWlojv64HHJ5zEo0ApKamMXBgO5IHvUB5dDQAo1Cy5/kcdVT58yJN9P9tMhK9fi7r1u1i//5fAAgNDaemphWvmO8ATPj7m8jI8CEqyp8xY/6G2ewHJLGHMFosFj769VcyFy0ie8UK3C4X7WIC6datPb59r6MpNBTR7aahtJSizZtJtEljJjjYxS239GX48LupMXUBIM4znoJQ+bNhxbscpZCNw+EkK2sXGzdWsGnTPvKajoywV/7eg4EQ+f5WhqTRUlvrsfUY3W7cLhcJejvuiGTqKysJkRe2WoyBhMfEEB8bS/c4kY4d22HrciN6g9d+rcw6SahOlr/NudHHV6xYwcMPP4zL5eKee+7hySefPOL8ggULmDJlCrGxsQA8+OCD3HPPPSess7dZILPLidvt7fRGT6hCw1EcLTS0NjXRZe8Cdu06xKFDJezdW8hhIgFJOAujHp1OR1CQC5PJgK9vOFFRIfzaHEHt2q+5/fbhmExa/P1NBAQEERRkJjAwBLPZF41mB9CAw+GmuLiVgoJacnP3sGNHLTZbgNyPJPxSU+k+fDh/H9wJs9mMKjRcGIiiyP79W1ixYg2f/rKTSHsZAAZDGX37htK7d3fatQumsTGUiopGSkpKyMysw2q1s337Hg4fbiIkJJwBA7oSG5vKvsMN1FRUUFBRQWNlJaLDQeqAAbz28BVcdlk3vhcu50Cb9h1WK/03LWLp0tVUVh6kudmOn180A68bx7DrrqNToCKwqkLDnw+v0CCKIrm5Baxe/RXr1u2mudkCSDFyztgM2nXvTmRyMpFJSVSEhgLQE+hpX019fTPzGzpibWyksaEBR0sLzdnZVOTmMjojjiIhjPqqKoJbq7FYmilukkQLPeBHEwAtxjA69+tHfEoKqd26kZyUhFarVYWGE3L2hQaXy0VaWhorV64kLi6OPn36sGjRIjp16uQps2DBAjIzM3n77bdPud7e/gKZJ8mt1rtVFRo8KI6IZW43VYcPszs/n6riYkpzcxHyN1Fd3QDYAEhM9KGysokePbrToUMc2+JupDY2Ft/ISDpqtQBMYolc8wHGTG3g9ueeI8tP0gYS5TPeMjCfMfJ78+V3rNhsDrZt+4mNGyvYsqWA1lbJ5Ni+vY7YWF9GjLiRjIx4BOHqNp8k6mx/NSqnjKSl7cFMF0poarLw9ppstvzwA4eKiwFIIJfu3QMYPjyevn0jMZl0nuu8Zud6YCRFRXX86197Wbp0Mw0NrUREBJJ++SisRVux253k51cRGhrIo49exS23DEQQCj09mc/jgNdK9i5TEUWR53aMY8unn1K6fz8aQKvTcfmgQQy69lpu6ahHEASqSSFMdpZTx9P5Yp183ElDg8hPP+Xw00/7KS6ux+GQnBuTkmwMGjScgQM78kL8BARBYKR8lTKSooBRLJNfSaLkPHls7Pj4YyJSUwnt35/HPWUCAbBY3JSWVvJhaQitRUUc3LEDbdEviCK4XJKgUqOPJCIxEX1yMlenphIVF0dsUhJmf3+PGnP+HW/PN2dfaPj111+ZPn06P/zwAwAvvfQSAE899ZSnzBkJDYECmQNOUqZazdMAgN1uZ9OWTfyydi2ZO3bgsNuxAWFxcVSXlBBGA0ajntTUSLp2TaB7dz1paeHodJ0BqKUP9hPUH5eeTlluLpxmilyjUc/AgZEMHBiJzWZm06ZAVq4sorCwkoMHm1m//isiIgIYMcLGNddcQWBgwJl/CSpnBVEUObh/Hz+u+JQNG7ZS4ZB+Wn7BwXQaMYKZV+0jMrL5JLVIJCQE8/LLdzB+/OU888zntLTYGHHrrVzbvg8vvfQFBoOJa6/tz623Djyl+gRBILFnTxJ79iR/3z72fPEFBZmZbF+3jpKDB1krNHLNNYPpMSJONV6dZ0RRJCvrIMuXr2bLllKcTjfgIj09go4dezNsWA+SkrKAIQAIJ4xIOT7l2dlkXH/9cecus9mX9PQkOqf3JggYPmECA2r/w86dheze3cyePYeoKHdQlpdHa14e9q1baaqXRJWI6Gj6X3YZA4YOJS4h5oy/A5XjU1paSnx8vOd1XFwcmzdvPqbckiVLWL9+PWlpabz++utHXHNc1DwNv40FHW63m2937WLV2rVkb9yI2NoKQBgHiQ83k5RkoEMHgZiYHpQm30dIdDQjNC/JNSgzqqQhZgCTmCe/J5l4VzPeU6KXfhydXXsoQBIaIuWSinUhqU3fFjLpiBbGMBkAo7EdQ4bUM2RIMpWVGaxeXcKqVb9SWeli4cIiFi9+k6uvTuamm54hLCwYr4aoLmGcK6rbLGHZ7XaWrtnAxmXLcNtsOA9vQBAERvTyYeTIOPr0MaDT/YykAyYB4Hb70NRkoLXVikbjJiCgDh8fG1AI/CC3MpKuXeGGG3qydOkWfsrKQgi5gu1FS0gLaWDiRJHJ8jh6l4XyNVl8BITX1PAv1xAEAazGYnx8GplkkOvtFATTyqmsdPLDD/GsWbOa4mod7767g9Al33LXXaO44oreCMLR40cdR+eGTYAkLGzZso/PPnuH3Nx6oApBMNKnjz8jhhbSp/d+dL51wEpoE1j7rsctVpp/hsjzz0OAMuNMZhTg9ZDQuFz46fUc+bcu3d/59AYUa6i8bBVSzZVX+nHllRYgmebmJAoKajl0qIHCQgcFBc0UFFTTfLiaxYsPs3jxYiKSk8kYOpQJgweTFKYuf50NRPHYRQFBOFJoHD16NOPGjcNoNPLOO+/w17/+lTVr1py4YjV64vg0NTWxZNkP/Pj99xTX1dEqv5+Umkq3IUN48PJdhIT4AhXymXRWE3vG7bmcTg4dqmH48FTPz/r3EhHhy7hxadx22yGysmx88004W7fW8803B/n+++kMG9aPMWNuJzpaNS2fa+x2O6t+/JFlixdTVlsLQGBwMLf/pTsjRqQRGVnmKet2g8Vipr4+iOZmPdXVAbjdAuDAx8eB222me/edmEzHtjNyZHeWLt1C7s8/EyYvgQ0bloDRePyfbnJxMemHDpHvMwirNQjcbozGBoJDHQQG1hAcbMNohIgIHXfemca4cSls3uzDF1/sIi+vgddf/x/ffbeB++77G+npKWf9e1M5ErfbzYYNu1i8+CcKCsqBegIDjYweHcCIEUmEhOjBXnjSek6H4NhYCrZvJ+Oyy87oej8/I507R9O5czKKkuJ2G9i3r5D5a63s2rCB8vx8yvPz2bJgAb0yunLTTTfQo0ePY/7kVE6duLg4iuXlToCSkhJiYo4U/UJlnxaAe++9lyeeeOLkFZ9mnoaL1qdBSslroby8gs++WsmalStx2/MBCIjuTbehQ+k9ZAjDYtfKV0geB/OQfkgPcD2gLCso2l+GfJSk8qnMlY2EMMrjk+BDa6udca8U49u3LylXe/0OAuWj8pdejqRbAsz1rC2ua3NWQZHU5RXLyo+lYy7kB8LnX8IvmXGIooggBDNkSCp33z2LkJDgo65X+T1Uy5aqJT/8wIrPPsNdsweAdu2aufnmBAYOHIZevweHQ0tj42EslgDqyzU0NUfh0kZDbTUmbR36qBaC/EvwC22mpSWIwvyehIcdoGPn7xCUgIaIvvKTftx99yqqq/X4D72Lkj17iLvtNlJGjmQG0+Qy0rhoaYlh+3Y/DAYXSUnbcDp1NB6soNkWhkUr27lE8NE0EOB3mICYHgQEWDGbPwLcrFnTh39+FEZTbS0xWiuTJ/+Fa64ZKU/0R6cqU/l9bGLDhl18/PEPlJVVA3WEhPgy5vptjLwKjIfxfuURafITxWMhCTxeDIrrqxSYPY0ZnhaU7QSOXhwtb2nhy2nTGHnzzTw0sE5+V7FeKObuDLxzUbp8VDpU2KaMNB4yZWtGb5bhcDh5Z1skWWvXcnDLFgSH5HAblZTE8Jtv5q7LB1wCu86e/c/ndDpJS0tj9erVxMbG0qdPH/73v//RuXNnT5nDhw8TLUfbLV26lFmzZrFp06YT1ts7XCDz5hO33XvbJeDTcCgvjw+//px16zbgECUNrV+vJG6+uQ/BXZ+k4RxJvFu3HuTjj38hfezTGAcPPidtANgcZoxYSE6CJx6Dkvq+fPFFET/9ZGPt2lx27nyaKVMeoFu3zierSuUUKS0u5r25c9lzQJqouyVHcPvtl9Ov3z5cLi3V1SaqqlKoqwtAFNvh69uE1eLE7FtBQISDYPdyAvUlaDvJUQtmyRfF3qrhcHkGYVV5RAgHjmk3KsqX6moHLfX1WKqrcdlsx5QRRcjJCUQQHKSnHyYwULKYxVhWIopgjQ6kvj6R+toEGuujqW5sR2WLJEgYDOMID8+nd+8kHhj4EmsXLiT/6/+xbNlaCgoquO++O5CNHCpnAbvdznvvfcmKFdIfdGRkMGPHdmLYsFT04jYA3KIWp9OAQdd6oqrOCB9fX26ePp2Nb73FnE0HueeekQQEnL0Nj/V6HZ3696dT//7oLRayVqxgzTffUFZQwEdz5vDzRyHccssYrrjiCkzHM6+pHBedTsfbb7/NyJEjcblcTJw4kc6dOzNt2jR69+7N9ddfz9y5c/nmm2/Q6XSEhISwYMGCk1d8KedpEEWRHbv3s2TxYnbt3EJ8vC9lZdW0G3IzQ2+6CW1SEiDp8Eev1I6RVwG9qXOi8ErdbX2SAa4HYD5Pky2/E9/QwPp336XS7SZj8mT6BQcfk9JXiZpQfBrKUeIy2kZWKP1Q2vyaoz3ZbbYqNm26l9jmTFLCpPWq6nYD2LixkQMHDKxYUYZW64vJpOPOOy9n7NjpsraoLlucCaIo8s7ipby3aBEupxO/kBAG33svLw26FrdbR1nZcIqK0nE6DQiCncDACkJDiwkIqMRs3o9G44I6u1dBU26tbFm0JSaRmTkWt9tAx47rCAsrBv4CwFRms+XVVynZvJnbO2azY0ctd945kltv7QlkAeBy2cjNTaCiIpioqCbS00th53tHtqWYxLIAX7A5/GiyxVDfGke1Iw2bwx/cEBBWSrvE9ezYM4a33lpPuT2OtJ49eXTqVHz9/PDBu1GWanU4XaxUVFTy0kuPcvBgNZWVdWRkZNO/v0BGtIuMTqDLB7vbly32ewgLyKVD9HI8q6RV8jEcMCQcVbdkBZgvj4lJLGS+7N9w9K9eEUsLAb+NG9myaBEDxo6lw+DB3CG836Zk9lFXKl5ZDfLRiDIGVsuRGYp91JvbJpA8euNwOChZ+y5ffvkTO0vtmPz80AM3XXcdI0ePJjngNBbVLwguHH28d5RA5l9PUmb1RWZpEEWRTZs28cUXX5KdkweAycdIv34dGTVqIAVh1wFeb4WzidvlIn/5crb98AP977iD5H79zkErR1JT0w4AP005azJh5WbQxJVw2WWBjB4dz223JbFmjZMlSw7w0Udb2L//TR599B78/c951y46bDYbc+a8wZqNm3ABna+6issmTsTo50ezJZw9e67FZovAYGilffsswsP3YDS21Q5Pnj7ZaGyhS5cfOXRoAHv3XkmnTj8RHu49L7pcuKxWFOOYzeYNZxNF2Ls3hcZGX8LDq0lJqeFUMOqbMepzCTPn0j7wJxpbYjhc2Z3Kpo7s3D2OqOh0ZswI4NGX8snZvp1ZU6bwt+eeIy4y8uSVqxyXLVsymTPnbZqbDxMZGcELL9xDYOB91NaKbF8NCz6H9AAYO6QFo7+FWks73KKA5hzuy5EycCDxGRlsfv999q1Zw+BJfiQkhJ78wtNEr9czYkQ/hg/vy78zYd3ixZTt38/STz/luy+/5PqRw7npphsJbzvwVf4YLiVLgyiKfPjzryxftIiiEim+3O3vT/frr+f2UaPIlP8llVjkZUd5EYN3lW6MLBk/xDAA5mLkWF8ARV2TpOvt22N4+hM7yb16MWfMl/j4aIEbAFjCeI8nxF/k4zA50mIqDwCSj4Oy3jhKjpaQLAttaaMn2HcBsGPDOCpqQ9m6/h3CXE7+cjmE3CaHXZZKGSWJ7cbWrS3MmVOBxRJHZKQ/L7/8EWFhocf5XCpHU4KO+ro6XnzxRYpzcnD4+fHvKQPo1SsFeIy6ukj27h2A260lKWkTsbFZaDfVeisYJHsW2eXAtiogVt4HIqfyyMZypUNzYgg7Gx5DFAWW93wEh68vVmDXvHmUrVhBWkYGxVlZ/O0GHffc0xtYR35+e74puo3aiAieS/8/NJpfpcq2tGkXOMKnt7s8VuzyWDF4X1vWhJFnHUaDMZ5gv0LCopfy4mwnW8qvwzcwkIeeeYaxHeLkihRbmjqeToQFHd8sXcqi918FoF8/G488EoDZrEOxFlFZidsNu1bBB9/CgK7diO5wFV18vyQ05ZBUJkmu0I7Xca1UPiYrfg+S0nIXH/ERMwF4jacB70yiWDVtKLEb0B8oyc3lwPtPkJAQxvjxkQQEKBYFRVBU1C7FAvsQiilrvjynKSPiAdnfZhkzjslGonyMjfv2sWHxYoozMwkFtFotNw7tzu2330hExElSFP7puXD08d5xApkPnKTMEq+l4ewtZP3BZGdnM2XKEyx45RUqSkoIDA9n1OTJ3P3++/S97Tb8zqFaXVVlZcaMXaxenc31Tz3FoPHjZYHh3NPcHMa2vXo+WbSMEf2d/N+1EPIbH7VPH1/efDOc9u3DqKhoYtq0WTQ1WY5fWOUI6uvqePnJJynOySE4IoJbXnlFFhjA7RbIzpYm5y5dVpCQsA2t9vcns/Ez1NKhw15cLi3h2dmSGQHQm6WkPm6XZLVQLA1NTf4UFSXR6udHYVoaGs3vl//N2mq6+S4mMnAvdc2JOMUevPIiJPfoQUtDA/P+8Q/Wr9/wu9u5lFi7ejUfv/8+giAwYcI1PP10D1lgOBKNBrqnwUsPQP6hHD7/NpODTX+cT1Jcair//OftdO4czzPPrGLZsvzjhvmdLWI6deKq557jxrlz6Tl4MG63m9Wrf+H//u8ffPzxJ1itv7Vnq8pZRbE0nOjRtviFZmmoqqrizQ8XsmGd5NnrDApi0B13MGjYMLQ6nUe7vxWvPHxkdgVppU7xB37c40MgnZ3Hu4AiKX92RNuiaOSnn5r5+uvD3HuviS5dhqF4Lc+TvZaVZetIvJK90m7bTJDSNWN4gCVYrXYsljW0tDhxOr/AaAQfnwT0egGxbi/ugPY0NbnJzy/mu++Sqa4K59mnCmm3rdS75cVY+ah0oLusiljsNIm9eOKJYoqLQ+nYMZIXX5yHwWDgyEwRKhL1NDVZ+Nsr75O7Yweh7dox/vnnKQkK4nE5/qXyYAy5RSOIa5dDYuIOr+Wg7TYAilWhVD5XxRH3BIBFHHndECB2MAcOdOXT5rvJa9+ekKAg8r74Au2Hz9OhQyQHDlRwxRVaHnssjQU5L6KpreXGTncSEFCJpGXK2mCdZJU6OvAGP8Ag902U+yYoamsU1BUB4BYFtu+/Cyc+9Ov9H9y6rrz7bi0ffN8DPTB83DiuGzcOQRA8TaRc8lkAj6aezMydvPDC87jdbiZP7sro0V2BLLDIPidKJu9g5R54va0++E8nvl1ez3UjD9Azw0pcEuh0IBj9gQRsNhFr4z6cTjAFgK8vmP0fR6vVMJ/ZnnlHqVGZGpS5r+1f8iTZKqGUttnWsHChkYKCOh56KIWwMBPe+VCKIpvPj23mNCXPw6gj2qoH5sp5RJQcNvVtrlAiygCqDx8m85NP2Lx+PS6kEOYH7hrPsGFXXoChmheQpSFRIPMkkZm9378AfRqsVitffLGEpUu/ptHuQKfXM+ymm4gaOxaDycS51vNtNjdz5lTh76/h5ZfNmEy/bxAXFFSy9ZeFPLJ1EQaDDn//cvz89Oh0Dmw2aG2tweEQ0dhA41ePr69AaqqGPn0GkRivITlpI2w7tbb8/bXMmBHLlCla9u+vYPbs93jqqftVj/jj0NLSwvTps8nNLSGle3dG/f3v+AUGHlHGagvE6TISFFT2G7X8PqKjSzDvtBBcXw9BQejNZtyAw6FYGqSjtqoK0cdHFhjOLhpBxM9UQ2VDB1wuAzqjwP33h3A4bjJr3nuPVYsWcTgnh9sfe4ygADUj6fHIzs7j5ZffxO12M3bsUEaPPr0sideNKCUm9lqamlxkbt/Ntz+CywVuwQZUYTJp8NGBVgutdmhuhobGn4iPD6C8x2piBw7EcIbRCUajlokTe7FnTwUvvLCe225LZcBJUg3/XsKio7l/yhSGjx7NJ//9L4eys3nzzbf49tvvuPfeSXTpcqEvWfxJudjyNIiiyLI16/nfRx+RJyfRGXt5KhMm/IWIiFCUWOL5ckZFResJAoahmFEluXehLOmWc+xq7AMei4PiW5xEW+/wL788CJbvuXk0EKyEUtYzTV6TVPwklOjpLLxStFJLqyiSt2YNft8/Q1iYicahM7H36oXWYGC2kgNir6whpsoXGSI8NZSV9SA3txft2u0iPj4HtuzyflGKtqrsXSIvleLrPVe8H6bOAYs2lauuaseDD74lS/BJqMBqq5NVz9/Knj0llET2ZNisWTTKyVLebWM7KirqQH5+F7qb3yHQp8xr7fEDOsu/vjrZmqCoVUF4B5viZ1AgHxV/g9huQDoNDWb27BlMfLydhIQSNmwoYtasdSQkBFFU1ESfPiLTprVny5Z0DIYWunfPlCs4gOdeWnKkoyLXrJKPA4Hu3eQy8vgxy574OUWSZ778WfZnX0dlbV8GDfqqTVz9SLZvh1df/YGmphbCwvzo9MQCYjp0YDwW1IgKyR/mcGkpr08ZTVOTlWHDNDz8cDKCIN8TMcc7LhRrk2ICVtym0gy4G51szroP3NC3y7toQ5UfuQ9YZEHRfLR/yggOH7Zy388PkvzLv0lMDIbx/yYwMtLT5I7c0lcAACAASURBVONyTpmpTPJYHZS7Nt6T+2OnpzMtLSU899wGnntOxGzWgmWL3PYUvB4S0m9jphwZpgz1LI7NKKGcq6Bt1JjkU7ZQ9ilrFUWy160j98MPqaqWkpeMGDiQOyZMICX6QnCWvGD0cXq3E8h88SRl5lwgPg1lZWX8/e9TmffGG9TV1hKblsbE2bOZOnWiLDD8cWzaVM7Vw878+upDh1j+j39Qm5/P9OmDeeqpy0gZMACt4dREPIfDQEFBZ3Q6O1FRBWfUh/homHY/GAxafvzxEP/73zdnVM/FSH19Pf956in27CkhNNTMFTNn4hv6W2Ps3MrZLpcOp1PwWIJMJukfpbVVMv9rtZKVSxBE7PZzF6omgpww7MjP27NnInPnjiM9PYLq6mY+e/JJtn399Tld/76QqKut5bVp02hqstKnTzwPPph0RuZ1jcZNbOR27A4/ig6f2j4jANHRPnS49VbeeGMMw4d3YMWsWWz59FOc9hPtlPPb+Prq6dYtgn37zn7OiN9CEAQ6DB3KtHfeYcT48eiNRjZv3Mij/+//8fnni3G73X9YXy56TtOn4U8pDlnQsf6nn/jXv/6FzWolNlTkr3+9jpqh9yEIAsuAUR4rgqShK/4LiqA+zLMnBCyRPXtt7/+diROvAYxMljM/erOlKdke5egF+0owyBoZBdhsVnztSJ7LwYrPcXdmyFEP82VfCEWaX4ckRTtbWvD/+GOqCguZf5+GpKQG5jELgAeYj8dGoWh9yhqn8vs2JAHlHDzYB4fVTlrSD+j1JsBH0myVBpXrqo66Xo9XEw6HjuHwRFQxM2fa+PTT/xAbm8XQoZOR/KcvTQoKVjNv3qcczqvGHd2bAc8/z93uhVhydbxkuIGDiYlI40OyWIkVBdCSCGkC+AN5ckX1gHiUhUGxIuTivUcF8jFJPnqyP5YDI2lt1QCN6PVFgA2dzgJYcDh0gANdXRHkHETnCsPSEonLuU9yxGwGzPJ4UmTRNNmKUCj5KkgTgFxG0VIt8rkgPGvrdXUpLPmqgf3713LZZal49cQC7PYoKiv9ueuuQWzY8BPLl2+h/ussJu+exJyH78Df38ylGlFht//MBy/OprmygvR0gSeeCEOnU+Yq2ctJGA1+30rPx8mnFGNRknyss0MVxImZVPh3ori6D+GWEszmGq+VAcAiWxha5NcRUm6F2UwD4QDdusH3sw0sW/Yf3pryKwPuuouZvSSrbCLH7rPqtZlm0zZIPT6+kdJSDeAD5m5trlIiK6SaGjiSRODgtm1otFrPxn1tc4sqFo6ZsoWhraUYoKdxKz1vS6FmxP3M+XgPv65ezZsf/4/vsvbw+mMPHZE2WeUM0XCkP9YpFP9T0drayltz5vDWnDnYrFb6Xn458+Y9IW+i8/v8CHJySmhpOX2P3DPVoOz19WRNm0Zku3bcPnMmSUkhZ1RPXV00FRUpBPoXExW++4zqaEvfvlruu08SH996ayuHDp2btfkLgV9//ZUpU17jwIF8ug0cyE2vvEKoIJCTE0BFhYnUwkJ8W1qOuCZrbzWff5lJZZX5rPdHFKG0VItW6yYoSIp00emkn6nD4ZZfS2XDAvNwu3UcLu923LrOlB073EybVkFsbDSTJ1+FVnvk+C8uNlBRoaOmJowePa5n6tSOaDQC+zZv5qGHniIn5+BZ7c+FgiiK/PvfX5GbW0FERADTpnXFaPx9jkMawUVa+x8QRQ05OVcgiqc/B+p0Gm64IZ7Rzz1H1jffsP/ro8O6T46fn4bm5pPnHDkeJfv24XL+PifZ0NAg7n7kER6eMQO/wEAO7trF3/72CFu3bv1d9arg3bDqRI82/KksDQUFBbz99iv8UlADRiMj7ruPbsOHs1YWFgrkco+zGq/HgLR4f4O8O5uyB8RqHmCY/Fy5Lkufyr9dg4nC32NXUM4d6dOLbGWQwuqczgAMhgJIlmUsu6yZGdJRbBtH707xWfk8bn4physnTcLYrRvZwDQ5a9oMzz4Tm/FYNhRNY6jiVKasJ+5k/+7RaNxNpIX+iNAIGLd4vzSlQfNRzmi+jW3eVxJOeXPGX3ONSF7eRlaubGLmzH/xxhsj8L/Esj+tX/8Jr7yyAChn6NBk/va3PAyGmWTmxiKYbURF1bIlL43UujrwbYC10pr0sMuDqW3pyAszWrjuMrj+avAxImnxivylLLsqFp/Og/GMMV/Fl0C5Z4oWfx+VlaW0tkYQF9eIwaAH0tHpKthKfy5z7gDc6EKAGIgx7aO4rj/FxTcSHR2B1hyOJ4ufZ9Vrp3RQTHCGbt7ICmVrAdk/T0yBTz52kZcnMv0fDeTmBxIUsg6BFYCSgTCD2lotPj4iMTG1VFQEkZDQmZkz/fjLK2lUZ69l+vS/8+qr/yYmJopLyeKwfPkKVq36GYOhhqefTiTA5zM5p4JyM5Q5JhEMd0pPDfJ7IxStvkA6rKz0WKYCh5cRE76Tspru5OX2ISXVjiDI1+XI99Iz3pS5aRNKZJdiPXg45H4eeNbNxDf8qfj4Y6x33EGQPLcqd2mabDGd4ZlYAMsWTCJYrZFIi1ZKXNhmvLEY0rg72m8hCtjndFKl08kztNe6UQ48fVRE2TTZJ0JpYSGXeZ4HArE9evDo22/z2Zw5FOzYwZwPF9Jt936m3HX7JbCfxTniNB0h/zSWhtWr1/D441PJzj5EbMeOTHj9dTJGjDiroTbS+uzp11daaici4tRTZlkbGnjppW/o/9BDRHU7cy3QZjOwe/f1OJ0m0tutwNdYd/KLThFBkLzhU1ONVFY2Mnv2q7hcZ6ZJXIjs2LGD11+XNv4aPz6Dxx4bhMEgaYWtrQZ0OhehoY1YjUZMTU1HXOtrrKNjh1gmTrgerc6HKS/B8rWetApnTEODkdzcMLRaN/Hx3kRRv2Vp0GodxMVtw243sHdvN1yu3/db+elnqK2F6dO1NLf2wmYLxM+v+ogyTqeAwwEhIU7Cwiy0tuqxWo1ERvpw7csv06dPCk1NrTz//CuXVE6Q/fv38957kpLy0EMdaNfu7Arg7eLXEhBQStnh7hQWpp7xWNPpNFz/+OO0NjWx97PPTn6BTGQ4lJQ4Tl7wOJztcEn/oCAmPf88N02cSFVZGSuXLuXpp5+lpubUsqGqHMWFZmmw2+385z/v8uOPklNexvAb8L//fixGI/fJ8b2KhL5O9k1YzTCGyeeUqIlJR73OAozyc8VvYbkoeqRc5ah4Es+TrQAPeNbxfFCk/qysCrp21Xj64TFPpBV6XihyeaQosuKdd0iY8DK92rcHYLy8V4V3xU/xGU7HK1PL65R1koWgrnUnBw5eh90dQkr6GiJiy/Boe8oadOe+bVpWkDVNZW2bcrCslJ56tGBJYzbsg38Mg0cqHdTWruWTTw7y179+wsVOTs4K/vnPuTidddx0U29uu60AWI+UIy8DrdaBw+GH0WjmSnYh1oHbnYFmaAEAQl0l7ZLWs694POlDJ3D13RtYuLCON1ZW81A3m+TAqETXKbJm2XpvBxS/k0HyKLTYaWqOJK/EgCi20LXrAQwGxUSRhVbbRB924XS2oNEI6Pz8wWwCOhAfDy0tzVRWRpOb60da2udoNG48Pio75XqUqBrLLm+f+sjHQGhqgqUfh/LyEzW0lgdSWDoAk289MQE7ZV8JSXesq6vB4TBjMjXgcEhClk7XCliZqvt/WKfGMHVqLvn5+/nnP6fwwgvvyRrgxRtVUVtby7x5b2A26xkyxMiQAT9KFgaPX5Ks8e+UrQIpi8F8i3xSyRereGXJVsE+b3kbMIAWJ126/ExW1mgKC2NobR1IamoWOmUtWrmniv+SoQKvpSHpiP7+KAhw//1kvNCRK3espkePaBTfhJkoqQGtngy0mA2Em6G2thWHow69TY4CMXfDuz+FZHG44agWDwBFQDSKhRiUeXQ1Y1goWxYK5DOJR5RQouCUiA7FYuoDAlx+0yFGpLfnmVmV7Nx3gPsffpxnpjxKRsbRc6LKCTnNNNLn1dLQ3NzM008/y48/rsJg0PPQQ3cx4eGH0RmNJ7/4TDlNqbe11cmWLS0MGnRqXup7f/gBc1gYsT16nEnvsNn9OFg8lN0HbsXpNJKW9guxsb/fj+G3CAuCJ5+MpKSkgS++2MWvv/56ztr6M9DY2MiMGe9gtdq54oqO3H33sTuRBgS0IIrgcglERrZit2uorT1y+ScsKJvQ0DJqamKoqurM5MmhxMdrmLUIHKe5fNtqDWR39liam0107pxNUFDjEed1OmnMOp2i/Np7ThAgLa2AyMhqKiqCyckZfkZa6OKlMHZsIAajiT15N+F260hNXXlMpsuysiAEASIjW7BYjBiNTsxmryXGx0fHtGkDCAnxZ8+eQubNe/eijqpwOp3MmvUKhYUlJCUlcPfd7c9ZW3q9nW7dlhEcXEZlZRzbtw+lujH1jPwcBI0UBvrBB1m0tp6aBWHIEB3ff3/sDqsnb0z4/Wa436BTpyienTuXLt2709jQwLPPTmfVqtUnv1DFixbJEfJEjzacN0tDU1MTzz33PLtzDxISHsFVzz6LPTmZbNpKpIq2LC3Ipre5XtnBbZLHP8Aqv35Nfu2DosXPk6XZBOByYCVeS8NrsjVC0YOmMRuAGcxEFFuZOzebkSMT8fcPBnpKhdIUR6J+PCTndc8AnHY7ny9bxqBXXsGKV3cY76ld8XxQFpg/B3EXdruJJmM7qlrSqdrdAbeoxddZQ6ewb/CL7olXY5DrMVvb1KPI5soq4tdHlrU0er3298nHJPko54Loos/h7rvDmD/fwuuvzyAh4VECY6+VmrqosvyVs2DB+xxsEEjqMoCHHtqKIHyE97tbB2zC378fNTUjsVh281HUdKKLtxJY0kpoaJIkc7ZUIgAd7B+ws3Uc5eXJ+Pi0MHYsfK/fxZwtMPVyWT5VdiP8qsh725XmdtpxiVr2VVyPw2GiY7+thIQok6sy2gvR6TTsoRvJjs0YDDp0Oi0QgqIdajRZpKbuwmq9kYqKIQQExBATLa1Ne4aHbGwiFW8OENnyJJpgZxbc3qmAnLzrsLYE0C5tHcHmwja7KUZisZipr/chNLQKo7GUhgYBm01PQEAJ4ET6gA2Ehfnw7LPw5JMlrFq1giFDOtC9+7W/4779eVmw4EP27dtPaGg5jz+egbZooTeSobMSFSPrzco+EYngnR2OzNv4EJ8DMDdiXZtzBfKxAwYDdO26leJiDQUF7dnb+gCmJivRpV8QZCrCr3O1ZGn6ZRcMOjoXrjTw3lWyPwb1hav68th3rfS+RbJ8KHbWh8hmrkG2kIpSpMf110fy9NP1pKVF07GjHikDg+Jb9hEAk2RHmSV84/lUgUCIKKL41yyUrbrjmcZkOZPu0baBtj1fIpcZ4/F/UJxxpMHdIzCX0OefZ+nChXz3+efMevNtHA4H11xzNSqnwGlaGs6L0NDQ0MAzz0yjoKCQiOgYprz4IqUREee8XbfbfVrra+vW1aDVmkhJ6URurhmrNRwQsVrH4XZrcbsTSBU34tZo0Ot0HNi6lc4JCcQVFGDW6XDqdLh1OkqIwu3W4Hb3w+3WIYpBuFwCra2DaWkehEbjxFot/fj8g8uJC99KWEsOGuGP09BuuMFEdraTDRusvPrqJzz3ylUXnWNRbm4+OTmH0Op03Pjgg+h0dx+3nNksTZ0WSyCuIBMtERE0VBiprY0gNNQb7qbT2OgS9gVZrgfIyemF0djKtdfAwUOweg0MP4W8HgUNl2NxRBLnv5WICBFvCJsXrVbAHBeHqUhO46o7dgxrNCIdO+awbVsXDh5sT1BgCL6+tceUOx7NzRATBYdaR1FtSyMudCtxMcd6pRcWSrurJiRI34HFEozJZEGvP1awTEnx47bbYvjwQ/jww6VkZFxzAaYCPjGZmZl8/fW3aLVannxyEEFBPnD23I5+E0GAhIQCIiLKKS3twuHDYRxqHIpe24yr3gcfUz1+DdUY8iIQBBcajQ2t1oUg+KDRiLjdfjgcAi6XL93i4vhs1iz6JCSgEwRS5CgHUaNhi6YPGo0bX18RAfAxabj77sP86195zJmjQ3+KfzQajQbxHOdV0Gg0jLnzTnzNZj5//33+9a93sNvt3HDD9Se/+FLnNEMu//B/hdraWp55ZhrFxYXExcWS8eJL7A0N9Shfo5jnyaswxmNpODL6t21GRyXXuZIDfZpsOZjBEs96mQ+SE2S2xcJakwkj3qlZ8SgYwxJEUcRi2Ul1tR+/lofy4lvBjL1nCrm5UtSBIDTg69uE2x2KRuNGp2shVPABt5tkx26+++krOk54GKGiAjswlI0AHERxirpcPkpJUjSaeEymJvz9G/ENXUtQQDHmoApZQ71XLts2RFT5ljI8526Vv6vPFb+JuqP2QXDgXUNX3lOUA4+gVo9AAw8+KJKTU0leXhFfL3yav/71Krzq8YWNKIq8//58CgsPMvmWAv4Sey1eS5aSDXQd0B9fX1/ARGtrAjOYRmuilqx6E/n5nQgJqUSIHSEVj83CB+hc8QE7949j//4rebbvcuz/52TYy50ZOiIZHcVS2bY5NeTcDbbAaMq29MUvopLkjJ+BMcyUNU3FCDyDqRiNJmwlh6it1RMW5stnuufJ4i/M9ljVJAyGMDp0yGTXrj4U7htAx8Rl8L18MqnNR1Q87eVJ334IakoiqfLtSmjoIZI77UTQyGMjX/KfqTOK1FR0JTpuGwEBLbjdAjZbCMHBxXh/TZvxjtcKRo8W+PbbQkpKDvJ95k4y+vQh7iKxXNXX1/PGG3OBMu6883I6bJorbRmZhNefJV+OclJ+topPURWgl/2SzMqgkHwb5nrW72/Aa2FQ9G7FbHSV9K4PtG9vIzGxgbq6HbS0BNKQraXZEkqVPh1KFZd4ZWlVWY1WhDcXqeygf4o/uzdvpkP//tT4SG2Ndv+K2x2E0ynQ1BCJ1RoMGh3QiYjAaGbNaObmcSEsD5mALTSUf+hny3VKfgdjPHtZBNEubg81BStZ2FuyRiheEG0/mWLhUEbSkRZjCe//gjTGlsnW5lEs5DM5NiPqppvIMBjIfudl/vvf13E4HIwdOwaVE/BntjRUV1fzj388w+HD5SQmJvDii8+yLOjY5Bw5mzdjqalhzFm0aFbn5xOcnHyMtiOKImJjIwerXVRXi1it0ra/y5dvJWPECLRpaXQK2ILZbMNo3CbvJKgIMRkcYCoAsUXL6dXLxPKrr0bnchHqcHCf6zWcTh1QgEbjRKNxIQhuNJpotFoXBkMggqA4w8kxl+dVGQth1Khr+O9/v2HJkp/p2TOFrl0vDqEhOzubPXsO4u/vx5gxJw4DNBpbEQSwWiXfGpNJiqQoKwugqSmYgIAjtSazXyXJ8evIKxlP+6Iistu1IybGyJ49zUo+m+NSUpKB260hMX6j7Lx4fJSoDrtdim4RTmABCgqqITCwjqqqDiRFbcB0TLqdY7E79TTYE9Hp7KSnrz7ubpnlVd0Q0RAbmwfEYLMZEEUBH58m4Pj7GxiNGm67LZH//CeXrxYtolvv3ud5fJ8dRFHkzTffoqGhgaSkeDp37uPdY/o8oNOJhIcXA8VQJzkpOiONOIJiZctmgmwZNeF2a9BoItHpXOj1NWi1A+jQIYbb36kjrG9fdsh1Ps9XKAKgaJuP02WkxZFIU1MEIQTwz7kVdMmBwOBsEAR2BY0mLCyf0FAdRuORgmHXrtHMnfsz6WM5qyycPp3x06cf836PUaO4Sp/P229/zocffozdbmfcuNsuOkvXWUOJnjhF/jChobm5mWeemcbhw+WEtGtP0gsvsDAgwLNFwrse34QMCgsLCYyKYhmS1KDI4t7dIpcxVbYwHO2TrcjiUxlzxGp/eVYWGd26kYQkv09o/jdlZXrWV3VC43BQQisGg8jmmGHUGo0sa93PrvvMCMImZvIcAE8ftT/9Om+zBO0uICMjnCc090s3QZ/dpufyUdbaSI5H+uoLQVQ8lJX1T6XX0qddyEeMP2oHOi9JbTK5yb0JVhz25D9Ge5HX0rBRPipSZbJc31o7ZNjJzxtGaJCeG69t4NsfXMyZ8ypvvdUXs/mP2573XLFy5edAK1ddlYGfn5IOVx5R+c9IxyRA6IdGA/7mbTjsAoozwAsBu5hU9i5Wq46AACVJl/wdmwuJ9hUorc7mrrLvuaxdDjf1+piFO3axrtNEqcxGvAYi+T7U+sWh11sIi/YBoRtQyNNyoameX0YgBoObdLIpdADomaj7gBtYx13MBeAjWfOEbISsXcS0VNLAddQ1JWMyyHkaFK/6VLwDV9Z8qwa0Ax8jCaFr0VfKg0XJZJksOYpad/RFZzThq/sFLNDakIDBMAWTyQ+QsxvWbfFq1cJoAIYNy+eTTyyU536P5YALOh5pHbkQ+f775WRm/ojZbOKW0X5UlGQRbYghkDKv3xB4jXSKheGv8lGP9zdpPlqAVZzAK5gm+wnMkBUTxUS4hKc9v3uvRi5HYXSX/KZ0dVvQ1R6S3vOVox2O3gG3zg7BK4mMhE7VITzpykSr7QjAa8zmcdnqIRhfRA8E8hGBgZXExXXkYaOOf24P4N99sqmu1lFf35u6uj7k5Znw97cTGWknMrKVu7UP0C8Mfm54mM4OaaNBpe/zmMFcOXpNYYlsKVZy2mTQNlulgmSriG7azQj7V2BI53FPBmDZ/+uq7uj1bp57fRWLFn2Gr68vN954wzE1qQAIbXa6PTl/SPSEKIq89trrlJaWkZSUyGMzZ2I6wc54xVlZxP2O/AZH43I62b92Le369IGGBoL27CEz05eyMj2iTkdrXBzdu7fQv38z1ampHMjMJHbkyNOSTPfsKadz56iTF/yTUtcUT01De0KDDjLpzlrS0wOprrYyf/7i8921343VamX9emmNfvjwUxtXgsZFc0u4x+lb55C8SX/LU12jETGbyzGZbLjd4BsVhbW6+rhlAexuP1paQggKKjlpQI9Go0Gn0yCKIm63iF5/4p9tkFFaEqm3xJ+4Yhm3y4XB0ILJ+Ns+EKIo4HYLuFySxGmzBWK36zAaT5zbw2DQcNVVUubMtWvzT6k/f2YqKyt5//0FAPztbzfSq8smBEQOMfQc70hybmnf3o9Dh5pPXlCmb98Iyg8cICSkmYyMVgYMyCI9vYCQECsWi57c3AA2bw4nqqgIHA6S+vdn18qVJ633dOjUKYHduwt/8/wVV/Rk/OOS8PHBBx+ya9eu3yx7aaPFu6Pebz28/CGWhkWLPmXr1kz8/f155pl/EGneTIZHopbMp0tky0FRSwvNtq+wBwV5VpyVYTHD4z1rZbZsmVgoX6d8sEnyXhAwhCXymtfqr76iXdeu+B06BI2NaIHSkJ6IcXGYgoIwCQKBLAXgZfd/eGRtGbNnRwMD5JqlevrJFob0Ni0qysTcms7kRD7LfI/fQgEej4m1soVB8Vq3t/nxyGJ0YsRm+bMqWuNI+ZPCfLldxW9jvuyrMYn5nh3kvD1RNFS5l2bAUcQRKJaGHOl9sRIO+V+LYNCT3LQO7R549NF8HnzQyqpVP3LtteNJTU3lQuWXXzZitdro2LGeuLjvOEZ3UaJL1gGdJK3Zx3Y1DS3x2Kyt+Pg08XDNMzj8UggJMeNZlbV7M3OKIjTXTGS9bgBvah5nfUgrjTU10NafMFc+VkGzGAa+bvz1JW12m+yGMo5ny9plPzmaJ8nwMaLoRhSdaLX+QBAfeTRQ+Rdiz4FAMNCMT1MDzdZwUEzCr8pHJTcDeKMntou4GszYStxwuaJxKFYtKcdfhG8TxU19qLV0ISJCT2tlJ6AOH59M79r9OrxjfJBizghi8GA3X3xRw4YNW7n33jx0uhQuVD744EPs9noGD85j4MB5sLKaqNbdHNZ0o1qTTnhMtteit+qoix+Xj/W0cTxTzE9KDgJpzpjPKI/N0euEJI2NcryxF5M8HgJHZbRtwWvNUCpSqlE2rvoauF0K742IOERtbT6QInd1sic7pNf2Ic1Dc3kNjQaeuiKbNWteZdQoM3r9ZKKiICqqGqdT4LOySQilpaTl56MvKqJvRgb/fustSgcNIkLeav4BlrFMtiyMkuc2Zc5XGMMSz3ynoERT1PXayXtbttCrVwVHRkB5e33fkP6YCoewePFyZs16hTfemEN4+IWwS+YfibynyGmUPqds376DRYs+RRAEpk59nMjIY73D21KycycxZyk5h9vlYutHH1G5ejX9kpKgqQkxMpKSXr0Qu3aF4OBj8jbk5NhISTHi43N6X43bbkdzqu7EfzIqxU5YLKFERx/ATydpm7GxGkaPlmTK996bf0HH2q9dK00kw4eHnfI1QX6Stl5TI/0LNjZGo9M50euPr1nX1rWnxRZCXZjUhsZkwt3627sC2kQTvoZqfLTHGl+Ph17vtTQoGSJPhNm3HI1wavH3gUIpGlyUWnrhdh/f7BHkX4zdEUBTUySiCNXV0ej1Dvz8mo5bvi1JSVri431obHSSlXXgpOX/rOzZs4cNG37BYNBz992BnvcTjb+gxcEh92Dc4u/ba+J84esLJxiux+WKK1L55Zdj9/LR6URISEDs25fGtDTcRiO+VVVc3bs3Jc89hyP/7Fic4jt3pnjv3pOWu+OOG+jZszONjU28/vqb2M9wt8+LFy2SRHmih5dzammorKxk9uxXCYtL4PJhw+jePQhJAz+A4s6dJ1sKFFGiKjOTfiNGEAeM8fg5SFKQInFa8WYu8OZbGCaXHAaiSGRpKZ+/+jhaUeT6W29Fm5DAzbGb8PEp5jU6MF62SEyVpenxcj3btoXTq1cy8KunV4qlQ/GxV3R5yXtdknB3idt4g9fwiPX5W+AbOZJBSbqu/D+0zd6WfIvchpTRcjI/tvnEkv6htKfI4cq5eUzyZLT09lLRWOR8Dfl2rxN20FFFg8Dl1pGvvxxts4XE1hVeTRErf/mLyJo1Zezfn8XPP3/N4ME3cqHhcDjYt28/UE///AK3hQAAIABJREFU/nakyBX5G1Qy3rXN3ihbA8JCcynV9aA6ux0x9dtxu0GrLULS8eQbKR9cTToKigYhGM08k/AOPjiBH3iYSsQCWS4NatOOA9xWH1oawxCcIp5b+PABb9+4FcBjSSo1BiGKpbjdTeh0LXLjigrZZr+UZKVPXWm2BiHqb5HaT5KXmYbgHQ+yUhZQasXYUEyr7xUcPjyU2Nj93j0M5DV6bWAguEAUE2lsdAMikaGr0TjXe5W7QrzjR9l90Sx9/sEZjSzMg1/+P3tvHh9Fme3/v6ur13R30kk6e0IWQhKysG8C4jYKAnJ1cFxHr1cddIZRZ8TreK8zzmuccRkcZtFBHRxGxWXcUEAEWRVQQPZACCGQfU9nT6fTe/3+qKruEEAWN/ze33m9oDpdVU9XPfXU85zzOed8zucbGTt29uDHdMFLMBjkpZf+BDiZOzcFu12ZSLPLMdBH6qe7qNFOoaFwNGn9SlCzijINNoLzCaNbIYRQRQyMof9vDcUrZABhbpr5LGZdiLlRlnlK1s0Sbpe/SLkPUhQ84oCCBA2uh1JD+PmK4PPBHGU+XMXik9hz1e0TCmTyqG0iXq+Vvr5UzGZ5lpqjxGGMUhptTkoiMTERY3s7mZGRROr1bHvoIS655RZ+N3s2vzXI87CKagwGRZYyl7uUisbLlcrEqmh1Oqx2O/9sGkN0UhIAcylR9h4NtaTRHOOhh6bxu995qago5Z//XMrPfvZT/n9RReDMSEPYWPrGkAafz8fTTy+kr6+PxORkrpl75rQXSZJoLi8nKSfnvH9X6O/Ht2ULyx56iKQhQxj74IOIU6fC0KEYzwKBOXCgk1Gjos/5dyMjjfT2ngdb2ncs9T3j8QStDIn6Ar14oqlhNgvcdpucTfLyy+/g8Xz/7u/o0aN4vV4yMuxERp69FajVeInQddLVn4HLF4MgSHg85pOI7fwBHUebrsbpjicl5ThGYzhy3GLR0HeaLjOLDgSCdPizTtrn8xkYnNau14tIEifENEiSPNEPRgfcbhP9/SbM5r6zIkA16UDnakCvd1FRMY6mppNZDfs9Yb+mw5FGf7+FuNjjJx13OhmnZJGUlHw/4xo2bdpMZWU9druNuXNPjotJ8+9BLzmpbbkI72mySS5kcTgk4uPPPbtg1CgrxcVnQJsEAbfdTseoUejnzOH6X/6SXStW0LBwIfX1MV+JLHLo2LFU7NlzxuOs1gh++tPb8Hq9rF27ji1btp7xnP87ouWCiGl4+eVXOHbsOPHxcTz6y+lYhMOEddWJbFLM72rlm7v4jA0bd3P9CB0OUZ7cFykohBpeqG5n8UTIz6+WXBGCQYbU1xO1cSO716xh3J13Il1xBXUGA+qQfljR1GXdQbbaF4YyE/Lw+4MEAvWYzTpk7V7urAOD7k01GB5jQQgh2ZPo5pGmH/B8pBzRTuYEuF/R8FWoQL3ZApUfITG08+GQpaBGAcvyBvNDtsgixbpQdR8j8LDiE1wY+hEFYShXzIk9hCtoTj7xPjyCmbqeCRgjukmJ3SOrkGozOvn8K7O/4KPMuVRVNfDBByu46aYb+T7JroOl+BEoKoolnA2uiF5RTvWKJ9ViBLOCDjkgWl9Na/9wnLWJDCnYRl3TlRw/fhmrspaCRsOduv/heE0CroCR1JxusrJaCD+dXPR68AeU4MJjhCvJjYNIqYHYfeU09Y1EM9OP2eLAUz2anh4TnZ1JHDGNpyc3N2Ry6fUQDOoJBs1otZGAjUVlMxE9HsY7BeLjOzCbA2g0cTQ1mXC7uygs3E/IeX6LyuzYBSgogBLfYDoMXqefkdaXOeq7mvLy8fQkJpCZuQ/9qHS6uyM5WjqKiJgACQkOjh2LRKt1YXU3yoQSqgU7DJiiKvxqP8h9m5nUg1EPTU21dHR0EBNzfmXivwtxuVy8+uoyoIc77piKwaAlxO6qPFNxmI9Mz1aOVs+kRjOFYf6N4X5RGSIHJlOF5mGVJVbtr2oAmkPYZ3jfXSEOhyhWKSiEipSGQ7BVpPGd8A+OUpQctbqpGk8xjpBp3/SRRFKSwCplRnuYllC0hWr9KzPbAPbGkeTnr+PgQQeTJ8uK0ioFNnsjxJczDxVNeUK4FV9UFN4pU5ienc3eZ5/l/sc7uOSOO4gZ4SRgCZeaV7MhFjMflbVEdWwNrLHpnjSJlt/9jnFXXIExIoIwjKquNTVsUhDq9KEwe94DrHh+MX//+/NkZWWSlnZ2wcL/b8vZIA1h+UaQhgMHDvDhhx+h1Wp55JGHsVjOnATa0OBgzZod3H77VWc8drBE9fQwfu9e+l9+mf3btpHzzDP4Zs7Ef441LJqbXSQmnp+VYM/Lo/XQN1cj4puQqvaLCUg6smxbETWn9tVrNDBvnkwc9d5779P2JRkBF6IcVp7JiBEpZzjyZInQtckBjkE7Kcl7iYxsp709iejt27Ht2MHBg2m43XoyMjrJyuo4yaoPBCTE07xhggBD7VuJNR+jvmEs5eUzqKnJxeczEBXVitbpxFIbDmBVkQZJkisVulxaLA4HWrcbk8lNS0sMx48nU14eiderIS2tgtjYs3tWammACH0Hw4d/TGRkI83Nw9ix40Z27LiY/fvHo9P5SU5uwmJx0dcXhcnUfU5lXEQRhivxj6WlpV9+8AUm77zzLt3dPeTlJTFtWt5pj0vQl2L1NdOkHUmfcPbxM9+1BALQ1BQkLu7ckYbUVC319edI2CUIBBMTuejxx0m99FJW//Wv+D/+GFNFhXwx5yDGmBjG//CHrH3xxbOKu5o2YwaXXDINt9vNX/7yN4LfMFPl90O+Y6TB4/GwePELAIy++RZahg1nmGLqbmIc3e3tRB/8O4cPPU9DQweOlMvRaDS8Vl7OZb94mjeMYbh2gaJNL1J8aKqivpRHWYaMLjxQWUn30aOseO89ovPzmfGPf6BR6terOqeKBqi3vgRYpHCjqxrtIh6lpuELJqa8gGyC5Yb4GDKU81RdTM3PaB7w3fMT/snjjx+E69WrTADhPvnjKAWbGKXuU6MjlqFmOSw8QbMO3+ujLA3Vx1BFvY8uBvI1KmccUBaa6gFfX618VjukEXr1ibToConS1GOPHMDRpkZcq/P6zVBYWMLkySLbt7fyxhvP8MADf+T7IH6/n8NlZQSAgoIIwtaHarMMXgDyIF7J5Y5fR0f1SAxeLVE5RnQRT/B84S+IbWzkhvYl+P1aIu2RpKb2EhGhlID2vgZ6hS1S2kDAD5qjyNaojTBXQops9RupJS9mDZ2JswCJebpXeM+6GFGEXfuj0fr9PK6Mi0f1BuolG45gMk9o7yPDlcwNhldJS2slOdmAx+PD6WwkGGxFr3cTGZmGPLbUZ5uhbBNgmBLf8IjylQ55nMSBsaKdUbrXaUkooK17GP1SDFGxrSSn+bDZOgE3cXFaHI4MPPZEDAYXpKgjMpcwmjPITk05SsFFveyvcHD4cClTp57on75Qpa2tjZUr5YyaefOmIAgeYBVIClqjxifZZHtt6O7NHMi/hYquyyjyvCtzWQ0O1u9mQEyD2l/yuPtIyQxYwDzCNrWM1iwK7bufcJbN4JgmFbnoIjzelWcQfc2J1zHLCBRTUuyhoMCEIKShzmhuwiOnWtmqc42auTGfZuLizDgc3YTxWHk+u1W5nsUsYb4y3yUq6Ik6t9VotTx7i8Shosk8/fRLjKkZQf/kH1KXnw9RRuUcWK7Eq6k0Zep1hUq5XHIJ2yoreflXv+LD/HzaamrI9+8kPz+RY0UL+N+8u5Xg4YkgwPSf/Zwdh49w7NhxPvpoDddc8/2Lsfl6RSCcI3Nm+dqVhrfeepvm5hYyMtKZ9sMfhr4PBAJsef9dSnfs4KbJGqZPH0Vamp3X2i+mv6eHkT/9KRrx7H3OOp+P0aWlHNu9m083bmTUffeRMmUKJ8fynr30NDSQmvrlbIGnE6tVh9Wqo7paIiPjwmYek4Dj0ZchIDFU/8lZWYx33FHIjh0lfPLJXm69tQ27/cK3pFpaWgj4/cTGx2O1nhvq1NaWRm3tCAwGPzabrElJokhbWhqj0lQfzpfQPYIcPHkGLE+r8REXJ+c+dmBDBFpbDeh6e/Gbw4Twer1WbjAYRKPTEdDpcLv1NDXFEhvrwmAIYDB0EmYSOn/YVRAgMeYwiTGHwxqqfkJof0xMAy0t2Rw+PIsRI1ZytiVKcnN1gIfq6tPn1l9osmLFSvx+PxdfPJVhw86cqhflbCSurQyHPY+O3ixiXZXfwlV+Ndm4sY/p05PPfOApRBAENBpBRtXE85v3iorieOmlq/nTn3ay97XXmHrttTSP0JCYePYowJX/9V90Oxw0dHQwZs4cbhAiOHy4iY+2buWRV3Yxf34+mUqQsCkigpvvvZdX//B7li17nUmTJv4fT8NUeRrOTr5WpaGqqor331+BW9Bw/c/vx6zMJmsaknj72WeZMcrJYwsnsk57eyiFeX5EmKMcZEt7vmJdLVUQBnVqvkLJMHi+/4f8/sD7rFr1GTt7Ra59/nneUHykqkfPTbgbVF1e/XsecKuS4/6Ekgf/KI+xuGk3yUUjATfvBR4hprMNTVsbkt+PqacHIxA0GHAbDAT1evwGAz6rlUBkJPO0y+i6qZxly8bw2GNm5OAAeXK8QQkUeCd0dfL391PMs8p13K8gDM+GUAhZ016EyukethsGJumFPyttR7124o5xhH3pylzdlpZLjzGFBLEEq6ZFXmdUZEHtpOyBfx8gKQkuvljD1q31rFixkrvvPhH9uBClrq6OABCflob8PFRcSGWGU6NT1ByFPMBNR4eJF47cRkDU8FDB3xHFVO5nAUs4sfjN/Yrl96yKZenjwalwcByHQDNoxiC/ZRGEfMmSNJK+PjPV0nC2bm2h9IV2NJogf/7PK6mKmURdnQWPyUR3Tg7wqnyl+qkkSttJCnp5UruEYVF2Xkq7GbG9He++XRQVNWHxvUswKh2Px0Jd3cd8+KEbozGdSZNsjB5djEYjgHdruOKlinxcAmID+PeBVh2iql6kru/XK/E5+tv4U9yrxPRWclH9mxw6dCtFkc+j1fggpXaAcqH2dRjFSknRAh4aGhr4Pkhvby8ff7we8HH99T8AlS+gszbMxTC40M9/QNbbW2m/KJtK7aVEV1SjSVEWP/XdiiDM2RGlcnTI+KXKU/AES3g0FMMgowcLGKhsrVSOkx/Uo6FMC2UsOneFUUOV+TU0/8go0P0s4MHqWXR1VVFQoEWSPPT3a+nqiuEX7lc44JmI5PHQ4/Ui+P14BQGvzcZQs5ne2Fgei1jJ48KTxMdvobW1gKQkK+GJR74Oee6tBgbmM4SPUOPMFka8wWOPXcN9H8ey7p//hDlzsE+bhitNwqZYNWpsxcJBfDX/QFkj4uK4RFn8t/PfMBVungpFtVU899xOxo8vZe7ciWSLy8meCMcmF7J9+15eeOEf/OY3j/4fppk+N56Gr01pCAaDPPfcYoLBID+4Zg5Dc3NpBlrq63lt4UJueuABrh361QnanU7wfbqJF955m8mTh1Ew7xkEzdcTmuFyBenqMlFSYsHfuR2d4u/Smc34jUaCgMbjwdDXB5KEHZl1P2g2M1QUcUZH4/HEsnOnkVGjRPR64ZQ8/t+lBBCpNExDxEemfts5nTt3bg5bt9azbt0GbrzxBqxW65lP+g6lvl5enBJTUzmR3/f00tlp4vDhRIIaDTtGjMBiOXuWvMESCJyMNLg9Rt58WWTdukasViNjx07muuuGEBPThCjqaWiwYzZ76cwvJGgKx9doDYaTeBq8WVloTSb8x/dQXm4nUnsZjrLReL1mWlvbsdn6iYiwsnlzMa+84mTCBC0/mAZJp7hWkw76PXBWT1QQ6MjKIkU6TkNDNiU9cylKXY7Il/NC2O3yO9HZ2YXL5VIKg1248tFHa/B4PIwdO5KsrIyzPs/o7iG1Zg+12ZNoTBpNKnu/uYs8D5EkCAQEDG4nL77YwuzZYzl6NIre3ihcLjUYUUuAVjkYxWAgaDIR9PsxOhzYW1uxV1UhmExUxFoJBPT4fF9PbEDGjBnE5efz6W9/y9Dqaoquvx5yc0/i0zkXGTLExlNPXcm//93G3/62hl/+cjaCIHDPPbdy4MBhdu/ew+eff/69cZl9/XJuSIMgSb6vZVVbtepDXnppKXZ7LM8/fx8mk5FAoJTf//49pt3+NEOyssgO+d+MLFY0TFvoG1nmsjRUqVL1ilYr2+jeXipfe42yze/z4IPDmDxZxyIlpncwBUECYYThxIr1J1bJDHo8xLS1kelwsH3pUoqmTCE2KYmLrDWssl+KMzaWzIgIOW1IOSc9GASfjwa3G1N3Nxqnk672djTBIEMc+3n//Q385Ccz0GiciGIAUZQQxQAbtXPwGgzcZnweg8GN2ZzFzKj/IajRhPxzqrd9VcjHNJ3n+/5N8erV5I4bR8LQoSdwvw2uy6H2w/xdyktWTNga2g3VsVOoyb2IDN1npGcoSpyXsGWpXoga8V1KmGciJ57f/tbJvn253HrrZG666a9cyPLXv/6NTZvWM3/+ncyYsZRw7Uh1ZJ0Y4d/d7ebQITnFtKjoAFFR7ZzIhaB6c1VRfc6q7fQFtCq+7pXwi7fhL4XKfDceymPh6ZczSMwczuyZIslpFgIBLa/0/4oIpxOdx8MPonZRUNDAEp3ct+pz3fncc+xe9BsSEqzEvbediLQ03lFQqbY2HaWl6UhSG1ZrDVZrK6LoQRCCOKqH0u+NodDwKkfKHazaCHkWuOUiMKp6VBw8thEW5EHUHcp3OwbdWr6yHeCRkerhWMtVNDlHYLPUUhi/HFENZMtRszVOpFa/775Sqqun8uc/P8WwYYVcqOJ2u7nzzp/Q29vLk0+mUFSUAAd+L+90EJ6UVFRbnXiSge3gF3TszryboKBlnONfGAJ9YZ4OG+EhWPAj5UMGAI8pyOLjoawugKO8/XY1+fk+iopUtU79QRUlU9/8A7jdBrrLSnG7o3D7I3Fb0/B6TQQCyQSDGgIBI8GgwLYKM7U7l3PrrVcA7RiNTmJimoiKasVsvpa3DD8HUaRYWbBtgBAIYOjsxNTejqm9nYDPx8a33uL2q7IpKIjCbm/FZnOj0ShZXBghhNDJk8xVSqZYHuF4MzVeQR3vhW43uxcupKmyEvHee9kycSKLletQ57yB8/tgykC1dwbSBLqBz196iXtymrjkkgJgImvXfsLzzy/DZovnhRcWYxmQwfHV5FsvIH3eMm5cOnv2/OoMx/yLPUpq69dyZz09Pbz2muw6uPfeeZhM8mS8atUecnKSGZJ1ci76uUqwu5tPfvc7fG43ixZNJz297rzb0vf3E9XWhq2tDVOPPMkbNRp8JhNtmZl0jRrFfMNxXmHIKc8XNBowGGT3hEKJujsQwOJ0cqu7jPr6RPbu3cqMGan4/VoCAQPBoIjB7cbc20t9qN1oZojbqUpORpuUhN90YuZGX5/Ehx828MqKu/D09dFeXs51v/nNed93tzGZ2piJRAgdpGp3n/mEU8j11xvZtw9WrdrHtde6MZ4N+cV3JHV19QCkpp7ZX+tw2Dh6NBFJaqeo6AOior46iiJJssLQ54NlG6HOoGXWrCvIyPUxZuQyOvuuxOWy0G2wUZ2VheDx8AvrB2i1J1ttWoNBCWmQTqpyabf3Mm7cMTye3TidAt3dKaSmlmGzNRLjO86Bqptp845h6qh1TMmAdevg4Xfgx3aYoKzpPR6IPPuaNYB8b8MS1hPUaWjpLOSQ50fkx69Cr3Wd9pyUFJHqamhsbL6glYYNGzbS29tLbm4OhYWDfRBnFq3kY6jjE44kzuZo7EyKWt897wKfNTVOXn+9EvBQWGjh5psTKSqSToDTJQkcDhNtbXk4HPHgykAthqGRDOh0/Wi1fkQxiCgGcLl62fxpPX9ZkERKylHM5s2YTD2EFekAp1oeJFHEbbfjttvplCQ8PT30r12LVgtNTTqamuxotUFiY8djt9cTHd3NOYSqhUQ0Gpn06KMcXr6crc88Q8Edd8A115zxvDPJuJtv5r3/uYExY7KwWmHGjEv55JPtHDlSx1tvvf29cLt+/aIyQp6dfC1Kw/Ll7+N2uxk7dgyxE6ewCehsbeXfW7zMe+aZAYRx8gOp5mSP5+MK++NS7gppjep5KRUVfPLYYxSNGcPQW27h9aSkkyJoVc1Stc/ns5gnlDiBdEDo6+OKtndpa9PgdLoACxqNRHRsKXFxDp6PfZH+vXv5ZfxfyDREspQlIa13UDWHkJHRTVhDflt8EaJgedR8Uu7/CYv+8Ac29U0nbuJElin67nhWEAiIuN19eDwWenrGc01HNb11UWgaJLKzy0hK0tPY2Me/Ph7L+vWN9PU10EUycYWF5PzHf5wQzzDQw/l4iN9BsYYn/Le83fMMNIBfMFBWNAsBiTzDakQhEGaGMxNWydUfUK1QH7BW+ZwDhYUiOTl1lJd72LBhDddcM5Nz8Yd9m9La2gr0kJTkQLZLVGtM3TYjSVBT46GmJg6ttpuCgk3YbH2Egjo6lQqOLsLvlWXQ6tqp+PsbCccJdIHkhk8NsPwQzM2D2VeMpNIfTXJaI4JhGseLc+nuTuA221+hScOQIaXM0qxCQsN6xZ+tRsxP16/jMylIMOjnZd292DEMuI9iTCboanPR3DKO/n4bHfVDKEhZRYy5Aou+lVb/cIYmbkbr8DFjEkwqgn9ugo3NcFcFSA4QUggPKvVe1fVfXTdLCVvMxXLcdW7SOjQEaBLGsrfmNgriVxIuR3diaHJcnAgEaW8fXGXgwhG/388HH6wAupk7txChWllIBqIu6nuixg0MZJBX+ic+pYwOsmhpyaeubwJD4pRxks4ArpYBzK3A40qw3hMs5FElT8tu7+bHP45hxYpWSkqcPProYfLyYpg1y86UKZ8CBg4fnk13twG93kBcXBXRrVsxd3RgELrRT+oLs5ICt0kBDvz611z54IOMHKmy7moYWE1naahQBjyrzC0PK/PpQiV+4glhAe6oKNyxsawZfSOxNht3Of5AW5uNlpZMWloyEUWBmJgI4uL6iYmJQBSDIbBqIY+hYgRLlbZVLG8dgCjy77kRLEq4n20vv8zKykpy5s8nU1Ga1ZFVTXj6UteMJUqs2FIWhiqBPsECsFi44YZ4Xnnlde67z4QgwL33/owHHniINWs+5LrrriU2Npb/W3JuPA1fWWno7Oxk9eo1APz4x7cAMrPjR0uWMOPOO9F+hXoMkiRRs2YN5e+8w9XXXkvEuHF4k07lkT1tA+g7OwkcPYqvuZnqGC2iKBEX5yQuzkBMTBBRlLnLJbQgCF+JnUwVjUbD6AULaD8FmbsoBjCbuzCbu4iJiSU9vZKODjtHjuTywQcRlJUdpKqqDpW2s7DQSvItT5JQVHQSBHe2IgHl5itxE8VQPsWqaT3vexMEgeuvj+TJJ1vYvn0nM2dOPy9L4puWYDBId7eMIkVFnRpy9Hi0HDkyBKfTRWRkG3l5mzCZHCccEwxq6HPb6euMR/KCqPEiekAUfeh0Fkym3lOSnXT0wcEmyGuEp64HiwdKJXk1sdtlYFWvd2GzNRAb20NbWyplZRMZ1VLC4by8cPCqIgaDiCRJSJKEVnuizRoMQmVlAY5mA0FBy/C81RzZN5umriJiLRXEWo7h7JhCnydOLt8M2Mzw0Bw4UA23/AkmxCjIiNKmDyP9go2AqCeIDr9TT0DSoZdcWH3NGHTO0O8LgsSwyA1Y0pw0lWRzoPkWsupLSUkpPckVbbPJvdXV1c2FKjt27KS/v5+UlHgmTSoKWwnnIdlsoMedTHXaVGxSLZHCuStLZrPIjTcmcs01caxe7eCDD2opK+ujrKyPF1+UyM0dz8iREvn5bWRmfobB4AFnSVixGfQMBI2GYfPmkZKRASGq/vMXSYHUvBYLmZZGMjNlY6etLZm2tgwcDjsORwQtLcmMHx9ETPES0J8drCWKAq5Jk7har+fgxo1sXbCAmP/9X6LOUMPoy2Tq1DQ2baqitLSO/Pw0srIymTp1Ip999gXvvPMuP/3pvefd9vdTVJ6Gsz/6K8natR/j8/m46KJJZGdnAyVs+8KJLSKCLKW89V1KLINa0ewuNjG40uDASmZuwO/1MuRvc0gJWDDddi/9SUn4MzJCxwysNMmA1hIBJImftt3ARbX70Did1FRWUlFbS2D+fHzR0dhEkbsUn+Fiha/hcUbyrNCGnFthpwtIlCREr5dAfz8BnU6u6iIIJ/jL1Clg3iC2xkKzmfnmn4b2yqLqwWWhvzs701i//hBr1uyhulokENATFWWjasadxM6cyVPD7mYRRQChrJKwtITvXHpO3gqqBaNESv8sh5YntTjEPGJqqkip3hO2mNTuTCZsSb6pbK8c0MFqJ++SlY1J7lZyI6Ck5DCff76FadNmcqFJb28vkiThtmayU3sVU3mdsG3yNi6XlUOHxuN2d5KYWEl29nZE0Qm4kSTo+KCCxsBouoL3E0QbihXSii78fUoAnxs0gh9zShv2mGOkHN2NqAnS0A4L34FFBTB2EhAE4sBnMmAOOtCVbwIg2JKGx2dlSO+7pEhaqlPnEtHVz/j9+3l+9K+R9PoQj8jd+huRpLUEgwJabTSyaZtIMAjFxTo8nggijeVk2zfg6rSjb3Xhwg5WiPC1o9f34g5EEeVrPIFbYFQcrJ4FL5fDX1ZEcOXNl9NnSMZjUbACEYxSJ+4KhVpd4XTQa50kWI6QHLEfY0YPApDcuAPLJANHjiRTcagQV12AYRM3IghSaOGNidGSlhaN33/6MtzfpUiSxLvvvofT2cfdd0cjCB+Gq1UO9HKpfega9PfAWNAtoMVHHqs5kHcLZZ0zGd3xGrpxPgYjMCE4M/MfADzKPwhnO2QAEBFxlBtuiGbOHIktW/pYvbqP/ftjqa2tY/v2XUye3MXMq4OMHw+aOMKKZ7TCCFklZ2osyzQoTU5nMPp2v8IwOXCvwJ9zAAAgAElEQVRuW8x8CATw9XYREEUCEUZEUZ5rH+UN/ijt4zYhgmSiUWdmszkXsxnS07fwdP//omtuZt0/HqUv4R5m1i8jMdFFf2oxJpM8GdUo8+eJ+WUAZXQYZtFXVMToQIDEhgbee+IJRt9xB4vH7AdkdFpFKJaEMivCWWdq/4UyTIQ87rkngWee+YiFC29Gqy3jllvm8vnnu/jii93MnftD4uPj+b8j3yLS0N3dzfLlH2A2R3DjjXKBHa/Xx7o33+Te3/+ec+P2Cou7p4fNTz3Fg1MTiYmZzJ6gieacHNLOFEErl99DqKpiWH8/gkZDICkJQ1ISzvZ2fGfgFoiIEHA6PXR2iliaSjF3d6PxevGLIhqfD63ZTPe4cTJN4lcQv19i3z6JTZskdu5sVuoMiAwfbmHYsMkUFRXwr4tuoyvq7P1MpxOn08axmMlEuevIrV973n7VgSII8IOxcHQbvP/+R1x88dUXXLpSd3c3Op0W0ylefo/HxP79V+H3+8nO/oSUlBokCVwuGx0dSbS1ZdHtS0FAIlLTgFVowhrRgpAVIBgUCTiM+IN6fB0ROAMJOD3xNDSPpsOfgdD4Lks3BnkwHzIGhUW4A9FICKFYh0TzIRp6x3Kw90fE68uIiWmmx2cmpbERQ3k57sKwz1+r1xMMQiAQPAFpCAQEJEmDxxNBorWVhvYJdDrT8GNgpFcmWdcIAbx+K17/qX3zJh3cOCGdJU3p/HVzJ/91RRxxHCWCDrRBN6LkRhQDaPDh0UXRG5VIlyuNur7x1PeNI0Ffgt12jKhgA5GRHYwZs5GSz3No7BwJxyFnWLgUvMUCdXXNxMWde32Xb0OKi4upqqrGZovi4otPHdN0rhLZ10xW3afU5U2kPPJq8qVVX+k9NBo1XHWVleTkqzhwwM6xY19QUlLKvn2wbx/Y7XDVKLisABK/BjoVbUsLxrIysiQJt8XC5y4LZnMQMbYabzK4XF4iIk6PHARMJnqsVjR5eTjz8jDVHaGxMYKmpsnExfWRldVwRm4hj8VCz5AhJAcCzLnnHta+/jrr2zxcdVXBed1TUlI0kyZl8+GH+7juunzS0lKYMeMy1q7dxgcfrOCee+aduZELWD7++GMeeOABAoEAd999N4888siXHP0t8jSsXv0RXq+XkSNHsHNoDjuBvk8dXDfFw6VR7xGuTqkiDCoUVo3KxveEwvalxihMaGpi4x//yITbbqMgtoyaGgHr0HSKdLqT3K0Qtt0zPB7Mx4/jb2sDUcSYmoo3NVUOWHS7cbS2ho6dCDyssD2qbQUCM4BaFu9IJ78zDxMOEiIiEKOjadPr0VVW4jEaMQpCyCgYyMiogq1PB2+kp8fCO32PU+O/HL8f9Hod0dESTU0H+eQTJ1u3BujulsAlobHEM3lyIjNnpjNihJ2+vlSKi/XMqKqiv7CQxdotLAjla6tvlqpXX0Ko+obK6ROhuB6i3fj9WkpLi5BSRdITt6PvVMwi9QbUi/YRtpRUtmU1G66UsN/2ZmW7Ei4PwOvW9VQcg8OHf0ph4YUV1NbT04PP58d4Agwq33ggMAudLg6Xy0tj48U4jmXh9CQSMMZCVw8RWgdJwl5qyneTZ3RiVPtGpRdQMwmUWw44RSo6LmPzwQT2b0niqcIGYlqQ+7cYWVG4SMAm1NHsKaT3jWQi3Y0kJR+k05pJW/wwvG4rntJY5vABhsg+hsR0kEwztytIWKNxQ8g9sVC7BBEtNYAgBvmZ+ABWazc1VVNBkFGA4d7VWKVWJBM4eoZDEGyGWgImEY0vcILbIJiv4WjkLC7O1JHb9G8+Wv85v3kMIkyEKzWqY6ALGAeSJNCuy6bZV0hTSRHNFCEIElq3kf37j5OYaCIyMgahPyifo5wf1ekHAnR3n11J8G9bVPbHa66Zjf5V2d0acpirmRKNhMeAijQ4BmzV79Sso2JI8e6jS5tOmyGHhnVjSR2ipGGqc7XaXlVPuN0CdcZSrUC1z2w0VXXg7vUyenQzP/5xLc5yiY3bYO1aaKqEN4/Dm6shfxhcPuUgF43T4tUPpduZiqYqGa3Wz591z/J09H9iMLhRszBU3phFA6rZTDYaMQQCdEVF0RkTw0bDGKw9Pbhravh33RC2V1kQNTfhJ5LHlblqqRKLcxcePECnw8F1CdXck7ARKd5KRwfU1tbR2ppGR0cWPxs6n4QEB4IweFzcGHLLfp6SwvjGRlI7O5n76KM8sngxj7fouePHEm5lQC9SEGs1Z6drQP+pcRp3KXw/1147hQULliFeM4o5Wpg5cy5r125j/fqN3HTTjUR9DUbbdyGBQID58+ezYcMGUlNTGT9+PHPmzCE/P/80Z3xLPA1utzsUyzB37nUcQIb2Pvv4Y5777fktIN1lZXz4/PNc+otfYM/MpGnnUYxGCCR/efS7pa0NS10dup4e/LGxeIYNo99gCC2xOqMR/2kqNIr9/UQ0NrKzOR2n04vX1Y4jORl9cjJDzWYCLhfakhLQ6QjabKfOFw4GMbe3Y2ltZXvnOAIBEQPHqUZLV1cvBw7sZ//+Utrb/UREeNHrJdLSBC4vkLjspiuIjQ1nTVgsftLT+zhe0Y2+rg6vSmN2jiJJcPTocPr7NWRGbyPadP7ZJqcSvQgzroK334V16zZccEqD0yn73CNOwSWh1weJje1Dp2vG6zUharxYDC1EJHUTxS7MlPPn1/0kx8Dk9JNOP0lETQCLtIlNO0fyi5mTiWl9N7TPrzGwN/s2JK2GeEF2Sx1JnMlQx2bsVFLQuxJPjpU+fwze3FQghoiIHszmEzV/jU6nVLnkBOZUSaNhxIituN0RuAKt6A0uTPpWtLVBAmipbJtGa28eZouDypZp0A9mqYNs/eZQG31iHD4hgtTO3UwtbCUSeHUl/PSm09+zIEjYdcew647hrLXTocuiR5+Mz5ROR0cvZjPk5ZURZTyRyElNSunudp6i1e9WHA4He/fuQ6fTcfXVM+Ctr69tAch1r2VfxG1Umi7BGmgiSmw843mnkkBApKruMjSCn5ycbQgCWC1w3dVw7VgoLofNO2D7MThcLrDroJ0AkQzPS2bM6FSy87LRakUyOMpOLsVsdhITE0VSUh+DErgACEZEEIiIwOx00h0dTVlhIYIk4XI4SGloQHC5SNy/H29kJK0pEdjtrpOqGrlaW4mLk11eggCxsRATswGHYwLHj+dy7FgmnZ1RZGcXo9Odmu8jKIpUZWaSWlaGsbOTgocfpuLll1m/aBGRDzyA5hzj5/R6HRMmZHN42zbmXHYxGRkZjB8/jt2797B69Ufceust59TehSK7du0iOzubLCVr8aabbmLlypVfojR8S9kTO3bsxOl0kpubQ35+PgnAoeJiYjIyeD1KrrkwX9HoMpRz1KqVowjHFqkaYV1dHYdfeIHpjz3Gb+2y9bx00s/A78etuANUHTRd/SxJXFZZib++nmatlpq8PLLi4zEIAj9jKfcrCEcz0CKK3Ob3IyqRtw/7nqS62kpTUySSBDqTlR/+sIgjSbfRqtORCIzpfIPSUoH0AGQNlViSMi30+wDTJYmDLS1EtbaS0NkJQK3lcnxWK/ZjT/HRloMcPtyG32/C6xUxmcyMGjWc2bN7mDKlCo3Gw2O8BAzMy84jOVlCV29A19RESXo6hHKe1UgOFWlIJGSqpESGzgdoeKmTNr2G2L4K0qoH8wsoonboAcL596p+pmZMxBH2024c8B1wpRbedsDnn2/nnnt+8jXmOH916e2VF6VCq4OpfIaMScmjTattZOjQRuS+8xKCEKp2Ia2G322HaRq43EPYL+wj/ODVvlEtyWHw748kbhifRNCcIluJCgTVXj4UlxiD1KWl3j+eFPcuWk35VKZdToy7Eg1g6OnFQC/U1sAEtezytBPux2Uw0KexEghG4fJ40BqNLFEvSHBjMoHp3dawM7gPeiMTqTZMJcW3B9+4SLq6svD3aOnr6yar4RM0UXLUr7M9DlLAmtgCDXCFDTZ8Dq3pEP+p0p46LgZWw1bQKEtxGxaU4ljXQUUaJGaPo6AgGrhY/tctj/Mohd26p6cPSZIuKLfWxo2bkCSJi8avwGpYEUpsCMX7qGhCCiciLwOllHAGjar3KUiFbq2bfMuHHLjoZkqPzmHs4VfR+wcFS9+tbHUQ5mBQRW6w5WA7/g4DQy3b0W8okXcpqKFwNYzKgFExcOc4C+8tH8GWjQFqahuoOHaI2spdRMVHMnVqLN2TZxFnFOjsTKSurofWVg/vR/0XNenpTIgIV2ap1unQjh7N8JISCurq+K/+T8jLc/PLhPncmbCaH/5zBh81xWNpa2PpkYvoNxoxDm3DbbcDCaQjK2SbE6+niqkhgDNBuJXieBBtXh6oXEpLSyzd3QkUFtZjsSiZJnyBUZnHV7GYYBzMjb2HgFbLRCDvzjs5vnIlJc8+S9GDD4bYI1WR48Dkh3RXaNXJAGAes3DPuoyuJ59EujQVQRCYO/c6du/ew/r1G7jllpsvqPF5ttLQ0HBC9c7U1FS++OI0awDwrSENxcUyeDVlymQEQaAMeH3VKn5zeyoZlKhHAVCtEDktUAIil3NXKA1mKQtwO51ULFrETQ89hMZuZ7kSFHOX8BjowKBAXU8qrd7FE0iSh4oKGzsbxhK0WikePhyvyYTKCLGIu0JBNdVAR0wM/o4OzHFxeFtbWVZxKRqfj5HWStLTPbwScw8IAioJbnlTExUNxQSDZvLzt2C3N/C4Que6SHoVXXs73VVVzHRVIIqwPm0C1YEAhq1bKd28GWdPD0M4hl4vcPHFo7j88hyGDz/IsWP59PYm09RUS0qKyOMh2ugwvZNGA5MTV1FTk8tj5T+GPDU6RIEryxUXxLCXwhOUuri9uYtuIYVKbsTY303uu2sQ1ElPNWzUhUVNSR5FGB5V6W0vUrY2wumX6sKhtJPwIYx0QrHvMFu2bGXWrAsnILJH4d+wWgXkGfUS5rEMCKdjhYr7OBUq33/DnlUQ64LLVYhZ7ZcIwn2doWzVBeMY3D8RDuss9AaBEYQWVGd0PBpNkPzmt6nSXYY3EElkZDO9JNAfjMUstcO/B/zWMOVaomWq62XKtf5MfyO7RBF/MMhDrt8QYzQBSpny1mfkrQ+5PDXAdmhPy8bU1k5UfS2N0eOJ1ZShD7hoMozCG23FGKtA4fECiKCx+uG4bBUvmAE2tdAWwAvKNm7AfasuLPU3M4BloC8Bj7AH4gmPmR/IG+MxMBj68Xh6cLvdmE5l2n4HIkkSGzfKAapXVgCPE3YzqO/EqcoTqPderWyjCLsz1ihb9f1xgJVmhg7ZxLGkqyjLn01R9HsISGEFRVXMvcBIJd1XfX+V8dfafyMa0U+CtQTUwroqrbXCoxTI0nFszw0MS4rhyj+WYTLVs2WLls2bddTXa1m3rpuKdb/FVdDID34whPz8Djo6spnVugvBsYu6xIvoTU8naDDIporBwJ2jnqOsLJPu7ngOHQqSN9wDBrDZBLpswxE8HnyNjcQ3NNB9+DBdsbG4swUwQm9rK71FRfQM6J6jKGaQXs9HufdiiGzCePw4hw6O5+YRKVgsAcAdChldzHzQwAcaNSBc3rP0Pxaw88UX2b1iBdHXXQeEgziPKmsJwOMhckH5YS3hMYiBRUlNvFDqJb2ggCH5ElKUjY6OThoaGkhNTR38xC94OVW1zy9TfoJocHL2Bt95RfRJkkRxsTy5jRwpW0aOhgYCPh8ZGeeeClP1xRcUzphBzDnUNq+qiqKhwULQasU3YgTeM0w+lvh4ehoaoLQUsbYWJIm+YcMYPdpFbGzgBLeDpqGB1PJyfD4Do0Z9ht0ehlgDAQ3msjKshw+jdbuJi/PT13eElS++yJYHH2TvihX09/Rgz8hg3rxYli1L45FHrmLChAysVjeFhfswGLxUVqbi8Zw+V9FikfVxj+/cSIa8RFAqXoMgBcnvWInOf2q3zNclVylQ0fr1G778wG9ZVPeE1Xpui9LaHrj+PGqW6bQgavwYB/lkfYK8stp8DeiDvbQah9NONhF0yQrDWYrWYEAQRQgG6e//crpmVRIaSghoTdSkXoIrGEuC/ih6ZeXxasIUzhq8GKReggOmg/go0J+nSREIyv1xOrHZ5GfS1XXhxDUUFxfT2uogPj6OkeefzXdWktR1kITuUjrN6VRrp5zz+R5fJEaxB53m9O92TfskXL4Y0mN2kJ5+kPh4kR/9KILnn4/mT38ayZVXJqAzGjl8uIO//e0ADz64n61bVxMZWYvZHERoaiJx716M7eExKopB8vMrSEzso7vbgOnAAbze8G9KBgNtmZlUjhtHk91OTHc3+/ZFoGltpdfhwPhlRaEEAU9yMl3DhyP4/Rw8aKWv7+yXp5S776Z79+6zKo89WObMGcMXq1YplyGQO1JWaw4ePPRlp12wkpqaSl1d2B1dX19P8pe4+IPI6teX/Rso5zUtNDU10dbWjtVqJTMzGujii48/5qLZszkx71e2nlXgQ025nMsbbFKCUtxA5hVXhD4nEjZkFisIw5+Vv+crQTa/c9zH0LpSghYL9UVFSFptSHsdSMSkAjLpQHR0NPW7dmHLyyM6Job6ESOQDAb+pWii6jqhaWtDW1HBBGMVm0f9ms0GA48qroNfOx8g4cgRDK5WWgSBA6WlvLR5M16XiyAQazRy5yV+pk/PJTu7AUGQGcwWKb9Rw3zQgzGjmbj6erLaFpOSoipK6tXKvSVqDgA5+EUTIbeE6itXOihYCZoY5bTjEJQ0HNk3G2+chZz967FWt8qWkNopqstPfXdXDfhb1YsGkviAbP2qCIVqeQ2YKCbFgMVxjMrKHGpraxky5OuJOP+qoiINkZFB5A5LZAlXKXsVAtoGxapXLDhpNzjckOgl3Ed9A7Zq36hWoQoOKdamV2slkGyQLXDFYvTZTAj6INoGN9FSDY2JozG4e0jr2Bm21FWpJtzvOoWyeIKc/XGfwcabGg0Eg9zY/3MiyGa96tJSn+tIws+0CyxdbcT2V1ATOxFLSwvWqgZ8NhOkgy8yIgSxa2KCePRWghY9/Kdyvoos/FPZqvfu4mTkSe2rNcD14NaAQUW+1LGTo7hddAex2Vppaemlq6uLpHPhXfkGZfPmTwC48sq9CGq23mRlq05IA8eCOmFkDNr6CCMTewadr7Qn9MGwbetxjo+nNnoSkWVNxDZWhK4lKIEmlfCzHMcJ4hPjiUjqgTE5YCuXv1RjJpfJvCzdo9OIjGhgSMJ24Hpl5yUIAqzOnQ+5MPYn/fRu20b1unUEysspXwtr175HdnYCkZffR3pUFCklJUhpaQQyMpinWQYCTMwCUV9PoKKCt0pG4xs5kqOK/ZMOYDSyoOBtWluNfHL8UkxHjuCvq2N8dDQq7gfyTKd2o7owzY97jlbJxNqyKRwtNbFz7Fj+oZHn/YeV9UBNb18ygGr7Zq0WnnzyJG9ROuH1Z96g8gTqb986bBF0dWHs6MAWE8OYkSMp37qF4uKDzJx5Nd83GT9+PMeOHaOqqoqUlBTeeust3nzzzdMeHyD8TM5GzgtpUFGGESOKQrBH1eHDDBv15aWCvw7x+wXsx48jiSK+wkKkswh+Efx+El0uXPX1dKWlIRYWIhlOzvERenvRHjkCokhhYT/BAcc4HAZS9u/HWVPDmk8+4ZW//IWDq1fjdblIzM3lkvvv5/bXXuPnP5dL6H4ZHNRjt2Po76exMU1JtzxZurtlZcJqPjUZTHUjPLIQGgbEUjm9ibSl5BBXX0pi9cEz9svXIXoRxinkiReSZq7GNFgsZ++rC0hgEM6/Nk5QENEMSjT2awyIkg8BiHLXk96xnUznNmK851YeWq/XIogiUjBI4BSkYaeT7OZNZLVuJaavCmPAiRiUNT6/EB7b6jUHpa+HL9/tG6A0nEKiouR3trv7wiB4kiQpNHYnTfp2IubFoJ/8QysJCiK1KRMYaB+/VCtnP/hPk7NutbbjdEbj95967msXs+npS8ZqbEEjnN7y1ppMZF51FZctWsTtzz3H6GuuwWw2cPx4Cx8uWcK/Xn2Vg4cOIVVWoisuRuP3h84NpKbiSk1Fo86Zp7Dw4+PdiKNHI+l0BLu6MLS0nHTMqSQ+vh9vaioal4u42tqzOuerSt7YsVSUyG714Qq/0MGDhwieboK+gEWr1fL3v/+d6dOnM3z4cG644QYKCk6fmvqtIA3FxQfxI5AzcjQl2HH19eHS6WgyGHiDx7n1hNTKcBnq5QrhxhPcGtL+Mga1bSRMfaRKeKhF0dmpR9vfT/PQofQaDKEbUo8ZWF7oWZYjSRKHSlupiHTzgtOJPTOTmgEETSrAZ/P7iSyVTShfQQGvmKeEEIaurn7WrHGz4fPXaA8EiGzdRY4AU6YOpX/un4jLzlaCPpfzmIKgGAZck7rsq4bpfO3fqEg2UV8fS319K0OGOBhYcsrn09C8vxBR8hKVVkeoHEv8lTQ3e3j3i+M0NPj42f/EkuItky3GDeDTmUCUEIxCuPpzFzTL9WFIVBMx1LRK1ULcSNh6fEjZKj5o/s3JxXkGBoQBBQH4FA8lJTuZPXsWF4L09vYC0BJ5PSWMoJB1hG0LxSxTLeX35I22X5movYTurfkzeZuoIey/HmxlKnO3aPThbjNBLaHgUW2pm0C8nqBOwLavHhv14f5TrXe1XW/40vhfddWVf8Rg+IwYsZd+r4+/9f+eCSRyu1KsbVm0ahr3hIOgld83lvYwnDWhZ+eLNYIPdD3u0O8H2vUQDZp2L4w98Z4GjqNQu+q+4kH7uoFk8BwFY45yX4J6H9XyJvMnJCd7GTKkNqTYfdfS0tJCe3sHVquV9M6PwoG/6nhXkQN1vJgJIyjqM4wYcKz6LqlIhW7APpT9PiAKhMkSvoApPAaK4W4JVjTCgt/BNYlw6Seg1QKCHOwcW99HV5eRhoYJpOcoMPQlMrLmn6TneMMViEYrqaOmgXEKTygWujrXDZwjVU9MY0YGsfPmkXjHHVRu3MiY9//AvhbYsmEDn23dyoj8fIa43TgmTgzx1Piysuhzu9G3tWGor6clLS0Uqq2mXHaZoDEuDmN8PLHl5Uh6PcYYGR51Qyi2TX2pVDThqfRfsbMpnbyWY0jpbgQhHBaqrg/LlbT5RGCWQur0kZJyOdDDqA7PJQpR2kcKUjFLWac+YwHX5C9j27aVpE7LJzVRS3x8HK2tDiorKxXSwu+XzJw5k5kzzy7GLMDJ8bxfJueFNBw6JGvlRYrvp+rIEZKHDz+fps5ZjMYAkkaDqKRQnsmH1dUl4XRqycnR0e73n9aMNFVVIbrdBDIykGzykPP7A3z6aRX33rudJUtWcKyujn6PhxkzhvPiizfxq19dSdx5DqiMjH6MRg/V1fFUVibS3y9Prn19eg4dSkPES4ZhOxpB1nQbGrz85S81/PWvtUyeHMFTTyWSkXGiORftq8TeeozWpOE0RYw46Te/KSlSZp6SkqPn5VP8JkRVGsznWL77q1y9gV58QgR+wrEqhv4eRL8Hr/jVykDr9Ro0GoFgMEh///nSpoFPNCFKHvTBcMlvtygHQRmE3q90jaH2AnAKIC8kOp1IbW077e1nH9PxTUpJiUwlX1CQ/1UqMJ+TBLQ6Sqf/B4IUZOixT08gexIFmGuHPwyHZjc8+CB8/DH4lILEiYkNWCw9NDenUlc3mmBQQxANHZpMSltn4/Fbycg4gtF47uNE1OsZNnMm//jHzcz67/8mY9w42vv7+XzLFpY/8ggVTz9NV6OiMQkCfbm5BIxGkqurMfSduox8W1MT+osukufepqZTohIDRZIkAgEBv1/AZAp8K88kJyeNY8fqQ3+rsXqHDpWc7pT/Z0TiG0YaPB4PPT29GLV+spMC7AWOHD7M5IICcpGNj6VKaqVK2LRQ0ejmKtGri7iLBUo65u1KZkWGcuzjbMKtED41h85fpJy3AMxBzJZ9xLa0UFNZySzNeq66qoBFir9KbacLuJ25pHZUkOWtoyNlFAmWP5Le28t86yruV343CtC1t1PQtJ1Yu5+dqdPw9vezfd06lq+soruhgT6XF+KGEvWjH5E0axY1Nht/RdbU1blxkdKeKgPLI6k+tLtCdNIjEUXIz2+mulqkri6Z9XVXEBRFCgLbAC8ptiriLHvYVj+Zzctq8PkkfvSjICNG6BAElePZDV2KG8IHGiSGX/Qh+3y3U9F9BVZfK9aa5pDBFKiSt6KCCvcrTL6mOwhbQWpsg+rTdhCGSFSLSS2brDSc/DnYMlvo6qqhubn5gvBTq0pDmdVKA1B4QkqRYrM4lOj0gT76fsAB/UpfhfouCKIaoa5a36oo5xvSe/EKJj73/xKbqY6cpnXorX34o4x434nCmKdMqmpsiJq+qBuwVfu6UwkciZav22CYgFM8Tl+wg/5+OUVqWSg/SHmtbYStW3XwqW1nKEfqoglYDBhiemjYNprG+NH0pCShwYPhQC+oCPTAjA4Ij48fEPK1tyvjR7VShl4l35PHAcb9yIjLJcp9COoFpWOzGYHyC8Y9ceTIEcBFYWGcDIioKNvgmA3fgO+rlc9rBh2joi8QzmhQ9vUo608r0Dt7Ot0WO0M/20Hs/srwJKH2twOs2+HHwHXT4cOl8OAaiTFjdFxxxTCGD9/PwYOTqKycSFXVeIR0P0FJi7bPQ4ppLykpfUAlAI+G4Cc5anmxMleNJLwgqIiDisCKoobEadNIuPhifl18D++/f5RVn0o0rF3L4h07SJg4kYvnziV3+HCE3Fxiy8q4uKyMPaNHn8CY2wxoKitJLipipLGEtrYafuRbh14vyQWklPdyjjJ/T5MkPv71r6m5IxUwMpDQVe1yFYx7R1lDFnMrixWEQb3+hQP2zVfWnfsVhOHZQXT8U1nKZ/q7aNWv4z2nEZPFQnp6Evx/7L15fFT12f7/PrPPJJPMJJN9JQkkJAHCvgrIJoi4YW0t1dqirZaWPi2K1h1a7KMttdWmeQ4AACAASURBVNLaxZYuVqyguLKICIoskrBvIStk3/fMJLOf7x/nnJkQUHbF5/e7Xi9eE2bOfj7nc+77uq/7vvHR3HxmL5r/i/BycUzDRRsNymQcFmYO6hlOnmTa/PlftNqVg0qFPSUFY2EhaTExbHn1ODNnZp/VlEWBW68HQcDY1ERUairNp09LKXHK5np7CSkuRqWCyMgOPluzhqMbNtDlcBAKRJjNjJg1i+4HHsB/hesQmM0ucnIaaWkJYV/rFDROJzZdPXZ7IVve+YSi0zBmbg/33RdFQoKOoBn1+dAJvWRr3ucI3+RExC2M1LyCiguPgV8KBAHi4kLp6HDS2tr6lRsNoigGqG9DH6ahp0dPTU00PT0p6PVO9O4OLCHVWKkIDJ/LcWrCXdVEdRfiMlhwmCMpiZtJTKXkxfaEWwmj7jxb+Hzo9UFNw4VmT5wLPSorWqEXuxhDvW0IvXoLZn89RjrR+64M09CDhjZ/Fj09kdiPxiAgYotqICamDLUaLBbpnlwrTava2qQaK3FxUVzGLbpgdIwYQWdWFmEVFaQc3nPe5UN08K0hMP8xK/v3u3nllRN0dlYwcWId6emhQBK+ThUWUzVRzpOEaNpAGHPe7V4IBEEgLy+WvLxYTLtmcXzdOvaVldGQn8+G/HyOZWcz8o47SLfZ0NbWElNeTmNGxhmMbuupUwydPp3OahUqlYhG8/lMQ93hw4TFxNDYaMJo9BET8+XVSUjNzqb65EkGjR6NWZ43rpUQ2tXExQohL9poUFLZQkNtQCzJfj8Gp5MI+YWaT7AEkWLtrZEtW+WVJ1mDkoWpOFaKH7iU6QHrd5Ucp1rTJ9MCoNJmY7KxCk8PfJowm8ePj0Uj9XQKWKMWeX9NcXEkNTWhr69njPcYxv07WD3434zVAk4nA4+9SW1jF38u6+HEC3tpl3OIBg8ezA/He7Bas/kkYSp1oaGBQlRKTPAIQQtdYVVelq3a1SwMWMQKVsrNYJYEGIcG7lW9B9HwWxaxfXsVL3+2iwEDtEy7K5cfDTEiCFMD6y+WNSGKz7acxUF9gqJ6d0AYdaQVfkKZZzono25iSOybCKIY8Dp7ZRbOqNAkOwCl+JniUfYtndtPvR1QkStebSGEhUkbU4zKrxIejwePx4NGo2GgzJOLIhw7JnnmbncbLpcOZ9dYqhmLaVQryaH5xOwuBA90eiBcuTaKt5lNUIsgayAC3qVcETjqzVIiOk4hoqLMOYNGSw5JZVKRms6bEokNlQyIQPaJcl0VGyCEoOI+Vf4c9ikAaosOm7oGl9hDd/cW4GMCpdHktsrUEfRuFTZDEc5ngNevw1EXhVVVSas6HUdsNMM7X8Xg6ERHr3RcSmaIwlAoLogSu3+TQE2Q/vWNktKNVA6aSPGmNupbpmBo8yBqtIhAV/dI/P4KEhMbCQ8PA1zXTMpl0BGSnQLF21ceYOVaju/zf2XiUlgqBaUE2YaUPssjXdLu+Hhqp07F0NWFacMG/E7pBapWrq8S7Rzf5zhkaLVxjB8P48db6ezM5tNP63jllSosllNMm+YgZ0gIWq0N6N9wQjqRH8gU0Vl1Egjqr5Q5djWLAl67oomwj3YxAciy29laV0f7hx9yurCQ08uXE5+czNhhwxjo9RKt1dKUIp18fGcnW06dIvb0aTyin6wsJyqVtDepeFQqEKg4wvp332Xq3Ln4egpJTPTyTeEHgSJTy+X3SbBIk/TWsAALAjUYFEhvm0Ws5E75/aHcMqUO0PwA45DJJDaiH9zK+qIiho4ejdkcAaivifnsakMJT1woLtpo6O11kpKSTGys9Lpsb2sj4svuPy4IxMR4aWpSkzd5MgXvvsvwIUPOuahfraZu2DAsVVUMbI7jk0+qGDtwL4JeT1N9Pbs+2ER5eRH1eqmIR9SYMQy44w7mJCURceB1QkK81KelnXPbl4va2l4q97xBS34+L4UcYsqUJJ57zobBoOLsfLyLQ7zmEF3+OJpisqkYOZEB+3ddmYP+HChGQ1fXV/+QKYpnjebM4a3X+3E6VQwaVEJERAu9tfk0tWXTUDOEoo4b6Q0JJ1KVT5PfTzjgU6txREahdfZgpOuC9q3GB/gI8QRpTb27m46Qy0tFFQRBHhdgt1+a8qLTnYiICoumik6fZG2GeJtR6y8u9t0Rl4je3o3Y1hlspW2zUZg8nQ5TIng2kWP/CIurEtUsH6X1M+jVhiPI+pzwcOkNea2EJ4LpuaFc4G2+JLhNJkpuvhlEkZj33kPtvJip+kyEh+uZN28A8+bFUVVlZ9u2vbz2WispKX4mTDAycmQYev3lNdbrD59eT3NmJpbCQqaPHo3/rrso/eADCt95h9aqKjZVVBCmVjNy/HgyJk5Ep9XSXV9PmNGILySEvIxewsM/f6y1VleD30+kwUCI4CMq6tIZtUtBbKyV9h2SQRMSEkp8fDwhIZc3D38dcNXDEy6Xk8rKKiyyWNDfXEJKlDFgqbzMUwHl7Pp+DINiMeYDd8oxKCUqq8AAfRS4Z8ap9vbZTlSUmcpKLzO0x+nu2sWD9Y8SF2dmjayo7SCotrWo1TBgABsSl3Jk0w8Z6vOx4R//4NTJk3gMBvymFGKnTCH99tsZLVvIk8vWUIuLjIwq/qp+XT4e6XwUT38VK1gh709hSpTmXJUEb4TCRuwVRRxVVcTtNrF/fzkWi56nJr7MmKdtmM2K26kISlPlz2GB/a4KxOaUUo5Hgt6ukk8vMwVCJQxSbcUxPIqqseMw6LqI2yfpHxSGwSfLqdVTCHrUyjOieJp3ENQ3KF5wv8qQeMBs3gO4rjnLXHH2BGEsyckCJ05oKSpKR6NJJkp0YNY3Mdz+Kqe4jkrLRFy3hrHbbKDTZ8YeG4vJ0oqlu4ZBH24NepX9sx4UjCewjK9MC2pQ3+bB4qmksTwXx3YbIfaW4EEp21HmxnCCg13x+BVW58atGI0hgIf29iQgmcAToax/C8FB94r8qdy796C1Mh3qwNJVRbc6BjEU/FFa1GPliTw6DOzyW1O518r+pUcar0PHvpl3oHK7EfR6jC0tdJhM+MxmRLcXc+dWBoXV4Jw+jGLHbLqqByCKAmbDQOLiJDe6wHoTjbyN+RoJT0iGrhqzORLGhEGZfA0Ul/zMQoLSfVMYnIfl8u1Ko6kpweUbXg7uw6fX0/C9O/BFhhL1/ockNUizolqZHIK9qCQ8RJCxUMbdRrm08twxKMKaO1kIyTDle5B5r8js8mXs2XOKtWt3ERurZuJEC6NGncZkUvFywNdWNA43sFT2up+XM9w2ymzmXF5ijfybMn93Ao6oKMwREUS3t6MVBJ65TYfnptv55JMdrF9/kOpqO8e3vcnJTzYyd+511JnSyZoxA+uIEbwqjDzrVF+S9W8GoOD998kePRpvWxtHosaRr81mHatZE5jvJGbtB/30Y1P6XLgfyO8MZR/rWMw6mdlV2n4vYpv8a6r86WI/c3HaerE0/5TplFGm01JXV4fReOEp219XXHWmweeTJhiVLHZpbm4hKupLZhqQ2lhnZqopKhLIzBzF+vWF/PjHI79wHZ9Gg1uj4c/LluH1+dDo9WRMm0bSd7+LEBt7xrLd3QIajZ/w8MvTA4iiSHN5Oaf27GH/gQMYYmNJnBjJrbeOwWRqJ1jU6fLg9sKafZDjhTHyqaj9HnKL3uJw0rcpHT4TdbOL6IriL97QJeLrUKI9IkJkzBg3tbWnaGuLoq01g/quPNR4iKaQRHcBSX5odfgxuEV0djstUwej9V18Vc0ejQ2tvwejqo1o7UkayaUhPof0kv5BqwuH2Sw9c/X1F388Xp+a5vYsTLQRSiNmfyOtwkB6xAjCLyKQ3xtmwa/RoHE4CG1uxq9SIWi1mI4fJzHGzu7EGPyxiVQ1ZxNqaMQaUUVMTAlRUbmBMaKVQ0auz2ki91XhavUZ8Gs0VNx2G97IaJKO5OM4emYNld85YLYesi+zTIYgCGRkRJGREcXdd7dTWdnBnj0dvPNOA1armgkTRMaODeNypVk9kZGY2tpQ2e1gAK1Ww8yZOcyYkc22bY289tpnlJbW89ZbH9LoNXLfH/943mvr7Oqi6cABZmRn4w8JwTmwv0V+9WEwGnE6pTGpvN++jnUaLhYXm3J50cNUJ7ca7pULzDQ3dxMVFccoWQq+i+UBY3l+P5WqEjnrUNwWYIFc5VGJm/V1tpbLWRf3yNboh/KyK1nOeuZDDHR7atD6k3nlzyV0jbuBvIR61KGhFJhMRPfpBuior6fx+ecRDx0CtZoBOTlcf9ttxJjNUFdHidV6RjGno0I2OfpDCEJmIDNCOS/lAv+AxwOsiMKYKFb5wepqurdupeXQIVoSE8lOTmbNdwcTFqbBZovCaFSzkm/TKVvz/R0Oxb5V2BnpvBdyJsYiaj5l7154/TWYkQajb0NS88nvJu2hbob+cB2HB95F0S1zUZ/0YPqHpKo23iZvJo+zoyHK/zsJ6iaUrAmFee9TFdZT3w09oL3ITnNXGxmBmiFOqTKnHpak5ZOW1oLLVURbWyw1h83Ue4ehCveRlLSTmqLdpG+VjGOHzYavV5DYFWVgKqSQ0jZE8QTdwFzJ87QXxKEW/egSnVjFKsI0NbSGppOW/qnUawD6tDOXP48QjJ8rCn7FGXdAWJgb8NPYqEIaMXIaxyD5wA4XBNkLhc2QB21bZQZqt4vYvCMIZjB2teFv0tOdnka4Vj6Qgq4zMwQgqJGQv+/p1KLy+Yg8fJih9VLf7CZfHBXTplGdmUt5VxGZQ1oYmrqW8JBaVIHa/cGRfZP6MP+gA7//y3c2zgWNRo0oevF47EAepEg6krOadCnj3kGQhdjdL57xJgGWLjYT/IKKE7NuwRudSNzuIwzYvhMnYJRf3A2NMAt4xS616vjuUIgMRbpvyj1U2pMr408sAEHyr9f1m2NvlueTscIiHo5/lunT9eTl9dLY2EVp6fts3nyQEEMvkyfBpOvbidFLy98pMwyp8naWs4h8OWttvawJUOakXrUaQadjrv991vA9QJrHGxpCqNdP5vp7JhJbWMjHb72FurudDx7+ET/4wWx6b38cQa0ODGmPy0Ws3Y66u5vW13/FjEwTg41d5A0ReFieR1azMOAFL5Wz6hT3TpkzG4Cl/ZjrhYH+MmN5KsDUrpHPR/p/hbxEHkHuRaXS4vfr6OmRUoOutfnsakAp7nShuGijISFBeoPU1NQiiiKdnZ0MHJh+sZu5YvAlJuI3mUi/7jqqt2whc9IkAAYJAmqTCZ/RSHlBAR+/9hoOhwNdZCTzHngAcd48OkSR6MpKhJoaYg4donH48ECCueB24xMvzvPwuFyU7t5N6datNBqNpM+cycC77yaiuZnomho6O0/idIrU1roxGgU0mZ1wGT3bjx9v5tX/QFISPD0FIkycU/5vcrUztPxNjqR+k4qUiSQmugmrqTl7wcuAywUaNRgMXx86T693ERdXSWzDPlp6B1FpH0+NLY8ToTqas9qwFRWhdTrptdnwd55d7fHz0NMTTm+vhagoqcSvIIiEGeqpUY+mU5OIxXtpbcq9XhFBgO5uLy6XD73+83uX9EezPQuXL4woSyn4IMwombft7ckkhpxn5T7ojYxEVKvR9PTg1hs5PWoytUlDEESR+Opj6E07mJLrxPoF3qxaLXlxCmv5VSM01ExnZwNu95WNoYsIlI6eSac1jujaIgZ+/NE5s3NswFNItsGvPoC8RLjjrqD9d7EQ/H7Mp0+ztzYag8FHb68OQQhnzJgJfP/7nbTW97L9E3jooVPU5fyFzBtugAEDzrvdwPYFAbXbTd/bV1MTSnm5BXQaPEOGkDBlCvNvv5383/6WhvxPeOGFd4neWsPke+4hNjwcvd2O1u1GD/i8XvbtK+d//3cWqakWtNorq8W4GISGhmC3O6ipkXLPExI+v2fD/xVc9ewJq9VKSEgIdrudzs5OXC4/Ol0oih06iTIUk7i/SnW9UiWMoNWqMAyPy1btUpYEfJKNMsPwipxFsVhedhWLUZQPL7EIIiJIWriQrQ89xKisLNQOB1q7HV1HBx/9618clItRRUyYwOBHHsEZFRWwLBvS09EbDOSW7uC60nKODP4WeL2Ivb1U2kZTQ84Z3TmV44dgnnNbRQWhW37BsWN1jB6ezo/uyuVA+HycLhfqwkJCeyT38fDYbyB4vaiamzHV1WEtK0OVmIg7JibAKDwmf+a/IU8vhQT1BQ+B1wv5h+axaVM1GzyH+Uk6JERA4H2meIbyWFd7gDIIpYncI29ydNqdlC64nWFb1oG2Twqn0u5ZyYhQvJoogoyCovpXniPFK7aAM9SCV+8MMFHXCtbIY8hJsPu3onb5gRzjfHn4MKKASP/H+J83swcLDTMn0DJ1JIbIbuyRsTS7M4h5Sg7tKOXolfNX4v7ZwLIuasNHg8dP7LEjcEj6KXp4MTUzR9NiycDSKxsNln7rWwgOLmXbqdLHPKOXA/bb6NIfQUMVTaffIinrbnkh2SWtLQiur9yzzeBXqWhLHUBYax2GTV3QDDocRKSV0hYxAIc1ghCxTTp+RQOhsMOKd+2RPJL28dnoTAL6gTYOJk3EbQrBSi0DT24jdEgTzW0QnwNEDZJXlHTxq+W5wAkYVFAtWEkS/ddEe2zJiNHKBdamwGiZaVDGu6IvUWqYzCSYWfFv+VOZdUcBqVKcuGTmDTQk5BJ1vJjMnZsQ7pEYJuMmAvc3VsmMHC3F5iedhu3F8IsHYNhwmDMV4pVnUrkXfwfipc6mT82VtqnMZ9leL1FFRVg7OykPGY47Lo56mw1zdTXXtWrZt28s+eGT8E40sOS6f1NSUs5nrywi1dHLjBkDmTw5HoNBC3SyUmYf+lfbtYaGogN+1zmerDgQWlqork7EaITCYSPw6fVS1cbYWMJ/8xvStm7l6KpVVBYW8sby5Uy56y4ihwxhnrWQbaE3UHzkCDfdNIiBA5NZL7eEV94PO4BX5PeHorFYIFfqfUnWk6USnK5S5c8V8rEbCHrRCmOszLVLZBZyP3MDt0+vN+F2q6iRnaqki2ii+HXFVWcaBEEgMTGB4uISqqursVqthF7h+gWXAp3JRMyIEZSVl5MxYQItDgd7nn2W6ooK3DYbOfffT/INN5xzgnIlJJDiFqmqEhBOnECUwxrCF2SFeD0eTn7yCSe2bsUYEsLoYWkMHjwTUVTT3g4aey0GjwdRpYLQUMT0dPwmiYfuMRpxh4YSU1ZGaFERDq8XEhI+d18ALQ7Y8l/Ymw8jx3Txk5/kENt7OChYuwCEt9aTs/MdTky8nWMz5zOsaS0hvS0XvoEvQGenFPv7OquNVSqRuNPHSezVERGupS57BF6bjh5DBMUZczGougj313/hNjyCgUZTLqb6VqxtpwPfh9obUePBrrq0Fore7m4QRbRmM4Ig0dpJWedfD6DHasOv1hBWXwt9HMrEmv20RQygVjOKQZ4Pv3AbIlA6YgatSem4Q8zU5I5G39VN1vZNRIUWIwBeP/j9csnj80ClVoPXj9fr/cop4JAQJZvjyqROiEB53DQaDLlY2qrJ3LUJ1QXGxtUCzIyCaf8DBXXw5zWg6oI5Y2F0JKi/wAkXPB7ijh5Fb7fjs9noHTAA0WDAr1LRmZaGTXDR1GTE1NyM12iksjcavd7E1KnZ+P2dnDp1hIcf3kJWlo25c+PPrvGvnJ/JhN9kIrKlBXVZGeqGBgQN5OSIvNmvFKggCKTMmkXUiBEUv/giVYcOsfbdd8lNT+fhUU42iAkcW7WKp5YOv7CLe5WRmBiPKIoBpiEp6evXGvticdU1DUDAaKipqeVb31IybM/e7fxAPFn6TbFmjgAvy/GlbQElrGRbPs+aQF0HpcZ4hRyvUvQDi1kVsHqV+NYOwDdvHgUvvogxM5MdzzxDdUUFBquVD54eTEZGLUtlcjCToGWqzLupqR04HAaKW6VCL73x8bTGSBN8g8wwOJGotLztS3n//SM4xtzLtLvuItrhoF2nox3w2mz4wsNZoPsPz+oexKfVYpBFNcox6/bvlxptCQLNWi2asjI2qlS0xMWRryicLeDxwsEK2FYCnS6YXQwr40HXvAP+gxRn7q9yV6B4qhMIeijjIYJKBkdsoDB8HkdjvkFeyX8xujuCcXUlPq/8/8/AaPlvpZR5vzoNYi2U7gwFfKRdpfTUS4XisTQQdA4b5PH0cqDuvaIqL0KYW4XqhJuMcR+ToDpETfcoqrWj6AhL5DB3Mbr1n5g2S2NEnA0tjgzqm4dh1VQQ/cIJSs1z8Hm1JBXtQ+gkoH8QOkVC6pux62MQC+UokpKHr8Sss/t8p3zKrM6fm6z8hHQ6I1ygsdDQFUXwiZJ9wU6CDEMfxqk7VSqrZ25phJME7qfFXUmoq4mGmiFEFpQhJqhwfC8Slz+MpO58jKqugO6igolUZkzEJYRhOVZIfEEBqQ2FqH2+wOUr7oT0HANYdcA9Z9wB5T7EIsWiLapgiOKrNhrS0gZw8uQJiourGDZsCujkmadZ7irbpx4JII1/5ZAVF1Vh31KhUjuR2pARmE/Vk/PBWzgqJRowTFlfeTYhyOgok4P8rKqPw3gPjB8MtXtg81pYcxomWGCKGuJlhmL5DmlO8z2u4VDhAkrc30MMCaG7uRlzZye+5GRSEhNBEEhL05CW5mGPdyKC202e5wA9PQ7a27XsbRmBmDOOe/MKsdvL+de/PsFgmMCCBZkUJP0TCDLGK1mEevBg4ouKEGtr8QsCmZlOQkJEnu+X4dWhnJrNhnHZMsTVq6l+7z2qfvMbftTyPeIGF2GLisJm0wLOgCw8s8/nLJlh+FDe/w9khuFlWeO2muUBLcN0eZmGQFZIUHqkPC0V8qfCQi5gPwEL6d4HAQKtpf9/puFsXJLRMGDAAOBjDh8+wpw5sy9lE1cFhpgYejUati5bRndVFeaEBKYsW0ZGzIbzrisIkJPjZGPDIAS/H09c3BkpAX6/n7IdOzj+zjvEj3bw85/fwY6GDNxdXXiNRlwpKfiiogIlVM348KE/9858PlTd3fgtFtyCJItLLC+n3WbDrxY5etTBp29DaR0M98K3MiHtCjbfs7lKyez6gCLtjRwZeCd5wn8xcOmpkpVt4HD4iIrSYbP1Lyzz9YJAsP+E0d/BwIaPiOk4zqGkBXRYUzgRfguRQjk+dLRXpSLgo9OTSIc3iZLEWWi8bmz2EmJqpJrBIkGZSWhvE13GeHp1FkzuiytspDjBNpsRj8dOQ8OFx98dFsloCGlpOuOYBGBw6QYOpn2Hk8NvxOsw4Haa0am6aPEOIkyow6hrwy2EUJs+AqfJyoDdn5D06nuo/H7UEWfuZ3cVTLrv/DoLn8+H1+NBEISzaml8FcjOzmbjxg0UFhYRVP1eGqpto6m0jCfE0cyQrevReC9fJ5EQAvdlgUsHezrgb/XQvRcmxsB1g8BmgpqG0Th6oxBtVgS7Hb8gILhcnKuNrqjRIGo0hOMnPNxFXJyLD3pHY6yuxtGgBgZx550RuN1H+MtfjlMb+Tsm3XUX9Cn06gsNxZOTg7+uDk9cHFZT6Vn76Q9BpWLE/feTGh3Nzr//nRNbtnDo7be56ckngZ2XfZ2uFOrr62lqakav1xMTc2nM4NcJF8I09O3gc0lP7MSJE1i9+p8UFOyju7tbLrmp7Laj39/BbmSKMT0W2CizCYfl79YGeqSvkXv3Qb5sNb4k/6awA6tYGagS2b+wsr2nh/KPPybrppuY+thj6M3mQO2E5/uwG4q6Vol9rWYRCPBIXFBhWyFvs/bYMfb+4x98Z0gzzz6Tx3v1N7K7qhmTrxePToeg1XIb/yBa6OU1WXexoo82Q2FVlsrnbE5LI+LUKYwuFwl+Pz5BQF/5Olm7f8RPa06QnS0w/Qb4SToIn/Y5uf7d8zwEPRzlN0VSoHz/UZ8L36eTXgyF+FJ1lIbP4Gj4neTlvo5O5QjW0lc8qbI+27xZ/uynmjk+PBUKshg8eCLXArRaLRqNBqfTidvpRGcwsISNPNUnJ1yCdCIr5BFXCSyfKOB3EMxsqIMwGohJPYHbHUKvYKValPwatd1NvP4QuR3rqdPk0SPYMGubiDEfo2r6eDpMSXRHxWL1nCastgFHaCSiRqAnNhJTb0cwEN1Xna/c237MkVQHSUdsrIXq6h6qqswEo83ySPv2ICiRxJeByp5R0DMwEi8G2lNTaRw6hMYhWajwE9Zcj81ezBDtm1SETcBY1UlUyklEUUO1biyt3nTwSyJnvakLleAhVf0Z5hT5RaRUIUWuuFkO3x8yG6kPniLYkD4r5P/lAe72dlSiiMUafk0YDYMHZwFqiorK8XpvRqOR+ccEWTPyDaUrap82zUoik/KczIC68DxOjZmCqbiNoe1voJ0n+W9h/TURwwhenv7Pr5KV0UOQ7ZOrROrvgeuB66Ogay3sqYQXjkrXPro7hPQsP0lD/gmoQLiJbOtpcuIKWRSotyB9KuzqChYFmNpOtRvB7+egLhOty4WpKYU27Tg6fp5FXHU1a194Ac+AOr773QnEyse1wPg0pJ/5Ul3Tr/rifF6SspYIsgc7brmFRLOZ6pUrqSsuxqHRBObo4OVdIf+VxUK5YMVKeW69IbBUirzs+sAFVbQzCwNZJYsCz7vyqXTE3IXS+uDMdPvt2z8GYOLE8dfE+LzaEAl2QP08XLbRYLPZyMsbxqFDh/n0053MnXthLTivNhwVFbQUF2NNS2Piz36G/iI7HPaHq6eHA//+N72Njcx67DG+H7WO6motqvZ2/CEh4HAg+Hxou7s5fdpCa6sJsvxnNGw5F7rj4ghtaoLaWg6XlHB6504GJ9i59VY9S5ao0WgEOHH1leXxjsP4BA2nwqZytOcbDDO9jvaiiCppwtq0SWIpRo0acTUO86KhVqtJTEygoqKSlqoq4gcNOv9KyroqqTlVf+h93VidlaS1b0fj9qD19aDLdKAWpPuU7t1JT28YDaY89pu+qWtLUAAAIABJREFUjz9Kg0r0YfB30KOOoiU6E7+gIq7zKGGuL9ZFnAvNsvRkwIAIqqurKCvrRhQtFyQiTGzYT4/WQtn4aQhWCPXX41GF0GTOosmcRZhYS0zPMWI7C1GlSycfEVKBx2/EfdyIV22kNWQALcaBaDznrltS2AyDUkGjOb/yvb1FOplrhZWKiooiOTmJqqpqduw4yPTpF7+NhrAcSqNnYNB0MrTyDXS+nkvsIXxhCDPA7EyYnQStPfDvNjf/3bgD83EV108ORUyaR1KSmwuJ/AidncSdOIFfrcbvkZgRn9GI4HIRV1VFRHY2Cc89R+bHD/Poo+uJumcMaaP615a/OCRMm4atvBzPO+9w4NVXSX/qqcva3pWCKIps27YdgOnTp33FR/Pl4EKYhr5P6iWbUTNmTOfQocNs27ZdNhoka+04GXTIgVyljNCwfusuZBdrmHTGd4o3vpIFgfiUwjAsYpb8jeLaOPvUGpdecitYxMevvooJGDZ3LrnR0SwIWJvKMpIVnAes6dfHYaGsv1A6wJ0+fpwP/vY3Um65hRsfeABBEHjJ/yChFbvJNpRjMvr5yJmBPicHn8lESEk1zc0C+AshO5tOlSpgEd/cp5OnKIpEFxWx9+23qS8r4ye3Opn2txiMxgYMBg8qlVzgXitTDBMIummKal/x9GsJsqn96/Mo/RFMfU6yr84BabtJrv34rDoqXRM4xh0MnbwOjeAOVAAM1AtQLhwEveCJyXy2x0Vvbyw2WzTXXXftPGT+lAG0VVRxurIS06BBQEfgwVDYqZvlk1T8jGGAagz4jnBWnQNXuRnHiChC/a3oBssXUgBRFGiLSKXRn0OLYRD+EBVWfRWxrcewOUtQh/pwY8LRa8Pn02H2NKDbIK9/n7yPvl1EZ/T7LlTqaHpkbQvFJGAZ+TMqjvwDV2cnP294GXNcHMsDOemHYZDszz0od/D8O0Rwmqzezfi6tWjDnYS6G1Ah4uwNo9Ywgo7YJEr9s6nqnUi8/iBRumKMB7vQ0ou2TDIS2rIG0GuIxPuwEUb1q5gYBbvfgEm3/AiQDMeXZM9R6TCoDMG5bOOtFj1arh2jAWD+/NtZteqPbPu4jqTrl6NSqcgIaF5kH1Uh0ux/C/ah0EFzeCYlU2aj09oZqn4DfYIc6lOeyQflz77kS4X8txK9UJ5j5dmqIJhzqWiSlAqRAwle+1SIBB44fRxB9FGf5OCfb+RQtul/MH5jDDNnZjLWfMZZBMZ/LODu7MR07BiRoog2LY1bYjZy/LiG/J4s3HFx2OrqcNTW0pmWxtFpv8U1vJ3iV15hT34+JxYuZ7ecYq0oWIr77cPJosB0pTDFipboyTvv4/CHH1K9bx+ekydJGjy4T1Zd30q7EiOwJMA+KE+sNK+vYX7g0jwfWMYSWCI49qR3jFJhd6EsCKthFIlIhuyxY8dobm4hOjqKIZ/TmuD/Gi5W03DJtvC4cWMJCQmhtLSM0tLzx7OuNtorKqjJz0er1zP6zjsveTs+j4fP/vEPjqxdy/AnniBh2rSANye43eD34/NBS4uGrogIfFYr6PXk5IDNJiK0tkJR0VmxRNHno2rrVnY99BDHN29m2Jw53H7//Ywdm0VkpA+TyYFKdWk9BS4XKaY9JJr30+2O5Zh3Ph7xwmoteL0ia9Y4aGnp4a67vnVNUXmxcjnw1srK8yx5JtTqs8PAItAdHo9W7EUrBlVsvT4LR7q/yXHvfBxiFGZ/PUMsbzE0fB0xzpNyHwrQ0YPVXYXNWYbef/Fd85xOH8eOtYEgEDdyJJGDBiH6/dTu3Xv+lWVY7DVEdp0mzFOPSlZtGPxdpPd8wlD9G6Ro9+BHQ50rj/2dC6kyjsXfp6qAyd0KQJfr7A6mogjHSmHIkAuL/9bK9yQ+/qtvoa5g8uTrSE5O4uiRI+zZtu38K8hoDhvIyaS5aDROhmatw6j5appwmYQ2jKpOUpP8zJk9iUWLJmEwaHj66Y1s/f3vaas+uzaI0N2N8dgxEEX0ubloY2MRBMjI8KJ2OglpaQGf74weGXqrlTGLF2PLymLbI4/gKOzfsevCYQgPJ+cWqUDZznXrLnk7VxKbNn0ASCzDV50K/GVBFMHl/uJ/fXHJs7xOp2PWrBm8/fa7vPTSn1m58jeo1WpysXMcKQVzoVzje71cyUt5nI4wKfAbslhQ8fCdBOrcBZSwSzkzHSylz7Yelz2Z4o8+wg8snG7mQcvGPlkZQYZBsU/n8hIrZBYjVf5uI3Npqa3l3Rd+QcZ115H1ve/xB+FP8rFJy4o6Hd6ICGprezFGRRE/YEDAMlapOhg8GPYXDkPd3IxVpSI/MxMRGPjZZxxct47wkSOZ+dRTZIaHg89HdsFq2toSSEw0oVLJtvlh2UPsW21YiX0rmRKKjaZFyhmHoIeqLKN4N8pyEFTkK+vLGgfBC2mTP8FfpqHueB4HhbvJ+dG7hIpNUsxVMdXzJst/SPfs739JpKrqMNHRw7j++qlcS5idaqEAN+qSEsYCu1gQcM4Ur0QZZ0GWaS66iDnY3cVwv+R59FZDTfMofAc1RDhOITiAQuhRWTiUejdeUU9s73ESvQWEuNuCZer634+BBGPU8X2+g+C9EmYSjC4qR5vCwYMVeL21zBtUz/PhKzh4Uxgv1znZsGYNNaKIcfYz6EwmGoHnFa34IFmI8rxCD8nqoa3uIIsiP0TaMiep7CE5KZ+WzjQq/FM4HXEddqIYXLYBAbDWV6KyuqmvG4L+m91Yw6tQOyU3uaDk+wyZ0ohGE4nylC3q0+1V+r90jVcyl7rKZ/EBGRlfXVG4/tBoNNx226387ne/Z+PLf2V6VgYkKZlhFQBsk9nR6aEdiCvfpKJuIlXN49BoXAzJ20+I2QbutiBr0Ld7ad/POQQ1DIpN+5H8qTBMzQQ1EMo4UZiLDs56hrlVEru2NCWiMqmIN+8ndZKDOXNEjh2r5r9/upct8bcy+NvfJjYyEo3dTt7R1zklZuHJyeFmqyRmWs1CMEJ78mkSq6tBo6HTZiMGuasugGCB6fC/Qx7n4xdfJD43l7BvfhOVShXInlgh3/cFfeZaZc5eKc/HnUDSzTdzcP16Pj1wAG9rK3fKae6PB1iexkC9iOBsLT3BSp+MHcDLAYZB0SlJTMU4grq5ufJEtjAgIpJmb8kksnDgwAF2796DTqdjxoxLiFF9XSESHKsXgMtyDb/97bvYtWs35eWnePfd97j99tvOv9JVgNfro+Jj6S07c2buRa8viiKHt2+n4P33mbx4Mba0NM7ZoUGlwjVwIAkZGYg+H/VGY/+f8Q4ejHDiBGGNjbTW1bFzyxZSU1KY89RT2CP6yM3VamJje6mqCqG1VU9UFF8aXB5obIfeLimGr/GBugZMpo+weppp10zjkP7bDPJ8SLRYeM4qdtu3t7FxYwsajYpHH136lafN9UdOTiYajYbTRUU4urvh8/QtHg/1LV56evzovcXUqrJwODr45JMhGI0JOLukN32Yr5b0bsnQ9aOm0HQrXr+ewZYNRDcVnXvbVwA9PW7+9S8pJ3PSJOltlJubRHy8FX+ti4p//pO1a9eSOnEiuuxsagfbiY8PuaReICrBR7S2lEhNBSfct9BMFuGRdSS0HkTn7SHn1DscT7mDEydvQ6XyEapvQKu28/e/n+bee6dSUqJHr/dgNquIiPj8/VSUlmIKDSU1NfUSrsjVw9SpUzhw4CA7dnzKihW/ZuXKh85Zd8Tj0VBUdjttXQNQaxuIj3mPrq5I2trAVwveesl7s/VAhPGcRVqvCkQRqquH43YbibMdATIQBIGhQ+MZMiSOuwvG8NmvfkXa0KFMTU/Hh4A3ezDiOW5WV2oqaosFQafDazp37RVzdDQ3LV/OgbVref3JJ7npZz87uyv3eaAPCyNh7FiKd++mYft2+MY3LuHMLx+9vb289JJU2WzBgruIjo7+So7jK4Gfs1P2vwCCKHouixM/cOAAzzzzS3Q6HX/4w++Jj4+gRmYaEgNultJyTwobbGMS0+X4UjC4J3koi1kY0DQougWly5niIcYASwLrG9izp4hf//p1UlMjWLXqtzKt1MgKWS3/uMxY7Ark+wYdwu/3vsWf/rQRtdrNAw9Mw2CQao4/xZKAg79EXv8pef3lshX8EksCsSDl0wWILhf63zzEjnI7uY8/zgsZinxaUbvLy7pOkp+fR0RELbm58vmIMhekeBJ7CHou/XPwTQRrKCi/yRfJnwXVdXCqGBp1ydTXe6ivb6SxEdpaZP5dGSgeQG7Whxc0GiPmqCHEx0cxcKCF0aOTyc7WoNFI8fI/5mfw31//mjCfjx/++MfcesO1Z5Xb0bDiqadoqS/i7rtvZfLkobyEZFAuktXTK5hPxMGDZHYcQ6rn5eeEIZuyPXsIbT/AjTcOxuLZjcVYie1UGZoW6d40jxtIYcMtJPr2k274JMjkdBBkERTLPVX+TEiGWll9rwysUIW56SugkP5+pvdHnNq+nYPvvouzrQ3f6NE8uGQJao2GHUiGrubgQQr/9CfaTp5EFxGBWRDQAwazmaisLKIzM1lg24DFYsBiOYnFoiE8vFAS2gK0SymYgWqgowh4wJ5MA/uqvo/K4WNs6MsIr0jThH2sjba56bR3pNDlGExZWQvvHlIxc/589IBaju1UZ2djj4kJKOYVNqenB775zd+j1Wp48813A42BrhU4nU4efvgRKioqycrKZPnyZzAaJfanra2a/fuL2HmoiraqIlpbm3A4TiG5asqL9TDBAWFCpxOIsbQTGw2xJoiLgvg8GDgYwsII6hWUVZQps4Pg1KhMfApT6CHIMCi7nQGOnkj2n/whMTFlZGWF91lR8qhXsAO/30/LK69Q/MEHpC9eTPwESeCUKi/Zt6OlMqcp91BhCvrGv5X1hh1/iZdf3sJ3vnMDY8ZkBdjlI8DyPvUd+kIpgFq9fz/lyx4gPj6Cv/xlqTx/r1W2jPJueErWNiiXRdGMNRCUWynHvyDwfrAEzl85pvkBFkPZQgd//etRNmzYREZGOr/97fOo1edPHf5iXDuh2vNBGDYKNn1xlcCRt4xi/35pmcs+s5EjRzJt2lS2b/+ElStfYMWKx8Hw5VaI/OgjqUz0jBlZFxWHai4r49E//IvbbhvP1KnJV+RYumprKXjxRe5J03DblO/T9gUWq17vwmxuob09Dp9Pg1rtveT9ejxwvAiObIHiGiizg9OFJI0NkYoRGQwisbECg9IhLhZCusDrA183+BLA54Pedqio6aWs4TjV1eHs2hXK6tVHsVrNjB9fT2pqKK+9sQ7R7+eW+fOZccMNSB3Zrz0MHzWK//xtF7t3H2Ty5KHnXMZrMkGHQHi4l9TULrabhmPMzaXtkSEMG9aOsVp+o/YZVk3dUvvyeN3BK3Kc3d0eKivtVFV1UFlZS0VFGxtP7cXrdOICTLGxhH3ve6j7aEYEQSAiVzKC1EYjURMmEC0I2E+exNHeTuW+fVTu20dzgDNrlz+7CA0VsFhUWAxgCQdLNVhMYOkFSytYQsAa48RqOE5T9xg6fQlYkMrqhvpbCE1sITkxH1E7lK1bG7Eu3kVZcjLJjY1YyssRVSo8n9ODpKZGCvskJsZdcwYDSL1TnnzycR599DGKiopZtuxX5OamsWvXPk6cKAREXGgIN3iJjw8nNzeB6OhQ1OooNBoVavVR1Grp3Jubw2ho8FBfAfsPg6hEnt4HVBAbA4MSIC8XcnOlZ/Jy0NohhXtsttP0LZreFyqVihFjxpAWFsZ/3n6bjJoacu6447wZX+dDbm4qv/rV3axatYnDh8sI/95kNBfIPiYMH057RCh1dW2cPFlFdnbK+Ve6gigoKGTjxs2o1WoWL/7xFTAYvmbwc2bBsfPgiphD9923kKNHj1FSUsqyZc/wxBMrCAkJoUzOosjol9gvaRUU5asUe1rALgBWsZ6VgfxZyxnrPS/rIHYxPbD+6+5vsPHwGmIEE1OnTifozcfwuLxNxdJUps9M4PSBA+SvWcOAR//Kprg4WuXflKpnmQRrnCsVyJQo81I5JgdBH7FCFKn64AOi3/ojj9w0i/j4MFyuUsaZ9qHE2RbLMbhVgcpmz/NE5M/o6oqko+MbREa2Ic0oBD3WmQQ9U8V7lZ/FnhDYXwl798L+AxH09vqxWlOxu92kZVkZNMhGRkYN8fFziI0NIzzcJRtVynVVfIYdBPvDjQPA6w2hsrKBwsIODh4sJz9/H2++uY+GhgZuvvkmRo0ayf3fXYBwjRoMTmDYhAn8829/I/9ABdtdA1mklyzll+TxlQf4U1LY5/Oht9uJPeoidEAj3YmJ3HjjCNat6+G735WNjUENIDYhitC7U8DpqaYuvIsuO3TXQk8vuHrB5VbjcoHLlYTLJeIusOBy+XG5zLzvWoDP5cLtcuFzuRjrLsLp9FDaI4kjPYg4fL10VTQyIrGW4cMTmDdvOOPGpaLRbGWxrNNR/KPP3n4bdVMTGdnZ3PLII3Sr1QwSRbqam9l28iSd5eX4OjrobW/H0dGBs6MDZ2cnmfb92O1QowTZu+R8zhME3cn14PIeQNTUEh9tJz4crGFgbQXrOoiMgC5PHXq9h78m53PiRAH7uhJoMJtpi47mOfNWVAh9nmVprG2tSsCBAWPS4Kty368EoqOjWbHil/zqV8/y6ac7WbPmNZKSkkjNziZ39GimDYvDMWgS4RERjEIq4rVfZrFe4a+skpmsIJ+5Co/HT1PTFBoaOqmsLKO0dDclJT18elBDeaOJVa9oSEmJYNw4K+PGJZKeLiA4/iitrkzoiqahkCDrkKdQhKm0OsahUvmwWmuRqjH0rasIj8sVFKtCT3E6MouRt8Sxd+8qGh/5KZ0PHyE8OjogsXAS1IAZ+nwnbUdigFeykC3yd8XMhTBY9ngq7767g9W//CVzH3sMp8EQ6EG0RL5W6+VrNZ9tkvevVlM65R5q336bgoJKsrOHovQsgZgAQ6gMzf7MRycwPZBNFyvfjwWBY8+VWa4KeYmN8vw9l/3k5x/nf//3XURR4FvfulMuXPj/MfgJ9lm5AFwRo8FsNvPss7/i0Ucfo6Ojk0cffYwnn3wcoq9+h7CawkJ8Hg9p6bGEh19YX7iinTs59P77zF+2jJLLrOUA4HI4OPK732Hr6uLOO7+FwaDFbLYzcKADjeaLoz8REe2cPp1Ea2ukbDScH2VVsHkn7DgWlM0NGKBl3LgQRoyYQkZGBBqNYi33EHz8L3xkaDQa0tMTSU8fxbx5d1BWVs6DD/4MnU5Nbm4O99238JpXF0fabGQMGkRZSQkn9u5l2pSzx4fKaKQ2JwdjRwdxJSWEnzqFxulk5sxU7rlnI7W17djtfjo77bS1mWhv09PRcRKN2olV2ZxSUsMPmJXUC2VKU655D60cCywG0CbHhzR6PZHJyYSkpFBWVITHbic52cmyZTdgMJx7fHpcLgrfew+AcT/4gdTLAYmBCI+OJiE6moQpUwKvLWWciKLIQ12309HhpqOjjc5OL+0HWujohk43dBRBRw+0G6GpHdocKk5Xh1BX60endqASfbAPQkNg/5EOcnNNrFlzirS0dBxxcZQMGIBPq0VFwTmPu/aU1JY9IeXL9SYvFnFxcTzyyMP8z/8sobe3l1mzZrDg6WUIgkAGNeznC0Qb54BWqyIhIYKEhAhGjjSiWADt7XEcPdpGQYGGAweqWLu2nrVrC0lNNTJnKky97uyu9eeC262nuzsSq7XsvIxlYmIZINLYOIrRo2dQWTmMNQ8/zLj774dJk75w3fNBEARuvXUqe6wO3n36aTKfeOLz9UR9kDpiBPvffpsjR76cTDxRFNm0eTdr1mxGpzNw442z+eY3Lz3r7muNr4JpAOkh+81vnuPpp5dRVlHF4p8v5ccPzGLixOEBane1rD5eSFCJvAClRbPCRqQELNv9speiaBtazqgaJsmM24/sRg8kDbuVGuaSGFDGNgS2uVJebwlr2LLlKO/s0vHGspsxGotZL7MhSrJCR6Ci2BoUik85HsU/V/6/kG2sKk7ko9//nu8M7yH7+nTi4ipISmrjP7oXWBiInUlevGIhK5HAFCAk5Cb0eh8dHQYgBAS5+roS4Qk1ALE4nX52frqfzVug9JSkNkpJicY9YwUDxo/nZEwMHxBUCit4nliCMcG5gf1Kx69073yvT58QJSooHW0ZiSS7e/jtb1/CYDAxbdp0fvzjRdcktdwXNiTv/cYZE/lTSSEFr76KZ8IdaLWaPnnbEhPVwCSwWLAPH0738eN4Tpzg7rUWjrYk8sF/ICI9nSR7KW639GLW6X0kJTYSERlKWJiKsDAfRqOAwaBDr7eh16vQ629Ar9ei14vo9Rr0ej96vQ+9XsM7+gfR6PVU6PWo9XqyTCYEQeB5VvOo47dsXbKET2truflPOvJ+Lo3HFPpWsoSSbdvo6e7GlpmJKzeXSmAVKwLMnXKOirmomDAWQSA8PIrwcEhJketqTFYMmyIC9QLbj+L1OTlWPYDq6mhaGtV4PfX4hAh0OgednU6qrCnU1dTwx9VbmHDvvVinDEKp1K/En5WxtlqJR5ctJQSR6wZe+x5dcnIyzz33LI899iQHDhxk1AcfMHvOHMpIZJQ8dl6S5zGF31zVJ1tAuQeLAh0VFHZ1CQvkv9+yPg5ToHoK2LxeMo8fp+TTT8n/9FMq/tXLP1/XMGVKNXPm6EjPk5snpRwFqxL2lO5sV1ckoigQEWFCmm8MKHOk0t1xiVzPQ6W6n+RkSErKp6MjgtDQdB5P7eHt9ctoOnIr4++/H69OFzjq5fI88ZQ8jyoaMwPByjnT++m+YqaAy2Si+emnKX/iCUIiIlC0bRWBbIgU5svs8ebBk9ik0XCg3M6O7kwiZUPDQJADVaD8X7kHS5kU6EA8X57/R/XRNByX5z2lEqahrY2Nr7zCsW3bAC0//O63mT//tmveCbpq+DKzJ/ojOjqa3/zmOX753EqOHj7Mc8/9g7S0RL7znfGMGpV5VWTEpYel12RO3rljeH2xfn0BJ0/WcdOTazDqjl7WfkVR5K23d7LtMwe3zJvHYPNhMjMPERV1cbnngiAQGirQ2qrB6xXO6hBYWenlgw+a2L69ix47aLVw/fURzJkTSVZWDn8Sbr2s87gQFBTsw+fzEx8fx5IlP7vmDYa+mDVrOu+/v5ny6gY2bNjLbbd9gSel1VISEcHBpUvxuFzEDh1K+v33M8jhYLSxnNTUVtLSOrCGrker8YBO8eMV4lYy8CSM7vebM/C3TTYaz8y9kaALCWHiL37Be/feS8XHHxM3bRox/ca23+/nyDvv4GhqYuhdd13M5bgoaNQ+8vL2MnhwKJ0NFmobh9PtHE9Cgov09A4MXUso/dOf+HjLFnZv3MikmTOxfAGD4Pf7qTt1CjOQkZFx1Y77SmLgwIH89Kc/5vnnV7J/3z6mTZ8OV6n9u0qjITkvj+S8PGYsXEjsJ/exaVMZW7a42bLFzcCBdcyZY+a63DMNSIDubisAZvOF95ARBLBaexg2rJLCwhhuuWUe66vMvPeLXzDhZz+DxMvr8Jg8ejTjjUb+umwZsx57LBitOQd0ej0p2dlUHT1K2dGjRE688iXpe7q72f3mmxzdsAGP202oVsv3Fy/mjqmXx6587fFlZ0+cCz6fjw8/3Mrrr6+lra0d8JGZOZDvfOdbDBs2hHLBHPDsFasxV453gYEyudh6hsxCtJAo/yIhVI6jd3d3s2DBPajVal5/fTV6vZ5tsos+PaBnACjmtdfy2dmQxW0//SkmtZpJctxxTYDNkDxtJeMilmAK9XKC/SgAPu3qYv8LLzAoOZmhc+ZgKS5mStIJ0tJ6A3qHYQS9rH4dAgLnkS8vo6+upremhtNZWcy1WvF5vby7axelmzfTXlhIKhXEx4cze3Y4M2YkYTYr0ulilAj3Uvk8lDzpl/p4A/1rryuswmr5XBsI0teKfEKxymOAdUt/wsmTJSxatJjZs4OV378OaEHDkQMH+P0zT2AyaXj55edYGS4FhPurw78v/pYnntjJrl3VpKQk8+KLN/FheR6iw0HYoEHcGPdreUllTWX0Sj7lU8xnuayDWSl7/MqSfTVu/ceBMs7GtbTwl82baSwowAV0l5czavJkZixdSqlKFZhzp+99gBUrPkGr1TJxYipVVR1MnJjK6mkvMEuusqjEmj/sVxX1HpYEjloZl0pbNVef431eVvCMlRX4+SzF5xM4ejSTE13peNPSEDUatCUlfPDZZxzbvZvc66/n9p//HID5/brYOoGDH37Irj/8geTYaP72t7/ydYEoivz4x4s5WVXDoief5K9jxgQi7v1LOVkIXsNFZ80xEvO4giWB501hBpV7oRDkS1jJapYgiiITi1axefMhdu4swOv1UxySx0PT2pkzZwDvJf0FgCnHH6CnJ4wRIwQ0GpEVPH/GMwzBZ1zJXNsY4DvgFu8j7N2bgl4fSmRkHX/4wzsY5z1LzrRpZ2WIKQyKxABL3yo9HxTdmDLGdgCLy57hxRc/Zthjr2ONiwuyXhBgGlqYzjvr1vHP//yHsbNn87tFfa+wsmeJ+zguz225AXY0hl0yY6zw1XNlxqGFDIyORt55ZwOvvLsFV28vWmDE+PEs+s63SE6+MgL4s/E1yp4YOApePE/2xFNXMHviXFCr1cyZM5vp06exefMHvPHGOoqLS3nyyV8yYEAqyaMnYB82jNhBg+BzVNYXglOnTiGKIgMHZqDv18e9LwoKTlFe3sT8J/562RRUV0sLu1esYPC3v82k0aNxnT4NgM126d3s/CEh6NxuDG1t7Nuzh91vvkl1SwsqtZqBEyeyfE4uQ4cmIAgll3Xsl4raWqlXwtixY76S/V8uho0cyciRwzlwYB+vvfYOPJh9zuU2bTrJ/2vvvMOjKLs+fM/uJpvee4GQhColkEBoIhgEhc/2goigKCBdQQWRVxAhioVXQGmKiAXFAqIyaPF2AAAgAElEQVQiTcCAYIKEIiVBCC2VkIQllfTdne+PndndhBZASmDu68o1SXZmdvqcc55zfufQoUycne158sn/IzfXHrG0FFXDhmj9b4x6oSiK5CUlcWr9ejKKinB68EEaDxxIkSCQOHYspxISOH3gALSz9PVITDSp+w0a1Jb+/dtQXl5NQkIqp+bOZZOtLc379kWMjET4lyNCarVIy5blJO23R52ailE6JpGPPkpSQgLHd+6kcswYtPYXxlCKdDq2LFuGPfDMM0//q9t1oxEEgYiINhzJyCL39OkrL/Avf3fz5kE0bx7E888HExd3ijc2OrJ27V7Wrj2J0Okd2g0YQHGxF7a2FXXq/XExNBoRN7dyzp1zoV07b959936enZdIcV4eEU8+eV3PzfBwbyZM6MErc+Yw+N13uVRDjOZSNVDWiRMX/byuiKLImZw8jhw5yY59P3N0XyKlpaVUoqFFZCRPDR5Mo8aNCbpNk7hvOlcZabih5pCtrS2PPvoIvXv3Yu3adaxe/TOpqZmkpv6A744d7M3JYYuXF04uLgQ7a3FycsTW2YtypwTsHBw4r9EgqFR00B7EaDSiUqlQq9XY29vh5OTE3r1/YzAYCAqytLONkaz78fTDFyjV6dj3zUr6v72cnsI7gKlio6tkvcr1vPGSR2StnyebIbJa5WOnZzF79u90GPsJXk2bMpxFrNQ+jujggF4fAKiYbY5w5Jq7qMmWfmGtqZv0U63VcjQhgb07d1IiCGgdHek4cCAtHnqIMA8PksEchzFts8ljWcanUoc3i9cq97GXbfNPWcZI6X9y9cesWmN8cOHYd1+pYPx3MRJdqR4jtlQ4uaFDg1c9utnkbR0+/Eni9x/mx427GBi1h+bt29PVKuM6P7+EUV8mA1oef/xhHB0dKSkRyHdzo6BhQ5KBNVI3TPl8WrT0Td68FkuljSzsJ5OD5RwVAdVlZVRv3crhuDjERo1oPWAAbcPCzOdoORDesyearz/AM24h77VzYjzzEUWR8wfOATa0a/cAEMC39jHQE473XE9m5j9s2LCA5K/daNajB6N7DsHW2dlccdEULojyyZ5jCpZOsHL8JZGRNf7+1GYcvs1LMCQnozp3DqMoYuPiguc99+B4eDO+O+cSExOBfAXGEEdpaTlDZsVRXVZGr+j23Htv/QsHOzs740gVLqU5bGY1cdK9LSuwWGsGWKJKprvJcm+aopBNsdxnFlVSk9riMnOP35qVYwBfu7wFj0PSY+sYdXAsR1av5uRff3Fgxw4yAhwYOLAdy5hm3h45J0H+flfzmvzMWzfYXOnRBkEAJ6csVKqT2NnBd68dZ9GilYif/crw5zuzQXjBvI8A6xlu/r12ZYN8j/QGVjAOwqF9t19J/PJL5o5oC8BkougnxVpyiEEVGIgHIhUnT5CUlElZWRnpZVW4ViVjNBoRBC3V1XoMhliMRiPbq5pRWlKC8fwxqko+5Pz5cjLO+1J47hw2ej1VVVXYSpLpLVu25plnBtOiheww1J9n2A3nVuY0XAo7OzueeKI/jz76CMnJyfz9935yz+aj0+kokH7ypZOoR4PcR08Op2X4epObm1djnQ0bNmDfvr8JCgoi6BJjb0ajkZ3z5vHgyJE4uLhcdJ66cvbkSd7/aAsTJ8awrKElpVGwscFYVoaVPHudqS4vZ+/69ez/5RcqsrNx0Gjo/PTTtOrfH/ESKmw3m+rKSowGAza2tred6uPVEBwcyP899RS/rljBt7NnM+b99yHU8vnGjXupqKgmMrI1jRqFU11dTUUFFLcI55rkFS9BSV4ef//yC2cPH6ZT9+70i40l4xLZ5f5dunD26w9ITk5HFFuAAKVnzqDTleLsrKVRowujH8HBHowadR+GsqdI2baNhDfewDUsjDb/93/4/UvlZIKzM3h7I2ZmQkUFNgUFhHbrRu7hzRw4cEoyGkyIosgvv+wk+8QJ3P38eOGFsfUy4czR0VQqU1p6FWnmNwhBEPCLiMAvIgKnlBRKFyzg+MF45s07jubPStoPHEibe+656vWWlgqA2ny5q1QCL7wQzvLlaj78cBth48dcl4ZBp4cfZsXbb5OYmEx09IXKvU4uLgQGBnDoUBJTp05HFEUqELCTTBIPDw/y84uQ3wwV7ANMLzGNNMBTIlUrObm4ENWpE+2ahtOuXVsCAgLq5XV3U7hV1RN1wdbWlnbt2tFOCrXq9XrSdYWUlJQgni/k/PlSskrKUJ/XUVZWhsFgwGg0UmHjTHlZGQUGA0aDAfeKMtRqNQcPHuLcuXO4u7tzXsplWCN5AI8Cu374gQdatqRxS/kC7Wi1NSb7e700vzy2KHsJU1nEemmcrkHSi3z22T6mTm2Lr28JFtHgFPo47GcvJZw//w8msXh5LK7C7Ml7SWNvXSX7e0tpcxLWriX9108pKcmhsZs9vYf1xcenOX+HR5Pm4GD2AtOwRA1yzWs2eSybgEJp++XWRbLnIu/HSIabcyvGWY1lAjW8BPl3C6ZyPmNpI6oBByenehVhqI0OL/o9+ST52dns37aKTbPGcf/7j+Ll5Yxeb8OmTQeBAvr2rQBSOVXcDrsmLdkqvSzuw6KvMb6Wlv4K6e9K4FMpQ13Wy5e9vXanTiH+NIGCs+fp/Ng7NBkxghRBIBdLRKsC+aibflcHBFDo0pgz+cXk5jYi2g8OHjpEHCH4tu7Ct4KpwYV87ibT1xIFcQD69uXhPn3IPXiQBStWYCgr4/E+fXigUydUarU54rBc2q9ljGOWdG0clKYrzZEH096OY4VpnkaNUFVX456dzf226+nW6BjPEMjp06lAmvne8czL5ds1n+ItwGezZuLmdqEHXR8wGQ02lJYaSaafOcIg31vyeT6KJYIjR/3mSxGtHKvOn3LO0XBzfpEcYTAxhOHm6MVI6R6XI1qLrJQVfcPCaD1wIOd79eLP5GQ0f/3AngO/sqtlH2IGDqRh69b0FU5Kc5syDuKlSONBoKm07pTqaoSKv2jtUY4lJpmLIMCzz1awenUKh959msmTH8XWVjZyt7NIus7laIacSyNrUd6HJZq7VxjMsxMmsGLa04SF2TLAKwo53lkBIAioVCpKSs7T/J6WBAcH4+Rgh62tDWq1mmo7R4wGAwaVCkGlwtXGBidnZ7yd7HF2dsLR0RFnZ2fc3NxwdbXEVRSugMjN12m4VjQaDb5+fvj6+ZmTG03h75qdAHWSQSA/HFtK8/r4ePPjjz+Rm1tTnhkgPyeHI/v2MX72bC7s71Z3Ug8dYutX+5kx437c3S88sg4OKrRaFfn5Toji5Z3SsrIKfv55G5//+j8qyspo7GnDyJEd6d27KTY2kezZU4KjTkd+o0b/qnd7PZSXlmKj1eJ2G7UxvlYEQWDoiy8iFO0nPT2PmTN/4r33nmT//n8oKDhPcLAzbdu6kppain14O9Tu7tf1faIoUpiUxOnVq6lSq5nVrxktWvjyk9DpygtL2xvcogXHdu3in3+ywQ9Kzpp0h53r2LdB9kpbR0RQnpdHzrp17Fy1iraPP47Yrdu15z2o1eQ2bky5iwtOwl84OTkBeWRlFSKKorlSavPPP1NeXk7PTtH1Ws/fyckJBwd7yspufaTBGpfCQgSjEad27ej+yCMMTlOzcuUevo0/zHfTphHYrBnhg+8lIuLieTxm8vNBFHF3N1z04379mrJ5s5a33vqRN98cYqUDc3U4ubjw3HMxfPllHN0nDarxmSiK5OWdJSSkIXM//BBHR0c0Vo6KTnpd1U7IdKrHzsxtwe0cabgYtU+4yZu1u8j/LuyF4u/vj5eXF8XFxeb/yR72eytW8L+nGxKh2kimZFnL2uM5WDKaZY9hpTkTN02apnOyoIA1S5fSLnYt89zdzfb3SilDfhnzSRfAxecUHqe92FU6imAni4S27IXsEvtwMC6On75aQnlhIT4+PnR57jkie/Ykz8aGr4HhrMbV1YBTTjkBxcWskSzlFJB7y5nH0OWjE4LFM5X72cs3VD9prPIo/czHZJlV50953WCquJDrnGXDLJ5YAJxKj2BXmYu3cO0Jq7cD5iiJjcCkSfOl/gInePfdfej1mUAllX3fRaPZTuPGZWzGZDDIgXY7YECt+ns5kiR7VbOZBTTFaDTy9c54zq1ZgyowEPdhw3i4YUOOYvJELR1a5fFkE4ukPBywjD9nN27MsV27+DytBW2B3JISfIF7nZ3NHpxc1ZOGxeOVvVT5mmkK4OOD27BhNCgqImn1agLWTOU//2nBi10/NYdu5YG3lVIuwyw+rbHPbsBUOQ9IMxgCA9kojaM3cY7mREkgPxQMYqBHFocOHWHpbxtxEkxNgOorWWgodnCmrKyYkpJzpGA5TvIzQR5KjTU/R8DyLDEdPfnenMVw8/zja2mnyHdZNDBYqiyokJ5bsrKiHZbr48nc7ehEI+09TuCASFzIa0ROBt2gLDavXMne7dt55o2jhERH8+Tzz+Pu52fejgFYopcB+flUaLWc8HiGVOzpyiIsTwNThk5mr8Hoin9kxYqvePbZdqxmtvkZIl9v48x5QqY9WWH1zImS9mdFuwnE//wG/dNWQUhz6TMdhUWFuLu7mQTKHLXUzjuoz5HO25qrzGmoPwX3F8HHxxudTsepU6k1/p+TlkZFYSFt2lz7GK7RKLJl7ly6Dh+O/RU8zio3NwSjEZtz5y74LC0lhWWTJrHmo48wVlfTceRIhi1ZQpuHHrpAm93fX8Cg1WKXc+Fgwa2ivNSUVuvoeDFVgfqJs7MzM2e+iZubC7t3H2LLlmTs7GwI79HjutZbVaVnw4ZDvPzyD5SlpBD82mv4vfQS2utQP7STjNDKsjL0lZVUlpjq8O2vQ8nU3tWVDsOGMX16D1JSdMRPnEh2QoIpQnAdBAaa7hNdVhZZWWd4550FGAwG/vOfx2h4mytAXgkHaZjqdoo0CJWVFBQY8PZW4eBQ89y5BgXR5JVXaLd4MQ07dCAtMZHFY8ey9euvqaqVgCWKIuX5+ag1GtQXqXyxJrJfP1JTC9i37/qqSLo+8wzLl/9W439nzuSRk5Nrzh9RuEkYMFVPXO7HilseabgeAgJMMtXZ2dlm780XWL9yJUMHDWKfYLJi+0kVDesl9bYKLL0uBks2/3rJ4pdzGxr/OJwmTbrTISKilp4byJkDbpgiG6KrK87OzqgLC+na0NQPPqGgmre++orjcXHYCgL3PPggLz7zDE4uLiRiMuwaYvFFVtMP0VkkQrOSirNpjGychEolAHZmPYXaFQ7RVr+HSNMYqc5CVuCbatXnY7WUC9FP8gb2mhU27cyd35ZJ83SVPKbN+amU4kaVSzPOS5fLnRAO9PX1ZerUtxk2bASC/z34P/IkrR0ciJPGaOXjKnuSKVgqItxqTXeUlHBiwwYeitcx6t5CZs26Hx8n07GdatXhr/ZovjxWLa+3GZbrQfY4I7S/8mfRYQ78UEjwqU2U/n2KDLtgttjb85o0Vz+zFoMdy2pVz3wkTd+RphVW637X/W14Hp7Kz2f/qlXE//QTTw+Ip0MHF+YIWwBLpEL2jFPA7Dt2lSIOXaUr87XAB/E9+it+x3Ywc9N+SkuNdOwYzZAhz1CfCUKPvYsDJdhy8lwZ88UkPhdaAVhV4Fg6IsiVWLIXPlw6P9Z6LXa1lpJ5XZq+A8ySIgxyZGe6tF5faXmbs2c5a/ClwrMZLfgdsFSPLaGfKbciMBC3N94gbd8+EpcuZfvKlZyIi+OxoUOJ7OZBgtCKqqIi0Ghw9/ExN8s1Xd1y/CDNsh8CFL0s8sYb6whr9DZyD3SLXoW8R6YrxuT+yHu7S/orhkZNmvCHqhGnTp0gNDQIcCM72zQs7X+DypvrM6IoMmHCBDZs2ICDgwNffvmlOTfQmu7du3PmzBnsJeNv8+bNVx4WvB2rJ24U3t7eODg4UFBQiC4vDy8fH0qKijiXm0uDZs2uvIJLkHfkCOf3Z3Lf24OuPDMgqNXYarUU63QUFBTyxx87+OS7X8gsL8e3RQt6jxqFd2goV+r9KQgCnp4CeXkixcUibm63Pq8hNdWkkR9Qzz3Fi9G0aVPCw8P4p6CIZteguV909iy71qwhMSmJsIceYsCcOQywXfCvbqONjQqVSqB59xjmzmjFzJkrSdlTStVFolrXiqOHB11HjcJJp2PXiq5s3KjDODIb14Cr6x3jHRCAwWDk00+/R6t1Izw8rN4piF4KDw8P7B0dKSspMWXwe97qLQJVSQkqGxtsPa+8MSGRkbRq04a9a9dy8Lvv+OqDDzi6wZvIUdNwKi9HXVGBYx2TVF1dbXj++UBenzuXRm+9dc1VCff26cOmTSsZM6Y/AEePmlLMGzQIvtxidyUbN27k+PHjHD9+nMTERMaMGUNiYuJF512xYgVRUVF1X/ntpNNwoxEEgXbt2hIfn0Bm4hYiHu6Nn6OekElDKRUEwiVVsBXmPhem6MJ2ujJL+p+l44WJ18XPeHXZKiZMehA/9S8A9DWP7dW8qRrS0uzhlzZowLGkJEYt+ojy8lJUnv5MfuEFIu+9l68FgXws0QA5YtCVZLpKNrocBfHw8CYjo5DN+W1Qu4VSwYX11nK2vXX6pxwhyZE6wsnj7IsYZ1am6yd1uZPzu+V9X8Fg8/ipvG1yhnVqahyOiHRuFHxHRBisEQSBqKhICrb8hufu32naaITZQ5ePjXzs21j9/l7+l3z3XTxpaWcY+HgUjYfNQ6VSMYpFTJciNbFm79+SHS5XK8iRhU+tqhYAYpiOXOE+Uvrf2nMPkOWcSWd/f8CXpk2b47V3HyF5ecyRMlnkc72c6ebIgHzFTqi1zxOZwyJpG2vrhiz1+gomjODIkVyGzZ2Lb5s2/DDgHFqtjXkbfbHolsjXoxyN6RjwGT/ml6PXV9OmTWOmT5+G3XWIt91OCIJASGgoKUlJpKaepqn0npbVCVdK8zWla41uuiZMd6r8jCnkQhUG+RzOlaYVVvPIuUjyNTWEcdxnMGCr05Ht5ESyRkM3851rehLcB4yrdQ2e0MTQ7vHH2dC9Ozu/+oodcXHsfeEFWrVqRcyAARS7uJjbcM1hMBOl50acdL1YOkn2pnVrePivvzidkEDTrl2torCmfZU7yRaBWa+mq/Q8lq+IJm3bUujrSxaBBIrV7N69B4D27a/ihXeXsGbNGoYMGYIgCHTs2JHCwkLOnDnz70Rl7qacBoAOHUwa/7t3/w2YKjL8r6MxfULCCZo08cXPr+4lO0ajkc3r17NsyRLOnMmlT58HmPTJJ0R163bVVrizswY7OzVicTGi0XjlBW4goiiSlpYBQGho6BXmrp906mQqw924MY6qqsvXHenLyjj+zTfExv5Iu3ahzJ79FJ07N7mhnnRJpqn2x13SIvHxMeUNFJ85c8O+s3lzX2Lefx87d3deffUXdu1KrVO+Q2RkMwYM6M+4cWOIjZ2B+3VWn9xuBEk6F6mpWVeY88Yj6HSItrZUXENVk6O7Ow+89BIjZ8/Gy9OTXX/+yeeLF5OdlnZV63nyyQgSV63CoL82Z0IQBPwDTcJ8J0+eJD+/AE9Pjzv2WXM9nD59muBgSwQmKCiI05dQJx06dCgRERG89dZbdctTkqsnLvdjRb2ONABERUUiCALJySfJyanAyc/0cDW1rzX1sJCt+IaSN98GayU0ebx/MAa9nlWrEpk5sw9xDLeyrE2e+RxJ31zWQohCR1WVA++++z4Je/bRMCyM+3r3xjcggBCjEfl0zZbyDOKkKIBF56ElfaXxyhxp22ao7sXV6yRNs7LwLSqi2N3d7LHIFrrFgwhhiBQRkJHrpJdLFR7QjDmSpT+RH8xHAizjn6vph+yh+ErjqH7A0cOHySutpKGX5x33ApCJiooiNLQJp06lkrh2Le37yT08TFGp1XTFoNezdeNGHDd/yGt9W7Nnzhq2qtX8LK3DMnDjZ85qX2ZVS2/6xJIXIHuQQ2rNM5yjzJGqVj6VamYezNTiCAwNPMJ6JpEX3gAtv3Pu4EH26/WoNBrzyDNUmL9f1gqQ+wn2kqaLmGi+juTruK/5ekpnlqQX0FwNzf/v/9jRtSuTv/ySgM1v0XPECMb57zR7kfJ6ZBN91arjbNv2B4899iiBgRaV1juFrk3C2IVI3O4c3n7C9D/5XpavgTQsEYbBkmaHHFuSoxG9uPDYydEJ674k42r1iJGrJ0IA19xcjJWVJPn6ogeWme/bGPM88VbVFmCJnsnXyylbW54aNozdf//Nge3bWfryy/hOeZUOHdrzqGCDHEOKMT8r5fiVKZrg5jYE/w4pJP7+O4selLUgQgDrKgrrmErDGtsTTjJyFGRJ3FbA5AQqIkwXcrGX/8WO04oVKwgMDKSkpIR+/frx9ddfM2TIkAvmq7lyrkqnod5HGpydnenatQt6vZ7//W8O+mu0egFS/vqLtm2DcHOrmxrjqVNpjBo1lsOH/0EURd768EOa9uiBqNeTcfgwVdeYaV0hJRfJmfK3ioS4OERRJCbm/lu6HTcSQRB47jnTTbVm5UoyT540fyaKIkfi4/lq4kQqS0v53/+e4MEHW6K6DlW8qyE/v4KclBTUGg3h4abXi3dwMF7BwZSXlFCYlHTDt0Hr5kbESy/R6Ykn+HXOHL77Lv6inqVer2fnzr8AgbZtr9xxtj4SHd0BBwcH0k6cINXqOrnpiCLGkhJUTk7or6HjpiiK6DIzKc7KQuviwuMvvcSQ4cM5efw4X375FYsWLa7zc7T1Y49xeMOG66q82bdvH+vWbUClUvHAAz2veT13GosWLSIiIoKIiAgCAgLIzLQoDmVlZZkLAayRjXVnZ2cGDRrE7t27r/xFd1ukAWDs2NEcPXqUY8eOs/LzpYwY8TwIfkShA8AyQmaKKqQTZFaC7Ct5lL7Ahm3beH6EqeJCazX/XmkN8li0HXBw715WLviI4uJiTpw4SVhYKD8sWsCECU9wNtSVpFNFHPv7bxxDQzH6NkelVhMjbY9WUpwIwVLHPFzq9bCMKHBy4rRWS2pFBcVcTIXexCz61tC8B+txVHl0O8Sqx4RpD+ReFPKYej9mES/1TOgqbUdiXgP+3LqVsIAAevfuxZ1MREQEXbp0JiFhJ0unTePh/v356swZslNTCWvcmGmxsXRyXYepNslgPrIWpU2LUp91k2yoWekufxYjRYFizGtqY55rolTFAr78+ecRDHo9jaKjWeL0tEmTQxAIa92a9MOH6bl9Ci+1jTYvv4jZ5rwZ+XsfkaayJwuWXBj52w9YeaSy5ysvb+5P0bw5jd5/n19//pn8KVPoO3YsvaUwsiiKrPryS06fzsbb24vWrVtzJ2JnZ8djjz3Cjz+u5s81C2n/ymC6Smdano4n3Op+k68Q05mXz8VEljHLXLlkPYdlGgJMlyIMci6M3AXkvxXvkWTjirtzBf34C4A46RwetVq+djZJU6CqvJzCEzspyi/H2c6b6Hv8OXJoO/FbNuHr7cWuXYmoVCp0b8cyefITODhYl2DKV4dpzfFE8YrjXrRN7Th82IuWLa3bnVt32JHVR0xXYYxZ/aQZubm5zJtnqvF5+ulBNG7cGAUT48aNY9w403ldv349CxcuZODAgSQmJuLq6npBPoNer6ewsBAvLy+qq6tZt24dPXvWwQi7ykTIeh9pAJNa26uvTkSlUrF27Xpef30aZ65hzHfQ5Mn4+185l2Hrhg18GBtLfn4BMTH38+OPPxAaGkp8fAJTp87GxcWWwFatEFQqzh8/zqldu8hJSSE7W0dBQQmGysrLf4GNDQJgU1R0+fluIFt++QWj0UjTpk3x9va+8gL1GEEQmDTpFaKjO1B6/jw/ffstm7/7jgcHDWLA6NE43wJJWqPRyKZNxzmdlFRDHbQoPp7969aRe/IkW7emkpVVfJm1/Luo1Wra9u/Pw+PHs+Hjj5ny4ov8/P33zHj1VX5bswa1Ws3kyZPQaO4IX+Si3H9/D/R6A9u3/01eXv4t2YbSUhvKyzU4OFw+GiAajVSfP0+5TkdJRgan9u/n+O7d5OeX4+3tSLPISBIT9xAbO4fMzCyeemogK1Ysp6ioiH37/ua11/6HTnflfRw+/FHuuSfsqvZBFEU2bNjICy9MoKiomDZtWtO/f7+rWsfdRJ8+fQgNDSU8PJwRI0awePFi82cRESYjrLKykt69e9O6dWsiIiIIDAxkxIgRV165nAh5uR8rBFGsvj5Fl9uIxMREFixYRFFRMba2tgwcOIA+fR66rFhIvBRs6YopuekEck5EMvFSDkJXKUJQqHdjxVdf8dsvptHsgQMHMGjQUwiCwOnTp5k+fQZ5eWfx8fFm+vRp+Ps7kJOTz5HcMqrLylBhekHZCQLhzZtT6eVl9ujkem/ZA3FPSsK2oAChSxeGq4dKc8m+g+zBNDMrW8oMNnuqlmRQa8VA60+stQhk77MfyZw9m8/o0R9SVVXFggUfElJHyeL6jsFgICFhJ5Mnv4arty8ff/MNoa6mkGA8LS+oTJhoHR2iZsa7JWcmTZr6masOxpk/M+mRzmI5AFOtPND2m1/h/fc3cuDYeYJbt6Z3bCz35W7l449/4Tge6CsrUWk0NOjUid/fkHPeQ7DUeMjdSJ6VppZK+kVWY+NgyYNpAwyXcmweqdX1NdaqG2wlUFJYyFsx3fD29sDGxglXVxdGjhxBt273Xnhg7zDmzJnHH39s54EHYhg/3vRQPiEVVIez2pxDJEcIfjWfb9O5WcRscx+Y8dJxrp23lIO1ymTNSF96ehfS0sJo06YKNzdTe784cwWO6Zp8t7IV7TMyKMvORuvgQHVZGa6qMjw9ndD6tsDZ3Z3V337Lrz+Y8pyeePwRhg59DkEQOHPmDDNnvsXp09l4eLgzbdrrNG7cmBPSs9Jaek7eXjlCIj8rLx0fhZSUFL766muSkky5Xp07d2LcuDG4XGdTwduL+mM4C45R0GzvZeeJFKLYu9c0zx1lNACUlJSwdOlnbKBJT/4AABfxSURBVNtmumXt7Ozo2/chune/77pefmlpacyb9xGnTqWiVqt58cVxF4z15+fn8/bb73D8+AkCA915ZugLREdHUyCKVJaVUVRWRnVFBSlZWYjV1Rg6d8ZO8sr6WSXeAUSlryAtTaBVq1Q8POTHj/y6Nz1iFjHVnHC0vpYMtCwos55x9DU/tAprzNtXKoFKJtx8iweK1UybNp1Dh5Lo3LkT//3va9d8zOojBQUFDBkyFEdHG77/filywDcOS1mZ5XjKYVdTqu0ixplfxPIrerBZVtgVyyCBfB5l6SVTBccyYhkutZKOGfU95UVFNImIIPXAAXo0U7Ezw47KsjJinn+eFt268cnIkVRXVNB3yhSadOmCHxBD7aQnS/Gtic0sk5It5WtELu9sY7Vl/ayGXKyJlubR6/W8+tRA0tMzGDt2NE8++YRZUOZOJzMzk/HjX0av1zNjxhtERkZS81WaUmuJNIAaUu2y4WgpR6x5vO2A4eZzGSJNTVfgwYPlFBe3oHPnNNRq00DqCumcyi9xdVoaFampCN7eRHh5YavVUuLsjEqjIbwigaVLf2Hz5mQEQcPzzw/jkUcerrHFJSUlvPPOeyQnH0alUjFgQH+efHJArShSDjUHVC5NVVUV8fEJbN68hcOH/wHA1dWFMWNG0aVLl8suWz+pR0aDfRSEX8Fo0FqMhjtieMIaZ2dnXnnlZWJj36R161ZUV1exceNvvPjiS7zyyiRWr/6JrKy6l0wZDAZWrfqRl1+exKlTqfj4eDNrVuxFkwM9PDx47713iIm5n4KCIt6bNYufVpseDnaOjrh6e+MVHIwQEGCqrLhMoqO7Ozg4iBQVaS85z41g7dp1HDqUhKurC2PHjr6p33074ObmRocOUZSWlpnLTW8moigyf/7PlBcV4d+8OY9MnozaxobNmw9QWlhIWFQUHR59FCd3d7pLWdEb580jLzX1Cmv+d9FoNLi5ueHr60P37t3uGoMBIDg4mKefNgm/zZ+/kJKbmLBsMAhUV9vi4VGKWn1pf89w/jyiWo26eXM8/fxwdndHpdFQoNPx2msL2Lx5F40bh/Pmm9MuMBjA9ByNjZ3BI4/8H0ajke+/X8nEia+SdhVlmVVVVezZs4cFCxYyZMhQ5s37iPPnz+Pk5ES/fo+zePHCO9RgqGdcZSLkHRdpqE1GRiYbNmzgjz92UFpqyfYIDAygffsowsPDadiwAUFBQTWs6NzcXPbt+5tNmzabe1s8+GAvhg0besUHpCiKrFr1I198/S0Azz3dnyef7Ifsf+4pcCT30CFsGzWiVwPTi0mOMJjDk6KI7V9/obexIbV9+xrrjzWXU7pR2wuRw4JyCZYdMFgKWa6QwuiDpRJQ+duyCCcIPZmZmbz00kSqqqqYNu2/REfLaXB3F598soT16zfSqlVLYmNnoNFo2IuGKPNxM7FMGr6yVgWRBwfkGIR8PtO5UPDJEo8wRTNWMBVWvM7332/D0VHFnDnPcjRwJEunTGHLt9/iHxLC+GXLGNnYNJgkimnMm7eRbduO4OPjwuzZD+HpGVRr3SE1vmM1E2sMRwCMk4S9TPtkKbkFSyxEjjfFSGVyeXl5DBs2gpYtWzBz5gy02ptr3N5qjEYjU6a8zpEjR+nW7V5efdUkgHQCjflObGluKy4fadORn8NEJkoRqF5SsuMoaQ75eulLHItqnYt+LEKnU3P4sD2bQ+/nbHCwVdmsaX0r6GvqVrlzJ3YODjRo29Yc97AvKGD+5MmU5+Tg6+/PO9NfJyhIvl4uTXJyMh9+OJ/c3Dw0Gg09e95Pp04dadmyJbZW1RtFRUWkp6eTlpZOUlIy+/cfoNIqf6tx43D69HmQrl273jGiX5emHkUabKPA7wqRBh9LpKH+7Nk10qBBMKNHj2Lo0OfYu3cviYm72bNnH6dPZ3P69K/m+TQajdkYMBqNVFZWoNeb2sR6enowfvwLF9X6vhiCIDBgwBO4+AUy/4MP+Oab73F3d6NXr0gAbKUmRNXFl0liEwSM7u6odDpUFRUYb/BNptfrmTvXlMcQE9PjrjUYAPr378fOnX+RlJTMJ58sYdy4seZWzzeSfb/+yvHvtyEIAq+99hiBgZ4cBeydnNBXVoIg4B8WhpyBIggCL7zQi9OnCzh2LIdJk37mzTcHEhJyYxNXDQYDCxcuRhAEvL197jqDAUClUvHyyxMYP/5lduz4k+joDjcln6Ow0FTuW3I53ZTycox6PVqrXK6KsjK+njGDczk53BMezpTYWIKc6xYdatmyJQsXzufzz79g48ZN/PbbZg4ePMTZs7oaz0xrp0wmLCyUjh2j6dgx+q7Jjap33E0y0leDVqulS5cudOnSBYPBwJEjRzh48BBpaemkp6dz5kxOjTCjo6MjMTGdueeee+jYMfqawq8PduuMWDqSxYs/YeHCzxBd/YiMjqbaBmy9vXEtyefH6mgEGxtzamMUssWXQp4n7MgLolNODo4hIeZEvGVSeaQdFy+rssYUdzAt6WcuPjW9dM5LnkygWM3iJZ9y4sRJfHy8GTmyDhm3dzBeXl5Mm/Y6//3vNDZt2kJQUBCPPfYoyVJk4VIUYimrizJ77yaP3ySgFSL9z7fGZ6LYkC++2MEfP+9CixcPjx7D32378Dem81cgXZcuvr5UqVRmWfSGdAVbKJ3xH7LfeguObGT4a3/x1Kuv8nxUzcqbOZIUsNxkDawjDKaX/npz4aBlCzvWmAOgGZ999in79x/AxcXZHKa/G/H39+f554excOFiFi/+hIAAf8LDrcsOTXGALClJMkiKQUwkztwgb7N0v0+X7s1YK2lxOTlZjhRUVI9EOLuXxg7pREsGQV/pHMZbNbUrz81F5eiIjacnFUCv6v3MmPUxeafOEOjvz/szpuFaR4NBxs7OjrFjx9Cnz0P8+Wc8GRkZ5OTk1nhm2tnZ0bBhA0JCGhIeHk5UVCRe16BYqXCTuZsaVl0rarWali1b0rKl5SVQUVFBZWUlgiAgCAJOTk7/ijLZQw89SEFBAd999wMLZs9m5gcfQKNGaN3dqTibgzE7G/UlmkF5eIDa3p6y9HQ0Tk5wA25Ag8HAh/M/YuvWP7CxseHllyfg4FA3cas7mSZNmvDSS+OZPfsDli37gsrKSloMeOpfV6vT6YpZuHAt+/aloVI3oP+ECUT06GGuuQDMrYw1l/DobZ2d6fj22zSYd4xf48v4YuZMSu4P4vnn++Ds/O+ey7Vr17Fu3QY0Gg3Tpr2Or6/vlRe6g+nV6wH27z9AQsJOpk6dzowZb9C8efN//XsEoxFSUqCqCv9gNccucR2KBgNVZ85gKwjYS9GIjz9eyaFDx3BxC2ZCbCyu11FCHBISYo4YVFZWUlVVhVGSu3dxcVHUHOsjVxlpuONzGm4HTMltC/j9960EBwcx6cP5aDQaTifuQBQriY5uhFotD1WYPMS9UhTgfFkZhUePYiwtxRgRgeDsbB4zHVxjjF3Okq9dvAWW8qeaPTn0ej0ffDCXhISd2NnZMW3af2nTpg0KFjZs2Mgnn3xKUFAg4eFhjBs3lrNak5cXJJXprpDKdAdzgjhJujzmgvFs66bUuaZ+JZuP8MUXa8kqs8PO0ZE5Ux4mIqJm02RRzOE//5nBzp2H6NPnPr744k2znHntorZuosj3q1cT9913VFZV4eDiQmT//rTp1YumkmcaRTyWYj5r0WJ5G03DUsnSPrWU9tFotGXFih9ZuXIDAK+88hI9enS/qmN5p6LX65kzZx7x8QlotVqmTfuvuXbeGp3ko3kRT5wULYqRchFWS5GCfmb55RDipWdAiiiiSUlBdfYsBn9/wsLC2C29nO+jJlnZ2VQfP07HUHuCg0OJj9/FrPeXYGtry7z/vav0dbhp1B9/XBCisGRjXZzIyOg7t3ridkQQBEaPHkVgYACZmVn8uHw5KpWKwEBvqqsN5ORcOrdB4+CAfWgooihiSEm5LrlWa6qqqpg1610SEnbi4OBAbOybisFwEfr0eYg335xGXt5Ztm3bzqhRY4iX5LWvherqajZt2sPo0R+yaNEqysoqaBEdzcTFi4mIqD24BEeOZFBRUYWdnQ3nzhVRVHT+kusWBIEe/fvz0oIFhLZuTVlxMVs//5xFQ4fy05IlZBw/ftXbXVRUzMaN23jhhSls2/YngiAwatQIxWCwQqPR8OqrE4mJ6UFlZSWxsbPqJt9bR4SCAtS5uYguLhhCQy/pzYtGI/qsLFCr8fd3JS/vLIsWfQ7AkOHDFYNB4RJcXfmEEmm4iZw6dYoPPphLXt5Zpkx5lYgId3bvTkMUQdO+B2pbW6uchhBpaqqFPnaskMJCNc2aBbLHpQlgGneWvc00aSr/3RLrl0vNzIeTJ0+yaNHHHD9+AmdnZ956awZhYVen6Ha3kZaWxkcfLeDECVPPgQYNgune/T66dOlMQIAsrlSBXMWSJXnqaUB1VRWqgwf57afvSU1NNyeM+fkF8MwzT3PvveEIgsBegsznP44oqiorWTJpErlpaWg1Gs7r9cQMH06Hxx4DsMqDkbUg7MzVD8PEavbu3cvPP69h69ZtZGZm0qJFC/z8nPCO7E5QWBj3BagJCPDFwUFOqnOlqKiIzMxMsrJOk5x8mEOHkszhZx8fb6ZMmaxI/V4CURRZsuRT1q/fiFqt5okn+vHEE/1rVBjUJkvySGvLj6eAufnYyaNHoaiIR1o7Y29vy2rCa4g0g+laKElPR5WWRMOGrlQ16MLcqVMpOHeOdmGNmDx5kjJ0cFOpT5GGCLCqoLoYkZG9757qiduJ0NBQevaM4YsvvuLDD+ezcOEkwsK8OXo0h9ITJ/Bo0eKSy3p723PmzHny88/DNQqnlZaWsmLFt6xbZ2ow4+XlycyZb9KgQYNr3KO7h5CQEObO/YA//tjO8uVfk5GRyfLl37B8+Tf4+HgQEOBPQIAXjo426PV6dAZX8nU6jqanc+7MGRwNBpL2/40gQJs2rXnllXF0794LtVpNTWEgEwV5eaz9+GNy09LwDAjgof79+WL+fP5Yvhz/Jk0Ivsy1AqaoQ4sWLdi2bTsODg54eHgCUFhYTFpcHHvi4thmflXJAUebC9ajVquJiork3nu70q3bvXe0RPT1YorCjMTBwYFVq1bz/fcr+eOP7YwePVISgLp6RKMRUadDcHDA3v7Sxkd1aSklGRn42WsIDnZl8U8/cSw5GRc3N0aPHqkYDAqXQY401A0l0nCTEUXRrLjYsnUbxs+YQdbx4xQXF+MXGso9PnLnQusEs1wMBpGdO404OdnRuG03wFoY2OKphHOhHr0oimzfvoNlyz6nsLAIlUrFww/3ZdCgp5Skx2ugqqqK/fv3k5Cwk8TEPZRdoZupIAgEBgaQkZFBRUUlDg72eHp60qpVK4KCAgkM1OPk5EBJSSkFBRmcOJFNfPxJqqv1VGs9mPLBB+gaNiTv41g2btxOkaMPnf/zH/7bOxhXV2dk/1RHOB7GDFJSTrJ7dyp//LEdne6clPk+mu7d7yMjI4MDBw6SlZVFdvYZzpw5Y66lFwQBBwcHgoKCCAoKpFGjRkRFReLs7HyjD+kdx+HDh/n44yWkp5t0WDp37sSIEcMvqCbQ1fLb5IZTdpiiCGWFhaQcPIimQQMeb2SQPq3AOh9FFEW2/a1CBPJDQ8nIzOTP6RMxGLRWipUKN5f6Y1wLQitkSftLERk54M6Vka4PnDt3jpdfnkh+QREd77+foWPGkHLwILb29nRplSd5BTWNBoBDh7QUFpYS0aUnKrX6ikZDSUkJO3b8yebNW8wCVc2bN2PMmFE0atTohu7j3YJeryc3N5fs7Gyys00vYI1Gg1qtxtXVlQYNggkKCsLW1hZRFNm7dy/Ll39DWlq61VosQ0leXlq2bz+El5c3TzzxEN2enYinjw8HgceNx3j33U9Ys+s4AIGaMho3boinpyfl5ZUUVDpyLjOFoqIS5CLJ0FBTaFpumatw89Dr9axdu45vv/2eiooKbG1tuffeLvTsGcM999yDIAhXNBryMzJIT01F27o1j7ifkz6taTTodOUcTLXDzs2NZDs7lr/6Kh6leTz++FMMGzYUhVtBfTIa7gG+v+w8kZFDFaPhVnPixAmmTJlKZWUZAwf2Jzq6OVlZBTRvHoKvr6tV9no8hYUqzp4t4tChY+TmltKoRWdstVocKEcUTRenKIoYDEaKi4spKioiNTWN9PR0cnJMBoeLizPPPfcsPXvGKKHKW4woihw9epSsrNNkZWWRlXWa8vJyjM6uqEpOs2XLn7RpE8hnn01EzlxYTThtpGXPH9jE2rW/s2bNFoqKSoiMbEZZWQWmMKMWX19voqO7Eh3dgRYtWihDCrcYnU7HsmVfEB+fYP5fs2ZNCQ8Pw9PTE1dXV+zt7czl3iqVGlHUAVVkZORz7lwp7duHExDghLe3O2tt29JPqmrZYwxAd/Ag2pISGoSHE/vGG5zNy6Nb545MmTJZuddvGfXnnhOEFsA3l50nMnKkYjTcDuzevZu3334bURSJiYkkIqIDWq0jHTo0Jj5Xw65Nmzie8BtHjqShUgno9dXY2qqwd/JBUKnwdHW8bDZ9o0YhuLm50bNnDB07Rl82IUvh1pOFBo+y4wwcOBaVqozVq99ErTZlvMtGA0C49MKYPv1Dduz4i6ef7ktERHO0WhF393ACA/0RhMsoBircErKzs4mL28quXYlkZmZdspIlICCA7OxUwEBVlYGionLUagFRFLG31xLWozeDujanS5d27NTZUXj8OJX5+fzy888U5OfTuGlT/jdr5l2p1Hn7UJ+MhmbA0svOExn5spIIeTvQoUMHXn75FT79dCl79hxn06bdOLt5UlFRgS4vD1EU8fb3x8HBHi8vD+zcfHHx8MDb3iQla2fnRFVVFYDkoahwdnbC1dUVLy8v2rePwsPD43KboHAbUQE4ONij1WoprLDjVGVX7KWck2is0yVNg1FabRXOzjZ4teiOX1Rn/ADNRXJaFG4PAgJM1TKDBw/in3/+ISXlGEVFRRQXF1Nebjqnoiji6OhAUIOGCKIBURQpKDhDUVEJWflllOTnc+z3Tby+4VdcXBzROnpgNBopr6oiqFEjmvr68urUqYrBoHAVXJ0kpGI03GJ69OhOs2ZNWbLkY3bv3kdOTg7VVVXY29vTrn17Ih98kH6dgrG1tTWX8QWZx8Dv9KYvdyfOzo7ozhdzNDmZBlLuicFgIM9gwGg0kqrPpKiohJQUU56KxubCqgeF2xeVSnWBIm1t9GisDECTubiXIPJOnyZn00p+/30b2dlnKSnXodZo8PTzo2vPnjzx8MNSRY5iPCrUFaV6ot6Sm5vL2bNncXFxwcvLS6lsuEuZNm06ycmHqaiowOYyBkF5eRktWrRgxozpSkTpLkMURc6ePUtRURGVlZU0a9ZMyV25rag/50IQwoHZl50nMvIdZXjidsTX1/eu1/JXgBEjhnP48D+sXbuO8vJyBEFArVaj0WhQqVSo1WqcnJzw9vbipZcmoFIpwq53G4Ig4OPjg4+Pz63eFIV6z9VFGhSjQUHhNqNhw4Y0bNiQPn0eutWboqCgcMdjRMlpUFBQUFBQUKgDV9fmUjEaFBQUFBQU7lqU6gkFBQUFBQWFOnHVkQbFblBQUFBQULg7USINCgoKCgoKCnVCqZ5QUFBQUFBQqBMiUFXnuRWjQUFBQUFB4a5FiTQoKCgoKCgo1Aklp0FBQUFBQUGhTig6DQoKCgoKCgp1QlGEVFBQUFBQUKgTSqRBQUFBQUFBoU4oOQ0KCgoKCgoKdUKpnlBQUFBQUFCoE3XRabCYCqobui0KCgoKCgoKN4WjR4/SqVMntFotH3zwQR2XkiMNl/uxoEQaFBQUFBQU7gA8PDyYP38+v/zyy1UsVZdESBfzb0qkQUFBQUFB4Q7Ax8eH9u3bY2NjcxVLyYmQl/uxoEQaFBQUFBQU7lqUREgFBQUFBQWFOtC79wPodLrLzuPl5WX+XTEaFBQUFBQU6imLFi1i6dKlAGzYsIGAgICrWv633367qvkVo0FBQUFBQaGeMm7cOMaNG3fTvk8QRVG8ad+moKCgoKCgcEPIyckhKiqK4uJiVCoVTk5O/PPPP7i4uFx54TqiGA0KCgoKCgoKdUIpuVRQUFBQUFCoE4rRoKCgoKCgoFAnFKNBQUFBQUFBoU4oRoOCgoKCgoJCnfh/q4dX+yaTi80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In the second track, brain responses provided are from a set of specific regions of interest (ROIs) known to play a key role in visual perception. These ROIs start in early and mid-level visual cortex (V1, V2, V3, and V4) and extend into higher-level cortex that responds preferentially to all objects or particular categories (Body- EBA; Face - FFA, STS; Object - LOC; Scene - PPA). In the figure below we show the masks of the above mentioned ROIs for an example subject.

![ROIs.png](data:image/png;base64,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)

#Loading fMRI data The dataset contains 1,000 3-second videos + fMRI human brain data of 10 subjects in response to viewing videos from this set.

The ROI data is provided for 9 ROIs of the visual brain (V1, V2, V3, V4, LOC, EBA, FFA, STS, PPA) in a Pickle file (e.g. V1.pkl) that contains a num_videos x num_repetitions x num_voxels matrix. For each ROI, we selected voxels that showed significant split-half reliability.

The whole brain data is provided for selected voxels across the whole brain showing reliable responses to videos in a Pickle file (e.g. WB.pkl) that contains a num_videos x num_repetitions x num_voxels matrix.

In this section, we demonstrate how to load fMRI data for a given ROI.

Utility functions for data loading

# @title Utility functions for data loading
def save_dict(di_, filename_):
  with open(filename_, 'wb') as f:
      pickle.dump(di_, f)

def load_dict(filename_):
  with open(filename_, 'rb') as f:
    u = pickle._Unpickler(f)
    u.encoding = 'latin1'
    ret_di = u.load()
    # print(p)
    # ret_di = pickle.load(f)
  return ret_di


def visualize_activity(vid_id,sub):
  # Setting up the paths for whole brain data
  fmri_dir = './participants_data_v2021'
  track = "full_track"

  # get the right track directory depending on whole brain/ROI choice
  track_dir = os.path.join(fmri_dir, track)

  # get the selected subject's directory
  sub_fmri_dir = os.path.join(track_dir, sub)

  #result directory to store nifti file
  results_dir = '/content/'

  # mapping the data to voxels and storing in a nifti file
  fmri_train_all,voxel_mask = get_fmri(sub_fmri_dir,"WB")
  visual_mask_3D = np.zeros((78,93,71))
  visual_mask_3D[voxel_mask==1]= fmri_train_all[vid_id,:]
  brain_mask = './example.nii'
  nii_save_path =  os.path.join(results_dir, 'vid_activity.nii')
  saveasnii(brain_mask,nii_save_path,visual_mask_3D)

  # visualizing saved nifti file
  plotting.plot_glass_brain(nii_save_path,
                          title='fMRI response',plot_abs=False,
                          display_mode='lyr',colorbar=True)


def get_fmri(fmri_dir, ROI):
  """This function loads fMRI data into a numpy array for to a given ROI.
  Parameters
  ----------
  fmri_dir : str
    path to fMRI data.
  ROI : str
    name of ROI.

  Returns
  -------
  np.array
    matrix of dimensions #train_vids x #repetitions x #voxels
    containing fMRI responses to train videos of a given ROI
  """

  # Loading ROI data
  ROI_file = os.path.join(fmri_dir, ROI + ".pkl")
  ROI_data = load_dict(ROI_file)
  # averaging ROI data across repetitions
  ROI_data_train = np.mean(ROI_data["train"], axis=1)
  if ROI == "WB":
    voxel_mask = ROI_data['voxel_mask']

    return ROI_data_train, voxel_mask

  return ROI_data_train

def saveasnii(brain_mask,nii_save_path,nii_data):
  img = nib.load(brain_mask)
  nii_img = nib.Nifti1Image(nii_data, img.affine, img.header)
  nib.save(nii_img, nii_save_path)

Loading fMRI data and inspecting dimensions

# @title Loading fMRI data and inspecting dimensions
# Select Subject
sub = 'sub05'  # @param ["sub01","sub02","sub03","sub04","sub05","sub06","sub07","sub08","sub09","sub10"]

# Select ROI
ROI = 'V1'  # @param ["WB", "V1", "V2","V3", "V4", "LOC", "EBA", "FFA","STS", "PPA"]

######## fMRI data loader wrapper code ###################################
fmri_dir = './participants_data_v2021'
if ROI == "WB":  # Loading whole brain data
  track = "full_track"  # stored in full_track directory
else:  # Loading ROI data
  track = "mini_track" # stored in mini_track directory

# get the right track directory depending on whole brain/ROI choice
track_dir = os.path.join(fmri_dir, track)

# get the selected subject's directory
sub_fmri_dir = os.path.join(track_dir, sub)

# Load the fMRI data for the selected subject and ROI
if track == "full_track":
  fmri_train_all,_ = get_fmri(sub_fmri_dir, ROI)
else:
  fmri_train_all = get_fmri(sub_fmri_dir, ROI)

######## fMRI data loader wrapper code ###################################

# Visualize the fMRI responses in a heatmap
f, ax = plt.subplots(figsize=(12, 5))
ax.set(xlabel="Voxel", ylabel="Stimulus")
heatmap = ax.imshow(fmri_train_all, aspect="auto", cmap='jet', vmin=-1, vmax=1)
f.colorbar(heatmap, shrink=.5, label="Response amplitude (Z)")
f.tight_layout()
../../_images/algonauts_videos_22_0.png

The above matrix shows each individual voxel’s (columns) response to 1000 videos (rows). To find out more details about how the fMRI responses were preprocessed please click here.

Visualize a given video (with id from 0-999)) and its corresponding brain activity

Visualize video

# @title Visualize video
from IPython.display import HTML
from base64 import b64encode

vid_id = 1  # @param {type: "integer"}
video_dir = './AlgonautsVideos268_All_30fpsmax'

########### Video display code #################################################
video_list = glob.glob(video_dir + '/*.mp4')
video_list.sort()

mp4 = open(video_list[vid_id],'rb').read()
data_url = "data:video/mp4;base64," + b64encode(mp4).decode()
HTML("""
<video width=400 controls>
  <source src="%s" type="video/mp4">
</video>
""" % data_url)
########### Video display code #################################################

Visualize corresponding brain response

# @title Visualize corresponding brain response
visualize_activity(vid_id, sub)
../../_images/algonauts_videos_28_0.png

The values in the fMRI response above correspond to beta values from 5s to 9s after stimulus onset calculated using an Finite Impulse Response (FIR) model. The beta values were averaged across time and z-scored across videos.


References

  1. Radoslaw Martin Cichy, Kshitij Dwivedi, Benjamin Lahner, Alex Lascelles, Polina Iamshchinina, Monika Graumann, Alex Andonian, Apurva Ratan Murty, Kendrick Kay, Gemma Roig, Aude Oliva. (2021). The Algonauts Project 2021 Challenge: How the Human Brain Makes Sense of a World in Motion. arXiv, arXiv:2104.13714v1.

  2. Radoslaw Martin Cichy, Gemma Roig, Alex Andonian, Kshitij Dwivedi, Benjamin Lahner, Alex Lascelles, Yalda Mohsenzadeh, Kandan Ramakrishnan, and Aude Oliva. (2019). The Algonauts Project: A Platform for Communication between the Sciences of Biological and Artificial Intelligence. arXiv, arXiv:1905.05675.