crypto_index_market.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fetching daily spot rates for Bitcoin...\n",
      "Fetching daily spot rates for Ethereum...\n",
      "Fetching daily spot rates for BNB...\n",
      "Fetching daily spot rates for Solana...\n",
      "Fetching daily spot rates for XRP...\n",
      "Fetching daily spot rates for Lido Staked Ether...\n",
      "Fetching daily spot rates for Cardano...\n",
      "Fetching daily spot rates for Avalanche...\n",
      "Fetching daily spot rates for Dogecoin...\n",
      "Fetching daily spot rates for Polkadot...\n",
      "\n",
      "Bitcoin Daily Spot Rates (Last 90 Days):\n",
      "2023-10-17: 28491.662926207293\n",
      "2023-10-18: 28211.482432915396\n",
      "2023-10-19: 28819.438174975017\n",
      "2023-10-20: 29619.911675424868\n",
      "2023-10-21: 30000.582567484347\n",
      "2023-10-22: 29867.521959614132\n",
      "2023-10-23: 31554.29712765209\n",
      "2023-10-24: 33697.71193307675\n",
      "2023-10-25: 34678.581491268335\n",
      "2023-10-26: 34155.79511547591\n",
      "2023-10-27: 33782.09349945729\n",
      "2023-10-28: 34116.98041021088\n",
      "2023-10-29: 34547.02262109948\n",
      "2023-10-30: 34580.77123469633\n",
      "2023-10-31: 34491.95654544809\n",
      "2023-11-01: 35280.800709488845\n",
      "2023-11-02: 34899.123011127216\n",
      "2023-11-03: 34645.389378922286\n",
      "2023-11-04: 34818.00395057272\n",
      "2023-11-05: 34650.28872962689\n",
      "2023-11-06: 35017.227413515604\n",
      "2023-11-07: 35499.49570840736\n",
      "2023-11-08: 35606.82640903577\n",
      "2023-11-09: 36505.27481212208\n",
      "2023-11-10: 37329.13200110702\n",
      "2023-11-11: 36962.46890873377\n",
      "2023-11-12: 37185.268117331856\n",
      "2023-11-13: 36437.7836967649\n",
      "2023-11-14: 35578.75303693282\n",
      "2023-11-15: 37655.825028585976\n",
      "2023-11-16: 35985.23717564191\n",
      "2023-11-17: 36406.00134698672\n",
      "2023-11-18: 36568.579036778465\n",
      "2023-11-19: 37030.31035337546\n",
      "2023-11-20: 37428.90541708652\n",
      "2023-11-21: 36795.84334523973\n",
      "2023-11-22: 37548.61302248509\n",
      "2023-11-23: 37298.06113147242\n",
      "2023-11-24: 37841.92561759012\n",
      "2023-11-25: 37807.40703002618\n",
      "2023-11-26: 37651.86578364459\n",
      "2023-11-27: 37010.074475659945\n",
      "2023-11-28: 37986.86179095247\n",
      "2023-11-29: 37720.56805996384\n",
      "2023-11-30: 37758.36256606494\n",
      "2023-12-01: 38879.988983613905\n",
      "2023-12-02: 39680.220004704446\n",
      "2023-12-03: 39752.69240586973\n",
      "2023-12-04: 41932.1761443509\n",
      "2023-12-05: 44038.3773951916\n",
      "2023-12-06: 43824.256902592155\n",
      "2023-12-07: 43377.592325683276\n",
      "2023-12-08: 44385.97528580486\n",
      "2023-12-09: 44006.302674216204\n",
      "2023-12-10: 43812.09560255007\n",
      "2023-12-11: 41090.42517461659\n",
      "2023-12-12: 41066.78005858458\n",
      "2023-12-13: 43038.42897688392\n",
      "2023-12-14: 42927.05147686873\n",
      "2023-12-15: 42222.6250513905\n",
      "2023-12-16: 42262.61083778796\n",
      "2023-12-17: 41897.02825234679\n",
      "2023-12-18: 42610.07493525567\n",
      "2023-12-19: 42475.28481432681\n",
      "2023-12-20: 43410.58981739116\n",
      "2023-12-21: 43986.287396668056\n",
      "2023-12-22: 43753.27692028811\n",
      "2023-12-23: 43783.830625508395\n",
      "2023-12-24: 43494.206948235464\n",
      "2023-12-25: 43519.61215614057\n",
      "2023-12-26: 42335.811964652414\n",
      "2023-12-27: 43325.14972150323\n",
      "2023-12-28: 42442.46321161759\n",
      "2023-12-29: 41884.08854790864\n",
      "2023-12-30: 42282.63393164895\n",
      "2023-12-31: 42535.35940592924\n",
      "2024-01-01: 43607.33367591317\n",
      "2024-01-02: 45051.12016247057\n",
      "2024-01-03: 42916.06174175187\n",
      "2024-01-04: 44457.29193027243\n",
      "2024-01-05: 43897.68967924565\n",
      "2024-01-06: 43922.2629992441\n",
      "2024-01-07: 44262.89569184346\n",
      "2024-01-08: 47102.64174367074\n",
      "2024-01-09: 45415.897838606754\n",
      "2024-01-10: 45853.9558535854\n",
      "2024-01-11: 46141.899557215744\n",
      "2024-01-12: 43429.23924893638\n",
      "2024-01-13: 42965.74097370059\n",
      "2024-01-14: 42442.088434188234\n",
      "2024-01-15: 42545.84343080835\n",
      "\n",
      "Ethereum Daily Spot Rates (Last 90 Days):\n",
      "2023-10-17: 1561.943256676903\n",
      "2023-10-18: 1561.0824852795236\n",
      "2023-10-19: 1569.586604557572\n",
      "2023-10-20: 1609.3978141969826\n",
      "2023-10-21: 1630.4865000908287\n",
      "2023-10-22: 1639.7364492622362\n",
      "2023-10-23: 1709.4018731565466\n",
      "2023-10-24: 1772.31984627567\n",
      "2023-10-25: 1784.8869714087975\n",
      "2023-10-26: 1799.9808486175314\n",
      "2023-10-27: 1779.4687763008958\n",
      "2023-10-28: 1778.5237965176357\n",
      "2023-10-29: 1796.842563122978\n",
      "2023-10-30: 1815.1144776801589\n",
      "2023-10-31: 1805.062446138477\n",
      "2023-11-01: 1838.8697485964651\n",
      "2023-11-02: 1802.0113660548527\n",
      "2023-11-03: 1827.5241007433067\n",
      "2023-11-04: 1842.6638226698528\n",
      "2023-11-05: 1866.3891832113736\n",
      "2023-11-06: 1892.1700924018642\n",
      "2023-11-07: 1892.6048017180276\n",
      "2023-11-08: 1890.290599412073\n",
      "2023-11-09: 2058.5557699273722\n",
      "2023-11-10: 2095.1830759248032\n",
      "2023-11-11: 2047.458733941541\n",
      "2023-11-12: 2060.1228301623414\n",
      "2023-11-13: 2054.8239718924233\n",
      "2023-11-14: 1982.6267109575226\n",
      "2023-11-15: 2047.7357606247365\n",
      "2023-11-16: 1957.2101586749254\n",
      "2023-11-17: 1945.750553264655\n",
      "2023-11-18: 1961.033060771565\n",
      "2023-11-19: 1984.1413712545123\n",
      "2023-11-20: 2025.1196581708075\n",
      "2023-11-21: 1984.7612747009696\n",
      "2023-11-22: 2079.9423981926757\n",
      "2023-11-23: 2069.318060441144\n",
      "2023-11-24: 2087.592461095835\n",
      "2023-11-25: 2084.728462716009\n",
      "2023-11-26: 2077.4936027380113\n",
      "2023-11-27: 2013.720977288482\n",
      "2023-11-28: 2053.363572456328\n",
      "2023-11-29: 2025.5843343006088\n",
      "2023-11-30: 2047.8353194399008\n",
      "2023-12-01: 2095.281375811567\n",
      "2023-12-02: 2173.9096468602525\n",
      "2023-12-03: 2181.408601307302\n",
      "2023-12-04: 2233.122381771933\n",
      "2023-12-05: 2276.275062120258\n",
      "2023-12-06: 2248.233714517882\n",
      "2023-12-07: 2368.7388962321\n",
      "2023-12-08: 2363.755071718663\n",
      "2023-12-09: 2355.744193859243\n",
      "2023-12-10: 2360.6547345286795\n",
      "2023-12-11: 2207.751727412564\n",
      "2023-12-12: 2171.847184398363\n",
      "2023-12-13: 2268.6461790716244\n",
      "2023-12-14: 2296.683393397747\n",
      "2023-12-15: 2247.320401733505\n",
      "2023-12-16: 2230.3296225875497\n",
      "2023-12-17: 2237.0190655343445\n",
      "2023-12-18: 2211.8765964369936\n",
      "2023-12-19: 2185.5281543133483\n",
      "2023-12-20: 2177.9977496583756\n",
      "2023-12-21: 2252.127260777544\n",
      "2023-12-22: 2317.2887534852935\n",
      "2023-12-23: 2290.5111276572497\n",
      "2023-12-24: 2276.9248898566834\n",
      "2023-12-25: 2273.5944725400914\n",
      "2023-12-26: 2224.10649708154\n",
      "2023-12-27: 2356.115849194097\n",
      "2023-12-28: 2347.0736052691655\n",
      "2023-12-29: 2284.455175408941\n",
      "2023-12-30: 2301.4033596791583\n",
      "2023-12-31: 2284.271266115607\n",
      "2024-01-01: 2338.869026148291\n",
      "2024-01-02: 2367.311067934996\n",
      "2024-01-03: 2224.6145812568366\n",
      "2024-01-04: 2276.285400427171\n",
      "2024-01-05: 2248.281790772088\n",
      "2024-01-06: 2242.31427162901\n",
      "2024-01-07: 2240.611916027458\n",
      "2024-01-08: 2340.3095053303173\n",
      "2024-01-09: 2310.0915682037876\n",
      "2024-01-10: 2518.795890758254\n",
      "2024-01-11: 2599.763593934987\n",
      "2024-01-12: 2523.1174762270703\n",
      "2024-01-13: 2571.7087187792636\n",
      "2024-01-14: 2521.6844904158443\n",
      "2024-01-15: 2532.3237280130093\n",
      "\n",
      "BNB Daily Spot Rates (Last 90 Days):\n",
      "2023-10-17: 211.30825633998836\n",
      "2023-10-18: 210.09913196645215\n",
      "2023-10-19: 210.70500969274926\n",
      "2023-10-20: 212.98105350172398\n",
      "2023-10-21: 214.71497613502095\n",
      "2023-10-22: 215.43470003042205\n",
      "2023-10-23: 221.86902583053956\n",
      "2023-10-24: 224.72093443937518\n",
      "2023-10-25: 222.63780145892932\n",
      "2023-10-26: 223.23676617888876\n",
      "2023-10-27: 224.3349645416165\n",
      "2023-10-28: 225.89937959936364\n",
      "2023-10-29: 227.27842603095237\n",
      "2023-10-30: 229.07198572762786\n",
      "2023-10-31: 225.2558825209347\n",
      "2023-11-01: 228.154981215968\n",
      "2023-11-02: 231.8833044081008\n",
      "2023-11-03: 230.13142863903573\n",
      "2023-11-04: 236.52886357045554\n",
      "2023-11-05: 241.87222676081325\n",
      "2023-11-06: 254.45976180118348\n",
      "2023-11-07: 247.48645413784342\n",
      "2023-11-08: 246.5130595413061\n",
      "2023-11-09: 246.4914355971078\n",
      "2023-11-10: 252.00588967549007\n",
      "2023-11-11: 251.07587331637987\n",
      "2023-11-12: 248.89938059333448\n",
      "2023-11-13: 240.94570468970258\n",
      "2023-11-14: 241.44829385755742\n",
      "2023-11-15: 251.41867278120574\n",
      "2023-11-16: 241.03991587515566\n",
      "2023-11-17: 243.31389278778227\n",
      "2023-11-18: 244.4717480435946\n",
      "2023-11-19: 245.91416854861285\n",
      "2023-11-20: 252.38276116684094\n",
      "2023-11-21: 239.82236355813362\n",
      "2023-11-22: 236.83241970595355\n",
      "2023-11-23: 233.79167006537952\n",
      "2023-11-24: 232.52625203833955\n",
      "2023-11-25: 233.6604994113756\n",
      "2023-11-26: 232.27705674100943\n",
      "2023-11-27: 225.94204028204535\n",
      "2023-11-28: 230.16549211533678\n",
      "2023-11-29: 226.9777840655866\n",
      "2023-11-30: 227.68302855627894\n",
      "2023-12-01: 228.83008849999572\n",
      "2023-12-02: 230.21877464851445\n",
      "2023-12-03: 227.17979471990927\n",
      "2023-12-04: 231.7090307477082\n",
      "2023-12-05: 230.91656647882007\n",
      "2023-12-06: 231.08386402017769\n",
      "2023-12-07: 232.4693397544641\n",
      "2023-12-08: 239.18561736549893\n",
      "2023-12-09: 239.37668564247633\n",
      "2023-12-10: 239.71370303794671\n",
      "2023-12-11: 241.3495437039903\n",
      "2023-12-12: 254.72186164183273\n",
      "2023-12-13: 254.8007236712009\n",
      "2023-12-14: 252.3669977748864\n",
      "2023-12-15: 247.44682043820552\n",
      "2023-12-16: 244.9654745886633\n",
      "2023-12-17: 242.22418150453458\n",
      "2023-12-18: 240.53589683667323\n",
      "2023-12-19: 254.66188085961707\n",
      "2023-12-20: 257.2758735792841\n",
      "2023-12-21: 270.7928144540528\n",
      "2023-12-22: 272.7378877245027\n",
      "2023-12-23: 271.02410493375396\n",
      "2023-12-24: 266.7309712442341\n",
      "2023-12-25: 266.1200001290191\n",
      "2023-12-26: 296.5089041516854\n",
      "2023-12-27: 311.46915699177873\n",
      "2023-12-28: 324.03070905079744\n",
      "2023-12-29: 312.1131119335711\n",
      "2023-12-30: 316.4285449778805\n",
      "2023-12-31: 313.24343856444847\n",
      "2024-01-01: 312.0746291169118\n",
      "2024-01-02: 310.62570936558535\n",
      "2024-01-03: 318.62834444821107\n",
      "2024-01-04: 321.72746290144136\n",
      "2024-01-05: 316.51855801337086\n",
      "2024-01-06: 307.04455045574076\n",
      "2024-01-07: 305.7883081259341\n",
      "2024-01-08: 305.87707110346963\n",
      "2024-01-09: 296.8698247176684\n",
      "2024-01-10: 302.2003332401894\n",
      "2024-01-11: 306.56898147545456\n",
      "2024-01-12: 296.9611705533226\n",
      "2024-01-13: 302.81764407843315\n",
      "2024-01-14: 304.52383700667514\n",
      "2024-01-15: 313.25044824231\n",
      "\n",
      "Solana Daily Spot Rates (Last 90 Days):\n",
      "2023-10-17: 24.13564834915586\n",
      "2023-10-18: 23.682779669016274\n",
      "2023-10-19: 25.178735113703983\n",
      "2023-10-20: 26.9130444547032\n",
      "2023-10-21: 29.573999101037526\n",
      "2023-10-22: 28.91467476717662\n",
      "2023-10-23: 29.820049627473704\n",
      "2023-10-24: 30.307893254087375\n",
      "2023-10-25: 32.61618659568962\n",
      "2023-10-26: 32.21093552077712\n",
      "2023-10-27: 32.15283047910019\n",
      "2023-10-28: 31.743842076324906\n",
      "2023-10-29: 32.637797882830334\n",
      "2023-10-30: 34.99179116237166\n",
      "2023-10-31: 37.339688376460835\n",
      "2023-11-01: 43.370286780788994\n",
      "2023-11-02: 40.33938968976514\n",
      "2023-11-03: 39.4491587293394\n",
      "2023-11-04: 41.92009665476703\n",
      "2023-11-05: 40.4381540074158\n",
      "2023-11-06: 40.36951406278563\n",
      "2023-11-07: 43.86641685871565\n",
      "2023-11-08: 43.07275349582123\n",
      "2023-11-09: 44.752115978330615\n",
      "2023-11-10: 53.935110701876894\n",
      "2023-11-11: 58.28548444243918\n",
      "2023-11-12: 57.09754872424436\n",
      "2023-11-13: 52.04838985792358\n",
      "2023-11-14: 56.321428608140636\n",
      "2023-11-15: 65.09657314893593\n",
      "2023-11-16: 58.91740623052286\n",
      "2023-11-17: 57.97706924499727\n",
      "2023-11-18: 58.49471855169102\n",
      "2023-11-19: 61.449352397733364\n",
      "2023-11-20: 56.66103362309799\n",
      "2023-11-21: 53.731018101870475\n",
      "2023-11-22: 57.962723552653\n",
      "2023-11-23: 56.64312547180796\n",
      "2023-11-24: 57.13416964640803\n",
      "2023-11-25: 58.93859881762393\n",
      "2023-11-26: 58.026947231942295\n",
      "2023-11-27: 54.60968696365543\n",
      "2023-11-28: 58.2004654033811\n",
      "2023-11-29: 59.04372759984023\n",
      "2023-11-30: 59.79464598101046\n",
      "2023-12-01: 60.17841958174627\n",
      "2023-12-02: 63.22819955841825\n",
      "2023-12-03: 62.95191062743567\n",
      "2023-12-04: 61.426712025565536\n",
      "2023-12-05: 60.87164560099045\n",
      "2023-12-06: 63.78827715809928\n",
      "2023-12-07: 68.74625727202893\n",
      "2023-12-08: 72.87490537888101\n",
      "2023-12-09: 74.11428658997195\n",
      "2023-12-10: 73.99461195949573\n",
      "2023-12-11: 69.12058961222365\n",
      "2023-12-12: 67.1522156687967\n",
      "2023-12-13: 71.71231403167853\n",
      "2023-12-14: 73.7958897833161\n",
      "2023-12-15: 76.6264999314\n",
      "2023-12-16: 73.58268442160053\n",
      "2023-12-17: 73.76954915750622\n",
      "2023-12-18: 74.98645513048658\n",
      "2023-12-19: 73.55626657158679\n",
      "2023-12-20: 79.86657966092535\n",
      "2023-12-21: 91.45363194442835\n",
      "2023-12-22: 96.76753588713157\n",
      "2023-12-23: 102.79684022412756\n",
      "2023-12-24: 113.32384771597697\n",
      "2023-12-25: 119.53813897609066\n",
      "2023-12-26: 109.58966710195118\n",
      "2023-12-27: 108.9954817696054\n",
      "2023-12-28: 100.5881580907629\n",
      "2023-12-29: 104.20260466369584\n",
      "2023-12-30: 102.26326800851965\n",
      "2023-12-31: 103.93860662653232\n",
      "2024-01-01: 108.08908717514909\n",
      "2024-01-02: 107.84368692653696\n",
      "2024-01-03: 100.2007606324263\n",
      "2024-01-04: 105.75804433188517\n",
      "2024-01-05: 99.24186812407916\n",
      "2024-01-06: 94.57620674627077\n",
      "2024-01-07: 92.77036738042861\n",
      "2024-01-08: 97.17661621026252\n",
      "2024-01-09: 96.81120858911537\n",
      "2024-01-10: 101.65408770438445\n",
      "2024-01-11: 100.30362188621854\n",
      "2024-01-12: 93.00829336060674\n",
      "2024-01-13: 96.38029418868804\n",
      "2024-01-14: 97.05720467532535\n",
      "2024-01-15: 95.38970392339921\n",
      "\n",
      "XRP Daily Spot Rates (Last 90 Days):\n",
      "2023-10-17: 0.49320774670217904\n",
      "2023-10-18: 0.4889345881301461\n",
      "2023-10-19: 0.501764189038571\n",
      "2023-10-20: 0.5232195328008008\n",
      "2023-10-21: 0.5217800663457333\n",
      "2023-10-22: 0.5195957258586972\n",
      "2023-10-23: 0.5347795800335576\n",
      "2023-10-24: 0.5582796835037347\n",
      "2023-10-25: 0.5543193755544639\n",
      "2023-10-26: 0.5508621351536555\n",
      "2023-10-27: 0.5457072496629517\n",
      "2023-10-28: 0.5464477884778767\n",
      "2023-10-29: 0.556205461224857\n",
      "2023-10-30: 0.5809170181074454\n",
      "2023-10-31: 0.5963188894917595\n",
      "2023-11-01: 0.6114260866459444\n",
      "2023-11-02: 0.6072436966743081\n",
      "2023-11-03: 0.6132390496071128\n",
      "2023-11-04: 0.6147735303454632\n",
      "2023-11-05: 0.65016174508781\n",
      "2023-11-06: 0.7223790478688435\n",
      "2023-11-07: 0.687713426198704\n",
      "2023-11-08: 0.6903573784519835\n",
      "2023-11-09: 0.65782721208396\n",
      "2023-11-10: 0.6638871082809448\n",
      "2023-11-11: 0.6658630840745537\n",
      "2023-11-12: 0.6657215573894426\n",
      "2023-11-13: 0.6545576817040635\n",
      "2023-11-14: 0.6273944843745899\n",
      "2023-11-15: 0.6449971157254286\n",
      "2023-11-16: 0.6133284555096806\n",
      "2023-11-17: 0.6113311110762304\n",
      "2023-11-18: 0.6108769592643892\n",
      "2023-11-19: 0.6248753704732546\n",
      "2023-11-20: 0.6137382495702682\n",
      "2023-11-21: 0.5964708011990643\n",
      "2023-11-22: 0.6128527338234352\n",
      "2023-11-23: 0.6197156213083846\n",
      "2023-11-24: 0.6210171498265095\n",
      "2023-11-25: 0.6203320696230592\n",
      "2023-11-26: 0.6186558641829589\n",
      "2023-11-27: 0.5995120463214255\n",
      "2023-11-28: 0.6115699530148946\n",
      "2023-11-29: 0.6075054566146602\n",
      "2023-11-30: 0.6070899300651802\n",
      "2023-12-01: 0.6131678701443205\n",
      "2023-12-02: 0.6221701702262711\n",
      "2023-12-03: 0.6230892614697974\n",
      "2023-12-04: 0.6242323847428279\n",
      "2023-12-05: 0.6203379138546754\n",
      "2023-12-06: 0.6351102770955863\n",
      "2023-12-07: 0.6454237321868658\n",
      "2023-12-08: 0.6680422677114269\n",
      "2023-12-09: 0.6727683070237207\n",
      "2023-12-10: 0.6632594124945623\n",
      "2023-12-11: 0.6177344644933054\n",
      "2023-12-12: 0.6130205248736372\n",
      "2023-12-13: 0.6287579869815567\n",
      "2023-12-14: 0.6331629645755515\n",
      "2023-12-15: 0.6244031427978827\n",
      "2023-12-16: 0.619365263438942\n",
      "2023-12-17: 0.6156076953868043\n",
      "2023-12-18: 0.610040326573246\n",
      "2023-12-19: 0.6072352938726892\n",
      "2023-12-20: 0.6152261677818136\n",
      "2023-12-21: 0.6229314786089222\n",
      "2023-12-22: 0.6217491307432121\n",
      "2023-12-23: 0.6181135605398758\n",
      "2023-12-24: 0.6182088803487217\n",
      "2023-12-25: 0.6427723014066198\n",
      "2023-12-26: 0.6186773087484403\n",
      "2023-12-27: 0.6371060392664278\n",
      "2023-12-28: 0.6300320544407215\n",
      "2023-12-29: 0.618885452377375\n",
      "2023-12-30: 0.6238206395213332\n",
      "2023-12-31: 0.6190142618730768\n",
      "2024-01-01: 0.6281528544990753\n",
      "2024-01-02: 0.6283544273851068\n",
      "2024-01-03: 0.5891456149635969\n",
      "2024-01-04: 0.5911778432082774\n",
      "2024-01-05: 0.573189977896282\n",
      "2024-01-06: 0.5675603528044872\n",
      "2024-01-07: 0.5643763162279061\n",
      "2024-01-08: 0.5771662067338748\n",
      "2024-01-09: 0.5664916478905333\n",
      "2024-01-10: 0.5942592294181873\n",
      "2024-01-11: 0.6009640460321506\n",
      "2024-01-12: 0.5763611379090786\n",
      "2024-01-13: 0.5767680588283275\n",
      "2024-01-14: 0.5883918705566475\n",
      "2024-01-15: 0.5797932808959624\n",
      "\n",
      "Lido Staked Ether Daily Spot Rates (Last 90 Days):\n",
      "2023-10-17: 1559.070154429941\n",
      "2023-10-18: 1562.0728076210635\n",
      "2023-10-19: 1572.2255567576867\n",
      "2023-10-20: 1608.945804769858\n",
      "2023-10-21: 1630.3176764756095\n",
      "2023-10-22: 1638.9354914833361\n",
      "2023-10-23: 1709.2681534295853\n",
      "2023-10-24: 1771.0896070619074\n",
      "2023-10-25: 1786.5955486688881\n",
      "2023-10-26: 1797.7248179794456\n",
      "2023-10-27: 1777.7361901726847\n",
      "2023-10-28: 1777.1621492669924\n",
      "2023-10-29: 1791.2270643733289\n",
      "2023-10-30: 1813.1554365989393\n",
      "2023-10-31: 1803.7951652657791\n",
      "2023-11-01: 1843.1829990076224\n",
      "2023-11-02: 1801.167400506455\n",
      "2023-11-03: 1827.1393994594314\n",
      "2023-11-04: 1841.5915054753668\n",
      "2023-11-05: 1867.8503444020753\n",
      "2023-11-06: 1891.8121298741178\n",
      "2023-11-07: 1890.7290047203933\n",
      "2023-11-08: 1892.4298313199256\n",
      "2023-11-09: 2061.099205016364\n",
      "2023-11-10: 2094.097123686525\n",
      "2023-11-11: 2049.178551811313\n",
      "2023-11-12: 2060.5614772332815\n",
      "2023-11-13: 2057.2538822647716\n",
      "2023-11-14: 1979.0253941495762\n",
      "2023-11-15: 2041.8377442630162\n",
      "2023-11-16: 1957.3323258491316\n",
      "2023-11-17: 1941.2726382298797\n",
      "2023-11-18: 1960.4725370839387\n",
      "2023-11-19: 1982.3575695513423\n",
      "2023-11-20: 2024.9534564247824\n",
      "2023-11-21: 1984.6319221448184\n",
      "2023-11-22: 2072.400789818108\n",
      "2023-11-23: 2066.924817709855\n",
      "2023-11-24: 2091.654226962376\n",
      "2023-11-25: 2081.830265838382\n",
      "2023-11-26: 2073.153243280588\n",
      "2023-11-27: 2012.5611186494684\n",
      "2023-11-28: 2053.2925564175666\n",
      "2023-11-29: 2026.5338831118506\n",
      "2023-11-30: 2042.8803954946934\n",
      "2023-12-01: 2092.3903499067865\n",
      "2023-12-02: 2174.9052173613513\n",
      "2023-12-03: 2177.0409505055804\n",
      "2023-12-04: 2229.960449046724\n",
      "2023-12-05: 2281.309399509485\n",
      "2023-12-06: 2246.3310654497946\n",
      "2023-12-07: 2365.068711408398\n",
      "2023-12-08: 2359.874206329357\n",
      "2023-12-09: 2354.8024738018607\n",
      "2023-12-10: 2359.659771855848\n",
      "2023-12-11: 2209.6109443195123\n",
      "2023-12-12: 2168.577628828843\n",
      "2023-12-13: 2266.389306138221\n",
      "2023-12-14: 2293.636330062767\n",
      "2023-12-15: 2247.092204819552\n",
      "2023-12-16: 2227.959540481619\n",
      "2023-12-17: 2233.3410856218193\n",
      "2023-12-18: 2217.5875476700976\n",
      "2023-12-19: 2182.315239370471\n",
      "2023-12-20: 2172.703006175963\n",
      "2023-12-21: 2253.6577699137615\n",
      "2023-12-22: 2316.4895744254472\n",
      "2023-12-23: 2289.843097722076\n",
      "2023-12-24: 2274.5878968513744\n",
      "2023-12-25: 2271.7677746328714\n",
      "2023-12-26: 2222.4861368894503\n",
      "2023-12-27: 2360.756396318438\n",
      "2023-12-28: 2340.031306745574\n",
      "2023-12-29: 2288.5595555494915\n",
      "2023-12-30: 2299.1419217209277\n",
      "2023-12-31: 2285.622102338619\n",
      "2024-01-01: 2336.662081279263\n",
      "2024-01-02: 2362.030586020269\n",
      "2024-01-03: 2222.9742981481954\n",
      "2024-01-04: 2277.306341412531\n",
      "2024-01-05: 2246.9105427324125\n",
      "2024-01-06: 2240.5510429302426\n",
      "2024-01-07: 2240.152384728985\n",
      "2024-01-08: 2340.203994266964\n",
      "2024-01-09: 2322.627937269863\n",
      "2024-01-10: 2527.737627472011\n",
      "2024-01-11: 2601.200298977723\n",
      "2024-01-12: 2515.1029474827155\n",
      "2024-01-13: 2567.116950027111\n",
      "2024-01-14: 2516.416528086522\n",
      "2024-01-15: 2532.432149893405\n",
      "\n",
      "Cardano Daily Spot Rates (Last 90 Days):\n",
      "2023-10-17: 0.24655184028363866\n",
      "2023-10-18: 0.2437040476337505\n",
      "2023-10-19: 0.2460104757004872\n",
      "2023-10-20: 0.25132274499437784\n",
      "2023-10-21: 0.2601478075579556\n",
      "2023-10-22: 0.26087936810804907\n",
      "2023-10-23: 0.2695444906041908\n",
      "2023-10-24: 0.276986182497375\n",
      "2023-10-25: 0.2789725813179231\n",
      "2023-10-26: 0.28453135467619195\n",
      "2023-10-27: 0.2888267147108073\n",
      "2023-10-28: 0.2911308674277025\n",
      "2023-10-29: 0.29667788062651834\n",
      "2023-10-30: 0.3017376802476498\n",
      "2023-10-31: 0.2906349892387031\n",
      "2023-11-01: 0.30553278431423087\n",
      "2023-11-02: 0.32155897699469954\n",
      "2023-11-03: 0.32535436145775365\n",
      "2023-11-04: 0.326087824905899\n",
      "2023-11-05: 0.3413868825226444\n",
      "2023-11-06: 0.36563666514584825\n",
      "2023-11-07: 0.3514301569189963\n",
      "2023-11-08: 0.3560018013864574\n",
      "2023-11-09: 0.3632204967581052\n",
      "2023-11-10: 0.37875691426017893\n",
      "2023-11-11: 0.3842480204231251\n",
      "2023-11-12: 0.38694642655822914\n",
      "2023-11-13: 0.3582735173601822\n",
      "2023-11-14: 0.3577581164507975\n",
      "2023-11-15: 0.3751953553289892\n",
      "2023-11-16: 0.3699926614847728\n",
      "2023-11-17: 0.36279452437061327\n",
      "2023-11-18: 0.37547078459758604\n",
      "2023-11-19: 0.3824412337941833\n",
      "2023-11-20: 0.3834511501568318\n",
      "2023-11-21: 0.37021375471347984\n",
      "2023-11-22: 0.38239024724109955\n",
      "2023-11-23: 0.38230917927753355\n",
      "2023-11-24: 0.3872845723968355\n",
      "2023-11-25: 0.3949589655302305\n",
      "2023-11-26: 0.38748717260401633\n",
      "2023-11-27: 0.37409482569300534\n",
      "2023-11-28: 0.3855292516121638\n",
      "2023-11-29: 0.3816474580678395\n",
      "2023-11-30: 0.3756912660463682\n",
      "2023-12-01: 0.38437492336443174\n",
      "2023-12-02: 0.39678961244314853\n",
      "2023-12-03: 0.3920342828986581\n",
      "2023-12-04: 0.40260788640755474\n",
      "2023-12-05: 0.4212213035312477\n",
      "2023-12-06: 0.44777158323759736\n",
      "2023-12-07: 0.4563111740731782\n",
      "2023-12-08: 0.545393924920677\n",
      "2023-12-09: 0.5905232043869206\n",
      "2023-12-10: 0.5967910057883601\n",
      "2023-12-11: 0.5509331036031581\n",
      "2023-12-12: 0.560438051404945\n",
      "2023-12-13: 0.6483757725819399\n",
      "2023-12-14: 0.6355107238856008\n",
      "2023-12-15: 0.6184970528193877\n",
      "2023-12-16: 0.6114613180172024\n",
      "2023-12-17: 0.5889308039676572\n",
      "2023-12-18: 0.5979796345607835\n",
      "2023-12-19: 0.5819482084563212\n",
      "2023-12-20: 0.5833679619760658\n",
      "2023-12-21: 0.6242062183965471\n",
      "2023-12-22: 0.6222078825227251\n",
      "2023-12-23: 0.6064473868392929\n",
      "2023-12-24: 0.6065632634386303\n",
      "2023-12-25: 0.6210131032366559\n",
      "2023-12-26: 0.6015066645103486\n",
      "2023-12-27: 0.6392156107394175\n",
      "2023-12-28: 0.6159107620412417\n",
      "2023-12-29: 0.6014037960152343\n",
      "2023-12-30: 0.6016665280742287\n",
      "2023-12-31: 0.6022114306645936\n",
      "2024-01-01: 0.6169629407892765\n",
      "2024-01-02: 0.6048499533018799\n",
      "2024-01-03: 0.5626314666553522\n",
      "2024-01-04: 0.5718173033785936\n",
      "2024-01-05: 0.5335601861381268\n",
      "2024-01-06: 0.5241994599523075\n",
      "2024-01-07: 0.5097023152263465\n",
      "2024-01-08: 0.536291347656536\n",
      "2024-01-09: 0.5045586770846168\n",
      "2024-01-10: 0.5520910199570692\n",
      "2024-01-11: 0.5784519089341356\n",
      "2024-01-12: 0.5523674021147614\n",
      "2024-01-13: 0.5499278599197245\n",
      "2024-01-14: 0.5384085276457097\n",
      "2024-01-15: 0.5376840481423435\n",
      "\n",
      "Avalanche Daily Spot Rates (Last 90 Days):\n",
      "2023-10-17: 9.112676530759215\n",
      "2023-10-18: 8.877735975915414\n",
      "2023-10-19: 9.073417167992815\n",
      "2023-10-20: 9.23248508491589\n",
      "2023-10-21: 9.640865106369423\n",
      "2023-10-22: 9.920186277088042\n",
      "2023-10-23: 10.168714044070422\n",
      "2023-10-24: 10.228701422322901\n",
      "2023-10-25: 10.460693800979328\n",
      "2023-10-26: 10.787559115404681\n",
      "2023-10-27: 10.586137137225156\n",
      "2023-10-28: 10.979839702314177\n",
      "2023-10-29: 11.272858560929677\n",
      "2023-10-30: 11.495685194331223\n",
      "2023-10-31: 11.17200328557577\n",
      "2023-11-01: 12.145194038120433\n",
      "2023-11-02: 11.857128858009935\n",
      "2023-11-03: 12.098540758658359\n",
      "2023-11-04: 12.112584890112746\n",
      "2023-11-05: 12.196405230708535\n",
      "2023-11-06: 12.990440512482431\n",
      "2023-11-07: 12.90416058984999\n",
      "2023-11-08: 13.065794478562651\n",
      "2023-11-09: 12.590744232755325\n",
      "2023-11-10: 14.520974165256465\n",
      "2023-11-11: 16.719825538143343\n",
      "2023-11-12: 18.81444874377039\n",
      "2023-11-13: 16.261025385906795\n",
      "2023-11-14: 17.1441824484293\n",
      "2023-11-15: 20.278622373090997\n",
      "2023-11-16: 21.85752822300474\n",
      "2023-11-17: 21.34760135809744\n",
      "2023-11-18: 22.111079924971328\n",
      "2023-11-19: 22.18060683252601\n",
      "2023-11-20: 21.055349189184756\n",
      "2023-11-21: 20.593480577802584\n",
      "2023-11-22: 20.943026885128205\n",
      "2023-11-23: 20.740235610521466\n",
      "2023-11-24: 21.051930336202428\n",
      "2023-11-25: 21.266269906184352\n",
      "2023-11-26: 21.18422755685376\n",
      "2023-11-27: 20.14653346421541\n",
      "2023-11-28: 20.650481886214617\n",
      "2023-11-29: 20.990670557655683\n",
      "2023-11-30: 21.3947741243788\n",
      "2023-12-01: 21.957396340245054\n",
      "2023-12-02: 22.36353629353143\n",
      "2023-12-03: 21.898735946518848\n",
      "2023-12-04: 22.015717770867685\n",
      "2023-12-05: 23.71986223249673\n",
      "2023-12-06: 26.512542764108645\n",
      "2023-12-07: 26.43922429706352\n",
      "2023-12-08: 29.48662251118098\n",
      "2023-12-09: 32.20697763207489\n",
      "2023-12-10: 36.86042739898625\n",
      "2023-12-11: 38.91641264605657\n",
      "2023-12-12: 36.61619294661339\n",
      "2023-12-13: 40.659517575706204\n",
      "2023-12-14: 39.222266326407365\n",
      "2023-12-15: 41.96619175316312\n",
      "2023-12-16: 42.58249552925139\n",
      "2023-12-17: 41.64953879916767\n",
      "2023-12-18: 41.05374995850434\n",
      "2023-12-19: 40.25864520957184\n",
      "2023-12-20: 42.37943494850007\n",
      "2023-12-21: 45.50089540758563\n",
      "2023-12-22: 45.07328746569255\n",
      "2023-12-23: 45.55767075561547\n",
      "2023-12-24: 47.87346859189091\n",
      "2023-12-25: 47.5589325860527\n",
      "2023-12-26: 43.79809772968112\n",
      "2023-12-27: 42.94078615400767\n",
      "2023-12-28: 39.80497822589379\n",
      "2023-12-29: 40.126823289142344\n",
      "2023-12-30: 39.38753748179933\n",
      "2023-12-31: 39.368491183420225\n",
      "2024-01-01: 41.11129904426123\n",
      "2024-01-02: 40.71244713085871\n",
      "2024-01-03: 37.296287718014185\n",
      "2024-01-04: 38.689019459045674\n",
      "2024-01-05: 36.338914798693494\n",
      "2024-01-06: 34.57658191245671\n",
      "2024-01-07: 34.559163974743996\n",
      "2024-01-08: 35.773958431004644\n",
      "2024-01-09: 33.98613417913179\n",
      "2024-01-10: 37.88991753094086\n",
      "2024-01-11: 39.383118507029025\n",
      "2024-01-12: 36.42292519088152\n",
      "2024-01-13: 36.44715889372598\n",
      "2024-01-14: 36.33255636316847\n",
      "2024-01-15: 36.42296128098326\n",
      "\n",
      "Dogecoin Daily Spot Rates (Last 90 Days):\n",
      "2023-10-17: 0.05899487094489634\n",
      "2023-10-18: 0.05837013138510297\n",
      "2023-10-19: 0.05877278040687981\n",
      "2023-10-20: 0.06022112331296279\n",
      "2023-10-21: 0.061043759682991805\n",
      "2023-10-22: 0.06095452291641473\n",
      "2023-10-23: 0.06426001096872376\n",
      "2023-10-24: 0.066215797140614\n",
      "2023-10-25: 0.06844046663617673\n",
      "2023-10-26: 0.07182311679497251\n",
      "2023-10-27: 0.06799565508032727\n",
      "2023-10-28: 0.06891026308686934\n",
      "2023-10-29: 0.06958535686368052\n",
      "2023-10-30: 0.06977911930728332\n",
      "2023-10-31: 0.06800465489102671\n",
      "2023-11-01: 0.06934379409249594\n",
      "2023-11-02: 0.06789119260794839\n",
      "2023-11-03: 0.06810834400753318\n",
      "2023-11-04: 0.06861574235408432\n",
      "2023-11-05: 0.07014821478995296\n",
      "2023-11-06: 0.07492384318721013\n",
      "2023-11-07: 0.07390400223774518\n",
      "2023-11-08: 0.07523213972531204\n",
      "2023-11-09: 0.07170926516036617\n",
      "2023-11-10: 0.07530643152773307\n",
      "2023-11-11: 0.07883247183860187\n",
      "2023-11-12: 0.07851768313919057\n",
      "2023-11-13: 0.07434552114911828\n",
      "2023-11-14: 0.07238479679266438\n",
      "2023-11-15: 0.07522125058648432\n",
      "2023-11-16: 0.07934376832630824\n",
      "2023-11-17: 0.08288443531442201\n",
      "2023-11-18: 0.08057873684388782\n",
      "2023-11-19: 0.0797089353570203\n",
      "2023-11-20: 0.07816865674351646\n",
      "2023-11-21: 0.07459668182947489\n",
      "2023-11-22: 0.07625222605965577\n",
      "2023-11-23: 0.07621437676236992\n",
      "2023-11-24: 0.077708107161386\n",
      "2023-11-25: 0.07868722462607303\n",
      "2023-11-26: 0.07736567935478351\n",
      "2023-11-27: 0.07756631452239283\n",
      "2023-11-28: 0.08028863876942328\n",
      "2023-11-29: 0.08057627594006633\n",
      "2023-11-30: 0.08315816777836477\n",
      "2023-12-01: 0.08363027185019938\n",
      "2023-12-02: 0.08613780816291158\n",
      "2023-12-03: 0.08512153144849548\n",
      "2023-12-04: 0.08923539445196194\n",
      "2023-12-05: 0.09341302414266703\n",
      "2023-12-06: 0.09699317603169146\n",
      "2023-12-07: 0.09464951704746391\n",
      "2023-12-08: 0.10145916571557517\n",
      "2023-12-09: 0.10054448153672577\n",
      "2023-12-10: 0.1018896572796431\n",
      "2023-12-11: 0.09421549249915091\n",
      "2023-12-12: 0.09185582068482641\n",
      "2023-12-13: 0.0963846392618672\n",
      "2023-12-14: 0.09766092545595297\n",
      "2023-12-15: 0.09461505998323996\n",
      "2023-12-16: 0.09607003804090959\n",
      "2023-12-17: 0.09435929346325943\n",
      "2023-12-18: 0.0919706157675643\n",
      "2023-12-19: 0.09113856783708302\n",
      "2023-12-20: 0.09070700281930542\n",
      "2023-12-21: 0.09664247892069332\n",
      "2023-12-22: 0.09454080063356617\n",
      "2023-12-23: 0.0930748426894374\n",
      "2023-12-24: 0.09272011285444083\n",
      "2023-12-25: 0.09417164266100421\n",
      "2023-12-26: 0.09088345263867822\n",
      "2023-12-27: 0.09346848912241783\n",
      "2023-12-28: 0.09142655329904852\n",
      "2023-12-29: 0.0904048671879701\n",
      "2023-12-30: 0.09039759715285764\n",
      "2023-12-31: 0.08989840024853289\n",
      "2024-01-01: 0.09174969861834016\n",
      "2024-01-02: 0.09133586793030893\n",
      "2024-01-03: 0.08277081545732812\n",
      "2024-01-04: 0.08423206927544959\n",
      "2024-01-05: 0.08231629424484821\n",
      "2024-01-06: 0.08092610387031828\n",
      "2024-01-07: 0.07946770593415117\n",
      "2024-01-08: 0.08099905004564108\n",
      "2024-01-09: 0.0775854654080418\n",
      "2024-01-10: 0.08151271570227737\n",
      "2024-01-11: 0.08421098950045283\n",
      "2024-01-12: 0.08049879330212327\n",
      "2024-01-13: 0.08098259548232441\n",
      "2024-01-14: 0.08093108908515396\n",
      "2024-01-15: 0.08152971607204483\n",
      "\n",
      "Polkadot Daily Spot Rates (Last 90 Days):\n",
      "2023-10-17: 3.667361112228511\n",
      "2023-10-18: 3.6416327280941188\n",
      "2023-10-19: 3.6491413798879475\n",
      "2023-10-20: 3.7218098875812475\n",
      "2023-10-21: 3.909819447641717\n",
      "2023-10-22: 3.8801955349754262\n",
      "2023-10-23: 4.172530601593469\n",
      "2023-10-24: 4.166000610455728\n",
      "2023-10-25: 4.303256100715929\n",
      "2023-10-26: 4.239634713906715\n",
      "2023-10-27: 4.128294021641982\n",
      "2023-10-28: 4.1722676094616995\n",
      "2023-10-29: 4.309675214006886\n",
      "2023-10-30: 4.458270985236997\n",
      "2023-10-31: 4.4160144180943215\n",
      "2023-11-01: 4.748468881812996\n",
      "2023-11-02: 4.631038514893507\n",
      "2023-11-03: 4.60816383485046\n",
      "2023-11-04: 4.664935128895496\n",
      "2023-11-05: 4.70687521821896\n",
      "2023-11-06: 4.924000801424033\n",
      "2023-11-07: 4.970544841955713\n",
      "2023-11-08: 5.038519103537594\n",
      "2023-11-09: 4.884475197610029\n",
      "2023-11-10: 5.232817584324265\n",
      "2023-11-11: 5.589601669909392\n",
      "2023-11-12: 5.763932157737006\n",
      "2023-11-13: 5.384421072500884\n",
      "2023-11-14: 5.236280287204798\n",
      "2023-11-15: 5.561601403947745\n",
      "2023-11-16: 5.3599672536652765\n",
      "2023-11-17: 5.219203400462835\n",
      "2023-11-18: 5.256311582527082\n",
      "2023-11-19: 5.467962554020018\n",
      "2023-11-20: 5.327670809135044\n",
      "2023-11-21: 5.014894452093557\n",
      "2023-11-22: 5.210823896323009\n",
      "2023-11-23: 5.122527153853109\n",
      "2023-11-24: 5.255483613345123\n",
      "2023-11-25: 5.331774603546704\n",
      "2023-11-26: 5.315361084526382\n",
      "2023-11-27: 5.101321001762192\n",
      "2023-11-28: 5.267868360827029\n",
      "2023-11-29: 5.1599293896328025\n",
      "2023-11-30: 5.490381327306988\n",
      "2023-12-01: 5.459952489104673\n",
      "2023-12-02: 5.597957593351951\n",
      "2023-12-03: 5.524650139902379\n",
      "2023-12-04: 5.584520767162765\n",
      "2023-12-05: 5.79982684160998\n",
      "2023-12-06: 6.0866878246554394\n",
      "2023-12-07: 6.266426848004608\n",
      "2023-12-08: 6.718969708748537\n",
      "2023-12-09: 7.226501836675638\n",
      "2023-12-10: 7.23586597310263\n",
      "2023-12-11: 6.701891132499369\n",
      "2023-12-12: 6.944395123796254\n",
      "2023-12-13: 7.39747176280212\n",
      "2023-12-14: 7.453770310165152\n",
      "2023-12-15: 7.064920956897144\n",
      "2023-12-16: 7.044955029070146\n",
      "2023-12-17: 6.858963122235426\n",
      "2023-12-18: 6.82730572555028\n",
      "2023-12-19: 6.746616802715473\n",
      "2023-12-20: 6.869889214930548\n",
      "2023-12-21: 8.314609598200912\n",
      "2023-12-22: 7.962583115233898\n",
      "2023-12-23: 8.207294142419398\n",
      "2023-12-24: 8.742422507173918\n",
      "2023-12-25: 9.180693831390446\n",
      "2023-12-26: 8.732651616045189\n",
      "2023-12-27: 8.814009837773336\n",
      "2023-12-28: 8.358049142129937\n",
      "2023-12-29: 8.206890461796077\n",
      "2023-12-30: 8.360240861476449\n",
      "2023-12-31: 8.336395630248084\n",
      "2024-01-01: 8.53525360220269\n",
      "2024-01-02: 8.40379678099781\n",
      "2024-01-03: 7.799325746505861\n",
      "2024-01-04: 7.896086203488582\n",
      "2024-01-05: 7.361599029578364\n",
      "2024-01-06: 7.157284942275465\n",
      "2024-01-07: 7.09432539039776\n",
      "2024-01-08: 7.427265933375753\n",
      "2024-01-09: 6.988576373711473\n",
      "2024-01-10: 7.80543741903974\n",
      "2024-01-11: 8.127009905980138\n",
      "2024-01-12: 7.643689996250321\n",
      "2024-01-13: 7.66022741753555\n",
      "2024-01-14: 7.505696301579024\n",
      "2024-01-15: 7.633033780884883\n"
     ]
    }
   ],
   "source": [
    "from pycoingecko import CoinGeckoAPI\n",
    "import datetime\n",
    "import time\n",
    "\n",
    "cg = CoinGeckoAPI()\n",
    "\n",
    "# Get data for top cryptocurrencies by market cap, '12' or more to exlcude usdt, usdc\n",
    "all_coins = cg.get_coins_markets(vs_currency='usd', order='market_cap_desc', per_page=15, page=1)\n",
    "\n",
    "# Exclude stablecoins\n",
    "exclude_ids = ['tether', 'usd-coin']\n",
    "top_10_coins = [coin for coin in all_coins if coin['id'] not in exclude_ids][:10]\n",
    "\n",
    "# Function to get daily spot rate for a given cryptocurrency\n",
    "def get_daily_spot_rates(coin_id, days=90):\n",
    "    historical_data = cg.get_coin_market_chart_by_id(id=coin_id, vs_currency='usd', days=days)\n",
    "    prices = historical_data['prices']\n",
    "    daily_rates = {datetime.datetime.fromtimestamp(price[0] / 1000).strftime('%Y-%m-%d'): price[1] for price in prices}\n",
    "    return daily_rates\n",
    "\n",
    "daily_spot_rates = {}\n",
    "\n",
    "for coin in top_10_coins:\n",
    "    coin_id = coin['id']\n",
    "    coin_name = coin['name']\n",
    "\n",
    "    print(f\"Fetching daily spot rates for {coin_name}...\")\n",
    "    daily_spot_rates[coin_name] = get_daily_spot_rates(coin_id, days=90)  # Fetch for the past 90 days\n",
    "\n",
    "    time.sleep(3) #Sleep to avoid hitting rate limits\n",
    "\n",
    "\n",
    "for coin_name, rates in daily_spot_rates.items():\n",
    "    print(f\"\\n{coin_name} Daily Spot Rates (Last 90 Days):\")\n",
    "    for date, rate in rates.items():\n",
    "        print(f\"{date}: {rate}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Market Cap Data on 12-12-2023:\n",
      "bitcoin: 806178244439.1412 USD\n",
      "ethereum: 267009290987.55844 USD\n",
      "binancecoin: 37850906997.43676 USD\n",
      "solana: 29912836736.92384 USD\n",
      "ripple: 33422648227.05964 USD\n",
      "staked-ether: 20468691957.962494 USD\n",
      "cardano: 19261091817.976624 USD\n",
      "avalanche-2: 14068095298.37726 USD\n",
      "dogecoin: 13385785858.387878 USD\n",
      "polkadot: 8755886642.561085 USD\n"
     ]
    }
   ],
   "source": [
    "# Get market capitalizations on a specific date e.g. last rebalancing date\n",
    "\n",
    "# Specify the date for historical data in DD-MM-YYYY format. In this case it should be a first day of the daily_spot_rates data set.\n",
    "historic_date = '12-12-2023'\n",
    "\n",
    "historic_market_caps = {}\n",
    "\n",
    "for coin in top_10_coins:\n",
    "    try:\n",
    "        historic_data = cg.get_coin_history_by_id(id=coin['id'], date=historic_date)\n",
    "\n",
    "        market_cap = historic_data['market_data']['market_cap']['usd']\n",
    "        historic_market_caps[coin['id']] = market_cap\n",
    "\n",
    "    except Exception as e:\n",
    "        print(f\"Error fetching historical data for {coin['id']}: {e}\")\n",
    "\n",
    "    time.sleep(1)\n",
    "\n",
    "print(f\"Market Cap Data on {historic_date}:\")\n",
    "for coin_id, market_cap in historic_market_caps.items():\n",
    "    print(f\"{coin_id}: {market_cap} USD\")\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'bitcoin': 806178244439.1412, 'ethereum': 267009290987.55844, 'binancecoin': 37850906997.43676, 'solana': 29912836736.92384, 'ripple': 33422648227.05964, 'staked-ether': 20468691957.962494, 'cardano': 19261091817.976624, 'avalanche-2': 14068095298.37726, 'dogecoin': 13385785858.387878, 'polkadot': 8755886642.561085}\n"
     ]
    }
   ],
   "source": [
    "print(historic_market_caps)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Weights of the digital assets based on historical market caps:\n",
      "bitcoin: 0.6448\n",
      "ethereum: 0.2136\n",
      "binancecoin: 0.0303\n",
      "solana: 0.0239\n",
      "ripple: 0.0267\n",
      "staked-ether: 0.0164\n",
      "cardano: 0.0154\n",
      "avalanche-2: 0.0113\n",
      "dogecoin: 0.0107\n",
      "polkadot: 0.0070\n"
     ]
    }
   ],
   "source": [
    "# Calculate weights based on a historic market capitaliztaion\n",
    "def calculate_crypto_weights(market_caps):\n",
    "    \"\"\"\n",
    "    Calculate the weights of digital assets based on their market capitalizations.\n",
    "\n",
    "    :param market_caps: Dictionary of market capitalizations for each digital asset.\n",
    "    :return: Dictionary of weights for each digital asset.\n",
    "    \"\"\"\n",
    "    total_market_cap = sum(market_caps.values())\n",
    "\n",
    "    weights_mc = {crypto: market_cap / total_market_cap for crypto, market_cap in market_caps.items()}\n",
    "\n",
    "    return weights_mc\n",
    "\n",
    "# Calculate weights using historic market cap data\n",
    "weights_mc = calculate_crypto_weights(historic_market_caps)\n",
    "\n",
    "print(\"Weights of the digital assets based on historical market caps:\")\n",
    "for crypto, weight in weights_mc.items():\n",
    "    print(f\"{crypto}: {weight:.4f}\")\n",
    "\n",
    "# Sort the weights\n",
    "sorted_weights = sorted_values = sorted(weights_mc.values(), reverse=True)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index Level on 2023-10-17: 1000.0000000000002\n",
      "Index Level on 2023-10-18: 992.0606091778295\n",
      "Index Level on 2023-10-19: 1009.9273837736263\n",
      "Index Level on 2023-10-20: 1038.0887796184927\n",
      "Index Level on 2023-10-21: 1054.5009458204859\n",
      "Index Level on 2023-10-22: 1052.429642156925\n",
      "Index Level on 2023-10-23: 1105.5330748422614\n",
      "Index Level on 2023-10-24: 1166.2614552447483\n",
      "Index Level on 2023-10-25: 1193.4824447437384\n",
      "Index Level on 2023-10-26: 1184.5446218901918\n",
      "Index Level on 2023-10-27: 1172.0286210183015\n",
      "Index Level on 2023-10-28: 1180.1591555051627\n",
      "Index Level on 2023-10-29: 1195.2977885178846\n",
      "Index Level on 2023-10-30: 1203.7629880389006\n",
      "Index Level on 2023-10-31: 1201.5851546876488\n",
      "Index Level on 2023-11-01: 1235.310582694662\n",
      "Index Level on 2023-11-02: 1218.324659731195\n",
      "Index Level on 2023-11-03: 1215.9282459013377\n",
      "Index Level on 2023-11-04: 1226.0476092468907\n",
      "Index Level on 2023-11-05: 1228.0300467650036\n",
      "Index Level on 2023-11-06: 1249.1177679943232\n",
      "Index Level on 2023-11-07: 1260.181847760617\n",
      "Index Level on 2023-11-08: 1262.2780650927966\n",
      "Index Level on 2023-11-09: 1306.597203929254\n",
      "Index Level on 2023-11-10: 1346.5224104904366\n",
      "Index Level on 2023-11-11: 1340.3880560474988\n",
      "Index Level on 2023-11-12: 1348.677389691914\n",
      "Index Level on 2023-11-13: 1317.3028841116004\n",
      "Index Level on 2023-11-14: 1291.0766521088149\n",
      "Index Level on 2023-11-15: 1365.7401301529844\n",
      "Index Level on 2023-11-16: 1306.790307737526\n",
      "Index Level on 2023-11-17: 1313.0587830385548\n",
      "Index Level on 2023-11-18: 1321.1334127419068\n",
      "Index Level on 2023-11-19: 1339.8976334033787\n",
      "Index Level on 2023-11-20: 1348.1774992472892\n",
      "Index Level on 2023-11-21: 1319.3846065735972\n",
      "Index Level on 2023-11-22: 1357.2753300251352\n",
      "Index Level on 2023-11-23: 1348.0999362532477\n",
      "Index Level on 2023-11-24: 1364.8124544964696\n",
      "Index Level on 2023-11-25: 1366.7318351324639\n",
      "Index Level on 2023-11-26: 1360.0030479061145\n",
      "Index Level on 2023-11-27: 1328.0122014677693\n",
      "Index Level on 2023-11-28: 1363.2808288401568\n",
      "Index Level on 2023-11-29: 1353.4791137492477\n",
      "Index Level on 2023-11-30: 1359.6872081023037\n",
      "Index Level on 2023-12-01: 1394.226069078836\n",
      "Index Level on 2023-12-02: 1429.961601841175\n",
      "Index Level on 2023-12-03: 1430.757163482706\n",
      "Index Level on 2023-12-04: 1488.3872197841742\n",
      "Index Level on 2023-12-05: 1546.0099904971173\n",
      "Index Level on 2023-12-06: 1547.2385700768536\n",
      "Index Level on 2023-12-07: 1561.4038940919397\n",
      "Index Level on 2023-12-08: 1601.548888783696\n",
      "Index Level on 2023-12-09: 1600.4192848760188\n",
      "Index Level on 2023-12-10: 1602.600503186148\n",
      "Index Level on 2023-12-11: 1508.4155888268533\n",
      "Index Level on 2023-12-12: 1499.836295358948\n",
      "Index Level on 2023-12-13: 1576.716590198929\n",
      "Index Level on 2023-12-14: 1578.2488430699857\n",
      "Index Level on 2023-12-15: 1558.1044350362765\n",
      "Index Level on 2023-12-16: 1553.0616323374243\n",
      "Index Level on 2023-12-17: 1542.1660772627508\n",
      "Index Level on 2023-12-18: 1554.8713841980648\n",
      "Index Level on 2023-12-19: 1545.8634112364782\n",
      "Index Level on 2023-12-20: 1576.5147991198958\n",
      "Index Level on 2023-12-21: 1625.9135775251195\n",
      "Index Level on 2023-12-22: 1634.6095540541326\n",
      "Index Level on 2023-12-23: 1637.4305404017427\n",
      "Index Level on 2023-12-24: 1643.731300565622\n",
      "Index Level on 2023-12-25: 1653.422680880589\n",
      "Index Level on 2023-12-26: 1604.20084786132\n",
      "Index Level on 2023-12-27: 1650.3918750771627\n",
      "Index Level on 2023-12-28: 1614.538071877369\n",
      "Index Level on 2023-12-29: 1593.5719257137694\n",
      "Index Level on 2023-12-30: 1603.124384607052\n",
      "Index Level on 2023-12-31: 1607.399838313402\n",
      "Index Level on 2024-01-01: 1648.3218619425027\n",
      "Index Level on 2024-01-02: 1683.1055248843697\n",
      "Index Level on 2024-01-03: 1595.0331716167566\n",
      "Index Level on 2024-01-04: 1646.9881787692188\n",
      "Index Level on 2024-01-05: 1614.6800055939802\n",
      "Index Level on 2024-01-06: 1604.1523139256803\n",
      "Index Level on 2024-01-07: 1607.9773900899636\n",
      "Index Level on 2024-01-08: 1696.5120354631151\n",
      "Index Level on 2024-01-09: 1646.1638296775438\n",
      "Index Level on 2024-01-10: 1704.3026206852342\n",
      "Index Level on 2024-01-11: 1726.7103724014278\n",
      "Index Level on 2024-01-12: 1636.4068881122662\n",
      "Index Level on 2024-01-13: 1637.69769750585\n",
      "Index Level on 2024-01-14: 1618.8676366285881\n",
      "Index Level on 2024-01-15: 1622.2428996084404\n"
     ]
    }
   ],
   "source": [
    "# Construct index for each day of the data set\n",
    "\n",
    "def calculate_daily_crypto_indices(crypto_data, base_level=1000, divisor_t=1):\n",
    "    n = len(crypto_data)  # Number of cryptocurrencies\n",
    "#    weights = [1/n] * n  # Equal weights for each cryptocurrency\n",
    "    weights = sorted_weights\n",
    "    # Extract spot rates for t0 (first date)\n",
    "    spot_rates_t0 = [list(crypto.values())[0] for crypto in crypto_data.values()]\n",
    "\n",
    "    daily_indices = {}\n",
    "\n",
    "    for date in sorted(list(crypto_data.values())[0].keys()):\n",
    "        spot_rates_t = [crypto[date] if date in crypto else None for crypto in crypto_data.values()]\n",
    "\n",
    "        if None in spot_rates_t:\n",
    "            print(f\"Spot rates for {date} are not available for all cryptocurrencies.\")\n",
    "            continue\n",
    "\n",
    "        # Calculate the index level\n",
    "        sum_product = sum(w * (s_t / s_t0) for w, s_t, s_t0 in zip(weights, spot_rates_t, spot_rates_t0))\n",
    "        index_level_t = (base_level * sum_product) / divisor_t\n",
    "\n",
    "        daily_indices[date] = index_level_t\n",
    "\n",
    "    return daily_indices\n",
    "\n",
    "crypto_data = daily_spot_rates  # Your provided dictionary\n",
    "daily_indices = calculate_daily_crypto_indices(crypto_data)\n",
    "\n",
    "for date, index in daily_indices.items():\n",
    "    print(f\"Index Level on {date}: {index}\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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iInIBrtkiIiIiIiJyAYYtIiIiIiIiF+CaLTvpdDpcunQJAQEBxk07iYiIiIio5xEEAXV1dYiKioJUan38imHLTpcuXUJ0dLS7m0FERERERB7i/Pnz6Nu3r9XzDFt2CggIAKDvUF9fX+zevRuJiYmQy+VublnXotFo2HcisN/EYb+Jx74Th/0mDvtNHPabeOw7cdhvV9XW1iI6OtqYEaxh2LKTYepgYGAgfH194efnh8DAwB7/i+YojUbDvhOB/SYO+0089p047Ddx2G/isN/EY9+Jw34z197yIhbIICIiIiIicgGGLSIiIiIiIhdg2CIiIiIiInIBhi0iIiIiIiIXYNgiIiIiIiJyAYYtIiIiIiIiF2DYIiIiIiIicgGGLSIiIiIiIhdg2CIiIiIiInIBhi0iIiIiIiIXYNgiIiIiIiJyAYYtIiIiIiIiF2DYIiIiIiIicgGGLSIiIiIiskmrE5BZWInscgkyCyuh1QnublKX4OXuBhARERERkedKyytG6o58FNeoAcjw0amDiFQqsGZBHJJHRrq7eR6NI1tERERERGRRWl4xVmzNaQ1aV5XUqLFiaw7S8ord1LKugWGLiIiIiIjMaHUCUnfkw9KEQcOx1B35nFJoA8MWERERERGZySqsNBvRaksAUFyjRlZhZec1qoth2CIiIiIiIjNlddaDlpjreiKGLSIiIiIiMhMeoHDqdT0RwxYREREREZmZFBuCSKX1ICUBEKlUYFJsSOc1qoth2CIiIiIiIjMyqQS3xfe1eE7S+r9rFsRBJpVYvIYYtoiIiIiIyAK1Rosdhy8BAPy8ZSbnVEoFNi0dz3222sGwRUREREREZt7+uQBFFY0ID/DBr3+ehT8nDQEAqAJ98MvqWQxadmDYIiIiIiIiE0XlDXjrpwIAwF9ujEOQnzfmjVIBAMrrm6ETuLeWPRi2iIiIiIjISBAEPPv1UTS36DBtcBhuHK0fwVIF+sBbKqBFJ+BcZaObW9k1eLm7AURERERE5F5anYCswkqU1alRWN6AvScvw1smRepNIyCR6AtgSCQShPsCFxqAM5cbMLB3Lze32vMxbBERERER9WBpecVI3ZGP4hrTzYnnxEVgwDWBKlwh4EKDBGcu1wOI6MRWdk2cRkhERERE1EOl5RVjxdYcs6AFAN/9Voy0vGKTY7199f9bWN7QGc3r8twatvbu3YsFCxYgKioKEokE27dvNzkvkUgs/nnhhReM11RWVmLJkiUIDAxEUFAQli9fjvr6epP7HDlyBNOmTYNCoUB0dDQ2bNjQGY9HREREROSxtDoBqTvyYavUReqOfGh1V68IV+h/PnOZYcsebg1bDQ0NGDNmDDZu3GjxfHFxscmfLVu2QCKRYNGiRcZrlixZgqNHjyI9PR07d+7E3r178dBDDxnP19bWIjExETExMcjOzsYLL7yAtWvXYvPmzS5/PiIiIiKizqLVCcgoqMBXuReRUVBhEpIsySqstDiiZSAAKK5RI6uw0ngswrc1bJXXW3kXteXWNVspKSlISUmxel6lUpm8/uqrr3DDDTdgwIABAIBjx44hLS0NBw4cwIQJEwAAb7zxBubNm4cXX3wRUVFR2LZtG5qbm7FlyxZ4e3tjxIgRyM3Nxcsvv2wSyoiIiIiIuipL664ilQqsWRBndT+ssjrrQcvadYZphOX1zai5ooHSVy6+0T1AlymQUVpaim+++Qb//Oc/jccyMjIQFBRkDFoAMGfOHEilUmRmZuLWW29FRkYGpk+fDm9vb+M1SUlJWL9+PaqqqhAcHGzx85qamtDU1GR8XVtbCwDQaDTw8vIy/kyOMfQZ+84x7Ddx2G/ise/EYb+Jw34Th/0mXnfru11HS/HIp4fNpgOW1KixYmsO3lg8BkkjzItZhPrZFwVC/byg0Wig0WigkAHhAd4oq2vGyeJqjI0O6vgDdEH2/u50mbD1z3/+EwEBAVi4cKHxWElJCcLDw02u8/LyQkhICEpKSozXxMbGmlwTERFhPGctbK1btw6pqalmx3fv3g0/Pz8AQHp6uvgH6uHYd+Kw38Rhv4nHvhOH/SYO+00c9pt43aHvdAKQmiNrDVoSk3NC6/995stcaIq0kErM3xvkLUN1s/l7DXcI8gYu5+/Ht8euHg2UqFEGKb7ak4FLvXvm5saNjfbtM9ZlwtaWLVuwZMkSKBSKTvm8J598EqtWrTK+rq2tRXR0NBITE+Hr64v09HTMnTsXcjmHTh2h0WjYdyKw38Rhv4nHvhOH/SYO+00c9pt43anvMgsrUb3/oI0rJKhuBnrHTcHk2BCzs/L+lkfFWnfWwt8WXh0VM/Tb+MF9cTr7EgL6DMK8OYOd9CRdi2HWW3u6RNjat28fTpw4gc8++8zkuEqlQllZmcmxlpYWVFZWGtd7qVQqlJaWmlxjeH3tmrC2fHx84OPjY3ZcLpcb/6Vs+zM5hn0nDvtNHPabeOw7cdhv4rDfxGG/idcd+q6iscXu6yw9641j+0KQSPHIvw6ZHFfZWO81KDwAAHC28kqX7z+x7H3uLhG23n//fcTHx2PMmDEmxxMSElBdXY3s7GzEx8cDAPbs2QOdTofJkycbr3n66aeh0WiMnZKeno6hQ4danUJIRERERNQVhAfYN+vL1nV9g/VVL/x9ZPj7LaMQEajApNgQyK6dd9gqNky/pIbl39vn1tLv9fX1yM3NRW5uLgCgsLAQubm5OHfunPGa2tpafP7553jggQfM3j98+HAkJyfjwQcfRFZWFv73v/9h5cqVWLx4MaKiogAAd911F7y9vbF8+XIcPXoUn332GV577TWTKYJERERERF3RpNgQRCoVFldcAfrpgJFKfXiy5mBRFQAgYUAYbhnXBwkDQ60GLQCIDfMHoN/YWNdOefmezq1h6+DBgxg3bhzGjRsHAFi1ahXGjRuHZ5991njNp59+CkEQcOedd1q8x7Zt2zBs2DDMnj0b8+bNw9SpU0320FIqldi9ezcKCwsRHx+PP/3pT3j22WdZ9p2IiIiIzDi6V5W7yaQSrFkQZ/GcIS6tWRBnMzxlFen30ZrY375ZX32DfCGXSdDUosPF6isOtbences0wpkzZ0IQbP8CP/TQQzaDUUhICD755BOb9xg9ejT27dsnqo1ERERE1DOI2avKEySPjMRT84bj721LBsL2uisDQRBwsDVsTehvffSrLZlUgphQf5wuq0dheQOiQ/zEN76bc+vIFhERERGRJ0jLK8aKrTkmQQu4uldVWl6xm1pmH5VSvybLT67/eq+QS/Hj4zPbDYkFlxtQ1aiBj5cUo/oo7f68Aa1TCc9crhfZ4p6BYYuIiIiIejStTkDqjnyz8ucAjMdSd+R79JRCQ7GKlFFRCPaTQ63RIe9iTbvvO9A6qjU2OgjeXvZHgwG9e+k/t5xFMmxh2CIiIiKiHi2rsNJsRKstAUBxjRpZhZWd1ygHFbSOMA2O6IXrBoUBAPaeKm/3fQeM67Xsm0JoMKC3YWSLYcsWhi0iIiIi6tHK6qwHLTHXuYMhbA3s3QvTB+vD1r5Tl9t9n6ES4QQ7i2MYDOzNaYT2YNgiIiIioh7NGXtVuZNOJxhHmAb09sfUwb0BAIfPV6Pmisbq+0pr1ThX2QipBIiPcSxsxYbppxFeqlGjsdm+jZV7IoYtIiIiIurRDHtVWWPPXlXuVFKrxhWNFl5SCfqF+KFPkC8G9PaHTgAyCqxPJTRMIRymCkSAQu7QZ4b4eyPIT/+eovJG8Y3v5hi2iIiIiKhHk0kleGrecIvn7N2ryp0Mo1oxoX6Qy/Rf76e3jm7ts7FuyzCF0N79ta5lrEhYzqmE1jBsEREREVGP59UapK7NUyqlApuWjvfofbYM67UMFQIBYJpx3Vb7I1sTRY7YGSsSskiGVQxbRERERNTj/evAeQDAQ9MHYELr+qV7EmLwy+pZHh20ANPiGAaTB4TCSyrBucpGnK0wD0N1ag2OFdcCACbEiA1bLJLRHoYtIiIiIurRLlQ1Giv33Tmpn3GkRyfAY6cOttW2OIZBLx8vjG8NjZZGt3LOVUMnANEhvsYNkR11dRohR7asYdgiIiIioh7t3wcvQBCA6waGIibU3zhCVNBFRmwsjWwBwLRB1kvAHxS5v1ZbbacRCoLnbvjsTgxbRERERNRjaXUCPj+on0K4eFI/AFdHiLpC2GpoajFuyDywzcgWAEwboi+S8evpCrRodSbnDBs0dyRsxYT6QSoB6ptacLm+SfR9ujOGLSIiIiLqsX4+WYbiGjWC/eRIGhEBABjYuodUaW0T6ps8ew+pwtYpfKH+3gjy8zY5N6qPEkpfOeqaWnD4Qo3xeHOLDrnnqwGIr0QIAD5eMvQN9gPAIhnWMGwRERERUY/1ryz9qNbC8X3h4yUDACj95Ajr5QPA84s/WJtCCOjXm10/KBSA6VTCvEs1aGrRIdhPbvF9jrhaJINhyxKGLSIiIiLqkcrqmrDneBkAYPHEaJNzA7vIVMICC8Ux2prWut/WL22KZBjWa03oHwKJpGMFQGLDWJHQFoYtIiIiIjKh1QnIKKjAV7kXkVFQAa2uexY/+DLnIrQ6AfExwRgcEWBybmB4a5GMMs8esbE1sgUAU1uLZBw6X41atQYAkFXYsc2M2zIWyWBFQou83N0AIiIiIvIcaXnFSN2Rbyy6AACRSgXWLIjz+P2mHKETgH9nXwRgPqoFXC1r7ukjW5bKvrcVHeKH2DB/FJY3IKOgAnOHRyD7bMeLYxgM5MiWTRzZIiIiIiIA+qC1YmuOSdACgJIaNVZszUFaXrFd9+kKI2OnaiU4X3UFAT5emD/aPEQaRrY8eS2STicYQ46ttVfTButHt345VY4z5fWoatRAIZdiRJSyw20wjGydr7qC5hZdO1f3PBzZIiIiIiJodQJSd+TDUiwSAEgApO7Ix9w4lc2Nfj19ZEyrE5BZWIlvz+mfYcHYSPh5m38lHtQaIgrLG6DVCR65ufHF6itoatHBWyZF32Bfq9dNHRSGjzLOYt+pyxgeGQgAGBsdBG+vjo+7RAT6wN9bhoZmLc5VNmJQeMcKbnQ3HNkiIiIiImQVVpqNaLUlACiuURv3Z7LEWSNjrpKWV4yp6/dg6ZaDKKrXfw3efbTUYruignzh4yVFs1aHC1WNdt2/s0f0DOukYkL94CWz/rU+YWAopBKgqKIR7+07AwCYENPx9VoAIJFIENubUwmtYdgiIiIiIpTVWQ9a9lzX3sgYoB8Zc9eUQmtBsKK+2WIQlEklxkp79qzbMgS5O9/dj0c/zcWd7+7H1PV7XBowC8ran0IIAP87XW4cmTMEtE8yzzutbbFhLJJhDcMWERERUQ9jaQRGZ2cICg9QWDzujJExVxEbBA0hpr2KhO4a0TtTrg9b1opjtG2bRmv6bFWNlkOmGANYJMMqrtkiIiIi6kEsralS+srR2Nxi830SACqlApNiLVew6+jImCs5EgQTBoYajxv22jKEGkuctdZNDEMItDay1Vlt48bG1nFki4iIiKiHsDYCU3NFA41WQKRSP2p17dduw+s1C+Ksfim3NuIl9jpnEhsE7dlry50jesY9tqwUpeistg1sU0yETDFsEREREXUzlqYJ2hrlaOutu8ZDpTQNRCG9vLFp6Xib1QQnxYYYw5olEuirElobGXMlsUHQOI3QxvQ4d43o1ak1KKtrAmB9GmFntc2wtq2ioRk1jRqL13SF7QBcgdMIiYiIiLoRa6XXF0+MtjnKAehHOYL9vfHL6lnIKqzE+rTjyD1fjbsm9Wu3bLtMKsGaBXH4/dYcq9fYGhlzJUMQtPb81qZItg0RVQ3NCPb3Nnuvu0b0DFP2egf4IFAh79BndrRt/j5eCA/wRlldMz7MKMSk/qGYFBti/Gft6dsBuBJHtoiIiIi6GMNeUdnlEmQWVhpHCWwVanjl+1N23busTg2ZVIKEgaG4c1I0AOCX0+V2vXdunAq9fMz/Lj9A4dXuyJgrGYKgJbamSPr7eBlH66yt2zIEOWsR0lUjesbiGGHWi2N0VtvS8opR3ahf8/dK+imTSoyevh2AqzFsEREREXUhbfeK+uiUDEu3HMTU9Xvw7ZFL7Vbcs0fbUY7pQ3oDAA6fr7Y6PaytwxeqUd/Ugl7eMmxdPgl3tYa1UH9vJI1QOdAK55sbp0KgwjwIqpQKm0Hw6lRCy+uRbAU5A1eM6BmLY9jYRLht28Ssw7OHIUw1a3Umx0tq1Pj91hz8+cvfPHY7gM7AsEVERETURdgaJfh/nxxqd5qgLZZGOSKVvhgc3gs6wb7RrT3HygAAM4aFY+rg3nh6fhz8vGUoqmjEwbNVotvmDAeLKlGrbkGAjwwf3DMedw/WYuv9E/DL6lk2R9wMFQltrdtKHhmJtTeNsHhu+bRYl4zoGdpja2TL0LZNS83X4bUXMu1hT0n9ahsh3Z3bAXQWrtkiIiIi6gLs+WJrL8k177E1yjF9SG+cKqvHzyfLMH+07S/mPxzXh63Zw8IB6Kfh3Tg6Ev8+eAH/PnAeE/t3fnEMg29+009XSxoZiamDwlB7UsDkNuuKrLGnIiEA432GRwbg9zMG4ucTZfjy0CUcPl/d8cZbYFizZWtkyyB5ZCTmxqmQVViJsjo1wgMUJmuqxGqv2qG93LEdQGfhyBYRERFRF+CsL7aPzRni0CjHjNaphHtPlkMQrMe64porOFZcC4kEmDk03Hj89gn6qYTf/FaM+ibbe3m5ilYn4Lu8EgBoNzBeyzCNsL0Ne//XOvI3b2Qkbh7bB6tThsNLKsGBoiocvVQjotXWaXUCCiv0YWuQlT22rmVYh3fz2D5IGBjqlGmNzgpJ7tgOoLNwZIuIiIjIA2l1gslIREltx77YGirurZw1CCtnDbJ7lGNSbAh8vKQoqVXjVFk9hkQEWLxuT+uo1rjoIIS0qdoXHxOMAWH+OFPegG+PFOP2idEdeg4xDhRV4nJdE5S+clw/MAwQtHa/11BW/WxlI5pbdPD2Mh+r0OoEZJypAABcPzgMABARqEDSSBW+OVKMj349i/W3jXbCk+hdrLpibEtUkK/T7uuojoak9jbK7g4YtoiIiIg8jKVS2b18ZHa/355pggkDQ+26l0Iuw+QBodh78jL2nrxsPWy1rteaPTzCtC0SCW6b0Bcb0k7g8+zzbglb3xzRTyFMjIuAt5cUGo39YUsVqICftwyNzVqcq2zEIAvT9vIv1aK6UYMAHy+M7qM0Hr/3uv745kgxtudexJPzhiHIz7x0vBht12u5o5S+gaHaYUmN2uJUVgkApZ/cWFzl2msEuG87gM7CaYREREREHsRaEYz6JtsBwVDgwtKmxB0thjC9dbTm55OXLZ6/0qw1FtCYNSzc7Pyi8X0hlQAHiqranY7nbB2ZQgjow2J7mxv/r0D/7JMHhMJLdvXr9YSYYAyPDERTiw6fHTjv8GdbYwxbVjYz7iz2VDv8x8JRFgt06N8P9A32a/dzuvKGyBzZIiIiIvIQtopgtGVr5Cp5ZCSSRjq3GMKMIb3xt2+OIbOwEleatfD1Nh1lyzhTjqYWHaKUCgxTmY98RQQqMHNoOPYcL8Pn2RewOnmY6LY4KquwEuX1rVMIB4WJusfA3v747WKN9bDVGjSvH2Q6WiiRSHDvdTFY/Z/f8PH+s3hg2gCnjOIYytAPtHO9lisZqh1eOxKrumbTYtMCHT54/5dCfH+sDH/41yHseGQq/C3szwZ0/Q2RGbaIiIiIPIS9RTCC/b1R2dBsfH3tF1tDMQRnGRTeC1FKBS7VqJFZWGFSAAMAfmidQjhreDgkEsth4vYJfbHneBn+k30Bf5o7xGQEyJW++e0SACBpRATkIj/TOLJloSKhWqPFgSJ96fKpFsLcTWP64Plvj+NC1RXsOV6GuXERZtc4yhD6PCFsAfZVO7z2d3KYKhApr+3DmfIGrPkqD4vio83eaxjlvfYvHwwbIrtzo2x7MWwREREReQh7q7v9Zf5w9O4lx+59mUicNhkJg8Jduu5FIpFg+pDe+PTAeew9WW4StgRBMBbHmD3MepCYNSwCIf7eKKtrwr5T5bjBwnRDZ9PqBKQZpxBGib6Psfy7hZGtnHNVUGt0CA/wsbiey9dbhsUTo/HO3jP4KKPIKWHLUPbd3dMI23I04Af7e+PVxWNx5+b9+CLnIr7IuWg8F6lU4C/zh+Ov3xyzutWBBPoNkefGqTx6zRfXbBERERF5CHuru6mUvpgcG4L4MPv2inKG6YYS8KdM120dK65DcY0aCrnU5pdtby8pbhnbBwCw6afTnbL+JrOwAuX1zQjyk+O6Doz0GULNmcv1ZuXvfz3dWoVwUJjVUb2lU2IgkQD7TpXji+wLHXr2mkYNyuubWtvlGSNbYlU3NlsMU/Zs0t1VNkTmyBYRERGRhzBUd7P2JbNtqWydtnP3rLp+YBikEuB0WT0uVl9Bn9aS4z+e0I9qTR0UBoXcdsXEqGB9mMwqqkJWURUA166/MVQhTIpTiZ5CCAD9Q/0hkQC16haU1zejd4CP8ZyhOIatMBcd4odRUUocuViDxz8/bDwu5tkLyvWjaxGBPuhlZZ1TV2BYn2iJIxHU0zdE5sgWERERkYdoW93tWpbKt3cmpZ8cY6ODAAB721Ql/OFYKQC0Oy0wLa8Yf995zOy4Yf1NWl6x8xoLoEWrw66j4qsQtqWQyxDdWjWv7VTCWrUGh89XA4DN4htpecU4ctF8Y2Mxz37Gg4pjdISzNun29A2RGbaIiIiIPEjyyEj0CzEvh93R8u3OMGOIPlAZwlZFfRMOtYYNSyXfDWxVWTQcS92R79QphfoqhM0I9pM7pVjIwNaphG3DVuaZSugE/X5X1jYXtmcEx5Fn97TiGGJ1dETKsNWBp2+I3HXHHomIiIi6oYr6JpyvagQAbFo6Hs0tOqeUb3eG6UPC8Mr3J/HL6XK0aHX46cRlCAIQFxmISKXlsAG0P4rRdv1NR4ORVicgq7ASb/54GgAwN058FcK2BvbuhR9PXDapSGgo+X7dIOttduaza3UCDrZWPpRK9K/d/TshliMjUvZs0u2pGLaIiIiIPMgvp8shCMDwyECkeFhZ69F9gxDkJ0d1owaHL1RfrUI43PYUQntHMTo62mFpT6bvj5UhLa+4wyOChmIUZ8qvjmwZwpalku8Gznr2a5/tnxlnsTu/tMvsN3Utw/rEkhq1xRFPw/rEv8yPw1+/sb2Hlydj2CIiIiLyID+3TtGbPkTcBryuJJNKcP2gMHxzpBj//PWscb3WjNZKhdbYO4rRkfU31vZkqmpodsqeTNdOIyytVeNUWT0kEmDKAOsjUo48u2FUrjvuN3Utw/rEFVtzOn2T7s7EsEVERESiWftySOIIgoB9p/SjJTMG2w4w7hLi5w0A+PrwJeOxlZ8cwtqbrI80tDeKAdi//sbS7xwAm2vCnLEnk2GvrQtVV6DWaPFraxXCUX2UCGrtE0vseXaFXIrimiuYun6PyQhOd9pvypLkkZHYtHS82Wikqzfp7kwMW0RERD1ce4HJ1t+2X/slyZVlvHuCY8V1uFzXBF+5DPH9g93dHDNpecX4eP9Zs+OltbZHWGyNYhg8e2P762+s/c4tnhjt8jVhof7eUPrKUXNFg8LyBvxySr+/1nUDbY9A2vPsao0Oq/592Oy4Yb8pW5y53s0dkkdGYm5c1x25ao9bqxHu3bsXCxYsQFRUFCQSCbZv3252zbFjx3DTTTdBqVTC398fEydOxLlz54zn1Wo1Hn74YYSGhqJXr15YtGgRSktLTe5x7tw5zJ8/H35+fggPD8cTTzyBlpbO3ZuCiIjIE6XlFWPq+j248939ePTTXNz57n5MXb/HWIra2vl13+ZjxdYcsy+4rirj3VMYNgyeMiAEPl6296zqbB2tqmcYxVApLU+rq2uy/d3MMJXO0u/cK9+fst34Vh1ZEyaRSEymEhpGtmyt1zKw9uyRSgVWzR0Ma7miO+03ZYth5OrmsX2QMDC02wQtwM0jWw0NDRgzZgzuv/9+LFy40Ox8QUEBpk6diuXLlyM1NRWBgYE4evQoFIqrv6iPPfYYvvnmG3z++edQKpVYuXIlFi5ciP/9738AAK1Wi/nz50OlUuHXX39FcXEx7r77bsjlcjz//POd9qxERESepr11IA9Nj8XmvYVm54tr1Hhnb6HFe3b1aU3utte4XsvzphA6o6qepVGM3PNVWJ92An/dmY8ZQ3ojItA8jNlTOt4eHd2TaUDvXsg5V43v80tRXKOGt5cUE+wcgbQ2gpNVWAmdYF9YtMXT95vqqdwatlJSUpCSkmL1/NNPP4158+Zhw4YNxmMDBw40/lxTU4P3338fn3zyCWbNmgUA+OCDDzB8+HDs378fU6ZMwe7du5Gfn4/vv/8eERERGDt2LP76179i9erVWLt2Lby9rc+xJSIi6q7s+fL67j7zoGWPrj6tyV0am1twsKgKgGeGLWdV1bt2/c3E/sH4Lq8ERy7U4Jntedi8LB4SiWlI7+gGuIbKdh3dkyk2TD+yteOwfuQ2vl8QFHL7RyAtrT1yxn5Tzng2cg2P3dRYp9Phm2++wZAhQ5CUlITw8HBMnjzZZKphdnY2NBoN5syZYzw2bNgw9OvXDxkZGQCAjIwMjBo1ChEREcZrkpKSUFtbi6NHj3ba8xAREXkSe768dnR/2a48rckd9p+pQLNWhz5BvhjQ+qXek7iqoqCXTIoNt42GXCZBen4pvs69hIyCCnyVexEZBRXQ6gSHfpeuHUt11p5MaXnFeG/fGQCAVtD/y/HbxdoOT5l1dL8pS6+7wn5TPZXHFsgoKytDfX09/vGPf+Bvf/sb1q9fj7S0NCxcuBA//vgjZsyYgZKSEnh7eyMoKMjkvRERESgpKQEAlJSUmAQtw3nDOWuamprQ1NRkfF1bWwsA0Gg08PLyMv5MjjH0GfvOMew3cdhv4rHvxOlK/VZc3dD+RR0U6udlV190pX5zpR9b96yaOijUrrXlnd1v4/oGQBXog9LaJhv7IvlgXN8Ah9s0MNQXK6YPwOs/FuCP/86F0OYDVIE+mBRr31S9R2cNxGcHL6Ck9up3OJXSB0+nDMPsoWFmfWZvO3cdLcUjnx42e+76phas2JqDNxaPQdKICIvvbY+9/fpk8lA8/92Jdp/Nlfjv6lX29oHHhi2dTgcAuPnmm/HYY48BAMaOHYtff/0Vb7/9NmbMmOHSz1+3bh1SU1PNju/evRt+fn4AgPT0dJe2oTtj34nDfhOH/SYe+06crtBvZ2okAFxVgEFAkDdwOX8/vj1m/7u6Qr+50q5cGQAJ/GvP4ttvi+x+X2f22zyVBFtqDROj2o6kCBAApEQ0Ylfad6LuXVMuASCFIJiO0JTUqvH1YcNfkBtWBV5L/zvXv/EEVscBBbUS1GqAQDkwMLAB2rPZ+Na8iKJdfacTgNQcWWsQMv9sAQKe+TIXmiKt1UIX7bGnX4VzOQ49myv19H9XAaCxsdGu6zw2bIWFhcHLywtxcXEmx4cPH45ffvkFAKBSqdDc3Izq6mqT0a3S0lKoVCrjNVlZWSb3MFQrNFxjyZNPPolVq1YZX9fW1iI6OhqJiYnw9fVFeno65s6dC7lc3qHn7Gk0Gg37TgT2mzjsN/HYd+J0pX7T6gR88dJek78lv5ZUAgiC7QIEljcjleBvC+3/m/6u1G+ucqHqCsoy9kEmlWDl7+YgQNF+P7ij3+YBGH+0FH/79rjJ706kUoGnU4aJHt3R6gSse2kvAEu/j/rfKm8vKTQt+r+M78zfuczCSlTvP2jjCgmqm4HecVMwWeS6KVf1q7Px39WrDLPe2uOxYcvb2xsTJ07EiRMnTI6fPHkSMTExAID4+HjI5XL88MMPWLRoEQDgxIkTOHfuHBISEgAACQkJ+Pvf/46ysjKEh4cD0KfxwMBAsyDXlo+PD3x8fMyOy+Vy4y9X25/JMew7cdhv4rDfxGPfidMV+k0OYO1NI/D7rTlm5wx/r/7gNH01QsuBCnhoeiy+PlxssvYrrJcP/nrLCFH7bHWFfnOVXwv1GwSPiw5CSICfQ+/t7H67cWxfpIzu49R9kQ4WVNgM/gDQ3KLDY3OG4NMD52xugOsIe/quotG+7YIqGls69M/BFf3qKj3531UDe5/frWGrvr4ep0+fNr4uLCxEbm4uQkJC0K9fPzzxxBO44447MH36dNxwww1IS0vDjh078NNPPwEAlEolli9fjlWrViEkJASBgYF45JFHkJCQgClTpgAAEhMTERcXh2XLlmHDhg0oKSnBM888g4cffthimCIiIuop5sapEKjwQq3a9Mtk2y+v4/oFm20i2/b8/yUPR1ZhJf7vP4dxvvIKUm8SF7R6Ok8u+W6Jpap6HWFvAYz+YX74ZfWsTg0krioMYomz+5Xcz61h6+DBg7jhhhuMrw3T9u655x58+OGHuPXWW/H2229j3bp1+MMf/oChQ4fiP//5D6ZOnWp8zyuvvAKpVIpFixahqakJSUlJeOutt4znZTIZdu7ciRUrViAhIQH+/v6455578Nxzz3XegxIREXmgrMJK1KpbEOAjw1tL4lHZ2Gz25dXa3kCG84Yvh+Oig3G+8grOVdm3joGuatHq8OvpCgBdJ2w5myOBprMDyaTYEEQqFSipUdsoYMHS62SZW8PWzJkzIQi268ref//9uP/++62eVygU2LhxIzZu3Gj1mpiYGHz77bei20lERNQd7Tyin7qWMioS02x8ybfny61h/6GictdXOexucs9Xo66pBUF+cozqo3R3c9zCkwONTCrBmgVxWLE1x+qUWpZeJ2s8dp8tIiIicp0WrQ7f5ekrvN04OqrD9zOErTMMWw4zTCGcOiisx35hNwQawDP3kkoeGYlNS8dDpTQdgVMpFdi0dDynzpJVHlsgg4iIiFzn14IKVDY0I8TfG9c5YUpWfzeNbGl1QpcoKGDLz6fKAfTcKYQGhkBja42gO7U3pZbIEoYtIiKiHsg4hXCkCl6yjk90iQ3Vh62yuiY0NLXA38c5XzFsham0vGKzL+aRHvLF3B5anYA9x0px+Hw1AOD6gWHubZAH8PRAwwIW5CiGLSIioh6muUWHNCdOIQQApZ8cwX5yVDVqUFTRgBFRHV97ZCtMAcCKrTlm63tKatRYsTXH46d2WXq2297+tcsERVdioKHuhGu2iIiIeph9py6jVt2C3gE+Ti04cLVIRscrEqblFWPF1hyTMALow9Tvt+bgz1/+ZrGQguFY6o58aHW2i3C5i61nW7E1B2l5xW5qGRE5G8MWERFRD7PziP7L/PxRkU6dnmVYt1VYXt+h+2h1AlJ35NsMU9WNGqvvFwAU16iRVVjZoXa4gj3P5slBkYgcw7BFRETUg6g1Wuw+qp9CuGCMc6erGdZtFXZwZCursNJs1EcMezfK7UztPZsnB0UichzDFhERUQ/y04kyNDRrEaVUYFx0sFPvbaxIWNGxioTOCkn2bpTbmex9Nk8MikTkOBbIICIi6kF2tE4hvHFMFKROrvDmrI2NOxqS3LkBbnvsfTZPDIpE5DiObBEREfUQDU0t+OFYKQDgxtHOr3hnGNmqaGhGzRXra6raMyk2BJFKhdnmtgYSAEF+ckhgvgEuoJ+K584NcG0xPJs1EugrLnpiUCQixzFsERER9RA/HC+DWqNDvxA/jOrT8dLs1+rl44XeAT4AOja6JZNKjOXdr2WIT/9YOAqblo6HykJw8faSIi7S+c/nDDKpBE/NG2bxnOHZPDUoEpHjGLaIiIi6Oa1OQEZBBd7dWwAAmD9aBYnENV/mDUUyOrpuK3lkJDYtHY9rM4dKqTDuoZU8MhK/rJ6Ffz04Ba8tHotPHpiMSf2D0dyiw+OfH4bOQyv6qTU6ALD5bETUPXDNFhERUTdmafPczw9ewJi+QS75Uh8b5o+sokoUdnDdFgDEx4TAkJdevG00+gT7YVJsiMmoz7Ub4EaH+CHp1b3IKqrElv8V4oFpAzrcDmcSBAHv/1IIAHg8aSjGRQejrE6N8ACF2bMRUdfHsEVERNRNGTbPvXZ8p6K+GSu25rhkFKW/k4pkAMCJkjoA+gB324Rou94THeKHZ+bH4an//oYNu05g2uAwVDZoPCbQ/HK6HMdL6uDnLcOSSTFQ+snd1hYicj2GLSIiom6ovc1zJdBvnjs3TuXU8BEb5gcAThnZOl5SCwAYpgpw6H13TopG2tES7D15GTe+8Qs02qu9EKlUYM2COKeETK1OQFZhpUNB7r19+lGt2ydEM2gR9QAMW0RERN2QI5vntp2G11GGka3C8gYIgtChtWHHW0e2hjoYtiQSCVJGqrD35GWToAUAJTVq46je3DiVw2HJwNL0zPaC3MnSOvx88jIkEuD+62MdeiYi6poYtoiIiLohd22eGxOiD1u16hZUNWoQ4u8t+l5XR7YCHXqfVifg9R9OWTxnGNX785e/Ye3X+SiptT8sGVibntk2yFm6x/uto1pJcSr0C/Vz5JGIqItiNUIiIqJuyF2b5/p6yxDVWo69I1MJW7Q6nCytBwAMj3RsZMueUb3qRo1J0AKuhqW0vGKr721veiagn56pvaYS4uW6Jvw39yIA4MHpHNUi6ikYtoiIiLqh9ibDuXLz3LZTCcUqqmhEc4sOft4yRAc7NgokdrTOVlgycGR6Zlsf7z+L5hYdxkYHYXy/YFHtI6Kuh9MIiYiIPFx7hRiuPe/tJcUDHx00npcAJiMxrt48t3+YP34tqOhQRULDFMIhEQGQOtjGjozWtbeWTcz0TLVGi637zwIAHpw2wGV7nBGR52HYIiIi8mDtFWKwdN4QrhIGhOLOSdFY991xk/MqJ1bks8SwsXFhBzY2NpR9d7QSIQBMig1BpFKBkhq1xel+9rAWqhyZnmkIwdtzL6KyoRlRSgWSRkSIbBERdUUMW0RERB6qvUIMD02Pxea9hWbnDa/vmBiNm8b2wfzRUaKr7okR64S9to4Viw9bMqkEaxbEYcXWHLNRPXtZC1Vjo4OgkEuh1uisvlcqAfaeLMOqf+eahNy6phZ8f6zUZSGXiDwP12wRERF5oPYKMQgA3t1nHrQMJADWpx2HVidAJpUgYWAobh7bBwkDQ12+qe+15d/FMEwjHOpgJUKD5JGR2LR0PFRK09CkCvRBkJ/c5po2hVyKEVGB0OoEZBRU4Kvci8goqECdWoOHPj5oM2gBgE4ANv18xmxtV726pd0CHETUvXBki4iIyAO1V4gB0H+pt8ZV+2jZo1+IH6QSoLFZi8t1TQgPdGwNVZ1agwtVVwCIG9kySB4ZaXEvrfT8EpujXmqNDkmv7kWLVsDl+ibjcblMAo1WgK9chgemxeKL7Atm0zv/L2kontmeh4Zmrdl9XbmZNBF5JoYtIiIiD+Ss/a+cvY+WPby9pOgT7IvzlVdQWN7gcNg6WaqfQqgKVCC4A/t0ATCO6rVlGPWytBZu6ZQYvPNzgcWga9ggeeWsQXj4hkH445whZkEuq7DSYtAycGcIJqLOx7BFRETkgZy1/5Wz99GyV2xYL5yvvIKiigZMHuBYqDjeWhxjaAdGtdpjbdQLAP75axFq1S1W37t1/1n8fsZAi0HOXZtJE5FnYtgiIiLyQPZU1JNKAEGwPBVOAn3VQVfso2WP2FA/7AVQWN7o8HuPG4pjOLiZsaMshaWMggqU1TVZeYeerZEpd20mTUSeiQUyiIiIPJChop4lktY/D06LNb6+9jzgun207HG1SEa9w+81FMfoyHotsTo6MmUIydZ63ZWbSROR52HYIiIi8lCGtUU+Xqb/uVYpFdi0dDyenBdnueJe63l3lhjvbyz/7tjIliAIxmmEw0RWIuyIjo5MtQ3JnhiCiahzcRohERGRB0uMU8FXLkVTiw6r5g7GxP6hJvtkWVt75O4v8wMMYauiATqdAKmd7blUo0adugVeUgkG9u7lyiZa1N70TXumZ1orwOHqzaSJyPMwbBEREXmwgsv1qL7SAl+5DCtmDoJcZj4pxdLaI3frE+QLL6kETS06lNSqERXka9f7TrROIRzYuxe8vTp/Ao6tDZEdGZny1BBMRJ2L0wiJiIg8WFZRJQBgXL8gi0HLU3nJpOgX4gdAv7mxvY51UnEMW6xuiOzg9MzO3kyaiDwPR7aIiIg82IFCfdia0L/rFVToH+aPM+UNKCxvwPWDwux6T2eUfbcHR6aIyBkYtoiIiDzYgaIqAMCkrhi2Qg1FMuwf2TJMIxzuhuIY1/LE6ZlE1LV0nfkIREREPczF6iu4WH0FMqkE4/oFubs5DovtfbVIhj2aWnQouKy/1p3TCImInIVhi4iIyEMdbF2vNTIqEP4+XW8ySmzryNYZO0e2zlxugFYnIFDhBVUgN/0loq6PYYuIiMhDZbWu15rYBacQAkD/MH2BjPOVjWjR6tq9/kSpoThGICQSro0ioq6PYYuIiMhDHSjqusUxACBK6QtvLyk0WgGXqtXtXn91M2NOISSi7oFhi4iIyANVNTTjZGk9AGBi/2A3t0YcqVSC/qGt5d/tWLdleN5hHlAcg4jIGRi2iIiIPNDBs/oqhAN7+yO0l4+bWyOeIxUJTxjCFotjEFE3wbBFRETkgQxTCCfFds0phAaxYfqw1d7GxvUaoKyuCQAwJIJhi4i6B4YtIiIiD2QIW121OIZBv9ZphJlnKpBRUAGtTrB4XXGjviBGvxA/9OqClReJiCxh2CIiIvIwV5q1+O1CDYCuHbbS8orx0u6TAIBjJXW48939mLp+D9Lyis2uvdio/9+hLI5BRN0IwxYREZGHOXS+Ci06AapABfoG+7q7OaKk5RVjxdYcVDY0mxwvqVFjxdYcs8BlGNkazrBFRN0IwxYREZGHOVCoL44xMTakS+43pdUJSN2RD0sTBg3HUnfkm0wpvNSgf85hkaxESETdB8MWERGRhzEWx+iiJd+zCitRXGN9Xy0BQHGN2rhps1YnoOSK/hynERJRd+LWsLV3714sWLAAUVFRkEgk2L59u8n5e++9FxKJxORPcnKyyTWVlZVYsmQJAgMDERQUhOXLl6O+vt7kmiNHjmDatGlQKBSIjo7Ghg0bXP1oREREorRodcg5d3Vkqysqq2t/A2PDdVqdgJ1HitGsk0AulSA62M/FrSMi6jxuDVsNDQ0YM2YMNm7caPWa5ORkFBcXG//861//Mjm/ZMkSHD16FOnp6di5cyf27t2Lhx56yHi+trYWiYmJiImJQXZ2Nl544QWsXbsWmzdvdtlzERERiZVfXIvGZi0CFV4YEt41R3nCAxR2XZd/qQZT1+/B4//JAwBodAJmvPCjxQIaRERdkVtrq6akpCAlJcXmNT4+PlCpVBbPHTt2DGlpaThw4AAmTJgAAHjjjTcwb948vPjii4iKisK2bdvQ3NyMLVu2wNvbGyNGjEBubi5efvllk1BGRETkCQxT6yb0D4FU2vXWawH6vcEilQqU1KgtrtsyeGdvodkxQwGNTUvHI3lkpOsaSUTUCTx+zdZPP/2E8PBwDB06FCtWrEBFRYXxXEZGBoKCgoxBCwDmzJkDqVSKzMxM4zXTp0+Ht7e38ZqkpCScOHECVVVVnfcgREREdugO+2vJpBKsWRAHALg2Lhpey6zkSGsFNIiIuiKP3jUwOTkZCxcuRGxsLAoKCvDUU08hJSUFGRkZkMlkKCkpQXh4uMl7vLy8EBISgpKSEgBASUkJYmNjTa6JiIgwngsOtrz4uKmpCU1NTcbXtbW1AACNRgMvLy/jz+QYQ5+x7xzDfhOH/SYe+06cjvabIAjGsDU+OrBL9//soWF4Y/EY/O3b4yipvfrfU5XSB78b3xev/1hg9b2GAhoZp8swuYuuW+sM/PdUPPadOOy3q+ztA48OW4sXLzb+PGrUKIwePRoDBw7ETz/9hNmzZ7v0s9etW4fU1FSz47t374afn37xbnp6ukvb0J2x78Rhv4nDfhOPfSeO2H4rvQJUNnhBLhFw4civKMlzcsPcYHUcUFArQa0GCJQDAwMbcOjCSQCydt+7e18mKo5xdKs9/PdUPPadOOw3oLGx0a7rPDpsXWvAgAEICwvD6dOnMXv2bKhUKpSVlZlc09LSgsrKSuM6L5VKhdLSUpNrDK+trQUDgCeffBKrVq0yvq6trUV0dDQSExPh6+uL9PR0zJ07F3K53FmP1yNoNBr2nQjsN3HYb+Kx78TpSL9pdQJe2H0SwFkMDA/A/HkJkHXRNVvt6V1YiY9OHWz3usRpkzmyZQP/PRWPfScO++0qw6y39nSpsHXhwgVUVFQgMlK/YDYhIQHV1dXIzs5GfHw8AGDPnj3Q6XSYPHmy8Zqnn34aGo3G+EuRnp6OoUOHWp1CCOgLc/j4+Jgdl8vlxvu0/Zkcw74Th/0mDvtNPPadOI72W1peMVJ35Bv3pjpeWo8bXt6HNQviumWRiIRB4TYLaEgAqJQKJAwK77aB05n476l47Dtx2G+w+/ndWiCjvr4eubm5yM3NBQAUFhYiNzcX586dQ319PZ544gns378fRUVF+OGHH3DzzTdj0KBBSEpKAgAMHz4cycnJePDBB5GVlYX//e9/WLlyJRYvXoyoqCgAwF133QVvb28sX74cR48exWeffYbXXnvNZNSKiIjIXdLyirFia47ZJsCGqnzdsQy6PQU01iyIY9Aioi7PrWHr4MGDGDduHMaNGwcAWLVqFcaNG4dnn30WMpkMR44cwU033YQhQ4Zg+fLliI+Px759+0xGnLZt24Zhw4Zh9uzZmDdvHqZOnWqyh5ZSqcTu3btRWFiI+Ph4/OlPf8Kzzz7Lsu9EROR2Wp2A1B35Fkd3untVvuSRkdi0dDxUStM9uVRKBcu+E1G34dZphDNnzoQgWP8PyK5du9q9R0hICD755BOb14wePRr79u1zuH1ERESulFVYaTai1ZahKl9WYSUSBoZ2XsM6SfLISMyNUyHjdBl278tE4rTJnDpIRN1Kl1qzRURE1J2U1VkPWmKu64pkUgkmx4ag4piAybEhDFpE1K14/KbGRERE3VV4gKL9ixy4joiIPAvDFhERkZtMig1BpFJhViTCQAIgUqnAJJY/JyLqkhi2iIiI3MRQlc9a+XOAVfmIiLoyhi0iIiI3Sh4ZicS4CLPjrMpHRNT1sUAGERGRm1U0NAMAfj99AIZHBSI8QD91kCNaRERdG8MWERGRG6k1Why5UA0AuHNyP8SE+ru3QURE5DScRkhERORGh89XQ6MV0DvAB/1C/NzdHCIiciKGLSIiIjc6UFQJAJjUPwQSCacNEhF1JwxbREREbpRVVAUAmNg/2M0tISIiZ2PYIiIichOtTkDO2dawxb20iIi6HYYtIiIiNzlWXIv6phYE+HhhmCrQ3c0hIiInY9giIiJyk6xC/Xqt+P7BLPNORNQNMWwRERG5ycGz+rA1sT+nEBIRdUcMW0RERG4gCAKyCg3FMRi2iIi6I4YtIiIiNyiqaER5fRO8ZVKM7qt0d3OIiMgFGLaIiIjc4EDreq0x0Uoo5DI3t4aIiFyBYYuIiMgNsoq4XouIqLtj2CIiInKDgwxbRETdHsMWERFRJyurU6OoohESCTA+JtjdzSEiIhdh2CIiIupkB1qrEA5TBULpK3dza4iIyFUYtoiIiDrZgdYphJP6c1SLiKg7Y9giIiLqZFmtlQgnxnK9FhFRd8awRURE1Ilq1RocK6kFwOIYRETdHcMWERFRJ8o5WwVBAPqF+CEiUOHu5hARkQsxbBEREXWiAyz5TkTUYzBsERERdSJDJcJJsSyOQUTU3TFsERERdZKmFi1yL1QD4MgWEVFPwLBFRETUCbQ6Af/KPIfmFh0CFV7oF+Ln7iYREZGLMWwRERE5gVYnILOwEtnlEmQWVkKrE4zn0vKKMXX9HqzdkQ8AqFW3YNqGH5GWV+yu5hIRUSfwcncDiIiIurq0vGKk7shHcY0agAwfnTqISKUCaxbEAQBWbM2BcM17SmrUWLE1B5uWjkfyyMhObzMREbkewxYREVEHpOUVWw1Tv9+agyA/udk5ABAASACk7sjH3DgVZFKJ6xtLRESditMIiYiIRNLqBKTuyLcapgCgulFj9f0CgOIaNbIKK13RPCIicjOGLSIiIpGyCitbpw52TFldx+9BRESeh2GLiIhIJGeFpPAAhVPuQ0REnoVrtoiIiETqaEiSAFApFZgUyz23iIi6I1EjWx9//DGuv/56REVF4ezZswCAV199FV999ZVTG0dEROTJJsWGIFJpPXBJAAT5ySFp/fnacwCwZkEci2MQEXVTDoetTZs2YdWqVZg3bx6qq6uh1WoBAEFBQXj11Ved3T4iIiKPJZNKjOXdr2WIT/9YOAqblo6H6ppQplIqWPadiKibc3ga4RtvvIF3330Xt9xyC/7xj38Yj0+YMAGPP/64UxtHRETk6Sb2D4FMCmh1psdVrftsGcLU3DgVsgorUVanRniAfuogR7SIiLo3h8NWYWEhxo0bZ3bcx8cHDQ0NTmkUERFRV7E99xK0OmBUn0CsThqC3fsykThtMhIGhZuEKZlUgoSBoW5sKRERdTaHpxHGxsYiNzfX7HhaWhqGDx/ujDYRERF1CYIg4POD5wEAt0/sh8mxIYgPEzCZo1ZERAQRI1urVq3Cww8/DLVaDUEQkJWVhX/9619Yt24d3nvvPVe0kYiIyCMduVCD4yV18PGS4qYxUe5uDhEReRiHw9YDDzwAX19fPPPMM2hsbMRdd92FqKgovPbaa1i8eLEr2khEROSR/t06qpU8UgWlrxwajcbNLSIiIk8iap+tJUuWYMmSJWhsbER9fT3Cw8Od3S4iIiKPdqVZi69zLwEAbp8Q7ebWEBGRJ+rQpsZ+fn7w8/NzVluIiIi6jF1HS1DX1II+Qb5IGMDCF0REZM7hsBUbGwuJxPqi3zNnznSoQURERF2BYQrh7yb0hZTFMIiIyAKHw9Yf//hHk9cajQaHDh1CWloannjiCWe1i4iIyGOdr2zErwUVkEiA2+L7urs5RETkoRwu/f7oo4+a/Hn88cexbds2PPfcczhx4oRD99q7dy8WLFiAqKgoSCQSbN++3eq1v//97yGRSPDqq6+aHK+srMSSJUsQGBiIoKAgLF++HPX19SbXHDlyBNOmTYNCoUB0dDQ2bNjgUDuJiIja+jz7AgBg6qAw9A3mdHoiIrLM4bBlTUpKCv7zn/849J6GhgaMGTMGGzdutHndf//7X+zfvx9RUeZldZcsWYKjR48iPT0dO3fuxN69e/HQQw8Zz9fW1iIxMRExMTHIzs7GCy+8gLVr12Lz5s0OtZWIiAgAtDoBXxinELIwBhERWdehAhltffHFFwgJCXHoPSkpKUhJSbF5zcWLF/HII49g165dmD9/vsm5Y8eOIS0tDQcOHMCECRMAAG+88QbmzZuHF198EVFRUdi2bRuam5uxZcsWeHt7Y8SIEcjNzcXLL79sEsqIiIhs0eoEZBVWYt+py7hUo0aAjwyJcRHubhYREXkwh8PWuHHjTApkCIKAkpISXL58GW+99ZZTG6fT6bBs2TI88cQTGDFihNn5jIwMBAUFGYMWAMyZMwdSqRSZmZm49dZbkZGRgenTp8Pb29t4TVJSEtavX4+qqioEBwdb/OympiY0NTUZX9fW1gLQr1Hz8vIy/kyOMfQZ+84x7Ddx2G/ise9M7Tpair99exwltVf/u6AVgO+PFiNpxNXAxX4Th/0mDvtNPPadOOy3q+ztA4fD1i233GLyWiqVonfv3pg5cyaGDRvm6O1sWr9+Pby8vPCHP/zB4vmSkhKzPb68vLwQEhKCkpIS4zWxsbEm10RERBjPWQtb69atQ2pqqtnx3bt3G8vdp6enO/ZAZMS+E4f9Jg77TTz2HXC4QoItJw2z7q/+ZWNjcwtWfpqL+4foMCZUMHkP+00c9ps47Dfx2HfisN+AxsZGu65zOGytWbPG4caIkZ2djddeew05OTk2S827ypNPPolVq1YZX9fW1iI6OhqJiYnw9fVFeno65s6dC7lc3ult68o0Gg37TgT2mzjsN/HYd3panYB1L+0F0GThrAQSAN+V+uH/lkyHTCphv4nEfhOH/SYe+04c9ttVhllv7bErbNl7MwAIDAy0+1pb9u3bh7KyMvTr1894TKvV4k9/+hNeffVVFBUVQaVSoayszOR9LS0tqKyshEqlAgCoVCqUlpaaXGN4bbjGEh8fH/j4+Jgdl8vlxl+utj+TY9h34rDfxGG/idfT++5gQYXJ1MFrCQCKa5pw6EIdEgZe3di4p/ebWOw3cdhv4rHvxGG/we7ntytsBQUFtTu6JAgCJBIJtFqtXR/cnmXLlmHOnDkmx5KSkrBs2TLcd999AICEhARUV1cjOzsb8fHxAIA9e/ZAp9Nh8uTJxmuefvppaDQaY6ekp6dj6NChVqcQEhERAUBZndqp1xERUc9iV9j68ccfXfLh9fX1OH36tPF1YWEhcnNzERISgn79+iE0NNTkerlcDpVKhaFDhwIAhg8fjuTkZDz44IN4++23odFosHLlSixevNhYJv6uu+5Camoqli9fjtWrVyMvLw+vvfYaXnnlFZc8ExERdR/hAQqnXkdERD2LXWFrxowZLvnwgwcP4oYbbjC+NqyRuueee/Dhhx/adY9t27Zh5cqVmD17NqRSKRYtWoTXX3/deF6pVGL37t14+OGHER8fj7CwMDz77LMs+05ERO2aFBuCSKUCJTVqCBbOSwColApMinVs6xMiIuoZRO+z1djYiHPnzqG5udnk+OjRo+2+x8yZMyEIlv7zZVlRUZHZsZCQEHzyySc23zd69Gjs27fP7s8hIiICAJlUgjUL4vD7rTlm5wyT69csiINM2vmFnIiIyPM5HLYuX76M++67D999953F885as0VEROQJkkdGon+oH4oqTMv8qpQKrFkQh+SRkW5qGREReTqHw9Yf//hHVFdXIzMzEzNnzsR///tflJaW4m9/+xteeuklV7SRiIjIbY4V16KoohEyCbBxyXg0tegQHqCfOsgRLSIissXhsLVnzx589dVXmDBhAqRSKWJiYjB37lwEBgZi3bp1mD9/vivaSURE5BafZp0DACSNVHEUi4iIHCJ19A0NDQ0IDw8HAAQHB+Py5csAgFGjRiEnx3xOOxERUVd1pVmL/x66CABYPLFfO1cTERGZcjhsDR06FCdOnAAAjBkzBu+88w4uXryIt99+G5GR/Bs/IiLqPr79rRi16hb0DfbF1EFh7m4OERF1MQ5PI3z00UdRXFwMAFizZg2Sk5Oxbds2eHt7212unYiIqCv49IB+CuHiidGQcn0WERE5yO6wddttt+GBBx7AkiVLIJHo/4MTHx+Ps2fP4vjx4+jXrx/Cwvi3fkRE1D2cKq3DgaIqyKQS/G5CtLubQ0REXZDd0wirqqowf/589OvXD88++yzOnDkDAPDz88P48eMZtIiIqF1anYCMggp8lXsRGQUV0Ors32uxs3164DwAYNawcEQEKtzcGiIi6orsHtn64YcfcPbsWXzwwQf46KOP8Pe//x0zZszAAw88gEWLFsHHx8eV7SQi8ihanYCswkqU1alZBrwNW/2SlleM1B35KK5RG6+P9NC9qtQaLf6TcwEAcNckFsYgIiJxHFqzFRMTg7Vr12Lt2rXYs2cPtmzZggcffBArV67EnXfeifvvvx/x8fGuaisRkUfoSqGhM9nqFwBYsTUH145jldSosWJrDjYtHe+UvnNWCN51tATVjRpEKRWYPqR3h9tFREQ9k8MFMgxmzZqFWbNmoa6uDp988gmeeuopvPPOO2hpaXFm+4iIPEpaXnGnhIauxla//H5rDoL85GbnAEAAIAGQuiMfc+NUHRoddGYI/lfr3lq3T4zmiCUREYnmcOn3tgoLC/Hiiy/i+eefR01NDebMmeOsdhEReRytTkDqjnyroQHQhwZPXofkCvb0S3Wjxur7BQDFNWpkFVaKXtNlCHttgxZwNQSn5RXb9RwZBRV4d+8Z7D9TCQmA21kYg4iIOsDhkS21Wo0vvvgCW7Zswd69exEdHY3ly5fjvvvuQ3Q0/6NERN1XVmGl2Zf5ttqGhoSBoZ3XMCfT6gRkFlYiu1yC0MJKJAwKtzm6016/2Cs9vwSr/p3r8MhUe2HPnpEzS6Ni3l5SHLlQjaggX5FPREREPZ3dYSsrKwtbtmzBZ599BrVajVtvvRVpaWmYPXu2sRQ8EVF3VlZnX6Cw9zpPZBo6ZPjo1MF2A4+znnfL/4rMjtkzPbOjIdjaFMimFl2PnhpKREQdZ/c0wilTpiAzMxN//etfcenSJXzyySeYM2cOgxYR9RjhAfaV/7b3Ok8jdiqeK5/XnumZHQnBtkbFDHri1FAiInIOu8PWwYMHcejQIaxcuRLBwcGubBMRkUeaFBuCSKUC1v6KSQL9tLdJsSGd2Syn6Mh6tEmxIQjr5W313hIAQX5ySFp/vvZce9qOTFlib9gL8/cxWw/myKgYERGRo+yeRjh+/HhXtoOIyOPJpBKsWRCHFVtzzM4ZQsOaBXFdsnpdR6bi1V6xXvzC0BP/WDgKAMzWRamUCswbqcL7FqYQXsvaCJYhBNtqv0wK/PGzQ7hc32w8FqlUYNYw+8q6d+WpoURE5D6iS78TEXkyR4s82Ct5ZCT+nDIM6747bnI8QqnA2i68z5bYqXgarQ7/b1sOyuubEdrLG14SCUrrmoznVdes95obpzLbByursNKusGVtBEsmleDJlGH4w6e5Vt+r1cEkaAH68Lgt83y7n2vrs4mIiGxh2CKibkdMkQdHBPvpp8yNiArEuYoG1DVp8dodYzF5gGdUIBSzsa+jU/EM9/72t0vIOFMBf28ZPnlgCgaF97L52TKpxGxkzDAyVVKjtjiNUQJ9aLM1PdPwPqkEaDvTURXog8ZmLWrV4vaAtOeziYiIrGHYIiKPJSY0dMamw/nFtQCAKQNC0TfYF7uOluLQ+WqPCFtiN/a1Zyqet5cUqz7PRWltk9m5V+4Yi6GqAABwuOx92+mZEsBi4GpveuZnB/QjVA/fMAjXDQwz/s7oBAFL3su0qx3XfnZXnxpKRETu5/CmxsePH7d6bteuXR1qDBGRQVpeMaau34M7392PRz/NxZ3v7sfU9Xtsbk7bWZsOH2sNW8MjAzGxv37E42BRVYfu6Qwd2djXEHhsaW7RWQxaAKATOtanySMjsWnpeKiU5iNsL/5ujM2geK6iEb8WVEAiAe6YGI2EgaG4eWwfJAwMRXm95fZe6/7r+5t9tkqpYNl3IiLqEIdHtsaPH48XXngBDz/8sPFYU1MT/vSnP+G9996DWs1FxETUMWJHpzpj02FBENqErQA0t+gAANlnKyEIgtu2w3DGxr4JA8PgJZWg5Zowqgr0QX2TFvVNlqfi2XNveySPjLy6pqtWjZfST+JcZSMqGmwHpn8f1I9qTR0Uhr7Bfibn7J0eOTdOhafnxzk8kkpERGSLwyNbH374IZ599lnMmzcPpaWlyM3Nxbhx4/D9999j3759rmgjEfUg9o5ONbfozMp4d8amw5dq1KhVt8BLKsGg8F4YEaWEQi5FVaMGBZcbRN/XEVqd4JIS5t/9VowWnYDB4f74+L543D1Yi633T8BLt4+1GrTsvbe9DGu6bh7XBw/fMBAA8FHGWaujkVqdgC+yLwDQj2pdy5Fy/cbPbh0VY9AiIqKOcnhk6/bbb8d1112H++67DyNGjEBDQwPuvfdevPTSS/Dz82v/BkRENtgbGqas+wGVDaZlvBeMsW+6V0cqyx27pB/VGti7F3y8ZACAMX2DkFlYiYNFlRgU3kv0ve1hbU3WrGHhdr3fVtD876GLAICF46MxZUAoKo8LmBwbgm+PlnX43mLcPLYP1n13HBeqruCHY6VIHKEyu2bvycsoqVUj2E+OuXERZudtrQfjmiwiInI1h0e2DJqbm6HVaqHVahEZGQmFgmVxiajj7P3C3jZoAfoAtnlvoc33OGPT4bZTCA2M67bOunbdlrU1WfoS5ufsuoe1oHmhqhGZhZWQSICbx0bZ9R577y2WQi7D4on9AAAf/lpk8ZpPD+if+9ZxfY3h91rW1oNxTRYREbmawyNbn376KVasWIFp06bh5MmTyM3NxX333Yddu3bh448/xoABA1zRTiLqITr6hV0m1e+pJLaqXXuOlVwtjmEQ3z8YAHCwqOPT6KyxNb3SHu2VMP8q9xIAYEpsKKKCfKHRXN2o2Bml2cValhCDzXsL8GtBBU6W1mFIxNWQe7muCT8c04+6WZpC2JbJejCuySIiok7i8MjW8uXL8fzzz+Prr79G7969MXfuXPz222/o06cPxo4d64ImElFPYvhiL5ZWBzw2Z4jFqnZ/mD24w6MYx4rrAJiGrfH9giGRAEUVjbhcZ1/1O0e1N72yLWvxwVrQFATBOIXw1nF9zM63rVR47btdPRWvT5AvEuP00wevHd3676ELaNEJGBMdZCw7bwvXZBERUWdzOGzl5ORgxYoVJseCg4Px73//Gxs3bnRaw4ioZ5JJJXj2RtslyNvTP8wPv6yeha33T8Ddg7WYO7w3ACDvYk2H7tvY3IKiCn0RjLZhS+krx9DWEZfss64Z3bJ3eqWlEuYAcMekaKtBM+9iLU6X1cPHS4rkUebrogD3TsW79/r+AID/5lxETaN+xE0QBHzaurfW4nZGtYiIiNzF4WmEQ4cORUtLC3766ScUFBTgrrvuQkBAAC5duoRbb73VFW0koh4mtre/xeMh/nJUNmgsnmsrPEABmVSCybEhqDgmIG7yEKQfu4wfjpehsLwBsWGW79+eEyV1EAQgrJcPegf4mJyLjwnG8ZI6HCyqcknwEFvC/NC5anz4axF+OVUOjVYHucz879gMo1pz4iIQqJBbvbe7puJNjg3BMFUAjpfU4d8Hz+PB6QOQfbYKZy43wFcuw42jueaKiIg8k8Nh6+zZs0hOTsa5c+fQ1NSEuXPnIiAgAOvXr0dTUxPefvttV7STiHqQHYf164fmDg/H/VMHGL/Yx8cEY8YLPzq8dqh/qD9mDwvHD8fL8OH/CpF680hR7bo6hdB8ytrE/iHYlnkOB1xUJGNSbAhUgQqU1Foe4Wr77IbpcgCQNEKFnUcu4ULVFew4fAkLx/c1eV+LVoevW/t7oYUphNdqe+/OIpFIcO91/fHnL3/Dh78WIi4qEK/9cAoAMG+UCgE2AiIREZE7OTyN8NFHH8WECRNQVVUFX19f4/Fbb70VP/zwg1MbR0Q9jyAI2HG4GABwU+vaGsMaG28vqei1Q/ddHwsA+Dz7AmqutD86ZomhEmFcmymEBvEx+iIZRy/W4EqzVtT9bZFJJRjVV2nxnK1nV8hluH+q/tk3/VQA3TX7Vf1yuhzl9U0I8ffG9CG9nd5uZ7l5bB/4ectwsVqNJe9lGvf0+unEZaTlFbu5dURERJY5HLb27duHZ555Bt7e3ibH+/fvj4sXLzqtYUTUMx25UINzlY3wlcswe7j53lFi1w5dPygUQyJ6obFZi88PnhfVtqtl383DVt9gX6gCFWjRCcg9Xy3q/rbsPXkZ6fmlAIAgP9ORnPaefemUGAQovHCqrB7px0pNzhmmEC4YHWlxiqGn+PlkGRothNjKhmas2JrDwEVERB7J4WmEOp0OWq35f/AuXLiAgID2q0EREdmy84h+Stvs4eHw87b8/6LErB2SSCS4//pY/PnL3/DB/4pw73X94eVAuNDpBBwvMa9E2Pb+8f2D8c2RYmSfrXTqVLvLdU1Y9e/DAIClU/oh9aaRDj17oEKOuxNisPHHArz142kkxkVAIpGgvqkFu46WAABuvWZ6oScxlL23RIB+ZC91Rz7mxqlYYZCIiDyKw3+NmZiYiFdffdX4WiKRoL6+HmvWrMG8efOc2TYi6mF0OgE7j+hHKBaMibJ5rZgy3reM64NgPzkuVl/B99eM8LTnQtUV1De1wFsmxQArBTwmtk4l7OjmxlqdgIyCCnyVexG/ni7Hqn/nory+CUMjAvDM/DhRz37f9bFQyKU4fKEG/ztdAQDYlVcCtUaH2DB/jLEyRdETtFf2XoB+Y2fD1EIiIiJP4fDI1ksvvYSkpCTExcVBrVbjrrvuwqlTpxAWFoZ//etfrmgjEfUQ2eeqUFyjRoCPF2a4YP2QQi7DXZP7YeOPBdjyS5FDVQPzW6cQDo7oZXW63YT++sIc2WeroNMJkIoYZUnLK0bqjnyzcCGXSfDGXeOgkMscviegr6C4eGI/fPhrEd7ccwoyqQSb950BANw8NgoSieeOCNlb9t7e64iIiDqLw2Grb9++OHz4MD799FMcOXIE9fX1WL58OZYsWWJSMIOIyFGGKoSJI1SiQ0V7lk3pj3d+PoOsokp8knkW/j5edk3Fs7Vey2CYKgD+3jLUqVtwsqwOw1TWr7UkLa8YK7bmWKy0qNEKOHO5HkMixE/Xfmj6AHyUUYT9hZXY/+5+4/Ft+89hmCrApXtldYS9Ze/tvY6IiKizOBy2AMDLywtLly51dluIqAdr0erw7W+GKYSu+9KvUiowrl8QDhRV4an/5hmPRyoVWLMgzmrgsCdsecmkGNcvGL+cLseBoiqHwpZhXZKloAU4Z13SkQvV0Fn4gPL6JqzYmuPyzYnFmhQbgkilwuGS/0RERO5mV9j6+uuv7b7hTTfdJLoxRNRzZRZWory+GcF+clw/KMxln5OWV4wDReZrqkpq1DYDx7ESQ9iyPbI0ob8+bGUXVWLZlBi72+XIuiQxxTe6cpEJmVSCNQvisGJrDiSASeBqr+Q/ERGRO9kVtm655RaT1xKJBIIgmB0DYLFSIRFRewxTCJNHuq4EudjAUafW4HzlFQDA8HZGqybE6EdXLAW6tu24tpqgq9cluTrMuZqh5P+169lU7YxIEhERuZNdYUun0xl//v7777F69Wo8//zzSEhIAABkZGTgmWeewfPPP++aVhJRt9bcosN3efoS5K6cQig2cBhKvqsCFQj297bybr2x/YIgk0pwsfoKimuuIFJpupbVUgEMVaDC7mqAYtcldYciE2JK/hMREbmTw2u2/vjHP+Ltt9/G1KlTjceSkpLg5+eHhx56CMeOHXNqA4mo+/vl9GXUXNGgd4APJse6blRFbOC4ul6r/eIUvXy8MDwyAHkXa3GwqAoLxlwNW9YKYJTUqlGSb7ttHV2X1F2KTBjK3hMREXUFDs/VKSgoQFBQkNlxpVKJoqIiJzSJiHoKw35Sb/1YAABIGena9UJiA4c9xTHaMkwl3HnkEr7KvYiMggo0t+hsFsAAAIVcCgmurkMycMa6JEORCWvvlkBfJIRFJoiIiJzH4ZGtiRMnYtWqVfj4448REREBACgtLcUTTzyBSZMmOb2BRNQ9WZpO982RYlw3MNRl62/EVrXLL9ZPI7Q3bHnJ9JFm19FS7Dqq3zw5xF+OygaNzfepNTo8NmcIPj1wzunrklhkgoiIqPM5HLa2bNmCW2+9Ff369UN0dDQA4Pz58xg8eDC2b9/u7PYRUTdkbTpdZUOzS0uQ2wocBtcGDq1OwIkS+0e20vKK8d6+QrPj7QUtg/5hfvhl9SyXrEtikQkiIqLO5XDYGjRoEI4cOYL09HQcP34cADB8+HDMmTPHWJGQiMgaW/tJdUYJcmuBAwASR0SYBY6iigaoNToo5FLEhvnbvLetaof2Cg9QuHRdEotMEBERdR5RmxpLJBIkJiYiMTHR2e0hom7OE0qQXxs4zlc24sXdJ7H3ZLkxgBgcb51CODQioN1A0t6z2dKZG/OyyAQREVHnELWZzQ8//ICnnnoKDzzwAO6//36TP47Yu3cvFixYgKioKEgkErNpiGvXrsWwYcPg7++P4OBgzJkzB5mZmSbXVFZWYsmSJQgMDERQUBCWL1+O+vp6k2uOHDmCadOmQaFQIDo6Ghs2bBDz2ETkBJ5SgtwQOG4e2wcP3zAIY6ODcEWjNRbrMHCkOIbYNnPNFBERUffkcNhKTU1FYmIifvjhB5SXl6OqqsrkjyMaGhowZswYbNy40eL5IUOG4M0338Rvv/2GX375Bf3790diYiIuX75svGbJkiU4evQo0tPTsXPnTuzduxcPPfSQ8XxtbS0SExMRExOD7OxsvPDCC1i7di02b97s6KMTkRN4YglyiUSCJ5KGAgA+yTyHC1WNxnOOhC172xxyzV5dKqXCZevUiIiIyH0cnkb49ttv48MPP8SyZcs6/OEpKSlISUmxev6uu+4yef3yyy/j/fffx5EjRzB79mwcO3YMaWlpOHDgACZMmAAAeOONNzBv3jy8+OKLiIqKwrZt29Dc3IwtW7bA29sbI0aMQG5uLl5++WWTUEZEnUNsRUBXu35QGK4bGIpfCyrw+g+nsOG2MQAcC1v2PtvPT9yA7LNVXDNFRETUzTkctpqbm3Hddde5oi3tfu7mzZuhVCoxZoz+S1BGRgaCgoKMQQsA5syZA6lUiszMTNx6663IyMjA9OnT4e199W+Sk5KSsH79elRVVSE4ONji5zU1NaGpqcn4urZW/4VLo9HAy8vL+DM5xtBn7DvHdLd+ezplKFZ+etjsuKTNeZ22BTptxz7H0X774+yB+LWgAl9kX8Dy62IQ4u+NS61rsAaFKey6z9MpQ/HIp4etlld/OmUoJIIWE/oFAtAHOGc8q7N1t9+5zsJ+E4f9Jg77TTz2nTjst6vs7QOHw9YDDzyATz75BH/5y18cbpQYO3fuxOLFi9HY2IjIyEikp6cjLCwMAFBSUoLw8HCT6728vBASEoKSkhLjNbGxsSbXGPYHKykpsRq21q1bh9TUVLPju3fvhp+fHwAgPT29Yw/Xg7HvxOlO/RYXJEV+telMZqW3gIX9ddCezca3Z533WY7028hgKfKqpFi9dR/6BwgAZAiQC/j5h3TYO/h03xAJviySorr56htc9Wyu1p1+5zoT+00c9ps47Dfx2HfisN+AxsbG9i+CiLClVquxefNmfP/99xg9ejTkcrnJ+ZdfftnRW9p0ww03IDc3F+Xl5Xj33Xdx++23IzMz0yxkOduTTz6JVatWGV/X1tYiOjoaiYmJ8PX1RXp6OubOnWv2/GSbRqNh34nQ3fpNEASsz98HQI3HZg9EdIgfwgN8MCEm2KnT6cT024DxdViwMQO5lVLkVuqP1WkkWJ/vj2fmDUPSiIh27zEPwP/pBBw8W4WyuiaXPJurdbffuc7CfhOH/SYO+0089p047LerDLPe2uNw2Dpy5AjGjh0LAMjLyzM554p9tvz9/TFo0CAMGjQIU6ZMweDBg/H+++/jySefhEqlQllZmcn1LS0tqKyshEqlAgCoVCqUlpaaXGN4bbjGEh8fH/j4+Jgdl8vlxl+utj+TY9h34nSXfjt6qQaXatRQyKV4aMZg+HrLXPp5jvTbxZomi8dLa5vwyKeH7S5kIQcwdUj7wczTdZffuc7GfhOH/SYO+0089p047DfY/fwOh60ff/zR4cY4k06nM66lSkhIQHV1NbKzsxEfHw8A2LNnD3Q6HSZPnmy85umnn4ZGozF2Snp6OoYOHWp1CiERuVZ6vv4vPKYP7u3yoOUIW5sSd8aGy0RERNS9iNpny1nq6+uRm5uL3NxcAEBhYSFyc3Nx7tw5NDQ04KmnnsL+/ftx9uxZZGdn4/7778fFixfxu9/9DgAwfPhwJCcn48EHH0RWVhb+97//YeXKlVi8eDGioqIA6Csaent7Y/ny5Th69Cg+++wzvPbaayZTBImocxnC1tw4zxr5cWTDZSIiIqL22D2ytXDhQruu+/LLL+3+8IMHD+KGG24wvjYEoHvuuQdvv/02jh8/jn/+858oLy9HaGgoJk6ciH379mHEiBHG92zbtg0rV67E7NmzIZVKsWjRIrz++uvG80qlErt378bDDz+M+Ph4hIWF4dlnn2XZdyI3uVDViKOXaiGVALOHe1bY8pQNl4mIiKh7sDtsKZVKp3/4zJkzIQiWdqPRsye4hYSE4JNPPrF5zejRo7Fv3z6H20dEzvd966jWhJgQs8193c0TN1wmIiKirsvusPXBBx+4sh1E1EOkH/PMKYSA5264TERERF2TW9dsEVHPUnNFg8wz+vVOnhi2ZFIJ1iyIA3B1E2IDw+s1C+JYHIOIiIjswrBFRJ3mpxNlaNEJGBzeC/3D/N3dHIuSR0Zi09LxUClNpwqqlAq7y74TERERASJKvxMRibXbQ6sQXit5ZCTmxqmQVViJsjo1wgP0Uwc5okVERESOYNgiok7R1KLFzycuA/D8sAXopxQmDAx1dzOIiIioC+M0QiLqFPvPVKK+qQXhAT4Y0zfI3c0hIiIicjmGLSLqFOn5JQCAOXERkHI6HhEREfUADFtE5HI6nYD0LrJei4iIiMhZGLaIyOV+u1iD0tom+HvLcB3XQREREVEPwbBFRC5nGNWaMbQ3fLxkbm4NERERUedgNUIichmtTkBWYSX+k30BADB7WLibW0RERETUeRi2iEg0Q5iytBdVWl4xUnfko7hGbbx+w64T8Pfx4sbARERE1CMwbBGRKJbCVKRSgTUL4gAAK7bmQLjmPWW1TVixNQeblo5n4CIiIqJuj2GLiByWlldsMUyV1Kjx+605CPKTm50DAAGABEDqjnzMjVMZR8GIiIiIuiMWyCAih2h1AlJ35FsNUwBQ3aix+n4BQHGNGlmFla5oHhEREZHHYNgiIodkFVaaTB0Uq6yu4/cgIiIi8mQMW0TkEGeFpPAAhVPuQ0REROSpuGaLiKyyVG2wdy+fDt1TAkCl1N+LiIiIqDtj2CIiiyxVG4wI9EHvXt423ycBoPSTo6Z13ZZwzTkAWLMgjsUxiIiIqNtj2CIiM9aqDZbWNqG0tglSCaAT9OHJUpj6x8JRAGAW1lStpeFZ9p2IiIh6AoYtIjJhq9qgQYi/N567aST++o3tMDU3TmV102MiIiKi7o5hi4hM2FNtsLy+GcH+3vhl9SybYUomlSBhYKirm0xERETkkRi2iMiEvdUGy+rUDFNERERENrD0OxGZsLckO0u3ExEREdnGsEVEJibFhiBSaT1ISQBEsnQ7ERERUbsYtojcTKsTkFFQga9yLyKjoAJana3SFK4nk0qwctYgi+dYup2IiIjIflyzReRGlvayinRzeXRBELD7aCkAQC6TQKO9Gv5Yup2IiIjIfgxbRG5ibS+rkho1VmzNwaal490Sav576CJ+PnkZ3jIpdjwyFZUNzSzdTkRERCQCwxaRG9jay0qAfrpe6o58zI1TdWq4uVzXhOd25gMAHp0zGENVAZ322URERETdDcMWkRu0t5eVAKC4Ro2swkqXllbX6gSTfbI+3l+E6kYN4iID8dD0AS77XCIiIqKegGGLyA0c2cuqo64NVIapgJbWiwGAVAJsuG005DLWzyEiIiLqCIYtIjforL2srBXguGlMJDbvLbQ4jVEnABeqGjGyj7JDn01ERETU0/GvroncwLCXla3VWB3dy8pQgOPakaviGjXesRK0gKvrxdxdgp6IiIioq2PYInIDmVSCNQvirAYeALgtvq/o4hi2CnC0p+16MSIiIiISj2GLyE2SR0ZimKqX2XFfuQwA8FHGWZytaBB17/YKcNjDGevFiIiIiHoyrtkicpMzl+txvKQeAPD6nWMhCPo1WmOilVjyXiYOnavGgx8dxBe/vw5Hzlciu1yC0MJKJAwKb3fEyxlBqaPrxYiIiIh6OoYtIjf5V9Y5AMCsYeG4aUwfk3NvL43HjW/8gpOl9Zj49+/R1KIDIMNHpw4iUqnAmgVxxg2PLVUbDPaTi26XBICqg+vFiIiIiIhhi8gt1BotPs++AABYMrmf2fmIQAXuva4/Xth1ojVoXVVSo8aKrTnYtHQ8AJhVG+zdywc+cvvWekkAk3VdhnetWRDXqZspExEREXVHDFtEbvBdXjGqGzWIUiowc2i42XmtTsDW/WctvleAPhT9+cvfUNOoMSuCcbm+CQDg4yVFU4vOaqB6aHosvj5cbBLUVNeMmhERERGReAxbRG6wbb9+CuGdk/pZHEFqr8CFAKC6UWPzM5S+cqxdMAJ//SbfaqD6v+ThFjc8JiIiIqKOY9gi6mTHS2px8GwVZFIJ7pgYbfEaZxS4KKtrQrC/N35ZPctqoJJJJUgYGNrhzyIiIiIicwxbRJ3sk0z9qFZiXATCAy1X/HNWJcCyOjUDFREREZGbcJ8tok7U0NSCL3MuAgDuslAYw2BSbAgilQp0dEIfy7cTERERuQ/DFpETaHUCMgoq8FXuRWQUVECru7Zshd6Ow5dQ39SCmFA/XD8wzOr9ZFIJ1iyIAwCzwGV4HeQntxrGJAAiWb6diIiIyK04jZCog9Lyis3Kr7fdC6vtPlib954BANw1qR+k7RSiSB4ZiU1Lx5vd21DgAgBWbM1h+XYiIiIiD8WwRdQBaXnFWLE1x6z8umEvLEvl1QEgxN/brvsnj4zE3DgVMk6XYfe+TCROm4yEQeHGEGUrjLF8OxEREZF7uXUa4d69e7FgwQJERUVBIpFg+/btxnMajQarV6/GqFGj4O/vj6ioKNx99924dOmSyT0qKyuxZMkSBAYGIigoCMuXL0d9fb3JNUeOHMG0adOgUCgQHR2NDRs2dMbjUTen1QlI3ZFvFrQA/UiTAOCdvYUWS7j/3xdHkJZXbNfnyKQSTI4NQXyYgMnXlGZPHhmJX1bPwr8enILXFo/Fvx6cgl9Wz2LQIiIiIvIAbg1bDQ0NGDNmDDZu3Gh2rrGxETk5OfjLX/6CnJwcfPnllzhx4gRuuukmk+uWLFmCo0ePIj09HTt37sTevXvx0EMPGc/X1tYiMTERMTExyM7OxgsvvIC1a9di8+bNLn8+6t7a2wurPak78q2u7XKEodrgzWP7IGFgKKcOEhEREXkIt04jTElJQUpKisVzSqUS6enpJsfefPNNTJo0CefOnUO/fv1w7NgxpKWl4cCBA5gwYQIA4I033sC8efPw4osvIioqCtu2bUNzczO2bNkCb29vjBgxArm5uXj55ZdNQhmRLW3XXRn2qurIXlgCgOIaNbIKK1mWnYiIiKib6lJrtmpqaiCRSBAUFAQAyMjIQFBQkDFoAcCcOXMglUqRmZmJW2+9FRkZGZg+fTq8va+ukUlKSsL69etRVVWF4OBgi5/V1NSEpqYm4+va2loA+umNXl5exp/JMYY+c7TvtDoBB89WoayuCeEBPpgQE9xpIzi7jpbib98eR0nt1d+H8AAf9O5l37orW4qrG6DRBLZ7ndh+6+nYb+Kx78Rhv4nDfhOH/SYe+04c9ttV9vZBlwlbarUaq1evxp133onAQP2X05KSEoSHh5tc5+XlhZCQEJSUlBiviY2NNbkmIiLCeM5a2Fq3bh1SU1PNju/evRt+fn4AYDbyRvZzpO8OV0jwZZEU1c1Xw1WQt4CF/XUYE9rxaXjtffaWk4bZtlc/v6xOjbI6Q/gSYF6g3T5njubi2wuH7L6ev3PisN/EY9+Jw34Th/0mDvtNPPadOOw3/ZIne3SJsKXRaHD77bdDEARs2rSpUz7zySefxKpVq4yva2trER0djcTERPj6+iI9PR1z586FXC7vlPZ0FxqNxqG+23W0FB9kHDYrQlHTLMEHJ2V4Y/EYJI2IcElbtToB617aC6DJwll9uOrl44WGphYAsFgowxoJAJXSByvvmG7XCJ2j/UZ67Dfx2HfisN/EYb+Jw34Tj30nDvvtKsOst/Z4fNgyBK2zZ89iz549xlEtAFCpVCgrKzO5vqWlBZWVlVCpVMZrSktLTa4xvDZcY4mPjw98fHzMjsvlcuMvV9ufyTH29J1WJ+Dv352wWu1PAuDv351Ayug+LplSeLCgwmTqoCX1TS14bM4QfHrgnNk+WzeNicTmvYXG9hpc3QdrBBQ+jk1F5O+cOOw38dh34rDfxGG/icN+E499Jw77DXY/v0eHLUPQOnXqFH788UeEhpoWEkhISEB1dTWys7MRHx8PANizZw90Oh0mT55svObpp5+GRqMxdkp6ejqGDh1qdQoheYb2qv25usiEvQUw+of54ZfVs8wKaMikEozrF8x9sIiIiIh6KLeGrfr6epw+fdr4urCwELm5uQgJCUFkZCRuu+025OTkYOfOndBqtcZ1WCEhIfD29sbw4cORnJyMBx98EG+//TY0Gg1WrlyJxYsXIyoqCgBw1113ITU1FcuXL8fq1auRl5eH1157Da+88opbnpnsZ2/YKatTW6wW2NHRrvAAhd3XGcqvX8uwKbGz20ZEREREns+tYevgwYO44YYbjK8Na6TuuecerF27Fl9//TUAYOzYsSbv+/HHHzFz5kwAwLZt27By5UrMnj0bUqkUixYtwuuvv268VqlUYvfu3Xj44YcRHx+PsLAwPPvssyz73gXYG3ZOl9Zh6vo9ZtP4Ojp61DfYF1IJYG0rLP26K314ssVaECMiIiKi7s2tYWvmzJkQBOtlBWydMwgJCcEnn3xi85rRo0dj3759DreP3GtSbAgilYp2Nw5+48cCs2MlNWqs2JqDTUvHiwpc1Y3NuO/DA8agJYG1dVdxHKUiIiIiIouk7V9C5B4yqQRrFsRZPCe55n+vZQhGqTvyobU2NNWGVicgo6ACX+VexM8nynD/hwdwuqweqkAF/n7rSKiUpqNsKqVCdJAjIiIiop7BowtkEMXHhEAuk0CjNQ1MKqUCiydG45XvT1l9r70FNNLyis2KWACAr1yKf94/CUNVAVg8sR/XXRERERGRQxi2yKO983MBNFoBo/sq8WTKMJTVNRnDzs4jl+y6h61CG2l5xVixNcdiefkrGh0Ky+sxVBXAdVdERERE5DCGLfJYZXVqbM08CwB4bO4QJAwMMznvSLVAS7Q6Aak78q1uRiyBfhri3DgVR7GIiIiIyGFcs0Ue6+2fzkCt0WFsdBBmDultdt5QQMNWDArylWNSbIjJmqyMggpjqXh79/EiIiIiInIUR7bII5XVqrGtdVTrj3MGQyIxj1SGAhortuaYVQs0qL6iwROfH0bGmQqz0vCzhpkHOIttsXO/LyIiIiKitjiyRR5p088FaGrRYVy/IMywMKplkDwyEpuWjjerFhipVGBuXAQA4MtDF81GsIpr1NiWed6uttg7XZGIiIiIqC2ObJHHKa1VY1vmOQDAY3OGWBzVait5ZCTmxqnMqgUCwNjndqNO3SKqHfZuWkxEREREZAnDFnkMwzqqTT+dRnOLDuP7BWHa4LD23whYrBaYUVBhd9DipsVERERE5GwMW+QRLO11VVTRiF1HS0RvHGzvWqv7r++P7/JKTD5bpVRgzYI4blpMRERERKIxbJHbWdvrqqqhGSu25mDT0vGiQo+9a63mxqnw9Pw4blpMRERERE7FsEVuZWuvKwEd2+vKUBq+pEZt8f5t12Rx02IiIiIicjZWIyS3cuVeV4bS8ADM9uLimiwiIiIicjWGLXIre9dVid3rylppeJVSIXp6IhERERGRPTiNkNzK3nVVHdnrylppeI5oEREREZErMWyRWxnWVVmbSuisva64JouIiIiIOhunEZJbtV1XdS2uqyIiIiKiroxhi9wueWQkJlsYueK6KiIiIiLqyjiNkDxCaa1+GuHq5KGICvLluioiIiIi6vIYtsjtyuubUFTRCAC4a1IMlH5yN7eIiIiIiKjjOI2Q3O7QuWoAwKDwXgxaRERERNRtMGyR22WfrQIAxPcLdnNLiIiIiIich2GL3C7HELZiGLaIiIiIqPtg2CK30mh1OHyhGgAwnmGLiIiIiLoRhi1yq/xLtWhq0UHpK8eAMH93N4eIiIiIyGkYtsitDOu1xvcLgpRl3omIiIioG2HYIrfKPsf1WkRERETUPTFskVsdMoxsMWwRERERUTfDsEVuc6n6Ci7VqCGVAGP6Brm7OURERERETsWwRW6T0zqFcHhkIPx9vNzcGiIiIiIi52LYIrfJOVsNgOu1iIiIiKh7YtgitzEUxxjfj2GLiIiIiLofhi1yC7VGi6MXawBwZIuIiIiIuieGLXKL3y7WokUnoHeAD/oG+7q7OURERERETsewRW5x6Hw1ACC+XzAkEm5mTERERETdD8MWucWhc9UAgPExQW5tBxERERGRqzBsUacTBCDHMLLF9VpERERE1E0xbFGnK1cDlQ0aeMukGBGldHdziIiIiIhcgmGLOl1RvX6N1sg+gVDIZW5uDRERERGRazBsUacrrNOHLe6vRURERETdGcMWdTpD2OJ6LSIiIiLqzhi2qFPVqVtQ3Kj/eTzDFhERERF1Ywxb1Gm0OgGfHbwAARKE+csR1svH3U0iIiIiInIZhi3qFGl5xZi6fg/W7zoJAChv0GDq+j1Iyyt2c8uIiIiIiFyDYYtcLi2vGCu25qC4Rm1yvKRGjRVbcxi4iIiIiKhbYtgil9LqBKTuyIdg4ZzhWOqOfGh1lq4gIiIiIuq63Bq29u7diwULFiAqKgoSiQTbt283Of/ll18iMTERoaGhkEgkyM3NNbuHWq3Gww8/jNDQUPTq1QuLFi1CaWmpyTXnzp3D/Pnz4efnh/DwcDzxxBNoaWlx4ZORQVZhpdmIVlsCgOIaNbIKKzuvUUREREREncCtYauhoQFjxozBxo0brZ6fOnUq1q9fb/Uejz32GHbs2IHPP/8cP//8My5duoSFCxcaz2u1WsyfPx/Nzc349ddf8c9//hMffvghnn32Wac/D5krq7MetMRcR0RERETUVXi588NTUlKQkpJi9fyyZcsAAEVFRRbP19TU4P3338cnn3yCWbNmAQA++OADDB8+HPv378eUKVOwe/du5Ofn4/vvv0dERATGjh2Lv/71r1i9ejXWrl0Lb29vpz8XXRUeoHDqdUREREREXYVbw1ZHZWdnQ6PRYM6cOcZjw4YNQ79+/ZCRkYEpU6YgIyMDo0aNQkREhPGapKQkrFixAkePHsW4ceMs3rupqQlNTU3G17W1tQAAjUYDLy8v489k27i+AVAF+qC0tsniui0JAJXSB+P6BrA/bTD0DfvIMew38dh34rDfxGG/icN+E499Jw777Sp7+6BLh62SkhJ4e3sjKCjI5HhERARKSkqM17QNWobzhnPWrFu3DqmpqWbHd+/eDT8/PwBAenp6R5rfY8xTSbClVgp9tGpLgAAgJaIRu9K+c0PLuh7+zonDfhOPfScO+00c9ps47Dfx2HfisN+AxsZGu67r0mHLlZ588kmsWrXK+Lq2thbR0dFITEyEr68v0tPTMXfuXMjlcje2smuYB6D6yzx8eeiSyfFIpQJPpwxD0ogIy28kI41Gw985Edhv4rHvxGG/icN+E4f9Jh77Thz221WGWW/t6dJhS6VSobm5GdXV1SajW6WlpVCpVMZrsrKyTN5nqFZouMYSHx8f+Pj4mB2Xy+XGX662P5NttWp99cfFE/vAu/ocEqdNRsKgcMik1452kS38nROH/SYe+04c9ps47Ddx2G/ise/EYb/B7ufv0vtsxcfHQy6X44cffjAeO3HiBM6dO4eEhAQAQEJCAn777TeUlZUZr0lPT0dgYCDi4uI6vc09UYtWh8wz+tLud8RHIz5MwOTYEAYtIiIiIurW3DqyVV9fj9OnTxtfFxYWIjc3FyEhIejXrx8qKytx7tw5XLqkn3524sQJAPoRKZVKBaVSieXLl2PVqlUICQlBYGAgHnnkESQkJGDKlCkAgMTERMTFxWHZsmXYsGEDSkpK8Mwzz+Dhhx+2OHJFzvfbxRrUNbUgUOGF4ZEBOHfY3S0iIiIiInI9t45sHTx4EOPGjTNWBFy1ahXGjRtn3APr66+/xrhx4zB//nwAwOLFizFu3Di8/fbbxnu88soruPHGG7Fo0SJMnz4dKpUKX375pfG8TCbDzp07IZPJkJCQgKVLl+Luu+/Gc88914lP2rP9WlABAJgyIJSjWURERETUY7h1ZGvmzJkQBEsFwfXuvfde3HvvvTbvoVAosHHjRqsbIwNATEwMvv32W7HNpA7KaA1b1w0MdXNLiIiIiIg6T5des0Wer6lFiwNF+vVa1w0Kc3NriIiIiIg6D8MWudShc9VoatEhrJc3Bof3cndziIiIiIg6DcMWuZRhvVbCwDBIJFyvRUREREQ9B8MWuVRGQTkArtciIiIiop6HYYtcprG5BYfOVQNg2CIiIiKinodhi1zmQFEVWnQC+gT5ol+In7ubQ0RERETUqRi2yGV+bZ1CmDAwlOu1iIiIiKjHYdgil+H+WkRERETUkzFskUvUNGqQd7EGgH5ki4iIiIiop2HYIpfILKyATgAGhPkjUunr7uYQEREREXU6hi1yiav7a3FUi4iIiIh6JoYtcomr67XC3NwSIiIiIiL3YNgip7tc14QTpXUAgCkDQtzcGiIiIiIi92DYIqfbf0Y/qjVMFYDQXj5ubg0RERERkXt4ubsB1HVodQKyCitRVqdGeIACk2JDIJOa75/1K6cQEhERERExbJF90vKKkbojH8U1auOxSKUCaxbEIXlkpMm1Ga2bGXN/LSIiIiLqyTiNkNqVlleMFVtzTIIWAJTUqLFiaw7S8ooB6Ee+dhy+hKKKRkgAxPcPdkNriYiIiIg8A0e2yCatTkDqjnwIFs4JACQAUnfkQ6cD/vrN1ZEvAcC81/ZZHPkiIiIiIuoJOLJFNmUVVpqNaLUlACiuUeP/fdL+yBcRERERUU/CsEU2ldVZD1rtMYyGpe7Ih1ZnaWyMiIiIiKj7Ytgim8IDFB16v2HkK6uw0jkNIiIiIiLqIhi2yKZJsSEID+j4XlkdGSEjIiIiIuqKGLbIJo1WB19vmcVz5jtsWdfRETIiIiIioq6GYYusEgQBT3xxBGcrGuHnLUPvXqYjXCqlAm/dNQ6RSoXV4CWBfj+uSbEhLm8vEREREZEnYel3MtLqBGQVVqKsTo3wAAUyCyuw4/AleEkleP+eiZgUG2JyflJsCGRSCaRSCVZszYEEMCkRbwhgaxbEQSZ1ZByMiIiIiKjrY9giAPqNi1N35Fss8/63W0YiYWAoABj/t63kkZHYtHS82ftVSgX32SIiIiKiHothi5CWV4wVW3MsblwMAEF+8nbvkTwyEnPjVBZHvoiIiIiIeiKGrR5OqxOQuiPfatCSQL9P1tw4VbvBSSaVWBz5IiIiIiLqiVggo4fLKqy0OHXQgPtkERERERGJw7DVw9m7/xX3ySIiIiIicgzDVg9n7/5X3CeLiIiIiMgxDFs93KTYEEQqrQcp7pNFRERERCQOw1YPJ5NKsGZBnMVz3CeLiIiIiEg8ViMkRIf4WTzOfbKIiIiIiMRj2CJs/PE0AODG0ZFYMjmG+2QRERERETkBw1YPd6q0Dt/llQAAHpk1GENVAW5uERERERFR98A1Wz3cxh9PQxCApBERDFpERERERE7EsNWDFZU34OvDlwDoR7WIiIiIiMh5GLZ6sLd+Og2dANwwtDdG9lG6uzlERERERN0Kw1YPdaGqEV/mXAQArOSoFhERERGR07FARg+i1QnIKqxEWZ0aOw5fQotOwPWDQhEfE+zuphERERERdTsMWz1EWl4xUnfko7hGbXJ8cmyom1pERERERNS9cRphD5CWV4wVW3PMghYAvJJ+Eml5xW5oFRERERFR98aw1c1pdQJSd+RDsHFN6o58aHW2riAiIiIiIkcxbHVzWYWVFke0DAQAxTVqZBVWdl6jiIiIiIh6AIatbq6sznrQEnMdERERERHZx61ha+/evViwYAGioqIgkUiwfft2k/OCIODZZ59FZGQkfH19MWfOHJw6dcrkmsrKSixZsgSBgYEICgrC8uXLUV9fb3LNkSNHMG3aNCgUCkRHR2PDhg2ufjSX0eoEZBRU4Kvci8goqGh3+l94gMKu+9p7HRERERER2cetYauhoQFjxozBxo0bLZ7fsGEDXn/9dbz99tvIzMyEv78/kpKSoFZfHYVZsmQJjh49ivT0dOzcuRN79+7FQw89ZDxfW1uLxMRExMTEIDs7Gy+88ALWrl2LzZs3u/z5nC0trxhT1+/Bne/ux6Of5uLOd/dj6vo9NgtcTIoNgSrQx+p5CYBIpQKTYkNc0GIiIiIiop7LraXfU1JSkJKSYvGcIAh49dVX8cwzz+Dmm28GAHz00UeIiIjA9u3bsXjxYhw7dgxpaWk4cOAAJkyYAAB44403MG/ePLz44ouIiorCtm3b0NzcjC1btsDb2xsjRoxAbm4uXn75ZZNQ5ukMFQWvHccqqVFjxdYcbFo6HskjI83eJ5UA/UN7oaS2yeycpPV/1yyIg0wqMTtPRERERETieeyarcLCQpSUlGDOnDnGY0qlEpMnT0ZGRgYAICMjA0FBQcagBQBz5syBVCpFZmam8Zrp06fD29vbeE1SUhJOnDiBqqqqTnqajrFVUdBwzFpFwc8OnMf+wgpIAIT4e5ucUykVVkMaERERERF1jMdualxSUgIAiIiIMDkeERFhPFdSUoLw8HCT815eXggJCTG5JjY21uwehnPBwcEWP7+pqQlNTVdHg2prawEAGo0GXl5exp87Q6adFQUzTpdhQkwwDp6tQlldExqaWvDcN8cBAKvmDMKD02KN58IDfDAhJhgyqaTTngO42med+ZndAftNHPabeOw7cdhv4rDfxGG/ice+E4f9dpW9feCxYcvd1q1bh9TUVLPju3fvhp+fHwAgPT29U9qSXS4BIGv3une/y8TKCimqm02nBEb769C3/jh2pemDlwxABYBdx5zfVnt1Vt91N+w3cdhv4rHvxGG/icN+E4f9Jh77Thz2G9DY2GjXdR4btlQqFQCgtLQUkZFXp7mVlpZi7NixxmvKyspM3tfS0oLKykrj+1UqFUpLS02uMbw2XGPJk08+iVWrVhlf19bWIjo6GomJifD19UV6ejrmzp0LuVwu/iHtFFpYiY9OHWz3up+LLQey8w1SyPuPQ9KICIvnO5NGo+nUvusu2G/isN/EY9+Jw34Th/0mDvtNPPadOOy3qwyz3trjsWErNjYWKpUKP/zwgzFc1dbWIjMzEytWrAAAJCQkoLq6GtnZ2YiPjwcA7NmzBzqdDpMnTzZe8/TTT0Oj0Rh/KdLT0zF06FCrUwgBwMfHBz4+5lX8/v/27jy+pjv/4/j73JtVNhJrUEtNiCKy4CFtGaWkapsOVX5DkUHl1ypaTFUZ1dp+ox06flrVxai2M9pRWy2tpfbGGhEaW9L4ESKCbLLcez+/P9J7JGKJL8m5yX0//5n03st883qck+Obc873uLq66n9P8a/LU8dmtVHPzwMXr+fd9r6te9EAvLshEc+0qe8wC2FUVLuqht3UsJs6tlPDbmrYTQ27qWM7NeyGMn//hi6QkZ2djSNHjuDIkSMAihbFOHLkCFJSUqBpGsaNG4d33nkHa9asQXx8PIYOHYrAwED069cPABAcHIyoqCiMHDkSsbGx2L17N15++WW88MILCAwMBAAMHjwYbm5uiI6ORkJCAv71r39hwYIFJc5aOTqzScP03i0B3FxB0K4sUyf7PV2xSRkPe2hERERERHQHhk62Dhw4gNDQUISGhgIAJkyYgNDQUEybNg0AMGnSJLzyyisYNWoU2rVrh+zsbGzcuBEeHjcfwLtixQq0aNECXbt2Rc+ePfHEE0+UeIaWn58fNm/ejKSkJISHh+O1117DtGnTKtWy7wAQ1aoeFv8pDHX9Sj58uK6fB6Ifb1ymvyMt686LbBARERER0cNl6GWEv//97yFy5wvjNE3D22+/jbfffvuOn/H398eXX3551/+fNm3aYOfOncrjdBRRrerh6ZZ1EZuUgbSsPNT2KXoYcWxSBj7ZnXzPP1/bx+OenyEiIiIioofDYe/ZotszmzR0fDSgxGvtm/jf9Z4uDUVnwNo38a+QMRIRERERkQM/1JjKriz3dE3v3dJhFscgIiIiInIGnGxVEXe7p2vxn8IQ1areHf4kERERERGVB15GWIXc6Z4untEiIiIiIqp4nGxVMbe7p4uIiIiIiCoeLyMkIiIiIiIqB5xsERERERERlQNOtoiIiIiIiMoBJ1tERERERETlgJMtIiIiIiKicsDJFhERERERUTngZIuIiIiIiKgccLJFRERERERUDjjZIiIiIiIiKgecbBEREREREZUDTraIiIiIiIjKASdbRERERERE5YCTLSIiIiIionLgYvQAKgsRAQBkZmaisLAQubm5yMzMhKurq8Ejq1zYTg27qWE3dWynht3UsJsadlPHdmrY7abMzEwAN+cId8LJVhllZWUBABo2bGjwSIiIiIiIyBFkZWXBz8/vju9rcq/pGAEAbDYbLly4AB8fH2RlZaFhw4Y4d+4cfH19jR5apZKZmcl2CthNDbupYzs17KaG3dSwmzq2U8NuN4kIsrKyEBgYCJPpzndm8cxWGZlMJjRo0AAAoGkaAMDX19fpNzRVbKeG3dSwmzq2U8NuathNDbupYzs17Fbkbme07LhABhERERERUTngZIuIiIiIiKgccLKlwN3dHdOnT4e7u7vRQ6l02E4Nu6lhN3Vsp4bd1LCbGnZTx3Zq2O3+cYEMIiIiIiKicsAzW0REREREROWAky0iIiIiIqJywMkWERERERFROeBki4iIiIiIqBxwskVERERERFQOONkiIiIiInpIuNC3mqrazcXoAdBNSUlJWL16Na5du4ZWrVqhf//+Rg+pUkhJScHOnTtx5coVdOzYEe3atTN6SJXG+fPnkZCQgLS0NERGRqJp06ZGD6lSSElJwe7du3Hp0iWEh4fjySefNHpIlQK3NzWXLl1CSkoK0tPT0alTJ3h5eRk9pEqD25wabnNqsrOz4e7uDldXV4gINE0zekiVwtWrV+Hh4QFPT8+q2U3IIcTFxUndunWlV69eEhQUJB07dpT//Oc/Rg/L4R09elQaNGggXbt2lerVq0vnzp3l0KFDRg+rUjh69Kg0adJEOnbsKK6urtK5c2dZvXq10cNyeEePHpX69etLt27dxN/fXzp27CgLFiwwelgOj9ubmqNHj0qLFi2kbdu2omma9OjRQ+Li4oweVqXAbU4Ntzk1x48fl27dusny5cslPz9fRERsNpvBo3J8x48fl4iICJkxY4bk5OSISNXrxssIHcDJkyfRs2dPREdHY82aNdi9ezdyc3ORmppq9NAcWmJiIrp3744XX3wR69atQ0JCAhISEnDixAmjh+bwzpw5g2effRaDBw/GunXrkJSUBJvNhq+//trooTm0pKQk9O3bF0OHDsW6deuQmJiI4OBgbNq0yeihOTRub2pOnTqFHj16oH///li1ahVOnTqFEydO4OOPPzZ6aA6P25wabnNqfv31V/zxj3/Ejh07sGjRIqxZswYFBQXQNK3KXhr3MKSkpGDQoEE4d+4cNm3ahEWLFiE3N7fKddOkKn03lVBBQQGmTJmCjIwMfPjhh3B1dYWmaRgyZAi8vb3h5uaGwMBATJ482eihOpTc3FyMGzcOmqZh0aJFMJlMMJlMeP7559G6dWtYrVYEBQVh8ODBRg/V4RQUFGDq1Km4cOECPvroI3h4eMBsNuP777/HyJEjERcXh5o1axo9TIdjsVgwd+5cHDlyBEuXLoWPjw9MJhNiY2PRvXt3HDhwAM2aNTN6mA6H25uaGzduYMKECSgsLMT//u//wmw2w2w245NPPsH8+fNx6NAhuLu7V73LbR4CbnNquM2psVqtWLBgAbZv346ZM2fiL3/5Cy5duoQpU6agT58+cHNzq5qXxj0gEcGSJUuwatUqvPvuu1i6dCkOHjyIAQMG4L//+79RrVo12Gw2mEyV/7wQ79kymNlsxvPPPw83Nze4ubkBAN599118+eWXGDlyJFJTU/Hjjz9i3759WLVqlcGjdRxmsxl9+/ZFgwYN4OJStBnPnDkT33zzDdzd3ZGcnIxVq1YhNjYWf//7340drIMREbi5uaFLly4lrsMPCAhAbm4u8vPzDRydY/Pz80OPHj3g5+envxYQEABN01BQUGDgyBwXtzc1IoLCwkI8/vjj+rEBAOrUqYOMjAzk5+fD3d3dwBE6Lm5zarjNqTGbzXjqqafwyCOPICQkBOvXr8ezzz6LWbNmAQB69+4Nd3d3TrhuoWka+vTpg9q1ayM8PBzh4eEYM2YMVq5cCQCIiYmBl5dX1ehmyMWLJCI3r0m1WCz6a6dPn5YGDRrI2rVr9deWLl0qTZo0kRMnTlT4GB3ZjRs39K/j4+PF29u7xPX4U6ZMkbCwMLl48aIRw3Noly5d0r+2Wq0iIpKSkiLNmzeXK1eu6O/t27evwsfmiOz76rVr1/TX7N1ycnKkefPmkpiYqL+3efPmih2gg0tLS9O/5vZWdhcuXNC/th8nYmNj5bHHHtM7ihTd80BF7Ptqenq6/hq3ubLjNqemoKCgxH/n5+dLVFSUhIaGysqVK/X3v/vuOyOGV2kUFhbKSy+9JO3atZN58+bp93B99tlnxg7sAfHMlgEKCwvh6uqq/7fZbNa/fvTRR3HkyBEEBATop08DAgLg7u6O6tWrGzBax5GZmYkrV67oLapVq6Zf09uqVSucOnUKdevW1bs9+uijyMvL42/iAKSmpiIxMREuLi5o2rQpAgMDART9JtN+ir6goADXr19HXl4eAGDq1KlYu3YtfvzxR9SqVcuwsRup+G9ybTabfkareLe8vDxkZmbqvy1/6623sHTpUhw4cAD169c3ZuAGy8jIwPnz5wEAgYGB+vZT/JIQbm+lpaen49y5c6hWrRpq1aqFevXqASjqZj9O2Gw2ZGZm4saNG/Dy8sKbb76J2NhYrFy50qmPEcWPqzabDQEBAQD4M+5eih9X/fz8uM2VUfF9tXbt2qhRo4b+881iscDNzQ3fffcd+vXrh1mzZsFqtWLbtm1Ys2YN2rVrpx+Dnc2t//4tzmq1wsXFBQsXLsTYsWOxcuVK2Gw2nD17Fp988gm6dOmCRo0aVfCIHxJj53rO55dffpHBgwfLwYMHS71n/43crauwvPbaa/LMM89IZmZmhYzREcXHx0tkZKQ0b95cmjZtKq+++mqJszMipbuNHTtW+vfvL7m5uRU5VIcTFxcnjRo1kmbNmklgYKDUrVtXvvnmG321JLtjx45JtWrV5NKlSzJjxgxxc3OT/fv3GzRq4x0/flyeeOIJ2bZtm4jceXWkc+fOibe3tyQmJsqsWbPE3d1dDhw4UIEjdSxHjx6VsLAwad68uTRs2FD69Okjv/76a6nPcXsrKS4uToKCguTRRx+VBg0aSHh4uOzdu7fU53bu3CnVq1eX3NxcmTZtmri4uDh1N5G7H1eL4zZXUlmOqyLc5m5Vln21sLBQRIrOcPXs2VNcXV3Fy8vrnttoVVaW/dR+NtV+hsvd3V18fX0r/SrTnGxVoDNnzkjDhg2levXq8oc//OGeG8+VK1fkjTfekICAADl69GgFjdLxnDhxQmrVqiUTJkyQnTt3ysyZM6Vdu3by7bffikjpfwTn5OTIlClTpFatWnLs2DEjhuww0tLSJCgoSCZPniwXLlyQAwcOyPjx48VsNsucOXNKTOCTkpIkNDRUoqOjnX7CkJSUJM2aNZOAgAAJCwuT7du3i8jtJ1zXrl2TsLAw6du3r3h4eDh1t8TERKlVq5ZMnDhR4uPjZdmyZfLUU0/J3/72NxEp2Y/b202pqanyyCOPyKRJkyQxMVFWrVolL7zwgri6uspXX30lIjfb/fzzzxIRESETJkxw+m4i93dc5TZ30/0cV7nN3VSWfdXOPnEYM2aM+Pv7O/W/R+5nP7VfrhoTEyM1atSoEt042aogubm5MmzYMOnfv78sWrRIunbtKr17977jBrd582YZNWqUNG3aVA4fPlyxg3Ug169fl759+8ro0aNLvN6jRw/5wx/+UOrza9askRdffFEeeeSRSv+bkIfh7Nmz0rx581IHx/fff180TZMPPvhAfy0xMVE0TRM/Pz+nbpeXlycvv/yyPPfcc/LVV1/J888/L23atLnjhOvSpUvi6ekp3t7eTr2vZmdny6BBgyQ6OrrE68OGDZMnnnii1OdPnjzJ7e03hw8fllatWklSUpL+Wm5urrz++uvi5uYm69at01/fu3evaJom/v7+Tv1bcpH7P65ymytyv8dVbnM3lXVftU8YFi1aJJqmOfX2dr/7qYjIp59+WqW6Vf71FCsJT09PREVFoXv37oiJiUFMTAxyc3Mxffp0HD58uNTn27Rpg86dO2Pr1q1o27ZtxQ/YQVy9ehU1a9ZEr169ABRd7wsAffr0gcViAYASz2IICwtDaGgotm7ditDQ0IofsIPJzMxEUlKS3sjeb9y4cZg1axbGjx+PgwcPAgD8/f0xYMAA7Nu3z6nbubu7o2fPnoiKisILL7yA8ePHo3nz5hg7dix++umnUqsiVatWDTExMTh48KBT76t5eXmoW7cunnrqKQBF198DwHPPPQer1QqLxQKbzaZ/vnr16ujfv7/Tb28AcP36dSQkJOj7qc1mg6enJ+bNm4eRI0di8ODBOHXqFACgQYMG6NChA3bu3ImwsDAjh224+z2ucpsrcr/H1fr163Ob+01Z91X7fYIDBw7E6dOnnXp7u9/9FACGDx+Os2fPVp1uhk71nNzKlSv1Gb79N+J5eXly/vx5EZESK/84sx9++EH/2n5W4bPPPpMuXbqUeO3q1asiwm636tOnj3To0EG/Fr+wsFBsNpvYbDbp1auXDB06VPLy8kSk9IpKVGTXrl2lznDl5eXplzfYr893dsXv47Dvl99//72EhIRIfn5+qZXibr1v0FlZLBbp1KmTDBw4UF8pz/5z7P/+7/+kU6dO8te//rXEfSB0e/c6rrJdkbIeVzMyMkRE9GOEsyvLvjpjxgyx2Wz8t8hd3Gk/TU1NNXZg5YRntgxg/41v//79MXr0aOTm5mLatGnYv38/xo8fj3bt2iE/P7/yP1fgAclvvznq1q2b/t/2JtnZ2cjIyNBfmzlzJkaOHInCwkKn73ar0aNHw9XVFRMnTkR6ejpcXFz0bnXr1kV6erq+4t6dVglyVvYzMY8//jjGjh2LFi1aYOzYsdiyZQsmTpyIrl27Iisrq8SKos4sIiICQMl9NScnB9nZ2TCbzdA0DVOnTkXPnj1RUFCgPyPP2ZnNZgwcOBDJyclYuHAhMjMz9d+M169fH97e3vpqogBKPAOJitzruBoREYH8/Hyn3+bu97g6atSou64g52zKsq/+8ssv0DStSjyM92G7134aHh6O/Pz8EmdWqwLn/qlTwew/wMxms/7Da8CAAdA0DUuWLMEzzzwDq9WKTZs2cblyQD8A2LtpmgaLxQIXFxf4+fnBx8cHmqbhrbfewty5c/Hzzz/zgHAbzzzzDM6cOYN//vOfGDNmDP7xj3+gTp06AACTyYTq1aujoKAArq6unKj+xr7NmUwmfV99/PHHAQAffPABevToAR8fH2zatAk+Pj4Gj9Zx2Jc+1jQNVqsVZrMZvr6+8PT0hNlsxtSpU/Hee+9hx44dnDD8xr6tjRkzBmfOnMHq1atx48YNvPnmm/D19QVQ9DDeGjVqwGq16n2pCI+r94fHVXXcV9U5+36qSVWbPjoo+z88rl+/XuJZPfYdsWvXrjh06BB27tyJVq1aGTlUh3K7bgDw73//GytWrECrVq0wf/587N69G+Hh4QaO1PHY2+Xl5cHDwwPLly/H0qVLkZCQgJ49e+L69evYunUr9uzZg9atWxs9XIdh75aRkQF/f38AJffV3r17Y9euXdi1axcee+wxI4fqUG7XDQB++uknvPXWW4iIiMCiRYuwZ88e7qvF2LvZJ6ozZ87E+vXrce3aNfTp0wfnzp3DunXrsG/fPm5vt+BxVQ2Pq2q4r6rhfgres1UR7PfBJCcnS5s2bWTt2rX6e4WFhTJx4kRxdXWVI0eOGDVEh3S3bkuWLBFN05z+uRV2t66QZ19yNjk5WWrXrq0v53vmzBmZOXOmDBkyRMaOHSsJCQkVPlZHcrdu9erVky+++KLEe7NmzZJq1ao59aqDIvfX7dtvvxVN08Tb25v7ajE2m61Et5YtW+rPdNu+fbu88sorEhUVJS+++KLEx8cbOFLHc2s7HlfL5l7deFy96db7rbivls3dujnzfsrJ1kN0+vRpmTNnjkyZMkX+9a9/SXZ2tv7emTNnpH79+jJ69OhS/1D5+uuvq/yGdjcq3TZt2iQRERFy/PhxI4bsMOw36IqU/gdwSkqKBAYGyksvvcQFHG5R1m63vrdhwwan3uZUusXFxckzzzzj1BP7lJQU+fzzz+X999+XLVu2iMjNfsnJyfrPuFv3U95kX/Z2PK6WpNKNx9Wi5yba3brvcV+9s7J2c9b9lJOthyQ+Pl6qV68unTp1kieeeELMZrMMGDBANm7cKCIio0aNkujo6BIb2u0ekOpsVLrZpaWlVfRwHUpCQoK4uLjIq6++qr9WvNOUKVNk/Pjx3OZuodKNHqybfaVQZ3T06FFp1KiRREZGSnBwsLi6usqKFStEpKjfsGHDZNSoUdxPb4Pt1Kh0s3Pm42pCQoL4+fnJu+++q79WfOIwfPhwbm+3wW73xsnWQ5Cbmys9e/aUl19+WX/t559/lvDwcHn66adl27ZtTrdhlYVqN2f+7ZHd+fPnpX379hIWFiZeXl4ybtw4/T17M57NKo3d1Kh2c/afe2fPnpVGjRrJ5MmT5caNG5KWlibTpk2TsLAwuXjxoojwcQt3wnZqVLs5+3H13LlzEhoaKkFBQeLv7y+zZ8/W37NfCsftrTR2KxuuS/kQeHp64urVq6hduzaAohW52rdvj2XLliE/Px9z5sxBfHy8waN0PKrdnH05VRHBtm3b0KhRI3zwwQf4+OOPsXjxYkyYMAEASqwuRTexm5oH6ebMK3FZLBZ8+umnCA0NxfTp0+Hh4YFatWohMjISqamp+ue40ltpbKfmQbo583HVZrPh22+/RZMmTfDhhx9i0qRJmD17NubMmQMAJVbQo5vYrez4r4oHJCLIycmBm5sb0tLSABRtgCKCxx57DP/4xz8QFRWFZcuWYf78+QaP1nGwmzpN09CpUyf4+PggMjISkZGREBGMGDECIoL333+/xLO0qAi7qWE3NS4uLmjTpg08PT3h6empv96hQwe4uLggPT1dfwQDlcR2athNjclkQs+ePVG7dm106dIFbdu2hYhg9uzZAIC//OUvcHV11VchpCLsdh8q+lRaVfX111+LpmmyevVqESk6JW8/dbp8+XKpUaOGpKSkGDlEh8RuD4fFYpEvv/xS3N3dZfz48SJSdFnXF1984fSrI90Nu6lht7K5ceOG/rX9ksqsrCxp2LBhiRUtY2NjK3poDo/t1LCbuuKXPV++fFnmzJkjvr6++qVxFotF1qxZI5cvXzZqiA6J3e6NZ7YUFD8tKr89pqx///7YtWsXBg4ciFWrViEqKkqfydeoUQP16tWDl5eXYWN2BOym7l6n4s1mMwYMGAAAGD58OICiZ1ssXrwYp0+frpAxOiJ2U8Nuam7t5uHhoX9tv9wyOzsbFosF1apVAwC88cYbmDt3LtLS0lCzZs0KH7OjYDs17KbmwoULOH/+PK5cuYJu3brBZDLBZDLpl0TXrFkTI0aMAADMmjULIoIrV65gwYIFSElJMXj0xmE3RcbO9SqfY8eOSZ8+fW67jHFSUpJER0eLm5ubLF26VC5evCh5eXkyefJkCQkJkYyMDANG7BjYTd3d2t3KYrHI8uXLRdM0qVGjhuzfv78CRuiY2E0Nu6kpSzebzSbp6ekSGBgoycnJMmPGDPH29nb6swxsp4bd1MTFxUnDhg2lZcuW4uLiIqGhobJ48WLJysoSkZsLO4gUnamZPXs2f8YJuz0ITrbuQ1JSkjRt2lQ0TZO2bdtKYmJiqc+kpqbK22+/La6urvLoo49KSEiI1KxZUw4dOmTAiB0Du6krS7virFarREdHi6+vr1M/K4Xd1LCbmvvplpubK61atZLu3buLm5ubHDhwoAJH6njYTg27qbl8+bIEBwfL5MmTJSkpSdLS0mTQoEHSoUMHGTdunGRmZopIydUZhwwZIr6+vk79rEB2ezBOfsda2eXn52PZsmUICQlBbGws3Nzc0K9fP5w8ebLE5+rWrYu33noLP//8M9555x1MnjwZ+/fvR2hoqEEjNxa7qStru+I2bdqErVu3YsuWLQgODq7A0ToOdlPDbmrup5uI4PLly0hISMBPP/2E/fv3Izw83IBROwa2U8Nu6i5evIgbN25g8ODBaNy4MWrVqoXPP/8cPXr0wJ49ezB37lzk5eXBZDJBRPDFF19g8+bN2LZtG1q2bGn08A3Dbg/I0KleJWK1WuXbb7+VlStXikjRQzrbt28vwcHBpX6j5OzPlimO3dTdTzu78+fPS2pqakUO0+Gwmxp2U6PS7X/+53/4215hO1Xspi4xMVGaNGkia9euFZGbzwcsLCyUiRMnStu2bWXHjh3658+ePSvJycmGjNWRsNuD4WTrPhS/HlVEJD09Xf8Bd/LkSREp2vB2794teXl5RgzRIbGbuvtpV3wVKmfHbmrYTc39dCsoKOAvlophOzXspiYvL08iIiKkV69eekP7xMFms0nr1q1l6NCh+n9TEXZ7MLyM8D6YzWYAN1fSCwgIwPr16+Hj44O+ffsiISEBr7zyCsaPH4/s7Gwjh+pQ2E3d/bTLyckxcqgOhd3UsJuasnZ79dVXkZWVxeeRFcN2atjt/tlsNri7u+Ozzz7Djh07MGbMGAAo8ZzAPn366M/+ZLMi7PYQGDXLq4xuna3b/zs9PV06duwoJpNJPD09nX7VlVuxmzq2U8NuathNDbupYzs17KbGflZm1apV4u3tLUOGDJGLFy/q/QYPHiyDBg0qdebQ2bHbg+Fztu5Afput21mtVpjNZmRmZsJms6F69er6+wEBAWjRogVOnjyJHTt2OPXNgOymju3UsJsadlPDburYTg27qbHZbPpzOwHoz4LKzs7Gk08+ie+++w6DBw/GL7/8An9/fwQEBGD16tXYu3evfubQGbFbOTBunueY7LNy+/KVNptNvy41KSlJAgMD5fvvv9c/b7PZZOHChaJpmlMvU85u6thODbupYTc17KaO7dSwm5rLly/rX9sb2v83KSlJ6tWrJxs2bNA/O336dBkxYoSMGzfOqRcRYbfyw8lWMYmJiTJu3Dh57rnnZMaMGXL27Fn9vZSUFKlZs6b8+c9/LnH63mazybZt2+TUqVNGDNkhsJs6tlPDbmrYTQ27qWM7NeymJjExUXx8fGTkyJH6a/YJg71bdHS02Gw2/XV7w+LPiHI27Fa+uEDGb+Lj4xEZGYmrV6/CZrNhw4YN+OqrryAiKCwsxOrVq/GnP/0JS5YsKXE6X9M0/P73v0ezZs0MHL1x2E0d26lhNzXspobd1LGdGnZTd/z4cXh6eiI+Ph6jR48GULSYSEFBAdasWYMhQ4bgo48+gqZppS55c+aFHditnBk3z3McZ86ckUaNGsmbb76pvxYdHS1jx44t8Tne+FcSu6ljOzXspobd1LCbOrZTw24P5vvvv5egoCCZM2eOtG7dWkaPHq2/d+7cOQNH5tjYrXw5/Zktq9WKH374AV27dsVrr72mL6Pq6emJY8eOoXPnzhg6dCj27NkDs9msv+/s2E0d26lhNzXspobd1LGdGnZ7cK1bt0Z4eDj+/Oc/Y/jw4di7dy8mTJiA6OhorF+/HoWFhUYP0SGxW/nShHsrkpKSkJubi8ceewwA8Pbbb2P27NmYNm0a8vLykJiYiP379+PHH39EkyZNDB6t42A3dWynht3UsJsadlPHdmrY7cHk5uaiY8eOWLZsGYKCgrBixQq88cYbyMjIQFxcHFq3bq2v5kg3sVs5q+hTaY7KfqNfXl6e9OzZU9atW6e/t3PnTqldu7Zs3rzZqOE5LHZTx3Zq2E0Nu6lhN3Vsp4bd1BQUFIjFYpHu3bvLzp07RURk4MCB4uvrK7/73e9KXYpJRdit/Dnlc7YuXLiAQ4cOoaCgAI0aNUJ4eDg0TYPVaoW7uzvWrl0Lk8mkP2vA398fderUgb+/v9FDNxS7qWM7Neymht3UsJs6tlPDbmqKd2vcuDHCwsLg6uoKAAgPD8fp06exZMkS7NixA2vXrkV8fDzmzJkDFxcXzJ8/3+DRG4fdjOF0k634+Hj069cPNWvWxNmzZ9G4cWNMnjwZ/fv310+P2ldWsT/Ubfny5fDw8ECjRo0MG7fR2E0d26lhNzXspobd1LGdGnZTc7duAODu7o4RI0agcePGWLduHcLCwtCmTRuYTCb06NHD4NEbh90MZPSptYp0+vRpadCggUyaNEmuXbsmBw4ckBdffFFGjBghFoulxPMqRER+/fVXmThxotSoUUPi4uIMGrXx2E0d26lhNzXspobd1LGdGnZTc7du9gc+FxYWSkxMjMTGxooInwclwm5Gc5rJVn5+vkyYMEGef/55yc/P11//5JNPJCAgQNLT00t8fv/+/RITEyMhISFy5MiRih6uw2A3dWynht3UsJsadlPHdmrYTc39dqMi7GY8p7mM0GazoUGDBggODoabmxtEBJqmITIyEt7e3qWWtYyIiMCNGzcwdepU1KtXz6BRG4/d1LGdGnZTw25q2E0d26lhNzX3283+Z+yXYDordnMARs3yjHD27Fn9a/vp0dTUVGnWrJmkpKTo7x04cKDCx+bI2E0d26lhNzXspobd1LGdGnZTU9Zuhw4dqvCxOTJ2M1aVnrampqYiNjYWGzduhM1m059JYbVa9ZtOr1+/jqtXr+p/Ztq0aXj66adx5coVp31gILupYzs17KaG3dSwmzq2U8NualS7de3ald3YzXEYNcsrb3FxcdKoUSMJCgoSPz8/adGihXz55Zdy5coVEbk5s09MTJRatWpJRkaGzJw5Uzw9PZ36N0nspo7t1LCbGnZTw27q2E4Nu6lhNzXs5niq5GQrLS1NWrRoIVOmTJEzZ87I+fPnZeDAgRIcHCzTp0+XtLQ0/bOXLl2S0NBQGThwoLi5uTn1hsZu6thODbupYTc17KaO7dSwmxp2U8NujqlKTrYSEhKkcePGpTacyZMnS+vWrWXevHmSk5MjIiLHjx8XTdPE09NTDh8+bMBoHQe7qWM7Neymht3UsJs6tlPDbmrYTQ27OaYqec9WYWEhLBYLcnNzAQA3btwAAMyZMwddunTB4sWLcfr0aQBAjRo1EBMTg0OHDqFt27ZGDdkhsJs6tlPDbmrYTQ27qWM7Neymht3UsJtj0kSq5l1w7du3h7e3N7Zu3QoAyM/Ph7u7OwCgXbt2aNasGb766isAQF5eHjw8PAwbqyNhN3Vsp4bd1LCbGnZTx3Zq2E0Nu6lhN8dTJc5s5eTkICsrC5mZmfprH330ERISEjB48GAAgLu7OywWCwCgU6dOyMnJ0T/rrBsau6ljOzXspobd1LCbOrZTw25q2E0Nu1UOlX6ydfz4cTz33HPo3LkzgoODsWLFCgBAcHAwFixYgB9++AEDBgxAYWGh/oC2tLQ0eHl5wWKxOO3yluymju3UsJsadlPDburYTg27qWE3NexWebgYPYAHcfz4cXTq1AlDhw5FREQEDh48iOHDh6Nly5YIDQ1Fnz594OXlhZiYGLRp0wYtWrSAm5sb1q9fj3379sHFpVJ/+8rYTR3bqWE3Neymht3UsZ0adlPDbmrYrXKptPdsZWRkYNCgQWjRogUWLFigv96lSxe0bt0aCxcu1F/LysrCO++8g4yMDHh4eGDMmDFo2bKlEcM2HLupYzs17KaG3dSwmzq2U8NuathNDbtVPpV2altYWIhr166hf//+AACbzQaTyYQmTZogIyMDACBFS9vDx8cHc+fOLfE5Z8Vu6thODbupYTc17KaO7dSwmxp2U8NulU+lrV6nTh188cUXePLJJwEAVqsVAFC/fn19Y9I0DSaTqcSNg5qmVfxgHQi7qWM7Neymht3UsJs6tlPDbmrYTQ27VT6VdrIFAL/73e8AFM3WXV1dARTN5tPS0vTPzJ49G0uXLtVXYuHGxm4Pgu3UsJsadlPDburYTg27qWE3NexWuVTaywiLM5lMEBF9Q7LP7KdNm4Z33nkHhw8f5s2At8Fu6thODbupYTc17KaO7dSwmxp2U8NulUOlPrNVnH2dDxcXFzRs2BB/+9vfMG/ePBw4cAAhISEGj85xsZs6tlPDbmrYTQ27qWM7Neymht3UsJvjqzLTXfts3tXVFR9//DF8fX2xa9cuhIWFGTwyx8Zu6thODbupYTc17KaO7dSwmxp2U8Nujq/KnNmy69GjBwBgz549iIiIMHg0lQe7qWM7Neymht3UsJs6tlPDbmrYTQ27Oa5K+5ytu8nJyYGXl5fRw6h02E0d26lhNzXspobd1LGdGnZTw25q2M0xVcnJFhERERERkdGq3GWEREREREREjoCTLSIiIiIionLAyRYREREREVE54GSLiIiIiIioHHCyRUREREREVA442SIiIiIiIioHnGwRERERERGVA062iIjI6QwbNgyapkHTNLi6uqJOnTp4+umn8emnn8Jms5X57/n8889RvXr18hsoERFVapxsERGRU4qKikJqaiqSk5OxYcMGdOnSBa+++ip69eoFi8Vi9PCIiKgK4GSLiIickru7O+rWrYv69esjLCwMU6ZMwerVq7FhwwZ8/vnnAID33nsPrVu3hpeXFxo2bIiYmBhkZ2cDALZv347hw4fj+vXr+lmyv/71rwCA/Px8vP7666hfvz68vLzQoUMHbN++3ZhvlIiIDMPJFhER0W+eeuophISE4D//+Q8AwGQyYeHChUhISMCyZcuwdetWTJo0CQAQGRmJv//97/D19UVqaipSU1Px+uuvAwBefvll7N27F19//TWOHj2KAQMGICoqCqdOnTLseyMiooqniYgYPQgiIqKKNGzYMFy7dg3fffddqfdeeOEFHD16FMePHy/13jfffIOXXnoJ6enpAIru2Ro3bhyuXbumfyYlJQVNmzZFSkoKAgMD9de7deuG9u3bY9asWQ/9+yEiIsfkYvQAiIiIHImIQNM0AMCPP/6I2bNn45dffkFmZiYsFgvy8vKQm5uLatWq3fbPx8fHw2q1IigoqMTr+fn5CAgIKPfxExGR4+Bki4iIqJgTJ06gSZMmSE5ORq9evTBmzBi8++678Pf3x65duxAdHY2CgoI7Trays7NhNptx8OBBmM3mEu95e3tXxLdAREQOgpMtIiKi32zduhXx8fEYP348Dh48CJvNhvnz58NkKrrF+d///neJz7u5ucFqtZZ4LTQ0FFarFWlpaXjyyScrbOxEROR4ONkiIiKnlJ+fj4sXL8JqteLSpUvYuHEjZs+ejV69emHo0KE4duwYCgsL8cEHH6B3797YvXs3PvzwwxJ/R+PGjZGdnY0tW7YgJCQE1apVQ1BQEP7rv/4LQ4cOxfz58xEaGorLly9jy5YtaNOmDZ599lmDvmMiIqpoXI2QiIic0saNG1GvXj00btwYUVFR2LZtGxYuXIjVq1fDbDYjJCQE7733HubOnYtWrVphxYoVmD17dom/IzIyEi+99BIGDhyIWrVqYd68eQCAzz77DEOHDsVrr72G5s2bo1+/fti/fz8eeeQRI75VIiIyCFcjJCIiIiIiKgc8s0VERERERFQOONkiIiIiIiIqB5xsERERERERlQNOtoiIiIiIiMoBJ1tERERERETlgJMtIiIiIiKicsDJFhERERERUTngZIuIiIiIiKgccLJFRERERERUDjjZIiIiIiIiKgecbBEREREREZUDTraIiIiIiIjKwf8Diii98z9jL3cAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "from datetime import datetime\n",
    "\n",
    "\n",
    "def plot_daily_indices(daily_indices):\n",
    "    # Extract dates and index values\n",
    "    #dates = list(daily_indices.keys())\n",
    "    indices = list(daily_indices.values())\n",
    "    dates = [datetime.strptime(date, '%Y-%m-%d') for date in daily_indices.keys()]\n",
    "\n",
    "\n",
    "    # Create a line plot\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.plot(dates, indices, marker='o', linestyle='-')\n",
    "    plt.title('Flagship Crypto Index')\n",
    "    plt.xlabel('Date')\n",
    "    plt.ylabel('Index Value')\n",
    "\n",
    "    # Set x-axis to show only every 10th date\n",
    "    plt.gca().xaxis.set_major_locator(mdates.DayLocator(interval=10))\n",
    "    plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n",
    "\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "plot_daily_indices(daily_indices)\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}