{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Urvalsalgoritm\n", "Det här är en Jupyter Notebook som använts för att utforska algoritmer för att välja ut vilka klockor man ska lita på. Flera olika algoritmer har testats men i slutändan valde vi att använda den relativt enkla algoritmen från RFC5905 som bara letar efter överlappande tidsspann." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Referenser\n", "\n", "NTP selection / clustering algorithm\n", "https://www.eecis.udel.edu/~mills/ntp/html/cluster.html\n", "https://datatracker.ietf.org/doc/html/draft-ietf-ntp-ntpv4-algorithms-01.txt\n", "\n", "Clock Filter Algorithm är inte riktigt relevant för roughtime eftersom man inte filtrerar mätvärden över tid vid en kallboot. Det skulle kunna vara relevant om man kör roughtime liknande hur man brukar köra NTP så man kan få statistik över längre tid.\n", "\n", "Clock Selection Algorithm, 4 Clustering Algorithm och 5 Clock Combining Algorithm är mer relevanta\n", "\n", "Chronos, en metod för att hitta dåliga NTP-servrar\n", "https://datatracker.ietf.org/doc/draft-ietf-ntp-chronos/\n", "https://irtf.org/anrw/2018/slides-anrw18-final26.pdf\n", "\n", "\"Dynamic Fault-Tolerant Clock Synchronization,\" Dolev, D., J. Halpern, B. Simons, and R. Strong\n", "https://www.researchgate.net/publication/220431747_Dynamic_Fault-Tolerant_Clock_Synchronization/link/0912f50a16f0dcf395000000/download\n", "\n", "\"Synchronizing Clocks in the Presence of Faults\", LESLIE LAMPORT AND P. M. MELLIAR-SMITH\n", "https://lamport.azurewebsites.net/pubs/clocks.pdf\n", "\n", "\"Byzantine Clock Synchronization\" Leslie Lamport and P. M. Melliar-Smith\n", "https://lamport.azurewebsites.net/pubs/clocks2.pdf\n", "\n", "\"Maintaining the Time in a Distributed System\" Keith Marzullo\n", "http://infolab.stanford.edu/pub/cstr/reports/csl/tr/83/247/CSL-TR-83-247.pdf\n", "\n", "## Grundläggande ideer\n", "\n", "Att bootstrappa en klocka skiljer sig en del från normalt användande av t.ex. NTP för att få tid. Flera av artiklarna ovan bygger på att man har någorlunda koll på vad klockan är och att man bara vill justera sin lokala klocka lite när den drivit iväg från de andra klockorna. Man kan inte heller lägga lång tid på att samla statistik om hur servrarna man frågar beter sig över tid. I princip kan man få ett snapshot av svar från servrarna och måste ta ett beslut om vad man anser att klockan är inom ett par sekunder så man inte fördröjer boot-processen för mycket. Men en hel del av grundtankarna från framför allt NTP \"selection / clustering\" samt \"clock combining algorithm\" borde ändå gå att återanvända.\n", "\n", "En sak att tänka på är att om man använder roughtime så är det rätt billigt att ställa roughtime-frågor genom att skicka UDP-paket. Det är även billigt att ta emot UDP-svaren så länge man har minne nog att lagra dem i. Det som kan ta tid på en CPU-svag plattform är att validera ed25519-signaturen och hashen, men det kan man skjuta upp så långt som möjligt.\n", "\n", "Börja med att sätta upp ett kriterium för vad som är \"bra nog\". T.ex. att man vill ha svar från minst 5 tids-servrar som max får avvika N millisekunder från varanda.\n", "\n", "Ha en lista på \"många\" möjliga servrar. Ett tjugotal borde nog vara minium.\n", "\n", "Välj N+M slumpmässiga servrar och skicka frågor till dem. Spara lokal transmit time samt information så man kan koppla ihop svaret man får med frågan (server och unikt ID / NONC). M är ett par extra frågor man ställer utifall att någon server inte svarar eller eller man får svar som man av någon anledning kastar bort i senare steg. Om M är för litet så kan man behöva ställa ytterligare frågor och måste då vänta på mer fler svar vilket fördröjer boot-processen. Men man vill inte att M ska vara för stort heller, för då slösar man bort resurser på servrarna i onödan och har man begränsat med minne så kanske man måste kasta bort svar för att man inte hinner processa dem och inte har plats att mellanlagra dem.\n", "\n", "Ta emot svar och lagra svaret samt lokal receive time i en tabell. Om möjligt ska det här ske i en interrupt-hanterare så att receive time blir så exakt som möjligt. Man skulle även kunna göra lite grundläggande validering här för att spara på minne.\n", "\n", "Processa svaren ett efter ett.\n", "\n", "Om man inte redan gjort grundläggande validering så gör man det här. Kontrollera att formatet på svaret är korrekt: att fält kommer i rätt ordning, att fälten inte är orimligt stora, att alla fält som ska finnas finns. En liten optimering man skulle kunna göra här är att kasta bort svar som har \"orimlig tid\", t.ex. att tiddstämpeln är före firmwaren i enheten skapades, eller om den är hundra år in i framtiden.\n", "\n", "Ta unikt IDt / NONC i svaret svaret använd det för att hitta frågan man skickat. \n", "\n", "Hitta servern via frågan och verifiera signatur på svaret mot serverns publika nyckel. Logga om det inte går att hitta en fråga eller om signaturen inte går att verifiera: någon försöker sig nog på en MITM-attack. Om alla kontroller går igenom så kan man kasta bort den ursprungliga frågan och svaret och bara spara ner den användbara informationen från frågan i ytterligare en tabell (lokal transmit time, lokal receive time, serverns tid, eventuellt en referens till vilken server för loggning).\n", "\n", "Kontrollera om antalet verifierade svar är N eller fler. Jämför svaren med något som är snarlikt NTPs selection/clustering algorithm. Om alla svaren uppfyller kriteriena om att ligga nära nog alla andra svar så har man lyckats och kan stoppa loopen. Annars identiferar man det svar som är \"sämst\" och kastar tillfälligt bort det. Om antalet kvarvarande var fortfarande är N eller fler, försök igen, annars har algoritmen misslyckats så man får stoppa loopen.\n", "\n", "Om man inte har N \"bra\" svar, välj ut (N + M - antalet frågor man inte fått svar på än) nya servrar och skicka frågor till dem. Gå tillbaka och vänta på fler svar. Om man fått slut på servrar så kan man välja att antingen försöka fråga samma servrar som man redan frågat igen eller helt enkelt ge upp. Vilket man gör är ett policy-beslut baserat på hur viktigt det är att ha korrekt tid för den applikation man kör.\n", "\n", "Om man har N \"bra\" svar så är man nästan klar. Räkna ut ett viktat medelvärde och estimat av osäkerhet från de N \"bra\" svaren. NTP \"clock combining algorithm\" är nog en bra utgångspunkt för det. Nånting som tar hänsyn till osäkerhet baserat på time in flight (local receive time - transmit time) och den osäkerhet servern rapporterar (RADI).\n", "\n", "Nu har man tid och kan gå vidare med saker som är beroende på det.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.ticker\n", "import matplotlib.patches as patches\n", "import numpy as np\n", "import pandas as pd\n", "import scipy\n", "import math\n", "from pprint import pprint\n", "import random\n", "from importlib import reload\n", "from collections import defaultdict\n", "\n", "matplotlib.rcParams['figure.max_open_warning'] = 0\n", " \n", "%matplotlib inline\n", "# %matplotlib notebook" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Lite infrastruktur som gör koden nedan tydligare\n", "def positive_gaussian(a, b):\n", " \"\"\"Returnera ett positivt slumpvärde med gaussisk normalfördelning\"\"\"\n", " return a + abs(np.random.normal() * b)\n", "\n", "class DictObject(dict):\n", " def __setattr__(self, k, v):\n", " self[k] = v\n", " def __getattr__(self, k):\n", " if k in self:\n", " return self[k]\n", " try:\n", " return self.__dict__[k]\n", " except KeyError as e:\n", " raise AttributeError(e)\n", " \n", "class Measurement(DictObject):\n", " def shift_remote_time(self, shift):\n", " if 'orig_remote_time' not in self:\n", " self.orig_remote_time = self.remote_time\n", " self.remote_time = self.orig_remote_time + shift" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "seed = 2631125496\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " local_transmit_time outbound_trip remote_time inbound_trip \\\n", "0 0.000000 22.307269 122.307269 11.220754 \n", "1 33.528024 10.391763 143.919786 12.932022 \n", "2 56.851808 11.639781 168.491589 20.762717 \n", "3 89.254306 15.639033 204.893339 13.222511 \n", "4 118.115850 26.035408 244.151258 33.564879 \n", "5 177.716137 15.732952 293.449088 18.436670 \n", "6 211.885759 10.786345 322.672104 24.212659 \n", "7 246.884763 21.287083 368.171846 11.018964 \n", "8 279.190810 11.701661 390.892471 13.970593 \n", "9 304.863064 14.956305 419.819369 15.572985 \n", "\n", " local_receive_time \n", "0 33.528024 \n", "1 56.851808 \n", "2 89.254306 \n", "3 118.115850 \n", "4 177.716137 \n", "5 211.885759 \n", "6 246.884763 \n", "7 279.190810 \n", "8 304.863064 \n", "9 335.392354 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Slump-frö, gör det möjligt att upprepa samma värden\n", "seed = np.random.randint(1<<32)\n", "# seed = 3517864564 # lite best case\n", "# seed = 703437070 # blir snett\n", "seed = 2631125496\n", "print(\"seed =\", seed)\n", "np.random.seed(seed)\n", "\n", "# Skapa lite testdata\n", "def make_measurements(N = 10, MIN_TRIP = 10, MAX_TRIP = 10):\n", " # Den lokala klockan börjar på 0 vid start\n", " local_time = 0\n", "\n", " # Faktisk \"wall time\" vid start\n", " wall_time = 100\n", "\n", " # Mätningar\n", " global measurements\n", " measurements = []\n", "\n", " # Ställ frågor sekvensiellt\n", " for i in range(N):\n", " m = Measurement()\n", "\n", " # Klienten skickar iväg en fråga\n", " m.local_transmit_time = local_time\n", "\n", " # Slumpa fram trip time från klient till server och justera både local_time och wall_time\n", " m.outbound_trip = positive_gaussian(MIN_TRIP, MAX_TRIP)\n", " local_time += m.outbound_trip\n", " wall_time += m.outbound_trip\n", "\n", " # Servern tidsstämplar paketet, som förenkling antar vi att detta inte tar någon tid och att dess klocka går perfekt rätt\n", " m.remote_time = wall_time\n", "\n", " # Slumpa fram trip time från server till klient och justera både local_time och wall_time\n", " m.inbound_trip = positive_gaussian(MIN_TRIP, MAX_TRIP)\n", " local_time += m.inbound_trip\n", " wall_time += m.inbound_trip\n", "\n", " # Klienten tar emot svaret\n", " m.local_receive_time = local_time\n", "\n", " measurements.append(m)\n", " \n", "make_measurements()\n", " \n", "# Notera att outbound_trip och inbound_trip är information som klienten\n", "# inte kan känner till, det är något som vi som allvetande observatörer \n", "# som skapat simulationen kan se. Allt klienten kommer känna till är \n", "# local_transmit_time, remote_time och local_receive_time.\n", "\n", "# Visa tabell med mätvärden och dold information\n", "pd.DataFrame(measurements)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_measurements():\n", " plt.figure(figsize = [ 8, 6 ])\n", " plt.gca().yaxis.set_visible(False)\n", "\n", " for i in range(len(measurements)):\n", " m = measurements[i]\n", " plt.plot([ m.local_transmit_time, m.local_receive_time ], [i,i], color = 'black', label = \"RTT\")\n", " plt.plot([ m.remote_time, m.remote_time ], [i-0.1,i+0.1], color = 'blue', label = \"Remote time\")\n", " plt.plot([ m.local_transmit_time + m.outbound_trip, m.local_transmit_time + m.outbound_trip ], [i-0.1,i+0.1], color = 'red', label = \"Truth (hidden)\")\n", " plt.ylim(len(measurements), -1)\n", "\n", "plot_measurements()\n", "\n", "# RTT är round trip time, lokal tid från att klienten ställde frågan tills dess att svaret kom tillbaka\n", "# Remote time är den tidsstämpel servern skickar i sitt svar\n", "# Actual är när servern faktiskt gjorde tidsstämpeln, den informationen kan inte klienten veta" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " midpoint rtt adjustment true_adjustment\n", "0 16.764012 33.528024 105.543258 100.0\n", "1 45.189916 23.323784 98.729870 100.0\n", "2 73.053057 32.402498 95.438532 100.0\n", "3 103.685078 28.861544 101.208261 100.0\n", "4 147.915993 59.600287 96.235264 100.0\n", "5 194.800948 34.169622 98.648141 100.0\n", "6 229.385261 34.999004 93.286843 100.0\n", "7 263.037786 32.306047 105.134059 100.0\n", "8 292.026937 25.672254 98.865534 100.0\n", "9 320.127709 30.529290 99.691660 100.0" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def adjust_measurements():\n", " # Antag att midpoint mellan local_transmit_time och local_receive_time motsvarar remote_time.\n", " # och räkna ut adjustment som är hur mycket den lokala klockan behöver justeras för att överensstämma med det.\n", " # Räkna även ut true adjustment som är hur mycket klockan skulle behöva justeras om klienten hade perfekt information, vilket den inte har.\n", " for i in range(len(measurements)):\n", " m = measurements[i]\n", " m.rtt = m.local_receive_time - m.local_transmit_time\n", " m.midpoint = m.local_transmit_time + m.rtt / 2\n", " m.adjustment = m.remote_time - m.midpoint\n", " m.true_adjustment = m.remote_time - (m.local_transmit_time + m.outbound_trip)\n", "\n", " # Visa uträknade värden i en tabell\n", " return pd.DataFrame(pd.DataFrame(measurements)[['midpoint', 'rtt', 'adjustment', 'true_adjustment']])\n", " \n", "adjust_measurements()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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1J2f1QzfvGGOM29R7f0/v/Qm995vrr633J3n2+uvLXt4jSf4qq8VaWmtPS/LwrP6z+8vfI733nX4kmSV50/rtp6z/QPcl+Yskjxh7fFuch0mSRZJ3r2+Ax2b1OvJbknxo/evjxh7nFufjl5N8IMl7k/xxkkfs0/2R5LVZvV78+ay+KL70rPshqy2r307yr0nek9VPQY/+Z9jCfNyX1etey/Xjd0+c//L1fHwwyfPHHv+25uSW938kyY09v0cenuRP1l9H3pnkuXd6j/gfkACgaCe3eQHgKhFTACgSUwAoElMAKBJTACgSUwAoElMAKBJTACj6f0rIQewYVvcEAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_adjusted_measurements():\n", " plt.figure(figsize = [ 8, 6 ])\n", " plt.gca().yaxis.set_visible(False)\n", "\n", " for i in range(len(measurements)):\n", " m = measurements[i]\n", " plt.plot([ m.adjustment - m.rtt, m.adjustment + m.rtt ], [i,i], color = 'black', label = \"Uncertainty\")\n", " plt.plot([ m.adjustment, m.adjustment ], [i-0.1,i+0.1], color = 'blue', label = \"Adjustment\")\n", " plt.plot([ m.true_adjustment, m.true_adjustment ], [i-0.1,i+0.1], color = 'red', label = \"Truth (hidden)\") \n", " plt.ylim(len(measurements), -1)\n", " \n", "plot_adjusted_measurements()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def create_edges():\n", " # Algoritm från RFC5905 A.5.5.1 för att hitta överlapp (notera att algoritmen i RFC5905 är trasig, använd rättade som finns i erratan)\n", " global edges\n", " edges = []\n", " for m in measurements:\n", " e = DictObject()\n", " e.value = m.adjustment - m.rtt\n", " e.kind = -1\n", " edges.append(e)\n", "\n", " e = DictObject()\n", " e.value = m.adjustment + m.rtt\n", " e.kind = +1\n", " edges.append(e)\n", "\n", "create_edges()\n", "\n", "def plot_edges():\n", " plt.figure(figsize = [ 8, 6 ])\n", " plt.gca().yaxis.set_visible(False)\n", "\n", " for i in range(len(edges)):\n", " e = edges[i]\n", " x = e.value\n", " d = e.kind * 0.3\n", " plt.plot([ x-2, x-0.5, x+0.5, x+2 ], [ i-d, i-d, i+d, i+d ], color = 'black')\n", " plt.ylim(len(edges), -1)\n", "\n", "plot_edges()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Sortera edges baserat på tid\n", "def sort_edges():\n", " edges.sort(key = lambda a: a.value)\n", " \n", "sort_edges()\n", "plot_edges()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def selection_algorithm(max_allow = 1):\n", " # Kör om tidigare steg så man slipper upprepa sig senare\n", " adjust_measurements()\n", " create_edges()\n", " sort_edges()\n", "\n", " if not max_allow:\n", " max_allow = len(edges) // 2\n", " \n", " N = len(measurements)\n", " for allow in range(max_allow):\n", " wanted = N - allow\n", " found = 0\n", "\n", " lo_chimes = []\n", " hi_chimes = []\n", "\n", " chime = 0\n", " lo = None\n", " for e in edges:\n", " chime -= e.kind\n", " lo_chimes.append((e.value, chime))\n", " if chime >= wanted:\n", " lo = e.value\n", " break\n", "\n", " chime = 0\n", " hi = None\n", " for e in reversed(edges):\n", " chime += e.kind\n", " hi_chimes.append((e.value, chime))\n", " if chime >= wanted:\n", " hi = e.value\n", " break\n", "\n", " plot_edges()\n", " plt.plot([ x for (x, y) in lo_chimes ], [ y-1 for (x, y) in lo_chimes ], color = 'blue', label = \"lo\")\n", " plt.plot([ x for (x, y) in hi_chimes ], [ len(edges)-y for (x, y) in hi_chimes ], color = 'green', label = \"hi\")\n", " plt.plot(plt.xlim(), [ wanted-1, wanted-1 ], color = 'blue')\n", " plt.plot(plt.xlim(), [ len(edges)-wanted, len(edges)-wanted ], color = 'green')\n", " if lo is not None:\n", " plt.plot([ lo, lo ], plt.ylim(), color = 'blue')\n", " if hi is not None:\n", " plt.plot([ hi, hi ], plt.ylim(), color = 'green')\n", "\n", " midpoint = None\n", " uncertainty = None\n", " best_adj = None\n", " best_rtt = None\n", " avg = None\n", " good = None\n", " if lo is not None and hi is not None and lo < hi:\n", " midpoint = (lo + hi) / 2\n", " uncertainty = (hi - lo) / 2\n", "\n", " good = []\n", " for m in measurements:\n", " if m.adjustment >= lo and m.adjustment <= hi:\n", " good.append(m.adjustment)\n", " if best_rtt is None or m.rtt < best_rtt:\n", " best_adj = m.adjustment\n", " best_rtt = m.rtt\n", "\n", " s = \"allow = %u, wanted = %u\" % (allow, wanted)\n", " if midpoint is not None:\n", " s += \"\\nmid = %.3f +/- %.3f\" % (midpoint, uncertainty)\n", " plt.plot([ midpoint, midpoint ], plt.ylim(), color = 'orange', label = \"range midpoint\")\n", "\n", " if best_adj is not None:\n", " s += \"\\nbest = %.3f +/- %.3f\" % (best_adj, best_rtt)\n", " plt.plot([ best_adj, best_adj ], plt.ylim(), color = 'pink', label = \"lowest rtt midpoint\")\n", "\n", " if good:\n", " av = sum(good)/len(good)\n", " st = np.std(good)\n", " s += \"\\navg = %.3f std %.3f\" % (av, st)\n", " plt.plot([ av, av ], plt.ylim(), color = 'cyan', label = \"average\")\n", "\n", " plt.title(s) \n", " plt.legend()\n", " \n", "selection_algorithm()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# En klocka går rejält fel\n", "measurements[7].shift_remote_time(100)\n", "\n", "adjust_measurements()\n", "plot_adjusted_measurements()\n", "\n", "def show_shifts():\n", " for i in range(len(measurements)):\n", " m = measurements[i]\n", " if 'orig_remote_time' in m:\n", " x0 = m.adjustment\n", " x1 = x0 + m.orig_remote_time - m.remote_time\n", " p = patches.FancyArrowPatch((x0, i), (x1, i), connectionstyle = 'arc3, rad=%s' % 0.3, color = '#ffc0c0')\n", " plt.gca().add_patch(p)\n", "\n", "show_shifts()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "selection_algorithm(2)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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n2R3A2dkTZHZBWb3TgKtziLOW+SL+Qzi8G04cvnxepp1AnJnZkY53BPluEB7JfM3gfwKjnXNZcWW2vAumyK8Fvs5rP865AWZWGegLnBxZrzjiWIVt+SZSbDQylTCti3j+Pf68GEBT4FY7vGVYE+BY59wqYARwD7DJzF4z3/qr2DjfgPtX+P6hG4GzgJn83DrtGvxotC1+hHYl8H4+4hqM7+byXS7H3QM8A7xkZplTxqlAjYjVauDr6/4ikVq2huj4rjpLLVtDdPMNt/vhC9hjZtPsCN10gvWq4Ssofe6c+0sun2Eb/pzqO/Zz4+8cBa3UpgH9zeywXq5WBC3fRIqTRqYSpiYRz4/HX3wDPsnen1ubMefcK8ArwajoWfzFJ78mH9N8ZjYN6JnL4s+cc2fncsxP8YXmCZLCavz5SvAXA72X+UsemG5mG/DnWt/II5zB+AuX8hKFHwEfhz+3+mVwvMw2b+2ImPbMFvNhDdHNbA3QO4fRfGf8VPnmYLscv4NIZlYFeBs/U3CkC6Aq4c8f18A3JTiSSviRf+ax8tPyDaAaUM18+7fjjmbKWuRoaWQqYbrezBoHU4F34Vtugb/IZFhwDtLMLDa4RSLezFqZ2RnBL/M0/Dm5zF+aG4FmwUgrR865s/Now5ZrEjGz9mZWOUjg44D1zrmPgsULgHPNrHkQbz/8OeBleeyvGz5Bvp7t/X7BsaKDY/0N35Em80rVl4Dfm9lxwcjsVmBibsfJpwJN8QbTsW/gv/vB2adkzezC4L9TlPlm5n8D/heMUrPv62TzrdiqBd/vlfjzop8Gy4us5ZtIcVIylTC9gm92/W3wuA/AObcQf57tSXwiWcXPV6xWwY/mtuAv8KmPT8Twc2LaamZfFHGstwfHXIcfDQ2MWPYS/vaVWcAu4HHgd865ryHr/s1p2fY3BHjLObc72/u1gFfx50JX46+CPcs5lxYsfxY/tZqCT9YfBO8VRn5vicnUDX9LzpnAjogp4cwR/3H4BLg7iPMQEd+XmT1jZs9kviSYssdfIX0zcKlzLvO/31G3fBMpSSp0L1KBmW/OvRh/Plq/DESOkkamIhVbTeD3SqQihaORqYiISCFpZCoiIlJISqYikiczm2Vm14Qdh0hppmQqUgBm1trM/m2+W8oqMxuYbfklZvaV+brBy83sgiPsr6+ZfWFme8xsnZldErx/kpm9Y74TyjYz+8h8KcXM7Yaa7zYT2X2m91F8nkIlSjO7zHx95J1mtsnMXgxu6cltfRd81syY/xGxbISZfWu+e8yPZvZIZqGHoABF9m47zsxuPdrYRYqSkqlIPgW/2N8B3sd3S8nscHJSsPw4YBK+UlINYCS+uESOBe/Nt1Z7BV/Bpyb+XslFweJa+EIFrfCdZeYHx440L9t9srOK6KMWxFygu3OuJtAcX3DhviNs0y4i5shE/h7QIegek4AvSHET+AIU2brtJOJvuXmziD+PyFFRMpVSxczuMLPVESO7gcH7VcyXwEuIWLeeme3LTFZmdruZbQhGNdcEI5dcu5UchZPxJQ8fCbql/BufTH4dLG8M7HDOTXPeB8AeIqr5ZPMnfA3iac65dOfcVufcagDn3Hzn3Hjn3Dbn3EHgEaCVmdUpaNBmVtXMJpnvLbrDzBaYWQPz9ZB7Ak8GI70ng/X7mdnXwWjzSX5Z5D+Lc26dc25LxFt5dojJi3NutXNuR2bY+GSZ274GA7MLWptZpLgomUppsxr/C74mMJqgt6Vzbj/wFjAoYt1LgE+dc5vMt2D7Pb5Qegt8AflcmdlTlnv3mKW5bZbLe5kJfiHwlZmdb76C0QXAfiC3/XUNYkkJ/giYZL4aVE56AT8FdYIztTezLWb2jZn92XKvfTsE/302wXfhGQbsc879Ed/67YZgxHeDmdXFj/b+hG8jt5psLc9+8QWY9TCznfgiDRcBj+a1PjDbfKPvtyxbf1Uzu9zMduELZLQj94IUg/E1f0VKB+ecHnqU2ge+oMCvgud9gW8jls3Fl7MD37LtLxHLWuBr9bYowlgq4ys13R48PxM4AHwUsc7V+GL06cBe4Nw89ncAWIMvPRiHT2Iv57BeY3wN3EER7zUHTsD/QZyIb8h9Zy7H+Q2+801SDstmAddEvB6ML1yf+drwBf2vye1zRKx7HL6a0Ul5rNML3wygFr7C1TKgUg7rtQTuBRrmsKxn8B3Hhf3vUw89Mh8amUqpYmaD7eem4Dvwo766weJ/4wuZn2JmTfHnGKcGy47l8C40kc+LhPPTrRfga9n+hC91N4Wge4yZ9cX37eyNTxinAf8w3+8zJ/uAF5xz3zjnUvF9S8+JXMF8bdsZwFPOuVcjYvnWOfedc+6Qcy4FGINvNJ6TfwIfAa8FU+BjzdfXzclh36NzzpHP79L5ZuXT8aUVc1tntnPugPPTuTfj/yBoncN6K/EF/J/KYTdDgDeD70ykVFAylVIjSJDP4xs913HO1cKPXAzA+YLqU/BTvZcD77ufa9tuwI/gMkV2pMnpWM/kcHXoYbVfc+KcW+qcO805V8c51x8/Qszs4JKMP4+3MEhyC/DNrvvmsrul5NHpxsxq4xPpuy6XDjqRoZHLuU3nW5uNds614ee6uoMjtou0gYjvzsyMI3yX2RzW8SUfco07p32Zb/v2f2iKV0oZJVMpTWLxv1w3A5jZVfx8PjLTK8ClwBXB80xTgKvM37pSHd9BJFfOuWEu9+4xbXPbzsySggt6qpvZbfii9xODxQuAnpkjUfOtw3qS+znTF4KYmwcx/wF/pXBm0+2PgLnOuTtyiONs83V1MbOTgT/zy6t9M9c93cwSzSwaX4j/IId32mkesfoHQFvznV8q4a+mbZjH93FFcNuKBX8M3Q98nMu6bc0sOTifHIdvYfcDQUec4KKxzIvJ2gB35rCvgfjm65/kFpNIGJRMpdRwzi3H/4Kdh/8ln4g/Lxq5zn/xV8gei2/Blfn+NHy3lk/wXWbmBYv2F3GYv8aP3jYBfYB+zl8chfM9T+8B3jCz3fhzoA8452ZAVuLJGvU65ybgO878F98cfT/BrSD4pNEZn2wjR83HB8v74Bt978F3fHkLP02ck4b4lmm78InrU/wtPACPAReb2XYze9z5K3P/D9+ZZyv+3OXcX+4ySxv8+djUYL0V+I4/BJ95mplldvVpgG+ztwt/7rkZMCCYPgd/oVNKxGf6kJ87AmUaArwUTD+LlBqqzSvlkpm1xk8RV3HOpYcdj4iUbxqZSrlhZgPNLCY41/hX4D0lUhEpCUqmUp78Dn++dTX+nODwcMMRkYpC07wiIiKFpJGpiIhIISmZioiIFFJutTxzVLduXdesWbNiCkVKgxUr/M9WrfJer6StOHQIgFapK/0bNUpZgIEVW/0X2KpO6YxPRApm0aJFW5xz9Y60XoGSabNmzVi4cOHRRyWlXu/e/uesWWFG8Uu9U/cCMOvzoNpe31nhBZOH3hN7AzBr6KxQ4xCRomFm3+dnPU3zioiIFJKSqYiISCEpmYqIiBRSgc6ZioiUNwcPHmT9+vWkpaWFHYqEqGrVqjRu3JjKlXPrTpg3JVMRqdDWr19PfHw8zZo1w3eck4rGOcfWrVtZv349J5xwwlHtQ9O8IlKhpaWlUadOHSXSCszMqFOnTqFmJ5RMRaTCUyKVwv4b0DRvDg4ePMjChQtJT/cNR44//niaNm0aclQiUl7FxcWRmpoadhhSCBqZ5uCpp56iW7du9OrVi169ejF+/PiwQxIRkVJMyTQHCxcupGHDhsycOZOZM2cyZMiQsEMSkQrAOcfIkSNJSEggMTGRyZMnhx2S5JOmeXOQkpJC+/bt6dOnT9ihiEgJGjECFi8u2n0mJ8Ojj+Zv3bfeeovFixezZMkStmzZQufOnenVqxeNGjUq2qCkyGlkms3Bgwf56quvSExMDDsUEalg5syZw6BBg4iOjqZBgwacdtppLFiwIOywJB80Ms3mv//9lgMHniM29ohNAkSknMnvCLK4OOfCDUCOmkam2Xz44QZgIHfffQ49esCbb0JwUa+ISLHq1asXkydPJiMjg82bNzN79my6dOkSdliSD0qm2URFzSQqqikPPZTOjz/CxRdDixbw8MOwY0fY0YlIeTZw4ECSkpJo164dZ5xxBmPHjqVhw4ZhhyX5oGSaTUpKCq1aNeK22yqxciVMnQrNmsFtt0HjxnDjjbByZdhRikh5knmPqZnx0EMPsWzZMlJSUrj00ktDjkzyS8k0m5SUlKyLj6Kj4YILfKPsL77wo9Rnn4VWreC88+Djj0GnOERERMkUuOeee6hXrx716tXju+++y/FK3vbtYeJEWLsW/vxn+O9/oW9faNcOJkwANZwQEam4lEyBdu3acckll3DJJZdw880351mkoWFDGD3aJ9UJE8AMrr4ajj8eRo2CDRtKMHARESkVdGsM/qT/wIEDC7RN1apw1VUwdKifBn70UbjvPnjwQbjsMn/zd4cOxRKuiIiUMhqZFpIZnH46vPMOfPMNDBsGb70FHTvCaaf5C5gyMsKOUkREipOSaRFq0QIefxzWr/e30nz/PVx4oX//kUdg586wIxQRkeKgZFoMatWC3/8eVq3yRR+aNPGvGzeGm2/274uIZFqzZg0JCQm/eH/UqFHMnDkzhIikoHTOtBhVquRHphdeCIsWwWOPwdNPwxNP+FtrRoyA3r39VHFebr31Vr7++msAYmJimDp1avEHLyKhGzNmTNghSD5pZFpCOnaEl17yU79//CP85z9wxhk/33KT2601mzZt4m9/+xvLly9n06ZNbN68uUTjFpGSkZGRwbXXXkvbtm0588wz2bdvH0OHDuWNN94IOzTJB41MS1ijRnDvvXDXXfDKK/4q4Kuugj/8AYYP948GDX5ePyUlBYDnn3+evn37hhS1SMUwYvoIFv9UtD3Ykhsm8+hZR66gv3LlSl599VWef/55LrnkEt58880ijUOKl0amIalWzd+funQpzJwJXbr4+1ePP97fbpPZUzEzmaolnEj5dsIJJ5CcnAxAx44dWbNmTbgBSYFoZBoyM+jTxz+++cafT33hBXjxRX9rTaVKlahbtwENIoerIlIs8jOCLC5VqlTJeh4dHc2+fftCi0UKTiPTUuSkk3wyXbcOHnoIvvsOPv74BqKjJ4UdmoiI5EHJtBSqXdt3qVm58hCVKj3Jxo19WbIk7KhERCQ3muYtxdau/Zb09D9Rrdq1jBlTBV2PIFI+NWvWjGXLlmW9vu2220KMRo6GRqalmL/4aCdXXLGFt95Co1MRkVJKI9NSZt++fbzyyisATJ8+HTPjnntq8frrMGYMGp2KiJRCSqalzO7du7nmmmuyXrdv357jjotlxAh/68ySJb6HqoiIlB6a5i1l6tSpw9q1a7Me//nPfwBferBmTZ9QRUSkdNHItJSJjo6mSZMmv3i/Vi245Ra45x5f0CG4t1tEREoBjUzLkJtv9qNT1b4WESldlEzLkMzR6dSpP5cbFBEpCT/++CMXX3xxjst69+7NwoULj2q/+WkzN2vWrKxTXqWVpnnLmJtv9o3Gx4yBt97y761Zs4bdu3cDEBsbS/PmzUOMUESOlnMO5xxRUaVvnHPssccWSweb/LSZmzVrFnFxcXTr1q3Ij19USt9/MclT9tHp0qVLOeGEE0hKSiIpKemwK4FFpPRbs2YNrVu35rrrrqNDhw6sW7eO4cOH06lTJ9q2bcvdd9+dtW6zZs24++676dChA4mJiVl9jjdv3ky/fv3o0KEDv/vd72jatClbtmwBYNKkSXTp0oXk5GR+97vfkZGR8YsYmjVrxl133cWpp55Kp06d+OKLL+jfvz8nnngizzzzTFacmQ3M9+3bx2WXXUZSUhKXXnrpYXWE4+LiuPXWW+nQoQN9+vTJahu5ePFiunbtSlJSEgMHDmT79u0Ah7WZy+nzrVmzhmeeeYZHHnmE5ORkPvvss6L+T1AkNDItg26+2bduGz0azj13PgDPPfccxxxzDPXq1Qs5OpEybNEI2F7E51BqJ0PHvAvor1ixghdeeIGnnnoKgPvvv59jjjmGjIwM+vTpw9KlS0lKSgKgbt26fPHFFzz11FOMGzeOf/zjH4wePZozzjiDO++8k+nTp/Pcc8+OyEuSAAAgAElEQVQB8NVXXzF58mTmzp1L5cqVue6663j55ZcZPHjwL2Jo0qQJ8+bN45ZbbmHo0KHMnTuXtLQ02rZty7Bhww5b9+mnn6Z69eosXbqUpUuX0qFDh6xle/bsoUOHDjz88MOMGTOG0aNH8+STTzJ48GCeeOIJTjvtNEaNGsXo0aN59NFffi85fb5hw4YRFxdXqitDKZmWQZmj07vvhqpVtxEbG8vVV19dKqeGROTImjZtSteuXbNeT5kyheeee4709HQ2bNjA8uXLs5LphRdeCPg2bW8F53rmzJnD1KlTATjrrLOoXbs2AB9//DGLFi2ic+fOgB9R1q9fP8cYzj//fMC3e0xNTSU+Pp74+HiqVq3Kjh07Dlt39uzZ3HTTTQBZs2KZoqKiuPTSSwG48sorufDCC9m5cyc7duzgtNNOA2DIkCH83//9X45x5PT5ygIl0zLqppv8udOZM08lISFBiVSkKBxhBFlcYmNjs55/9913jBs3jgULFlC7dm2GDh1KWlpa1vLMVm3R0dGkp6cD/lxrTpxzDBkyhL/85S9HjCFzv1FRUYe1g4uKiso6TiQzy8cny/962eOI/HxlgX4Dl1G1asGIEY4tW3rSqNE5YYcjIkVk165dxMbGUrNmTTZu3Mi0adOOuE2PHj2YMmUKADNmzMg6H9mnTx/eeOMNNm3aBMC2bdv4/vvvCx1jr169ePnllwFYtmwZS5cuzVp26NChrHOgr7zyCj169KBmzZrUrl0763znP//5z6xRan7Ex8dnXWRZWimZlmGXXbYR2MLixdeSwzUFIlIGtWvXjvbt29O2bVt+85vf0L179yNuc/fddzNjxgw6dOjAtGnTaNSoEfHx8bRp04b77ruPM888k6SkJPr168eGDRsKHePw4cNJTU0lKSmJsWPH0qVLl6xlsbGxfPnll3Ts2JF///vfjBo1CoAXX3yRkSNHkpSUxOLFi7Pez4/zzjuPqVOnluoLkCy36YGcdOrUyR3tvURS9GbMmEH//v8E/snjj8ONNxZ+n717+5+zZhV+X0Wpd+peAGZ9HozC+84KL5g89J7YG4BZQ2eFGofk31dffUXr1q3DDqNQ9u/fT3R0NJUqVWLevHkMHz6cxSHdjB4XF0dqamooxy6snP4tmNki51ynI22rc6ZlmG/RNokzzhjPnXfGcP750LRp2FGJSElbu3Ytl1xyCYcOHSImJobnn38+7JAqHCXTMiwlJYWGDRsyYUIMbdvCsGHw4YdQwPP9IlLGtWzZkv/9739hhwFQZkelhaVzpmXMzJkzadmyJS1btmTKlCkkJCTQtCk8+CBMnw6TJoUdoYhIxaORaRlTu3btw072Dx06FIDrroNXX/Wt2vr3h1xuJRMRkWKgZFrGdOzYMeuS9EhRUfCPf/jWbDff7BOriIiUDE3zliOtW8Of/wyvvQbvvRd2NCIiFYeSaTlz++2QmAjDh8POnWFHIyL5ERcXV6LHmzhxIj/++GO+1n377bdZvnz5UW2bm9y6v0QWvS+oZ555hpdeeinPdRYvXsyHH354VPs/EiXTciYmBsaPhw0b4A9/CDsaESmN8psQ09PTiyWZFkdv0mHDhuVYwD+SkqkUSOfOvhD+s8/Cp5/699LS0rj++uu54ooruOKKK7jnnntCjVFEfsk5x8iRI0lISCAxMZHJkycDcN111/Huu+8CMHDgQH7zm98AMH78eP70pz8BObday8jIYOjQoVn7e+SRR3jjjTdYuHAhV1xxBcnJyYe1TwPf6Puuu+7itNNO469//SvvvvsuI0eOJDk5mb/+9a9H3PaWW26hV69etG7dmgULFnDhhRfSsmXLrDjh55G4c44bbriBNm3acO6552aVPQTfju0Pf/gDXbp0oUuXLqxatQqA77//nj59+pCUlESfPn1Yu3YtAPfccw/jxo3LiiNz25NOOonPPvuMAwcOMGrUKCZPnkxycnLWd1tUdAFSOTVmjO95eu21sGQJzJ07h6eeeoomTZpQpUoVDh48GHaIIqXPqrUQVNsqMnHVocXx+Vr1rbfeYvHixSxZsoQtW7bQuXNnevXqRa9evfjss884//zz+eGHH7JKAs6ZM4fLLrss11Zrbdu25YcffmDZsmUA7Nixg1q1avHkk08ybtw4OnXKubDPjh07+DT4S3zlypUMGDCAiy++GIBp06bluW1MTAyzZ8/mscce41e/+hWLFi3imGOO4cQTT+SWW26hTp06WetOnTqVFStWkJKSwsaNG2nTpk3WHwoANWrUYP78+bz00kuMGDGC999/nxtuuIHBgwczZMgQJkyYwE033cTbb7/9izjS09OZP38+H374IaNHj2bmzJmMGTOGhQsX8uSTT+brv0dBaGRaTlWvDs8/DytX+r6nvloSLFq0iJUrV2YVxRaR0mPOnDkMGjSI6OhoGjRowGmnncaCBQvo2bMnn332GcuXL6dNmzY0aNCADRs2MG/ePLp163ZYq7Xk5GQ+/vhjvv32W5o3b863337LjTfeyPTp06lRo0a+4shsoXY0Ilu5tW3blkaNGlGlShWaN2/OunXrDlt39uzZWZ/32GOP5Ywzzjhs+aBBg7J+zps3D4B58+Zx+eWXA/DrX/+aOXPm5BhHZCu3NWvWHPXnyS+NTMuxM86Aq6+GcePgnHN20qBBAzUPF8lLPkeQxSW3WunHHXcc27dvZ/r06fTq1Ytt27YxZcoU4uLiiI+Pz7PV2pIlS/joo4/4+9//zpQpU5gwYcIR44hsCVdQRdnKLXJZbuvl9n5Jt3LTyLScGzfOF3CYOXMQbdsmhx2OiOShV69eTJ48mYyMDDZv3szs2bOzirSceuqpPProo/Tq1YuePXsybtw4evbsCeTeam3Lli0cOnSIiy66iHvvvZcvvvgCKFhLs+zrFmU7tF69evHaa6+RkZHBhg0b+OSTTw5bnnlec/LkyZx66qmAvxL4tddeA+Dll1+mR48e+T5ecbZyUzIt52rVgieeyGDfvlbANWGHIyJ5GDhwIElJSbRr144zzjiDsWPH0rBhQwB69uxJeno6LVq0oEOHDmzbti0rmebWau2HH36gd+/eJCcnM3To0KyR69ChQxk2bFiOFxFld9lll/HQQw/Rvn17Vq9eXaBt8/N5W7ZsSWJiIsOHD/9Fj9P9+/dzyimn8Nhjj/HII48A8Pjjj/PCCy+QlJTEP//5Tx577LF8H+/0009n+fLlxXIBklqwVQArV67kpJP20qpVfb7+ulGe66oFW+GoBVvZUx5asJVHzZo1Y+HChdStW7fEjlmYFmwamVYA/uKj91i1qiHbt4cdjYhI+aNkWgH4ZPo+GRnGtGlhRyMicmRr1qwp0VFpYelq3nLqp59+Yu7cuQB8/PHHtGixnd27fc3e4KpyEREpIkqm5dSSJUuybrIGuPLKK4mJgTffhIMHoXLlEIMTESlnlEzLqW7durF06dKs1y1btmT6dJgwAebMgdNPDzE4EZFyRsm0nIqPjycxMfGw9/r1gypV/FSvkqmISNHRBUgVSGysr4r03ntQgDuiRETkCJRMK5jzzoNVq2DFirAjEZHilJGREXYIFYqSaQUzYID/6Uenjh9++IF169axbt26YiuzJSJHdsEFF9CxY0fatm3Lc889x9NPP83tt9+etXzixInceOONQM7t1sC3Nhs1ahSnnHIK8+bNY8yYMXTu3JmEhAR++9vfZtX+XbBgAUlJSZx66qlZLd/AJ+CRI0fSuXNnkpKSePbZZ0v4Wyi7dM60gmnSBJKTfTKNjn6EW2+9NWvZww8/DPw+vOBEQjYCWFzE+0wGHs3HehMmTOCYY45h3759dO7cmY8//pju3bszduxYwNen/eMf/5hru7XBgwezZ88eEhISGDNmDODLDI4aNQrwHVbef/99zjvvPK666iqee+45unXrxh133JEVw/jx46lZsyYLFixg//79dO/enTPPPJMTTjihiL+V8kfJtAI67zy4/36Ij19M48aNsxqFd+nShaD/sIiUsMcff5ypU6cCsG7dOr777juaN2/O559/TsuWLVmxYgXdu3fn73//e1a7NYB9+/ZRv359wHdIueiii7L2+cknnzB27Fj27t3Ltm3baNu2LT179mT37t1069YNgMsvv5z3338fgBkzZrB06VLeeOMNAHbu3MnKlSuVTPNBybQCOu88uPdeWLSoHj16nMLVV18ddkgipUJ+RpDFYdasWcycOZN58+ZRvXp1evfuTVpaGpdeeilTpkzh5JNPZuDAgZhZnu3WqlatSnR0NABpaWlcd911LFy4kCZNmnDPPfeQlpaWa5s38Kd+nnjiCfr3719sn7W80jnTCqhjR2jQwLFxY5df3D4jIiVv586d1K5dm+rVq/P111/z+eefA77B9dtvv82rr76a1bA7t3Zr2aWlpQFQt25dUlNTs0abtWvXJj4+PusYme3MAPr378/TTz/NwYMHAfjmm2/Ys2dPMX3q8kUj0wooKgq6dt3CO++cxcknx4QdjkiFd9ZZZ/HMM8+QlJREq1at6Nq1K+ATX5s2bVi+fHlWX9PIdmuHDh2icuXK/P3vf6dp06aH7bNWrVpce+21JCYm0qxZs6xpYfDnRq+99lpiY2Pp3bs3NWvWBOCaa65hzZo1dOjQAecc9erV4+233y6hb6FsUzKtoBo0+BLoTVxch7BDEanwqlSpwrRculBkns+MdOmll2aNVCOlpqYe9vq+++7jvvvu+8V6bdu2zaqQ9uCDD9Kpk+8wFhUVxQMPPMADDzxQ4M9Q0SmZVlCbNq0EenPMMY3DDkVEStgHH3zAX/7yF9LT02natCkTJ04MO6QyT8m0glq71ldtOHAgOuRIRKSk5TaylaOnC5AqqO++Ww7Avn0hByIiUg5oZFqB3H///bz99ts459i+PR1QMhUBf0uImYUdhoQor1uG8kMj0wokPj6e+vXr06BBA/r27QEomYpUrVqVrVu3FvqXqZRdzjm2bt1K1apVj3ofGplWIDfddBM33XQTAGvXQtOmSqYijRs3Zv369WzevDnsUCREVatWpXHjo78gU8m0gqpWzf9UMpWKrnLlyiqXJ4Wmad4KSslURKToKJlWUEqmIiJFR9O8FVR0NFSuDHPnfsH1148HCK5mfDLcwEREyiAl0wqsWjXHjBmzmTv3RapVq0ZUVBStWyuZiogUlKZ5K7BKlQ4C1Xj55ZfZvHkzGzduDDskEZEyScm0AjPbD1RTGzYRkUJSMq3ADh3aQ3R0HM2aNQs7FBGRMk3JtAI7eHAX8fH1iYrSPwMRkcLQb9EKyjnH/v0biIlpGHYoIiJlnpJpBbVx40YOHlxPRka9sEMRESnzlEwrqJSUFGAje/bEhh2KiEiZp/tMK5CDBw8ye/ZsAN59912gOmlpldizB2KVU0VEjpqSaQWyZ88e+vbtm/W6Tp1b2boVNm6E5s1DDExEpIxTMq1A4uLiskamAN9915ohQ2DTJiVTEZHCUDKtQCpVqkTPnj2zXlev7n+q8JGISOHoAqQKrEED/1PJVESkcJRMK7D69f1PJVMRkcLRNG8FFhMDtWv7ZJqamopzjoyMakFFJP2dJSKSX0qmFVyDBjBr1lfEx7cJ3vmEVq1OBlQZSUQkvzT8qODq14cffjhA8+bNGTduHM2bn0h8fHzYYYmIlClKphVcgwawe3d1evfuza233kqTJk2IVQUHEZECUTKt4OLj95KRUVc9TUVECkHJtII7dGgDUJtWrZLCDkVEpMxSMq3g0tJWAVCjRruQIxERKbuUTCu4Awc+A2DFijohRyIiUnYpmVZwa9fOoHLlncyZE3YkIiJll5JpBXbo0CGWL/+SJk3WMndu2NGIiJRdKtpQAY0ePZo5c+Zw4MAB9u7dS8eO+3j9dd89RkRECk4j0wpo//797N27l/T0dPr27csVV5wAoNGpiMhR0si0AnrggQcOe71/P1Spgs6biogcJY1MhSpVoEsXjUxFRI6WkqkA0KMHLFoEhw6FHYmISNmjZCoAdO8O6emwa1fYkYiIlD06ZyoAdOvmf+7cCQcObOSPf3w8a9n9998fUlQiImWDkqkAvkl4QgKsX+9Ys+Zrvv76L0RHRwNKpiIiR6JpXsnSo0fmNK9j8uTJHDx4kIMHD4YdlohIqadkKll69IBDhwyIVUs2EZEC0DSvZOnePfNZLVq0OCHMUEREyhQlU8nStCmYHSAqqg6VKumfhohIfmmaV7KYgdlGqlVLDzsUEZEyRclUsmzdupVDh1ZTv/7+sEMRESlTlEwlS0pKCgCxsbEhRyIiUrboxFgFl5GRweLFiwH46KOPgP7ExSmZiogUhJJpBbd37146deqU9bpy5fOIiYkJMSIRkbJHybSCq1atGu+++27W63vvTQYsvIBERMogJdMKrlKlSpx33nlZrx9+OMRgRETKKF2AJCIiUkhKpiIiIoWkZCoiIlJISqZSrsyZM4fq1asTHR1NdHQ0v/3tb8MOSUQqAF2AJOXKxx9/TFpaGnfddRdmRseOHcMOSUQqACVTKVdSUlI48cQTue+++8IORUQqEE3zSrmSkpKiXqwiUuLK/Mh0xAgIquFJEcj8Lnv3DjWMX0h9zf/MjG9EDgPPQ4cy+OabZ9m/v2lo8S9O9j9L2/cnUpolJ8Ojj4YdReFoZCrlxp49ewGIjY0LORIRqWjK/Mi0rP81U9pkjqhmzQozil/qnep/Jgcjv1m3/XKdiRPf5KqrruKtt76mVat6JRdchN4T/c9Z+ncpUqFoZCrlRkpKClWrVqVFixZhhyIiFYySqZQbKSkptGnThujo6LBDEZEKpsxP80rF9t577/HSSy8BMG/ePC666KKQIxKRikjJVMq0bdu2sXz5cgCaNWvGJZdcEnJEIlIRKZlKmTZkyBCGDBkSdhgiUsHpnKmIiEghKZmKiIgUkpKpiIhIIemcqUgBvfvuu6xYsQKAatWqcc0111C1atWQoxKRMCmZihTQpEmTeP3117Ne169fX1cRi1RwmuYVKaCXXnqJ1NRUtm3bRnR0NEuXLg07JBEJmUamIgWUOaUbGxtLq1atSElJCTkiEQmbRqYihZCQkKBkKiJKpiKFkZiYyHfffcfu3bvDDkVEQqRkKlIIiYmJAHz55ZchRyIiYVIyFSmEzGSqqV6Rik3JVKQQmjVrRmxsrK7oFanglExFCiEqKoqEhAQWLVrE6tWr2bdvHxkZGWGHJSIlTMlUpJDat2/PvHnzaNGiBfPnz2fTpk1hhyQiJUz3mYoU0ujRo+nevTvOOR748QFq1KgRdkgiUsKUTEUKqX79+lx55ZUAjJ84PuRoRCQMmuYVEREpJCVTERGRQlIyFRERKSQlU5FCuvXWW6lbty5169Zl3rx57Nq1K+yQRKSE6QIkkULq3Lkz+/fvxznHU3ufYvv27WGHJCIlTMlUpJAuu+wyLrvsMgAmDJ9A6p7UkCMSkZKmaV6RIhQbF8ue1D1hhyEiJUzJVKQIxcXGsW/fPvbt2xd2KCJSgpRMRYpQbGwsAF999VXIkYhISVIyFSlCmclULdlEKhYlU5EiVK1aNcxMyVSkglEyFSlCZkZsbKySqUgFo1tjRIpYbGwsn3/+Oddeey0AF198Mf379w85KhEpTkqmIkWsbt267Kq5iw8//BCADh06hByRiBQ3JVORIla3bl2WrV0WdhgiUoJ0zlRERKSQlExFREQKSclURESkkHTOVKQYbN26lalTp2a9PvXUU2nbtm2IEYlIcVIyFSkG69evz7o1BqBjx44sXLgwxIhEpDhpmlekGLRu3Zp169axbt06hg8fzrJly0hPTw87LBEpJkqmIsUgJiaGxo0b07hxY7p27cr+/ftZtWpV2GGJSDFRMhUpZomJiYCK34uUZ0qmIsWsdevWREdHs3Tp0rBDEZFiomQqUsyqVq1Ky5YtNTIVKceUTEVKQGJiopKpSDmmZCpSAhITE/n2229JTU0NOxQRKQZKpiIlIPMipHnz5rF161a2b98eckQiUpRUtEGkBLRr1w6AM888E4DmzZuzevXqMEMSkSKkZCpSAk444QRef/11NmzYAECNGjVCjkhEipKSqUgJufjii8MOQUSKic6ZioiIFJKSqYiISCEpmYqIiBSSkqlIMXn++edp0aIFLVq04KSTTuKDDz4IOyQRKSZKpiLF5Nhjj6Vr16507dqVn376iTfffDPskESkmOhqXpFicu6553LuuecC0K9fP5UTFCnHNDIVKQGJiYl8+eWXZGRkhB2KiBQDJVORIuRw7EjbgXPusPcTExPZt28f3377bUiRiUhxCm2ad8T0ESz+aXFYh5dcLP7pUQB6TxwRciSHSz1/CkDWv5kRE3uHGE3uFvywgH3p++j0XCfiq8Rnvb87dTcMhYHvDKRu3brhBShSziU3TObRsx4t8eNqZCpShCpHVwZg055Nh70fGxsLQOoedY0RKY8s+3RUXjp16uQWLlxYjOFI2Hr39j9nzQozil/qnboXgFmfn+Pf6DsrvGDy0Htib5ZtWkaVSlVYO2It0VHRWctatmxJu3bteOONN0KMUEQKwswWOec6HWk9jUxFiliD2Ab8uPtHPlv72WHvq0G4SPmlZCpSxOpUr0NcTByvprx62PuJiYmsWrWK2267jZEjR+q+U5FyRMlUpIhFWRS/avUrXl/+OgcyDmS9f+aZZ1KzZk2efvppnnrqKT799NMQoxSRoqSiDSLFYFDCIF5OeZkZq2cw4KQBAHTv3p1t27aFHJmIFAeNTEWKQb8T+3FMtWN4ddmrR15ZRMo8JVORYhATHcPFrS/mna/fYe/BvWGHIyLFTMlUpJhcnng5ew7u4b0V74UdiogUM50zFSkmPZv25Lj443h12au0cW1YsWIFAJUqVaJ///5Uq1Yt5AhFpKgomYoUkyiL4tK2l/LE/Cdo+r+mPD728axljz32GDfddFOI0YlIUdI0r0gxGpQ4iIOHDtL07KakpKSQkpJCgwYN+N///hd2aCJShJRMRYpRx0YdaXFMCz5c+yEJCQkkJCSQlJSkSkgi5YySqUgxMjMGJQzikzWf8FPqT4B6m4qUR0qmIsVsUMIgDrlDTPnSt5FLTEwkLS2N1atXhxyZiBQVJVORYta6XmsaxTViyU9LAJ9MAU31ipQjSqYiJaBGlRrsObgHgDZt2mBmSqYi5YiSqUgJiIuJI/WAbwxerVo1WrRooWQqUo7oPlOREhCZTOHn3qaZFyGZGVFR+ttWpKzS/70iJSB7Mk1KSmLlypVUqlSJSpUqMWrUqBCjE5HC0shUpARkT6bDhg0jJiaG9PR0AHr06BFWaCJSBJRMRUpA9mTaoEED7rzzzhAjEpGipGlekRKQPZmKSPmiZCpSAjKTqXMu7FBEpBgomYqUgLiYODJcBvsz9ocdiogUAyVTkRKwaf0mALr26kqnTp0YP358yBGJSFFSMhUpAfFV4gE4puExrFu3jn/84x8hRyQiRUnJVKQEJLby9Xgff+ZxLrnkEpYtW8ahQ4dCjkpEioqSqUgJiIuJAyD1QCqJiYmkpqby/fffhxyViBQVJVOREpA9mYK6xoiUJ0qmIiUgPsafM92+bzsJCQmAkqlIeaJkKlICWtZpSZRF8eXmL4mPj6dZs2ZKpiLliJKpSAmoXrk6J9U5icU/LQZ+7hojIuWDkqlICUlumHxYMl2xYgX796uIg0h5oEL3IiUkuUEyry17Leu8aUZGBnfeeSd16tShSZMmDB48OOwQReQoKZmKlJDkhskALNm4hG7duhEbG8sjjzwC+BZsSqYiZZeSqUgJyUymi39aTO+uvdm5c2dW4QYzCzM0ESkkJVOREtIgrgGN4hplnTeNjo4mOjo65KhEpCjoAiSREhR5EZKIlB9KpiIlKLlhMl9u/pL96bqKV6Q80TSvSAlKbphM+qF0lm9eTvtG7fO1zfz589m1axcAtWvXpmPHjsUZoogcBSVTkRIUeRFSfpPp9ddfz8KFC7Nef/3117Rq1apY4hORo6NpXpESdGLtE4mtHFug86bPP/88n332GS+//DIAixYtKq7wROQoaWQqUoKio6JJapDE4o35T6bJyX40e+DAAYYMGaIyhCKlkEamIiWsfcP2LP5pMc65Am0XExPDySefrGQqUgopmYqUsOSGyezav4s1O9YUeFsVyBcpnZRMRUpY89rNAVi7c22Bt01MTGTt2rXs3LmzqMMSkUJQMhUpYTHRMQBkuIwCb5uYmAjAsmXLijQmESkcJVORElYpyl/3l34ovcDbZiZTTfWKlC5KpiIlrDDJ9Pjjj6dGjRpKpiKljJKpSAnLTKYHMw4WeFszIyEhgWeffZb4+Hji4+OZPXt2UYcoIgWk+0xFSlhhRqYADz74IG+//XbW62OPPbZI4hKRo6dkKlLCCptMe/bsSc+ePYsyJBEpJE3zipSwwiZTESl9lExFSpiSqUj5o2QqUsKUTEXKHyVTkRJWmpPprFmz6Nu3b9bj3XffDTskkTJByVSkhGXdGnOo4LfGFLeMjAzS0tJIS0tjwYIFPPPMM2GHJFIm6GpekRJWmkemffr0oU+fPgBceeWVfPrppyFHJFI2aGQqUsIqR1cGSmcyjZSYmMj69evZvn172KGIlHpKpiIlrDSPTCOpqL5I/imZipSwSlGViLIovtjwRYEbhJckFdUXyT8lU5ESVimqEnf2uJPXl7/OHTPvCDucXDVu3JiaNWsqmYrkgy5AEgnBvaffy7Z92xj7n7HUrlabO3qUvqRqZiQmJiqZiuSDRqYiITAznjznSQYlDOLOj+/k2YXPhh1SjhITE1m2bFmpno4WKQ00MhUJSZRF8eIFL7Jr/y6GfzCcmlVrclnCZWGHdZjExER27tzJ2LFjiYuLo2nTpgwYMCDssERKHSVTkRBVjq7MlP+bwlmTzuLXU39NjSo1OKflOWGHlaV79zACZ4QAAA8/SURBVO5ERUVxxx1+Gvqcc85RMhXJgZKpSMiqV67Oe4Pe44yXzuCiKRcx48oZ9GxaOlqsJSUlsWPHDtLS0gCIiYkJOSKR0knnTEVKgZpVazL9iuk0rdmUAa8O4IsNX4QdUpb4+Hjq1atHvXr1qFmzZtjhiJRKSqYipUS92Hr869f/olbVWpw16SxWbFkRdkgikk9KpiKlSJOaTfjXr/+FmdHvn/1Yu3Nt2CGJSD4omYqUMifVOYmPrvyIXft30e+f/di0Z1PYIRWb9evXs3DhQhYuXMjixYvJyMgIOySRo6JkKlIKJTdM5oPLP2DdznWcNeksdqbtDDukYvHkk0/SuXNnOnfuTPv27ZkwYULYIYkcFSVTkVKq+/HdeevSt1i2aRkDXh3A3oN7ww6pyA0ZMoT33nuP9957j9q1azN//vywQxI5KkqmIqXYWS3OYtKFk5i7di4XT7mYAxkHwg6pSLVu3ZoBAwYwYMAAkpKSVLpQyiwlU5FS7pK2l/DsgGeZtmoag6cOJuNQ+TyvmFm68NChQ2GHIlJgKtogUgZc2/FadqTt4PaZt1OtcjWeOPsJ4mLiwg6rSCUmJrJnzx7WrFlD8+bNww5HpEA0MhUpI0Z2H8mfe/2ZiYsnctITJzFx8UQOufIzilP/VCnLlExFypAxp49h7m/m0qRmE6565yo6P9+Z2d/PDjusIpGQkADAsmXLQo5EpOCUTEXKmG5NujHv6nlMGjiJTXs2cdrE07hoykWs3rY67NAKJT4+nhNOOEEjUymTlExFyqAoi+KKpCtYccMK7j39Xj5a9RGt/96a22bcxo60HWGHd9TUjFzKKiVTkTKseuXq/KnXn/jmxm+4MulK/jbvb7R8oiVPLXiK9EPpYYdXYImJiXz11Vc0adKEJk2aMHbs2LBDEskXXc0rUg4cG38sE341gRu63MDvP/o91394PU/Of5KHz3yYs1ueHXZ4+TZ06FA2b95Merr/Q6BFixYhRySSP0qmIuVIh0Yd+GTIJ7yz4h1G/msk57xyDv1P7M/DZz5M2/ptww7viFq0aMGzzz4bdhgiBaZpXpFyxsy44OQL+PK6L3n4zIf5fP3ntHumHdd9cB2b92wOOzyRcknJVKSciomO4fen/p5VN61ieKfhPLfoOVo80YKH5j7E/vT9YYcnUq4omYqUc3Wr1+WJc54gZXgKPY7///buNjiqMk3j+P8OIbzEEJLOyAJjGEJOa0AivuDgwqzobpgRqMXVWAsGGJRxpBQLR2qoZT/M4hdLqmZXSkuYnXFdNSxuhRIYq3AW16nVlZ1BEQEzQN6IgBDQmGAggxBInv3QTeeFBAjpzulOrl8V1Z2Tk+67b57kquf06edMY8V7Kxi/djxv7X8L55zf5Yn0CQpTkX4i7zt5bH14K9vmb2NI8hAKNxYy/fXp7KrZ5XdpEeXl5cydO5fCwkIKCwspLi72uySRq6IwFelnZoybwZ4le1g3ax0Hag8w+TeTWbRlEcdOHfO7NNavX09JSQllZWWUlZVRW6v3eCUx6GxekX4oOSmZJXcsYd7N83juw+dY89EaNu7fyIq/XMHPp/6coQOH+lJXaWkpN954o5YUlISjmalIP5Y+OJ3VBas58OQBZnozWfXBKoIvBSneW+zLIvqlpaWRBe9FEonCVETIychh40Mb+fCRDxmZNpKFWxby/Ve+z/Yj23uthsbGRqqrqxWmkpAUpiISMS17Gh/95CPeuP8Njp8+zg/+/QcUlhT2yiL6+/btA1CYSkJSmIpIO0mWxIJbFlC+tJxnpz/L76p+R97LeSzftpyT356M2fNefJ9UYSqJSGEqIp1KTUnlF3f/gqqnqlh4y0Je2PEC414cx5oda2hqbor685WWlpKamsrYsWOj/tgisaYwFZHLGpk2klf+9hV2P76b20fdzs+2/YwJayew+cDmqC76UFpayoQJE0hK0p8lSTwatSJyVW75i1t4d/67bH14KykDUnig5AHufu1udh7bec2PuXfvXjZs2MCGDRvYs2ePDvFKwlKYishVMzNmejPZu2Qvv5r1K8rryrnzlTsp2lTEkYYj3X68jRs3UlRURFFREfX19UyZMiUGVYvEnsJURLotOSmZx+94nMqnKlk5bSWbDmwi+FKQle+t5NS5U1f9OE8//TTl5eWUl5dz8OBBFi9eHMOqRWJHYSoi12zYoGE899fPUb60nMLxhTz/f8+T+2Iu63au40LLhSv+fFZWFsFgkGAwSE5ODmbWC1WLRJ/CVER6LDs9m/UPrOfjn3zMTVk38cQ7T5C/Lp+tFVt1ZRrpFxSmIhI1k0dP5oNFH7D57zdzvuU8s9+cTUFxAXtP7PW7NJGYUpiKSFSZGfffdD/7ntjHmh+uYfeJ3dz6r7fy6G8fpeZ0jd/lyTWoqamhqqqKqqoqjh8/7nc5cUlhKiIxkTIghWVTllH1VBXP3PUM6z9bj/eSx6r3V/Hnpj/7XZ50w2OPPYbneXiex6hRo9i1K36ugRsvFKYiElMZQzL45YxfUra0jFneLJ794Fm8lzxe3f0qzS3NfpcnV2H58uUUFxezdu1aAHbs2OFzRfFHYSoivSInI4eSh0rY/sh2stOzWfz2Ym779W28V/2e36XJFdx7773Mnz+fJUuWMHz4cEpLS/0uKe4oTEWkV03NnsofF/+RNx98k4azDRQUFzBrwyz21+73uzS5AjNj4sSJCtNOKExFpNeZGXNvnkvZ0jJW/81qth/ZTv66fJa+s9SXi5LL5Tnn+PrM1/zhiz8wcPJAPhn2iQ7Rd5DsdwEi0n8NTh7MiqkrePTWR3lm2zO8vPNliiYWcdcNd/ldWr90+txpKusrqairoKKuInK/sq6Sk2fDl98bBtwJn5Z/yuS8yb7WG08UpiLiu6yhWSyatIjiz4o533Le73L6tLMXznKw/uClgVlfyYnGE+32zU7Pxsv0mHvzXIKBIF6mx+nDp5n3o3l8OflLyPPpRcQhhamISB9zoeUCh7451BqYdZVU1IdujzQcwdG6KtWI1BF4AY+ZuTNDgRnwCAaCjMsYx5CBQy557IYRDdASupj77Nmze/NlxTWFqYjEFS0/eHVaXAvHTh1rN7u8eL/6ZHW7tZHTB6UTDASZlj0NLzMUlheDc9igYd163vT0dLKzs3USUgcKUxGJC4YWue/IOUftmdrW2WVdRWSGWVlfydkLZyP7DkkeghfwyB+Rz4N5D7YGZqZH1tCsqF5EYOLEiWzZsoX8/HwAVq9ezX333Re1x09EClMREZ99c/abSEB2fC+z7SXtBiYNJCcjh2AgSEFOQbsZ5qi0USRZ73xAY9myZaSkpES+TktL65XnjWcKUxGRXnDm/Bmq6qsumWFW1FVQe6Y2sp9hjBk+hmAgyIL8BZHZZTAQZMzwMSQn+f9nu6CggIKCAr/LiCv+/6+IiEDkMGTbk2MSTVNzE5+f/LzdR0oq6kMzzaOnjrbbd+R1IwkGgsy5cU67E39yMnIYnDzYp1cg10phKiLSDc0tzXxx6ovIrLLtodlD3xyi2bUuZpA5JJNgIMg937un3QwzNzOXtEE6NNqXKExFRDpwznGi8USnM8yD9Qc513wusm/qwFSCgSC3j7qdeTfPi8wwvUyPwNCAj69CepPCVETigh9n89Z/W3/JDPPibWNTY2S/lAEp5Gbm4mV6zPJmRWaYXsBj5HUjo3qmrCQmhamIxJVof860samRqvqqSxYvqKiroO7bush+SZbE2OFj8QIe026Y1m6GmZ2ezYCkAVGtS/oWhamIJLxzF85RfbK60xlmzemadvuOThtNMBCkcHxhuxlmTkYOKQNSungGkctTmIpIXLjSodLmlmYONxxu/WhJm8A83HC43dVmsoZmEQwEmTFuRmtgZnrkZuaSmpIa65ci/ZDCVETiyonGE7x/6P1LArP6ZDVNzU2R/dJS0ggGgkz57pTWz2MGPLxMj4whGT6+AumPFKYiEhcurt7z8KaHI9sGDRiEF/DIy8pr/TxmeKZ5fer1OvFH4oZ1581+M6sFDseunD4vC/ja7yL6APUxOtTH6FAfoyNe+zjGOfedK+3UrTCVnjGzT5xzd/hdR6JTH6NDfYwO9TE6Er2PvbMqsoiISB+mMBUREekhhWnv+rXfBfQR6mN0qI/RoT5GR0L3Ue+ZioiI9JBmpiIiIj2kMI0hMztkZqVmtsfMPglvyzSz/zazyvCtPl3egZm9amZfmdmf2mzrtG8W8qKZVZnZZ2Z2m3+Vx5cu+rjKzI6Fx+QeM5vZ5nsrw30sN7Mf+lN1fDGzG8zsf8zsgJntM7Nl4e0aj91wmT72mfGoMI29e5xzk9qc8v0PwO+dcx7w+/DX0t5rwI86bOuqb/cBXvjfT4F1vVRjIniNS/sI8EJ4TE5yzr0DYGbjgbnAhPDPrDUzrewOF4Dlzrk8YArwZLhXGo/d01UfoY+MR4Vp75sDvB6+/zpwv4+1xCXn3P8C9R02d9W3OcAbLmQHMNzMRvZOpfGtiz52ZQ7wn865c865z4Eq4M6YFZcgnHPHnXOfhu+fBg4Ao9F47JbL9LErCTceFaax5YB3zWyXmf00vG2Ec+44hAYYcL1v1SWWrvo2GviizX5HufwvqcDS8CHIV9u8zaA+XoGZfQ+4FfgIjcdr1qGP0EfGo8I0tqY6524jdOjnSTP7K78L6oM6W5xVp6h3bR0wDpgEHAf+ObxdfbwMM7sOeAt42jl36nK7drJNfQzrpI99ZjwqTGPIOVcTvv0K2EzoMMWXFw/7hG+/8q/ChNJV344CN7TZ77tADdIp59yXzrlm51wL8BtaD52pj10ws4GEAuA/nHObwps1Hrupsz72pfGoMI0RM0s1s7SL94EZwJ+At4Efh3f7MfBbfypMOF317W1gYfgsyilAw8XDb3KpDu/f/R2hMQmhPs41s0FmNpbQCTQf93Z98cZCl6X5N+CAc+5f2nxL47EbuupjXxqPugRb7IwANocvEZUMbHDO/ZeZ7QRKzGwxcAR4yMca45KZvQlMB7LM7CjwT8DzdN63d4CZhE5QOAM80usFx6ku+jjdzCYROmR2CHgcwDm3z8xKgP2Ezrx80jnX7EfdcWYqsAAoNbM94W3/iMZjd3XVx3l9ZTxqBSQREZEe0mFeERGRHlKYioiI9JDCVEREpIcUpiIiIj2kMBUREekhhamIiEgPKUxFRER6SGEqIiLSQ/8PZBfoX4l+SQ0AAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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MK8bfH7imgDjrmddAfBh5u+Pkb922HahtZhZjwYXi1uUFwMzq4NUTHuucC8eVW1zfnyK/jsMbh+fhnDvHvJ6npwMnOudyCtjXILzjcXLEy2q9JnFBI1MJ0tqI71fjnRcDaA3cZnnbhrXEK3W3HBgFjAF+NrNXzWvBVWr8QvLnAb/Haxd3JjAdyO2Gci3eaLQj3gjtSuC9IsQ1FMiM1vPUL4b/JDDJzHKnjPO3bqsD7IpSy7ZUWq9FbL8m8C7wpXPuf6J8hq1451TfNrNC/3j3W819AAw2ry5x5L564jWHv8j5DdVNrdckjmhkKkFqGfF9K7yLb8BLsvc75+4v6E3OuSnAFH9U9BTexSe/oQjTfGb2AdA3yuJZ0dqOOec+w2tRhp8UVuCdrwTvYqB3c3/JAx+a16qtF4W3YRuKd+FSYargjYCPxTu3usjf31cR+15U0BtLsfUaZlYdmIY3U3CkC6AS8c4f18FrUnAkiXgj/9x9nYR3IdbVzrlPItZT6zWJGxqZSpB+Z2Yt/KnAu4DcJtPPACP8c5BmXouys80s2cxOMLPT/F/mWXjn5HJ/aW4E2vgjrQI5535VSFu2qEnEzE4ys6p+An8YWOec+8hfPAc428za+vEOwjsHvLCQ7fXCS5Cv53t9kL+vBH9f/wv8wqErVScBvzezY/2R2W0c3gKuuIo1xetPx76Bd+yH5p+SNbML/H+nKmbW2P8M30R0k4lc90Qz+5WZ1fSP75V450U/85d3whsx3+Scezff29V6TeKGkqkEaQrwMbDSf9wH4Jybi3ee7XG8RLKcQ1esVscbzW3Gu8CnCV4ihkOJaYuZfV3Csf7B3+davNFQZPPqSXi3r8wAdgCP4jUf/w7C929+kG97w4A3C+h5Wg94Be9c6Aq8q2DPdM5l+cufwptaDeEl63/7r8WiqLfE5OqFd0vOGcC2iCnh3BH/sXgJcKcfZw4Rx8vMnjS//RreOeYxeKPuTXi3yVzinMv997sNaAw8F7Gf3DZ1+5xzG3IfeMdMrdckECp0L1KJmVqviZQIjUxFKje1XhMpARqZioiIxEgjUxERkRgpmYpIVGY23FQ8XuSIlExFIpjZjeZ1bdlnZi8WsHygmX1nZnvM63bSOmLZODNba173k9VmVmgxATO73F9vt5lN828Ryl1WWGeZnmb2f2a21bxOKa/bocLwxfmsMSdKM3vavPrIOWY2PN+yS/1l283sZzP7p3+7T7RtZZjZPP/YzjOvTGHuslP9473dv182/3ujdp4RKQtKpiJ5/YR3i87z+ReYWSPgTeAveN1S5nLo3ljwusWc6Hc/6QVcbmYX5N+Ov62OeLe0/Aavc8weYELu8iN0lqkPPI13j2VrvFtQgiry/i0wEijoVqTPgd7OubpAW7xiDPcVtBEzqwa8DbyM9/lyqyZV81fZjfdvckeUOArrPCNS6pRMpUyZ2Z/MbIV5HV8Wm9kQ//Xq5pW46xSxbmMz22t+KT0z+4OZrTevj+a1ZubMLGo3kqPhnHvTOTcN2FLA4gvwusO87t/3OQbobGYn+u9d6pcAzJVD9G4pV+BVTZrpnNuFl6AvsAJ6dXJ4Z5kP/Bh2OOf24N2P27uA9wHhEehK/5j/YGZXmFl7vFKFp/gj323+ug3N7B1/hPcVEZWICuKce8KvSpRVwLK1zrnNES8V1j1mAF6yHe/fP/oo3j2op/nb+so59xLe/cgFxRG184xIWVAylbK2Aq+cX11gLP4Iwjm3D2/Ud1nEuhcDnznnfjavxdrv8Qqhp+AViI/KzCZY9O4wC44y9jwdW/zEuYKIri3+Hwu78Or2JuEVpijKtlYA+/EqJ+VXYGeZCHk6qUQyr1j+o3iF95PxRszznXNLgBHAbH8EnFt28Am8xHgMXr3hq6Pss0jMrI+ZbccbPV8IjI+yakdgQb7PuIBidMSxoneeESlxSqZSpvwR1U/OuRzn3FS8xtE9/MVTyJtML+dQMroYeME5t8gfjY09wn5GOufqRXmkF/beQuTv2IL/PDyadM494D/vgtdNJf/6Rd4W5Oks88+CNmJen9fRRJ/+BG+E3MnMajqvB2m0xJuAl/BGO+d2O+cWRttvUTnnMv1p3tym3quirFqk43GEfZ3jr38W8FFBnWdESouSqZQpMxtqh5p+b8PrCdrIX/wpXqHyk/0LezKAt/xlzcnbZSby+7KSv2ML/vM8JQGd5xu885zRkn6RtkUhnWX8Ke4PgFucc7MK2ok/er4EbxS63sz+nTstXYDGeFOt+bv5xMx5jcw/xCu7WJCiHo8j7Sdq5xmR0qRkKmXGT5DP4DVybuhPLS7Eb7ztjyRewxudXg68F1G7dj3e6CZXoefDzKv/mv+K2Dy1XY9CbseW3H0k4Z1TjLa9PN1PjrCttnh1h7/Pt95QChgd+sdyOvBX/1xiVM65j5xzg/Cmbr/D+zeAw7vsbAIOcng3n5JypOORbmaRTdjTiX5sY9mXSIlTMpWylIT3C3wTgJldhTcyjTQFbyR1BXnPN74GXGVm7c2sFt7UZlTOuRGFdIeJeh7OzBLNrAaQACSYWQ071IfzLbzp0gv9dUbjnef7zrwOKdebWX3z9AB+B3xS8J6YDJxrZn39pHwv+QrfW/TOMsfijeKfcM49SSHMrKmZ/drfxz68EWBkl50WuVfM+p1W3gTGmFktM+uAd762sO1X84+FAVX941XFX3aFeT1VzU/+9xdyPGb4cd3sX4x2o//6p/62qvj7qeo9tRq5cdsROs+IlAnnnB56lNkD7xfqVrwOLP+L9wvv2nzrLPfXqZbv9TvxOsX8BNyAl5hblnB8Y/ztRj7GRCw/HW90txcvAbTxX6+CN425FS9hfY/XzcYi3rsL6Bvx/HJgDd5tH28DDfLF8hTwUgEx3uPHtSvyEeXzHOMf4+3ANj/mDv6yanhdZ7YCm/3XGgPv4XW/+Qr4K940c7TjNaOA4zUg4t96nf/51uHdztMw4r0fAHdFPD8JmOcf26+BkyKWDShgPzP8Ze3xLjra6X/GOcCQoH/W9ahcD9XmlXLJv7VjIVDdHbolQkQkEJrmlXLDzIb404r1gQfx7tNUIhWRwCmZSnlyPd751hV459duCDYcERGPpnlFRERipJGpiIhIjJRMRUREYpR45FUOadSokWvTpk0phSIFWbrU+3rCCcHGEbg9fh31WjUOW+QfIgo8RDv8pXUq+wE8Oku3eMfvhIY6flI5zZs3b7NzrvGR1itWMm3Tpg1z56p2dFkaMMD7OmNGkFHEgfnfeV8zDq+EN8D/OqOg9033l55e4FI5ggEvDgBgxvAZgcYhEhQzK1JJTU3zioiIxEjJVEREJEZKpiIiIjFSMhUREYmRkqmIiEiMlExFRERipGQqIiISo2LdZ1pZHDhwgLlz53LwoNeQpFWrVrRu3TrgqEREJF5pZFqACRMm0KtXL/r160e/fv147rnngg5JRETimEamBZg7dy7NmjXj5ZdfBrzKTyIiItEomRYgFApx0kknMXDgwKBDERGRckDTvPkcOHCAJUuWkJaWFnQoIiJSTmhkms9//7uS/fufJinpiE0CREREAI1MD/P+++uBIdxzz1n06QP/+hf4F/WKiIgUSMk0nypVplOlSmseeuggP/0EF10EKSnw97/Dtm1BRyciIvFIyTSfUCjECSccw+23J7JsGbz1FrRpA7ffDi1awE03wbJlQUcpIiLxRMk0n1AoFL74KCEBzj/fa8z99dfeKPWpp+CEE+Dcc+GTT8C5YOMVEZHgKZkCY8aMoXHjxjRu3JgffvihwCt5TzoJXnwR1qyBv/wF/vtfOP106NwZnn8esrLKPm4REYkPSqZA586dufjii7n44ou55ZZbGDZsWNR1mzWDsWO9pPr882AG11wDrVrB6NGwfn0ZBi4iInFBt8YAQ4YMYciQIcV6T40acNVVMHy4Nw08fjzcdx888ABceimMGgVdupRKuCIiEmc0Mo2RGZx6Krz9Nnz/PYwYAW++CV27Qv/+3gVM2dlBRykiIqVJybQEpaTAo4/CunXerTSrV8MFF3ivP/IIbN8edIQiIlIalExLQb168Pvfw/LlXtGHli295y1awC23eK+LiEjFoWRaihITvZHpzJkwdy4MGQITJ0K7dnDeefCf/xTt1poVK5Zz9tlnc/bZZxf73K6IiJQ+JdMy0rUrTJrkTf3++c/wxRdw2mmHbrmJdmvNgQP7WbduHYsXL+bnn39m06ZNZRq3iIgcmZJpGTvmGPjrX71ba5591rs46aqroHVrGDMGNmzIu/6uXbsBeOaZZ5gzZw6ZmZllH7SIiBRKyTQgNWt696cuWADTp0OPHt79q61be7fbzJ/vrbd7t5dM1RJORCR+KZkGzAwGDoR334WlS+G3v4U33vCmfwcMgC1bjMTEajRt2jToUEVEJAol0zjSrh089hisXQsPPQQ//ADbth0LdAo6NBERKYSSaRyqX9/rUrNsWQ5mi6lTZ3fQIYmISCGUTOPYmjUrce5nGjUKOhIRESmMkmkcC4VCANSunRRwJCIiUhgVuo8ze/fuZcqUKQB8+OGHwO+oVUvJVEQknimZxpmdO3dy7bXXhp/Xrv1HEhISAoxIRESORMk0zjRs2JA1a9aEn19xxbEBRiMiIkWhZBpnEhISaNmyZfh5FZ3VFhGJe/pVLSIiEiMlUxERkRhpmrcCWLVqFTt37gQgKSmJtm3bBhyRiEjlomRazi1YsIDOnTuHn5966ql8+umnAUYkIlL5KJmWc1999RUATz/9NA0aNKBx48YBRyQiUvkomZZzCxYsICkpiWuuuYYquvRXRCQQ+u1bzoVCITp16qREKiISoHI/Mh016lAj7Yoo97MNGFDQUsfnn99Ho0aNoiyvOMYP976OGnX4svnjva8DClg2/hz/ffeVSlgV3vwM72tF//mSYGVkwPjxQUcRGw1nyrH9+/dz8OABFcIXEQlYuR+Zlve/Zo4kd0QwY8bhyz7++DMGDx7M009/yqmntijLsMqeP0Iv6DgMIPoypvvLbi/xiCqFAS96X2dU8P9nIrHSyLQcy23RlpaWFnAkIiKVm5JpORYKhWjWrBmN1D1cRCRQ5X6at7KZPn06N9xwAwA//vgjvXv3DjgiERFRMi1n6tevT48ePcLPhw8fHlwwIiICKJmWO127dmXy5MlBhyEiIhF0zlRERCRGSqYiIiIxUjIVERGJkc6ZVhJZWVncdtttbNu2DYDU1FTGjBkTbFAiIhWEkmklkZmZyYQJE2jZsiXVq1fnwIEDQYckIlJhKJlWErnVkubNm6eepyIiJUznTCuJUChE06ZNlUhFREqBkmklEQqFVMNXRKSUKJlWAtnZ2SxatEjJVESklCiZVgIrV65k7969SqYiIqVEybQSUKs2EZHSpWRaCYRCIcyMDh06BB2KiEiFpFtjKqgNGzbw+eefA/DJJ5+QkpJCrVq1Ao5KRKRiUjKtoL799lsuuuii8PMrr7wywGhERCo2JdMKqlevXixYsCD8PDU1NcBoREQqNiXTCio5OVkXHImIlBFdgCQiIhIjJVMREZEYaZq3EnPO8dNPP5GTkwNAvXr1SE5ODjgqEZHyRyPTSuyRRx6hRYsWtGrVilatWvHMM88EHZKISLmkkWkllpmZSYsWLcJNwnv06BFsQCIi5ZSSaSUWCoU4+eSTueaaa4IORUSkXNM0byW1Z88eVqxYodtnRERKgJJpJbV48WKcc0qmIiIlQMm0klInGRGRkqNkWkmFQiFq1qxJ27Ztgw5FRKTcUzKtpEKhEB07diQhISHoUEREyj0l00oqFAppildEpITo1phK5P7772fatGk459i4caOSqYhICVEyrUSSk5Np0qQJAEOGDGHIkCEBRyQiUjEomVYiN998MzfffHPQYYiIVDg6ZyoiIhIjJVMREZEYKZmKiIjESOdMK7kJEyawaNEiAMyMxx9/POCIRETKHyXTSmzXrl387ne/IykpiZo1a1KlShUlUxGRo6Bp3kps4cKFAEyePJlNmzaxcePGgCMSESmflEwrMRW7FxEpGUqmlVgoFCIpKYk2bdoEHYqISLmmZFqJLVy4kE6dOlGlin4MRERiod+ilZRzTsXuRURKiJKpGZKlAAAgAElEQVRpJbVx40Y2b96sZCoiUgKUTCspXXwkIlJydJ9pJXLgwAFmzpwJwDvvvAMomYqIlAQl00pk9+7dnH766eHnrVu3plGjRgFGJCJSMSiZViK1a9cOj0wBjjvuuACjERGpOJRMK5HExET69u0bdBgiIhWOLkASERGJkZKpiIhIjDTNK4DXQcY5B0CNGjWoWrVqwBGJiJQfGpkK999/P8nJydSpU4c6deowefLkoEMSESlXNDIVPv30U9q2bcvIkSMB6NatW8ARiYiUL0qmQigU4txzz+W2224LOhQRkXJJ07yV3MaNG9m0aZMqIYmIxEDJtJJTjV4RkdgpmVZySqYiIrFTMq3kFi5cSJMmTWjSpEnQoYiIlFtKppWcGoSLiMROybQSy8nJYdGiRUqmIiIx0q0xldDYsWPJzMxk//797NmzR8lURCRGSqaV0L59+9izZw8Ap59+OoMHDw44IhGR8k3JtBL629/+FnQIIiIVis6ZioiIxEjJVEREJEZKpiIiIjHSOVM5zJQpU1i0aFH4+f333x9gNCIi8U/JVPLYu3cvQ4cOJScnh4SEBEDJVETkSDTNK3ksWbKE7Oxspk6dyoEDBzhw4EDQIYmIxD0lU8lDhe9FRIpPyVTyCIVCVK9enZSUlKBDEREpN5RMJY9QKESHDh1ITNTpdBGRotJvTMkjFAoxaNCgoMMQKTMHDhxg3bp1ZGVlBR2KBKhGjRq0aNGCqlWrHtX7lUwlbMuWLaxfv17nS6VSWbduHcnJybRp0wYzCzocCYBzji1btrBu3TqOO+64o9qGpnklTBcfSWWUlZVFw4YNlUgrMTOjYcOGMc1OaGRayWVnZzN//nwAPvroI0DJVCofJVKJ9WdAybSS27NnD926dQs/b9q0Kcccc0yAEYlUPrVr12bXrl1BhyExUDKt5GrWrMk777wTfp6amqq/0kVEiknJtJJLTEzk3HPPDToMEcG7EOYPf/gDH3zwAWbG3XffzSWXXBJ0WFIESqYiIr5Ro8C/hKDEZGTA+PFFW/fNN99k/vz5fPvtt2zevJnu3bvTr18/nXopB3Q1r4hInMjMzOSyyy4jISGBpk2b0r9/f+bMmRN0WFIEGpmKiPiKOoIsLc65YAOQo6aRqVQomZmZ1KpVi4SEBBISElj6/fdBhyRSZP369WPq1KlkZ2ezadMmZs6cSY8ePYIOS4pAI1OpUD755BOysrK46667vBuxG7wVdEgiRTZkyBBmz55N586dMTPGjRtHs2bNgg5LikDJVCqUUCjE8ccfz3333ee9MH1WsAGJFEHuPaZmxkMPPcRDDz0UcERSXJrmlQolFAqpgpOIlDklU6kw9u7dy/Lly5VMRaTMKZlKhbF48WJycnKUTEWkzCmZSoWhrjciEhQlU6kwQqEQNWrUICUlJehQRKSSUTKVCiMUCtGhQwcSEhKCDkVEKhklUynX3n33XRYtWsSiRYuYPXu2pnilXFq1ahWdOnU67PXRo0czffr0ACKS4tJ9plKubd26lT1NmwLQtk0bLr744oAjEik59957b9AhSBEpmUq5NmzYMF7wv5/hX4AkUh5lZ2dz3XXX8cUXX3Dsscfy9ttvc8MNN3DOOedw0UUXBR2eHIGSqYiIb9SHo5i/oWR7sGU0y2D8mUeuoL9s2TJeeeUVnnnmGS6++GL+9a9/lWgcUrp0zlREJA4cd9xxZGRkANC1a1dWrVoVbEBSLBqZioj4ijKCLC3Vq1cPf5+QkMDevXsDi0WKT8lUpJjeeecdli5dCkDNmjW59tprqVGjRsBRiUiQlExFiunll1/m9ddfDz9v0qSJriIWqeSUTEWKadKkSbzwwgvs37+fxo0bs2DBAiVTiUmbNm1YuHBh+Pntt98eYDRyNJRMRYopd0o3KSmJE044IVwTWEQqL13NKxKDTp06KZmKiJKpSCzS0tL44Ycf2LlzZ9ChiEiAlExFYpBbC3jRokUBRyIiQVIyFYlBbjLVVK9I5aZkKhKDNm3akJSUxIIFC4IORUQCpGQqEoMqVarQqVMn5s2bx4oVK1ixYgU7duwIOiyREvfTTz9FLbg/YMAA5s6de1TbLUqbuRkzZvDFF18c1fbLipKpSIxOOukkZs+eTUpKCikpKXkKOogUh3OOnJycoMMoUPPmzXnjjTdKfLv33nsvp59+eqHrKJmKVAJjx47lpZdeYtKkSUyaNIn+/fsHHZKUI6tWraJ9+/aMHDmSLl26sHbtWm644Qa6detGx44dueeee8LrtmnThnvuuYcuXbqQlpbGd999B8CmTZsYNGgQXbp04frrr6d169Zs3rwZ8Cp29ejRg4yMDK6//nqys7MPi6FNmzbcddddnHLKKXTr1o2vv/6awYMHc/zxx/Pkk0+G48xtYL53714uvfRS0tPTueSSS/LUEa5duza33XYbXbp0YeDAgWzatAmA+fPn07NnT9LT0xkyZAi//PILAMOHDw8n6YI+36pVq3jyySd55JFHyMjIYNasWSX9T1AiVLRBJEZNmjThyiuvDDoMKQnzRsEvJduCjfoZ0LXwAvpLly7lhRdeYMKECQDcf//9NGjQgOzsbAYOHMiCBQtIT08HoFGjRnz99ddMmDCBhx9+mGeffZaxY8dy2mmnceedd/Lhhx/y9NNPA7BkyRKmTp3K559/TtWqVRk5ciSTJ09m6NChh8XQsmVLZs+eza233srw4cP5/PPPycrKomPHjowYMSLPuhMnTqRWrVosWLCABQsW0KVLl/Cy3bt306VLF/7+979z7733MnbsWB5//HGGDh3KY489Rv/+/Rk9ejRjx45l/PjDj0tBn2/EiBHUrl07ritDaWQqIhKw1q1b07Nnz/Dz1157jS5dunDSSSexaNEiFi9eHF52wQUXAHnbtGVmZnLppZcCcOaZZ1K/fn0APvnkE+bNm0f37t3JyMjgk08+YeXKlQXG8Otf/xrwrlA/+eSTSU5OpnHjxtSoUYNt27blWXfmzJnhPyDT09PDiR686wguueQSAK688koyMzPZvn0727ZtC8/aDBs2jJkzZxYYR0GfrzzQyFREJNcRRpClJSkpKfz9Dz/8wMMPP8ycOXOoX78+w4cPJysrK7w8t1VbQkICBw8eBLxzrQVxzjFs2DD+53/+54gx5G63SpUqedrBValSJbyfSGZWhE9W9PXyxxH5+coDjUxFROLIjh07SEpKom7dumzcuJEPPvjgiO/p06cPr732GgAff/xx+HzkwIEDeeONN/j5558B2Lp1K6tXr445xn79+jF58mQAFi5cmOfWsJycnPA50ClTptCnTx/q1q1L/fr1w+c7X3rppWJdW5CcnBz3VcaUTEVidNttt9GoUSMaNWpE8+bN+fLLL4MOScqxzp07c9JJJ9GxY0euvvpqevfufcT33HPPPXz88cd06dKFDz74gGOOOYbk5GQ6dOjAfffdxxlnnEF6ejqDBg1i/fr1Mcd4ww03sGvXLtLT0xk3bhw9evQIL0tKSmLRokV07dqVTz/9lNGjRwPwz3/+kzvuuIP09HTmz58ffr0ozj33XN566624vgDJok0PFKRbt27uaO8lkqMzYID3dcaMIKOIA/O9qxbJOPGwRQP8rzMKet90f+npBS4tEa+++iqZmZk455g4cSJjxowp1i+KeDbgxQEAzBg+I9A4StOSJUto37590GHEZN++fSQkJJCYmMjs2bO54YYbmD+/hC+kKqLatWuza9euQPYdq4J+FsxsnnOu25Heq3OmIjG69NJLwxd/fPTRRyotKGVuzZo1XHzxxeTk5FCtWjWeeeaZoEOqdJRMRUpQWlqakqmUudTUVL755pugwwAot6PSWOmcqUgJSktLY9myZXluYheRik/JVKQEpaWlkZOTw5IlS4IORUTKkJKpSAlSSzaRyknJVKQEpaSkUL16dSVTkUpGyVSkBCUmJtKhQwclUymW2rVrl+n+XnzxRX766acirTtt2rQ85QyL895oevXqVeDrkUXvi+vJJ59k0qRJha4zf/583n///aPa/pEomYqUsLS0NL788kuuu+46rrvuOj766KOgQxLJo6gJ8eDBg6WSTEujndqIESMKLOAfSclUpBwZMmQIdevW5f333+f999+PWlhcJD/nHHfccQedOnUiLS2NqVOnAjBy5EjeeecdwPv5uvrqqwF47rnnuPvuu4GCW61lZ2czfPjw8PYeeeQR3njjDebOncsVV1xBRkbGYVeeDxgwgLvuuov+/fvz4IMP8s4773DHHXeQkZHBgw8+eMT33nrrrfTr14/27dszZ84cLrjgAlJTU8NxwqGRuHOOG2+8kQ4dOnD22WeHyx6C147tj3/8Iz169KBHjx4sX74cgNWrVzNw4EDS09MZOHAga9asAWDMmDE8/PDD4Thy39uuXTtmzZrF/v37GT16NFOnTiUjIyN8bEuK7jMVKWHnn38+559/ftBhyNFYvgZ27SnZbdauBSmtirTqm2++yfz58/n222/ZvHkz3bt3p1+/fvTr149Zs2bx61//mh9//DFcEjC3W0y0VmsdO3bkxx9/ZOHChQBs27aNevXq8fjjj/Pwww/TrVvBhX22bdvGZ599BsCyZcs455xzuOiiiwD44IMPCn1vtWrVmDlzJv/4xz8477zzmDdvHg0aNOD444/n1ltvpWHDhuF133rrLZYuXUooFGLjxo106NAh/IcCQJ06dfjqq6+YNGkSo0aN4r333uPGG29k6NChDBs2jOeff56bb76ZadOmHRbHwYMH+eqrr3j//fcZO3Ys06dP595772Xu3Lk8/vjjRfr3KA6NTEVE4kRmZiaXXXYZCQkJNG3alP79+zNnzhz69u3LrFmzWLx4MR06dKBp06asX7+e2bNn06tXr6it1tq2bcvKlSu56aab+PDDD6lTp06R4shtoXY0Ilu5dezYkWOOOYbq1avTtm1b1q5dm2fdmTNnhj9v8+bNOe200/Isv+yyy8JfZ8+eDcDs2bO5/PLLAfjNb35DZmZmgXGUdSs3jUxFRHIVcQRZWqLVSj/22GP55Zdf+PDDD+nXrx9bt27ltddeo3bt2iQnJxfaau3bb7/lo48+4oknnuC1117j+eefP2IckS3hiqskW7lFLou2XrTXy7qVm0amIiJxol+/fkydOpXs7Gw2bdrEzJkzwx1ZTjnlFMaPH0+/fv3o27cvDz/8MH379gWit1rbvHkzOTk5XHjhhfz1r3/l66+/BorX0iz/uiXZDq1fv368+uqrZGdns379ev7zn//kWZ57XnPq1KmccsopgHcl8KuvvgrA5MmT6dOnT5H3V5qt3DQyFSkFW7Zs4a233go/P+WUU+jYsWOAEUl5MGTIEGbPnk3nzp0xM8aNG0ezZs0A6Nu3Lx9//DEpKSm0bt2arVu3hpNpZKu1nJwcqlatyhNPPEHNmjW56qqryMnJAQiPXIcPH86IESOoWbMms2fPpmbNmlFjuvTSS7nuuut49NFHeeONN4r13qJ83k8//ZS0tDTatWt3WI/Tffv2cfLJJ5OTk8Mrr7wCwKOPPsrVV1/NQw89ROPGjXnhhReKvL9TTz2VBx54gIyMDO68886YprPzUwu2OKcWbL44bsFWkG+//ZaMjIzw865du1Ie/++oBZsEpU2bNsydO5dGjRqV2T5jacGmaV6RUtC+fXvWrl3L2rVrueGGG1i4cGGZnLcRkWAomYqUgmrVqtGiRQtatGhBz5492bdvX/g+ORE5slWrVpXpqDRWSqYipUzF70UqPiVTkVLWvn17EhISWLBgQdChiEgpUTIVKWU1atQgNTVVI1ORCkzJVKQMpKWlKZmKVGBKpiJlIC0tjZUrV7Jr166gQxGRUqBkKlIGci9Cmj17Nlu2bOGXX34JOCKp6LKzs4MOoVJRMhUpA507dwbgjDPOoFGjRlE7bkjldf7559O1a1c6duzI008/zcSJE/nDH/4QXv7iiy9y0003AQW3WwOvtdno0aM5+eSTmT17Nvfeey/du3enU6dO/Pa3vw3X/p0zZw7p6emccsop4ZZv4CXgO+64g+7du5Oens5TTz1Vxkeh/FI5QZEycNxxx/H666+HW2cVtXuHlK1RwPwS3mYGML4I6z3//PM0aNCAvXv30r17dz755BN69+7NuHHjAK8+7Z///Oeo7daGDh3K7t276dSpE/feey/glRkcPXo04HVYee+99zj33HO56qqrePrpp+nVqxd/+tOfwjE899xz1K1blzlz5rBv3z569+7NGWecwXHHHVfCR6XiUTIVKSO5/SBFCvLoo4+G6zmvXbuWH374gbZt2/Lll1+SmprK0qVL6d27N0888US43RrA3r17adKkCeB1SLnwwgvD2/zPf/7DuHHj2LNnD1u3bqVjx4707duXnTt30qtXLwAuv/xy3nvvPQA+/vhjFixYwBtvvAHA9u3bWbZsmZJpESiZioj4ijKCLA0zZsxg+vTpzJ49m1q1ajFgwACysrK45JJLeO211zjxxBMZMmQIZlZou7UaNWqQkJAAQFZWFiNHjmTu3Lm0bNmSMWPGkJWVFbXNG3gt4B577DEGDx5cap+1otI5UxGRgG3fvp369etTq1YtvvvuO7788kvAa3A9bdo0XnnllXCHk2jt1vLLysoCoFGjRuzatSs82qxfvz7JycnhfeS2MwMYPHgwEydO5MCBAwB8//337N69u5Q+dcWikamISMDOPPNMnnzySdLT0znhhBPo2bMn4CW+Dh06sHjx4nBf02jt1lq3bp1nm/Xq1eO6664jLS2NNm3ahKeFwTs3et1115GUlMSAAQOoW7cuANdeey2rVq2iS5cuOOdo3Lgx06ZNK6OjUL6pBVucUws2XzlrwQbwzDPP8OCDDwJQpUoVHnnkEc4+++wyjyMWasFWMe3atYvatWsD8MADD7B+/Xr+8Y9/BBxV8NSCTSQONW/enJ49e9KzZ082bNjAv/71r6BDEgHg3//+NxkZGXTq1IlZs2Zx9913Bx1SuadpXpFScvbZZ4dHooMGDVI5QYkbl1xySfgcrJQMjUxFykBaWhqLFi1SVRqRCkrJVKQMpKWlsXfvXlauXBl0KFKA4lw7IhVTrD8DSqYiZUANwuNXjRo12LJlixJqJeacY8uWLdSoUeOot6FzpiJloEOHDpgZoVCICy64IOhwJEKLFi1Yt24dmzZtCjoUCVCNGjVo0aLFUb9fyVSkDNSqVYvjjz9eI9M4VLVqVZXLk5hpmlekjKhBuEjFpZGpSBlJS0vj7bff5vbbb8fM6NmzZ56i5CJSfmlkKlJGzjjjDOrWrcvEiROZMGECn332WdAhiUgJ0chUpIz07t2brVu3Bh2GiJQCjUxFRERipGQqIiISIyVTERGRGOmcqUgZCIVCLF26FIDExEQGDx5MzZo1A45KREqKkqlIGXj55ZcZN25c+Pk//vEPbr755gAjEpGSpGlekTJw6623EgqFCIVCNG3alG+++SbokESkBGlkKlIGmjVrRrNmzQBIT09XJSSRCkYjU5Eypt6mIhWPkqlIGUtLSyMrK4sVK1YEHYqIlBAlU5Eypt6mIhWPkqlIGYvsbSoiFYOSqUgZq1mzJikpKUqmIhWIruYVCUBub9Pci5DMjCpV9LetSHml/70iAUhPT2fZsmUkJiaSmJjI6NGjgw5JRGKgkalIAEaMGEG1atU4ePAgAH369Ak4IhGJhZKpSACaNm3KnXfeGXQYIlJCNM0rIiISIyVTERGRGCmZioiIxEjJVKQMfP7553Tr1i38eO6554IOSURKkJKpSBmoVq1auHPM2rVrefbZZ4MOSURKkJKpSBno3r077733Hu+99x4XX3wxCxcuJCcnJ+iwRKSEKJmKlLG0tDR27drF6tWrgw5FREqIkqlIGVPXGJGKR8lUpIx16tQJUDIVqUiUTEXKWHJyMm3atFEyFalAlExFApDbNUZEKgYlU5EApKWlsXTpUvbt2xd0KCJSAlToXiQAnTp1Ijs7mzvvvJOGDRvSsmVLhg4dGnRYInKUlExFAtCrVy+SkpJ45JFHAK8Fm5KpSPmlZCoSgNatW7N9+/Zw4QYzCzgiEYmFkqlIQBISEkhISAg6DBEpAboASUREJEZKpiIiIjHSNK9InPvqq6/YsWMHAPXr16dr164BRyQi+SmZisS53/3ud8ydOzf8/LvvvuOEE04IMCIRyU/TvCJx7plnnmHWrFlMnjwZgHnz5gUckYjkp5GpSJzLyMgAYP/+/QwbNkxlCEXikEamIuVEtWrVOPHEE5VMReKQkqlIOaIC+SLxSclUpBxJS0tjzZo1bN++PehQRCSCkqlIOZKWlgbAwoULA45ERCIpmYqUI7nJVFO9IvFFyVSkHGnVqhV16tRRMhWJM0qmIuWImdGpUyeeeuopkpOTSU5OZubMmUGHJVLp6T5TkXLmgQceYNq0aeHnzZs3DzAaEQElU5Fyp2/fvvTt2zfoMEQkgqZ5RUREYqRkKiIiEiMlUxERkRjpnKmIhM2YMYP77rsv/HzLr7bQsGHDACMSKR+UTEUkLDs7m6ysLMArDJHYOVHJVKQINM0rImEDBw4kMzOTzMxMzj33XHbt3hV0SCLlgpKpiBQoLS2N/fv2c/DgwaBDEYl7SqYiUqDcOsC7d+8OOBKR+KdkKiIFUjIVKTolUxEpUIsWLUhISNB5U5EiUDIVkQKZGUm1k9i9SyNTkSNRMhWRqGon1Wb37t0454IORSSu6T5TEYkqKSmJ7Oxsxo0bR+3atWndujXnnHNO0GGJxB0lUxGJqm7dugD86U9/AuCss85SMhUpgJKpiESVlJREnz59eHPcmwBUq1Yt4IhE4pOSqYgUKiEhgcaNGwcdhkhc0wVIIiIiMVIyFRERiZGmeUUkMOvWrWPDhg0AJCYmkpaWRkJCQsBRiRSfRqYiEpjHH3+c7t270717d0466SSef/75oEMSOSpKpiISmGHDhvHuu+/y7rvvUr9+fb766qugQxI5KprmFZHAtG/fnvbt2wOQnp5OKBQKOCKRo6ORqYjEhbS0NBYuXEhOTk7QoYgUm5KpiMSFtLQ0du/ezapVq4IORaTYlExFJC7k9k/VVK+UR0qmIhIXOnXqBMDChQsDjkSk+JRMRSQuJCcnc9xxx2lkKuWSkqmIxI20tDQlUymXlExFJG6kpaWxZMkSWrZsScuWLRk3blzQIYkUie4zFZG4MXz4cDZt2sTBgwcBSElJCTgikaJRMhWRuJGSksJTTz0VdBgixaZpXhERkRgpmYqIiMRIyVRERCRGOmcqInFj6dKl3HPPPeELkM477zx+85vfBByVyJEpmYpI3Hj55Zd57bXX6NChAwC9evUKOCKRolEyFZG4EQqFOOGEE1RSUModnTMVkbgRCoXCBe9FyhMlUxGJan/2/jLb165du1i5cqWSqZRLgU3zjvpwFPM3zA9q9+XG/A3jARjw4qiAIwnW+GY3ADDqxRGHLZt/pn+MPjz8GI1PnO+/b0DpBVdB7c/ez+x1s0msksjJz55MzcSapbq/HTt2wHCYWnMqn7z4SanuSyqujGYZjPd/J5QljUxFpEAJVRKonlCdgzkHmfPjHFZsXcHBnIOltr/du3cDkJSUVGr7ECkt5pwr8srdunVzc+fOLcVwJL8BA7yvM2YEGUUcmP+d9zXjxMMWDfC/zijofdP9pacXuFSOYMCLA9ifvZ/2jdrzwvwXqFejHqP7j2Zk95FUS6hWovsaNWoUzz77LDt27KBKFf2dL/HBzOY557odaT39xIpIoaolVOO5857jm+u/oWvzrtz60a10nNCRN5e8SXH+GD+SUChEx44dlUilXNJPrYgUSedmnfn4yo/59+X/pmqVqlz42oX0f7E/c36cc9Tb/Pbbb5kyZQpTpkxh/vz5uvhIyi0lUxEpMjPjrNSzWHDDAiaePZHvNn9Hj2d7cMWbV7Bm+5pib+/111/niiuu4IorrmDr1q307NmzFKIWKX1KpiJSbIlVEhnRbQTLb17OnX3u5M0lb9LusXbcOf1OduzbUeTtjBo1iqVLl7J06VJWrFjBNddcU4pRi5QeJVMROWp1qtfhbwP/xtIbl3JRh4t44PMHSHk0hYlzJhbpyt9GjRrRrl072rVrR9u2bTGzMohapOQpmYpIzFrVbcXLF7zMV9d+xYmNTmTk+yNJn5jOv7//d4lepCQSr5RMRaTEdD+2O58N/4w3L36TAzkHOOeVcxj00iC+3fBt0KGJlColUxEpUWbGkPZDWDRyEeMHj+ebDd9w0lMncfXbV/PTzp+CDk+Owk8//cTy5ctZvnw569evDzqcuKRkKiKlolpCNW7peQvLb1rOrT1v5eUFL5P6WCpjZoxh9/7dQYcnxXDdddeRmppKamoqzZs3Z968eUGHFHeUTEWkVNWvWZ+/D/47S363hLNSz2LsZ2NJfSyV5795nuyc7KDDkyK47bbbeOmll5gwYQIAX375ZcARxR8lUxEpE8c3OJ7X/9/rZF6VSau6rbjmnWvo8nQXpq+cHnRocgSnnXYaV155JSNGjKBevXqEQqGgQ4o7SqYiUqZ6t+rN7Gtm88qFr7A9azuDXhrE2VPOZvGmxUGHJkdgZqSlpSmZFkDJVETKnJlxaadL+e7G73jw9AfJXJNJ+sR0bnz/RnJcTtDhST7OOTbv2cwXa7+gaveqzK0zV1P0+QTWz1REpEZiDf7Q+w9cfdLV/P6j3/PEnCe4Iu0KTml5StChVUo79+1k2dZlfL/le77f8n34+2VblvFL1i/eSnWAHvD10q/p3r57oPHGEyVTEQlco1qNGJ4xnJcWvMSBnANBh1OhZR3MYsXWFYcnzK3L2LBrQ551W9VtRWqDVC7tdCntGrYjtUEqO1fv5LIzL2Nj943QPqAPEYeUTEVEKpiDOQdZtW3VoYS5ZRnfb/W+rtm+BsehqlRNk5qS2siQXX8AAAa5SURBVDCVs1LO8hJmw1TaNWzH8fWPp2bVmodte3vT7ZADCxcu5JxzzinLjxXXlExFJK6o/GDR5LgcftzxY57RZe73K39Zmac2ct3qdWnXsB19WvUhtYGXLHMTZ53qdYq137p169KqVStdhJSPkqmIxAVDRe7zc86xac+mQ6PLLd+HR5jLti4j62BWeN2aiTVJbZhKetN0Lmx/4aGE2SCVRrUalWgTgbS0NKZNm0Z6ejoADz74IL/61a9KbPvlkZKpiEjAtmVtCyfI/OcyI1vaVa1Slbb129KuYTsGtR2UZ4TZPLk5VaxsbtC45ZZbqFatWvh5cnJymew3nimZioiUgT0H9rB86/LDRpjfb/meTXs2hdczjNb1WtOuYTt+k/6b8OiyXcN2tK7XmsQqwf/aHjRoEIMGDQo6jLgS/L+KiAiEpyEjL44pb/Zn7+eHX37Ic0vJ91u9kea6HevyrHtM7WNo17Ad551wXp4Lf9rWb0uNxBoBfQI5WkqmIiLFkJ2Tzdoda8Ojysip2VXbVpHtDhUzaFCzAe0atuPUNqfmGWGmNEghubqmRisSJVMRkXycc2zYtaHAEeaKrSvYl70vvG5S1STaNWxH1+ZduazTZeERZmqDVBrWahjgp5CypGQqInEhiKt5t+7detgIM/frrv27wutVS6hGSoMUUhukcnbq2eERZmrDVI6pfUyJXikr5ZOSqYjElZK+z3TX/l0s37r8sOIF32/5ni17t4TXq2JVOK7ecaQ2TKVPyz55Rpit6rYioUpCicYlFYuSqYiUe/sO7mPlLysLHGH+tPOnPOsem3ws7Rq246IOF+UZYbat35ZqCdWi7EGkcEqmIhIXjjRVmp2Tzertqw/dWhKRMFdvX52n20yjWo1o17AdZxx/xqGE2SCVlAYpJFVLKu2PIpWQkqmIxJUNuzYwY9WMwxLmyl9Wsj97f3i95GrJtGvYjp4teh66H7NhKqkNUqlfs36An0AqIyVTEYkLudV7Ln/z8vBr1ROqk9owlfaN2h+6H9MfaTZJaqILfyRuWHFO9pvZJmB16YVT4TUCNgcdRAWg41gydBxLho5jyYjX49jaOdf4SCsVK5lKbMxsrnOuW9BxlHc6jiVDx7Fk6DiWjPJ+HMumKrKIiEgFpmQqIiISIyXTsvV00AFUEDqOJUPHsWToOJaMcn0cdc5UREQkRhqZioiIxEjJtBSZ2SozC5nZfDOb67/WwMz+z8yW+V91d3k+Zva8mf1sZgsjXivwuJnnUTNbbmYLzKxLcJHHlyjHcYyZ/ej/TM43s7Milt3pH8elZjY4mKjji5m1NLP/mNkSM1tkZrf4r+vnsRgKOY4V5udRybT0neqcy4i45PtPwCfOuVTgE/+55PUicGa+16Idt18Bqf7jt8DEMoqxPHiRw48jwCP+z2SGc+59ADPrAFwKdPTfM8HMVNkdDgK3OefaAz2B3/nHSj+PxRPtOEIF+XlUMi175wH/9L//J3B+gLHEJefcTGBrvpejHbfzgEnO8yVQz8yOKZtI41uU4xjNecCrzrl9zrkfgOVAj1ILrpxwzq13zn3tf78TWAIcy/9v7+5Zo4iiMI7/H1As1E5MoYLiF4hWQkBSWdhZCFpokEAsYmFtY2ujrYVop0JAgylE/AYqguBLWjFLQtJpYRePxb2LS5y7sg6T2R2eXzPL3SkOD2c5cOey434cyZAcSyauHz1MmxXAa0nvJS3ktamI2IDUYMDh1qqbLKXcjgBrA/f1GP4jNbiRtyAfDTxmcI7/IOk4cAp4g/vxv+3IETrSjx6mzZqJiNOkrZ9FSWfbLqiDqv6c1UfUy+4DJ4FpYAO4m9ed4xCSDgDPgJsR8WPYrRVrzjGryLEz/ehh2qCIWM/XLWCZtE2x2d/2ydet9iqcKKXcesCxgfuOAutYpYjYjIjtiPgFPODP1plzLJC0lzQAHkfE87zsfhxRVY5d6kcP04ZI2i/pYP8zcA74BKwAc/m2OeBFOxVOnFJuK8DVfIryDPC9v/1mf9vx/O4CqSch5XhJ0j5JJ0gHaN7udn3jRum1NA+B1Yi4N/CV+3EEpRy71I9+BVtzpoDl/IqoPcCTiHgl6R2wJGke+AZcbLHGsSTpKTALHJLUA24Dd6jO7SVwnnRA4SdwbdcLHlOFHGclTZO2zL4C1wEi4rOkJeAL6eTlYkRst1H3mJkBrgAfJX3Ia7dwP46qlOPlrvSj/wHJzMysJm/zmpmZ1eRhamZmVpOHqZmZWU0epmZmZjV5mJqZmdXkYWpmZlaTh6mZmVlNHqZmZmY1/QYiAquPU/IjogAAAABJRU5ErkJggg==\n", 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z7j/Ben81s5uBQfgSZE2AHma20Tm3ujo7dM6dvh9x/htob2bnA8/hpzk8Ej8RPfhp6/4OLMAn2a3A9/dV1sx8mbnjgJ/FiDNeKbYqlzGrptOo/tSCmJ9H+G/AhOgKL9UtgeacO938HL8nAkc550pj7OskfHscHfX2NcB/nHOLzSynuvGL1BT1TCVMa6J+/gR/XgygE3BddK8RP+zX3jn3ETAWGA98YWbPmJ80vdY45zbjJ1L/Fb583KnAa/hi4QCX4XujPfE9tIuAl6oQ1yhggXPu4zj7jVWKrcplzKxCwXR81Z2lVqFgupk1whdvnxO8nm1VqLZjZs3wc+2+7Zz7Q5xjqHIJNOfcN8652cApZvbDCvsahK9+c3ZZUfCgfa8BflPZdkXqgnqmEqaOUT8fjr/4BnySvd05d3usDznnngKeCnpFD+MvPrmYKgzzmdls/ATtsbzpnPt+nH3OwxcrJ0gKK/HnK8FfDPRi2S95YI6ZrcOfa32uknBG4S9cqkx0KbYv+LaM2TtR+45ZesxVKJhuZquB4TF68wPwQ+Ubg8/FbINoZtYEmIkfKdjXBVDRJdCqUrllrzJ3ZtYHfyHWpc656Io9A4FDgeXBBc3NgGbmS7Ydtj9D1iL7Sz1TCdMvzKxDMBR4MzA9eH8KcGVwDtLMl9k6zcwyzZfWOiH4ZV6MPydX9ktzA5Ad9LRics59v5IybXGTiPnyaAcECfxuYK1z7pVg8ULgNDM7Ioj3JPw54GWVbG8wPkE+W+H9fZViq04Zs6qq1hBvMBz7HL7tR1UckrVqlEAzs6PM7Ptm1ixo34vw50XnBct74XvMVzvnXqzw8dn4i7/KyrSNA94D8pRIpa4pmUqYngJeBVYFj98BOOcW4c+z3Y9PJB/x7RWrTfC9uU34C3wOwSdi+DYxbTazd2s41huCfa7B94aiS3pNxd++Mhf4CrgXuMI59wGU3785u8L2LgGed85tr/D+vkqxVVrGbD9VtxTbYPwtOScDW6OGhMt6/JWWQDOzyWY2uewlwZA9/grp/wHOdc6V/ftdB7QBHo3aTyGAc253hTJt24Bvokq2idQZTXQv0oCZWVv8lcftE7yASaRBU89UpGFrBfxKiVQkMeqZioiIJEg9UxERkQQpmYpIpczMmVnc6QBFRMlUZC9m9kvzVVt2m9kTFZY1NrPnzE8Y78xseIXlY81slfnqJ5+b2T3xJiows0Fm9n9mtsV8tZNn7dvJ3StOnFBkZl+bWSRqeZ6ZvWm+astaMxu3n8ebUKI0X7VmTXDMn5jZb6KWZZmvKLM5mCQi38yGVLKtJmb2WLCt9Wb2q6hllbZ9hfU+MLO1sZaL1BYlU5G9fY6/ReexOMsX4Gc4inX7xYtA36D6SS/8hArXxNlOa+AR/H2SnfC3kZRP1F7xflj8lIbR96Q+BczHV205Driq4qxBdeRR/PR/LfG3zFxgZmUFAIrwM0O1wR/vnfhqO/EmixkPdMW3x/HADeYLGJSprO3LXI+/zUakTimZSp0ysxvNbKX5ii/LzWxk8H6ToPfSK2rdNma2y4Kp9MzsBjNbF/T6LquN4Ufn3PPOuZnA5hjLvnbOTXLOLeDbiSKil690zm0tCx9/f2XM+Jxzs4MqNF8553bi76mN2WszXzZtKH4O3DLZwLSgastKfKKJOeG9mXUxs3lBL3aTmU0P3p8frLIk6P2eG7x/fVQ7Xxprm1HHsSKY9rBM+TE754qD5aV8WwGnNf4PgFhGAb91zn3pnHsfP3nH6GBblbZ9EHdnfLKNObWhSG1SMpW6thKfGFoBEwhqVzrndgPPA+dHrXsOMM8590XQQ/kVfiL0LvjeWFxm9qDFrw6ztDYOLNjvBWb2FX6Ch95UfUKFvaqhVDAKP9Vh9By+k4BRwaxB3YBj8PMFx/Jb/OQYrfH1QO8DcM4NC5b3DnrA04N2/jV+rt6u+PauVPAHUhF+ruIMfK85evlS/GxVs4C/OOe+03M0XwKuPYlVxLkPP4HHrmp8RqRGKJlKnQp6Y58750qdc9PxhaMHBoufYu9kegHf/mI+B3jcOVcY9OQm7GM/Y5xzB8Z55Fb22UQE9Tdb4qcTnIyf4rBS5mu1jsMPUcYyiu9OGfgSvhbqLnxFlkedcwvjfP4b/NBp+6C3uKCScMraeVnQ4xy/r/idc3cAmUBffO95W4Xlufh5eS/A96BjKSssXrEiTua+9g8QjHCkO+deqMr6IjVNyVTqlJmNsm+Lfm/Fn1vMCha/gZ+o/Ggz64Sfb7Xsl2N79q4yE/1z0nHOfYjvaT5Y2XrBMPVs4H+cc2/GWH4s0I6oCfPNz2U8B7gNaIovGHCKmY2Js5sb8MOs75hZ4T6Gbiu28yfxVozmvPfwyf07f+gESfxp4EYzi1Vrtih4rlgRp+J0i99hvlTdRODqqsQqUhuUTKXOBAlyCr6Q88HOuQPx88saQHBubQa+d3oB8FLU3LXr8EOUZaIrzsTa1+QKV8NGP+INp9a0vaqfxIixE35o9rfOub/FWa1sDt+iqPeOAEqcc1Odc3ucc2vxcwP/INYGgrlrL3fOtcdXeHmwknPN6/huNZ/qqPSYgQOC+CvG+GWw7+hEG7ciTgVd8eeQ3zRfMeZ54NDgiuDsKkUtkiAlU6lLGfgyaRsBzOyn+J5ptKeAc4EL2fvc2wzgp2bW3cya44dF43LOXVlJdZi45+HMLN3MmgJpQJqZNY2++jS4UKpp8LJxsNyCZZdFXSzVA7gJeJ0YzOwwfE/8Aefc5DjrNAN+wneHeP/rF9sF5iuztMO32RJiMLOfmFnZHyJf4v8NoivtRCe3GcBoM+sRtPOtsbYZbLeRmV1hZq3NGwj8ouyYzd/+c2xwu0ozM/tfoC3wnzibnArcEmzvKHyxg/Jjr6Ttl+H/ACirHnNZcFx5JPkIhtQjzjk99KizB3A7vqblJnxprnnAZRXW+ShYp3GF92/C3xbxOXAVPil0rOH4xgfbjX6Mj1q+Osby7GDZ4/hf4juC9e4CmkZ9thC4MPj51uCzRdGPCrGcjx9mtRhxnoAv/bYtaJMpQPM4xzQRX3e0CH8B2M+jll2J7xFuBc4J3rsxqp0vDeLsEmO7jfDDzVuCbf8XfwFQ2TSlx+ET/PZgnXnAsKjPXwgURr1ugr8l6augHX9VYX9x277CesPxJfJC/77r0XAemptXUpKZdcf3SJo45/aEHY+INGwa5pWUYWYjgyHD8gkAlEhFJBkomUoquQJ/vnUl/pzfVeGGIyLiaZhXREQkQeqZioiIJEjJVEREJEHxqjfElJWV5bKzs2splOSwYoV/7tYt3Dikgp3F/rl508rX20/BPztJ+c/+VRBdy6SMThqYFZv997HbwQ3j+7h48eJNzrk2+1qvWsk0OzubRYsW7X9UKWD4cP88d26YUch3FHzgn/OOqpXNDw+e59bK1hP02nD/fOLcMKMQAWD4E8MBmDt6bqhx1BUzq9KUmhrmFRERSZCSqYiISIKUTEVERBKkZCoiIpIgJVMREZEEKZmKiIgkSMlUREQkQdW6z7ShcK6U/Pz/sGePL0hy+OGH06lTp5CjEhGRZKWeaQyfffY5gwcPZtiwYQwbNoxHH3007JBERCSJqWcaw/bt22nXrh1PPvkk4Gd+EhERiUfJNIYdO3YwbFgfRowYEXYoIiKSAjTMW4FzpezcuYOcnJywQxERkRShZFrBrl27cM4pmYqISJUpmVZQVLQDQMlURESqTMm0gh07dgDGUUfVTqkvERGpf5RMK9ixo4jmzZvRpEmTsEMREZEUoWRawY4dO8jIyAg7DBERSSFKpsD48eNp06YNbdq0obi4mIyMFmGHJCIiKUT3mQK9e/fmnHPOAeAf/+hAu3ZtQ45IRERSiZIpMHLkSEaOHAlAYWHIwYiISMrRMK+IiEiClExFREQSpGQqIiKSIJ0zTQHXXXcdH3zwAQCNGzfmhRdeCDkiERGJpmSa5L744gv+9Kc/kZ2dTVZWliaTEBFJQkqmSS4SiQAwZcoUTjzxxJCjERGRWHTONMmVJVNNvC8ikryUTJNcJBKhTZs2tG2riSRERJJVyg/zjh0LBQU1t72ybQ0fXnPbTMS7744hLe3qpIknLJNG++exY2tn+wWT/PPwWtp+Iiad7p/H/i7cOEQACvL8c03+TsrLg0mTam57YVDPNKm5YOJ9zRUsIpLMUr5nWtN/zZT9tTV3bs1ud3989NFKunY9jgkT/sLPftYl7HDCFYwY1Na/y3Bqd/sJec0/zf11uGGIAAx/wj/PTfGeZE1TzzSJ6eIjEZHUkPI90/pm165dPPXUUwDMmTMHM6Nnz54hRyUiIpVRMk0y27dv57LLLit/3adPHxUrFxFJckqmSebggw/m008/LX/dpk2bEKMREZGqUDJNMmlpaXTs2DHsMEREpBp0AZKIiEiClExFREQSpGHeemD16tVs374dgIyMDI444oiQIxIRaViUTFPc0qVL6d27d/nr448/njfeeCPEiEREGh4l0xT3zjvvAPDII49w0EEH6epfEZEQKJmmuKVLl5KRkcHPfvYzGjXSKXARkTDot2+Ki0Qi9OrVS4lURCRE+g2cwpxzRCIRzd0rIhIyJdMUtn79ejZv3qxkKiISMiXTFKaqMiIiyUHJNIUpmYqIJAcl0xQWiURo164dWVlZYYciItKg6daYFPPaa69x1VVXAfDZZ58xZMiQkCMSEREl0xTTunVrBg4cWP569OjR4QUjIiKAkmnK6devH9OmTQs7DBERiaJzpiIiIglSMhUREUmQkqmIiEiCdM60gSguLua6665j69atAHTt2pXx48eHG5SISD2hZNpALFiwgAcffJCOHTvSpEkTvvnmm7BDEhGpN5RMG4iy2ZIWL16smqciIjVM50wbiEgkQtu2bZVIRURqgZJpA6FSbSIitUfJtAEoKSmhsLBQyVREpJYomTYAq1atYteuXUqmIiK1RMm0AVCpNhGR2qVk2gBEIhHMjB49eoQdiohIvaRbY+qp9evX89ZbbwHw+uuv06VLF5o3bx5yVCIi9ZOSaT21ZMkSzj777PLXF110UYjRiIjUb0qm9dTgwYNZunRp+euuXbuGGI2ISP2mZFpPZWZm6oIjEZE6oguQREREEqRkKiIikiAN8zZgzjk+//xzSktLATjwwAPJzMwMOSoRkdSjnmkDds8999ChQwcOP/xwDj/8cKZMmRJ2SCIiKUk90wZswYIFdOjQobxI+MCBA8MNSEQkRSmZNmCRSISjjz6an/3sZ2GHIiKS0jTM20Dt3LmTlStX6vYZEZEaoGTaQC1fvhznnJKpiEgNUDJtoFRJRkSk5iiZNlCRSIRmzZpxxBFHhB2KiEjKUzJtoCKRCD179iQtLS3sUEREUp6SaQMViUQ0xCsiUkN0a0wDcvvttzNz5kycc2zYsEHJVESkhiiZNiCZmZkccsghAIwcOZKRI0eGHJGISP2gZNqAXHPNNVxzzTVhhyEiUu/onKmIiEiClExFREQSpGQqIiKSIJ0zbeAefPBBCgsLATAz7r///pAjEhFJPUqmDVhRURG/+MUvyMjIoFmzZjRq1EjJVERkP2iYtwFbtmwZANOmTWPjxo1s2LAh5IhERFKTkmkDpsnuRURqhpJpAxaJRMjIyCA7OzvsUEREUpqSaQO2bNkyevXqRaNG+hqIiCRCv0UbKOecJrsXEakhSqYN1IYNG9i0aZOSqYhIDVAybaB08ZGISM3RfaYNyDfffMP8+fMBmDVrFqBkKiJSE5RMG5AdO3Zw4oknlr/u1KkTWVlZIUYkIlI/KJk2IC1atCjvmQJ07tw5xGhEROoPJdMGJD09naFDh4YdhohIvaMLkERERBKkZCoiIpIgDfMK4CvIOOcAaNq0KQcccEDIEYmIpA71TIXbb7+dzMxMWrZsScuWLZk2bVrYIYmIpBT1TIU33niDI444gjFjxgDQv3//kCMSEUktSqZCJBLhjDPO4Lrrrgs7FBGRlKRh3gZuw4YNbNy4UTMhiYgkQMm0gdMcvSIiiVMybeCUTEVEEqdk2sAtW7aMQw45hEMOOSTsUEREUpaSaQOnAuEiIolTMm3ASktLKSwsVDIVEUmQbo1pgCZMmMCCBQv4+uvq/JEqAAAgAElEQVSv2blzp5KpiEiClEwboN27d7Nz504ATjzxRE455ZSQIxIRSW1Kpg3Q73//+7BDEBGpV3TOVEREJEFKpiIiIglSMhUREUmQzpnKdzz11FMUFhaWv7799ttDjEZEJPkpmcpedu3axahRoygtLSUtLQ1QMhUR2RcN88pe3n//fUpKSpg+fTrffPMN33zzTdghiYgkPSVT2YsmvhcRqT4lU9lLJBKhSZMmdOnSJexQRERShpKp7CUSidCjRw/S03U6XUSkqvQbU/YSiUQ46aSTwg5DpM588803rF27luLi4rBDSQm39rwV8NdX1CdNmzalQ4cOHHDAAfv1eSVTKbd582bWrVun86XSoKxdu5bMzEyys7Mxs7DDSXqNNvkBzW5Z3UKOpOY459i8eTNr166lc+fO+7UNDfNKOV18JA1RcXExBx98sBJpA2ZmHHzwwQmNTqhn2sCVlJRQUFAAwCuvvAIomUrDo0QqiX4HlEwbuJ07d9K/f//y123btuXQQw8NMSKRhqdFixYUFRWFHYYkQMm0gWvWrBmzZs0qf921a1f9lS4iUk1Kpg1ceno6Z5xxRthhiAj+QpgbbriB2bNnY2bccsstnHvuuWGHJVWgZCoiEhg7FoJLCGpMXh5MmlS1dZ9//nkKCgpYsmQJmzZtYsCAAQwbNkynXlKAruYVEUkSCxYs4PzzzyctLY22bdty3HHHsXDhwrDDkipQz1REJFDVHmRtcc6FG4DsN/VMpV5ZsGABzZs3Jy0tjbS0NH7+85+HHZJIlQ0bNozp06dTUlLCxo0bmT9/PgMHDgw7LKkC9UylXnn99dcpLi7m5ptvxszo169f2CGJVNnIkSPJz8+nd+/emBkTJ06kXbt2YYclVaBkKvVKJBLhyCOP5He/+13YoYhUWdk9pmbGXXfdxV133RVyRFJdGuaVeiUSiWgGJxGpc0qmUm/s2rWLjz76SMlUROqckqnUG8uXL6e0tFTJVETqnJKp1BuqeiMiYVEylXojEonQtGlTunTpEnYoItLAKJlKvRGJROjRowdpaWlhhyIiDYySqaS0F198kZ/85Cf85Cc/IT8/X0O8kpJWr15Nr169vvP+uHHjeO2110KISKpL95lKStuyZQvLly8HIDs7m3POOSfkiERqzm233RZ2CFJF6plKSrvkkksoLCyksLCQSCTCD37wg7BDEtkvJSUlXH755fTs2ZOTTz6ZXbt2MXr0aJ577rmwQ5MqUM9URCQwds5YCtbXbA22vHZ5TDp13zPof/jhhzz99NNMmTKFc845h7///e81GofULvVMRUSSQOfOncnLywOgX79+rF69OtyApFrUMxURCVSlB1lbmjRpUv5zWloau3btCi0WqT4lU5FqmjVrFitWrACgWbNmXHbZZTRt2jTkqEQkTEqmItX05JNP8uyzz5a/PuSQQ3QVsUgDp2QqUk1Tp07l8ccf5+uvv6ZNmzYsXbpUyVQSkp2dzbJly8pf//rXvw4xGtkfSqYi1VQ2pJuRkUG3bt3K5wQWkYZLV/OKJKBXr15KpiKiZCqSiJycHD7++GO2b98edigiEiIlU5EElM0FXFhYGHIkIhImJVORBJQlUw31ijRsSqYiCcjOziYjI4OlS5eGHYqIhEjJVCQBjRo1olevXixevJiVK1eycuVKvvrqq7DDEqlxn3/+OWeffXbMZcOHD2fRokX7td2qlJmbO3cu//73v/dr+3VFyVQkQX369CE/P58uXbrQpUuXvSZ0EKkO5xylpaVhhxFT+/bta6WCzW233caJJ55Y6TpKpiINwIQJE/jb3/7G1KlTmTp1Kscdd1zYIUkKWb16Nd27d2fMmDH07duXNWvWcNVVV9G/f3969uzJrbfeWr5udnY2t956K3379iUnJ4cPPvgAgI0bN3LSSSfRt29frrjiCjp16sSmTZsAP2PXwIEDycvL44orrqCkpOQ7MWRnZ3PzzTdzzDHH0L9/f959911OOeUUjjzySCZPnlweZ1kB8+JdxZx33nnk5uZy7rnn7jWPcIsWLbjuuuvo27cvI0aMYOPGjQAUFBQwaNAgcnNzGTlyJF9++SXAXmXmYh3f6tWrmTx5Mvfccw95eXm8+eabNf1PUCM0aYNIgg455BAuuuiisMOQmrB4LHxZsyXYaJ0H/SqfQH/FihU8/vjjPPjggwDcfvvtHHTQQZSUlDBixAiWLl1Kbm4uAFlZWbz77rs8+OCD3H333fzlL39hwoQJnHDCCdx0003MmTOHRx55BID333+f6dOn89Zbb3HAAQcwZswYpk2bxqhRo74TQ8eOHcnPz+faa69l9OjRvPXWWxQXF9OzZ0+uvPLKvdZ9+omnad68OUuXLmXp0qX07du3fNmOHTvo27cvf/zjH7ntttuYMGEC999/P6NGjeK+++7juOOOY9y4cUyYMIFJk77bLrGO78orr6RFixZJPTOUeqYiIiHr1KkTgwYNKn89Y8YM+vbtS58+fSgsLGT58uXly8466yxg7zJtCxYs4LzzzgPg1FNPpXXr1gC8/vrrLF68mAEDBpCXl8frr7/OqlWrYsbwwx/+EPBXqB999NFkZmbSpk0bmjZtytatW/dad1H+ovI/IHNzc8sTPfjrCM4991wALrroIhYsWMC2bdvYunVr+ajNJZdcwvz582PGEev4UoF6piIiZfbRg6wtGRkZ5T9//PHH3H333SxcuJDWrVszevRoiouLy5eXlWpLS0tjz549gD/XGotzjksuuYQ//OEP+4yhbLuNGjXaqxxco0aNyvcTzcyqcGRVX69iHNHHlwrUMxURSSJfffUVGRkZtGrVig0bNjB79ux9fubYY49lxowZALz66qvl5yNHjBjBc889xxdffAHAli1b+OSTTxKOsf8x/Zk2bRoAy5Yt2+vWsNLS0vJzoE899RTHHnssrVq1onXr1uXnO//2t79V69qCzMzMpJ9lTMlUJEHXXXcdWVlZZGVl0b59e95+++2wQ5IU1rt3b/r06UPPnj259NJLGTJkyD4/c+utt/Lqq6/St29fZs+ezaGHHkpmZiY9evTgd7/7HSeffDK5ubmcdNJJrFu3LuEYzx99PkVFReTm5jJx4kQGDhxYviwjI4PCwkL69evHG2+8wbhx4wD461//yvXXX09ubi4FBQXl71fFGWecwQsvvJDUFyBZvOGBWPr37+/2916iVDF8uH+eOzfMKOQ7CvxVi+QdVSubHx48z92Pzz7zzDMsWLAA5xwPPfQQ48ePr9Yvin16LYjuxP2JTvbl/fffp3v37mGHkZDdu3eTlpZGeno6+fn5XHXVVRQU1PCFVIEVm1YA0C2rW8zlLVq0oKioqFb2XdtifRfMbLFzrv++PqtzpiIJOu+888ov/njllVc0taDUuU8//ZRzzjmH0tJSGjduzJQpU8IOqcFRMhWpQTk5OUqmUue6du3Ke++9F3YYACnbK02UzpmK1KCcnBw+/PDDvW5iF5H6T8lUpAbl5ORQWlrK+++/H3YoIlKHlExFapBKsok0TEqmIjWoS5cuNGnSRMlUpIFRMhWpQenp6fTo0UPJVKqlRYsWdbq/J554gs8//7xK686cOXOv6Qyff/p5NqzfkND+Bw8eHPP96Envq2vy5MlMnTq10nUKCgp4+eWX92v7+6JkKlLDcnJyePvtt7n88su5/PLLeeWVV8IOSWQvVU2me/bs+U4yfeGZF/hi/RcJ7b82yqldeeWVMSfwj6ZkKpJCRo4cSatWrXj55Zd5+eWX404sLlKRc47rr7+eXr16kZOTw/Tp0wEYM2YMs2bNAvz369JLLwXg0Ucf5ZZbbgFil1orKSlh9OjR5du75557eO6551i0aBEXXngheXl537nyfPjw4dx8880cd9xx3HnnncyaNYvrr7+evLw87rzzTgoLCrn+yuvjfvbaa69l2LBhdO/enYULF3LWWWfRtWvX8jjh2564c45f/vKX9OjRg9NOO6182kPw5dj+93//l4EDBzJw4EA++ugjAD755BNGjBhBbm4uI0aM4NNPPwVg/Pjx3H333eVxlH32e9/7Hm+++SZff/0148aNY/r06eTl5ZW3bU3RfaYiNezMM8/kzDPPDDsM2R8ffQpFO2t2my2aQ5fDq7Tq888/T0FBAUuWLGHTpk0MGDCAYcOGMWzYMN58801++MMf8tlnn5VPCVhWLSZeqbWePXvy2WefsWzZMgC2bt3KgQceyP3338/dd99N//6xJ/bZunUr8+bNA+DDDz/k9NNP5+yzzwbg77P+zg0TbuDsE8+O+dnGjRszf/58/vznP/OjH/2IxYsXc9BBB3HkkUdy7bXXcvDBB5ev+8ILL7BixQoikQgbNmygR48e5X8oALRs2ZJ33nmHqVOnMnbsWF566SV++ctfMmrUKC655BIee+wxrrnmGmbOnPmdOPbs2cM777zDyy+/zIQJE3jttde47bbbWLRoEffff3+V/j2qQz1TEZEksWDBAs4//3zS0tJo27Ytxx13HAsXLmTo0KG8+eabLF++nB49etC2bVvWrVtHfn4+gwcPjltq7YgjjmDVqlVcffXVzJkzh5YtW1YpjrISavsjupRbz549OfTQQ2nSpAlHHHEEa9as2Wvd+fPnlx9v+/btOeGEE/Zafv7555c/5+fnA5Cfn88FF1wAwMUXX8yCBQtixlHXpdzUMxURKVPFHmRtiTdX+mGHHcaXX37JnDlzGDZsGFu2bGHGjBm0aNGCzMzMSkutLVmyhFdeeYUHHniAGTNm8Nhjj+0zjuiScNVVk6XcopfFWy/e+3Vdyk09UxGRJDFs2DCmT59OSUkJGzduZP78+eUVWY455hgmTZrEsGHDGDp0KHfffTdDhw4F4pda27RpE6Wlpfz4xz/mt7/9Le+++y5QvZJmFdfNaJHBjqIdNXa8zzzzDCUlJaxbt45//etfey0vO685ffp0jjnmGMBfCfzMM88AMG3aNI499tgq7682S7mpZypSCzZv3swLL7xQ/vqYY46hZ8+eIUYkqWDkyJHk5+fTu3dvzIyJEyfSrl07AIYOHcqrr75Kly5d6NSpE1u2bClPptGl1kpLSznggAN44IEHaNasGT/96U8pLS0FKO+5jh49miuvvJJmzZqRn59Ps2bN4sZ03nnncfnll3Pvvffy3HPPMfK8kYz/9XjuGX/PPj9bleN94403yMnJ4Xvf+953apzu3r2bo48+mtLSUp5++mkA7r33Xi699FLuuusu2rRpw+OPP17l/R1//PHccccd5OXlcdNNNyU0nF2RSrBVoBJsSSqJS7DFsmTJEvLy8spf9+vXj/3+v6MSbLWqPpRgq0v7KsFWU7Kzs1m0aBFZWVm1up9oiZRg0zCvSC3o3r07a9asYc2aNVx11VUsW7asTs7biEg4lExFakHjxo3p0KEDHTp0YNCgQezevbv8PjkR2bfVq1fXaa80UUqmIrVMk9+L1H9KpiK1rHv37qSlpbF06dKwQxGRWqJkKlLLmjZtSteuXdUzFanHlExF6kBOTo6SqUg9pmQqUgdycnJYtWoVRUVFYYciIrVAyVSkDpRdhJSfn8/mzZv58ssvQ45I6ruSkpKwQ2hQlExF6kDv3r0BOPnkk8nKyopbrUMarjPPPJN+/frRs2dPHnnkER566CFuuOGG8uVPPPEEV199NRC73Br40mbjxo3j6KOPJj8/n9tuu40BAwbQq1cvfv7zn5fP/btw4UJyc3M55phjyku+gU/A119/PQMGDCA3N5eHH364jlshdWk6QZE60LlzZ5599tny0llVrd4hdWssUFDD28wDJlVhvccee4yDDjqIXbt2MWDAAF5//XWGDBnCxIkTAT8/7W9+85u45dZGjRrFjh076NWrF7fddhvgpxkcN24c4CusvPTSS5xxxhn89Kc/5ZFHHmHw4MHceOON5TE8+uijtGrVioULF7J7926GDBnCySefTOfOnWu4VeofJVOROlJWD1Iklnvvvbd8Puc1a9bw8ccfc8QRR/D222/TtWtXVqxYwZAhQ3jggQfKy60B7Nq1i0MOOQTwFVJ+/OMfl2/zX//6FxMnTmTnzp1s2bKFnj17MnToULZv387gwYMBuOCCC3jppZcAePXVV1m6dCnPPfccANu2bePDDz9UMq0CJVMRkUBVepC1Ye7cubz22mvk5+fTvHlzhg8fTnFxMeeeey4zZszgqKOOYuTIkZhZpeXWmjZtSlpaGgDFxcWMGTOGRYsW0bFjR8aPH09xcXHcMm/gS8Ddd999nHLKKbV2rPWVzpmKiIRs27ZttG7dmubNm/PBBx/w9ttvA77A9cyZM3n66afLK5zEK7dWUXFxMQBZWVkUFRWV9zZbt25NZmZm+T7KypkBnHLKKTz00EN88803APz3v/9lx46aKbdW36lnKiISslNPPZXJkyeTm5tLt27dGDRoEOATX48ePVi+fHl5XdN45dY6deq01zYPPPBALr/8cnJycsjOzi4fFgZ/bvTyyy8nIyOD4cOH06pVKwAuu+wyVq9eTd++fXHO0aZNG2bOnFlHrZDaVIKtApVgS1IpVoINYMqUKdx5550ANGrUiHvuuYfTTjut+htSCbZa1RBLsBUVFdGiRQsA7rjjDtatW8ef//znKn22rkqwhUEl2ESSUPv27Rk0aBCDBg1i/fr1/P3vfw87JBEA/vnPf5KXl0evXr148803ueWWW8IOKeVpmFeklpx22mnlPdGTTjpJ0wlK0jj33HPLz8FKzVDPVKQO5OTkUFhYqFlpROopJVOROpCTk8OuXbtYtWpV2KFIDNW5dkTqp0S/A0qmInVABcKTV9OmTdm8ebMSagPmnGPz5s00bdp0v7ehc6YidaBHjx6YGZFIhLPOOivscCRKhw4dWLt2LRs3bgw7lJSwvmg9AKUbS0OOpGY1bdqUDh067PfnlUxF6kDz5s058sgj1TNNQgcccICmy6uGq564CoC5o+eGG0iS0TCvSB1RgXCR+ks9U5E6kpOTwz/+8Q9+/etfY2YMGjRor0nJRSR1qWcqUkdOPvlkWrVqxUMPPcSDDz7IvHnzwg5JRGqIeqYidWTIkCFs2bIl7DBEpBaoZyoiIpIgJVMREZEEKZmKiIgkSOdMRepAJBJhxQpfuio9PZ1TTjmFZs2ahRyViNQUJVOROvDkk08yceLE8td//vOfueaaa0KMSERqkoZ5RerAtddeSyQSIRKJ0LZtW957772wQxKRGqSeqUgdaNeuHe3atQMgNzdXMyGJ1DPqmYrUMdU2Fal/lExF6lhOTg7FxcWsXLky7FBEpIYomYrUMdU2Fal/lExF6lh0bVMRqR+UTEXqWLNmzejSpYuSqUg9oqt5RUJQVtu07CIkM6NRI/1tK5Kq9L9XJAS5ubl8+OGHpKenk56ezrhx48IOSUQSoJ6pSAiuvPJKGjduzJ49ewA49thjQ45IRBKhZCoSgrZt23LTTTeFHYaI1BAN84qIiCRIyVRERCRBSqYiIiIJUjIVqQNvvfUW/fv3L388+uijYYckIjVIyVSkDjRu3Li8csyaNWv4y1/+EnZIIlKDlExF6sCAAQN46aWXeOmllzjnnHNYtmwZpaWlYYclIjVEyVSkjuXk5FBUVMQnn3wSdigiUkOUTEXqmKrGiNQ/SqYidaxXr16AkqlIfaJkKlLHMjMzyc7OVjIVqUeUTEVCUFY1RkTqByVTkRDk5OSwYsUKdu/eHXYoIlIDNNG9SAh69epFSUkJN910EwcffDAdO3Zk1KhRYYclIvtJyVQkBIMHDyYjI4N77rkH8CXYlExFUpeSqUgIOnXqxLZt28onbjCzkCMSkUQomYqEJC0tjbS0tLDDEJEaoAuQREREEqRkKiIikiAN84okua++2k5JyR4Wv/YarVu3pl+/fmGHJCIVKJmKJLkPP/wv27cXcdLtJwHwwQcf0K1bt5CjEpFoGuYVSXLdunWjT588pk2bBsDixYtDjkhEKlIyFUlyLVq0oFWrVpx99tmkp6drGkKRJKRkKpIiGjduzFFHHaVkKpKElExFUogmyBdJTkqmIikkJyeHTz/9lG3btoUdiohEUTIVSSE5OTkALFu2LORIRCSakqlICilLphrqFUkuSqYiKeTwww+nZcuWSqYiSUbJVCSFmBm9evXi4YcfJjMzk8zMTObPnx92WCINnmZAEkkxd9xxBzNnzix/3b59+xCjERFQMhVJOUOHDmXo0KFhhyEiUTTMKyIikiAlUxERkQQpmYqIiCRIyVREys2dO5cTTzyx/DFr1qywQxJJCUqmIlKupKSE4uJiiouLWbhwIZMnTw47JJGUoKt5RaTciBEjGDFiBAAXXXQR8+bNCzkikdSgnqmIxJSTk8PatWv58ssvww5FJOkpmYpITJpUX6TqlExFJCZNqi9SdUqmIhJThw4daNWqlZKpSBUomYpITGZGTk6OkqlIFSiZikhcOTk5LFu2DOdc2KGIJDXdGiMiceXk5LBt2zYmTpxIixYt6NSpE6effnrYYYkkHSVTEYlryJAhNGrUiBtvvBGAH/zgB0qmIjEomYpIXLm5uWzdupXi4mIAGjduHHJEIslJyVREKpWZmUlmZmbYYYgkNV2AJCIikiAlUxERkQRpmFdEQrN27VrWr18PQHp6Ojk5OaSlpYUclUj1qWcqIqG5//77GTBgAAMGDKBPnz489thjYYcksl+UTEUkNJdccgkvvvgiL774Iq1bt+add94JOySR/aJhXhEJTffu3enevTvgb8PR1IWSqtQzFZGkUDZ1YWlpadihiFSbkqmIJIWcnBx27NjB6tWrww5FpNqUTEUkKah+qqQyJVMRSQq9evUCYNmyZSFHIlJ9SqYikhQyMzPp3LmzeqaSkpRMRSRpqBi5pColUxFJGjk5Obz//vt07NiRjh07MnHixLBDEqkS3WcqIklj9OjRbNy4kT179gDQpUuXkCMSqRolUxFJGl26dOHhhx8OOwyRatMwr4iISIKUTEVERBKkZCoiIpIgnTMVkaSxYsUKbr311vILkH70ox9x8cUXhxyVyL4pmYpI0njyySeZMWMGPXr0AGDw4MEhRyRSNUqmIpI0IpEI3bp105SCknJ0zlREkkYkEimf8F4klSiZikhSKCoqYtWqVUqmkpKUTEUkKRQWFgIomUpKUjIVkaRQdp5UyVRSkZKpiCSFSCRCRkYGnTt3DjsUkWpTMhWRpBCJROjZsyeNGunXkqQe3RojIqFZsmRJ+bnSgoICRo4cGXJEIvtHyVREQvPss89y++23l78eNGhQiNGI7D8lUxEJzdixYxk1ahQA6enpOl8qKUvJVERCk5WVRVZWVthhiCRMZ/pFREQSpGQqIiKSIA3ziohIpT7//HN27twJwNdff03jxo1Djij5qGcqIiKVuvzyy+natStdu3YlPz+f7du3hx1S0lHPVEREKnXddddx/vnns337dsa8M4avvvoq7JCSjpKpiIhU6oQTTgDAOcfV717Njh07Qo4o+WiYV0REqsTMaJHRQsk0htB6pmPnjKVgfUFYu4+rYP0kAIY/MTbkSCTapHZXATD2iStrZfsFpwb/7nOS7999Urr/fzL2ieHhBiIC7Gq1i6+//prhSfp9zGuXx6Tg/3NdUs9URESqLC0tDYDi4uKQI0ku5pyr8sr9+/d3ixYtqsVwwjd8uH+eOzfMKOQ7Cj7wz3lH1crmhwfPc2tl6wl6bbh/PnFumFGIANDnz30oKCjgxR+/yOmnnx52OLXOzBY75/rvaz31TEVEpMoyMjKAb4u5i6dkKiIiVZaenk6TJk2IRCJhh5JUlExFRKRaMjIymDlzJrm5ueTm5jJ79uywQwqd7jMVEZFq6dChA0eecmT568zMzBCjSQ5KpiIiUi2tW7fm+eefDzuMpKJhXhERkQQpmYqIiCRIyVRERCRBSqYiIiIJUjIVERFJkJKpiIhIgpRMRUREEqRkKiIikiAlUxERkQRVqwSbmW0EPqm9cOq9LGBT2EHUA2rHmqF2rBlqx5qRrO3YyTnXZl8rVSuZSmLMbFFV6uJJ5dSONUPtWDPUjjUj1dtRw7wiIiIJUjIVERFJkJJp3Xok7ADqCbVjzVA71gy1Y81I6XbUOVMREZEEqWcqIiKSICXTWmRmq80sYmYFZrYoeO8gM/s/M/sweG4ddpzJxsweM7MvzGxZ1Hsx2828e83sIzNbamZ9w4s8ucRpx/Fm9lnwnSwwsx9ELbspaMcVZnZKOFEnFzPraGb/MrP3zazQzP4neF/fx2qopB3rzfdRybT2He+cy4u65PtG4HXnXFfg9eC17O0J4NQK78Vrt+8DXYPHz4GH6ijGVPAE321HgHuC72Sec+5lADPrAZwH9Aw+86CZpdVZpMlrD3Cdc647MAj4RdBW+j5WT7x2hHryfVQyrXs/Av4a/PxX4MwQY0lKzrn5wJYKb8drtx8BU533NnCgmR1aN5EmtzjtGM+PgGecc7udcx8DHwEDay24FOGcW+ecezf4eTvwPnAY+j5WSyXtGE/KfR+VTGuXA141s8Vm9vPgvbbOuXXgv2DAIaFFl1ritdthwJqo9dZS+X9SgV8GQ5CPRZ1mUDvug5llA32A/6Dv436r0I5QT76PSqa1a4hzri9+6OcXZjYs7IDqIYvxni5Rj+8h4EggD1gH/DF4X+1YCTNrAfwdGOuc+6qyVWO8p3YMxGjHevN9VDKtRc65z4PnL4AX8MMUG8qGfYLnL8KLMKXEa7e1QMeo9ToAn9dxbCnDObfBOVfinCsFpvDt0JnaMQ4zOwCfAKY5554P3tb3sZpitWN9+j4qmdYSM8sws8yyn4GTgWXALOCSYLVLgH+EE2HKiddus4BRwVWUg4BtZcNv8l0Vzt+NxH8nwbfjeWbWxMw64y+geaeu40s2ZmbAo8D7zrk/RS3S97Ea4rVjffo+pocdQD3WFl1NpZ4AAACuSURBVHjBf4dIB55yzs0xs4XADDP7GfAp8JMQY0xKZvY0MBzIMrO1wK3AHcRut5eBH+AvUNgJ/LTOA05ScdpxuJnl4YfMVgNXADjnCs1sBrAcf+XlL5xzJWHEnWSGABcDETMrCN67GX0fqyteO55fX76PmgFJREQkQRrmFRERSZCSqYiISIKUTEVERBKkZCoiIpIgJVMREZEEKZmKiIgkSMlUREQkQUqmIiIiCfr/zQNekVscVdoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ett par av klockorna går fel men bara lite\n", "# measurements[3].shift_remote_time(-20)\n", "measurements[5].shift_remote_time(+40)\n", "\n", "adjust_measurements()\n", "plot_adjusted_measurements()\n", "show_shifts()\n", "selection_algorithm(10)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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Nb91NWf7A/enW2t1ZzuG/tNZeli2f31MT0977F5Lc11r7rtWhH07yb0k+nOStq2NvTfL3AwzvJLg3ya2ttataay3PzO8/Jfmp1Tnm9+I46Jr9cJKfX/1W5K1JHjm7Hcz6WmtvSvKbSd7ce//aOU99OMlbWmuXt9ZuzPIXZT41xBi3Ve/9X3vv1/Xez/Tez2QZ0Nevvj9v9fV7qv6jDa21UZL3JLksyX8neVuWP1D8dZJXZRmEn+697/eGOYdorf1ukp/Jcmvs9iS/lOV7Hh9Mcs3q2M/13p8YbJBbprX2gSSTLP/PGl9M8jtJ/i77XLOrH2L+OMvfnvxakrf13udDjHtbHDC/b09yeZKvrE77RO/9V1bnvyPL91GfSjLtvX/kuX8mz9hvfnvv7z3n+buz/BcAX9726/dUxRQANuHUbPMCwKaIKQAUiSkAFIkpABSJKQAUiSkAFIkpABSJKQAU/T/rhLU4SNfGXQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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er/cS7dWets16tZXBGVB1HCfhP+DVVgvncmUtr3UPeLY7jjPKuYxXWzjOyNvTOCOZr0sTZ4b7ZnF8i/ExmheYh1M9JrvnKflqQYLnuJKXPoXpeLVoyetFE92LiE/GmABgL1DPWpt2IJCIeNFlXhHJSEXgcSVSkaypZyoiIpJL6pmKiIjkkpKpiGSbMSbGGDPe7ThEChslU5FMGGPuM8bEGmPOGGNi0rSVNsbMM045OZt2onjPYz3PGWMOeZbnPc9gZvRdvY1TbeWkMWaB55Gh5LaKxpiPPG07jDG9s7tvDo4114kyJ3EYY6KMMWuMUxFmjTEmyqst03OX2b4iblAyFcncn8B4nEdbfFkO3Ikz6jWtQUBXnMkEInEm7x/s60OMMY1w5iDuizPZwSngda9NXsOZTagKzpzGb3j2yc6+BSIncRhjSgP/xSkcEIrzaNR/Peshk3OXjX1FCp7bz+ZoKdkLTgmtbTjPjW4CunnWl8F5xjTCa9vKOM8bXux5PwrnGdQ/gYE4zzfWz6c4xwMxmbTvJs1zmjjVbgZ5vb8b+D6D/f8NvOf1vh5O8gwGynteX+rVPgN4Nqt9fXyPAV4C9uPMZbsBiMBJXuc8+8UDH3u2vxJn9qMTOJNqvA+Mz+kx+Ni2M041HeO1bifQJatzl9W+WrS4sahnKm7bBrTDqX05FphpjKlmrT0DzOevye8BegBLrLX7jVMP9AHgOqA+Tv3MDBljXjcZV4vZkB8Hhu+qJtmqFmOdyfvP4lRcuRRItM6MQL4+K7N90+oMtPe0XQT0BA5Za9/CmZT+eevMBnWzp6e3ACdxV8SZOCOjmq05jaMRsMFa6/04wYaMjsnH8Wa2r0iBUzIVV1lrP7DW/mmtTbLWzgF+wyn5BU69Su9k2tuzDpzEOs1a+7O19hRZFIW21t5rM64WE5nHh5XMV1WToAzum2ZWISWn1VPStns751l/OU7PbrO1dk8G8bcCSgEvW2vPWWvn4cxKlZGcxHEhFWGSz11OvkekQCiZiquMMf2MMevMX9VLIoAwT/M3QFnPHL21gSjgI09bdVJXnfF+XVj4qmoSn6ZHldG2ydtfSPWUtO0prLXfAJNw7sHuM8a8ZYxJu2+y6sAfaeLdkcG2OYojG9tmdu5y8j0iBULJVFzjSZBv45ToqmSd6iU/4dzXw1qbBMzF6Z32Bj6xfxWK3gNc4vVx3hVofH2Xd+mwtEtGFVxyy1dVk2xVizHG1MW5b7zFswQYYxpk8FmZ7ZuOtfYVa+1VOJdFLwUeTm5Ks+keoEaannStDOLPaRw/A5FpPjsyo2Mi/fFmtq9IgVMyFTeVx/kFfgDAGHMXTs/U23s49/X68NclXnCS7F3GmCuMMeWAMZl9kU1dOiztkuG9NmNMgHEqwPgD/p7qJQFe7d4VYkp72pN/yU8HHjDG1DBOzdUHybiqySzgZmNMO2NMeWAcMN9ae8JaexLn/vE441TQaQP8A+deZqb7+jie5p6efingJM6E9N5Vd+p6bb4SOA8M95yHW/nrEnyOjsHHtos93zvccw6Ta55+4/mZ2bnLal+Rguf2CCgtJXsBnsap/nIQ+A+wBBiYZputnm1Kp1n/KM4jKX8CQ3ESc808ju9J0leEedKrPc5He7inzQDPe2I/7HntPQI1Hmjn9b43zqjUkziPflT0aquIMxjopGeb3mnizHDfNNtdizNYJ95zzmcBQZ62Bjglz44CCzzrmgFr+Ws07xwyGM2bjWNYBDzm9f5KYA3OCO0fgSu92rI6dxnuq0WLG4vm5pViwRhzBc4l4jLW2vNuxyMiJYsu80qRZYzpZpxZiEKB53CejVQiFZECp2QqRdlgnPut23DuoQ11NxwRKal0mVdERCSX1DMVERHJJSVTERGRXArIepO/hIWF2fDw8HwKRUQKq19/dX5edpmPtkRnzNdl/ul/nfx6yNnxsko+dhQpAtasWXPQWls5q+1ylEzDw8OJjY298KhEpEjq2NH5uXixj7Yj+5220IvTt8U4Oy6O9rGjSBFgjMlsCs0UuswrIiKSS0qmIiIiuaRkKiIikks5umcqIlLcnDt3jt27d5OQkOB2KOKiwMBALrnkEkqVKnVB+yuZikiJtnv3boKDgwkPD8d33XYp7qy1HDp0iN27d1OnTp0L+gxd5hWREi0hIYFKlSopkZZgxhgqVaqUq6sTSqYiUuIpkUpu/w/oMm827d27l99++y3den9/f1q3bu1CRCJSXAQFBREfH+92GJILSqbZYK2lU6dO/PLLL+naQkJCOHbsmAtRiYhIYaFkmg3fffcdv/zyC2PGjKF9+/ap2vz9/V2KSkSKG2sto0aNYtGiRRhjGD16ND179nQ7LMkGJdNsiImJoXz58jz88MMEBQW5HY6I5JMRI2Ddurz9zKgoePnl7G07f/581q1bx/r16zl48CDNmzenffv2VKtWLW+DkjynAUhZOHXqFHPmzKF79+5KpCKSr5YvX84dd9yBv78/VapUoUOHDqxevdrtsCQb1DPNwuOPr+LEiVF06XKd26GISD7Lbg8yv1hr3Q1ALph6pln46KPdwKP07t2SLl3gww/h3Dm3oxKR4qh9+/bMmTOHxMREDhw4wNKlS2nRooXbYUk2qGeaiZ07dxIX14+RI/dz0UUP8M470L07VKkCd90FAwdCvXpuRykixUW3bt1YuXIlTZo0wRjD888/T9WqVd0OS7JBPdNMzJgxA2st993XlTFjYPt2+PRTaNUKJkyA+vXhuutg7lw4e9btaEWkqEp+xtQYw4QJE/jpp5/YuHGjRvIWIUqmGbDWEhMTQ4cOHahbty4A/v5w002wYAHs3Anjx8PWrdCzJ1xyCTz8MGzZ4nLgIiJS4JRMgSeffJLKlSunWsLCwti6dSvR0dE+96leHf71L/j9d/j8c2jf3hm8cNll0KkTvPceqAiFiEjJoHumQJMmTejRo0e69cHBwfTq1SvTff384IYbnGXvXoiJgbffhj59oGJF6N8f7rkHrrgin4IXERHXKZni3PTv1q1brj+nalV45BEYNQq+/RbeegsmTYKXXoK2bWHQIGcAU9myeRC0iIgUGrrMmw/8/ODaa2HOHNi92xmstG8f9OvnXB4ePhx++sntKEVEJK8omeaziy+Ghx6CX391eqs33ghvvgmNG0Pr1s5l4VOn3I5SRERyQ8m0gBgDHTs6A5P++AP+8x84csR5XrVaNfjnP2H9erejFBE3xMXFERERkW79mDFj+Oqrr1yISHJK90xdEBYGI0c6k2ovX+4MWJoyBV5/HVq0cAYs9eoF2Z0K+N1332Xu3Lk+2xYsWECpUqXyMHoRKSjjxo1zOwTJJvVMXWQMtGsH06fDn3/CxIlw8qSTTKtVgyFDYM2azD/j7NmzPPjgg/z444/s378/3aK5PkWKhsTERO655x4aNWpE586dOX36NNHR0cybN8/t0CQb1DMtJCpWdAYmDRsG33/vjASePt25v9q0qTMS+I47ICQk9X6ffvophw4d4tNPP+Wmm25yJ3iRYmLE5yNYtzdva7BFVY3i5S5Zz6D/22+/MXv2bN5++2169OjBhx9+mKdxSP5Sz7SQMQauvhqmTXN6q5MmwfnzTi+1enVnPuBVqyC5wxkTE0O1atXo3Lmzu4GLSK7UqVOHqKgoAK666iri4uLcDUhyRD3TQuyii5yBSffeC6tXO73V2bOd+6tNmkCvXsf55JNlPPTQPQQE6J9SJLey04PML2XKlEl57e/vz+nTp12LRXJOPdMiwBhnYNI778CePTB5sjNP8KOPhpCUtIXrr7/b7RBFREo0JdMiJiQEBg+G2FhL3bp34udXjmeeuZSkJLcjExEpuXRtsIhat24dv/8+i969B/Leex2ZNMkZwCQiRU94eDg/eU2L9tBDD7kYjVwI9UyLqJiYGEqXLs2rrzbhxhvh//4PfvnF7ahEREom9UwLuQ0bNrB69ep062fNmkXXrl2pWDGUKVMgIsKpULNiBWgskohIwdKv3ULuiy++YNSoUT7bBg0aBDgTPLz+ujNr0rPPwujRBRmhiIgomRZygwcP9llTNTAwkMqVK6e879kTFiyAsWPhppuciR5ERKRgKJkWciEhIYSknfYoA6+9BkuWOKXeYmMhMDCfgxMREUADkIqVihWdCR1+/hnGjHE7GhGRkkPJtJi58UZnHt8XXoBly9yORkSKiz///JPu3bv7bOvYsSOxsbEX9LnZKTO3ePFivvvuuwv6/IKiy7zF0AsvwP/+54zuXb8egoP/avvjjz84fPhwun1CQkKoXbt2AUYpImlZa7HW4udX+Po51atXz5cKNtkpM7d48WKCgoJo3bp1nn9/Xil8/2KSa8HB8O67EBcH3s9+7969m7p16xIZGZluefDBB12LV6Qki4uL44orruDee++ladOm7Nq1i6FDh9KsWTMaNWrEE088kbJteHg4TzzxBE2bNqVx48b84nm4/MCBA1x//fU0bdqUwYMHU7t2bQ4ePAjAzJkzadGiBVFRUQwePJjExMR0MYSHh/PYY49x9dVX06xZM3788UduuOEG6tWrx+TJk1PiTC5gfvr0aXr16kVkZCQ9e/ZMNY9wUFAQDz74IE2bNuXaa6/lwIEDgDPRTKtWrYiMjKRbt24cOXIEIFWZOV/HFxcXx+TJk3nppZeIiopiWSG95KaeaTHVrh08+KDTS+3a1bn8O2PGDM6ePcvUqVPTDWqqUaOGS5GKFCJrRsCRvC3BRmgUXJX5BPq//vor06ZN4/XXXwfg6aefpmLFiiQmJnLttdeyYcMGIiMjAQgLC+PHH3/k9ddf54UXXuCdd95h7NixXHPNNTz66KN8/vnnvPXWWwBs3ryZOXPmsGLFCkqVKsW9997LrFmz6NevX7oYatasycqVKxk5ciTR0dGsWLGChIQEGjVqxJAhQ1Jt+8Ybb1CuXDk2bNjAhg0baOr1+MDJkydp2rQpL774IuPGjWPs2LFMmjSJfv368eqrr9KhQwfGjBnD2LFjefnl9OfF1/ENGTKEoKCgQj0zlJJpMfbUU7BoEdx9N2zcaImJiaFdu3bcddddbocmIl5q165Nq1atUt7PnTuXt956i/Pnz7Nnzx42bdqUkkxvvfVWwCnTNn/+fACWL1/ORx99BECXLl0IDQ0F4Ouvv2bNmjU0b94ccHqUF198sc8YbrnlFgAaN25MfHw8wcHBBAcHExgYyNGjR1Ntu3TpUoZ75i9NvrqVzM/Pj549ewJw5513cuutt3Ls2DGOHj1Khw4dAOjfvz+33367zzh8HV9RoGRajAUGwowZTsWZXr0OsWXLFv7v//7P7bBECq8sepD5pXz58imvt2/fzgsvvMDq1asJDQ0lOjqahISElPbkUm3+/v6cP38ecO61+mKtpX///jzzzDNZxpD8uX5+fqnKwfn5+aV8jzdjTDaOLPvbpY3D+/iKAt0zLeauvBKeeAK++iqM0qX7ZvjXoIgUDsePH6d8+fJUqFCBffv2sWjRoiz3adu2LXPnzgXgyy+/TLkfee211zJv3jz2798PwOHDh9mxY0euY2zfvj2zZs0C4KeffmLDhg0pbUlJSSn3QN977z3atm1LhQoVCA0NTbnfOWPGjJReanYEBwdz4sSJXMedn5RMS4D77z+Nn98GypZ9hqCg4Kx3EBHXNGnShCuvvJJGjRoxYMAA2rRpk+U+TzzxBF9++SVNmzZl0aJFVKtWjeDgYBo2bMj48ePp3LkzkZGRXH/99ezZsyfXMQ4dOpT4+HgiIyN5/vnnadGiRUpb+fLl+fnnn7nqqqv45ptvGON56P3dd9/l4YcfJjIyknXr1qWsz46bb76Zjz76qFAPQDIZXR7wpVmzZvZCnyUS98yePZvevb8G3mHlSvC6NSOSLR07Oj8XL/bRdsTp9SwOTX8vrmOMs+PiaB87FhKbN2/miiuucDuMXDlz5gz+/v4EBASwcuVKhg4dyrp1eTyQKpuCgoKIj4935btzy9f/BWPMGmtts6z21T3TEiAmJoZLLtnNoUOWadOMkqlIMbNz50569OhBUlISpUuX5u2333Y7pBJHybSY2717N//73/8YPXo0O3YYZs+Gl16CcuXcjkxE8kqDBg1Yu3aHExSqAAAgAElEQVSt22EAFNleaW4pmRYjt9xyC5s3b061Lj4+PmVE3+7dMH06fPgh9O3rUpAiIsWQkmkx0qhRI4KD0w8wioyMpF69etStC/XqwdSpSqYiInlJybQYyepZMmMgOhoefxx+/x3q1i2YuEREijs9GlPC9O/vJNWYGLcjEREpPpRMS5iaNaFzZyeZ+pjvWkRcEBQUVKDfFxMTw59//pmtbRcsWMCmTZsuaN+MZFT9xXvS+5yaPHky06dPz3SbdevW8dlnn13Q52dFybQEGjAAdu2Cr792OxIRcUN2E+L58+fzJZnmR23SIUOG+JzA31t+JlPdMy2BbrkFQkNh2jSnl3rmzBkeeughn3VOO3XqxMCBA12IUqTksdYyatQoFi1ahDGG0aNH07NnT+699166dOnCLbfcQrdu3QgNDWXq1KlMmTKF7du3M378eGbOnMkrr7zC2bNnadmyZUoFmrvvvpvY2FiMMQwYMICaNWsSGxtLnz59KFu2LCtXrqRs2bIpMXTs2JHWrVuzYsUKOnfuzMKFC1myZAnjx4/njjvuyHLfK6+8kjVr1nDgwAGmT5/OM888w8aNG+nZsyfjx48H/prYwVrLsGHD+Oabb6hTp06qOYbDw8Pp2bMn3377LeBMTVi/fn127NjBgAEDOHDgAJUrV2batGnUqlWLJ598MqWyTMeOHWnZsiXffvstR48eZcqUKbRs2ZIxY8Zw+vRpli9fzqOPPpoyIX9eUDItgQIDoU8fePttOHwYvvzyIyZNmkR4eDgBAan/S9SpU8elKEVcsHUnxJ/K288MKgf1a2Vr0/nz57Nu3TrWr1/PwYMHad68Oe3bt6d9+/YsW7aMW265hT/++CNlSsDly5fTq1evDEutNWrUiD/++IOffvoJgKNHj3LRRRcxadIkXnjhBZo18z2xz9GjR1myZAkAv/32G3//+9/p3r07AIsWLcp039KlS7N06VImTpzIP/7xD9asWUPFihWpV68eI0eOpFKlSinbfvTRR/z6669s3LiRffv20bBhQwYMGJDSHhISwqpVq5g+fTojRozgk08+4b777qNfv37079+fqVOnMnz4cBYsWJAujvPnz7Nq1So+++wzxo4dy1dffcW4ceOIjY1l0qRJ2fr3yAld5i2hBgyAM2dg9mznsk3NmjXZtm0bv/32W6ol+S9JEcl/y5cv54477sDf358qVarQoUMHVq9eTbt27Vi2bBmbNm2iYcOGVKlShT179rBy5Upat26dqtRaVFQUX3/9Nb///jt169bl999/Z9iwYXz++efp6hhnJDc9Nu9Sbo0aNaJatWqUKVOGunXrsmvXrlTbLl26NOV4q1evzjXXXJOq/Y477kj5uXLlSgBWrlxJ7969Aejbty/Lly/3GYd3Kbe4uLgLPp7sUs+0hLrySoiKgrfeOstPP/2Pxx57DD8//W0lJVw2e5D5JaO50mvUqMGRI0f4/PPPad++PYcPH2bu3LkEBQURHBycaam19evX88UXX/Daa68xd+5cpk6dmmUc3iXhciovS7l5t2W0XUbrC7qUm357lmB33QUbNpQmKSmC/v37ux2OSInXvn175syZQ2JiIgcOHGDp0qUpFVmuvvpqXn75Zdq3b0+7du144YUXaNeuHZBxqbWDBw+SlJTEbbfdxlNPPcWPP/4I5KykWdpt87IcWvv27Xn//fdJTExkz549KfdHk82ZMyfl59VXXw04I4Hff/99AGbNmkXbtm2z/X35WcpNybQE693bYsxZLrroLapWre92OCIlXrdu3YiMjKRJkyZcc801PP/881StWhWAdu3acf78eerXr0/Tpk05fPhwSjLNqNTaH3/8QceOHYmKiiI6Ojql5xodHc2QIUOIiori9OnTmcbUq1cvJkyYwJVXXsm2bdtytG92jrdBgwY0btyYoUOHpqtxeubMGVq2bMnEiRN56aWXAHjllVeYNm0akZGRzJgxg4kTJ2b7+zp16sSmTZuIiopKSdR5RSXYSrDvv/+eq6+ejjGTaNzYj4ULoXZtt6OSwkgl2KSghYeHExsbS1hYWIF9Z25KsKlnWoLFxMRQtmwM8+adJi4OmjeHFSvcjkpEpOhRMi2hTp8+zfvvv89tt93GrbeW54cf4KKLoFMnZyJ8ERE3xcXFFWivNLc0mrcE+Oyzz9Ld21i7di3Hjh0jOjoagMsvhx9+gB494O67YeNGmDABAvQ/REQkS/pVWQIMGTIk3fNdAPXq1aNTp04p70NDYdEiePBBePll2LwZ3n/f6bGKiEjGlExLgC+//JJz586lW1+jRo10z5YGBMDEiRARAf/8J7RqBQsXwqWXFlS0IiJFj5JpCXD55ZfneJ977oHLLoPbboOWLWHOHGceXxERSU8DkCRD7dvD6tVO2bYbb3R6rDl4kkpEpMRQMpVMhYc7j8vcfDOMGAGDBsHZs25HJSJZSVTB4gKlZCpZCg6G+fPhX/+Cd96B666DAwcy3n7//v3s2rUr3ZJf03iJFAddu3blqquuolGjRrz11lu88cYbjBo1KqU9JiaGYcOGATBz5kxatGhBVFQUgwcPTkmcQUFBjBkzhpYtW7Jy5UrGjRtH8+bNiYiIYNCgQSlz/65evZrIyEiuvvpqHn74YSIiIgAnAT/88MM0b96cyMhI3nzzzQI+C0WXkqlki58fjB8P773nXPpt3hw2bEi/3WeffUaVKlWoVatWumXatGkFH7hIDowAOubxMiKb3z116lTWrFlDbGwsr7zyCrfeeivz589PaZ8zZw49e/ZMVW5t3bp1+Pv7M2vWLABOnjxJREQEP/zwA23btuW+++5j9erV/PTTT5w+fZpPPvkEgLvuuovJkyezcuVK/P39U75jypQpVKhQgdWrV7N69Wrefvtttm/fns0jKNk0AEly5I47oH596NoVWreGmTOd18nefPNNqlSpwtNPP51u31atWhVgpCJFyyuvvMJHH30EwK5du9i+fTt169bl+++/p0GDBvz666+0adOG1157LaXcGjgTsFx8sTOVo7+/P7fddlvKZ3777bc8//zznDp1isOHD9OoUSPatWvHiRMnaN26NQC9e/dOSbJffvklGzZsYN68eQAcO3aM3377TXWNs0HJVHKseXOnd9qtm7OMHw+PPQb79+/j008/5YEHHuDuu+92O0yRHHvZpe9dvHgxX331FStXrqRcuXJ07NiRhIQEevbsydy5c7n88svp1q0bxphMy60FBgam9DQTEhK49957iY2NpWbNmjz55JMkJCRkWOYNnBJwr776KjfccEO+HWtxpcu8ckGqV3cmPe/TB0aPht69ISbGKR2lcm4iOXPs2DFCQ0MpV64cv/zyC99//z3gFLhesGABs2fPTinYnVG5tbQSEhIACAsLIz4+PqW3GRoaSnBwcMp3JJczA7jhhht44403Up5L37JlCydPnsynoy5e1DOVC1a2LMyYAY0bw6OPWv7732uJirqORo0auR2aSJHSpUsXJk+eTGRkJJdddlnKLZHQ0FAaNmzIpk2bUuqaepdbS0pKolSpUrz22mvUTlPy6aKLLuKee+6hcePGhIeHp1wWBufe6D333EP58uXp2LEjFSpUAGDgwIHExcXRtGlTrLVUrlyZBQsWFNBZKNpUgk3yxIsv/s5DD9Wle/dlfPBBO7fDkTymEmzFS3x8PEFBQQA8++yz7NmzJ0d1QYsrlWAT1/3++yQALrvsKpcjEZGsfPrpp0RFRREREcGyZcsYPXq02yEVebrMK7l29uxZ3n9/OvAf/PzKuR2OiGShZ8+eKfdgJW+oZyq59umnn3L48CFKl07EM+ZBRKREUc9Usi0+Pj5VybZku3btomrVqpw546dkKkWStRZjjNthiItyMn7IFyVTyTY/P7+Uh8O9XXzxxfTp04eHHjJKplLkBAYGcujQISpVqqSEWkJZazl06BCBgYEX/BlKppJt5cqV49NPP82wffRolEylyLnkkkvYvXs3BzKbcFqKvcDAQC655JIL3l/JVPJMYKCSqRQ9pUqV0nR5kmsagCR5RslUREoqJVPJM0qmIlJS6TKv5JnAQDh92pnrc9myZenag4KCeO6551yITEQkfymZSp4JDISjRxNTKsaUK5d6AodKlSopmYpIsaRkKnkmMBD27z/OqVOnWLFiRUq9RBGR4k73TCXPBAbCoUMnadCgAVdffbXb4YiIFBglU8kz584dJyHBEh0drYffRaREUTKVPBMX9wtQlr59+7odiohIgVIylTyRlJTEli0/4ucXQs2aNd0OR0SkQCmZSp5YsmQJx4/vIimpNGfOuB2NiEjBUjKVPBETE0Ng4FkATpxwORgRkQKmR2MkR7Zs2cKuXbtSrUtMTGTevHm0bDmJJUvg+HEIC3MpQBERFyiZSo68/vrrTJw40WfbjTe2ZskSOHasgIMSEXGZkqnkyLBhw7jtttvSrQ8JCeHQocsAp2cqIlKSKJlKjtSrV4969er5bIuNdX4qmYpISaMBSJJnQkKcn0qmIlLSKJlKnqlQwfmpe6YiUtLoMq/kGe+e6fnz5zl9+nS6bfz8/ChfvnwBRyYikr/UM5U8ExgIAQFw5Egil156KSEhIemWa665xu0wRUTynHqmkmeMcS71bty4g+3btzN8+HBq1aqVapuqVau6FJ2ISP5RMpU8FRICGzfupEqVKrz44osEBOi/mIgUf7rMK3mqXLlz/PHHcfr27atEKiIlhpKp5KnTp/dhbTD9+/d3OxQRkQKjroPkqYMHt1K2bA0iIi51OxQRkQKjnqnkmXXr1nH8+G+UKlXD7VBERAqUkqnkmZiYGPz8DhAfX47ERLejEREpOEqmkifOnj3LrFmziIy8mKQkw8GDbkckIlJwdM9Ucuzxxx/n+++/T7UuPj6egwcPcs89V7JuHezdC1WquBSgiEgBU89Ucuzs2bOcOnUq1eLn50fPnj3p3LkJAPv2uRykiEgBUs9Ucuy5557LsG3rVufn3r0FFIyISCGgnqnkqeTZApVMRaQkUTKVPBUUBOXLK5mKSMmiZCp5rmpVJVMRKVl0z1TyXJUqzgCkbdu2ERMTQ1JSUrptBg0aRO3atV2ITkQk7ymZSp6rWhV++QUeeeQR5s2b53PC+7/97W9KpiJSbOgyr+S5qlVhz54kFi5cyP3338+5c+fSLa1bt3Y7TBGRPKOeqeS5qlXhyBHn77To6Gh3gxERKQDqmUqeS3485oorOhIVFeVuMCIiBUDJVPLcmTM7ALjmmntcjkREpGAomUqe++WXqcABli//B+fOuR2NiEj+UzKVPHX+/HnmzXuT5s2nsH59KZ55xu2IRETyn5Kp5KkvvviCffv28dhjl9OnDzz1FKxZ43ZUIiL5S6N55YKcOHGCLVu2pFv/xhtvEBYWxk033USHDvDtt9C/P8TGQmCgC4GKiBQAJVO5IGvWrKFTp04+20aMGEHp0qUpXRqmTIEbb4QxY+D55ws4SBGRAqJkKhckIiKChQsXplvv5+dHhw4dUt536QKDB8MLL8Att0DbtgUZpYhIwVAylQsSFhbGzTffnK1tJ0yAL790LveuX+9UlhERKU40AEnyXXAwxMTA9u0wapTb0YiI5D0lUykQ7dvDyJHwxhtOL1VEpDhRMpUC8/TTcMUVMGAAHD3qdjQiInlHyVQKTGAgTJ/uFA6///6/1iclJdG8eXP8/f3TLU2aNHEvYBGRbNIAJClQzZrBv/4F48ZBt27QtSssWbKE2NhY7rzzTsLDw1NtX6VKFXcCFRHJASVTKXCjR8PHH8OgQdCmDcTExBASEsKbb75JuXLl3A5PRCTHdJlXClypUs7l3mPHYODAc3zwwTx69uypRCoiRZaSqbgiIgLGj4eFC0tx+vQQOnceTGKi21GJiFwYXeYV1zzwADz99DqOHXuR22+H0qWhfn1o0AAuvdRZkl9XrQrGuB2xiIhvSqbimri4bRw71pKBA9+hVau+bNkCv/0GW7bA55/DmTN/bRsU9FdiTZtsK1Z07xhEREDJVFw0ffp0jDnHmDEdqVkzdVtiIuze7SRW7yQbGwvz5pHqknClSr6TbIMGUL58wR6TiJRMSqbiiqSkJN59912uu+46aqbNpIC/P9Su7SzXX5+67exZZ2pC7yS7ZQt8840zsMlb9erpLxlfeinUretcVhYRyQtKppLvXnrpJb777rtU606ePMmOHTv497//nePPK10aLrvMWdI6eRK2bUvfo50/Hw4e/Gs7Pz8ID0+dZJN/1qrlJHMRkexSMpV8t3v3bjZt2pRu/TXXXEPXrl3z9LvKl4fISGdJ68iRv5Krd492xQo4ceKv7UqXhnr10vdoGzSAatU0EEpE0lMylXz34osv8uKLL7odBqGh0KKFs3izFvbtS51gsxoI5WvEsQZCiZRcSqZS4hnjPHpTtSq0a5e6LaOBUGvWwIcfph8I5SvJ1q+vGq4ixZ2SqUgmsjMQKm2PNrOBUGmTbd26UKZMwR2PiOQPJVORC5TZQKhTp2Dr1vQ92o8+Sj8QqnZt3yOONRBKpOhQMhXJB+XKZT0QKm2P9rvvMh4IlbZH68ZAqKSkRF599XUSEhJSr7+7L0ajsqSEUzIVKWB5MRCqfHnf92fzcyDUnj17GD58eLr1baL74Oevab6lZFMyFSkksjsQyjvZ/vhj+oFQFStmPCNUbgZC7d27l6ioKJYvX55q/d/OnrzwDxUpJpRMRYqACxkI9e23MGNG6m2rV/fdo81qINTJk/HEx8dz1113UT7tHI1KpiJKpiJFXXYHQnkn2wUL4MCBv7bzHgiVNtnWru30So0x9O7du+AOTKQIUTIVKcbyZiCU5ezZ6gQFBRIWFlZwwYsUIUqmIiVUZgOh9u//K8EuWrSVDz+8iIoVQ9wJVKQI0BA8EUnFGKhSxRkEdffdYO0jlCq1hfBwTeMkkhElUxHJ0MGDB/n444+pUqUKxujXhUhGdJlXREhKSmL79u3p1s+ePZtz585RtWpVF6ISKTqUTEWEM2fOUL9+fZ9tTZs2pXx5XeIVyYySqYhQqlQppqednd+jTZs2DBhQwAGJFDFKpiJCQEAAffv2dTsMkSJLIwpERERySclUREQkl5RMRUREckn3TEXkgsXHx3M+8TxAuqkGBw8eDA3ciEqk4CmZisgFCwgIwM9TGLxXr14p61etWsXEiRO5cuKV+Pv7uxWeSIFRMhWRCxYYGIjfaSdZTpo0KWX98uXLadeuHQcOHNCED1Ii6J6piOS5Nm3aUK9ePfbu2+t2KCIFwrWe6YjPR7Bu77pcf87WrRAfnwcBiUiG4re+DMBFI0aka4t4fLanrWOq9QnXh3EmcC/Ltq5N1ybiLSgIMpiAK8eiqkbxcpeX8+bDckA9UxHJF6VKBYCBpKRETp07xfmk826HJJJvjLU22xs3a9bMxsbG5mM4IlIYdezo/Fy82Efbkf1OW+jFqdZbawkZFcJpv9OUu6gcJ86eoH7F+gyIGkC/Jv2oEVIjf4MWyQPGmDXW2mZZbaeeqYjkC2MMl4RdQuL+ROa2nMu7Xd+lenB1HvvmMWq9XIu/v/d35m+ez9nEs26HKpJrSqYikm/CwsLw9/dnzow59GvSjyXRS9hy3xYeafMIa/eu5ba5t3HJfy7hwS8e5Of9P7sdrsgF06MxIpJv/P39qVy5MnNfmUtAQOpfN13oQt3r67KWtby66lX+8/1/aFGjBQOiBtArohcVAiu4FLVIzimZiki+qlGjBmWrlOWzzz5L1za25VjmDZzHgZMHmLlhJlPWTmHIp0MY+cVIujfszoArB9ChdgeMZ2IIkcJKyVRE8lVQUBCxv2c+cLFy+cqMvHokI1qNYPWfq5m6diqzf5rNjA0zqBdaj7ui7qJ/VH8uCbmkgKIWyRndMxWRQsMYQ4saLZj898nseXAP07tOp2aFmoz+djS1X67NTbNuYt6meZw5f8btUEVSUTIVkUKpXKly9G3Sl2/7f8vWYVt5rO1jbNy/kds/uJ0a/6nByM9HsnHfRrfDFAGUTEWkCKhXsR5PXfMUcffHsajPIq6pcw2vrX6NyMmRNH+7OZNjJ3M04ajbYUoJpnumIlJk+Pv506V+F7rU78LBUweZtWEWU9ZOYeinQxn5xUhuu+I27r7ybjqEd8DPOH2FpUuXsmXLlnSfValSJbp27arBTZInlExFpEgKKxfG/a3uZ3jL4azZs4apa6fy3sb3mLVxFnUuqsNdUXcRHRXNu+++y9SpU31+xrJly2jbtm0BRy7FkS7zikiRZoyhWfVmvP6319nz4B5mdptJndA6jFk8htov1yaubRyvL3mdrXFb2bVrF7t27WLr1q0EBQURExPjdvhSTCiZikixUbZUWfpE9uHrfl/z+/DfGd1+NL8d/Y17v72XFnNaMGHjBA4FHKJevXrcfvvtzJ07l5MnT7odthQDSqYiUizVCa3DuE7j2H7/dr648wuuq3sdk9dMJurNKJq91YwK11fgxLkTfPTRR26HKsWAkqmIFGv+fv50rteZOd3n8OcDf/JKl1c4n3Sel7e8jHnY8Pi3j7sdohQDSqYiUmJUKleJYS2HsXbwWtYMWkMD/wbE1Ywj9heVlpTcUTIVkRLHGEPTak2ZeMtEMPDU3KfcDkmKOCVTESmxboi6gbKnyvK/P/+HtdbtcKQIUzIVkRLLGMN11a7jdJXTzPl4DocOHUq1HDlyxO0QpYhQMhWREu2RWx4BP7jjyTsICwtLtTRt2tTt8KSI0AxIIlKiXV3naqoHVqdC9woMvWtoqraQkBCXopKiRslUREo0Ywx3Nr2T/3z/H+4ceCehZUPdDkmKIF3mFZESr3vD7pxPOs/CXxe6HYoUUUqmIlLiNavejFoVajFv8zy3Q5EiSslUREo8Ywzdr+jOl9u+5FjCMbfDkSJI90xFpMR58cUXeeONN1KtSwhL4OyNZ4lZGcP9ne53KTIpqpRMRaTEqVmzJq1atUq1LskmMfv4bN5Y8oaSqeSYkqmIlDg9evSgR48e6davGLyCX8v9yrHTx6hQtoILkUlRpXumIiIe/Vv0hwB4YeELbociRYySqYiIx6heozAnDdNjp7sdihQxSqYiIh5B5YO4jMvYWWonx48fdzscKUKUTEVEvLRu3BrKwAcffOB2KFKEKJmKiHipF14PgGnTp7kciRQlSqYiIl4CAwIBWPHDCrZu3epyNFJU6NEYEREvZfzLOC8CYOjQoURFRaVqDwgI4JlnnnEhMinMlExFRLwk90xv7XErn8/5nO+++y51e2Cgkqmko8u8IiJeygQ4PdNnJzzLyZMn0y2HDh1yOUIpjJRMRUS8JPdMzySecTkSKUqUTEVEvCTfM004n+ByJFKUKJmKiHhJvsx75rx6ppJ9GoAkIiXO2bNnWbhwoc82E24A9UwlZ5RMRaTEiY+P5/bbb/fZduXNV8JVumcqOaNkKiIlTkhICBs3bky3fvr06UyYPsFJprrMKzmgZCoiJU5AQAARERHp1g8bNowJ0yYAuswrOaMBSCIiHjVr1qRtq7YAnD5/2uVopChRMhUR8dLr9l4AbNyU/jKwSEaUTEVEvPTp1gfOwMK1vkf7iviiZCoi4uWi4Iu4/Pzl/F7md/489Kfb4UgRoWQqIpLGyE4joTQ8/t7jbociRYSSqYhIGgNvGEip46X4cNuHJCYmpluSkpLcDlEKGSVTEZE0/Pz86BjakWOhxwgICyAgIPUyefJkt0OUQkbPmYqI+PBS9Es0ntKYjiM70sl0StXWokULl6KSwkrJVETEh0aXNOLautey7fA2/jX8X/gZXciTjOl/h4hIBvo36c/2o9tZtmOZ26FIIadkKiKSgW6XdyO4dDDvrn/X7VCkkFMyFRHJQPnS5enRqAdzf55L/Nl4t8ORQkz3TEVEPFatWsW9996bal18xXhOtjnJU/Oe4rnez7kUmRR26pmKiHiULl2aqlWrplrqla6H31E/3l71ttvhSSGmnqmIiEdUVBSffPJJuvXXjL2Gb/mWFT+voE2jNi5EJoWdeqYiIlkYd9s4AMZ8OMblSKSwUjIVEclC24i2XHTkIpYeW6qpBMUnJVMRkWy4vcHtnA85z9RFU90ORQohJVMRkWz45z/+CcC7X+iZU0lPyVREJBsaVW+En/Xjh20/cPLkSbfDkUJGyVREJBsC/AKoHVSbcxXOMX/+fLfDkUJGj8aIiGTTVbWuYteeXUyYMIGdO3ema4+OjqZGjRouRCZuUzIVEcmmhpUb8mHIh2zcvJGNozema7/22muVTEsoJVMRkWy6ovIVWCyxcbFEXhyZrt3f39+FqKQw0D1TEZFsuiLsCgC2Hd1GqVKl0i1+fvqVWlLpX15EJJsurXQpBsPmA5vdDkUKGSVTEZFsKluqLHVC67D5oJKppKZ7piIiPqxatYrjx4+nW1+zbE0lU0lHyVRExIfhw4fzww8/pFsf8LcA/Fv5k5iUiL+fBhyJQ8lURMSHN998kxMnTqRat337dvq91I/zieeJOxpHvYr1XIpOChslUxERH5o0aZJuXZs2bXj8rcfZwQ42H9ysZCopNABJRCSbjDFE/z0agKWbl7objBQqSqYiIjkwqO8giIcv1nzhdihSiCiZiojkQPXq1amWUI0NdgM/7fvJ7XCkkFAyFRHJoSevfhLOQrcZ3TibeNbtcKQQUDIVEcmhfrf2o9zX5dh6citjF491OxwpBJRMRURyKDAwkP4t+uO/wZ9nVzzLip0r3A5JXKZkKiJyAaKjo0n8JBF7xNLupXYEVQoiODiY4OBgevTo4XZ4UsD0nKmIyAVo3rw5Lz33Et//+T1zy80lfEg4NyTcAEDDhg1djk4KmpKpiMgFMMYwYsQIAOp9XY9/L/834/uOp+vlXV2OTNygy7wiIrn0RMcnaFqtKfd8fA974/e6HY64QMlURCSXSvuXZma3mcSfjU2f1yMAAA0PSURBVGfAfwdgrXU7JClgSqYiInngispX8Px1z7No6yImx052OxwpYLpnKiKSS127diU+Ph6LpWJERe77+D6mj5tOt3bdGDVqlNvhSQFQz1REJJfOnDlDQkICZxLOUHdjXfyS/Pgx/EdGPzGaQ4cOuR2eFAD1TEVEcmnRokWp3n/w8wf0mNcDWsH777/PP//5T5cik4KinqmISB67vdHt9I3sC+1h0oJJbocjBUDJVEQkH7x646uE+ofyS8NfWLVuldvhSD5TMhURyQcVAisw7ZZpEArd5nfj14O/uh2S5CMlUxGRfPKPqH9w1Y6r2HN+D00mN+G55c9xPum822FJPlAyFRHJR6P/MRr7qqVpcFMe+foRWr3Tio37NrodluQxJVMRkXx00003ERYYRvXl1ZnbfS47j+3kqreu4snFT6qweDGiZCoiko9Kly5Nnz59+Hjhx+z9Zi8PBj5IVKkoxi4ZS/gz4bzz2Ttuhyh5QM+Ziojks4EDB/Laa68xfPjwv1ZeCnv+vodBqwaxpdQWxnYcS9lSZd0LUnJFyVREJJ9FRERw+PBhEhISUq0/duYY41eNZ8J3E1jwywKm/mMqbWu1dSlKyQ1d5hURKQDBwcFUrlw51VL/kvrE3BrDV32/4lzSOdpPa8+wz4YRfzbe7XAlh5RMRURcdm3da9k4dCPDWgzjtdWvEfF6BP/b9j+3w5IcUDIVESkEgkoHMfHGiSy7axmBAYF0ntmZu/97N0cTjrodmmSD7pmKiBQibWq1Yd2QdYxdPJYJ301g0dZFPHj5g3So0iHVdsYYIiIiKFOmjEuRijclUxGRQiYwIJBnrnuG7g27c8ecO3go9iHYCCwCTv213fDhw5k4caJbYYoXXeYVESmkrqp+FSv6r6B3td4ERAYQ8lgIo94dxcKFC7nxxhuZMWNGuhHC4g4lUxGRQqxyxcrMGjSLtUPWctnFl/H89ueZcnIK/f7ZjyNHjvDxxx+7HaKgZCoiUiREXBzBd3d/x4TrJ/DFti8Y+tNQQjuFMi1mmtuhCUqmIiJFRoBfAA+1foj1Q9bT+OLGHOlwhEUVF7Fh2wa3QyvxlExFRIqYSytdyuLoxYxpNgZqQcdZHdl8YLPbYZVoSqYiIkXQ/7d397FV1Xccx99fekOB0rVUHjYooLhSMhCf2GQ2I5N1CkFFK1QSfJqgonFPZnQzBg2Jf4iQyEjQSdC1wlSgkelQjFpwBifWypNSlTLQgqCgTlAYD5bv/rgHVugtzF16z709n1dy03t+57T99ttf76f3d05vO1gHpo+ZztA1Q9m7fy8XP34xr374athlRZbCVEQkg91ZdidNjzbRLdaNSxdcysINC8MuKZIUpiIiGay8vJxOBzpxyZZLKOlXwvVLr+f+1+7H3cMuLVIUpiIiGSwvL4+ysjKemPcEDfc20KWhC9NWTqPrxK4U9itkxYoVYZcYCXoFJBGRDDdt2jRycnJoamrCcdbuWcu64nXk98snO08vN5gKClMRkQw3aNAg5s2bd9xY5bpKbvnbLdxeezvPf/95+ub1Dam6aNAyr4hIO3TTeTexfOJyPtrzERfNv4i1O9eGXVK7pjAVEWmnSgeU8vrNrxPrEGNE5QiWNywPu6R2S2EqItKODek5hNWTV1NUUMQVT13Bo3WPhl1Su6QwFRFp53rn9mbW4Fn02NODKc9PofjOYq4Zdw3jxo1jwoQJ1NfXh11ixtMFSCIiEXDkwBEKXirg4PkH2XT2Jj458Al9avuwZdMWsrOzqaqqCrvEjKZnpiIiEVBaWsrGdzbyedXnPFj6IHv77qXgNwVc+4trqa6u5quvvgq7xIymMBURiRAzY2rJVBaPW0zdjjpWDljJ/k77qa6uDru0jKYwFRGJoPGDx1NzQw37fT9Zt2Yx55k5YZeU0RSmIiIRVdKvhDcmvUF+p3zWnbuOmrU1YZeUsRSmIiIRVnRGES9OeBEMKp6tCLucjKUwFRGJuGHFwyj8rJA1TWvYsXdH2OVkJIWpiIhw1/C7IAumVk8Nu5SMpL8zFRERppRPoWJyBYubFjNy4Ug6d+h83P4xY8aQl5cXUnXpT2EqIiJ07tyZq3tezZLYEiY/PBneOH5/fX29wvQkFKYiIgLAkzOfZNv8bWy9aiuvPPYKHbM6HtvXv3//ECtLfzpnKiIiAMRiMe4rvY9P//0pdQfrGDhw4LFbdrb+yfjJKExFROSYy86+jHN6nsPMf8zkiB8Ju5yMoTAVEZFjzIyKkgrqd9fzQsMLYZeTMXTOVEQk4g4dOkRjY+Ox7Qs7XUjvLr2Z/sp0Rg0YRSymqDgVdUhEJOIaGxspKio6fvAi2DF6B+PvGs/SOUvDKSyDKExFRCKuV69eLFiw4LixA0cOcEfDHSz7Yhn79u0jJycnpOoyg8JURCTicnNzue6661qMr6paRVVWFXMXzaXiZr1u78noAiQREUloxjUzsCZjdu3ssEtJewpTERFJqFfXXgyLDWNnj53UvlcbdjlpTWEqIiKtmlU2CwweWPJA2KWkNYWpiIi0asQ5IyipLWF91XrcPexy0pbCVERETuq2ibexZcsWVq1aFXYpaUthKiIiJ1VWVkbXrl2prKwMu5S0pT+NERGRk8rJyaG8vJyFCxfy1ltvtdg/Y8YMRo8eHUJl6UNhKiIip1RRUcHXX3/N4cOHW+zLzc0NoaL0ojAVEZFTKi4uZtGiRWGXkbZ0zlRERCRJClMREZEkKUxFRESSpDAVERFJksJUREQkSQpTERGRJClMRUREkqQwFRERSZLCVEREJEn2bf6ljpntBj46DZ+3O/DZafg47Y36kpj6kpj6kpj6kpj60tL/0pP+7t7jVB/oW4Xp6WJmde4+LOWfOM2pL4mpL4mpL4mpL4mpLy2dzp5omVdERCRJClMREZEkhRWm80L6vOlOfUlMfUlMfUlMfUlMfWnptPUklHOmIiIi7YmWeUVERJKUkjA1sywzW2tmy4Lts8zsTTNrMLNFZtYxFXWkEzPLN7NqM3vfzN4zsx+bWYGZvRz05WUz6xZ2nalmZr81s41m9q6ZPWVmnaI4X8zscTPbZWbvNhtLOD8sbo6ZbTazDWZ2QXiVt61W+jIz+DnaYGZLzSy/2b67g758YGaXhVN120vUl2b7fmdmbmbdg+1Iz5dg/JfBnNhoZg82G/+/50uqnpn+Gniv2fYM4CF3LwL+BUxKUR3p5I/Ai+4+CDiXeH/+ANQEfakJtiPDzPoAvwKGufsQIAuYQDTnSyUw6oSx1ubHaKAouN0KPJKiGsNQScu+vAwMcfehwCbgbgAz+wHx+TM4eJ+HzSwrdaWmVCUt+4KZ9QV+DjQ2G470fDGzS4CxwFB3HwzMCsaTmi9tHqZmVgiMAeYH2waMBKqDQ6qAq9q6jnRiZt8BRgCPAbj7IXf/kvg3uCo4LHJ9CcSAzmYWA7oAO4ngfHH314AvThhubX6MBZ7wuNVAvpl9LzWVplaivrj7S+7+TbC5GigM7o8Fnnb3g+6+FdgM/ChlxaZQK/MF4CGgAmh+cUyk5wtwO/CAux8MjtkVjCc1X1LxzHQ28W/mkWD7DODLZpN/O9AnBXWkkwHAbuDPwfL3fDPLAXq5+06A4G3PMItMNXf/mPhviY3EQ3QP8DaaL0e1Nj/6ANuaHRflHt0MLA/uR7ovZnYl8LG7rz9hV6T7AgwEfhKcOvq7mf0wGE+qL20apmZ2ObDL3d9uPpzg0KhdUhwDLgAecffzgX1EbEk3keAc4FjgLKA3kEN8SepEUZsvp6KfKcDM7gG+Af5ydCjBYZHoi5l1Ae4B7k20O8FYJPoSiAHdgOHAVGBxsGKaVF/a+plpCXClmX0IPE18uW428WWFWHBMIbCjjetIN9uB7e7+ZrBdTTxcPz263BK83dXK+7dXpcBWd9/t7oeBZ4CL0Xw5qrX5sR3o2+y4yPXIzG4ELgcm+n//3i/KfTmb+C+l64PH30JgjZl9l2j3BeJf/zPBMnct8VXT7iTZlzYNU3e/290L3f1M4id2V7j7RGAlMC447Ebg2basI924+yfANjMrDoZ+BtQDzxHvB0SwL8SXd4ebWZfgN8WjfYn0fGmmtfnxHHBDcJXmcGDP0eXgKDCzUcDvgSvdfX+zXc8BE8ws28zOIn7BTW0YNaaau7/j7j3d/czg8Xc7cEHw2BPp+QL8lfgTO8xsINCR+IvdJzdf3D0lN+CnwLLg/oCgyM3AEiA7VXWkyw04D6gDNgTf3G7EzyfXAA3B24Kw6wyhL9OB94F3gQVAdhTnC/AU8fPGh4k/EE5qbX4QX56aC/wTeIf41dChfw0p7Mtm4ue61gW3PzU7/p6gLx8Ao8OuP5V9OWH/h0B3zRcmEQ/PhcFjzBpg5OmYL3oFJBERkSTpFZBERESSpDAVERFJksJUREQkSQpTERGRJClMRUREkqQwFRERSZLCVEREJEkKUxERkST9B45s0YahyHoPAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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cxbK7rbX73LaGxpiwDO0/52HdrGJLO7/AIsC31366ZFttoA6w3F1nmD1TeeffWW3XGGOAd4FaOPdKT2ZzrH49XpHipGQqXrrbGHOuMaYa8DBwutj128AwY0xb46hsjLnGGBNmnDJdl7mvQCThVAdJcdfbDUSaHEpvWWuvstmXZcv2FQ5jTDnjlPgKAkKMU+Ir2Ke9oGXbMpoC3GqMudi93/ro6WWtU3g7EXjc3X8voDnwYW7rFsLVwOfW2vyMO/o6cBFwrbX2eC7LlrTjFSkYr5+A0hSYE+mf5j0ITAYq+bRfCSx123YC/8G5F9YcWIJzKW8/Tk3Luu461XF6WAeA5UUcbxxOz9d3ivVpz9hmfdrOwnmg6k+chP8Pn7b6OJcr6/vM+4e73J84Tzmf5dMWifPk7XGcJ5l7ZIgz23VzOb54sniaF5gF9MnHeTp9tSDJPa7T000l6Xg1aSrqSQPdi0iWjDEhwC6gkbU244NAIuJDl3lFJDvVgMeUSEVyp56piIhIIalnKiIiUkhKpiKSZ8aYOGPME17HIVLSKJmK5MAYc48xJsEYc8IYE5dFe3e3mskxt7pJA5+2vsaY7922+Fz209UYk5rhvdfBPu3VjDEfG2OOGqciy4BstjPJOJVrzi/AsRZZosxLHG77UZ/jfcenrZt7Pg8ZYzZnsW6O1WRE/E3JVCRnO4AncF5tSccYEwF8hFMZpRqQwJl3ZcF5dedF4Om87sumf+91sk/bqzijCdXCGdP4dWNMuvF9jTGdcMY59lQ+42jhc7y3+cw/inPOR2azXrbVZES8oGQqnjLGPGiM2WCc2pdr3BfzT9fFPGiMifJZtoYx5rgxpqb7eZQxZqdx6ojeVtAeWU6stR9Za2cDWY2qcz3ws7X2P9baJJwhDlu4AzNgrf3KWjuTMyM7FYgxpjJOebfHrLVHrLWLgDnAQJ9lQoCXyXnoPtxBMF4wxvzh9vpWGmOijDFDcZL0KLeX+Im7/CXGmOXuv88MoEIu289THLmx1i6x1k4FNmaxjyZAS+Bxa+1xa+2HwCqyL4EnUuyUTMVrG4DOOLUvxwLvGWPqWGtP4PT6bvRZti8w31r7h3Hqgf4D6AGcj1M/M1vGmNdM9tViVhYw9nRVS6y1R93jya4iTG5qGmN2G2M2uQmvsju/CZBinRGBTstYeeY+YIG1NrdjuRyIcbd5NtAP2GetfQtnUPpn3V7itcaY8sBsnDF2q+EMnJFbwsprHKctME5x749MNjVPs5BbNRkRv1MyFU+5vbod1tpUa+0M4Deckl/g1Kv0TaYD3HngJNZJ1tqfrbXHyKUotLX2Lpt9tZjmBQw/t6om+bEOiMYZB/cy4FLg//KyH2NMPZxydaPzsJ+T7noX4rwat9ZauzObZdsB5YAXrbUnrbWzcEalylI+4wDnD6BIN5YdOAPth+RhvaI87yJFQslUPGWMGWSMSTRnqpdEARFu8zdAReOM0dsAJ9l87LbVJX3VGd/v/SW3qiZ5Zq3dZa1d4/5RsQkYBfTJ435eBMblZXAFa+03wCs492B3G2PeMsZk3PZpdYHfbfqX0bfksPk8x+HGssBam2ytPQj8HTgPZ0zf3BTZeRcpKkqm4hk3Qb6Nc3+tunWql6wGDIC1NhWYidM7HQB86nNpbydwrs/mfCvQZLUv39JhGafsKrjkJl3VEveybCOyrwiTHxb3PAC/4gyu39in3bd6SndgvHu5dJc7b3F2T/xaa1+y1l6Kc1m0CWce8sk4gstO4BxjjPGZVz+HmPMVR1ahceaYc5JbNRkRv1MyFS9VxvkFugfAGDMEp2fq6wOc+3o3ceYSLzhJdogx5iJjTCVyubRo05cOyzhle6/NGBNinAowwUCwcaqXnL4U+TEQZYzp7S4zGlhp3ULYxphgd34IEOSuWy6b/XQ1xtR3HxCqh/ME8H/d2I/i3D8eZ5wKOh2Bv+HcywQnIbbA6blHu/Ou5Uwv3nc/rd2efjmcJ2aTSF91p6HP4ouBU8Bw9zxcz5lL8FnJTxxNjTHR7jkKBZ4HfgfWuu1B7rkr53w0Fdx7uNjcq8mI+J/XI+1rCuwJeBLnFZK9OPcI5wO3ZVhmvbtM+QzzH8IZiH0HcCdOYq5XxPGNIXNFmDE+7T1w7ncex6luEunTFpvFunE+7UeAzu73/8BJJsdwLlm/DIT5LFsN52Ggo8BWYEAOMVvg/GzaugMr3X3vxXnoKNRta4yTpA4Cs915rXBeQTmM89rPDOCJPJ67dHEA84CH3e8vw6kCcxT4wz22xj7Lds3i3MX7tEeSQzUZTZr8PWlsXikTjDEX4VwiPstae8rreEQksOgyr5RaxphexpjyxikM/QzwiRKpiHhByVRKsztw7rduwLnvd6e34YhIoNJlXhERkUJSz1RERKSQlExFREQKKS9Dd6WJiIiwkZGRxRSKlHa//OJ8veACb+MIGH+6JzzcOeHuJ/x++o8lOV8r5TgGfqn3yz7nDF9QXT/ggWTZsmV7rbW5ViTKVzKNjIwkISGh4FFJmda1q/M1Pt7LKALIV12drz3iAefFTHBevvSrxHXO1+gL/b1nv+oa1xWA+Nh4T+MQ/zLG5DSEZhpd5hURESkkJVMREZFCUjIVEREpJCVTERGRQlIyFRERKSQlUxERkUJSMhURESmkfL1nGsh27drFb7/9lml+cHAwHTp08CAiEREpKZRM88BaS7du3Vi3bl2mtvDwcA4dOuRBVCIiUlIomebB999/z7p16xg9ejQxMTHp2oKDgz2KSkRESgol0zyIi4ujcuXKjBw5ktDQUK/DERGREkYPIOXi2LFjzJgxgz59+iiRiohIltQzzcVjjy3h8OFRXHllD69DERGREko901x8/PF24CEGDGjLlVfChx/CyZNeRyUiIiWJkmkOtm7dyubNg7jvvgmMGWNYswb69IF69eChh2DDBq8jFBGRkkDJNAdTp07FWss99/Rk9GjYtAnmzoV27WD8eDj/fOjRA2bOhORkr6MVERGvKJlmw1pLXFwcXbp0oWHDhgAEB8PVV8Ps2bB1KzzxBKxfD/36wbnnwsiR8OuvHgcuIiJ+p2QKjBkzhho1aqSbIiIiWL9+PbGxsVmuU7cuPPIIbNwIn38OMTHw4otwwQXQrRt88AEkJfn3OERExBt6mhdo0aIFffv2zTQ/LCyM/v3757huUBBccYUz7doFcXHw9ttw001QrRoMHgy33w4XXVRMwYuIiOeUTIFevXrRq1evQm+ndm148EEYNQq+/RbeegteeQVeeAE6dYKhQ50HmCpWLIKgRUSkxNBl3mIQFATdu8OMGbB9u/Ow0u7dMGiQc3l4+HBYvdrrKEVEpKgomRazmjXhgQfgl1+c3upVV8Gbb0KzZtChg3NZ+Ngxr6MUEZHCUDL1E2Oga1fnwaTff4f/+z84cACGDIE6deDuu2HFCq+jFBGRgtA9Uw9ERMB998GIEbBokfPA0rvvwmuvQZs2zgNL/ftDXocCnjx5MjNnzsyybfbs2ZQrV64IoxcRkYzUM/WQMdC5M0yZAjt2wIQJcPSok0zr1IFhw2DZspy3kZyczP3338/y5cv5448/Mk3WWv8cjIhIAFPPtISoVs15MOnee+GHH5wngadMce6vtmzpPAl8440QHp5+vblz57Jv3z7mzp3L1Vdf7U3wIiIBTj3TEsYYaN8eJk1yequvvAKnTjm91Lp14bbbYMkSON3hjIuLo06dOlx++eXeBi4iEsCUTEuws892HkxKTIQff3Tuo06bBm3bwiWXwNNP/8mnny5k4MCBhIToIoOIiFeUTEsBY5wHk955B3buhDfecMYJfuihcFJTf+Uvf7nV6xBFRAKakmkpEx4Od9wBCQmWhg1vJiioEk891YTUVK8jExEJXEqmpVRiYiIbN75P//5L+OYb596qiIh4Q8m0lIqLi6N8+fK8/HILrroK/vlPWLfO66hERAKTnlop4VauXMnSpUszzX///ffp2bMn1apV5d13ISrKqVDz3XegZ5FERPxLv3ZLuP/973+MGjUqy7ahQ4cCzgAPr73mPO379NPw6KP+jFBERJRMS7g77rgjy5qqFSpUoEaNGmmf+/WD2bNh7Fi4+mpnoAcREfEPJdMSLjw8nPCMwx5l49VXYf58p9RbQgJUqFDMwYmICKAHkMqUatWcAfN//hlGj/Y6GhGRwKFkWsZcdZUzju9zz8HChV5HIyISGHSZtwx67jn48kvn6d4VKyAs7Ezb77//zv79+zOtEx4eToMGDfwYpYhI2aFkWgaFhcHkydClCzzwgFN5BmD79u00atSI5OTkTOv07t2bWbNm+TlSEZGyQcm0jOrcGe6/3+ml9uzpXP6dOnUqycnJTJw4MdNDTeecc45HkYqIlH5KpmXYv/4F8+bBrbfCqlWWuLg4OnfuzJAhQ7wOTUSkTNEDSGVYhQowdSrs2QP9++/j119/JTY21uuwRETKHCXTMu6SS+Dxx+GrryIoX34gN9xwg9chiYiUOUqmAeDvfz9OUNBKKlZ8itDQsNxXEBGRfFEyDQCffjqb1NSXOHToHH780etoRETKHiXTABAXF8e55y6mYkXLpEleRyMiUvYomZZx27dv58svv2TIkN7ccINh2jQ4dszrqEREyha9GlOGXHfddaxduzbdvCNHjmCtZfDgwWzfDlOmwIcfwsCBHgUpIlIGKZmWIU2bNiUsLPMDRs2bN6dRo0Y0bAiNGsHEiUqmIiJFScm0DHnqqadybDcGYmPhscdg40Zo2NA/cYmIlHW6ZxpgBg92kmpcnNeRiIiUHUqmAaZePbj8cieZpqR4HY2ISNmgZBqAbrkFtm2Dr7/2OhIRkbJB90wD0HXXQdWqMGmS00s9ceIEDzzwQJZ1Trt168Ztt93mQZQiIqWHkmkAqlABbroJ3n4b9u+HL774mFdeeYXIyEhCQtL/SJx33nkeRSkiUnoomQaoW26BV16BadPgk0/iqFevHhs2bCAoSFf+RUTyS785A9Qll0B0NLz1VjJffvklgwcPViIVESkg/fYMYEOGwMqV5UlNjWLw4MFehyMiUmopmQawAQMsxiRz9tlvUbv2+V6HIyJSaimZBrD163/E2hEcOtSajh1hyxavIxIRKZ2UTANYXFwcFSvGMWvWcTZvhtat4bvvvI5KRKT0UTINUMePH2f69On07t2b66+vzI8/wtlnQ7duzkD4IiKSd3o1JgB89tlnHD9+PN28n376iUOHDhEbGwvAhRfCjz9C375w662wahWMHw8h+gkREcmVflUGgGHDhrFt27ZM8xs1akS3bt3SPletCvPmwf33w4svwtq1MH2602MVEZHsKZkGgC+++IKTJ09mmn/OOedkerc0JAQmTICoKLj7bmjXDubMgSZN/BWtiEjpo2QaAC688MJ8r3P77XDBBdC7N7RtCzNmOOP4iohIZnoASbIVEwNLlzpl2666yumxWut1VCIiJY+SqeQoMtJ5Xebaa2HECBg6FJKTvY5KRKRk0WVeyVVYGHz0EYweDU8+Cb/8Ah9+CDVqZL38H3/8wYkTJzLNP/vsswkLCyvmaEVE/E89U8mToCB44gn44APn0m/r1rByZebl9u/fR61atahfv36madKkSf4PXETED9QzlXy58UY4/3zo2RM6dID33nO+P23Hjh3UqlWLJ598MtO67dq182OkIiL+o2Qq+da6tdM77dXLmZ54Ah5+GJKTk9m3bz8jRw7i1ltv9TpMERG/UTKVAqlbF+LjnVdoHn0UVq+GXbv+AKzKuYlIwFEylQKrWBGmToVmzeChhyzGVKVy5ao0bdrU69BERPxKDyBJoRgD//wnjB+/idTUylSs2MDrkERE/E7JVIrExo2vAFCpkl59EZHAo2QqhZacnMz06VMAMCbY42hERPxPyVQKbe7cuezfvw9jLKmpXkcjIuJ/egBJ8uzIkSPpSradtm3bNmrXrs3evSiZikhAUjKVPAsKCqJmzZqZ5tesWZObbrqJIUOMkqmIBCQlU8mzSpUqMXfu3Gzbb71VPVMRCUy6ZypFJihIyVREApOSqRQZJVMRCVRKplJklExFJFDpnqkUmdPJdPr06SxcuDBTe2hoKM8884wHkYmIFC8lUykyQUGeLg5JAAAgAElEQVSQnGzTKsZUqlQpXXv16tWVTEWkTFIylSLjJNNTJCcf47vvvqNDhw5ehyQi4he6ZypFJigITp5MpXHjxrRv397rcERE/EbJVIpMauoprLXExsZijPE6HBERv1EylSKTlHQMCGLgwIFehyIi4ldKplIkUlNTSUraxVlnHaRevXpehyMi4ld6AEmKxPz58zl1ytC4cRWvQxER8Tv1TKVIxMXFERwcTEREhNehiIj4nXqmki+//vor27ZtSzcvJSWFWbNmUbPmwwQFqTi4iAQeJVPJl9dee40JEyZk2XbBBXX8HI2ISMmgZCr5cu+999K7d+9M88PDw/n738M9iEhExHtKppIvjRo1olGjRl6HISJSougBJBERkUJSMhURESkkXeaVYnHq1CmOHz+eaX5QUBCVK1f2ICIRkeKjnqkUueTkZJo0aUJ4eHim6bLLLvM6PBGRIqeeqRS5zz77jE2bNjF8+HDq16+frq127doeRSUiUnyUTKXIxcXFUatWLZ5//nlCQvQjJiJlny7zSpE6eTKZuXPnMnDgQCVSEQkYpf633YgRkJjodRQCzr/DiROWU6e+JD6+NV27eh1R2fbiX52vI55wvia+6HztOsLPccS6cfh5v/6WGO181c910YuOhhdf9DqKwlHPVIpUcnIyoaFhemJXRAJKqe+Zlva/ZsqSVq2OsGzZMp5++mfuvvtSr8Mp+75yvsQ/4Hzt6s6Oj/dzHIke7dfPusY5X+P1O0eyoJ6pFJldu3ZhjKF///5ehyIi4ldKplIkkpOT2b17N9WrR1C9enWvwxER8atSf5lX/O+xxx7jhx9+SDfvyJEjnDr1lN4jFZGApGQq+ZacnMyxY8fSzQsKCqJGjZpUq1bNo6hERLyjZCr59swzz2Q5X68MiEig0j1TERGRQlIyFRERKSQlUxERkULSPVMpNhs2bCAuLo7U1NRMbUOHDqVBgwYeRCUiUvSUTKXYPPjgg8yaNSvLAe+vueYaJVMRKTN0mVeKxb59+5gzZw5///vfOXnyZKapQ4cOXocoIlJklEylWEyfPp3k5GRiY2O9DkVEpNgpmUqxiIuLo0WLFkRHR3sdiohIsVMylSK3evVqEhIS1CsVkYChZCpFbvLkyYSEhDBgwACvQxER8QslUylS1lqmTp3KNddcQ82aNb0OR0TEL5RMpUjt37+f3bt36xKviAQUvWcqBXL48GF+/fXXDPOasGPHDiIiIrj66qs9ikxExP+UTKVAli1bRrdu3TLM/RaAESNupnz58v4PSkTEI0qmUiBRUVHMmTMn3byHH44CDP/6VytvghIR8YiSqRRIREQE1157bbp5zz/vfA0N9SAgEREP6QEkERGRQlIyFRERKSQlUxERkUJSMhXPpaam0rp1a4KDgzNNLVq08Do8EZFc6QEk8dz8+fNJSEjg5ptvJjIyMl1brVq1vAlKRCQflEzFc3FxcYSHh/Pmm29SqVIlr8MREck3XeYVTx0+fJhZs2bRr18/JVIRKbWUTMVTs2bN4tixYxrLV0RKNSVT8VRcXByNGzemffv2XociIlJgSqbimQ0bNrBgwQJiY2MxxngdjohIgSmZimemTJmCMYaBAwd6HYqISKEomYonUlNTmTx5Mj169KBevXpehyMiUih6NUaK3QsvvMD333+fbt7Ro0fZsmUL//73vz2KSkSk6CiZSrHbvn07a9asyTT/sssuo2fPnh5EJCJStJRMpdg9//zzPH+6PpuISBmke6YiIiKFpGQqIiJSSEqmIiIihaR7piKSJ8ePH+edd94hKSkp3fx+F0Zz9tlnE+5RXCIlgZKpiOTJO++8w/DhwzPNb/3iGzRq1EjJVAKakqmI5ElcXBzR0dEsWrQo3fwK67ZggjQcpAQ2JVMRydXKlStZvnw5EyZMoHLlyukbg/XohYj+F4hIriZPnky5cuUYMGCA16GIlEhKpiKSo5MnT/Lee+9x7bXXEhER4XU4IiWSkqmI5Ojzzz/njz/+UAF3kRwomYpIjuLi4qhZsyZXXnml16GIlFhKpiKSrb179/LJJ59w8803U65cOa/DESmx9DSviJCamsqmTZsyzZ82bRonT55k8ODBHkQlUnoomYoIJ06c4Pzzz8+yrWXLljRv3tzPEYmULkqmIkK5cuWYMmVKlm0dO3b0czQipY+SqYgQEhLCwIEDvQ5DpNTSA0giIiKFpGQqIiJSSEqmIiIihaRkKiIFduTIEb777nu+++57IiIi0k2PPPKI1+GJ+I0eQBKRAgsJCaFmzZoA9O/fP23+kiVLmDBhAg899BChoaFehSfiN0qmIlJgFSpUoHFj5/3UV254JW3+okWL6Ny5Mx9++KEGfJCAoMu8IlLkOnbsSKNGjYiLi/M6FBG/UDIVkSJnjCE2Npb4+PgshykUKWuUTEWkWAwaNAhjTLYjK4mUJUqmIlIs6tevz2WXXcbkyZNJTU31OhyRYqVkKiLFJjY2lk2bNrFw4UKvQxEpVkqmIlJsevXqRVhYmB5EkjJPr8aISLGpXLkyffv2Zdq0aYSEZP51069fP3r06OFBZCJFS8lURIrVPffcwzfffMNnn32Wqa1t27YeRCRS9JRMRaRYRUdHs3HjRq/DEClWumcqIiJSSEqmIiIihaRkKiIiUki6ZyoiZdqCBQv49ddfM82vXr06PXv2xBjjQVRS1iiZikiZNnnyZCZOnJhl28KFC+nUqZOfI5KySJd5RaRMGz9+PNu2bUs3rV+/ntDQUA0mIUVGPVMRKdOqVatGtWrVMs2/4YYbmDlzJhMmTKBy5coeRCZliXqmIhKQYmNjOXz4MB9//LHXoUgZoGQqIgGpU6dONGzYUJd6pUgomYpIQAoKCmLw4MF88803bNmyxetwpJRTMhWRgDVo0CCstUydOtXrUKSUUzIVkYAVGRlJt27diIuLw1rrdThSiimZikhAi42NZcOGDXz++efs27cv3XTgwAGvw5NSQslURAJa7969CQ0N5eqrryYiIiLd1LJlS6/Dk1JC75mKSECrXLkyc+fOZcWKFZnawsPDPYhISiMlUxEJeDExMcTExHgdhpRiuswrIiJSSEqmIiIihaRkKiIiUki6ZyoiAef555/n9ddfzzQ/NDSUOXPmUL9+fQ+iktJMyVREAk69evVo165dunnWWqZNm8Y777zDuHHjPIpMSislUxEJOH379qVv376Z5u/du5fJkyczZswYgoJ0F0zyTj8tIiKu2NhYtm7dSnx8vNehSCmjZCoi4urZsyfh4eEqyyb5pmQqIuKqWLEi/fv3Z9asWfz5559ehyOliJKpiIiP2NhYjh8/zqxZs7wORUoRJVMRER/t2rWjSZMmutQr+aJkKiLiwxhDbGwsCxcuZP369V6HI6WEkqmISAYDBw7EGMOdd97JyJEjGTlyJBs2bmDDxg089NBDXocnJZDeMxURyeDcc89l4MCBzJo1i++//x6ApP5JALw1+y2eeuopL8OTEkg9UxGRLEyePJmjR4+mTZ07d6Zz587s27fP69CkBFIyFRERKSQlUxERkUJSMhURESkkPYAkIgEnOTmZOXPmZNnWvn17zjnnHD9HJKWdkqmIBJwjR45www03ZNnWpUsXDXQv+aZkKiIBJzw8nFWrVmWaP2XKFMaPH8+GDRto1KiRB5FJaaV7piIScEJCQoiKiso03XvvvRhjmDJlitchSimjZCoi4qpXrx49evRg8uTJpKameh2OlCJKpiIiPmJjY9myZQvz58/3OhQpRZRMRUR8qEC4FISSqYiIj0qVKqUVCD98+LDX4UgpoWQqIpJBbGwsx44dU4FwyTMlUxGRDE4XCJ80aRIpKSmkpKRgrcVaS0pKih5OkkyUTEVEMvAtEB4SEkJISAgLFixgwYIFhISE8MYbb3gdopQwGrRBRCQLd999N8HBwZw4cQKAiakTAbhl3C20adPGy9CkBFIyFRHJQnh4OKNGjUr7/HXc1wA8FvuYVyFJCabLvCIiIoWkZCoiIlJISqYiIiKFpHumIiKuJUuWcNddd2WaHxQUxIkbT1C1alUPopLSQMlURMRVvnx5ateunWn+Dz/8QMrWFCVTyZaSqYiIKzo6mk8//TTT/HHjxvH4psdJSkryICopDXTPVEQkF4MGDQJg9+7dHkciJZWSqYhILiIjI6lydhV27N3B8ZPHvQ5HSiDPLvOO+HwEibsSvdq9FIPEXS8C0DVuhMeRBIYXQ5z/PyPiugKQeKV7/j/37/l/sfadbhzD/Lpffzte9TjJNpkWL7WgbvW6Xocj2YiuHc2L7v8Ff1LPVEQkD8qHlAdg9wFd6pXMjLU2zwu3atXKJiQkFGM4Upp17ep8jY/3MooA8lVX52uPeADcT8T7O47Edc7X6Av9vWe/6hLXhQWbF1BuaTkOzDxA5cqVvQ5J/MAYs8xa2yq35dQzFRHJA4OhQnAFTlY5yUcffeR1OFLC6NUYEZE8Cq0Qyqk6pxg/fjxbt27N1B4bG8s555zjQWTiNSVTEZE8qlyuMvvC97Fq7SpWPboqU3v37t2VTAOUkqmISB5VKlcJiyVhcwLNazbP1B4cHOxBVFIS6J6piEgeVSpXCYANBzdQrly5TFNQkH6lBir9y4uI5FGlcpUwGNbuWet1KFLCKJmKiORRkAnivKrnsXavkqmkp3umIiJZWLJkCX/++Wfa5wMHDgBQP7S+kqlkUuhkevLkSbZv365qCgGsQoUKnHvuuUA5r0MRKTLDhw/nxx9/PDMj1vkSsieE4HbBpKSmEBykB47EUehkun37dsLCwoiMjMQYUxQxSSlirWXfvn1s374dOM/rcESKzJtvvsnhw4fTPt+77F6SkpJYt2Idp1JOsfngZhpVa+RhhFKSFDqZJiUlKZEGMGMM1atXZ8+ePV6HIlKkWrRoke5zlfVVqFKlCscrH2cLW1i7d62SqaQpkgeQlEgDm/79JZDE/jUWgAVrF3gbiJQoZeJp3tDQUK9DEJEAMXTgUDgC/1v2P69DkRKkTCRTERF/qVu3LnWS6rDSrmT17tVehyMlRJlKptZaRo4cSVRUFM2aNWPGjBlehyQiZdCY9mMgGXpN7UVySrLX4UgJUKTvmY4YAYmJRblFiI6GF/NYNP2jjz4iMTGRFStWsHfvXlq3bk1MTAx16tQp2qBEJKANun4Q9/3ffay/dj1j48fyZPcnvQ5JPFameqaLFi3ixhtvJDg4mFq1atGlSxeWLl3qdVgiUsZUqFCBwW0GE7wymKe/e5rvtn7ndUjisSLtmea1B1lcrLXeBiAiASM2NpbXO7+OqW/o/EJnKk2phEl2nmy/6qqrmDlzpscRij+VqZ5pTEwMM2bMICUlhT179rBgwQLatGnjdVgiUga1bt2aF555gb7l+kIViBwWydChQxk6dChXXHGF1+GJn5WpsXl79erF4sWLadGiBcYYnn32WWrXru11WCJSBhljGDFiBACNvm7Evxf9mycGPkHPC3t6HJl4oUz0TI8cOQI4P9zjx49n9erVrFq1in79+nkcmYgEgse7Pk7LOi25/ZPb2XVkl9fhiAfKRDIVEfFS+eDyvNfrPY4kH+GW/96i5zcCkJKpiEgRuKjGRTzb41nmrZ/HGwlveB2O+FmZumcqIuKFnj17cuTIESyWalHVuOeTe5gybgq9Ovdi1KhRXocnfqCeqYhIIZ04cYKkpCROJJ2g4aqGBKUGsTxyOY8+/ij79u3zOjzxA/VMRUQKad68eek+/+fn/9B3Vl9oB9OnT+fuu+/2KDLxF/VMRUSK2A1Nb2Bg84EQA6/MfsXrcMQPykQy3bx5M1FRUZnmjx49mq+++sqDiEQk0L181ctUDa7KuovXsSRxidfhSDErE8k0O+PGjaNHjx5ehyEiAahKhSpMum4SVIVeH/Xil72/eB2SFKMyk0xTUlK4/fbbadq0KZdffjnHjx8nNjaWWbNmeR2aiASov0X/jUu3XMrOUztp8UYLnln0DKdST3kdlhSDoi3B9vkIEncVbQ226NrRvHhl7iPo//bbb0ybNo23336bvn378uGHHxZpHCIiBfHo3x6l18BetHyiJQ9+/SD/WfMfJv1tEs1qNfM6NClCZaZnet555xEdHQ3ApZdeyubNm70NSEQEuPrqq4moEEHdRXWZ2WcmWw9t5dK3LmVM/BgVFi9DirYEWx56kMXlrLPOSvs+ODiY48ePexaLiMhp5cuX56abbuL111+nS0wX7q9wPx+mfMjY+WN5a9FbjGs5jtuuvs3rMKWQ9J6piEgxu+2223j11VcZPnz4mZlNYOdfdzJ0yVB+LfcrY7uOpWK5it4FKYWiZCoiUsyioqLYv38/SUlJ6eYfOnGIJ5Y8wfjvxzN73Wwm/m0inep38ihKKYwykUwjIyNZvXp12ucHHnjAw2hERDILCwsjLCws3bwa1CDu3DgGRg/ktk9uI2ZSDHe3vpunejxFaPlQjyKVgigzDyCJiJRW3Rt2Z9Wdq7i3zb28uvRVol6L4ssNX3odluSDkqmISAkQWj6UCVdNYOGQhVQIqcDl713Orf+9lYNJB70OTfKgTFzmFREpKzrW70jisETGxo9l/Pfjmbd+HvdfeD9danVJt5wxhqioqHRvMoh3lExFREqYCiEVeKrHU/S5uA83zriRBxIegFXAPODYmeWGDx/OhAkTvApTfOgyr4hICXVp3Uv5bvB3DKgzgJDmIYQ/HM6oyaOYM2cOV111FVOnTs30hLB4Q8lURKQEq1GtBu8PfZ+fhv3EBTUv4NlNz/Lu0XcZdPcgDhw4wCeffOJ1iIKSqd/s2LGDPn36ZNnWtWtXEhISCrTdvJSZi4+P5/vvvy/Q9kWkZIiqGcX3t37P+L+M538b/sedq++kareqTIqb5HVoQhlLptZaUlNTvQ4jS3Xr1i2WCjZ5KTOnZCpSNoQEhfBAhwdYMWwFzWo240CXA8yrNo+VG1Z6HVrAK/XJdPPmzVx00UXcddddtGzZkm3btnHnnXfSqlUrmjZtyuOPP562bGRkJI8//jgtW7akWbNmrFu3DoA9e/bwl7/8hZYtW3LHHXfQoEED9u7dC8B7771HmzZtiI6O5o477iAlJSVTDJGRkTz88MO0b9+eVq1asXz5cq644goaNWrEG2+8kRbn6QLmx48fp3///jRv3px+/fqlG0c4NDSU+++/n5YtW9K9e3f27NkDQGJiIu3ataN58+b06tWLAwcOAKQrM5fV8W3evJk33niDF154gejoaBYuXFjU/wQi4mdNqjchPjae0a1GQ33o+n5X1u5Z63VYAa1ok+myEfBV16Kdlo3Idbe//PILgwYN4qeffqJBgwY8+eSTJCQksHLlSubPn8/KlWf+aouIiGD58uXceeedPPfccwCMHTuWyy67jOXLl9OrVy+2bt0KwNq1a5kxYwbfffcdiYmJBAcH8/7772cZQ7169Vi8eDGdO3dOS3A//PADo0ePzrTs66+/TqVKlVi5ciWPPPIIy5YtS2s7evQoLVu2ZPny5XTp0oWxY8cCMGjQIJ555hlWrlxJs2bN0uZnlPH4IiMjGTZsGPfddx+JiYl07tw51/MpIiVfkAli7DVjab68OX8e+5MOEzsQvzne67ACVqnvmQI0aNCAdu3apX2eOXMmLVu25JJLLuHnn39mzZo1aW3XX389kL5M26JFi+jfvz8AV155JVWrVgXg66+/ZtmyZbRu3Zro6Gi+/vprNm7cmGUM1113HQDNmjWjbdu2hIWFUaNGDSpUqMDBg+lful6wYAE333wzAM2bN6d58+ZpbUFBQfTr1w+Am2++mUWLFnHo0CEOHjxIly7Oe2aDBw9mwYIFWcaR1fGJSNl1z/X3kPJmClVDqnL51Mt5b+V7XocUkIr2PdNLvSnBVrly5bTvN23axHPPPcfSpUupWrUqsbGx6R4dP/2Cc3BwMKdOORXvrbVZbtday+DBg3nqqadyjeH0doOCgtK9RB0UFJS2H1/GmDwcWd6XyxiH7/GJSNnVt29fhg8fTreN3djYZiMDPx7I5oObeaTzI/n+/SEFVyZ6pr7+/PNPKleuTJUqVdi9ezfz5s3LdZ1OnToxc+ZMAL744ou0+5Hdu3dn1qxZ/PHHHwDs37+fLVu2FDrGmJiYtMvFq1evTncZOjU1Ne0e6AcffECnTp2oUqUKVatWTbvfOXXq1LReal6EhYVx+PDhQsctIiVPlSpVuP7665ny1hR+G/0blX6rxGPfPkboTaGcW/9cvvnmG69DDAhlbgSkFi1acMkll9C0aVMaNmxIx44dc13n8ccf58Ybb2TGjBl06dKFOnXqEBYWRkREBE888QSXX345qamplCtXjldffZUGDRoUKsY777yTIUOG0Lx5c6Kjo2nTpk1aW+XKlfn555+59NJLqVKlCjNmzABg8uTJDBs2jGPHjtGwYUMmTcr74/DXXnstffr04b///S8vv/yy7puKlDGPPfYYlStXJiUlBYvlp0M/kXhBImfXP5uzqmi4QX8w2V3izEqrVq1sxvch165dy0UXXVTUcfnViRMnCA4OJiQkhMWLF3PnnXeSmJjoSSyhoaEcOXLEk30Xxtq1a7nzTufnID7e21gCxlddna894gFwPxHv7zgSnafiib7Q33v2q65xXQGIj433NI68ikuM4/ZPbueiiIuYO2Au9arU8zqkUskYs8xa2yq35cpcz7Qgtm7dSt++fUlNTaV8+fK8/fbbXockIlIosdGxnBt+Lr1n9qbtO22ZO2Aul9S5xOuwyqwyd8+0IBo3bsxPP/3EihUrWLp0Ka1bt/YsltLYKxWRkqlHwx58d8t3hASFEBMXw7zfcn+GRApGyVREpAyLqhnFD7f9QONqjbl22rW8mfCm1yGVSUqmIiJlXN2wujzX9DlqHKrBsLnDuOCeC+jdpzd9+vShf//+6d7Fl4LRPVMRkQCQmpRKtS+qceKSE/za6Fd2Je3inCXnsPHXjZx11llMnjzZ6xBLNfVMRUQCQI8ePfh51c/sm7yPZ3s8y5/1/qTaiGr0G9KPWbNm6V30QioTyTQ0NNSv+4uLi2PHjh15Wnb27NnpLqHkZ93sdOjQIcv5voPe59cbb7zBlClTclwmMTGRzz77rEDbF5GSwRjDyI4jmdlnJgk7Evi24bccq3CsWKpaBZIykUz9La8J8dSpU8WSTIujnNqwYcMYNGhQjssomYqUHTc0vYGvB33NMXuM4KHBvPTRS16HVKqVqWRqrWXkyJFERUXRrFmztNGD7rrrLubMmQNAr169uOWWWwB49913efTRR4GsS62lpKQQGxubtr0XXniBWbNmkZCQwE033UR0dHS68mngFPp++OGH6dKlC8888wxz5sxh5MiRREdH88wzz+S67n333UdMTAwXXXQRS5cu5frrr6dx48ZpccKZnri1lnvuuYeLL76Ya665Jm3YQ3DKsf3zn/+kTZs2tGnThvXr1wOwZcsWunfvTvPmzenevXtahZwxY8akVdHp2rVr2rpNmjRh4cKFJCcnM3r0aGbMmEF0dHTauRWR0qtj/Y4svnUxZ1c4m8QWiXz909deh1RqFe0DSOu3wpFjRbpJQivB+fXztOhHH31EYmIiK1asYO/evbRu3ZqYmBhiYmJYuHAh1113Hb///js7d+4EzlSL8S21Vq5cOe666y7ef/99mjZtyu+//87q1asBOHjwIGeffTavvPIKzz33HK1aZT0oxsGDB5k/fz4Av/32G3/961/p06cPAPPmzctx3fLly7NgwQImTJjA3/72N5YtW0a1atVo1KgR9913H9WrV09b9uOPP+aXX35h1apV7N69m4svvjjtDwWA8PBwlixZwpQpUxgxYgSffvop99xzD4MGDWLw4MFMnDiR4cOHM3v27ExxnDp1iiVLlvDZZ58xduxYvvrqK8aNG0dCQgKvvPJKnv49RKTka1y9MZ/3/5zW77Vm1H9HseySZbmvJJmUqZ7pokWLuPHGGwkODqZWrVp06dKFpUuX0rlzZxYuXMiaNWu4+OKLqVWrFjt37mTx4sV06NAh21JrDRs2ZOPGjdx77718/vnnhIeH5ymO0yXUCsK3lFvTpk2pU6cOZ511Fg0bNmTbtm3pll2wYEHa8datW5fLLrssXfuNN96Y9nXx4sUALF68mAEDBgAwcOBAFi1alGUcKuUmEjhaXdCKc/eey/KU5ez4s3C3oQJV0fZM89iDLC7ZjTN8zjnncODAAT7//HNiYmLYv38/M2fOJDQ0lLCwsBxLra1YsYL//e9/vPrqq8ycOZOJEyfmGodvSbj8KspSbr5t2S2X3XyVchMJLP9o9w/+sekfjJw1kvdved/rcEqdMtUzjYmJYcaMGaSkpLBnzx4WLFiQVpGlffv2vPjii8TExNC5c2eee+65tOop2ZVa27t3L6mpqfTu3Zt//etfLF++HMhfSbOMyxZlObSYmBimT59OSkoKO3fu5Ntvv03Xfvq+5owZM2jfvj3gPAk8ffp0AN5//306deqU5/2plJtI2TWs7zBCfgth5qaZvPveu3zwwQfppkOHDnkdYolWpgZt6NWrF4sXL6ZFixYYY3j22WepXbs2AJ07d+aLL77g/PPPp0GDBuzfvz8tmV588cVZllqrWLEiQ4YMITU1FSCt5xobG8uwYcOoWLEiixcvpmLFitnG1L9/f26//XZeeuklZs2ala9183K833zzDc2aNaNJkyaZapyeOHGCtm3bkpqayrRp0wB46aWXuOWWWxg/fjw1atTIVym3bt268fTTTxMdHc1DDz1UqMvZIlKyVKxYkV41e/GfkP9w22u3weL07WvWrKFKlSreBFcKqARbGRUZGUlCQgIRERF+2Z9KsHlAJdj8qrSVYCuIU6dO0fmdzmz6cxNfXfsV5YPLp7U1aNAg3a2nQJHXEmxl6jKviIgUXEhICI/3eJzdx3eTcCKBJnk/PkYAAAobSURBVE2apE2BmEjzQ8m0jNq8ebPfeqUiUnZc0egKmtVsxvjvx5NqU70Op9RQMhURkTTGGEZ1HMWaPWv47DeNeJZXZeoBJBERyb/k5OS00dAALq1wKXUr1WXsV2O5suGVhIQoVeRGZ0hEJMBt3bqVxo0bp5/ZFnZctYMb/nEDH7/0sTeBlSJKpiIiAa5WrVpMnTo13byk1CTu+u0uPt3/KUePHi3UYDSBQMlURCTAhYWFcfPNN2eav2jyIiYHT+bVGa8y6pZRHkRWeugBpCykpKR4HYKIiOee6f0MJsXw4pIXvQ6lxCsTybRnz55ceumlNG3alLfeeovXX3+dUaPO/BUVFxfHvffeC2Rdag2csmajR4+mbdu2LF68mHHjxtG6dWuioqIYOnRo2ri/S5cupXnz5rRv3z6t3Bs4CXjkyJG0bt2a5s2b8+abb/r5LIiIFK1aobVoFdKKnTV2smTtEq/DKdGKNJmOwBmFpSinEXnY78SJE1m2bBkJCQm89NJLXH/99Xz00Udp7TNmzKBfv37pSq0lJiYSHBzM++87AzofPXqUqKgofvzxRzp16sQ999zD0qVLWb16NcePH+fTTz8FYMiQIbzxxhssXryY4ODgtH28++67VKlShaVLl7J06VLefvttNm3alJfTJiJSYj13/XNg4On/PO11KCVameiZvvTSS7Ro0YJ27dqxbds2Nm3aRMOGDfnhhx/Yt28fv/zyCx07dsy21Bo41VF69+6dts1vv/2Wtm3b0qxZM7755ht+/vlnDh48yOHDh+nQoQNAWikzgC+++IIpU6YQHR1N27Zt2bdvH7/99pt/T4SISBGLaRZDxyUdWTF5RbaVuaSIH0Dy4qp6fHw8X331FYsXL6ZSpUp07dqVpKQk+vXrx8yZM7nwwgvp1asXxpgcS61VqFAhraeZlJTEXXfdRUJCAvXq1WPMmDEkJSXl+INkreXll1/miiuuKLZjFRHxwh033cGgQYNYtGhRWoEQSa/U90wPHTpE1apVqVSpEuvWreOHH34AnOLWs2fPZtq0aWnVTbIrtZZRUlISABERERw5coRZ/9/e/cdWdZdxHH9/BqyVUtNOmD/oUjqz1cBAbcBUjQanBogLGGJgyRKXCDXxDzUmihISE5OmgJpsmijEDO0Us6FkIhnBSNDoX9vYpusY2xhmZOucUqtbUkwmxMc/zrd4R8/NxNOee8v5vJKb9nzP6b3Pfe7T+9z7Pefec/AgAJ2dnbS3t1+6jclTmQGsWbOGPXv2cOHCBQBOnz7N+fPnZ+hem5mVZ+PGjSxYsIDh4eFGh9K0Zv1HY9auXcvevXtZsWIFvb299Pf3A1njW7p0KadOnbp0TtN6p1rr7u5+3XV2dHQwMDDA8uXLWbJkCatWrbq0bt++fQwMDNDW1sbq1asvnZJo69atnD17lr6+PiKCRYsWcejQoZKyYGY2c9ra2ti0aRP79+/nxIkTU9bv3r2bdevWNSCy5jHrm2lLSwtHjx7NXTd50FCtzZs3556Hc2Ji4nXLg4ODDA4OTtlu2bJljIyMALBr1y5WrszOzHPNNdcwNDTE0NDQFd8HM7Nmt23bNiYmJi7NvtVqb29vQETNZdY307IdOXKEnTt3cvHiRbq7uz3tYWaV0Nvby4EDBxodRtNyM71C9d7ZmplZdc36A5DMzMwabVqaqT97VG1+/M2s6go309bWVsbHx/2EWlERwfj4OK2trY0OxcysYQrvM+3q6mJ0dJSxsbHpiMdmodbWVrq6uhodhplZwxRupvPmzaOnp2c6YjEzM5uVfACSmZlZQW6mZmZmBbmZmpmZFaQrOQpX0hgw9Zvhr9xC4G/TcD1XG+cln/OSz3nJ57zkc16m+l9y0h0Ri97oiq6omU4XSY9GxMrSb7jJOS/5nJd8zks+5yWf8zLVdObE07xmZmYFuZmamZkV1Khm+oMG3W6zc17yOS/5nJd8zks+52WqactJQ/aZmpmZXU08zWtmZlZQKc1U0hxJf5D0YFrukfSwpOckHZB0bRlxNBNJHZIOSnpG0tOS3i/pOknHUl6OSepsdJxlk/QlSU9JOinpPkmtVawXST+UdE7SyZqx3PpQ5ruSzkgakdTXuMhnVp28fCv9H41I+oWkjpp121NenpW0pjFRz7y8vNSs+7KkkLQwLVe6XtL451NNPCXpmzXj/3e9lPXO9IvA0zXLu4G7IuIm4B/AlpLiaCbfAX4VEe8C3k2Wn68Bx1NejqflypC0GPgCsDIibgHmALdTzXoZBtZeNlavPtYBN6XLZ4E9JcXYCMNMzcsx4JaIWAGcBrYDSFpKVj/L0t98X9Kc8kIt1TBT84KkG4CPAy/UDFe6XiR9BNgArIiIZcC303ihepnxZiqpC/gEcE9aFnArcDBtci/wyZmOo5lIejPwYWAfQET8KyJeIXuA702bVS4vyVzgTZLmAvOBl6lgvUTE74G/XzZcrz42AD+OzENAh6S3lxNpufLyEhG/joiLafEhYPIURhuA+yPitYh4HjgDvK+0YEtUp14A7gK2AbUHx1S6XoDPAbsi4rW0zbk0XqheynhnejfZg/nvtPwW4JWa4h8FFpcQRzO5ERgDfpSmv++R1Aa8NSJeBkg/r29kkGWLiJfIXiW+QNZEXwUew/UyqV59LAZerNmuyjn6DHA0/V7pvEhaD7wUEU9ctqrSeQFuBj6Udh39TtKqNF4oLzPaTCXdBpyLiMdqh3M2rdohxXOBPmBPRLwXOE/FpnTzpH2AG4Ae4B1AG9mU1OWqVi9vxP9TgKQdwEXgp5NDOZtVIi+S5gM7gK/nrc4Zq0RekrlAJ9APfAX4WZoxLZSXmX5n+kFgvaSzwP1k03V3k00rTJ5LtQv48wzH0WxGgdGIeDgtHyRrrn+dnG5JP8/V+fur1ceA5yNiLCIuAA8AH8D1MqlefYwCN9RsV7kcSboTuA24I/77eb8q5+WdZC9Kn0jPv13A45LeRrXzAtn9fyBNcz9CNmu6kIJ5mdFmGhHbI6IrIpaQ7dj9TUTcAfwW+FTa7E7glzMZR7OJiL8AL0rqTUMfBU4Bh8nyARXMC9n0br+k+emV4mReKl0vNerVx2Hg0+kozX7g1cnp4CqQtBb4KrA+Iv5Zs+owcLukFkk9ZAfcPNKIGMsWEU9GxPURsSQ9/44Cfem5p9L1Ahwie2OHpJuBa8m+7L5YvUREKRdgNfBg+v3GFOQZ4OdAS1lxNMsFeA/wKDCSHtxOsv3Jx4Hn0s/rGh1nA/LyDeAZ4CTwE6ClivUC3Ee23/gC2RPhlnr1QTY99T3gT8CTZEdDN/w+lJiXM2T7uv6YLntrtt+R8vIssK7R8ZeZl8vWnwUWul7YQtY896fnmMeBW6ejXvwNSGZmZgX5G5DMzMwKcjM1MzMryM3UzMysIDdTMzOzgtxMzczMCnIzNTMzK8jN1MzMrCA3UzMzs4L+A7FrKnCTRmmPAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# En av klockorna går fel men bara lite och man har kort RTT så man litar då den. Det ger ett rätt dåligt resultat.\n", "# measurements[3].shift_remote_time(-20)\n", "make_measurements()\n", "measurements[5].shift_remote_time(+10)\n", "mid = measurements[5].local_transmit_time + measurements[5].outbound_trip\n", "measurements[5].outbound_trip = 0\n", "measurements[5].local_transmit_time = mid - 1\n", "measurements[5].local_receive_time = mid + 1\n", "\n", "adjust_measurements()\n", "plot_adjusted_measurements()\n", "show_shifts()\n", "selection_algorithm(10)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 2 }