speaker-verification
audio
nemotron
tyger
experimental
ChristophSchuhmann's picture
Publish audited Robby source and completed Nemotron speaker-prediction experiments
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<!doctype html><html lang="en"><meta charset="utf-8"><meta name="viewport" content="width=device-width,initial-scale=1"><title>Robby — integration, verification and limitations</title><style>body{font:16px/1.65 system-ui;max-width:1100px;margin:35px auto;padding:0 20px;background:#f8f6f0;color:#35332f}a{color:#615238}table{border-collapse:collapse;width:100%;font-size:14px}td,th{padding:10px;border-bottom:1px solid #d9d1c5;text-align:left;vertical-align:top}.notice{background:#eee6d8;padding:18px;border-radius:12px}.pass{color:#247344}.pending{color:#9b4500}.scroll{overflow:auto}img{max-width:100%;height:auto}code{background:#eee9df;padding:2px 5px}pre{white-space:pre-wrap;font-size:13px}li{margin-bottom:8px}</style>
<nav><a href="/">Original avatar</a> · <a href="/desk-robot/">3D desk robot</a> · <a href="https://huggingface.co/laion/tyger-speaker-predictor">Permanent source and model snapshot</a></nav><h1>Robby: voice, speaker memory and a two-axis desk robot</h1><p>Updated 2026-10-20T17:16:31.035421+00:00. Tests below use public synthetic speech and actual models/APIs where specified, never private microphone recordings.</p><div class="scroll"><table><tr><th>Check</th><th>Result</th><th>What was actually exercised</th></tr><tr><td>Frozen-source final sweep</td><td class="pass">PASS</td><td>Sequential end-to-end checks, two background timings, both HTTPS avatars, UI settings, camera/clock, native feature parity and selective-dataset safety; unchanged runtime-source hash; repeat policy recorded separately</td></tr><tr><td>Unit/regression checks</td><td class="pass">PASS</td><td>125 tests, 0 failures, 0 errors</td></tr><tr><td>Microphone lifecycle</td><td class="pass">PASS</td><td>Seven real-browser lifecycle cases, including suspended AudioContext, permission/worklet cancellation and stale socket cleanup</td></tr><tr><td>HTTPS voice-to-voice</td><td class="pass">PASS</td><td>Browser fake getUserMedia → actual 48→16 kHz worklet → WebSocket → ASR → Luna → actual TTS reply chunks; filtered and explicit unfiltered modes</td></tr><tr><td>Three named voices</td><td class="pass">PASS</td><td>Protocol 4, bounded recovery: real-time DAC tags, three enrollments/returns, six named replies, continuous unrelated speech, nonverbal negative and voice interruption; 1 explicit repeat(s) in shifted scenario</td></tr><tr><td>Streamed reply echo + interruption</td><td class="pass">PASS</td><td>Actual streamed TTS is played on a simulated DAC, leaks into input with 120-ms delay and playback tags; no false echo barge, then an enrolled user interrupts</td></tr><tr><td>Playback clock</td><td class="pass">PASS</td><td>60 ideal-clock latency scenarios; real-device latency remains unmeasured</td></tr><tr><td>CPU 3D robot</td><td class="pass">PASS</td><td>40 distinct expression renders; 29.9 fps; render p95 13.3 ms; GPU disabled</td></tr></table></div><h2>How to use it</h2><p>Reload an old tab (Ctrl+Shift+R), press <b>Start talking</b> and grant microphone access. Say “Hey Robbie, ich bin Christoph” or “Hey Robby, I am Christoph”, preferably as one complete sentence. Each new person introduces themselves the same way. Subsequent speech is matched against session references and the answer addresses the current speaker by name. After about one second without that person's voice, their turn closes even if the quieter background keeps talking. Wake-only enrollment gets a short 2.5-second grace for a following introduction. <b>Talk without speaker filter</b> explicitly bypasses identity gating; typed messages also bypass enrollment.</p><p>The microphone panel distinguishes local capture, server receipt, ASR preview and accepted turns. A visible preview is deliberately not proof of submission: ambiguous or unrelated speech must not trigger a reply. Clear or disconnect forgets enrolled voices. One live browser session is supported; several people can share it.</p>
<h2>What was fixed</h2><ul><li>Existing suspended browser audio contexts resume when microphone capture begins. Cancelled startup, late permissions and stale socket events cannot leave a microphone attached or stop a newer session.</li><li>Speaker-owned one-second clocks replace room-wide silence for the filtered mode. Silence does not refresh a person's clock merely because a diarizer channel remains bound. Diarizer channels are reusable activity tracks, never permanent identity labels.</li><li>Chronological pre-roll preserves clipped wake words. Independently cropped owned-word ASR must agree with raw sentence views; a nonverbal foreground cannot borrow background-TV words. Teacher embeddings use full and ASR-trimmed acoustic views, not an accidentally shortened reference. Async identity corrections rebind open continuations atomically.</li><li>Only native TYGER/second-ear interruption proposals stop playback; enrollment gates them and can replay a recent proposal after speaker verification. No speaker-activity-only bypass can turn bot echo into an interruption.</li><li>DAC position, capture timestamps, playback gaps/cancellation and explicit latency estimates drive the second-ear reference. Software clock results are not a claim of zero physical-device error.</li></ul>
<h2>Speaker models and completed research</h2><p>The frozen Nemotron ASR encoder supplies live hidden states, so speaker prediction does not run a second encoder. The fast V4 Query-GRU mixes layers 4/8/12/15 (one-based), has 648,071 trainable parameters and pools four 80-ms frames. Its matched synthetic test identification/EER is 71.07%/14.28%, versus 67.38%/15.48% for the baseline. The completed V5 duration study ran 45 jobs; its selected utterance-target recipe reaches 70.63%/14.25% at 2,000 ms and 71.05%/14.18% at 3,040 ms. The three-second identification advantage is only +0.43 pp (identity-bootstrap interval −0.28 to +1.07 pp). Live fast cues use V4; longer references default to completed V5 two-second features, with the three-second option available.</p><p>Both studies use 480/10/10 synthetic voice identities with no split overlap, but reuse earlier benchmark test identities. The 320-ms figure is a pooling/output interval with causal encoder history, not a cold-start 320-ms-only guarantee. Full-utterance frozen ECAPA verification complements, rather than magically fixes, the student. Default full-utterance cosine is 0.50 with nearest-reference margin 0.08; conservative bounded continuity relaxation is documented in the README. These are prototype operating points, not security calibration.</p><p><a href="/speaker-training/320ms-study/">V4 layers and hard-pair ablations</a> · <a href="/speaker-training/context-study/">Completed V5 context study</a> · <a href="/speaker-training/report.html">Larger-corpus baseline</a> · <a href="/speaker-study/">Historical small pilot (failed reliability gate)</a></p>
<h2>3D design and animation</h2><p>The browser prototype follows the supplied desk-robot proposal: 190-mm white head, 150-mm round display bezel with 127.6-mm active area, top camera opening, side caps, pan/tilt neck and 220×70-mm base; nominal height 315 mm. There are no arms, chest heart or cross. Original lightweight procedural surfaces replace a supplied 1.89-million-triangle mesh. Canvas 2D projects/depth-sorts 2,788 quads, without WebGL, CDN or mesh download. Pan is limited to ±90°, tilt to ±15°, and roll is disabled. The head has optional local face-following; orbit, manual controls and an exploded inspection view are available.</p><p>Both avatars reuse the same Luna/ASR/TTS pipeline and 40 authored emotion poses. Luna's explicit sentence-level TTS acting instructions drive the face; microphone volume does not classify emotion. Actual playback positions anchor the animation, but sentence boundaries remain prompt-derived estimates rather than forced alignment. Fake-camera startup was tested; real gaze-tracking accuracy was not measured. This is a visual prototype, not manufacturing CAD, collision checking or servo control.</p><h2>Interruption operating point and latency</h2><p>The original frozen native GRU remains the source of interruption proposals. Filtered mode uses its supported sensitive setting (yield threshold 0.20, one-frame debounce), but every proposal must pass full ECAPA matching against enrolled users and the actual streamed bot voice. Default cosine is 0.50 with margin 0.08 against other users and bot playback. Strong native proposals (yield ≥0.8) can retain a recent, independently fast-matched known track using the bounded continuity floor max(0.40, threshold −0.08) and margin ≥0.12. There is no enrollment or speaker-activity-only bypass. Unfiltered mode restores the original native settings. The actual streamed-echo test initially lost an Idris interruption; the more sensitive, acoustically guarded operating point corrected it. Its first successful interruption took about 2.8 seconds. A 320-ms prediction interval is not a promise of 320-ms identity-confirmed interruption latency.</p><p>A medium short-window speaker cosine alone is insufficient: ordinary confirmation also requires recent independently diarized ownership. A previously unseen channel needs a substantially stronger known-reference match (cosine ≥0.70, margin ≥0.20). This guards background male voices that can otherwise obtain misleading short ECAPA scores. No new identity is enrolled by this exception.</p><p>For close known voices, full/cropped consensus permits a smaller 0.04 nearest-user margin only with cosine ≥max(0.55, configured threshold), ≥0.90 acoustic agreement, ≥1.5 s voiced and ≥0.12 separation from playback. Close-score decisions cannot update the reference. New self-introductions always use the original full identity span, even when the diarizer reused another person’s channel. Shifted acoustic views are compared by their samples, not merely their lengths.</p><p>A low-energy background candidate cannot activate using a louder person’s greeting, even if its clipped ASR invents a full introduction. Eligible new foreground tracks may independently re-decode up to 1.6 s of preceding original audio to verify a real same-name greeting across a channel transition. No wake text is fabricated. When independently owned-word recognition verifies a substantial ASR prefix trim and at least 1.28 s remains, identity combines 80% crop and 20% whole-span embeddings; otherwise the weights are equal. Views with cosine below 0.50 are still rejected, and divergent views cannot adapt the original reference. This avoids giving discarded TV pre-roll equal weight without removing the whole-span check.</p><p>For a near-tied teacher winner, the separately calibrated Nemotron student can corroborate that same known person: fast centered cosine ≥max(0.70, fast threshold), combined margin ≥0.10, full ECAPA above threshold, ≥0.85 acoustic-view agreement, ≥1.28 s voiced, and ≥0.12 separation from bot playback. The student cannot overrule a different teacher winner or enroll an unknown voice through this path. Close-score corroboration never adapts the reference; disagreement requests repetition.</p><p>When bounded prefix crops retain exactly the same independently verified word sequence, the latest such crop avoids unnecessary TV pre-roll. The background-suffix guard tolerates one ASR insertion/deletion in the best matching owned prefix, such as a dropped article, while still permitting one quiet missing final word. A multiword unowned TV suffix cannot bypass the guard merely because one article differs.</p><h2>Sentence boundaries and reference stability</h2><p>Up to 800 ms of already-received post-roll preserves quiet word endings without adding a second endpoint timer. Identity enrollment excludes this trailing room audio. Independent owned/raw recognition rejects ambiguous text; a multiword TV suffix after an independently recognized sentence is discarded. This remains a conservative heuristic, not true source separation.</p><p>Timestamped, same-name wake evidence can recover a greeting clipped by the diarizer. Incremental name guesses are provisional and can be corrected by the completed introduction without orphan profiles; the UI says joining… until a full reference exists. Two sufficiently long, acoustically agreeing and separated follow-up embeddings may form a small bounded centroid, weighted at half the original introduction anchor. The anchor is immutable, updates cannot recursively drift it, and actual playback is also a competitor at full-turn verification. All identity memory remains session RAM.</p><h2>Observed conversation</h2><div class="scroll"><table><tr><th>Time (s)</th><th>Verified name</th><th>Accepted transcript</th></tr><tr><td>8.622</td><td>Christoph</td><td>Hey Robbie, ich bin Christoph. Schön dich kennenzulernen.</td></tr><tr><td>27.346</td><td>Robert</td><td>Hey Robby, ich bin Robert. Wie geht es dir heute?</td></tr><tr><td>51.188</td><td>Selma</td><td>Hey Robbie, ich bin Selma schön, dass du da bist.</td></tr><tr><td>85.217</td><td>Christoph</td><td>kannst du mir eine kleine Geschichte erzählen,</td></tr><tr><td>120.733</td><td>Robert</td><td>Erzähl mir bitte einen kurzen Witz</td></tr><tr><td>138.034</td><td>Selma</td><td>Was können wir heute zusammen machen?</td></tr><tr><td>147.945</td><td>Selma</td><td>Was können wir heute zusammen machen?</td></tr></table></div><p>Measured final transcript submission after the six initial fixture endings: median 3.02 s, range 1.63–13.35 s, including any explicitly recorded repetition. The one-second silence policy is only part of this delay; diarizer framing and ASR add latency. This is synthetic real-time pacing, not a physical microphone measurement.</p><h3>First attempts versus recovery (not a perfect-recognition claim)</h3><p class="notice">Protocol 4 permits one explicit repetition of the same utterance after nine seconds without acceptance. An already accepted request is never repeated just because TTS is queued. Speaker IDs, names, content, background rejection and real voice interruption remain strict. This tests safe conversational recovery, not 100% first-pass recognition.</p><table><tr><th>Background timing</th><th>First-attempt turns / 6</th><th>Explicit repeats</th></tr><tr><td>Unshifted</td><td>6 / 6</td><td>0</td></tr><tr><td>Shifted by 2.3 s</td><td>5 / 6</td><td>1</td></tr></table><pre>{
&quot;unshifted_repeats&quot;: [],
&quot;shifted_repeats&quot;: [
{
&quot;name&quot;: &quot;Robert&quot;,
&quot;fixture&quot;: &quot;robert-followup&quot;,
&quot;first_start_s&quot;: 105.03,
&quot;repeat_start_s&quot;: 116.66,
&quot;reason&quot;: &quot;Full-utterance speaker cue was ambiguous; please repeat or reintroduce yourself.&quot;
}
]
}</pre><h2>Forty expressions on the same 3D head</h2><img alt="Forty authored robot expressions" 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RdePPusM7rrtKGhYb8DD3r44Yf/8fTTiUSiuLi4rKyMnO6WfPr22HFcz/OllELIu+59MLj+mv/33aBqknXmOgSNB12KKkFPQsfFTDhmhVym5IIADAGR8ezGBXUvdu6552XP/Pbyq29KlIgSpTQMw3GdUMhWLzPxeCJonyACduv0zHnz5uy33zevvGrhosWGYbz0ysvzzjt/5pz9r/jWd3rgtKmpab8DDzrqmK8uWbLkoAMOOHvevGOOPqa+of6MM8884KADli1bSk57D+WpfpBT/di1U8gYCZzW1dU98uhjv/r1Hbfc+oseOG1ubjr2+BPmnXPuH+/603PPPef5HuTgNJlKkdPcoTzVj+7macYAJhKJHjj1fe+V115ramomp/3HbvP07//4+6WXf+OIrxw1a+6+x510yvy3Fhxz9FFPPPrnB++9qwdOKyoqFr7/3r/++fTtv/rVhPHj77n3nv0PPGDu/vt95agjz5x3Zu22beR0p5iD/QS6gecLKSQirFj58eYtW2075HluaWnpWWfNgyCFWadXb8TMFeoVXJVKMlcEMGAIqPaAmL6cvjvL3AkxuFd6fwAjho+45OuX3nPv3ZZl+b6fdFIffLB4v31nA0BBYWFjQ4MdtRljiGgYxsaNm0pmFA/4YRvS7Nbp//7if0aNHhW2Q9kl0mQy0dLS0gOnJSUlz/7z6REjRqTf1AEQYfr06VdfdXVLS0tBQSE57T255Omqjz/+8yOPLF26rKmpCREBkDE+bdrURx68r7tOGxobjzvxRMa4bVmu5/m+H7Ltqurq44497qwzzwyHI+S099Brr37s2inL5Omf7r57yZKl8Xj80EMOnjtnn0MOPqikpLgHTouLi+/8w+8bGxrj8firb7z++z/8ob6+obq66uSTTj7rrLO+KE/f/2Dhlw45iJzmSHfyFBOJ5PrPPlu9erXjOKZpnDvvrO46bW1ru+baa6tHVu21916AMHrUqHHjJ5SXl3POKU/7it3m6T//9czWLZ+/9faCZDLZ1NTsuq7reZMmTjjk4IN+cM13uuvU8/x33nn32WefXf3Jp9u2bbNt2+C8vLw8HI6UlBTffPNPhlUMI6e9ZLd5GovFvn31VRUV5SMrK0MhW33u5azn76fhcDgcDg8fPrympuaoI49EhPZ4fPv27XV1dcXFxZSnOyWfhse+70uUAPD2ux8gouM4hsGPO+44limKnnTKqW3t7ZC+lClrApsyedLD99+dHUNdmhBwZ10JDQ2NJ5x8SvAqrz6loTpjHeDhhx6eOGEiAMybd/Y9993jqmnfEO68+/775/6OMaaa9T3PC4VCruNIZI0NTf11aPKW3TqdMGFCcP5FQDQajcWiXTzm4tQweOWIEZjZOHuL4uJizFwmp71ht06POfa4iRMmnH7a1y65+MJxY8aEI2EGjDFUy9N312lFRfn777yTGUcBIm7bVru1tvatt9486ZST77nrnnHjxpHTXrJbpy+88KLreaxL6ZpBWWnJlw8/rLtOk8nUI3991PM93/c554ZhGtzwhfB9Twhx9tnnlJWWkdNeshunAMcce9yUyZPPPOP0639wbXXVSMbTs790lC0y5Pbaa0wcP37C+PEIcPjhhyNAe3v72rXr3n3vvZNOOfmeu+8ZN3YneXrvA48cevCB5DRHcvmM1Nzc3NrWNmH8uFHVowoLCyZNnDBqVPXwYcN64DQSiVx84YXt7e2O627auGnR4sWtra2tra2rPv4YER/966MTxk+gPO0lu81T3/MmTpy43377lpaWFBUWjKys5Jz3OE+j0ciP/vt6zLyfCik3bdrkOG48Hq+rr49GImozctobdpunxx17bLB0UwBmys/ddRqMorM/98ZisWg0WlVVRZ97v4i8GR4LKTzPBwBAeOPNBZnqCH7r6quDOdn+9vhjnDPTUPDgZAwGIBEZdoo17IiijsFv9kisoqLivQVvYWZjDEJPfduVidYxY8eMHTP2sw2fqT1t3rItkUiqwZthGI7jAIDjOoyx9ni7eoj6hqZhFWUDeviGJLk4Bch+WcgCQUK3nQbX71Byy7qWnPaCXJw+9+y/LMvM/qgNAAAsZId6kKdZddJ01bSysnJEZeU+M2defdXVlKe9JxenGzZudF2HMcZ55i8GCOCkUj1wql5iTdM0TVO96iKgYRgG5wjAOVd3Jac9ZvdOWac87fQC3EevvQWxgpkzZ86cMePyyy77ojzd8jk5zZVc8vTJJx4Ph0KdplXrxWcky7IOPfhg+ozUf+SSp2ecfnqHx+y31L7IU8752DFjyWkfQp9784W8GR47jieFQMS6uoa16z4zDEMIUV1dPbKyClC1HUA4HMn++iIAAVRXAGQa9nZaYUlvA1mvLipsd9guOx4Nbnz961+/6cc3mYahbtq85fPJkyaokEokEpFoVG3peX5zU8utt/1u4aLF/3n2Ccuy+vQI5R+5OP0iyOnQJBenprnzo0ROhya5OP3mN77RaUKRzMe14L2/W06j0chll16abtXJ/titOngyOyGnPSZv8hSAnOZILk5DofCOH7nptXfIQp+R9IOc5gt5MzXX6k/WqknV1m/Y4Pu+7/umaU6aOBGyipU7ztyGmYjATJEEMVPmVPVO7NSNwBiTO4RQ0OKfudh1g0MOOdQ0TSGlEEJI+c57H6rrw+Gw6tRXz5Bzvmr16tfeWFBXX7/i40/78ODkKbk7bW5uuvmWW8+96NJf/vo3La2tvXdaW1t33Y0/OmPeOT/5+c/r6+vJaV9Beaof5FQ/dusUcWg4FYKc5gjlqX7kTZ6S05zpVp5u3rz5w0WL6+oa+srp2vXrFy5c9PnWrUBOd0d+DI/rGxpr6+qVyXXrPlPufd8/4ogvZ5dCu/YipNVn10xY1xvVv1lBxhlDGdy4s8pMekfZbdjDVLgr3vtwofohFAoFwaSu2bhpsxDCLih5v9HYYZd7Frk7lVKcfMbZDz3y1wXvvHvnXfdedNkVjuP0xmlra+uhXz7y7089vWTZskcefezUM86sb2ggp72H8lQ/yKl+kFP9IKf60S2nS5ctO/uCi0dPrDnv4ss+/XRtL50i4lsL3j7jnHMnTJ129gUXLFm6NLMjctoruuX03vsf2P/Qw489/sRZ+x74l0ef6KVTKeWtv/zfLx919EmnnHzgoYf+9v9+L6Qkp7sgP4bHz734qm3bqlS2/rONQZvA7Dlzgm0wiI3MrFzYESuqGQEwXWVRBRr1/06qY4yxToWYHWY4gM5XxGKxkZUjMzvBDRs2q1MLDNPgnAshLMsyDIMxtn17KwLa4eim9XvKytpfRO5Ob7n1F1u2bGnd3rS9oa6tpfnDRYvuffDhHjtFxEu+eZUQorW5aXtDXdv25rq6ut/94U61eXBHctoDKE/1g5zqRy5OFQjoC3/Z8uVvLXh7xcpVrut9gVPM3akv/FUfr3rnnXc++fQTz3M7HioDOe0B3crTRDLx4YcL589/c+HixfF4vPd52t7e/uHChQsWLPho6ZJkMhlsHtyRnPaA3PP0823b5p1/0QvPP9fa3PjsM/866bSztny+rTdOV6xcdf7Xv/76Ky+3Nje+8p8Xv3bmmYuXfKQ2D+5ITntA7nn6xptv3XjTTeXFhSBlvK3lu9d8/533Puj5516ARx597De/uWNYWYn0/WR72//+6pdPP/OM2jy4IznNJj+Gx++8v4inm+mxobFRCLQsyzTNmTNmqA069CL4vi+l3Lx5c21tnef7wac0CCZuA5Z+Q89cn/3xS/2sCiqZMgwCYG1tbV19HaLM2jYdj5zzQw49JGTbtmVHo5GU48STCYkSEYUQruOoH9TfUkoElmr4vH8P2ZAnd6fPv/hSS1Pj1EkTwuGw77pt27c/+dQ/e+x0e0vr4o8+am1qmDp5omVZvue2NDc+9sQTLZmV3Mhpj+lWnmYbyh5N9ThPdxxFBZDTHtMtp21tbb7vrVmz5tNP18Tjid47bW9vF76/evXHGzdtVFODBJDTHpO707q6+n3m7Pv0U0+dd8GFBx162CGHHdHQ2LQzp5Cj07Xr1o8bN/6F5/99zrnnHnLooYcccuiGjRuDjclpj8nd6dat22buM/eSyy7/+mWXf/nIY2bN2X/Tps29ydPVn3wybsKEb37zG1+/5JKjjz56as3UFStXBhuT0x6Tu9MLvn7pts8371UzJRwOI8qtWzb98Mabeuw05Tgnn3ZG+/bmvabVqNNK27c3f+ea7/m+SO8IgJz2jNyd3njzT51U6snHH9lrrxoAcFPJn//yth47jcfjN978EynEgtdfVmt5eI5z/Q03OE66QElOdyQ/hsebt2yx7fTJ36mUwznzfT/Tid+pV+jTtesmT6lZuPD9s889f8q0vWv2nrF85apg7lPM1FyAgUzXXTpaEbIJ5l9cumz58BGV9bWbTzjhhL2nT99r772XLlsWtDhgJqyqRlY7rut6bjKZQkQpMq8jjGVPIsc545ybpmVAp2H2HkjuTrdt2yql+O0dt02aOBEApPBXrUp/j9EDp83bm1PxdgD4+xOPVI0cqbbzHGfZihWZzchpD8ndKQC0tLZu3bpt48ZNGzdtamlpxY6X/W47Vana0tLS0NCwadOm+ob69swCb5nNyGkPyd3p/AVvT546bfHihRdfctm+Bxw0duLkt95+p+evvRKff/E/48ZPaGrcet5558/dd98xY8e8MX8+vfb2ntydnnrW2Vu2bKmpmRqyQwCwevUnZ5x9fo+dtra2HXXs8SnHOf7Yr0ajUQD4bMNnXz3hhPZ4PLMZOe0huTs9/ezzGhsbvvPtq0456UQAqKurO/lrZ/TYaUtLy3EnnQoAv//d7ZdfdjEApFKprxz5lda2tsxm5LSH5O503dq1gBh8RkLE//znJV+InjmtrauLt7V2+owEsH7t2o+WLMlsRk57SO5ON23cAAAHHHLE0mXpj6bvv/++7/s9c9rQ0OgmkwAwavyUtevWqZuSicRHS8npF5Ifw2PH9QzDUAZTqZS6srCwMPMtVFA8gWOOP2F7S8vRx560fMUKxlh9fcPRx5+8ecvniMGm6R84Y1LKHedyC3aHACtWrjz2hBMRcdqMuarI3djYePJpp725YEH29gBQVFQUXMGABe37ankTzpn6wAeMCSGQsYKCaL8ftaFN7k5d1wGAwKla6O/1+W/2zOl/XnrFSaUAIHAKAJ7rbty4KXt7ctoDupGnJ5w4bsLEadNnzJw9Z+Y+c8eMn3jCKad7vt8zp+3t8cO+fOTEyZNr9tprzty5e+2994SJE84+/7xEIpG9PTntAbk7veDiSxzHCfLUdd0zz71w46bNPXO6eMmSSy//RnaeIuJFl176xvw3s7cnpz0gF6dK2qaNGwHg8iuurq2rU6+9qz/59N0PPuyZ09fnz3dSSQA45PAj6+rr1e2pVOqll17O3p6c9oDc83TTpo0A8L0fXH/fAw8pp2vXrlvwzns9c/rq6/NTyQQAnHTqmb/81R3p2xFf/M9/srcnpz0g9zxta2np8hlJ+P7rb7zVM6cv/udl33O7fEYSQny6Zk329uS0B3Tjc69afxg6VmlCwB47feGll3Y2UxeuywyVgZzuQH4s7OS5rpBCNdinHBcROGdlpWq5rU6TTZx37jl3/v736mcVLsd/9Zjq6qqOfWHHv5xz1bCfOSen65IHo0eNCs5ED4hGopMnTuoSaBUVw7KjU4h0SHHOpRAMDMMwGYOt2+qE8Jlh2Fao10clv8ndKWMdCjA9bR8rKuzI4W45jRXEgHWd65Ex4JyT016Su9MX//2sWvsnmBeiy2Js3XJaUBCb/9orGzdt/uSTT9rb44yzGdNnjBs7tnMHN5DTHpC708mTJy364H31szrI48aOGT16VMe+uvnau5NngzB6VDU57SW5Oy0oLIq3ps86Sb/2MqiZMqVjX91xOmpUNdvh/RQAwpEwOe0luTuNRmNdnXI2bVpNx76643TsmNE7fT6RSISc9pJufEYyOKS/5AvylA0bVtGxr+44LSst3fHJMAauAzHWAAAgAElEQVSWaZLTXpK703AkkmzPtGAgAoBl2qXZarrjtKS42LJt3+10gpJp2YZhkNMvIj+Gx1JI13ERJTBWEIuq09kbGhsyt2eCAeGWH990/bXf9zzXdVw7ZIdsOxaLBRvtCAMQUvLMAAwxsyECABQXF29ct6apqTkzfQWLRCLFRUWmZXXZW3t7G88axTFVXwGQUiKAlFIInzPuOCnLtKxQKBIJ9/1hyityd1o5cuT6T9uCOzLG7Eh47pzZPXN62KGHRGIFibaW7LtYdmjihPFd9kNOu0vuTkGtt8eQIUOWfllnO5+HCXbrVG0yZvTo0aNGAbBM19FO9kROu0vuTl989pn6+vp4e/tbb789e59ZI0aMGFZREWy0I7t2WlFRsXrF8tWffPL000/HE4lIJHLySSfX1NQUFBTQa28vyd3p1045+e67/hT01xmGecH55xUXF/XM6V7TpkVjBercloAJEyYc9ZWvdNkPOe0uuTs9+cQT7r/v3uATMGPstFNPKS0p7qnTmkg05iQT2XcZNWrUMUcd3WU/5LS75O501Ogxn63t+GqXMVZSWjpj77165vSggw6wQmHPSWXfxTCtyZMnd9kPOe0uuTstKytrb2nxMgNaOxS2w+F9Zs3omdNDDj4oFO4YbwMA49wKhVQ3fjbkNCA/mqtNy4zH06+/RUWF6of29vb0K3zW52REiEajxcUlw0cMLy0pjUZjqhMgM7Nmxz6D2UQ44+m+hGA/WZ+sGePl5eWjM1RUlJtqCeysyg0A1NVtwwxSSsNM1x2klIxl+hMY+L5wHNcXKKSAPZvcnVaNHBmKRII7WqHwgQfsb3DeM6elJSV2qFO5ixtGtKBg1syZ5LSXdCtPIRjEYuZiL/K0Y3tQtfPOLslpT8ndKWN8xIgREyZOvOjCC2bNnFU5otI0zR47ZQwKCgrmzpnz05/85LZf/eqWn96y3377FhQUADntNbk4Vfzs5h/Pf/21k048kXP+5SOO+Nc/n/r5zTf12Gk4FFr07jvXXHNN0JN1zfe+/8w/nrIsi5z2ktzz9Je3/vzvT/5t+t57A8D06dP//NCDd/3xzp47DYcXvf/u+eedF9xr3rx5r736mm2T096Se55+66qr0p9LAdRQ9rJLL0mfotp9pyOGD68e1bUp4Igjvjxzxgxy2ktyz9MjDjssVlQcKyy2w+FoYVG0sOjkE45nmXkQu+t02LBhjLHi8mGWHVJfCBWVlo8dM2bWzFnk9IvIj2+PC2Ox9nhc1VWKigpVL75pmolEIhqLMsYQgCFg9gJeCOp7KTX7OSCmu2c7f6BOfxQDhogMWNCpn741CLJ0Oy7ueF/Fli0ds7dZlmVZHSGlltJWZZjSkhKDM8YwEi3o20OUd+Tu9L4//fGIY46Nt7f7nmtalmFa1/6/78qeOo0VFHzryit//8c7k/G4FMK07FA4fN2119q2jUhOewXlqX6QU/3oltNpNTUPPnA/S0+BygBAouyx04KC2PXXXXft97/f3h6PxWKmaQR9fOS0N3TL6eGHHfbG66/1ldOiwsI77rjj1ltvbW7eXlJSEomEyWmfkLvTiy84f+PGjffef7/vuoZlnTNv3n9dfVWPPyNxbrzw7DP7H/KlRHur8DzTssdPmnTHbbcxBvQZqZfk7vSWH9+0eMmS9es/s8NhABhZWfnjG6/vsVPbsp9+8vFTz5hXUFzCGFP92rf98peGwcnpF5Ef3x6PHDmira1dSikljqys5JwjouM4L738EmDWUtnp76AE+D76PgipzmBnjKuugOx9Yqa4ou7FMv39HTvLKuQAIkiRtXgFBDOhg5rgeskSdf6qaXDbsmzLUntTDxrs2eBc1WRihYUDceCGMLk7raiouOcPv6saPqykqLiooPAPv7197pzZPXbKgH37qisO2G//aEFhcWlpQWHB6aeddtYZZ5DT3tPNPJUgfBQ+yr7NU0l52od0z2nwY2Yi3L5wqv5hamJPctp7up+nAoUAiX3l1DSM4sJC0zB2m6cGOc2NQX/tjYTDI0eMiIRD9NrbV3TL6U3Xfu+tf//rifvvnf/8v2/7xa2WZfbGaXl5+dKFH/z14T9/99vffuDuu17817NlZaXktPfk7tS27aeeeOyWm2864bhj//uH1z771JNFRUW9cbpXzbTH/vLwvnPnIuKc2bOfeuKJmTOmk9NdkB/D4y8dvN/Kj1crPZMnjVcVF8bYu++802VL9DzwBUoJKFH44LrqXERVlZHqDR47BVPQgQIAwarGHdUURPA98DwQAjwPPBeEyG5dAIB4vH3N2jWIKKXwhRg7ttowDER0HRcROeeqLYFxxjhHRM91i2LazvaWI91x6h40d+7L//7Xow/e99bLLxz35SN66ZRz/pd77/rzn/74o2uvfeCPd9564w02Z+S093TDqe+DECgREEEI9L2+yFMffB+kAOGD8EBKctp7uuE0IylrsNw7p532jqC+7SKnvSZ3p+D7TEiQCIgoBPj+zp1id/JUCPAFk5L5PgjBdpmngpzmBr326kfuTmXrdmxvGz182CH7zhk3vEK2bu+906jwj5g147orrzh6//0ibhITcXLae7r1fhqLxs4+88zf/vpXl1x0YUlJcW+dMjZn9uy/PvTg6uXL/vrQQ3vtNY3eT3dNfgyPTz3puDVr1gnfB4DJk9KnkjPGVqxYno4NTK8AFpx02PEpLRMwjDEERNkxJT5Cp2qNirHsNcTSN2ZNiK6qKCz7exKA+rr67HLOYYccpH5IJBOq6CKlVDOkjxgxHAGl75aWlQzIkRu6dMMpMASIRCLT9967qLCwr5zuv/9+58w7a/+5c4GR076hO3kK2XkK2BdOsXOeIjntA7qTp52cYu+dZq3lGOhlwSs8ADntGbk4ldjp/TT9KQpx506DMXJur70dTwURJFKe9h567dWP3POUQec8lV+Qp91wiuB5nSogqRRDSU57Cb2f5hH5ce5xLBarmTq5PZGw7VBFeVnliOGNTc2IuP6zzzq+VEAAAGaaICWqV2fGWLBaDwID8DzfcdzCglinWc87TcSlKjAdi18DMDQM1bGpogmZEdxR/bN8xXLTNFVTg+/7B+w3V92QTCZV74TaNhIOW5YNAF4yPqJY2379HOmGU8sCkeXU4NnvBOk3hi4z2e/WqWmCEIDqvYUhJ6d9QDecGipPkTFA6JqnPXTKDZAy827CMJh9kZz2gm447ZiVHNQ85L12GtTEgw8KmH0DOe0ZuThNfyAzDCZRomRMTb7WJ3nKIfMJDNXFzAX1DzntAfTaqx+55ykrKmaOg77HGAA3WDjca6ccCgohlQQhkSFwA0KRtFZy2gvo/TSPyI/hMQD84mc/+mjpciEE4+ywLx38xJNPA4Dv+489/tg5Z5+djp70AJYD5+moUsGUiTOD81/9+vbXXp8/depk27bnzN6nuKjYsqzS0pLCwkLbsoEBIk6rqUFEtdwuAgLnwHhHiaUjAAEQpMR77rnL9311XSQcKczMR+f7vupGUNvGCguEEAzR8lJTqnaystyeRjecZhR0ceo4zne/d+2GDRuLi4s5Z1JIBDANIxyJ8M4L6Z504onHH/dVctrfdDNPYad5qpCITY2N27bVDh8xvLioCAC2b29paGgYN25cJBJJrzggZZZTBswgp31ON5wCU99NBQsw7ug03t4ei0az179FxGQytXOnWW/5mP2cyGnvyN0pMAbc2HWeeq5ncB7Mcao+Ttl2iHPeyzwNh8LkNEf68LU3nkg4jlNaWtol7RKJpGkalmXTa+/A0A2ndoiFQsF5pDsulLh23fq3330vFLINw2AAjHMppRTSMIxjjz0mHAp3dWrbzLKzgyQNOe0dffh+Gk8kfM8rKi7ukqfxeMK2LdO06P20N+TN8JhzXlVZ2dLaZnHr0IMPePxvT6miyAMP3Hf22WdnnVkOwJABT1dGOi+pyg3j5pt+FAr96t77H0CU/37uhS6PUlU18rG//Fl11WeqOMHHhPRrRPZXlwCwZcvmFctXBGW8UdUjYtGImhLd8zzTNIMJ30pLiqtGVs2ePbO6auQAHbWhTe+dhkKh397+68u+eeX8N9/inKtWoy4wxs4/95wTTjiOnA4AfZKnCsZYWVn5Y088+fBfHqmtrWOMTZgw/n9+9tNIsMqX2pqc9jN96zQWK1j80UdFhYUfLV1qW/bsfWa5njdh/PhgCyCn/c9unXZ8JsvBqWXZ22pr16xZU1tbZ9v2uHFjx44dGw73QZ5WVQ0npznSh3kajUYjkeinn65duWpVaVmpFNIweHlZ+dSpU9KLclGeDgh9mKcTJox/8h9P3XXPfUJ0rMQTi0bv/tOd4VAYyOlA0bd5KqRcvmLlli2ft7W1maZZXV1lWVbN1KmmaQE57R15MzwGgJKSoubtLYg4c/pe5WWlrW3tDNj69etbW1uLioogU1zJfP/ftTkh4PofXnvhBeddfsWVaz9dGzFMX8q45xYWFJx66ik/uelG1cSgijas03nHWfWWrB6GRYsWWbbl+z4ics6u+c5V6vrW1lYpJTDm+76K/nFjxxYUxB59+O6BOVx5Qe+dWpb10P333HTzLX9+5K+WZaLEmGkppwAQiUR+dMP1Z887i5wOGH2Vp4qrr7zi6iu/mUymLMsK1hXI6jIipwNB3zqdM3s2AE6cODH7SnI6wOzaqVoYJHenIysrR1aO6HJ9751+64rL1PXkNBf6Nk8nT540efLEPndKedot+jBPr/3eNQfsv//3fvBDry3uSTmsqvIvDz0wqrqanA4wfZinnPHpe+89fe+9KE/7nPyYmksRDodtywQAwzBOO/VE3/c93xNCXHLJxV0aBjA4w12djJ45VT2guqrquWf+ufzDd9946MG3H35o8fP/XrL4w5/c9CNQa3UCZO6XnhcqmIKiyzvI9u3N11//Q8/zEDEUCtm2PXZMejn19vZ2zrg6BZ8xVlpaWlAQG6AjlT/0kVP205tvWrLw/W8fc+zL37jqmYsuee7rl/3twku+dvTRC+a/dvZZZ5HTgaQP8xTSt0M4HFZj42CSCXI6kPSH046L5HQwyAunEyek2wrIaS7khVPK027Rt04P+9KhH7y74MNFHyxfseT1l/9TXV1NTgceytO8IJ+GxwAQK4ilUilEPPH4Y3jm7LVly5Y5rtO5YUCVXdQ6Yh2xgMEfBAQwowXFc/cp2nd28cQJ2HWr9L3TnQzZ8ZSeCA4R8IknHnccR13tOM5pp5yAqBYDk77vc9OQUu0Kq6t1bkLoDX3ltLCw6Fu/uW3M/7t6+JWXVn33yrk3XnvbH/6vpLiEnA48fZunHUsUZN4HyOnAQ071Y1Ccsu44NU2DnHYLylP96HOnpm0xxsjpIEJ5OvTJs+FxRXmZ73mIWFZaesG5ZzHGwqGQ7/v7779vRzEku/qiXgIy0dbxR11kgAgSgmnesvaQKccgIoNO7f4KxtiWzVtuv/3XlmWpa6LhyPnnnKF+rq+vR0TOGGeMMQ7Axo4Z069HJn/pc6ehWIxbFjkdRChP9YOc6scunErRsW5m3zoFctqfUJ7qx6DkKTntVyhPhz55Njw2TbO8vFQVOU464auc85TjAEA8Hn/ib08E630F0aFOaVdBlWlPyNyUqbtkqilB+4K6gkFQmMGs2k3WlOjXXfcDz/M8z7Msi3N+8olHqz1LlMlkUnXqCyEYwITxY23bGoTjlQ+QU/0gp/pBTvVjF07/8shfyGk+QnmqH5Sn+kF5OvTJs+ExAAwbViGElFJWlJf98Hv/FVx/ww3Xb9jwWVYwpaMB0vUUBsggK0IAgpXTs/rysXM0dulkyLrq8ccee+edt9WmnueVFBefM+9MtUFDfQMiGgaXUnKDM86mTJ08cAcoDyGn+kFO9YOc6scXOb3llp+Q0zyF8lQ/KE/1g/J0iJN/w+NQKFQQi7S3twPAV444dOqUSYZhMMaklCedfFJdfX2XuktwartqP8COQAoCJYiVrOWzg8jK7CrrnCm2cuXKW2/9WdCKwDn/wfe+ZRgcAKSUyWSSMY4yvYvJkyZGwuEBPkr5BTnVD3KqH+RUP8ipfpBT/SCn+kFOhzj5NzwGgNGjqhHTK3H99EfXcc7UctXxePuZZ51e39AQlEmCqML0krhZQQPQKXQyUYWZWd46uheCvTEAgC1btlxyyUXxRNzzPMMwTNM8+iuHTd+rRu1ky5YtqtyiZqWzTHPixAkDenTyE3KqH+RUP8ipfgxlp1s/30pOe8BQdkp52jPIqX6Q06FMXg6P7ZA9ZlR1MplCxGHDyn9xy03q+lAotGnTprPPOevzrZ93qqmom4OW/Oy6S6eLiJlVtzuCKYgnAER46603Tz/91KamJnW7EGLc2NHfvOxiFU+tra2+LwCYEEJKiYizZs0IhexBOEb5BjnVD3KqH+RUP4ayU9fzyGkPGMpOKU97BjnVD3I6lDFuvOG6wX4OPSEajbZsb2ltawuHQpUjhpcUFy36aJnjugCwffv2fz/375kzZ1ZVV6erJFlzte0wbVu6DINZG6RPgt9hs8cee/Taa7/X2trKOeecI+KoqpG33nJDJBwCAOGLurp6AOCcISJjfFR1VU3NFLbjVHHEziCn+kFO9YOc6seOTheT0zyH8lQ/KE/1g/J0yJKvw2PGWGFBQe22Wl+IkG1PnTLJdb3lKz9GRMZYKpn825N/45zPmjnLMM30XTr902ln6X9VdCFAenHGjqt9z7/99tt++9vfOCkHGCAi57y8rPSnP76+vKwUGBNCbKvdhoimaUopOePhkH3ggfubmUcndgs51Q9yqh/kVD92dAoAS5atJKf5C+WpflCe6gfl6ZAlX4fHAGBaZmFhwbZtdYxxw+CzZ80oKixc9NFSwzB83weAd9995+WXXx4/fvzo0V3X6UqXYbDjUnbRRYVs0MT/+uuvn3vuvPnz5/u+ME1DXVldNfLmG6+tGlmp2hLq6mp9X3DOpRScc26wgw8+sLCgYMCOhh6QU/0gp/pBTvWji9OZ0/fqJ6dvvjn/nHPOIqcDAOWpfgxYnpLTAYPydGiSx8NjAAiHQ5Zpbt7yuWWahmnWTJ1cVlq6eMlSz/PVwmJ1dXVPPf3UgrfeqqmpKS8v55x1FFXUBOmw8yIMIra0tCxduuTyyy978MH7k8kkADAGnDHG2OSJE2695YaK8jK1ZX19veO4qkUBAAzODzxgv4qKikE4IvkPOdUPcqof5FQ/sp1yw5jWP04feOA+cjpgUJ7qx8DkKTkdSChPhyAsGW8e7OfQW5YuXdHY1FRSXGyHQgjY2Nj0wxtv2bhpi8G5L4RyLISIRmOXXXbZKaecWlZWXlRYmEylLMvMNAywdJM+Y62tratWrXrg/vteffUVIYV6iFDIdhwXACzTPPrIw6+4/GJVkpFSNjQ0pJJJFsSTYczeZ9aYMaMG95jkO+RUP8ipfpBT/eiJ06KiZDJJTocslKf6QU71g5wOKXQYHgPAqlWra+vqC2KxUCSsZP/uD/e8+NJrrucBgmWZnucBAGdcokSEoqJC13G5aZx5xpn77DO7oaG+paVl69atL7zwvOM4QqQjKRwKp5yU+plzXlFR/vObr68cMQwBGDBf+LXbaoUQjDHVwW8YRs2USZOn7EELZ/cf5FQ/yKl+kFP96K7TgoKY7/n94XTypAk1NVMH9WBoAuWpfpBT/SCnQwdNhscAsGHDxnXrNwghho8YrnoDEonkz/7n9iXLVvi+r8ohITvkuA4A2LbtOI4KhUxrPliWqRr9LctSIRgQsu0Lz5938gnHqIuI6HlebW0dSuQGl1IyxizL/NKhhxQXFw3SAdAQcqof5FQ/yKl+bNq4ec269Tk6tSzLdV1yOsShPNWPbuUpOc0LKE+HCPoMjwGgoaFx8UdLXdeprBxpWZaKlda2tv+7897X578NACHbcj0PAKKRSCKZVMFhGIZaids0TF+kG/1VbAFAUVHhj667ZuqUSYwxRKmisLGhMZ5IMMY4T8dTyLaPPfYozo3BPga6QU71g5zqBznVj35yet33/2v6XjXkdFCgPNUPcqof5HQooNXwGABcx33r7Xd8X0gpKysrVbggYjKVWv3J2kcf//vylR9LKTMrhEFm6eyuxKKR00876SuHf6m4qMg004GCgKlksrGxSTUhqHjinI8YPmzffedYljXAv+weAjnVD3KqH+RUP/rDqWHw9Lcc5HQwoDzVD3KqH+R00NFteKxOMV+9+tP16zcwxkzLLC8vNwxDFVdUI0FLa9vWbbXbttVu+Xzr+s82plJuLBqNFUSLiwunTZ1cXT2yIBYrLCwwDTMzHzoyxuPx9paWVs/zGGOq7gIAkXB0//1nl5WV7WnrZQ8w5FQ/yKl+kFP9yMXpttq6rVu3kdN8gfJUP8ipfpDTwUXD4bGiva195arVDY2NUkrGeHFxUSwWC8RLKTsW0JbpRcIQseNKRAYMEX3fb2trSyaTvu+r7vz0HpCNHTd21vQa27YH/rfbMyGn+kFO9YOc6gc51Q9yqh/kVD/I6WCh7fBYsbW2fvXHq7dv3w7ADIMbnIfC4VgsZlkW4+lVwqSQwcLZCAgAQviO46aSyVTKEb5AQN/3VQcC59yyLMO0Vsjhe4+IHT934mD/insc5FQ/yKl+kFP9IKf6QU71g5zqBzkdeMzBfgL9SygSmzlzxl8effKzzz7bZ8Ze0Wg05TgtLS2cG5wzbnCDG2pqOIUQQvi+kJIBSETOOQIyxizL8lwPOJs2bdqwYRXvLl9TkPS5SA3277cnQk71g5zqBznVD3KqH+RUP8ipfpDTgUfz4bHneybgJ2vWvbng3dffem/i+LHjx44aM6pqWEUZ55wxzhhIiSpuVFQxAJbB83wp5WcbN3/8yZqPP1132cXnVVSUI2AC7JDXynya220QIKf6QU71g5zqxxc5ragoM3J2umHT5lWryelQgfJUP8ipfpDTgUfn4bFE8D0fGG7evMXzPM/zVqxavWr1p5yxcDhUPbKyorysoCBaXFQYiYRN0xRCCCE930smUnUNjdtq6xubtt984/dn7TPrRCGEkMXFhUIIznkSTVM4pskH+1fc4yCn+kFO9YOc6scunIbCoVE5O91nn1knHE9OhwSUp/pBTvWDnA4KOg+PfSGF5wGHltZ20zRVvwFKlAzb44nVa9atXrOOMZY+iX2H2doQEYAhom1ZYFlqMTHGmOt5noSw9Gh+t4GHnOoHOdUPcqofu3Aa745Ty7Iscjo0oDzVD3KqH+R0UNB5eCwRhPBRgu95whdqZTAECdgxc7ma0zzzP2DmakBgnBucqynR0zuUfiLhCSF8IQ0Uao51YiAhp/pBTvWDnOrHLpwGH8nIaX5Beaof5FQ/yOmgoPPwmAEmk0kGIKUQwldXmqbJGPd8LwgfyLy3MwDE4CIDlEJkbwRSoppIXUhpMMY4hdRAQ071g5zqBznVj107RXKah1Ce6gc51Q9yOijoPDy2DCYROUA0Emmz2oExAPR9X0ofsHMHQqdyS7oCgwgILHszx3HVYtwoBDAwTQqpgYac6gc51Q9yqh/kVD/IqX6QU/0gp4OCzsNjzrnnusL3i4oKNm7enH1TZlWwNMES25hVA585Y+/TTjlhWHl59r0kSkQUbkqCYZg6H72hCTnVD3KqH+RUP8ipfpBT/SCn+kFOBwXN5ytDKeKJ+PBhFVLI4I/wJUqUAqWQUiBKDG5CmV40DBBXrPz4/+68p3n79mBvyWQymUgmk0kmvJSQVigyqL/cHgo51Q9yqh/kVD++yKkU5DRfoTzVD3KqH+R04NG8ZmDbtut648aNRikx02fAuSGlVP356qx3Biyr6gIADAGk69fXN2XXYFKpVMpJGYZhSmerZx0WDQ3eb7bnQk71g5zqBznVjy9yikhO8xXKU/0gp/pBTgcezYfHJcVF69dvmD1r5gP3/l4I4XleQ0PTDTf/zDRtQEQGiKiW0AZIl1qy+/YZy27qByGF47i2bVXYckMqPG5E8WD8Tns65FQ/yKl+kFP9IKf6QU71g5zqBzkdeDQfHldVjVyzZp2UOLJyhLqmoqJ8vzmzl65c/UV3yS6xCCGyb0okUol4wnXMCGdn1BTxzgFHDAzkVD/IqX6QU/34IqfLVn2S7S4bcjrEoTzVD3KqH+R04NF8eMw5P/TQg1pb25ua0233Qoit2+oQsNM8bllkV1l4l5ILIKL0fd+yzMrK4f371IkvgJzqBznVD3KqH1/o9AvGxuR06EN5qh/kVD/I6cCj+dRcKgr+8fSzAJBMpVZ/skZKuWHjpi+Kpy5IRMgKqng8+dfHn1qx6uOn//XCiBEUUoMGOdUPcqof5FQ/dup0F8PjbMjp0ITyVD/IqX6Q0wFG82+PhZBLl6167sVXJOKf7n24qal53LgxQkrP8xjjnDPFTu+LiChlbW39xk2bo9Ho7Fkzlq/8+N0PFr2/cDEgvPfBwoMP3N8waLmwgYac6gc51Q9yqh+7cMq5kaPTTZu3RCIRcjpEoDzVD3KqH+R04NFteOz7wvM91/FSKcf1PCFEXX3Doo+WfrDwI8a5EGLdus8QIZFIqu0ZA854MNkbA0AEiQiAUkhE/N51P1bR9d8/+K7v+4joe4Jz1tDYvHHTFsMwbNsKhUKhkGVbtkmrh/UD5FQ/yKl+kFP9yNFpMplS25PToQ/lqX6QU/0gp4OOceMN1w32c+gtiOj5Xlt7vHl7y/btre3tcdd1Pc93nNQLr8z/413319U3IAKilIgIyDoAAJZeGgxRymCtMJme+A0YIlqWLVHMf+tt2zI3bNgopZRSrvpkjWma1VUjgTEn5SQSyZa2tmQi6fs+N7hpcMit54HYKeRUP8ipfpBT/eh/p5ZEmaNTj5z2BZSn+kFO9YOcDilYMt482M+h50gpkymnubnZF1IVTSRKQADGGhoab7/7kY9XLE/F25qamjnnAIDAGGD6b0R4YEMAACAASURBVETlXM2BzjIXIBNnAICAkD6rChHRNAzfT8//VlJaakVio0dV3Xjtt6tHVqbvGlRuGC8vK4lGI+pxidwhp/pBTvWDnOpHtlNA4Jz1h1NEVHcgpwMA5al+DEyeBluR0wGA8nQIkq+/MCImEolNW7bV1zf6vmTAgCn7jDFeu63uO9//kTFmeqR0GGOMsU71D/VT0Kaf+YF13Aao/nSpmQTxBAChUKikfFh4/MxvfeeHn2+thXQJhwdVm/rGpg0bt7S2tkop+/1waAE51Q9yqh/kVD92dMo46yenwZbktF+hPNWPgczTAHLar1CeDlnysrna9/36hsaWtnYGqlKCkCmPqA0e+svjqz9dyxj/yrd/7rRtTzXXO6mkRExvvkOrACIwxlRVe6cEM3MiAOesfHhl9d5zp3513mfvvRZvrPt867YjDjuk82bIgCFiIplqaGwMh0OWZX3RefMEOdUScqof5FQ/yKl+kFP9IKf6QU6HMnl2+jUitrW2OZ5wXY9zDipKGEMAQDR4eu61cNgGgNqPP/rHD8+d8uVT593xRNOmdcuff2ztonc8NyU8jzGW7jjovHb2Dg8HiMhUnwHnoXB03N6zJxx0dKRs+Pp3X3373l+4qXjItmumTgLW8V+6mSGzW9O0Vn38aTgc2mvaFM5pdriukFP9IKf6QU71g5zqBznVD3KqH+R06JNP5x4LIVpa2zg3fc9LppKBNqa6BxBV5YQz1ry95Q93P/ju+4s451JKxpgQsmJczbgDjhg79/BQYVGiuWHzsvfr1q5q3rph++cbnWTS9xzp+5wDMGZYdihWXDRsZGH58LLR44dNqLFjRX4q9fnyD7Yse7+1bpP0PMuyfN8fWTnsuGO+cubpp6pnEnTnqwdVz1AitrS0ppJJAJy9z8xIJDLYB3IIQU71g5zqBznVjz50mtzeuGnpezk6rRg3JVRYQk77A8pT/SCn+kFO84K8GR4LKdva2gE5YwwYtLa2oJSQ0caYiium+goAIJVyNmzc9N4Hi6urKp98+t/bttW5ngcIoVDYR8kMwzBtw+B2QZERihmmadghxpiaOsRzkr6T9N2U094mfFcKKT0HUEoh1M5HDK849pgjD9h3zojK4dFIhAGoqg+iVCcAZJ4GMuC+EI2NjWo2OQCYM3tmKBQa7MM5JCCn+kFO9YOc6kcfO+WGYZHTQYbyVD/IqX6Q03whb4bHbe1xKUAt6qUmawvOFA/qLsAYYHqqtiDEpJSe523f3lJbV79w8dL3PlhcV9/oC8EYcs6FL3wh080DCADIGENQ+lEKCQgS0TD4uDGj5s7dZ/99Z48YPryivAwYMxhPnwPPGOt4VERItyYAoBCitbVNSun7PmNMCFFQUDBj+rTBPpxDAnKqH+RUP8ipfgymU0CDk9O+h/JUP8ipfpDTfCE/hse+L9rjSc4Y4+kzwjk3pJSe58bjcRVYqsjBVakjfW46UzOep2NLSLWshOu6KcdpbW2TElOpVGtrmy+E6yl80zCj0bBtWbFYLBSyw+FQYUGBaZrRaFQFXHpCdQDG0t0OmcfKnFgPwBlHwEQy6XkuIgpfqC4FKaXvi5kzphUWFg7qER18yKl+kFP9IKf6kYvT9PW5OnVbW1tzdFpQELNMi5z2LZSn+tEPeUpOBxnK0zwiP4bHra1xVfaA9OTl6fIKAACi6/mOk3IcR22c1R6AwQRrQYQF22Dm+iAcIbMBy5oODhE5Z9mbZf+duRI67shASvRcxxcCEX3hqwcUvq/21tzcbNvW4YcdOqBHcOhBTvWDnOoHOdUPcqof5FQ/yKl+kNM8Ig9mrhZCSpTqTHHG0ueLB/OKM8Zt27Ztu6AAfd/1PF9VTrKa5iEdhxmCeOp0JecdIYjph8hMkp4OJrW34G/VuqAuMc5Qouf7Ugq1obrBMi1f+IhomqYQwnGcZDKZSqYSiUQ0Gh2wYzjUIKf6QU71g5zqBznVD3KqH+RUP8hpfpEH6x63x+NKKuM80x6fvklVVhScM84Ny7LC4XAkErEs2zRNzg3OOOdMLW+djrPgvhjcG3CHx+0ac4wHW6lngh0lFimEQJTq9AAVjoxxdXa7wQ0VY4lEorm5GRF9329pbR07ZnQ/HbGhDznVD3KqH+RUP8ipfpBT/SCn+kFO84s8+PZYxRNkFsAO2gMAWFZIQBAfqlximqZpmqEQZloFQCL6wle1EN/3hS8yJ29g0PGvHkIipgMGgDFmGAbnDIBJKTFz1jsyRCHSz4NzyOzKNA3fFyqqTNP0fV9K6Xl+a0uL4ziccyGEYfD21vhAHsOhBjnVD3KqH+RUP/LMqWX6nk9Od02eOaU8zQFyqh/kNL/Ii+Excs7TUZX5Ozh9PDOxW3ZwBXfsmLpAIrqeZ1mWusg5B6ujoOL7XvYyXx3RiZhKpdLnCQAgyqz4ZlKiqgExAMM0VUc+ABimIXyhZj93Xa+1rVUI0RG1jAEwCR3PbQ+EnOoHOdUPcqofeeYUkZzuljxzSnmaA+RUP8hpfsEH+wnsHsdJdfQGZBoEMPMX40z9EqrlILsG42ccq0AJ4gkAXMfNbjbo2C9A9nyAjLEg1ADANM1OD5BV5gFEIYRa71v4vue5LS0tzc3NyWRC7dAwDPWIpmkCgJCi90cmfyGn+kFO9YOc6keOTtV8MOQ0L6A81Q/KU/2gPM0v8uDbYyml67rhcBiy5mELTknPzEvODMYSySQDME2Lc+55XlApAQBfCIsHhRPMjiHVkQDcyFzqdJNlmtlBlB1Spmm6nquWB/N9kUylEom4ClzGmJ+Z3s3gXM38ZpqmOs8eANSa3Z3Deg+CnOoHOdUPcqofOTplAIlUKlenrBtOZedZWIObdurUNE31NQU53QWUp/rRL3lKTgcVytP8YqgPj4UQwLgQIpFIRqIRdWVwJrpqHjCMdDSEQ6HgjoyBlNJxXMPgQkjGmZSYXuwLwLYttcyX2hgBMaupITtuGOdBp4E6o95xHddx1Qpm2T0PnDFVTYF0PS/9WIZhCikRUU1V57quEMLgRry9vUDfFcN2ATnVD3KqH+RUP/rLqdUNp5DVnrdbp2qf5HQXUJ7qBznVD3Kadwz14bHvi6AnP5VMcYOHbBsY45loCOLJ832e7oYHhHSLv7qVcwmZ2oySLaVQPQxSSF8I1/VU4UQFq+/7avVt27K6NDYAgOemqyaWZQop/aCIkj7zPr0ZAmbqQyiEYACJREI1Lahbm5u3axlSu4Wc6gc51Q9yqh/95FQInzGWo1Mvyxo57T2Up/pBTvWDnOYdQ3147PleZoY3AEApRDweF0JathWLRn3ft21bbSmFMDId+VLI7K/7pZTZbfdCCnUDA2YYhpQyFLKzl89OpVJBpCKgECK4CJnIUz8bnKeEsDKFFs47Jkw3DEMKyRhLJJLt8XYV0JwbUgqDG8AgkUz233EbypBT/SCn+kFO9aO/nP5/9s47PoribeDP7NX0AIEACT0khJYECCUJvStFEARFQEFsoCKiryKKBVQsIBb4AYqCoiI2EBu9hSogHUKNECQkIf3uts77x9xtLnchXC6U3PJ8P2gue3Nzm/0+z+7O7OysY4oXT5wqioJObyCYp9oDnWoPdOpzVPXmsSzK6gh7ppZSajDoqaIUFRUJgmgyS/5+fupt4vZPKYq+dBA41ymKotHp1nZ1qIDTAqcBCY7vLXm/9CB7nVOwmoxGXuBZFbwgFBdZWG3q3QWCwOv1ekqAKsrVq7mV3z6+CDrVHuhUe6BT7eG5U+fNjk6rMpin2gPzVHtgnvocVb15zIsigP0Wc2aF/Z89tNpoNLDY4jiOF0S9jvPz8+M4ziWGXHC5idzl3nbqFoKl4gmAK/0Mbr1ez24bkGXZarVZLBZC1Bqo4+vsQcU6fmRJ4jiuoKDQ++3iy6BT7YFOtQc61R6eOxVEUcdVAadWCwF0Wh6Yp9rD9/IUnV4PzFOfo6o3j9lN56zPg4nnnALCPqaLjZ7X6wHAYrESQhRFtlFKAQwGAwEghHMeRUBlpZy/m5Q8UrvUtzj/KsuyIIpUUURRkmVZliV1rhFZltQJRZwrZanAhkbIskwIYU/cvgNBp9oDnWoPdKo9PHeq11UJpwpbVXR6bTBPtYfP5Sk6vS6Ypz6HbzSP7YYIYfeguz+sWe0AYV0alNpfKLJMKbXZeL1ezx57DUBsNquVt7FqOUIUSjlHpwgBQgEEUeR5nkWJQhVZVthxmt2tLkmyJEmO2uxTzznFUKmIp4652u09MBTUARLODyW7o0Cn2gOdag90qj180GkJ6LRMfNAp5ul1QKfaA536HFW6eUwpFQTBZDI55hYv9a7zEdRtBEKpUQZ6vU6NAEoVWVZMTrOWC7ygvssQeF4dhMARTpBFzt61A+ze+tIH71JfXeott3ER7PFlrHKFKtc6D9Aw6FR7oFPtgU61R4Wclt4+t81pqdGC6NQNzFPt4Yt5ik7LB/PUF3HvvKgSUEoVhSqKwrol2EV81omiDkhw7rGQ7MP67bhEm/NUb1D6gKsGSjm4vO88pZt7NDt/FwU1jkvfbWD/AxnULR+0CTrVHuhUe6BT7cGcyhVx6qwGnVZBME+1B+ap9sA89V2qXPPYHkysj4VCscUiiCKQkgddKw4BznEjX/vivrswfenb06/v0y3mSk0HVzokS3XeOIrpdBxbf8IRFnaEkEv/ZVIKlFKFUu0FljPoVHugU+2BTrWHs1OomNOyT7VusVN2jUItpy5Ep5inWsLX8xSduoN56utUreaxI5Aoe6VQ5f258wVBIEA4x3zl6qYvR4GzHoVS56hRn69dssQtZKhSeoxBRbaSLJcEt06vU7/UMVIfWF+RoiibtqWy3AH7f9qJKmfQqedf5CugU8+/yFdAp55/ka/g4pRSWiWckgo4dZ70BZ1int4JTqtKnqLTSoB56vkXVVmqVvOY2G9dJ+qv+QVF+w4cco4Spyv+JQJ0XOlOFEoBoECEfBGsMscrINNrhmAZAxJKL3EZze/ymfJ6u91WSf3IhYv/1axeg5SuR3tj99EpOkWnPgE6LXsVfRlXp1zVcOpeojynOtfCTqukfuTOdYp56vtU0TxFp5UA87TsVfQpqtzUXISwicM5IJRQ8tLzT0989sV6EXXq16vHCiiKwp5eLSuKeux0HruvdrD8kcEViKy/hFACJg78dDRAT3uGSaW+EQj7iGPaN1d0ep3My6XuAVAo6Erink1xbn/LKXCdw8gRapQqUFRc/NW3K7/7ajFHOEKAAnBaiacyQafaA51qD3SqPZydAgUfdFriEZ0yME+1h+/nackH0SkD89TXqVpXjxmEEI4jbCu3axtXM6zG/EVL09PTeZ6nztavceCkCiUcBwB+OmrkmHoKlNpkepWH/6yu5oijQ+VinlVdVqpAGWtY6lfnbzcaDeqvzlGiOMYb2AT+25W/BAcFNWnSiP2RWoqna4FOtQc61R7oVHugU+2BTrUHOtUe6NSn0U1/+cXbvQ5loz7Lq0b1at9+/9OW7bsaRNY1moz+/v7qtXvHk8GoIEoGx/zmoiSxLpmYEIivTluHyAnV5LgQpXmw0iiQ1vWjIfpSz7BWB8rn28QQPwMACKLgMsKBPfy65FdFcQ4BQRDVHhdCiCRJ6uqx15RSWVYkUcrOvvre3PkFhYWPjHswsW0CcXBTt2TVAZ1qD3SqPdCp9kCn2gOdag90qj3QqY9SdZvHKk2bNDp67HjambObtu48ffpswwb1BF7w8/NTKGUDEtiQAHVwgihJzoPmFUVm1gwcBOghRC+73DUuy/YIY/EEAJIolZ4/nbiElCKXCkpJEp3Ly07viqKoKIrACwJv275zz3c//AIA3bqmzHj5hRu1fXwRdKo90Kn2QKfaA51qD3SqPdCp9kCnvoUPNI8BoF+fHv9eyDiZdjrnat7Gzalnz52vVTNM4HlFUUwmE8dx7Ko+KyzJsnNIuUSD+6RqsiS79HmIkuzyeDGl9GTroqNPxf6NpWtQe1l4XhAEnlJ69lz63I8Xnjt/QZKkhPhWSxbOc3182Z0HOtUe6FR7oFPtgU61BzrVHuhUe6BTH4JYi3Nv9zp4hKIoy1f8NPv9jwkh7FlbUY0bPTNxvF6vN5lMOr0+ODjYz2wmhPA8bzCUTDkmiqW6Q9THc6sIvEBKz+dmsVj1+lKTlgmC4PwrzwvOQSgIghqmgiAUFRUriiwI4o5de0+cPKXX6y9kXLJYrGazecbLU+8dMvBas3HeaaBT7YFOtQc61R7XdxoU5Ofnh059CMxT7YF5qj0wT30Fn2keMy5nXpk1e+7GzalsBEJYjRoFhQU1w8I6J3fs1T2FEKLT6w16vZ+fn9FoMJlMLiEliOKfazfe1benc528jedKz2ButVh1pUOK53nnPhXnX0VRtFgsNhuvKDKlNCsre98/h44cPZmVncOinwVcQnzrD955vWHD+jdz8/gk6FR7oFPtgU61RzlOe3ZL5jjutjvNzs75+8BBdOo5mKfao+rnKTqtKJinVR8fax6zEQX/HDry5dcr1q7bzLwSQoxGY1LHdo0a1N+aujsiovaIewcZDQZCiE6vI0B0Op1erzeZjBRg3/6DyZ3aO1dos/EuD/iyWm0unSI8z0uSJCuKLMtsmIEkiuwmdUWRj51IO5l25tJ/l3Ou5hUXF+v0OkVW2FgIvV7fu2fXxx99uGXzZhq7bf0Ggk61BzrVHuhUe1zLaaf2bRs3aoBOfRHMU+2Beao9ME+rOL7XPFY5dz79x19+W/HDL4WFxRSoXqcHSglHgHDJHRMbNqhXL7JuZuaVYydOVa8WUr16tVo1w6pXCw0NCWazyHEcx6Z0YwP6KaXq5OW8IACl7C55WZYVSm02XpJEm403m00Gg2Hb9l0XMy7l5RVczcuvUT00/UIGVRR2FzsBkGQZgNapXXvggH539+/VqkXz272pfAZ0qj3QqfZAp9rDxamO0xH2pBBPnBLC6dBplQPzVHtUKk/RaZUE87Rq4sPNY4YgCPsPHN6aumtb6q7TZ85RBwaDAQjR63RsnADH6SilkiSZTCajwWA2m/zMZj8/s8lkMhoNJpORTXGuyLKiKJIkK4pCqWK1Wost1uJiKy/wgiBKkpTcMdFsNm3bvluURI4jsqxwHMcLPHE8UaxB/chePbv17dUtIb61tsfl3zzQqfZAp9oDnWoP1Wnqjt1pp8/edqf160X07tUdnVYGzFPtUdXyFJ1WHszTqobPN48RBEEQBEEQBEEQpPJodkpuBEEQBEEQBEEQBPEcbB4jCIIgCIIgCIIgCDaPEQRBEARBEARBEASbxwiCIAiCIAiCIAiCzWMEQRAEQRAEQRAEAWweIwiCIAiCIAiCIAhg8xhBEARBEARBEARBAJvHCIIgCIIgCIIgCALYPEYQBEEQBEEQBEEQwOYxgiAIgiAIgiAIgoBvN4+nPv9ik6jmiqLc7hUpj4WLPrdYLLd7LbTDxo2bQ6vXjmragv1b89sfeXn5cQntyyxssVgWLvqcvS6nGOIFGzdurlEzokWrNs2ax7007dXbsoX/u3x5wMChkiT5BVRTQ+KVV1+/7gedAwPxkKtXcx+Z8ETjJrGxLeIH3zP8+PETHn7wz7/Wel74htvRkuv33p/Lgtw/sHqTqOZRTVs8N/X/nnp6yupff/OitriE9nl5+c5LNm3a0jYxqUvXXu6Fb0Z2JyV3EwQhJ+fqhEefbNwkNi6hfdfufVatXnPdD5a5Yz9+/MSff6315Hs//PDjjz9ZUOnV92Fczp3+u3y5c5eeHTt1OXLk6DOTn0vskPz+B3OvWwkeXm8XGzduHjR42LXenTN3XkLbjpOfner+luc5wrijFPfo1X/3nr3s9b79B7p2613JCr///ofZ737gfspaZmHnloL7ntkTOnTsfDkzs5LrzJj01LM7d+4CgO++WxmX0D4mtnWHjp03bNh0rfLOh/jnX3hp5cofy6/fV2LJV5vHiqKsWv1bZGTE9u07bve6lMeixZ9bLNbbvRaaokvnlNOnjrJ/A+7uX05Ji8W6aLF95x4UFPjlF4tv1TreESQndTp6eP/e3dt/+/2PzZu33rwvkmW5zOXr1m3o3asHAJhMJjUk3nxjxnUrdA4MxEMeenhCnTq1004ePn70n5denHrufLqHH/zrr3XHT5z0/IturB0tuX5+6rMsyIODgw7+s+f0qaMfvD/7Btb/zbcr3nj91a1b1t/AOq9Fevq/devWMRqNYx4aX6dO7ZMnDh08sGfZl5+dOXPGuViZuV/mjv34iZN//bXuFqy5r+N+7rR+/caUlORdO7dGRzddvfq3vbtTpz737HXrwcNr1WThos+3bl734dz33d+qaI6g4sqwdt2G3r17enjKWvmWwqJF82tUr16ZGlT27v27ffvE1NSdb856e/UvP5w8fmjhwk8nPPrkuXPnyyzvfIif+OTj3bt3K79+X4klX20eb9myrUXz2AkTxn3v6Kh46ukpU557oWfv/s2ax23evPWJJ5+OS2h//wNjKKUA0LBRDCu2e8/e+0aMAoAD/xxM6dwjOaV7x05d/v33AgD89POqzl16dkrqOu6Rx3iev5yZ2TYx6bHHJyW07fjgmHHbtqV27dY7tkX8li3bAIBS+trrM5NTurfvkDJv3icAcDkzMy6h/Qv/N23EyAeHDB1hs9m++WbF+fPpw0eMGnrviNu6te4UBgwc2impa9vEpK++/gYA3n7n3fPn0/v0G/Da6zMLC4seengCAEiSNPnZqe3aJ7fvkPLb738CwMqVP44Y+eCER5/sd9cgT649Is4EBQW1T2x35uxZdYl7apw8mdajV/+OnbqkdO7x9779rPtwwMChScnd2ndIYde+3DP0qaenPDP5uQdGjX3/gw9zc/NGjx3PEnbjxs2s5Np1G/r0KeNKFwAcPny0Z+/+7TukJKd0z8rKdkl258C47rpt2rRlxMgHWbUbNmwaef/om79RqxwH/jl45uzZ1197Ra/XA0DHjh3u6t8XAJZ8sbRd++S2iUmz3rK30+IS2s+c9c7oseO79eh76tTpI0eOrl7928xZ7/TpN+DMmbPuHp96esrkZ6c+PP7Rzl16siuHznZWrvzxgVFjB98zPCa29Ucfz5+/YFFih+Sk5G6X/vsPANxrc89l59pu91a8WWzfntq5S8/YFvHqpVeXPaH7sUn9rMViGTR42LKvln+59Ku/1q57441Z016esfizJTNnvcMKDBo87OChw2r5MveWR44c7XfXoKTkbv3vHpye/i+7PpnYIblTUtcZr70JAMu/+Y6JGzBwKPvIX2vX9e7da9/+A+np/742Y7rBYACABg3qT3n2GfVbRo8dP+6Rxz3csb/9zrurV//Wp9+An35eVeb6f/Tx/Pg2He4acM+hI0eutdp3Ai7nTvsP/PPue3N++vmXPv0G9L97cF5+fp9+AzZv3uqeXFev5o4a/XBih+T2HVI2bdri4eG1nNhDKol7Mk557oX//rt87/D7V6xY+eNPv7BBAYMGD8vOznHJkdFjx2/dup3Vox58vTuD0rDiMk8Xh9474qFxEwbfM/zVGW+wYu57EkrpoUOHE+Lj3Ov0pKUwf8HCxA7JiR2ST506DQDuOzT3M6hHH30y5+pVd4nuJeMS2r/+xqyUzj06JXX95+ChgYPubd4yYc7ceaz+EydORjWN0ul0c+bOm/bSCw0a1AeA+LjW48c/9PEn89nHp70846FxE/r2H3jyZJrLIf7T+f/btGlz+d+ixpLLiVn5ba5bj/62fGvl+X7lj/cNv3fAgP4zZrwpiiI7uGZeyVq/9vdt21KHDhv5x++rFsz/aPA9w7dtS+3SJcW9hgULFr300gt339VPEARKaXr6v/9buHj9ut9NJtObM99e8sWyIUMGnTyZ9sWSRf9r2aL/3YMXfbZk08a//t63f/orr3Xt2vn773+w2myp2zdJkjTonmE9e3YPqxl2/nz6xCcfb9Cg/nNT/+/XX3974IERH8ydt3LF8rCwGrdjI2mTbdtTY2Jbs9e//PR9nTp11LeWLf28evVqVqu1R89+gwcNeOnFFzZv2bb2zzVsH8HKfPX1N1nZOXt3b8/IyOjWvW9Sp44AcPrM2V07tuj1+o6dujzxxKN1nepEyicrKzt1x85xD49Rl7inRsOGDf747ReTyXTmzNlHH5+4Yd0fa377vUXL5rPfngkAhYWF16q8sKjom+VLAWDipMkj7hs24O7+2dk5vfrctf/vnZTSU2mnYmObSZLE87waEtNeemH0gw88OObhTz/+MCUlqbi4WK/XL5heKtmdA6OoqKj8dQsMDJw85fmsrOyaNcOWff3N6NGjbsl2rVocO3Y8Pj6O40p1p6alnZr74cfbt24wm819+g3s1LFDjx7dAKBpVJPpL7/4y6pfP/p4/scfzRk06O7OnVOGDhlcpkcAEEXpi88XZWVl9+0/0CVtV6788eChwztTNwNAy9Ztp06ZvHd36gdzPlyyZOn0l1+c/spr7rW55LJzbVrl4sWMLZvXnTt3fth9DwweNMB9TwgALsem4cPvBYCi4qIJo54cO/rBkSOHA8CGjZsnjH+4S5eUxZ8tKefrXLZw7fDwiZMmL//6i8jIyC1btr007ZV33p65Y8euvbtT1eye9dbsnambQ0JC1GRft27Du7Pf2rFzV1xca5e4Yhw7fmLv7u1ms9nDHftLL76wbdv2uXPeY2eTLrWdPJn2+ZIvU7dtJIQkd+6REB+vKIrLarNdjeZxOXdqkxD/9FNPZmZemf7yi0VFRR06dWEb1j1Vp738assWzZd/9YWiKAUFha1atfTw8Fpm7CE3BJdknPPBuz/9tIpJuXo1996h9wDAsq+Wf/zJ/Ndfe8U5R37+ZbV7bV6fQWlD8ciRo40mIwCIglivXuS1/tiTaaf2/73TZDLdM+S+7dt3JCV1dN+T/HPwUKtWLQkh7qesyGNVcgAAIABJREFU1apXu25LITg4eO/u1C+XfsWOoe6rWs4ZlIvEMkuGh4dv37Zx5qx3xowdv2XTOqPREBff/sknHjObzWvXru/TuyfbA7/p1Lxv0yZ+3kefstdNmzZ5a9bre/b+/cyzU//8fbXzId6Za32LWsClFZabl1dOm+sGSa4APtk8FgThr7/WvTt7VlBQUGJi2/UbNvbv1xcAhgweSAiJj28dGhqa2K4tAMTFtUr/t+xe4aSkjq+/PjMtLW3woIGNGzfaum17evq/AwffCwA2q43JiIpq0rpVSwBo3bpV89hmHMfFx7VmnUPrN2w6dOhwn34DACAvN+/c+fSwmmFNmjRmfS3R0dHX+l6kknROSV696gf1V+ebNBYu+mztug16ve5iRsa58+kRdeu6f3zb9tT7R95HCImMjGzbNuHgwUMA0DklifWwRDWNunDhIjaPPYHt9I1G40NjRycldVJFuKdGZGTkc1NfTDt12mDQp6WdYp2Rs96abTQY7r6rX8eOHa71Ff369HbUuTHt1KmPPv6UDQ7Myso+d+5cYmI79q7JZDp5/JD6qfPn001GY0pKEgAEBAS4J3thYZFaWJLk667bA/eP+Pa778eMHrV7957PF9+pdy1S6rJgx85d/fv3DQkJAYDhw4ZuT93Bmsc9enQHgJjopkuWuLY33D0CAPtUzZphzl5UevboHhwcDAARdesOGHAXAMTFtV6x4odr1eaSy00aN76ZG6VKMOSeQRzHNWnSuLDAfvbjsicMD69V5rFp6NARLzw/ZdiwoRX6OpctLAriybQ0dpmXUspxXHh4LRvPPznxmX79+vTv1wcAkjp1HDP2kaFDBw8ccDc7gmdkXGrUqOGOnbvUuPq/l6b/+edaSumhf/YCQNcunVnb2MMde/mwWA0MDAQA1l9w4cJFl9WuaJ2+yLXOndxxT66Nmzbv3rkNADiOCw0NYRckXXA/vDaLjcHzoptHOaculy5dmvDoE7l5+QLP163r0SmNd2dQmlH83XdfdWifyO49njLlhWudLnbt0tlkMgFA3769U3fsrFcv0n1Psm7dhr6OoW0up6yXMzOvu7mGDRsCAO0T2/3006oyV7WcMygXiWWWHHLPIACIj487e+5ctWqhABBZLzIz80qDBvXXrd+4cOEn7G9hzXsGpaD+ykbttU9sdyrtdDnTP13rW9g5g/uJWfltrluPTzaP167bkF9Q0K59MgBYrVY/fz+2izeaTGzfbTIZWUmO4yRJAgC9Xq8oCsdxoiCytx4aOzolOenPv9YNGDT088ULKKV9evdy7qe5nJlpMpbUYzLaK5clmYXO1OcmO3eSXc7MNOj1jvJEksq+YRK5SazfsHHXrj1//bHaaDQOGjysQiN82AHG4Ve6aeuoKVx2+iruqfHqjDcaNmyw8H+fUErrRjYCgJYtW2zbsuGvteumTX9twN39pjz7jHuGAoDZz0+t86tlS2qHh6tv/W/hYnZjT5kr4Lxbd0/2pk2bqm/NmTvvuus2evQDw4bdbzabhg65R6/3yX1mJYmNbTbrrdlM0HULs2ziOE6SXVPJ3aNz9tGyDrTOO3PWtc8Re83l13bn5LLJ0YxklLknLPPYlJTU8c+/1t177xCXfGHJyF4LouDydS5bmFIaHh7ucn1+x/ZNGzdt+fHHn5csWfrLz98vXjR/z569f/61rlNy1z27tu3f/09SUkcAaNYs5u133mNxNfvtma+8/GKz5vbrFX5+5nL+nPIpc/3VLcDWv8zV1jzXOndyxz253PrHPAXPi24e5ezuJj09ZeYbM1JSknbv2TtrluskBXq9juWIoiiyIlf2DOpOUiyKovOLMvck6zds/Hb5smvVcN3NZTaZAUCn07EjnfsOzf0sRf1eF4kd2ie6lzSpbSWjybEmnCRJFoslPz+fdbI0j222b/+B2NhmrMD+/Qdim9kH4UuiPdJESXRb9xKu9S1qAZcTs0aNG5XT5rr1+GSP6fcrf1zw6byTxw+dPH7o+NF/NmzYdN3Zoes3qM8G8W/cZL9x8ezZc1FRTSZNfPzuu/odPXa8S+eU3377g916npeXf/bsufIr7N2rx4KFnxUXFwPAmTNnrzXRXGBgYDljR5EbSF5uXsOG9Y1GY2bmlV279wBAYGCA+8bvnJL87XffU0ovXry4b9+BuLjWt2l9NYt7auTl5Uc3jQKAtevWW602ALiYkREUFDjqgZGTn5n0z8HDZWZo6Tp7zpkzj80jsG//AQDYtHlr925dylyBBg3q23h+2zb72E6e512S3TkwPFm3unXq1KlTe/bsD0Y/eP9N3nhVlDYJ8Y0bNXp1xpuCIADArl27f/v9z6ROHf/8c21+fj7P8yt/+KlzSnKZn3XeB7p7LKt8GWlbJje2Ns3gvie8Fq/NeCU4OMh9ktsG9eufOn0GAHJyrrILJuVQv349Qgi7q02SpEOHj+Tn5xcVFd/Vv+9777596NBhADh37nyHDu1nvPpytdDQzMwr6qwBbdsk1KsXOeM1e1zl5ZdxGPVwxx4UFFjguHjuvv5JnTpu2bJNlmVFUdZv2FTmanu0cX0cz8+d3JOrV8/u/1u4mM2Xlpubh4fXKk5eXl50dFMAWL3aPrO9W46cBoCtW7ezZh6eQblT5h+7fv3GnJyrgiD8+OPPKclJZe4AJUmuUaMCE2WV31Jw36G5n6Uw3CVeq2SZbNm6rUsX+zDmKc8+M+ut2awptG//gc8++2LSxCfYW9+tWAkAv675vUWL5hzHed3McTkx86KGm4rvNY8tFsv69Rv69evDfg0ICEjq1PH33/8s/1OvTn/pkQlPjHnokaIi+/i9r5d/26Zdp46dupw5c/a+4fc2bNhg3rwPRox8MKFtxz597754MaP8CkeMGN67V4/kzj3i23R49PGJ7OjuzsMPjb5n6H09e5c3wTJSIbZu267Oks/mHmDcdVe/9PQLo0Y//OqMN+LjWwOA2Wzu1bNH28SkF/5vmlps9IMPhNWontC24z1DR3z44ftsyAdyA3FPjScen/DJ/IXjHnls27Yd1atVA4D9+/9J7tyjQ8fOH3zw4dTnJpeZoc7Mmvl6dk5OQtuOreMTP53/v6ysbLPZxMbcAgDP82pITHrqWY7jvlq25NXX3mzTrlO//oMKC4tckt05MDxZNwAYOWJ4ZGSE2pN6B7L0y88u/XepaUzL6GatZr87p2lUk+jops88PbFbj74dOnXp07tn9+5dy/zgkCGDP/p4fsdOXdLSTrl4LLN8mWlbJje2Ns3gvicshw/en2212l6e/przwm7duiiKMvTeEa/OeCM6Orr8GjiO+3b50k8+XZDQtmPbxKRt21KvXs0dfM+wxA7J/foPfOftNwFg8rPPt2uf3K59cvfu3aKjm27btl3tTPlq6ZJLl/5rGtOyVVy70WPGfzTP9UY7D3fsnTp2OH3mbMdOXb77bqX7+sfERA8bNnTg4HvHPfIYu6vQfbUruJl9jwqdO7kn16yZrx85cjS+TYcOnbocPHgID69VnFemvzTi/tHjH3mcXRx2yZEJE8at+P6HUQ8+tG17KrtWiWdQ7pT5x3bukjJu/GOJHVK6du2cnNzJfU+yYePmHk5Hw2udsjpTfkvBfYdW5llKmRKvVbJM1BuPASAlJemVl18aPGR4VNMWjz8xafHi+Wz8M+sg69yl5zvvvPfhnPdcDvEV2rwuJ2YV+uwtgFiLc2/3OiAIglSAb7/9PuNShidPH7lRPDvl+bi41g+NvROnrUaQG8jFjIyJEyev+mXl7V4RBEGQirFy5Y979v793rtvl1PmiSeffuih0ew2Zt+iU1LXrVvWqyP2yyQuof2WTetCQ0Nu4XrdHrB5jCAIUh5Jyd38A/x/+/Vndi8NgiAIgiB3Gp40j7UNNo8RBEEQBEEQBEEQ5A7C9+49RhAEQRAEQRAEQZAbDjaPEQRBEARBEARBEASbxwiCIAiCIAiCIAiCzWMEQRAEQRAEQRAEweYxgiAIgiAIgiAIggA2jxEEQRAEQRAEQRAEsHmMIAiCIAiCIAiCIIDNYwRBEARBEARBEAQBbB4jCIIgCIIgCIIgCGDzGEEQBEEQBEEQBEEAm8cIgiAIgiAIgiAIAtg8RhAEQRAEQRAEQRDA5jGCIAiCIAiCIAiCADaPEQRBEARBEARBEASweYwgCIIgCIIgCIIggM1jBEEQBEEQBEEQBAFsHiMIgiAIgiAIgiAIYPMYQRAEQRAEQRAEQQCbxwiCIAiCIAiCIAgC2DxGEARBEARBEARBEMDmMYIgCIIgCIIgCIIANo8RBEEQBEEQBEEQBLB5jCAIgiAIgiAIgiCAzWMEQRAEQRAEQRAEAWweIwiCIAiCIAiCIAhg8xgURRFFESi93SuC3DDQqfZAp9oDnWoPdKo90Kn2QKfaA53ecHTTX37xdq/DLYVSSimIksTz4ukz54bfP37e/M8KCotiY2OsNt5m4608X1RksdlsoihKoqTICuEIx93p/QhVGXSqPdCp9kCn2oM5lWSZtwkeOgWCTqs0mKfaA51qD3R6syHW4tzbvQ63AkqpLCuiKMmyQkEBIFRRnnjq+b//zRMKcmhh9u+rV9QOrwUAsqwoikxZ6AEIogiUGo0Gs9kvMMDPYDDc7j8FsYNOtQc61R7oVHugU+2BTrUHOtUe6PSWob/dK3DTkRVFEhVZkSgFSikhwBGdrChASFxciz1HV0XUrkWD9CaTiRWglHIcB0AAQJIkvU6nKIooSqJYeDU3V8dxwcFBoSHB2AdzG0Gn2gOdag90qj3KdKpQStGpz4J5qj3QqfZAp7cYLV89VhRFlBRJkoAQjhCqKJIsK5TKkiRJIhui/+2Kn+7q1ys4OIgCAKWEEEqBIwQIUahCKSVAOB1HFSpKosALrPMGAMJqVAsODtLpdLf7r7yzQKfaA51qD3SqPcpxKkuSQqmHTglHgAI6rQpgnmoPdKo90OltQZvNY0pBFCVJVgCAgkIVkCSR53nnEtTtpdMycIxHAAAAAoqiECCEEFEUZVlmnTGiINarXzckOJgQcsv+tDsWdKo90Kn2QKfaA51qD3SqPdCp9kCntxENNo9lReYFiQABAFmWrVaropTEDwsXSZIEQRQEgRcEqig6BwEB/mykQamQolShVFEUAOA4jtNxlmKLJEkswvz8/Ro1qK/XY9fLTQSdag90qj3QqfbwzKksCAI69RUwT7UHOtUe6PT2orXmsSjKoiQRQhRZtlitjrvSCaXUarMVFBTs2bN/1Zo/jxw7IQgiUGoym2w2K+sy0ev1/n5+HRLbdO2S3Ca+dWhoiF6vp5QCATZbukIpUMrzgl6vBwCbzca+1MZbmzZpHBQUdLv/em2CTrUHOtUe6FR7oFPtgU61BzrVHuj0tqOd5jGllBdECoQqitVqZcMG2OxtOTlXP57/2Zo/1rJeFErB38/ParMCgMlktNlsLKQIIawAx3GKogQG+I8dff+9gwcEBPqr36JQRRJlWZYJIQaD3sYLAs/Lsmyz2SIjI+pF1r19G0CDoFPtgU61BzrVJDZe8NSpv5/V6qlT/wB/dQQfOr2VYJ5qkgrkKTr1BTBPqwjaaR5brDwBIiuyxWIhbOQBwOEjxx5/6oXi4mIWKLKssAOzyWTmeZsjpHhCgFIwGgyiJAKATqdTI9JsNkdG1P3kw3dCQ4NBsQ9SoJSKoqQoCsdxgiiw29xFUQwOCWoW3fQ2bgSNgU61BzrVHuhUe1htPNCb4jSiTu1PP3oXnd56ME+1x83LU3R6u8A8rSJooXlMKbXZBCCE53lBENjCixmXpv7fa2mnThOOU+PDZDTxAu8SUuw2d7W7BQD0Op1k/wihVCGE6HS62Njoma++FB5e0/6lChUEQRBFg8FAKWV955IkGQz61q1a4FTplQSdag90qj3QqfbwwqnRaBLscm+wU51eH98anVYWzFPtgU61BzqtUvh881hRFJ6XKFCLpVi9bf2DD+ev/HG1zTG9m16vlyQJAMwms4231ahRo2+fPlarpVatWm3ato2JjuYFURSFI4ePpO5I/fOPPyVZYuFlNBrVGNXr9RzH3X/fkMcnPMTuAnDcFi/o9XpCSGFhkSxLoij5+5kTElrjFHBeg061BzrVHuhUe6hOrVaLLCts4XWd9u7Vm+et6LRqgnmqPbzLU3RalcE8rWr4fPPYauWBkOLiYkVRCEB+YdHjk54/dvyEjtOxh32xaNDp9BMeGX/3XXeFhYWF1QzjSOkeEQIsRACIJIknT6atWfPrV19/ZbFY1BpYUAJAk8YN33p9eiQbmk+pJMs2m5UQjlLKRj7wPF87vFZMzJ0+MsFr0Kn2QKfaA51qD3SqPdCp9kCn2gOdVjV8u3nM86KkyDarjQ05OHX67OOTns+5epW9y+Kgbt26r782IykpKTAwEADcu0EogH18P2Wj/O0DEwRB2LFj56szXrlw4YLzCH69Xh8cHPTWG9NbtYhlpQVBsFgsBqNBlmQ2BZzVZo2OahIRgXe3Vxh0qj3QqfZAp9oDnWoPdKo90Kn2QKdVEN30l1+83evgJexh2Wo8HT5y7JHHJxcUFul0OhYUOp3upRdfnPvBB82axZiMRgLAESBl/QMoeQFAGDqdrmHDhmPGjm0aFb1t+zY2rN9gMEiSZLXaNm9NbRrVqG6dOpQCx3GEEIEXjEYjpVSWZUK4jIz/wsKqm83m27yZfAp0qj3QqfZAp9rDxemx4yfHP/bMzXDaLCZ269Yt6PQWgHmqPW5ZnqLTWwbmadXEV5vHiqwIgiSIgihKALBv/8Hxjz0jiCKb1Q0AIiMjFy9cOGjwIINBTwhwHOEIgZIwIoQAcXTAOF6zxeDcMcMR0rRp9AMPjLp48eL58+fUYQmCIG5L3RUd1SQysi6LP0VReJ43Go320REcybySXS+y7p18a3uFQKfaA51qD3SqPdydPvLEZBsv3AynUVFR6PQWgHmqPW5lnqLTWwPmaZXFR5vHlBdEUZJsNh4ALmdeGfXQ43qDgXW9UEoHDx78+eJFUVFNSrpYgJT0pdjjiTiiTC1AAUrFlKMzhpjNpv7976pevfqO1FQ2EZzRaOR5ftfefZ06JFarFsqiqri4WBRFf39/nuc5wvE2GxCuRvVqt3lr+QboVHugU+2BTrVHGU45xyypN8EpoNObD+ap9rjFeYpObwGYp1UXn2wei6LMi5LVZgOgFott1MOPFxQUyrJsNBplWX50woS3Z8308/NjAcER1sMChAAHQJzGHhB70LCIomovS8nIBHsvjP2XVq1ax8TEbNq8iY3mBwCeF3bv2de7ZzejwQgEjEaj1WrV6XQAIMuyTq/PzLxSq2Yts9l0u7aVr4BOtQc61R7oVHvccqcEnd5sME+1BzrVHui0KuN718opVXhBlCSRUioryqzZc/77L5O9JQjC2LFjXp42zd6nQoBjAcU5jc7nCHEKLKd/RB2OQGlJ2LncAd+rV++F/1vEgoaRnXP1ldffZoU4jjOZTDzPBwQEcByhikIV5dixY7dy+/gi6FR7oFPtgU61x6136sx1nZrRacXBPNUe6FR7oNMqju9dPRZEUZJlNhTh4KGj78/91GQ0saEIPXv2/HDu3JIAcnS0OMUQUV+AOl7f0fsCAI6RC/aXJfHkiDYgUC+yXp06dTZs2AAAJpNJEITMK1kNG9Rr2KA+AWI0Gm02Gy/wBIjNZtPr9Vdzc2vXru13593X7jnoVHugU+2BTrXHrXdKKuLUgE4rDuap9kCn2gOdVnF8r3lss/JWqw0AbDZ+zLiJNp6XZdmgNwQFBa1e9YtOp+NKQsd+zzpHgHCEc3TDqMO7HDEFxOn/6pB95+O5Gl2sSLPYWL1Ot2fPHlEU2Wf2HTg0bMggTsdRSimlFovVz89P4Hk27xzP83fmxOgegk61BzrVHuhUe1zLaWBg4K+rV912pwCgKAo6rRCYp9qjiucpOvUCzNMqjo8NrhZFUZJlRVEopStW/pyXn8+WU6AHDxwwGo3EUdIeVQCO4fpqNwx719ElowaQ4/+OjhUAoGolLhCAJ56c2LJlS3WJzWqd9upMFkD+/v4cx4mCYDKZ2Y3vGRmXioqKb/bG8VHQqfZAp9oDnWqPcpzu2rHDc6cOfTfeKaUUnVYIzFPtcaPyFJ1WHTBPqz4+1jzmBYl1clgs1vkLP9fpOL1eDwDPPP20fSC+o7sFQB2FoD4iTO1xsdfGqWP3nb+DOA9LoM7dL45+HHvd785+j43R1+v1oiQdPHxErSPA318QRT+zmeM4RVE4wp05c+ZWbSQfA51qD3SqPdCp9ijHqX9AgOdOWQnvnBYUFmzdtlUUBHR6Q8A81R43Kk8Z6LQqgHla9fGl5jGlVBRFRVEAYPPWVFGUZFmWJDE8PPypp54CgD79+i1YuLC42N63URIu1Ok1KVUhEKDX+1qn0fqwetWqYcOHt01su2///iZNmkya9JSiKOwBYoIgzpk3nxULDAxUZNlqsyoKFUWJ0+kyr2TdpM3i01zXqVqQ/bgZTtXiFACdVh50qj0q5DQ39+qyr7+e+dbbPfv0v//Bh7xwmpOT0zo+oWNyckrXru+9//4XS7/csWMHOr2xlO+UAPTo3SumeYvmrVq3SmjTrmNSp5QuY8eNf3/O3F/X/O6FU6vVOunpZ5K7dOmUnNw2MbFVfFyz5rGt4lq99das3bt322w2dFp5cN+rPa6bp2pB9gOdVn0wT30CYi3Ovd3r4Ck2G19QWCzLkqLQoSPGXLh4iS2f/c47I0eMJAQuXco4euzYV18vP3T4cO3a4UMGDxr74Khq1ULUoV8AlLLhCwBg/wUoLVnoWMJeU3bj008//7zyhx/PnT+v47hBAwcNGTKkZs2awcEhFCAzM7Nz52R2Mz0A+Jn91vyynAVx5pUroiQa9IaCgkJCiCgK3bt3CQ0JuW2br0pyXacApTvMwD6DX2WcUgrgeDKcolCX8ui0kqBT7XFdp4OGDLl06ZIg8HXr1E1MbNeqRfP4uFaBgYGhISFhYdUr6lRRlNzcXEmScvPyeBt/6szpvXv/vnjx4t/79plMpsWLFsfHJ6DTSlK+U8dFBhBFobioSFFkQRAsFosoCjYb37FDu4o6FUUxLe2U2c8cGBDAcTr/gACj0UQIKT9Pf1zxhdlkRKcegvte7eFJnnIERFH486+1uXm5Z8+ePXT4SLHFUi8y4usvP0OnVRDMU59Af7tXoAKIkqzICqVw9NiJixn/GY0mURSqVat2330jWD9KREREZGREvz59eN6WkXHx2PETjz35VNqpU107p3w09z0gLF4AHEGiQoCwMCPEHkOEwtXc3IGD7xFEceyYMS9MnRpZr15YjTAgRA01AhBeK3zcw+MXf7bIYDBIkmTlbXv3HkhslwAAgUFBOdnZRn8jOwPQ6XT//nshtJX2Q6pCXNfpw4+M//vvfUGBgQEBAdWqhdYOD2/Xtk1E3TpdOycHBwdX1CkQ+0z37ENUUU6ePHnk6NETJ04cP3HitRmvNW7UGJ1Wkus67dKtm8VqMRqMzATHEY7jDHpDyxaxixd8UlGn2Tk5AwffIyuKoshUoRRAEqWAwIAaNWqEhYVNnza9fv366LSSXNfp/z79JDg4ODgoyP78CQIECEfU43HFnHIcqV69OgDUqlWLUmjVqtWQwUPYYV6SZPYsCnRaScp3qt7hZjKazDVMlXdqMOibN49lBZxP3dSPl3k83bN3X+fkTujUQ66bp8TlwhOxn8l459TleAqUqp8qxynmaYW4bp52TE5uHhtbvXq1unXqJMTHxcbEPHj/yICAgMBAf3RaNalonubl5e3YtSsrK8tqtU564rGKOs3Ny3t84sSmUU1bt2oZERGZEB9vMpnR6XXxpeaxJEkKVQBgx669lFKe53U6rn///sTpDnT2w2w2R0VFNW0adc+ggRarJScnB0rHkMsgBOq6AAAgJCT4+xXf1a1Tp6STpqxyI0aMXPz5YoFN+0Zh/qIlS9p+RAhhg/VFUTSZTALPK5TkZF+9odtDC1zX6Zeff04IkUQh41KGwPNZ2TkF+flHjx0/fPTotBemVtRpXl7eM88+d/nyZavVmpuXFxMdHV4rPDompm2btr169a5b1z4jHzqtDNd1um3LZkIIAUop5QjwglBcXFSQX+Dv7+dFntaoUeOP39YEBQURjnPO05IeUwB0Wkmu6zQiIqJk2JYD6tgrV9Spetimbh/R63Xo9IZwHad2XCdzuRlOnXFx+tkXy1OSOqJTD/H8HMmZW+wU87RCXDdPd+9IdXrMj2OiJuLUxHXgidPiYsu8jz9uUL9BQGBA40aNo6OjDXq9e8yg08pw3TydPOW57OzszMxMi8Xi7+8fExMd1aRxbLOYOrXDvXAaFBT4/HPPZWdlZ+Vkr1q9+sulS7ds3RoWFmY2mWqEhb35xpuNGzVGp+74TPNYVmRRlAAAKGzZluroHaGTJk4sPScbdcnkAH//QH9/hVJCS+Y7dz5vVvtfKKXOJ3g6nT6iTh1aRvcM65yxf1X9BvUb1G9wPv08e+9ixmWLxRoQ4A8AOp2O53kA4AWeEFJUXMS+Iiv7as2w6jdvW/kKnjs1GIyNGjYiBGIJECCDBt5NALxwGhAQOGnik35mc0xMDKfTsfsv7OXsH0CnlaJCecquNPr5mf39/GrVrOmdU0JIaEiI+/kZ5umNwut9L1umQIWdutgreyk6rQTXd+qY0OX2Os24hE49xZM8feDB0Xq9PjIiIjDQPzIismGD+jVrhkVFNQkKCPDOqUKVo8eOZWdn5+bmHTl6VBCEK1euXM7MLC4uXrjgf/XrN8A8rQy3Pk91Ol14rfDCosL9Bw6sXv2rxWLJuHSJ5/maNWsajcb33n2vfr366LQyeJKngwcNDAkOrhcZUbt2uGN8tX2UtRfnSHq9oV2bNuowbHaiK4jihQsX8vLyIthlIXTqhs9MzcXGvQmtAAAgAElEQVTzoiLLlNLMK1lnzp5n4+siIiLq1K4LFNSZz8vYR9gH2xPqHEZl9XMSx8DpkkKElFG2dO+6jtM9/PDDlFIdx+l0OgB6MeMSm65dp9MJgqDT2/sgRFHKvZo/9aU37hs1Xn3I2J3MrXdqMOgT27Vr0aKFTq8nztWi0xsE5qn2qKhTZzs3xCmbLwTQ6Y2jIk7pl18tf2zSMz/8tMpxq1plnX48f8GYceMXfb7EZrOV75RwBJ16iCdOP1u0cMrkZwbcfVerli3z8vN27t7z0SfzR415eMITk7xwevXq1UH3DJk5660NGzeeO3cuPDy8W7duY8eM/Wjuh2tWr6nfoAErhnnqNbf+eGo2m8aPe/ixCRPee3f2Z4sWLf/6680bNu7Ynvrt8m/em/1uvXr1WDF06jWeOO3erXvbtm3Dw2u7mL2B50gGg6Fx48YJCQkms5ktQacu+MzV45NpZ8JrhgHAufR0SZIopQaDIapJE/sdM5Q6HvPlEkyUzWdOHR3UlLp2ujiPRiCEyAp1HSToMsSfusZjcnKKXq9Xb2rfufvvplGN2RjvgoICFv2UUo7jjp88uWlLqs1WfPTEqfhWzW/wNvI10Kn28Nwpz/Pffv996s5dvbp3u3fIYLPJVEmnxcWWb777bufuPYlt24564IFAf3+XdUOn3uG504OHDk+b8drxEyfbJ7Z9583Xoho3rqTTjZu2vPnW2xczMqKaNJ71xhvxrVu7rBs69Y7rOmVzwwCQRyc+vX7jJgD4a92Go8eOvzb9pco4lSRp8LD7TqadAoBdu/fs2rNnwccfGQwG53VDp97hSZ4G+PsnJCQ4D8Rl9yt657R69WprVq+itORUnLqMxnKATr3D8zx1/tTNOEfy9/Nr0KABdWpjoVPvwPNeX8E3rh5nZedkXsliJs+ePc/cS5LUrVt35xByHV+ihkCpsQel34RSYUUpcIRQxWlnfw2crz2GhdVkU7Qzdv+9j70wmUxqMLEl/164KMuyMTB0T46uohtBY6BT7VEhp/eOHPXazLf+Wrv+/6bPGPfok7IsV8Ypz/Ode/R8570PNm3a/P7cD4cMG55fUIBOK4/nTgsLCx9+9PFDBw/xVktq6o77x4wvKCiojNMLFy8+NnHS2bNneKvl+PHjI0Y9ePb8eXRaeTx3umPXLtY2ZixZ9vXuvX9Xxuk3333P2saM7ampv675DZ1WHjyeao8KOf33woVpr8wYNXb82+/NuXw5E51WTTBPfQjfaB7//tdGo9FIKaWUnjv/LxupDwAJbdqoZUq6Twg49WLaQ8Y+vzlbzjo77f+VMYKfEEKdO2LcZjiA0gsCAgLq1K7jqISmp19ktxbo9DqO42RZNhgMOp2OEJKXV0CBGs3+F87dKU/WvhYVcnol68qC/y18YuKkL5d9dSUru5JOKaUXMy4uXbbsueef//6HlZmZmWpx9YPo1As8dzrno08OHT6Un5NdmHc1Pydr05atS5d/67VTSumkyVOys67k52SxCk+fPvXJ/AWsuPpBdOoFnjt99Y2ZlzIuFhXkWYoKi/Lzzp07+8nCxV47VRTl4QmPFeTmFBfkswqLC/Nnv/8+K65+EJ16gSdOGW++9Q5X+vrD0q+/Kcsp9cSpIIpvvPW2y1csWLRIURR0WkkqdDxNO336zbdnT3xmyhfLlufkXK388TTjv0sLFi2e+n8vvjvng5MnT5Y6XwdAp97heZ5mXrnSs3efBQsWrPl19byPPr17yH1Z2Vcr41ShdN/+ffePGhVWq9aExx7bf+AfdHpDwLaMD+EbzeOde/Zz9sH0NDsnR5apwWDQ6/WtW7ViBVS9hYVFs956e8CgwXXrNRg99uGTaWlqVEHJcB9iP6A7ljuHC3vNOlTY/LcnTpxYumxpk6iodu0TP/nkE3ZVyl4RAABwHJeckmwyGo0Go7+/n43ni60WhSqUUlmWBZ5nL9j/FUWhQGzZl27FhqvCeO70yJFjCe3aZ2dd+f2PP5+ePCWuTft/Dh6qjNNNW7bEJ7S5mnPlxx9+mDhxYlxC/PadO9XC6NRrPHe6YuUPhXm5zWNjzGYzABTl5379zXdeO80vKFi/caOlsLB5bDM2ULO4IH/Jl18WFhbZKwJAp97hudPt21N5q2Xvzq0x0U0BgLcUr/ntD6+d5uUXnDp1Wpak9DPHIyPqAoBgs61dty4rO9teEQA69Q7PnWZlZSuURjVuKPE2gecBYFvqjrKcgkdO8/LYwqgmjQSbVRQESumFixdPn7GfYKFTr/Hc6a9rfu9796Cvli37ZvnXU6ZOTenZ99Tps5U5nv5z8FCXHr0/+ujDL79YMuf9DwYMGbrs66/VwujUazx3OmTovSuWL72rf18AsBQVXLlyZdqrr3vtVKF08eLPuiQlnj1zBgB++eXn++4f+e2KFWphdOo1njtl/f6KIufmXs3OzlYUpZJtGbZIluWcnJy8/DyXFUOn7vhG8/hiRobRaL89yWbjOY6wIfsAALRU33a/gfe8/8GcGa+81LhRo9W/rknsmDzv0wWOcHI8IhsoEFDs/S4lQxGcYYsVRXny6ckpnbvc1bdHtdDQ9PT0N958o3P3HgUFhY5i9rCqWyeCFwRBFKxWG6VUcYzdZ7fIqzcAsEe86vUGHShwZ+O503GPPWEpLm7WLMZkNAFAcVHho08+Tb11evVq7vhHnwCAu/r19ff3BwBFlsc89FB2To6jGDr1Es+dXvw3HQDmzX0/qkkTtuTQoUOCIHrpNDe3MC8XAH78fnndOva+T5u1+NCRw45i6NRLPHeacSkDAJ6d+n+nz5xlS9LS0mw23lunV4sL8gFgxmszs7LtuSlYrceOH3cUQ6de4rnT3Lw8WZLeen16g3qRxQV5kijmFxQWFBR655R1bUiStGzxp2HVQovycyVJBID0f/91FEOnXuK501ffnFWYn/vnmp/bJCTIknTl8n8TnnzK63Ok/Pz8YfePys/JOrRvV5PGjWVZKsrPnfXO7FOnTzuKoVMv8dzp+fT0QUPv+2vterYZBd62dsNGWVa8zNOsrGkvvxzXrlN6ejpbLgrC6zNn/XvhgqMYOvUSz52ePns2OiZ23769AwcPbRIdm9Cuw7HjJ7zOU0rpseMnIurXu5p9qW/fvk2jozt36Xz4yBF1uDY6dcc3mse8ILKJ1ADAZrOxhUFBQfYLvCWdKnDhwr8A0LvfwCNHjzKR77w3Jy+/wD5ThGOUAlDgCGFzsrl+GS0pdf58+qpVqwAgtlVb9RBeUJC/5o/fncsDQHBwsLqAAFGH7xNCgALHEQCgCgVCZFmmhAQGus4bdKfhudP//rsEABMen5h55QpzeuFixvYdO71zunHTZt5mBYDkrj2vZGWx9xVF2bJlq3N5dOoFnjvlbTaXPJVlafPWbd45/WvdeqooLnkqiWJ6+r/O5dGpF3juVBIEANieulOWZfUgunV7qndO167fSKkCAF9+tZw9UoKVyMjIcC6PTr3AE6fq9QneZlXzVBR4ANi5a493TtlTTIoL89U8FWxWALhyJcu5PDr1As/ztKCgQJHlNu2T/963nxAi8vy58+lHjh33zun+AwfZ+XhEg6gzZ88CgCxJiiz/vW+fc3l06gWe56nVai0uLmYNLdaMoZRu2brdO6frNmwCgLS0U5KjaSRLMgDs3rPXuTw69QLP87R3/7uzc3LUfe+58+d79h94MeOSd06PHjvWq28/3sar+96TJ08OHDJkW2qqc3l06oxvNI9FQZAVmVKgCrXxAqVACKlejT1uq9RN7BGR9dTXarjkXHV6hjUt+clxHBuv7xjr78rJU2llrA2FVi1auhQOC6tJVYDKsj2kOI6jVAEgOp1ep9f9d/mKLEtEpzMaTN5vDk3guVN//wD1NXNKCDSLji6pqyJO69evR7gywt5sNqHTSuK5U2ccTklISKjT0pKf13UaHBTkXi0hRKfj0Gkl8dypwVSyrVSngYGBJXVVxGlgYACnc53zgxCO49BpZalQnup09sdbqJcOzH7mkrcr4tTPbAYAjivRyhEdAHCEoNNK4rlTPz8/9bV6jmR0St4KObVYreyFopS8SSmtVasWOq0knjslpOSUhlKqNxgAoGatmiV1VcRpvcgIlyUGoxEAzCY8R6osnjvt1LGj+prlaXxcq4iIuiV1VcSpekdxKSg0atgQnV4L32geK7Ii8AKlCgUaGODPbmfPzsl2vF8SJn+s+rl5bKz6QUK4V6dPa9yooaOfpeSfvQCA7DRRG6WO2igAQM/u3Vu5PUrk88WLWrZo4bKwqKiQI5z6jwBQhVKFKopCARRFkWVJkRWetxn0BoPJ5Od8hnFH4rnT7l27Op8o63T6Pr17h4XV8M5pi+axZnPJ+QEjJCS0Z8+eLgvRaUXx3GndyEjnDxJCDEZT24Q475ymJCfr9aWeDQMABoOpcePGLgvRaUXx3Gl47TrOz7AlhJj9AxLbtvHOaZeUlMBgp+4SAAAwmv0aNWzkshCdVhTPnQYGBhjNZnt/IiFmP38g0L5dO++cduvaGQACgkquThjNZtZl6bKG6LSieO60V8/uzj0UeoOhdauWUY0beec0qWMHlydXs4e4dklJcVmITiuK507rOR4xzbqfDEZTaGhIi9hm3jmNa93KOUIAQG80EkK6d+vqsobotKJ47nT50i/Onko7eGD//r/3HDyw7+ypk6t/WqkWqqjTGjWqnzl5/MC+ffM+/HDKlCnz5s3bv2//8SOH65U+E0OnzvjGc4/1Bn1xsYW9Dg62XykqKiqi7GHXFIDYO16Cg4O3btmcdSUrJ/cqR0id2rWrVQtlIwHsQ+sde3J1JAJHOIX1i6ux5BjEbzQaf1/1y+nTpw/8c1AQhYT4+Pr16wcEBDp/nP28cuVyySB+StXHZyuKwnGcfXwCAUmSeV6QZCor8i3ZclUXz51+/OGchIS4V6ZPlySJEO6FF56f/PQkr50GBARs3bi+T/+7Ll+yj9KMi2/z5RdfmE0mdFpJPHcaExOTcfGCelsLx+l69+rFEY5t74o6rV69WkBwSP7VbOeVCa1ePb51HKDTyuG501o1a+ZkZxfm5zJnASGhrVu21HE675yGhgRzOp3Jz5+32r/dHBBoNJni41qj00riiVNGaGhoUVFxSLUaiqIQjgNCmjRqZDIavXMaFBjErkIEV68hCYLBaGL9ntHR0ei0kniep3Nmv9M8JmbatGnsfLdHz16LPv1YdVThPA0NWfXD9/0GDLQW2SdkiYtv883yrw0GAx5PK4nnefrWzDcfe3ISb7Xo9DqzfyAAPDruYa+dBgcHb9ywvlffvpIgcDpdYEioTqdbsXx5YGAgOq0knucppRASGhoSGkqIfXotQsDr814AMJv96tWr98D99zt23g516PQa+EbzOCggoKi42NEADmKjvPR6vcVi8Q/wJ4RQAEKBEiAAhJBa4bXCw2sBAWKfVJMCpfZReaVHEjh2H4RSSoCoI/Xt71LgOK5pdHTT6Gi1M8ZlB8HIyCiZvc1gMBgMJSGlc1z5JADVQkN1HCGE+vk7jTm8I/HcqU6ne3T8uIfHjLlyJTMsLIyN0FOo4rXTunXqHDqw/8KFC1eysmuGhUVE1FX7StFpZfDc6f8++bhb777Z2VmSwOsNRj//gOenTFa8zdMA/4BXXp72xsyZRQX5VFE4nS4gKOSNGTMMBj2l6LRSeO503gfv3X3P0NDqYewIzXHc4xPGee00KDi4Z/duGzdvMZn9KFCOcITjHn1kvMlkQqeVxHOnI4cPf3/uh4TjdI4bUlKSOnntNCQ0xGQy8Tyv0+n1/gZ2ftY+MbFmWBg6rSQVOUciE8aPGzl8eF5+rtnsV6tWTQLE6+MpAGnRvPmJI4fT0tIsFmuNGjUaN26sOkKnlcFzp/369Hn/nbdfeeNNWZYBYOqzzzw63vt9LwBp2aLF0UOHTp89e+rU6Qb167ds0UK9JRWdVoYKtWXsUKCEVr4tY//V3nim7p9loFMV3xhcXadOeGFhkaIoikLr1K7NcRyllOf5devXsdnP7eVYBMgySAKVBJBldgc7IRwbFeBcJ3V0rkDpvpSSykoGJgBQCooMiuI0WqEkfCmlhw4eJAQ4jtPrOKPBYDQYWG3sS9WadRxHKaWKElDW3ZJ3FBVzCmAw6CMiItjdL5V3SgipX69+2zZt6tevr+P06PSG4LnT0NDQ775eFhvbPCi0epOopt8s+7J5bLPKOB0z6oEJjzwSUj0spEbN4Go1Jj/99MABA9Bp5fHcadOoqBnTpxGO0+l0HMc9/ugj/fr28dopAfLx3DkhISE6vV6vN+j0ulYtWz72yAR0Wnk8d/rYI+MjI0puRAyrUeOZSRO9dqrjdCu+XsZuYFZnkXh+yrPlONWhU8+o6PE0KDioXr36tWrWtJ+NV+546u/vHx8X36lTp+joaL0Oj6c3hgo5HT783t3bt/z166q/d2x/4tEJhCOVdFq9evX2bds9MHJkclJSSHAIOr0hVDRPnS8C36C2DPtB2ETZ6LQcfKN53Dkp8diJk0xP06hGrMeFELLL6XG1DCryIIlUVkBRqCSCwAMQan86NigKdcyGXhJMbJJ0eyA6oq6kN4VSEAUQeJBExwvJeegCABQXF50+c5o9o0yS5QYNInQ6HaVU4AVKKRuQQAghHCEcRykVBSE4QLOzvXlIBZw6JDntNCrntFTt1D5OBZ1Wmgo5bRYTs+73Nbu3b9m6YW2H9u0q6ZRw3IvPT13z88+fzpu39rc1k558QqfTodPKUyGno0aOXPPzj69Oe/GH7755/tlnKunUYDSmbtrwf1Of65ySMvXZKV99scTf3x+dVp4KOV2+9Iu4Vq0AIKpJ46WfLwoJCSnDKfXUaWyzZs9MmsiuQlAKr778cquWrcpxKqNTz8DjqfaoqNOQ4JAmTRqHhoag0yoL5qkP4RuDq+8Z2H/Fyl9kSdLr9E2j7A9KJYQcPXrEoZYCAUKIY2ACsKH8FChx3CbF5rsHhQ3xZ2MPiCNK1O4ZYCMTnCPGeU5GChQUmej0iv1XAICsK1nO3TldkjuxFxarhXW6KIrCEU5RlPDwWhSoIgnVqrvOOnOnURGnoN6MQezGKu3Uaa9BKdvnEKVkNgN06g1eOGVzNt4op02bRjVtGgVszkV0eiOoqNOY6OiY6OgbladGo2ncQw+Ne+ghtV8dnVYeT5xSsD/Do06dOj98943VavX39wP1SoSLU/W6xfWcEsI9+dhjfXr1Onc+vUXz2Nq1a6PTGwIeT7VHhfIUnfoEmKc+hG80jwMCAprFNC2yWIxGU1iN6rXDa+VczaWUnjt/vqQThEWOwQiyTKlCACghRKdzHlFAgFA16FSc7npiN8c7P/wagFC9AWQJqD1sqTqnn6PqI0eP6PV6FsmSJHVIbMvesFqtbOwEK+tnNhsMRgAQrcXhIZodr+8hFXDqOP1y6vUAtoh46VTta7MXcxnTgk69A51qD3SqPTxxCg6J9g3o51e+U0mS1/z2+z8HD4XVqNGtW5cWzZuX47RJk8ZNGjdGpzcQzFPt4UWeotMqDuapD+Ebg6sB4J2ZrxAAWZYp0C6dk0RRlCSpuLj4uxXfqT3a9id1cTrQG6jeADo9BaIGgCLL+fl5Bw7sP3zkyOHDh48ePX769Jl/L168cDHj9Okzx4+fSEs7deLkyfPnzwu8TRCEklDiONAbqcEERhM1GEFtHhNgl5YXL14oSZIkiZIk+Zn9ghzz0UmSpE71RgACggIDgwIIpQbRFl232m3ZjFWKCjhVR4CoY/nAvoR1khVbLDk5OQIvsuuGTj1krDCx3zuhOnXeRzivEzqtHDfKKQAolFqtVjYdBTq9jdxYp0Bp2qnTX3y57LEnn37+xZfXrttQWFiITm8xN9bprl17OiR3eWbK818s/eq9OR/ePWjo/7N33gFSFFkDf1XdEzYDu+Ql5wwiOUoSEcGAcqYzKwbEnHP2zoR6fAcq5gAYMZwRyUkBJee8wLILm2emQ1V9f9RM72xgWWB3Z6Z4PxFmunu6e/r33vRUzevqe+5/MCc399Sdej1edFpJqjxPnc9emzFZQod5WsNUk9Min3/33r2bNm/hnKPTGqbKne7fn7Fr9+5t23fs2r3nUGamPxBAp1VCbPx6LO8G0ahBg7z8Ahd1DezfZ9acr2SnyLvvvvOPf/wj7MpyACII0FDtQHHXC9W05JRauXmFTzz19L79GUJwIUpvpXXrVk8+/liz5i3kT8XBCAsf/9zpngm9NiNj/4b1G5xuvPTG9RPi44QQnHPLsnRddwZ8q10rpVHDRj16dG3cqLw7dJ9+nLpTCSEkPj4+Li4+IyNjz959Ho97z969brcnLS21bevWhNLatWoFl0an1UxVOZVaPR7vjp07N23a7PcbQMDtdrdv17Z1q5bBkcbRaY1QtU65gOdffGn+goXyXPvt9z/cc9cd1159lbMEoNPq57hOnV8tjuuUc/7sC/8+cuRI+Po//+Kr5s2a3XrzJDg1p40a1UOnlaRq89Sy2V9//52dfYRQEh8XV79+/dQ6dWrXrh38MQrztEaowjyVn71Z2VmffjY7NzevU8cOY88dQwgNXwLQafVT5efTnJzcF196Zdfu3RrVep3Z85677/TW8zpLADo9WWKmeQwAtWol5+TmCSG6du6YWqd2fkEhAbJr1678/Pzk5GQIFSQ4hfSlihMkQ4cMnv/bL8tXrJz6xpu7du+xLQsI8XjcHdq3v/vOO9q3bwfB6gUiaxhKtKGLf8Aqfrh69WqX22XbthCCUnLXlFvk9Pz8fM45EGLbtoz+5s2aJSYmfPrBjJo6YDFAlTh1SE9PT09vLAT0POMMZ6IzrB86rRmq1mmrlq1atWxZarrzsY5Oa4aqdTrzrelLli175dXXGzSo99gjD9erWxed1jwVOw1e0FYJp5Rq33w5Z+CQsw4cPOhMP+fsUbfePOnUnd426Xo5HZ1WhirMU03TzuzZM7wAU4J5WsNUVZ5K6tWtN2Xyreg0slTt+bRz584fvvcOOq1yYqa4GgC8Xq/bpcsP7gvPH2vbtmVbjLFrr726VMGAHNPNGVFThC5Vd+jbp/enH32wfMmCP1cs/XP5kiULfn9r+v+1b9cufOFQLQMJVfAClFwJAOTm5jz44P2WZQkhPB6P2+1u1rSJnFVYWEgJZbYt+3hq166dmJhQQ0cqdqhCp8GKlPCnUHphdFoDoFP1qHKn/fv1/XzWJ29Ofa1e3broNCJUrdNF8+c1b9Zc3u966JDB/3nz9Spx2qplCzkLnVYG/OxVD3SqHug0Joil5jEAJCQmBAIBIcTYMaMoDe78unXrDNMoWTAgu12Cd9GGUCw4t58Ixo0z9HkovsKWCr6ahMaCC++PcSJ29uxZhmHIyYZhXDj+XHnNAOfctm2qa6ErdkTjxioXIZwK6FQ90Kl6oFP1qEKnQMhvP//4y48/rPlzxcy3plfglJyIU13X0OkJgXmqHuhUPdBp9BNjzeO01Dq2ZQkh6tSufeVllxBCvB6Pbdu9e59Z3BkS3vtCSPG4PiLsj3xKQAjg4AzzFraGUHeMEIJAiXJ/CSEkY3/GK6+87HK55JR4b9wVl06Qj7OysoQQlBBKCCEUgDRr2rRaj0zsgk7VA52qBzpVjwqcclZ838zKO23ZokViUlLFTgGdVieYp+pR5XmKTiMO5mn0E2PNY13XU1Nry06O8849m1IaMAwAKCoqmj1ndmhotuLokJe0y6AKlSeEZoX6XUK9KU75gpxAwOmYEWF9N2FDoj/wwH2WZVmW5XK5KKXjxo6Ua+aC+/1+WanPGCMALVs0c7tdEThesQA6VQ90qh7oVD0qcPrRxx+h01gE81Q9ME/VA/M0+omx5jEA1K2bxhjnnKel1rn/7tud6Q8//OCePbvDgikYDRDsTyEgCIRFCARr852lSHGQgdPN7QScfGXxpFmffbZs2VK5qGVZtVJSLp14sVwgOytbCKFplHNONUooaduuTc0doBgEnaoHOlUPdKoex3L69NNPotMYBfNUPTBP1QPzNMqJveaxx+NJTIgrLCwEgGFDB7Zr21rTNEII5/y8cecdzsoq1e/iXNouyw9EcSA5geLEStjts53ICq0q7JopsnHjxueee8YpRaCU3nf3bZpG5V0u/H4/IVTw4CratG4V5/UCcmzQqXqgU/VAp+qBTtUDnaoHOlUPdBrlxF7zGACapDcWIngnrqcefYBSIm+hWVRUePElF2VlZzvdJE5UieBtjsOCBqBE6ISiSoRGeSuuXnDWRgAAMjIyrr32qiJfkWVZmqbpuj5y2ODOHdvLlWRkZMjuFjkqnUvXW7VqWaNHJzZBp+qBTtUDnapHNDs9eOAgOj0Jotkp5unJgU7VA51GMzHZPHZ73E3TG/v9ASFE3bqpLzz9mJzu8Xj27dv3j0svOXDwQIk+FTnbKckP73cp8VSI0F23i4PJiScAIWDx4kUXXXT+0aNH5XzGWPNmTW66/moZT/n5+bbNAAhjjHMuhOjWrYvH447AMYo10Kl6oFP1QKfqEc1OTctCpydBNDvFPD050Kl6oNNoRnvk4QcivQ8nQ3x8fF5uXn5BgdfjaVC/Xq2U5NV/rTNMEwByc3O//+H7rl27NmrcONhLEjZWW5lh24LdMCJsgeBF8GUW++yzT++99+78/HxKKaVUCJHeqOFzTz8c5/UAALPZ4cNZAEApEUIQQtMbN2rfvi0pO1QcUh7oVD3QqXqgU/Uo63QNOo1xME/VA/NUPTBPo5ZYbR4TQpISEzMPZdqMedzudm1bm6a1fuNmIQQhJOD3z/l8DqW0W9dumq4HX1LinxIrC/4ro0sABG/OWDzZtuxXXnlp6tTXjIABBIQQlNLUOrWfevzB1Dq1gRDG2KHMQ0IIXdc555RQr8fdt29vPbR15LigU/VAp+qBTtWjrFMA+HvdRnQau2CeqvpaUKwAACAASURBVAfmqXpgnkYtsdo8BgDdpSclJR46dJgQqmm0R7cuyUlJq/9aq2mabdsAsHz5sl9//bVFixZNmpS+T1ewG0YUPwvvdJEh6xTxz58//7LLJi5cuNC2ma5rcmLjRg2feOTeRg0byLKEw4czbZtRSjlnlFKqkf79+yYlJtbY0VADdKoe6FQ90Kl6lHLatXPHanK6aNHCSy+9BJ3WAJin6lFjeYpOawzM0+gkhpvHAOD1ely6vj/jgEvXNV1v365Nndq11/y91rJseWOxw4cPf/X1V0sWL27fvn1qaiqlpLhTRQ6QDuV3wggh8vLy1q79+4Ybrn/vvZl+vx8ACAFKCCGkTauWzz39cFpqHblkVlaWYZiyRAEANEr79umVlpYWgSMS+6BT9UCn6oFO1SPcKdW0DtXj9N1330GnNQbmqXrUTJ6i05oE8zQKIf6inEjvw6mydu2GI0eP1kpJcXs8AsSRI0fvf+TpvfsyNEptxqRjxlh8fML1118/fvz5deqkJicl+QMBl0sPFQyQYJE+Ifn5+Zs2bXp35jvz5v3GOJOb8HjchmECgEvXRw4fMumGq2WXDOc8Ozs74PcTJ540rUf3bk2bpkf2mMQ66FQ90Kl6oFP1OBmnycl+vx+dRi2Yp+qBTtUDnUYVKjSPAWDTpi2Zh7MSExI8cV4p+/X/vPXTL7+blgUCXC7dsiwAoIRywYWA5OQk0zCprl084eLu3XtkZ2fl5eUdPHjwxx//ZxgGY8FI8nq8ASMgH1NK09JSn33iwQb16woAAsRmduahTMYYIURW8Gua1r5t6zZtT6MbZ1cf6FQ90Kl6oFP1OFGniYkJtmVXh9M2rVu2b98uogdDETBP1QOdqgc6jR4UaR4DwJ49e3fu2sMYq1e/nqwN8Pn8zzz/yt/rNti2LbtDPG6PYRoA4Ha7DcOQoRAqzQeXS5eF/i6XS4agg8ft/ucVE8edO0o+FUJYlpWZeVhwQTXKOSeEuFz6oIEDUlKSI3QAFASdqgc6VQ90qh779u7fvnNXJZ26XC7TNNFplIN5qh4nlKfoNCbAPI0S1GkeA0B29pE1f601TaNBg4Yul0vGSn5BwRvT3p6/cCkAeNwu07IAID4uzuf3y+DQNE3eiVvXdJsFC/1lbAFAcnLSow/c1a5ta0KIEFxG4ZHsI0U+HyGE0mA8edzu0aNHUKpF+hioBjpVD3SqHuhUParJ6QP33N65Y3t0GhEwT9UDnaoHOo0GlGoeA4BpmIuXLrNtxjlv0KCBDBchhD8Q2LJ1x6ezvli/cTPnPHSHMAjdOrs0CfFxF1143rAhg1KSk3U9GCgCRMDvP3LkqCxCkPFEKa1fr+6ZZ57hcrlq+M2eJqBT9UCn6oFO1aM6nGoaDf7KgU4jAeapeqBT9UCnEUe15rG8xHzLlm27du0hhOguPTU1VdM02bkiCwny8gsOHso8dCgz48DBXbv3BgJmQnx8QmJ8SkpSh3ZtGjdumJiQkJSUqGt6aDx0QQgtKirMy8u3LIsQIvtdACDOG9+7d486deqcbvfLrmHQqXqgU/VAp+pRGaeHMg8fPHgIncYKmKfqgU7VA51GFgWbx5LCgsKNm7ZkHznCOSeEpqQkJyQkOOI558U30ObBm4QJIYonCkGACCFs2y4oKPD7/bZty+r84BoEada8WbfO7d1ud82/u9MTdKoe6FQ90Kl6oFP1QKfqgU7VA51GCmWbx5KDmVlbNm/Jzc0FIJpGNUo9Xm9CQoLL5SI0eJcwzrhz42wBAgAYsw3DDPj9gYDBbCZA2LYtKxAopS6XS9NdG3i9TvUTxvRsFem3eNqBTtUDnaoHOlUPdKoe6FQ90Kl6oNOaR4/0DlQvnriErl27fPTp57t37+7epWN8fHzAMPLy8ijVKCVUoxrV5NBwEsYYs23GOQHgQlBKBQhCiMvlskwLKOnQoUPdumnL129P9NuUBSL9/k5H0Kl6oFP1QKfqgU7VA52qBzpVD3Ra8yjePLZsSwexdfvORUuWz1+8olWLZi2apTdNb1Q3rQ6llBBKCHAuZNzIqCIAJIRl2Zzz3Xv3b966ffO2nddffXlaWqoA4QO3x8onNo7tFgHQqXqgU/VAp+pxLKdpaXW0Sjvds2//pi3oNFrAPFUPdKoe6LTmUbl5zAXYlg1E7N+fYVmWZVkbNm3ZtGUbJcTr9TRu2CAttU5iYnxKclJcnFfXdcYYY9yyLb8vcDj7yKHMrCNHc5945J5u3buNZYwxnpKSxBijlPqFrjND12mk3+JpBzpVD3SqHuhUPSpw6vF60ivttHv3bueOQadRAeapeqBT9UCnEUHl5rHNOLMsoJCXX6jruqw3EFxwIgqLfFu279yyfSchJHgRe5nR2oQQAEQI4Xa5wOWSNxMjhJiWZXHwcgvHd6t50Kl6oFP1QKfqUYHTohNx6nK5XOg0OsA8VQ90qh7oNCKo3DzmAhizBQfbspjN5J3BBHAQxSOXyzHNQ/+DCE0GAYRSjVI5JHpwhdz2+SzGmM24JpgcYx2pSdCpeqBT9UCn6lGBU+crGTqNLTBP1QOdqgc6jQgqN48JCL/fTwA4Z4zZcqKu64RQy7ac8IHQuZ0ACOE8JSA4Y+ELAedCDqTOONcIIRRDqqZBp+qBTtUDnapHxU4FOo1BME/VA52qBzqNCCo3j10a4UJQgPi4uAJXIRACIGzb5twGUbICoUR3S7AHRggQQMIXMwxT3oxbMAYEdB1DqqZBp+qBTtUDnaoHOlUPdKoe6FQ90GlEULl5TCm1TJPZdnJy4t79+8Nnhe4KFsS5xbYI6wPv2qXThePPrZuaGv4qLrgQgpkBDpqmq3z0ohN0qh7oVD3QqXqgU/VAp+qBTtUDnUYExccrE5wV+Yrq1U3jjDt/mM0FF5wJzjhnQnDhzBI8eNMwEGLDxs1vTHsrJzfXWZvf7/f7/H6/nzArwLjLExfRN3eagk7VA52qBzpVj2M55QydxiqYp+qBTtUDndY8ivcZuN1u07SaN28iOBehOgNKNc65rM+XV70TIGG9LgBABAA37ayso+F9MIFAIGAENE3TuXHQcg2O90TunZ2+oFP1QKfqgU7V41hOhUCnsQrmqXqgU/VApzWP4s3jWinJu3bt6dGt67tvv8kYsywrO/vow088o+tuEEIQEELIW2gDBLtawuv2CQkv6gfGmWGYbrcrzc33BLzN66dE4j2d7qBT9UCn6oFO1QOdqgc6VQ90qh7otOZRvHncqFHD7dt3ci4aNqgvp6SlpfY6o8fajVuO9ZLwLhbGWPgsny/gK/KZhh5HyYT2ybRkwCE1AzpVD3SqHuhUPY7ldN2mreHuwkGnUQ7mqXqgU/VApzWP4s1jSunAgf3y8wuP5gTL7hljBw8dFiBKjOMWRngvCy3V5QJCCG7btsulN2hQr3p3HTkG6FQ90Kl6oFP1OKbTY7SN0Wn0g3mqHuhUPdBpzaP40FwyCr78+jsA8AcCW7Zu55zv2bvvWPFUCi4EhAVVUZH/k1lfbdi0+etvf6xfH0MqYqBT9UCn6oFO1aNcpxU0j8NBp9EJ5ql6oFP1QKc1jOK/HjPG167b9MNPv3Eh/vv2B0eP5jRv3pRxblkWIZRSIin3tUIIwXlmZtbeffvj4+N7dOuyfuPm5X+sXrlqDQhY8ceq/n17axreLqymQafqgU7VA52qRwVOKdUq6XTf/oy4uDh0GiVgnqoHOlUPdFrzqNY8tm1m2ZZpWIGAYVoWY+xwVvbqv9b+seovQiljbOfO3UKAz+eXyxMClFBnsDcCIARwIQAEZ1wIcfcDj8voeui+O2zbFkLYFqOUZB/J2bsvQ9M0t9vl8Xg8Hpfb5dbx7mHVADpVD3SqHuhUPSrp1O8PyOXRafSDeaoe6FQ90GnE0R55+IFI78OpIoSwbKugsCgnNy83N7+wsMg0TcuyDSPw428L/2/6zMNZ2UKAEJwLIUCQYgCABG8NJgTnzr3CeHDgNyBCCJfLzQVbuHip26Xv2bOXc84537R1u67rjRs1BEKMgOHz+fMKCvw+v23bVKO6RqFyNQ9IuaBT9UCn6oFO1aP6nbq44JV0aqHTqgDzVD3QqXqg06iC+ItyIr0PJw/n3B8wcnJybMZlpwkXHAQAIdnZR16Z8fHmDesDRQVHj+ZQSgFAACEggn8LIZ3LMdBJ6AmE4gwABAgIXlUlhBC6ptl2cPy3WrVru+ISmqQ3euTeyY0bNgi+1Om5ITS1Tq34+Di5XaTyoFP1QKfqgU7VI9wpCKCUVIdTIYR8ATqtATBP1aNm8tRZCp3WAJinUUisvmEhhM/n25dxKCvriG1zAgSItE8IoZmHDk+551Gtaee42nUJIYSU6P+Qj5wy/dADUjwPhPxTqs/EiScA8Hg8tVLrelt0vW3K/QcOZkKwC4c6vTZZR47u2ZuRn5/POa/2w6EE6FQ90Kl6oFP1KOuUUFJNTp0l0Wm1gnmqHjWZpw7otFrBPI1aYrK42rbtrOwjeQWFBGRPiYBQ94hc4P2PZm3ZtoMQOmzys0ZBbiAnywj4uRDBxcuUCggBhBDZq10uzsicAoBSklqvQeNOPdudPXH3it+Ljhw+cPDQ0MEDSi4mCBAhhM8fyD5yxOv1uFyuY103j6BTJUGn6oFO1QOdqgc6VQ90qh7oNJqJscuvhRAF+QWGxUzTopSCjBJCBAAIodHg2GterxsAMjf/9eX9l7U96/yJr84+um/n+v99tmP1MssMMMsihAQrDkreO7vM5kAIQWSdAaUeb3zzTj1a9hsZV6feruXzlr79ghko8rjd7du1BlL8X7CYIbRaXXdt2rzN6/V07NCWUhwdrjToVD3QqXqgU/VAp+qBTtUDnaoHOo1+YunaY8ZYXn4BpbptWf6A39FGZPWAELLnhBKSk5v3nxnvLV+5mlLKOSeEMMbTmrdv3mdos55DPEnJvpzs/etWHt6xKefgntwDew2/37YMbtuUAhCiudyehJTkug2TUuvVadKibsv27oRkOxA4sP6PjHUr8w/v45blcrls227YoO45o4ZdfNH5ck+c6ny5UbmHXIi8vPyA3w8genTvGhcXF+kDGUWgU/VAp+qBTtWjCp36c4/sW7uikk7Tmrf1JNVCp9UB5ql6oFP1QKcxQcw0jxnnBQWFICghBAjk5+cJziGkjRAZV0TWFQBAIGDs2btvxR9rGjdq8PnX3x86dNi0LBDg8XhtwYmmabpb06g7MVnzJGi6rrk9hBA5dIhl+G3Db5sBo7CA2SZnnFsGCM4ZkyuvXy9t9Kjhfc48o36DevFxcQRA9voIweUFAKHdEASozdiRI0fkaHIAcEaPrh6PJ9KHMypAp+qBTtUDnapHFTulmuZCpxEG81Q90Kl6oNNYIWaaxwWFRZyBvKmXHKzNuVLc6XcBQkAEh2pzQoxzbllWbm5e5uGsVWvWrvhjzeGsIzZjhAhKKbOZzXiweEAAgCCECJD6BWccBHAhNI02b5res2f33mf2qF+vXlpqHSBEIzR4DTwhpHirQkCwNAFAMMby8ws457ZtE0IYY4mJiV06d4j04YwK0Kl6oFP1QKfqEUmnIDSKTqsezFP1QKfqgU5jhdhoHts2KyzyU0IIDV4RTqnGObcss6ioSAaW7OSgsqsjeG06kSOeB2OLcXlbCdM0A4aRn1/AuQgEAvn5BTZjpiWxdU2Pj/e6Xa6EhASPx+31epISE3Vdj4+PlwEXHFAdgJBgtUNoW6EL6wEooQKEz++3LFMIwWwmqxQ457bNunbpkJSUFNEjGnnQqXqgU/VAp+pRGafB6ZV1aubn51fSaWJigkt3odOqBfNUPaohT9FphME8jSFio3mcn18kuz0gOHh5sHsFAEAI07INI2AYhlw4rDxAOAOsORHmLCNC051whNACJGw4OCEEpSR8sfC/QxOh+IUEOBeWadiMCSFsZssNMtuWa8vJyXG7XUMGD6zRIxh9oFP1QKfqgU7VA52qBzpVD3SqHug0hoiBkasZ41xweaU4IcHrxZ1xxQmhbrfb7XYnJgrbNi3Llj0nYUXzEIzDEE48lZhIaXEIiuAmQoOkB4NJrs35W5YuyGeEEsGFZducM7mgnOHSXTazhRC6rjPGDMPw+/0Bf8Dn88XHx9fYMYw20Kl6oFP1QKfqgU7VA52qBzpVD3QaW8TAfY8Li4qkVEJpqDw+OEv2rEgoJZRqLpfL6/XGxcW5XG5d1ynVKKGUEnl762CcOa8VzqtBlNlu6Zgj1FlK7oko7mLhjDEhuLw8QIYjIVRe3a5RTcaYz+fLyckRQti2nZef36xpk2o6YtEPOlUPdKoe6FQ90Kl6oFP1QKfqgU5jixj49VjGE4RugO2UBwCQsJAAJz5kd4mu67quezwiVCoAXAib2bIvxLZtZrPQxRvCqfiXm+BCBAMGgBCiaRqlBIBwzkXoqndBhGAsuB+UQmhVuq7ZNpNRpeu6bducc8uy8/PyDMOglDLGNI0W5hfV5DGMNtCpeqBT9UCn6hFjTl26bdnotGJizCnmaSVAp+qBTmOLmGgeC0ppMKpCfzuXj4cGdgsPLueFxUMXcCFMy3K5XPIppRRcxR0qtm2F3+arODqFCAQCwesEAITgYfFNOBeyD4gAaLouK/IBQNM1ZjM5+rlpWvkF+Yyx4qglBIBwKN630xB0qh7oVD3QqXrEmFMh0OlxiTGnmKeVAJ2qBzqNLWikd+D4GEaguDYgVCAgQn8RSuSbkCUH4X0wdsixDBQnngDANMzwYoPi9QKEjwdICHFCDQB0XS+xgbBuHhCCMSbv981s27LMvLy8nJwcv98nV6hpmtyirusAwDg79SMTu6BT9UCn6oFO1aOSTuV4MOg0JsA8VQ/MU/XAPI0tYuDXY865aZperxfCxmFzLkkPjUtONEJ8fj8B0HUXpdSyLKenBABsxlzU6TgR4TEkKxKAaqFnJWa5dD08iMJDStd10zLl7cFsm/kDAZ+vSAYuIcQODe+mUSpHftN1XV5nDwDynt0lw/o0Ap2qBzpVD3SqHpV0SgB8gUBlnZITcMpLjsLqzCrXqa7r8mcKdFoBmKfqUS15ik4jCuZpbBHtzWPGGBDKGPP5/HHxcXKicyW6LB7QtGA0eD0e54WEAOfcMExNo4xxQgnnInizLwC32yVv8yUXFiBEWFFDeNwQSp1KA3lFvWEapmHKO5iF1zxQQmRvCgT784Lb0jSdcS6EkEPVmabJGNOoVlRYmKjuHcMqAJ2qBzpVD3SqHtXl1HUCTiGsPO+4TuU60WkFYJ6qBzpVD3Qac0R789i2mVOTH/AHqEY9bjcQQkPR4MSTZds0WA0PAoIl/nIupRxCfTNSNudM1jBwxm3GTNOSHScyWG3blnffdrtcpQobAMAyg70mLpfOOLedTpTglffBxQSIUP+QYIwRAJ/PJ4sW5NycnFwlQ+q4oFP1QKfqgU7Vo5qcMmYTQirp1Aqzhk5PHcxT9UCn6oFOY45obx5bthUa4Q0ABGesqKiIMe5yuxLi423bdrvdcknOmBaqyOeMh//czzkPL7tnnMkZBIimaZxzj8cdfvvsQCDgRKoAwRhznkIo8uRjjdIAY65QRwulxQOma5rGGSeE+Hz+wqJCGdCUapwzjWpAwOf3V99xi2bQqXqgU/VAp+pRXU5DQ7xUxinnHJ1WIZin6oFO1QOdxhzR3jxmFnMq7KVaIYTLpQvOCwsLTdPyeO34uDjnMvHgqzjXSwZB+Doty3KHXdrulAqETQgrSAhtt3h+ySJ7LSxYPW63YRpyFYZpFhX65NqcqwtM09B1XRAQnB89mnPqxycWQafqgU7VA52qR+Wdhh92dBrNYJ6qB+apemCexhzR3jw2LAsgeIm5tCL/ljetdrtdMrYopYZp6RqNi4ujlJaKoVKUuoi81LXtokwIlognAFryHty6rsvLBhhjfn/A5/MR4qxBhDYXDCrZ8cNsm1Kan19w8scllkGn6oFO1QOdqkflnZqWpdEocOr3EUCnFYF5qh6xl6fo9HhgnsYc0d48lhedyz4PKZ6GBUSwpktWz+s6APh8fkII5ywghABwuVwEgBAaXkUgGK/gfZPiW2qX2Er4U8aYaVmCc8uyGWOM2c5YI4zZzoAi4SuVqSBLIxhjhBB5x+3TEHSqHuhUPdCpelTeqa5FhVMudxWdHhvMU/WIuTxFp8cF8zTmiI3mcdAQIfIa9LI3a3Y6QGSXhhDBB5wxIUQgYOi6Lm97DUACAb/fCMjVUkK4EDTUKUKACADTsgzDkFHCBWeMy/O0vFrdtplt26G1BYeeC4uhEhEvQmO1B3tgBDgFEuE3JTutQKfqgU7VA52qRww6LQadlksMOsU8PQ7oVD3QacwR1c1jIYRpmh6PJzS2eIm54WfQMhUIJaoMdF1zIkAIzhj3hI1abhqmM1diGoZThEAJNZlFg107IK+tL3nyLrHpErPK1EXI25fJlXPBj/U9QGHQqXqgU/VAp+pxQk5LHp+IOS1RLYhOy4B5qh6xmKfotGIwT2ORsp0XUYEQgnPBOZfdEvJHfNmJ4hQkhPdY2MGy/iCloi18qDcoecJ1AqUCSs0PH9KtbDSHb0uAE8clrzYIvkGJKJMPaoJO1QOdqgc6VQ/plJ2I03A16DQKwTxVD8xT9cA8jV2irnkcDCbZxyKgyOczLQtI8Y2ueUhAeNywY/+4X1aYXvLy9OP7LBNzJYaDKxmSJTpvQotpGpX7TyiRYUcIOXAwUwgQQnAh1AuscNCpeqBT9UCn6hHuFE7MaflftWrYqfyNwlnOmYhOMU9VItbzFJ2WBfM01omu5nEokIR8xAV/6dVppmkSIDQ0Xrlz6CtQEK6HCxEeNc79tYunlAkZwUvWGJzIUWKsOLg1XXM2GqrUB9lXxDn/fdESmTsQ/F+dqAoHnVZ+Q7ECOq38hmIFdFr5DcUKpZwKIaLCKTkBp+GDvqBTzNPTwWm05Ck6PQUwTyu/oagluprHJHjpOnGe5uUXrlqzNjxKwn7xLxag0ZKdKEIAQL4FeRb4GTU4MHHMECynIKHklFLV/KVeU1Fvd5ldcl6yb//BunVSScn1qFe7j07RKTqNCdBp+bsYy5R2SqPDadklKnKqlV44bJecl5y+TjFPY58ozVN0egpgnpa/izFF1A3NRYgcOJwCEUSQB++9/dY7H2jSuGHTJk3kApxzefdqxrlz7gyv3Xc6WP6XQfMt2V9CBAEPhThNJOhieJpdYotA5EtCw76VRtM1ZrAS1wBwAVpx3MshzoOzwgI3PIxCoSYEh8Kiog8/nfPZh29RQgkBAUBViadyQafqgU7VA52qR7hTEBCDTos9olMJ5ql6xH6eFr8QnUowT2Od6Pr1WEIIoZTIo3xmz25101KnzXh/z549hmGIcOvHOHEKLgilABCnCTeV6gUIEWDiqAEH/aXNkVCHyv5cvzOtxALl7GGJp+Fbd7tdztPwKOGheoOAaXw65+vkpKRWrVrIN6lSPB0LdKoe6FQ90Kl6oFP1QKfqgU7VA53GNNojDz8Q6X0oH+deXql1an86+8sFi5c3S2/k9rjj4+Od3+5DdwYTpmW7QuObW7Ytu2TapUD3OqJrCutRm3VL4R2TeYtE0ShOpOgl7mHtFMrnBayUOBcAmJZZqsJB3vy6+Cnn4SFgmpbT40IIsW3b2T35WAjBGLctOzv76L9fnZZfUHD9tVf06tmDhKjWIxk9oFP1QKfqgU7VA52qBzpVD3SqHug0Rone5rFDm1YtNmzctHXHzt8XLtu+fWfzZk1Mw4yLi+NCyIIEWRLgFCdYth1eNM85k9ZcFBJ0SNFZqavGGQtGmIwnALAtu+T46aRUSHFWIiht2wpfnoXNtSyLc24apmkEFi9b+dnnXwPA0CEDH3/4vqo6PrEIOlUPdKoe6FQ90Kl6oFP1QKfqgU5jixhoHgPA6FHD9u7L2LJ1+5GjufPmL9m5a3e9ummmYXDOPR4PpVT+qi8XthkLD6lS0VB2UDVms1J9HpbNSt1ejJccbN0K9akEt1hyDU4vi2GYpmkIIXbu2vPqG9N37d5n23aP7l1mTp9a+vZlpx/oVD3QqXqgU/VAp+qBTtUDnaoHOo0hiL8oJ9L7UCk45x/P+vLFl94ghMh7bbVu2WLKrdfpuu7xeDRdT05OjvN6CSGGYbhcxUOOWVaJ7hDn9twOpmGSkuO5+Xx+XS8xaJlpmuFPDcMMD0LTNJ0wNU2zsLCIc2aa1tLlf2zesk3X9X0ZB3w+v9frffzhey664LxjjcZ5uoFO1QOdqgc6VY/jO01KiouLQ6cxBOapemCeqgfmaawQM81jyaHMw8+++Oq8+UtkBUJaamp+QX7dtLRBA/qOOGsgIUTTdZeux8XFud0uj8dTKqRMy/rx53ljzh4evk4jYNCSI5j7fX6tZEgZhhHepxL+1LIsn88XCBicMyFEVlb2qr/Wrt+wJSv7iIx+GXA9und9+YUnmzdvWp2HJyZBp+qBTtUDnapHBU6HDx1AKY240+zsI3+u+RudVh7MU/WI/jxFpycK5mn0E2PNY1lR8Nfa9e99NOvnX+ZLr4QQt9vdv++ZLZo1XbhkRePGDSZeNM7tchFCNF0jQDRN03Xd43ELgFWr/x7Qr3f4CgMBo9QNvvz+QKlOEcMwbNtmnDPGZJmBbVnyInXO2cbNW7ds3XHg4KEjR3OLioo0XeOMy1oIXddHDh8y6cZrOndsr9hl61UIOlUPdKoe6FQ9juW0X++eLVs0Q6exCOapemCeqgfmaZQTe81jh12793zx9fezPv+6oKBIgNA1HYQglAChA/r2at6sSZP0RpmZhzdu3landkqdOrXr1U2rU7tWrZRkOYocpVQO6SYL+oUQzuDlhmmCEPIqecYYFyIQMGzbCgQMr9fjcrkWLV6+P+NAbm7+0dy81Dq19uzLEJzLq9gJgM0YgGjYoMF5Y0efe86ILp06RvpQxQzof7eiWwAAIABJREFUVD3QqXqgU/Uo5VSjGpF3CqmMU0Kohk6jDsxT9TilPEWnUQnmaXQSw81jiWmaq9esW7hk+aIly7fv2CVCuFwuIETXNFknQKkmhLBt2+PxuF0ur9cT5/XGxXk9Ho/b7fJ43HKIc84Y59y2GedcCO73+4t8/qIiv2EapmnZtj2gby+v17No8QrLtigljHFKqWEaJHRHsWZN00cMH3r2iKE9undVuy6/+kCn6oFO1QOdqofjdMnSFVu374y406ZNGo8ccRY6PRUwT9Uj2vIUnZ46mKfRRsw3jxEEQRAEQRAEQRDk1FF2SG4EQRAEQRAEQRAEqTzYPEYQBEEQBEEQBEEQbB4jCIIgCIIgCIIgCDaPEQRBEARBEARBEASbxwiCIAiCIAiCIAgC2DxGEARBEARBEARBEMDmMYIgCIIgCIIgCIIANo8RBEEQBEEQBEEQBLB5jCAIgiAIgiAIgiCAzWMEQRAEQRAEQRAEAQWbxwsXLm7dplPrNp1qpzZMb9qqdZtOAwcNc+bee9+Dc+Z8USUbmjPni3vve7BKVoWcNE88+Ux601adupzRpduZs2d/Xmpun76DDmVmhk957bU33njz/2p0F5FjM2/e/HHjJ5Q7y+fzTZ/xTlVtaPqMd3w+X1WtDTkVevcZ+M+rr4/0XsQ8WVnZSSl1337n3WMtcKIxf6yT4+Tb75r77fcnu5vHpNTu3Tb5zmXLlu/cuWv0mHFdu/fq2LnHjTfdeupbmfvt95Nvv+vU1xMTrFu34Zxzx7ds1aFj5x4333J7Xl5e9W3rhD6fw12XPSkj5cI5f+75f7Xr0LV9x24DBp71/Q8/VvKFP/7086ZNm6tqNyrIoE2bNv/408/ycRV+tUYqwLbt+MQ6nbqc0aFT93HjJxw+nFXuYo61CrwcPHRo4KBhffsNXr9+QzXvdayiWvN48OCB27dt2L5tw8gRw2ZMn7Z924bFi+bJWYyxW2+ZdNZZQyO9j0hVcseU2zasWz3r0w8nT7m7qKjImc4YmzFjWmqdOhHdO+Qk8fn8M946/tcvIQTn/LiLzXjrHZ/PX0W7hpw8mzdv4UIsWbw0PFWRk+DLr77p3fvM2cf+SnqiMV/DJ8dSu/fHH3/27t3rvvsfunjChWv/+mPDutWTJt1Q8RqOm/uMsYED+t95x+Sq2+voJT8//4KLJk666YadOzat/euPgQP7Z2cfqb7Nlfv5fCwj4a7xpFxJXnl16rJlK5YtWbB549+fffrBgQMHKvnCn376ZdPmLdW8dwAAmzZv+emnX+Rj/GpdY7jd7g3rVm9cv6Z+/XqvTX2z4oUr8PLrr/MGDOy/fNnCzp07Vc+exjyqNY/LMvn2u6bccfdll1/10suv/Wfaf3//fT4ANG/RTs5dsfKPSyZeLn8Nvuzyq8aff3G7Dl1ff2PatP+b0avPgP4Dhh44eFCu5KZJt117/U0jRo35+ptv5WsPHDw09rwLO3bu8ehjT0b0LSLQsWOHlJTkAwcOduvR+8mnnv3HpVf+9POvN954y5GjRwHg9TemdT+jz5ix569dv14un5OTe+VV1w0cNGzAwLPmzZsf6d0/3Zkz54uJ/7jihhtvGT1mnMym51/41+7de0aNHvvEk8/IxsCgwcP79R9y7fU3GYZxKDOz+xl97rjznvHnX3w4K6vU3NzcvLHnXdh/wNDefQbO/fb7Tz6ZtXv3nosnXn7hRRMj/UZPd2bN/vyySy8ZPvys77//n/wK+J9p0wHgvvsfGj1mHAD8/vuCa667EQDWr98wesy4/gOGnnPu+D179kZ6x6OO2XM+f+H5ZzIyDmQcOAAAFcf8ihUrBw4a1qvPgCuvuq6goAAAuvXo/cyzL1x51XVDh529bdt2AHBOjvfc+0CvPgP69R/y+BNPy20tXrxk0ODhHTp1/2budwBwKDOzZ6/+N026rUfPvlf889pFi5YMGTqyQ6fuCxYskm2kJ558ZsDAs3r3GTh16pvlZnep3du8eUvrNq01TcvMPNy8WTMAIISc0aM7ALz19sxnnn1B7sa48RP+XruuVO5369H7oYcfv/raG84+57wtW7aWOuMvXrL01dfeAICPP/lMntDHnndhuTsZ67z33ofDhw0dP24sAOi6fvll/2jVquWhzMzx51/cq8+A4SPP2bp1W7kuAOCLL7/u3Wdg7z4DL7v8qnJPjhV/PpcyMva8C/v1H9KzV/8PP/qkrGvnpDzz3ffP7D2gZ6/+zz73ogyqbj1633f/QxP/ccUFF04MBAKRPqKRRAjx0suv/efN1+rUqQ0ATZo0ueH6ayuTyOvXb5g79/tnnn1h1OixO3bsLFfliX7RlXzx5deDBg/v22/wuPETZM/L8y/8a+7c70eNHvvlV984nx5l93Dy7Xfdcec911x346DBw+UHCHLqEEIGDRogP/wr+DbreCl1Pl295q9//fuVr7+eKz8PkXLRI70DNUFBYeEnH78vKw0qWOzvteuWLZkPAJ279rznrjv+WLHk5Vdemznz/UcefgAATMt8950ZBQUF/QeeNXzYUABYvXrNsiUL4uK8Z/YecPPNNzZq2LAG3xNSghUr/ygoKEhPbwwAzZo1ffyxhwHgySefAYAtW7a+M/O9JYvmEUIGDBrWo3t3AHjk0ScmXjJh7LnnZGcfGTFqzOo/l1GqfldRNLN9x87lSxfout633+Cbb77xwQfum79g0c8/fgcAe/bs/e/0t3795QePx/P0M8/PfPeDCy4Yt337jtmffdS2bZuyc5OSEjt17vji888AQEFBQVJS0suvTp0z6+O0tNRIv8vTnc+/+Or7b7/aum3bf//71iWXTBjQv9/rb0y79ZabVq1eYxqmZVlLly0f0L8f5/zW2+74+KN309PTFyxY9OBDj8oPcESyf//+zMzDvc7sedGF53/x+Ve3337rd9//cKyYZ4xdc91Nn336Ydcune+7/6GXX5n6xOOPAECb1q0eefiBr7/59vU3pr3x+ityzXv37lu6dPkfK5bI9YQ2l7Fg/i+7du2ecMllsgG2ZcvWd2fO+G/nTuecO37G2zN/n/fTn6tWP/LoE0OGDJo9+3N/ILBk8e+2bY87f8Lw4WeVze7LLpsYnpI///zrqJHDAWDybTdf8c9r+vXtM3TokCsuv1S2Dcri5L582qZNq+eefXLlH39OufOeH3+YG37Gd8rCn33uxWVL5qekpMg3VXYnY/0nlA0bN51xRo9SEx986NHRo0fdPOmGb7/7YdItt8/79X9lXRgB45FHn/h93k8N6tc/ejSn3JNjxZ/PhzIzw4188P47derU9vv9w4aPHj9ubCnXkq1bt7362huLF/7m9XpHjT6vX98+HTt12L17z623TGrWrOnd99z/7bffX3zxRTV+FKOF/fv3u93upk2bhE+sZCKPG3fuoEEDL7xgPADcetsdZVWe6BddyVlDh1x04fkA8MGHH7/x5rQnn3j0wQfuW7Ro8auv/BsAli1bXsEeWpb97jszsrKyzz7nPPkBgpwijLGff/ntgvHnHSthwyn3fHr75FsyMw9L6Ui5nBbN49GjRlZmseHDzkpOTgaAxo0ajR07BgC6des6a1bwitazR44EgKSkpC6dO8li/RHDh9WqlQIAXbt03rdvPzaPI8LLr0x96+13a6WkvPP29Li4OAA4++wSupcuW37OOWcnJiYCgPPR/Otv87Zu2/b6G/+Rnx1ZWdn169eL0DtAAAAGDezvcrkAoHWb1vv27W/VsqUza+GixXv27D1v/EUAEPAHhgwZBAAtW7aQ38bKzp14yYRnn3vR7XKdO2Z03759Ivq2kGL+XLU6LS2tadMmjRs3mjRpck5O7hln9Fi1ek1BQYHH4+nRvdvq1WuWLF328r9f2Ldv/5atW6+9fpL8IQW7rkox5/Mv5VfViydcdPMtk2+//dbu3boeK+b37NmbkpzctUtnALjiisvuuvs+OX3YsLMAoF3bNjNnFnc91K9fL2AYt9w6ZfToUeeMHiUnXnD+OEppq1YtC/KDDebWrVvJFXbt2qVjh/aU0u7dusof+X/97fe1a9eNGj0WAHJzcnft3lM2u0udK3/5dd706W8CwCWXTBg27Kx5837/5tvv/++/M/5cuaTct+/kvmTUqBEA0LvXmdu2bpfFvWXP+P379f3nVddfeOH488aeW+5OxnrzWGZKqSmLFi2d+upLAHDe2DE33zLZsqyyLrZs2XrumNEN6tcHANkfUfbkWPHncykj02e8/fMvv+m6tj8jY9fuPd26dim7q/KknJKSAgAXT7hw8ZKlHTt1aNWqZbNmTQGgbdu2e/ae7gUjZW2eUCJLylV5ol90JQcOHLjhxptzcvNMw2jUqPzvusfew6EAULduWkFBYdUdodMU0zS79eh94MDBDu3bSX3lWg4Hz6cnx2nRPPbGxZWaous655xSapmWM9HjccsHlFK3xw0AlFCb2XKiZQeXlOcYAPB6PcHlNY3ZdvW/D6Qc7r5ryj133xk+Jc5bWrdLD8a5PMHLz4gPP5gpvxMg0YCjhlJaKpuEEKNGjnB+4JK/V8R5vceaCwCLFvz208+/PPTIE2PPHX3XnVNq5B0gx2H2nC+2bt3arkNXAMgvKPj6m7nXXP3Ppk2bfPDhJ3379O7cudOChYt37tzVvn27PXv21q9fX/42hZRl9uwvDh/O+mzWHAA4ePDQ9u07OnfudKIxLzOO0uJzHAB4PJ6li3+f9/uCL774aubM97/+ajYAeEK5VryYu/hc6XF7QmnLZD7ec/cd4T/9zZnzRQXZ7fP58vLynAZzWlrqJZdMuOSSCX37DV69+i95ppazTMuUD+JK7o9tlT5Hlz3jvzVj2sqVf/z40y/9BgxZuXxR2Z2MdTp2aL9q1erKLFnKhRCCEBK+QLknxwoMhhv59bd5y5ev/Ol/c91u97jxE06oRto5TVNKbJtV/oXqkZ6eblnWnj17ZX9BxZSbyJJyVZ7oF13Jbbff9cxTjw8c2H/Fyj+effbFE3o7xd+7KjFQCFIxbrf77zUr8/LyLr38qpdfmfrQg/cd99usEALPpyfBadqL0LRZU3nB1bzfK3vd6Zw5X3LO92dkrPlrrQI9zacP/fv1XbBgEWOMc/7rb7/LiSNHDH/llamyg3bV6jWR3kekNImJCU5t5+BBA7///n+7du2W11ju3LkrfMmyc/dnZCQlJV5+2T/umHLbX3+vA4DExERnbUhE4Jx/+eU3K1cs3rJp7ZZNa+fM+lgOKzWgf7/Xpr45cED/Af37vfX2u926diGENG3ahBAiK2Nt2167bn2kdz+K2Lp1W5HPt2P7Rnkk773nzjmff1lBzDdr1jQvP18ew48++mTQwAEVrDwvL6+wsGjMOWf/+1/Pr1277iR2b+SIYf83/W059NqOHTtzc8sfP9nZvQULFw0ePEhOnPvt9/KF+zMyDh46lJ7euFnTptu27wCAI0eO/v332nJXJbsJvv3uh06dOh7rh5Fdu3b36dP78ccerl2rVmbm4UruZAxx9dVXzps3/6uv5wohbNv++JPPtm/fMWhQ/08+nS0PTrt2bZ1WSjiDBw387vv/HTx0SA6HXsmTY/jnczi5ObnNmzd1u92ZmYeXr1gZWrj0x2//fn1//PHnvLw8wzDmfP5lxTF5GkIIuevOKbfedoe8ynffvn3TZ7xTyUQOP9on8T3nWF90c3NzZYHA3LnBCxaSkhLz80toPaGPGuRUSElJeeWlF/87/S2fz3dcy3g+PTlOi1+Py/LYIw9ef8PNLVq2aFDpktr2HdqNGHVuVlbWS/9+PikpqZp3EKky2rVrO2HCheeNv6hevbpNmqTLic8+8+Rd99zXo2dfzvmZZ54x8+3pkd5NpARer3fE8GE9e/UfPmzov158burUlyf+4wrLtl26/tK/X2jbrri0snnzZqXm5ublPfX0cxqlXq/3jTdeBYBrrr7y/AsvSUtL/e2X/0X0bZ2+LF68tHGjho0bNZJPBw7sv/maLQcPHRowoN9LL7/Wp0+vhIQEr9czoH8/+bPGpx+/P+XOex5/4mnO+Y03XCcL9hD5I/y484qv3zt//Lh/Xn1dp04dK4j5d9+ZPmnSbf5AoFOnjv/3n6kVrPzo0ZwrrrzGtEwC5IXnnz6J3Zs48eKdu3YPGDQMAFJT63z68QflLubsXtcunS84f7yc+Ndffz/08GOcc5fL9cTjj7Ro0bxZs6bvvPv+hRdNbNiwYdu2bctdFWNs0ODhnPOZ7xzzY/yOO++Vgw+NHDG8bds2bdu2qcxOxhApKSlffjnr/gcennLH3fHx8SNHDB933rnPPfvUTTfdNn3G27Vr1/7vtNfLfWGLFs2feepxOUJP+3ZtP/7ovcqcHMM/n++6q7hUYcyY0R99/NnlV16TmJDQvXtXObHsx2/btm2m3H7r0GFnCyEunnDhWWcNwbs9leLuu6YYhtFvwFAhRP16dR977CFN0yqTyBdcMP6GG2/5v/+b8cH775zE95xjfdF99JEHJ156ZcsWzevWqyun9Ovb55lnX+zbb/AdU4KDw1dyD5EqoX37dkOHDnnv/Y+OaxnPpycH8RflRHofYoDJt981cuTwceedG+kdQRAEQRBF6Nd/yMIFv5b7w2Zl6Naj94Lff5GDgCAIcirgF10EcThNfz1GEARBECSyLFu6INK7gCAIgiAlwF+PEQRBEARBEARBEOR0HZoLQRAEQRAEQRAEQcLB5jGCIAiCIAiCIAiCYPMYQRAEQRAEQRAEQbB5jCAIgiAIgiAIgiDYPEYQBEEQBEEQBEEQwOYxgiAIgiAIgiAIggA2jxEEQRAEQRAEQRAEsHmMIAiCIAiCIAiCIIDNYwRBEARBEARBEAQBbB4jCIIgCIIgCIIgCGDzGEEQBEEQBEEQBEEAm8cIgiAIgiAIgiAIAtg8RhAEQRAEQRAEQRDA5jGCIAiCIAiCIAiCADaPEQRBEARBEARBEASweYwgCIIgCIIgCIIggM1jBEEQBEEQBEEQBAFsHiMIgiAIgiAIgiAIYPMYQRAEQRAEQRAEQQCbxwiCIAiCIAiCIAgC2DxGEARBEARBEARBEMDmMYIgCIIgCIIgCIIANo8RBEEQBEEQBEEQBLB5jCAIgiAIgiAIgiCAzWMEQRAEQRAEQRAEAWweA+fcsiwQItI7glQZ6FQ90Kl6oFP1QKfqgU7VA52qBzqtcrRHHn4g0vtQowghhADLtg3D2r5j18WXXjd12tv5BYUdOrTzB4xAwPAbRmGhLxAIWJZlWzZnnFBC6enejxDNoFP1QKfqgU7VQzq1GTMCZiWdAkGnUQ3mqXqgU/VAp9UN8RflRHofagIhBGPcsmzGuAAOQATnN0++98+9uWb+EVGQ/cPcWQ3q1wMAxjjnTMjQAzAtC4Rwu11eb1xiQpzL5Yr0W0GCoFP1QKfqgU7VA52qBzpVD3SqHui0xtAjvQPVDuPctjjjthAghCAEKNEY50BIt26dVm74pnGDeiJJ93g8cgEhBKUUgACAbdu6pnHOLcu2rIKjOTkapcnJSbVSkrEPJoKgU/VAp+qBTtWjXKdcCIFOYxbMU/VAp+qBTmsYlX895pxbNrdtGwihhAjObca4EMy2bduSJfqfzvpyzOgRyclJAgCEIIQIAZQQIIQLLoQgQKhGBReWbZmGKTtvACAttXZycpKmaZF+l6cX6FQ90Kl6oFP1qMAps20uRCWdEkpAADqNBjBP1QOdqgc6jQhqNo+FAMuybcYBQAAXHGzbMgwjfAlR5mHYNAjVIwAAAAHOOQFCCLEsizEmO2Ms02rStFFKcjIhpMbe2mkLOlUPdKoe6FQ90Kl6oFP1QKfqgU4jiILNY8aZYdoECAAwxvx+P+fF8SPDxbZt07RM0zRMU3CuhUhIiJeVBiVCSgguBOccACilVKO+Ip9t2zLC4uLjWjRrquvY9VKNoFP1QKfqgU7Vo3JOmWma6DRWwDxVD3SqHug0sqjWPLYsZtk2IYQz5vP7Q1elEyGEPxDIz89fuXL1N9/9uH7jZtO0QAiP1xMI+GWXia7r8XFxfXqdMWTwgDO6d61VK0XXdSEEEJCjpXMhQAjDMHVdB4BAICA3GjD8bVq1TEpKivS7VxN0qh7oVD3QqXqgU/VAp+qBTtUDnUYcdZrHQgjDtAQQwbnf75dlA3L0tiNHjr4x7e3v/vez7EURAuLj4vwBPwB4PO5AICBDihAiF6CUcs4TE+KvuvLSi8aPTUiMd7bCBbctxhgjhLhcesAwTcNgjAUCgfT0xk3SG0XuACgIOlUPdKoe6FRJAoZZWafxcX5/ZZ3GJ8Q7FXzotCbBPFWSE8hTdBoLYJ5GCeo0j31+gwBhnPl8PiIrDwDWrd84afJ9RUVFMlAY4/LE7PF4DSMQCimDEBAC3C6XZVsAoGmaE5Ferze9caM3X3uhVq1k4MEiBSGEZdmcc0qpaZnyMnfLspJTktq3bRPBg6AY6FQ90Kl6oFP18AcMENXitHHDBv95/V/otObBPFWP6stTdBopME+jBBWax0KIQMAEQgzDME1TTtyfceCe+5/Yum07odSJD4/bY5hGqZCSl7k73S0AoGuaHXwJEYITQjRN69Ch7TOPPVi/ft3gRrkwTdO0LJfLJYSQfee2bbtcetcunXCo9FMEnaoHOlUPdKoeJ+HU7faYQblV7FTT9e5d0empgnmqHuhUPdBpVBHzzWPOuWHYAoTPV+Rctv7ya9PmfDE3EBreTdd127YBwOvxBoxAamrq2aNG+f2+evXqndGzZ7u2bQ3Tsixz/br1S5Yu+fF/P9rMluHldrudGNV1nVJ66SUXTLrhankVQOiyeFPXdUJIQUEhY7Zl2fFx3h49uuIQcCcNOlUPdKoe6FQ9HKd+v48xLice1+nIESMNw49OoxPMU/U4uTxFp9EM5mm0EfPNY7/fAEKKioo45wQgr6Bw0m33bty0WaOavNmXjAZN02+4/rpzx4xJS0tLq5tGSckeEQIyRACIbVtbtmz97rtvP/zoQ5/P56xBBiUAtGrZ/LknH0mXpflC2IwFAn5CqBBCVj4YhtGgfr127U73yoSTBp2qBzpVD3SqHuhUPdCpeqBT9UCn0UZsN48Nw7I5C/gDsuRg2/adk26798jRo3KujINGjRo9+cTj/fv3T0xMBICy3SACIFjfL2SVf7AwwTTNpUuXPfb4o/v27Quv4Nd1PTk56bmnHunSqYNc2jRNn8/ncruYzeQQcP6Av23rVo0b49XtJww6VQ90qh7oVD3QqXqgU/VAp+qBTqMQ7ZGHH4j0Ppwk8mbZTjytW7/x+kl35BcUapomg0LTtAcfeODVl19u376dx+0mAJQAKe8PQPEDACLRNK158+b/vOqqNq3bLlq8SJb1u1wu27b9/sD8hUvatG7RqGFDIYBSSggxDdPtdgshGGOE0IyMg2lpdbxeb4QPU0yBTtUDnaoHOlWPUk43btpy3U1TqsNp+3YdFi5cgE5rAMxT9aixPEWnNQbmaXQSq81jzrhp2qZlWpYNAKtW/33dTVNMy5KjugFAenr6W9Onjxs/zuXSCQFKCSUEisOIEAIk1AETeiwnQ3jHDCWkTZu2l112+f79+3fv3uWUJZimtWjJ8ratW6WnN5Lxxzk3DMPtdgerIyjJPJzdJL3R6Xxp+wmBTtUDnaoHOlWPsk6vv/mOgGFWh9PWrVuj0xoA81Q9ajJP0WnNgHkatcRo81gYpmXZdiBgAMChzMOXXz1Jd7lk14sQYvz48e+8NaN161bFXSxAivtSgvFEQlHmLCAASsRUqDOGeL2ec84ZU6dOnaVLlsiB4Nxut2EYy/9Y1a9Pr9q1a8moKioqsiwrPj7eMAxKqBEIAKGpdWpH+GjFBuhUPdCpeqBT9SjHKQ2NkloNTgGdVj+Yp+pRw3mKTmsAzNPoJSabx5bFDMv2BwIAwucLXH7NpPz8AsaY2+1mjN14ww3PP/tMXFycDAhKZA8LEAIUgITVHpBg0MiIEk4vS3FlQrAXJvikS5eu7dq1+33+77KaHwAMw1yxctXI4UPdLjcQcLvdfr9f0zQAYIxpup6Zebhe3XperydSxypWQKfqgU7VA52qR407Jei0usE8VQ90qh7oNJqJvd/KheCGadm2JYRgnD/74isHD2bKWaZpXnXVPx9+6KFgnwoBKgOKhlXnU0LCAivsD3HKEYQoDrtSV8CPGDFy+n9nyKCRZB85+uiTz8uFKKUej8cwjISEBEqJ4FxwvnHjxpo8PrEIOlUPdKoe6FQ9at5pOMd16kWnJw7mqXqgU/VAp1FO7P16bFqWzZgsRfh77YaXXv2Px+2RpQjDhw9/7dVXiwMo1NESFkPEeQBOvX6o9wUAQpULwYfF8RSKNiDQJL1Jw4YNf/vtNwDweDymaWYezmrerEnzZk0JELfbHQgEDNMgQAKBgK7rR3NyGjRoEHf6XddeedCpeqBT9UCn6lHzTsmJOHWh0xMH81Q90Kl6oNMoJ/aaxwG/4fcHACAQMP557a0Bw2CMuXRXUlLS3G++1jSNFodO8Jp1SoBQQkPdME55VyimgIT97ZTsh5/PneiSi7Tv0EHXtJUrV1qWJV+zas3aCReMoxoVQgghfD5/XFycaRhy3DnDME7PgdErCTpVD3SqHuhUPY7lNDEx8du530TcKQBwztHpCYF5qh5Rnqfo9CTAPI1yYqy42rIsmzHOuRBi1pyvcvPy5HQB4u81a9xuNwktGYwqgFC5vtMNI+eGumScAAr9HepYAQDhrKQUBODmW27t3LmzMyXg9z/02DMygOLj4ymllml6PF554XtGxoHCwqLqPjgxCjpVD3SqHuhUPSpwunzp0so7DemreqdCCHR6QmCeqkdV5Sk6jR4wT6OfGGseG6YtOzl8Pv+06e9oGtV1HQCm3H57sBA/1N0C4FQhOLcIc3pcgmujTu1++DZIeFmCCO9+CfXl4mNKAAAgAElEQVTjBNf9rxf/LWv0dV23bPvvdeuddSTEx5uWFef1Uko555TQHTt21NRBijHQqXqgU/VAp+pRgdP4hITKO5VLoNNo4OTytKiwEPM0aqmqPJWg02gAz6fRTyw1j4UQlmVxzgFg/sIllmUzxmzbql+//uTJk8MXlP8Uh4sIe0xKrBBIaOljbxZKRKlwprZq1eq22yZzzuUNxEzTemXqNDk3MTGRM+YP+DkXlmVTTcs8nFWVx0IV0Kl6oFP1QKfqUbHTcFfyn6pzCui0mqh8nq7fsOHfL788cMhZ7Tt3696z78effnYSTvPy89t36tSle/f+gwY9+dRTP/78kxACnVYtkctT/OytLvB8GhPEUvPYMEzLsjnnjPHpb7/nTL/rzjucXpNQEUKwW2Xjpk0v/OulG2+5LTySnJqE4qfBDhUICzly9OjRYSNG3nzrbd/98B2zbULDCxfkq8hll10ePvLbr/MWccGF4IJzTdMM0/B43PLbQFGRzymfQBxOwmnwQcmOsko6lf8IAUAECIFOqwN0qh7oVD0qdgoEPv7kkw8+/PDDjz/56OOP/1y1Kis72+/3EThlpwCVd+oPBNBp5Tlunl48cWKvvv26n3HmrNlzBg7oP+uTj/5ctnjt6uWTbrz+JJymJCdv3rBh0fz5X8yedcH48atWrRpz7pgeZ/YcOuysy6+8/HBmJubpqXPcPMXP3pjjuHnau1+/lm3aNm/VpnX7Du07d+3cvWfXnr06djvjuptuRqc1hh7pHTgBLJtxxoWADRs378846HZ7LMusXbv2JZdMBEc3gbnffTf32++2bdseCASGnTV07JjRV15+KcjICHXHECjR0UKAiGCvtowhIAJq1679/rsz9+3f//Ovv06d+nphYWGDBg369u07dMjQnj17yq3Vr1f/2muue+vt/2fvvAPjKK4G/mZ29+7UbUmuci/gXijuxsb03jElhE4IBEJC7xBIQhJqSEhoIV9CtekJnYBjTA8Y917kri6dpLvbMvO+P+ZudZLbqVjSjd8vxDrt7e6t9vfe7c3c25mnLMvyPC9qx779duGhh4wHgOycnIry8kBmgDGGiIZhbNq0ucvovI46e52TvTq9+NJLI5GIv37i3Z8NHND/0Qd/11ynwOIj3cc3QvS3is+kTk5bTYp5mvzujZhY0Pw8JaftQIc7dR2nPhoJ14QrKirHjBnDGCOnrWTPThnAgQcc4LrOxk3FZaWl695ZHw6HEbGuri47O+vPjz3cKqeYap5+8+1306dOJqcpstc8/d0Dvy3I75rftWtDfab6GqkVedqlS16XLnm9evUeO3YsIkRjsYqKih0lO7Jzsum9t/XsNU/Ve69EXL5s2fLlK1auWrl02fJwuLaoqNfzzz3TXKflFRXHn3SyaRg9evTIzs4eN25sUe+iAw44cNiwYZZl0fW0Tdhrnn771ZcsecBqBgwYZ/QZqV1Jp+ax53kSJQB88dW3iGjbtmHw4447jiW+vDj+pJNDoeD0aVMvvfiigQMGFBX18sMLGsdQkyIE3FVVAuesX9++ffv2nTx5MiCEa2uLizet37D+lTlzrr3u5//8xz8HDRwEALNnn/P0s087atg3hCee+tvfDv4jY0wV67uuGwwGHduWyCrKK/fp+UlH9ur07jvvlFL6QxHExxtgoAaXb65TNQ6qEMITggHjnHNuSCmFlEIINfwAOW0le3V67o9+VFy8KS83t1evnqNGjhw9asSUyZPyu3ZVz7fAqXqLx11t4kNOW8NenV5/401lZWUlJSUlpSWGYRqch0JBwzCGHXjA3595srlOyysqjjv+xGgsxgBycnKK+vTp2rWrwTkgBILBm/vcXFhQSE5byV6cAhx66CGMsWlTpyZ/RGvx9bRlefrMcy9MmzKJnKbIXvN08KBBfnWlDya6tdrEaSgU6t27d+/evTGxBeVpa9hrnp50yqkbNm4cO2Z0nz59xo8bO3XKlNlnnRkMBnr17NECp4WFBV8u+GzT5s2u61ZUVFZVV69Zs2bB559v3rx5w8aNr855dcCAAeS0lew1T5N/+LRtnu4MOW1C2jSPhRSu6wEAIPz3s88TvSP4s6uv9sdke+v11wIBK/kSHgdBAjKE5KXYECMs0aWCja8c8eXqR05OzqiRI0eOHHnSCSfG4wwBGPTr369/v/4bizeqLbZs3RGJRLOyMgHAMAzbtgHAdmzGWF19nXqJsvLKboX57XLaOjWpOB04cMDOvWiqkSyx2U6rqqqvvPpnnDPODZRSqnEDEQGRG8Z9v7pvQP8B5LQ1pOL0peefB8R169aVVZSvWbPm62++/fs/ni8uLp40ccLjjz7UmjyViF9+9dWOkpIlS5asXbeuvKz8iSee6NunLzltDak4fegPv2/DPC0sKPz2qy8TdbjxN9v4evTe2xbs3WmiIm/nT2ltcj0FgLq62pLS0orKylg0NnHiRNO0dna6dRs5TZVU8hRg3zrdxVLK01aQSp6+NndOMBBoNFReK957AZjB+YD+/QFgyGBAgGOOOpree9uQ9s/T6uqaX1x/gxBCSsmY+lqIc849T0gp773nnj70GWlXpE3z2LZdKQQilpaWr1u/0TAMIURRUVGvnr0BVdkBWFZgl9uqG9IRERIFBrvsP4mv0xCRGA/bndZLjkeDGxdffPFdd99lGoZ6asvWbUOHDFIhFYlEMjIz1Zqu61VV1vzmwT9+9/3CD/89x7KsNjkz6UsqTndHy5x27drllRdfQOUUYeXq1UMGDeaGod5QMLETctpiUnTKOBs6dOgBBwydNmWyfzlHKVvgtK629vcPPbRs+fI1q9cMGDCgW7duI4YPHz169CknnzJkyNBQRoictpL2z1N6793XtL/TysrK0888q7qmJjs7Ozsry7SsQCDAGTNNs6ioz+AhQ3r26LkLpwDkNEWa5XTTls0bNmwcPXJEt8LCNsnTlatXrVu/cfTIkX369KE8bStScRoIBHduRtF7b6elWXn61r//vW79hvFjxxx5+MwWO83Jzr7isssSPczQqEXNWO/eReohOW1C2jSPV61e16NbIQBsKC72PA8RLcsaMnhwvBIfMTHNV6PYQkA1njkmOjMRm3a6JFcjMMaExKbVR01K/Hd635g6dZppmkII9euXX/9PhVQoFAqHw0ai9cU5X7Fq1af//TwWq1+2cs240SPa+BylGx3lFBE++vg/t9x5Zzhc262w8JEH/3DowQc3OTZy2jJa5ZTzFjgNBAJHHD7ryp/8RH28Tvq+EbHxtYOctgx679WPvToFAJ64mVwIUVlVWVhQYBi8xU7z87vO++Q/iA2fu5vmaWI5OW0ZqefpCy+9/Kvf/s513VAo9Ogffnv8MUe3Jk+lxN89+NBz//iHlAgAN17/y8suuqjJsZHTltGsPP1h0eLlK1eNHzt65Ihh9N7baUk9T2+67Y5X33hTbfXzq6+8/ufXtMypYRqTJ0/y33vr6uoys7LUHcn03rsH0mPk6rLyipLSMmVw/fqNyr3neTNnHp78kczvLVm8ZMncV1/7/vsf1OLGtQcNKzf8TIQVInDGUCZdwNUOFy959bXXvvv+Oz9uWNKuCgu7qSHaFV//7zv1IBgM+sGklmzavEUIEcju8k1Fwxhx+yfNddrwO7TW6dZtW6/6+XXhcC0AlJWX/+iiizds3EhOW0+HOA0EAzMOm96rZ89dHhI5bSUdmKe7OyRy2kqa5fTjTz45ZOqMCdMOnzbr6AWff0lOOyepO922bdv9v/u9mnM1Fotdd+OtW7dta43TxUuWPPv3/5OJJX946OGvv/2WnLaeZuXprXfdc9rs826/+97jTz3zgQcfaX2elldUzHnt9Wt+8cuX586tSYxUTE5bSepOlyxd6reNAeCxP/91ydJlrXGKiB9/8snkGYePnzj5mBNOnDd/fmJH5HTXpEfz+N0PPgkEAoiIiBs2bvJLP8YfdJC/joob1/OuuPpnM2cd9dOrr5l5xFEXXXJFzHbUO4XqJkGEeCdK/P+7qOBnjGEiyqLR6HEnn3LEUUdedfXVxx533IUXXlhbV6tW9zfMysrq1bNXYidYXLxF3VpgmAbnXAhhWZZhGIyx6uowAgZCmZs37C8za++O1J0ixC01uguxpU6llJdfeTUAeK5bH66J1NVKIR55/HG1ur8hOW0BzXMKuHXbts2btziO00qnid9BCLFly5bS8rKkjwbktFV0VJ4mfodGChOr+4/IaQtIxali5epVV193fWVFRaSudvXKlbMvuGj5ilW7corktGNJPU+vu+Em13H9vqtYLPbIn/7S4jz1hDj7/AsSz8a/i3r40cea1O6Q0xaQep7+69335r76mvA813GE5/3lqWc/+s+nrXnvLS0tm3zYzFtuu/1f/37n9jvvOvHU00pKS9Xq/obktAWknqe33HEXIkZqw3Xhas9zAeDJZ59rjdNv//e/K356dfGG9fXhmrVr1/3kqqs//+pLtbq/ITlNJj2ax19+8z2PF9NjeUWFEGhZlmmaY0aPViv4en95481vvfVWXm7OtuI1APD6G2/cdc+vkj6Qq7VY/IKeWJ58qVaPVYeKkPKMc87//n/fImK4YntGRsaHH314zbXX+h++VTxyzqdOmxoMBAJWIDMzI2bb9dGIRImIQgjHttUD9a+UEoHFyre107nrrKTuFBpdZxt98m6B0+pweM26dbFYND83Kzszw45GairL33v//crKqviOAMhpy0jd6aZNm444+pjDZx05auz4foOGvvbW257ntdgpAggh3nvv3RGjRo476KCRI0cef/Ipq9eu9Vcmpy0mdaeu686Z++rpZ57Vf9DggydMnvvaG47ttMYpAKBElLKyoqK0rFRKkXxg5LTFpO70qmt/6TiOHa0fOrC/69i1VZW33X3vrpxCik6llKvXrLn9jjue+9uz9/36/hXLl3uiQSs5bTGpO91QXCyk7Ne7R6wuXBeuQcR5/53f8utpdY0a4LJf7571NVX14TAi/rB48eYtW+I7AiCnLSN1p7976OFYLNqnZ6FnR8NVFY5tP/qnv7TYqeeJ6UccFYtG+/TsZkfqwlUVmzdv/tl1v6DPva0ndac7SkqjdeFBA/q5tl1bVem67vwFX7TYaTQWO+dHF7rR+oH9+jh2rLa60nXsm2+7w/O8+I4AyGkT0qN5vGXr1kAgfvN3LGZzzlTJPgBAUv09APx3weee41ZVVw8ZPlYteerpZ4QQCJC4gqu72kHG+10aShGSUYt3lJSsWr1aeB4ATJo2KxqNAsC777773XffJVaLh1XvXkW24ziuE43GEFH6NdiMJQ8ixznjnJumZYCE/ZvUnfqfqxzHkTLxFhB/i2i20+qqKkSM1ob/9MeHL78sfouUHY0sX7Hcfy1y2jJSd3rEUcecdfopZ5x2CmMsEolcdc11d/3qNy126nlixuGzxo8eedopJ6vly5ctPem00/2PaOS0xaTu9JQzzv7JlT/98Y/OnT516tq1ay+9/Ipzf/TjFjtFie+8+263Hj3Wr1t5+RWXjxw1asjQoZ8tWOB/RCOnLSZ1p9u2b49FI4X5+f/4+zNqybxP53leC6+nnueddvY5M2cd+fwLz59z1ml//etfZxw+86qrr/I/opHTFpO606qq6lik7sHf/XrI4MGuHbNj0dKy8rq6SMuclleUI2J9bc3Lz/+td69ejh2zoxEAWLtuXWI1ctpCUndaWloWqat97JEHhwweDADR+toly5a7rtcyp9tLdnieF60Lvzbnhd69egFApLZm0aJFPyxalFiNnLaQ1J1u37qlb1Hvp5/8szqNsfq66pqa2tq6ljktLSurC1fPmHHYe/96Qy2vr60tLS0lp3sgPZrHtuMahqEMxmIxtTAnJyfxzaLfeQJ1dXVqtZqaGiVSCPH++x/FK30SLStA4IypXs+mL9bQ/oKPPv7EX7x02TL/8aLFi5PXB4Dc3Fx/AQPml+8zxgCBc6Y+8AFjQghkLDs7c5+cqfQhdacvz3113PiDevft33fAoF59+o09+JCXXp7jvyM01+kHH32i3j9OOvWs3/3hEfW853mbNm9OXp+ctoDUnVZWVt16xz1/eeoZ9YYrPe+Fl+fUhMMtc7px44YVK1aMGn/oM3/7u3rSc10AmP/ZZ8nrk9MWkLrTHxYuBICLLv3Jv999T733/ueTeT8sXtIypwsXLfrxhRcBwMSpM+d/tkANKHLGmWd8Ou+/yeuT0xaQilMlzXEcz7G3bN160ISp8eup587772ctc7rgiy+XLlvu2rH6+ki/wcMcxwGAN99885133klen5y2gNTzFBE91z3q2JOWLlvGGHPtGAB8/tVXLXP6ybz5AODa9vDRBxdv2gQAsUg9AGzfviN5fXLaAlLPU8/zUErfqRQCpZw3v4V5+sGHH6sVfKfqg/Sq1WuS1yenLSD1PHVte+269dNmHKk+I6n66i+++qalTj8Snvf+Bx8OOnBU/EkpEHHN2nXJ65PTZNJj5GrXcYQUqsA+ZjuIwDnL76qm22o6KAw3DGXUD5dBgwY2PI0NPznnqmA/ce9c0+Hx1ZwHO5OREWoSiYWF3ZKjU4h4SHHOpRAMDMMwGYPtO0qF8JhhBKxgS0+GJqTudPZZZ55z9pkMmD+GQJMRFpvlNDsna+eDYQCcG+S0laTutLCwoKysTD1GjM9RULxpy+hRiSEQm+P0u4U/7PJ4hg8bRk5bSepOc3JzY9GIeqxOMmNs+LBhDftqjtPevXs1nU0VAAC6dMkjp62kWddTxuJ96P5JLigsaHi6OU77FBU1HR0XAABy88hpa2mWUx9EZNwAgMxQRtLShp97dZqZmdF4Aagdcs7IaStpntPEoMaJ917epUuXhmeb47SwW+Euw8WyTHLaSlqcp5wbagTppKUNP/fqtEteF9gJBmCa9Ll3t6THt8dSSMd2ECUCZmdlqtvZyyvKE883hEmfoqKMrBx/Q8bY4MGDDzzwgEQ/S8N/8RUARNJAbYiJvSEAwIQJhzDGghlNLwBTpkxtsqSurpYz7v/H4nfNoZRSFQYL4UkhbTtmmZYVDGZkhGD/JnWnEC8iabizApOebK7Tw6ZN3al5DaYVHDxoUJOF5LS5pO7088/mqx5TRSAQPOLwmaNGDm+Z0xOOO7bJkVjB4M033DB+3Lgmy8lpc0nd6auvvJyV1dD3ZBjG3JdfVIVkLXDao3v35UuW/PTKn4ZCGQCQmZl5+eWXL1+2/KDx45scITltLqk7LcjPD2U2OGWM5eZ1GTt6VMucDho44Pe/+XUoMzv5YB555JEZhx3W5AjJaXNJ3Wlubk5GdsN7bygjExhMOPSQljmdOX06YyyU0RAkocxMABgwYECTIySnzSV1p/lduxpGw3ddgUAQOBw0bmzLnE6ecOhOn5GYYZqjR41qcoTktLmk7rR7r17JGwaCQWAw4ZCDW+Z06pTJVrBRO9YwTcaYqsZPhpz6pMe3x6Zl1tfHv5fIzY2/s9fV1cW/dkIAFu8v+edzzx5/ymlSiPraGgAwDPMvf/6T36xKzA8HyU0szrhUJfV+LCXWL8jPv/Lyy/769DPC81S5JgDcddfdA/r3T26hAUBp6Y6Gm+IQDTN+YqWUnPN4fQIDzxO27XgCReNhZvZDUneKmOgYZciQoeonlfGvHJvrNL9rV8ZYdteCuqqK+MrcyO3SZezYMUBOW0fqTvPzC5YtWbx23bo5c+bm5eWedeaZAwf0b3GeZmdnr1uz5qmnn/7mm28qq6onHHroT3/606KioiY9KeS0BaTudOSIESuXL9uxY0c0Gs3IyOjVs2d2dlaL85Qx1r17j/t+de+v7r0HwZ/pEaDRRwggpy0gFaeKc84+689/fTIQynBiUQAAxi655OIW5ynn/LRTTj76qCNVkIRCGT169MjMzKQ8bT2p52lBfkE4XJubX2BHo4FgyLSsEQceaJkmJtKsWU5VKWZGdjZw5tqxYCgzEAwBwJhRoyhPW0nqeTpp4oSKyopwVZUUHjeMjJzcY448kgFrmdPCwsIxo0cv/GFhbVWlWjmnS9fTTz116JCh5LSVpJ6n3bv3qCgrc+wYADDOQ5lZQwcPDgYCLXPavXu3/ILCkm1b/SPJyskbM2bMuLFjyenuSI/mcU5WVl19vQqa3NwcVYtvmmYkEsnMymSMIQBDQAZ9iorefeuNf77w4vwFCw456KArLr14QP/+EiUgcs4x6aOVInGZZ4jIgPmV+gnYL669pn+/fvfc/+toNJIRyvjNfb865phjkrdVbN3aMHqbZVmW1RBSaiptFcxdu3QxOGMMMxr3oO+HpO40eX43ZMjiA6Viy5xmZWXdcuP1D/zhodz8AuF6jDPTCtxz5x0By0oMABiHnDaXZjnNysoaO2bMuDFj/Kr5FucpIuTl5d1www3JnaZNPnAryGlzaZbTzMzMQYMGsfhwma3KU79IDOIXe9x5WwU5bS6pO73ump+t27Dh/Q8+DGVmosRZh8+8+YbrZeucqiChPG1bUnd62003XH7VzwzDzEx8h3zSCce32GluXu4BQ4euXrMmIzMrMytb9WGddsopWVlZdD1tJak7/e399y38YZEax5gxVlCQf9/dd7TYKWP8lef/ceXPrp03fz4gMs5OP/W0u++4Q31LQU5bQ+pOLzj/3F8/8PuQyEJEwzAZY7NmzmixU8MwP/nwg6kzDlf3MJuWlZfX5Y+PPMwYI6e7Iz2ax7169aitrZNSAuO9evZUfRi2bX/08UennHwKQmI4NQRg0KdP0W0333jbzTcyAGAMARnjEqXq/PD3iY1+JL6bYElXa9VJw/kZp592xmmnhcPhnNwcQIaJVfw74xBx8aJFjAFjnDMIWFbAsuJjDiXdBY0IBueIiFJmJVWW7p80yylKyaREAGZw5Aa0yim76IIL1q5b/+rrb1imxQAuuvDCk088kZy2nuY5TZxtdTFondMmq7HkD97ktDU0z6njgOcgALMCEAi2jVMpwfOAMeBmXCw5bR3Ncvr4Iw8tWbKkpLSsIL/ruLFjDYMzYO2Wp4ycpkbqTmfOmDFr5oxPEkPcTZk08eILL2hxnnLGn3vqyamHz1JeGIPs7Ozrrr2G8rT1pO40MyPjrdfmPvn0M/MXLJg0YcIVl15SUFDQmjw1LeuZJ/9SXLypqqoqv6Cgb1Ef+tzbJqTu9KILLnjhpVc2FhfHN+zZ8+qfXNGa62n37t2/+vyzd9597/uFPxx6yMEnHHtcbl4uOd0D6XHv8fQphy5fuUrpGTpkoLLFGPvqyy+brBkvJ2i4EquP32p2bJASE6OhN5Ttq0HS48Ehk/bTmJzc3EQ1S6PSBQCor69bu24tIkopPCH69y8yDAMRHdtBRJUAjDHGGeMcEV3Hyc3SdrS3FGmGU88DT6BEQERPgOu20inn/Dd33/XmSy/cd8ftr774/E0/v8bknJy2ns6Qp6DevClP24jUncr6WozWo+uC62KkHmtrWusUEetrsbYGo/VYX4t11RCLktPW09w8HT1q9FFHzDpo/HjD4Lt2ivsqTwU5TY1mOf3L43+89aYbpk+beu3VP33i8ccsK9CaPO3WvduL//i/kSNGAMCY0WNe+L+/9+jeg/K09TTLadcuXW658Yb33n7z7jtu6927Z5tcT/v36zd27Ni+RUV0PW0rmuX0pX/8feaMwwDg4PHjn3v6yazs7FY6LcjP//H55z/y4B/Omz07r0seOd0z6fHt8aknHffK3DeF55mGOXRI/FZyxtiyZUsTahEYqH6XJjesxv2z+LRdIFWJv6o9YIkrNPhD5KvKhOSISY4wRBWfTDbc+Q5lpWUy6Z74w6ZOVg8i0YiqSZBScsallD16dEdA6Tld83cxjtx+RSucon9LTcudIg4fPnz48OHx3jApmcFlfCMgpy2D8lQ/Unfq3w2XMNsWeep5ya1lcGwWCMlE/JDTlpGKU4TEHB6p5CkkllKedhDNeu9lnF9y4YWXXHhhfACmVufpIQcd9PqcV8D/dgmAnLaets9Tup52NM3K04LCwqef+HPDXC2tv56S0+aQHs3jrKysYQcOrYtEAoFgYUF+zx7dKyqrEHHDxo0NHdAqchqKwhLvFGoXCEzV5ftP+yRV3quPeMmTXzd8u9UwbHKTQMOly5aapqle0/O8iYcerJ6IRqOcc0wEX0YoZFkBAHCj9T3ytK3XT5FmODVNkBIRGQAyxtR9F0lOq6qrs7KyAoFAw9734pQhN0BK//0G/UoVctoKKE/1oxlOs3KY46D0mJrXJRBstVMGGVng2CAFAAPOMRBKbo2R05aRilNIJCblaVpA7736QXmqH5SnaUR6FFcDwAP338kAhBAIeNj0Ka7rep5XX1//8isv+70qiIiJ28wT+ptOAgQA6u72kh2lq1avXrFqdVl5uV9Pr+5NVd0kDaGUHE/Jx8QAAKTEp59+0vM8z3M9z8sIZeQkxqPzPM8f6o0BZOVkZ+dkMUTLjR3Qu2u7nbpOSzOcMg6GgYYBnCM0ddqlS5d/PP/iL2+85a2331m7bp2b9I3Tbp1yBoaBhgmmhaYJibk9yWkrafM8Vf/U1devWbeupKTUtu1YzKY8bU+a4dQKsFAmhDIhEMLEuKlNnP6waPF773+4YsXKcG3d3vPUslhmNmTnQU4eZuWAacU3IKeto23zVEqsqqpeu279lm3bPBEfyLRNrqehYIicpkhbOXUcZ+ny5UuXLFmyZOmiRQuXLF2yZMmSRT/8sGTp0pWrVruuR++97Ubb5unatWvffOtfV1973RHHnnDAyLHn/ujCP/7piY3FxXQ9bU/a1mkkEnn1tTfnzH3tpVfmvv3vd7Zt305tmbYiPb49VveL9u7ZsyZca3Fr2pSJr8x9Q3WKPPfcs+ecc47fPYJq+h/gidqBhq4XaFgHK6qqu/fo3r1Hd0SIxWLzP1swcODAgvx8NclEfG2WiLDk+ejC088AACAASURBVET87plEcG3dumXZ0mV+N16foh5ZmRmIKKV0Xdc0TX/At65d8nr36j1+/Jii3o0mNNtvaUOnl158oUT82bW/uP+3D5SWlo0aOXLYgQeYppmbmzN0yJDTTj2FqzH3yOk+pg2dep5wXWfhwkXAoG+fPoMHNZ2gj/K0fWhDp4yxMaNH9+zZ87Y77lq1erVt22NGjRo5csR558zu0aMHkNP2Yq9O/W8tUnGKCF26dOnSpQsifPLppz179DAtq3//fgErwBhrjdPevbuT0xRpkzyVUr72+puvzH1169Zt5RUVDd8vAQBATnb2wIED7rz9toMPPggoT/c9bZWn0WjsltvvmPff+eFw2Ff69Tffrlu/Yc6rr/3kskvPO/dcxum9tz1o2+tpKJSRlZX1q/t/oxrGAHD7rTddevHF8S+N6XraCtKmeQwAXbrkVlXXIOKYUSMK8ruGa+sYsA0bNoTD4Vw1bhYkJsgF3Lk4wYcx3rVrV3+0tlAodNj06eqppOoFpmoYZPKWDV92NDz8/vvvrYDleR4ics5++fOr1PJwOCylBMY8z1OROqB//+zsrJf+8dS+PlFpRFs5VXdkPPH4YwBYvGnz119/67rOpEkTBw0cSE7bmbZyapqmaZpTp05JLgJSkNN2pg3zFAB6dO/+7FN/Iacdy56dxm9oS9mpfz2ddfjh/iJMfA5rsdOfXXmZWk5OU6H1ecoYP2f22efMPhsAqqoq5/13QSQaYYz17VM0adJEy7QoT9uZNsnTUCj06EMPqil2ly9fEQwFRwwfblnxYhxy2s607fX02GOOPvaYo7bv2LF9+46xY0ZzbpDTNiFtiqtVhgcsEwAMwzj91BM9z3M9VwhxySUXNSkYUGO6+SNqYuJW9WSw8UfueMlu0sqJWgaG/rM77aS6uurWW292XRcRg8FgIBDo36+veqquro4zLjxP9fF07do1OztrX56etGRfOO3Xt+9ZZ55+3rnnDBw4kJy2P5Sn+kFO9SMtnA4eNFA9RU5ToW2ddu2af9ppJ59/7jnnnTN7+rRppmlRnrY/bes0Ozt7wsRDx44Zo9rG9N7bIeyL996ePXqOHzeOc4OcthXp1DwGgKzsrFgshognHn+0P/HXkiVLbMduXDDQcDNxcv2+P/1EPG78oc8T1/akteJbJ4aMg4Z4UtsiIuCcOa/Ytq0W27Z9+iknqHsGpJSe53HTkFLtCouKdC5CaA3kVD/IqX6QU/3oEKesOU5N0yCnzYLyVD/IqX6Q085PmjWPCwvyPddFxPyuXS8472zGWCgY9DxvwoRDGjpDkntfGFPRgo0CKvE0A0SQ4A/zlrSHRFe4GjA5udxfwRjbumXrww8/5BeoZIYyfnTumepxWVkZInLGOGOMcQDWv1+/fXpm0hdyqh/kVD/IqX7swakUDfNmtq1TIKf7EspT/eiQPCWn+xTK085PmjWPTdMsKOiqOjlOOuEYznnMtgGgvr5+ztw5iaHZGqJD3dKugipRnpB4KtHvkuhN8csX1AIGfscMJvXdJA2JfsstN7mu67quZVmc85NPPErtWaKMRqOqUl8IwQAGDewfCFi7+HsIcqoj5FQ/yKl+7MHp8y88T07TEcpT/aA81Q/K085PmjWPAaBbt0IhpJSysCD/5uuv9ZfffvutxcUbk4IpHg0Q709hgAySIgTitfn+WqwhyMDv5vYDTm3ZsOiVl1/+8ssv1Kqu63bJyzt39llqhfKyckQ0DC6l5AZnnB1w4ND2O0FpCDnVD3KqH+RUP3bn9L777iWnaQrlqX5QnuoH5WknJ/2ax8FgMDsro66uDgBmzZx24AFDDMNgjEkpTzr5pNKysib9Lv6t7ar8ABsCyQ8UP1aSps/2Iyuxq6R7ptjy5ct/85v7/VIEzvlN1//MMLiaFyEajTLGUcZ3MXTI4IxQqJ3PUnpBTvWDnOoHOdUPcqof5FQ/yKl+kNNOTvo1jwGgb58ixPhMXL+68xbOmZquur6+7qyzzygrL/e7SfyoQkSpwipBvPOkaQcLw8Qobw3VC/7eGADA1q1bL7nkwvpIveu6hmGYpnnUrMNGjRimdrJ161bV3aJGpbNMc/DgQe16dtITcqof5FQ/yKl+dGan27dtJ6ctoDM7pTxtGeRUP8hpZyYtm8eBYKBfn6JoNIaI3boVPHDfXWp5MBjcvHnzOeeevW37tkZ9KuppvyQ/ud+l0a+IiVm3G4LJjycARFiw4LMzzji1srJSPS+EGNC/708uu0jFUzgc9jwBwIQQUkpEHDt2dDAY6IBzlG6QU/0gp/pBTvWjMzt1XJectoDO7JTytGWQU/0gp50Z447bb+noY2gJmZmZNdU14draUDDYs0f3Lnm53/+wxHYcAKiurn7n3XfGjBnTu6go3kuSNFbbTsO2xbthMGmF+E3wO6328ssv3Xjj9eFwmHPOOUfEPr17/ea+2zNCQQAQnigtLQMAzhkiMsb7FPUeNuwAtvNQccSuIKf6QU71g5zqx85OF5LTNIfyVD8oT/WD8rTTkq7NY8ZYTnZ2yY4ST4hgIHDgAUMcx126fCUiMsZi0ejcV+dyzseOGWuYZnyTRj8a7Sz+U0UXAsQnZ2xY7Lneww8/+Nhjj9oxGxggIue8IL/rr+6+tSC/KzAmhNhRsgMRTdOUUnLGQ8HApEkTzMSrE3uFnOoHOdUPcqofOzsFgEVLlpPT9IXyVD8oT/WD8rTTkq7NYwAwLTMnJ3vHjlLGuGHw8WNH5+bkfP/DYsMwPM8DgK+++vLjjz8eOHBg375N5+mKd8Ngw2/JnS4qZP0i/nnz5p133uz58+d7njBNQy0s6t3rnjtu7N2rpypLKC0t8TzBOZdScM65waZMmZSTnd1uZ0MPyKl+kFP9IKf60cTpmFEj9pHTzz6bf+65Z5PTdoDyVD/aLU/JabtBedo5SePmMQCEQkHLNLds3WaZpmGaww4cmt+168JFi13XUxOLlZaWvvHmG58vWDBs2LCCggLOWUOnihogHXbdCYOINTU1ixcvuvzyy/7+979Fo1EAYAw4Y4yxoYMH/ea+2wsL8tWaZWVltu2oEgUAMDifNPHQwsLCDjgj6Q851Q9yqh/kVD+SnXLDGL5vnD733LPktN2gPNWP9slTctqeUJ52Qli0vqqjj6G1LF68rKKyskteXiAYRMCKisqb77hv0+atBueeEMqxECIzM+uyyy475ZRT8/MLcnNyorGYZZmJggEWL9JnLBwOr1ix4rm/PfvJJ/8RUqiXCAYDtu0AgGWaRx0x48rLL1JdMlLK8vLyWDTK/HgyjPHjxvbr16djz0m6Q071g5zqBznVj5Y4zc2NRqPktNNCeaof5FQ/yGmnQofmMQCsWLGqpLQsOysrmBFSsv/456c/+OhTx3UBwbJM13UBgDMuUSJCbm6OYzvcNM4686xx48aXl5fV1NRs3779/fffs21biHgkhYKhmB1TjznnhYUFv77n1p49uiEAA+YJr2RHiRCCMaYq+A3DGHbAkKEH7EcTZ+87yKl+kFP9IKf60Vyn2dlZnuvtC6dDhwwaNuzADj0ZmkB5qh/kVD/IaedBk+YxABQXb1q/oVgI0b1Hd1UbEIlE7//tw4uWLPM8T3WHBANB27EBIBAI2LatQiFRmg+WZapCf8uyVAj6BAOBH/9o9sknHK1+RUTXdUtKSlEiN7iUkjFmWeb0aVPz8nI76ARoCDnVD3KqH+RUPzZv2rJ2/YYUnVqW5TgOOe3kUJ7qR7PylJymBZSnnQR9mscAUF5esfCHxY5j9+zZy7IsFSvh2trHn3hm3vwvACAYsBzXBYDMjIxINKqCwzAMNRO3aZieiBf6q9gCgNzcnDtv+eWBBwxhjCFKFYUV5RX1kQhjjPN4PAUDgWOPPZJzo6PPgW6QU/0gp/pBTvVjHzm95YZrR40YRk47BMpT/SCn+kFOOwNaNY8BwLGdBV986XlCStmzZ08VLogYjcVWrV730iuvLV2+UkqZmCEMElNnNyUrM+OM00+aNWN6Xm6uacYDBQFj0WhFRaUqQlDxxDnv0b3bIYccZFlWO/+x+wnkVD/IqX6QU/3YF04Ng8e/5SCnHQHlqX6QU/0gpx2Obs1jdYv5qlVrNmwoZoyZlllQUGAYhupcUYUENeHa7TtKduwo2bpt+4aNm2IxJyszMys7My8vZ/iBQ4uKemVnZeXkZJuGmRgPHRnj9fV1NTVh13UZY6rfBQAyQpkTJozPz8/f3+bLbmfIqX6QU/0gp/qRitMdJaXbt+8gp+kC5al+kFP9IKcdi4bNY0Vdbd3yFavKKyqklIzxvLzcrKwsX7yUsmECbRmfJAwRGxYiMmCI6HlebW1tNBr1PE9V58f3gKz/gP5jRw0LBALt/9ftn5BT/SCn+kFO9YOc6gc51Q9yqh/ktKPQtnms2F5StmrlqurqagBmGNzgPBgKZWVlWZbFeHyWMCmkP3E2AgKAEJ5tO7FoNBazhScQ0PM8VYHAObcsyzCtZbL7yB5Zxx88uKP/xP0Ocqof5FQ/yKl+kFP9IKf6QU71g5y2P2ZHH8C+JZiRNWbM6OdfenXjxo3jRo/IzMyM2XZNTQ3nBueMG9zghhoaTiGEEJ4npGQAEpFzjoCMMcuyXMcFzoYPH96tW+FXS9dmRz0uYh399+2PkFP9IKf6QU71g5zqBznVD3KqH+S0/dG8eex6rgm4eu36zz7/at6CrwcP7D+wf59+fXp3K8znnDPGGQMpUcWNiioGwBK4riel3Lhpy8rVa1euWX/ZRecXFhYgYAQCQTfMPBrbrQMgp/pBTvWDnOrH7pwWFuYbKTst3rxlxSpy2lmgPNUPcqof5LT90bl5LBE81wOGW7ZsdV3Xdd1lK1atWLWGMxYKBYt69SwsyM/OzszLzcnICJmmKYQQQrqeG43ESssrdpSUVVRW33PHDWPHjT1RCCFkXl6OEIJzHkXTFLZp8o7+E/c7yKl+kFP9IKf6sQenwVCwT8pOx40be8Lx5LRTQHmqH+RUP8hph6Bz89gTUrgucKgJ15mmqeoNUKJkWFcfWbV2/aq16xlj8ZvYdxqtDREBGCIGLAssS00mxhhzXNeVEJIuje/W/pBT/SCn+kFO9WMPTuub49SyLIucdg4oT/WDnOoHOe0QdG4eSwQhPJTgua7whJoZDEECNoxcrsY0T/wfMLEYEBjnBudqSPT4DqUXibhCCE9IA4UaY51oT8ipfpBT/SCn+rEHp/5HMnKaXlCe6gc51Q9y2iHo3DxmgNFolAFIKYTw1ELTNBnjruf64QOJazsDQPR/ZYBSiOSVQEpUA6kLKQ3GGKeQam/IqX6QU/0gp/qxZ6dITtMQylP9IKf6QU47BJ2bx5bBJCIHyMzIqLXqgDEA9DxPSg+wcQVCo+6WeA8MIiCw5NVs21GTcaMQwMA0KaTaG3KqH+RUP8ipfpBT/SCn+kFO9YOcdgg6N485567jCM/Lzc3etGVL8lOJWcHi+FNsY1If+JjRI08/5YRuBQXJW0mUiCicmATDMHU+e50Tcqof5FQ/yKl+kFP9IKf6QU71g5x2CJqPV4ZS1Efqu3crlEL6/wlPokQpUAopBaJE/ymU8UnDAHHZ8pWPP/F0VXW1v7doNBqNRKPRKBNuTEgrmNGhf9x+CjnVD3KqH+RUP3bnVApymq5QnuoHOdUPctr+aN5nEAgEHMcdMKAvSomJOgPODSmlqs9Xd70zYEm9LgDAEEA6XllZZXIfTCwWi9kxwzBMaW93rcMygx33l+2/kFP9IKf6QU71Y3dOEclpukJ5qh/kVD/IafujefO4S17uhg3F48eOee6ZPwkhXNctL6+8/Z77TTMAiMgAEdUU2gDxrpbkun3Gkov6QUhh204gYBUGZHEsNKBHXkf8Tfs75FQ/yKl+kFP9IKf6QU71g5zqBzltfzRvHvfu3Wvt2vVSYq+ePdSSwsKCQw8av3j5qt1tktzFIoRIfioSiUXqI45tZnB25rBc3jjgiPaBnOoHOdUPcqofu3O6ZMXqZHfJkNNODuWpfpBT/SCn7Y/mzWPO+bRpk8PhusqqeNm9EGL7jlIEbDSOWxLJvSy8SZcLIKL0PM+yzJ49u+/bQyd2AznVD3KqH+RUP3brdDdtY3La+aE81Q9yqh/ktP3RfGguFQWvv/lvAIjGYqtWr5VSFm/avLt4aoJEhKSgqq+PvvjKG8tWrHzzX+/36EEh1WGQU/0gp/pBTvVjl0730DxOhpx2TihP9YOc6gc5bWc0//ZYCLl4yYp3P/iPRPzrM/+orKwaMKCfkNJ1XcY450yxy20REaUsKSnbtHlLZmbm+LGjly5f+dW333/z3UJA+Prb76ZMmmAYNF1Ye0NO9YOc6gc51Y89OOXcSNHp5i1bMzIyyGkngfJUP8ipfpDT9ke35rHnCddzHduNxWzHdYUQpWXl3/+w+NvvfmCcCyHWr9+ICJFIVK3PGHDG/cHeGAAiSEQAlEIi4vW33K2i67abrvM8DxE9V3DOyiuqNm3eahhGIGAFg8Fg0ApYAZNmD9sHkFP9IKf6QU71I0Wn0WhMrU9OOz+Up/pBTvWDnHY4xh2339LRx9BaENH13Nq6+qrqmurqcF1dveM4ruvZduz9/8z/y5N/Ky0rRwREKRERkDUAACw+NRiilP5cYTI+8BswRLSsgEQxf8EXAcssLt4kpZRSrli91jTNot69gDE7Zkci0Zra2mgk6nkeN7hpcEit5oHYJeRUP8ipfpBT/dj3Ti2JMkWnLjltCyhP9YOc6gc57VSwaH1VRx9Dy5FSRmN2VVWVJ6TqNJEoAQEYKy+vePipF1YuWxqrr62srOKcAwACY4DxfxGVczUGOkv8Aok4AwAEhPhdVYiIpmF4Xnz8ty5du1oZWX379L7jxmuKevWMb+r33DBekN8lMzNDvS6ROuRUP8ipfpBT/Uh2Cgics33hFBHVBuS0HaA81Y/2yVN/LXLaDlCedkLS9Q9GxEgksnnrjrKyCs+TDBgwZZ8xxkt2lP78hjuNfqMyunZjjDHWqP9DPfLL9BMPWMNzgOq/Jn0mfjwBQDAY7FLQLTRwzM9+fvO27SUQ78Lhfq9NWUVl8aat4XBYSrnPT4cWkFP9IKf6QU71Y2enjLN95NRfk5zuUyhP9aM989SHnO5TKE87LWlZXO15Xll5RU1tHQPVU4KQ6B5RK/zf86+sWrOOMT7rml/btdWxqjI7FpWI8dV3KhVABMaY6tXeJf7InAjAOSvo3rNo5MEHHjN749ef1leUbtu+Y+ZhUxuvhgwYIkaisfKKilAoaFnW7u6bJ8iplpBT/SCn+kFO9YOc6gc51Q9y2plJs9uvEbE2XGu7wnFczjmoKGEMAQDR4PGx10KhAACUrPzh9ZvPO+DwU2c/Mqdy8/ql77287vsvXScmXJcxFq84aDx39k4vB4jIVJ0B58FQ5oCR4wdNPiojv/uGrz754pkHnFh9MBAYduAQYA3/ixczJHZrmtaKlWtCoeCI4QdwTqPDNYWc6gc51Q9yqh/kVD/IqX6QU/0gp52fdLr3WAhRE67l3PRcNxqL+tqYqh5AVD0nnLGq6po/P/X3r775nnMupWSMCSELBwwbMHFm/4NnBHNyI1XlW5Z8U7puRdX24uptm+xo1HNt6XmcAzBmWIFgVl5ut145Bd3z+w7sNmhYICvXi8W2Lf1265JvwqWbpetaluV5Xq+e3Y47etZZZ5yqjsSvzlcvqo5QItbUhGPRKACOHzcmIyOjo09kJ4Kc6gc51Q9yqh9t6DRaXbF58dcpOi0ccEAwpws53RdQnuoHOdUPcpoWpE3zWEhZW1sHyBljwCAcrkEpIaGNMRVXTNUVAEAsZhdv2vz1twuLevd89c13duwodVwXEILBkIeSGYZhBgyDB7JzjWCWYZpGIMgYU0OHuHbUs6OeE7PraoXnSCGlawNKKYTaeY/uhccefcTEQw7q0bN7ZkYGA1C9PohS3QCQOAxkwD0hKioq1GhyAHDQ+DHBYLCjT2engJzqBznVD3KqH23slBuGRU47GMpT/SCn+kFO04W0aR7X1tVLAWpSLzVYm3+nuN/vAowBxodq80NMSum6bnV1TUlp2XcLF3/97cLSsgpPCMaQcy484QkZLx5AAEDGGILSj1JIQJCIhsEH9Otz8MHjJhwyvkf37oUF+cCYwXj8HnjGWMOrIkK8NAEAhRDhcK2U0vM8xpgQIjs7e/So4R19OjsF5FQ/yKl+kFP96EingAYnp20P5al+kFP9IKfpQno0jz1P1NVHOWOMx+8I59yQUrquU19frwJLdXJw1dURvzedqRHP47ElpJpWwnGcmG2Hw7VSYiwWC4drPSEcV+GZhpmZGQpYVlZWVjAYCIWCOdnZpmlmZmaqgIsPqA7AWLzaIfFaiRvrATjjCBiJRl3XQUThCVWlIKX0PDFm9PCcnJwOPaMdDznVD3KqH+RUP1JxGl+eqlMnHA6n6DQ7O8syLXLatlCe6sc+yFNy2sFQnqYR6dE8DofrVbcHxAcvj3evAAAgOq5n2zHbttXKSeUB6A+w5keYvw4mlvvhCIkVWNJwcIjIOUteLfnfxEJo2JCBlOg6ticEInrCUy8oPE/traqqKhCwZhw2rV3PYOeDnOoHOdUPcqof5FQ/yKl+kFP9IKdpRBqMXC2ElCjVneKMxe8X98cVZ4wHAoFAIJCdjZ7nuK6nek6SiuYhHocJ/HhqtJDzhhDE+EskBkmPB5Pam/+vKl1QvzHOUKLreVIKtaJ6wjItT3iIaJqmEMK27Wg0GovGIpFIZmZmu53DzgY51Q9yqh/kVD/IqX6QU/0gp/pBTtOLNJj3uK6+XkllnCfK4+NPqZ4VBeeMc8OyrFAolJGRYVkB0zQ5NzjjnDM1vXU8zvxt0d8acKfXbRpzjPtrqSPBhi4WKYRAlOr2ABWOjHF1d7vBDRVjkUikqqoKET3PqwmH+/fru4/OWOeHnOoHOdUPcqof5FQ/yKl+kFP9IKfpRRp8e6ziCRITYPvlAQAsKSTAjw/VXWKapmmawSAmSgVAInrCU30hnucJTyRu3kC/4l+9hESMBwwAY8wwDM4ZAJNSYuKud2SIQsSPg3NI7Mo0Dc8TKqpM0/Q8T0rpul64psa2bc65EMIweF24vj3PYWeDnOoHOdUPcqofaebUMj3XI6d7Js2cUp6mADnVD3KaXqRF8xg55/GoSvzr3z6eGNgtObj8DRuGLpCIjutalqV+5ZyD1dCh4nlu8jRfDdGJGIvF4vcJACDKpPhmUqLqA2IAhmmqinwAMExDeEKNfu44brg2LIRoiFrGAJiEhmPbDyGn+kFO9YOc6keaOUUkp3slzZxSnqYAOdUPcppe8I4+gL1j27GG2oBEgQAm/mGcqT9ClRwk98F4CccqUPx4AgDHdpKLDRr2C5A8HiBjzA81ADBNs9ELJHXzAKIQQs33LTzPdZ2ampqqqqpoNKJ2aBiGekXTNAFASNH6M5O+kFP9IKf6QU71I0WnajwYcpoWUJ7qB+WpflCephdp8O2xlNJxnFAoBEnjsPm3pCfGJWcGY5FolAGYpsU5d13X7ykBAE8Ii/sdJ5gcQ6oiAbiR+K3RU5ZpJgdRckiZpum4jpoezPNENBaLROpV4DLGvMTwbgbnauQ30zTVffYAoObsbhzW+xHkVD/IqX6QU/1I0SkDiMRiqTplzXAqG4/C6j+1S6emaaqvKcjpHqA81Y99kqfktEOhPE0vOnvzWAgBjAshIpFoRmaGWujfia6KBwwjHg2hYNDfkDGQUtq2YxhcCMk4kxLjk30BBAKWmuZLrYyAmFTUkBw3jHO/0kDdUW87tmM7agaz5JoHzpjqTYF4f178tQzDFFIiohqqznEcIYTBjfq6umx9ZwzbA+RUP8ipfpBT/dhXTq1mOIWk8ry9OlX7JKd7gPJUP8ipfpDTtKOzN489T/g1+bFojBs8GAgAYzwRDX48uZ7H49XwgBAv8VfPci4h0TejZEspVA2DFNITwnFc1XGigtXzPDX7dsCymhQ2AIDrxHtNLMsUUnp+J0r8zvv4agiY6B9CIQQDiEQiqmhBPVtVVa1lSO0Vcqof5FQ/yKl+7COnQniMsRSduknWyGnroTzVD3KqH+Q07ejszWPXcxMjvAEASiHq6+uFkFbAysrM9DwvEAioNaUQRqIiXwqZ/HW/lDK57F5IoZ5gwAzDkFIGg4Hk6bNjsZgfqQgohPB/hUTkqccG5zEhrERHC+cNA6YbhiGFZIxFItG6+joV0JwbUgqDG8AgEo3uu/PWmSGn+kFO9YOc6se+cpoY4iUVp1JKctqGUJ7qBznVD3KadnT25rFwhV9hr9QiomWZKGVdXZ3juMGQl5mR4d8mHt9KSrNxECTv03XdQNKt7X6pQNKCpIKExOs2PN+4yN5ICtZgIGA7ttqF7Tj1dRG1N//uAsexTdNEBihlZWVV689POkJO9YOc6gc51Y/UnSafdnLamaE81Q/KU/2gPE07Onvz2HZdgPgt5sqK+ldNWh0IWCq2OOe245oGz8jI4Jw3iaEmNLmJvMm97bhTCDaKJwDeeA5u0zTVbQNCiGg0FolEGPP3gImXiweV6vgRnsc5D4drW35e0hlyqh/kVD/IqX6k7tRxXYN3AqfRCANyuicoT/Uj/fKUnO4NytO0o7M3j9VN56rPQ4nnSQERr+lS1fOmCQCRSJQxJqWIISKAZVkMgDGeXEWAQu7h72YNU2o3epXkX4UQjuuilK7rCSGE8PyxRoTw/AFFkneqUkGVRgghGGNqxu39EHKqH+RUP8ipfqTu1DQ6hVOpDpWc7h7KU/1Iuzwlp3uF8jTtSI/mcdwQY+oe9J0na/Y7QFSXBmL8gRQCEWMx2zRNNe01AIvFolE7pnbLGZOIPNEpwoAhgOO6tm2rKJEohZDqOq3uVvc84XleYm/xoeeSYqhRxGNirPZ4DwyC4uvG9QAAIABJREFUXyCRPCnZfgU51Q9yqh/kVD/S0GkD5HSXpKFTytO9QE71g5ymHZ26eYyIjuMEg8HE2OKNnk2+gu5UgdCoysA0DT8CEKUQMpg0arljO/6zCse2/SIEzrgjXB7v2gF1b33ji3ejl2701E51EWr6MrVziXJ3nwM0hpzqBznVD3KqH81y2vj8dJjTRtWC5HQnKE/1Ix3zlJzuGcrTdGTnzotOASJKiVJK1S2hvsRXnSh+QUJyj4UXL+uP0yTakod6g8YXXD9Q9kCT55OHdNs5mpNfC8GP48Z3G8T/QAXulA96Qk71g5zqBznVD+VUNMdpshpy2gmhPNUPylP9oDxNXzpd8zgeTKqPBaE+EnFcF1jDRNcyISA5bsTuv9zfWZjZ+Pb0vfvcKeYaDQfXOCQbdd4kVjMMro6fcabCjjG2bXsJIiCiRNQvsJIhp/pBTvWDnOpHslNontNdf9RqZ6fqOwp/PX8hOaU81Yl0z1NyujOUp+lO52oeJwIJ1SOJ8sFHnnAchwHjifHK/VO/BwXJeiRictT482s3LNkpZFA2rjFozlkSoiG4DdPwXzRRqQ+qr0hK+elnn6vcgfj/9YmqZMhp6i+ULpDT1F8oXSCnqb9QutDEKSJ2CqesGU6TB30hp5Sn+4PTzpKn5LQVUJ6m/kKdls7VPGbxW9eZ/2tNuO67hYuToyTpG/8GAQZv3ImCCABhF2pciApuSxC42xDcRUFC4yVNqvmbbLOn3u6dDsnfZPOW7d3yC1jj/ehXu09OySk5TQvI6a4PMZ1p6pR3Dqc7r7Enp0bTlZMOyd9k/3VKeZr+dNI8JaetgPJ014eYVnS6obkYUwOHc2DIkN1647VX/+KWvkW9+vXtq1aQUqrZq4WU/rUzuXbf72B5bysPu6q/hCGDIIcMA7NMPKLQa/SKwNQmiWHfmmKYhrBFo3sAJILREPdqiPP4U0mBmxxGiVBDlFBXX//Pl+a+/M+nOeOMAQJwXeJpl5BT/SCn+kFO9SPZKSCkodMGj+RUQXmqH+mfpw0bklMF5Wm607m+PVYwxjhn6iwfcvDYboUFTzz1f8XFxbZtY7L13Vw4USLjHAAyDAxwpR4BMSaw0obt0abmWKJDZUt11F/WaIVdHGGjX5NfPRCw/F+To0Qm6g1ijv3S3Ddzc3IGDx6o/kid4ml3kFP9IKf6QU71g5zqBznVD3KqH+Q0rTHuuP2Wjj6GXePP5VWQ3/WlOa//d8FX/fv0DgQDmZmZ/nf3iZnB0HE9KzG+uet5qkvmwDwYl49j8sT4rmJsnhyRKwdmY+8MzDMbzWHtF8rXxNy8DAsAHNdpUuGgJr9u+FXK5BBwHNfvcWGMeZ7nH556jIhCSM/1yssr//DIE+Ha2ssu+dGhB49nCfbpmew8kFP9IKf6QU71g5zqBznVD3KqH+Q0Tem8zWOfoYMHLlu+YvW69Z/O/3Lt2vUD+vd1bCcjI0MiqoIEVRLgFye4npdcNC+lUNYsDlkm5JmiyV3jQsQjTMUTAHiu13j8dNYkpKRoFJSe5yavL5KedV1XSunYjmPHFnz5zcuvvgkAM2dMu/v2m9rq/KQj5FQ/yKl+kFP9IKf6QU71g5zqBzlNL9KgeQwAxx49a9PmratWr62orP5k3ufrN2zs3q3QsW0pZTAY5Jyrb/XVyp4QySHVJBp2HlRNeKJJn4friSbTi8nGg627iT6V+Cs23oPfy2LbjuPYiLh+Q/Ejjz+5YeNmz/PGjxv9tycfazp92f4HOdUPcqof5FQ/yKl+kFP9IKf6QU7TCBatr+roY0gJKeULr7z+uwcfZ4ypubaGDBr486svNU0zGAwappmbm5sRCjHGbNu2rIYhx1y3UXeIPz23j2M7rPF4bpFI1DQbDVrmOE7yr7btJAeh4zh+mDqOU1dXL6VwHPeLr75duWqNaZqbt26LRKKhUOju228447STdjca5/4GOdUPcqof5FQ/9u40JycjI4OcphGUp/pBeaoflKfpQto0jxU7Skp//btHPpn3uapAKCwoCNeGuxUWTp866cjDpzHGDNO0TDMjIyMQsILBYJOQclz3/Q8/Of6YI5L3acds3ngE82gkajQOKdu2k/tUkn91XTcSicRitpQCEcvKyr/7YfHSZavKyitU9KuAGz9uzEMP3DtgQL99eXrSEnKqH+RUP8ipfuzB6REzp3LOO9xpeXnF/xYuIqepQ3mqH50/T8lpc6E87fykWfNYVRT8sHjp359/5cOP5imvjLFAIDBl0iED+/eb//nXRUU9Z59xcsCyGGOGaTBghmGYphkMBhDgu+8XTZ08IXmHsZjdZIKvaDTWpFPEtm3P84SUQghVZuC5rrpJXUqxfOXqVavXbdu+o6Kyur6+3jANKaSqhTBN86gjZlx5xcWjRgzT7Lb1NoSc6gc51Q9yqh+7czp5wsGDBvYnp+kI5al+UJ7qB+VpJyf9msc+GzYWv/bmO6+8+mZtbT0CmoYJiIwzYHzqpEMH9O/bt0/vkpLS5SvX5HfNy8/v2r1bYX7XLl3yctUocpxzNaSbKuhHRH/wcttxAFHdJS+EkIixmO15bixmh0JBy7I+W/DVlq3bqqvDldU1BfldijdvRSnVXewMwBMCAHv17HnSiceecNyRo0eO6OhTlTaQU/0gp/pBTvWjiVODG0zNFJKKU8a4QU47HZSn+tGqPCWnnRLK085JGjePFY7jfL9wyfzPv/rs86/WrtuACSzLAsZMw1B1ApwbiOh5XjAYDFhWKBTMCIUyMkLBYDAQsILBgBriXAohpfQ8IaVElNFotD4Sra+P2o7tOK7neVMnHRoKBT9b8LXruZwzISTn3HZslphRrH+/PkceMfOYI2eOHzdG77r8fQc51Q9yqh/kVD98p59/8fXqtes73Gm/vkVHHXk4OW0NlKf60dnylJy2HsrTzkbaN48JgiAIgiAIgiAIovVoOyQ3QRAEQRAEQRAEQaQONY8JgiAIgiAIgiAIgprHBEEQBEEQBEEQBEHNY4IgCIIgCIIgCIKg5jFBEARBEARBEARBADWPCYIgCIIgCIIgCAKoeUwQBEEQBEEQBEEQQM1jgiAIgiAIgiAIggBqHhMEQRAEQRAEQRAEUPOYIAiCIAiCIAiCIEDb5vGsI4/7+ptvW7+fiZOm7ygpaYsjIlrLmWedO2ToyP4DD8jt0n3I0JFDho6cM+fV5u6EhCraKkEA4P0PPlyxYqV63HlO76OPPv74n/6SvOSee+9/8KFH9rDJjTfdOnfuawDw5FPPRiKR3a02dvyE6uqaXW7o//nqQSQSefKpZ9vgj+l8fPTxfyZMnDZm3KGjxx7y1yefacM9V1fXjB0/IXmJ53ld8ns2aycrVqx8/4MP2/CoCJ9PPplX0K1o1JiDhwwdeeTRxzfrPO8oKZk4aXqThXtON6L9mXXkcf0GDFUX2X8+/2JHHw6REp7nZWbnjxx90AHDRh8yYerjf/qLlBIA3v7XO9dc+8ud16c3yc6JlPI3v/39gcPHDBsxduq0w9959/0UN9y+Y8e06bMmTT5s6dJle115d1FBJGN29AF0ap566omC/PyOPgoCAODVuS8BwKLFS6666trPF3zasp2Q0Dbngw8+mj592vDhw9Lu9AohDMPwH1991ZXZ2dkA8NTTz55x+qmZmZkp7sff0Eedh5qa8FNPP/uTKy7dB8fekUgpL77kio8/fHfYsANjsdi6des7+oiasmLlqs8+W3DsMUd39IHoydQpk99+61UA+Oyzzy/48SX//Mffpk+f2uK9NTfdiHZg7pwXJ044tAUbJr+pEu1MIBBYtuR7ACgu3nTBjy+pq6u79ZYbp02dMmrkiJ1X3uWbJOnrcB5+5LEvv/z6y8//m5/fdfPmze9/8FGKG3788SdTp0353W/vT2Xl3UUFkYye3x43YUdJySmnnnXoxKlHHHXc6tVrAGDu3Ndmn/Ojy6+46tjjT77zrnvVao8++vi4gyaeeNLpl1z2E/XV0xVXXFVRWam+Mrr/1w9ccOGlM2cds2bNWgDYvHnzEUcdN2PmUbfedteQoSM7+k/c70DEe+69f+q0wydMnPbYY38CgFWrVs868rhJkw+bNn3W/777Xn0TdeJJp0+ZOnPCxGlv/+sdX+iOkpKx4yfcdPNts8/50Wmnz47FYgAwb978gw6ZfNQxJ9x4061nzz6/o/++dmLs+An3/urX06bPmjxlxg+LFp908hkjRo1/+JHHVNaMHnvItT+//vwLLj73vB/X1dUBwJ133Tt12uGHTJj6i1/eCABLly57++137v/1A0cfe+K6dev9fHn9jbemH3bE5CkzLrnsJ7Zt7zKDKiurzr/g4kMnTp0wcdqnn/53l1v5vPb6m9MPO2LS5MNOPuXM8vIKALjm2l9e94sbLr70iumHHfHW2/9Wq/3x8SfGHTTx+BNPXbx06Z7/5HPOveCDDz9OfvznJ/766afzXnzxlY0bi8+aff7pZ8wGgBNPOn3ylBkHHzol+VuUPzz4yMxZx0ybPmvVqtUAoDZMfgl1Hn77wO83biw++tgT77n3/iOOOm7R4iXq2cOPOHbJkr3373ZaotFoNBrr3bsXAIRCoZEjRwBAVVX1BRdeOm36rKnTDv/kk3kAcNbZ573w4svq68GLLrkcAC648NL58xeonQwYeOAuczYV1LYA8PU336pUXfjDIvXSkyYftmnT5t8+8Pu3337n6GNPfP2Nt/bZaSBg+vSpv/zFtX998uldXmR31g0AruddetmVU6bOPHv2+XV1dU3SjeiE7JzaO78bqw9UF1x46SWXXdnRx0tA//79Hnvsob/89SkAWPD5F488+jgAvPDiy4dOnDpl6swTTzodAJLfJK+59pc/v+76886/8MGHHt1Zd5MNm7zZdvTfqhWI+OBDj/75T4/m53cFgL59+15+2SUA8Lfn/u+QCVMPPnTKr3/zO7Vmkw9U3y/84fd/ePjNN98+8aTTV61affSxJ6rVHnzoEdWWaSLRj4qd37d3+clq/2S/aB7fetudxx579Ldff37dz6+58qpr1cK169Y/8efH3nvnrQ8//Hjb9u0rV656/sWXv1jw6dw5L/w/e+cdH0W1PfBzZ2ZLsukJhBRIIIGE3pWmiHRQEUVQLGBBUazPRrU91Od7PhX1hw8UUAQVFWyI9N5RegsCKRAghfTs7uzM3Pv7Y3Y3SxJgswkpl/P9UDazdya7871ndu7ZM3cOV3by2jIx4euv5j3/3NMffzIbAKZOf+Ph8Q9t2rimU8f2pdbSWn9P1zvff/+jzW7ftnXD9m0bV61Ze/jwkZiY6D9+/3nnjs1fffnFq5OnAcDy31e0bddm+7aNu3dt7XfLzZ6rp6WlT3pq4pLvFrVoEf/bb7+rqvrkpGe//27RmlW/W622untbdUBkZOTWLeuHDx/60LhHF341b8+urbNnz9VTBqdPpz7z9JOLv17QrVsXvdu/8Pyz27Zu2LNra0lJ6bp1G9q1a3vHHcOnT5u8euXyhIQW+gbT0zP+N+fztWtW7Ni+qXl8/PwFC/Xl5SNo2mvt2rbZs2vbzh2bO3fudLm1dPrd0nfL5nU7d2weNWrkJ5/O1hcqirpg3txlS5e8+dbb+lhr3vwvt25e98OSxXv37r/CW46La/bdt18PGzq43GMAGDt2THx83A9LFi9bugQAFn41b8f2TVs3r5s9e05RUZHeJjQ0eOP6VdOmvfrcCy9d4bdMmfxKfHzc6pXL33h9+sPjH1q06BsA+Pvvkw5Zbt++ASfULBbL+HEPtOvQdfwjE7799ntN0wBg+ow3xowetXXL+l9+/vEfL71KKf30k4/eefff27bt+OTT2R+8/+9KN1UxZn3js8/mTpnyyratGzZvWhsZ2XjK5FfuuGP46pXL7xo5ohpvFLk6nTt3Sjnx9+U+ZCty7Njxxx9/dPu2jQkJCR9/MrtcuCH1hHvvfTCpdYek1h0uZGVVDO1Kj8ZHjx3/fM7/fbXg87p+7QgAQIf27fLzCy5ezHMvefud99auXrF928Zvv/lK/3jyPEgWl5R8s/irV195saLuciuWO9jW6bvkjbNnzxqNxmbNmnouPHHi7w8/+mTdmhXbt25YvWadnrMod0LVpXOnZ5956sEHxi7/bVmlWy4n0U2lx+1yZ1bXLdfF8HjLlu33jx0DALffNuzEiROKogDATX16GQwGQkhiy8QzZ87u2Llr8KCB/v7+fn5+t902rOJGbr21HwAktWqZnp4BADu277z7rjsB4O67RwrCdbEb6xVr123YuGHToCG3Dbvtztyc3NS0dFXVnn3uxX79hzw56Vk9DdapY4dff10+47U3d+7cFRgY6Ll6QkKLuLhmANCqVav0jIz09IxGERGJiQkAcM+ou+rubdUBI++8AwA6derYrVuX0NAQi8US2zQ2KysbAJo3j2/ZMhEAhgwetG37DgDYsnXb4KG3Dxg0bMfOXUddlxyXY/OWrenpGbePuHvQkNvWrFl37tw5fXm5CFq/YePEJyYAgCAIISHBl1tL59y5c3ePuvfWAUPnzp3nvtT51ltvAYBGjSKKi0sAYPuOnUOHDg4ICLBYLCPuuO0Kb3nw4IGVPq7InLlf9Os/5I47R53NzExNS9cXjhk9CgCGDhl8/FiKfn3XVblr5IgVf6xSFOWrhYsfeGCsN6vUZ/77/nsb1q3q1bPH7M/mjHt4AgCsXbd+1sefDhpy29gHxlFKc3JyIyMbvzZ9yuCht7/3r7f1XHhFKsasb/Tq1ePNN2d++NHHZ89mmkymarwzpGq4+3+lH7IViY+P06t277tvtH5IQeoh3333dcqxgynHDjaJjKwY2pUejfvefJPZbK7rF444YYwxxjyX9OrZ46Fxj321cJGiqBXbDxnk/BysqLvciniwvaaUs+Y+sQkODjaZTPeMumvrtu368nInVFfmcvYrPW6XO7O6brl+rz02GAz6A0EQNFWt2CkrbS8IgqpVcnBBahnG2EsvPn/PPXe7l7z2+lvx8XFz/vcpYyw6tjkAtGvXdsumdatWr5k6/Y3bhg/5xwvPuRsbJGfPFwSiqtpV7XOM/gknCILJ6PyoEwRBVVUTmNznuIqqAkBJScnLr0zZunl948aN3v/vh7Jsr3SDjLFBAwd88vEH5ZaXi6Byu/xya+k8/ew/Zr71ep8+vXbt3vP22+95bhAAmOsc3a3V/VSl+Jn9Kn1cjrXr1u/cuXvVH78ajcY7RozSv1EHAELIFTZeKf7+/v1v7ffb8hVLl/20bYuPV87XKxISWiQktBgzelRM0wRN0xhjXy+c3yQy0rPN4SNHw8PDzp8/r/8oSaI+mqKUalTTr7MqF7PeIEkSpVQQBMXh7J/jxz3Yp3evlavW3HbHXfM+/+xqG0BqjP37DyQltar0qYq6fYsdpG6pGNpj7nuw4tHYzw/HxvWIg4cOh4WFhoeXTQXy+dzZu3fvWblqTc/efXfv3FKuvdnP+TlYUXe5FcsdbHv27FFb74l/YmNjFUVJT8/Qv7y5Mpcbkuifj/pjh0MxmcxXtV/plj3PrK5ProuvPW+6qdc3334PAL8tX5GU1KrSU+eePW5ctXqN1Wq12WzLl6+46jZ79Lxx6bKfAWDp0p+8/AYJqUEGDrj1szlflJaWAsCpU6cLCgoLCgpbtUwEgNVr1tpsdgA4m5kZGBhw/9h7n3/u6f0HDl1ha/Hxcdk5OSdPngKAH36svDrlOiQj48z27TsA4JtvvuvTu1dpqTUgIKBx40aapv2+YpXeJiAgoLi42HOtm2/q8/vvf6SmpumXf58+nVrpxgf076dftahpWn5+wZXXKigoaNWqJQD8+uvvl3u1vXr22LRpi6ZplNK163wfgrrfUUF+QXx8M6PRmJWVvXPXbneD75b8AAAr/ljVuk3yFSpHAgIsnntm/PgHX3ppcteuXS73VWpDwWaz/frb7/pBb/eeP2NiokVRHDig/wcfzNLTTH/t3ac/tXr12h3bN30069O0tHQAiGvW7O+TJwFg8+ateualYsx6Q7O4Zvrl6+tdl3yfPp2amJjw9KSJw4cNOXL0WGBgQFFR8dU2g1SXzZu3fvjRJxMff6zSD9mKugEgNTVt167dAPDNt0v69O5V6QEEqVdUDG1vjsZIHXL6dOrzz7/05MTHPRempqbdeOMNr782LTQkJCsr+3IHyYq6y61Y7mBbi2+Lfwgh/3jhuUlPP69f0n/mzJk5c+f16tlj5crVhYWFsiz/8OOym/pcZR7EJk0iMzPP6SdCmzY7R8LlJLobezM4um7h9tvje0aPNRqMANCtW5cPP/zPE088PWfuF6Ghof+b/XGl7Vu3Th573+gevfrGxsZ07NghKCiw0mZu3pn55riHJ3z22dxBgwaEh4dfmzeBXJYxY+45nZrW+6ZbASA8POzbxQufnDjhqaef//2PldFR0WGhoQCwd+/+t/75jigIZrP5k0+udFMfSZJmfzpr1OixYWFhN9zQzf094XVO27ZtFi3+7vkXXo6La/bajKkBAQGDBw28Y8So0LDQlokJepuRI0dMePypzz6bu/Ar502M4uPjZs3675h7H1BU1SBJ7//nXy1aVPLF4Nsz33zm2Rc6dblRkqT3//3uLbfcfIW1ZkyfMua+B1s0j2/UuNHlXm1SUqtRo+66fcTdjRs3ato01ud3/fD4B++8a3RERPhvvyxdtPi7+x98OMBi6dSpg7uBw6Hc3HeApmnz5825wnbMZvOA/rd27d6r/623/Pu9d7p07hQYFPjQgw2+spoQ8u23S15+ZYokSWGhoV/On6vb/MdLr3Tu2oNS2q1bl9mfznpq0nOfz50dHRX1r3dnPvHk0ytX/DphwiPjxj+2cePm5OQks8kMABVjtlJkWXZPfzhp0hOvTZ/y2IQnm7do3sR15duixd/+/MtvRoMhOjpqxvQpgiDMfPu9Hj1vfv65Z+69957a2jHXC1u2bktu09Fusycktvjf/z7Rp61+5+23yn3IVtStH1K+Wrj42edebNas6YL5cz3Dbd2aP+r6nSGVUC60538xx5ujMVL7yLKc1LqDqqghoSHjHnrg6UmXTJP2/Asvnzt/Xh8At2rVMjo6yn2Q9GxWUXe5Fd/65zueB9taf5ec8+I/npNluWfvWxhjkY0bvfba1FatWj737KRbbh3MGLtn1F39+vW98hYsFsvjEx4ZNOS22NjYqCjnPRHLSTyeckJfXvG4jbghttL8un4N9QWr1erv7y/L8rDb7vzwg/90aN/uCo3tdrvJZCKE/LFy1Zdffr3ku0W1+EqRmke3DwBTpr4WExNd7qPlOuRCVtaIEaN2Xa0OB/GSc+fPDx5y+4F9u3GqAgRBEARBkHoLt98e+8BLL085cOCgXZbHjB515bExABw5euyZZ15gjFkCLHM++7S2XiNyrfjm2yULFixUFKV1m9avzcCcKFKTLP7mu9ffmPnev2bi2BhBEARBEKQ+g98eIwiCIAiCIAiCIMj1MTUXgiAIgiAIgiAIglwZHB4jCIIgCIIgCIIgCA6PEQRBEARBEARBEASHxwiCIAiCIAiCIAiCw2MEQRAEQRAEQRAEARweIwiCIAiCIAiCIAjg8BhBEARBEARBEARBAIfHCIIgCIIgCIIgCAI4PEYQBEEQBEEQBEEQwOExgiAIgiAIgiAIggAOjxEEQRAEQRAEQRAEcHiMIAiCIAiCIAiCIIDDYwRBEARBEARBEAQBHB4jCIIgCIIgCIIgCODwGEEQBEEQBEEQBEEAh8cIgiAIgiAIgiAIAjg8RhAEQRAEQRAEQRDA4TGCIAiCIAiCIAiCAA6PEQRBEARBEARBEARweIwgCIIgCIIgCIIggMNjBEEQBEEQBEEQBAEcHiMIgiAIgiAIgiAI4PAYQRAEQRAEQRAEQQCHxwiCIAiCIAiCIAgCODxGEARBEARBEARBEMDhMVBKFUUBxur6hSA1BjrlD3TKH+iUP9Apf6BT/kCn/IFOaxxx+rTJdf0aahXGGGOgqKosKydPpd5z36OzZn9RVFzSunWSzS7b7bJNlktKrHa7XVEUVVGpRolABOF6zyPUZ9Apf6BT/kCn/KE7VTVNtju8dAoEndZrME75A53yBzq91hBbaX5dv4bagDGmaVRRVE2jDCgAYZQ++czLf2YUOIousuLcFb8uaRLZGAA0jVKqMb3rATgUBRgzGg1ms1+Axc9gMNT1W0GcoFP+QKf8gU75A53yBzrlD3TKH+i01pDq+gVcczRKVYVqVGUMGGOEgEBEjVIgpGPHtruP/BLTpDELlEwmk96AMSYIAgABAFVVJVGklCqKqijFefn5oiAEBQWGBAdhDqYOQaf8gU75A53yR6VOKWMMnTZYME75A53yBzqtZXj+9phSqqhUVVUgRCCEUapqGmVMU1VVVfQS/W+XLBs2ZEBQUCADAMYIIYyBQAgQQhlljBEggigwyhRVccgOPXkDABHhoUFBgaIo1vW7vL5Ap/yBTvkDnfLHFZxqqkoZ89IpEQgwQKf1AYxT/kCn/IFO6wQ+h8eMgaKoqkYBgAFlFFRVkWXZswWr8NBjGbjqEQAAgACllAAhhCiKommanoxRHErTZtHBQUGEkFp7a9ct6JQ/0Cl/oFP+QKf8gU75A53yBzqtQzgcHmtUkx0qAQIAmqbZbDZKy/qP3l1UVXU4FIfDITscjFLRhcXir1caXNKlGKOMUUoBQBAEQRSspVZVVfUe5ufv1zyumSRh6uUagk75A53yBzrlD++cag6HA502FDBO+QOd8gc6rVt4Gx4riqaoKiGEaprVZnNdlU4YYza7vaioaPfuvb8sX3n46HGHQwHGTGaT3W7TUyaSJPn7+d3YvUvfm3t36dQhJCRYkiTGGBDQZ0unjAFjsuyQJAkA7Ha7/kvtsq1lQovAwMC6fvd8gk75A53yBzrlD3TKH+iUP9Apf6DTOodBELDcAAAgAElEQVSf4TFjTHYoDAij1Gaz6WUD+uxtFy/mfTL7i+V/rNazKIyBv5+fzW4DAJPJaLfb9S5FCNEbCIJAKQ2w+I978L67R9xmCfB3/xbKqKpomqYRQgwGyS47HLKsaZrdbo+NjWkaG113O4BD0Cl/oFP+QKdcYpcd3jr197PZvHXqb/F3V/Ch09oE45RLqhCn6LQhgHFaT+BneGy1yQSIRjWr1Ur0ygOAQ4ePTnzmldLSUr2jaBrVP5hNJrMs211dSiYEGAOjwaCoCgCIoujukWazOTYm+tOP/hUSEgTUWaTAGFMUlVIqCIJDceiXuSuKEhQcmNyqZR3uBM5Ap/yBTvkDnfKHzS4DuyZOY6Ka/N/H/0antQ/GKX9cuzhFp3UFxmk9gYfhMWPMbncAIbIsOxwOfeHZzHMvvfrGib9PEkFw9w+T0SQ75HJdSr/M3Z1uAQBJFFXnKoQxSggRRbF161YzX5sSGdnI+UspczgcDkUxGAyMMT13rqqqwSB1aN8Wp0qvJuiUP9Apf6BT/vDBqdFocjjl1rBTUZI6dUCn1QXjlD/QKX+g03pFgx8eU0plWWXArNZS92Xr//1o9g9Lf7W7pneTJElVVQAwm8x22R4eHj540CCbzdq4ceMuXbsmtWolOxRFcRw+dHjb9m0r/1ipaqrevYxGo7uPSpIkCMJ9o0dOnDBevwrAdVm8Q5IkQkhxcYmmqYqi+vuZO3fugFPA+Qw65Q90yh/olD/cTm02q6ZRfeFVnQ4cMFCWbei0foJxyh++xSk6rc9gnNY3Gvzw2GaTgZDS0lJKKQEoLC6Z+PTLR48dFwVRv9mX3htEUZrw2KPDhw2LiIiIaBQhkEszIgT0LgJAVFVJSTmxfPlvXy/62mq1uregd0oASGgR/86b02P10nzGVE2z222ECIwxvfJBluUmkY2Tkq73ygSfQaf8gU75A53yBzrlD3TKH+iUP9BpfaNhD49lWVGpZrfZ9ZKDv0+envj0yxfz8vRn9X4QHR395huv9+rVKyAgAAAqpkEYgLO+n+lV/s7CBIfDsX37jtden3HmzBnPCn5JkoKCAt95a3r7tq311g6Hw2q1GowGTdX0KeBsdlurxISYGLy6vcqgU/5Ap/yBTvkDnfIHOuUPdMof6LQeIk6fNrmuX4OP6DfLdvenQ4ePPjbx+aLiElEU9U4hiuKUyZM//O9/k5OTTEYjARAIkMr+AJQ9ACA6oijGx8c/NG5cy8RWW7Zu0cv6DQaDqqo2m33j5m0tE5tHR0UxBoIgEEIcssNoNDLGNE0jRMjMPB8REWY2m+t4NzUo0Cl/oFP+QKf8Uc7p0WMpjz7x3LVwmpzUevPmTei0FsA45Y9ai1N0WmtgnNZPGurwmGrU4VAdikNRVAD4a++BR594zqEo+qxuABAbG/v5nDl3jLjDYJAIAUEgAiFQ1o0IIUBcCRjXY30xeCZmBEJatmw1duz9Z8+eTUtLdZclOBzKlm07WyUmxMZG6/2PUirLstFodFZHCCQrO7dpbPT1fGl7lUCn/IFO+QOd8kdFp489+bxddlwLp4mJiei0FsA45Y/ajFN0WjtgnNZbGujwmMkORVFVu10GgAtZ2fePnygZDHrqhTE2YsSIeZ/PTUxMKEuxACnLpTj7E3H1MncDBnBJn3IlY4jZbBo6dFhYWNj2bdv0ieCMRqMsyzv3/NXzxu6hoSF6ryotLVUUxd/fX5ZlgQiy3Q5ECA8LreO91TBAp/yBTvkDnfJHJU4F1yyp18ApoNNrD8Ypf9RynKLTWgDjtP7SIIfHiqLJimqz2wGY1Wq//+GJRUXFmqYZjUZN0x6fMOHdt2f6+fnpHUIgeoYFCAEBgHjUHhBnp9F7FHNnWcoqE5xZGOcP7dt3SEpK2rBxg17NDwCy7Ni1+6+B/W8xGoxAwGg02mw2URQBQNM0UZKysrIbN2psNpvqal81FNApf6BT/kCn/FHrTgk6vdZgnPIHOuUPdFqfaXjflTNGZYeiqgpjTKP07fc+OH8+S3/K4XCMG/fQtKlTnTkVAoLeoQSP6nyBEI+O5fGHuMsRGCvrduWugB8wYOCc/83VO41O7sW8GW++qzcSBMFkMsmybLFYBIEwShmlR48erc390xBBp/yBTvkDnfJH7Tv15KpOzei06mCc8gc65Q90Ws9peN8eOxRF1TS9FOHAwSPvf/h/JqNJL0Xo37//Rx9+WNaBXIkWjz5E3A/AXa/vyr4AgKtywfmwrD+5ehsQaBrbNCoqat26dQBgMpkcDkdWdk58XNP4uGYEiNFotNvtskMmQOx2uyRJefn5TZo08bv+rmv3HnTKH+iUP9Apf9S+U1IVpwZ0WnUwTvkDnfIHOq3nNLzhsd0m22x2ALDb5YcemWSXZU3TDJIhMDDw119+FkVRKOs6zmvWBQJEIIIrDeMu73L1KSAe/7pL9j0/z929S2+S3Lq1JIq7d+9WFEVf5699B0eNvEMQBcYYY8xqtfn5+TlkWZ93Tpbl63NidC9Bp/yBTvkDnfLH5ZwGBAT89usvde4UACil6LRKYJzyRz2PU3TqAxin9ZwGVlytKIqqaZRSxtiSH34qKCzUlzNgB/btMxqNxNXS2asAXOX67jSM/qwrJePuQK5/XYkVAGDujZSDADz51KR27dq5l9httqmvzdQ7kL+/vyAIisNhMpn1C98zM8+VlJRe653TQEGn/IFO+QOd8scVnO7cvt17py59Ne+UMYZOqwTGKX/UVJyi0/oDxmn9p4ENj2WHqic5rFbb7DnzRFGQJAkAnnv2WWchvivdAuCuQnDfIsydcXFuTXDX7nv+DuJZlsA80y+uPI5z2/9+7z96jb4kSYqqHjh02L0Ni7+/Q1H8zGZBECilAhFOnTpVWzupgYFO+QOd8gc65Y8rOPW3WLx3qrdAp/UBjFP+qKk41UGn9QGM0/pPQyqu1r/o1+/WtWbdprXrNzHGKKWRkU0+//xzZ12+R6W+4O5Gnl2tXP6EALv6byaEONu5mzOAsNBQSumuXbsopQCgaTQvL69nj+56lqWosJAyqiiqw6EQQbDL9oSEFtdkvzRk0Cl/oFP+QKf8cRWnUDb0rWmngE6vERin/FF3cYpOrxUYpw2ChvTtsSw7FEWllGoanfPFl+7l/3jheXfWxOPKdQAAVVV37tr9+x8rPXuSuyah7EdXt/Pocq6UCwMgDBgjgmfhgr4WGTv2fs+Z39au30IZZYwySkVRlB2yyWTUu2RpqdVdPoG48cGp88GliTJ0Wn9Ap/xRVad5eXkfzJrVt/+gUffd74PTgoL8th069r21/8uvvnLo0CF0ei24slNwGan5OAXwPk5tdjs69Z6rxum9Y8d++NGshV8v2rZ9m6o48Nhb/6mzOEWn1ww8R2oQNKThsaJqVKOMwZGjx89mnjcaTYSQsLCw0aPH6B1g5aqVn82Zc+8DDw4aOvyGXn3adeo67tEJK/5YZbFYgOlZEnAlTi7BXX9ASNnPRUVF4x95dPZns3/79desrGxgHjcTc/0b2TjykYcfBQCDwUAIscn2PXv2MQYMICAwkGrUaDQSQhhjoihmZJyptX3VULiqU9cFEwQAMs6cWbh48UOPTOg/ePj9Dz3ig9P8/LxuN9x4U9++o++994OPPlq9erWiOFztAZ3WCFVyCnoakzkl+uC03JU2GKfXAm+cUka/XPj1XaNGd+ne45nn/5HQosUX/5u96Mt5PjgNDQ09tH/fwi8X3DnijsWLF3fp1m3QkMFPP/vM5i1bqKah0xrhyk7JtYtTfaF3cbp7z1/o1HuuGqevz5jes2ePgICAtevWv/Tq1AFDhnXq3qNrjz6PTJiIx976SZ3Fqf4cOr0G4DlSg0Cq6xdQBVRVpYwCwPadexhjsiyLojB06FB3P/j775NJrVr2uPGG4ODguKaxJrOJOK9mB1dfclKuCIFVVpXg7+//xITHCgoL9+0/sGrN2l27d5vNZrPZ3Lhx4/Cw8KlTpkZERADAmDH3fj7vc4c+7RuD2XPnz+/6MSFEL9ZXFMVkMjlkmTJyMTfvmu6fhshVnf5z5syUEyfOnT9vs9puvPGGm2/q88SERyMbN4pr1swHp2FhYXt27czIyCguKcnMPLd9x46FC78+lnI8NCQ0Jib6zTffio2JRafV5KpOdUpLS3bu3l1cVHQ6NTUjI6OkpDSqSeS/351ZVacXL+bd/+BDYWGhZj+/wIDApKSkyMjIgICAzp06BwUFC4IzA4hOq8NVnQ697bZGERFDBw9+643XEhMT/P39qnPsBQBREOKaNWvWrFnvXr3ffeedtLT002lp69atmz59+ldffhUfH49Oq8lVnALccedIh8NhNpv9/f38/fyIIEiiGBEe3r5923EPjPXBKQG45ByvMso5/WLB4j69eqBTL7lqnLZp00avzBx110h39aaiyIWFRb7FKQAUFRdv3bq11Go7kZKSlp5eXFKSm5sr2+2fffa/pFZJGKfV5Kpx+tzzLyQltYqNjencsWNcs6aiJOr6nGkoj035EKf5BQXbt2+/kJW9b9/ewqKiaVOnJSYkotNqctU4XfL9DyPuuM3fz99zrZpy6m6RnZ09Z+7ch8ePj8Hz3spoMMNjjWqKogIAMNi0ZZueC2GMPT1pkntOtmefedpdrE88kyoMKDDCwHMpK+tFxJmQYa6L1wH0JEqvnj0ZwNAhQ/QkiqIo6ekZefl5Z8+cNZlN+qrN4prFNYtLS0/TfzybecFqtVks/gAgiqIsywAgO2RCSElpif4rcnLzGkWE1c5+q89447Rtm7ZDhw5tnZwUFBjoeTEGAaCsyk4BiEAgLi4OANq2aTtw4EBgQCk9nXr6woWssNBQQKfVwxunfW/tHx4WZrFYmjSJbBoTExwcPHBA/yaRkaEhIT44DQ0N/eC/79ustqLiovPnL5SUlqamph4/fvzLr76y2+z/+c9/mjVthk6rgzdOf/3pJ6PRUFPHXvdy138kPj4+Lj6+X9++7I03mOtMAZ36zNWdEvh64Ze52TklpSXAgAGjVHPIjsxzmf7+/j7EaVFR8YzX3ygoKCgsKtJUFQBsdntBQUFpaWnjxo3nz5vfNLZpRaeZ59Cpt3gTpwCep9lOjEZT40aNfHCan19w79j7IyIiwsPDWycnN4mK6tixU2RkZGBgQFxcvGQwYJxWE2/idOTIkWmpqSkpJ3759bcLFy4UFReHhYVFRUbe0L3bk0885lOcvp6WnlFQUECp1jQmNrxRo7Zt2vbr1y8mJrZ58+aA50jVw5s4LbWWDhwytGOHDnePvHPArf2I6KrzrZHPU4Cly5Yt//33C1kXRt19dyie916GBjM8lmWFahpjLDs799TpNFEUNU2LiYmJahINDJzF9JeBAehVAcDclV2VNHO2KfvkYM5u6/rZIBkSEhISIKFb127uAgdREB9++OHXXn9NEkW9/dnMcy0TW+hdymq1+vk7M0CKoubnFb7z/sd/7d23evn3BoOhBvdPQ8Qbp3fddVdZTYgHNeUUAIggJCQktmiRgE6rjzdON61ff8nkE66Uh/tzokpOBYG0ad2a6U4ZlP0L4F6ITquDN04NBmOl69ZgnIKrf7h/Qqc+443T4KCQkOCQmopTP7P53tGjjUZjcEhwcHCIyWTyM/sRQbhKnAKgUy+p/XOk0NCQVX+suNKxFwDjtDp44/SWvn3JLX0947S0pPTosWOSJPng1M9svnfMmGZNm0ZFR+Pn6bXAG6ePjH/40Ycf3rlz57ffLXn3vf8MGtB/zOhRiQktqvN5yijdsXPnz7/8umXr1gH9+z85cWL3bt2YR7E2Oi1Hg7n2OOXEKX1StdT0dFVVVVWVJCkxIcGdLAFgFWduY64zLOZKnTAGrCza9cceuRdCaIVTsvIl/hUa9O7dR5IkjVJN0zRKd+z6U19uNpv1Sn39FQqCcCwlZcOmbdk5OUeO/12DO6eBgk75A53yBzrlj6s6ZayGnRqMhp49e3Tp0rlF8xbhYWEBFovzwocrO9U0dOolGKf84VucWgIsN3Tv3rVLZx/jtEeP6OhodHqN8D5Oe/bo8cmsD1f89nOTqCYvvPTKnaPGrFy1xgenDtnx2f/+d/Mt/eYtWHDLLX03b9jw5utvdO/eveJrQ6eeNIzhcU7uxazsHF316dNpuntVVW+5pZ/nF4vla4acfcPzOwhS/knXNe7uTiYQwqj7ycoyM84NlW0qIqKR3t11dv35l/7AZDK5O5O+JOPMWU3TjAEhuy+KFTZ5fYFO+QOd8gc65Q90yh/olD/QKX/44NRsNj/80IO/LPth1n/fP3fhvGtxFZzaZdmhKBvXr/tiztyhg4foN1iGsg2h08ppGMPjFavWG41GPVWWmpbhLrvr3KWLuw1z9Y0TJ/9+ecq0gcNHvDx1xslTp52JUea8MJ0xPeWmr8BYZdkxQog7EcMYO3Do0KtTp40cPWba668fOXrU3dy9osViiWoS5doIS08/q19aIEqiIAiaphkMBlEUCSEFBUUMmNHsfyb1ermz9uWoklPdEruk1Md3p+A6tlSeAwdAp75RVadFRUUZGRnFxSU15dRqs2WcOSM7ZI8XhU6rRZWcZp4/N3fe/OdffOXrb747fz6r+sfe1PS0BQsXTp0x48dly86fv+Bu7l4RnfqAN0519DhNTUvbvWfP6dQ0TaOXccqqFKfp6emHDx9OS0/zOBVDp9WiSnF67vz5H5f9POP1t7bv2FlaasXP0/pJVeM0N/diekbGxbw8PEeqt3gfp5Sxo8ePb9u+Y/+BA6VWKzBo2iz24Yce9MFpUGDgc08/LYoiELDbbQcOHty+c0fKiROKPgsXOr0MDePa4x2798Y1jWWMEQK5Fy9qGjMaDQDQoX17vYE717Jqzdr7738AACilx44d+37pTwu/mNP35t4EGHhMZu5MrBHngcXzEKA/JvoNwgC++nrRiy++qD+1f//+H5Yue/utN+8eOdK5IQAGIAhC7z69f/3lF8ZAlASbzV5qswZJAQCgaZpDlhljmqbp3YtSyoDYc8/V1s6rp3jvFBicPHVq6bKfzp7JiG/e/K6Rd7ZoHi8IxGenlNKTp0+vWPFHRkZGcnLrAf37x8bGurNi6NRnvHdaWmqd8cYby5YuLSoqBoDHH3/8jRlTAwIsPjstKCx8dcrUFb//brVaAeDhRx6dPnVqQECAc0Po1Fe8d7p567aHHn60pLCAUrpgwYKA4JBl33/T44buPjv9YelPL77ysrW4WH/WEhT8yUezhg8b6twQOvUV753m5eff/9DDp0/+bTYZz5zNbN++3a8/LQ0PD/PZaea5c3ePue9i1gWjyXjhQlbr1q0XL1ocExPj3BA69RXvna7bsPGRxx43GcT8/IKPP/mkeULi2pXLG0WE++yUMZaVnQ0Mli1bFt6oUbcuXZs2a4afp9XHe6cFBYUTHn/i/PnM06npdrt95Mg7P/rvf0JDQ3x2CpWNjN2gU5/x3um4RyZs2LQxLqbJ6dR0o8Hw7TeLburdixGoTpz+/scfH3344eEjRxVF8Q8M7tmzx5dfzNNfADqtSMP49vhsZqauEADsdlkQiKqqritmLqkreeaZZ1et+KVP756EkOKCfMbYi5OnOTMszm8f9avagbqXAlQsJ9EX5+bmvvzyy9mZqZGRjQGguCCfatq0117PzDznaubsy9FRMbLD4VAcNpudMabfnNN9ibx7EjlBIIIgSJJBBArXN947nfTcC71u6vv9D9//sHTpzLff6dGn75QZb4AzhVZlp6qqjhx9b+8+Ny2YP3/RokVTpkzuffPNU2fMUF3K0KnPeO90+J13f/XlV5vWrerSuRMAfP755+Mem+izU6vV2vXGXj/+8MOp44fi45oBwIL584bdMUKWHa5m6NRHvHf64itTivLz169Z0Tw+DgBKCgsmPfeS78feixcnT59hLS7etmltWFgoAJQWFT7/4ouZ5/DYW128dzpi1Jg/9+y5ffiQZ59+CgAOHTp89+j7fI7TkpKSm/sP+jvl+PhxD7w+fQoAHDt2bMCgQTabzdUMnfqI905fmjytuKhw+c8/durYAQBST50cP+FJn51SyhZ9+13bdu3Dgv2/XPjVU089dUOPG+9/aJzz9jDotBp47/T2u+5Zt379rA/fT0xIAICffvr5vnGP+uwUAKxW27lz5/Ly8g4ePJiWnpadnSU7HB7N0KmPeO90286d1pJi3WlRcfHtd961Zv0Gn50yxpb8uHTcuPHffD0/OioKAKzFhX/9tXf12jWuZui0PA1jeCw7FFEUdYN2u11fGBgYqEstK8YDyM3NfezxSbt2/6mLVBxyTm7ulq07GHM3dT4QCKGUVpwb1b05BrB67TpK6bTX3iooKNSfVFUFAHbs2unZHgCCgoLcCwgQd80YIQQYCAIBAEYZEKJpGiMkIMAfrm+8d7pyzVrFIS/4/LPWycmEEIfd9s2SH46lnPDN6Y6duw4dPkI1bevGNU2bxgKAw277cenS1WvWeLZHpz7gvdO09DTGWOfuvfbu268fdrfv2Lln7z7fnG7cvEW22wCgQ5cb0tIz9OfPnMn4Y9VKz/bo1Ae8d3ruXCYA+/T/5mRl5+gfoplnz2zdttM3pxs2bLJbSwHgj5Wr9VtKAIDikHfsxGNvdfHGKXM6Pc+oNv/Lr1+ePE13euDgoT1/+RinmzZvBQBg7IOPPnny6ef15/Mu5q7CY2+18T5O8y5eBMZ69On31959utO9e/cdP/G3b05PnT41ecpUAIhqlnDq1Gn9+Z27dv7622+e7dGpD3gfp+npaQAwcMjth48cccbpgYO79vzpm9P09IzE5NYdOnVqlZzcf8CA7jfc0K59+6S2bY8dO+7ZHp36gPdxKggCo9TtlGraK1NnuEfCVXWal5c/dcbrANC6fdf0DOc5kqZp7q+FAJ1WoGEMjxWHQ6MaY8Aos8sOxoAQEhaq327rkokJCCHpGRn66RRjjKoaALRsmVi2LVb2vyAIer2+65qc8oSHhQHA5/MWuM/P9Bs2mkymco0jIhoxN8A0zdmlBEFgjAIQUZRESTx/IVvTVCKKRoOppndSA8N7p34mEwD07T9k/4GD+iFAU9XEhBZl26qK06ioKP20O75lm7S0dH2hpmmBAQHotJpUxanZ/dh9WG/bunXZtqritFnTpvpBPCf3oudyi8WCTquJ905FQQSAH5f9ZLVanXGqadWJU4fdBgAz3/13aalVX6iqqsmIx97q4r1Ts9nkvsGm7pQQSEpqWbatqjiNjY2p9PX4mf3QaTXx3qn7khPPY+8l59ZVcZqXn1/JeTlAm+TW6LSaVOHz1N/ifuzW0bKlj3EaEhriro134+/nHxYWik6rifdOk5NalTv25uUVbNi0pWxbVXG6cs0aUmEhEciwwUPQ6eVoGMNjqlGH7GCMMmABFn/9cvbci7mu58u6Sbt2bT1XlAyGHjd2bxLZ2JVnKfujQwA0j4naGHNtjQEA3HjjDeVeiShJgiD079ev3PKSkmKBCO4/BIBRxiijlOoXu2qaSjUqy3aDZDCYTH5+Zri+8d7ppnWrE1qUnWS3TEzcsGqFPvmeD05bNI//19tvl3sx786c2btXr3IL0WlV8d7p7E8/9rxtPSHkzdem6zvQB6fJSUmdO3Uu92IGDRjYr2/fcgvRaVXx3mnLVomeKxJCunfrGhkZ6ZvTdu3aGIzlP3cNBsPNN99UbiE6rSreO5342GOeFgghk558MjAgwDenrZOTAgMDyaVn3m3btrv1Vvw8rS7eOx17371w6bG3Z48bk1q19M1pty5dJr/6qucriY2NXf7zz23atIZLQadVxXundwwf7hlWhAhj7rk7NCTYN6fBQUEZp0+mHDu2988///rzz7/+/OvokaMH/vpTP5h7gk6rivdOf/x2cXJSkntFo9EEAtzYvZtvTrt27uwZ9QAAhPz200/uSm836NRNw5iaSzJI7i8QgoIC9QclJSVMvzU2AyDOxMsfv//+5FOTflu+HAAEURw4cMCs99/TKwGcpfWuHuLOeApEoHpJvbsvuYr4g4OCN23c2PeWW9yvJDg45LvFi/z9/VlZNwYAyM6+4JmIFV0zp1NKBUFw1icQUFVNlh2qxjTqUdJwXeK909DQsN27dubl5amqapCksLAwQSA+OxUE4cEH7h8x4vacnFyr1ern5x8ZGenv7++5Ojr1De+d9r3ppiOHD/3555/bt++48cbuN3TvHhMd7bNTSRJ//WnpwUOH5s+ff+x4SmJCi/vvf6Bbt+6SJKHTauK909+WLe0/cFBKSorepnl8/NcL5gFzzqhZ9WNv0PJffxk0eLDni/num2+Cg4LQaTXxxqnOpCcn3jZ86Pz584+npMRERT858fHWrZN9jlOj0bhj04Zvlix5bcYMu90eEBDw6iuvPvjggwaM02rjfZxOefmlbp06THrm2by8PAAYP37cP9943e2oqk5FUXz6qYnjHnyguLjY4XBYLAFhYWHO1Cc6rR7ex+l778y8Y/jQadOnHz5ypF27djOmTR3Q/1af41QfYIeHh4eFhTEA9112AZ1WG+/j1GAwbly/bv2GDf/+z/sHDx3q2KXL++++7e/nVzYVV1WctkxMeHbSUx9+/HFxfh4AjB07dvq06eHh4YBOL0/DGB4HWiwlpaV6pwkKCtSvK5YkyWq1+lv8CSEMgDBgBMxmvy8XzL9wIaugMD80JLRJZCQhhDIKjAmCwDy6go7rI4EwxvQZ3so1adumzelTp44fP261WgMCg1onJ5vNZs91ddyTdelfcRgMZV1Kv5W23plDQ0JEgRDC/PwD4PrGe6f6QSAsLIw479FG9BntfXOqB35gYFBgYJA7wVbu5EwHnVaVKjmNbNx4+LBhtw0bViNOBUHo2LHjrFmz0GnNUqVj79bNm0+cOHHxYm5oWFirxESj0ViNYy/p3KnT/n379sVg0iEAACAASURBVO/fv2r16lv79evRs2fjRo0919VBp1WlSnEaHxf31ptvXnrs9dEpY2A2mx8eN+7hceMURZUkEeO0pqiS00GDBv19/HhRcZHJZPQz+wGAz3HKGBAggYGBgYGBeOytWarktE+f3ps2bnDH6VWc6kW9VzxHYvqlFBVWRqfVoUpODQbD4EGDhgwa5JVTgCvEqSCIz056asKjjxQWFoaFheOx1xsaRnF1VFRkcXEJpZRSFtWkiSAIjDFZltesXQPM47IZPaodjsiggKSmTSNDQ4EQBowQQa8K8NwmcyVX4NL8WNnGXMeIwMDA7l273tyzZ5f27fRrJsvyrM6W7OCBA4SAIAiSKBgNBqPBoG9N/6XuLYuCwBhjlFoCA2tr59VTqubU/dA1cV81nXr8R/QJA9Fp9UGn/FElp0QgyclJvXv3btu6tcForKZTICQmJmb4sOGzPpo1YsSdkY0i0WmNUB/iVJIkb+JURKfeUWWnBIKCgswmMx576y3XKE5LSq15+QXZ2bkORUGntUzdHnvNZnNk40gvj73otGEMj2/q1f3o8RRdT8vE5nrGhRCyc8eOci1pSTGzljKHAxQHs5Wy4kIAwpx3xwZKmWs29LLOpE+S7uyIrl5Xlk1hjJUUs6JCsJZCSTEUF4DN5lm6AAClpSUnT51kjFGqqZoWFxcjiiJjzCE7GGN6QQIhhAiECAJjTHE4gizczvbmJd47ZS5JHgeN6jm9ZOuu2k90Wm3QKX+gU/6oeafsWjnV0Kl3YJzyxzVyavH3DwsNbdQo3GCQ0Gktg3HagGgYw+M7bx968uRpfdbolokJ+kJCyJEjh519gznvAOaqunf1KlbWYQghDBijZVPiM7gkW6P3Mc97iDmfVFX3K2GMgUN23Yrb+btysnM80zk39+6pP7DarHrShVKqz5AeGdmYAaOqIzQspDZ2XD3Ge6dlWTTm+reaTj3uEefOh+kHHXRaHdApf6BT/vDGKWVVceoeI6PTOgLjlD9qPk7RaV2DcdqAaBjXHlssluSkliVWq9FoiggPaxLZ+GJePmMsNS2tLAnCAACIJZA4HExTCQCIAnHfBYQB0evynVkYj61fMiGBnoFhHtPqEvC3gCwzqgEQJghgNMMlM0+ww0cOO8sVgKmqemP3rvoTNptNr53Q2/qZzQaDEQAUW2lkMLf1+l5SBaeunU30nBeBajt159rcByDm+QQ69Q10yh/olD+8cQouiei0QVCzcepwKEajsWzr6LQuwDjlD/w8bUA0jG+PAeBfM2cQAE3TGLCbb+qlKIqqqqWlpd8t+c4jv8IYY2AwEj9/8PMHo5kB8ewAri+DtcKiojNnzlKNek6M7k7NOOvs3V3JYABLAAQGQ1AwBASCwTUTOgEAoJR9/vkcVVVVVVFV1c/sF+iaj05VVfdUbwTAEhgQEGghjBkUe6vo0Nrdf/WRKjh1ugAPTeDplOozOzHQNO3vU6dOp6W5rpS4jFPPY4Tna0Kn1aPGnRYXlZxOTTty7NixlBOFhUXOVdFpLVLjTtPTz2ScOXPy9OkzZzPPn7+ATmufmnJKKU0/czYz83xhYVFOTs6Jv0+6b4RbI07NJjM69ZIajFNRFPPz87OyslNT02x2+9XPkTBOrw016FTVtKNHjx06dHjPn3sOHjp44OCBAwcO5ObmotNapmacMpaVnX3k6LG9e/cdOnT4yJEjh48ePXz06JGjRw8eOvT3yVMOh4JOq0nD+PZYvx9PdJMmhUXFBsHQp9eNS374SU+KLFgw79577/W4shyAMAKCMzNCylIvbkRJDAwIDAoM3LBxU9OmTVNOnJBlR0R4eFSTyBYJLQQiOFsT11HDs5TanZ5xda7MzLNHDh9xp/FiYyIt/n6MMUqpoiiSJLknfAsNCY6Oiu7cuUNMdFRt7rp6Sw06JYRQBg7FcfZMZkKLBABITU2NjY01lOUy0GltUFNOKWWUaoeOHm/aNLZ5fJxuy263Hzh4KCY6xuxnCrAEoNPaoaacMgaMssMnUtokJxHiTFxSqqWc+DsiIiIsNJQQgk5rh6s6dX9rcWWngiA0axrrXhIeHuFwyNu27wgNCYmLizOZTJIkVcdpdHRjdOolNfh5KghCcHCIvuSvv/aVlJYmJDQPCgwyGA1mkxnw87S2qKk4ZQz+2rf/l19+O3b8eHZOjnugJQjkheeeHTp4kNlsRqe1Q43EaUFR0fLf/1izdt25c+dlWS4uKZFlWRAEk9EYFBwkECEsLGzU3SPvHX2PKEno1DcazPAYAEJCgvILChljHdq1CQ8LLSouIUBSU1OLioqCgoLAVZDg+v6/fHFCBUi/W/oyBgktWrgXuaeAI0D0GgbquWZZErXs4d69ew1Gg6qqjDFBIP947il9eVFREaUUCFFVVe/98XFxAQGWbxfOvVY7qAFSs05NRlNCQnN9efPmzfWF7kMAOq0dasQpIUQUpfbt2xHn3QABAMxmc8cOHTBOa5+ailMiCG2Skz2dCoKY1KoVOq19ruxUvzFIlT5P9WZGo6l3r176IkVRqun06YmP6cvRqTfU+DkSAOvSpbP7Z03TFFWVJAnjtNaoqTjt3rVr965d9WNvOdfMVTWLTmuH6sdpcFDwI+PHPTJ+nH6yVIlTz//QqU80mOJq/eTYaJD0yp+77rxNVVVFVTRNe+SR8eUKBpj7Cne9msB1qbon7NLu5L543d3YVctA3HOPlC9IACgoyJ8y5VVFURhjJpPJaDTGNWuqP1VSUiIQQb8EnxASGhoaEGC5lrunQYJO+QOd8gc65Y9acCpJhmo6TWjhzHKiU2+41k4FQZRECeO0NqmNY69+P3N0Wlvg52mDoCENjwHAEmCx2+2MsduGDRIE54s/dOiQ7JAvLRgou/jJs36fuf/o/cY99bmrf3m0cq7trE7x7E/OieAYA/b990tkWdYXy7J814jh+jUDlFJVVQVJpFTfFIuJ4bkIoTqgU/5Ap/yBTvmjTpySqjiVJBGdVgmMU/5Ap/yBTus/DWx4HBEepioKYywsNPTBsaMJIWaTSVXVG27oVpYM8cy+EOKa29yzQ7meJsAYUHBP8+axBVc6hjFG4JLLcnQIIZlnMz/44L/uq1v9zX4P3DdKf5yTk8MYEwgRCCFEACBxzZpd0z3TcEGn/IFO+QOd8scVnFKt7L6ZNesU0Om1BOOUP+okTtHpNQXjtP7TwIbHkiSFh4fqSY7bhw8WBMEuywBQWlr6/Q/fu6ZmK+sd+iXteqdylSe4nnLlXVzZFHf5gr6AgDsxwzxyNx5Tok+e/IqiKIqiGAwGQRDuuG2gvmXKqM1m0yv1NU0jAC2axxmNhkreD4JOeQSd8gc65Y8rOF20eBE6bYhgnPIHxil/YJzWfxrY8BgAGjWK0DRKKY0ID3v1xWfdy6dNm5KenubRmZy9AZz5FAKMgEcPAWdtvrsVKetk4E5zuzucvmbZoiXffbdjx3a9qaIoIcHB9425R2+Qm5PLGBNFgVIqiAIRSKuklrW3gxog6JQ/0Cl/oFP+uJzTf/7zTXTaQME45Q+MU/7AOK3nNLzhsclkCrD4lZSUAMCtt/RJapUoiiIhhFJ6+x23Z+fklMu7uC9t18sPWFlHcncUd1/xuH22u2e5NuVxzRQ5evToO+/MdJciCILwyotPi6Kg32TMZrMRIjDq3ETLxAQ/s7mW91LDAp3yBzrlD3TKH+iUP9Apf6BT/kCn9ZyGNzwGgKaxMYw578T11ozJgkD021WXlpbcM/runNxcd5rE3asYY1TvVi6cyZPyCRbCXLO8lVUvuLdGAAAyMzMfeWRcqbVUURRRFCVJGnjrze3aJOsbyczM1NMt+qx0BklKSGgByNVAp/yBTvkDnfJHfXZ6/tx5dOoD9dkpxqlvoFP+QKf1mQY5PDaajM1iY2w2O2OsUaPwf/3zNX25yWQ6c+bMvfeNPnf+3CU5Ff1pd0m+Z97lkh8Zc911u6wzufsTAGOwdeuWu+++My8vT39e07T4uKZPPDZe709FRUWqqgEQTdMopYyxjh3bm0zGOthHDQ10yh/olD/QKX/UZ6cORUGnPlCfnWKc+gY65Q90Wp8Rp0+bXNevwRf8/f0LCwqLiovNJlOTyMYhwUF79x+SHQ4AKCgo+H3F7x06dIiOiXFmSTzmaqswbZszDcM8Gjgvgq/Q7Lvvvn355ReLiooEQRAEgTEWGx31zj+n+ZlNAKCpWnZ2DgAIAmGMESLExkQnJ7ciFaeKQyoDnfIHOuUPdMofFZ3uQ6cNHIxT/sA45Q+M03pLQx0eE0ICAwKyLmSpmmYyGpNaJTocyuGjxxljhBC7zfbDjz8IgtCxQ0dRkpyrXPLfJRtz/q/3LgbgvDlj2WJVUT/44P1Zsz6S7TIQYIwJghAeFvrW61PCw0KBEE3TLmRdYIxJkkQpFYhgNhl79LhBcv125KqgU/5Ap/yBTvmjolMAOHDoKDptuGCc8gfGKX9gnNZbGurwGAAkgxQYGHDhQjYhgigKnTu2DwoM3Lv/oCiKqqoCwM6dO9auXdu8efOmTcvfp8uZhmFlP3kmXfQu6y7i37hx49ixYzZv3qyqmiSJ+sKY6Kg3pr8cHdVEL0vIzs5SVU0QBEo1QRAEkfTq1SMwIKDW9gYfoFP+QKf8gU75o5zTDu3aXCOnW7Zsvu++0ei0FsA45Y9ai1N0WmtgnNZPGvDwGADMZpNBks5mnjNIkihJyUktw0JD9x04qCiqfmOx7Ozsn37+advWrcnJyeHh4YJAypIq+gTpUHkShjFWWFh48OCBCRMe+/LL+TabDQAIAYEQQkjLhBbv/HNaRHiY3jInJ0eWHXqJAgCIgtDjxu4RERF1sEcaPuiUP9Apf6BT/vB0Kohi62vjdMGCeei01sA45Y/aiVN0WptgnNZDiK00v65fQ3U5ePDIxby8kOBgo8nEgF28mPfq9H9mnMkUBUHVNN2xpmn+/pbHHntsxIg7w8LCgwIDbXa7wSC5CgaIs0ifkKKiomPHji2YP2/9+nUa1fRfYTIZZdkBAAZJGti/78QJ4/WUDKU0NzfXbrMRd38Sxc6dOjZrFlu3+6Shg075A53yBzrlD1+cBgXZbDZ0Wm/BOOUPdMof6LRewcPwGACOHUvJys4JsFhMfmZd9sf/9/mqNRscigIMDAZJURQAEIhAGWUMgoICHbJDkMR7Rt3TqVPn3NycwsLC8+fPr1z5hyzLmubsSWaT2S7b9ceCIEREhL/9xpQmkY0YAAGiamrWhSxN0wghegW/KIrJrRJbtrqObpx97UCn/IFO+QOd8kdVnQYEWFRFvRZOWya2SE5OqtOdwQkYp/yBTvkDndYfOBkeA0B6esbp1HRN0xpHNtZrA6xW28x3Pzhw6Iiqqno6xGQ0yQ4ZAIxGoyzLeldwleaDwSDphf4Gg0Hvgm5MRuNDD4y5Y/gg/UfGmKIoWVnZjDJBFCilhBCDQbqpT+/g4KA62gEcgk75A53yBzrljzMZZ0+eTvXSqcFgcDgc6LSeg3HKH1WKU3TaIMA4rSfwMzwGgNzci/v2H3Q45CZNogwGg95XioqLP5n9xcbN2wHAZDQ4FAUA/P38rDab3jlEUdTvxC2Jkqo5C/31vgUAQUGBMyb/I6lVIiGEMar3wou5F0utVkKIIDj7k8loHDJkgCCIdb0PeAOd8gc65Q90yh/XyOnkl55t1yYZndYJGKf8gU75A53WB7gaHgOAQ3Zs3b5DVTVKaZMmTfTuwhiz2e0pJ059u2Tp4aPHKaWuO4SB69bZ5bH4+9191+239r0pOChIkpwdhQGz22wXL+bpRQh6fxIEIbJxo27duhgMhlp+s9cJ6JQ/0Cl/oFP+uBZORVFwfsuBTusCjFP+QKf8gU7rHN6Gx/ol5ikpf6emphNCJIMUHh4uiqKeXNELCQqLis9fyLpwISvz3PnUtAy73WHx97cE+AcHB7ZOahkTExVgsQQGBkii5JoPnREilJaWFBYWKYpCCNHzLgDgZ/a/4YbOYWFh19v9smsZdMof6JQ/0Cl/eOP0Qlb2+fMX0GlDAeOUP9Apf6DTuoXD4bFOSXHJ0WMpuRcvUkoJEYKDgywWi1s8pbTsBtrUeZMwxljZQsYIEMaYqqrFxcU2m01VVb0637kFRuLi4zq2SzYajbX/7q5P0Cl/oFP+QKf8gU75A53yBzrlD3RaV3A7PNY5n5WTcjyloKAAgIiiIAqCyWy2WCwGg4EIzruEUY26b5zNgAGApqmy7LDbbHa7rKkaA6aqql6BIAiCwWAQJcMR2rhtpGVY14S6fovXHeiUP9Apf6BT/kCn/IFO+QOd8gc6rX2kun4B1xaTn6VDh/aLvv0xLS2tU/s2/v7+dlkuLCwUBFEQiCAKoiDqU8PpaJqmqapGKQGgjAmCwIARQgwGg+JQQCCtW7du1Chi5+GTATZV0Ox1/f6uR9Apf6BT/kCn/IFO+QOd8gc65Q90WvtwPjxWVEUCduLk6S3bdm7cuiuheVzzuNhmsdGNIsIEQSBEIAQoZXq/0XsVASAuFEWllKZlnD1+4uTxv08/Nv7+iIhwBswKRpNSRFSc260OQKf8gU75A53yx+WcRkSEiV47TT9z9lgKOq0vYJzyBzrlD3Ra+/A8PKYMVEUFws6ezVQURVGUI8dSjqX8LRBiNptioppEhIcFBPgHBwX6+ZklSdI0TdOooio2qz079+KFrJyLeQVvTH+pY6eOt2maptHg4EBN0wRBsDFJ0mRJEur6LV53oFP+QKf8gU754wpOTWZTrNdOO3XqOHwYOq0XYJzyBzrlD3RaJ/A8PFY1qikKCFBYVCJJkl5vwCijhJWUWlNOnk45eZoQ4ryIvcJsbYwxAMIYMxoMYDDoNxMjhDgURaFgpgrO71b7oFP+QKf8gU754wpOS6vi1GAwGNBp/QDjlD/QKX+g0zqB5+ExZaBpKqOgKoqmavqdwRhQYGUzl+tzmrv+AnMtBgZEEERB0KdEd26QqlarommaqlGRafoc60htgk75A53yBzrljys4dZ+SodOGBcYpf6BT/kCndQLPw2MCzGazEQBKNU1T9YWSJBEiKKri7j7g+mwnAIy5fyTAqKZ5NgJKmT6RukapSAgRsEvVNuiUP9Apf6BT/riyU4ZOGyAYp/yBTvkDndYJPA+PDSKhjAkA/n5+xYYSIASAqapKqQrs0gqES9ItzgwMY8CAeDaTZYd+M26maUBAkrBL1TbolD/QKX+gU/5Ap/yBTvkDnfIHOq0TeB4eC4KgOByaqgYFBWScPev5lOuuYE7ct9hmHjnwDu3b3jVieKPwcM+1KKOMMc1hpyCKEs97r36CTvkDnfIHOuUPdMof6JQ/0Cl/oNM6gfP5yhjVSq2ljRtFUI26/2gqZZRRjVGNUo0xytxPMeq8aRgwduTo8U9mf55fUODems1ms1ltNpuNaIpdowaTX52+uesUdMof6JQ/0Cl/XM4p1dBpQwXjlD/QKX+g09qH85yB0Wh0OJT4+KaMUuaqMxAEkVKq1+frV70TIB5ZFwAgDIA61JycPM8cjN1ut8t2URQlKp9XDDf7m+runV2/oFP+QKf8gU7543JOGUOnDRWMU/5Ap/yBTmsfzofHIcFBqanpnTt2WPDFp5qmKYqSm5s37Y2ZkmQExhgBxph+C20AZ6rFs26fEM+iftCoJssOo9EQYaTpdnN8ZHBdvKfrHXTKH+iUP9Apf6BT/kCn/IFO+QOd1j6cD4+jo6NOnjxNKYtqEqkviYgI796l88GjKZdbxTPFomma51NWq91aanXIkp9ARiUHCZd2OKR2QKf8gU75A53yx+WcHjp2wtOdJ+i0noNxyh/olD/Qae3D+fBYEIQ+fXoWFZXk5TvL7jVNO38hmwG7ZB43DzyzLEK5lAswxqiqqgaD1KRJ42v70pHLgE75A53yBzrlj8s6vczYGJ3WfzBO+QOd8gc6rX04n5pL7wXLfl4OADa7PeXESUppesaZy/WnclDGwKNTlZbavlny05Fjx3/+bWVkJHapOgOd8gc65Q90yh+VOr3C8NgTdFo/wTjlD3TKH+i0luH822NNowcPHVuxah1l7H9fLMzLy4+Pb6ZRqigKIYIgEJ1K12WMMUqzsnIyzpz19/fv3LH94aPHd+7Zu/uvfcBg156/evW4QRTxdmG1DTrlD3TKH+iUP67gVBBEL52eOZvp5+eHTusJGKf8gU75A53WPrwNj1VVU1TFISt2u+xQFE3TsnNy9+4/uOev/UQQNE07fTqNMbBabXp7QkAggnuyNwLAGFDGABjVKGPsxcmv671r6ivPq6rKGFMVTRBI7sX8jDOZoigajQaTyWQyGYwGo4R3D7sGoFP+QKf8gU75w0unNptdb49O6z8Yp/yBTvkDndY54vRpk+v6NVQXxpiiKsUlpfkFhQUFRSUlpQ6HQ1FUWbavXLf5sznzs3NyGQPGKGWMASNlAABx3hqMMUrd9wqjzonfgDDGDAYjZdrmrduNBik9PYNSSik9duKkJEkx0VFAiGyXrVZbYXGxzWpTVVUQBUkUwLuaB6RS0Cl/oFP+QKf8ce2dGiijXjpV0GlNgHHKH+iUP9BpvYLYSvPr+jX4DqXUZpfz8/NVjepJE8ooMABCcnMvfjB38fEjh+2lxXl5+YIgAAADQoA5/2VMd67PgU5cP4CrnwEAAwbOq6oYY0wSRVV1zv8WEhpq8LM0jY2e/vIzMVFNnKu6MzdECA8L8ff3038v4j3olD/QKX+gU/7wdAoMBIFcC6eMMX0FdFoLYJzyR+3EqbsVOq0FME7rIQ31DTPGrFbrmcwLOTkXVZUSIEB0+4QQIetC9nMvzRCbtfMLbUQIIeSS/If+yF2m73pAyp4Dpv8plzNx9ycAMJlMIf/P3nkHRlFtDfzcmdmSCoTeEkoIRHqv0ntHQUR99gIPCyIq2PWzK4qi8ACxKwKiCIIFAelNpfcOoQRIT3Z3yr33++PuTjabCJuEkOxwfu8Zktm7s7PzO2dm790zdypWdtZt9vBjT589lwzeIRzJHLW5mJJ68tSZzMxMxliJ7w5LgE6tBzq1HujUeuR3SiRSQk7Nlui0RME8tR7XMk9N0GmJgnlaZgnJ4mrDMC5eSsnIyiYgRko4+IZHRIMvvp5/8PBRQqSej7ymZqV70i6qHjfj3Ns8X6kA50AIEaPaBWLOzMkBJIlUrFKtZuPWDfuNPrFldU7KhbPnznfv2jlvM06AcM5dbs+llBSn02Gz2f7tunkEnVoSdGo90Kn1QKfWA51aD3RqPdBpWSbELr/mnGdlZqk61TRdkiQQUUIIBwDOZck795rTaQeA5AM7fnj6toQew0e/vyD19LE9v3x39J9Nuuahuk4I8VYc5L13dr6XA845EXUGkuRwhtdp3LJexz5hMVWOb1618ZM3NU+Ow25v1DAeSO7/vMUMvtUqim3/gcNOp+OGxARJwtnhAkGn1gOdWg90aj3QqfVAp9YDnVoPdFr2CaVrjymlGZlZkqQYuu72uE1tRFQPcC5GTiRC0tIzPp79+eat/0iSxBgjhFDKKtVpVKd997jW3RxR0a60S0m7t144uj/t3Mn0s6dUt9vQVWYYkgRAiGyzOyLKRVeuHlWxSkztupXrNbJHRBsez9k9287s3pp54TTTdZvNZhhG9WqVB/TtOerm4WJLzOp88aJiCxnnGRmZHrcbgLds0SwsLKy0d2QZAp1aD3RqPdCp9biKTt3pKad3bQnSaaU6CY6o8ui0JMA8tR7o1Hqg05AgZLrHlLGsrGzgEiEECGRmZnDGwKeNEBFXRNQVAIDHo548dXrLtu01a1T7fvGy8+cvaLoOHBwOp8EZkWVZscuyZI+Mlh0RsqLIdgchREwdoqtuQ3UbmkfNzqKGxihjugqcMUrFyqtWqdS/b6/2bVpVrVYlPCyMAIhRH86ZuADAtxmcgGRQmpKSImaTA4BWLZs5HI7S3p1lAnRqPdCp9UCn1uMqO5Vk2YZOSxnMU+uBTq0HOg0VQqZ7nJWdwyiIm3qJydrMK8XNcRcgBLh3qjYzxBhjuq6np2ckX7j49/ZdW7Ztv3AxxaCUEC5JEjWoQZm3eIADACeEcBD6OaMMODDOZVmqE1urdesW7dq0rFqlSqWKMUCITCTvNfCEkNxX5Ry8pQkAnFKamZnFGDMMgxBCKY2MjGzaJLG0d2eZAJ1aD3RqPdCp9ShNp8BlCZ1efTBPrQc6tR7oNFQIje6xYdDsHLdECJG8V4RLkswY03UtJydHBJYY5JDEUIf32nQiZjz3xhZl4rYSmqZ5VDUzM4sx7vF4MjOzDEo1XWAoshIe7rTbbBEREQ6H3el0REVGKooSHh4uAs47oToAId5qB99r+S6sB5CIxIG73G5d1zjn1KCiSoExZhi0WdPEqKioUt2jpQ86tR7o1HqgU+sRjFPv8mCdapmZmUE6jYyMsCk2dHp1wTy1HiWQp+i0lME8DSFCo3ucmZkjhj3AO3m5d3gFAIBzTTdU1aOqqmjsVx7AzQnWzAgz23DfcjMcwdeA+E0HxzmXJOLfzP+nbyHkPpEAY1zXVINSzrlBDfGC1DDE2tLS0ux2W7euXa7pHix7oFPrgU6tBzq1HujUeqBT64FOrQc6DSFCYOZqShnjTFwpToj3enFzXnFCJLvdbrfbIyO5YWi6boiRE7+iefDGoQ8znvIslKTcEOTel/BNku4NJrE286coXRB/EYlwxnXDYIyKhuIBm2IzqME5VxSFUqqqqtvt9rg9LpcrPDz8mu3DsgY6tR7o1HqgU+uBTq0HOrUe6NR6oNPQIgTue5ydkyOkEknylcd7HxIjKwJJIpIk22w2p9MZFhZms9kVRZEkWSKSJBFxe2tvnJnP5eazged73cCYI5LZSmwJzx1iYZRSzpm4PECEIyGSuLpdlmQRYy6XKy0tjXNuGEZGZmZcbO0S2mNlH3RqPdCp9UCn1gOdKqA3AwAAIABJREFUWg90aj3QqfVAp6FFCHx7LOIJfDfANssDAIhfSIAZH2K4RFEURVEcDu4rFQDGuUENMRZiGAY1qO/iDW5W/IuXYJx7AwaAECLLsiQRAMIY476r3jnhnFLvdkgS+FalKLJhUBFViqIYhsEY03UjMyNDVVVJkiilsixlZ+Zcy31Y1kCn1gOdWg90aj1CzKlNMXQDnV6eEHOKeRoE6NR6oNPQIiS6x1ySJG9U+X6al4/7JnbzDy7ziblTFzDONV232WziT0mSwJY7oGIYuv9tvnKjk3OPx+O9TgCAc+YX34QxLsaACICsKKIiHwBkRaYGFbOfa5qemZVJKc2NWkIACIPcbbsOQafWA51aD3RqPULMKefo9IqEmFPM0yBAp9YDnYYWUmlvwJVRVU9ubYCvQID7fhCJiDchSg78x2AMn2MRKGY8AYCmav7FBrnrBfCfD5AQYoYaACiKkucF/IZ5gHNKqbjfNzUMXdcyMjLS0tLcbpdYoSzL4hUVRQEAymjx90zogk6tBzq1HujUegTpVMwHg05DAsxT64F5aj0wT0OLEPj2mDGmaZrT6QS/edjMS9J985ITmRCX200AFMUmSZKu6+ZICQAYlNokc+CE+8eQqEgASfb9lechm6L4B5F/SCmKoumauD2YYVC3x+Ny5YjAJYQYvundZEkSM78piiKuswcAcc/uvGF9HYFOrQc6tR7o1HoE6ZQAuDyeYJ2SQjhleWdhNR8q0KmiKOJrCnR6GTBPrUeJ5Ck6LVUwT0OLst49ppQCkSilLpc7LDxMLDSvRBfFA7LsjQanw2E+kRBgjKmqJssSpYxIhDHuvdkXgN1uE7f5Eo05cO5X1OAfN0SSzEoDcUW9qqmaqok7mPnXPEiEiNEU8I7neV9LlhXKGOdcTFWnaRqlVJbknOzsSOveMewyoFPrgU6tBzq1HiXl1FYIp+BXnndFp2Kd6PQyYJ5aD3RqPdBpyFHWu8eGQc2afI/bI8mSw24HQiRfNJjxpBuG5K2GBw7eEn/xqCQx8I3NCNmMUVHDwCgzKNU0XQyciGA1DEPcfdtuswUUNgCArnlHTWw2hTJmmIMo3ivvvc04cN/4EKeUEgCXyyWKFsSjaWnplgypK4JOrQc6tR7o1HqUkFNKDUJIkE51P2votPhgnloPdGo90GnIUda7x7qh+2Z4AwDOKM3JyaGU2ey2iPBwwzDsdrtoySiVfRX5jDL/r/sZY/5l95RR8QABIssyY8zhsPvfPtvj8ZiRyoFTSs0/wRd54ndZkjyU2nwDLZKUO2G6LMuMMkKIy+XOzskWAS1JMmNUlmQg4HK7S26/lWXQqfVAp9YDnVqPknLqm+IlGKeMMXR6FcE8tR7o1Hqg05CjrHePqU7NCnuhlnNusymcsezsbE3THU4jPCzMvEzc+yzGlLxB4L9OXdftfpe2m6UCfgv8ChJ8r5v7eN4ie9kvWB12u6qpYhWqpuVku8TazKsLNE1VFIUT4IylpqYVf/+EIujUeqBT64FOrUfwTv13Ozoty2CeWg/MU+uBeRpylPXusarrAN5LzIUV8VPctNput4nYkiRJ1XRFlsLCwiRJCoihAAIuIg+4tp3nC8E88QQg5b0Ht6Io4rIBSqnb7XG5XISYa+C+l/MGlRj4oYYhSVJmZlbR90sog06tBzq1HujUegTvVNN1WSoDTt0uAuj0cmCeWo/Qy1N0eiUwT0OOst49FhedizEPIV7yCwhvTZeonlcUAHC53IQQxqiHcw5gs9kIACGSfxUBp+wy75vk3lI7z6v4/0kp1XSdM6brBqWUUsOca4RSw5xQxH+lIhVEaQSllBAi7rh9HYJOrQc6tR7o1HoE71SRy4RTJjYVnf47mKfWI+TyFJ1eEczTkCM0usdeQ4SIa9Dz36zZHAARQxqce39hlHLOPR5VURRx22sA4vG43apHrFYihHEu+QZFCBAOoOm6qqoiShhnlDJxnhZXqxsGNQzDtzbv1HN+MZQn4rlvrnbvCAwHs0DC/6Zk1xXo1HqgU+uBTq1HCDrNBZ0WSAg6xTy9AujUeqDTkKNMd48555qmORwO39zieR71P4Pmq0DIU2WgKLIZAZwzSpnDb9ZyTdXMRwWaqppFCBKRNKpL3qEdENfW5z1553npPA/lq4sQty8TK2ec/dvnAAuDTq0HOrUe6NR6FMpp3v1Tak7zVAui03xgnlqPUMxTdHp5ME9DkfyDF2UCzjljnDEmhiXEl/hiEMUsSPAfsTC8Zf1eAqLNf6o3yHvCNQPlMgQ87j+lW/5o9n8tDmYc573awPsGBTxfPlgTdGo90Kn1QKfWQzilhXHqrwadlkEwT60H5qn1wDwNXcpc99gbTGKMhUOOy6XpOpDcG10znwD/uKH//uV+fmFK3svTr+wzX8zlmQ4ub0jmGbzxNZNlSWw/kYgIO0LI2XPJnAPnnHFuvcDyB51aD3RqPdCp9fB3CoVzWvBHrWvsVHxHYbYzF6JTzFMrEep5ik7zg3ka6pSt7rEvkLj4jXH27vszNE0jQCTffOXmrr+MAn89jHP/qDHvr527JF/IcJa3xqAwe4nS3OCWFdl8UV+lPoixIsbY6nUbRO6A9z/rRJU/6DT4FwoV0GnwLxQqoNPgXyhUCHDKOS8TTkkhnPpP+oJOMU+vB6dlJU/RaTHAPA3+hcosZat7TLyXrhPzz4zM7L+37/KPEr9v/HMFyFLeQRTOASBThwwd3FRSGVD+ryFYQEFC3iUB1fwBz7ncaHe+TTKfcjrpXOWYiiTveqxXu49O0Sk6DQnQacGbGMoEOpXKhtP8LS7nVA5s7LdJ5lOuX6eYp6FPGc1TdFoMME8L3sSQosxNzUWImDhcAsIJJ1OefHT845Nr16weW7u2aMAYE3evpoyZ507/2n1zgOWXM1KmLsZLCCfgkCBM5hEK71XJyPOKQMRTfNO+BSIrMlVpnmsAGAc5N+7FFOfeh/wC1z+MfKHGOYPsnJyv5i387qs5EpEIAQ4gWSWeCgSdWg90aj3QqfXwdwocQtBprkd0KsA8tR6hn6e5T0SnAszTUKdsfXssIIRIEhF7uU3r5pUrVZwx+4uTJ0+qqsr9rf/LiZMzTiQJAMJkbpeEeg6ceyhPVeGcO9Ac8Q2oJKW7zWV5GhSwhXn+9H91u91m/ukfJcxXb+DR1HkLF0dHRdWvX1e8SSvF07+BTq0HOrUe6NR6oFPrgU6tBzq1Hug0pJGfe3ZyaW9DwZj38qoYU2Hegh/WrN8cV6uG3WEPDw83v7v33RmMa7ph881vrhuGGJJpWA5axPBm5WjLCrR5OXZDNKsbyWuE8XJKnntYm4XyGR69XJgNADRdC6hwEDe/zv2TMf8Q0DTdHHEhhBiGYW6e+J1zTikzdOPSpdR33p+RmZV1/713tG3dkvgo0T1ZdkCn1gOdWg90aj3QqfVAp9YDnVoPdBqilN3usUmD+nX37tt/6Oix1Ws3HTlyrE5cbU3VwsLCGOeiIEGUBJjFCbph+BfNM0aFNZsEEQqUU2jAVeOUeiNMxBMAGLqRd/50EhBSjOYJSsPQ/dtTv0d1XWeMaaqmqZ71m7Z+9/1iAOjercuLzz51tfZPKIJOrQc6tR7o1HqgU+uBTq0HOrUe6DS0CIHuMQD079vz1OkzBw8dSUlNX/XnhmPHT1SpXElTVcaYw+GQJEl8qy8aG5T6h1RANOSfVI0aNGDMQzdowO3FWN7J1nXfmIr3FfOuwRxlUVVN01TO+bHjJ9+fPuv4idOGYbRs0fTTWR8E3r7s+gOdWg90aj3QqfVAp9YDnVoPdGo90GkIQdw5aaW9DUHBGPtm/g9vvTudECLutRVfr+5j4+9TFMXhcMiKEh0dHeZ0EkJUVbXZcqcc0/U8wyHm7blNNFUjeedzc7ncipJn0jJN0/z/VFXNPwg1TTPDVNO07Owcxqim6Rs3bztw8LCiKKfPnHW53E6n88VnJ908Ysi/zcZ5vYFOrQc6tR7o1Hpc2WlUVFhYGDoNITBPrQfmqfXAPA0VQqZ7LDiffOG1t95f9ecGUYFQqWLFzKzMypUq3di5Q+8eXQghsqLYFCUsLMxutzkcjoCQ0nT9199XDezXy3+dqkeV8s5g7na55bwhpaqq/5iK/5+6rrtcLo9HZYxyzi9evPT3jl179h68eClFRL8IuJYtmk198+U6dWJLcveEJOjUeqBT64FOrcdlnPbq3lmSpFJ3eulSyl/bd6LT4ME8tR5lP0/RaWHBPC37hFj3WFQU7Ni15/Ov5/++4k/hlRBit9s7dWhTNy527YYtNWtWG33zULvNRgiRFZkAkWVZURSHw84B/v5nZ+eO7fxX6PGoATf4crs9AYMiqqoahkEZo5SKMgND18VF6ozRfQcOHTx09Oy58ymp6Tk5ObIiM8pELYSiKH16dRv74D1NbmhkscvWryLo1HqgU+uBTq3Hvznt2K51vbpx6DQUwTy1Hpin1gPztIwTet1jk+MnTi5avGz+94uzsnI4cEVWgHMiESBS5w5t68TVrl2rRnLyhX0HDsdUKBcTU6FK5UoxFcqXLxctZpGTJElM6SYK+jnn5uTlqqYB5+IqeUop49zjUQ1D93hUp9Nhs9nWrd+cdOZsenpmanpGxZjyJ0+f4YyJq9gJgEEpAK9erdqQwf0HDejdtPENpb2rQgZ0aj3QqfVAp9YjwKksyUTcKSQYp4RIMjotc2CeWo9i5Sk6LZNgnpZNQrh7LNA07Z/tu9du2Lxuw+YjR49zHzabDQhRZFnUCUiSzDk3DMPhcNhtNqfTEeZ0hoU5HQ6H3W5zOOxiinNGKWPMMChjjHPmdrtzXO6cHLeqqZqmG4bRuUNbp9Oxbv0W3dAliVDKJElSNZX47igWF1urd6/u/Xp3b9mimbXr8ksOdGo90Kn1QKfWw3S6YeOWQ0eOlbrT2No1+/TugU6LA+ap9ShreYpOiw/maVkj5LvHCIIgCIIgCIIgCFJ8LDslN4IgCIIgCIIgCIIED3aPEQRBEARBEARBEAS7xwiCIAiCIAiCIAiC3WMEQRAEQRAEQRAEwe4xgiAIgiAIgiAIggB2jxEEQRAEQRAEQRAEsHuMIAiCIAiCIAiCIIDdYwRBEARBEARBEAQB7B4jCIIgCIIgCIIgCGD3GEEQBEEQBEEQBEGgTHePe/YeEFunQXyDxvENGvftP/iK7R95dOKSpcuuyaZdHfbvP/Drb7+X9laEGB6P5/4HxjVp1rpJs9Y9evVPS0s/n5zcvsONpb1d1ymGYYRHxjRu2iqhUdM27TpP/2gmYwwAlixd9sijE0v0pS/zElc3s1wu16zZc6/W2qzNij9WtmvfpVmLtk2bt/nfrE+u2D6+QeNrsl1IIVi16s+KlWs2btoqsXGL/gOHnk9OBoAnn5qycOEiAPj1t9/37z8gWs6aPdflcpX29iJBwRh7/Y23GyY2a3RD885deixb/muQT7y6h1P82FOi9Ow9ID6hSWLjFomNWzwx6emMjAwASE/PaN6y3dV6CTRYuvy05OewiAoHDx4q7Q2xPmW3ewwACxd8e+Tw3iOH9/7+689Xd82cc/E5HgAopVd35UGy/8DB335bUSovHbrMnj2XMrprx7Y9u/6e8dE0h8Ne2lt0vWO32/fu/ufQgd2LFs5buHDRW29PBYAunTs9PuGREn3dy7zE1c0sl8s9ew52j68MY+yeex/88ou5u3Zs27Zl/Y1dOpX2FiFFpHOnjnt3/7N/745mTZvMnDkbAMb/d2yPHt0B4LffVuw/cFA0mz1nrsvlvuLaSusMi/jz3vsfbNq0ZdOGNQf27fxu3pdnz54N8olX93CKH3tKmm++/mz/3h3btqzPyXHdetudABAVFfn5Z3Ou1vrRYOmyYOGiTp06LPz+h6u1Qjw+/xtKaW9AIVi4cNGPi5fk5LgOHDw4/r9jFUX57PMvbIrt++/n1aheHQBWrFj50cczk5MvvPzS88OHDTl48NC48Y+5cnIURZk27d02rVudT07uP2Bo9243Hjt2YsiQgX/8scrucEiS9MVncwYPuSklJUXT9QmPPfyfO25LT8+44z/3pKamGobx3HNThg4ZNOnJyWvWrlNkpW/f3i+/9Pwjj0602ZSdu3afOXP2fzOmz1/w/cZNm29IbPTtN18QQvbs2TvpqSmZGZnlypf734zpcXGxzVu2GzXypoOHDp8+nTRn1scNGsS/8ebbqSlpe/ftH/vQAzeNGFbaezc0OJ98IbZ2bUmSACAxsREAZGZlUcbG/ffRjZs214mLm//dV06n8/kXXl616k9V027s0un9994RxQWF8lXabzT0iIuL/eCDqcOGj5wy+cn1GzauWLFy+ofvffPtd9M+mG5TbDExMT8v/aHAlOzTd1CP7t1SUlMZpXNmz4iMjGzest2ggQPOnjt77tz5D6dNbdgw4Xxy8kMPPXz23Nno6OiZH3+YkNDAfIlHHp0oy1JGZuaRw0cnTXp82NDB/plFDeMyB420tPRHJzxx/Nhxzvn/vfJiz57dFy5c9P2iH6Ojo08nJbVt0/r/XnnxjTffPnHiZN/+gzt17PDSi8+V9m4uu7jdbrfbU6NGdQBwOp2NG98AAIt+WDxt2nRd16tUqfLp3FmVKlVMOnPm7nse0FStU+eO4onnk5P79R/Sr2/vkydPaZo+79svnE5n/pQMiKXtO3Y+8sjjnHNK6YL538TG1i7tHWA1OOcejyrOrR/P+F+7tm0SExstWbJszdr1/5s1Z0D/fidOnBw1+vYK5cv9sGh+fl+PPDpRksjFi5eaN2/27bz5Aac/zvnLr7y2YsVKXddvv+3Wxx57OEBodHR0wCm4tPdHCMM5f3fqtK2b18fEVACA2rVrP3D/vQCwZcvWJyZNVjW1UaNGMz6aFhUVdfkPKj26d8t/wLzMAfaRRydqmqYb+qlTpx8eP274sCH4sefaEBkZOe39dxIaNd23b3+NGjXuvueBndu35j9mTps2/fMvv65Vs2aVqpVbtmjxyMPj6tRteOL4QQDYsnXb1KnTFsz/JuDAiwZLkezs7M2btvz6y5KRt9z23LOT/+3s+eefaydOerpixZgWzZudPHlqwfxv/u2jjtkDKu13VhYp093jW2/9j91hB4DevXp+/NE0ANi5a/emDX8CQJNmrSdNnLBty4ap70379NMvRKAkJZ35dfmS88nJ3Xv07dWze82aNX5ZttjhcBw9euzBseNXrvgFAI4cObrgu68TEhosXLho3/4D27asdzqdAPDlF3NjYiq43e6evfoPGzr452XLGze54a03XgWArKysU6dOb9y4eduWDeJPsXnJFy7+8fvydes23DTy1l+W/zRzxofDho9at25Dly6dxj884ZuvP6tVq9aaNeumPPP8t998AQAN4us/9+zkxT8t/XD6jOkfvjdl8lPr1q0XnTckSO64/dbBQ25au25Dt65dbhszOiGhAQAcOHBw9qyPZ8748N77H1q6dNmoUTc/PuHR/3vlRc75gw+NX7lyda9ePYrgCykszZo2SUtLT0lJNZe89vpbmzb8Wa5cOZE1BabksWPHf/j+uwYN4qe+N+3D6TOemfIUADRoUP/1117euu2vxx6f9OvyJVOeeb5//77jxj6w9OflY//76Ko/fvF/XV03Pps7++LFS/0GDBk2dLB/Zi1cuOgyB43nnn9p9C0jBw8acOlSSu++A//5axMAHDl6bPPGNYqidOjYddy4B6dMfurPNeuuegGL9YiIiLj7rjuaNGvds2f3fn363HLLzbIs9+je7eabhgPAl199M/2jGS+/9Pyzz7106+hR9993zxdffp3jyhHPPXHi5Pj/jo2Li31i0tNLly67+eYR+VMyIJZmzpw9ZcpTgwb21zSNc17a795SbNy0uXnLdunp6RUqVHj1/140lzdp0njo0EE33thFfCz++pt5C+d/U6lSRcZYgYfQrOxs8cu38+YHnP4WLPje7fFsWL/aMIyhw0f26tUjQOjC73/wPwWX6v4IeZKSkux2e8AQEqX0nvse+m7eV82aNnnq6WemvveBGP67zAeV8Q9PyH/AvPynMk3XPps7Oysrq1OXHr16dsePPdcMp9OZmNjo4KHDNWrUEEsCUuzAgYNff/vdxvWrCSHduvdp2aJFgesJOPCiwVJk6dLlffr0atAgvkKFCtt37GzZonn+s+eIEcPGjX906U+L4uPrj394gnhigR91/HtASH7KdPf4u+++at+urf+SXj17REdHA0DNGjUGDx4IAM2bN5s//3vx6MiRIyRJqlG9essWzffs2ZuYmPjEpMmHDh+x2ZRDhw6LNvXq1RV9KgDo1vVGMzJmzf7k9xUrFUVOOnPm+ImTLZo3e+31t+w226CB/Tt0aG+32z2q+t/xj/Xv33dA/77iKSOGDSGEtGjRrHz58m3btAaA5s2bnjx1Ku507MFDh+69f6wYtRVfdQJAz549AKBhQoNPP8XeVxG54YbEfXu3r1m7buWqP7v16PPL8iXVqlWtX79eq5YtAKBd27YnT50CgHXrN8yYOcswjOTkC82aNRXd48L6QgoL5zygo9KpY4c777r/ppuGDRk8CAAMg+ZPybp16zRoEA8A/fv1fWrys2Jh3769AaBd2zaHDx1hjK1bt/GD998FgCGDB4777yO6rvu/Ss+e3QGgcuVKWVnZ+bfqMgeNP1auOnT48IfTPxa1wRcvXgKAG7t0stlsABDfIP706aT69eqV5D6zFFPffeu/4x5auWr1jJmzlv3y69dffnr27NkHHhyXlp6hqar4YnnDhk0fT38fAMbcesuUZ54XT6xfv54o2UhISDh56tTp00n5UzIgljp16vDyy68eOnRo2NAh9erVLe23bik6deyw5KfvAeCtt6c++dQzs/730eXbF+gLAPr37WO2CTj9/bFy9a5du8WsIulp6cdPnAwQGnAKLuF3bH3yDyGdPHmqXHR0s6ZNAOCOO26b+MRTYvllPqgUeMC8/Keyfn36AEBUVFTTJo337Nl7Td4r4sW8hFAQkGKbNm/p17dPeHg4AAhxBRJw4EVKkQULFz08fiwAjBp504IFi0T3OODsefLkqcqVKsXH1xfNZsyc9W+Z698DQvJTprvH+TGvNZUkSXyxLBHJoIZYSID4N37v/Q/q1Imb9b+POOc1ank/P4X5RUNYmPf3P1au2rx562+/LLHb7UOHjfR4PO3btV23ZuVvv6945rmXBg/qP/HxxzauX71q9ZpFi3789NMvFv+4AADsDofYEv+tMgyDc161atX8XzeJz9ySlLvBSBFwOp39+vbp17cPcL5s2S/33Xe30+EQD8myZBg0Ozv7yaemrF+7qkqVyu9OfV9VPeLRwvpCCsuu3XtiYipUrBhjLpkze8bWrdt+/W1Fx87dtm5eV2BKmn1d3cjNC0M3fAt1uBIiswCA5/00ILjMQYNz/tWXn1arWrXAtUmSRA1M1cJRv369+vXrjb5lZM3a9SmlDz868dVXXuzSpdOWrdtee+0t0UZRFACQZdnsR9kU75lIkohh0AJTMiCW7r7rP106d/r1txWDh940d87Mjh07XPP3an0GDew/avTtV2z2b4dQZ1iY+XvA6Y9zPumJCaNG3ezfPkBowCn46r2t645atWrpun7y5Klgrhu6zAeVAg+Yl/9UZh7AA8Y0kZLG4/EcOHCwUcMEc0nAMbPAohtFURhjkiTpmtdXwIH3Gr4DJA8pKal/rlm7d98+QgiljBDy+msvF3j2zP/cAjPX7AEhBWKpL8oWfv8DY+zsuXPbd+xs0qRxenpGQoN4APh9xR9ut+cyT0xPS69TJ9ZutycnX9i8ZSsAJJ05ExUVefttt0547OEdO3dnZGRkZ+cMHNDvnbff2LVr9+U3Iza2NiFETKNtGMau3XsKbBYVFZmZiTVjhWPt2vVnzp4Vh/5du/cUeMFhTo4rMjKySpXKlNJly3+74jqD9IVcnmPHjk+YMGnc2Af9Fx4/fqJ9+3YvvvBshfLlk5MvFJiSp06d3rhxEwB8++13XTp753P6bv5CAFj68/LGjW+QJOnGGzt9O2+BWNKwYYLZgy2Q4DOrT+9e7733gTid/P3P9gLbREZGYG1nMLjd7iVLl4nvK7Zu+6tmzRqyLKenp4tqnSVLvLcV6Ny54x8rV4tBSeNfRh8KTMmAWDp27Hh8fP2Hx48dNLD/3n37r+17vV5YtXpNQPVEZGSkmQ7m70U4hPbp3XPmrE9ycnIA4OjRY+npGQFCA07BJfYWrwsIIRMff2z8wxMuXUoBgNOnT8+aPTcuLjYjM1PI+vrrb2/s0rnA5/ofToM5YAawcOEPjLGkM2e279jVpElj/NhzbcjMzJzw+JNNmjQWU7QIAlKsY4f2v/2+wuVyud3un39eLtrExsUePnwEAFat/lMsCTjwosHS4sfFP91+262HDuw+uH/XkUN76tSJ3bhxc/5mderEXbh48ciRo6JPJBYWIXORMt09HnXLbeLGTm3bF3zgDqBBQnzvvoP6Dxj69luvR0VFjRv7wEczZt17/0Pr1m2MqVDhMk8cOLD/yZOnb//PPS+8+EqLFs0A4J9/dnS+sWf7DjdOnTpt0hMTUlPThg0f2bZ95/4Dhrz5xv9dfjMkSZr3zRcffTyzZesOrdt2WrduQ4HNOnZof+TosQ4du3733cJg3h0CAJdSUm66aXRi4xat2nRsfEPibWNG529TtWqVfn37DB028t77xzaIr3/FdQbpCykQVVUbJjarH3/DqNG3jxx509NPPeH/6ITHn2zTrnObdp179OiekNCgwJRs3PiGr7/5rl37LsePn3jk4XFiIaX0xq693nzznWnvvQMAr7/2yvLlv7Zs3eH9adNnfvzh5Tcp+Mx67dWXL6WktGzdoVmLth/P+F+BbZxOZ+9ePVu37fTU088UZsdcdxBC5s2bn9i4ReOmrV555fXPP53d2BssAAAgAElEQVQNAM8/N2X0mP/cd/9YyrzTY7726kuzZn1y1z0PrF27ISI8osBVFZiSAbH09TfzWrXp2KFj16NHj92S90tIpJisW7+hYWKzhEZNf1y8ZOq7b/o/NGLEsA+nz+jQseuhQ4fvufs/w2+6pVefAUU4hI4ePapP756db+zZolX7B8eO1zQtQGjAKbgk3+51wRMTH2vfvm3Hzt3jE5rcOubOOnViZVn+bO6ssWMfbtm6w9lz5yc+/miBT/Q/nAZzwAygUWLD3n0HDRg47N133oiKisKPPSXNrbf+p0HDpm3bdwkPD/vu2y/9HwpIscTERreNuaVDp243jxrTvHmz6OgoAHjhuSn3PzDuzrvvz872XqkUcOBFg6XFgoWLhg7NrW8fPmzo/AXf52+mKMqMjz4YecttPXsPiIqOioqKCvKjDhIAceeklfY2IAhynXI+OXnYsJFb8pZsNW/Zbs3qFeXLlyu97UIQBEGKxSOPTuzTpxfOOl5mcblc4eHhqqoOHDz8/ffeEReiI6GO0AoAU555oWbNGuJyZaSwhNi1xwiCIAiCIAiCFIdJT07ZuXOXR1VH3zIS+8aW4dt58z/77Etd1xNvSHzh+SmlvTmhCn57jCAIgiAIgiAIgiBl+9pjBEEQBEEQBEEQBLk2YPcYQRAEQRAEQRAEQbB7jCAIgiAIgiAIgiDYPUYQBEEQBEEQBEEQ7B4jCIIgCIIgCIIgCGD3GEEQBEEQBEEQBEEAu8cIgiAIgiAIgiAIAtg9RhAEQRAEQRAEQRDA7jGCIAiCIAiCIAiCAHaPEQRBEARBEARBEASwe4wgCIIgCIIgCIIggN1jBEEQBEEQBEEQBAHsHiMIgiAIgiAIgiAIYPcYQRAEQRAEQRAEQQC7xwiCIAiCIAiCIAgC2D1GEARBEARBEARBEMDuMYIgCIIgCIIgCIIAdo8RBEEQBEEQBEEQBLB7jCAIgiAIgiAIgiCA3WMEQRAEQRAEQRAEAeweIwiCIAiCIAiCIAhg9xhBEARBEARBEARBALvHCIIgCIIgCIIgCALYPUYQBEEQBEEQBEEQwO4xgiAIgiAIgiAIggB2j4Expus6cF7aG4JcNdCp9UCn1gOdWg90aj3QqfVAp9YDnV515OeenVza23BN4ZxzDrphqKp+5OjxUWPu+2DGJ5lZ2YmJDd0e1eNR3aqane3yeDy6rhu6wSgjEpGk630coSyDTq0HOrUe6NR6CKcGpapHC9IpEHRapsE8tR7o1Hqg05KGuHPSSnsbrgWcc0qZrhuUMg4MgHDGxj3y5F+n0rXMFJ51afmS+dWqVgEAShljlIvQA9B0HTi3221OZ1hkRJjNZivtt4J4QafWA51aD3RqPdCp9UCn1gOdWg90es1QSnsDShzKmKEzygzOgXNOCEhEpowBIc2bN96696ea1arwKMXhcIgGnHNJkgAIABiGocgyY0zXDV3PSk1LkyUpOjqqfLloHIMpRdCp9UCn1gOdWo8CnTLOOToNWTBPrQc6tR7o9Bpj5W+PGWO6wQzDAEIkQjhjBqWMc2oYhqGLEv15838Y2L93dHQUBwDOCSGcg0QIEMI445wTIJIsccZ1Q9dUTQzeAEClihWio6NkWS7td3l9gU6tBzq1HujUelzGKTUMxnmQTolEgAM6LQtgnloPdGo90GmpYM3uMeeg64ZBGQBwYJyBYeiqqvq34Pl+9VsGvnoEAAAgwBgjQAghuq5TSsVgjK7ptWNrlIuOJoRcs7d23YJOrQc6tR7o1HqgU+uBTq0HOrUe6LQUsWD3mDKqagYBAgCUUrfbzVhu/IhwMQxD03RN01RN44zJPiIiwkWlQZ6Q4pxxzhgDAEmSJFly5bgMwxARFhYeVjcuVlFw6KUEQafWA51aD3RqPYJzSjVNQ6ehAuap9UCn1gOdli5W6x7rOtUNgxDCKHW53b6r0gnn3O3xZGZmbt36z08//7pn3wFN04Fzh9Ph8bjFkImiKOFhYe3bturWtXOrFs3Kly+nKArnHAiI2dIZ58C5qmqKogCAx+MRL+pR3Q3q14uKiirtd29N0Kn1QKfWA51aD3RqPdCp9UCn1gOdljrW6R5zzlVN50A4Y263W5QNiNnbUlJSp8/45OdffhejKJxDeFiY2+MGAIfD7vF4REgRQkQDSZIYY5ER4Xf9Z8zNwwZHRIabr8I4M3RKKSWE2GyKR9U0VaWUejyeWrVq1q5Vo/R2gAVBp9YDnVoPdGpJPKoWrNPwMLc7WKfhEeFmBR86vZZgnlqSQuQpOg0FME/LCNbpHrvcKgFCGXW5XERUHgDs3rNv7CNP5eTkiEChlIkTs8PhVFWPL6RUQoBzsNtsuqEDgCzLZkQ6nc5aNWt8NO3N8uWjgXmLFDjnum4wxiRJ0nRNXOau63p0uahGCQ1KcSdYDHRqPdCp9UCn1sPtUYGXiNOa1at9/OHb6PTag3lqPUouT9FpaYF5WkawQveYc+7xaECIqqqapomFSWfOTnr6pUOHjxBJMuPDYXeomhoQUuIyd3O4BQAUWTa8TyGcM0KILMuJiQmvvjClatXK3hdlXNM0TddtNhvnXIydG4ZhsynNmjbGqdKLCTq1HujUeqBT61EEp3a7Q/PKvcpOZUVp0QydFhfMU+uBTq0HOi1ThHz3mDGmqgYH7nLlmJetT502Y+GiJR7f9G6KohiGAQBOh9OjeipWrNivb1+321WlSpVWrVs3TEhQNV3XtT2792zYuOHXX341qCHCy263mzGqKIokSWNuGTH2gbvFVQC+y+I1RVEIIVlZ2ZQaum6EhzlbtmyGU8AVGXRqPdCp9UCn1sN06na7KGVi4RWd9undR1Xd6LRsgnlqPYqWp+i0LIN5WtYI+e6x260CITk5OYwxApCRlT324Sf37T8gS7K42ZeIBllWHrj/vkEDB1aqVKlS5UoSyTsiQkCECAAxDP3gwUM//7z0q6+/crlc5hpEUAJA/Xp1Xn/5uVqiNJ9zg1KPx02IxDkXlQ+qqlarWqVhw+u9MqHIoFPrgU6tBzq1HujUeqBT64FOrQc6LWuEdvdYVXWDUY/bI0oODh85NvbhJ1NSU8WjIg5q1Kjx8ksvdurUKTIyEgDyD4NwAG99PxdV/t7CBE3TNm7c9MKLz58+fdq/gl9RlOjoqNdfea5p40TRWtM0l8tls9uoQcUUcG6POyG+fs2aeHV7oUGn1gOdWg90aj3QqfVAp9YDnVoPdFoGkZ97dnJpb0MRETfLNuNp955994+dkJmVLcuyCApZlqdMnvz+1KmNGjV02O0EQCJACvo/QO4vAEQgy3KdOnXuvOuuBvEJ69avE2X9NpvNMAy32/Pn2g0N4uvWqF6dc5AkiRCiqZrdbuecU0oJkc6cOVepUozT6Szl3RRSoFPrgU6tBzq1HgFO9+0/eN9Dj5WE00YNE9euXYNOrwGYp9bjmuUpOr1mYJ6WTUK1e8wo0zRD0zVdNwDg73923vfQY5qui1ndAKBWrVpzZs0aOmyozaYQApJEJEIgN4wIIUB8AzC+38Vi8B+YkQhp0CDhtttuT0pKOnHiuFmWoGn6ug2bE+Lr16pVQ8QfY0xVVbvd7q2OkEjyhUu1a9W4ni9tLxTo1HqgU+uBTq1Hfqf3j5vgUbWScBofH49OrwGYp9bjWuYpOr02YJ6WWUK0e8xVTdcNw+NRAeB88oXb7x6r2Gxi6IVzPmzYsLlzZsfH188dYgGSO5bijSfiizKzAQfIE1O+wRjidDoGDBgYExOzccMGMRGc3W5XVXXztr87tm9boUJ5EVU5OTm6roeHh6uqKhFJ9XiASBVjKpTy3goN0Kn1QKfWA51ajwKcSr5ZUkvAKaDTkgfz1Hpc4zxFp9cAzNOyS0h2j3Wdqrrh9ngAuMvluf2esZmZWZRSu91OKX3wgQfeeO3VsLAwERASESMsQAhIAMSv9oB4g0ZEFDdHWXIrE7yjMN4/mjZt1rBhw9V/rhbV/ACgqtqWrX/36dXdbrMDAbvd7na7ZVkGAEqprCjJyReqVK7idDpKa1+FCujUeqBT64FOrcc1d0rQaUmDeWo90Kn1QKdlmdD7rpxzpmq6Yeicc8rYa2+9d+5csnhI07S77rrz2Wee8Y6pEJBEQEl+1fkSIX6B5fd/YpYjcJ4bdgFXwPfu3WfW/2aLoBFcSkl9/uU3RCNJkhwOh6qqERERkkQ4Y5yxffv2Xcv9E4qgU+uBTq0HOrUe196pP1d06kSnhQfz1HqgU+uBTss4offtsabrBqWiFGHnrr3vvv+xw+4QpQi9evWa9v77uQHkG2jxiyFi/gJmvb5v9AUAfJUL3l9z48kXbUCgdq3a1atXX7lyJQA4HA5N05IvXKwTV7tOXCwBYrfbPR6PqqkEiMfjURQlNS2tWrVqYdffde3Bg06tBzq1HujUelx7p6QwTm3otPBgnloPdGo90GkZJ/S6xx636nZ7AMDjUe+8d7xHVSmlNsUWFRW15KfFsixLuaHjvWZdIkAkIvmGYczyLl9MAfH7aZbs+5/PzegSTRolJiqyvHXrVl3XxXP+3r5r5IihkixxzjnnLpc7LCxMU1Ux75yqqtfnxOhBgk6tBzq1HujUevyb08jIyKVLfip1pwDAGEOnhQLz1HqU8TxFp0UA87SME2LF1bquG5Qyxjjn8xf+mJ6RIZZz4Du3b7fb7cTX0htVAL5yfXMYRjzqG5IxA8j30zewAgDcXEkABGDcf8c3adLEXOJxu5954VURQOHh4ZIk6ZrmcDjFhe9nzpzNzs4p6Z0ToqBT64FOrQc6tR6Xcbp548bgnfr0XX2nnHN0WigwT63H1cpTdFp2wDwt+4RY91jVDDHI4XK5Z8yaK8uSoigA8Nijj3oL8X3DLQBmFYJ5izBzxMW7Nsms3fd/DeJflsD9h1984zjedb/91juiRl9RFN0wdu7eY64jIjxc0/Uwp1OSJMaYRKSjR49eq50UYqBT64FOrQc6tR6XcRoeERG8U9ECnZYFME+tx9XKUwE6LQtgnpZ9Qqm4WnzRL+7WtWLlmj9WreGcM8aqVq02Z84cb12+X6W+ZIaRf6gFjJ8Q4Fd+ZUKIt53ZnAPEVKjAGNuyZQtjDAAoZampqR07tBWjLJkZGYwzXTc0TSeS5FE99evXK5H9EsqgU+uBTq0HOrUeV3AKuV3fq+0U0GkJgXlqPUovT9FpSYF5GhKE0rfHqqrpusEYo5TN+uRzc/nExyeYoyZ+V66DWXgQMKhi1iTk/ukLO7+Q8w25cADCgXMi+RcuiGeR22673X/mtz9WrWOccc44Y7Isq5rqcNhFSObkuMzyCcQEnVoPdGo9iuDU4/HMm7/granvFcFpWlrqkGHDP/38i5OnTqDTEuLyTsFn5OrnKUDwTt0eDzoNHjz2Wo9Sy1N0WmJgnoYEodQ91g3KKOMc9u47kHTmnN3uIITExMTccstoEQAr/ljBgftHBefgHSLh3v98Ayd5MOsPCMn9O6CCH7jfzcR8P6tWqXrvPfcBgM1mI4S4Vc+2bds5Bw4QGRXFKLPb7YQQzrksy6dOnS7hPRR6XNGp74IJAsBzcnLWb9j43fyFn3z2+edffF0Ep5mZmXfceddTkyd/+dVXC7//ftPGjRcuJIvbvqHTq0VhnAJgnoYCQTr97fcVT06e0nfAoJZt2//nnvuys7OHDBpQBKflypV/5623qlSuNO2DD1q2adOla9fRY26dMXPGnj170OnV4vJOScnlqVgYXJ5u3fY3Og0ePPZajyvm6Yibb27drn3HLl179O7bs2//zt16tm7fuUnLdo9Pehqdlk2umKffLZh/8tSp3CdgnpYGSmlvQCEwDINxBgAbN2/jnKuqKsvSgAEDzDjYsXPn8y++WLVK1R7du426eUTdunVECHlPx36rCihC4P9SlUAA8sQkAAC43a7FP/3Ur2+/ChViAGD06FvnzJ2jiWnfOMyY/emnrT8khIhifV3XHQ6HpqqMk5RLqVd/p4Q4V3Q6ZNjw1LS0zMzMFs2blYsuV758dKOGCZUrV65apXIRnIaHh48b+1B2djZj7Nix4//s2JGZkZGVlbVv/37O+bxv59WrWw+dFpMrOv3iiy/DwsPCwpwOu6NRw4SqVStHRUZy82Oz36qCz1PGeWZW1pEjR5OSkihjKSkpp08nnTt37rlnn61RoyY6LSZXdDp46DAA6Nyp46CB/R+8/974evUURTH7QoV1KstSYqOGjRo1HDRoEHBISkpKvnDxyNEjn3322cbNm77+6mvM0+JzBadeAj59Xf3zaQABTj/57JsunTqg0yC5Yp7+vmJFvz59Aqzqhr5x05buXbsU1qnb7Vm2fPnNN90U4JQz9uPixd26d4/Bz0jF5op5uviHRcC52+26ePEiYywszFmjejVx+L1meYpOC8UV87RqlSofTJ++YcPGihVjGsTH9+ndq1+f3hER4Vf32Ms537ZtW/Pmze12BzrNT8h0jymjum4AAHBYs26DGAvhnD88frw5J9tTkyY9/eSkAwcObNv21/MvvXLq1KnWrVoNGtCvR/euNpuNcL8qBLPKC8zIAc59F6/nXS7+2bZt259/rvnr77/SMzJ6dO8uSZJoEhsXGxcbd+LkCfFn0pnzLpc7IiIcAGRZVlUVAFRNJYRk52SLl7h4KbVypZhruffKJsE4/X7BfKfDkWcaGPBeg8E4L6xTm83WpVMnX32fdxjO284clUOnxSAYp4pNycrKOnbs2IULF7+dN48ydunSpZTU1LatW30ya0ZhnaalpXft3qNBQkJYWJiiyBHhEbFxcTEVYurVq9u6davy5csD5mnxCMbpj4u+t9tt3tz0mzIEODAodJ4GHHtr1qpVs2atli1bjrp5JObpVeHKTgncfueddWLjmjdrWq1aVQIECD9w4OD+AwckSZo+bWphnaakpN5x51316tWtX69+YmKi3W43KD148NCBAweOHj06c8aMWrVq53d65iw6DZZg8nTtuvVvvPVW65atEhs1rFq1yrFjx/ft33/46NFbbxnZ9cbOhXXKOd+7b/+rr7Vp3rx53bp1Y2Njk5KSTp48dfDQwe7du/fo2RPw2Fs8gslTACASiYiIjIyMND8jQVGPvZkZmW+8/Xb5cuUTExtFRkZJksQ413V9167dFy9eHPvQQwXmKToNnmDytGePHr169iBAjh47unfv3u07ds6cNZtz3rdPr6eeeLw459P0jIxNmzdv2rx5//79SWfONG/W/Pm4uCpVqqLT/IRM91hVdUYp5/zChUtHj52QZZlSWrNmzerVagAHbzE9AAAkNkq8ITHx7rv+o6nq2nXrV6xcteTnZR9/+D7nHAr8isqHqBzwGy/n55KTV6z4Y/WaNbt37WratGm3rl3ffOPNOnXqcDHrOQcAkCX5nnvueeHFFxRZFmGedOZsg/h6IqRcLldYeLhYna4baakZr7/74d//bP/95wU2m63kd1uZJhinDocz3xcY4P14LHwV0qn3UJSvnf8xBp0WmWCc3n7b7Xkmn/ANeZjniUI5rVCh/O6dO8yUzP0JgHl6VQjGqc1mL/C5mKdlk2CcTp/2wc6dO3fv2b1n3z6P212hfPnyFcrfduvo1i1bFMFpxYox3y+Yv33Hjr379u3bt8/ldjudTofDMWrkyGbNm0dFRRWcpwDoNEiCcfrqK68AZ5u3bNmxc8eRo8cqVox5ZPy4Vi1bFO3YGx4e9uLzzz33zJS//v778OEjaWlpsbVj+/bt26J5C1mW8dhbfIL/3Jufoh17w8LCBg0YuO/A/sNHjmRlZWdkZERHR0dERERGRLbq169q1WqiGTotMoVyGl+/foP4+iOGDyVAXK6co0ePFcGppmlz5s7dsWPn9u3ba9eu3aZNm3bt2t177721a9XGz0iXIWS6xwcPHa1auRIAHD950jAMzrnNZouvX18cBDjnvsL63NhyOB19+vTq26e37zMVEaMqZgPuLeD3G3shhDLvuEtKSuqDD41t177d2AceaN2mtUQk3/eNgfHYuXMXRVEopeLPTVv+EiHldDozMzPF9e6cc0mS9h88uHrNBo8nZ++Bwy2a3lDSO62MUwSnXl+cFM2p/1pyh9TQ6dUDnVoPdGo9rugUACrGVOjZs0evnj38KwLESFbRnEZERHTu1KlTx05m+zyVOz7QadEINk8lqVPHjp07dcy99oFDcfJUkqS2bdq2bdM2wKk/6LRoBJOnErmax16b3dalS+fOnTuZCgPz1LccnRaNIp9Pw8MjmjVrWgSnqseTlZV97913t58502yPfZkrEhpTc128lJJ84aIweezYCeHeMIzu3Xv4hxDPF1Din7y1B3kfhDxhxTlIhHDGxWj30sU/PjdlStu2bSUSuKOI36oqVaos5kMXbPnrb/GLw+Ewg0ksOXU6iVJqjyy/NUWG65tScQoFHRH8VoROiwU6tR6FdXr4yNEVK1cfPXZcLC6+04OHD69cvfrQ4cPmutBpMcE8tR7o1HoU1umx4yfWbdh48lSSWIxOyyClkqdR0VGTn5zUoUP7AjcJnf4bodE9Xv7bKrvdzjnnnB8/ccosu2vZqpXZJnf4xDcg6ldmKYoRgIvlop7A+18BFfyEEO4/EJNvhgPIuyAiIqJ6teq+lfCTJ5PEpQWyIkuSRCm12WyyLBNC0tMzOXC7M/z08evlztr/Bjq1HujUegTvVDeMRyY+0WfQ0PvGju/Rb/BTz76gaXpxnHo86ohRowcPv+mh/z48aPiIJ556OsflEs3NJ6LTIhCMU0HQecoxT0uXwh57ky9cOHnq1MVLl67WsTc5OfnUqVNpaWl+nSt0WiyCz1OD0olPT+7UtfuoW2/v0qPPi//3hq4beD4tgxQqTxmjZ86cOXv2HGXsquRpalrqp599dv9DY5946ulff/tN0zXR3HwiOvUnNLrHm7b+I3mL6fmllBRKuc1mUxSlWdOmooGpd9OmLZ2792rcrHnPPn2//ubbrOxsM6ogt4SLeE/ovuX+hwDxuxhQEb9nZmb+9ttvffr2qVy1Srfu3dZv3JgbfACiuKhzl84Ou91us4eHh3lUNcftYpxxzimlmqqKX8RPxhgH4rl09lrsuDJM8E79xPmWF88ppXTP3r2rVq184cUX5n4698CBA7phmI3RaZEpRadQ0JncBJ0WmeCdPvH0lKU/L89OT81IuZiZljJv/sJ33v+wyE4ZYzeNHrNz9+60SxfSUy5mpqUs+Xnpcy++hMfe4lMCeQqYp6VL8E7TMzJuGXPHiJtuatehc/2ExHsfGpeWll6cY2/yhQv9Bw0Zdcuo9h07JjRqeNe996akpZmN0WmRCd7ppKcnf/7ZZw6b7M7Jzki99MlnX0z94CM8n5ZBgnf699//DBoytHW7DolNmrXp0HnDps28eJ+RkpKSRo4cOXnKlMU//jB/wXePTnxi4pNPU993xeg0P6HRPU46c8Zu91787fGokkREyT4AgF/9PQDc/eDYw4cO3THm1gF9+4x/5LEmzVsdP3nSF07eYRcxesq84y65pQj+mGF28tSp+AYN09MujRg6GAD2799/x113rd+4wdfMG1Y1qtdUNU3TNbfbwzlnvtp9cYm8eaGOJBFJkhTFJgOD65vgnYJvqMyrye97jCI49Xg8Ldt17N69R9PGCcuXLZ88ZUrXbl2HDB+hi+ns0WkxKC2nBcED/0CnRSJ4p2vWrc9KT1v8/XdxsbUZpdnp6XO/+IoxVjSn55MvHDx0KDP10vKfFpUvX55RmpWWuuyXX/bu2+trhk6LSPBOdcNIS0vTdT05Ofn06dNpaWm6YRQnTxljGRkZjLFLly6lpaeJ3/2aodMiErzTITeNWrnyjw/efze+fn0A+PHHxbff80CRnWZn53Tq1vOvrVsWLfimRvXqAPDL8mUDBg9xu92+Zui0iATvdOnSn0eOGLZp7SqxG905WXM++4IxXuQ89Xg8KSkpLlfO5s2bj584fuFCsv9XCOi0yATvdMTNI99+4/9q1qxBCDl65MiYO++dMWtOkfPU7Xa369Dx12WLy0VHA4DqdjNKV6xcuWXrVl8zdBpIaEzNpWq6LMsAHIB4PB6xMCoqyvcpmBNOgIh44Ywab737ntCZlpY2/OZbtm/bbN5qhPumeZEIoYxJeW5CIlqYn9UhIz2jZ7+BjNHxjz5uPq6rWmpqqn97AIiOjjYXECDmKZ8QAhwkiQAAZxwIoZRyQiIjw0twf4UCwTulhiErMhDCGZckiQOnBpVluWhOV69Ze+niBQBIbNrafPzAwQPLf/112JAhZnt0WgSCd8oo1Q1dHJDFXbtsNpssSVAkp8BBNwxKDe53hlAURcwkYbZHp0UgeKcZGRmM0S+//iYlNY0QQqnhdrnWrN3QvduNRXD6+x+rDF0HgAMHD4mhK865oWl79+1r0rix2R6dFoFgnIqPaq07dD5z+mTduNhjx0+Ij0ex9epvWr0iMiqqCE7PJyd37t4z/dLF++6+88tv5gmtteLq/rBgQVxcrNkenRaB4PP07NlzjLI+/Yd45+8xjL379m/Z9le7tm2KdD5dIz7c+59PU1JSfv399xHDhpnt0WkRCD5P09JSFy76ceGiH73Xsmqarutr1q3v3rUox96kpDPNW7YM2JgKlar88vPSunXqmO3RaREIPk+zs7O79uwnGojrk99+74MH7rnbZrcVwenpU0mqqtaIjTcfpNSQFeXYseOdOnQw26NTf0Lj22Nd0yijnANn3KNqnAMhRNxxXsSZ2XL40CHm8IY4ap87n/zHqj9z18Vz/5UkSdTr+2r9A1m8dGn+jYmLrT108OCAxpUqVeYmwCn1hpQkSZwzACLLiqzI585foNQgsmy3OYq9V0Kb4J3KiuK97bF3VgCiKEqeGW4L47R69WoFbA0Hh8OBTotJ8E4lWRZzISYlnUm+cNHhcMq++7h4KYxTIKAoysHDh/83e/aHH6b2x7QAACAASURBVE7/36xZx44dU8Qsi3kbotPCErxTahgAsOD7H7Ozs713i+C8du1auesqjNPKlSrqmgoAE5+cnJOTIxYyzuw2OzotJsE7ffKJx50Ox7HjJ8A3L8vjj4yPjIrKXVdhnEZHRdeJiwOAuZ9/aVbr1KheLTIqEp0Wk+CdOhwO8+Yx5lQ/jRo2zF1XYZzWrl0rsC4IQNwfCJ0Wk+Cd+iswndauVcRjb0xMhYYJCQELmzVtEhMTg06LSfBOY2Njzd/NWao3+r7shUI6/eW3XwKWiKLrxEYN0em/ERrfHjPKNFXjnAEhkRHh4nL2SymXfI/7oorDm6++0q1zp/seeEDTNDHgERsX173bjQV/qgYgAJQxc2Jq7vs6Svzo1bPHK6+/aXM4dFUVDXr27Dl3zieEkIC1ZWdn+c9uTcT4CoCoLWSMUWpIRFJVj02x2RyOsDBnCeynUCJ4pyDuT0C8Y6UEvDeiKJrTxIYNI6OiVbfL/yn14+v36tEjYD3otLAU1mmVKlWqVqlqzv1TZKeCZk2aNm3cBID4qo4KWBM6LSzBO61bt+7uHX7XHBJSv17denXrFM1pu3ZtZDnw9EQIadOmdcBCdFpYgnd6x5hb7xhzq9vtppRKkhQZEZ47+lzQmi/vNDw87I9flmVlZRuGYRhUURRZUcLDw/F8WnyCdzpm9Kjp06cbmpiVB+xO5523j4mOjiry+VRR8uSpJMt4Pr0qBO80Njb2xIkT5hMVm61unbgiH3vDw8M3rF/n8agej0ecT+12u9PhFN9q+oNOC0vwTlevWtmte4+kJDEPOVHs9tatWnbt3KloTocPG/bK/73q315WlF49erRsEVgmgE5NQqN7rNiUnBxvf0YcxwEgOzvb+5FafNr2hhUZOHDA0cOHzp0753G7bXZ7nbhYRZLFmArxG2czC/QlIjFRUm/Gku+Tdc0aNdauXPHn2rX79+7r07dPvbr1qlWrRvJ+ihf/Xrhw3hy045zLvhMGY0ySJG99AgHDoKqqGZRTRkt+t5Vpgneae1dG0UMGIMRb3VEEpw6HY/vWze9OnTpj5kzDMADg2Weevf/+B2w2G0enxaO0nPrDgfsukwHAPC02wTud9+UXnbp0zszMFG1kRZn27tumo8I6rRgT8/STT7744vP+G/PM5Mm1a9XCPC0mwTgViCVhYWGE5N7/o3h5SqKiojg3T8iYp1eH4PP02aefvm30LZ98MnfJ0qU9enT/77ixjRMTi3M+/WfLplmfzH33nbdVVXU6nS+88OKYW8fg+bT4BJ+nS3/6qWOnTtm+KhtneMS7b7xW5GOveJLT6fSV1GGeXjWCz9Ny0eX+3rb12LFjy5Ytd2vqzcOHx9evV2SntWvXnvz002++9ZZoGR4ZddOIES8896wkEczTfyM0usdRERHZOTkiaKKjo8QF4oqiuFyu8Ajv2DPhwH0n8PDw8Pj69cF3RmecAReXrQYOvPhCjXDOCZDcqxm9kBrVq48ZPdp/MCYgmARnzuTO3maz2Wy23JAyL4AkABXKl5clQggPC48smV0VMhTWKYhUJ5x4J0rlRXPKOYSHhz///PPPPvtsdnZORERE/gOEAJ0WllJ06v3Te2Lg+Z8rQKeFJXin1apVXb927ZxP5uzevadhw4RxD42Ni4stzrF33EMPVK9edcKECW63u0KFCtOmTevdq4//cwXotLBgnlqPQjmtV7fu66+9+sZrrxb/M5I4n0549JEJjz6SlZUdERHhHff0e64AnRaW4J1Wr159w/p1n3/x5fnz52Lj4u4Yc1utWjWL4xTztIQoVJ4qipKQkNAwIaH4eUqI9MTEiSNGjDh3/rxESK1atWvWrBnwXAE6NQmN7nH16lWzsrIZY0Ck6tWqiTEMVVVX/LFi2NBhHHjuN7oEOGPe8CKESwSAEyIxzsTgh7lOnucf3/iY/5Gd+zcT93Ukvq++fE/xPsh37dzpvTqWgN1ms9tsIu7FWIvvSjyQJYlzzhmL8L9867qkcE59e1uYvYzT88kX7DabpuvloqPDnI7LOJWIJGZE8B/0QKfFoYScQiHy1NcKnV4lCuX0/9s778AoiraBP7O7V9JJKKH3jlKkJ6H3jnQRRBQVhfcFFRAUBBXb+ymIKCq2V6UJoiiiFJHeXwudAAKhhwTSc2V3Z74/5m5zuQshQMrd8Pw+P97c3u7s3v6e53ZnbnamYqWKc2bPdrdtE3Z3TokkPThw4IMDBtrsdqvVygcaQad3TwDlKUGnBcMfnIaGhrpfY54WArfltFLlyjNferGwvnvxelpElGCeAiE1a9asWaOmsT5eT/MnMIbmahfT8tiJeK6nTu0a3BYhZO+ePV5rMl13DXPOGKMUdJ0/O8FbZVwj3RvtKq4vAmZECXMPUZ7TmsIY6DroFCj/QwdKPbsuAEBWVubpf04zxijVNV2vVq2SLMuMMafDyYczoZQSQohEiCQxxlSnMzxE2NHeCshtOHVLAsPYzZ2WL1cuKjIyulxZq9VyU6e5Smeufiro9K4pIqcFytNcpaPTQsMfnFqtVnRaiBS+U1ZUeaqj04LhD3kK+N1bqKBT8UCnAURgVI8H9ut1+vQZPjJqndq1+EJCyNGjR1yxwVwzgIF7kA9XVLGcgCGEMGDMNQ2nK/BYTgOLK8Y85xAzHrcwIoxvmdPWAgAASdeSPCdvbB/blv+RbcvmfRIopXyE9OjocgwY1ZyRUaWK5cz5L7fhNKdly/3vXTpluZ3mFAXo9G5Ap+KBTsWjIE4pux2nRh0ZnZYQmKfiUfh5ik5LGszTACIwOleHhITUr1cnMzvbbLaUKR1VPrrc9RspjLGz587lNIIw4P3xgDLeE4ERIERyRQNzj8Am5YziBe63jIjhD8d7Tn4NQJhEgLKcYDXechd95OgRRVF4DwVN01q3dI2tarPZJEli7qeWg6xWk8kMAKotKzpC2P76BeQ2nOZ0NgHXkE68CN4eAoQZbxvcwqnR1mZ8ATHPN9DpnVFETrOzs0+dOq1THYDc16ihyWRCp8UG5ql4FMQpuCWi04AA81Q8CjFPHU6n3W6PiIjIKR2dlgSYpwFEYPx6DABvzZ1FAHRdZ8Dat4tRVVXTtKysrBXfrvBoX2GMx5EkMUkCIuX8AswDiZCU1NQbKamXLl2iutG24l7B3TTDm0lyQskoUJaZ5+ysBACAUvbpp59omqZpqqZpQdagMPd4dJqmGUO9EYCQsNDQsBDCmEm1160YWdxn0P+4DacuF+ChybWE/0kZA8YoZdeuJV26fCX+1Gn3kxI3cer5HeF5TOj07igsp4yxYyfiV363euy4pxo2fqD/oKEPDhnx4JDhDRs/MGv2q/EnT6HTYqPQ83TfvgPPTJzUqGmLPgMGLVj4YVJyMuZpMVO4ThmFGzdS1v3y64IPFn29dNn//vjTteldO7VarOi0gBR6nrr/KcA9EuZp0VBYTs1m8779B/416dl35i34ce3Ph44cTUvPgFwro9NioojyNCn5+ql/ziQlJWdkZlLKKGPo9C4JmOqxJEkVy5fXdZ0AiYtpbTR7fPnl556a3fOdEvffAB41ZCAkslSpyMhSFSpU3LJt+4aNmzZu2nz9+o3r12+kpKRmZGTEnzxps9k0XQdC3N3ySa54cvdbMCL00qWLR48cNfZeuVJ0SHAQY0zXdVVVeYuLLMtEIpGlIhrfd1+zZo07dogtvhPnxxSOUwDeRYQyIIT8un7Ds1Nf+PiTT39dv1H36CUChKDTYqCwnL71n3d79R3wwoyZW7ZuYx5vqKr6zdJljz72xC/rN6DT4qEQ8xQA/m/ee89Nm753/37G2D9nzn751TcjRz168tQp19votFi4pdOce7ICfPcygNU//DjlhRfnvff+rNmvTnpu6tGjxz3XuGOnFSuWQ6cFpHCvp+kZmcdPxO/YuWvjb5t/XPvzDz+uPXjocEpKirEG5mkxUIh52q1rlwXz51kslnnz3x84eFjjB1o+0Crm5Vde27pt++XLVwCdFheFmKeU0vSMzP/98eeevfsIIbVq1ixTpkxoSCghxDXtADq9CwKjczWnVKnwlNQ0xljj+xqWjopMz8gkQM6ePZuenh4eHu7y7+qZwHw7J3jRuVMnz84FnLo5Qxm7+jBQzzVyGlFz/vzzzz9NZpOmaYwxSSLPTXqGL09PT6eUAiGapvHuDdWrVQsNDVn+9eIiODeBSuE6BSCPjH549KiHPRcx9//wLwl0WtQUitPp06aMf2rcyFFjLl66xGcFBIDIyMjatWu9MOX5Bx5oBui0GCm8PCXPPzt5ynPP+n73Yp4WM/k75RODFPy7d9xjYx8f++jK71ZHRUZ27dKZL7x7pxPHj+PL0WlBKMTraWhoaIP69TFPS5zCzdOJzzw98ZnxjMHho0ePHT1Wq2bNBg3qB4eEMHRajBRWnkqSHBoa2qJ5c8zToiBgfj3m45eaTQoAyLI8aGBfTdNUTdV1/bHHHvXqMMCMJ9x5bwKjmcQDljucjIfXjZXdfRmIMfaId4cEgNTUlBkzXlBVlTFmsVjMZnO1qlX4W5mZmRKR+CP4hJDIyMjQ0JCiPD0BCToVj8JyWiqi1C9rfzz05//27tq+7qcfTscf+3P/nm+XLXmgWTN0WsxgnopHoTsFAsOGDOZ148JyWqtmDf4WOi0ImKfiUURO72/UaPiwoc1bNA8ODkGnxQzmaUAQSNVjAAgJDbHb7Yyxvr27GxN/HT582OF0eHYYcAUA75IPObHAjP943BhDn7vjy2Mt19auB40944lvyxgDtnLltw6Hgy92OByDBvThzwxQSjVNkxSZ8jG9GKtUqULxnqqAAZ2KR+E6LVumXMMGDVzz7KHTEgLzVDxKxCm5HaeKIqPT2wLzVDzQqXigU/8nwKrHZUpHaarKGIuKjBw9chghxGqxaJrWqlWLnMYQz9YXQnLGlmAe//GXBBgDCsYwbx4luJtjGGPE3bfBE0LIpYuX5s1712Qy8SXB1qBRDw3hfyclJTHGJEIkQgiRAEi1qlWL9MwELuhUPNCpeKBT8cjHKdVz5s0sXKeATosSzFPxKJE8RadFCuap/xNg1WNFUUqXjuSNHP369JAkye5wAEBWVtbKVStzPWsO4L4YEx5U7u4J7reM591drSlG9wW+IOeBePfcycbAb66Sp0+fpqqqqqomk0mSpP59u/GSKaM2m4331Nd1nQDUrFHNbDaVwPkKBNCpeKBT8UCn4pGP0yVLl6DTQATzVDwwT8UD89T/CbDqMQCULVtG1ymltEzpqBee/7ex/KWXZiQknPMIJlc0gKs9hfC5kI0IAVfffGMtkhNkYDRzGwHHt8xZ9O2KFXv27OarqqpaKiLioeFD+QrJScmMMVmWKKWSLBGJ1K1Xp/hOUACCTsUDnYoHOhWPmzl97bVX0GmAgnkqHpin4oF56ucEXvXYYrGEhgRlZmYCQOeOcfXq1pZlmRBCKe3Xv9+1pCSvdhfj0Xbe/YDlBJIRKEaseEyfbUSWuyiPZ6bIsWPH3nhjrtEVQZKkac9PlGWJj7Rus9kIkRh1FVGndq0gq7WYz1JggU7FA52KBzoVD3QqHuhUPNCpeKBTPyfwqscAUKVyJcaoqqqKorw6a7okET5ddVZW5tBhg5OSk41mEiOqGMuZJpvjajzxbmAhzD3KW07vBaM0AgBw6dKlxx4bk5WdpaqqLMuKonTr3P6+hvV5IZcuXeLNLXxUOpOi1KpVs1jPTmCCTsUDnYoHOhUPf3Z65fIVdHoH+LNTzNM7A52KBzr1ZwKyemy2mKtWrmSz2RljZcuWfuu1l/lyi8Vy4cKFEQ8Nu3zlcq42Ff620SXfs90l10vGGOOPrucEkxFPAIzBzp07Bg8eeOPGDf6+ruvVq1V5atyjPJ7S09M1TQcguq5TShljTZrcb7GYS+AcBRroVDzQqXigU/HwZ6dOVUWnd4A/O8U8vTPQqXigU39GnvnS9JI+hjshODg4LTUtPSPDarGUjy5XKiL8z78PO5xOAEhNTV33y7rGjRtXrFTJ1UriMVabz7BtrmYY5rGC6yF4n9VWrFg+derz6enpkiRJksQYq1yxwhuvvRRktQCArunXriUBgCQRxhghUuVKFevXr0t8h4pD8gKdigc6FQ90Kh6+Tv9CpwEO5ql4YJ6KB+ap3xKo1WNCSFhoaOLVRE3XLWZzvbq1nU71yLETjDFCiN1mW/XdKkmSmjRuIiuKa5Nc/5OrMNf/8uhiAK7JGXMWa6o2b947Cxa857A7gABjTJKk0lGRr86eUToqEgjRdf1q4lXGmKIolFKJSFaLuU2bVop778gtQafigU7FA52Kh69TADh4+Bg6DVwwT8UD81Q8ME/9lkCtHgOAYlLCwkKvXr1GiCTLUrMm94eHhf359yFZljVNA4C9e/f89ttvNWrUqFLFe54uVzMMy3nl2ejCQ9boxL9169aRI4dv375d03RFkfnCShUrzJk5tWKF8rxbwrVriZqmS5JEqS5JkiSTmJg2YaGhxXY2xACdigc6FQ90Kh5eThvf17CInO7Ysf2hh4ah02IA81Q8ii1P0WmxgXnqnwRw9RgArFaLSVEuXrpsUhRZUerXqxMVGfnXwUOqqvGJxa5du/bDmh927dxZv3790qVLSxLJaVThA6RD3o0wjLG0tLRDhw4+8cS4//73C5vNBgCEgEQIIaROrZpvvPZSmdJRfM2kpCSHw8m7KACALEltWrcsU6ZMCZyRwAedigc6FQ90Kh6eTiVZblA0Tr/88nN0WmxgnopH8eQpOi1OME/9EGLLSinpY7hbDh06ev3GjVIREWaLhQG7fv3GCzNfO3/hkixJmq5zx7quBweHjBs3bsCAgVFRpcPDwmx2u8mkuDsMEFcnfULS09OPHz/+5Ref//77Zp3qfBcWi9nhcAKASVG6dekw/olHeZMMpTQ5OdlusxEjnmS5WdMmVatWLtlzEuigU/FAp+KBTsXjTpyGh9tsNnTqt2Ceigc6FQ906leIUD0GgOPH4xOvJYWGhFiCrFz2+x9+umHTFqeqAgOTSVFVFQAkIlFGGYPw8DCnwykp8tAhQ5s2bZacnJSWlnblypX16391OBy67ookq8Vqd9j535IklSlT+vU5M8pHl2UABIima4lXE3VdJ4TwHvyyLNevW7tO3Xto4uyiA52KBzoVD3QqHrfrNDQ0RFO1onBap3bN+vXrlejJEATMU/FAp+KBTv0HQarHAJCQcP7M2QRd18tFl+N9A7KzbXPfnHfw8FFN03hziMVscTgdAGA2mx0OBw8Fd9d8MJkU3tHfZDLxEDSwmM2PjBrev093/pIxpqpqYuI1RpkkS5RSQojJpLSLi42ICC+hEyAg6FQ80Kl4oFPxuHD+4ukzZwvo1GQyOZ1OdOrnYJ6Kx23lKToNCDBP/QRxqscAkJx8/a+/DzmdjvLlK5hMJh4r6RkZCxd9tnX7bgCwmE1OVQWA4KCgbJuNB4csy3wmbkVWNN3V0Z/HFgCEh4fNmv5cvbq1CSGMUR6F15OvZ2VnE0IkyRVPFrO5Z8+ukiSX9DkQDXQqHuhUPNCpeBSR0+lT/n1fw/rotETAPBUPdCoe6NQfEKp6DABOh3Pn7j2aplNKy5cvz8OFMWaz2+NP/rP829VHjp2glLpnCAP31NnehAQHDR7Ur3OHdhHh4YriChQGzG6zXb9+g3dC4PEkSVJ0ubItWjxgMpmK+cPeI6BT8UCn4oFOxaMonMqy5PqVA52WBJin4oFOxQOdljiiVY/5I+bx8afOnk0ghCgmpXTp0rIs88YV3pEgLT3jytXEq1cTL12+cvbcebvdGRIcHBIaHBER1qBenUqVKoSGhISFhSqy4h4PnREiZWVlpqWlq6pKCOHtLgAQZA1u1apZVFTUvTZfdjGDTsUDnYoHOhWPgji9mnjtypWr6DRQwDwVD3QqHui0ZBGweszJzMg8djw++fp1SikhUkREeEhIiCGeUpozgTZ1TRLGGMtZyBgBwhjTNC0jI8Nms2maxnvnu0pgpFr1ak3uq282m4v/092boFPxQKfigU7FA52KBzoVD3QqHui0pBC2esy5kpgUfyI+NTUVgMiyJEuSxWoNCQkxmUxEcs0SRnVqTJzNgAGArmsOh9Nus9ntDl3TGTBN03gPBEmSTCaTrJiO0nKNokN6N69V0h/xngOdigc6FQ90Kh7oVDzQqXigU/FAp8WPUtIHULRYgkIaN75/yfLvzp071/T+hsHBwXaHIy0tTZJkSSKSLMmSzIeG4+i6rmuaTikBoIxJksSAEUJMJpPqVEEiDRo0KFu2zN4jp0NtmqTbS/rz3YugU/FAp+KBTsUDnYoHOhUPdCoe6LT4Ebx6rGqqAuzk6TM7du3dunNfrRrValSrXLVyxbJloiRJIkQiBChlPG54VBEA4kZVNUrpufMXT5w8feLUmXGPPlymTGkGLBvMFjWdaDi2WwmATsUDnYoHOhWPmzktUyZKLrDThAsXj8ejU38B81Q80Kl4oNPiR+TqMWWgqRoQdvHiJVVVVVU9ejz+ePwpiRCr1VKpQvkypaNCQ4MjwsOCgqyKoui6rutU1VRbtv1a8vWriUnXb6TOmTmlSdMmfXVd12lERJiu65Ik2Zii6A5FkUr6I95zoFPxQKfigU7FIx+nFqulcoGdNm3apE9vdOoXYJ6KBzoVD3RaIohcPdZ0qqsqSJCWnqkoCu9vwCijhGVmZcefPhN/+gwhxPUQu89obYwxAMIYM5tMYDLxycQIIU5VVSlYqYrjuxU/6FQ80Kl4oFPxyMdp1u04NZlMJnTqH2Ceigc6FQ90WiKIXD2mDHRdYxQ0VdU1nc8MxoACyxm5nI9p7v5/YO7FwIBIkixJfEh0V4FUy85WdV3XdCoznY+xjhQn6FQ80Kl4oFPxyMepcUuGTgMLzFPxQKfigU5LBJGrxwSYzWYjAJTquq7xhYqiECKpmmqED7iv7QSAMeMlAUZ13XMloJTxgdR1SmVCiIQhVdygU/FAp+KBTsUjf6cMnQYgmKfigU7FA52WCCJXj00yoYxJAMFBQRmmTCAEgGmaRqkGLHcPhFzNLa4WGMaAAfFczeFw8sm4ma4DAUXBkCpu0Kl4oFPxQKfigU7FA52KBzoVD3RaIohcPZYkSXU6dU0LDw89f/Gi51vuWcFcGFNsM4828Mb3Nxo0oE/Z0qU9t6KMMsZ0p52CLCsinz3/BJ2KBzoVD3QqHuhUPNCpeKBT8UCnJYLg45UxqmdlZ5UrW4bq1PhP1yijjOqM6pTqjFFmvMWoa9IwYOzosRMLF32akppqlGaz2WzZNpvNRnTVrlOTJahEP9w9CjoVD3QqHuhUPG7mlOroNFDBPBUPdCoe6LT4EbzNwGw2O51q9epVGKXM3c9AkmRKKe+fz596J0A8Wl0AgDAA6tSSkm54tsHY7Xa7wy7LskIdV1RT+2BLyX2yexd0Kh7oVDzQqXjczClj6DRQwTwVD3QqHui0+BG8elwqIvzs2YRmTRp/+dkHuq6rqpqcfOOlOXMVxQyMMQKMMT6FNoCrqcWz3z4hnp36Qae6w+E0m01lzDTBbq0eHVESn+leB52KBzoVD3QqHuhUPNCpeKBT8UCnxY/g1eOKFSucPn2GUlahfDRfUqZM6ZYPNDt0LP5mm3g2sei67vlWdrY9Oyvb6VCCJDKkfriUO+CQ4gGdigc6FQ90Kh43c3r4+ElPd56gUz8H81Q80Kl4oNPiR/DqsSRJcXFt09Mzb6S4ut3run7l6jUGLNc4bh54trJIXk0uwBijmqaZTEr58uWK9tCRm4BOxQOdigc6FY+bOr1J3Rid+j+Yp+KBTsUDnRY/gg/NxaPg+zU/A4DNbo8/eZpSmnD+ws3iyQvKGHgEVVaWbdm3Pxw9fmLN2vXR0RhSJQY6FQ90Kh7oVDzydJpP9dgTdOqfYJ6KBzoVD3RazAj+67Gu00OHj/+yYTNl7OPPvr5xI6V69ao6paqqEiJJEuHkuS1jjFGamJh0/sLF4ODgZk3uP3LsxN4Df+7/4y9gsO/AHzFtWskyThdW3KBT8UCn4oFOxSMfp5IkF9DphYuXgoKC0KmfgHkqHuhUPNBp8SNa9VjTdFVTnQ7Vbnc4VVXX9WtJyX/+fejAH38TSdJ1/cyZc4xBdraNr08ISEQyBnsjAIwBZQyAUZ0yxp6fPptH14vTJmuaxhjTVF2SSPL1lPMXLsmybDabLBaLxWIym8wKzh5WBKBT8UCn4oFOxaOATm02O18fnfo/mKfigU7FA52WOPLMl6aX9DHcLYwxVVMzMrNSUtNSU9MzM7OcTqeqag6Hff3m7R998sW1pGTGgDFKGWPASA4AQFxTgzFGqTFXGHUN/AaEMWYymSnTt+/cbTYpCQnnKaWU0uMnTyuKUqliBSDEYXdkZ9vSMjJs2TZN0yRZUmQJCtbnAckTdCoe6FQ80Kl4FL1TE2W0gE5VdFoYYJ6KBzoVD3TqVxBbVkpJH8OdQym12R0pKSmaTnmjCWUUGAAhycnX5y1eeuLoEXtWxo0bKZIkAQADQoC5/mWMO+djoBP3C3DHGQAwYOB6qooxxhRZ1jTX+G+lIiNNQSFVKlecOfVflSqUd21qtNwQqXRUqeDgIL5fpOCgU/FAp+KBTsXD0ykwkCRSFE4ZY3wDdFoMYJ6KR/HkqbEWOi0GME/9kED9wIyx7OzsC5euJiVd1zRKgADh9gkhUuLVa5OmzJKr3hcUWZYQQkiu9g/+l9FN3/0HyXkPGP/Pq83EiCcAsFgspUqXtdZoPHHSC5evJIKrCUcyWm2Srt9IOH8pPT2dUlrkp0MI0Kl4oFPxQKfi4euUSKSInBprotMiBfNUPIozTw3QaZGCeeq3BGTnak3TkpKvp2VkEuAtJQzczSN8ha+WfBt/6h9CpM7/et2RkWpPSXLYbZQx1+o+XQUYA0IIb9XOE2NkTgYgSaR04uatpgAAIABJREFUufKVGjWv12P4uX1bsq5fu3zlasf2sblXYwQIYyzbZk++ft1qtZhMpps9N4+gUyFBp+KBTsUDnYoHOhUPdCoe6NSfCbDHrxljGekZDlV3OlVJkoBHCSEMABiTJdfYa1arGQAST/z9/Qsj63YaOHz+yhsXzhz5dcU/f+5RnXZdVQkhrh4HuefO9tkdMMYI72cgSRZrcPVGzWq27RYUVe7s3t93f/aW055lMZvr16sNJOf/XJ0Z3MUqiun4iVNWq6Vhg7qShKPDeYNOxQOdigc6FQ90Kh7oVDzQqXigU/8nkJ491nU9LT1DkhRNVW12m6GN8N4DjPGWE4mQlNS0Dxf/d+/+PyVJopQSQnSdlqlev3rrjtWad7CEhWenJF88vP/aP8dTriSkXj7vsNk01UE1TZIACJFNZktIRHjZCmGly0VVqVG2Zn1zSLhmt18+cuDS4f3p1y5QVTWZTJqmVShftlf3zkMHD+RHYvTO5zvlR0gZS0tLt9tsAKxZ08ZBQUElfSL9CHQqHuhUPNCpeBSiU1vq9QuH9hXQaZnqdS1hpdBpUYB5Kh7oVDzQaUAQMNVjndKMjExgEiEECKSnpzFKwa2NEB5XhPcrAAC73ZFw/sK+A39Vqlj+uzXrrl695lRVYGCxWDVGiSzLilmWJXNouGwJkRVFNlsIIXzoENVh0xw2zWl3ZGbompPqlKoOYJTqOi88ulyZnt27tG7xQHT5csFBQQSAt/owRvkDAO7DYAQkTdevX7/OR5MDgAeaNbZYLCV9Ov0CdCoe6FQ80Kl4FLJTSZZN6LSEwTwVD3QqHug0UAiY6nFGZhbVgU/qxQdrM54UN9pdgBBgrqHajBCjlKqqmpqalngt6Y+/Du078Ne1pOuarhPCJEnSNV3TqavzAAMARghhwPUzqlNgQBmTZal61crNmzdt1aJZdLlyZUpHASEykVzPwBNCcvbKGLi6JgAwXdfT0zMopZqmEUJ0XQ8NDb3/vgYlfTr9AnQqHuhUPNCpeJSkU2CyhE4LH8xT8UCn4oFOA4XAqB5rmp6ZZZMIIZLriXBJkimlqurMysrigcUbOSTe1OF6Np3wEc9dsaVTPq2E0+m0Oxzp6RmUMrvdnp6eoem6U+VoiqwEB1vNJlNISIjFYrZaLWGhoYqiBAcH84BzDagOQIirt4N7X+4H6wEkIjFg2TabqjoZY7qm814KlFJN0xvf3yAsLKxEz2jJg07FA52KBzoVj4I4dS0vqFNnenp6AZ2GhoaYFBM6LVwwT8WjCPIUnZYwmKcBRGBUj9PTs3izB7gGL3c1rwAAMOZUNYfD7nA4+Moe3QOYMcCaEWHGOsy93AhHcK9APIaDY4xJEvFczfNf90LI2ZAApUx1OjRdZ4xpusZ3qGsaLy0lJcVsNnVoH1esZ9D/QKfigU7FA52KBzoVD3QqHuhUPNBpABEAI1frOqWM8ifFCXE9L26MK06IZDabzWZzaCjTNKeqarzlxKPTPLji0I0RT7kWSlJOCDLXLtyDpLuCiZdm/Mu7LvBXRCKMMlXTKNX5ivwNk2LSdI0xpiiKrusOh8Nms9lt9uzs7ODg4GI7h/4GOhUPdCoe6FQ80Kl4oFPxQKfigU4DiwCY9zgzK4tLJZLk7h7veou3rHAkiUiSbDKZrFZrUFCQyWRWFEWSZIlIkkT49NauODO2ZcbWwHz26x1zRDLW4kfCcppYqK7rjFH+eAAPR0Ik/nS7LMk8xrKzs1NSUhhjmqalpadXq1qliM6Y/4NOxQOdigc6FQ90Kh7oVDzQqXig08AiAH495vEE7gmwje4BAMQjJMCID95coiiKoigWC3N3FQDKmKZrvC1E0zRd090PbzCjxz/fBWXMFTAAhBBZliWJABBKKXM/9c4IY7ruOg5JAndRiiJrms6jSlEUTdMopaqqpaelORwOSZJ0XZdlKTM9qzjPob+BTsUDnYoHOhWPAHNqUjRVQ6f5E2BOMU8LADoVD3QaWARE9ZhJkuSKKve/xuPj7oHdPIPL2DBn6ALKmFNVTSYTfylJEphyGlQ0TfWc5isnOhmz2+2u5wQAGKMe8U0oZbwNiADIisJ75AOArMi6pvPRz51ONT0jXdf1nKglBIBQyDm2exB0Kh7oVDzQqXgEmFPG0OktCTCnmKcFAJ2KBzoNLKSSPoBb43DYc/oGuDsIMPc/RCL8Q/AuB55tMJrbMQ8UI54AwOlwenY2yCkXwHM8QEKIEWoAoChKrh14NPMAY7qu8/m+dU1TVWdaWlpKSorNls0LlGWZ71FRFADQqX73ZyZwQafigU7FA52KRwGd8vFg0GlAgHkqHpin4oF5GlgEwK/HlFKn02m1WsFjHDbjkXT3uOREJiTbZiMAimKSJElVVaOlBAA0XTdJRsMJ84wh3iMBJNn9KtdbJkXxDCLPkFIUxak6+fRgmqbb7Pbs7CweuIQQzT28myxJfOQ3RVH4c/YAwOfszh3W9xDoVDzQqXigU/EooFMCkG23F9QpuQ2nNPcorMZbeTpVFIX/TIFO8wHzVDyKJE/RaYmCeRpY+Hv1WNd1IJKu69nZtqDgIL7QeBKddx6QZVc0WC0WY0NCgFLqcDhlWdJ1SiRCKXNN9gVgNpv4NF98ZQaMeXRq8IwbIklGTwP+RL3D6XA6nHwGM88+DxIhvDUFXO15rn3JsqJTyhjjQ9U5nU5d12VJzsrMDBV3xrB8QKfigU7FA52KR1E5Nd2GU/DonndLp7xMdJoPmKfigU7FA50GHP5ePdY03eiTb7fZJVmymM1AiOSOBiOeVE2TXL3hgYGriz9/V5IouNtmuGxKdd6HgepU03WnU+UNJzxYNU3js2+bTSavjg0AoDpdrSYmk6JTqhmNKK4n712rMWDu9iGm6zoByM7O5p0W+LspKalChtQtQafigU7FA52KRxE51XWNEFJAp6qHNXR692Ceigc6FQ90GnD4e/VY1VT3CG8AwKiuZ2Vl6To1mU0hwcGappnNZr4m1XXZ3SOf6tTz535KqWe3e53q/A0CRJZlSqnFYvacPttutxuRyoDpum68BHfk8b9lSbLrusnd0CJJOQOmy7JMdUoIyc62ZWZl8oCWJJlSXZZkIJBtsxXdefNn0Kl4oFPxQKfiUVRO3UO8FMQppRSdFiKYp+KBTsUDnQYc/l491lXd6GHP1TLGTCaFUZqZmel0qharFhwUZDwm7tqKUiV3EHiWqaqq2ePRdqOrgMcCjw4J7v3mvJ+7k73sEawWs9nhdPAiHE5nVmY2L814usDpdCiKwggwSm/cSLn78xOIoFPxQKfigU7Fo+BOPU87OvVnME/FA/NUPDBPAw5/rx47VBXA9Yg5t8L/5ZNWm80mHluSJDmcqiJLQUFBkiR5xZAXXg+Rez3bznxCMFc8AUi55+BWFIU/NqDrus1mz87OJsQogbl35woq3vCja5okSenpGXd+XgIZdCoe6FQ80Kl4FNypU1VlyQ+c2rIJoNP8wDwVj8DLU3R6KzBPAw5/rx7zh855mwcXL3kEhKtPF+89rygAkJ1tI4RQqtsZYwAmk4kAECJ59iJgOs3nc5OcKbVz7cXzpa7rTlVllKqqpuu6rmvGWCO6rhkDingWylOBd43QdZ0QwmfcvgdBp+KBTsUDnYpHwZ0qsl84pfxQ0enNwTwVj4DLU3R6SzBPA47AqB67DBHCn0H3nazZaADhTRqMuf6gus4Ys9sdiqLwaa8BiN1usznsvFiJEMqY5G4UIUAYgFNVHQ4HjxLKqK5Tfp3mT6trmq5pmrs019BzHjGUK+KZe6x2VwsMA6ODhOekZPcU6FQ80Kl4oFPxCECnOaDTPAlAp5intwCdigc6DTj8unrMGHM6nRaLxT22eK53Pa+gPj0QcvUyUBTZiADGqK5Ti8eo5U6H03iX43Q4jE4IEpGcuiq5mnaAP1uf++Kda9e53vLpF8GnL+OFU0Zvdh8gMOhUPNCpeKBT8bgtp7nPT4k5zdVbEJ36gHkqHoGYp+g0fzBPAxHfxgu/gDFGKaOU8mYJ/iM+b0QxOiR4tlhorm79LryizXOoN8h9wTUCJR+83vcc0s03mj33xcCI49xPG7g+IIf55IOYoFPxQKfigU7FgzvVb8eppxp06odgnooH5ql4YJ4GLn5XPXYFE29jYZCVne1UVSA5E11TtwDPuNFv/uO+rzAl9+Ppt/bpE3O5hoPLHZK5Gm/cq8myxI+fSISHHSHk8pVExoAxRhkTL7A8QafigU7FA52Kh6dTuD2ned9qFbNT/huFsZ6xEJ1inopEoOcpOvUF8zTQ8a/qsTuQGP+LMvrO/EVOp5MAkdzjlRunPh8FnnooY55RY8yvnbPEJ2QYzd3H4HbOkq7nBLesyMZO3T31gbcVUUq37NjFcwdc/y9OVHmCTgu+o0ABnRZ8R4ECOi34jgIFL6eMMb9wSm7DqeegL+gU8/RecOoveYpO7wLM04LvyG/xr+oxcT26ToyXaemZf/x1yDNKPH7xzxEgS7kbURgDgHQV0lSw6ZKDgs5uGoJ5dEjIvcSrN7/XNvm1dvsckrHJhYtXykaVJrnLEa/vPjpFp+g0IECneR9iIOPtVPIPp75r5OdU9l7Z45CMTe5dp5ingY+f5ik6vQswT/M+xIDC74bmIoQPHC4BYYSRGVP/PeHZ6VUqVahapQpfgVLKZ6/WKTWunZ59940Gll8vSekqby8hjIBFgiCZhSisSxkt1x6B8E3cw755Iyuy7tBzPQNAGcg5cc+HOHe95RG4nmHkDjXGKGRmZX2zfNWKbz6ViEQIMABJlHjKE3QqHuhUPNCpeHg6BQYB6DTHIzrlYJ6KR+Dnac6G6JSDeRro+NevxxxCiCQRfpZbNG9StkzpRYu/SkhIcDgczNP6TS6cjDIiSQAQJDOzxNUzYMyusxsOuGLzNkfcDSoXU23Gslwr5HGEuV567t1sNhkvPaOEuvsb2J2O5avWhIeF1apVg39IkeLpZqBT8UCn4oFOxQOdigc6FQ90Kh7oNKCRZ740vaSPIW+MubxKR0UuX/n9tp17q1WuaLaYg4ODjd/u3TODMaeqmdzjm6uaxptk6kVA0yjWOEJvFqk3iaANw2mNUFYxiEUoueawNjrKp9nViCATADhVp1cPBz75dc5LSj1DwOlUjRYXQoimacbh8b8ZY7pONVVLTr7xf/MXpWdkjHtsVMvmzYibIj2T/gM6FQ90Kh7oVDzQqXigU/FAp+KBTgMU/60eG9SpVePoseMn/zmzZfue06fPVK9WxelwBgUFUcZ4hwTeJcDonKBqmmeneUp1bs0kQYgCEYru9dS4rrsijMcTAGiqlnv8dOIVUlTPFZSapnqur3u8q6oqpdTpcDod9p179q/4bg0AdOwQN/ulaYV1fgIRdCoe6FQ80Kl4oFPxQKfigU7FA50GFgFQPQaAnt07n79wKf7k6es3Un/fuuvM2XPlypZxOhyUUovFIkkS/1Wfr6zpumdIeUWD76BquqZ7tXmomu41vRjNPdi66m5Tce0xdwlGK4vD4XQ6HYyxM2cT5i/85Oy5C5qmNWt6/xefLPCevuzeA52KBzoVD3QqHuhUPNCpeKBT8UCnAQSxZaWU9DEUCErp0m+/f/udhYQQPtdW7Zo1Jk14XFEUi8UiK0p4eHiQ1UoIcTgcJlPOkGOqmqs5xJie28DpcJLc47llZ9sUJdegZU6n0/Olw+H0DEKn02mEqdPpzMzMolR3OtXdew+ciD+lKMqFS5ezs21Wq3X2S1MGP9jvZqNx3mugU/FAp+KBTsXj1k7DwoKCgtBpAIF5Kh6Yp+KBeRooBEz1mHM18drrb8//fesu3gOhTOnS6RnpZcuUaRfbpmunOEKIrCgmRQkKCjKbTRaLxSuknKq6fuPvvXt08SzTYXdIuUcwt2Xb5Nwh5XA4PNtUPF+qqpqdnW23OyjVGWNJScl//H3oyNH4pOTrPPp5wDVr2vjdt16pXr1qUZ6egASdigc6FQ90Kh75OO3SMVaSpBJ3mpx8/X9/HUSnBQfzVDz8P0/R6e2Ceer/BFj1mPco+PvQkf8u+Xbjpq3cKyHEbDbHtGlRo1rV7bv2VapUfvjg/maTiRAiKzIBIsuyoigWi5kB/PHnwdi2rTwLtNsdXhN82Wx2r0YRh8OhaZpOqa7rvJuBpqr8IXVK9WMnTsaf/OfylavXb6RmZWXJikx1yvtCKIrSrUuH8U+Ova9hfcEeWy9E0Kl4oFPxQKficTOnbVs1r1mjGjoNRDBPxQPzVDwwT/2cwKseG5w9l7B6zbpvv1uTkZHFgCmyAowRiQCRYtu0rF6tSpXKFRMTrx07cSoqMiIqKrJc2TJRkaVKRYTzUeQkSeJDuvEO/YwxY/Byh9MJjPGn5HVdp4zZ7Q5NU+12h9VqMZlMO3buvXjpcmpq+o3UtNJRpRIuXGKU8qfYCYCm6wCsQvny/fr27NOr6/2NGpb0qQoY0Kl4oFPxQKfi4eVUlmTCZwopiFNCJBmd+h2Yp+JxV3mKTv0SzFP/JICrxxyn0/nnX4e379q7Y9fe0/+cZW5MJhMQosgy7ycgSTJjTNM0i8ViNpmsVkuQ1RoUZLVYLGazyWIx8yHOqa5TSjVNp5QyRm02W1a2LSvL5nA6nE5V07TYNi2tVsuOnftUTZUkoutUkiSH00HcM4pVq1q5a5eOPbp2bNa0sdj98osOdCoe6FQ80Kl4GE537d538vSZEndatUqlbl07odO7AfNUPPwtT9Hp3YN56m8EfPUYQRAEQRAEQRAEQe4eYYfkRhAEQRAEQRAEQZCCg9VjBEEQBEEQBEEQBMHqMYIgCIIgCIIgCIJg9RhBEARBEARBEARBsHqMIAiCIAiCIAiCIIDVYwRBEARBEARBEAQBrB4jCIIgCIIgCIIgCGD1GEEQBEEQBEEQBEEAq8cIgiAIgiAIgiAIAlg9RhAEQRAEQRAEQRAo4eqxpmlBIZFPPjWBv7TZbGWjq4we83ieK/+0dt2//v3cHe/rLje/GTGxHbOzs+/gU0ydNmPVqtWFfjzisem3za1axzVu2vL+Ji0+/uSzkj4cpJiY88rcylVrNbr/gfubtFi58rs812ndpt3VxMTiPrJ7lTmvzH3n3fnGyzLlKtvt9jzXzMcLKitqOnftVbV6ndp1GtWu0+ibJct8V/hk8efZ2dn870LRERPb0el0eu63e8++ea75r38/99PadXe5OwBYv2Hj8eMn+N/iXUn5fRE/k7XrNJr18iu3W0J2dvYniz/nf6empjVp1upujsc3SDp37RUb14n//ceff91Md/6sWrV66rQZd3NgxU/nrr327T+Q51ueMXlLbkvKXUY7T08A+PGnn4NCIuPjT3odw/HjJ9Zv2HhbZebJoMHDDx467LnE9+Yt/30V1pEAwJYt25q3jGnfoWuhlHY3aJpWKqp8AVe++2zNhwP/+6NV67gWrWKfGj/R9905r8yNrlDN+NpJSkouosMIIJSS3X14ePjffx90Op1ms/mXXzfUqF6tZI/ntkhIOF+xYgWz2XwHn2LCM+NDQ0OL5TADGErp2Mee/G3jL/Xr17Pb7f/8c+Z2S2CMMcYkCXtJBB6TJ02c8vyzx44d79SlZ58+vUJCQrxWWLx4UemoqBI6OgTxU1atXNa6Vcubvbv4088HDxoYHBxcKBlkXARvud9CZMOGTe3axTVoUF/UK6nFYjl96ugdb56dbVv86edPPfk4AISFhf73y08L9egAAK4lJW/YuKlH926FXnKA4hmTt+S2pNxNtHum58pVq2Ni2qz67vuZL033XOf4ifgdO3b27NE9/6J0XZdlueC7zvPmLf99FfBICsKy5d+++srLfXr3vPuihOG11958843XunTpdOHChTxXmDpl8pTnny324/JfSrjaQAh06dJ502+/A8Dq1T8MGTKIL4+PP9m5a682bdvHtev8vz/+9NwkJSV19JjH49p1jo3r9PvvWwGgfYeux44d5+9279n3z7/+vpqYOGDg0JatY7t063Xy5Kn8N1+1avXwEaOeePKZnr37Gy21q79f06p1XKvWcSMfHpPnVgCwYeOmbt263tmn+HDRx1u2bAWAw4ePdunWq1XruNi4TklJyYyxOa/MjY3r1Kp13IIFHxTZiQ8MbDabzWavWLECAFit1kaNGgKAr9xPP/ti7utv8U36Dxhy8NDhq4mJTR9oPfnZKQMGDj167FiTZq2mvfDi8BGjHhw0nP/kdeTI0Z69+8fEduzVZ0BCwnkAWLpsRcvWsTGxHfv2G+T7EikpGjZsEBERfvnylVkvvxIb16lFq9hnn5vK33ryyWeu37hxNTHR1y9SbHz/w4/t2ndpG9PhsXFPORwOY/nVxMT7m7T496TnHx499qGRj2RmZua/1ZSp01u2jm0b02H2nNd8E/Bf/35u8rNTxj7+ZLv2XX786ec8C0lNTevbb1BMbMdWreP4r5ReZd6DeGXNsmXfnjuXMHT4w4MGDzcyCADee29h0wda9+036LFxTy384CMAqF6jHi9h3/4Dw4Y/zJsafa9NxkXQl6HDRi5dtoL/Xv3oY0/whTt37mrXvkuDRk25RN9LZHz8SePXyHfenc8PxtPjkSNHf/pp3dzX3+res+8//5wxrqT79u2Pa9e5ZevY0WMez8jIAIAmzVrNff2t0WMe79i5x6lTp4vlfBcVTZq1euXV1+PadW4b0+Hvg4f69R/c8L5m8+Yv4O9+8eVXLVrFNm8Z8/obbwPAm2/959y5hO49+855ZW5GRuajY5/gv2JNfnZKi1axrVrHrftl/c3ufHy/ZvPk2cn/euvtdz2X5HkVbt4y5qnxE5s1bzPqkcd27NjVoWO3Bo2abtu2g6+WkHB+wMChzVvGvDz7VeNjeinzvfX66++D/GWbtu3Pn7/gm/XFgNdxesWk1y1KWlpa46Yt+b3Kw6PHfvHlV4YU31vN1d+vade+S5u27fsPGJKcfP0uo91Iz8zMzL179n28aOGq7773+ixvvvWfn35a171n3+9/+PFmt8ejxzz+2Ljxvt8AqqqOe+LpVq3jHhr5SHpGhmexed68ee7L65N6veu7Ly/vnvvyOhv//eqbDRs3vfrq6y++NLuIA+E2yPP7s2+/QW1jOjRvGePb08crqW/5xZiRkVG/YRNVVQEgPT29XoPG/G+DyKjIy1euAECVKlUKcsC+d1YbNm56ePRY/u727TsHDxmxZcu24SNG8SWbN28Z8dDouz5PfkQJ/3oMAEOHDnp/4Yft28VevHhpxIhhh48cBYBKlSr+um6NxWL5558zT46fsHnTr8b6M2fNGT5sSN8+vZKTr3ft3vvP/+0ZMmTQ6u/XNGzY4MrVq4mJ1x5o1nTs40/27Nn96fFPrP35l/HP/Pv33/LbHABO/3Nm7+5tiqK0adv+6aefdNgdM2fN2fL7hvLR0TdupOS5lSRJmzZt/s/bb9zZp+BQSkc9MvbDhe/FxcVkZWUpirJy5Xc2u33Xzi2apvUfOKRLl0733deouFT4HSEhIY+OGXVf4+adO3fs0a3bsGGDZVme8eKsm8n15PTpf1auWFK3bp2riYnnziVMeGZ8tWpVn5/ywtq16wYPfnDCxMlLl3xZuXLlbdt2zHhx1rKlX73+xtt7dm2NiIjgFxuvl0hJsW//gYyMjMqVKz07+d+vvTqbMfbkUxM2b97SpUsnYx0vv0OHDi7RQxaWd+ct+PSzL/nfvINuQsL5jz/59LdNv1gsltfmvvnFl18/Pf4JY/0zZ85+/92KOnVqvzvvvfcXLnpxxjS+3HerPr177t6998C+XQBwswRUVe3LzxcnJSX36NVvQP++voWEhYU2uq/h22/O5YWcP3/Bq8x7hBEjRpstZgDYtnWTV9aMHDn83fkLVn27tEyZ0sb6J07EL1m2YvfOLYSQDh27NWvaNM9i87w2eV4Ejf127dL5ww/e+2Dhe5279qxerdrCDxZt3/obX+fixUvbtm46e/bckGEjB/Tve8tLJAB4eQwLC+vfv0+7dnGDHhxgrKPr+tjHn1qx/JvG99837YUX3523YM7smQBQp3atmS9NX/Pj2vcXLlr4/rzCPtNFhcPhqNegMf/7xRnTxjwyCgCio6N37vh97utvPTLm8W1bNpnNpiZNWz3z9FPnz1+Y/97Cnds3W63W7j37tW3Tesb0aVu37di4/mfeXZOX882SZUnJ1w/s23np0qWOnXrEtG3je+dTsUKFfL5mPYmNbfv9D2u2bdsRGpbfj5nx8Se//GLxx/c16tVnwOLPvtjy+4b//fHnzFlzOnRoBwB//PHXgf27wsJCu/fst3Pn7ri4GF9lvrdeH320eMaMaX1693Q6nYyxVd9975n1RWAjb7yO0zMmfe8/57/7nyeemjDh6Scz0jMeGzvGkHL27DmvW81OHTsMHjQQAL7+ZunCDxa9MmfW3US7kZ5r1/7SrVuXOnVqR0ZG/vX3wWZNmxilzZg+bceOnfPn/R8ATJg42ff2+NjxEwf27bRard9+u8rrG2Df/gOqpu3ft/PkyVMtWsV6np+8b9489nXjRorXJ/V813dfXt7zPxubf9/6xONj27ePK5ZYKBB5fn9+/dXnUVGRNputc5eeA/rnPKRw8uQpr6SuVKmiV4G+X4zt28X9un5j/359Vn33/cCB/U0mk7EyY4wQePGllxs0qN+i+QOMsRMn4r06OxjX9/DwMF6s153Vgw8OmPiv57KyskJCQr5b/cPQIYM7dmw/+bmpSUnJZcuW+XrJstGjHy76E1l8lHz1+IFmTU8cj1+5anWfPr2MhZqmPz9l+slTp00mxevn3982/37y1Kn3F37Iq5dJScmDBw/s22/QrJkzVq9ew79EduzYvWD+OwDQr2/vp5/5l2cjiu/mANAuLoZHUu06tS9cuBgff7JP757lo6MBICoqMs+tIiNLXbp0uUaN6pqm3cGn4JyhwMzyAAAR6ElEQVQ/f8FiNvOrAu87+tvmLYcOHeatRKkpqWfPJdzL1WMAePedt595+qnNv29Z9NEn635dv+TrL/KR60nNmjXq1q3D/65Vq2a1alUBoG7dugnnz1+4cDH+5MnHxo3n3xq863VM2zaPjBk3aNCAfn37+L5Eih/+ZV0qIuLzzz4JCgrauGnzoo8+0TQtMfFa48b3e963efkt0aMWmeefm2R0vipTrjIAbN+xMyHhfL8BgwHAbrPzu16DGjWq16lTGwB69ug+bfpLxnLfraKjy9kdjmcmTOrZs3uvnt3zTMDOnTsCQNmyZTIyMvMsZPiwIa+/8bbZZOrTu2ebNq3NZrNXmfcIK1Z8Y3Ry/vGnn2+WNQZ79u7r0b0b727dt2/vmxXre22qW7cOvwj67hcAoqPLvTxzRo9e/b5dsYRfRgHgwYH9JUmqVatmRnpGQS6RvJxbekxIOB8RHt74/vsAYNSokc8972qI6dy5EwDUq1vniy++KvD5K3ksFkv88UNeCx8c2B8AmjZtcubs2cjIUgBQuUrlxMRru/fs7dWrR0REBAAMHTJo567djRvf71vmjp27HhoxjBBSuXLl5s2bHTx4yPfOp2KFCjt27rplwHCmvzDlrf+8M/e1Ofl8kNq1a3EpjRvf37BBfUmSmjZpzLtrAUDXrp15YAweNHDX7j38RshLme+tV0xMm1demXvy5MkB/fvVrFmjaZPGnll/p6f8tskntHxvUbp06fT9Dz8++/y0fXt35Fpz5y6vW83Lly8/8eTTKalpToeD//TqSwGj3el0Gum5ctXqiRPG8whZuXK1Z/XYkzxvjzu0b2e1WvP8Bti5a/fwYUMAoG7dOs2bP+BVmu/Nm+e7+X9S3315eb/l2fA38ry3/2TxZxs3bVYU+eKlS2fPJVSrWpWv7JvU/Dx74vvFOPbR0fPmv9+/X5+vv1m26IP3PFdevnyl0+H8btXyUaPHrlv7gyzLz0154dd1P3qu43l953jdWSmK0r1bl19+Wf/ggwPWb9j4xuuvEEJGPjR8+YqVj4x+eN++/Z9/+lGRnb8SoOSrxwDQo0e3l2e/un3rb0fdfaTnzV9QvXq1Tz7+gDFWsXINz5UZY998/QX/QjGIioo8fPjod6t/8IoJX/Lc3GhlkSRJ1zTGGCEk/622bNkWE9Pmjj+FUazvjqY8Pxl//vKkVq2atWrVHD5sSKUqtXRd911BURRKKf/bqTr5H0FWq7GCSXHFuSQRTdMZY9HR0bxx3eDTxYv27z+wfsOmtrEd9u/d4fWSf08hxYnnl3VmZubUaTN2bv+9XLmy77w73+HI1YPay29JHOw9CmOse7euN/tdzmi6UjXtllvt3rnl9y3bVq/+4Ysvvlrzw0qvBPT8lmaU3qyQHds2b9i46cWZc/r26fncs5O8yizsT+/v5J81Bp4/xRjwL1VJklSnaqzmdW3yvQh6ceTosdKlo65cuWIssXh8Led5icz1Ze5ULRarxWK5Y488ZiRJ0nStAKv7NRaLhX8Wi9nCl0iSpGl39bm87nwKGDCcrl06v/rqG/v3/4+/zPMqbDGbjfL5YUuSpLu/or1ufjwPyVDme+v16JjRcbEx6zds6tt/0OefftS2bRuvrL+bE1Jwbiu0KKUn4uODrEEpN1IrV6pkLPe9A5z47+fmvjo7Li5m3/4Dr7/+9t0c0q5de3h6Xr9+Y+u27UePHSOE6DolhLzxet7jveV5exwUZDXe9foG+P6HNSaT4t57HrWJfG7e8v+ked4Je3m/rZNT4vh+ot82/7537/4Nv/5kNpv7DxiS/3NhBflibNu2TcLkKTt27KK6znuzG+zbv79nz+6tW7Vc8N47g4aM6N2r55DBD97ymH3vrIYMfvCTxZ9FRkW2bNGcPwY/evTIIUMeslotgx4cqCh+UaMsLPxiyKLHxo55edZLtWrVNJakpqbVrVMbADZu+s1myxU03bp2mTdvAb+i//HnX3zh0CGD5723IDsrq2HDBgDQrl3MsuUrAWDtz7/Uq1fXs49Bnpt70b5d3M/rfr1y9SoA8PYz3602btrcvXuuZ65u61NwqlWranc4duxw9Y5wOBzdunb+6JPPsrKyAOCff84YnXDuTWw2209r1/Evhf0H/lepUkVZln3lVqta9dTpf/hlgDeK50/VqlUIIfw5JU3TDh0+wrs5tW7davbLL0WWKpWYeM3rZbF8XOSmZGVlh4aGlitXVtf1db9sKOnDQVy0bxe3bt2vZ8+e4193Z86c9Xz3/PkLu3fvAYBly1bExcbks1VaWlpmZlbvXj3+7z9vHjp02DcfC7Lri5cuhYWFPjxyxORJE/8+eNi3zHuNPLMmNDTUqw9q2zatN2zclJ2dbbPZfv75F76warWq/AnG37e4xtrwvTb5XgQ92X/gfxs3/rZn97b3Fnxw7lxCnuv4XiLLl4++dOmyruuU0m3bdwCAr0ffj1CtWtW09HT+Tb5kybJ2cbF57k5IYtq2Wb9+Y1pamsPhWPXd9+3iYkNDQ3y7GbeLi12+YiVj7OLFi3/88VeTJo19i7rdr9lp056fN/99/vftXoV5198bN1KcTufq79d4fj944nvrdebM2dq1a02cML5P755Hjx33yvqC7Lco8IxJ31uU99//sH69el/997PxT0/07O/me6uZmprKe7399NM635I5BYx2Iz1/WPPjwyNHnDxxOP74odMnj1SvXnX37r3GamFhoenprvLzvz32/QaIi43hY+4kJSX/9ddBz5XzvHnz3JfvJ819JN778vJ+u2ejxPH9RKkpqdWrVzWbzYmJ1/bu2++5sm9SF+SLEQAeHjlizKPjRo8e6bX3Fi2ab9j4G6W0R/duAwf0+3DRxwMH9L+DT9G+fdxffx/88suvjSGWKlaoUKFC+bfffnf0qIfu9Nz4KX5R169WrSofZdHg6fFPPDNx8rpf11esUDEqMtLzrdfnvvLclGnNmrehlLZo8cAXn33C+x1NmTp91kzXPAFvvP7qU09N/GTxZ5GRkR8vev+Wm3tRo0b1ua/O5kPC1K9Xd+mS//putWPHzpdn5ZqW4LY+BUeSpG++/mLS5ClpaWlBVuuPa74bPnzombPnYtt1BoDSpaOWL/36js6oIBBCli//duq0GYqiREVG/veLxXnK7dix/edffjVo8PAKFSrUrVv3lsVKkrR86VeTnp0ye85rlNInn3i88f33TX52Kh+3oFvXLnXr1uk/YIjny2L5uMhNiY4u16N7t/4DhkRGRdapXaukDwdxUb16tQUL3h0+YpSqaSZFeef/3vLs9taoUcMlS1dMfnZqtWpVX571Yj5bEUJGjR7rVJ0EyFtvvgYAXvlYkF2npqW9+tobsiRZrdaFC+ffuJHiVea9Rp5ZM/bR0QMHDStTprTxoG+DBvVHPjSsTUyHypUrNWnSODw8DABenjlj3BNP16hZo3x0Ob6a77XJ6yI4dNhIs8kMAJFRpXZs2/zMhEmfLl5UsUKFt96c+9TTE9f/8pPvEfpeIkNCQp584rHuPftWrly5QoXy/BlFL48PPjjgiSef+eijxV9/5Zq+SJblLz//ZPz4iTa7vVGjhh99uKDoz24R4nA4atdxPVTVs2f3DxbOz2flunXrTPr3hI6dezDGhg4Z1KlTB/7TbvOWMV06d3xxxgt8tdGjRv7998FmzdsoivLee+/w7tle3O7XbJ/ePV97zfXk+e1ehQEgNi5m7GNPnktIGNC/b2xs2zzX8b31WrJ0+Zof15pNpooVK8yaOWPrth2eWV+Q/RYFnjHpdYty4kT8l199s3P75rCwsNi4mLfefudfE5/hW/neas6aOWP4Q6Nr1qhetlxZ35L5kgJGu5GeK1etnvL8ZGP5wAH9v1353auvvMxftm3Teu7rb7dp237ypH/lf3vs+w0wetTIZyZMGvHQ6IiICP7TlEGeN2+e+/L9pJ7vjhjhvS8v78aO/Dz3VVXl/T58z17v3j2XLF3x8OixoSEhTZvmaq7KM6lv+cUIAMNHDJ3z6uvDhnr3xB718EPx8ae69ehTKiIiPCJ8yvOTR44a89Oa7/ixcf7vnfc+/tg1eeov69aER4T7fhxZlnv36rF02beff/axsXDE8KHJydcLOGx7AEFsWSklfQyBx8VLlyZMmPzjmlUlfSAIgiD+yNXExAEDhng9a4f4J9nZ2cHBwQ6Ho3ffgfPn/R9/kC9/8CKIIH4LpqefsH37zhemv7Rn97bi2d33P/z487pf8vzZr+h49rmpTZo0fnSMUMNWY/UYQRAEKXywehxAPDNh0sGDh+wOx/BhQ6ZNfa6kDwdBECTgmTd/weJPv1jw3jvFM0P4c89P27DxtzXfr+QjYhYPMbEdg0OC1639wfOHaDHA6jGCIAiCIAiCIAiC+MfQXAiCIAiCIAiCUErfePM/9Ro0rt+wSWxcp3W/rC+skqdOm7Fq1erCKg1BRMUvhuZCEARBEARBEGTe/AV79uzbs2tbVFTkhQsX1m/YVFglT3hmPJ+SB0GQfMBfjxEEQRAEQRCk5GGMvfPuex9+8F5UVCQAVKlS5YlxjwHAvn3749p1btk6dvSYx/lsT02atZr7+lujxzzesXMPPhPbX38fjGvXOTauU5u27c+fvwAAq79f06p1XKvWcSMfHgMAHy76eMuWrXmWVr1GPX4A+/YfGDb8YQBYumxFy9axMbEd+fDaq1atHj5i1BNPPtOzd/9ZL7smTz5y5GjP3v1jYjv26jMgIeE8AEyZOr1l69i2MR1mz3nNtxAECQjw12MEQRAEQRAEKXkuXrxoNpurVq3iuVDX9bGPP7Vi+TeN779v2gsvvjtvwZzZMwGgTu1aM1+avubHte8vXLTw/XkffbR4xoxpfXr3dDqdjLGzZ8/NnDVny+8bykdH37iRcsvSvHj9jbf37NoaERFhzL18+p8ze3dvUxSlTdv2Tz/9ZPno6AkTJy9d8mXlypW3bdsx48VZb705d/fuvQf27QIAvpVvIQji/+CvxwiCIAiCIAjiFzDGvJYkJJyPCA/nk66NGjVy567dfHnnzp0AoF7dOvyX25iYNq+8Mnf+e+9fvHjJYrHs2LmrT++e5aOjAYD/Fp1/aV7EtG3zyJhxX329RFU1vqRdXIzJZCKE1K5T+8KFixcuXIw/efKxceO79+w79423rt+4ER1dzu5wPDNh0k9r11mt1jwLQRD/B6vHCIIgCIIgCFLyVK5cWVVVXt29JSaTCQAkSdJ0DQAeHTN62dKvTCZz3/6D9uzZyxgjhBRwv4qiUEoBQHWqfMmnixe9OGPquXMJbWM7pKWlGbvje9Q1jTEWHR29cf3PG9f/vGnDug2/rrVYLLt3bunbt/ePP64dOuzhPAtBEP8Hq8cIgiAIgiAIUvIQQp57dtKEiZOTk68DwIULFz5Z/Hm1alXT0tMPHT4CAEuWLGsXF5vntmfOnK1du9bECeP79O559Njx9u3ifl7365WrVwEgKSnZWC3P0qpWq8ofYP59y1a+2tmz51q3bjX75ZciS5VKTLzmu7uqVasQQn5auw4ANE07dPhIWlpaZmZW7149/u8/bx46dLgghSCIH4LPHiMIgiAIgiCIX/D8c5McDkfb2I6MsehyZV9++UVZlr/8/JPx4yfa7PZGjRp+9OGCPDdcsnT5mh/Xmk2mihUrzJo5Izw8fO6rs/mYWPXr1V265L98tTxLe3nmjHFPPF2jZo3y0eX4apOfnXr5yhUA6Na1S926dQ4ePOS1O0mSli/9atKzU2bPeY1S+uQTj4f16jFq9Fin6iRA3nrzNd9CivjMIUjhQGxZKQVYDUEQBEEQBEEQBEFEBjtXIwiCIAiCIAiCIAhWjxEEQRAEQRAEQRAEq8cIgiAIgiAIgiAIgtVjBEEQBEEQBEEQBAGsHiMIgiAIgiAIgiAIYPUYQRAEQRAEQRAEQQCrxwiCIAiCIAiCIAgCWD1GEARBEARBEARBEMDqMYIgCIIgCIIgCIIAVo8RBEEQBEEQBEEQBLB6jCAIgiAIgiAIgiCA1WMEQRAEQRAEQRAEAaweIwiCIAiCIAiCIAhg9RhBEARBEARBEARBAKvHCIIgCIIgCIIgCAJYPUYQBEEQBEEQBEEQAID/B6CctEfj3YpVAAAAAElFTkSuQmCC"><h2>Shared-model admission and cancellation</h2><p>A cancelled shared TTS request may remain busy briefly. The bridge now waits up to 45 seconds with visible waiting/preparing status and supports Stop throughout. Explicit HTTP 409/503 responses are retried only before admission. An accepted stream or ambiguous network failure is never retried, preventing duplicate speech. Other Playground requests are never evicted. Newly confirmed enrolled speech can cancel a pending reply before audio arrives; evidence starts after reply submission, so a preceding utterance cannot cancel its own answer.</p><h2>Observed host GPU incident</h2><p>A separate failed run accepted six named turns and then lost the native ASR GPU during interruption testing. NVIDIA kernel locks and nvidia-smi were observed stalled while ordinary HTTP health still answered. The five-second microphone-backlog guard closed the call. After the driver responded again, only the owned Robby worker was restarted; no shared GPU reset, host reboot or termination of unrelated jobs was performed. The failed run was not counted as a pass. The final receipt above is a subsequent rerun. Application fixes cannot guarantee availability during a shared-host driver stall; the UI now explains the backlog/reconnect error.</p><h2>Limitations and privacy</h2><p class="notice">Real rooms, loud simultaneous speakers, distant microphones and very short utterances remain uncertain. Diarization is not source separation; the safe response to an unresolved mixture is to request repetition, not confidently invent a speaker. The synthetic test passing does not establish real-person accuracy or secure identification. Test fixtures are synthetic and a malformed Selma fixture was explicitly retained as a nonverbal rejection case rather than counted as an intelligible turn.</p><p>Raw microphone audio and enrolled speaker references stay in session RAM; names and words also follow the configured Luna API and shared Playground temporary-output policy. The server sends recognized text to the configured Luna API and uses the existing Playground's temporary synthesized-output storage. No private recordings or enrolled voiceprints are in the source/model release. Camera frames stay in the browser. Public synthetic test traces are opt-in on loopback only, never enabled through Cloudflare. User-supplied design PDFs/images/mesh are not redistributed or relicensed.</p>
<h2>Reproduce and inspect</h2><p><a href="/downloads/robby-source.zip">Audited source ZIP</a> · <a href="https://huggingface.co/laion/tyger-speaker-predictor/tree/main">Published code, small student weights, provenance and reports</a> · <a href="/static/sync-report.html">Earlier synchronization measurements</a>. The README contains pinned upstream revisions, dependencies, architecture, data-generation/training commands and test commands. The snapshot is verified on this running host; it is not a claim of a tested clean-machine installer.</p><pre>python run_unit_checks.py
python -m speaker_live.fixture_qa
python -m speaker_live.multi_test --extended --background-shift 2.3
python -m speaker_live.echo_test
python final_verify.py --url https://YOUR-HOST/
uv run --no-project --with playwright python browser_mic_checks.py --url https://YOUR-HOST/desk-robot/
uv run --no-project --with playwright python desk_robot_checks.py
uv run --no-project --with playwright python browser_lifecycle_checks.py</pre><h2>Receipt hashes</h2><pre>{
&quot;unit&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;c6d89d5c41c8a24cc1aa29e6c73dd99cb86eba47db937551c0a3d84aa03b8ccb&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:08:44.744915+00:00&quot;
},
&quot;lifecycle&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;d964b0f5cab5226deefbb99135872929541c1662f906eb1d6859037f40c8fd05&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:15:30.012115+00:00&quot;
},
&quot;clock&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;2c51f55a2052db94eb5734ddfffe84d45b1904ae9687968a0769c8cde0f61e80&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:15:54.152783+00:00&quot;
},
&quot;desk&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;f4a7e52119ed40571bc446a1c8885f5ce2606c8a85b654a3b3966253d9c2174e&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:15:49.652658+00:00&quot;
},
&quot;fixture&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;6a5e87fa45a1df6af86edfe6060a4272ef9d7ff852656b2125982817e6ec1724&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:08:56.501240+00:00&quot;
},
&quot;three_people&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;98e9429484f7789649b1dc55c0bf23a5037ae64e2cd7882cc2e0fe5179caae88&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:13:36.856987+00:00&quot;
},
&quot;three_people_unshifted&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;bda0601bba9a9e568988d603690ffa4338ab03a11ba324fee940b8194a12c835&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:11:07.324854+00:00&quot;
},
&quot;browser_capture&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;cb68eedb4fc1fc7e92091cc76976e9f49c4a92928a1b9e6bf765b06d7e441efe&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:15:27.560048+00:00&quot;
},
&quot;browser_capture_desk&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;cb68eedb4fc1fc7e92091cc76976e9f49c4a92928a1b9e6bf765b06d7e441efe&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:15:27.560048+00:00&quot;
},
&quot;browser_capture_original&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;409ca617d2d16d7ae02eb522a6aeaccc95cef82980ae2b654cb605c47ea7d73a&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:14:51.899062+00:00&quot;
},
&quot;streamed_echo&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;72bedd87cf38938a207774e2efb45238c05e2f6a46729f9a8a24d99d7c060818&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:14:17.882122+00:00&quot;
},
&quot;frozen_source_sweep&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;da3a10aa7e6df7e688b9baad8b81182388d0e77a20505124991ecec48c7a917e&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:15:57.648880+00:00&quot;
},
&quot;host_gpu_incident&quot;: {
&quot;available&quot;: true,
&quot;sha256&quot;: &quot;0e98652e51b82d4c8fcbc1b526f57562bc3e4a204853309147dccb4af865d126&quot;,
&quot;modified_utc&quot;: &quot;2026-10-20T17:08:23.412326+00:00&quot;
}
}</pre></html>