{ "cells": [ { "cell_type": "markdown", "id": "fefa98b2-4d3b-4f81-b48e-f37b413e12ed", "metadata": {}, "source": [ "# Clip spectral analysis\n", "\n", "A `Clip` is used to work with a soundfile within the context of *maelzel.core*. It can be converted to and from a `maelzel.snd.audiosample.Sample` and can be subjected to different analysis strategies, both in the *time domain* (rms, autocorrelation, silence detection, onsets, etc) and the *frequency domain* (fundamental analysis and transcription, spectral analysis, etc). \n", "\n", "One of the most common use cases is to determine the **most prominent spectral contents of a sound at a given time**. When analyzing a sound, particularly an **inharmonic** one (a bell, a multiphonic, a low piano note) it might be interesting to analyze its overtones. Extracting overtones of a voice can give important information of its **formant structure**. \n", "\n", "This can be performed with the method `chordAt`, which analyzes a fragment of the clip and extracts the **most prominent frequencies** and their **corresponding amplitudes**" ] }, { "cell_type": "code", "execution_count": 1, "id": "3c16ec64-49ff-4c41-8869-bdb7b70da950", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "end of score.\t\t overall amps:\u001b[m 0.0\n", "\t overall samples out of range:\u001b[m 0\u001b[m\n", "0 errors in performance\n", "\u001b[m" ] } ], "source": [ "from maelzel.core import *\n", "from pitchtools import *\n", "from maelzel.snd.audiosample import Sample\n", "from maelzel.snd import amplitudesensitivity\n", "import numpy as np\n", "import os" ] }, { "cell_type": "markdown", "id": "43eb751f-f056-45a0-aab6-6d900e9b9299", "metadata": {}, "source": [ "The *pitch* attribute is chosen arbitrarily and is only used for notation, it has no implications for playback" ] }, { "cell_type": "code", "execution_count": 2, "id": "0fc0cfde-ffda-489e-8493-d253b48cc304", "metadata": {}, "outputs": [ { "data": { "text/html": [ "Clip(source=/home/em/dev/python/maelzel/docs/notebooks/snd/colours-german-male.flac, numChannels=1, sr=44100, dur=10.743, sourcedur=10.743s)
\n", " " ], "text/plain": [ "Clip(source=/home/em/dev/python/maelzel/docs/notebooks/snd/colours-german-male.flac, numChannels=1, sr=44100, dur=10.743, sourcedur=10.743s)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cl = Clip(os.path.abspath(\"snd/colours-german-male.flac\"), pitch=\"4E\")\n", "cl" ] }, { "cell_type": "markdown", "id": "766cc7b4-3a94-4199-a499-c7cb34f56a7b", "metadata": {}, "source": [ "A `Clip` can be converted to a `Sample`" ] }, { "cell_type": "code", "execution_count": 3, "id": "30d06be7-8f3c-4742-b10b-6a3f7c600fd8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "Sample(duration=10.7, sr=44100, numchannels=1)
\n", "
\n", " \n", " " ], "text/plain": [ "Sample(dur=10.74281179138322, sr=44100, ch=1)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cl.asSample()" ] }, { "cell_type": "markdown", "id": "8043e875-236c-48db-a8d2-f696ef15d6bf", "metadata": {}, "source": [ "When displaying such big chords it is important to customize some settings. In particular displaying cents deviations for all notes in a chord can be visually distracting. Also to make rendering faster we disable enharmonic respelling" ] }, { "cell_type": "code", "execution_count": 4, "id": "74ed9a90-16bb-4ce6-88c7-c86ad4ad63eb", "metadata": {}, "outputs": [], "source": [ "cfg = CoreConfig()\n", "cfg['show.respellPitches'] = False\n", "cfg['show.centsDeviationAsTextAnnotation'] = False\n", "cfg['chordAdjustGain'] = False\n", "cfg['show.voiceMaxStaves'] = 3\n", "cfg.activate()" ] }, { "cell_type": "markdown", "id": "94ac4e00-3cb3-44f4-9c01-fe2059e9a14e", "metadata": {}, "source": [ "## Chord sequence based on overtones\n", "\n", "The soundfile is analyzed 16 times per second (see *dt*). Only components louder than `-55dB` are taken into consideration. The number of components is further limited by the frequency range. From those components only the 8 loudest are selected and converted to a Chord" ] }, { "cell_type": "code", "execution_count": 5, "id": "224269d9-a276-416f-b336-bd73ce61db8d", "metadata": {}, "outputs": [ { "data": { "image/png": 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gAAAYt2AwqL9NpShKp9PpNxNH1ySyLEtfwnHcsCHneZ6Px+N0yzZ9RAsQnM/nJ9CBMxwv3drshTWPhJBwOCxJUiaToSdn2LNhkl0HAABgAlzP36IoSiaTaTQa6XTaxnAYLekss95FDIfD2II9isDW1pbbZZhpgUDA7SIAAAAAAAAAAIBjMNumwZpHT1heXr7kkkssPvnMmTPPPvvsxsaG/sG9e/cuLi6OoWiEENJoNM6ePbt3797zzjuPPmJY8EKjDgMAgB+98MIL6+vrFmvyRqOhqqqNRudnP/vZK6+8on/E4pu02+3jx4+bNJQvv/zyf/3Xf/3617+2eAhPPPHEzp07h4prORkvv/zy888/T97ZK6jVaueff/7FF1/cbrdPnz5NCNm1a9fi4uL4Gn0AAG86c+bM+vr6+vp6z98Gg0EPVuzeR5t1QwNaq9X055P2E/q12j/84Q8NI9Nu8/PzV199tTaWdAot/Pz8/N69e3ft2tXzObTwy8vLO3fuREsK5pzqItIr05EiTY8tcBX9FtLptMXnt9vt7r8E6y+3IZ1OMwzTbDb1D45yFTWbzXQ6ncvl2u22oyUFAAAz7XY7l8ul02lDlR6NRqPRqMU3oYMTGg1nKM1mU99wxONxiy+sVqs9W7pmsykIwvbt2+fn53s2RpVKJZ1OF4tF/YP1et2k3XS9hUqn04SQSqWiPUII2bt3ryuFGUq/qwsAwBH1er07xr3e1Vdfbe+dXa/5J6xareobQdqsG55jaKZp29Sv6bcy5zCm4SotfL1eN3kOLfxYx8uTMWsX6ljZ6CIORZvKH/2tpgbOhcuGrYuTyWR3Vb6ysjKm4tXrdYZhumtz2zOP+gRSDMPo6816vd5djdJIrrbLDwAAFK3PtRpYq1pp3KVkMmnxfejAz17NrG/CDL09E90zj8Vi8bLLLutuDft9lv61NGxlz/IP20JNBvHDzKPh6tLPnA7buKPdB4Buhkqmp0suucTGOzs4NvFL9WWYapzAzKP1Psaw4vH4wFun0zHziEG0g2x0EYeFmcduyG3tJ/l8XgvPTyWTSYZhtFD9juM4LhwOVyqVzDsZnqY9PjCmr/61nU5Hi+Yry3IsFqMhXTWlUikSiSQSiXA4jOXKAACjyOVy+ujvWheW1sPWEz2bZ640t7q6Sn8IhUKCIAz7ckVRUqnUwsLCoUOHfvrTn5o8UxRFfXNZKBS0RoQeeM/Y4UO1UKBnuLq0RKL01BnymZo07mj3AaCbxQQmZ86csfHmTo1Nprj6UlV1lCMad/6WGUk0jEG0U+x1EWF0mHn0DUmSstms/hGazJr+bRi69U4RBCEYDMpdDE/THqdLlE0YOg10850sy1rKVP1vtRq21WrRWxAAAGCPoetJa3JVVbXU1RMoA8dx9CZwKpUa9rUPPfRQJBIplUpvvfXW2bNnzZ/c3RjRTrkgCK1Wq184yKFaKNAzXF30bKuqSueXrTfuaPcBoJvh3kY/O3bssPHmTo1Npqz6isfjNGE0y7KLi4uGtS8WhUKhSqWCtNGOwCDaKfa6iDA6ZJjxB1VVeZ7XP8IwjCRJwWAwkUisra3V63XDExzRbw2jISV3Pp+3OGplGEZfb5bL5WAwWCqVOp1OPB6fkXtWAACTZ6hgW60Wz/OKotA62fq02srKiqqqtqvr1dVVWZZtLHj87//+b5Pfbtu2TV+kWCxmeEIul6tUKnSLQL8Gy48tlKqq995775EjRx577LHJTB/3ZDg5nU6HXl2NRiMUCoXDYbcKBgA+QhdSdI9oLC6w2LNnj40P9WPNPw6KosiyrD/5rVarUChYf4dKpVKtVhVFIYSwLJtIJPxyx06SpCNHjrz22mtPPvmk22XpCxeqU+x1EcEBbm/3nnX0WxgYeGJlZUX/reljL9I7HqFQaPyF/S1tF5XGergufYgK/eEQQnK5XL8nh0IhRNIFABiFSZAs6+llHKEPAmgFjfNo4pprrul+z55hkal+BRiqhZoY0ifOY7Va3b9/PyFkbm6OOBSWyLaeVxd9pDu8l0njjnYfYKa022193RWPx3smHzNvAjTWE5fpOTU28VH1pQ/saEheqh1yz5Vf5nEeJ1T6rS39wNNwzRSLxe6T3y/OY7vdvv322y+88ELajC4vL4+tyA7AINpBNrqIw0Kcx25Y8+gDkiQZIjnq1xiGw+FoNNpoNBRFmcyygu6KL5fL8Txv5WaLIAgsyxaLRUVRgsFgOBxOJBLVarVQKHTfFhMEgeM4RVH8cscMAMCzWJZVFCWXy9F91izLxmIxunB+wjd4HVmhPz8//573vOfgwYM333xzz7avVCrFYrFqtaqqajgcjkQiPM/zPN9oNPq1KUO1UG5RVfUb3/jGXXfd1el0Njc3CSH0X3f1vLoIIaurq92LC0wad7T7AFNPv2o+l8sVCoV6vW7eDBlWe3W7/vrrH330UXvlcWps4rvqS5blYrEoiqL+3NKkcwbRaFRV1VGiPDurUqkUi0Ut5hgN9yFJUi6X06J8mJNl+atf/eqjjz66ubnphTbUCgyiHWSjiwgOcHvqc9bRb8F8zaP+ThTptXyA3smxvvDQtnq9blh9qYlGo90psC0KhUKTXLMJAAAUvZPk4oI+K7rXPF522WU2bkrTAdWwzY3rLRR5e81jvV4/cODAu971Lro6w8CDKSxp5wSrLQBAQyOsaY2OIWNyvzWPJguU6MiINhP21jz25HrNPz7NZtMwtNTTxqSVSiWdTmtfjZXc1hM6gK2tZrNJ1/qFQiH60doPPUuorXlst9vFYnFpaWl+vsfqK4+veexpii/UCbPXRTSBNY/dAluWV7DDONCAifv27bv22mt7PuG55577wQ9+oP33ggsuOHjw4MLCgv45zz///He/+90rrrjik5/85PiK+p3vfOfnP//5BRdcwDAMwzDbt2/XfnXq1KlOp/P6668vLy8fOHBgqLd98cUXK5XKuAsPAADdHnvssRMnTqyurl588cVul6Uv2kwQQubm5v7wD//wqquu6rdt3BxtT4dqbrzQQhUKhZ07dxJCfvWrX5n02Tz4JRaLxYWFhYMHD7pdEADwClqpagOfxx9//Nlnn9Wqr6NHjxJCuocSGxsbR48ePXXqlOHxCy644GMf+9ill15K39bGMMSkkFM5NqEnvN9vt2/f/qd/+qc9mxLDN2VAw0HSCT5CyMbGxvPPP0+Hh4SQPXv2XHnllfYa7n56Hki/r4w+eXFx8fXXXzdZ4bhr166/+qu/crCQ4zbFF+rk2egimjt69Oj6+johBLNtGsw8usyQqgUAAAAAAAAAAHwNs22abW4XAAjpv9uaZo/RGPZZ1+t1bW15T8lk0tldTtq9LJNSDYveAXOqhAAAYBHdWjLh9DI20G10PRvKZrMpCML27du3bds2sCmhLWaz2bT+0V5oocjbOWS6zc3Nbd++/cCBA7ajnYwP7TA4FakdAKaDoT7vudu6Wq2m0+mh6mpnd1t7oeYfE0MjEgqF0uk03Xxt/kIru60HjkyH+k4HMgxLTQakPQew+pZ0aWnp//2//+e72CBTfKFOno0uormeOZpmHGYePU0URf1/s9ms9jMNjGoe67dcLofDYRru3RE0gq9eNBotlUq237BUKnU6nX6xIwEAYHSyLIfD4UAgEAwG9TW2JEmEkAmnl3FKqVS6/PLLI5FIqVR66623zp07Rx/vd7CKorRaLYZhrKdi83ILRUdKf/d3f/fqq68+/PDDbn2JqqpyHBcIBAKBQCaT0f+KXl2I1A4AVkiSlMlkZFmu1WqJRKJQKBiqlInxcs3vrGq1qihKPp+3kiPUCo7jzEemhoHtiPTjYkLI6urqUC+nt/T279//b//2b+vr67feeqtT52EyZudCdZCDXUSwATOPnqZf85hMJrU/BlmWU6mUlXfodDocxzk1+agoiv6/0WiUDi1so7couxNfAgCAI+jcEB0MdDqdVCql1eS0Bo5EIm6Wb0iKoqRSqYWFhUOHDv30pz81/NbkYGkunaEmwjzYQnltpMTzfK1Woz8XCgWtHy/LcqPRiMfj/hrIAcAkybJMq+hEIkFnG/VJlruXO0yGB2t+B1Wr1WKxSBc5On5nyDz/OOmTONu2YDCopR6KRqPWD2dubu7CCy+87bbb2u32I4884tM7ZNN9oY6Ds11EsAEzj56mn+nTTzXyPG94psni9k6nw/O8I+23fgaTYRhRFIPBYHdhLPSDjfgAACAASURBVFJVdW1tjfQ6HAAAcIQsy4bBAK3JJUkql8vEP2sen3vuOf0ix7Nnz3Y/p9/ByrJMJ8Ws99E91UJtbm56c6SkTTtS2u1SQRCIfy4tAJgYOh6hI4hYLEarWe/wVM0/DhzHCYLg1j0hx+90auscLa7IIW/fuvvlL395xx13+Pfe2NRfqOPgYBcR7OmRUR68Q5vpC4VCWg9eFEVtKTvDMIIgpFKpcDgcDAY7nc7W1pYsy8VikQ4pqVarlcvl8vn8iIXR/lwZhpEkKRwOl0ol250G+kceCoWwsBkAYGJonmhtI5tH5rAGouGlhn1VpVIJBoOZTIa2X9bnwjzVQtFbff2+KVVVS6USz/OuF1UUxUQiUalUGo0GISSRSLhbHgDwjkwmow1hzPfkEkJCoZDJXJKqqqIo1ut1ukSDZdnLLrvMkUJ6quafMgzDOD5NxnFcKBRSVdXKO1999dX/+q//2m+2UZIkRVHobTPvw4XqCNtdRLDJqSCaYA/9FvplmNG+Jn3QXG1hOcMw+qDyNI6pFvq3Wq3SuLPak0eMm5vL5bR3ozHj2+32KKFt6VL/fscOAACOoJVtT95PL7P1duoAc9dccw1t/kwOdqjWyjstFCFk7969PX9VrVb3799PD61f4P+xMgnbzzDM5MsDAJ41sBpnGIZhmGg0apLkod1um1Q7o2eY8U7NP1Z0zGj4b71ez+Vy+tGi/oug8QT1DY3+twO/3PGd1VwuNzDZKb1mehag3W7ffvvtF154ISFkeXl5HCUchxm5UB3nVBfRCi3DjLNv62vYbe1p2h5q/ep0bQt2Pp/Xz83Tn7VlkhzHSZKkTT52Op0Rw/rSZTKEkGKxyPO8oigcxw2M6NGPoih0TQQWNgMAjJUkSfoUe9FoNJ1O05tYvr7Bu23btmAw+KUvfanZbD755JN0SaDhYEOhUDKZpEMm63kGPd5Cqap6+PDh3bt3X3fddceOHXOxJPl8Xj8LwDBMMpmkl5Zf1tICgOvS6XS9XldVlWXZYDDYbxmXLMssyxYKhX7vc/r06VGK4fGaf0wURaFb4GOxWDab1afdYFmWjvjIO8Nu0n1v+iUpAyWTyRH33vUjCIK9d5Yk6YYbblhcXLzrrrtee+01xws2PrN5oTrCkS4i2IaZR0/Tml794JCGVaL7rPVPprWPPikNy7L6urher9suCY0WTwhJp9OCIJRKJZZl6SP20EiuBPEpAADGLBgMSpK0tbVFl8nLspzP5+kowl/pZfSuueaahx9+uN1u33ffffphquFgFUUplUr0YK1Ps3q2hTKMlDY3N90uEcnn89rZpvu+6eMYEQFAP6FQiM420lsXiURiYP0sy/LA1MnnnXfeKKXybM0/JjRMRyQS0Q/o9ElgaEwtlmUFQaDzj8VikeO4RCKhqqr1+b5kMqmf0HRWMBgcKlxj9607L7SkQ5m1C9VBjnQRwTbEefS0cDhsCN9OCInH47VarfvPgz5iSD8tCEIul6PttOFXQ6F1nHbDynoc337oAkx6kwEAACZA33BIkkT81tOan5/fuXPn5z73uZtvvnlgbKPuO3bWww56rYU6e/bs4cOHjxw50ul06BjJayMl/dmmZw9rHgFAr1Kp0DUQhUKB53k6oNA2VJmjSWkHbrT6yEc+MkoJvVbzj4mWUnzgaI7neTrq1JIHaMH98/m8lfm+UCiUz+c9MkF28uTJG2644dixY3Nzc15rQ4cyIxfqWI3SRQTbAlvDx2sHBwUCAbeLAAAAAAAAAAAAjsFsmwZrHj1h37591157bffjnU6Hrk7/xCc+ceWVV9IHn3vuuR/84AeEEEEQ9DlkCCFHjx5dX1+/6aab3ve+92kPvvjii/SO4vbt22+++WYbxTt69OjGxsaBAwcWFhboI4YYKybBngEAwGtoO7Jnz56DBw+6XZbBaCvWr6E8efLks88++4tf/GJzc7NnY/T4448/++yzfjnYboVCIRAwu088Nzf3gQ984BOf+ITWRrvoscceO3HixBVXXPHJT37S7bIAgOcY6nNaP6+url588cWEkKNHjxJCDhw4YHhVsVh8/fXXzd95+/btqVTKC9Wgl5lEydS+BQNaq5s/k76tZ8eD9DIzf87OnTs//vGPX3rppZMpEnjE+LqIdFrG2ff0PZcy28Bv0W/BJDUVzcFkSNpFM8+srKwYnkxrfJp4WqNlBbWX8S2dTjMMY0gzh6sIAMD76vV6MpmMx+PFYlH/OG0sBqaD9Ajaihkayna7XSwWl5aWBjZGfk8BSQiZm5vr2YVbWloqFov6VKSuo/0Tw/UGAEAZ6nPaGGkZk+PxeDQaLRaLNAqk9iorQ1r/VvKTZDhp9GzTVrLfS/QpBPoNJz0+Huw3JTo3N7d9+/YDBw7oLzaYKePrIiK3dTdkmPE6GoPDkJaaLoRcW1szJJlZXFwk/TPJDIyK1U2W5VKpRFOYDftaAABwkSRJsVisXC7XarVUKqWP707bFJ+ml1EU5cYbb7zooos+//nPv/TSS+ZPVlWVxs736cF204+U1tfXBUEYKrj+WMmyTONKI8gjAFinqqooiplMhia0TKVShUJBnzrZsMer2/hSJ08Z/ZlsNpuyLA9sRMLhcDKZ1P67urpq43NpejTDeNZFc3NzS0tLX/va11599dWHH37YXzGvwSnT10X0OOy29jotRUwmk9HaVI7jisViKpUql8s0lSRtM2i9STM0aWRZpj/YiJzKcVw4HK5UKuYRoDOZDP1hcXFR+xkAAFykZT+kKpUKvVlVKpXo9JDvutqlUumee+55/vnnrb+EJtIhPp8L23p75eP73//+2267jed578w26tGuQigUwt1KABhIkiQ6SOk5maUfzvA8ryU56TbW1MlTRpIkRVGKxWKtVrNeUa+urtLzHwqFDKtezKmqeu+992rp0T74wQ+6m22G5pbZv3//V77yFd91gcBx09FF9BHMPPpAqVRKJBKlUml1dVWrJekdKkEQ1tbWVldXaT1OmxBDDmttJGCjrhcEQZZlbe6yH+0J3hwLAQDMIMNdqFqtpqqqoija/SF/9bT+/u//PhAInD17dqhX0Z19fp8LO3funPlISVEULxwg7cT767oCgEmiQwZRFE0CDnbL5/N0OaThcU+lTvYFlmVZljXcmByI4zia5HpgOmyNJElHjhzxVCLpHTt2fPnLX77lllv6DVc90pLCxExHF9FHMPPoAxzHpdPpQqHA87wsy1p1yfM8x3GyLGu9fPpno58oFEWRttP29iD0e5UhJXc+n8eNIwAAT2FZtlarGR5RVbXT6RBCaGgbHzEZumirGLp/RefC/N5C7d2795FHHun5K1EU77///qeeeqparbo75acoCu1v2NhgAQBTL5PJaLONdN29iXg8rh+DBINBWZZFUaxWq3SBBcuyiUQC9zkmZnV1lW7NNn+aqqrf+MY37r333pdffpm22h6ZdiSEfPGLX7zjjju6H1dV9W/+5m8efPDBPXv2/OxnP5t8wcAt09FF9BHMPPpDPp+XJKnRaLAsK4qi9hcSDAYNjW40GtVuCWotRDKZdPB+YHeQDlmW8UcLAOAp2WxWlmX95GOr1aIJQDqdznRU2nNzcwzDHDp0qOcqBkVR6Pg2Fou5Ubox0kZKr7/++rlz59wuDiG6vgHmAgCg28BFjtFolC4667fXiud5LG90C91sZ7657cYbbzx27NjZs2e9M9toTpKke+6559FHH6X/3bVrl7vlgUma4i6iZ2Hm0TckSeJ5vlarxWKxdDqdzWZ71v70QTqFz/N8p9OJRqPORj/pXqKfy+U8G3YKAGA2BYNBSZJEUaRpxyKRCA3dS+vqKQinff311996660m81xTGcFH28LmdkGMaGiXaDSKzgAADEUb10xTXe0j2WzWym7TgdO+R48eNfmtYcOciwzRJ90uDrhjKruIHofc1r5Bx5DpdJoQUigUwuFwJpORJMkQyYu2HIIgJBKJTqeTTCYHRmm0TpZlOvtpeLzVatF93059EAAAOILn+Xw+n8/nBUEIh8OKotDd1j5d87ht27ZgMPilL32p2Wx+73vfM+8v0gg+DMP49GD1VFU9fPjw7t27r7vuOg9OO2oJItGDB4CB4vF4sVhsNpt0XJNIJHDHwkUcx401Rc/8/PzS0tLXv/71bDY7vk+xgqbYXlxcvOuuu1577TVMO86yaeoi+kWAJkwEt9D7P8vLy5dcconFl7zxxhsvvPCCYcKx286dOy+55JLFxcVRi/i2n/zkJ//zP/+zsLCwY8eOHTt2nHfeefoinT59emNjIxgM+i52GADA7Hj55Zdpbuh4PO52Waxqt9vHjx8nhDAM83u/93t79uyx+MInnnji7Nmz733vey+//PJxFnC8arWalQj9e/fudbDFH9apU6d++tOful4MAPCsU6dOnT59mhDSbDa1gc8LL7ywvr6u1Rv0BgaGEuP2xhtvtNvtiy++2Kk37F6VQgUCgd/5nd9ZXl52dyMzvcy2bdtmHpxk+/btf/zHfzyxUoG7xt1FbDQadLoGs20a7Lb2n127dkWj0dOnT586dardbtMpP0LI/Pz8zp076X+Hmsq0yNcjNwAAIIS88cYbhJCdO3e6XZCh/e7v/u6HP/zhnr964403Wq1Wu93++Mc/rn983759p0+fnoKJsIHTjoFAYH7ezR7dnj17zjvvvPn5ecTJAoCe6E2jdrvtdkGA7Nq1a9x19fz8fCgUuuiii/RLVdw1MCby+eefP5mSgBeMu4t4ySWXnD17FheVHmYePeHAgQP2ck93kyQpkUg4+IYAADA1WJZ95ZVXbrzxxrFurXIWbdc++9nPGto1VVVFUbzrrrteeeWVs2fPEl3UnmkSCARM1jxeeumlt95668B8owAAXmAYp9CE14VCgQZqoP9OZU0+3egePtpU7d+//9ChQ56KvKHPq26wbdu28847b//+/XfffbeVYJcAYBtmHgEAAGaCFozP7+llZFn+u7/7u2PHjp05c8YjmZ0nSRspffnLX0Z8IgCYJgj46F+33XbbLbfc0u8blCSJZVlPfb9LS0u33XYbsqQCTAZmHgEAAGaClgfMp9NV2iLHl156ye2yuAYjJQCYMlpthtWOvnbHHXd0P0gTSd9///2qqqbTadf35OHWHYBbkNvaNxRFEQQhGAwGAgGWZUVRdLtEAADgJzSRH/FnAuLvfve7F1100ec///kZnHbc3Nzcvn37gQMH6vX6+vo67Qy4XSgAgFFls9lqtYoJoKmkJZK+++67B2ZGnYylpaUHHnjg1Vdfffjhh3HVAUwY1jz6gyzLHMd1Oh3630ajsbq6WqlUeJ53t2AAAOAXdM2jT9OG0pTc/czNzbmbYmWsfv/3f//EiRP9ZhtFUSwWi/l8HuMoAPA4juPS6fTq6ir9bzAY9OOdMDBBFzkeOXKk0+nQCMU0ELPrbrrppn/6p3/q+StFUe67776NjY1isTjhUgHMjqntpk8Znue1aUdNJpPpnnn0yD0lAADwmlqtRny71bqfubk5hmEOHTp0yy23uF2Wcdm9e3f3tCMdKT344INvvvnm2bNn0foDgC+4vt8WxkSSpCNHjhw7dswkK5qL3ve+93U/KIri/fff/9RTTxFClpeXJ14ogBmCmUcfkCSp1Wp1P95qtSRJMtwqrNfrkyoXAAD4hhbk0e/pZSjP5tCcAP1ICQAAwAuuu+46OuHowWlHA+3W3euvvz6DeeoAXIGZx2lDVz3EYjG3CwIAAB6iRe73+5pH/SLHmQp3iJESAAB4lvm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6sN1u60cZ3HPPPR/60Ie0/54/f/7pp59+9dVXBy3znnvuOXr06LZt20Yrr9vK5fKrr76ay+UmX9SPfvSjX/ziF/pPevfz+vp6tVo9cuTIsWPHJl/j2E6cOHHy5Mm+p4H3uVV4Wq/rx248dOIxxiw51X2KrtAPf/jDhw4dcrssAAFBl9UHP/jBe++919ZVuHLljt1CoNiUXrjflkqlvXv3fvSjHzX5/W9961sXL170afPAL86fP//UU0/5tDkBAGPTWuP6y1+LZaw3OzvrZMEAAMbRMUTfqdfrvb/qSoSyurqq/apcLptZdSgUajabxgXwlFarxRiLxWKWLG11dVW/N+LxeO936vU6YyyXy1myxrHR41Df08D73Co8rdf1YzceOvGG3h+CjWL8u10KgEAJh8NdDQbLuXXlTtJC8M79Vt8aqdfrxWKxWCwafP/w4cOW1LCtVisej1er1QmXE0jUnMDOAZg2Wmtc/zTR95m671MkAICnjJ/bWt9xlslktBDpsixns1kzS2i324lEgkJoe4osy5FIhHL76sd1SpLErIsBH4lE9Hk/0+m0JYsFgMlVKpV2u72wsOB2QQD8Z1AdqijK2tpaKBTSGgyWc+DKdaaF4CJZlnmen5mZSSaThUKhUCg4s9JGo9FsNh1YlzepqppIJGZmZmZmZrqSN9KphVxnAAAA4F/j9zxSUmai72rsDYBNYxz6arfbqVRKVdWxi2E5avytra0xxtrtdjab1baUXj1ZGDxe620Mh8N+zMADEFR0sSORKMCoDOpQmg9haweK3VeuMy0EWZZdbBe122198kBwRiqVajQa9HOpVNI6tWVZXl5ejsfjSD8IAAAA/jV+z6M2VlGfQbJWq1GLnDEWCoVyudzq6qqiKNrsp2azqR/oxxhbW1vrmrjtLlmW2+121yeMMUmSKBW1hSMaEolEPB5nb+26BQB3qapK6eaRSBRgVIPqUFmWqTPF1m5Bu69cW1sIiqIIgjAzMzM/Pz83N9c18K2XqqqVSkUQhEQikUgk8vm8/pWw+e9YyOHVBYnW7Ui0eUX0WjoAY2kBAABgmpnKMNOX1vjWj1/QAlKEQiFJkrSmEs/zjUZDkqREIlGpVNLpdCqV0pZQqVQKhYJnX+dScF/tGcDa8RrpdFqWZQx4BPAO6h8Jh8P2zQkFmB7VapXjuHw+T5W+fX0orly5FrYQaM/E43HqhKI0AqIo9n5TVdVisdiVZ6DRaJRKpXK5TC0KM98xEIvFeJ6XJEl7nWxswtXpKYqCe2+tVksmk9VqlcafJpNJt0sEAAAAML7xxzxqc6j1c4u0l9uiKOqfLuhnbZhkIpGQJIkGQjLG2u12rVYbuyTWSiQSsVhM/8nS0lI6nabGd9evJicIQqVS8WyvK0wzy892v6CuBAx4BBhD3zo0mUxqE3jtm23twJVrawuB4zhFUSRJ0iaClEql3mnXFIexb3pTxhhNADfznUHFWFhYaLVaNEbVZA/gmTNnxl6dHsXQjEajHowAbreuzOZra2vJZJIG0oZCIQR5BAAAAF8bv+dRa4/qexjpRX0oFOp6v02zq/RJaXie17/J91RYcUmSaBI0icViuVyOJonbMVgDHRzgNXSeT2eHuKIo1EWCII8A4+mqQ8PhcCaToawv+s+t5diVa0cLgboss9ks3XX186y7+uBkWdYCTQ7y5S9/eeh3DF73RiKRUW/+uVxu7NUR6mBtNBq0HE+F/3aGKIr6zsdQKJTJZOi8QrcjAAAA+J0FPY961BzvbXzTJ10vvQVB0AZOeioSEMdxkiRRVMpOpyPLsiiK1A62ML0MgKeoqqpdhtPZ50goCQbDKwGAcXXVoYqiVCoVqkPtm2rt2JVrRwuBbrlDdw7lt+kKNNlrcXFx6HdardZIJRzkjTfeYIxdvnx57NWpqprP57WEe9NMFEXtvKKImfQ5XoMBAACA35mK87i4uKgFcNScOXOm97e//OUvGWPNZrNvZPRGo9H1+W/+5m/S++3eX3kEzd5ijP3TP/0TY2x5ednJctJO/s53vrO+vs4Y27Zt2+7dux1bu+bEiRNswGngfW4VntZ74sQJb57YeleuXHn66afPnj3LGLvlllvuueee+++/nzG2srJiUPgrV66cPn36woUL9Ii7a9eue++9Vwuh4F/Uf3HnnXd6/8ABeJ9Wh9KUiPX1dZuuLFeuXKtaCCsrK0xXT125ckX7Va1W0yqvEydODO1SZIxdvXp16Heee+65QUXVV1tUMIONoi9Msrpvf/vbFy5c6PrwO9/5zqAqO6hVj552Xj311FOMsRdeeAH1EcAUoqc/ZuJp4uLFi04UCABgAjOdTsfo1zMzjhUFAAAAAAAAAEzauXNn7yscAABPMTXbul6vd/qhyESZTEb/IU2gXlhY6Poyxa+pVqv6D7V32vF4vO8qPIIGU8RiMYfX2zep5VC33nrr4cOH3/ve9+ZuqNfr9Xp9dXV1vGLQsRt0GnicW4Wn9eZyOYfXOyp9iFXaS81mk8aP9L0qm82mFiShr7FPMwAIKrofOl+HOmPyFgJFqqE7cKvVojtwLBZrtVr6r43RHujLoGLq+i0VzKDkE66uawld7Um9Kax6KMijwT4BgGDTHpP1d9G+N8C7777bzN0YAMBF48d5ZIxls1nWEzicAtMsLS11JZmZm5tjgzPJmMyfaDdZlgVBSCQSWngdQrlx7AtQZa3XX3/91KlTP//5z0s3JJPJZDIZjUZnZmZmZmYOHDgQi8U+8pGP5PP5fD5fqVQkSZIkye2Cgwu04x4OhymMPc/zXRevxkxyA+/kqQcAj6D7jN8TZTjQQtAiOcbjcUmSukLuDp1T/J73vGfoKjKZzHgvNfvasmVIM3Lo6mijKAHRoBDD01n10FWDII8AAAAQAKbiPA4iCEKxWFxbW8vn81rLMpFIlMvlbDa7uLhIEbL1odO78hVqSRuTyeQkJbGEJElaMSgildb/Qi3awKSXocBMp06d+sd//Mfe395666133nnn1q1bf+d3foc+oTgjr7zyioNlBIdogf+H9v6bTG5gVeICAAgGVVUp67Sv61AHWgiKouTz+eXl5Vwu17e3LpVKLS4uDvrzTCbDcdy///u/G6wik8l0dZsaUFV1aI5pjuN+9atfTbI6agcqirK0tDSoGFNY9ciyTD2tfu+vBwAAAGATjnlkN0Y4VioVrQ+RMSYIQrVaDYVCS0tL2ogq6tfoymFNUbTD4bAX0shqmTGJFuG7UqlQ+8/5MY933HEHY2znzp1OrrR3yCTtio9//OMYMhk8WkbRofnli8WimeQGvu5cAADLabWDr/tQHGghZLNZRVGq1eqgQYKiKFKUmy7hcLharWp9fPv37x/6HQM0tJPn+bm5OeoyNrBnz56+n5tfXSQSMX7vNZ1Vj9Y89siUIAAAAIBJTDTmkTGWSCRyuVypVEqlUrIsazNlUqlUIpGgCTL0CTWe9B2UtVqNGrUWTvyZRNe7/UajoaoqjUGgT5x/aqKex0984hO0ixRFoe4hWZbp9f6Pf/zjzc3NV1555fz5846VynjI5I4dOw4ePKgfMknjRIY+XYAreJ6Px+ONRmNtbU2SJDrJk8lkqVTq+qaZuWyhUMgLbxEAwDsoUpXf+1CcaSFIkmTQg8lxnCzLlO2aGgM8zyeTya5Vf/3rX1dV1fg7BhqNBg3qNOOmm25ijD3++OMXLlwYb3VDTWfVE4wABQAAAABk0p5HxpgoipIkLS8v8zxfq9W0RjPHcV1tplgspr0/p5fqjLFMJuOR9iLP812tbZ7nVVWll+19Bxo4TOu8G9QYpaaqqqoUT/P06dP/8z//wxg7deqUY4W8fPkyre7nP/85fdLVh7V///7bb7/9N37jNw4dOsQYi0ajxhsFdqvVapFIpN1u5/N5fWSxrpBbxjG2iCAIgwJ1AcB0oorJL4GSB7G1hZBMJhuNRrlcNrOXUqnU0FaTme+YpyiKca/x0aNHrarBqT9Xvx+msOpRFIVay16IRAQAAAAwOQt6HhljkiSlUqlGozE/P5/L5QqFQt8mIH1IDyGpVKrdbsdiMfMhh+xWKBRkWdY/WqytrVEuxXa77YunJq3p3/eRo3fI5L/8y79cv379zJkzly9fdqyQIw2ZnJuboz2PIZP2oXE0qVRqeXmZps/TeaLf4frRyoNYm7gAAAJAURTqOfJ7ogxbWwgUumTSIlotHo/Lstxut4f2PFpFlmV6DdZsNs3v0uBVWSdddwAAIABJREFUPdowT7yRBQAAgGCwpueR4zhJkvL5PIUFrFQqgiAkk0me5/VdkJFIpNFoCIJAzyEjRTp3AG1FrVajAYPRaDSRSEQiEdoEF0MIra+v0wysCV/pmxwyqSgKZeqkIZOXLl2ivkJn9A6Z7HL48GHGmDZkcn5+nnYLGuiTiEQidAlT+oLeM21ongGvXc4A4AXBCPLIPNxCsFaxWGSM8TxPxyuRSJifeT0Jet2lrWtojaMJZNVDQR5jsViQBnICAADANDPV8zg0xDhJJpN79+795je/eerUKeqC7Pu1tbW1AwcOPPzww7FYzINpSTiO06a3KIryk5/8hOZSzczMOF/a48ePM8aq1aoWzH7btm179uzZunVrNBq97bbb2I0pbLfddtvBgwctWanWQanth8XFxWq1msvl3vGOdzDd8Ldf/OIX169fP3fu3JUrVyxZtRnULzloyCTHcXNzc1u3br3nnnsYY7Ozsy+99BK7EWjMSZQQnHqNHV712NLpdKfT0XKn6gtPNwGO43ofCHfv3v3www8fPXrUR1sKAM74u7/7O8bYbbfdpqpqAG4Rnmoh9KJ6x2SbrS9tpCFtDk2PMFjgxsbGhGu8dOnSN7/5zR/84Af6D80sMKhVz6VLl2jz9+/fH7BNA4CRaHfCoU8T169fd6REAADjm+l0Oka/nplxrCgAAAAAAAAAYNKdd955+vRpt0sBAGDE1JhHURQtya9CUeTS6XQmk5l8ac748pe//IMf/ODAgQNPPvmk82s/fvz4N7/5TQsXON6QSRrzOOFp8Morr7zyyivM7SGTxmjI5C233HLXXXcxxmZnZw8cOMAYu+OOOyjPuHm00/x1tmuo8I8//vjRo0fpEz9evADgOrrzeyFFmx3cbSH0sqSy1svlcqdOnTJY4COPPLK6ujrJGruSqHzgAx94+OGH9RUufcH5iQsuWl5etnAiCwAEHkLhA4D3mep5jMViFkZo2rdvn4/iPVHQ92PHjrlS5klmMPV15coViuH44osv0ifaPG4yKPE0s/o06OWFKJOqqtJs4hdeeKHvFyjKpLZbDKJM0mOSv852TSKRoJn+XXy6OQAAdnC3hdCL6h0LK2stc/egBc7Ozlq4xlwuNyhXjEf2sDOmamMBAABgGliTYSaoVFWlvj+3gsePOs5ucgaJp5PJ5K233nrnnXdqiafZjcEIliSeNm5qa4m5tYEPlJj7xRdffP311ydctXlalMm+v929e/cdd9yxffv23/7t3z5x4gSzLjsQAAB4iustBAdQPkBbhcNhVVUTicTS0pLd6wIAAAAAV1jT86goSrFYrNVq7XY7FosVCoVUKmXJkt2lzQvWYq47jHoeaRQADQlUVZUSa2pjAwf1gtnh9ddf70o83ZVHaNCQyclf4Bsn5lZVlQ6Wtlt+9rOfXbp0yeEhk+fPnz9//jxj7Kc//Sl9os8OxG4MmdRGStIPHMe5dYIBAMB4XG8hBAPtRlmW0fMIAAAAEFQW9DzKspxIJGhKDmNseXk5nU5Xq9UAdD5qw+u8MPNFK0PfHasNCZRlmZJR/vjHP97c3HzllVeoL8wZBkMmGWM7duw4ePCgHUMmOY4bdIzy+XypVHriiScoZBIdU1VVn3vuOS8PmWSMzc3N0QMthkwCAHiNp1oINllYWFBV1dYKCLUbAAAAQOBZ0POYSqW0bkdNPp/v7SCjCHo+Qq/ifREa33hIILsRRVEbMklRFJmzQyYvX77s1pDJgwcP0kL8NWSyC4ZMAgB4hI9aCGOr1WpuFwEAAAAAfG/SnkdJkvqGAVpbW5MkqauXh/q8fKTRaDAPTKSyZNDiqEMmKYoihkwSWZap3xxDJgEAgHmmhQAAAAAA4HGOZpihvpv5+XknVzo2LYSTi8HjKXr9U0899dRTT7EbQwJvv/32+++/n+mGBE7etWQ8ZJImLIuiGAqFXEw8PeqQSRoSuL6+PvmqtWdLk0Mmf/zjH6+srFy8eHHyVZuHIZMAAM7wQgshSHiej8fjfmkfAgAAAMBIbOx57O3OoGk7funmoOnJzEsF1rr5/vVf/7X3t1ri6XvvvZe6lmhIoFVdS7FYbNDAwEGJp8+cOXP58uXJV22ScWJuGhKoDZnUhgTaNGSSumspO1DvkEka/+vkVHc24pBJC/u1AQACxoMtBF/jOE7bpQAAAAAQMJP2PA5qc+dyua7eikql0m634/H4hL08jqHBa8w/weNNJp52fsgku/GQpg0JdGXIpDYkUNs/XWhIYNeQSWbFCWByyKS72YGMh0zecsstjLEXX3zRsfIAAHiWN1sIp0+fZoz96Z/+6bve9S5980x700Ymf98GAAAAAGDepD2PHMctLCwsLS1pn4RCIUEQRFHUf01V1WKxyBjLZrMTrtExyWRSVVUaNhgMYw+ZnHzVxs9mHhkyqQ0J7BtlclAURQuHTA7aSzRkUhsp6cqQyatXrzLGXnnlFcfWCADgWd5sIdDboxdffPHFF1+kMJRm0FtJ+rmrjxJdlgAAAAAwuZlOp2P065kZxli9XjfoOZJlmULzxOPxQqHQ95uCICwuLsbjccymGcmTTz75qU99yu1S/No73/nOXbt29Q6ZdGDEhxeGTA5FQya13fLiiy8+/fTT6XT6+PHjtq7XySGTR44cefbZZ61dJgAAWOK+++47efKkY6vbvXv3q6++urm5GY1G9+zZQ20Djb5bdpKoL9QQNW6sAgAAAICXWdDzyBgTRbFQKDDGMpmMKIr6UXKKouTz+aWlpVgsJkkSAsaNRJKkZDIpCAIlpHZ3Nq4xbcik5Ymnhxo0ZNLhxNPG7BsyOZSFQybR8wgA4FkO9zyOjSpE+ll7nanpGklK/0XPIwAAAIB/WdPzyHSdj6FQKJVKUQ+joig0ETsWi9VqNUzSGRX1PFKWEuOvMV2PkjY20OEEJsa6Ek87NmTyscce++pXv6pPzP2zn/3s0qVLHh8yaWGUSWMjDZlEzyMAgGf5pedxDOh5BAAAAPAvy3Jb5/N5nueLxWKj0VhcXNQ+p7CPhUIBox3to3VO0dDILtqQQHeHTBoknmaM7dix4+DBg3YMmdy2bRszTMzdm3j6ueeec37I5EiJp7Uhk5NnBzIZZfKZZ5754he/SL3GAADgQYcOHTp58mQ6nd63b59W4zPGvPamDQAAAACmimU9j4yxRCKRSCQURZFludlsUueIp9I+TieTiafdHTJ5+fJlM4m57RgyaTLxtLZbXBkyaZx4mt0YMqmNlKQfJgmtpdGW8MUvfnH37t0TLg0AAGxCt+hMJmMyqxvR91HSfzc2Nq5fv07/9dTkCQAAAADwIyt7Hgn1c/UdfAejOnPmDGOsVCqVSiX7upaGDpn8/Oc/X61W/+RP/uQd73gHuxFF0S9DJidcrzYkcJBBQyaff/557cnNAW4NmQQAAH/pmkxg/gWe9iqOKIryF3/xFxcvXqRRloqinD17Fl2WAAAAANDF+p5HsNBrr72m/TxS15I2JHDyrqVIJLJv3z7G2B/90R/1fT7pGjLpSuLpoUMmH3rooV27djk5ZDKfz5dKpc985jO///u/z3RDJmmq+/QMmQQAgGDofRX3jW984+LFi0NHWfZ2WVKFqP32P//zPzc3N+m/Z86cuXz5sqUFBwAAAAA3oefR07Tkj0MZdy1R4mmm61qiIYHODJnsm3ja4UeLl19++eWXXzY5ZNLCxNPbtm0bdcgkdeB6Lcrkjh07GGPr6+uOFQkAAEZCt+jFxUWtwtXniXbxZdLQ2QMGKNUhAAAAAPgXeh49zXzPo7HXX3+9q2upbxRFm4ZMmokyqY2A8MiQyS40JFAbMmlh4mmTUSbdzQ6krQs9jwAAnkW36Gq1qn3SVdfr0VQJ+vn222+///779b/VqjmCmN0AAAAAMDb0PAJjN6IosgFDJrdu3coY+9SnPnX06FH7hkz25ZEhk1q/bd8hk/T81jVk0pJOOpOJp7WRktoPCLAF8H/snV2MG9d1+C9jOZJiy57ZFpZiA5XJlW2ldWuLs3DaJIgNzDBOEyAOCnINFKidh5As0IemKMChgby1DySBok3RxCFZFGke+o9IIm2CJEDKIWC7jRG7HNqGHdSVtLPaB8WSkXAYy/JKluL9P5z6djwzvLzzPeSe38OCnB3OPffr3I859xwEQRjQoxLAc889x/lDOCUAn8EbtdXKErcsEQRBEARBEBuZvb091r8zGULIcDjEuWNSLMXWEphMUqOJEE0mF5IGk8mFgMkkLZYQTSbZhG4y+dBDD73wwgshS4kgCIKEwcc//vEXX3wxaSnmYt2yPHz48O/8zu9YZwh0iATo/AEmouzJKoIgCIIgCJJmcOdxuUnJaVw24GXywIEDDz74YOgmk2xoYG6IvEneN5mM2Ysim3mBp4N7mVyI131t3HlEEARJLSnfeQwC7jwiCIIgCIIsL7jzuOKgySTEmJ7XhtFkkoF1X3symfR6vSeeeOKf//mfI00UQRAE8cfjjz/e6/Xuu+++j3zkI3AlVWN9EHDnEUEQBEEQZHlBP48rDjUqZAeeTtZkkm7zufqZoiaT4EWRvG8yGYpJoCcvk6Zpvvzyy/GbTC4MPO1qMhl839bqZVLTtF6vd+zYsSAPRBAEQaIDTPv/4R/+gR2yDKCv3Oh/f/azn+3u7sLXmJ0pIwiCIAiCICsM7jzuazgDT1NLSbpQidOMggbmpoGnXQNz08DT1DYwuEkgu3zoKo4Wy09/+tPLly/HbDJJowS4Rgci75tMUktJ+BDDUXcEQRAkPdCXST6AyQBApwSEkG9961tvvvnmb//2bx88eBCu4JYlgiAIgiAIYgN3HhEWdJWSfpPJeYGnb775ZkLIn/3Zn33xi1+EK2GZTLJXcXDKe3Nzs1wu70+TSQRBEGQ1sA12dEowHA7ffPPNr33ta+z3lxQaAhuA13XwOVX+qREEQRAEQZAQwZ1HxD9LYTJ5/fp1QsiZM2eopWRsJpOEkLvvvltRlBUwmfzoRz8KN8cmGIIgCOIJUNHdbtc0TeurowTfJNmGP/6BFbxUk/dfFiIIgiAIgiDLC+48IhHi1WQSAk+nymTylltuuffee6PwMrnw4Btdd6XHZPL111+PLV0EQRDEE6Cie71er9dj3AbvkwghBw4cOH78uHUso+/egAS3LNEfCIIgCIIgyMqAO49IYng1mYTA0yRek8krV6748zIZHLru4jSZhKPuaQvMjSAIgqQK6xhKhzYenFuWFy5cIIR0u11d1617haGEgEMQBEEQBEFWg8ze3h7r35kMIWQ4HIZy8hRBQmSeyWSq3NvffPPN999/PzWZpF4UY1iVOU0mYQM3iMnkQw899MILL4QoJIIgCBIWH//4x1988cWkpXABXtHBZzoOun51Do4wEWVPVhEEQRAEQZA0gzuPyMoCJpPUJBBMJtNmEggmJNRkkkagjrrHUZNJT9GBcOcRQRAktaR259E3J06cgCEbdx4RBEEQBEGWF9x5RPYp1GSShtpMockkBJ5O0GSSWkq+9tprP/rRjx577LF/+7d/izRdBEEQxB+PPfbY97///fX19StXrqxYQDDceUQQBEEQBFle0M8jsk/h9DKZrMkkDTw9zxUXmExS55IhmkzS428QHUjTtB/96Ef33XdfwMciCIIgEXHy5Mnvf//73/zmN21DAHW+AdD3bcBPf/rTy5cvw+eYI7whCIIgCIIg+wHceUQQd9ibd/NMJhMMPO0ETCYPHz78qU99isRrMokgCIKkBFucaP5XU7YtS+qdg359/vnnd3d319fXM5lMqjyZIAiCIAiCIOkBdx4RxA/LZTL5/PPPu94QnckkgiAIsuws3LLM5/MvvfSS08qSvpwDnFuW9GvanC8jCIIgCIIgoYM7jwgSCStmMnn+/HlCyNWrV2OTDUEQBPEEqOjJZAJfEzRvtyXN/zaLRj8DDMOoVqshC4cgCIIgCILEC0aYQZDUQZde1GQS/HAlbhuCsa0RBEFSCzu29YkTJ44cOQKfqfMN16+iKNqsHecBNo+RzhJhIooRZhAEQRAEQZYXtHlEkNQhiiJ7FUd9b4HJpGmaL7/8cvwmkwiCIMiyYHtxNRqNOH8I9u/w+ciRI7//+79P/3XhwgVisbLk37JEEARBEARB9g+484ggywdd2rluUEZnMmldcCIIgiCp4uTJkwybR99Ql8HAc889Z7tBVVXXHzK2LAkhhULB+hXP1iAIgiAIgqwquPOIIKtGdCaThw4dCldUBEEQJCyOHTuWtAgfgL1l2Wq15v3wlltuuffeeyOUDEEQBEEQBIkR3HlEkH2HV5PJ//zP/9zd3b18+fLGxkacciIIgiD8rK2tJS1COFy5cmVe6DMEQRAEQRBk6cAIMwiCIAiCIKuGYRiGYVi/wssk+nVnZ+fGjRvwNeU7fRhhBkEQBEEQZHlBm0cEQRAEQZBVI5fL5XI5Hz+klu/AUm9ZIgiCIAiCIImDO48IgiAIgiDI/7LQWfA8bFuWpmmOx2Pr15/97Ge7u7vw9cyZM1euXAkoKoIgCIIgCJJ+cOcRQRAEQRAECYpzy7JUKnH+VtM0+tm2ZYkuhhEEQRAEQZYa9POIIAiCIAiCIIEAk0+cMCMIgiAIgtj4UNICIAiCIAiCIMhy0+l0KpVK0lIgCIIgCIKkDtx5RBAEQRAEQZBAtNvt7e3tfr+ftCAIgiAIgiDpAnceEQRBEARBEMQ/mqZtb28TQnq9XtKyIAiCIAiCpAvceUQQJI2YpqkoCo/xSKfTyWQyoijGIBWCIAiCOGm32/BhMBgYhpGsMAiCIAiCIKkCdx4RBEkjuq6PRiNreNN55HI5QshsNoteKARBEASxYxjGYDCgXxuNRoLCIAiCIAiCpA3ceUQQBEEQBEEQn9i2Gvv9vmmaSQmDIAiCIAiSNnDnEUEQBEEQBCGEEEVRFEVJWoplwjCMbrdrvTKbzdDsEUEQBEEQhII7jwiCpB30mYUgCBIPo9FoNBolLcUyoaqq82Kr1cKRC0EQBEEQBMCdRwRB0ouu67lcbn19Xdf1pGVBEARBkA+gadpgMBAEoVwuC4JACCmXy9lslszZkURWDIxxhyAIgiA84M4jgiBpBJxkjUaj7e1t+hVBEARB0kOlUimXy4ZhdDodSZIIIc1m0zCMdrutaVq/309aQCRaMMYdgiAIgvCAO48IsgqYpqlpWtJShINpmqqqbm5uJi0IsrJg/AdkqVklhb/s9Pv9TqdjNXmDz5VKxTAM9JiJIAiCIAhCCDmQtAAIgoRAp9Npt9ur4VVKUZTJZGK7GPNRJtM0+/3+eDyGIpUkqVqtgmkDsgKoqloqlZrNZtKCIIgfVknhLztg5+gKnsBFEARBEAQB0OYRQVaBdru9vb29Gge7bNuOsiyPx2PG6i5cwOJybW2tWq12u10IttBqtdbX1zudTjwyIJHS7/dXprMg+5NVUvgIgiAIgiDIyoM7jwiy9GiaBs4Qe71e0rKETLlc1jSNZ9sxn88HT07XdUmSWq2W63+r1SoaGa0A7XabELK9vY1bycgyEqfC13W92WyidfA8NE3DMDIIgiAIgiALwZ1HBAmBZIMbwk4KIWQwGKzA1hiEBy0Wi4TvtBrsSwYvfF3XFUWBJf084jcy0nVdFEVRFDG6dyhomjYajeDz6u3UI/uBeBS+oiiZTGZjY6Ner9fr9YhSWXYajca8N1UIgiAIgiAIBXceESQEEgxuaBjGYDCgXxuNRvwyhIuu61tbW9VqlXGPaZp0ye17zxGiNAD/+q//+sgjjyyswclkAvf7S9EHpmnOZrPZbIYRUULButs4Go0wTAeyXMSm8OkGPYIgCIIgCIIEBCPMIEhMRBS0xLby7Pf7zWZzqR3bQ5nMs+UxTbNUKsGqWBCESqXiyR7HWguTycTrdl6v14Otq0ajgYfslg5d17vdrvVKo9HA4LPIEpGUwjdNkycVjM2FIAiCIAiCOEGbRwSJnOiClhiGYdtJmc1mK2D2yKBSqVBjHPDJyBl8xlkLaEW433BuFqPZI7JExKzws9lsuVyWZZkQstDbA8bmohiGgcF/EARBEARBrODOI4JES6RBS1zN7lqt1gp4e6SYpkkXvbqu05OGw+FQ07TxeMyzgciuBU42NzeH74MGj0uH1cOjFaxKZFmITeHn8/npdGoYRqfT4Xm1g7G5CCGmacJgtL6+vrm5iWF59hWhxLhDEARBkBUGdx4RJEIiDVqiadpgMBAEoVwuQ1SWcrmczWbJCm2m6Lqey+U2NjZg85Gap2WzWTgkK0lSpVJZ+JCFtbCQcrl8+vRp5X18P8drxBh6UHGpT9CnAWgn+XweghcJglCr1QRBmEwmuEeApJ84FT7oKM6b0xmbyytBYnnpul6pVHK53GQyoRen02moAiIpJawYdwiCIAiy2uDOI4JEhWmaiqIsDFrie31SqVTK5bLVLKXZbBqG0W63NU1L/0qPDdjIjEYjKECwJaFlxe84jLMW2JTL5bAODHqNGENzynmoPHH6/X4Kj7HD3mKv19N1HYIXSZIE/aVWqzUajf1gk4UsNelU+FEPc7HhI5aXYRhw88bGRrfbTSTEHJIIocS4QxAEQZB9BUaYQZCoaDQaPEuR9fV1f8/v9/u23SiYAVcqlVKp5O+ZaQD8hdncmQGbm5twoI9/n4izFgghJ06cOHfunO1iNpttNptLXZ4xo6pqqVRKmxVhqVSqVCrOJaIois1mc3NzE4NgICknnQo/6mEutaiqynDfIQhCoVAImASG60khAWPcsZ+M1Y0gCIKsMLjziCBRwWOEIgiC70UjwwguzS/hdV3XNI1xPDCXy9mWsoIgwPxbkiRZlkej0fb2tqZpcOq5UCgwVoA8tXDw4MFr1649/fTTpmkOh0M67y8UChj42BP9fn97exvi7SYtywdgr9+WxZ4U2c+kU+FHPcylFsag0263S6VSkEoxTbPRaNiSgIg97XZ7oYORfcLCuUQUOGPcBTc3xupGEARB9gN42hpBooLHsaCrHdZqo6oq20bAtu1YLBbB2yN87ff74ONMVVXrsbh5xchTCw888AB8KJVKnU5H0zRN05rNJm47eqXdbhNCtre391s0WwTZn+AwB2Sz2VqtBmFGAuYXw/VwsnAuETq+Y9yxn4nVjSAIguwHcOcRQULDGtyQx+arXC7bbuN3ch//q37fLBSVketardbv960Ga3BbPp+fTCbwWJiXzzNqg21KBuVy+ZFHHuHIBxe5XC6TyTBqf4UjxliDR/d6vWSFQZBVIrUK/8CBBUdnnMNcOgmimcFSvtlsBtfqqxGuJyIS7wX+YtwxwOpGEARB9g+484ggIeAMbrjQob5r0BJ+J/fOszmpZaGotlxns1lBECAAsSu5XE7TtHK53O12K5XK1tYW4+HsU34hho4BYAnBqP2lixjDj3W3cTQa0UUagiABSUrhm6bJHoxuv/12xn9DV7DR4VUzD4fDdrsNrxvDso5fmXA9EZH4tMdHjDsGWN0IgiDIvgJ3HhHEJ67BDTudTiaTyWQyC+fH3W43Y0EURXyzDei6bhgGBCCehyiKnU6n0Wh0u11nURuGAbaHmUzGNVINBWoBnlAoFDJ8MIxSrXavEaHregqDR+u6bivqRqORlDAIgvhGlmXDMFRVlSRpbW3NVYVWKhVQhr/85S8Zj7INc5lMJpfLrcbpUUVRQjlFbpqmJElQOGtrazzhelqtFs4ZEmFzcxM++G7D1smJp+rOZDLo8BFBEARZanDnEUE8A2+q19bW1tfXRVG0Ohz0fch0NpvhAVUATl7z3KmqKjgWtAFxTsKW6/9gVFZ0Z6gNw4DV/sbGxtraWuiHzkzT7HQ6lUpFURRFUVRV9bS4csoTrtljQPGsYLRQBGGzvb3darUmk8m8G9hvdNhPDrhfFqIqSBCaC1mWGeXMIJQ5w2oUZmxAjDtCCMS4g4sLg5hbC/nRRx/1PTnx3ekQBEEQJA1gbGsE8QwjuCH1d37u3LmdnZ3jx4+fOHHi+vXrOzs7Ozs7zkedPHnyrrvuIoSIoliv1wPashmGoev6UkQRDUtUOG3darU2NjZsF/lXUFBZp06dWltb47lfFEW2SWYUwBlACO1N3o+sGooDteCBNa0eHq2oqrrQY2kM4tnAnUdkNUhQ4TcajeFwSAh54YUX3n77bX7lmcvlfJtuLUsIYIi5PM8i0jUX/MCkgrw/Z/At5LIU5kJi7gXgeHo2m6mqqmkarWKvdX3y5MnXX399YXK0ugnHFieCIAiCpJo9JnDPcDhk38Zga2urVqtNp1PfT0CQVDEej2n3ga4xHo8hjIksy/S2Wq1GCKnVauPxOJvNMvrg1tYW/RV1WTgej9liwIt3+DydTq2HfBuNRgT59s9CUV1zDcvaWq0Wg4RQWUEUHQUyyxabR/c6789ms6BIraeYg6tWT+1zHvCEfD4P3jkFQajVatApArbGUMRzYu2tw+Gw0WikrdcgiJU4FT6kBeTzeeiA89TjqVOnwlKebCJSBVa8aua9D9bL1tbWwnpZmAs25XI5YB45xQhemFGQkmkPrWioDjh44Rz0A9Z1iNWNIAiCIGkg2tPWuq6DRVhY7rcRJHE8BTe8ePGip8CFXp3c67peqVRyuZz1uFY6/ZEzRHXNNRxrsloy7ltgkVOtVsGqwnquOaBFYSiBNcHustfr6boOpqCSJDWbTcMwarVao9HwfXwv0rifMDxlMplCoVCv14NYDyFIPMSj8KvVaq1Wg83ElBjRpzwEcKfTKZVK6+vr7HrhyQWDsML1pLwwF5L4tIcnxl3AuiZLFZ0JQRAEQXiI8LQ1jLvgPnkymaiqGsrBQB5M04TU40kO2Vd4Cm54+vTpa9eucT6QH8Mw4Fw258Zcgj3Cq6gUURT3SXBkXddzuRzDQST8K/RY2GEF1iyVSq7nCkVRbDabm5ub/k43Rx33czab8bhX6/eqja51AAAgAElEQVT7iqJE574TQRbiW4v6o1QqpWG3kZJUCOCFmhmCoRFCeJxvcObClWw222w2Q6mU5Y2nHHMvYAMx7tbX111fWfHX9eHDh3d3d20XQ6xuBEEQBEkPUe08mqZZKpWs426r1apWq/E42Op0Ou12G/1kI1GwubkJXnt4GtjCbUdCyPr6uicBVFVluIgSBMHpDCiKHmGaZr/fH4/H8FhJkpwd3IeoKYEndwx46tQwDIjNDV9rtRrnuxmrM1AekeblpdFo8CyNFuaFLcPCDdOwxNN1HaLxhvuKS1XVUqnEXzULm03ApoXsNwJq0RVob2FpKk44NXOpVBoMBvMeks1maRxkgDMXhJBerzccDg3DuH79+qFDhw4cOHDt2rV2uz0ej/nrLmq1HyIpmUv46Cmqqro6feav65MnTz711FNQ3ZBooVBAswkEQRBkNWEfxoZ7fHjwAW9fNmJzWQKuVXq9XjzJIfsN6gaLdg1wSuj087gQQRBsrvoWdkzG09rttqvjv3B7xHQ6nZe7drvtT9SFuY4Uq59H/ty5Am2DrTNp1QuCYHWpNs87pO2ZNJz3Qo3KzguPCypn+2Tj7AixiecpafqEfD5fLpchLedtEDo2m80GzAv/PQhig9H+5yl8IKz2xnaDG4Ofxyg0lSv0UTyamSGMa2nwu/zbC1Z38at930Qxl4hUDFfgt9b5FWchE0JOnToVRHIEQRAEWSIi2XmEFaArMXitpqkXi8Wo00L2J9PpFGaN+XweprzQ6qxNjnPn0bmkgeuM1G1PyGaztVoNXAG63h9uj/DkmZ5f1IW5jhS6tA7ud59/55E/Yoz1mc62BwGOBEGwRSUK7t6eeI/ww7/9F7p4Xncei8UiLW1r4AIrdPeBvf7kaTZLGtIBSRxbO1mo8IEQ21tEO4/zFJeTRWqAkDmaij8Ja0LzNPN0OpVlmW4w2QTI5/PtdptRLzy5AILUXSJq3x8RzSUiFYMTzkImuPOIIAiC7CciiTBjna7x/yssqEHQYDDAA9dIFIiiqOt6Pp8HB6bk/ZPXXo+wlcvlgCdD4ZBOs9lk+KIKsUcE8UzPI2qynDlzJh6/+74jxlDvUbIsa5oGPzdNczabzWYz6yns4O7tSRjtcx5pEI/twY0QomnaaDSCz2D86ApPXv72b/92qUM6ICmBU4suRQgRV8Xlj3mqwGsSbM2s6/poNBqPx3AF3gABW1tbEPaEUS/W++flAj74rrs06FVOUjKXiKin8NR1bI7vEQRBECQlhO/nESZntou1Wq1ara6vr/f7/Ui3HgzDsHreaTQaGBsOiQIIbqiqKniDok1a13XYpHjmmWfYT3jggQdEUbSuber1urNrOJ3cw7S73W5PJpOF/oAC9ghICD5fvXq13W4v9Fz53e9+F5zTV6tVT6JaWejan41pmp1Oh99HPlTWV77ylevXr7PvpLmzVhZESXa933VL2l/EGMMwVFWdTCbz/I49++yzYPfHWVNsnO0zoP+pZrMJRReReMePHw/yQCfW3cbRaKRpGmTfNE36Co0zL08//fSvf/1r9j3QtNbW1tj7F8h+g1+LQhfzpKh9tzfwiEcIuXDhAiGk2+0yDrtYWVtbs3ZbBlRjsHGqgo2NDX/ROTxpZk3ToF5Go9G8l46aptFiOX78OMP3H+QCPi90EWgdhgghMNhFpFd9F6YNOjUi3ucS9Xrd91zChnVu4FWMhSMg7RQ8dQ2FfOHCBc7uQMKrCwRBEARJBrZJJNzj6RyNzapREAT6czi5FqlDK/rSmKYej7caZN9ibfC1Ws3qHMor4LYPPm9tbVkbs/P0k+186Lzjoj56xHQ6bbfb5XJZluU77rjDd3bo4W4eUTlzzQnnUfcggGztdptaN8iyPBwO6cnEWq1Gz3DJsmw97mc7kW1dXbse7KKNShAEp7NOzgV/KCws+a2tLeJ25DkGIeHUJ/9pa2vrcrZJatlEoU+29anQaTQaPFlA9hULtajvAyUL25vraesgLRwmgVQnuM4w6Rsvf8BD2EnMK+R5mhmeZhuV2PWy0PYtIMViMYaDRDxF54p1LhHkbQotc85pD0OMEydO+BZDEAR2Qr6fzI/vukAQBEGQxAn/tLV1hSkIArUTIe+/SY5uCWoYBg1HCMxmsximZch+RlVV6xrJqyGblY2NDetz+v0+3XJqtVr8L8YpXnuEaZqqqq6trVWr1W63OxqN3nzzTa+JUnyETw0l1+SDJRkRGxsbmqZVq1Uwbchms4ZhFAoFTdMIIaVSqdVq5XI5WHmORiOGqQI9zFUulxmFBuqU8Zwgayoe4Cgim3ny06KIjnvuuSfEpzkbHpg9kuhb13LFHUZSgiRJ/rqY65hl9cvh9NFhGAaPNnBFEASeUVJRFN8aw7dsNhiamdNvSdRBiguFQtTqwl9hOucSQc7U+1a5TjHOnTvnW4yFtRlWw0vq+QiCIAgSLeyNSbjHk82jdbJoM8+hhkh+9kg5cA2oTdBzPxI9zuCGcMWH1R402oXhR1xf/o/H40ajQW/z1COi80zPIypnrn0TRe5o8VJrOGuBg12P1XSOmnuzI8bMK8B5QRLAzNB6A2deCCGnTp0K3b++tUCGw2Gj0bAZVfGIt7m56SxwNrYIM65JW2Vg2DzOez2Wz+edzwmFeEI6IMsLjxbd4zYuXtjeBEEoFovQ9636ajgcZrNZMM8HfEeYcSquedDbvGoq/iQAtmamGgbEgGf6s8Jj59Rf3XH+1ndh8pPsXCIGMcKCYIQZBEEQZD8R/s4jHbCdgXTppMfHJHUhMCkUBKFcLsN8sVwuw7QjnUGuQbZkD9Z5jfyI8ON75xFea1sbBu1T1o5jnYJvbW1ZX4bDbz31CGgJAefo1uWolYWi8ufaHxHljv6L7jjTha51i4puR9qOjA2Hw+l0ChmXZZmxwSrLsnPPyykJ/crj3h5+dd999y282auOIoQIgmCzzrDewCOe68FGNrTB2zwezBOSsfMI3SSfz0PdCYJQq9VAbFtpLMzL7/3e77FvIPM7DoJQeLToHp+jCZ72Bi75YPigowbIYHPZ4Xvncc+huNi3+dNUnEkAbM1sCzMFWXa+tAjSnYPUHb/a912YPCQ+l4hBjLAguPOIIAiC7CciiW0NMAK3seO3+qNSqZTLZcMwOp0OnOVpNpvgkVrTtMTDODqBaHr8QTCiIMTgkkhYeHJy3+l0SqXS+vr6ZDKhF6FR8fcIGjE5iNjlcpkdu4YhKvEbdIWHGHJHPVjRg2/WY1n0oq2XGYahKApEjKGBqhcmwQPbCb01L2fPnl1YMj501Gw2s9ayb/F8MJvNnCHO2Jimaa0aGLl6vZ6u69VqlRAiSRL0nVqt1mg0rActF+bls5/9LDv1gPlF9hVsLcoDZ3srlUqyLM9ms263C3OVwWAAPSvSIIEMotBUrjg1MxzaBUNsNoqiRNed2XXnSa9GVJhpmEvEJkYK6ff7OJlHEARBUktUO4+yLDO8z0Sx3dbv9zudjnVCDJ8rlQrMI0NPMSDosQXhwTqPpH1K13XY/qhWq9bQ1Vb4e0Sj0eCcox89etR5MZvN9nq9eXN0HlGduObaH/y5c/WTyMgd7cJsn1/0v+vr69br1WrVMIxer8d4SeOPZrPpql6ceXnvvfcWPs0mdnD4xbMCMUkrlYqiKIqiqKrK6WptHrquVyoVSZLW1tasK9hSqaTrunMZL4pis9nUNM3aIDnz4tq0Dh06dP/994uiGDAjyMrjVYt6VWWuuN6ZzWYrlQrnE2ImLE3l1MyKorRaLdttMJ42m80YnInz6Ap/enUe/gozJXMJfjEOHz7sVYw0o6oqurZHEARBUsuBiJ5bKBScF+mcKQqbR4a1VCLv5xeSTqmQtOF0cl8qlRjT7mw2C6YZ/D2CxyL4lltuuXLlypNPPrmxsTEcDqEvS5JUKBQY2/qcojrhDLpiRdd1TdOcgUF4cnfw4MFr1649/fTTpmny565er4P8vV5v3mrcMAwoAUEQbPdAxJgozDxFUdR1vd/v8+dlHoIgsE1pGOTzeUmSNE0Dmynf4pmm2Wg0bCv/0WjUarXa7bZryc9L2vYEV+tIdnuz1RdnXqBp/eAHP3j22Wd3dnbg4tWrV1977bXXXnuNkREE8aFFvaoyV3K5XLlctsUoS+12TBBN5XyUTTPbLLhlWW42m3CDJEmh6/Ber+dDV6RB7fOPtpHOJXjEEARhNpudPHnyqaeeCl5iaaDf729vb/f7/dDfZSIIgiBIOLAPY8M9Pvw8uv6EOnumQQAiIqCT73gAIZMNLEC90UfheXOf49vP48LwI4zuPK8e2T2CR1H4iPjhSVSvQVf488iTu4ceeshfL6Be1airR/hKC4o6CrS6UmVHjAFoOBq436oz2+22rVggUa/C85SMvxBJxWKRSuhPG1M/j/yREOAn1jbDSJr9KJsYQQYsaCHD4TDSkA7ICsNoM06VRdtbKElTx7WAa0eIzc8jG3bcFU555mlma0KR+v6DJCLVFUEKM5SHw2gb3VyCP48kaTeL4QpAHRxbJw8IgiAIkh6iOm3tfAms6zrD/CQgrrZOyEKodQ8aYKYQ6qtIlmWGH8B8Pt9ut+GYFX1X76lH8HimL5fL3ILPxVVUG5y5Jtx55MndI488svA5rjSbTVjAVCoVpyl3pVIZDAauto1glMd4cq/XA6s9+ArHzzVNUxSl3W7H02HL5bI/64lcLheKhBcvXlQUhT1w2MxbRFH0mrQsy9BIojv1fObMGa8ZQRBXeLRoWIDZI/3K4+gwEXxrKieumhn0A7xGikH3JqsrOAuz0+lkMhlbaUQ62lph9wIeMVbMMFDTNGrCbwuFZAXmVzjWIAiCIIkQ1c6jc3JmHQtDP5ziPIuH8EB3HqM48okEgRF+xDqr3traAnd1th7nqUdEF/GDR1QrnoKucOYx0ngmhJBmswnKTVEUuvloGEalUul2u/l83jAMZ/9auHztdDqGYRQKhVwuNxqNJpNJLpcrFAqj0WjhkknX9eBu5tPgX//06dP8kRA87cI0Go1GowHGMhGdebdSq9Vii4+BrBhetWi40N3GGDw8+lNcnjTVwiRcC1bX9a2tLYg3FQMJ6gr+woTZo03UlMwloh70U4h1hTUajeg7Sxu6ro9Go/F4HJdcCIIgCPJ/cPl57Ha79FjuQo4fP76zs/Pnf/7nhw4dsl7/2te+Rj+//PLL4Zoonjt3jhBCn2n7mk5AyGeeeSYNcqZBhhXjmWeeIb7qFxpGtVo9ePDgF77wBeKonS984Quz2eyVV17Z2dlpt9vWX83rAuwecfjw4aNHj166dMl2/fbbb3/44YdFUVRV9fz58z6ywyMqZ66dcOaRJ3dQWZ4UnY3Nzc3vfe97n/zkJ+EreKR64IEHFEVxenznVFD33nvviy++SI1f4MMDDzwwHA5d5axWqy+88MIrr7wCXx966KGF1iUHDhy4ceOG7eJNN90kiuIrr7xSrVYXGo+4Ym0nCzN79erV119//dKlS7CIPXr06IMPPgifr127tjAt22hy7tw5/qRpScKdzgYAzd76TK9A07py5crCO0MfFpHVgF+LkvfbWxBV5gQmdb/1W7/l2j4vXLgQMEUfigvg11ScSbA1hr9BcB6ueo/zt1HoigMHDgiCwK/2oTTIB4uLf7S1FqNrUdhk8NQLeMSAKxcuXPAkRuiEIsDFixe//e1vW698+ctffvzxx513htuGkVSxsbERlq9bBEGQiMjsMV2iZDKZ2ERBEARBEARBEARBEIST48eP0/cBCIIg6YTrtLUn3+Hg9czq4ZjGiwDy+Xzo7iptkQTg69bWFg37kEKsITUSBColWRlWEt8RZsBEbqGPcNc2z/4apEfQiB8+fsuWzXqRHXSF57H+8hhWWAYaGcAZhYAnYoyzM9IINsC84Abw32w2C8+xWlkyQvQQQk6dOhV6NANbO5kX5mVhujzYGqStiPiD2zC0MQkjwozXjCCIDR4tuhd2hBkKQ6kGjzCzUHHBFX+aamES/LG86CA4nU49DVVWguu9gLoiSGFaoSauXgWgUyMfMnD2Ak5INCNgzALMszV2XWpZJ3IY02wpoPVr7fiuNX7ixAlGK0IQBEkD4ft53NjYIIRYQyI2Gg2rL5ionZSbpgl+fNbX1zc3N1fMjTSy8qiqure3F6JHrWXpEQuDrjBISR4lSTIMY29vz+lGyl/EmHq9bv06T3mCo/1qtQrPsR6kcsa9sfLOO+8kEs1A1/WF6S7ENUqAP/93nLFlNE1rNpuht67VC3cQBMMwSqWSKIqlUondelPC0gnsg4gO8XlSXP401cIkvGpmXddzudzGxoaPug6u98LSFYkHvPIRPSwKkhoBQxQA5or5fB4iIAmCUKvVBEGYTCbzmgq04fX19VXVVwiCIEg64fLz6Alw89/v92HM0zTNGgVCEITonJTrut5ut/v9vnWjE932I/uBer1O4wVR0tkjXEUlfveM0plHJ51OR5KkQqGQzWZhmZHL5eADwz+aKIrlcrnb7RJC8vn8vCAqUHQ+9m3Pnj373nvvse8JUph0R9h2EcKX+34s4YgS4Jo0pd/vK4pCmxx74afruiRJk8mEXgnRSdZKhjvwDbQNqI7BYKBpGq1EVVVT6McqKYHnadHlwpPi8hd3ZWES/JoZ3k/QCMJeg+EE13sh6orEA16dPn16oRvfhTIE7wVRj4BRCwDrrF6vVyqVNE0bDAaSJDWbzXq9DlHUSqWStYig0fpuwwiCIAgShPBtHkVRzOfz29vbhmGYpmmbdkcRkxESIoRsbGx0u92AC9pIYbxgNAyD0+4mUkKJiovEj6IodE2S8h5hFdU3Kc+jk1wuBy9dbBFjyuUyOygztXPkj6xq7cLshdnCNQ8hZH19nTNdCgQelSRpbW3NumEH2KzgGRw9etR5MZvN9nq9eU2InTRFVVVn5J95zGYzxqN4cD0Gxc7I/qTf71t3gWezGRijwSvMNAyRNpISOBQtmjb4FZcrPJrKmQSPZjZNs1KpBIxtza/3nMSvK3yofU/wRA9bKEPwXhDRCBibAGBn7Xy9IYpis9nUNI32I9M0VVWN+szZatDv92Owt0UQBNmHhG/zSAhRFGUymfT7/eFwaJ1pZbPZ0M+Uqapqtam0IQhCoVAImIRpmv1+fzwewypCkqRqtep1WtzpdFRVhdKQZbler0uSBC8eVVWlqxdZlpvNJuP9fCjCODEMo9FogGkVIaRWq7FrKiIx4mGphafAtNJ5PYYeAfAX4zxRfbMsvd5GvV7vdDq2xaftPLUTRVGy2azzLQ4DOmkul8sBZRYEwYfR1mg0olYVTnjm9Lfeeuvbb7/95JNPbmxsDIdDWguFQoG9UctOmgqwvb1NDfMJIcVi0TTN0N+KUZ5++mnTNCEjN27cOHTo0E033XTt2rV2uz0ej5dR/8TGcDiUJAn2hnx7Y4iTiAQOXYumkCCKi1NTuSaxUDPncjnbfwVB8Coh/15Gr9fzpPRCx5/aj0GG+HtB4kXBFoDdCK36B9ZlthsYQ95qzJP90ev1BoPBeDxeihEHQRBkmWC7toV7vPoOH4/HrmlFEU2FkTWbd3AfTKfTefEBFgYAsWI9s5PNZsGZNLgfgtg7sizTIDzZbDZSYWzAEwRBEAQB3HUD87yYRyRGPMQpvO8IMwGJqEdYHZOHVYz8rv1thJ5Ha1iGSBsJO2IMXHT+qtFozIstA1gDpNCIXvl8nl0UjGKk+GjArs+xOrPnSRdMM7ymvjBpgCo6ngqlz8nn8+VyGbQ3v0ixNa3VYGtryxqPzkbS0rmQNoEjijDDIEiEGU7FxdYVwDxdwZkEj2amFItFH9E5eHIRQ7MJUphWAkaYCUWGgCQuRrgCQI3Mi4dme6wsy/OiJOE4NZ1Os9msIAhpCMLDH2EmSCg8BEGQeIhk53Fvb88ZqS2s8bvdbhNCBEGwSkjJZrO1Wg029QImFGLAO3D8bB0Y6BU6llu3a52je3TR92i58UTFTTAIYHBiFj4lO49h9Qi68xhiMcqynM/nQb3AZ0iIfo4tj3S5HnUjsTlssqlWuAifx+Mx+GmCX7H3EOnqejqdQjnIsrxwB5aRTYC93WkFCg2ktT6BvlOx5pSxU0PT9RdLfWHSex98D8QzUyeEFItFWpheo6nG1rRWhl6vZ2shsixns1m2TkiQ6AQej8fwUpA/knKIO4/WTs0glJ1HtuJiqwvC1FScSfBoZsD3mM6j9+CDj4fzN5UghWkFFKmPRs6z88g/9AQhcTHCFYB/55HxWH/j1HQ6lWW51+vxS5tyYEW28PVtDODOI4Igq0T4fh4JIZqm2Rz25/P5sM5Zg7W/q7scOJ/SbDaDH5rjCUHIf3ZmMBjAB+oniJZGPp+nx7LodqQ1MnjowtjgDy4ZqRhRs9TC+ybEHgGEG4+y0+kYhlEoFHK53Gg0mkwmuVyuUCiMRiN+dRFiHs+cORN1I4GIMfB5XsQYRVEymczGxka9XocTf6Io8uTOMAw4UVWr1TRNC1ggnqIZQKHB6h02TGHprmma87wS+/BakCgKC5MmhPR6Pfp5NBrxnN3L5XIBCzOGprUylEolwzCG7zOdTiFsS2oPvkUnsGmas9lsNpsl4nzZ2qkjJaDi4tEYC5Nga2YwgLK+MPZBdHqPhNdU+MWA5h2Fh4qUBN1KXIxwBYCNb2jD82rN9zxZ1/XRaDTvuNsyIklSrVabTCbRxURFEATZh3D5efTkXP/MmTO2uJ+33nrrV77ylbCcs1Bh4IHNZvONN9744Q9/ePbsWXoR5sq+U7x8+fITTzzx9ttvL5TEaxLb29u2n5w4cYJe+dCH/ncj+LXXXqMXoxMG2NvbI4RkMhnnz631HrUYkZKI8OfPn4e/MRdIFD2CvN8Y/t//+3/Xr19feCd/Qp/5zGd6vZ7Ntf/nPvc5trSh5xEq6y//8i+vXr3KvjN4I6HBRj796U+7PsrmppAnOch7tVq99dZbv/rVrz788MOcQn74wx9+9913bRePHTv25S9/mf8hhJB77rnn7Nmz0Nrphou1XqzK5A//8A+feeYZqLt56cL9XrvPwqTPnDlDvdkCtVqN4TMUsIrhtZnF2bRWEl3X33jjjdlsBrvJSYuzmBAFpk2Xfw4G7S1gQCTA2qkZt7311lu+U/StuAAeTcWfBEMz/83f/A0h5OzZs4PBwPeYzqP34IqP5/toKgvFcHL58uW33377ox/9KL0C++yeEoImKoqic5PUx9ATkLBGwDQIAFU/r0b+/u//nhDyxhtvzGvDQebJ/sbrlPMbv/EbhJDBYPD5z3/+L/7iL5ISg/bohcW7u7sbi0QIgiD+yewxDf4zmUxsoiAIgiAIgiAIgiAIwokoijGYqCMIggSBy+ax2WzCmVw2ly9fVlXV9kZ3c3OTnmEJhclkAjaVVnddtVrtpZdesrrDsH51FfU73/mO9dgd5Stf+cp3vvOdixcvssW49dZbv/3tbx85coSKdOrUqXm2M88+++xf//VfE0Ks90D4XVo+b7zxxhNPPGF7MiHkT/7kTzwJY304owQoUFa0in/4wx/+3d/9HSHkc5/7nPUtnz8xYmBh4ZOEhO92u71eL/T2z4nXHgEw+sUf/dEfffe7312Yro9ihIKiX20Nj4G/PPLIMI+wGsnp06d//vOfO7NJQ3IfO3Ysn8+/8cYb1r7JAPL+9a9//d577+UXo1AorK+vf/Ob32Trw89//vMLHwUCuLZ2m4bhBPp1wO5jS5qOHTbuueeeb3zjG/MeUigUrGJ4bWYxN62VBMrQX9dOhLAEpi2Wv/tA0l67myuMTm3lT//0T7e2tvylePr06X/8x39cqGTofMaHpvKkG+dpZiAUpcSGf+Zmg7+p+Evir/7qr5577jn4fOrUqZdeeunYsWMXL15kT71csU6Ngg89QQhxBEyJAIVCgV0jjDYcZJ5sfewbb7xhtYpdXkA70a+hKFUf0K5trTU6V7TysY99LFbJEARBfMB2Awn3cPoOd52NFYvFYJ4o7bgG1LN5/YevEKLBR5gUHqy+ftl+nQHqVJv6YLY9B9yv2ByE2xw+8ghjfThPefJEfuRZObuKEQMLCz8p4ZOKMAN46hFA6P2CE7Zr/3DzOI+Yo23OixhDPtj1+INFLIzJ4woh5NSpU6FEPoHCdy0feLjXABT+Isywk4av+XyeKttarQYajxFGwyaGvwgzsTWtEJlOp41Go1arxRb6Zl6K+Xye3by3trZqtZqPjh8Q3wJzQicAiUSYYXRqK0EizHBCC8GHpvKkG9mxvEJRSmwgIz5+yN9UfCRh9d8HFQ0BbYivoBZ0apR40C0S3giYEgGsNTIcDmmQOgptw9Pp1NZUGAJQ5jV+Og+HjPDrqzRjqxRBEBKJNoMRZhAEWSVCizDTbDZt/rPK5bIgCDS4SmwYhgHuYyBEg81DM48H5YWUy2WvAXOazSbMtyqVii1yC1wcDAaCINiiIhiGEYUwrpimqSjKbDaTZdnmgp3Hb3RYYoTOUgsfCuweASTVLwhf0JWF8OQxICE2EkbEGM5gMq4/9PGrd955J+rIJwEbVVhJQ931ej1d1yHSlyRJzWbTMAzYtOJRthGRQv2j63oul6vX661Wa3193doGdF2PIuCJLUXq0Mo0zclkwojW0ul01tfXW61WvV7P5XJW2SISNaDA/EA8PWJxYLqf8a2p+HUjW/1KkiTL8sbGBufT4iTSpkLbdjabhQFakqSAkTfCjVbnmxhGwJgF0HVdkqRMJlMoFGiQOuc9uVxuY2PDuRhhwBinQM2ORiPISCIRscKlUqnYKmU2m9kmCYZhMBwvsv+LIAiyPwln51HTNNvwBsGsYY4SW8jOTqdTKpXW19etPratFlV0cy1IKr7jzTWbTbC/UxSFjveGYVQqlW63m8/nDcPwOmsMK/hdDMElA9Lv9yOazSQewTA6FvYIINl+QQjZ3KEuKWsAACAASURBVNyEDzT4Oz+ceQzIqjaSs2fPLqz31fAcVCqVdF13hpcVRbHZbGqaRpfuDEzTDF0LpbNpNRoNa8OgluO6rm9sbEQxpttSbLfb8AEKZ319fd4PrSfoZ7MZLUwQNbq1n2+BEX8krqlEUdQ0jR2ieiWhBcujJDk5ffp04hVKUjAChi7AbDZjRBmCvbPRaASJ8g9n88Yp0zThnDW/hCkH5sM2SxpCSLFYtC7Q4I1XoVCwve7i+S+CIMi+JYSdR9M0bVMxsN0TRRFcUfAYnQVB13UYTavVKtvE0rZUYHD06FHnxWw22+v1gqwSYfWby+WoYddgMOh2u+VyWdf1eft9EQljpVqtGoYB/qHm3XPPPfdELQYDVVUbjYbvn9OwlVZiEz5m+HsEkHi/UBQlm80KgsC/qPOaRx72VSMB3nvvvYX38O+huN5ZLBZlWfZnkhkQa9K5XI5tzcR4jq7rlUpFkqS1tTV/oWOXrmnZFkuwf2eaJhg6+TNM9pQivJwzTRPUPqOCbLoLjp2CEXdEogK+BV4ulmgLdYlEXS7ovlKIhuHXrl1beE8MFRruCJhmAUB7s1/uHj582Hnx0KFD999/vyiKrrWvKIrTrSRjqDVNs9PpVCoVRVEURVFVNcHTBk5g23E0GtmuF4tF20hN33htb2871ybs/yIIguxbuCLMsKlUKtapP912JO9P+vv9fnRHyUqlEmPfIZvNWt/F8VhqHDx48Nq1a08++eTGxsZwOIRBUZKkQqEQyhoml8tpmgYGhnClVquxyyc6YSjOg95OvvGNb5imGakY8+j3+9vb20Ea0tNPP52U8DHjqUcAPP3illtuuXLlSnRNsVqtbm1tce5P+cgjD8vVSGD6Pu9fpVIplM0+T9vBrhYxsdm8R5f0aDRyLkU8sVxNiziWjrPZrFQqGYYxmUyy2WyIpk/zUtze3oYUYXbBKCtBEKwzkG63K4pip9MBzyHRbXn7Fni5iKKuo8CqqeLRjfsHOGYOZ2lh+koIKRQKXmPLeMLT0LPCYvgTIJ/PS5KkaRo9MpzL5WwvaQRBsPXukydPPvXUUz/4wQ+effbZnZ0duHj16tXXXnvttddea7Va7Xbb1rNsr+JkWW42m65LCXgrY2szo9HI9bFJYV2aUdJ5LgFBEGQpYbuBhHsYvsOdAfLa7bb1BogFFqKHZkiRugxnZM0pNk+BPPTQQ8SjE3FbkBNXv842qEvpcrm88Mk+PJpbKxdibsyTh8blYDwtRKf1/gAhna1rj6PwkxI+qQgznnrEwp9QYC8vuuywXfvzC+yvohNv4QD5oI9wtlQQOQH+S6MoDIdD/ogKPPXOWePWQFWhEGkwB56YYBTXYuEf0VLStLxCI0hYgSvsMSvcFAF2e6bHnJ2iskfhpAT2BDyQ//7QI8wsfFRsEWbY2MJABdSNSeG1un381l8SzvCDoEV9xJBMT9CtxMUIIsB0OpVlmYaspA8sFot0KmWNh2Z7bLFYtI1ixFe4G+u/GEND4tGEeHAN+O5cdAB03Mlms865K/u//qTCCDMIgqwAQW0erS6WCCHlctn25greIGmaFtYbLXiZNu+VdT6fr1ar7XZ7Mpk4jQ5sxhFOyuWyKIovvviiD8HgeJfVNMZWOFYkSYrhiAGnPPB2NGphfKNpGs1Fr9dzbUieCn9fwe4RAE+/2Nzc5IwS7o8gRig8eVw9Op0OmM5ls1mwa8jlcvDBdQLtgxRGPkkWWZZ1XQdP88tiC+YPGKEajQYcIpYkCQJrbG5uRhRhwzVF8NnCHp7gIHy73TYMQxTFXC5XKBSGw2Gr1YpUG/gWGAkdm6aKQTfuN0RRBD+5k8lEVdVOpwMz2IjUYEqGnsTFYAig6/poNJIkyWYRyfYrAsw7aAXhbtizwX6/b51dw+yxWCwOBoN56cL83NNjE8HZmIvF4rylKxwYBxf5Xv+LIAiybwm089jpdKx26dls1jmYwSplPB4H2XkEv/4wKtjGNuumydbWFtzzL//yL67PKZVKTrfBFLCo9z34zWazgCfyQodTnpSfPLJueI1GI3rYx0oKCz8pPPUIgKdfpCpIn2seI90YjZ+FwUxyuVylUmm1WvQ4FXwol8uhTHYXnjCCGJqu/4p0URozf/zHf3zPPfd86lOfon4D94mqgdg71iswOEZ39tCZIme0FkmSbG21Uqlks9modwB9C+wb8BMd3ZC9jJ3aqami1o1LQehNBTwFqaoKs4XoGmFKDrcmLka4AmSzWXBiyPBUc/bs2YV+J23hbuC9i2EY8x7LGcAwDYHscrlcu922usJk++3J5XIMfcj+L4IgyP4ks8c0+M9kMoSQU6dOra2tOf87mUysa2PnbRcuXLh06ZL1HlEUb7vttrvuusvVk7GT69evv/rqq/CEAwcO3HXXXcePH3/uuedEUYRz3G+99dbu7u6FCxdM06Rncp9//vnd3V361fq0l1566fLly7brhw4dOnHiBETPOHfu3M7OzvHjx2lMgOvXr7/55puQECHEKf90On3ppZecwjsF8Ao82ZMwgOva+NOf/vTNN99suwh7x1CY84AysdYvpxjBeeutt/7rv/7LeoVWPbCw8JMS3kdDCgVPPYIKtrBfOJtigrjmEdSRv07nbCSJMJlMdnd3jx49Op1OaXUwpLp+/frzzz9/48YN68VPfOITnI1qNBp96EMfcq40rPXuyoULF86dOwfpiqJ49913T6dTKMDpdHrp0qWrV6/Cv06cOHHbbbfxCGPDt+rjYXd39/nnn7dpknn85Cc/OXr0KBUDmhl/U0lJ0wqFn/zkJzfffDM4JImH//7v//75z3/utfSg8dx5550f+9jHopPNFX8CM4Ch/BOf+MT58+d//vOfw0WGHvY93vnu1C+88MLbb79NU4ximJu318/QVAF1Y1JATv2NYpxNxZaEj/o6f/48xHFyff5CoIl++MMffvfdd23/+tCHPnT48OHf/M3fjGg+aWPeCBibGEEEcJ2SjUYj6xXrpOj69euEkMuXL8+byHG+UTt58uRdd93FIwwA1e3vsYlgFdh10RQzdI1jLV7Xyjp+/Pj58+fjlA1BEMQr/m0ed3d3rVuKd955p3Wq/dZbb7366qswVbUChjw7Ozt33nnniRMnFur0119/naZy5MiRnZ2dS5cuWW+47bbbbrvttgsXLlgvQtS8S5cu2aaksGq6dOnSdDql06y1tTXGwn5nZ8c2aoL884bJI0eOHDlyZDqdOvMeEB/CEEIOHTq0trYGlXX58uXgyyF/Yvjm3LlztiumaU6nU9eMLCz8mIVPJF1PPQLw2i8SxzWPq8HVq1d5punAzTfffNddd1nvv/POOz2tlD7ykY/AFgN/vU+n09dffx0+Hzp0aHd396WXXjpy5Agh5NVXX71x44Yoijdu3Lhx44Zpmq+++uonP/lJfnlcCb378BcRbLhcunQpDRvuyfLWW29dvXqVsR8dBWAI41URwSQhEfXlT+CFgAcYURRhOgR9YWGb5O84oXTqqIe5+++/n19TBdeNSwp/U/FdX3fffffNN99MG4w/PvrRjx45cuQXv/iFaZo0zvV777135cqVK1euRD0lo8AI+Itf/GI2m9F5Y5xihCLA7u7uwrYdyg7agQMH7rjjDk8/sS3ZwnpsdJw4cWJ3d/fNN98khNy4cSPxnUcEQZCVgu0GEu5x9R3eaDSsz7G6B3b1+O5EEAR2YJPxeExvBhmoT3ebJ12rH2Xqx8eH6+s9S2AQfo/INOiNq1/nINAwCz68PlvlsXmdt7pMlmXZWpjtdtvpDpn+PGYv0fNcMlmdxC8s/KSE99GQQiTEHmF9SPwBcxjYKjpIp0tJGBBXUxe2VLYzSp6yQAg5deqUVyGLxSKkRfUGvULed8duVd3zHLSz8a36OCF8McGcsa28xtJJSdMKDmTEFtAgUqBt+wgJApOEKERi41tgBtD8aJgC67zLNXCBv/EuSKeGCDNf//rXoxvm4AlefxVENyaFv5xaf7uwqcCV4HrVt0JIdmpkhfiKqZISAWicNPgtLKaII9SSrTkxJnIMASjzZoD0sdPp1LqssyoNH49Niul0Cuch/M1ewgUjzCAIskp8iGdUcIWetiCElMtl6s9C13WrmwwGs9lMURTwEuIKdS2XzWbBO48kSQv9RdJ9z8Fg4DuKy8WLFxVFoU6CXOn3+9avoihG5PjGhzBseXq9niRJtHjh3Tj4T2y32/N+debMGR9iBAHqOp/PwypIEIRarSYIwmQysXnXWlj48QsP+Ku7cAmlRyAxk8/n2asRQBTFL37xi/D55MmTMXgxo+6cqJ6nnTGfz0OflSSJ7lxYRwqvRNp9wKVdJpMpFAr1er1er9tusMW2gg+r3YPAJ1cmk8lkMjaXxzBeRNHAwCFdJpMRRdHq1wxS9OqrsdPpQMSDkKW0EK7AbGABXK1WYYCzVgpj7uR1vAveqVVVTXaYcyKKYrlchs/5fH7lPTx6airB9Wqz2dzb2/Pt9TUNUyPyfkyVBMXwLQDM20ejEfyW7RU6FBbG2wHFuLGxQdsbj/dtzjA+oHLjCfgjiqKmaYIgqKoaQ8EiCILsH/zvPFoXYNatRudEhLF+ns1mpVJpnmanr6z53fTa/BzbDDP5OX36NL9H5KhntJ6E4QHiEhYKhVwuNxqNJpMJxAMdjUaMcV1V1Ti9RIMkvV6P7mVLktRsNg3DqNVqjUYDWiBn4ddqtURcXIded14Jq0ekn3q9TteZS0q1Wq3VamCbA4FEeX71B3/wB/Dhs5/9bJTS2aF7/VQ/WzsjvRhk4h5p95nNZtYIaU6csa3I+6EqVpVSqUQ3W1utFt1W03V9MpnIshz62zXY64RSnc1m1WqVTi3A1sNrtBb4VUQBuEkEArOBAve6m+l7vPPRqcGX4ttvv+0juaihASI4X4cvNZ6aSuIRPxKfGgFnz55NVgwfApimqaoqO/gJmROkTpIkWZZ9qEd2uBvQgaPRCPLCP+jzR9EBlRtpXXQ6HUVRFEUplUqdTgfWICv/xgJBECRO/O880pda1giS/X6fLszAQm1ra8swDHr6aTwe23YHtre35+2G0JGV38zE9qh+v+9v3Uv9zjCILn6ljdCFgciPxLKK5on8uHBp4VUMNqVSyXXzBcKJaprmKWzclStXFt4TRYUm3pDC6hHpR1GUNATEDEKpVGo2m15nujRMyqc//ekIhJqbHFst0/8Gad4Jdh9d120B38PatTdNs9PpVCoVWOSoqpoeO0qb33pq2kat3kJPUdd128IbphaapkH5e0rUNE140RJdAO5wBfaKVXszRkCv412QTs3jx43EOF+yoihKNpsVBCG69pBaOJvKPKKur8SnRsDCUM5Ri+FDAEVRWq2W7R76zkDX9UqlIknS2tqa89UaWPPN6w6uziIPHTp0//33i6LoqhxM06xUKuydfVfvwNlsttfr8c/ZeMLBBaRarY5Go9FoNBgM6vV6tVqF15MLT9ohCIIgnPjfeaSTb+s6mTqkEARB07RmswkzHpiLa5omSVKn0xkOh7AXCXQ6HdfdEHg7RwjZ3t6mR4MLhYLzzmazCUZwtrXibDaLyMgrVXNZH8LU63VrFdCLMYvBIJfLMexrQl/d8QgPOwXxp+uD+HtE/EAek5YiRUBEiKihWoJxkIpa2gqCEOmsPXj3yefz5XLZaZhvO2tM3jd7LBaLvk3/wFZlbW2tWq12u11Y5LRarfX19XRumvf7fU3TKpUKrGBdB9/Q6fV6/X6fNhtPKheKMZvN+thq8U0Qgb1Cz11aXdz4wNZxgnTqhRZbzuTipFqtlkqliDzhpJkgTSUN89s0yJAGMZwC2PYTZVkej8d0SjwajbrdLtucfx4nT57s9XpPPPHE8ePH6cWrV6++9tpr88apXC5nm2QKgmBrb08++WSv1yuXy+BWHg52GIbhqWAT7MLdbjeeU94IgiArj/+dR7pUs76Oo+/Ems2mdW8IPlMzSUVRwIkGfJ3NZvMcqfT7fbjN5m7DNghJkqSqqnOtSAhptVpRWJRUKhWbDHEudRYKsxBRFG07AgFXMv7ECIvghc8jPOwUBEzIR7o+iL9HxA/kMWkp9h2lUglCBIxGo3l6G+oF3j9FqhOCdJ9isTidTnVd73Q6NgVi9fBoRVVV2Izz8eYD3Eo6bVUA66HdBIGapWxvbxcKBVhYCoIQxZ6aoig2Y5bBYLC5uQlm+F7tXGDjLNKdgnAF9gTsXEMqAVfCto4TpFO/++67XpOLk0qlsg93DQI2lQTrK1UypEEMtgDlcnnheORpZMnlcv/xH/9hi3hOcY5TthcPxWIRvD3afgjnlzVNA5OUdB5hpgHlBEFoNBrD4bDX64Fz+Xq9Hr+nWgRBkNXD/84jHVqsYx6s1px2LuBVxOqVHHz20a/zIqCJoqjrej6fn0wmMJGCYc85sGmaNhgMBEEol8uwWUktWULfnnD1iJzU7ITTPbMTm4XjQq8xEYkRCgELPynhI003zh6BJAhVhrGpoGazCfsUlUrFGbugUqlAw/O3Q8dPwO7DsKrmj23FSVIRrrxCaxYA7QEOUqJbK2qaZo3qns/na7UaJOqp/RiGAZY+0Tl5BMIS2BPgX3I2m8myHHBD37Xj+O7UN910k4/kYiO60H+pJWBTSba+0iNDGsRwFQCmczA2MSpXlmW4k3/nMWC8nVqt1u/3EzTCCAg16q9UKqqqgsNHcC4vy/Kq+ilCEASJkxB2Hq3AdNw5+YYrtvGvUqlQw0nG0JjL5TRNK5fL3W63UqnMi5RaqVTK5bJhGJ1OB5KDAaPdbmuaFuKibqFHZFe/zhHB4555njwhRn7k9xIdNT4KPynho043th6BJIvrS6CoaTabYF+mKArdpzAMo1KpdLvdfD5vGEbU244RdR/O2FaeSCrClQ8gZO14PN7b2wOXlHA9uu08cD1GE9V1vdlsghr35GGt3W7Dh6hPR4YlMD+GYSiKMplMarVa8G3HeR3HX6d2um3hTA6JgoBNJQ31lQYZ0iDGPAF0Xd/a2nJ1rdhoNMBYb29vz8ebPx/hbsCPKo16v9RUKhXQZja/IqDw0dsjgiBIcDJ7e3usf2cyhJDNzc27777b9q8XXnjh2Weftf33xz/+8SuvvHL77bc7B0U4ZWY7zEUf4vyXE+vNDz300COPPGL978WLF48dOwafT58+vbOzQx949epVQsihQ4fYzweeeeaZF1988SMf+cg777xj+9ftt9/+8MMPnzx50vmrVqt1/PhxQRAuXrxIHa4vzNFCzp8/3+v1vApD3o8beN999+3s7FB5nPUIzyeEfOYzn3nwwQfniQFlIoqic1OPLUZYgJzHjx9//PHHnf9lFz4ILwiCc0blVXjXNjwPfw0pRMLqEQBUgbPfrQZQWa6KLkH4pfLUMq2/uuOOO770pS/5FZDMZrPvfe97s9nMGi7ggQceePTRR30/E/Ct+jhptVrWxmztILPZ7NChQ9A7nJrH2q14gErkuZOthBPka1/72rVr15544glPGQ8lUU9dst1u/+pXv7rvvvsee+yxKEVzx4fAPEDLJIQcPHjw0UcfXdjsg493Xjv1P/3TP/3iF79wXg9xmPOn35aRIDnlbCrzHD7EMy0hKZgaUVqt1oEDByA4eyJiBBGAZ0oGTYJTKc1rGDZs4xRMJi9evOgqDNR1KPNGyEvUU9AUTgXpMs2ad9fKuv/++1999dU4ZUMQBPEK184jgiAIgiAIgiAIgiCp4o477qC2FwiCIOmE67Q1mO47AWfq5XLZehEOUBeLRdvN8Ba31+tZL9JY2LIsuybhxPU5NuDQN+cDXZ9fq9U8/cq13La2thg/mU6n1oKFoG+2e6B8vAqz934J8NRjo9Gw1aATKJN5zSAeGI2EXfghCg9P5rzZX0OKiCA9AvDdFGMjeK9PtoUDVqUBJ5isUs1TKZ5apvVXp06d8iGkjfF4DGp/oSbhJ+r2Znv4vMYDYvAPT044zZdS27PAI0eINcsDnJvO5/NxJhqEIAKzFRf8F4518xCWKuPv1KdOnYpaefrTb8tIkJxyNpXECzM9U6OwRsBEBKBD5HQ6nVfp0CQ4+2aQcWreeB1iXXvKSxAajUaQET906DLZWoyutfO7v/u7PJWIIAiSIP79PBJC4Ei1zWEc+CUZDAY2pxhra2tkfiQZfp/E4IXK5shJ07T0BM1g+HW2nlZuNBqFQsHpyj108vk89afpZBkjP0J0PFexfTjV9gf49kpt0aWqR0TESuZRkqRSqQSt16ouNE3L5XKNRiM50eYiSZJhGHt7e2lwzrWMJB7HgIGmaSQyJ4+6rlcqFUVRbC0HvDnH6beUk1AE9qq48vl8/EWBnXoZSaSpIAkCgaQ3NjZclxKuaxBFUfy5+U7zOBUioJxh4EMQBEHCJdDOI4SImc1m1mm0oijw/r/b7ZZKJbp4hvmQzVEgHSxtDn290mg0OH2URASPX2dd19fW1mwjd0SxaKrVaq1WA3l0XWd43F+iyI+6rkuSlMlkCoVCvV6nsbkDOtX2iqIomUxmY2PDKkPaSLxHxMBK5rHT6QwGA0mSKpUKLBva7baiKIVCwTTN/TDvj584Y4I5STyOAQNd1yHOaRSBrTVN29jY6Ha7o9GoWq1aCwEWxhFFa/FNWAJ7VVzLMkAjiYNNZf8A04PRaAQeXV2HMGeUal3XR6PRPBMQBuxxSpIkWZaji0IWM0sdoRtBECTNBNp5JO9bOHY6HesLt0ql0uv1BEEYDAb0xRHocdsrOPCbm81mow5GGTWqqqqqyl6ewcwgngCmpVKp2WxGsVxMkNlsNplMnNd5Cj9ERqNRPAkh+5BSqSTL8mw263a7sGwYDAbQ5JrNJufCUtf1BLfSlgWwX5MkaW1tzVWxhMiJEyecF7PZbK/XS+22I7EM0FEsw2goamtahJBOpwMtP23WW0snMIIgq4dpmpVKxTW2dUAOHz7svMgzTkH059DXcYwzYYZhRHewSRRF3HlEEASJggMBf68oSq1Wa7VapVJJ13W6MC6VSoqi6LpO94NAj1sHkn6/D+s9NORZOkzT7Pf74/EYxn5JkqrV6rIM1eEKb5om537QUhcaEhudTsdpPJXNZm3+K5wYhtFoNLrdLnyt1WqeVGvK22fo4o1Go4VvEcLK/tNPP22a5nA4pMIXCoV4XpYEKTd4cRiRnLbN8dFoZJqmYRj0CEXa3pwtncCrSso1VYjEkNM0FGYaZEiDGJwC5HI5W+R6QRBc5SwWi/wTVELIyZMnn3rqqUjHKc48djodVVUhm7Is1+t1SZJgvFZVtd/vw8seWZabzSb7lU/i1YogCIL8H2zXtnDPQp++EGomm82ynVvDbfB5PB6DP75QXNfbfLTD162tLXYgGldC8Yjs6gvZ5oPZ5gkeIswMh8NarUbjSIQVZiGg13nrz6fT6byYCe12O6CcDGgq+Xy+XC6D50rXO22FH6Lw9OZsNlsul9ker60NKf5CC7FHACmMMBN6r09DhBkAwnpYYcsG9wiCIAiCNboUu77I++7tk+rUDKztLQrxXJ/mGsCHhBFhJpGmFbDcwHchWRTPzTdO2bLZLMwKSCrDy4Ql8ELFZa0dW+i5drs9nU4XChlne4szwkwKNVW4eM2pj6aSeGEmOzWyQpIeAf0JYLuhWCyyo1lasQ6stl+RCOLt+KtrGlOFEJLNZmG2D+tH0LfUnzvcMC/11VAX/BFmUhUYB0EQxJWgp60BTdNkWd7e3t7Y2FBVdd5BP3jzpmmapmmKosxms3w+H/pZM+q0a319fXNzMxGDSk+nAMDfPLhfKRQKrVYrtXEzwNPiPB9V1Wo10rguxWJxOp3qut7pdBhvLOfJEIrw+Xx+Op0ahtHpdDjP1iVbaCQdPSJqViyPNv+hsizz2B2IomgYhqZpNBBNq9VaeOw68fbJJgbx+MNSMWJbpY3g5UajEERkylev16275ISQ7e1tURShLlJ4cjkKgV0VV6/XkySJeqqBG2DW1G63960vv5RrqhDhz6nvppKGwkyDDGkQI4gAtVrNh1NCiEuzvr4eQ4hLmiJ/HqlfC1mW4VR1sViEE3Kz2azdbsMqEu7Z3t52XUUmXq0IgiCIk3B2HsHHB7xcarVauVxOVVVN02yLXhgdK5VKoVCYzWblcjncYQ/8duVyOavTrnj8Ktpw+nW2oes6DHuFQgF2G62nJ9Lpo+3MmTOKorCz5i9kHie5XI5n0eUqYVjCew3Ic/HixQQLLT09IjpWMo+5XM5q9ri5ucm+H8wBqtUqNE7rqwu2jn3nnXeS7dRsous+nsJSzYttlVrAz0nAcgM/hvl8PqKtLpg29Hq9Wq1Wq9Xa7fbW1hZdDaYtvAwJW2CG4up0OoZhFAqFXC43Go0mk0kulysUCqPRaCl2vSMizZoqXPhz6rupJF6YyU6NKImPgD4EAFPrYrHoIzlYXIxGI0gxnrWG17oeDAbwgfqypI05n8+D2xlJkmgJUPN8SigjIIIgCBI6Qf08Wmk2m5ubm6qqjkajVqs1713T9vZ2Pp8PMf6JYRgwfKY8sBoI2e/3O52OzUvLUqCq6ttvv82+J7U7PrVa7cqVK+x7ohD+9OnT165dizndZekRQVj5PG5uboLHRh4Pj7A35MPq6uzZs++99x77ngQ7dXTdx5Nd+bzYVunENE04UsC+jV1upmlClqP2XVgqlaxxCQzDAMlTaPMIBBSYR3HlcrlKpdJqtejKGT6Uy+X97EoyYJNeIvhz6rupJF6YiUyNnCQ+AvoQAN4m6rpOd+h4ME2z0WjMW5dFiu+6pi+9qFGntVXTi7b901BGQARBECQKMntzHEb8778zmdhEQRAEQRAEQRAEQRCEk/vuu+/1119PWgoEQRAWXDaPm5ubd999d/DEzp8/3+v1HnrooUceeST40wDGG7zPfOYzJ0+ePHTokKcHPvPMMy+++CIIefXq1Z/+5C+pQwAAIABJREFU9Kcvvvii68MffPDB4EICBw8eJIQIgvDYY49Rx8nkgyXmVZjZbEYf9b3vfe9//ud/rPVo/e9CoEwW3nbw4MFqteq1wDlptVrWlnP69OmdnZ153qOthCh8q9U6fvz4448/bn3yvN6RVKGF3iOAIE0xdCLq9VCVieeO8vLLLz/77LM8zQO6A22KL7/88r//+78TQh544IFHH3103q94zB8i7dQMoL0tvC0s8WwFaIWW0tGjR48dO3b+/Plf/epXPJoHiL9ptdvtX/3qV+x7eMrt/Pnzhw4dOnbsWChScfLjH//4lVdeOXr06JNPPhlnur7xJLAnxWUbQdh92farONvbt771rTfffHNzc/PYsWMRJZdmTRUu/nLqqakkXphpmE8CiRdFEAG8rqdsaR0/fvzhhx+2qvdWq3XHHXd86UtfClFv+Kvr119//fvf/z4ISefbID/N72w2A/eOzvIJawRcOlb1ABCCICsFOwAN3BNW1MIowuPaspPNZmu1mjWItldoLLbxeAwh1ebBH06O8RBIaM8RlxCgJeZDGHAEA9etUZiHwyGEZvZaJguJNPCx7fm28KAMQhSefDB4HDuKaFKFZnt+8B4BBGmKoRN6HmlVpiF3VjjDCls7+HQ6hZcKEA2J8atE2icn1uiWMYgHle7al8n7sa3gK7/mAeJvWmmu1oVAL/Y0PCWLJ4FttcBWXLbDgJzTsPjbG8S2/vrXvx5dckvdpD3hL6eemkrihZmG+SSQuBhBBPC6nrI+01VfEUJOnToVrt7wXdf0h3QKZLsTnDwKggALKArPC0tP5YYgCIKESDgRZlLCcDg0DKPZbAb3iB+d92tYbIzHYxhZC4XCQv9Q/oTpdDqDwUCSpEqlAl7w2+22oiiFQsE0zdAd1ZfL5eV1fp+U8FGnG2KPAFLiFd5KiHlMPIaSE6tHOR6ohyNZljVNC1gmKe/UIYrHrnTO2FYM4mxaN910E/uG1FYrdS6ZwvAyrgQReKHiEkWRhpnK5/OePDzGr8pUVU1Qc6a2SYeOa06DNBXOJGImDTKkQQyGAJIkybLMb+YG7yNhw26ezkkk3o5rHpvNJiyRKpWKM0pepVIZDAaCIDijw43HY38pIgiCIDEQzs6jYRiVSkUUxUwmI0lSnIvz4XDYbrfBaiBE5+unT58O0T8xjYZJCCmVSs1m05P7fH/ClEolWZZns1m324WZxGAwGI1GhJAQt6KAcrkMBx/iwTTNEEPy+RM+uAwRFVpEPQIIt1/4JqI81mq1NOTON4ZhKIoymUxqtVoo245xdmqvpFw8G3E2LbYbjTSXG11hpja8jA2vAntVXDSoPY3xykmc7e3GjRuEkASjz6W5SYcLI6e+mwp/ErGRBhnSIAZbAFEUNU3jfzep6/rW1ha7eZw9ezbmKRAjj81mEwwYFUWhmhYWm91uN5/PG4bhY6RIvFoRBEH2MyHsPOq6LklSt9uFEWsymWxubsa2+agoCmx6hvvYhYHYiBczB9htLBQKMQvjOr7yhMp15Z577nF9Wq/Xi2cg13W9UqlIkrS2tuY11OyJEyecF70KL8uyYRiqqoIMEHqYzdGjR4On64mIegQQbr/wTUR5XBj9nKTbGqtarRqG0ev1+N/nHz582Hkxzk7NJrbuUywWZVmOqNeQeJvWnXfe6Xo9PdU6D3rEflkiOHsV2KviUhQlm80KguDV9jnO9nbp0iWe26LQnOlv0mGxMKe+mwp/EuES/9TIlcRHwNgEyOVyNBj0PBZG2Sa+OrLvui6VSrqu53I5qmAHg0G32y2Xy7quMxRpKBN+BEEQJHS4IsywKZVKzrdkqqo6J0Ah2qklTpAZXujMEyaXy5XLZdsGme9x9xvf+IZpmnBGjBAiSVKhUIhziTgajcBm0wdPP/10KMJvb2/zOAWnPPnkkxsbGwkWWsykql+ETspz53r4iM3Jkyefeuqp1LbP2LpPzIfonYTYtA4cOEAI+epXv3rp0qV0Vus8wLAFTAKXghgErlarW1tboe+Jh9jeFhpJhZVcr9dLraYKF3859dRUEi/MlEyNEh8BExfAE/46cpC6zuVymqbBYQ64UqvVFr5bDWvCjyAIgoRL0J1HTdNcfYJsb2/DaGG9yOOAI0R0Xdc0LSL7rygea5pmp9PZ2tra3Nz0tH3AEKZer1t3HmVZDjL6lkqlVO28GIax8C0uJSnh01NokfYIINKH87B0vT5EvG47Aulpn66kXLywCL1pPfzww0u30IIXS8ty1JqEKvA8xeXvgMJCQmxv7777bjzJ7RNVQPzm1FNTSUNhpkGGNIiRiACmafo4rey7IwfJoyiKnU6nVCptb2/zu2hMvFoRBEEQJyHYPPIDNo/8HpH9YRiGLSFVVcNNIkT/xKZp9vv98Xis6/psNgMnLIZh8NvgsIWxmT1SZ0BLjSzLUFyedh7DJZ/Pm6bJdsWdEmLoEUCCfruXq9dHQT6fX6ItG8RKyptWPFBPXml2aGAlFIEXKq4oXnWE295uuummX//617Elh8wjzW/FkFQBR5hns9l4POafNiTYkSVJAutFBEEQZKmJcOfROZ7Bblp0y+NOpzMcDgeDgfVi6H7NQ/FPrGkarFtctwL5j6XzCLO5uQk7j749PKaBRqNBCJEkCQx5FEXxffLaN9Vq1XpqQ1VVTyev4yeeHgEk5bd7iXp9pOCyMwbCjW0FpL9pxYOmafBhWTbQAwocp3K2Enp7EwThl7/8ZWzJIQjiG9i/o5PncNcaCIIgCMIm6M7jvDl3rVazrYQ7nc5sNpNlOXQjNV3XYTQNGNTPytGjR51+07PZbLPZ9G3AD1uN/X7f63ZVQGEURZFleTQahVg+8RORmZ4nluX4RhQ9AoiiX/gjijyeOHHi3LlztouJ5A5JFRDbStd1r4GtKNi0FrK1tQUfluWQuD+Bo1POVuJsb3feeafrziM2bwRJD6ZpqqrKjot4+PDh3d1d20XsyAiCIEhYBN15FEWxWCxa39sLglCpVGw2+aZpgs1a6LPtUqlksxqwks1m/Z0vDtf7tdU4buH5XFmWbaUXXJjNzU1YPHsUHFk+IuoRQEq8wkeUR/RKjrgSJLYVgE1rIYVCwTTNQqGQtCC8+BA4UuVsJc72trwRjRBk/wDHq61XBEGwGYIsV7gbBEEQZOkI4bR1vV6HybQsy/V63XWUUlV1e3tbluXQ35sx5vHD4TAl0VQWGjnm83lwWUhdR4UrDLiFxvOY+4HoegSQBsPPpej1UdPpdOa9SwB37Njfo8OHh9klalqJsHTl40PgqJWzlZjLcxkjGiHI/sG27VgsFpvNpnMUWzo9jCAIgiwRHwr+CEmSwJ5xNBr1ej2b3xDDMEqlUrfbzefz/FFTfJPP59vtdj6fJ0tyaKtWq02nU13XJUmKdKdgxSYT6G2ak6XrET7YD3l00uv1JEmizuZA8WqapihKu93GbccokGVZEASC+gcJg/2puBAESZZardbv95MKz4ggCILsW8KJMAM++Or1erfb7ff71NzGMAx4yQ/bjlEshgVBoK/ytra2YCjt9XqhJxQWsixvbm7C7kCr1SoUCrhH4IOlCCqdCEvXI3ywH/K4kE6nA4ehstksdIdcLgcfhsNh0tKtDmmIbYWsBqi4EARJhGw2a5qmoigMy2sEQRAEiZTQYlurqgrGj6PRyOrDGNw+1uv1iPbXNE0zDKPdbo9Go9S+wev1emAjU6/XJUlCf4tIdCxFjwjIfsjjQnK5XKVSabVadBcePpTLZbSfCpE0xLZCVgNUXAiCJAK4ctJ1HXceEQRBkKQIbeeREKIoiqIohmHouj4ej9fW1qidSHRIkiRJUrvdjjSVgMBJZ3ouEglOsVg0TRPNRZ0sRY8IyH7IIw/1er3T6dj8N9Xr9aTkQRCEASouBEESAWfLCIIgSOKEufMI5HK5XC63Yl4FkbQRg89QV6yRJZy+3nzEnUAQ34iiCGaP9Eq5XMYWiCAIgiD/v737jW0juQ8+PkptnJ07u6Qute/ipDYp++rLv6tI1xcUbeKCJIJegSIvJKYokPaAhpSRvGnfkHpT9C1JoEDfJDhSb4x7FZN+kxcNkHIJ+NIiyKlaKWmK1ncnUlIurs9qq1Wku/quvlbPi3myZSiK4p/dmVny+3lhyBS189vZ2Znd2dkZAABgDg9WmIFXeCZpvng8Pj8/L/sc2xdTsiwrGo3KKeEAZTpGOKbTaV2RTAjWlgEAAACAgXg/5tEEi4uLQRn44/Y28i52IFQqlXQ6bVmW2/9YLpfl9KahUKhYLOoOsLsAnRFDm4R9PCwcDmcyGTm1biwWY4ZHv7G2Fbw1mRUXAPXi8Xgikbh27ZruQAAAk2g8ex7ljJO6ozjG4uJiKpWKx+O6A8EA5ufnE4lE+zJK7nTdxWLR2FGrgTgjRjQJ+9hVOp2WpXFhYUF3LAAG423FJWd9XV1d9WqDx9rb21OT4uQ8nVWwpxozc3NzU/5rwgH94IMPdIegVDgcNiHbAQCTaUx6HovFovmtaTKZzOVy7uuQ4XB4MjtKgq5SqczMzHR8GIlEjFqyPBBnxIgmYR/7kUwmI5GI4zjMrqsAa1thRL5WXD/60Y+EjgXZFaSYSqX8TsIQCvZUe2ZWq9Vqtao3BvGLblAAAKDAmPQ8yiUjdUdxPGPfxkX/otGo+36rq1Kp6Iqnq6CcEaOYhH3s08LCQrPZpDtMAV1rW2FsUHEBhjg4ONAdAgAAk2JMeh4BlRYXF9t7HhOJBMNXoZFR420BAAAAAHDR8wgMrGPYIwsKQy9GOwIAECxvvfWWOc+tPQ9mfX1dCHH79m3btj3c7LEpPnjwQE1yAICB0PMIDMNd1sO0GR4BAJPp9OnTukMAAuOpp57SG8C7777baDT0xuDyKZitra2trS3PN9sDPY8AYKaP6A4ACKRkMplIJAQLCgMAzPDiiy8KIer1+oEqs7Ozfqcod82/7ZtDwZ5qz8xcLieEyOVyGmOQhBCf+MQn1J+kAABMJnoegSGl0+lQKMSARwAAAAAAgK542xoYUjabDYfDTLEHAAAAAADQFT2PwPDm5+d1hwAAgBBCvP/++0KI1dVVZSnu7e2pSdGyLL+TMISCPdWYmZubm/JfEw7oBx98oDeAc+fOvfzyy3pjkEqlkufB3L17d3l5+fr16zdu3PBws8emeOXKFTXJAQAGQs8jAABA4P3whz8UQuTzecXpKkgxlUr5nYQhFOyp9sysVqvValVvDOIX3aAaXbhwoVgs6o1BKpVKngeTz+eXl5dv3LihbB9limfOnFGTHABgIPQ8Agg8x3Fs2x76z+Xth8qBQkNrtVrNZtOrrd2/f199J0U/5BG5fft2/4f18ePH+/v7PsY0lPv37wshbt68efbs2aO+s7a25nm6LO4JAL0d/GLJHQAA4Dd6Ho/XarVarZaWpGVXiLLXUmzb3tnZOfz53bt3hRBLS0v1el1BGN7qGvygvVSPHj169OjRQH8iexxu3bqlN9O87dQolUqlUsnDDRrFzD44X21vb5t8QLe2tra2tnRH4QEPO4v7RM8jAAAAAEPQ89jp9ddfF4b1sBjyWooJMQxNV/Db29vb29takgYAAICZjHrtwPNg5IP/u3fvKttHmaKBbz8AAAQ9j4cNOrQNAABAu9OnT+sOAQiMEyc03wQZ9dqBT8EsLy8vLy97vtke3nrrLZXJAQD69BHdAQAAAGBUL774ohCiXq8fqDI7O+t3inLX/Nu+ORTsqfbMzOVyQohcLqcxBkkIcfnyZfUnKQAAk4kxjwBgoieffPK5557zb/tra2unT5++evWq51uenp4e6PvRaDQcDrd/srm5Wa1Wr1+/fuPGDS8jU+7u3bvLy8vpdPrSpUtCyZKyN2/ebDabsVjM74QAAAAAoB/0PHaanJeVLl++fObMmX6+ef/+/e3t7ZmZmR7Lsypz+vTpgY7R+vr61taWe+evjOxxUNl1MjMzE41Gfdr46upqPp9Pp9OZTManJPoXj8c7OqpGlM/nS6VSvV5PJpMebtZwU1NTV69eNXNFb8uyqtXqjRs3isWi7lhGks/nl5eXM5mMsqJlQi0NAAAAAC56Hju9+OKLr732Wi6XM+GO17KsVCqlPRjZL/PKK68EsV9GBq/yzt9Nd3l5eQy6TtpdunQpiGUAAADAKD69djAEP96BkKMWzp07d+HCBQ83e2yKzz77rJrkAAADoecRAAAg8F5//XWh5KX+DgpSnJqa8jsJQyjYU+2ZWSqVTFhZZX19XW8A5rx24Mc7EPLB/8svv6zsAbxMkZ5HADATPY8AMCrHcWzb1h3FwPb29izLGuhPbNve2dnxKR7X5uamEOLu3bv5fN7vtI4y6AHd29v78MMPOz68f/++EOLmzZvKXoK+d++eEOLBgwdqkoNRHj16pDsEIDAO19gAAMAn9DwGg23bjuPoSl32Aih4MOs4zsrKirfbvHv3rhBiaWmpXq97u+V+0j2q68RxnFar1f/WHj9+vL+/71VsQ9jb2xNC3Lp1a9BsXFtb8yci76kfKKRds9k0ea+Xl5eXl5d1R+GBZrOpOEV6HgEAAAAYgp7HTvJlJUPeBJEMCUbj4KPRVatVLemOTdeJtL29vb29rTsKAACAYBvitQP/eB6MHLWwubmpbB9ligAAM9Hz2ImXlQAAAIAx9pGPfERvAEa9duBTMNVqVfGz/9XVVdZCBAAD0fMIAAAQeJ///OeXl5eLxWIsFlOT4s2bN5vNpq8pyt4QxfOlaKFgT7Vn5tLSUrVaTafTmUxGVwxSKpW6ePGi3hgAAJgc9DwCALp75plntCwTube312w2z507d+HChSH+/MSJE4Ou6BKPx4dI6Fh3795dXl5Op9OXLl3yY/uH3bp1a3t7W1nHE4xy6tQpIUQsFlM25EeeaApSnJxBTAr2VGNmyk7PS5cumXBAn3jiCd0hAAAwKeh5hE6zs7N+J3H//v3t7e2ZmRkP15Y9c+bMyZMne39nfX19a2vr4sWLly9fjkaj4XDYq9S12NzcrFar169fv3HjRo+vXbt2LYh7Kkdh9D9sJxwO+9RRpdLU1NTs7KyClaOGYFlWKpV6+eWXi8Wi7lhGks/nl5eXM5mMstvser3OZKwAAAAAzEHPYyf5spLeN0Hi8bjsvpG337lcTu/tdz6fL5VK9XrdhGfUg5LBv/LKK4qDl+l+5StfCXrXiWRZVrVavXHjxnjsTgc5CkPlQCEAAAB466mnntIdAgCgC3oeO8mXlQx5EwQAAKAfr7/+uvjFXH4qKUhxamrK7yQMoWBPtWdmqVQqlUp6YxBCNJtNvQGY89qBH+9AyAfwKgdPyBSfe+45NckBAAZCzyMAjAPLsgb9k729vSH+SgF5/7O5udk1vACtNXH37l0hxNLS0hAxO47TarUG+pOdnZ179+4JIfb39wdNDmPg0aNHukMAAuPx48e6QwAAYFLQ84jjvf/+++IXfQGBs7m5KfoOvtVqefUMXPY43L17N5/Pe7JBz9m23f+X5cxxt27dClCnj/Tmm2++9957/XxT/UAh7ZrNpsl7Xa1Wq9Wq7ig8oH4v3nrrLcUpwgRa1oMCAurJJ5/UHQIAAJOCnsdOb7zxhui7h2Vtbc3/iEx5LcXYHrR+6Ap+eXl5eXlZS9J+2N7eZvEKADDTb/zGb+gOAQiMT37yk3oDMOq1A8+DkQ/+j3p3wQ8yRQCAmeh57PTgwQNBDwsAAAAwpk6c0HwTZNRrBz4Fo/7dhdXVVWbqBwAD0fMIAAAQeIuLi+Z0ZACGi0ajukMAAGBS0PMIADDU7Oys7hCGcebMmZMnTwoh1tfXt7a2Zmdnp6ene3w/Go2Gw2FPkr5169b29vaVK1c82RqCJRwOM9gHwCSj+QMAM9HziMn1zDPP+Dcf//3797e3t8+dO3fhwgVvt3zixImzZ88O9CfxeHzERDc3N6vV6vXr12/cuDH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", "text/plain": [ "" ] }, "metadata": { "image/png": { "width": 1310.25 } }, "output_type": "display_data" } ], "source": [ "dt = 1/16\n", "times = np.arange(0, cl.durSecs(), dt)\n", "items = [cl.chordAt(t, mindb=-55, dur=dt, maxcount=8, ampfactor=10, maxfreq=m2f(126), minfreq=40) or Rest(dt) for t in times]\n", "chain = Chain(items)\n", "chain.show()\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "22ac7aa6-11af-49a7-bb38-9162edfd9a9d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/em/.virtualenvs/maelzel/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 108 (l) missing from current font.\n", " func(*args, **kwargs)\n", "/home/em/.virtualenvs/maelzel/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 112 (p) missing from current font.\n", " func(*args, **kwargs)\n", "/home/em/.virtualenvs/maelzel/lib/python3.12/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 108 (l) missing from current font.\n", " fig.canvas.print_figure(bytes_io, **kw)\n", "/home/em/.virtualenvs/maelzel/lib/python3.12/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 112 (p) missing from current font.\n", " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from maelzel.core import plotting\n", "\n", "v = chain.asVoice()\n", "plotting.plotVoices([v.cropped(0.3, 2.3)], accidentalSize=20,accidentalColor=(0, 0, 0, 0.5))\n" ] }, { "cell_type": "markdown", "id": "c3a01659-2b2e-4a98-9a0d-de698c0f0a1c", "metadata": {}, "source": [ "Synthesizing the chords with a sine tone results in a quite understandable if 'lo-fi' rendition" ] }, { "cell_type": "code", "execution_count": 8, "id": "f0a376bd-2602-4f1f-8e51-2718d3403ff8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-11-28T13:17:10.644.wav\", 2 channels, 10.35 secs, 44100 Hz)
\n", "
\n", " \n", " " ], "text/plain": [ "OfflineRenderer(sr=44100)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chain.rec(gain=0.2, instr='sin', fade=(0.05, 0.05), sustain=0.05, position=0.5)" ] }, { "cell_type": "markdown", "id": "2457a0fe-2000-41c2-a42b-870f05315993", "metadata": {}, "source": [ "The same sequence but rendered with a piano as instrument" ] }, { "cell_type": "code", "execution_count": 41, "id": "14754502-ecc7-4579-af85-3ffe4e003750", "metadata": {}, "outputs": [ { "data": { "text/html": [ "OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-03-21T11:17:00.291.wav\", 2 channels, 10.51 secs, 44100 Hz)
\n", "
\n", " \n", " " ], "text/plain": [ "OfflineRenderer(sr=44100)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chain.rec(gain=0.2, instr='piano', fade=(0.01, 0.1), sustain=0.2)" ] }, { "cell_type": "markdown", "id": "f46e0406-a1ff-46b7-b181-00ae47d680ed", "metadata": {}, "source": [ "A clearer result can be achieved by applying an inverse A-curve amplitude compensation. This makes the sound less saturated and more distinct" ] }, { "cell_type": "code", "execution_count": 73, "id": "5bd4f16f-ecbf-45e2-b89f-757a6dad9031", "metadata": {}, "outputs": [ { "data": { "text/html": [ "OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-03-21T11:34:14.942.wav\", 2 channels, 10.51 secs, 44100 Hz)
\n", "
\n", " \n", " " ], "text/plain": [ "OfflineRenderer(sr=44100)" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "acurve = ampcomp.AmpcompA()\n", "items2 = [item.copy() for item in items]\n", "for item in items2:\n", " if isinstance(item, Chord):\n", " for n in item.notes:\n", " n.amp *= 1 - acurve.level(n.freq)\n", " n.amp *= 2\n", " \n", "chainA = Chain(items2)\n", "chainA.rec(gain=0.2, instr='piano', fade=(0.01, 0.1), sustain=0.2)" ] }, { "cell_type": "markdown", "id": "c7c73d0c-228a-4f41-a04c-9839ba46f3d8", "metadata": {}, "source": [ "To validate the analysis we can play the generated chords along the original soundfile" ] }, { "cell_type": "code", "execution_count": 74, "id": "edebdbbc-f8e8-4b56-bf8a-809764c8f183", "metadata": {}, "outputs": [ { "data": { "text/html": [ "OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-03-21T11:34:31.070.wav\", 2 channels, 10.81 secs, 44100 Hz)
\n", "
\n", " \n", " " ], "text/plain": [ "OfflineRenderer(sr=44100)" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with render() as r:\n", " chainA.play(gain=0.5, instr='piano', fade=(0.01, 0.1), sustain=0.2, position=0.75)\n", " cl.play(position=0.25, gain=0.5, delay=0.05)\n", "r" ] }, { "cell_type": "markdown", "id": "a203ba3f-0914-46da-92df-e5860168d428", "metadata": {}, "source": [ "### Chromatic version\n", "\n", "It is possible to make a version quantized to the nearest semitone. Notice when listening to the quantized version how the missing glissandi in the voice render the result much further away from the original" ] }, { "cell_type": "code", "execution_count": 75, "id": "f4b330f4-f869-4e92-8eba-5dea544d11a4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Chain([Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, ‹2A 4Bb 5Db 5F 5G 0.0625♩›, ‹2Ab 4Bb 5F 0.0625♩›, ‹2Bb 3Bb 4F 4Bb 5D 5F 5G 5Bb 0.0625♩›, ‹2Bb 3Bb 4F 4Bb 5D 5F 5Ab 5Bb 0.0625♩›, …], dur=10.75)

\n", " " ], "text/plain": [ "Chain([Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, Rest:0.062♩, ‹2A 4Bb 5Db 5F 5G 0.0625♩›, ‹2Ab 4Bb 5F 0.0625♩›, ‹2Bb 3Bb 4F 4Bb 5D 5F 5G 5Bb 0.0625♩›, ‹2Bb 3Bb 4F 4Bb 5D 5F 5Ab 5Bb 0.0625♩›, …])" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chain2 = chain.quantizePitch(step=1)\n", "chain2" ] }, { "cell_type": "code", "execution_count": 76, "id": "9b6585e6-82dc-418a-bd34-77f986cdfdc3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-03-21T11:34:51.088.wav\", 2 channels, 10.51 secs, 44100 Hz)
\n", "
\n", " \n", " " ], "text/plain": [ "OfflineRenderer(sr=44100)" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chain2.rec(gain=0.2, instr='piano', fade=(0.01, 0.1), sustain=0.2)" ] }, { "cell_type": "markdown", "id": "7bc4824d-6b65-41ca-9224-02ee0f51c4d6", "metadata": {}, "source": [ "It is also possible to modify the time resolution, to produce other kinds of pixelation. In this case reducing the analysis to 8 times per second makes the rendition hardly recognizable" ] }, { "cell_type": "code", "execution_count": 77, "id": "fb8f0236-4aa5-411d-bdc3-5bf30b164cee", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "width": 685 } }, "output_type": "display_data" } ], "source": [ "dt = 1/8\n", "times = np.arange(0, cl.durSecs(), dt)\n", "chords = [cl.chordAt(t, mindb=-55, dur=dt, maxcount=8, ampfactor=10, maxfreq=m2f(126), minfreq=40) or Rest(dt) for t in times]\n", "chain3 = Chain(chords)\n", "chain3 = chain3.quantizePitch(step=0.5)\n", "chain3.show()" ] }, { "cell_type": "markdown", "id": "2b9f6193-fc96-464a-99de-f50130853a06", "metadata": {}, "source": [ "Just for the sake of variation we can try rendering using an accordion soundfont" ] }, { "cell_type": "code", "execution_count": 85, "id": "480d8ae0-5623-4228-b1a5-f7bf30aa2696", "metadata": {}, "outputs": [ { "data": { "text/html": [ "OfflineRenderer(outfile=\"/home/em/.local/share/maelzel/recordings/rec-2023-03-21T11:37:05.643.wav\", 2 channels, 10.68 secs, 44100 Hz)
\n", "
\n", " \n", " " ], "text/plain": [ "OfflineRenderer(sr=44100)" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chain3.rec(gain=0.2, instr='accordion', fade=(0.01, 0.3), sustain=0.3)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }