{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Wavelettransformation zur Rauschreduktion in Audiosignalen\n", "\n", "Dieser Beleg ist eine Zusammenarbeit von Johannes Müller und Willy Müller. Er wurde für die Hochschule Anhalt, Fachbereich 6 bearbeitet und erstellt. Für den erfolgreichen Abschluss des Moduls Signaltheorie sollte ein tangierendes Thema für einen Beleg ausgesucht werden, welches die Kenntnisse der Studierenden in den gelehrten Themen reflektiert.\n", "\n", "## Einleitung und Motivation\n", "\n", "Wir haben uns daher gefragt: Inwiefern kann die Wavelettransformation als Mittel zur Reduktion von Hintergrundgeräuschen in Audiosignalen verwendet werden? In der Zeitdomäne ist das sogennante *Ducking* eine häufig verwendete Methode und in der Frequenzdomäne wird oft das Spektrum des Störsignals von dem des Eingangssignals abgezogen. Mit Wavelets könnte eine Kombination dieser Effekte erreicht werden.\n", "\n", "Um diese Hypothese zu überprüfen, müssen zuerst die Rahmenbedingungen gesetzt werden.\n", "\n", "## Analyse der Problemstellung\n", "\n", "Es soll ein System erstellt werden, dass ein zeitdiskretes Eingangssignal $x(t)$ entgegennimmt und ein Signal $y(t)$ ausgibt. Die Amplitude der Signale ist über das Interval $$-1 \\leq x \\leq 1; -1 \\leq y \\leq 1$$ begrenzt. Die Diskretisierung in der Zeitachse ist auf die übliche Rate von $\\mathsf{sr} = 22050 \\ \\mathrm{Hz}$ festgelegt, so dass Audiofrequenzen bis ca. $10 \\ \\mathrm{kHz}$ abgebildet werden können. Die Dauer des Eingangssignals ist in folgeden Tests auf $T = 5 \\ \\mathrm{s}$ festgelegt, wobei das System dieses Signal in noch kleineren zeitlichen Abschnitten bearbeiten wird und somit auch ein zeitlich unbeschränktes Signal verarbeiten kann.\n", "\n", "Das Eingangssignal $x(t)$ setzt sich hier beispielsweise aus dem Nutzsignal $source(t)$ und dem weißen Rauschen $r(t)$ zusammen, wobei das Rauschen nur zu bestimmten Segmenten des Nutzsignals addiert wird.\n", "Zusätzlich zum Eingangssignal $x(t)$ steht dem System das Referenzsample $r(t)$ zur Verfügung, welches zur Bestimmung des Pegels des Störsignals herangezogen werden kann." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "[output/r.wav](output/r.wav)" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Erzeugung des Störsignals\n", "\n", "import numpy\n", "sr = 22050 # sample rate\n", "T = 5.0 # seconds\n", "t = numpy.linspace(0, T, int(T*sr), endpoint=False) # time variable\n", "numpy.random.seed(seed=0xdeadbeef)\n", "r = numpy.random.normal(loc=0, scale=2e-2, size=int(T*sr)) # white noise\n", "\n", "from audio import Audio\n", "import librosa\n", "import librosa.display\n", "Audio(r, rate=sr, name=\"r\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "[output/x.wav](output/x.wav)" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Erzeugung des Eingangssignals\n", "\n", "def load_source(file):\n", " source, _ = librosa.load(file, sr=sr, duration=T)\n", " x = source + r * (numpy.cos(t*2) < 0)\n", " return x\n", "\n", "# Quelle: https://ccrma.stanford.edu/workshops/mir2014/audio/\n", "x = load_source('audio/T39-piano.wav')\n", "Audio(x, rate=sr, name=\"x\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Zeitliche Unterteilung\n", "\n", "Das Eingangssignal wird nun in kleinere überlappende Abschnitte unterteilt, welche anschließend zur Rauschminderung weiterverarbeitet werden. Die Länge der Abschnitte so gewählt, dass für die minimalste Frequenz des Signals mindestens eine volle Sinuskurve im Abschnitt enthalten ist. Sie darf aber auch nicht zu lang sein, denn in der Echtzeitverarbeitung müssten alle enthaltenen Werte gepuffert werden, was zusätzliche Latenz herbeibringt. Schließlich sollte sie eine volle Zweierpotenz betragen, um die Abschnitte in optimierten Algorithmen, wie folgend FFT- oder Waveletalgorithmen, effizient verarbeitet zu können. Die Länge der Abschnitte ist hier auf 2048 Sample festgelegt, was einem Zeitinterval von $$\\frac{\\mathsf{win\\_size}}{\\mathsf{sr}} = \\frac{2048}{22500} = 91.02\\ \\mathbf{ms}$$ entspricht und somit alle Kriterien ausreichend erfüllt." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "win_size = 2048\n", "stride = win_size >> 1\n", "\n", "window = numpy.hanning(win_size)\n", "\n", "def signal_to_frames(signal):\n", " frames = librosa.util.frame(signal, frame_length=win_size, hop_length=stride)\n", " return numpy.swapaxes(frames, 0, 1)\n", "\n", "def frames_to_signal(frames):\n", " count = len(frames) * stride + win_size\n", " ret = numpy.ndarray(count)\n", " ret.fill(0)\n", " offset = 0\n", " for frame in frames:\n", " ret[offset:offset+len(frame)] += frame * window\n", " offset += stride\n", " return ret[:int(sr*T)]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Die Abschitte überlappen sich zu 50%. Die nachfolgende Grafik zeigt, wie die überlappenden Abschnitte mit Hilfe der Hanning-Fensterfunktion rekombiniert werden." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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02ERszgLKCi7fjG02FmclcN3iDB473IpvnnueDWvpB+D6b0HM7Eo3X1bR1ZC7Hsr/AGH4NF4Iwa0lt/LVdV8N2OrPOTcU3EBBfAFP1DwR0HENw+cj+a6PkPG1r1624elsJd1xB+aUFIYeD88mlUIIVl2bz6ZbA7f6c86K7XlYbCaq3uoM6LhGoZgU1r33A2z54EcCPvaGW+9ACJXTu8OzwadiUYi/Kpf4rXkBH/uaG7biUXwcemVfwMeWJKOSZbCleXvrrbfYuXMn99xzDxkZGQEfv2VgghibhfT4wN7kRoS+GohND3xyFQFqBmvIi88j1ipL7M6W4/RpokpKMNnteocScnqaR0nLj8Nsls8nZ6uz9gxZC0tn1VNI8vv9b37LiGOMf/zHf8Qc4IcikqQXWQZb0ozH62P3voPk5BdokvwAFKbGhmfy4570V36b0HDLRnpZWCY/g85B/nT6T4y651eC+FLKUsrCMvlxt7Ux9NhjqBqWDY5etiwsk5/+9jGq93fh82jXPDKzKCEsk5+OmmrO7N+L6tPuXF3OosVhmfw4a4dwnJ5/5bdL2bL1SkZGRqipqdFsDkkykvD7lJWC6uk3y1FdE8Tmlmk6T8vABHf+5gDlzYOazhNUlX+FN77lX6XRUncFPLAd+uu0nSeInq57mh+V/4i+yT5N5znWc4w7X7iTfkf4nCsYeuRRuu/9Dr5xbc+ZjO/dS9MHP6RpohVsJ15v460navH5tEuAAOrKe/jrD46iajxPMB18+nH2PPRbzYtjnHrjVZ6695thU4RDCMHIa82M7GiGwO64fIeysjIS7HHse2G3dpNIkoHIBEial6PlR3Bi44PXbtR0nrS4KKq6RvnzwTAphiAEHHkQ0pf4K7ZpKTYDuk9BeXj0yfCpPp6seZINWRsoSSrRdK4kexLVg9U8U/eMpvMEi+pwMPzMM8TfcD1WjVZszzHFxuI8fZqRF1/UdJ5gcYy7qTvaw+JNWdjsFk3nMptNdDeO0FwxoOk8wTLc3UXziaOsuO5mzBZtrx1Ay6njdNZUaz5PMHjax/F0jBO3OTvgZ86mMplMrMxeTKejj+66wPQFkyQjkwmQNGdVzV3EOPtJKijDbrNqOldslIUPrs3l5Yru8GiM2nUCuk7Chs+Ahr/UAIjPhCW3+qvBhUFJ7ANdB+ic6OTvygJXRvdiFiQuYFPWJp6qfQpVhP7T+LEdO1BHRkj+yF2azxW9di1RixYx/JfwKCRRc7Ab1StYtjVX87mKVqYSmxTF6bfCo69Nxa7XUEwmVl53k+ZzLb5qK7boGE69ER7NPccPdaHYzMSs0faBBcD6G69AEQrlOw9qPpck6U0mQNKcvbD7AAC3XqvxCsZZd27Ix+1TebGiKyjzaerk42C2wYoPBWe+NR8D5wjUvhqc+TT0fMPzJNgS2J6/PSjzfaD0A3ROdHK052hQ5tPSyHPPYc3LI2bjBs3nUhSFpA/egfP0aVz19ZrPp7UzB7vJKEogNSdO87lMZhOLN2fRVjXIxIhL8/m0pKo+qva9SfHqdcSlzL9p7OXY7NGUXXE1tYf343Y6NJ9PS8Ljw1HRT/SKNEwarzoCJGWnUBibRVV3HT5P+PZAkySQCZA0R0IIHN1NOKJSWFqUHZQ5l2YnsDgrnmeOhcHyvHMEFr8PopODM9+CbRCXBadCuzSxEIJx9zjvKX4PNrMtKHNem38tMZYYXmwM7a1cwu1GdbpIvO02TbfSTJXw3veC2czIc88HZT6tuCY9KAqUbcoK2pxlm7MQAuqO9ARtTi2MDw5is0ez5OrgPLAAWHrNtXhdLuoPHwjanFrwDjoxxVqDsvpzzppVq5nERfVbJ4I2pyTpQftHClJY6ujoANcYd77//UGbU1EUvrSthKEJN0KIoN3EaeL234AaxC1VJjNs+xf/qlMIUxSFX13/q6BuR4uxxnDP6nvIjA1sj6tgU2w2ih59BBHEnztLWhpp93yJ6OXLgzanFqJirPzdv2/UtArXdMlZsay9qYD0/PigzamFhLR0PnXfr4Laiyy3bClrbn4/yTnab1fUkjUzlqyvX7CCr2aWbVvLq0d2Udlew3LWBXVuSQommQBJc3Lk2HEsFgvLli0L6ry3rQ7tX2gAOIYhOglMQV6AXX93cOfTwKh7lARbAiYluNfuk8s+GdT5Ak0IgTo2hjkhASXIP3fpX/5yUOcLNFUVeN0+bHYLiim4D1223L4wqPMFmtfjQQgVqy1K+7OOUyiKwrWf/kLQ5tOC6vahmBQUS3D/vlqirKxYu4pjx47hcrmIigrDFhSShNwCJ82Bw+Xh8LGTKEm52HXo9THm9PDs8Y7QLHPqGIb7FsOh+/WZf3IQKp7SZ+556hrvYutftvJS40u6zN/v6OeNltDsMu+sqqLuyqsYf0ufTu+ezk7Gdodmed326kH+8PV99DRp13PqUoZ7J2mtCs1qcLUH9/Gbz3+coS59ijn0t7XQVlWhy9zzNXGom67vHMI3HvyiP8uWLcPr9VK5X26Dk8KXTICkWXtp/wmi8FK6ZKku8792uoev/OUEp9pHdJl/XmpeAa8DcnXaWnD8YfjrZ2CoWZ/552FHyw68qpeVaSt1mf+h0w/x9T1fZ8QVej93Y6+8ghCC6BX6bEXr+/kv6Pznf0G4Q6+CY93RXkwWE2l52hc/uJB9T9bx5p9rQvKBT83+vUTFxpKUGZxzotO99pufsufh0Cz/7zjVhznZjjku+NuW8/PziVPsVByWCZAUvmQCJM3aiZOVeISZ9165Wpf5b1iSicWk8HJlCFaDq3oOEvL0S4CW3nY2jtA7lL6jZQdLUpaQn5Cvy/w3FN6AV3h5s+1NXeafKyEEozteJ3bzZsxJSbrEEH/TjahjY0wcDK3yuj6fStPJPopWpmK26vPrsmRNBmODTvpax3SZf65ck5O0nDrOok1XBH3b5TmLNl1JT2MdI72hVUjCO+zC3TZG9PI0XeY3mUwsylxA62Q3E4P6rHxKktZkAiTNitvjxTfcgUjMJtauz97gxBgrVyxM45WK7tB6Kuoag4ZdsPTWoO6Hf4fkIshe5U/EQkj3RDen+k5xQ+ENusWwPG05WbFZvN7yum4xzIWrpgZPayvxN+p37WKvuAJTXByjr72mWwxz0Vk7jGvCS0kQq3BNV7wqDZNJoeFYr24xzEXj8SP4vF5KN16pWwylm/xz1x16W7cY5sJR2Q9A9HLty4ZfzKqNa1AVQcWeY7rFIElakgmQNCuvHqwgCi/Ll+mz/e2cW5Zn0To4SVVXCD2dqn0NfC5/U1I9Lb0NOsphJHTKie9s3QnA9YXX6xaDoijcUHgD+zv3M+4e1y2O2RrbsQNMJuKv1+/amWw24q7dzvgbOxEej25xzFbD8T4sUWYKlqboFoM91kre4mTqj/WF1AOfukNvE5ucQs6ixbrFkJSZRUZxCbUhmABZMmOwpsfoFkP+6hISiKGqtlq3GCRJSzIBkmbFM9CGYrbwvqvW6hrHjcuyMJsUDjYO6hrHrBRdBbf8CPI36RvHkrPb4Fr26xvHLGzP385/bPkPihOLdY3jxsIb8apeTvSFzt74hPe/n+x778WSot9NPEDCTTfhGx/HeeaMrnHMxoqtuVz7scVYbGZd4yhZm8H4oJPRfqeucczGxts+zHV3f1G37W/nLNp0JX2tzTjHQ+ehReJNRSTdou9nnclkojSziHZHL86J0G4oK0kXooTSEyWA9evXi/Lycr3DiEiqqnLfffdRWFjInXfeqXc4dI84yUoMfhW6sDDaCQk5ekcRclShMuAYID0mXe9QQo7qdqNOTGBJDlLz3zDicflQfSpRMVa9Qwk5rskJFJMJmz1a71BCTlNNA3967GE+9KEPsTzEe3lJkUlRlKNCiAs205IrQNKM7TtxhomJCUpKy/QOBSC0kp/WQ3DiUfAapApWCCU/+zv380rTK0FtfnoxJsUUUsnP2M6djL1hjNLdJpstpJKf2iPdhik/bY0yh1TyU7F7B+3VlXqHAUBUTGxIJT/jBzpxtxuj4EVhaTExMTHU1NToHYokBZxMgKQZ23P4FD6hULigRO9QAHB7Vb78yDEePtCsdyiXd/SP8Oq/QpAbeF6UYxgeuyskegL9uerP/OzYz1DQqXDENN0T3XzxjS+yv8P4Wwj7f3M//Q8+qHcY57kaG2n51KdxVBjj5vhihBAcfLaRit3GOSfX0zzK0z86ymi/sbcj+bxe9jz0OyrfNEbiDdBaeZJH/9/XcE4Yexuc6vQy/EIjkxX9eocC+LfBLcgooLbyDF536Jzdk6SZMMjdmBQKxnpbcdlTSEvUpx/GdDaLiYa+cV48ZfBy2KoK9a/DwuvBbNE7Gj97InQeh2pjl8N2eB0c7j7M1vytKHpVzpsm2Z7MsZ5j7GrbpXcol+Tt78dZUUH8tm16h3KeOTmZycOHGTd4U9ShrknGBpwUrtCnDPGFREVb6KofobnCGKtSF9NZW41rcoKStRv1DuU8s9VGV10NzSeNXdHMWTcEqiB6sb7n9aYqzVmAS3ioPxw6Z/ckaSZkAiTNSFVzFzHqJNkF+h7MnO66JRmUtwwxMmngp1Odx2GiD0pv1DuSv1EUfzz1u4yzLe8CjnQfweVzcXXu1XqHcl6UOYot2VvY077H0FW5xve+BUDsNdfoHMnfWJKTiV69mvE339Q7lEtqPluGuFDHMsTTJWXGkJQZQ4tBVgcupvHYEUxmCwUr9OkTdyHZpYuwxyfQeOyI3qFckvPMEIrdgq0gQe9QzivbsgKzMHHm1Gm9Q5GkgJIJkDQjuw75q15t27BS50je6drFmfhUwZ66Pr1Dubi6HYDiXwEykkU3g3sMWg/oHclF7W3fS7QlmvVZFzzDqJut+VvpnuimbrhO71AuanzvXizp6diX6luyfrq4bdtwVlXh6TFuX5vWygFSc2OJTzHWOcPC5am01w7hdnr1DuWimo6Xk7dkKVEx+pVwns5kMlO8eh1NJ46iqj69w7kgoQqcNYPYFyWhmI2x2g1gj48mPzqT+r4WQz/wkaTZkgmQNCP9HS04FDurS/P1DuUdVucnkRJrY1e1gTt9D9RB3gaINc7TZAAWbAVzlL8/kUG1jLawKXsTUWZ9mu5ezLkVqb3te3WO5MKEELibm4ndeo1htg6eE7dtKwDje/foHMmF+Xwqo/1OCpcbZ/vbOUUrUlG9gvYzQ3qHckHO8XEmR0coXrNB71DeZcHaDTjHRumqq9U7lAvyDbsQXoHdQNvfziktLmFcOOiuM86ZOEmaL4McSJCMzO12Y5ns56p1aw13M2U2KXxsUwFRVn37dFzSh34P7km9o3g3Wyxs+AykGGtb41QP3vggDq/xDn2nx6Rz+8LbyYzJ1DuUC1IUheJnnkY4jdc3Jqq0lPibbzZsRTiz2cTH792Cz6N/1cHpshcmUbQyDWuUMT/v7HFxfPH+h1C9xltlKVq1lgVrNxjud9g5lhQ7Od/cDAZcZSnbtJzXq/fR2NxI9iJjPQSVpLmSfYCky6qtreXRRx/lYx/7GAsXLtQ7HEmSJEmSgujnP/85SUlJfPzjH9c7FEmaMdkHSJqXx18/hFDMFBUV6R3KRbm9Ku1DBlxlee7L8NLX9I7i0jwOGOnQO4p3+crur/CzYz/TO4xLmvRM0jdpvPNnLZ/4JAO//4PeYVySb2wM74CxKpoJVfDEd45Q9Xan3qFcknPcg3PCWIVfPC4nf/zaPdQe3Kd3KJc0MTyE22Gs3xW+MTfd95X7q8AZ1MKFC2lpbsE96dI7FEkKCJkASZekqioT/e04o9OwWIy7Y/KTvz/MPzx6XO8w3snnhaoXwGvwXxgPXgsvfVXvKN5h3D3OnrY9CIy7Qi2E4Janb+Fnx42VpHk6Opg8fBhMxtzqA6C6XNRdfQ2DfzBWktbXNkZf6xhmi3F/NU6Ouvnd19+i+m1jlf9vr6pkoL3V0E1HB9rb+M0XPk7dYWMVfnHWDuHtc2AycLPbwvgcvD4vdYeq9A5FkgLCuJ/ykiGcbu4kWrjIKyzSO5RL2lCcwqn2YWOVw+48Dq4RKLlW70gurWALNO8Dn3GuXXlPOV7h5YqcK/QO5aIURWFt5loOdB4wVHWkiQP+m7u4K6/UOZowf9IAACAASURBVJKLM0VFEb18OeP7jdVMtq16EID8JcY7iH5OTIKN5MwY2s4M6h3KO7RUnMBstZK7dLneoVxUSk4u0QmJtJwy1sMyV/0wplgL1uxYvUO5qIVryzALE/XVNXqHIkkBIRMg6ZLeOuqv/X/lmmU6R3JpV5emoQo40GigHhmNbwIKFG/VO5JLK9kO7nFoN06PjINdB7Gb7axKX6V3KJe0OXszPZM9NI026R3KeRMHDmJOT8Nm8PN6sVdegauqGu+gcW7k288MkZobS0yCTe9QLil/SQqddcN4PcYpNtBaeZLcsiVYbcaq2DiVYjJRuGI1LRUnEKoxilwIIXA2DBNVkoRi4FVbW4ydHHsazf2yEpwUHmQCJF1Sa0szDmysXpindyiXtDo/ibgoC3vrDJYAZa80Xvnr6YquBsUEDbv0juS8g50HWZe5DpvZ2Dei51aoDnQaY0uNUFUmDhwgdssWw1a7Oif27ArVxH5jXDuv20dX/Qh5BixDPF3+0hR8HpWu+hG9QwFgcmSYvpYmCpYbp/npxRSuXOOPt7VZ71AA8PY5UEfd2BcasyriVCX5xQyp4wy0G7eHlyTNlEyApItSVZVo5wBJmXmYTMb+UbGaTWxekMI+IyVARVfCmhComBOdBLnroGG33pEA4FN9XJV7Fe9d8F69Q7msvPg88uPzjZMAOZ0k3HILCTffrHcol2VftgxTYiITBtkG53H5WLwli+JVxuv/M11OaRIms3J+y57evG43y7ffQPEaYzUsvpDClf4kraXihM6R/E3MmgyiSpP0DuOyStcsAaDm8GmdI5Gk+ZNlsKWL6uzs5IEHHuCOO+5g5cqVeodzWcdbh/CqgvWFyYZ/+m04zfvAGu1PhKRZ2d+xn9ToVMpSyvQOJeSM7d6NrbCIqAXG7UVlVA3He0nPjychzbhFB4zqzNt7yF28jPhU4ye7RqL6VO77wY8oKi7iwx+5U+9wJOmyLlUG27hlvSTdHav0H3ZcsGCBzpHMzJoCA20hGGyChBywGHc//DsUXaV3BOe1jLaQE5eD1WTcikhTXZFrnEINrsYmbIUFKGZjNsqcLn77dr1DOG+oe4KkjBhDn8OYqmRNht4hAP4zLIMd7aTk5oXMg6fFVxrjXKbwCbxDTiyp9pC4diaziQWLSmhqakIIERIxS9LFaLqvSVGUmxVFqVEUpV5RlG9c4PsFiqLsVhTluKIopxRFuUXLeKTZ2Xu0kklzHHFxcXqHMmOHGgd4srxN7zDgLx+Hxz6idxSzU/8GVP5V1xCEENz96t188+1v6hrHbO1s2cnuVn23EAq3m6YPfpDeH/xA1zhmQ6gqIy+8qPs2OOeEh0e/fYhjO1p0jWM2fF6VMwe66G7U9xzQcHcnf/zal6jYtUPXOGbD7XRwauer9DY36htH+xg9PyrHWWWMrYwzUZiTz/j4OD31shiCFNo0S4AURTEDvwTeAywF7lIUZem0l/0/4AkhxBrgI8CvtIpHmp2xSSdRzkFiUnP0DmVWnjrazr0vV6OqOm7tHO+DngooNG4Z4gs69ADsulfXEJpGmuh19LI+0/hnCab6XeXv+H3l73WNwXHyJMLhIGbDBl3jmA3FZKLvpz9l8JFHdY2jo2YIBOSUGmgV+TIUk8JbT9RRrXPT1tbKkwDkG7j89YW88dtfUXPgLV1jcNUPgwK2ogRd45iNwpwCAGqPVOsciSTNj5YrQBuBeiFEoxDCDTwO3DbtNQI49zc/ETB2++0IsvtoNWZFsHxxqd6hzMrmBakMT3qo6RnTL4imPf6vJcbZ3jMjxVfDYAOM6tdg8UCXv5jAlpwtusUwFxuyNlA5UMmkR78O8xMHDoDJRMymTbrFMBcxmzYyWV6ua1nitjNDWO1mMoridYthtkwmhZzSJDrqhnWNo6XiBPFp6SRlhc7DMps9mqySUtqrKnWNw1k/hDUnDnNsaGz3BUgryCROiaalo1XvUCRpXrRMgHKBqXuR2s/+2VTfAj6mKEo78DLwfzSMR5qFU9W1qELhug3G7v8z3aYF/hK2BxsH9AuiaQ/YEyHb+CVh3+HcOaCWt3UL4VDXIfLi8siNm/5RYWwbsjbgVb2c7DupWwwTBw5iX7Ecc3zo3MQDxGzYgDoygqu2VrcY2s8MkluahNls7GqX0+WUJjHS62Bi2KXL/EJVaas8RcHyVSF3HiRv6Qq6G2rxOJ26zK+6fbhbx4haaPzqb1MpikJBYjbtEz2oPmP0UpKkudD70/4u4I9CiDzgFuBhRVHeFZOiKJ9XFKVcUZTyvr6+oAcZiUb6unBYE0iOj9E7lFnJS44hPyWaQ4067qluftu//c0UGgfRz8taCVEJ/opwOlCFytGeo2zM3qjL/POxJmMNZsVMeY8+FSrVyUkcFRXEbgyt1R+A2LNb9iYP69OId2LYxUivg9yy0Nn+dk7uIv/Nc0fdkC7z97U245wYp2CZ8auETpe/dAWqz0dn7Rld5ne3jIJPYF+QqMv881FUXIwLDx2nm/UORZLmTMsqcB1A/pR/zzv7Z1N9BrgZQAhxQFEUO5AGvKPLlhDiAeAB8JfB1ipgyc/tdhPnG6V4SYitYJy1uTiV8pYh/arUfODXoZf8gD/mwiugt0q3EH6y/Sck2EJnP/w5sdZYlqUuo26oTpf5FauVggfux5KVrcv882HNzcWal4erTp8VoKgYC+/7h1Wk5MTqMv98pOXHY4u2MNAxAToc/UrKyua2r3+TnNLQKwGfW7YEk9lMf1vz+d5AwWTLiyfl7xdjKwq9BGjhusVwfCeNZ+rJXxkaVWIlaTrN+gApimIBaoHr8Cc+R4CPCiFOT3nNK8BfhBB/VBRlCbATyBWXCEr2AdJeY2MjDz30EB/96EdZtGiR3uHM2qjTQ5zNgilEytkaimPYv30vxLazGMGoe5R4a3zIbQUyAt/ICObE0LsRNALnhAd7CJ0hMRLn+Dj2EKpyaiQ//+nPSE1P46Mf/ajeoUjSRV2qD5BmW+CEEF7gH4DXgGr81d5OK4ryX4qi3Hr2ZV8DPqcoykngMeBTl0p+pODYc6wKUCgoKNA7lDlJsFv1S36qnveXkw5V0Um6JT8vNr7IkW59tkEFQoItQbfkZ/ipp3CcOqXL3IGgZ/JT8WY7/e06Fk2ZJ72SHyEE5S8+w2Bn6JZD1iv5ER6Vsb3teAf1OX8UCMUlC2hubsbn8+kdiiTNiaZngIQQLwshFgkhSoQQ9579s/8QQjx/9p+rhBBXCiFWCSFWCyFCp5FAGKuqbWDCHIfdbtc7lDn739dr+e8XddjKtfs7cCDEq7m/8g1483tBnVIIwQ+P/JCn654O6ryBJITg3/f9Ow9XPRzUeVW3m+7/+m9GX3o5qPMGkupy0fHVrzL8zLNBndcx5mbv47W0VOpYNGWeHONuXrm/gqaTwT0fO9jZzp6Hf0d79enLv9igRvt6eeYH/0V7dXCrwbnbxxh5uQlP10RQ5w2kvMQs3G43HVWh0ztLkqbSuwiCZDATThdRrmHi0kLvLMFUHUMOnjneEdx+QBMD0FcNRSHW/2e6wYagN0RtGm1i0DkYcv1/plIUhcbhRt5oCe4KoPPUKYTbTczG0On/M50pKgrHyVOM79oV1Hk76/0lpEOp/890UdEW2qsHg57EnSshHWr9f6aKio2j6Xg5LaeOB3Ve19nmtVHFoXfe8ZyCQv8OkaZKfc49StJ8yQRIeod9J+uwKIJFJcV6hzIvmxekMDjhpq53PHiTtp7tZh9qDVCnK7oK+mthrCdoUx7tOQrAusx1QZtTCxuyNlDRX4HD6wjanJNnz0RGr10btDm1ELNhA5NHjgS1H1Bn3TAWq4mMwtAqHT6VyWwie2ESHbXB7QfUXl1JbFJySPX/mS4qJobM4hLaqiqCOq+reQRrVgymmNA9u5VSkEGcEk1re9vlXyxJBiQTIOkdTlb7n+ZsXbtE50jmZ/OCVCDI/YCa3waLHXJC+0b0b/2AglcOu7y7nLToNAoTCoM2pxbWZ63Ho3o41Re88ziTh48QtWgRluTQXcUAiNm4Ed/wMK76+qDN2Vk3TOaCRMyW0P5VmLMoieGeSSZGgtMPSAhBe3UleUuWh3zRj7ylK+iur8XjCs55HOFTcbeMYisO/aIfuQmZdE70yn5AUkgK7U99KeCGezuZNMWSkxZazdmmy0+JITcpmsNNQewH1FMJeRvAYgvenFrIWgW2OGjZH7Qpa4dqWZe5LuRvptZmrMWkmM6vaGlNqCrOulpi1ofu1sFzzm3hmzwSnEIYHreP4V4HOaWh/VkHkHt2C19nXXBWgSaGBnGMjpC3JHS3v52Tv3QFPq+XriCVYff2ORBelagwSIAKCwpx4Ka3bnqHE0kyPi37AEkhxufzEesZZvHKFXqHEhDvXZkd3DNAn3genMHdhqIJswWW3wGxGUGb8qn3P8W4J4jbFTUSZ4vj+oLrSYwKzs2NYjJRuns36uRkUObTkjU3l9grr8QUHZzmy1abmc/edzU+T+g/vU4riCN7YSJmc3CeacalpPLlP/wFgvn5qpGcRUvIWbQEIYLzc2DNiiXnP6/g3S3fQ8+ClQuhYg+t7W1kLc6//BskyUA06wOkFdkHSDsdHR08+OCDfOhDH2L58tB/sidJkiRJkjaEEPzwhz+ktLSU22+/Xe9wJOlddOkDJIWe5/adBCA3PzT7/1yIEAKnJwh9Cg78Cl76GoTYA4VLEgI82u+L//WJX/PTYz/VfJ5gUoWK2+fWfJ6e736P/gcf1HyeYBJeL8Kt/bXb9VA1lXvDa+uOz6sG5TzGC//7Xarf2q35PMHkdbs1L8AhVEH/HypxVIVu2fWpFMXfL7C1pVXvUCRp1mQCJJ3X0tLCpGInOTF0S3NOJYTguvv2BKcfUNVz0HVStyaiAed1w48WwVv3aT7Vy00vUz8cvIPvWhtyDnHVY1fxZO2Tms4jVJWRZ5/F3RI+fTjczc3UbtzE6OuvazqPx+2j5mA3YwOh24hyuu6mEX77f/fSofE5oPHBAWoPvc3ESBhs9z2r8fgRfvHpO+lv0/bvkqdnEmfNEKrTq+k8wZRlTmFoeIjhzvBI6qTIIRMgCQBVVTFNDmJJSNc7lIBRFIXc5GiOtgxpO5HXBZ3HIX+TtvMEk8UG8VnQdlDTaYacQzSPNrMmY42m8wRTsj2ZGGsMJ3pPaDqPu7kZ38gIMWtCvOrgFNa8PATgOKZtX5a+llFUVZBdEvoH0c9JzorF61XpbhjRdJ7OujMA5JYt1XSeYErJycfn9dJRU63pPO6WUQCiCsPjISNA4QJ/5c7GkzU6RyJJsyMTIAmA082dROEhLy9P71ACan1hCjU9Y4w4PNpN0nUKfK7wSoAACjZD+1Hwafe08mSff9vl6vTVms2hhzUZazjeq+1NvOO4f/zoNeGTPCoWC9ErVzJ5/Jim83SdTRIyF4TPjWhUtIXUnNjz/21a6aypxmy1klG8QNN5gikxI5PYpGQ6a7TdLeBuGcUUZ8WcYtd0nmDKX74AizDR0hg+K9FSZJAJkATA4Qp//5+1SxfqHElgrS9KRgg43qrhKlDbIf/X/I3azaGH/E3gmYAe7ZoEnug9gUWxsDQ1fJ4mA6zOWE3PZA9d412azTF5/DjmxERsxUWazaGHmLVrcJ2pwTc+odkc3Y2jJGXGEB0X4iXrp8kqSaK7cUTT6pedtdVkLijFbAndJp7TKYpCTtkSzVeAXK2j2AoSQr7c/1SWKCtZUam0D2r3WSdJWpAJkATA5FAvPsXMurIivUMJqNX5SZhNirbb4Mw2KL7Gv2UsnBRs8X9tPaTZFDHWGLblb8NuCZ8nouDvBwRougpkTkgk7vrrwupmCiB67TpQVZynTmo3R5yVwhWpmo2vl+ySRDxOH4Od2pSUF0IQm5RC8arw2XZ5Tm7ZMkb7ehgb7NdkfOFVsaRGYw+DvlPT5WXkMOAdZXJUu4cWkhRosg+QBIDFMciiBUVYLWa9Qwmo2CgL/3xTGavyNfyls+nz/v+Fm8Rc2PZv/uauGvn8yjC8bkBpcimfW/E5FiZrt6Ka+c9f12xsPUWvXkXaPfdgzcnRbI5rP7FEs7H1lLsomU23FhMVo83qjKIo3PZP/67J2HorXrMOn9ej2cqWYjGRfnd4tpcoWr6Qg+0n6ezsYGHCIr3DkaQZkX2AJCYdTn74g++zdetWtm3bpnc4ocXnBZM5fKq/BZFX9WJWzGG3ghEMwutFscjnV3Oh+lRMQWoYGm5Unw+TObwekgWL8AkUc3h+1jkcDr7//e+zfft2tm7dqnc4knSe7AMkXdLrR6oQQuCLTtE7FE14fSon24bpGdWg5O3pZ+CHC2EoTA+Aet3+LXCTgwEf+vEzj3P9k9cz6h4N+NhG4PQ6OdJ9hEnPZMDH7vvFL6i/8SaEN3zK6U6lTkwwsX+/Jv99ex6v5cnvHgn4uEbhcnhpqw7831eAF3/yff763f/UZGwjcIyN0nb6lCZj9/32FIN/Cc9KadHR0aSlptFS26R3KJI0YzIBkqiub0IIWLU4fKr6TDUw4ea2X77NCyc7Az942yHwOiEhN/BjG0F/Dfz+RqgLfF+WE30nMJvMJNjCpxLXVMd7j3P3a3drcg7IcfwE5vj4sF0FGtu1m9a7P4OrtjbgY3c3jGAPs+IHU53Z38XzPz3B2GBgH/gIIeioqSImIXxKh0939KXnePJ//h9upyOg4wqvirttDFNc+BSOmC5TTaSjoz0ojXglKRBkAiQx2NvFpDmOtMQ4vUPRRGaCnTyt+gG1HYLcdWAOzxtRMpZCVIIm/YBO9J4Iu/LXU61MX4lJMQU8ARJeL45Tp8Kq/PV0Mev8h+wnA9wPyDXpYbBrguyS8Ey6AbIX+hOU7sbAlsMe6e1hcmSYnEXheX4KIHfxUoSq0l0f2MTb3TkOXhFW/X+myyvIx4WXntp2vUORpBmRCVCE8/pUrI4h7Mnh0wD1QtYVJnMs0KWwXePQUxl+/X+mMpn9CV5bYLcMdU900zPZw6qMVQEd10hirbEsSl50vtdRoDhrahAOB9Frwjd5tObkYMnMxHEisM1ke5pGQUDWgvBdxUjLi8NiMwU8Aeqs9ZeIzikL3wQou7QMgM7aMwEd190yBoCtIHwToKJlJQA0VzXoHIkkzYxMgCJceU0zVsVHUUGB3qFoak1+Ej2jLrpGAri1oeMoCDW8EyDwV4HrPQ3uwJU4PdHrv7FdnRG+N/EAK9NWUtlfiSoCty3Ecdx/7WLCeAUIIHrVKhynAnseo6txBEWBjKLwvRE1mU1kFCb4k70A6qypxhYdQ2pefkDHNRJ7bBwpufl01Qf2rI67dRRzih1zQvhuvcxcmIsNC+3tcgVICg0yAYpwY/3dAFyxqkznSLS1uiAZgOOtw4EbNC4TtvwD5K0L3JhGlLfen+h1Bm47Un5CPh9b8jEWJYd3ydQV6SsY94zTPNIcsDHti8tIuftuLNnZARvTiKJXrcTT2op3MHAH+rMXJLL+liJs9jDdsnpWZlECfW1j+DyBS7wLV6xm0+13YjKFdxW47IVldNXVEMgKufYlKcRfHabnRM8ymUxk2VPpGunVOxRJmhFZBjvCPfPMM9TX1/NP//RPYV2O2O1VKW8ZZFVeErFR4X3zE3DOUf9Wv5w1YI3WO5qQMugcpG2sjaUpS7Gaw/cAtBY8PT14e/uwL1kctsUetDLS58Dj8pKaE4diCt/PdS0MdLSBEKTk5of170Qt7HxxB2+V7+cb3/gGdnt4NbeWQpMsgy1dVH1TCzm5eWH/QW+zmLiiJC1wyY+qQnu5v0x0uLMnQOEVAUt+XD4XVQNVeNXwLOE8VYo9hVXpqwKW/PjGxnDW1CJ8voCMZ2TWzEyiVywPWPLjGHcz2DWBUEProd9cJKZHk5YXH7DkZ3xwgKHuzoCuihhVam4+qXkFAfud6B1y4h1yRsS1KzxbSbajo0PnSCTp8mQCFME6+oaZGB2myxurdyhBUdszxv++XosnEGU6B+rgt9dBxRPzHysUdB6HPT+AAPwSr+ir4O9e/Dve7ng7AIEZ37GeY/yx8o8BGWti/wGabrsNZ2VlQMYzuvF9bzP4yCMBGavhWB+PffsQowMa9AMzoMYTfVTvD0zp/4rdO/j9V76A2xH4nlZGVL3vTc7s3xuQscbf6qDnx0chAqpD5+b6t/k1HQt8+XpJCjSZAEWwA5V1ACwpKdQ5kuCo6R7jZzvrqOkem/9gHUf9X3PD/PzPOW1HYPe9MDr/J3uV/f6b9+Vpy+c9Vig40HWAHx/7cUAaojorToHVStSS8K3ENdXYzjfo+98fB2TFq6d5FHuclYS0yNiaU3u4m/KXmwMyVnd9LSk5eUTFRMbDslNvvMrRl54NyFjutjGsuXEo5vDeZQH+hqjJpnjaGsO0MbgUVmQCFMHqm9oQArasWKh3KEGxpiAJgOOBKIfdcQyssZAW3of4z8s7u4W2ff7lsCsHKsmOzSY1OnXeY4WCFWkrUIXK6YHT8x7LUVGJfdEiTLbwrSY1VfTKVagTE7gbG+c9Vm/zKBmFCWG/3feczKJERvudTI7Ob5uuEILuhjqySkoDFJnxZZeW0dvUiNc9z2vnVXF3jWPLiw9QZMaXk5BBt6MfVY2AJS8ppMkEKIIN9XXjMMeQkhAZT/Vyk6JJi4sKTCW4zmP+ogBhXhHpvMzlYI7yn3uap8r+yohZ/QF/KWxg3v2AhKriPH0a+8oVgQgrJESv8veJcpyc37XzuHwMdU2QURQ5N6KZC/ylvnua5tcPaGygn8mR4chKgBaWofq89DbPL/H29EyCV0RUApSXl4cLL70Ngdl+KUlakQlQhFJVFcUxhDU+Mp7CAyiKwpqCJE60zTMB8rqhuwJyw7sPyztYbJCzet4J0JBziI7xjohKgJLsSRTEF1DRVzGvcdzNzajj40Qvj5wEyFZUiCkhAcfJ+fUD6msdQwjILAzf/j/TpRf4iyDMtx9QT4N/q3RWSYSsdvO3hqhddfPrB+RuP9sANS9u3jGFisIl/kIILadlQ1TJ2GRt0Qg1OjqKHQ9rlkXG9rdz1hQkcaBhgAmXd+4V4RQTfOyv/j5AkSRvA1Q86a+AZ5rbs5NYayz333A/BfHh3Xh3upXpKzkzOL/u8tasLPIfuJ+oxYsDFJXxKSYT0StX4m5tndc4qXlx3PKlFWSVJAYoMuOz2syk5cUx0je/5s95S5dz61f/jfTC4gBFZnxxKanEp6Yz3NM1r3Gil6ZiirZgTomMc2cAWWX52ISFjm65AiQZm+wDFKGqqqp44okn+OxnP0teXp7e4QSN0+PDajZhlr0xZs89AZboOSc/kWzSM0m0JTpizp8EkjoxgRITI6/dHLid3rBv+qoVt9OBzS77ns3Fn/74J5wuJ1/4whf0DkWKcLIPkPQuhyrrURQTmZmRtYpht5rnn/yceQkadgUmoFBii5138vNq06sc6zkWoIBCR4x1/jfww08/g6MiMspfT2WKjZ33tavc28FAx3iAIgod801+hKpy7JUXGOqKvL4u801+VLeP8f2deIcjo+z6VHn5efT09ODxePQORZIuSiZAEaq6oYVxUyxWa+R1p//Vm/V86/l5VOTa/R3Y/4vABRRK3vgW7PqfOb1VCMH3j3yfJ2ufDGxMIeK/D/z3nPsBCY+H7m9/m9GXXgpsUCFA+Hx0/PM/M/TE3HpuOSc87Hm0huaK/gBHZnxuh5fXHqyk/mjvnN4/1N3F7j/eT3v1/CsYhprxoUGev+87tJw6Maf3ezrHGX6+AU/nRIAjM77M+HRUVaXt1PyrN0qSVmQCFIF8PhWLaxh7UpreoeiibXCSZ453oM6lI7x7AnqrIHdt4AMLBf11UPn0nN7aM9lDv6M/ogogTFU3XMfO1p1zeq+rrg7hcmFfEXnXTjGbcZ6qYHzP3BpT9rb4iwBkFEVOAYRzrHYzbdWDtFUNzOn9PQ3+hpaRVAHunKjYWBqOHqL19NwqELrb/SuOkVQB7py8PH9D1LYzzfoGIkmXIBOgCFTR2I4NH3k5uXqHoos1+cmMODw0DczhyVzXKRAq5ERoApS7DgYbYHJw1m893e9/ihypCdCKtBVUDVTh8c1+W8i5rW/RKyKnAtxU0atW4jh5krmcWe1t9lfiyiiIvBtRRVHILE6ge46V4Lob6rDYokjNi6yiJQBWWxTphcVzrgTnbh/DnGDDnBAZPbumSspJJRY7Hd2Rt3VSCh0yAYpAx6qbAFhZFjlVfab6W0PUOZTD7jx7fiVSV4DyNvi/zqEcduVAJRbFwuKUyKliNtXK9JW4VTc1Q7O/oXJWVmBOTMSan69BZMZnX7UKX38/no7ZV5bqbRklKTOGqJjI2+4LkFmcyGDXBG6Hd9bv7W6oI6O4BJM5QvqdTZNdWkZ3Qx2q6pv1ez3t41gjcPXnnMy4VLrHI2/bqRQ6ZAIUgdo72vEKE+vKCvUORRcl6XHERVk4OZd+QN0VEJ8D8VmBDywU5KwBFOg4Ouu3nhk8Q2lyKVHmqMDHFQJWpPlXbyr6Z98PyFl9Bvvy5RFbCS16hb+ZrLNi9v2A+tvGySiM4BvRogQQ0Ns6Nqv3qaqP/rbmiNz+dk5WySI8TgeD7W2zep/q8uIdcGDLj5z+P9PlZOQwKiYZ751fI15J0oqsjxmBcqxOPLnZ2KyR+X+/yaRww9JMEqPn8ET4tl/CWHfggwoVUXGw6CZ/RbhZ+vm1P2fQOfutc+EiOzabtRlrsZpm/3NX9Ogj+EYi90bCXrYI+7JlMIcE8KPf3oTbMfsn+OEioyie9IJ4VJ86q/eZTGa++JuH8bhdGkVmfNmlZWQtXITbObtKbqYoCzn/uQXmcs40TOSXFkLjETpa2yjLiJz+W1LokH2AIozP5+O73/0u69ev5+abb9Y7HEmSJEmSwozT6eR73/se27dvZ+vWrXqHI0Uo2QdIOu9YTQteKnVGJQAAIABJREFUrxdbfKreoRjCrCrBtZfDC1+J7BWgc4QAdeZPlPd37ufeg/cy5p7dNpxwJIRAFTO/dqOv7aD7O99BuN0aRhUahKrOqhBC9f5ODjzTMKfiCeFGzHI14tgrz3PombmVHg83YhafdQCjO1sZfzuyCwDY7XbS0tLo6Ijs6yAZl0yAIkx5dQMAaZnZOkeir8EJN5u/s5NHDrfO/E2Nb8LRP4DFrllcIWGgAX60CKqfn/Fb3mp/i2frnyXaEtmd1Sv7K7nmL9dwtGfmZ6jG3niDsVdfQ7FFXjWpqcbf2kftps24Gxpm/J668l5aTg9E7Nmpc2qPdPPgV/fiGJt5En36zZ20np79matwc/y1F/nlZ+/C55159caJQ124ZnnmKhxlmJJoq21GnWUCKUnBIBOgCNPZ0YEbM8sX5Ogdiq6SY6y4fSqnZlMIofM4pJRAdJJ2gYWCxDxwDP2tIt4MnB44zeKUxVhMkXnu7JycuByGXcPnS4LPhLOiAnuElr+eypqdhTo2dr4k+OUIIehtGSUzggsgnBObEIXH6aO3ZWY35V63O+ILIJwTk5CEa2KCvpbmGb3eN+rGN+qOyP4/02WnZuLAzVBbn96hSNK7aJoAKYpys6IoNYqi1CuK8o2LvOZORVGqFEU5rSjKo1rGI4FzZABvVBImU2TnvoqisDIvkVPtszhY3nEscstfT2WJgqzl/usxA17VS/VAdcT2/5kqxZ5CTmwOlQMzu4n3jY7ibm4mOgIboE5nKy7GFBODs2JmVfRG+x24JrwR2QB1uvTCeFCgp3lm/YB6mxtRfT6ZAAHZCxcB0F1fO6PXu9v9SWYkV4A7p2BREQCtVY36BiJJF6DZXbCiKGbgl8B7gKXAXYqiLJ32mlLgX4ErhRDLgK9oFY8E4w4X0d5xEtMy9Q7FEFbmJVHXO8akewb9Mca6YawzchugTpezFrpOzugcUMNwA06fk2Vpy4IQmPEtS1tGZf/MEiDnaf9KkX25XAFSzGbsy5bhqJzZtTvfALVQJkA2u4XkrFh6W2aWAHU31AH+MtCRLj4tneiExPPX5HLc7WOggDVHJkC5S4swCYX2lna9Q5Gkd9FyGWAjUC+EaBRCuIHHgdumveZzwC+FEEMAQoheDeOJeFUNrZgUwYLCyGymON2qvERUAZUdM7gpGO2EpAK5AnRO7lpwjcJA/WVfOugcJDMmk+WpchUDYHnacjrGOxhyDl32tb6RUczpaUQvl8kjgH3FClzV1TMqCOF2eolLjiIld/Yl28NRZmE8vc2jMyoI4XW7SMnNJy5FFstRFIWsklK6G2a2AiR8AltBAiZbZDaPncoSZSXNmkjXYI/eoUjSu2i5IT8XmNo9rB3YNO01iwAURXkbMAPfEkK8qmFMEU0dHwDgvZvlzRTA6vwkPrmlkOSZdIjPXQtfmX0Dy7BVeAVsvgcslz+YvyVnC298+I0gBBUatmRvYXjZMD5x+d40CTffRMLNNwUhqtAQv30bisWC6nZjvkxRiGVX57Ls6twgRWZ8JesyiEu1o/oEZsuli0JsvO1DbLztQ0GKzPiWXr2dkd4ehBCXLaiR9J7iIEUVGnJz86hsP4OqqhG/9V4yFr1PJFuAUmAbkAfsVRRlhRDiHSfTFUX5PPB5gIKCgmDHGDY6OzuJi4sjIUFuCQFIjYvi27fJVYk5SVkAN39X7yhC0pLUJSxJXaJ3GCEpZsMGYjZs0DuMkFS0Io2iFWl6hxGSFl8p+9jMVdHaUo63VNLX10dmptx+LxmHlul4BzB1r1Xe2T+bqh14/v9n787DHLvKA/9/j6SSat/3fenqtXp1t9s2eMEkhIwJW0LAzATwL4FkSGKzDOCBZAKeMAQwTDKEQDAEBwwYbMAYL7S39tJud7v3rqpeat9U+yqptEvn94eq2t3VtUjVkq6udD7PU0+7pVvnvr5V1XXfe855XymlT0rZC3QQSoiuIKX8npRyr5Ryb0lJScwCTnbH2rvxmFO8gtkS/kCQzrE1KiNJCf92E7z+QHyC0gu/FyYurnqIJ+Dhjl/dwRM9T8QpKH3wBDz0zvWueox/cpKut/0B9hdfjE9QOhF0OvH29696zNSwg59+8QgjXRFUeUwBXpcf26Rr1WMGz7Xyn//jr5kc6ItPUDrhdjiwTa6+St/VNsnYv5zEP+uJU1SJr6oqNAs71L36z6yixNuaCZAQIlMI8fdCiAcW/t4shHhHGGMfA5qFEA1CCDPwAWBp45DHCM3+IIQoJrQkTpULiYGJWTuWwDymnEKtQ0koD7zSy+//35eZmV9lT8FMH4y3g0Gt6b7C81+C794cSoRWcHH6IgP2AdKNKd47aYn7XruPu35316r7MVytrfgGBjBmq83Ulxv6xCcY+tu7Vz1mvM/GzKiT9OwwlremkN/88yle+PGFVY8Z6bzI5GA/mfkFcYpKH370ub/l5Yd+uOoxngEbvnEnRvV9d0lhQSFmaaL3RHhFJBQlXsKZAfoh4AFuXPi7FfjHtT5JSukH/gY4AJwHfiGlbBdC3CeEeOfCYQeAKSHEOeAg8Bkp5VSE/w9KGI60hZoHNjfUaRxJYtlRnQfAWesq5bAX+92oCnBXqtwNAQ+Mn1vxkMVqZ6oE9pW2Fm1lyj3FmHPlzcHu1jYwGEjfunXFY1JRRksLnq4ugk7niseM99kxpxvJL82MY2SJr6Qul4l+GzK4cuI91t1JXmkZmbl5cYws8ZU3NjPas/pNvHfQQVplNsKk9rosMhgNlFoKGJ1TNa6UxBLOT2mTlPJrgA9ASukEwmqrLaV8Skq5UUrZJKX88sJr/0tK+fjCf0sp5aeklFullNullA+v8/9DWcPFntD08w0tTRpHklhaqhYSoNUaolpPgtECZap4xBUWK+Kt0hC1faqdovQiyjLV2u/LLSaEq5XDdrW1YmlqwpCpbuIvl96yHYJB3OfPr3jMeL+NkrochCGsX1Upo7QuB687wOz4ysnjaE8nZar89VXKmpqZGxvFZV++aqgMSnxWB+ZqNWO7VEVhGVM+Gz732tUbFSVewkmAvEKIDEACCCGaCM0IKToyOTaKS6RTWaz2AF0uLyONxuIszqzWEHX4FJRvB6Na1nCFggbIKFi1IWrbZBstxS1rVk5KNZsLN2MSphUTICkl7tY20rer/j9LLTaFda3QEDXgCzI55FD9f5ZRttAUdrx/+X2PTtsctolx1QB1GYvXZGyFfkD+CSfSG8BcnRPPsHShqq4aKSRD5/q0DkVRLgknAfoH4HdAjRDiJ8DzwGdjGpUSdZl+G7lFpVqHkZB2VOdxdmiVGaDqfdDy3vgFpBdChJbBDZ9a9m0pJfvK93F77e1xDizxWYwWmguaaZtaIQHyeMh+6+1k33JLnCNLfKaSEkzl5aElgsvwevxs3FdGzWa133GpgvJMTGYD433Lz2L4PR62vPk2araoJatLlTVuAFi1IWrGjmLMKvG+Su3WUGnwwU5VCEFJHCKcpmhCiCLgBkJL345IKSdjHdhK9u7dK48fP67V6XXJ4XBw//3387a3vY2bbrpJ63ASzunBWeZcPm5pLlYzFZHqexVkABrUjXqkDg8fJtOUya7SXVqHojv2gwcxlZaSsU0tS41U98lx8sszKapUS7Uidf7Qi5Rv2EhBeaXWoehKMBjkG1+9n8bGBv74/e/TOhwlhQghTkgp9y733op9gIQQS3d8jyz8WSuEqJVSrrzuRUko3X0DAFRWqn+0l7OrZpVlga5ZMGep5W8rqX/Tim/NeebITsvGqKrnLeumypUfRgRmZzHk5iJU48Bl5bzlLSu+53b4sGSZ1MOMFTTtWXklgNM2R0ZOrrp2K9jy5ttWfC8w78OYpX5PLMdgMFBdX8Pw+KjWoSjKJav9dv3Gwse3gaPA94AHFv7727EPTYmWp46eIyihsERtRF/Jq12TvNa9TAHC5++Db24N9QJSriYldByAwWNXvfWl177En/xWdZNfiS/o44WBF7g4fXUvpaG/vZuBj9ylQVT6EHS5sB14Bk/v1b2UfvWNkxx4oF2DqPTB4/LTeXwM+7T7itellDz46Y/z/H98V6PIEp/TNse5Vw7itF25Z1T6g4z8n6PMPauWeK2koqiMqakpnLZ5rUNRFGCVBEhK+RYp5VsIzfzsWWhEeh2wm6sbmioJbGZyDLcxi9ysDK1DSVj/+OR5/u3FrqvfGD4JJZtC+12UqwkBv70HXv/eVW+1T7bTmNeoQVD6IBB87uXP8VjXY1e8LgMB3O3tWDaoio0rkT4f1nvuwX7gmSte97r9zIzOU1ihKuetxGX38sz32xlov/KBj31yApdtjqLqmhU+U5kdHebpf/0G1otXlv73jc5DQJJWpr7vVlJiCq20GGxXrR6VxBDO+opNUspL5XaklG3AltiFpERTMBjE6JolLbdI61AS2s7qPM4OzV3ZmNLvgdG20EZ/ZWWVe64qhT3tnmZ4flj1/1mFyWBic+Fm2qeunK3w9vURdDpD5Z6VZRlzczHX1eFqu7IS3OSgHSSU1quN6CvJK8nAkmm6qhLcYo8bVQFuZSX1jRiMxqsqwXmHHACqAtwqareFHoYNdQ9oHImihISTAJ0VQnxfCHHbwscDwNlYB6ZEx8XBMSz4qKhQ+39Ws7MmnzmXj/6py/pjjLVD0PdGvxtleVV7YKortF9qQftk6KZeJUCraylu4fzUefxB/6XXFss7L5Z7VpaXvn077rNXJkBjfaGbelUCe2VCCErrchjvv7IS3Gh3JwajiZI6NWu7kjSzhaKauqsqwXmH7BgyTRgLLBpFlvhyyvLJJZPh0ZG1D1aUOAgnAboLaAfuWfg4t/CaogMnzoWmm1ua67UNJMHtqA41RD1zeTnsxVmNSpUArepSQ9Q3ymG3TbUhEGwt2qpRUPrQUtyCO+Cme7b70mvu1jZEZibmRnUjupqM7S34x8fxjb3RYX6830Z2oYXMXLOGkSW+0rpcpqzz+L2BS6+NdXdQUlePKU1t5F9NeVMzY92dV6wW8A3ZSavOUcUj1lCWVcTYvGZFhBXlCitWgVskpXQD/3fhQ9EZi3cWhIF9C3X4leVtLMvBYjLQOjTHu3ZVhV6svRF+70uQX6ttcIlucYng8CloClXnurnqZnLNuWSlZWkYWOJbnCFrn2pnU+EmAHLf/gdYNm5EGFX1vNUsNol1t7eRVhbqNbXlxgrqW9Ry37WU1ucig5LJIQfljaGHP7ve/kfIYFDjyBJfeVMzrc8fYG5slPzyCgBybqtBpK95O5XyKssq6OwZxDY5S65qyq5obM0+QEKIXuCqg6SUmjyeVH2AIvPggw/i9Xr52Mc+pnUoCa97wkFtYSZpRlV6OGITHVDUBKrkdUSCMkifrY/63HoMQn3fRSLo9eIfGSGttlY9eY+Q1+3HPe8jpzBdXbsIuecd+DxucgqLtQ5Fd3ovdvOfP/sxd955J5s2bdI6HCUFrNYHKJzfuHuBfQsfNwP/D3goeuEpsRIIBBm0DlNcWq51KLrQVJL9RvLjdULXc+BevmO6skTJxkvJz5xnjqMjR3H5XRoHlfgMwkBjXuOl5Mc3Po7z2DGCXq/GkSU+g9mMua7u0g28bdLFaM8cgYCaxViLOd1EblHGpWs3PTzEaFeHmgEKQ3pW9hXJj290Hq/VQThN5VNdVUMNQgiGh4e1DkVR1k6ApJRTl31YpZT/DNwRh9iUa3S6a5CAz8ukVMuQwjEw5eSLj7fTNzkPI6fhoT+G/sNah6UPY+fgiU+BY4Jjo8f4i2f+gs6ZzrU/T6F1opUvHv4inoAHxwsH6f+zD+EfG9M6LF2YP3KUkS99CSklF4+O8suvnyDgVTfx4eg7O8mrvwyV/j994El+cd/nkVcv9lCWceHwyxx+5CcA2A4OMvWjc2omLQxms5mi7AL6W7vXPlhRYmzNBEgIseeyj71CiL8ijL1DivZOXwgVQNi5SW2mDoc3EOTBw3283jcN1oUCCKoCXHhcM3D8B2A9QdtkGyZhurSnRVndqHOUX3b+ko7pDlxtrRjz80mrrtY6LF3w9vUy+7OH8VmtjPfbKSjLxJyhfj2FY2LQzunnBvC6/Ix2d1Da0IRBLWENy/DF8xz/7a8JBgN4h+yYq7O1Dkk3Sg15jE6PqRkzRXPhLIH7xmUfXwH2AH8ay6CU6BgcsuKTBvZsVJv4w9FYnEW2xcTZodlQBbjcasgu1TosfajYCcIAw6dom2qjuaAZi1GVhA1HS1GoEELbVBvu1jbSW1rU0+QwLfZKcp1tZbzPpspfR6C0PhckjPbOMNHXq/r/RKC8qRmfx81UVx+BKTdpNar/T7gqyytx42PKOqF1KEqKCycB+nMp5VsWPn5fSvkxQC1Q14H5mQm85jzSTOqpXjgMBkFLVS5nh+ZCM0BVqgFq2CzZULyJoPUE7ZPtqv9PBMqzyilML+S89TSezk4ydqgGqOFK39iMSEtj+vRFnDYvpfXqRjRcpXWha9V7+iJ+n1clQBEoW7hWU2f6ANQMUASqm+sAGGjv0TgSJdWFkwA9GuZrSgJxe31YfDayC0u0DkVXdlbnMzwyDDO9qv9PpKr20D92GofPoRKgCAghaCluYa71FASDl2Y1lLUJsxnLli2MdYR6i6gZoPBlZJvJLU7HevEiAOVNGzWOSD8KK6owZ2Tg6p0GwFylEu9wVW2txygNWPsHtQ5FSXErLpYWQmwGtgF5Qoj3XvZWLpAe68CUazM1MYFJSG7dpfZhRGJHdT6/zcxj+L3PUFmp9mFEpHI31b2v8PBb/52K4s1aR6MrLUUtPFPZR9VPf0zmRnXtIpGxfTtFZ8/x7s9/mhK1FCkiZfW5OO0tvO/v95FXpqqFhksYDFQ0b2Y83crWj70Ng9p3Fra0TDNFaXmM2tQSOEVbK/YBEkK8C3g38E7g8cvesgMPSyk1KY+l+gCF5/jx4zzxxBPcfffdFBYWah2ObgSDEoNB7b9Yl2AQDKqXzXoEZVD1AVonGQwi1PfdusigRKh/79ZFfd+t35NPPsnp06f5n//zf2JQ11CJoXX1AZJS/kZKeRfwDinlXZd93K1V8qOE73BrJ8Y0CwUFBVqHoisGg4ATD8LFp7UORX8MBn5y/iccGTmidSS6YxAGJr/3AM6Tp7QORX+E4PXf9jAxYNc6Et3x+728+oufMDWkliNFKuj0Y3t+AP+0W+tQdKeqqgqfz8fk5KTWoSgpbMUESAjx2YX//KAQ4v8t/YhTfMo6DQ5ZsRtzVDWpdXAc+Edee/wBrcPQHX/Qzz8f+zovHfx7rUPRnYDNxsQ3v8lTv/qa1qHoztyEi2NP9tH9w8e0DkV3xnp6OPLLn3HydyrxjtR85yS2Z/vpelk9D45UeW5ob3LfsQ6NI1FS2Wpzj+cX/jwOnFjmQ0lQtnk3GX4HeUVlWoeiP7YRsr0TPDtXidPr1zoaXeme7cYtA7SMd4eWwylhc7e1AXAoZ1TjSPRnvN8GQMZFNfMYqfHeULPiebtaKRApOe4lKIMMDLdpHYrulNaUkyaNDKlCCIqGVty5J6X87cKf/xm/cJRoONrejUFAU53axB+x4VAD1NOBJtqHbeyrV/unwtU2GboRaHHMwXQ3FKuyuuFytYau3ZG8CeY8c+RZ8jSOSD/G++wYRJC0c68hfT5EWprWIenGaHcnJksOMyMCKaVaMRAB75Adl3GekV41ixEpQ5qRkrQCRmfGtA5FSWGrLYH7rRDi8ZU+4hmkEpn2rj4Arm/ZoG0gemQ9iRRGzsm6UD8gJWxtU23kmLKo9fthWC2piYS7rZVAVSnzGYL2yXatw9GV8X4bhfkS4Xbh6ezUOhxdGe3upKCiAafNy/ysR+twdENKic/qIFgAU4MD+NxqH1CkKgpKmfTO4fP6tA5FSVGrLYG7H/jGKh9KgpqdGMONmcZK1QMoYjN9iNKt5OfmcXZoVutodGXQPsi24haEKSPUSFYJm3dgkOwdu4BQIqmER0qJbcJFWVNopnZxJk1Zm8/rYX5miormUP+f8T5VRCJcQbuXoDdIen0+UgYZ6+vWOiTdqaqpIigkwx0DWoeipKjVlsC9tPjfQggzsBmQwEUppTcOsSnrVGSYp6C5Xusw9OlPfgAeO+98fohMs1HraHTlgd9/AJffBd4syK/ROhxdaXjs10ink7cf/yLFGcVah6MbQgg+/JU34fMGGDt2K8Y81Qg1XGlmC3/9Hw/jcXpwOi5iMqtyxOEy5lqo+tJNzM9MU9+5B6FK2EesdlsTnHwW68gwdS1NWoejpKAV+wBdOkCIO4DvAt2AABqAv5RSalInWPUBWp3L5eKrX/0qt99+O7fccovW4SiKoiiKolxBSsn999/Phg0beM973qN1OEqSWlcfoMt8A3iLlPI2KeWtwFuA/xvNAJXoeel0aEOmObdI40h0qOMZeOQj4JwGQk1R3b6AtjHpxJM9T3LvK/fiCSzsIwj4wa/2FIRj+qc/Zfjv/o7Fh1G+oA9fQK2LD8eJ3/Vx6NE39v0EPR6kX1VvDMcrP32Q1x792aW/+7wB1nogqoTMPNaF/ZD10t/VHqDICSGorKxk2Gpd+2BFiYFwEiC7lLLrsr/3AGqxcIJq7egFoKFGLUGKWM+LoQaolhycXj87v/QMPzjUq3VUunDIeojXR17HYrTAnBX+qQbO/lzrsHTB8cJB3K1tCCG4OH2RG35yA4esh7QOSxe6T04wNeQAYP7IUS7u3YertVXjqPTh/KGXmLKGyhB3nRjngU+8zNyES+OoEp8MSpwnxwgsNEA98+xTfOuuP8U979A4Mv0p9mQzMTGJ26kSSCX+wkmAjgshnhJCfEQI8WHgt8AxIcR7hRDvjXF8SoQmx0dxiXTKitRa+IgNn4TyHWBMI9NsojDbTKuqBBeWtsk2thVvC/0lpwIMaaoQQhiklLhbW0nf3gJAbW4tARlQhRDC4PcFmBpyUFoX+rfO3FAPPh9uVQhhTfOzM9inJihvCpWqzyvNQAblpZ5Kysr8406kN0hadTYAeWUVyGCQse6uNT5TWaqyshIEDJ5TDxqV+AsnAUoHxoBbgduACSAD+CPgHTGLTFmf+RkM2Wr5W8QCfhg5A1V7Lr20ozpfVYILg91rp8/WR0tR6CYegwEqd6lS2GHwDQ0RmJsjo2U7ABmmDJrym2ifUqWw1zI55CAYlJTW5wCQVlaGqaQEd7tKgNYy2h1aNriYABVWZmFMMzDerxZ3rMU7FLpG5urQ9115Y+gajvaoEuyRqtnWCMBQV7/GkSipaMUqcIuklHfFIxDl2vWNTpKBh7zyCq1D0Z/Ji+BzQuVlCVBVHr89M8yE3UNJjkXD4BLbualzALQUt7zxYuVueO3boX1AJnXtVuJeWK61OAMEsK1oGwcHD6rGlGtYLNu8OAMEkN7Sokphh2G0uxMhDJQ1hHrFGY0GiquzGe9TM0Br8Q45EBYjpuIMANKzs8kvq2CsWyVAkcqrKiSbdIZHhrUORUlBa84ACSEahBDfFEL8SjVCTWw9fUMAbNtQr20geuRxhJa/VV136aUd1XkAtFrVLNBqvAEvzQXNbCva9saLVXsg6INRdTO6GhmUWDZtIr25+dJrLcUtzHpmsTrU5uDVGIyC8sZcsgveSLDTt7fg7e0l4FD7MVZjMpup37mbtPT0S6+V1ucyMRiaVVNWZrAYSd9ciDC88XCirKn50qyaEj5hEJRlFDFqn9Q6FCUFrTkDBDwG/IDQ3p9gbMNRrolzGiEEt+3eqHUk+lO7H/7qlSteaqnK4+7bN1BbmKVRUPpwc/XN3Fx985Uv1twAt30eslRPm9XkveMO8t5xxxWv7a/Yzz177iHdlL7CZykALbdU0XJL1RWv5dx2GwaLBYLqV9Vq9r/7ffDu913x2obrSsktSifoD2JQPdBWlPeHDVe9tu3Wt1K5cQsyGEQYVE+gSNRsqKO71cr8/DxZWep3rRI/4fQBOiql3B+neNak+gCt7KGHHsJms/Hxj39c61D0R0pQy43WRS3VWp/Ff3vVtYucunbrp35e109du+jr6+vjwQcf5IMf/CAbN6qHt0p0XWsfoH8RQvyDEOJGIcSexY8ox6hco2AwyLmuPmyGHK1D0R+/B77eBMd+cNVbDo+foz1Tqj/GCqZcU7zp4TdxoO/A1W+6ZmHgaPyD0glvVxedN72J+cOHr3pv1j3L2YmzGkSlD8Mdszz4uVeXrVrmn5zE1aaKSKyk48ir/PvHP8Ls6MhV7zlmPEwOqUIIK5k/OsLI144RdF7dp2tufIypoQENotK38vJyAAZVIQQlzsJJgLYDHwX+iVBT1G8A98cyKCVyF/pHMeMnu7BU61D0Z6wNnFOQeXX1vF+dHOL93zuCdVb1x1hO+1Q7dq+dovRlKg8e+Q788O2h/VXKVVytbQRmZjCVlV313r+e/lc+9uzHCEq1lGs5Y/02nDYvOUVXLxMc/ccvY73nHg2i0ofR7g5cc7PkFF+9PPW5H7Zz8McXNIhKH7yDDqQngMi4evfAr7/6JV566D80iErfLBYLBWSrUthK3IWTAL0PaJRS3iqlfMvCx+2xDkyJzPHz3QBsb67XNhA9WuxXU3X1xOaO6nwA1Q9oBW2TbQgEW4u2Xv1m1R6QwVB5ceUq7rZWDJmZmBuu3lPQUtzCvG+evrm++AemA+N9dnKK0snINl/1Xsb2FnxWK/7paQ0iS3xj3Z2U1DVgNKVd9V5pXS6TVgcBv0q8l+MdsmOuzl52GVx500ZGuzvVaoEICSEoyypibH5SXTslrsJJgNqA/FgHolybvoEhAlJw/dZGrUPRH+tJyCqBvJqr3tpSkUOaUXBGJUDLaptsozGvkcy0zKvfXCwpPqwaoi7H1dpG+rZty26aXuyppBqiLm+830Zp3fLLfdMXeiq529S1W0oGg4z1dlHW2Lzs+6X1uQT9kimrmrVdKugJ4B93kla9/PddeVP1RGERAAAgAElEQVQzLtsc9smJOEemf5VlFbikl9kJ9dBCiZ9wEqB84IIQ4sBlZbB/E+vAlMjYp8dxp+WQYbn6qZ6yhuGTofLXyzzVs5iMbC7PVQ1RlyGlpH2qne0l25c/IHshqbSqBGipoNeL58IFMnbuWPb9hrwGMkwZtE2qm/ilXHYv9ik3ZfV5y76fvm0rCIFroceS8obpYStel4uK5k3Lvr+YVKp+QFfzWR0gwVy7cgIEoSWGSmSqm+oAGGjv0TgSJZWEkwD9A/Ae4P8A3wSOARtiGZQSmWAwSHbATlVV1doHK1eSEra+C7a/b8VDtlfn0WqdU/0xlvAFfbxnw3v4vdrfW/mgyl0wfCp+QemEdLsp+LM/I+uWW5Z932gwsqVwC+1TajP/UsGgZMft1VRvLlj2fWN2NuaGBtyqEMJVjCYTu/7gDqo2LbNkFcgpSic9K43xflUIYSlDpoms/eWYV5gBKq5rwGA0MdrTFefI9K9qWx0GKRjqHdQ6FCWFrFkGG0AIsRv4IKH9QL3Ar6SU3wrj894O/AtgBL4vpfynFY77Y+BRYJ+UctUa16oM9tXGxsb4zne+w3ve8x527typdThJp3PMjsPjZ2d1PgaDKoEakZEzoSSzcpfWkehO60Qr6aZ0mguWX66krMx54gTGwkIsy+yvUlY3dGGa3OIMcosztA5Fd/pOn6Copo6cItX/LFLf/Zd/Iz07g4/8+V1ah6IkkdXKYK/YCFUIsRG4c+FjEvg5oYTpLWGe1Ah8G/h9YAg4JoR4XEp5bslxOcA9gKqXu04XukPlIysrKzWORIfmrJCeC5aVy4c3l6nS4ssZdgxTkF5AhmmVG6UKlZAvxzs0hKmkJNS0cwUrLi1McbPjTnIK0zGaVl7AkHnddXGMSD9mRqzklZZjMK7c6LR6c2EcI9IP34QTU1EGYpWHYPW71PfdelU31dLa2kowGMSgmskqcbDad9kF4HbgHVLKNy/M+AQiGPt6oEtK2SOl9AIPA+9a5rj/DXwVcEcwtnKZ506cx4eRoqJlShErq/vdvfDvyy9DutyB9lGePTcWh4D04/OHPs9Hn/no2ge2PgrdL8Q+IB0Z/Mu/wvrJT616jD/o5zddv+HUuFpCuEhKyS+/doKXfnZx1eOCLhczjzyC+9y5VY9LJX6fjwc//de8+vMfr3qcx+mj7WUrM6PzcYos8QUcXsa+cQLHq9ZVj5ufneHU736LfWoyTpElj4qCUjweD5NW9XtWiY/VEqD3AiPAQSHEA0KItwKRrP+pAi5f0Dm08NolCw1Va6SUT0YwrrKEe3YSnyVPPTVZj+FTULl7zcMeeLmH777UHYeA9CEQDHBu6hzbiratffCLX1m2yWyqCjgceHt6SG9Z/doZhZGvHfsav+lSNWcW2afcuB0+SutyVz9QCEa/dB+2A8/EJzAdmOzvJRjwU9a0+pJKvy/ISz+9yEC7qsi1yDsUqopnrlp9NYDTNscLP/x3hs6pAhyRKrWEHuD2t6t+QEp8rHjHLKV8TEr5AWAzcBD4BFAqhPiOEOJt13piIYSBUFGFT4dx7MeEEMeFEMcnJlSJycs5XB4y/A5yi65upqiswT4Gc4NvlGtexfbqPNqH5/AHVH8MgJ65Hlx+Fy3FLWsfXLlbVYK7jLutHaQkY/vqS9yEEGwr2qYKIVxmbKE62UolsBcZ0tOxNDfjVpXgLhlZqE5W3rRx1eOy8ixk5VsuXWsFvIN2EJBWlb3qcUVVNZjMFka7O+MUWfKo2FKDSRqxDqhCCEp8rDllIKWcl1L+VEr5R0A1cAr4XBhjW4HLG6tUL7y2KAdoAV4UQvQBNwCPCyGu2qwkpfyelHKvlHJvSUlJGKdOHUfauzEISWNdrdah6M9if5qqtddt76zOx+0L0jmu+mMAl8ozh5cA7QH7MNhHYxyVPrhazwKQ3rL2tWspbqFzphO3X60QhlB5ZqPJQNEaN6IAGS0tuNrbVXPFBaNdHWTm5Ye1Qb+0LofxfpUALfIN2TGVZmKwrLx3CsBgNFLa0KQSoHUwZZkpMeYxMqWWwCnxEdGaKSnlzEIy8tYwDj8GNAshGoQQZuADwOOXjTUnpSyWUtZLKeuBI8A716oCp1zpXGcfAPu2qQaoEbOeBGGAiuV7sVxuR3Wo54jqBxTSNtlGdlo2dbl1ax9ctTDDpmaBAHC3tpFWU4OpYPkyzpfbVryNgAxwYfpCHCJLfOP9doprslctgLAofXsLwbk5fAMDcYgs8Y12d1K+YSNimX5nS5XW5zI37sLj9MUhssQmpcQ7ZMdcE14xnPKmZsb7eggGItkyrQCU55cw6ZnF7/drHYqSAlasAnetpJR+IcTfAAcIlcH+DylluxDiPuC4lPLx1UdQwlGAA5slk6ZKNTMWse1/AsXNYM5a89D6oixy0k1cHFUzQADv2/Q+9lfsxyDCeIZSvgOEEcbPweb/EvvgElzRn/9/+KfC21/RUhSaJeqa7WJXqSolfv0fNRDwh7cMdXGJobujA3NdGIl6knvLh/4Ck3nlqoOXK1vYYzVlnaeyOT+WYSU+CQV/vBFjjjmsw8ubmjn59OPMjAxTVF2z9icol1RVVXFq+iKjfVaqN6ifWSW2wuoDlEhUH6Arfetb36K4uJg777xT61CS3oTdQ3G2OawnqMoSjnHIKgF17SI26ZqkOEP1FYmUDAQI2GxhzbQpVwr4gvh9ASyZaVqHojs+jxsZDGLOyNQ6FN2ZGpvgW9/5NnfccQf79u3TOhwlCazWB0iVDdOxiVk7U1NTFJSoAggRc4xD26/AFf6StpIci0p+AKvDynP9z+H0OcP/pOxSlfwAnu5u7C8cJOj1hv05KvkJmRiw0982RTAY3kM7YTSq5GfBcMd5+s+eDvt4Y5pBJT8L3N2zePrmwj4+zZKukp91KiwtJiMjg+HhYa1DUVKASoB07PDZLgDc5jyNI9Gh3pfh0btgNvz9AQNTTj7189OcG07tzcEvDr7IJ1/8JHavPfxPGm2DR/8cZlO7ws/cE08w9Ld/CxGscT89fppPvfgpHN7UXn7Z/oqVZ37QHlEvBserrzL0iU8iU3w/xvHf/prnvv/tiD6n+9Q4zz+o+ijZnu1n7qnISjO3v/Q8z//Hd2MUUfISQlCWVczgxT6tQ1FSgEqAdKyjtx+AG7et3tdBWYb1JJjSoXRL2J9iNAp+dcrK8f7U7o/RNtlGSUYJZVkRzDwGfdD2KAwdi11gOuBubcOyYQOGzPCfEDt8Dp7tf5ZzU6l9Mzreb6e0LgdhCD8FCkxOYv/d7/B0p3YPr8UCCJGwT7m5cGQUpy382cpkIwMSn9WBuTq8AgiLpq2DnH3uafwRzPQqIaUijynnDB6PR+tQlCSnEiAdmxwbwSkyKCtaoymgcjXrCajYCcbwl3lU5qVTnG3mzGD4yyGSUdtkW3jlry9Xug2M5lDj2RQlpcTd2krGjtX7/yy12Gw2lfsB+X0BpoYclNZH9m9d+mIhhLbUvXbzszPYpyYoX6MB6lKLzWZTuRy2f8KJ9AXDrgC3qLxpI8FAgIkB1dQzUlW11UjA2qGqNyqxpRIgHRPOGYw5RVqHoT8BP4ycCasB6uWEEGyvykvpUtg2r40+W1/kCZDJDGUtKZ0A+QYHCczNkd4SWQJUkF5AVXbVpd5LqWhy0EEwKC9VJwuXub4eQ1YW7rbUbYg6GmYD1KWKa7IRItR7KVV5B0PLfNOq1+47dbmypg0Aqh/QOtRsqgdgsKNP0ziU5KcSIJ3qsU6Qjpey8gqtQ9GfiQvgd4XVAHWpHdX5dE04mPekZp+CxWVYESdAEOoHNHwaguGVMU42rtbQTXikM0AQmgVK5RmgxVmISGeAhMFA+rZtuFpTN3kc7e5EGAyUNkTWK86cbqKgIovx/gj2+iUZ75AdkW7CVJQR0eflFJWQmZfPmEqAIlbQWEqWtGC1WrUORUlyMesDpMSWxzYJwO/vDX8Pi7KgbBvccxYyIu9vsbs2n+bSbMZsbhpLInsqmAz2l+/nifc8QWlmaeSfXH09DBwF52SoKlyKyf3DPyR98+Z19aTZXbqbIccQbr+bdFN6DKJLbC23VFG1sYDsgvD62Fwuc+91OF8/hpQyJas43vDe97P5pltIs0T+fVPVnI9jNnX3YuS/o4nsN1VFtO8MQqsFalt2IgzqGXOkhMlAWWYxY/NTWoeiJDnVB0innn/+eQ4dOsTnP/950tJUuVJFURRFUfTv0KFDPPfcc3z2s58lM4KCMYqylOoDlISOtHaSnluokp/1eP4+uPCU1lHo0ldf/ypHRo5oHYbuSL+fkS9+Edfp8HuxKCEep4+XfnaRyaHULgO+HrbJcQ4++D1mRlVflUj5RueZfbKHgC11Z8C0UllZCaD6ASkxpRIgHQoEgszPTuAwqupvEfM64dA/h6rArdO3nu/knf96KIpB6cPY/BgPnX+Irpmu9Q9y4Avw4/dELyid8HR2Mvvwz/EODq17jC8c+gKffemzUYxKH8b77LS9ZMV1DeWYB//7xxm9774oRqUP1gvnOPn04/jc7nV9vpSSX91/gqOP90Q5ssTn7prF8cr696H4vB5+9Lm7OfHkb6IYVWooyw01f+473qFxJEoyUwmQDp3uHMBMgJqaaq1D0Z/hUyADUL1v3UOYTQbODs0x6UitJ4NnJ88CsLNk5/oHEQboOwT+1Lp2rjNnAMjYvWvdYwgER0aOoLdly9dqtHcOBJQ2XMMDn2CQ+aOvRy8onRjpvEiaJZ3imsj3nUFoL0vALxnuTL3Kl95BO8Y8C8bcyPedAaSZLXid81gvpm7xkvXKLMwhT2aqGSAlplQCpEPHz4Wa+l23pUnjSHRosRFn9bJLQsOyp64AgFMDqXVTcGb8DGaDmc2Fm9c/SM31EPCGypCnENep0xiLikirqlr3GDtLdzLjmWHQPhjFyBLfaI+NwoosLBnrr9mTsXsX3u5uAnOp1cNruOMC5U3NGIzGdY9R3pjLeJ+NQCC1qjd6+22YayPr/7NURfNmRjoupNxDi2slDILyrGJG7RPq2ikxoxIgHRoaGsSLkV3NtVqHoj9Dx6CwEbKK1z3E9qo8TAbByYGZKAaW+M5OnmVr0VbSImgee5XFmbfB1Hoa7zpzhoxdu66pCtmO4h0AnJlIneRRSslY7xzl1zL7A2TsDM1aus6ejUZYuuDzepjo76Fi4zU8sADKG/Lw+4JMpdAerIDNS2DWg7n22r7vKpo345iZxj41EaXIUkdFWQVO6WFuMrV+zyrxoxIgHZKOKQLphRiN6ssXMY8davZf0xDpaUa2VuZyKoUSICklLr/r2pa/AeSUQ17tGzNxKSDodiODwUs34eu1IX8DWWlZKZUAOW1e0ixGyhrzrmmc9O07wGDAdTp1rp1tYpyM3Dwqmq8tASprDCUBY72p0xDVP+PGkGW65hmgyoXkc6TzYjTCSinVG0IPePvbUm//mRIfqg+QzrjdbkxeO2+9dY/WoejThx+PSiPOP95TzazTF4WA9EEIwSN/9AhBGYVlMHs/AqbIGgvqmSE9nQ3PHEBe4/ed0WDkzs13UpNTE6XIEl9WnoUPf+VNyOC1LYMxZmdRcOedWJoiawaqZ0VVNfzld/4TrnEJUU5hOptvLCenKHX6T1nqcqn4uxvgGldfldQ1sPlNt5KZF3nPuVRXu70Rw7OCsdlxrUNRkpRKgHRmcVNgTU3q3ARFXRSa0334pvprj0OHDCIKs443f/rax9ChaDRFvGfPPVGIRH8ibUS5nPK//7soRKIvQgi4xuavQgje+uGtUYpIP0LX7trGMJpM3HH3Z6ITUIox52ZQWl7GqH1S61CUJKXWUOnMY4dCa9jLKyo1jkSHXvhH+Pl/i9pwbl+ACXtqVDP78pEv88XDX4zegB4HpEinb+v/+AxjX/t61Maze+3MeVJjM/8T/3qG40/3RW08/8wMAUfy72WRUvKzv/8Mpw88GbUxnTYvPm8gauMlKhkIMvbPJ3Geit7Mg316koDfH7XxUkVVVRXWISvBKKzaUJSlVAKkM2MjwzgNmWRnqe7IEet+AZzR27dz+/0v8pWnzkdtvET2ivUVbN4o7QEI+OH+jXDom9EZL4HJQADHwYMEXc6ojGf32nnzw2/mkY5HojJeIvO6/Qy0TxHwR+fmxzs4SOeNN2H/3e+iMl4is09NMtxxHhmNJauESpH/8LOHGDo/HZXxEplv1IlvdB6iMOsI0H3idb733z/CWM819E9LUcW+bDxeDxM9I1qHoiQhlQDpSDAYxOCaxpxbonUo+uNzw8jZayp/vVRLVV5KVIKbdE1idVivvQDCIqMJyrenRCU4T3c3wfn5ay6AsCjHnENtTm1KFEIY77cjZagKWTSkVVdjyMvDefp0VMZLZCOdFwCuuQDCouKqbAwGwWgKFELwDoT+H6+1AMKisoZQu4rFr4kSvpqN9QAMnOvVNhAlKakESEdae4ax4Ke6WjVAjdjIGQj6Qn1oomR3bQF9U06m59ffoV4Pzk5EoQHqUtV7Q1+TJG+IutgANXPX+hugLrWjZAdnJ84mfX+Msd7QMr+yayyBvUgIQcbOHbjPJH/yONJ5AVOamZK6hqiMZzIbKa7JZqwn+ZdeegfsGHLMGPPX1wB1qezCInKKSxhWleAiVrG5FqM0YB0c0joUJQmpBEhHjrV1ArB76waNI9GhoYXZhsU+NFGwpzZU2SfZy2GfmTiDyWBiS9GW6A1acz0EPDDaGr0xE5Dr9GmM+fmk1dVFbcydJTuZdk8z5Ejum4LRHhv5ZZmkZ11D36klMnbtwtPVTcBuj9qYiWi44wJlTRswmqJX56isMY+xfjvBJG+I6hkINUC9lp5dS1UuNERVImM0GSm1FDAyM6Z1KEoSUgmQjgTskwSFiT0bVQPUiOVUQMsfQ3Zp1IbcUZ2PMQUaolZlV/GupndhMUbniSgA1QszcUm+DM7S2ETee98b1ZupxZm4ZF8GV1ydzcbry6I6ZuauXSAlrjPJ3RC1vGkjG/e/KbpjNubi9wSYGp6P6riJRAYkloY8MrYURXXcyo2bsU9NYJ9WFc0iVVlcwYRvFq8zuVcLKPEn9LaMYu/evfL48eNah6GJ7373u2RmZvKhD31I61CUBY+eGKKlKpfN5dFZppNSjv8Q6m+GYjWjGQl/0M8vO37JzdU3U5mtqkFGIuCYx/bUk2TfdhtppdF7GJIK5uc8DLRP0bCjhPTs6M3KpYLZsVGGO87TdN1+LJmqgFEk2l47zaMHHuOuD32YusboLOlUUocQ4oSUctnN36oPkE7Mu9yMjY1x8803ax2K/vjcIINgjv4vnj+5Lrn3Yzl9TowGY3RnfxbtvSv6YyaQgGMeg8WMSIvuzaLJYOL9m98f1TETjcflJ81swGCM7iIFY3YWBX/6p1EdM9G45x1YMjKj0nfqcll5FrbclNwJd9DpQ2SYojpjC5BfVk5+WXlUx0wVDTua4QAMDltVAqRElVoCpxMvnryIlBKHSc00RKzjafhKNYydi/rQ8x4/v2sbZWTOFfWxE8Hj3Y9z409vZMI5Ef3BXTPQ9itwJmdp3ekHH+Ti/hsIut1RH3vKNcWTPU/i9kd/7ERw9LFu/vPzh2NS6ME3Nsbcb36DTNLeIs8+8G1+9Lm7YzK2bdJF57Hk3Y8x9dB5Jr8fm32J08NWOo8ejsnYySwrK4vCvAL6znVrHYqSZFQCpBPnukJlIPeqAgiRGzwGBhMURf/aTTo8/NVDJ3jhQvSa5iWSMxNnyLPkUZxRHP3BJ7vg0bug71D0x04ArtOnMVdXY0hPj/rYZyfOcu8r99I+1R71sRPBaK+NgvKsqD+JB5h/5RWGP3cv3r6+qI+dCEY6LlBUVROTsTuPj/HMD9pxOZKv8qUMSLxDdkylsVmidva5p3nyW18n4PfFZPxkVk4+g8NDqiGqElUqAdKJydFQA9TK4nytQ9GfwSNQdR2YzFEfurYwk6IsMyf7Z6M+diI4NX6K3aW7Y3IjSsUOMJrfqNCXRGQggOv0aTL27I7J+DtKdgDJWQjB6/YzOWinoik6/X+WylgoSe46lXz9gGyT49inJqjctDUm45c3hr4mYz3J1w/IN+JAeoNY6mOzyqJy42YCPh/jfT0xGT+Z1dTU4MHHuGqIqkSRSoB0IBAIYnRNYc5Tm3Yj5p0P9ZupvSEmwwsh2FNXwIn+5FvGNTY/htVhZXdpbG7iMVmgYhcMHI3N+BrydHYSdDjIvO66mIxflFFEbU4tp8ZPxWR8LY312pASKjbEJgEyNzaGGqKeOhmT8bVkvRBa5lu1OTYJUGl9LgaDYKQ7+foBefoWGqDWx+b7rnJjqI3A8MXzMRk/mdVtDTWT7V1oBaIo0aASIB04dqEXMwHqo9hLJGUMHYegH+puitkp9tWHGqKO25NrP8bizfWesj2xO0ndjTB8CnzJtYfKefwEQMwSIAh9XU6NnyIok2tZyHDXLEK8MdsQbcJgIHP3blwLX6NkYr3Qjjkjg5K6+piMn2Y2UlKXw0hX8s14e/vmMBZYMOXFoOALoYaoeWXlDJ1PzmWrsVS+qQYLaQz2D2gdipJEVAKkA67p0P6SW3ZHsRFlqihqgrd9OdR4M0b21RcCcKIvufoBbSnawif2fIJNBZtid5LamyDoA2tyPY3PvH4fpZ/9LGmVsauatad0D3OeOfpsfTE7hxYadhRz8/s3Yk6PXZHSzL3X4e3rwz+TXD+zm990K7d96KMYDMaYnaNiQz7j/XYCvuRKvLOuryDvD+pjeo7qzdsY7jgfk+IeycxgNFCRUYx1LnkLcCjxp/oA6cCjjz5KX18fn/70p2OzF0O5Jr5AkP4pJ00lsdm0ndS88+AYg4IGUNcuIjavjXnvPBXZFVqHojv+mRmkz6d6Aa3D/JwHg0GQkRP9PZXJzjY5gTk9g/TsbK1D0Z2Xn3mRFw6/yGc+8xmysrK0DkfRidX6AKkZIB3o6O6jvLJG3VxHKuCHc7+JeZnlNKOBDaXZSfX1mffNc3DgIHavPbYnMmdBYWNSJT/+6WkcL79M0OmM6XlyzblJl/zYp90Mnp+O+eyCqaAg6ZKfmRErg+daCQYCMT1PVp4l6ZIf3+g8nn4bMhjbB8K5xSUq+Vmnuk2hHkCDg4MaR6IkC5UAJbiLA2N4XQ6mRY7WoejPWCv84kPQ/ULMT9VmneMzj5zB5k6OEqenxk9x98G741Nmuf81eOyvQwlrEph/5RUGP/aXeOPwi/qQ9RD/+7X/HfPzxEv3yXEe/5fTuJ2x/zmyHXiGsa99PebniZe2g8/y6D/+fVzKLF94bYTXn+iN+XnixX7IytR/xmdvzqkDT3D8t7+Ky7mSSWVlJUZhoPuoKiKhRIdKgBLc4TMXANi9tVnjSHRo4Ejoz9obY36qWaePR04McbI/OfYUnBw7iVEY2VG8I/Yns1nh9EOhhDUJOE+cxJCTg2VD7Ht29dv6+UXHLxhxJEd52JGuOXJLMsiK0Ub0y7kvnGf6wQcJOOZjfq54sF48R1ljE2mW6PedWmq0Z44zzw0QjPGMSbx4+22Y63IRhtjPRA+2neXUgSdjfp5kk5aWRrEpX80AKVGjEqAE19PXh08auWFbo9ah6E//YcivhbyqmJ9qd20+RoPgWF9ylMM+OX6SLYVbyEyLTVPAKywmqIsJq845T5wgY89uhDF2G9EX7SkNVeg7Oa7/IhJSSka6Z6mMUf+fpTKv2wvBIK4z+u8H5Pd6Ge3qoGrztricr2JDPl53gCmrIy7ni6WAw4t/whWz/j9LVW3ehm1iDPvUZFzOl0yqiysY983gdXq0DkVJAioBSnCemXF8GQWkmWJ/M5VUpAzdUMdh9gcgy2KipTKXY736nwHyBry0TbaxuyxG/X+WyqsKJar9h+Nzvhjyz8zg7e4mc0/syl9fbmPBRrLTsjk5pv8EaHbMicvuo2JDfJo9Z+zaBQYDrhP6L4c92tNJwO+nKkYNUJeqbA59jZKhHLY3xv1/lqreEkpSrRdUOexI1W2oJygk/adVPyDl2qkEKIGNTdvIDM5TVBa7UrpJa7oH5sdj1gB1OfvqCzk9NIvHH9tNyLF2buocnoDn0uxCXNTeBAOvhRJXHXOdCvVOyrwuPtfOaDCys3RnUswALTbXjFUD1KWM2Vmkb9lyqWeTni02QK3cFJ9WCTmF6WQXWhju1H9DVE+fDUwGzFXxKU5QUtdAWnoGQwtfMyV8TXs2g4TeC91ah6Ikgdg1WlCu2exEaF3/2/a3aByJDhU2wt+ehIyCuJ3y+oZCnr8wzsism/pi/Zbp3FGyg8fe9RjlWeXxO2ndTTByOlSxL6sofueNsuxbb6XhsV9jbozfktV9Zfs40HcAb8CL2ajf6lybbyinuDqb/LI4LLtckLl/P+6zZ5FS6rqK4953vJv6HbvJzI1P8ghQvbkQz7z+i77k/UEdmXtKEab4PA82GI3Utuwk4NP/tYu3rIIcitLyGJwd1ToUJQmoPkAJ7Nlnn+W1117j3nvvxWzW741NqtD7TZSmpEyqUtjxpL7v1k9du/VT12791LVbv6effpoTJ05w7733YjKpZ/jK6lQfIJ167fR5sgtLVfKzHk/fCz0vxfWUyfALzR/0c99r93Fm4kx8T5wE1y7gmGfki1/EffFiXM+bDN93jhk3Lz/cwex4bHsnLZUM125ysJ8Xf/R97NPx3VSfDNfO029j7uleAnGeyUqGa6eV+vp6/H4/VqtV61AUnYtpAiSEeLsQ4qIQoksIce8y739KCHFOCHFWCPG8EKIulvHoycSsHb9jGne6fpcDaWamH45+ByYuxP3UPz7Sz21fP4g/ENtGjrFyYfoCj3Q8wrBjOP4nf/l++Pdb4n/eKHGdOM7swz8nMB3/SoDfOP4N/uKZv4j7eaNl6MIMrS8O4ffG/+dm+AtfYOgTn4z7eaOl99RxTjz5GELE/3nmU4iVrmAAACAASURBVN85y4s/if+/s9Hiap/CfsiKSIvvtZPBID//4r0cevhHcT1vMqitrAag46XkaJugaCdmP/VCCCPwbeAPga3AnUKIpSVqTgF7pZQ7gEeBr8UqHr05eOIcBgE7tqj+PxHreyX0Z/3NcT91XkYafVNO2odtcT93NLw++joA+8r3xf/klhwYOQMzffE/dxTMH30dkZZGxu44Vc+7jMVo4djoMexee9zPHQ3WizOkZ6VRVBn/vXMiLY35l19G6nRPxuC5Vgoqq8kuKIz7uQ0GQX/7FHpbSr/I0zOLuSYHgzm+VVaFIXTr1XdG/8VL4i0rL4ciQw4DwwNah6LoXCwfe1wPdEkpe6SUXuBh4F2XHyClPCilXFzzcASojmE8unK+o5uAFNy2Jz5VfZJK7yuQWQyl8b92NzaGZuwOd0/F/dzR8Pro6zTmNVKcURz/kzcszP70vhL/c0eB8+hRMnbuxJAe+0aUS+2v2E9QBjkxpr+KZlJKhjpmqNqYH5dGlEtl3XADQacTd7v+yhIHAwGsF9qp3bZdk/NXbSrAMe3BNunS5PzXIuj247M6sDTGr3DE5Wq27WCstxu3Q/+9lOKtpqiSYdckfq8+H1ooiSGWCVAVcHnL3qGF11by58DTMYxHVxyTI7gt+WRnxL4jelKRMjQDVP9mTfaVlORY2FiWzeFu/TW58wV9nBw7qc3sD0DJZsgqhd6XtTn/NQjYbLjPnydz/35Nzr+jZAcWo4WjI0c1Of+1sE26cUx7qNoUv4qNl8u8/noA5o/o79qN9XThdbmo2bZDk/NXbw59zYYu6K//mad3DiRYmuLTd2qp2pYdICWD59VSrkg1bGgkIIL0n+7SOhRFxxKiCIIQ4r8Be4Gvr/D+x4QQx4UQxycmJuIbnAbm7PNkBuwUl9doHYr+uGbAnPXGbIIGbmoq5ljfNF6/vvYBjc2PUZxRzPXl12sTgBChr1vvy7rrB+QbGsJUVkbmfm2uncVoYXfp7ktLGPXEPu0mM9dM1UZtEiBTYSGWTZuYP3pEk/NfC8fMFBm5edRs1WYGKL8sk8w8M9aL+kuAgg4fhpw0LLW5mpy/onkTJrOFwbazmpxfzxr3bAagp101RFXWL5Y1BK3A5Xfw1QuvXUEI8XvAF4BbpZSe5QaSUn4P+B6EymBHP9TEMjw0gADef3scG1Emi8xC+Jtjmt5Av72lHLPJgMsbwByn3hLRUJ1TzVPvfUrb9fzb/wTya8HvgbT4LyVbr/StW9nwwvOaxvDuDe9mwDaguxK71ZsK+MhX36RpDAV3foCgU3/LuJqvv4kN+27U7OsthGDnW2uwZOivHHHWvnIy95Zpdu2MpjT2/tF7KaxQjc4jlVOSR3FGPlZ38j8QV2Inlv9qHQOahRANhBKfDwAfvPwAIcRu4N+Bt0spx2MYi6709vZiMpmorlZboiK22E9GwxvAGxqLuKFRf9X7Fm+cNb153vSHoQ+dSYSk447GOzQ9/3osJttaX7uCD3xA0/OvR0L8vAJ73qa/4q2Jcu3e9Kf/VdPz61nj9o2cOnUKv9+v+gEp6xKzx9NSSj/wN8AB4DzwCylluxDiPiHEOxcO+zqQDTwihDgthHg8VvHoycsnzyGzitQPdaSkhH+7AQ7/q9aR4PUHOaejSnDegJe3//Lt/Lrz11qHAj4XjJ3TOoqw+Wdm6LrtLdiefVbrUHD6nPTM9mgdRtjmxl386AuHGUqAJVQBux1Pb6/WYYRt+OJ5fnD3Rxnr7dY6FNzzPuYm9DOD5j43xeg3j+Of0j7m+dkZbJPq+W+kGhoa8Pl8DHT0aR2KolMxXZ8jpXxKSrlRStkkpfzywmv/S0r5+MJ//56UskxKuWvh452rj5j8rBOzpPsdWAoqtA5FfyY7Q71/LNlaR8I3n+3gXd8+hMsb0DqUsLROtjI8P0yuRZv18Fd46n/Ag/8FgvrYQ+U8dgz/2BimIu1n/T738ue45+A9WocRtqGLMzimPWTna1/sZfAvPsrIF/5O6zDCNth+ltnxUXKLS7QOhUf+6TivPqqf/Rie7jkCMx6Medp+38lgkB9+6q848qufaxqHHtVV1SKk4OKrag+Vsj762aCQIp57PVQRZk/LRo0j0aGeF0N/algAYdENjYX4ApLj/fFvirkeR0aOYBAG9pbt1TqUUP8m1wyMtWkdSVjmX3sNkZlJRkuL1qGwt3wvfbY+RudHtQ4lLEPnp8nKt5BXmqF1KGRefz2us2cJzs9rHUpY+ltPU1LXQEaO9g8tqjbmM9w5SzCojy267q4ZzPW5CI33aAqDgeotLaoQwjpk5mZRmlZA79jg2gcryjJUApRgOjo78WLk1l2btA5Ff7qfh4IGKGzUOhL21RdiMghe7dJHP6DD1sO0FLeQZ9GmJ8YVFhvY9r6kbRxhmj/0Kln79yPMZq1DYX9FqAy3HqrBBQNBBi/MULu1UPO9GACZN+wHvx/nicTvpeRxOhnuOE/9zsQolFO9qQCP08/kYOI34vXPevCPu0hv1qbq4FK123YwOzaCbUItg4tUQ3kN474Z5mcS//tOSTwqAUogwWCQwOwowexS0kzx7Uyte35vqIFm0+1aRwJAlsXE7tp8DnUlfpWaOc8cbVNt3FR5k9ahhORVQVEzdB/UOpI1efv78Q0OkvUmbauYLdpYsJECSwGvDb+mdShrGu+343X5qdlaqHUoAGTu2YMwm5l/9bDWoaxp8FwrwUCA+h2JkQAt9nAaPJ/4M96eztB+s3SNyq4vVduyE4C+s6c0jkR/NmzbBAI6juqvibGiPZUAJZDh0THS8dKyWS1/i5jPCdd/FFreq3Ukl9y2qZQ2q40J+7LV3ROGL+jjv275r9xekxjJIwAbfg/6Xw0VREhkBgMFH/wg2bdqv+wSwCAM3Fh5I4eHDxOUib2HKi3dyNY3V1KzJTESIENGBpl79+I4dEjrUNaUnV9Ay1veRtXmLVqHAkBWnoXimmwG2hM/ATIVpZO1vxxTWabWoQBQVFNHdmERfWcSf+Yx0TRct5E0aaK7QzVEVSInNO35sQ579+6Vx48f1zqMmDh8+DDPPPMMn/zkJ8nLS4ClSMo1sc66sM642FObj8monjVEZKo7tA+ocjcY1GxoJDpmOggEA2wu3JwQS8v0xNXWjsFixtLcrHUoujPSPUdGdhr5CZJY6MnguVbySsrILSnVOhTd+cn3f8y4bZJPfPIT6t875SpCiBNSymU3N6u7sgRyuv0CRcXFKvlZj6HjoeaZCaQqP4PrGwoTOvmRUnJ6/DT+oF/rUK5U1ATVexM6+ZFeL66zZ5GBxKr0t7FgI1uKtiT0zYDX7Wdi0I5MsE3zGS3bEj75cdltTA0NaNuweBkVTXkJn/wEbF78k66Eu3Y1W7er5GedNu7czJxtjqkpfey3VRJH4t6ZpRi7083w0CDThsRYl6wrjnH4/lvhNe37/yx1YdTGV393gUCC3egt6pnr4c+e/jN+0/UbrUO52tAJOPgVraNYkfP0afr+9P04XnxR61Cucmz0GD9o/YHWYaxooH2aX3z5GKO9idcry/Hyy0z/+CGtw1jRxcOv8OCnP87s6LDWoVyl++Q4515NvLgWzb8+wug3jhN0JtgDH6D9pee58Ko+Cr8kksaGUNGji6+2ahyJojcqAUoQz77ejklIWrao6m8RW9wsnyAFEC7XMebgOy9202qd0zqUZb1qfRUgcQogXM56HF76J/j/27vv8KquM9/j33WaekMCgSSERO/VVAOm2mDjgoPtOHHi7mQynsk4uZmMJze+NzO5T5oT0ozt2MYzLnFvYDCYatNNE1UI1JCEAPVezznr/iGRIUKABOecvbfO+3kePWpbe/3YrEc6a++13lVhzs0p67fvAIeD8KlTjY5yid1nd/PHg3+kutmc/a7weDmuMAeJaVFGR7lE7abNlP7+9+iWFqOjdCr/8AGieycS2zfJ6CiXOLn3PHs/zTPdE5YLmk5W4kyOxB7hNDrKJY5s/py9qz80Oobl9IrvRZQK59SJk0ZHERYjAyCTOJKZhUcrFk4xfi8Ry8nZBOEJ0Hec0UkuMWtwAkrB1ixzljjdWbyT9Jh0+kWacOPdwQva3mdvNDbHZdRv307Y+HHYI43feLejmckz8Wovu8/uNjrKJbTWFByvIGV4HDYTTg+NnDUTb309DQczjI5yCY/bTcHRw6SNm2DKKY6pI3tRV9lMxVnz7aXkbXTTUlhrmupvHaWPn0RJXg71VZVGR7EUpRQDE/pT2HCeloYmo+MICzHfX58gVV9SSHNYPNERoUZHsRavB05taHv6YzNfd46LcDEuJZYvTpqvHHZDawN7z+3lxiRzlHC+RK+BEJcG2ZuMTnKJ1vPnaTp+nMiZs4yO0qkxCWOIckX97QmfmZSfqaeusplUk5S/7ih82nRwOKjfvs3oKJcoyjxKa1MjaeMnGR2lU6mj4gFMWQ2u6WQFaPOUv+7owv9p/qEDBiexnmGjRuBRXk7ulnLYouvM94oxCB04WUC4bqR/+mCjo1hP4VfQWAHDFhud5LLmDOtNRmEVlfXmmlKzq3gXLd4W5vafa3SUzikFgxe2bYhqsgIXdVvb5upHzjPntXPYHEzvN50dZ3aYbjpS/uEyANLGJhicpHP2yAjCJ06k7kvzDYBy93+Fw+kibcwEo6N0KqpXKL2SIig4Zr4F6Y2ZFdginLhSo42O0qk+A9IJj4klL0PKYXfXkKkjcWg7WcdPGB1FWIgMgEygoaQAgNtnmWNTO0vpPwUeWQ9DFhqd5LLmDOtDdKiTnNI6o6P8ndn9Z/PyzS8zIdGcL6aAtv9XVwRU5Bqd5O/E3HUnqStfMXXFsFkps1BKUdJgrumX4xb0566nJhARE2J0lMuKvGk23oYGPHXmmso1494H+NpP/gNnqHlnCgwYFU9jXStekxV+ibtjEPHfHomymW/qIICy2UifcAMNMgWu25xhLlIj+pJbVWS6Gz7CvGQfIBNYuXIlLS0tfPe73zU6ivADrTUerzZ1OWzT8raXmDZxOWyzavW24lAOU64VMTvd2goOuXbXwuPxYpffddfE43ZjdziMjmFJB/YfYNXqVXznO9+hXz8TrmkVhpB9gEzsTGkVpwsK6JOSbnQU66nIhc9+DFWFRie5IqUUDrsNrbVp7ooeKz/G7/b9jvJG801V+Ts2e9ub1m1vJlC/ew8lv/89njpzPdHryGlzopTCq71GR/mb3IxS9q7Jw+M2T6bOKGfbtdNe8+Q8vm0LX33yvunvcF8Y/Jhpj6e63Wep22Xe8twXXBj8mKnfWcXQYUMByDqRZXASYRUyADLYZzsOooAEGQB134k1sOcFwDx/aC8nv6yeOc9uZfMJc0xHWp+/ntePv47L7jI6ytUVH4Tlo9s2uzWB6lWrqHzzr9hCzDuF64LdZ3cz/735FNQUGB0FgMwdxWTuPIvNbv4nKzXrP+fU7JtwV5pjSlLGuk85tWeHJZ5KHd9RzGs/2Ymn1fgX8lprar8soumE+QozdGbvqg949YffM/1A12wiIyPpF9mbYzvMV71RmJMMgAyWfeokTbiYOVYKIHRb1meQOBpiU41OclVJsWFU1Lfw+fFzRkcBYGvhVib1nUSUy3z7sFwiLh3qzsGJT41OgvZ4qNu6lchZs1BO8+0l0lH/qP6UNZaxpXCL0VFobfFQeKKS9LEJlngR70xKwlNWRt0Xxm9OWV9VydnsLAZNMt+eU52JiAmhrrKZoizjB4/ukgY8FU2Ejow3OkqXhMfEUllcxPncbKOjWM6gPgModVdRUWC+qqvCfGQAZKCa+ibsdedxxidjM2EJZ1OrK4WCXaau/nYxl8PGvOF92JhZgttj7F3RvOo88qrzzFv9raOwWEib1TYAMviuaGNGBp6KCiLnmW/T3c4kRyYzvNdwNhUYX0q88FgFnlYvaePMWf2to9DRo3AkJlK70fh9qHL27QFg0A3WGAClDIvDGWInN8P4F6KN7RXpwoabs+x6RwMnTkbZbGTv3WV0FMsZPX08AEe2SylxcXXyqttAq77cj1N5mTLBfBt4ml7mJ6C9MGqp0Um67JZRfamob2H/aWPviq7LX4dCsSB1gaE5umX4bVCeDWXG7vZds/YzVEgIkXPmGJqjO+b1n0dGSQZljWWG5ji1/zxhUU6Sh8QamqOrlFJEzZ9P/fYdeBsbDc2StetL4volk5CaZmiOrrI7bQwYHU/eoVLD1z02Hi7FNSAau4mrDl4sLCqalBGjyd5rvk2Mza7vkBR62aI4kWfs3wlhDTIAMtD5glO0KCe3TB1tdBTraW2E/lOhz0ijk3TZTUN743LY+OyosdPgWj2tzEqZRWJEoqE5umX4bW3vj68yNof2EnXLzdgjI4zN0Q3zUueh0Wwu2GxoDgUMuSERm4UqhEUtmI9uaqJum3F7Anm9HuwOJyNmzrHE1MEL0scn0FjbyrmcasMyeJs9qDAn4eN7G5bhWgyePI3yogLKz5i7wI8ZDU8ezNnWciqLTV7gRxhO6i0apLm5mcbSImZMGo/LKf8N3Tbjn2D6k22bZVpERIiDf71lGEMSjV13888T/9l6C2yjk2DuTyDtRkNj9H3mGctdu6FxQ3lszGOMih9laI6bHxttuWsXPmUKvR55hJB044rU2Gx27n76Z5a7dmljEhi/oD8RscYVWrGF2OnznbGWu3ZDp82kvqoSV1iY0VEsZ+zMiex86yAnsrOYnjTD6DjCxGQfIIN8deAQa1d9xEMPPURaWprRcaylsRJCYy01+DGL6uZqYkJijI5hSZ7qauwxcu2uRVN9K6ER5i8aYUZNdXWERkYaHcNytNboRje2cOl3web555/H5XLx6KOPGh1FGEz2ATKhDzftotXmIjXV/BXMTOet+9veLCq/rJ7PjwV+GpzWmgfWPsAzO54JeNs+U5IJpwK/KF273eQsvpWSZ58NeNu+cqz8GHvP7Q14uy1Nbv776R0c+Px0wNv2Ba01DQcO0pgR+PK6dRXlPP/ENzm6ZUPA2/YF7dUUnaigrKg24G27zzdQ/PM9fyuCYDVej4e8g/uoKD5jdBTLGTl8BIWFhVQUGV+EQ5iXDIAMcL6yFmfdeZzxqVL9rbuqCtuqvyVPNDrJNfvT5mx++O4hmlo9AW33RMUJ8mvyGZ1g4TVnG56B1d+HAG8UWL97D56KCkLHjA1ou770810/5zd7fxPwdvMOleFu8dI3PTrgbftK8Y9+ROmfnwt4u1m7tuP1eOg3ZHjA2/YFr1ez7i9HObgh8PtQNRwqBa1xpVqg1H8nWhob+eTZn3N441qjo1jOiAFtm6Ie3PSVwUmEmcmrbwO8v3EndqWZO2Oy0VGs59Dbbe/H3mtsjutw5/gkapvdbM0K7N2pj7M/xmlzckvaLQFt16fG3AM1RVC4J6DNVn/4IbaYGCLn3BTQdn3p1oG3klmRSW51bkDbPbHrLFHxofQbZI3qbx0ppYhesoT6XbtwlwWukp7WmmNbN5A4cAjxKf0D1q4v2R02Bk3sQ25GGa0tgbvho72ahv3nCR0ahz3KAps9dyI0MpL0CTdwYuc2vN7A3iyzuj4Dk+jr7MXR05mWW/8lAkcGQAbIzzpOgy2CWeOGGB3FWrSGjDfb9oSJSzM6zTWbMSiehMgQPjxQFLA2WzwtrMlbw7zUedZeAzTsVnCGw6G3Atakp7qa2o0bibntNmwh1iil25lb0m7Bpmx8mhO4DWVryhspyqpk+PR+KJt11+zFLLkNPB5q1qwJWJsleTmUFuQzeo6FytV3YujkRNzNHnIPBu6GT3N2FZ6aFsInWajSZSeG3ziH+soKCo4cMjqK5YwdOppKbx2nM2RDWdE5GQAF2P4T+US4q+k3aIRMf+uu0zuhMg8mPGB0kuvisNv42qRkNp0ooaSmKSBtbi3cSnVzNXcNvisg7flNSCSMuhuOfgDNgVlXULN2LbqlhZi77w5Ie/7SJ7wPs5Jn8XH2x7i97oC0mbX7HGgYPq1vQNrzl5AhQwgdO5bK994L2B3lo1s3Ync6GX6jdZ86AiQNiSU6IZTj24sD1mb9vnPYwh2EjYwPWJv+MOiGqYRGRXNk03qjo1jOhAVTsGsb+7fLNDjROXkFHmClp7NQysayBVKesduSJ8GyV2HE7UYnuW5fn5yK3aY4UBCYTVFnJs/kl7N+yfR+0wPSnl9Negi8HigOzKL06CVLSPrts4SOss6eU5ezbOgyGtwN5FTlBKS90Tclc8vjo4lOsH4537h778FTWob77NmAtDd16b0s+f6PLV8BTtkUI2cmUXW+geaG1oC0GbM4nbj7hqEc1n6J43A6GTV7HiX5uXjcgbl2PUVYXCSDY1LJqsijtVWunbiUlMEOILfbzfLly0lJSeH++61bxUz4Rk1TK9GhUqK127SG5hoItfBUPoO4vW5aPC2EO8ONjmI53pYW0NrS0yCN0triwWZX2C20Ca5ZtDQ14nC5sNnsRkexnOwTp3jj7TdZunQp48aNMzqOMICUwTaJtz/fSX19PeMmTDI6ivVk/BW2/bbtzn8PcWHw0+L2b0WzNzPf5M3MN/3aRkAp9T+DH3eLX5sqe+EFqj78yK9tBJLD5iDcGY7WmlaPf++K7vooh5wDJX5tI5BsLhe2kBC014v28x3lTStfIC9jv1/bCCSny47dbsPr1Xg9/vt9p72aivdP0pxX7bc2As0VGobNZsfjdsuC/m4aNGwwCQkJ7NkT2KI5whpkABRAhw7so8EWxrAhg42OYi1eD3zxKzj5OfSwu2DfeX0f33vTfy90mtxNvHDoBb4628PmQXu9sHIxrHnKb024Kyspe+FFGg8e9FsbRmj2NLNs9TL+nPFnv7VRU9bIgc9PU1oQ+P1f/MlTVUXO4sVUvP6G39o4n5tNxvpPqTgTuCIpgVBT1sjrP9nJyb3n/dZG86lKGvadx1PV7Lc2jFCSn8tfvvcQ+T1oUBwISikmDhxDcXExeQdOGh1HmIwMgAJk075MItw19B82VqYBdNepDVCZD1O/Y3QSnxveN5qNmSXklNb55fyf5X1GVXMV3xzxTb+c3zA2GySOhMPvQq1/XlBVf/ABuqmJuAesXXSjoxB7CGnRabx38j3qW+v90saRrUUopRh9U7Jfzm8Ue2wszsS+VLz+ut+eAh34bBXOkFBGz7V29beOouJDcYU5yNhQ6LcnGXU7i7FFOQkbk+CX8xslPqU/NrudfZ/2nKfRgTLhxhtwage7tuwwOoowGXklHiAbv9hGq7bzzcWzjY5iPbufg6ikHlH8oKNvTR9AiMPGy9vyfH5urTVvZL7B4NjBTO7bA/ecmvY98LTCV3/x+al1SwsVb/6V8KlTCR021OfnN9qDox6ktqWWj075/gVVS6ObzJ1nGTShN5FxoT4/v9F6PfIw7rNnqVnn+8pcdZUVZO38klFz5hMSHuHz8xtJKcX4BamUn6mjKNP3xV9aSxpoyqokcmo/yxc/6MjucDJx8R0UHD3E+bzAFDDpKcJiIhjddwinagqoON1zpuSK69ezfkuY1P6s07hqiglNGkKv6J71R83vCvZA3pcw7R/A3vMKBiREhvC1SSl8cKCI0lrfTtvYUriFk5UneXj0wyhl3T1YLit+EIxYAntfhmbfPkGr+uQT3GfPEv/oIz49r1mM7T2WiX0m8vrx131eEvvIF0U0N7gZvzDVp+c1i8jZs3ENGkT5ypU+f5Kxb/UHeL1eJt1q8XL1lzF0ciLhMS4Objjt83PXbilEOW1ETOvn83ObwdgFi3CFhbFv9YdGR7GcG2+dA8AXn24yNogwFRkABcCx/XvAZuehpbcYHcV6nGEw8k6Y/KjRSfzmsZnpuD1e/munb58CxYXGsShtEbem3+rT85rKjO9DUxUceM2np3X2SyLmrruImDXLp+c1k4dHP0xxfTHr8tf59LyxieGMuSmZxLRon57XLJTNRvwjD9OcmUn9jp0+PXfvAQOZfPvdxPbtmS/i7U4b4+b1pzCz0ufrw5wpkUTNT8Ue6fLpec0iJDyCMfMXkbVzGzWl8iSjOxIGJDIiLp2jJaeoPl9hdBxhElIG28/Kysp47rnnmD59OjfffLPRcYRJbTx+nhmD4wl3OYyOYj2Zq2HIzeCQ8sTdobVmY8FG5vafi8Mm/a47tNtN7ebNRC1YgJINrbultdlDUVYlaWPie+aTaT9qqKmm9HQeA8aMNzqK5ZTmnWPFay8yZcoUFi9ebHQcESBSBttAL7/9MQ6HgxkzZOPTbtEavvwN1ARm00GjLRiZSLjL4ZMpNa3eVp4/9DxVTVU+SGYBI25vG/z44Np5GxooXbECT51/igOYiVKKhQMW4rD5pt811rawf10+7paeU6r+cpTDQfTNN6NsNp9cu+qSc+xf8wket2+nI5qRM8RO+tgElFI+uXYtxXXUf3UO7bXWzdxrER4d87fBj9VuXhutd3pfxo8fz969eykrKzM6jjABGQD50aptB2kqK8KVMopIi+/mHXBHP4DNP4fsDUYnCZgjRdUs+N0XHD1zfXtYvJv1LisyVnCwpGeVb76ivG3w5xug4vqmEZa//DJlf/wTzSeDp2TqloIt3PnJnZQ3ll/XefaszmPPqjxqypt8lMz8qj/5hLy7luKtv74B8xdvrGT7O6/RUBMkNy2Aw1sK+eDX+/Fcxz5oWmuqVudQvT4P3dzzB94X7Hr/Ld7/fz9Fe/27h1xPM2/ePOzYWPOqrKMSMgDym7rGZrZv2UCjCuUf7pXHrd3SVA0bnoG+Y2F8DyvffAWpvcKpbmzlJx8dwXONdzNLG0pZkbGCaf2mMaf/HN8GNLNeA6H2HKz54TU/CWrJz6f8lZVE33Yb4RMn+DigeQ2IHkBhbSG/3ffbaz5Hyekajm87w5ibkunVL3gKvTj7p9KclUXpn659T6X8Qwc4tWcnU++8h6hePat885VExYdxPq+GHKPUZwAADzZJREFUjI0F13yOxkOltOTVEH1zGraw4JnGGRkfT8GRDI5u3Wh0FEuJiopiWtoE8uqLObpR9lQKdjIA8pPlr31EuLeBybPnExkmaxO6Zd2/Q+1ZWLK8x218eiUx4U5+umQkh4qqeXVH959kaK352a6f0exp5umpTwfX/PqYZJj3U8jZ1LY3UDdpj4fif3saFRJCn3/9kR8CmtfA2IE8MvoRVueuZvuZ7d3+eXerh42vHic8JoTJS9L9kNC8widOIPa++6h47TUaDx/u9s831dex/sU/0isphUm3L/VDQvNKH5vAwAm92bsmn8pz3X+C5qlppvKTHFypUUTc0NcPCc1r9JyFpIwYzZdvrKS2QqZzdcfs+xYSZ4tk7fbPqSu/vtkWwtpkAOQH63YdorX4BJ5eaSyb2wP3X/GnrM8g4w2Y+RSkdLpurUe7Y1wSC0Yk8qt1JzhY0L29Mj7O/pgvir7g+xO/z8CYgX5KaGJTHof+0+DTp6C0e1PYyleupDEjg74//d84ExP9FNC8Hh/zOINjB/Pv2/6dc/XnuvWzez7JpfJcA/O+NZzQiJ5Xqv5q+vzwBzj79uXMvzyFp7p7L6i2/NdfqK+sYNE/PoXTFXw3ymbfNxRniJ31Lx2ltRtrx7TWVH5wCtxe4u4ZirIH0c0e2tfvPfEkHrebNX/4NV5P8Ez/u17OEBdLb7+LJt3Ch6+8i1emEQYtGQD5WHl5ORlfrsMeHs1TD91jdBzrSZ0GM/4Jbvqx0UkMoZTi2XvG0icqlA8OFHXrZ2cmz+SR0Y/wzRHBM23w79jssGwlOEPh6Pvd+tHoRYtI+N73iF6yxE/hzC3UEcpv5/yWJk8Tmws2d+tnh0/vx/Slg0gdFe+ndOZmj44mefnvaC0tpX5H93abH7fwVuY+9AT9Bg/zUzpzi4gNYcHDI6k428C5nK4PHpVSRN6YTOxdg3H2DvdjQvPqlZTCwiee5Oypk5Se9v1G2j1Z6oTBzBw6hdyGM2z5TKYRBiu/lsFWSi0C/gDYgZe11r/s8P0Q4DVgElAO3Ke1zr/SOc1cBvto7hnWf/wO7tZWHn/8cXr16mV0JOsozYKYFHAFz/qBKzldXk9ybBgOe1uVqStNZ8uqyGJgzECcPXCj2GtSlt22Jshma1sPdIVr13T8OCHDh0sp43Z51XmkRaf9rULXlfpdyekaeqdGBddUyytozs0jZGDbFMCrXbvzudkkDhwcqGimV3munri+bb/7r3TttNa0nqnDlRIVyHimVlFcRK+kFODq/U78D6/Xy8fvfsThE0dYuHAhN954o9GRhB8YUgZbKWUHngMWAyOB+5VSIzsc9ihQqbUeDCwHfuWvPP727qY9vPnaq1TVNfLtb39bBj9dpTUcfg9emt82dUkAMCA+AofdRmV9C/e+uItdOZdW6PJqL++ceIdvrPkGyw8sNyClSSUMbhv8VBfBykVw5tLFrtrtpuyll8i7517KX3rZgJDmlB6TjlKK3KpcHlr3ENmV2Zcc42n1suujHN77xT4ydwRHmfquuDD4aTx0iIKHH6GlsPCSY1qbmtj48greePpfyN67O9ARTevC4Of0sXLWrDhMfVXzJcd4G91UvJ1FyXMZNOfL2o0LLgx+MrdvZc0ffk1DjVybrrDZbNyx7E5GjhzJhg0beP+Pb9BY3fO3PxD/w59lU6YA2VrrXACl1NvAncDxi465E/i/7R+/D/xZKaW0BQrcNzU1setQJodyijmTl01EayVuWwT3fP0++vXrmbt4+9TZw5C7FY59CMUHIWUKzH/G6FSmU9HQQkltM/e/tJtZQxJYODKR5MQS8uoPsyZ3DdlV2cxImsFjYx4zOqr51JdC1Wl4aR4MuxWGLKS+LoWGY6eoXrWK1tMFRN1yC3HfuN/opKZT3lROTnUOy1YvY8GABUzvN51RDVOpOt1M1u5z1FU2M3JmEkOnBN96qatxl5XRdPgwubfeRvStiwmfOo2SvvGczc3m+Jebaaiu4obb7yZ9QvCtcbyahuoWijIreeP/7Gbo5ET6DY6hf4id1qJa6veXoJvdRC8cgCs12uioptNQXcXJPTvIP3yAETPnkjJiFMOmzzI6lqk5HA6WLVvG2lc+ZF/RUbKX/4GRiYNJTu9P+IBYeZp2jeLj4+ndu7fRMa7Kb1PglFLLgEVa68faP/8WMFVr/eRFxxxtP6ao/fOc9mPKOpzrCeAJgNTU1EmnT5/2S+buKCkpYcWKFQA0qDCShozm8bsXEBEafAtZr8nWX8LWX0DvETDtuzD+AbAHTxnT7mhq9fDK9jze+qqAospGFs7awe6y1YyMH8mDIx9kUfoibEqmcHWqqQZ2/AEOvgF15yg6czu12/YTNmEC8Y8/RuTcufJH7jIqmyp56chLfJrzKZXNlTx9/gWq8ppJGhrHpMUD6D9cnnJfTuv5EspWrKBm7Vq8tbXsWXwTlefPMmDsBKbd/XWShg43OqJpVZc2sndNHjkHS3E3e1iaEo63yU3Y8F5EzUvFlSR76l1OWeFpdr3/Fjn79+AMCeUfX3nL6EiWkbf/JF9s2sLp+nNoZfp78KY2a9Ys5s+fb3QM4MpT4CwxALqYWdYAud1ucgrO4AwNJ61vPDZZQ9A9DRXgdUNkH6OTWIbWmvM1zTR5qokJdxEXGmd0JOvweqHmDK11bmxRvbDHxBidyDI8Xg9n688S1hRFVGQEriDab+V66dZWWouLaXQ5CYuLwxUaZnQky/C4vdSUNRLlsmOPcqKcwbMlwvVyt7RQW15KXL9ko6NYTnN9ExVnSiDKiQUmI5lSZGQk0dHmeEp7pQGQP/+SnQH6X/R5SvvXOjumSCnlAGJoK4Zgeg6Hg2EDBxgdw7rC5e5xdyml6BsTCoQaHcV6bDaI7Y8z1ugg1mO32UmJSgFZd95tyunENWAALqODWJDdYfvb2iDRPQ6XSwY/1ygkIpR+Q1ONjiECwJ+PLfYCQ5RS6UopF/B1YFWHY1YBD7Z/vAzYbIX1P0IIIYQQQghr8tsTIK21Wyn1JLCetjLYK7XWx5RS/wHs01qvAl4BXldKZQMVtA2ShBBCCCGEEMIv/DqZW2u9Fljb4WvPXPRxEyC7hQohhBBCCCECQlbuCyGEEEIIIYKGDICEEEIIIYQQQUMGQEIIIYQQQoigIQMgIYQQQgghRNCQAZAQQgghhBAiaMgASAghhBBCCBE0ZAAkhBBCCCGECBpKa210hm5RSpUCp43OcZEEoMzoEEJchfRTYXbSR4UVSD8VViD9tM0ArXXvzr5huQGQ2Sil9mmtbzA6hxBXIv1UmJ30UWEF0k+FFUg/vTqZAieEEEIIIYQIGjIAEkIIIYQQQgQNGQBdv78YHUCILpB+KsxO+qiwAumnwgqkn16FrAESQgghhBBCBA15AiSEEEIIIYQIGjIA6gKl1CKlVJZSKlsp9W+dfD9EKfVO+/f3KKXSAp9SBLsu9NPZSqkDSim3UmqZERmF6EI//YFS6rhS6rBSapNSaoAROUVw60I//a5S6ohSKkMptV0pNdKInCK4Xa2fXnTc15RSWiklleHayQDoKpRSduA5YDEwEri/k190jwKVWuvBwHLgV4FNKYJdF/tpAfAQ8NfAphOiTRf76UHgBq31WOB94NeBTSmCXRf76V+11mO01uNp66O/C3BMEeS62E9RSkUB3wf2BDahuckA6OqmANla61ytdQvwNnBnh2PuBP67/eP3gflKKRXAjEJctZ9qrfO11ocBrxEBhaBr/XSL1rqh/dPdQEqAMwrRlX5ac9GnEYAsqBaB1pXXpwD/SduN+aZAhjM7GQBdXTJQeNHnRe1f6/QYrbUbqAbiA5JOiDZd6adCGK27/fRR4DO/JhLiUl3qp0qpf1RK5dD2BOifA5RNiAuu2k+VUhOB/lrrNYEMZgUyABJCCGE6SqkHgBuA3xidRYjOaK2f01oPAn4M/G+j8whxMaWUjbapmT80OosZyQDo6s4A/S/6PKX9a50eo5RyADFAeUDSCdGmK/1UCKN1qZ8qpRYAPwHu0Fo3ByibEBd09/fp28Bdfk0kxKWu1k+jgNHAVqVUPjANWCWFENrIAOjq9gJDlFLpSikX8HVgVYdjVgEPtn+8DNisZYMlEVhd6adCGO2q/VQpNQF4kbbBT4kBGYXoSj8dctGntwGnAphPCLhKP9VaV2utE7TWaVrrNNrWVN6htd5nTFxzkQHQVbSv6XkSWA9kAu9qrY8ppf5DKXVH+2GvAPFKqWzgB8BlSxEK4Q9d6adKqclKqSLgHuBFpdQx4xKLYNTF36e/ASKB99pLDMtAXgRUF/vpk0qpY0qpDNr+7j94mdMJ4Rdd7KfiMpQ8qBBCCCGEEEIEC3kCJIQQQgghhAgaMgASQgghhBBCBA0ZAAkhhBBCCCGChgyAhBBCCCGEEEFDBkBCCCGEEEKIoCEDICGEEAGllFraXuL64jevUmrxVX5uZ/v7NKXUNy5zTJJS6n1/5BZCCNEzSBlsIYQQhlJKPQF8E5irtfZ24fg5wP/SWi/xdzYhhBA9jzwBEkIIYRil1FDgGeBbFwY/SqkfKaX2KqUOK6V+dtGxde0f/hKY1f7k6KkO50tTSh1t//ghpdSHSql1SqlTSqlfXybDL5VSx9vbe9Yf/04hhBDm4TA6gBBCiOCklHICfwV+qLUuaP/azcAQYAqggFVKqdla6y8v+tF/o+tPgMYDE4BmIEsp9SetdeFFGeKBpcBwrbVWSsX64t8mhBDCvOQJkBBCCKP8J3BMa/3ORV+7uf3tIHAAGE7bgOhabdJaV2utm4DjwIAO368GmoBXlFJ3Aw3X0ZYQQggLkCdAQgghAq59Hc/XgIkdvwX8Qmv9oo+aar7oYw8d/u5prd1KqSnAfGAZ8CQwz0dtCyGEMCF5AiSEECKglFJxwKvAt7XWtR2+vR54RCkV2X5sslKqT4djaoEoH2WJBGK01muBp4BxvjivEEII85InQEIIIQLtu0Af4Hml1MVf/4XW+h2l1AhgV/v36oAHgJKLjjsMeJRSh4D/0lovv44sUcAnSqlQ2p4+/eA6ziWEEMICpAy2EEIIIYQQImjIFDghhBBCCCFE0JABkBBCCCGEECJoyABICCGEEEIIETRkACSEEEIIIYQIGjIAEkIIIYQQQgQNGQAJIYQQQgghgoYMgIQQQgghhBBBQwZAQgghhBBCiKDx/wH6KeoT8wKSyAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "frames = signal_to_frames(numpy.ones(stride*8))\n", "plt.figure(figsize=(14, 5))\n", "plt.xlabel(\"Zeit in s\")\n", "plt.ylabel(\"Amplitude\")\n", "for i, frame in enumerate(frames):\n", " plt.plot(t[i*stride:i*stride+win_size], frame * window, '--')\n", "plt.plot(t[0:stride*9], frames_to_signal(frames));\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Methoden der Rauschkategorisierung\n", "\n", "Die Amplitude des Rauschens im Eingangssignal ist im betrachteten Zeitraum nicht konstant. Jedoch ist die Energie des Rauschens im gesamten Frequenzspektrum des Signals verteilt und kann damit von dem Nutzsignal unterschieden werden. Wenn der Grenzwert zwischen Störsignal und Nutzsignal bekannt ist, dann kommen unabhängig von der Domäne zwei Arten von Grenzwertfunktionen in Betracht:\n", "- Ein harter Filter $f1$, bei dem alle Werte unter einem Grenzwert auf Null gesetzt werden, und\n", "- Ein weicher Filter $f2$, bei dem der Bereich außerhalb des Grenzwertes in Richtung Null skaliert wird.\n", "\n", "Diese Filter sind folgend für Werte $arr$ mit dem Grenzwert $g$ mit $0 < g <= max(arr)$ definiert:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "\n", "# Harter Filter\n", "def f1(arr, g):\n", " return (abs(arr) >= g) * arr\n", "\n", "# Weicher Filter\n", "def f2(arr, g, maximum=1):\n", " return numpy.sign(arr) * numpy.clip(abs(arr) - g, 0, maximum - g) * (1 / (maximum-g))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wahl des Waveletalgorithmus\n", "\n", "Für diese Anwendung wurde die *diskrete Wavelettransformation* (DWT) gewählt, denn sie bietet gegenüber der *kontinuierlichen Wavelettransformation* (CWT) Vorteile in der Verarbeitungsgeschwindigkeit und in der Art der erzeugten Koeffizienten.\n", "Während die CWT mit kontinuierlichen Signalen arbeitet, können der DWT direkt die oben erzeugten Abschnitte übergeben werden. Die DWT kann rekursiv angewendet werden, wobei bei der Analyse pro Schritt jeweils $n$ Samples zu $\\frac n 2$ niederfrequente Annäherungs- und $\\frac n 2$ hochfrequente Detailkoeffizienten erzeugt werden. Die nächsten Schritte werden dann bis einem bestimmten Level auf die Annäherungskoeffizienten des vorherigen Schrittes angewandt.\n", "$$ x = A_1 + D_1 = A_2 + D_2 + D_1 = A_3 + D_3 + D_2 + D_1 $$\n", "\n", "Rückwirkend können Abschnitte auch wieder mit Hilfe der Waveletsynthese (iDWT) wiederhergestellt werden." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import pywt\n", "\n", "def frames_to_coeffs(frames, wavelet):\n", " maxlevel = pywt.dwt_max_level(win_size, wavelet)\n", " return pywt.wavedec(frames, wavelet, level=maxlevel)\n", "\n", "def coeffs_to_frames(coeffs, wavelet):\n", " return pywt.waverec(coeffs, wavelet)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wahl des Wavelets\n", "\n", "Bei der Wavelettransformation wird wie bei der Konvolution ein bestimmter Filter $\\psi(t)$ (das Wavelet) über das Eingangssignal $x(t)$ gelegt.\n", "Durch die zeitliche Verschiebung des Wavelets über dem Signal werden Koeffizienten erzeugt, wessen Charakteristik stark von dem verwendeten Wavelet abhängt. In dieser Anwendung wurde deshalb ein Wavelet gewählt, welches einen geringen akustischen Störeffekt nach der Anwendung des Filters $f2$ hat. Nachfolgend sind auch alternative Kandidaten aufgelistet." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bior1.1 bior1.3 bior1.5 bior2.2 bior2.4 bior2.6 bior2.8 bior3.1 bior3.3 bior3.5 bior3.7 bior3.9 bior4.4 bior5.5 bior6.8 coif1 coif2 coif3 coif4 coif5 coif6 coif7 coif8 coif9 coif10 coif11 coif12 coif13 coif14 coif15 coif16 coif17 db1 db2 db3 db4 db5 db6 db7 db8 db9 db10 db11 db12 db13 db14 db15 db16 db17 db18 db19 db20 db21 db22 db23 db24 db25 db26 db27 db28 db29 db30 db31 db32 db33 db34 db35 db36 db37 db38 dmey haar rbio1.1 rbio1.3 rbio1.5 rbio2.2 rbio2.4 rbio2.6 rbio2.8 rbio3.1 rbio3.3 rbio3.5 rbio3.7 rbio3.9 rbio4.4 rbio5.5 rbio6.8 sym2 sym3 sym4 sym5 sym6 sym7 sym8 sym9 sym10 sym11 sym12 sym13 sym14 sym15 sym16 sym17 sym18 sym19 sym20\n" ] }, { "data": { "image/png": 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IiCSwX7xYRkcgyM3nlbhdSsRkpCRxw5xxLNu4m1fKqt0uR0RihIKOiIgbNr4Ou8vdrkIS3Oqt9Tz2TgVXnzyKkQMz3S4noubPHMGI/AzufKGUYFCzOiKioCMiEn3WwqNXwqOfhWDQ7Wokgf3ptQ1kpSZx/Znj3S4l4lKSPHzznAms2VbPMx9sdbscEYkBCjoiItHWuANaa2HHh7DqSberkQRV19zB8x9t5+LjhpObkex2OVFxwdRhTByawy9eLKPdrw8RRPq7sAQdY8w8Y0ypMWa9Mebmg+z3KWOMNcbMCMe4IpIAatZDxTK3q4iu6rXOfUoWvPxD8Le7W48kpKfer6LdH2T+zBFulxI1Ho/hpnnFbNndzILlW9wuR0Rc1uegY4zxAr8DzgMmAZcbYyb1sl82cAPwdl/HFJEEEeiAR+bD49e4XUl0VZc59+f+BPZsgvcecLUcSTzWWh5ZtoUpw3OZNCzH7XKi6owJPmaNyuePr2wgoHN1RPq1cMzozALWW2vLrbXtwALgol72+yHwc6A1DGOKSCJ49wHYtR7qK6G13u1qoqemFFJz4fjPwoiT4dU7ob3J7aokgXxYVcfa7Q3Mn1nkdilRZ4zh2tmj2FrXystrd7pdjoi4KBxBZzhQ0e15ZWjbXsaY44Eia+2zYRhPRBJBWyO88jNIDX3aXFPmbj3RVF0KvglgDMy91Tln5+0/ul2VJJAFyytIS/Zw4bRhbpfiirkTBzM4J5UHl252uxQRcVHEmxEYYzzAPcA3D2Pf64wxK4wxK6qr1QdfJKG9dS807YSP3e087zxvpT+oKYOCYufxiBNhwnnwxq+hebe7dUlCaG738/T7Wzl/yjBy0vpHE4KekrwePjNrJK+VVbOpRrOlIv1VOIJOFdB9brwwtK1TNnAM8IoxZhNwIvB0bw0JrLX3WWtnWGtn+Hy+MJQmIjGpcSf89zcw8QKYcgl4U/tP0GmpdWZwfBO6ts35AbTVw39/5V5dkjCe/WAbjW1+LpvV/5atdXf5rCKSPIaH39asjkh/FY6gsxwYb4wZbYxJAS4Dnu580VpbZ60tsNaOstaOApYCF1prV4RhbBGJR6/+HPytMOc28HihYIKznKs/6Fyi1zmjAzB4MkydD2//Cep1/Q/pm0eXVzDGl8mMkQPcLsVVg3LSOPeYITy2opLWjoDb5YiIC/ocdKy1fuB6YCGwBnjMWrvKGHOHMebCvh5fRBJMzXp4528w/WooGOds8xX3n6DTOXPVfUYH4MzvQjDghECRo7R+ZwMrNu/hsplFGGPcLsd1V504krqWDp5eqQ8QRPqjsJyjY619zlo7wVo71lr749C2W6y1T/ey7xmazRHpxxbf7ixVO6PbJbd8JVC7pX90Hqsudf78eSP33T5gFMy4Ft590AmDIkfh0eUVJHkMFx9f6HYpMeGE0fmMH5TFQ2pKINIvRbwZgYjIXhXLYc3TcMr/Qtagru2+CYCFmnWulRY1NWVQMN5ZstfTad+CpDTnIqIiR6jdH+TJd6s4e9JgCrJS3S4nJhhjuOqkkXxQWcfKilq3yxGRKFPQEZHosBZeugUyB8FJ1+/7mq/Eue8Py9eqS52ler3JGgQnfQ1WPwVV70a3Lol7i9fsYFdTO5/uh9fOOZhPHjecjBSvWk2L9EMKOiISHaXPw5Y34YzvQGrWvq/ljwFPUuJ3XutocZboFRwg6ACcfD2k58PiO6JXlySEBcsrGJqbxmnj1bW0u+y0ZD553HCeWbmVPU3tbpcjIlGkoCMikRfww6LbYOA4OP5z+7/uTXZeS/SLhtasA+z+jQi6S8uFU78J5Uug/JVoVSZxrqq2hdfWVXPpjCK8HjUh6Omqk0bS5g/yxDuVbpciIlGkoCMikff+w1BTCnNudUJNb3zFiT+j01tr6d7M/ALkFMKi250lfyKH8PiKCgAuna4mBL0pGZLDrFH5PPT2ZoJB/ZsS6S8UdEQkstqbYMlPoHCWc4HQAykoht3l4G+LXm3RVr0WjAcGjj34fslpTrvpre/CmmeiU5vErUDQ8viKSmaPK6AoP8PtcmLWlSeNZPOuZl5bV+12KSISJQo6IhJZS38Pjdvh7DvgYNf18BWDDcKuBG6tXF0KA0ZD0mF0xJp6mRP+Xv6hs/RP5ADeWF9DVW0Ll80c4XYpMW3e5CEUZKWo1bRIP6KgIyKR01QDb/wais+HkScdfN+9ndcSePlaTdmBO6715E2COT9w3rPykcjWJXHt0eVbyM9MYe6kQYfeuR9LSfJw2cwRLF67k4rdzW6XIyJRoKAjIpHz6p3Q0QRzbz30vgPHOcu6qhO0IUHAD7s2HH7QASj5OAyfDq/8FDpaI1ebxK2axjZeWr2Di48bTmpSL9dmkn185oQRGOCRZVvcLkVEokBBR0QiY3c5rPgrHP/Zw/vlPjnNWdaVqDM6ezZCsOPQjQi6Mwbm3gb1VbD8z5GqTOLYv96toiNgma9r5xyWYXnpzJ04mEeXV9DmD7hdjohEmIKOiETG4h86HdbO+O7hv8dXnLgXDe38cx2stXRvRp8GY8+C1++G1rrw1yVxy1rLguVbOH5EHuMHZ7tdTty46qSR7Gpq5/kPt7tdiohEmIKOiIRf1Tuw6kk46WuQPeTw3+crdpoRBDoiV5tbakJBp+AIgw7AnFugZQ+8+dvw1iRx7d0te9hQ3aQmBEfolLEFjC7I5EE1JRBJeAo6IhJe1sJLt0JGAZz8v0f2Xl+Js7xr98bI1Oam6jLIGQ6pR/HJ+7DjYPIn4a3fQePO8NcmcWnBsgoyU7ycP3Wo26XEFY/HcMUJI3hn8x5WbdUsqUgiU9ARkfBa9xJseh1O/w6k5RzZezvP5alJwOVr1WuPbjan05nfd64x9Npd4atJ4lZDawf/+WAbF04bRmZqktvlxJ1LpxeRluzhoaVqSiCSyBR0RCR8ggFYdKvTVGD61Uf+/s4gkGgNCYJBqFl3ZB3XeioYB8dfBSv+X2LOeMkReWblNlo6AszXsrWjkpuRzEXHDuep96qob03ApbIiAijoiEg4rXwEdq522kknpRz5+1MyIXdE4jUkqK9y2mz3JeiAM0vm8TrtpqVfe3T5FkqGZHNsYa7bpcStq04aSUtHgH++U+l2KSISIQo6IhIeHS3w8o+d675M+sTRH8dXnHgzOnsbEfQx6OQMgxO+DB88Bts/6ntdEpdWb61nZWUd82cWYYxxu5y4dczwXKYV5fHg0s1Ya90uR0QiQEFHRMJj6R+gYSucfYdz/Zej5St2lnkFE+gaF50XQe3rjA7A7Budc59e/mHfjyVx6bEVFaQkefjkccPdLiXuXXXiSMqrm3hrwy63SxGRCFDQEZG+a94Nb/wKJsyDUbP7dixfCfhboTaBThKuKYX0fMgs6Pux0gfAKTdC2Quw+a2+H0/iSmtHgCffrWTe5CHkZRzF8lDZx/lTh5KXkaxW0yIJSkFHRPrutbuhvQHm3tb3Y3XOeiTSeTrVZeGZzel0wpchawgsus1p5y39xsJV26lv9TN/ZpHbpSSEtGQv82cU8eLqHWyva3W7HBEJMwUdEembPZtg2X0w7TMwaGLfj5eIndf62lq6p5QMOP0mqFgK614M33El5i1YVkFRfjonjRnodikJ44oTRhK0lkeWJdAssogACjoi0lcv/wg8SXDG/4XneOl5kD00cWZ0mmqgZXd4Z3QAjv+s08Z70e2JdT6THNDmXU28Vb6L+TOK8HjUhCBcRgzM4IwJPh5ZtoWOQNDtckQkjBR0ROTobX0fPnwcTvwK5IbxxOhE6rzWGdjCHXS8yXDW92HnKvjwifAeW2LSYysq8Bi4ZLqWrYXbVSeNZGdDGy+u2uF2KSISRmEJOsaYecaYUmPMemPMzb28/g1jzGpjzAfGmMXGmJHhGFdEXGQtvHSLc5L97BvDe2xfCdSUJcb5J+FqLd2byRfDkCmw5Efgbw//8SVm+ANBHl9RyZnFgxiSm+Z2OQnn9AmDKByQzoNLN7ldioiEUZ+DjjHGC/wOOA+YBFxujJnUY7f3gBnW2qnAE8CdfR1XRFy2YTFsfNU5VyQtzBctLJgA7Y3OhTbjXXUZJGdCbmH4j+3xwJzbnA517/wt/MeXmPFKaTU7G9rUhCBCvB7DFSeMZGn5btbtaHC7HBEJk3DM6MwC1ltry6217cAC4KLuO1hrl1hrm0NPlwIR+IkvIlETDMJLt0HeSJhxbfiP7ytx7hNh+VpNKRSM79u1hQ5m3BwYORteuxPaGiMzhrhuwfIKfNmpnFkyyO1SEtb8mUWkJHl4SK2mRRJGOILOcKCi2/PK0LYD+TzwfG8vGGOuM8asMMasqK6uDkNpIhIRHz4GOz6EObdAUmr4j7836CRAQ4Jwt5buyRiYeys0VTsXbZWEs6O+lSWlO7lkeiHJXp1aGyn5mSl8fMpQ/vluFU1tfrfLEZEwiOp3TGPMlcAM4K7eXrfW3metnWGtneHz+aJZmogcro5Wp9Pa0GnOOSKRkDkQMgriP+i0NUB9ZXhbS/emaBYUnw9v/gaadIX3RPPEO5UEgpZPz9CytUi78qSRNLb5+dd7CbBsVkTCEnSqgO7ffQtD2/ZhjJkLfA+40FrbFoZxRcQNy+6Dugo4+w7nHJFI8ZXEf9CpKXPuIzmj02nOD5zzmt64J/JjSdQEg5bHVlRwwuh8Rhdkul1OwjuuKI/Jw3J4aOlmbCI0QxHp58LxW8pyYLwxZrQxJgW4DHi6+w7GmOOAP+GEnJ1hGFNE3NC8G16/G8bNhTGnR3Ys3wTnHJ14/mWjOhR0ItFxradBE+HYy2HZ/VBXGfnxJCqWbtzF5l3NXDZLsznRYIzhqhNHsnZ7Ays273G7HBHpoz4HHWutH7geWAisAR6z1q4yxtxhjLkwtNtdQBbwuDHmfWPM0wc4nIjEsjfugdZ6mHt75MfylUBrLTTG8WcjNaXgSYb80dEZ74ybAQuv/Cw640nEPbq8guy0JM47ZqjbpfQbF04bRnZaEg++paYEIvEuKRwHsdY+BzzXY9st3R7PDcc4IuKi2gp4+z5n1mDIMZEfr3O5V/VayB4c+fEioboMBo51Lu4ZDXkjYOYX4O0/wsn/68yKSdyqa+7g+Y+2c9nMItKSvW6X029kpCRx6fQiHly6ieqGSfiyI9BwRUSiQu1bROTwLPmxc3/m/0VnvM7Oa53nucSjmtLINyLo6dRvQnIGvHxHdMeVsHvq/Sra/UFdO8cFV5w4go6Ac36UiMQvBR0RObTtH8LKBXDClyAvSr90ZQ12LkQar9fS8bfB7o3RaUTQXWYBnPw/sOYZqHwnumNL2FhreWTZFqYMz2XysDBfkFcOaawvi9njCnh46Wb8gaDb5YjIUVLQEZFDe+lWJ3Sc+o3ojWmMcxJ/vHZe27UBbCA6jQh6OulrkDEQFt0a380c+rEPq+pYu71BszkuuvLEkWyta+XltXF8nqBIP6egIyIHt2EJbFgMp30L0gdEd2xfcfzO6NSEApob58mkZsNp34ZNr0P5kuiPL322YHkFackeLpw2zO1S+q25EwcxJCeNB5eqKYFIvFLQEZEDCwbhpVsgtwhmfjH64/tKoKnaaWsdb6rLAAMDx7sz/oxrnf9vi253/j9K3Ghu9/P0+1s5f8owctKi1MhC9pPk9fCZE0bw+roaNtY0uV2OiBwFBR0RObCP/gnbP4CzfgDJadEfv7MhQTwuX6spdbqgpWS4M35SqtM4Ytv7sObf7tQgR+XZD7bR2ObXsrUYcNmsIpI8hoc1qyMSlxR0RKR3/janc9eQKTDlUndq6Fz2FY/L16rLot+IoKep852wuPiHEOhwtxY5bI8ur2BMQSYzR0V5qajsZ1B2GvOOGcLj71TS0h5wuxwROUIKOiLSu+V/htotzsVBPS59q8gphOTM+JvRCQZg17rot5buyeOFObfA7g3w/sPu1iKHZf3OBlZs3sP8mUUYY9wuR4CrThxJXUsHz6zc6nYpInKEFHREZH8ttfDaXTDmTBg3x706PB5nVifeZnRqt4C/1f0ZHYDij0HhLHjlZ9DR4nY1cgiPLq8gyWO4+PhCt0uRkFmj85kwOIsHlm7CqouhSFxR0BGR/f33V9CyB86+3e1KnKVX8RjmAtUAACAASURBVDaj01mvG62lezIG5t4GDdtg2X1uVyMH0e4P8uS7VcydOBhfdqrb5UiIMYarThzJR1X1rKysc7scETkCCjoisq+6Slj6B5jyaRh6rNvVOLMiDVuhtd7tSg6fm62lezPqFBh3Nrx+jzNbJzFp8Zod7GpqZ/4sNSGINZ88vpDMFC8PvqWmBCLxREFHRPa15Kdgg3DW992uxNE5K1JT5m4dR6K6DDIHRf+6Qwcz5xZorYX//trtSuQAFiyvYGhuGqeN97ldivSQlZrExccX8swHW9nT1O52OSJymBR0RKTLjlWw8h8w6zoYMNLtahyd57nE03k6NaWxcX5Od0OnwjGXOLN1DdvdrkZ6qKpt4bV11Vw6owivR00IYtGVJ46k3R/k8Xcq3C5FRA6Tgo6IdFl0G6Rkw6nfdLuSLgNGgTc1foKOtbHRWro3Z/4fBDvg1TvdrkR6eHyF88vzpdPVhCBWFQ/JZtbofB5auoVgUE0JROKBgo6IODa+DutehFO/ARn5blfTxeN12jTHS0OCxh3QVhcbjQh6GjgWjv8cvPt32LXB7WokJBC0PL6iktnjCijKd+kCs3JYrjpxJFt2N/Pqumq3SxGRw6CgIyLOLMRLt0DOcDjhS25Xsz9fcfwEneoYa0TQ0+k3QVIaPHARbP/I7WoEeGN9DVW1LcyfqSYEse7cyUMoyErlITUlEIkLCjoi/Z218PYfYeu7cOb3IDnd7Yr25yt2rk3T3uR2JYcWS62le5M9BK7+DwT98JdzYO2zblfU7z26fAsDMpI5e9Jgt0uRQ0hJ8vCZWUW8XLqTit3NbpcjIoegoCPSnzXvhsevhhdudi4OeuxlblfUO18xYKFmnduVHFpNKaTmOIEiVg07Dr64xPl7XXAFvPFLJ/BK1NU0tvHS6h1cfHwhqUlet8uRw3D5CSPwGMM/lm1xuxQROQQFHZH+asPL8IeTnU/0594GV/7TOR8mFvlKnPt4WL5WXeqcU2RivHNWzlC45jmY/EmnCcVTXwF/W0SHtNbS2hGI6Bjx5l/vVtERsFq2FkeG5qYzd+IgHl1eQZtfX88isSzJ7QJEJMo6WmHx7bD0987yqssXwLBpbld1cPljwJMUH53Xasqci3PGg+R0uOSvTpB85SdOg4LLHoasQYd8a0t7gNqWdvY0dVDb3E5tSwd7mtupbXae72nu6Pa4nboW57k/aPn0jEJuuWAyWan9+0eQtZYFy7dw/Ig8JgzOdrscOQJXnTiKhat28NyH2/jkceqUJxKr+vdPGZH+ZvuH8OR1sHO1c62cs++IzXNyevImw8BxsX/R0JZap+tarDYi6EVH0FI7/Ub8KSMYtPhG2n9/Oq9N/w2bk8eEwooTXrpCjPO4zR884DHTk70MyEgmLyOFvIxkSobkkJeRTF5GMnUtHfzj7S28Vb6Lez49jZmjYqjDX5S9u2UPG6qbuPNTU90uRY7QyWMHMqYgkwff2qygE9LmD+AxhmSvFgtJ7FDQEekPgkFY+jtYfAekD4ArnoDxcTLr0KlgghPQYllnEIuxRgSBoKW8upGVlXV8UFnLR1V17Gxoo7a5g8Y2f2ivHI4x3+d+/z3Mfu0Knuj4GkuYSV5GCgMykhmQkUJRfgZTC53HuaFt3QPNgIwUctOTSUs++BLIT0wbzjceW8mn//QWXzptLF8/e3xinp8SDEDF27D631CxzOl2l5oFKVmQmkXT5lZuSg1wUcs6WJHjXMMqJbPbPtl79yU5Ezz6BTJWeDyGK04cyQ//s5qPquo4Zniu2yW5pra5nXtfXs8Db22mPRAkNclDdloSWalJZKY6953Ps9KSyEpN7noe2qf769mh+/RkLybWlwBLzAtL0DHGzAN+DXiBP1trf9bj9VTgAWA6sAuYb63dFI6xJQ5Z65wL0NEM7Y3Q3gwdTU5HrfbQtkC7c6L04CmQlOJ2xfGtrhL+9WXY9DqUfBwu+A1kDnS7qiPnK4G1/3G+dpJS3a6mdzHQWtpay5bdzXwQCjUrK+tYVVVHU7tzLkFmipfJw3OZNSp/n7CSm5HCgIxZ1NlzyF98Hfft+CXMuRUz+8awn280Y1Q+z99wKj96djV/fHUDr5ZV86v50ygekgDLt4IB2PwmrH4K1jzjzPB5U2HECc73vsad0F5OsK2B6Q11nGZa4eV/Ht6xU7pCUlcQyuxlW4/naXlOc4zsofp+GkaXTC/kroVrefjtzfz04v43K9fmD/DAm5u5d8l66ls7uPi4QkYXZNDQ5qex1U9j6L6hzc/W2lYa2/w0tTnP2w8yI9zJYwiFpGQyU72hIJTsBKG9ockJSdlpSQzJTWd4XhrD8tLJSNHn+OLo81eCMcYL/A44G6gElhtjnrbWdv/o9fPAHmvtOGPMZcDPgfl9HVsiLBgMhZGmUBDp/rhbKOlo7vG4qeu2T5jp9po9zBM4vanO+SOFM6FwhnOfMzz2T/SOFR8+Ac9+AwJ+uPBeOO7K+P278xWDDcKu9TB4stvV9K56rfM1mzcyakNur2tlZWUtH1bWOfdVddQ2dwBOK9xJQ3O4ZHohUwrzOLYwlzG+LLyeg30N+GD0C/Dvr8Hi25wuch//FSSnhbXuzNQkfnrxVOZOHMx3/vkBF/z2Db59bjGfnz0az0Hri0EBP2x+A1Y95YTxpmpISndmTSddBBPOdQJHNwve3sL//etD/vWVEzluSAq0NTrfK9saQveNoe+XDd1ea9z/eX3Vvs/9LQevNdPnBJ6cYc4te5jTmKL749Sc+P0+EUW56cl8YtpwnnpvKzefN5Hc9GS3S4oKay3PfLCNuxaupWJ3C6dP8PHdj5VQMiTnsI/R5g/Q1BYIBaGOrmDU5qch9Lip2+PO1+taOqja07x3W+cHOD3lZ6YwLC+N4XnpDM/LYFheGoUDuh7nZ6ZotqifCEfknQWst9aWAxhjFgAXAd2DzkXAbaHHTwD3GmOMtepnGhbWQkdL6Idi97DRuG8g2Rs+mvYNI/sEkx4h5UgkpTmfLiZnQkpG6HEG5BQ6z5MzQp9IZvSyX2bok8mM0BKNJNjxEVQuh8oVsPzP8Na9zjjZQ7tCz/AZThBKyQz/32s8a6mF574NHz7m/D1dfJ9zQj/ODylrIWAtQWsJBiForfM8aAl03qxzHwwSehwkEHSWQQWtxR/aL2i7vSfYdRx/MHQ827WfP9C5f+iYgSABC14DGaFP6TJSvGSmJpGZkkRmqpeMFGd7mq8YA06YiNWgU1MGBeMj1r1uT1M7KytrQ7M1zozNzganU5rXY5gwOJt5k4cwtTCPqYW5TBicTUrSUSx3Sk6HT/3FmUVb8uMjalJwpOZMHMzCG0/ju09+yI+fW8OiNTv4xaePpXBARtjHCqtAB2x8LTRz8x9o2e18j5twrhNuxp9z0O9Ljy7fQvHgbKaNyHdCRWqYZrOCgW6hKHTfsgcatkL9ttD9Vqircr6/Nu/a/xjJmaEgNDQUfjpDUbeAlOmL3S6NUXTliSNZsLyCf75TybWnjHKuTxVodz6UIfSLtDHO44Pe0/U4hn8Bf7t8Fz95bg0rK+uYODSHBz8/hVPH+474OKlJXlKTvORn9m2GMRi0NLX7qW3uYHt9K1V7WqiqDd32tLChuonXympo6dHtMT3Zy7DQ7I8TgNIZlufcDx+QzpCcNJJ0rlFCMH3NGsaYS4B51tovhJ5fBZxgrb2+2z4fhfapDD3fENqn5kDHnTFjhl2xYkWfaguXxb+8hsxG5yrIFhO6Ad0eW0zoeeix6b59/9e7bz/48QwptJNmW0mnlfTQfdfzFtJow8Ph/39sIZUW0mgxabSG7ltIozV032LSQ9tSaTHptPayf2votRZSaQ09D5rI/NAzQJLtYGxwM5OCZUwKljIpUMpwux2AAB7KPaNY7S1mtbeYtd4SqjxDwRj2/vjo/HlD1w+Q3n6WdH7C0/N9vR1jn9d6Oej+Yx/eOE4ocAJJoFsQ6QwU1nYPJt1fc95zXPAj7rD3Msju5vf2Ev5kL6Ij6N27XzBOP15INe2sTrmGv3ov5ZGMK8joFoIyUrxkpiSREVrekBEKSd3DUmZq17bOMJWa5Anvp3q/mgrDp8Ol/6/Ph2ps8/NhKMx8UFnHB1W1VOzu+rR+jC+TY0OBZmphHpOG5pCeEoF/g6uecpY+ZhbA5Y/AkCnhHwPna/eJdyq5/RnnM7LbLpzMp44fHlufuvrbYeOrXTM3rbXOhzcT5jnhZtxc58OaQ1i9tZ6P/eZ1bvn4JK6dPToKhR9ERys0bHNu9aEQ1LDNmSmq39b1WtC/7/uMNxR8hobuh/cIRqHHPWcCrXVCQDDg3NtAj+fBg7xue9m/83lw//07Q0eg3fl/F2iHQNu+jwMdznLYQEfotW6P977Wy357j9lGU0sLybaDZPx7f5qHx2GEooPe97Kf8Rzme/d93B6w7G7uoKktgNfjIT8rlez0FEzP4+37P3v///eH/Xpf3rv/nsFgEH/Q4g903lv8wSAdwdAHbj1+MBrA6zUkeTwkeyDJa/B6PCR5DEmh7Uc68dw5gg39fLedj7Ghbd0e07UP++2///PufwVdz7v+THuPs/d515Oe7w+92mP/rv90bqvzDGDarUuP7C8hgowx71hrZ/TcHlOLGI0x1wHXAYwYMcLlaroMSWklK7kRY/eNJ3tjjD1Q3On6KjpQxMEeIPLYrv07TApt3nTaPem0edJp8eRTa5zH7Z402jzptPV8HtrW7kmj3Zu+d1uHScOaw/+Uord/x8mhWzRW0+/zbc/62MAM1gNPA1n+Wka2rGZUq3M7p/VVLup4HoBGTw6b0krYmDaJjWkT2ZQ6kWZPVrfj2tAx9x+r+z92emw74DeQAx5r/2++XcfqpQYLqUkGj8fgMeAxJnRzPrH3mAO/lmT9nLPzz8ze+Q/2pA7n76Pvoz5rMld6DMYYvB7nPcYYvKH3eULH7HzNedztFhovyePce0P7ej2eve/pvq/X023/Xo7l3ec4Xdv9wSDN7QGa2wM0tvlpbvfT1BagqfNxu/O49p3hnJBWzcrBOTSHtu1saKW5LUBTu5/mtgCN7f7Dvval12PISPHuDUtdISkUilKTyNxnhqlbWOoWqrJSk8jwtJNduwUz7YrDG7yb1o4Aq7fV80GFE2pWVtZSXtO0989ROCCdqYW5XHHCSKYW5nLM8Fxy0qK0TGbyJ2DAKHjkcvjLufCp+6Hk/LAPY4zh0hlFnDhmIN98bCXfenwli1bv4CcXT+nzp7594m+DDUuchgKlz0JrnbO0q/g8mPQJGHvWES/re2xFBSleD588bniEij4CyWmQP9q5HUgw6CzH65wN2huGQo+r1zrX5Wpv3P+9SWn7BpOwBoEw8aY4S069yc75f95k53n3x95kyMjsdb9tu9tYVFbH+ceNpKggz9m+9+ds6DfYXu9Dr8NB9ulxf8B9j+AYNnjgWrpvt0Fa/X7KtjWweXcjSR7DuMGZjByYQZKHvfvsM3bP3xoO9UHFfq/38ulib68dzuvdtnoBrzEc6OzOgIXm9gAt7QFa2v00dziPm9sDtHQEaG4NdvsV35Hi9ZCe4iUtyYvF+bCx+4eSQcveVQ3B0KqGcHz1G9j7u4DXON87Dc5fhyf0d+IJbejMq53v2ec1Ol8zoW2h3xFwXvB0e73rOM7BPEByWl4Y/jSRF44ZnZOA26y154aefxfAWvvTbvssDO3zljEmCdgO+A62dC2WZnQkTgQDzsnglcu7lrxVr2XvD4eC4n3P9Rk0MXGWXuxcC09+wWkfPf1qOOfHzsnIieaRy2H3RvjagT9Fci5KGaSp3Vnj3dQWoLndHwpQgdC2rvC0d1u3cNX1mvO+1o5Dnzg7yWziudT/44bAjfw3dfbewJTVc+YptWuWqXJPMysr6ijb0YA/9ImiLzuVYwtzmTI8j6lFuUwdnsvArBhovtCw3fn73/oezLkFZn89YktsAkHLn18v5xcvlpGTnsydl0zhrJLBERmrVx2tsGFxKNw8D231kJYLxec7wW/MGUfdEKO1I8CsHy/i9OJB/Pby48Jatuta63vMDG11tnm8zi/+JnTv8YZ+a+r+vPvrnl7273xuDnA8z/7H9CQ5ISYpNRRmUro97xZg+vh13NoR4OSfvcysUfn88arpYfrLdFdLe4C//ncjf3hlAy0dAT4zawQ3zB1PQSx8L3JBIGjZ2bD/0rittS3UNLaT5DWkJnlISfKG7j2k7r159z5P8XpITe689x70eVqyhxSvt9vrzr2W1PUukjM6y4HxxpjRQBVwGfCZHvs8DXwOeAu4BHhZ5+dI2Hm8MHiSc5v+OWdbax1UveuEnsrlUPocvP+Q81pKFgw7LhR+QresI19r7CprYdl98NItzp/nskeg5GNuVxU5vmJY95KzfMTb+4yGMYb0FC/pKd6w/VAOhNaBN7d1zTg1tvn3ziQ1tQUYsnkTrIbJU2eQmTRkb8hqavNT29xO5Z7mvTNWTW1+gtY5mXlqYS5fKhnDlOF5HFuUy5CctNhartUpewhc81yoScHtzocKF/w67E0KwJlp+9LpYzltgo+vP/o+1/5tBZfPGsH3z59IZqQuMtreDOsXOeGm7AVndiJ9AEy6ECZ9EkafFpaOZQtXbae+1c9lM4vCUHSMSctxbr7Yaq8eaWnJXj49o4j7Xy9nW10LQ3Pj4NpkBxAIWv71XhV3Lyxle30rZ08azM3nlTDWl4AfnB0Br8cwNDedobnp7PebtMS0Pv/EsNb6jTHXAwtxZgf/aq1dZYy5A1hhrX0a+AvwoDFmPbAbJwyJRF5aLow907mBEwx2l3cFn6oV8OZvutaf542EolnOJ7Zj5zjrzGNVw3Z46qvOJ8/jz4WL7o3IyeIxxVcCwQ5nVieKLZy9HkNOWvLBl4s11YLxcN0nzznkp/3WWtr8wfCfIxRpe5sUTIQlP3L+LUWoSQHAxKE5/Pv6U7jnpTLue62cNzfUcM+npzF95IDwDNDeBOtedM65Wfei04AlYyAc8ynnnJvRpx0wUB+tBcsqKMpP56QxcdjiXQ7oihNG8KfXNvDIsgq+cXb8XDC4u9fXVfOT59ayZls9xxbm8uvLpnGCvk4lzvV56VqkaOmaRE1HC2xb2bXkbctS59oXAIMmw7g5zm3ESbFz/ZbVT8MzNzi1n/tjmHFtxJYRxZSqd+H+M2H+QzDxArer2dejV8GOVfC/77pdSXSs/jc8+SUnGHxmQcSaFHR6u3wX33x8JVtrW/jqGeP43znjj66jXFsDlC10uqWtW+S0Y870OV9Pky6CkbPBG5lZo827mjj9rlf41jkTuP6s8REZQ9xz7d+W82FVHf/9zllH97XpkrXb6/npc2t5tayawgHp3DSvhI9PGRp/bd6lX4uLZgQirkhOhxEnOjdwZn12rHKWsWxYDEv/4Mz6JGfAqFNDwWeu06452uGirQFeuBneewiGToNP/dlpZ9xfFIQ+Ka1eG3tBp6asfy3ZmXSRMwPa2aTg4vtg4scjNtwJYwby/A2ncsczq7l3yXqWlO7kV/OnMX7wYbRFadjuzNiUvuD8uw60QdZg57pSky6CkSdH5Xy9x1ZU4DFwyfQEXLYmXHXiSK7523JeXL2dj08d5nY5h7SjvpVfvFjKE+9UkpWaxPfPn8hVJ40kNSlBzl0VQUFHZH/GwJBjnNvsG53rUGx6oyv4rFvo7Jc30gk84+Y4S1zCdR2MA6lYBk9+EWq3wKnfgjNuDvuympiXmgW5I5zzQ2JJwO9ca2bCPLcria5h0+C6JbDgM/DolTDnBzD7GxH7ACA7LZm7Lj2WuZMG890nP+T8377Bd+aVcM3Jo/b99DkYgKp3nHBTthC2f+BszxkOM65xwk3RCVFtRuIPBHl8RSVnFA9iSG74z2sS9502wUdRfjoPvrU5poNOY5uf+17dwP2vbyQQtFx7ymiuP2sceRkudjcUiRAFHZFDSc2C4nnODZzzEtYvdm4rF8CKvzjdfYpO7FrmNniK0zkoHAId8Oqd8PrdkFsE1zzfNfvUH/mKQ930Ysiejc65Q/1pRqdT9hC4+tlQk4I7Qk0KfhORJgWdzp08hONHDODmf37AD/+zmsVrdvCLC0YwtPpNJ9isX+RcwNN4nEAz51bnAp6DJ7u2xPOV0mp2NrQxPxGbEAjgnMt35Qkj+enzaynb0cCEw5ltjCJ/IMijKyr45UvrqGls4+NTh3LTuSWMGBjjF+cV6QMFHZEjlT8GZo2BWV90LhhXsdQJPRsWO92oFt8OmYOc62uMm+s0QsgsOLqxatY7szhb34VpV8C8nzldjfozXzFset351D5W2oN3zjD1x6ADB2hS8I+INsfwZaXw53NT+TBlKR2lCxn0xzLAYjMGYsafA+PPdj50SA9T44I+WrC8goKsVM4qSfCGIf3cpTOK+MVLZXzqD28yuiCTogEZFOanUzQgg6L8DIoGpDN8QHpUl4dZa3l57U5++vxa1u9sZOaoAdz/2ekcNyI2/m2IRJKCjkhfJKU4y9ZGnwZn3w4NO5wL561f5Cyb+WABYJwlPmNDsz2FMw+95MxaeOdvsPD/nAYIl/7duX6HOGHC3+os4TvYRQ6jqSYUdAris9tSWBgDp3/b6Yb3ry/DfWfC5Y/A0KnhG6OtEcpfcf5trXsJ07CVqUDb4Kk82XQZD++eSOH4k/nRvGNjZhlOfWsHq7fWs6R0J188dQzJugZGQsvPTOH+z85g4artVOxuZvW2el5avYP2QNe1uIyBwdlpFIUCUGEoABXlO2FoSE4a3jA1Aviwso4fP7eapeW7GVOQyZ+ums45kwbHV7dHkT5Q1zWRSAkGYNv7sD4UfCqXgw04V1UffVrX+T15I/Z9X2M1PP0/UPY8jDkTPvF7yInd9d5RV7EM/nI2XP5o13JCtz35JWeW6Rur3a4kNmxb6TQpaNkDF9/ftyYFNetDwWYhbH4TAu2Qku3MlE441/l3lD2EQNDyp9c28MuXyhiQkcKdl0zljOLozJ50BIJU7G6mvLqJ8ppGNtY0saG6ifLqJmoa2wBIS/bw/A2nMbogMyo1SewIBi07Glqp2N1Cxe5mKvY0O4/3NFO5u5lt9a10/1Us2WsYltc5C5ROYbfZoKL8DAZmphwyqFTuaebuhaU89f5W8jNT+Prc8Vw2a4SCtiSsA3VdU9ARiZaWWtj4atf5PfWVzvaCCaHZnrnOTMV/bnSuJn727TDrS+E71ydRtNTCz0fC3NudZhGx4L4zIC0PPvuU25XEjobtsOAK51pVc245/CYFHa2w+b+hcPOiswwOoKAYJpzjnGtTdOIBL975UVUdX3/0fdbtbOSqE0fy3Y+VkJHS98UL1lpqGtvZWNNEeXUj5d3ut+xqxh/s+lman5nCmIJMxvgyGePLYnRBJlOG5zIsL34vJCmR0+4PsrW2ZZ8A5ASiFip3N7OrqX2f/dOTvXtng4ryMyjsnA0akMGAzGT+9uYm/t9/N2GAL5w6mi+fPpbsg10DTCQBKOiIxBJrnXbE6xc5oWfzf52QA04jg4vvg8GT3K0xlv2ixJnt+uQf3K4EgkH4aSEcfxWc93O3q4ktHS3w7+vhoydg6vwDNymoq9y7HI3yV5wLdyalOTOfnefbDBh12MO2dgS4e2Epf35jI6MLMrnn08ce9vkIrR2BUJhxgszGmiY2hEJNQ6t/734pSR5GD8xkdLdAM8aXyZiCzJhZNieJoanNT+We/WeDKnY3U7mnhcY2/z77GwMXH1fIN8+ZoHAt/YaCjkgs62hxwk7DdphyaexcmDRWPXCRc02hL77sdiVQWwG/OgbOvwdmft7tamKPtU7HwJd/5JyfNv9h5yKjlctC7Z9fhJ2rnH1zR4Rmbc6F0ac6TQ764M0NNXzrsZXsaGjj+jPHcf1Z40j2eggGLVvrWvYJNOWhx1vrWvZZRjQ0Ny0UYJwgM7ogk7G+LIblpYftPAqRo2Wtpba5Y28A2lbXwkljBzJ5WK7bpYlElYKOiCSO526C9x+G71a61i54r/WL4KFPOS2WR812t5ZYtvpp+NeXICXTOc+mtc5pyz7ipNCszTlOo4kw//+sa+ng9qdX8eR7VYwblEWSx7BpVxOtHV0nh2elJu0NMZ2BpvN5OJa9iYhIZB0o6Og7uIjEH18xtDdCfRXkFrpbS3VZqKYSd+uIdZMuhAEj4cXvOzM34892GgqkRfaT59z0ZO6ZP42zJw3mj6+VMzAzhdnjCvaeOzPWl4kvO1VdqEREEpCCjojEn85QUb3W/aBTUwrp+Ud/raT+ZOix8LlnXBn6vClDOW/KUFfGFhERd6idk4jEn71Bp9TdOsCZ0emvFwoVERGJYQo6IhJ/MgdCRkFsBJ2a0v59oVAREZEYpaAjIvHJV+x+0GmqgeZdmtERERGJQQo6IhKffMXOOTpudo7sDFoFCjoiIiKxRkFHROKTrwRaa6Fxp3s11ISCjk9L10RERGKNgo6IxKfO5WLVa92roboMkjMhx+XObyIiIrIfBR0RiU+dy8VqytyroaYUCsaDR99KRUREYo1+OotIfMoeAqm57s/oqBGBiIhITFLQEZH4ZIy7ndfaGqC+Uq2lRUREYpSCjojEr87Oa27oXDKnGR0REZGYpKAjIvHLVwJN1dC8O/pjV4eCjlpLi4iIxKQ+BR1jTL4x5iVjzLrQ/YBe9plmjHnLGLPKGPOBMWZ+X8YUEdlrb+c1F5av1ZSCJwnyR0d/bBERETmkvs7o3AwsttaOBxaHnvfUDHzWWjsZmAf8yhiT18dxRUTcbTFdXQYDx4E3Ofpji4iIyCH1NehcBPw99PjvwCd67mCtLbPWrgs93grsBHx9HFdExLl+TXKmezM6akQgIiISs/oadAZba7eFHm8HBh9sZ2PMLCAF2HCA168zxqwwxqyorq7uY2kikvA8HvBNiP6Mjr8ddm9UIwIREZEYlnSoHYwxi4AhLTxNKwAAD+ZJREFUvbz0ve5PrLXWGGMPcpyhwIPA56y1wd72sdbeB9wHMGPGjAMeS0RkL18JlL8a3TF3bwAbUCMCERGRGHbIoGOtnXug14wxO4wxQ62120JBZucB9ssBngW+Z61detTVioj0VDABVj4CrfWQlhOdMTtnkHxauiYiIhKr+rp07Wngc6HHnwP+3XMHY0wK8C/gAWvtE30cT0RkX74S577zujbRUF0GGBg4PnpjioiIyBHpa9D5GXC2MWYdMDf0HGPMDGPMn0P7fBo4DbjaGPN+6Datj+OKiDjc6LxWUwp5RZCSEb0xRURE5IgccunawVhrdwFzetm+AvhC6PFDwEN9GUdE5IAGjAJvanSDTnWZzs8RERGJcX2d0RERcZfH65ynE60W08EA7FqnjmsiIiIxTkFHROKfL4pBp3YL+FsVdERERGKcgo6IxD9fiRNA2psiP1Zn0wMtXRMREYlpCjoiEv98xYCFmnWRH0utpUVEROKCgo6IxL/OFtPRWL5WXQaZgyB9QOTHEhERkaOmoCMi8S9/DHiSotN5raZU5+eIiIjEAQUdEYl/3mTIHxv5i4ZaG2otrWVrIiIisU5BR0QSg6848jM6jTugra5rqZyIiIjELAUdEUkMvhLYXQ7+tsiN0XkOkBoRiIiIxDwFHRFJDL5isEHYtT5yY6i1tIiISNxQ0BGRxNDZICCSy9eq10JqDmQPidwYIiIiEhYKOiKSGAaOA/P/27u/GLnOs47j32fXzsbxv6y9g23ibJ0mm90GqFK6VC00NBAHFW6cSqgCcWEuIldqkUCiEha5AAkhRVQFhIqQ3LSKi8o/0dIYqUhxrKL2AlADpKSNu940aY2DY+/adVwnduI/DxdzJtl4Z3d298zseM58P5I155x557zvxdHx/vS+5zkD9WIBnTIzVS9EENG5PiRJUlsYdCRVw9p1MLyrszM6s8csLS1JUo8w6EiqjtpE514aevFcveqapaUlSeoJBh1J1VEbrxcjuHq5/eduFCKwtLQkST3BoCOpOkbG4dplOPti+89taWlJknqKQUdSdTSen5ntwPK12SkYHIJb39H+c0uSpLYz6EiqjsbzM50oSDAzBSNjMDDY/nNLkqS2M+hIqo6hDbB5tDMFCRqlpSVJUk8w6Eiqltp4+2d0Ll+Ec8ctLS1JUg8x6Eiqlto4zE7DtavtO+fsNJDO6EiS1EMMOpKqpTYOVy7VZ2DaxdLSkiT1nFJBJyK2RMThiJguPocXabspIk5ExGfK9ClJi2qEkXY+pzMzBTEAW+9s3zklSVJHlZ3R2Q8cycwx4Eixv5A/Ar5esj9JWlwnKq/NTsHwHbBmqH3nlCRJHVU26OwBDhbbB4GHmjWKiPcC24AnS/YnSYtbdyts3NHmGZ1jFiKQJKnHlA062zLzZLH9MvUw8zYRMQB8Gvhkyb4kaWlG7m7fS0OvXoEzz1uIQJKkHrOmVYOIeArY3uSrR+buZGZGRDZp93Hgq5l5IiJa9bUP2AcwOjraamiS1FxtAp75ImRCi/tOSz98Ea5ddkZHkqQe0zLoZObuhb6LiFMRsSMzT0bEDuB0k2YfAO6LiI8DG4CbIuJCZs57niczDwAHACYnJ5uFJklqrTYOb1yA8y/B5p3lztVYAjdi0JEkqZeUXbp2CNhbbO8Fnri+QWb+RmaOZuYu6svXvtAs5EhS27xZea0NBQkaS+BGxsqfS5IkrZqyQedR4MGImAZ2F/tExGREPFZ2cJK0Iu0sMT1zDDbdBjdvKn8uSZK0alouXVtMZp4BHmhy/Gng4SbHHwceL9OnJLW0fivcsrU9QWd2ykIEkiT1oLIzOpJ0Y6pNlA86mZaWliSpRxl0JFVTbbz+jE6WqGvyygm4/KozOpIk9SCDjqRqqk3ApXNwoVkxyCVqFCJwRkeSpJ5j0JFUTY1ZmDKV12aOFecy6EiS1GsMOpKqqVF5bfbYys8xOwXrhmH9SHvGJEmSVo1BR1I1bdwOQ5vLz+jUJiCifeOSJEmrwqAjqZoiioIEJSqvWVpakqSeZdCRVF2Nymsr8eosvHbGQgSSJPUog46k6qqNw6sz8NrZ5f+2MRNkIQJJknqSQUdSdTUKEqxk+dqbpaVduiZJUi8y6Eiqrsays5UsX5s5BmtvgU072zsmSZK0Kgw6kqpr005Yu37lMzojYzDgbVKSpF7k/+CSqmtgoL70bKUzOo2lb5IkqecYdCRV28gKSky/fgHOn7C0tCRJPcygI6naauPwo/+DS+eX/pvZY2/9VpIk9SSDjqRqayw/a4SXpbC0tCRJPc+gI6naVlJ5bXYKBtbAljs6MyZJktRxBh1J1Ta8CwaHlhd0Zo7BljthcG3HhiVJkjrLoCOp2gYG62Wil1OQYHbKF4VKktTjDDqSqq+2jMprV96Asy9aWlqSpB5n0JFUfbUJOHcc3ni1dduz34O8aiECSZJ6nEFHUvXVxoGE2enWbRszPy5dkySppxl0JFVfYxnaUpavzUwBAVvHOjokSZLUWaWCTkRsiYjDETFdfA4v0G40Ip6MiKMR8VxE7CrTryQty5Z31stFL6Xy2uwU3Ho73HRL58clSZI6puyMzn7gSGaOAUeK/Wa+AHwqM98FvA84XbJfSVq6wbX1ctFLeWnozDGfz5EkqQLKBp09wMFi+yDw0PUNIuIeYE1mHgbIzAuZ+VrJfiVpeWrjrWd0rl2FM9NvvWRUkiT1rLJBZ1tmniy2Xwa2NWlzN3AuIr4cEf8dEZ+KiMGS/UrS8tQm4OwLcOX1hducOw5XLsGIhQgkSep1a1o1iIingO1Nvnpk7k5mZkTkAn3cB7wHOA78PfCbwOea9LUP2AcwOjraamiStHS1cchrcOZ52PYTzds0lrb5Dh1Jknpey6CTmbsX+i4iTkXEjsw8GRE7aP7szQngmcx8ofjNV4D30yToZOYB4ADA5ORks9AkSSvTWI42M7Vw0LG0tCRJlVF26dohYG+xvRd4okmbbwK3RkSt2P9F4LmS/UrS8my9C2Jg8RLTM1Ow/sdgXdMCkpIkqYeUDTqPAg9GxDSwu9gnIiYj4jGAzLwKfBI4EhHPAgF8tmS/krQ8a9fB8K7FCxLMTlmIQJKkimi5dG0xmXkGeKDJ8aeBh+fsHwbeXaYvSSqtNrHwjE5mvbT0T/3q6o5JkiR1RNkZHUnqHSN314sRXL0y/7sLp+D1V5zRkSSpIgw6kvpHbQKuXYYfvjj/u8ZMj6WlJUmqBIOOpP7xZuW1Js/pWFpakqRKMehI6h+N2ZpmQWdmCoY2wcZmrw2TJEm9xqAjqX8MbYDNo80LEsx8tx6EIlZ/XJIkqe0MOpL6S+3uhZeuWYhAkqTKMOhI6i+1CZidhmtX3zp28Vy96pqFCCRJqgyDjqT+UhuHK5fg3PG3jr1ZiMAZHUmSqsKgI6m/NKqqzX1Ox9LSkiRVjkFHUn9pVnltdgoGh2B4V1eGJEmS2s+gI6m/rLsVNmy/bkbnGIyMwcBg98YlSZLayqAjqf/UxuuzOA2N0tKSJKkyDDqS+k9toj6jkwmXL9YLE1iIQJKkSlnT7QFI0qqrjcMbF+D8S/DaWSCd0ZEkqWIMOpL6T2P2Zua79XfozD0mSZIqwaAjqf/MLTF98RzEAGy9q7tjkiRJbWXQkdR/1o/ALVvrQefSORi+A9YMdXtUkiSpjQw6kvpToyDBpVdctiZJUgVZdU1Sf6qNw+mjcOZ5CxFIklRBzuhI6k8j4/D6K/VtZ3QkSaocZ3Qk9ae54WbEoCNJUtUYdCT1p0blNYCRse6NQ5IkdUSpoBMRWyLicERMF5/DC7T7k4j4TkQcjYi/iIgo068klbZxOwxtho0/Djdv6vZoJElSm5Wd0dkPHMnMMeBIsf82EfGzwM8B7wZ+EvgZ4EMl+5WkciJg53vr/yRJUuWULUawB7i/2D4I/Cvwe9e1SeBm4CYggLXAqZL9SlJ5H/3reuCRJEmVUzbobMvMk8X2y8C26xtk5r9FxNeAk9SDzmcy82jJfiWpvKEN3R6BJEnqkJZBJyKeArY3+eqRuTuZmRGRTX5/F/AuYGdx6HBE3JeZ32jSdh+wD2B0dLT16CVJkiSpiZZBJzN3L/RdRJyKiB2ZeTIidgCnmzT7CPDvmXmh+M2/AB8A5gWdzDwAHACYnJycF5okSZIkaSnKFiM4BOwttvcCTzRpcxz4UESsiYi11AsRuHRNkiRJUseUDTqPAg9GxDSwu9gnIiYj4rGizT8C3wOeBb4FfCsz/7lkv5IkSZK0oFLFCDLzDPBAk+NPAw8X21eBj5XpR5IkSZKWo+yMjiRJkiTdcAw6kiRJkirHoCNJkiSpcgw6kiRJkirHoCNJkiSpciLzxnwvZ0TMAD/o9jjmGAFmuz0IVZ7XmVaL15pWg9eZVovXWn97R2bWrj94wwadG01EPJ2Zk90eh6rN60yrxWtNq8HrTKvFa03NuHRNkiRJUuUYdCRJkiRVjkFn6Q50ewDqC15nWi1ea1oNXmdaLV5rmsdndCRJkiRVjjM6kiRJkirHoNNCRHw4IqYi4vmI2N/t8ai6IuL7EfFsRDwTEU93ezyqjoj4fEScjohvzzm2JSIOR8R08TnczTGq9y1wnf1hRLxU3NeeiYhf6eYY1fsi4vaI+FpEPBcR34mI3y6Oe0/TPAadRUTEIPCXwC8D9wC/HhH3dHdUqrhfyMx7LZGpNnsc+PB1x/YDRzJzDDhS7EtlPM786wzgz4r72r2Z+dVVHpOq5wrwu5l5D/B+4BPF32be0zSPQWdx7wOez8wXMvMN4O+APV0ekyQtS2Z+HTh73eE9wMFi+yDw0KoOSpWzwHUmtVVmnszM/yq2fwQcBW7De5qaMOgs7jbgf+fsnyiOSZ2QwJMR8Z8Rsa/bg1HlbcvMk8X2y8C2bg5GlfZbEfE/xdI2lxOpbSJiF/Ae4D/wnqYmDDrSjeODmfnT1JdKfiIifr7bA1J/yHr5TUtwqhP+CrgTuBc4CXy6u8NRVUTEBuBLwO9k5vm533lPU4NBZ3EvAbfP2d9ZHJPaLjNfKj5PA/9Efemk1CmnImIHQPF5usvjUQVl5qnMvJqZ14DP4n1NbRARa6mHnC9m5peLw97TNI9BZ3HfBMYi4o6IuAn4NeBQl8ekCoqI9RGxsbEN/BLw7cV/JZVyCNhbbO8FnujiWFRRjT88Cx/B+5pKiogAPgcczcw/nfOV9zTN4wtDWyhKYf45MAh8PjP/uMtDUgVFxDupz+IArAH+xmtN7RIRfwvcD4wAp4A/AL4C/AMwCvwA+Ghm+iC5VmyB6+x+6svWEvg+8LE5z1FIyxYRHwS+ATwLXCsO/z7153S8p+ltDDqSJEmSKsela5IkSZIqx6AjSZIkqXIMOpIkSZIqx6AjSZIkqXIMOpIkSZIqx6AjSZIkqXIMOpIkSZIqx6AjSZIkqXL+H99W+2lE+cxpAAAAAElFTkSuQmCC", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "print(' '.join(pywt.wavelist(kind='discrete')))\n", "wavelet = pywt.Wavelet('coif4')\n", "plt.figure(figsize=(14, 5))\n", "plt.title(wavelet.name)\n", "plt.plot(wavelet.dec_lo)\n", "plt.plot(wavelet.dec_hi);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Die so erzeugten Koeffizienten können nun gemäßt der oben definierten Filterfunktion gefiltert werden, um die kleinen Rauschanteile zu unterdrücken. Dazu wird zuerst der Grenzwert des Filters definiert. Dieser setzt sich aus den Maxima der Koeffizienten des Störsignals nach der Wavelettransformation zusammen. Jetzt können alle bereits definierten Teilstücke kombiniert werden, um ein Signal $x(t)$ in seiner Wavelet-transformierten Form zu filtern, um schließlich $y(t)$ als Funktion von $x(t)$, des Wavelets und des Filters zurückzugeben." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Koeffizienten des Rauschens bestimmen und Maxima bilden\n", "\n", "r_frames = signal_to_frames(r)\n", "\n", "def noise_coeffs(wavelet):\n", " r_coeffs = frames_to_coeffs(r_frames, wavelet)\n", " for i, coeff in enumerate(r_coeffs):\n", " r_coeffs[i] = numpy.max(numpy.abs(r_coeffs[i]), axis=0)\n", " return r_coeffs\n", "\n", "\n", "plt.figure(figsize=(14, 5))\n", "plt.title(f\"Maxima der Rauschkoeffizienten aus {len(r_frames)} Abschnitten\")\n", "r_coeffs = noise_coeffs(wavelet)\n", "for i, coeff in enumerate(r_coeffs):\n", " plt.plot(r_coeffs[i], label=f\"A{len(r_coeffs)-1}\" if i==0 else f\"D{len(r_coeffs)-i}\")\n", "plt.legend()\n", "\n", "# Filterfunktion konstruieren\n", "\n", "def filter_signal(x, wavelet, filter):\n", " x_frames = signal_to_frames(x)\n", " r_coeffs = noise_coeffs(wavelet)\n", "\n", " coeffs = frames_to_coeffs(x_frames, wavelet)\n", " for i, coeff in enumerate(coeffs):\n", " coeffs[i] = filter(coeff, r_coeffs[i])\n", "\n", " y_frames = coeffs_to_frames(coeffs, wavelet)\n", " return frames_to_signal(y_frames)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Anwendung\n", "\n", "Nach der Applikation des Filters *f2* auf die Koeffizienten der Wavelettransformation mit *coif4* ist das Rauschen im Ausgangssignal $y(t)$ nicht mehr aufzufinden, jedoch nimmt die Klarheit des Signals drastisch ab. Damit ist Bewiesen, dass mit der aufgeführten Methode tatsächlich das Hintergrundrauschen in Audiosignalen reduziert werden kann; das Resultat ist aber noch nicht optimal." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "[output/coif4_f2.wav](output/coif4_f2.wav)" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y = filter_signal(x, wavelet, f2)\n", "\n", "plt.figure(figsize=(14, 5))\n", "librosa.display.waveshow(x, sr=sr)\n", "librosa.display.waveshow(y, sr=sr)\n", "plt.xlabel(\"Zeit in s\")\n", "plt.ylabel(\"Amplitude\")\n", "Audio(y, rate=sr, name=f\"{wavelet.name}_f2\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Vergleich mit alternativen Filteranwendungen\n", "\n", "Nachfolgend wird der Filter *f2* direkt am Eingssignal angewandt. Das Ergebnis ist nicht befriedigend, da das Audiosignal stark gestört wird und der Rauschanteil trotzdem hörbar ist. Die Wavelet-Methode schneidet im Vergleich viel besser ab. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "yt = f2(x, 0.1)\n", "Audio(yt, rate=sr, name=\"t_f2\")\n", "\n", "plt.figure(figsize=(14, 5))\n", "librosa.display.waveshow(x, sr=sr)\n", "librosa.display.waveshow(yt, sr=sr)\n", "plt.xlabel(\"Zeit in s\")\n", "plt.ylabel(\"Amplitude\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hier wird der Filter auf die Koeffizienten nach der Fouriertransformation der Abschnitte angewandt. Bei dem Piano-Eingangssignal schneidet die Rauschentfernung via *Short-time Fourier transform* (STFT) subjektiv besser ab als die Wavelet-Methode. Obwohl hier auch ein paar hohe Störfrequenzen übrig bleiben, kann das auf seine Grundfrequenz und deren Obertöne reduzierte Instrument besser wahrgenommen werden. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X = librosa.stft(x, n_fft=win_size, hop_length=stride)\n", "Y = f2(abs(X), 0.9, numpy.max(abs(X))) * numpy.exp(1j * numpy.angle(X))\n", "\n", "y = librosa.istft(Y, hop_length=stride)\n", "y = y * max(x) / max(y)\n", "\n", "\n", "Xdb = librosa.amplitude_to_db(abs(X))\n", "Ydb = librosa.amplitude_to_db(abs(Y))\n", "\n", "plt.figure(figsize=(14, 5))\n", "librosa.display.specshow(Xdb, sr=sr, x_axis='time', y_axis='hz')\n", "plt.figure(figsize=(14, 5))\n", "\n", "librosa.display.specshow(Ydb, sr=sr, x_axis='time', y_axis='hz');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In der hier dargestellten Frequenzdomäne kann man deutlich den Effekt des Filters *f2* erkennen. Der breitbandige Rauschanteil ist visuell kaum mehr erkennbar.\n", "Folgend ist der Amplitudenverlauf und das Ergebnis der STFT-Filterung aufgelistet." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 5))\n", "librosa.display.waveshow(x, sr=sr)\n", "librosa.display.waveshow(y, sr=sr)\n", "plt.xlabel(\"Zeit in s\")\n", "plt.ylabel(\"Amplitude\");" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "[output/stft_f2.wav](output/stft_f2.wav)" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Audio(y, rate=sr, name=\"stft_f2\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zum Abschluss sind noch einmal die Wavelet- und STFT-Algorithmen für ein Sprachsignal implementiert.\n", "\n", "Quelle: https://commons.wikimedia.org/wiki/File:Frase_de_Neil_Armstrong.ogg" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/markdown": [ "[output/voice.wav](output/voice.wav)" ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "voice_x = load_source(\"audio/Frase_de_Neil_Armstrong.ogg\")\n", "Audio(voice_x, rate=sr, name=\"voice\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "[output/voice_coif4_f2.wav](output/voice_coif4_f2.wav)" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "voice_y = filter_signal(voice_x, wavelet, f2)\n", "Audio(voice_y, rate=sr, name=f\"voice_{wavelet.name}_f2\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "[output/voice_stft_f2.wav](output/voice_stft_f2.wav)" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "voice_X = librosa.stft(voice_x, n_fft=win_size, hop_length=stride)\n", "voice_Y = f2(abs(voice_X), 0.9, numpy.max(abs(voice_X))) * numpy.exp(1j * numpy.angle(voice_X))\n", "\n", "voice_stft = librosa.istft(voice_Y, hop_length=stride)\n", "voice_stft = voice_stft * max(voice_x) / max(voice_stft)\n", "\n", "Audio(voice_stft, rate=sr, name=\"voice_stft_f2\")" ] } ], "metadata": { "interpreter": { "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" }, "kernelspec": { "display_name": "Python 3.6.9 64-bit", "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }