{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# carat - onsets detection demo\n", "
\n",
    " _  _  __ _ _|_\n",
    "(_ (_| | (_| |_   computer-aided rhythm analysis toolbox\n",
    "
\n", "\n", "This notebook shows how to extract onsets from a recording using the [carat](https://github.com/mrocamora/carat) library.\n", "\n", "The procedure consist in computing an accentuation feature function, based on siezing the changes in the spectral magnitude of the audio signal along different frequency bands, and peak picking in the accentuation feature function to identify onset candidates.\n", "\n", "The following steps shows how to:\n", "\n", "* Load audio input from file\n", "* Compute the accentuation feature function\n", "* Peak detection on the accentuation feature function\n", "* Compare the detected onsets with manual annotations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How to run the notebook\n", "You can download the notebook and run it locally in your computer.\n", "\n", "You can also run it in Google Colab by using the following link. \n", "\n", "\n", " \n", "
\n", " Run in Google Colab\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or you can run them using Binder directly in your browser: [![Binder](https://mybinder.org/badge_logo.svg)](https://notebooks.gesis.org/binder/v2/gh/mrocamora/carat/blob/master/examples/carat_microtiming_patterns_demo.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Install required packages\n", "\n", "You should install the following packages by running the next two cells." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install carat" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import os, sys\n", "import numpy as np\n", "import IPython.display as ipd\n", "\n", "from carat import features, annotations, audio, display, onsets, util\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1) Load audio and onset annotations\n", "This first step loads the audio file and the manual annotations of onsets." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use an example audio file provided\n", "audio_path = util.example(\"chico_audio\")\n", "\n", "# load audio file (only 30 seconds)\n", "y, sr = audio.load(audio_path, duration=30.0)\n", "\n", "# time corresponding to the audio signal\n", "time = np.arange(0, y.size)/sr\n", "\n", "plt.figure(figsize=(12,6))\n", "ax1 = plt.subplot(211)\n", "display.wave_plot(y, sr, ax=ax1)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can listen to the first 30 seconds of the audio file. \n", "\n", "**Note:** This is a separate track from a performance comprising three drums. The track corresponds to the **chico** drum, which is the timekeeper of the ensemble. The performance starts by playing the **clave** pattern (timeline pattern). After a few rhythmic cycles the **chico** drum starts playing an ostinato pattern that articulates the four subdivisions of the beat." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(y, rate=sr)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use onset annotations provided for the example audio file\n", "onset_annotations_file = util.example(\"chico_onsets\")\n", "\n", "# load onset annotations\n", "onsets_ann, _ = annotations.load_onsets(onset_annotations_file)\n", "\n", "# plot waveform and beats for the first 30 seconds\n", "plt.figure(figsize=(12,6))\n", "ax1 = plt.subplot(211)\n", "display.wave_plot(y, sr, ax=ax1, onsets=onsets_ann)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2) Compute the accentuation feature function\n", "\n", "This second step show how to compute an accentuation feature from the audio waveform based on the [Spectral flux](https://en.wikipedia.org/wiki/Spectral_flux), that consists in seizing the changes in the spectral magnitude of the audio signal along different frequency bands. In principle, the feature value is high when a note has been articulated and close to zero otherwise.\n", "\n", "**Note:** This example is tailored towards the onsets of the *chico* drum, the highest sounding of the three candombe drum types, so the analysis focuses on the higher frequencies (500 to 3000 Hz). Some other parameters are also tweaked, such as the hop size for computing the spectrogram." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "hop = 5e-3 # hop size\n", "nfilts = 80 # Number of MEL filters\n", "log_flag = True # If LOG should be taken before taking differentiation\n", "alpha = 10e4 # compression parameter for dB conversion - log10(alpha*abs(S)+1)\n", "freqs = [500, 3000] # chico bound frequencies for summing frequency band\n", "\n", "acce, times, _ = features.accentuation_feature(y, sr, hop=hop, nfilts=nfilts, log_flag=log_flag, alpha=alpha,\n", " minfreq=freqs[0], maxfreq=freqs[1])\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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eXa4QMdzRlm6wWm2MM9Vxl2vtSKbrcp4F9rp0hptYXYP71G53iJlftQ+Gm1Hci7I2tfb6dvtbsdlHFkbN+/JgvX0fdA7PsobZHPOX5xpw33ONSt3ulQd5pF6c04qn32hxrjP9r5vsbOzz03xrh8xoLU7H6SSxsDu2O4Bb6oEjeveUeo33HfJ+iOavasfdT2Znj4yaRA4tOeoVNl+XEny15xQqWIQQQgIxd2UH7n6yIdK0035YubnTNtObU/a3sOyrS0k+QV1ZnK5SMiltr+HWPSkB3nDfyaovD5e9oysZSWruB6c14R9T/WX3y+X5qgH+m3d3Z91X9em05m5Ki12fczpsQYwREXfQTVHyYywxX0uneDHd+rIUi/S/hlV7r6JwNbX2YtG6ztjvQSllYFOnn765KtrBmicKVLAIIYQEwrAo5Em/wptL2/HojGwh3ctNyKu7Ti4yfjKdWetz/33/C434+0uN/iuO8bo7CWsvvtWC599qCZT0ordXZuI74qa9K1w7amzP9HmteOQVd4XQU8DNg+uVobhv3OkdexZX95yqNT9PUSkunuegeY7q+mKHGnKTSr6xNRn4uS4Eg9PB+pTV3W98aylCBYsQQkjRYieYtXWGEzUM5cGwUITFS6br6paB+hyFQNXp0xWwLm3FCSIQ3/d8A+6JKW21SntHuLGLQ1jNuOB5VO7n2trFEW7e3Z1xXzTi/IxxjkOHMiYknFwfnZSepMeJqoflUoFQk4vkynoaqp0I+igBT5dPN4y41e0OVvf+BBUsQggh2tQ39+KuJ+oz7muFiJ27XU9CesYyGew5aC8cBHVn6tuof3yuOOiQBtwpNsNIWNAaQIHpSTCuQ4d1272TqGTKbssuO31eq2cyD7dxiHqM3JIm+In7MitwTlWqliZV6dN9hNWU5zlF6eSWPd1ZFqGwY2RcPzWVPJ/P6KCCRQghRBtjXZ4tBaxg2TFzQSumzGwO7OYXJW4z/ole6Zma28BNGKpv7sXMd1t9x8fpKpFxLELq5VYkZSphwl1P1GPvoXhnyEePqNAuG9S1zhgZNbars1s/DsdreJ2qifIpyLSR/0cL+5VFiB3jJZW+tikTBm7JaXLNy3NbMUVxhY5TAdS1tLodq1II791cQwWLEEJIydHdI/HawtbMWi570wkq8pFu3I8A/s6Kdkx9pzV0yu1XF7Riw47urBl9I2V4IeJlFROibwFhtxTWQHhZf/SIcs8yapyWZwhWiP444SUEZ2WY1Mgi6BcvK5RWvT4HzMst0S+rNZZeyCfqOFZVZl/UuN9sfq61WlInk2SpQQWLEEKINsY3doNG0Hy+aO2QWLOtC+u2d2PR2lSq9SjkMC9BsbdXZhQ6u7JuKZENmlpTx3d2yUiSDqhtbN7tPm5O2dnsykXtLuq1/o6fMXRKv66LTlPLNvpIG29TeS5SXhxp9J/yMldTEFICZSHdbr3j2ewL+D3HsIpcV3cSq7Z0etaj+8yXB5TefcVGKV31tW6fUrQ/uh5SwSKEEKJNECEnLE2tvVmL/rqx/3CiT5BRJBYvAcbXLK2UOGhaoHT6vFbc/3yjS3nvOqPO5Kaj1O2t68FOJfW6Z7Y/gcy5b1KUNtWyYyidnn31uEBumQsLwQWpGNaE00nP7XUe6vh6tumwPWmqRqLPurzrgL0S4DU5YEdUI7L7QLjFqWYtacfsJe3YdziaRa46bVwEfaVpD7DPy2rsVa8uxfAc6UAFixBCSCQcbkz4Fr50eOr1Zry+qA3JpMQ7K9px4EjC8yNs7Db6Yy7d2OLcxwaXfarwsHFnNx5/tTkTj+a0XlUcpgo7l5um1t6+RB4+gm+efqMFL7yVWqTWmKVetM7bOuPUhOrqt2qznnK8bEN2m2bl7GB9r6M7Wm/EawX4kfE60hkg3e4dS91BOhQQJ6ug3fl5WRANnLL/OV0zp2qXb7KOt/Fc7jlor4S4PbdxsyPk2m9GzGJUiwirl7q1PRn7RNfqLRrvhBAZCA0KKf4tDFSwCCGEaOOm2Dw6oxkPmNZz2rKnG68tdM9mpoORwlwCWLqhE0+81qx9rDHrbWfQami2dyMzn6KUElv2dNuet5GcwO/CxnpWBPc61IVQgdTivVNmNqfbsI9R2WNznJnDjXrn0tbRV++mXe4z27sdsjKq2Cnnahr5voQK1u35nPSuS1+z5UFdBl3wjLGKyHLnR0F16pO62SvesbUjmXkY/FotdAX5fN0X6rj4UTyCzMdEZRkDnPtqtySAEz3K+ftZNy8Py8XFAhUsQggh2qjuYIDzB/Hlua1Ytz26WK0wwpKdADn1HXvlz1xy3fZuvDy3Fau2BA+Cd3K9sj0dTUGsoaU30CyxV2IG1Z3PEJLV81+xSV+ZUDOeOa6XpBGQk1EctVtPkY/kJmoGR0NZ1Fn0VxfVtdO7T6l/1echTByd8fx3KJklWwzrscOl32ByOSsRr7AMTgqrlyKZSMhArpD1Pid5dMiyJNl0XX1fGKe3YE2HZfv8Vdbfqguy+fnUtaQWOlSwSF7oSciC8Jn3y56DPbjrifqsD0k+SCYl1m7r8p2GmZAwhI1FCIM53snvzL6x3kuLT/cTw93NzrqSkQNc+tJlssCoCxera9DUNSS0LVg6SSjs+qbOdO+rcx/PhIvcFvTN88bidtvtYcQqr+sRpVLjhCqQNrba32tzltufvxnjvb7bIR7JCTXduIrRx9WKwtyT6Fv/baOHRVLFGLfWDv93RGhROg+fP1VZ91Kamlp7UaYoDYfq7d2pt+3t8W0RB4B313bEHrtkV7vapJom30BNkLFuh/X+2xJAqSx0qGCRvPDgtEbc+2yDVtn6plSmqkP13oJdW0cSC9d0YMn6Ds+yQViyPjVre0CjL2a6e6JXKFdt6cLri9oKPr0sKS2cBKKw9/fm3d2ZNbacMIRDHaFMdS0zsFs/pks3dbnTGi8JVZmTGbfGNTbJOQyhee5Kq6C910HZsZvQUedVVOHKiJNxug4GXpY5p2u9ty7hHOblcSvs2KsvTKkKoHGeqhLgdfcd9plNz+te1MFLeTWjKkaG8H3AZzZEp3tIRXXZ6u6RGRewDV4p8DUfdYc8M7b90EmgYEZXMYtiHAGrxUVVIppsFGnzNXptYVvW/sdetbpTGwgRUGfMgaIZRn9T309dyntp5rt916g07FdUsEieaO/Uf1JfW5R68B571TvuYsrMJixY04G5K+NRsILyl+catBXKru4kVm/1TufanjbNx7HgoDndNCkODjcmYplYSCalVfhz+PrNXpotRPhh+rxWX7FVXjhlwbN7rJ6Z1ZL5O5Mkwgb11A3BaqmSnOFwU6+lfdXlxVBG7Z7dvkU+ZcYCssImSYST+5nBgSMpwXz2En/jkuWeE0DaaVFm5rP66qCM221VrULGwrGq9c+PgKkz0x82zTugnz3Rb1k3ps+zur06KTc79lktYzpWNQP16jm1oeO+aNy3767pcIyJtMNo0zGxTBo3C6wfzM+qzvpnby3ru56NpoQ0SY9h3rmvJ5AiI5V+ZD2DEYgJFTZLw+m+HrwmekoRKlgkMLv29wTyFfaLn5lxP4qbyrbabtz1RD3qHV7ydQ0J3/7uBn5emG8sbsesxe3YfyTehfnaO5PYVms/fs+/1eKabrqU6O2V3impi4DHX22OZWLhzaXt+NuLjZnn0C5MRkpgo88ZaCd6kxLPzm62X2hX2v5pi5fgZabOlNihrkH/uVMtVwb76hK2s9oGbu8D47lfsanL9b4sUwbCScgN4ralU68b6ndBza6XpRylcXIv0sGPW5VdimszUXkbLFit/zzqxipGlVAlzMSc7vdMtVJ4ocYtmX9lWUA0x8jtnmpuC/aNVd1s2+0szKZzae3oW9POS9HZW+edIVUHs8ud77T6DveM3TWvV7KZOvVclc221jq/n1dt7SyJbzIVrDxQ39yLjTvjdeuSUmL73u5Y43Oef6sla7YsDnIV72i4nMxe0mb7wjSyc8WNYS3wfMGEHNrn32zB1HdabbP71HpkGss1u/b34G0fM6x++NPTDfj71MZY6s4lbhmettV24/FXmwK9D7amlXBD6DS3YwjK+w8nXIUhPzS2JLHnYAJPv9HiKOhKeAvJTtfDq2f7Die0s6S54TYZ4zQMHV0yIwztO5xwffdNHFNh+R3FazLRm724sW695rTxfhJKeN2TOq7hQOp7pI1yUur9qgrlXnFNTvjJutauWrAcBt9PNra4iOtdPHKYjYkkjWrJ9Hr+DVZsdk7G8sr8YFZ31a32gM1kaJuiUBgWw8XrvJVu8+0YNLuj+Ti7JR3MqPeUU5IJuwnsbYqipHt/uim+i9Z2+pogK1SoYOWBf05vwowF4dxpvNi+twcvvd2a5bqii5QSq7d25iXzUr4wXk57Dibw8tx4FMc43O6CClaNramXbpRxsd09UnvyoKk1FVunM2v9/FstWBZDCmSDoJbPl+e2aJ2vlBJL1nfkze1y6jutOFjf62hxccO4Nsas7QRFsDfvM/BygwFS98qc5e1Zwq35flaVFPMCpF5Cr5Nyst0j/sdtcsEsWLkpBuq9qvuMvqtk3upxeTRUgdMsFAVVcO0SQehOcAXNYlbrETMUlaDlZlFUGVhtPekovoPq2mAqqsLgJFj78aJQ3cT84HYPqe6FnnWYLmfQ9cpmLmiz1LNfM7bKyVoKeCv3utgpnE7xdzprPJl7NWVGU6A+mdtZtrHT9Tv/gjI5sc/Oe8CBQ4pLtZrIJyjmsYl6jbtcQQUrj2gHVgegLW2BafSYuXBiy54ezFrc7svFoZQI82FyY7uGsGAEKcdtuTMEMqdFI4MwZUZq8mDDDm+lwwikfvJ1fcug10ycHXc9UY81W+NRzrbs6dGaLNm+twdzV3bg0Vf0PpZrt3Vhx75gLndu7k1uwoYXhiI8sDr7s5H1nhBWN7Gd+3vQ2Z3EXU/UZ9xS7322Acs3duLt5e2464l62zbVJBB+A+HtWKm56K1KXWOvRWhK9Dpf66gWynQTLN5c2m6RxMzv+iBZyJwIEjvhJ7lDrgLazYpahzKhoibMqKqMvld7PNYC01Va/HyT1eQoTa3694X5W+U1KeE1iOaFg+euCGb90nHLM3Dz/li7ve/5z0c2cC3XTFMRXwqL6TjzZJDXJ169tn7eX3FllTX32WudvUKFClYe8eM+0NWdxKzFbdq+4UZK0KCBhcaLOO7UmdPe8Xbr8Os/HBTzjF1cK4lrLPPim3XbuwLN8BgfoSgtWE3p62bOCOSE30yMgH+ffkOocUoLHQY/woqhVKhuI068vqgNL84JZkV1s5KFGepNu1IfbJ37Zc3WLmwxrauzaG1HRuifucB6XttdBEu3tmKd0zRVfjA9U64KwEvWd2hZ6gAE1iL8CIBmy1vQlOR7DvVYutrembQkHlAFV6f++fnuxOkl4VT32u1dlntrpjJJoloS/cTlRUVTS/hvkDo+flz7zNfOa8LR6TZduDY1sWX+hq/zM0nicmuYlTY/zDJ9C1TXvkJP7KRaFdVxcbpczW1JV4tkIa5B1mw6N7tF1YsBKlh5xM9s/LxVHVi9NZWWWwfDKuEWSOiGMVvdpKFo+E1/ayZo/+LAz0sm6AfXz5h7CW9G+tmmtiQWr/NnoUkm+1LymgP8VdZrWKKComPNU/H7AQxqwdXBj5Wg3UdAedgAZ7eJm9VbglvyjGQJOv17c2m7xZWpqS2ZmensVl4XCRe3RV0XHrs+CY/9Bl6TVk4ubJt2dweaAffzDvBTvdna53XZnJ4jNTnFmm1dlnM8qLz3dBMNuLFiU/B3jNe96JSCfumGTlcFXbWUTjO5jPuZWAmDalVww3FdRmG9h9Tvrdv1s1w7j2E2Xy+vd7TbJFlUgv7KoIuCK+3nS+Fyeoer2zs1vaCONPVa4s2SSen6csmVZU/3/W631EUxQAUrj+zUdAkA+mbidbP2+V1MMwyHQs7ueSlouXrY/Sh781YFc500ZvR0eO5Nd+ueOTuYm7uEHeaZrxUusU1b9xSWaX6tzxdtXJZIwF0xNXOoPqGtTO7Y1427n2wI0y3Xj5af+y9KWtuTjjFTapY788y5bgY8O2HUbEVxs6gc9lCUnQTCxpak5d3kFmNjtvz4mVgYUNX3ibYThs0xdWbhyyv21mksVBfS+cp7Tj3ObA3w+w4y8DtBZ77OXms+xZGMQY3Ry4XC5RW/tcHBYjl3hft3yuk4wDrWs5e6X0fz/RYms3CtySoVxk1/wepg496m3MN+FD4/njbm95XhGaCDaslRZUjd/nrFNb5jum/CZNTMWuxd+TZtKTD5ImqoYOURI9vKjn3dmPmuuzuQ+UPrFK9gIaRS4udlEXYdJq8EA5UVwU4m6oV9C5mDPt3tVmzq+yC6CSlhLIxxCB5b9vjrj9e9aVZG/MZEqsKnE7oLfwLAtHfCJ1fxUv7DWvWCpmg2W24WuWTSUj+6TrPsZmXbvI6VHS+6ZJh7yiYGsDmAcOdmiTtsUsZVod9pqQTAmtTDLhYj6DMWNKZhxnzn+9PLDddpwVdVifaa1TYL842KG53btYwKddFYXavQEc0JGTsWrXV/pp3WsNq5v8dVFnjVxZU76PpRs5cEV2rNV27mgtbsvjvcGqrrqltyGDdU11Dzd1KlR2nTbtFgJ8wJYfxkMlQzZarLcui62/pJ4qUmofKjFL30trW/f3rKOnnodu49ivwWRer6XBOJgiWEuFoIsUkIsVUIcZvN/gFCiKfT+xcJISZF0W6xszztGvHinFbPldOPG5uducsN83spSKYcP0dU+etaFm7CFgCcelxVoHqXbCjtBB3meC67NLFuLDe55cS1AOCzs32kTY4Jr3eyeQHXMOuOuQVV+7HA+onLdMLLQuKlgK3a3ImHXm7EXU/UZ81GT5/XGtiNxxwz4aacLtJ0d1WDuN2yCh7wuWisrqXUbM146GXnBCZuMYlTXZRqs5L6iE2CFN04vdpD1nvC9Ror96t5osrP/anOzOsuIq27IDuALJd5t2upoip8TgqgF6rC/PB0+/tg8XrrNVczt7mhujr6cTNV02jrohvf40VQa5JdNk8nt8moMsyqE3huz8l9zzUGbseP1coPvtZB1BxQVanzo5yFWe5FfV7ufrIhUJKrfBJawRJClAP4C4CPATgDwE1CiDOUYrcAaJBSngTgbgC/CdtuqWCecXhzqf5Mhp+Zuj8+pf/BssPL9eONxe2hrEV7DiZcjy833aVa1rs0i9Z2erpWuOG04LBB0Nnju56o175ermvAKIJQ0DTJXqzcHGzRv+a2JDq63INrDZ6drZ9JcOHaDu3ZLHMpu3uh2TSGU98OrhD+6Wn9Z2ztti7tmUavzGNBjtu8u9s1tmD20vaMZUBd527z7u6cr0+i6zL5txcb4+1IAeDn/WfGy8JnRo0v3RUwS1jQNYYSvbBfZDpi5iyzCv66CqAXqlXNiZ37ewInanjYRZmPi3t8vOPMhHFLVsfIiaAu+/lCfaaCPtdh8PPNUlEnbHLFwy83+ZKT840Ia3YTQrwPwB1Syo+mf/8IAKSUvzKVeS1d5l0hRAWAAwBGSZfGJ0+eLJcuXRqqb1Gyc3+PrxmnQkcAOPPEARDom2E3/xs0lXF/54zjq1CWNi0lEjIr/a8bpx1X5as8IYQQQkh/4gdfGJnvLlgQQiyTUk5Wt4d07gIAjAOwx/S7FsBFTmWklAkhRBOAowAcVjp5K4BbAWDixIkRdC06cpU5KFdIADv3dWeyTUnZ505VfJ6uhcOWPd0YkF5DRTdA3yBfs0KEEEIIISQ6olCwIkNK+QCAB4CUBSvP3bFwzsnVOOfk6kjqMpuDLz+vxpKx5avXDMOIIWWZRWANHpvZlJWt77ufG4GyMmSVBYB3VrRbgoHf954aXHRmdca64sWqzZ2WzEFf+OhQjBlZbmlLNWt/7dphGDaoTKsNO5P4Jy4ZhJMnVEEI6zmp537UsHJ8+oNDMLhGZJ27Xb1f+OhQjB5R7tkvu2M/dcVgHDe2EmVlwnb/JefU4L2nV2f1WafuW64bhqGDssdaLXvRWdW4+MyarLGeu7IdSxQ/5cmnV+Pis2pQWWEtaxiLjW1qG2efNAAfOH8gKspTZdT9n7hkECYdU2lJtqJ7npecU4MLTqtGRbn7eR57dAVuuHIIym3uabXs+NEVuPaywaiuEpbzUvnn9EZLcoAvXT0URw/vuxfmLG/HcpP//teuHYbhg7PHxA61T0cNK8dnPjgEg5T7csn6jizf+MvPq8FZJw7AgErh+kwBwA0fGoLxoysyfVbH0unYz3xwCCaMqXC8d41n2lxXXUMCU2ZG4ypFCCGERMkxRxeU2uJKFD3dC2CC6ff49Da7MrVpF8FhAI5E0HbRM/n0PgXr5o8Pxcih5bblVGfK7980QksIBIB/v3GE70x85ua8zLFjjyrHFz46zFf9ZoYNLsMt1w3XKuvHNHz2SQNw1YWDAvbKu62gZmo/Y+fWhmEp0ynr1Z7bdQpjjtc91k8bfspWV5UBSDoeN2Rgn8L4xauHYsQQ++cvTJ/UZ/d7nx+hPdFhV1bn3nHrzxUXDMT5p9pPFqnvn7Ejy30niIiaAVVCa4Hpc04e4LjuUanwgy+MzEu8Rq75zmdH+Ep2EYRTJlaFSikeBZ+6YnCgBcWvu2ywZW2uXPCRiwZpr8Np5ppLB2fFcupy+qQq11TypcLXrx+Gf0zNbVzdtz49HPe/0Bjo2O9+bkSoGK4wfOaDQ/LSbhCiyCK4BMDJQojjhRBVAD4PYJpSZhqAr6T/vgHAm27xV/2FwQOtl3/gAOfhUBMBeglZ5vJB0pz7STx43DGVvus3c8pE9yyBQddXGTe6MGc6dJUrL8wpnAuR954RjcU3DKdNcr+3zj15QObvoYPiWbVCfZZ0lSu/ZXU5cZzz81peLvCDL4zEtz4zHO8/uwY3fXSoZf/3bxoRuN0RQ/qur/ruc+PfbrBv8z0nDrD8vvK9wSZTym26Mm6U/3fHrZ8a7qsNg8mnx/+cfPfz1mv4+Y8MdSiZTdDX1Xc/Z23zBJf7zsxnrxyCMs3bY5jyzH7ho/rnpT4H3/t8sHv7QuU9d/IEvfP81BWDtdsoV+Z9TpoQLLNuGNzeG254fd+jIBdtqHzrM8MDH3v1+6zvqqGDgk3shSLgc+3nvj1qmPW8bvhQcOXo+zeNwA++MBJVldF/E+MitEQhpUwA+A6A1wBsAPCMlHKdEOJOIcR16WIPAjhKCLEVwA8AZKVy74+cND71wvr4+wdh6KAy1AxwvnEG1/Tt0/kQyACp2S3H+zj82JAm27NPGuC6v81nLJPBaQHTuxcKg6rdXyRhpijOOqHv2tx4VTwzQmHvi1xQbnJbrHGZ4AiDH2Hd7R2gy7WXuX8AB9V4n2fNgDJcfFZN1mSAn8mBAVXWsmYr6a2fHO54nCp8ODHcpLB5Petus552itHQwf7vhUoXGekjF/ed0wfOH2jZd8nZNVr1f/WabC+B6zzG2qBcUdT9PJvmQ/0oxuWKS/Bl5w50KGllyMAyV9nP3PevXmu9JmOPCv7O0Z3MUBWqYcq9csUFevfvxLH6Cst/3Bh8YkNVznTJGmvNR/+W64J7s5g5/9RsucBJyfvEJcE9VcycrkzIXXyW8+SH+ir8zmf1x6jKNOntR1F7/3us74qrLrQ+U3FMEv6L8oyNG1WpfS985RPWYyeMsT6fFS735gWnWa99VBPTuSSS0ZBSzpBSniKlPFFK+Yv0tp9JKael/+6UUn5WSnmSlPJCKeX2KNotdiaMSb0sTps0AF+/frjrC37MyNSN+f731Gh9CPx8CO0wbnydW1r9kPpl2GD3L0BVVbD643wgg87mffRi/Q/ByR6zckmTYU/96Htx7il95d2EEiNGJwiTQlo27TjrRHdlXKUQ7OTjfVhSdWf53Rg13HnM/vWTw7Ni4eLCrFim4ur0jtPt39Gm8zz9+Oxn5VhT+4NqnOu0U6x1Jmc++QGrcuM2s2p2RVXXDdR9f5otgHZtVsY1n2Hq3icvt56z+V7zslirs9lODB9S7nqvmL9tquKoolo5nfCjhNRUW8dh1AjrhR+i+e316rsZr2/ZqBHOJ+DWjpvlZ4xLnW54fc91Gal5vwDZ1+dDk/WUea82z3NwpbbDj2XFrGj4mdg7VpmsO+046/093OYdYcd3PzdC+308XHGbr6oUQY1fWZjlEJUoJhvzTTxTtkQL1b3BjczDoHnPhTWj7k67n+nIp4M1ZsTDUJ0jk7BZuPV6UXm5njnhNmOjcvyx7sK2WWARPofA7YNs5vMf1ne5AVIxOwZeguM3Pz0cgL+Fqi87V2+2Pxfc/HG9ayOE0O73ZecOtFgXg+D24YzzSTJ/EEcOLcPlJouFnYJ16Tmpa6I+a2Z3uusvd7bQmBOuVNskXxlpqjeOyZZUYhvzb702vBLFOLfnXr9ZsHebeXfjS1db7+nPfHCI5Z5R3xtmQdHvJI8bUQ3XpQ7Pnfpu/eTl+lZ8tWu6VjM7BTkqnFyvjlYmW658r1XxuNJFERlrshSODqhsheE9Jw4IPEGmq1irqLGpcXk1BJ6UVg5T5bwyzQfHq/04JkeB7HfYxWc5fxfNRaOYeMwHVLDyiK6Qa8bvC+fUgG5y7z0jdeN/5CJvi4uabCFqQno7amNc25FDy/DpK9w/uEEFNj/Heb0szW5M57nMBDn1Q2fW1u+HoCxdXueFmFl3zcdMrt8Pns6tc8k5NYEE0lHD/bj+pfrt9eEaWF2Gj1ys7+PuF7dYIC8mjnU/34Gmmf2zT6q2zAZ/4aPDMve+kQXqwjNr8IMvjMQpSjyJ2YLlFotjvm28Mkv5mdhQcbpmQwaWBRJEdGN0/HK+yaXGTXBxY/RI63U85ugKVyXSHN8bVHFU3Ybs2jFztA/Lhq41VI0jnjCmwuLianbPDPLdBqKz7Njh9F6cdEylMn7W/W7eIWbr1vmnVbsqvU4Tkl5u7m7Y3gOa1bl9tz54gbNSGSRePQherZjvMau1S79/55wcTMkEst1e48Lt/W5OOBXmXPIJFaw84ktID/jcVwV8YYw9qgI/+MJILZcsnZgOJ752rbe/dq7yoRjNXH7ewCyzuErQGVZfQ+5RVqZdBC86s9oi3OoyNKQbqRs6gfsDKgWGDirDVe8N5s6hg1tcjMFFZ9bg/WfH1weg7yN50ZnxJzRwex7DWLbPOsH5XTB2ZLnlY1mjCFaDB5ZlFCI1PlS9z83WWKesqlqYKg4j3JrPyxyjcfTwCsdnVI35MheLy3X5OB8xPW6YXQ3tlkwwE0XAud/A92ofQqbTp8Prk3LWiQMs9+lA0/1suPZHgbkfXhMYBmqckBvvU2J2Bvn4TpgFXK8rfpVDghnDxS5obFDWu8H0t51irsMkk/XSK/47KnRd9wzM7z3zt9RrUs98vVTrpdv1Uq3PZ7q869V2wuBWjfkRzZVbe9RQwSoSzjmpGkcPL9c2fRdLPKBOWuxcx9HoXLsYkrtl49FGMrMeUrDqP3vlUFxz6eBIX15+aiorE/j69cNx6nHxfeSM+IgPXxiPAnXpOTVaSUKGDS7HD74wEuNGx+/qYGdxCWO5MnALyp84ttIymaPGMJnvUdUiPUlx1zKerWOPrnBVjILe934EVKDP3eiEcZVZfXWiIoJ4KK13vekamGffzdfGb5ID8/u2vFy4XucogurjjJU1T86ZZ//VWBYVNW4pim/QmTauv+Z6dRXkMSP1by7VIqPGj0V15SscJnLthvbr10eTBEPX2nTieOt1tbrSBrP06rh8m+O0J6jvfWH5xxU/VnKLu6rp3vrqNcOyJqvMbb8nhKJ50vh4vmnmZ8NPHHMhQQWrSBg8sAxf/vgw7eQVhtteKQQKGv7yujN8QDCTsuHSpOOGpptGWOUojRl544XqpfcYLhxBFZTBA8siT287ILPwb6TVBmbsURX4108O950cQ5cLz6zB+JiUJrdkFW7EJbC6WUmFUAV8NTagT3FSZdVxoyoz63YNqOoT6O1kWrNg43WWTvv9WtyHppU8O2XCiE0595Ts+yvoMBgCi44yZ27CPD7m63/SeH/PuOpe5XYaQe81P98lNeui05F2281ui2aBzSteLKp4KbNw7PWezoUr/DFH6b1TshKSROix4ZSS3CtxlJqV9NT0t8srS2scb0NVDrOTTS5yiy9K/6sz5H6eMXNSKvP95PW8+V0OxNynoDKEm1v3yKHKREChCBQ+oYJVopwysQofvnBglotAlIwcWoYrzg9mGbj2ssFZAbdOfPiiQfjY+wf5WmAuyJo4l52bskY4BS0bL6nzTx3g2x3nivMH4sIzqrUyI3304kG4+Kxqz1nWo4en3Dh1s3Plgo9eNAiXnVsTeYp2v1YHM0MGlhXdC/o7nx3ha00fICWIOlmqPvb+wRg1ojzwxEBYystFJmbQKV7w69cPw79c2xerZbfUhOEuM2Rgmaei5HSuds+u+T2ZZfFJd8PuDjL6qgp/WeU0BZhjTTFPUVnu/VrbVbfaII+O16z79R/Qf5cPVON4HPozwWMCznw5vQTKUSMqtIRfL/xcu2rNbLledarvjSDuqerlCTqZ4YdhHt4sqku7MRGQdX94YJ2UiOa78KHJ2fKGOYnZxLEVmQRQXstoBGWskvHXHAcdpxeQ17vPFYdDr37fYF+uwIVKcdrdiCdCCLznpHjjPb56zfDAx57sY6FEIQROn6RngfjCR4diz8FgC/CWlwlXa8S/XDsMPb3Bsiaef5r+WAyqKYs9JiguaqrLMglSouRj7x+Mj70/8moLliCxLRecVp21dojBKROrAs80Xjl5IDbv6c78rigHEr3WMhPHVuJgvbJRobqqLGOpssOY2TaEgbNs3FaEELj1k8NRPUB4uraq+4cNKkNTW9J2jStzGnd10shQWp3coFKddv+tq+SMGlGOjq7UwV6xp1+9ZhjaOjQWYVfa9usyGETBsnOHM+MnrlZt3qk/XlVOHFOBLXuCfxuC4ORCaWd1OWViFWYvafes02s8gq4FdsbxVVi/I/Wce1nTjjm6AvsPJzzr9EpZf9aJA7B2WxeAlFvx8o2djmWdrmUY5SHoQu5qbLtdrKj5fTGopgwDa8oA9KJMuI+hn+zSZj71wSGWMTF74kiZfZ3MynY+VBk3C1Z5GTAxwljHfEELVh7ws/Ao8cfYoypiEfCBlLtJ3CnpC4WvXTvMNUU26T+cc0o1Pntl36y4nXAwIkwyCoWB1SlF7GyHCaLBA8u04gadhBi7zeY076owfdaJA3DRWdW46Mzs94pTLyScY6LcOP7Yyoy1Vs3opzJ8cFlWvXZCqCpDfuRCD+u+jXunZtEMnovo+hCK1TaMsVfX6PMStFVXQy/MSobuhIfqOuY0qWGbcEDzmvgVhp3GSLU8mNdo9FKAz1NcYh2fNY8bf/SI8sw187JITz7DPZNh3FxyjtnK7f/9Y8TOeZ3nKQEzP1dXCcszYL5nq6tE3rwXnLjsnJq8KHa5hJJ+HvjMh4agJ1EAK6AS4sCIIeVaCUgIAVJCX65S+6p4WUvcMJaxMPv8q4JIebnAJU4WZRclrrIc6PZpMJESOHF8laulL1PWZttXrxmG3l41S6O1k77X4BHCoTVn1DjWr3zCmtjASXm0c59yEtL9ZphUl72I4gusumWpPXXKOGgXj6XrauXlOq7L6BHWBZ3N19kuEY25d54KtILjRISpnaSH2WzcqEqLhSvXypbZRVHAv9vkRWdW44RxlZ5JSiaOqcTa7V2B+uiE5zPvsFtd/0xn2Z4xI8s9vRmA1Hs21wnMck2B6bT9g4pyEdsCdoQQkiuMuEQh/FsIouC7nx+h9dEH+taNMwsbhoXhaFP6YwGXmXdFIDASUhguz9elFQQje6W5TjNGux97n7Xv6hpLRjm7deXs3NYqykUmsYORqCHoougGThascaMqMufllaBAjQ10ygDn5VIGmBIEKGPhFcjvWyDXEP5UN1avQwwlyi72R3VXc4rJUtNv2/Hljw/NUmpV3Lwx1Gtrt5C3DjrX3K2Im1tbpoxH/aep4QURKGY6WULVrpaVCYtydfFZ1fji1dlxtk5xYaoyn91e8BPTPVInhpz0QQsWIYSQQJgF53ysVeInNuaaSwdjz8GERYi3FWaEs4uUutVINGNw0oQ+65Ob4JeRhbJc/KwCzJiR5di829la43b2NQPK0NCS9MxG+v6za7BgdUfm94njKrFqSxfOOD6lmDkpQ+ecPMA146MX11422NNqkWrf+tuIbVFj4rws7mHWawRSmfWOVzI7qlfGLn7m5o8NRVePtC3vxgWnV2P+qo6sDKg6grRlwiBIzFpAy4I6QeD1eEoZgSXKo6+qm2YUb6ljj65Ad08484tTnLWdten7N40I1VYhYLcWmHnszz1lAFZujtZyl2+oYBFCCAnEDR8aio27ugpyOQjDZdGwGtQM6FuWwHBjsVPQBIBDDfYuLkmNnBIG1VUC7Z1WIcwQwA0lb0AEC/V64SUGDq4pwy3XDcu4rRuWE2Ox9RFDynCkKft6jBpRgcYWb1cgwF6I1k10pGYkPHFcJd5/dg3OP9Uao+dX3PW68qruZ2cRMpSdiWMrsPtAAhfaLCSuWjMBaHW2Mi1oey2Wrq7zpIuqLFrwuDjqZIqTkpRZaiCG2zzqKlUrbJZCIFJr063Z1pUed/dBDKo42k2mxJ0FV3VPNfqgpprX6UXKO6s3S7n+2PvcY7o/NHkQNu3qRkeXLBlLGRUsQgghgRg5rLxgM14aQqCde50bQgAJhxhZPws2X/+BIXj45SZ8/iNDM8KWEXh+ydk1GD0i2yKics7J1WhqTQZbENVJ6FUUlkSvtF/QOX0JThxfha21PTj9eKtCVDNAYOCAVFp5I31+WOzkyKw11cqE7fXQTXMeJ16CsB+L31knDkDtoR5caJNcxYy6qLcXI4akLJtjRlZk9Xf86ArUHkrgkrNtErqYyqpJP5zO2svCrLuup4HZsnxU2lXyRJ/rvDlx+vFWS6G6OLBAasmYD2u6JJuvV9TLljjhZpU8/thKRwuRqjBXVQrbOFC721udQDDG9IoLlPXrlGOFEFmeArd+cjh6emXgrJ2FBhUsQgghsXDTR4aivlnPyhElfhYlV0l9+O33VflYwH3EkPKMkFLXkEqfbFRbXi6yY0Mc2rvKK+ufT1TheO22LpxrszaZ0VdjNlsVEmsGCAgh8P2bvBNy6GZfDSNWBU257UgADzA/6ee9qKoUuO5y/fXCnHBMMGGz7YRxlag9lPDMYOmIz9M/eUIlDtVXYfH6TosVRWciY8SQcnznsyN8L2nh7DIZj0UKiOHeDIDh6hsmSYrde8/p2VaTBek8GuXlwn8SngKGChYhhJBI+Nq1wywxO8ccXeG63oku3/rMcF/lLzitOss9z4zbx3744DIcrHevP4pzigQXWeSk8ZXYV5fwTByRJTgqv485ugK3XDcsKwW8H7clXaGpMoTLZAw5LGJr2ws/ayF5KRgjh5WjrbNvfSS3YbvgtGqcNmmA7+VIDGHaafzc0rhfck4NLjyzBlWVAseOqsC+uoTj86U+t0HWC9RF7XPQRB+5xDWsTlkwPYjCaGvpDkHcro/5pkC+EoQQQoqduFL7B8m6esK4Shw1rBwX+VwXb/TICuw6EGxB2kLigtOqcdaJAzwFQx0ZJ2rByokw98/ZJ3tbBG+8akjGUuKUvMNARwELKh96zeb7XQzajRPGVWHPQbOCJdJ9yO6EEAKDa/yf1FHDynHZuTVZbnYGg6rL0NhiH8AohEBV2hvvhGNTkwLGYslBrq9uunsv/LovRomOtUdnkudLVw9FU5uPwNEYKfGM7LZQwSKEEFJSDB9SjpoBZY6pqr0+9oa1JmpLVS7XfRFCaMUlqTEshTyn7BbLYhdHojLeFFejrvEThqAz8U5rx9m5bEbFdZcPxspNnTgqwkQCQgi812UiQ1dhjOLxCBqLpyY1KYSYPjfslsVQ3y+jR1ZgtLcHb6QcN7YCa7d1YbRdcpd+Bq8AIYQQbSafXoN313RkJUsoJHQtIU5y8fHHVmHi2C58OKr4pwKW1ZxSwDvFpFxz6WAs39Rpuy9u/LiEXWST0S9qwno4OVkX41zyYMSQcnxwcrRxfVGTSQYSw4SEkzJcSIve6txXgxzWy3LCOD2j7ri88049bgCOO6YyEpfKD5w/MCv1fzFBBYsQQog2RkyP04KYxYTTGVRVCtzwoexFQAuOCITC8aP9iQGnTKzKWltIl5MnVKKxNbjLks5CxAZeiQWiFKg/ctEgLFrXgePG5n7SoZAUg7jRcf+bOCbYGKhLMOTz7aYzplGPe3k50BtRPiI75SpIApgLTot/kiROqGARQgjxTVHHJwcUTiaMqcQxR1fg0nP8xXV5XaqvXjPMMTV8VIwcWob65iSklJZZfDW+zfhdHSDuzYtrLwuXFU9NFR8nk0+vxtINepa6wQPLcOV7va1CcTwzpahgOV0mHbfG4zQt6+rSAknlQp46KXf3WhhOGFeJ7Xu9Y0aHp91RndafO/6YSmyt7SmJibNCgQoWIYQQokFVpcBNH4nesuXkpueFH9n6xquG4lBDr2e80DknD0BFOXDmCd5JI0qRsUelxkInFb9fUfTaywZj2YbOrLrVxBJ+ZvsHeWT8i0tcNtbMihL1tO3WTooCuzWeDAuWYckp82grzgyGfrjussGZ+DG3+2booHL8+40jUJF+1ai9P2Fcar07rwWBgxJXAqRChgoWIYSQfkmurHAjh5bjpPGVuCjIgsERMbC6DJOO8bZKlZUJvOekwnTNiTI2yU4U/canhvsSnP0K2eNGVWLcqD4Li5M47EdxHjOy8AXXoKOWS+ucoWA59XW0cp3znWLcuDRlZQK6tma7zJnGljNPqMKxoyoCT/Z4MbC68NPcR03/O2NCCCGBMWb4TxpfHC40dpyf9u0f4mO9oTCUlaUWjR0TdAFXBwYUyCx63IwcmhqnKNOXG5gz+Q2qKfNM327m+GPt3dGuft8gXHhGbpTUXAn6uWjmrBMGYMSQMseU+0YXgibYcVvA2CuZQpClInLN0EH+H5C+pBciNuWqv0ILFiGEEG2OHl5h62JTTJx5woCidYH7xqeGozftE2TEpFz9vsLMCnfzx4aiwWH9Iz8EUSKGO6RA18XNeiLgbmU6w2E9qCjaLhT8DInu+A0eWIavXTvcs40RQ4KNrd2C15UVQE8CmcmPQogtrQoomRvvgzgmIqJi/OjUYtL9ASpYhBBCSJFgjrkpKxMFreyOGlGBUSPy0/YkB+uSLjnVcQpBqvfJhNGV2HMwgbNOyL0l221s7OKQhg0uQ1NrEmeflK34xnnlP/PBIYEWPj56eAWAbpzpcm3d1unySKBpIde6/I1XFUF21oiggkUIIYSQ0Fx+Xo1nevRcodsLJ92mGKxIuSTrOqV/68TWBNUfTxxfhQ07u7Pa9MvQQSkFK9dr9+lmNHSiysVdNbTLYmE8piUNFSxCCCGEhGby6cGSeJxz8gCs2tIVcW/0cFSkcqBgOWV9Gz64MHy8brxqiGeWQh2C6tyqlcb45ab8Hn9sttUnU55KRSDOPmkAVm/1fj7fc2Jxul3HBRUsQgghhOSNK987SGsdqSB857N58lEMgZ3lY8SQMkxwWUT3wxcOxGCbhZjDeB+OH+1tgdGqXylTVSnQ3aOhwQbou1tmR7fqUspuaWhgUVtfr7pwEK660Pv5rOwnSXd0oYJFCCGEkILlgxcMxBuL2wKtpeOVSt1JQRh7dEo8ChJDo4sfQdic/MEOp9T6RlbECWPyJ+6pV/Cbnx4e6Lig9Bd3TyNL4sSxGopxDO1XU8GyQAWLEEJISXDzx4aiuS181jpSWEwcW4lbrhue0zYnHVOJL1091D59t1caQZ/kQiwdYmPdCoOR3n6YhjujqsQGXc8sF7lA/DTx4QsHRuJCGRXl5QJfvWYYhuZo+QmD4UPK0NiSxEkTchvjVuiEUrCEECMBPA1gEoCdAG6UUjbYlHsVwMUA5kkprwnTJiGEEGJHPrPWFRtVFUB3CWdL9hLGdawaoyNet0zFSGJwzNHxz3VHrZycdlwVhgwsw7hR3n3P96K8OmTCtMpS2rOOy2CUC3J/5oNDMssvhEF3LSshUsk/3vee8IufF0hem4Ij7FN9G4DZUspfCyFuS//+oU253wEYCOAbIdsjhBBCSEi+es1wNLb25rsb/Zqa6jJ88eqhRbHAq6ojCSG0YrTsjg1LUJc/234Iqznyc1cNwcad3Z6upVETNuOgX4QQ+Pr1w3PaZn8jrB3xegCPpP9+BMAn7QpJKWcDaAnZFiGEEEIiYPDAMm0BmcTHmJEVmTipODBir04PufhxeQgzRVQWjqDV+NHHjh5egUvPHVgUVrdCg9fMSlgL1hgp5f703wcAjAlTmRDiVgC3AsDEiRNDdo0QQgghJFo+88EhWL21K3LLzPWXD8beumj9NocNLs//YtQhr9PIoWWR1GNHZTnQ3eO8/9rLBkffaAjGjizHgXpanosBTwVLCDELwFibXT82/5BSSiFEKAdSKeUDAB4AgMmTJ/eTvC+EEEIIiYLzTx2A5Zv019QKIrNPHFuplanNLyeOr8KJ47PXcYqTiWMrcGZI65YXYS1P6mLGui6CGcXMpfxnrxqKzbu7UV1l79B18oTcjocXN1w5FM1tVLCKAU8FS0p5ldM+IcRBIcQxUsr9QohjAByKtHeEEEII6Xdce9lgDB/sP4rhA+cPxAfOp4uXLjd8aGjsbagKUi747udGaGl2I4eW4+Kzwid6yBVVlQJHDy+sBOCnHjcA767pwMBq/8/ceacMwIgiiEEMQthRmgbgKwB+nf53augeEUIIIaRfE9RyoK1Y0UcmEDUD/AvRRsKIC8+ILuueF+U2qeCLReUePTKlcByrkaGxELj4rGpccFp1oMQgH5wczwLjhUDY0fs1gGeEELcA2AXgRgAQQkwG8E0p5dfTv+cCOA3AYCFELYBbpJSvhWybEEIIIf2Yr107DJUB11Ui/vjWp4fbKi5eRGVMLHSjZEU5kIjAe2/86Ep841PDC2qNLTeEEKhy8Ji97Nyagh+3uAilYEkpjwC40mb7UgBfN/2+LEw7hBBCCCEqI4aUpntRIVIT0tXPt9FQOeCk8VVYvK4TF5wW0BIWs6AfpSJRLMqVF+89o3jcL6OmOOyPhBBCCCERQQ/B4sFQXAZWlwVauylXY91PDTXEASpYhBBCCOmXFKv70lc/MQzdCaqJhBQqpWGDJIQQQgjpJ4wcVo6xR3GO3OCM452TonzwgoEYM7IcY0byepHcwbuNEEIIIf2KgelseCeMK6x1jkoZ3fWrgvDRiwfhIxfZZ6Qbe1QFvnj1sPgaT1NTXYbu1iSqq4rULEoihQoWIYQQQvoVNdVl+Oanh1MYzgG5uMJCiLy7ex57dAWaWrtx2bmln9jh+ssHl+z6VVFBBYsQQggh/Y58LIBLSpi0ghcklX2xceJ4Wn694NuFEEIIATB4ID+JhJBwxOkKSYoHWrAIIYT0e/71k8NRxS8iIYSQCODnhBBCSL9nCK1XhJAIoAWLAHQRJIQQQgghEVJVWfpxSCr974yJG7RgEUIIIYSQSPjqJ4ahekCfupHv7H65YszICqzf0Y3hQ2i7IFSwCCGEEEJIRIwc1j/Td597ygBMGFOBo4dTtCZ0ESSEEEIIIQVGscUyCSGoXJEMVLAIIYQQQgghJCKoYBFCCCGEEEJIRFDBIoQQQgghhJCIoIJFCCGEEEIIIRFBBYsQQgghhBBCIoIKFiGEEEIIKUj6yzpapLSggkUIIYQQQgghEUEFixBCCCGExMJR6YWHRw3vnwsQk/4JV0QjhBBCCCGxcMK4KnzlE8Mwcqi/Of0iW2eYEAtUsAghhBBCSGwYVixC+gt0ESSEEEIIIYSQiKCCRQghhBBCCCERQQWLEEIIIYQUFFIyCosUL1SwCCGEEEJIQcJlsEgxQgWLEEIIIYQQQiKCChYhhBBCCCGEREQoBUsIMVII8YYQYkv63xE2Zc4VQrwrhFgnhFgthPhcmDYJIYQQQkhpU16ecg6srKCTICk+wlqwbgMwW0p5MoDZ6d8q7QC+LKU8E8DVAP4ohBgesl1CCCGEEFKiTBhdgUvOqcGHLxqU764Q4puwCtb1AB5J//0IgE+qBaSUm6WUW9J/7wNwCMCokO0SQgghhJASRQiBi86sQc0ARrOQ4iPsXTtGSrk//fcBAGPcCgshLgRQBWBbyHYJIYQQQgghpOCo8CoghJgFYKzNrh+bf0gppRDCcdECIcQxAKYA+IqUMulQ5lYAtwLAxIkTvbpGCCGEEEIIIQWFp4IlpbzKaZ8Q4qAQ4hgp5f60AnXIodxQAK8A+LGUcqFLWw8AeAAAJk+ezBXmCCGEEEIIIUVFWBfBaQC+kv77KwCmqgWEEFUAXgTwqJTyuZDtEUIIIYQQQkjBElbB+jWADwshtgC4Kv0bQojJQoh/pMvcCOByAF8VQqxM/3duyHYJIYQQQgghpOAQUhamJ54Qog7Arnz3Q+FoAIfz3QmSEzjW/QeOdf+BY91/4Fj3HzjW/YdCHOvjpJRZ2dELVsEqRIQQS6WUk/PdDxI/HOv+A8e6/8Cx7j9wrPsPHOv+QzGNNRcXIIQQQgghhJCIoIJFCCGEEEIIIRFBBcsfD+S7AyRncKz7Dxzr/gPHuv/Ase4/cKz7D0Uz1ozBIoQQQgghhJCIoAWLEEIIIYQQQiKCChYhhBBCCCGERAQVLE2EEFcLITYJIbYKIW7Ld39IfAghdgoh1qQXxV6a7/6Q6BBCPCSEOCSEWGvaNlII8YYQYkv63xH57COJBoexvkMIsde06P3H89lHEh4hxAQhxFtCiPVCiHVCiO+mt/O5LjFcxprPdYkhhKgWQiwWQqxKj/XP09uPF0IsSsviTwshqvLdVycYg6WBEKIcwGYAHwZQC2AJgJuklOvz2jESC0KInQAmSykLbTE7EhIhxOUAWgE8KqU8K73ttwDqpZS/Tk+ejJBS/jCf/SThcRjrOwC0Sil/n8++kegQQhwD4Bgp5XIhxBAAywB8EsBXwee6pHAZ6xvB57qkEEIIAIOklK1CiEoA8wB8F8APALwgpXxKCPFXAKuklPfns69O0IKlx4UAtkopt0spuwE8BeD6PPeJEOITKeU7AOqVzdcDeCT99yNIfbBJkeMw1qTEkFLul1IuT//dAmADgHHgc11yuIw1KTFkitb0z8r0fxLAhwA8l95e0M81FSw9xgHYY/pdCz7UpYwE8LoQYpkQ4tZ8d4bEzhgp5f703wcAjMlnZ0jsfEcIsTrtQki3sRJCCDEJwHkAFoHPdUmjjDXA57rkEEKUCyFWAjgE4A0A2wA0SikT6SIFLYtTwSIkm0ullOcD+BiAf0u7GpF+gEz5TNNvunS5H8CJAM4FsB/AH/LaGxIZQojBAJ4H8D0pZbN5H5/r0sJmrPlclyBSyl4p5bkAxiPlSXZafnvkDypYeuwFMMH0e3x6GylBpJR70/8eAvAiUg82KV0Opn37DR//Q3nuD4kJKeXB9Ec7CeDv4LNdEqRjNJ4H8LiU8oX0Zj7XJYjdWPO5Lm2klI0A3gLwPgDDhRAV6V0FLYtTwdJjCYCT09lLqgB8HsC0PPeJxIAQYlA6eBZCiEEAPgJgrftRpMiZBuAr6b+/AmBqHvtCYsQQuNN8Cny2i550MPyDADZIKe8y7eJzXWI4jTWf69JDCDFKCDE8/XcNUknmNiClaN2QLlbQzzWzCGqSTvv5RwDlAB6SUv4ivz0icSCEOAEpqxUAVAB4gmNdOgghngRwBYCjARwE8D8AXgLwDICJAHYBuFFKyeQIRY7DWF+BlBuRBLATwDdMcTqkCBFCXApgLoA1AJLpzbcjFZvD57qEcBnrm8DnuqQQQpyNVBKLcqSMQc9IKe9My2hPARgJYAWAL0kpu/LXU2eoYBFCCCGEEEJIRNBFkBBCCCGEEEIiggoWIYQQQgghhEQEFSxCCCGEEEIIiQgqWIQQQgghhBASEVSwCCGEEEIIISQiqGARQgghhBBCSERQwSKEEFKQCCGOEkKsTP93QAixN/13qxDivpja/J4Q4ssu+68RQtwZR9uEEEJKA66DRQghpOARQtwBoFVK+fsY26gAsBzA+VLKhEMZkS5ziZSyPa6+EEIIKV5owSKEEFJUCCGuEEJMT/99hxDiESHEXCHELiHEp4UQvxVCrBFCvCqEqEyXu0AI8bYQYpkQ4jUhxDE2VX8IwHJDuRJC/IcQYr0QYrUQ4ikAkKlZyTkArsnJyRJCCCk6qGARQggpdk5ESjm6DsBjAN6SUr4HQAeAT6SVrD8DuEFKeQGAhwD8wqaeSwAsM/2+DcB5UsqzAXzTtH0pgMsiPwtCCCElQUW+O0AIIYSEZKaUskcIsQZAOYBX09vXAJgE4FQAZwF4I+Xhh3IA+23qOQbABtPv1QAeF0K8BOAl0/ZDAI6NrvuEEEJKCSpYhBBCip0uAJBSJoUQPbIvuDiJ1HdOAFgnpXyfRz0dAKpNvz8B4HIA1wL4sRDiPWn3wep0WUIIISQLuggSQggpdTYBGCWEeB8ACCEqhRBn2pTbAOCkdJkyABOklG8B+CGAYQAGp8udAmBt7L0mhBBSlFDBIoQQUtJIKbsB3ADgN0KIVQBWAni/TdGZSFmsgJQb4WNpt8MVAO6RUjam930QwCtx9pkQQkjxwjTthBBCSBohxIsA/p+UcovD/jEAnpBSXpnbnhFCCCkWqGARQgghaYQQpwIYI6V8x2H/ewH0SClX5rRjhBBCigYqWIQQQgghhBASEYzBIoQQQgghhJCIoIJFCCGEEEIIIRFBBYsQQgghhBBCIoIKFiGEEEIIIYREBBUsQgghhBBCCIkIKliEEEIIIYQQEhFUsAghhBBCCCEkIqhgEUIIIYQQQkhEUMEihBBCCCGEkIgIrGAJIb4vhFgnhFgrhHhSCFEthDheCLFICLFVCPG0EKIqXXZA+vfW9P5JkZ0BIYQQQgghhBQIgRQsIcQ4AP8BYLKU8iwA5QA+D+A3AO6WUp4EoAHALelDbgHQkN5+d7ocIYQQQgghhJQUYVwEKwDUCCEqAAwEsB/AhwA8l97/CIBPpv++Pv0b6f1XCiFEiLYJIYQQQgghpOCoCHKQlHKvEOL3AHYD6ADwOoBlABqllIl0sVoA49J/jwOwJ31sQgjRBOAoAIfN9QohbgVwKwAMGjTogtNOOy1I9wghhBBCCCEkVpYtW3ZYSjlK3R5IwRJCjEDKKnU8gEYAzwK4OkwHAUBK+QCABwBg8uTJcunSpWGrJIQQQgghhJDIEULsstse1EXwKgA7pJR1UsoeAC8AuATA8LTLIACMB7A3/fdeABPSHakAMAzAkYBtE0IIIYQQQkhBElTB2g3gYiHEwHQs1ZUA1gN4C8AN6TJfATA1/fe09G+k978ppZQB2yaEEEIIIYSQgiSQgiWlXIRUsorlANak63kAwA8B/EAIsRWpGKsH04c8COCo9PYfALgtZL8JIYQQQgghpOAQhWpIYgwWIYQQQgghpFARQiyTUk5Wt4dJ004IIYQQUjDsaTyAQ631+e4GIaSfQwWLEEIIISXB/3v5Hnz3xd/nuxuElDRzt69AfXtzvrtR0FDBIoQQQgghrhxoPoykTOa7GyTPtHV34L75z+JXsx7Kd1cKGipYhBBCCCHEkf3Nh/H9qXfhuVWz8t0VkmeS6dwNDR0tee5JYUMFixBCCCGEONKYFqY3HtqZ344QUiRQwSKEEEIIIZ4UaOJpkkNEvjtQJFDBIoQQQgghhJCIoIJFCCGEEEIIiZSHF0/DrM2L892NvFCR7w4QQgghhBBCigcJb3/R1zctBABcdcqFcXen4KAFixBCCCGEFC3fePYX+PvCF/PdDUIyUMEihBBCCCFFS3NnG97csiTf3SAkAxUsQgghhBBCCIkIKliEEEIIIcQTnbgbQggVLEIIIYQQQogfuCiaK1SwCCGEEEIIISQiqGARQgghhBBCSERQwSKEEEIIKSIW716H/c2Hc96upFtYv0cIke8uFAVUsAghhBBCioi7334cP5h6V767ESu7Gw7gX5/5XzR2tOS7K1o0d7bhra1L892NnEFV2x0qWIQQQgghxJNcWi9mbJiP1q4OrNi7KWdthuHeeU/jgXdfQG3joXx3hRQAVLAIIYQQQogn+XARLBa3xKbOVgBAIpnwdZyUEk8ufxX7muri6FZs0FHQHSpYhBBCCCHEkXzE3RhNlvraW0famzBt3Tv4zZv/zHdXfFHaoxIeKliEEEIIIaSgEP3ERmJY6HqTyTz3RI/+Mi5hoYJFCCGEEEJIHjCsg6VuqetvUMEihBBCCCGe5EMFKJIQrMCxYrQHlSZUsAghhBBCSEHRf9ZbKs7zpMXNHSpYhBBCCCGkoChOtSM4xZItkehBBYsQQgghhDjCxAbxUyzqFS1XelDBIoQQQgghBUppC/T9xxWyf0EFixBCCCGElAxvbFqIXQ37fR+3at9mvLzunRh6RPobFfnuACGEEEIIIXYEiU16aPE0AMCTN//S13G/nv1PAMC1Z17uu82w0PWutKAFixBCCCGEFBT9xXXOOMtiSXJRLP3MN4EVLCHEcCHEc0KIjUKIDUKI9wkhRgoh3hBCbEn/OyJdVggh7hFCbBVCrBZCnB/dKRBCCCGEkFKk1MX5Qlck9zcfDuRu2d8JY8H6E4BXpZSnATgHwAYAtwGYLaU8GcDs9G8A+BiAk9P/3Qrg/hDtEkIIIYT0G+5++3Esr92Q727kmMJWPKKi0DM0/mDqXbht+p/z3Y2iI5CCJYQYBuByAA8CgJSyW0rZCOB6AI+kiz0C4JPpv68H8KhMsRDAcCHEMSH6TQghhBDSL1i8ex1+99aUvLWfTyMLXdIKE46LO0EtWMcDqAPwsBBihRDiH0KIQQDGSCkNO+IBAGPSf48DsMd0fG16mwUhxK1CiKVCiKV1dXUBu0YIIYQQUlhIKZGUyXx3IxS5FKoL264TPVRYSougClYFgPMB3C+lPA9AG/rcAQEAMnWn+LpbpJQPSCknSyknjxo1KmDXCCGEEEIKiz++8wS++NhP8t2NgqU3mcSWut357kbOKfAQLBKQoApWLYBaKeWi9O/nkFK4Dhquf+l/D6X37wUwwXT8+PQ2QgghhJCSZ/HudVnbenoTeehJcOJMyPDsqjfws1f/iu1H+qd4yDTtpUUgBUtKeQDAHiHEqelNVwJYD2AagK+kt30FwNT039MAfDmdTfBiAE0mV0JCCCGEkH7F/ubD+PITP8Pc7Svy3RVt4nRjMzLVNXa0AOhT5kpf8aAJqxQJs9DwvwN4XAhRBWA7gK8hpbA9I4S4BcAuADemy84A8HEAWwG0p8sSQgghhPRLdjceAAAs3bMel51wXp57U0hIl1+lS7GEYBVJN/NOYAVLSrkSwGSbXVfalJUA/i1oW4QQQkix0trVjjtf/zu+/4Ev4pihR+e7O4QUJIWerrwQMJKklIkwqyyRXMARIoQQQmJk6Z712NN4EFPXzsl3V0gBwuxxBNBzhfzGs7/At5//dQ564w3vWneoYBFCCCE5gII0KX7iv4eNxyRj0SrQ52br4T3oSnRHUJP++bV2daCpozWCNkncUMEihBBCCCEFRSGnL2/qaMVPZ96P+xc8l++u5JwwE0XPrpqFNzYtjLA3hQsVLEIIIYQUDIlkL255+k7MK6LseqR/0ZnoAoBoU8pHbKlbvW8Llu3ZEGmdYXlh9Zt4aPG0fHcjJ1DBIoQQQuKkkKfiC5D27g60d3fi0aWv5LsrOSHOtaWiIhcJKJwuQ+mnaU8R9Vn+avbD+P2cKRHXaqJAXTcLBSpYhBBCCCk4+o1g7SGo9t/YvWJQPMOTr+E90Hw4k5WQRA8VLEIIISQH9Fcx2T+FL1iT+CkGy16U5HJC4WDLEXx/6l14duWsAEfzTaYDFSxCCCElgZSyIGf7+5eYSEi0FOAjXTB0J3rQ2eM/k2F9ezMAYMOhHVF3iaShgkUIIaQk+OH0e3DzEz/NdzdIRFCwTlFIrpLxjklqKqKQztcLu54GtbwFmRz61nO/xNeeuiNQeyReqGARQggpCfY0HkRvsrRjCh5c9BKeWfl6vrsRK/3NNaxQ6Ojpwq6G/aHq6OlN4NZn/g9Ldq+LqFfEjfaerlDHh7H4F5MinA+oYBFCCCE5IAr3xVmbF+PFNXNC15MLth2uxbbDtfnuRuzUNh7EjA3z8t0NW5IyiYW71mjde3985wncNv3P6OlNBG6vvr0JLV3tmLJsRuA6VCjIR0+YSQxalvWggkUIIYQQAEBbdwfe3rYskrp+MvM+/GTmfZHUVcj86JV7MWVpdAqFF34U9Vc3LsCf3nkS72xf7ll246GdAFLrkGWjJ5BHaX00airEuMo46B9n2X+oyHcHCCGEEFIY3Df/WSyv3YjjR47DxBFj89KHYnMQtFdICoOGdDKD5s42z7I6113XmhRF+u9icBWNtId5UCSp1MUHLViEEEJIjORikdaoaOxoAQB09/bkuSfEiUJ2mcvc66YuJpK92NdUl58OxUyUI1HI40r8QwWLEEIIIRb6iVdWpPQHVzavyYIykZ0J8PFlM/Gf0+7GkbZGrTb6w3U0Q8WqNKGCRQghhBAAhWVt0xE8X924ALWNB3PQG2/iEpRzpW/ouOR5n2NawTJ1emN6raUmDTfF7JpIHBTSc16qUMEihBBCYqQYYkmyKY5Z9UeWTMcPp9+T724QBfPdUyZSomYUcVmFQ/TPdD8z3JU8VLAIIYQQAgAQmRCa4pH2kgUimeaqGwVyurYIGxdBXQVLZBYajo+e3gT+941/YOvhPTG2QggVLEIIIaTk6OjpCug6l3tr28q9m7Bg56rsHYWsSdgQm4tgjpVduxgoXSNsJgbLVEd5WUrU9L0IuE1dYdnbdAjrD2zH3xe+GFmdYclHzFkYo3oxTb7kE6ZpJ4QQQnJALgWTP8yZgnUHtuOJL/2i4F0Uf/PmIwCA9086J889CUeuBOVCFnDtYnvCuggW5vlG36fCPE8SFFqwCCGEkBJj3YHtAPwLbRkXrwCy3gur38Sa/Vv9H5gHjrQ14aYpt2PpnvX57kpJYrFgZRQs95tKnQfob4kY8mHJCtNmkRmYcw4VLEIIIYSE5tlVs/DLWQ/luxta7KzfBwB4a+sSAEBnTze+8ewvsHr/lnx2y5ZiSltuF8NnKO1MckH6E1SwCCGEEGKhENyVctmDvU2H0NzZhqdWvOb7WEPUDqoI+b3WeYnZ8alQmLvYF4PVG6jtItIvA1Fsp1dMCn8+oYJFCCGEFCBH2prw57lPoac34fvYPqE/6HH9S4gK4xoJm8x5xYibEqV7bsb1s1iw4O/aGsfa9aa0rGBWivvuISpUsAghhJAC5NGl07Fg52osq90Quq53ti3H3W8/7lmu0BNiRI0h9Pedde5jUkoy1ihCBd1QuDYc3IEvPvYTbK7bFVndcVCIkxN7Gg/gy0/8FEfaGpU9Ie53qoSuUMEihBBCYiSs+BwqED0tBN2/4Dks3r3Os3whCPv5ENtEBCnBS0XgtDsP3y6C5mMD3lKqsr96Xyo+bu2BbcEqDEBt40Ecaq3PWXtx8camRejp7cXSPanJmkJ4zksdKliEEEJIARLKmhTDGkK5JhcKi3qJA3kIRtKT/KNzHtquglYVy7Hcot1rM5bVuIT+RbvX4tez/xno2P9++U/47ou/j7ZDTsT4rNotAB2U4n2j5Baug0UIISQ0SZlEa1cHhlYPyndXSo5cWkYyWeCKWDHzg3qaQc5bCAFImbMkF3ETxdjr1vHHt59w3OeocPnsnl0bRv9eWT8Pr6yfi/tu+JG/SiMkF89aJg4uq+3Ym+630IJFCCEkNE8sfxXfePYXaO1qz3dXCpb+orSERfc6+b2eszYvyqRnV4lyhj9uiuE+irKHcY7JY8tmoKGjJbb6Cw7Ne6e9uzMn99nGQztL9ptBBYsQQkhojPietu7OPPek8FBd/aSU6E3mNxva6n1bMGvzYsf9xaBo+OXBRVPxo1futWwzhqasbwGn/ksECU4y942NcO51T0WVYEVHMSjEZC5Gr5Myifk7VkaaMdHPBMKh1nrc8vSdeHXTu67lwipgiWQvfv7aA4HdNwsdKliEEEJIDnl900J86fGfoKG92bVcnIHov5r9MB5c9JJtq4Ap3baUBRXkv7/5MP7jxd+hqaM1kvr6sggGv9Z97le50c7ibieK2kP10UFwD6sTmRWWOK0zYet+fdNC3DvvGby1dWlEPbJTKJ0v5sGW1PO+bM962/1RXTujnp0N9lblYieUgiWEKBdCrBBCTE//Pl4IsUgIsVUI8bQQoiq9fUD699b0/kkR9J0QQggpOubtWAkAqGtriL0tv8KQKoi9smEevvvi77Gn8UCU3fLAuc8zNsxDXWsDFu9eG4uiEabOuFwb41IGEsle3DTldryxaWFO2guMGicXcIwK7bScMCYPmjqjmUQw4+caFMnlKljCWrC+C8C8QMdvANwtpTwJQAOAW9LbbwHQkN5+d7ocIYSQkqP/fJYPtdbjrwueQyLZm++uOBJYGDWtPQQAh1riVwaz+uAiDUZ1l/Xpk6k/koGSXARsO6DVLCpFoaOnCwDw9Mo3QvXHjOuY+Vb208dlRluvf073vNmCFd5FMP57M0qMs1XdDkvRFbhQCKxgCSHGA/gEgH+kfwsAHwLwXLrIIwA+mf77+vRvpPdfKQrRAZYQQkgg7F7o/1z8Mn4y476c9yVODrYcyQiKD7z7At7etjyjhHhRDMJMtiORoXjkN2asj2hFh4yLYJYw78zMjQtw2/R7suuyKdvZ042uRLdSrjDuA+cr6aYkBWnHPoOdzpGpNmOwVIasM04rX0Y6jrCJICK31xFRda/gLKYREcaC9UcA/w+A8dY9CkCjlDKR/l0LYFz673EA9gBAen9TurwFIcStQoilQoildXV1IbpGCCEkH5g/lq9tehfbjtTmsTfRsv3IXnzvpT/g1Y0LctJeFNOQfmUX1YqRj9wPOn0OK5Sp19aP9ebRJdOxqyHbZdKuT1976g58/en/9d0/S73K1Y89BqvA5d2gY5+rSYLwCkP0MX20aOSeQAqWEOIaAIeklMui7IyU8gEp5WQp5eRRo0ZFWTUhhJAY6Q9OCQdaDgMANtftBhBvEoqw9E2Ch3MRdEvgIKXEmv1bY5uBtqs1qiuudjmTZc3hVHYc2Yu27g7bfQLuJgcnF9JCsWQVGk5XJeg7ps89rq/msO8ruz4GH88c3AfCfuLEDa9eFe7brzAIasG6BMB1QoidAJ5CyjXwTwCGCyGMxYvHA9ib/nsvgAkAkN4/DMCRgG0TQgghBYO3YFWEokjGdS6z8nBWkQU7V+GXsx7C7C1LctixaDFOr2+E7Mfy9hl/wS9nPeRaSaFbfnKBrVLsw/3Selw0z02f8tzXfpBJge5Ej6OSHQf5co3UnTgyalqyex1un3FvAbkRFwaBFCwp5Y+klOOllJMAfB7Am1LKLwJ4C8AN6WJfATA1/fe09G+k978pS9XpkhBCSpiuRDdmblzQrz+muTbW5fJr6bRejl0X6lob0//mJ417FNdFKoqkm2iy/che2+1+bwfd1PBGGv+4x9+fC2KQSKpwlien39r1iL44wjBK249n/CW0u6cOcXgD9MVSeo+fX0X4z/Oewo4j+9DTm/AubNteaRL1Olg/BPADIcRWpGKsHkxvfxDAUentPwBwW8TtEkIIyQFPrXgNjy6ZjiVOa6TkuD8FQQGetI7CkMt6ApHTNoMmYugjSpe/+TtW4tvP/xqbDu2KrE4vVLl+9f4tBbUGmoEE0NrVjieWv6q1YHeZ6BvbMPdxbdMhzf6FfOZCHe1ep+r6G6wf1vMLng2zAF+cEVLhXcQdKeUcAHPSf28HcKFNmU4Anw3bVqmws34fWrra8Z5jTsp3VwghxBetXSkXme5Ej7KnCN3gfOIYt+MhUBVjeJoh/Ogsohu1mOTWVtSz+xkXwYwnZJA07f6UUB0BfOOhnQCA3Q37cdyIY6zH++ljgOslpUQi2YtfzXoYY4cehbuv/09fx4ZFrcOuxieWv4q3ti7FcSPG4pLjz1WOt5bNWG80lLGgfQxVl8/tQSjEGNlSj0GM2oJFNPjRK/c6+3ITQggheUIVxFxCsEKx8dBOHGwJbh2JSjhTzyvUQsMh++Jcb4ialRPsTSaz0sZnt4eMu9eB5vDh8jrCvd/1s4zEITpr0EXlIqjbt6iflWV7NoSO/XKaKMnlxIljO1Litun3YP6OVTm12MYNFSxCCCGhCWMBIF6EEfp9JhZwtERm1xNGVv35aw/gey/93rWMl/Cnc24Hmg/burk59t2mSm3LVMTl4uDXsx/GV5+8w3afm6uX17Vu7+4M0y1b3JShjMubTtKGAC6CXuVyZX050taE38+Zgj/PfTqaCjW6navsqOZLvKvhAO6d9zTueO1vOWk7F1DBIoQQ0u+5Z+6TWF67waNUOKEq7JpUQY7VESh7ehNZlgDjKD/1REWUbX1/6l347ovZilyW5Sr9O4jgHFYgdTvd0FdCUVLWHtjm2QG/13/1vi245ek7sWb/VveCblYqSG3rkpQSQvgXXyN161OzbFr3hqrb7HLa3ZtyxTaWiAhep9GzCFw4nbZzbs0CFSxCCCG+KTVL1bs71+B3b03RKqsK1MV+Lb78xM/ww5f/ZNmWicEyzf6rFPlpa+MZY2cqmQt8CcmuSo3bYfptGPFim+vicu+y3otm7LLiRRHDF4Ui0tOb0ErCoWJeVy06W5L+REnYtfPiKl9sUMEihBBCApDvwPH9zYdx05TbUdt4MHRd+5pTM+TqKelYsOK+Civ3bsLv3no0ZbkwqzMhNDynoQtTZxziYlzXNimTWecaNFbKfp0pm2Nd6zWX8850V6aZYMZaT5Qj5G6NA1ITFz+ZeZ93TTpKT0TZQLPrDVWtUXkElZQeVLAIIYT4xvGDXcKzklkCqU/xN/DMsIMUtGjXWgDA3O0rsvb1uQQFJX/B8Gp9v3nzESyv3Yhe89prISXD7MND1JfjVPZRZBFMWVb089e5NRmV+uL0PNmNVUbB0oopMo6KHq+x2Fm/L0Td/iZxenoTeHbVLDR3tmbtU6+Be3ybZpshXUtLHSpYJcqGgztw05TbsafxQL67QgjpB+QqMDqfOAkncYkVXsJVeVnqEx7los99FqvU7zIXF8HcL7gsY28zyFjqpLK3tJFlOQrQqC4OQq+U0lE58XsNrBasCN3LHKypluN83PtFowDY3A86PX9723K8sPpNzNq8OLvKCCcBorqObvUcaq3H9176PY60NUXSVj6gglWiLNy1BgCw9sD2PPeE+KGnN4GvPXUH5u9Yme+uEBKIYpFhCpU525bhpim3o7Wr3bNsWTrQv9dnims3slwEI8zTfritEZ097inCU03FfxM5ugj6tN5EgVf9cVwP83naxtf5UJR0E6H4TcXuZtEyklzYxwYqW324E5rbyBfW89bXvrt7U89WS1ebSyn1xCJM/BFhXW9sXoSDLfWYtyPbOl8sUMEqUfrDbHIp0trVjs6ebjy69JV8d4WQkuVgS72tW11cqO9jN8vUaxvfBQAcam3wrNewLrkvoBrWjcfZguWXf3/ht/jl7GjWgAwrzGVnEcydRJ1TN9oAsTf21yJ44gh1Qe7Ndbuw4eAO12PsK8r+UytNewzykKvLrM/hdaoruiUWsi3TWv3yeSJRPkOlIMNSwSp1+tl0ck9vIpb1OADg4cXTYl8gOt9B84T0B25/5c+4b/6zWmWllJG7qfgWXBy2GxasKF0E4eDuFpXwtKVut3ZZeyUo3nek7cKx2q5/UffGoR1fhZ2FdzfBPsh4O9do5X9e/RvufP3vWdv9WBVVpU2rfz7OyaveXI21r/UF3eLSYnhs+pd06R8qWCVKf5XTf/7aA7jl6Ttjqfv1TQu91/kgpJ+QnfAhsyfXXfFNe0+X5febW5Y4lp2+fi6+88JvUNt4KLOtUNK068RgZSkpPsfHT7a2uImyD1F+I/vqil4R0ykqpcTtM+7FonRogHbdEd23ca+V5upaqHG8jpKi7guXTTL+GCU7+hJZ6Fj1vNvwm8goy/mwQBZrzhdUsEqcUr+BVbYdqc13F0JRCmZx0j8pZuvr3xe+aPnd1t2BKUtfQU9vAuvScax1bdkue/4F62jfx8Y1743UgpUiax0sN5eyXK3/5DOrmq+6Xdt1ThRh9/veeU9j0e61Lm1Fe716ZRI7juzDH995Mnuno4ugOQYrXH+MJpKwr1Pnu+b32SgLEBsY5VWP8563TeYRdox8JmLxV3cKKSXmbF2Km6bcHpknUTE7YVHBKlmKV9ghhBAd3tm2HG3dHZHX+/zqNzFjw3y8vW25afY7W4nRnRCJSykoNwL9/QiZHkX7BDHjd+ZIx7JxkeWmmMMJw0Ot9fjZq391TTairtdk9G7+jlX449tPeLahXr1Zmxdh+vq5DntN7foLpHHe5eMQ18V7I1ibzJJ0w6EKczt9SS78xWA5KstRJnsIvWZVuh7kbtK1saMFc7YutWzzfx4SMzbMB5CakPJ2s3S7p4ofKlglSjHPJvdnfPlbE5JH8v2O2d1wAPcveA73z38u8roNZaq7t9uy3o6zJcNf/ZFdOyPJhasQ7dPNKCPcqRasXL6T8mMRNNc5be3b2FK3Gwt3OVuiDKIazwcXTcXjy2YaPenrk09BNZHs9YzL84qz8nNl7TJN+l4jzqZBVXHt61vfFrd7X+1flPdLLp6HKJNcZOp06PcvZz2Ev737Alo0spc6162beMdHnUXshUUFq8ShnF6cFPNLhRAdpJShkjN09/YAABo6mkP1wY6KsnIAxmKszq41QeVqXeHMS2Byi6Nwiovxerdkt+mcRTDX7ymLW1sBvCJzkYnQKQrGjZsf/yl++PI96Qq8XQT91q9zlMVFUOM5cXu+7PaVBVCapA+lNWre8uE6F9Zq5SflvUFt06F0uXCUZeJCw1rxit9IQAWrxKGgXmwU/0slDuZsXYopTF1f0PgVCv727gv44mM/iak3eji9HyvKKgAAPclE7AH8YQgiiAUOnHd154kpLioP19xXVrqALozGecV5dobA7NETyy+zUOvn2vdls/SytOnW6G2xC3LH5fMRnrF+HgCgvj1gRtKI+u5Yjc09qavkyMy/EmXQz2xaeG/UaKGCVSRIKVHbeFC7PMX04qYAZbm88rd3X8j4dkdNU0drbKn9+yO6Qubb25bF3JPgVJSnLFiJ3oQlgN+P8N2V6NZaLBhIrQtkzlIYlIW71mD1/i2WbX5fJaq7l0467Kgn8hxjgxQLRG7iZvRTlsf13s5OphFBnT7as+NQaz2mrX07peyYBI6cJX8IZOHoG8vsTKBKyVyui6Y0ZVZsglhy7HquWgOzymQsgsG9Cr713K8yicbCWrBKASpYRcLsLUvw3y//CevTGa10KcRZ10Kltas9K8gz1xS7Wbyzpxs76/fluxu++OZzv8S/v/CbfHej6Ij63fK9l/6A2VsWa5ePIiuWYzC9Ke7KmJ232+82lfXjGX/Bvz7zfx6lUvzPq3/Df7/8R6Vv0vZv+36k+NM7T+JXsx52rCcMtkJbjqfyzJaLQvi2ZfchmHUw+n7oHeOsUvb9334f8Ic5j+HJFa/hcFtjqH64HRvPAsH5Jej7SiuZh4v8oHstzcOg78qcTVImPScC8mEVzyVUsIqE7elZgX3Nh7XKF7ugbmb7kb34vzf+gZ7eRKzt3DvvGfzt3Rd8WQqjxs86FoXIPXOfxI9euRddie58d8UX6rpIUdPU0YrvT/0D9ms+v8VMUBnrYMsR/GPhS7b79jXVoamjNXinHHB6zmzTJPtMJLG3qc6xvKsgFODVbXseIb8BRo1qOuwjbU1Yu39bqLo9286l9UB187Np2jNuLc/f22Dfi2zLnB+h1vgedyV6fLjR+ov/c16HyaMV9bw0ksFkt+Htphhkn1+C3Vne7at9zCSnkEnPV4fO6fUyyQUVrGIh3y/wfPKPRS9i3YHt2N1wINZ2GtPB8nEocv/2/K9x99uPe5Yr3ldJik11uwDEcw2LmYW71uBA85HY3BwLghhfUf857W78+4v2VsYwsozOQpjmDGSF9nwGi0NRFQoHS0Vmu9VSePuMe/GLWQ+GblfrGK/fEQ5ImNH1a031F+elUSZA16X0cPvMcpmz/q4qT8cp9vb0uZd5TFgEVjwy7qp2uzQsO6bxyUWa9nzh9j6wy/RopiyAEupGUiY1rmnxX3M3qGAVCUEDk0uBvqDJeB/GOJXY+vZmLN69zrNcIbi9hMEprW5/p+/e4pUJSk9vr+W332u6ZPc6fH/qH7RmVs0CoY7w7PncKu+WqJ9zPxnhvBIzqO9BdaHh5s62YH2M4N5PxfsEnNN3crP0+FpKKR0VmL54HuN3oK454LIOVszvEZ37s7LcnAgmgjZjjd1Kt+HHguXl3ua6L6JzkRJBpDl/mRVTWJVQ303GRyH1xSdUsEhe2HFkL/ZqZTkyB1lHY3IuCgrqDaeP26Ks/ZlCihuJCiEE9jXV4dWNCyzbczUT7FfseGDhCzjQfARt3d6JJywLfdpM/PZFYOVmKsvRMhAkAF5zePoW0XXvQxx4RQfF2Za6/leQYz2Pi1rBDnBdrAv7WsdaD1MiBhsLld9zdDvW79l5TRp4tW9Xh25bwXCPdwM0LXVa96zjwQD0sv/p4LXOGuD+LioFpy0qWEWC7w9pyLuztvEgbppyO7bU7XYsM3PDfOxziTNw4/YZf8F/TfujVtmoTdeFTXGfo5EQoF8MlQ9K1cX3pzPvwyNLpqf89vNkN3f6iG86tAs3TbkdWw/vUfYES0Xt9mzGdbvrp0nW75tXzJFTHExYpSCSzHfSqgREm0VQ/W0S+J0E4PTmsNfI73lEoaC5WuZs+qOvPGZv65skdSeK+z3OYy31uMZguR/b3NmKm6bcjje3LNFvT7ukRz0eLoJS6oiP3r2JLrlO8QoTVLBKnKA3+cp9mwGkYkfsSCR78ejSV/CzV/8auG+69AntuXnQCuFxLoQ+hCGqWTBSuEgpbZOD5Oo59RLGVu7dBABYs38rgD6hx5yAxTNmBNL6/skKnvfX54ylIDKF2y1rmLVNJ9RnVe2aVlyHBvkWlLQTmjgkSMg90uYvh5KB49vcFcdc4upy55Ba3XcbLkplUIL06WBLAwBoKlh+OuyWPEdxU3Yce//f7niekeKflKSCVaJEkcI4dbw77T3xrx8kIjZdu7QEIL9uXEbT+RZGttTtCZRNUXemMlcYVowD/SB73+PLZ+ILj/3Ydt/MDfPxkxn3xdp+1LExcbG9fq+pbfsyduciPfZHhW0GQ6ey7nHroejLcWH/XgzjAha4TzlxEVT2+8weqdemPnZ3WiROadImi6B5oWFHATz+57Xv1ovmObOLDY7zGxtPspOoLELKb0V5jcxSplWmUCSFeKjIdweIHkFfM6XgqpUrF8ES9eIKxM9evR8A8OTNv/R1XFkBKKlm5m5fDgBYe2Abxg49Oo89iV/xnL5uruO+R5e+EmPL4ZCQoS6M7qHGx7xClGdtcz7IlOQiQkE7zPoyfsl2CdS/Yqk+2E/W6cRYRI3U81/SRK0nuOWqWNfskcq/2XuccZ6ECKh0BowxsnVndHJ9lBK6/dPJMBoV7opugPpstnndo/YT2SFcMaNyESwQWSIItGCVKHG/7nN504dO8UpyRp8FqzDGKsj6J3FSqvdwPk/LryBUXqb/2ZMw3UM293TOBOsAwp52PIsq3CnvW6cMeTl5plySHYR/lhwsNLYCu541R7dPftefikfY96hT89xSOq+H8K71nLhNYGQ36uvZMxXtS94SzbMbRXp/x7pDJA3xwin2Uqcdvb6Eq6cU4papYBUdPmdKAz78hTQjV1ZmpGnXdxHcnF6PqVgpVkE8d+6cehSKct6Xla44x9WLUEHn0t/x3YmeYOm60/dAeZnJguWUutvkFmdNqpAp4a9tx/pDVaP1nvZqQ1WUHNO0B7aE+S/vboGIlii/dUF7F9YCGsUaY/nGNjlGRGNjZ4UNHT4R8HDzcTp9CDS2Nsf0uRNnW6It+63O0L7bJn1QwSpRSkH7NzBejn5mTP/n1b/F1Z1Y8fPST8ok5mxbVjDKDFB4WQQLxaLWp+jltRuxEjQVvZ+xae1qx1ee/B9MX+/sDuncToqKMm8XQd14BHXxzh/P+Au+/MRPXfpgL9wEJUj2Ot0+GFudXAT9vnfy/Qz6yZhn3e+2L73XQXj1qjUaO0Aw7GKw+trUHy1rSWnzl7VNPwQVY5zStLtn/ovQ5c/u7E3n4nVeQeOh/F0veyuqzjqBWrVLHcurM6UgwVLBKjpK4bbzR1kAIaLY0TnTVzcuwN8WPO8r1WvchPMcj57CsWCV3nNriROQ7oKVG+rYJGUSL6x5E23dHVll96eTlZizm/oV3J36rdFRzyLbj+zNWhDZyGJoX6V7nd6uVzqEs3Y4reec9GlF9NesU+HwlpsoiSq7nT32tlPfuCpRzm5/jtXZusqaj41/TMJYCo3uebrnebYSzmpv7oNak/mxCrvGmd1eO/LxjdK5Vw60HMlBT+IhkIIlhJgghHhLCLFeCLFOCPHd9PaRQog3hBBb0v+OSG8XQoh7hBBbhRCrhRDnR3kS/Qu9hy1uF7+cxmDl6LnXvWaLd6+LrQ+Z66pxfVs6UwumtnR5L5yaK4Qw3DkLRMEqcde8fKIbl6JXV9/fK/duwrMrZ+Gfi192LF8mhOlZ0WwjXbBM44VidqfRUcjcuuC2lmAu8F7s034m27wFyLZYxWmp7DvG+bdvtzoPa2WmXF/6RN9t+V0rKq7McP4ryFYUg8aTGdhnP3SxILnti+F74mXJDRX35vOdFARbN0DXZRscvChcu+D/fddXxo8dNJuu3h4AwPwdqwLXkW+CWrASAP5TSnkGgIsB/JsQ4gwAtwGYLaU8GcDs9G8A+BiAk9P/3Qrg/lC9LhFyM9MTrA0vGSS3Amtu3by82rn77cfR1NGa1z4ELRs3xn1TKG6LhsKXbwrNsldIqO/BnmTKAtSZyF5jq+8Y/+109nRnbQs6Gr7XfY9rwiuQi6D6211RdprZzsczLv0mN9CpM+OuF1zAjyqmTh8fyoDD+KVcuJxq9z4Rr1Ew16BjHTGPbfb5hLuw5kQthfC9jGLS2P1+9W7U9/E+ybd1uRAIJH1IKfdLKZen/24BsAHAOADXA3gkXewRAJ9M/309gEdlioUAhgshjgnT8VIgJw96yCY8H5IcPESF4uZlpjs9uxI1hXOGwSi0sTI+KXFZ1DpsFtp1o1CuSy7QFcDVmU73eLUAkonbRLPj7LuDX1wQ8uwd6uno5OJCBsDxSvh9pvwluXDvU6qMr+b127b5y7us/jFB8D7XIO1Kx+OCjpWUwaUaW50ggiQugDUW18mt05+3cAjrls+2/KClyHr2LZzlqa+dkMeXwLcy9PSuEGISgPMALAIwRkq5P73rAIAx6b/HAdhjOqw2vU2t61YhxFIhxNK6urqwXStJtNdPidk1Kpf3ft+5FA6FYqEpNMpMH7JCIEgSAF3WHdiGf3nq51i9b4tOR1L9iLwX/ojro2V2pTPG/pmVb2gea/2tl9C5T1Dyn4HNWpMtDhaJqDOPeY+HXvpr+7gYJ8uFnjXG+zhp3ulaZ5QE1Ve9lelMQd919imhemuD6d1Hbu50aj80qss6JuCYpQ8zL4GhvSRAsBaz65Ey0H1gjRXN99vYH2Hf3brXy9pKuNmhMBMDUSXbyCehFCwhxGAAzwP4npSy2bxP+lnRre+YB6SUk6WUk0eNGhWma0WBn+fFfwBizDFYOXw5uQkR+SKR7PUuFICM0Fg4p+qLqDMRhSXOwN3N6dia9Qe3e/cjtl74I7YJFxvLwroD3tfFONbvxFHquGD4sYKkymaPnnPcTjbCZR5eNybFqZTZ9Ukfa2EnS5SxtSzjZqu6pflpM5p7L473YsZFMKtuPVU/XOPhXfECNw2vMVHH29Cs1FI+ziFgFr9M04Hf5/4tO+5XRroOneu5QPpyEXR047TZHv29Evz+Dvu8l8IkdmAFSwhRiZRy9biU8oX05oOG61/630Pp7XsBTDAdPj69rV+TixuoFMysairkQiBuBcLXy6lwLkvBZsuL41kzrHW9PurOSdylSxvxJh+xOpOFvRe8lI++yYjoXdXUaAXHciEttu5Cmo96XOMpvBQjhzlrRaBWj/Odpj1EnJjdnrBB9M4tZNfp1Ioq+OvG+IR9D0S+6CysY+1WxpguyMnEp9MabPG1GDuB3S+zroG+cgxku+87K27RPVdhlkDotwqWSL1NHgSwQUp5l2nXNABfSf/9FQBTTdu/nM4meDGAJpMrIYmB6ARdh9nNPCg7uWpR59QK4eEvRF0mo3RoKKAHmg/jpim3u6axDkuc608Z2Rv1BHZ/g9Xe3Yme3kSgfkWdjWvpnvU43Nbo3maI65uVxc7lxra7jmGG1nMdLA/lJGzChSDplC3tRxJz4V6n8zpYPhVbX6Ud6vDhjuZdVyTVpAmmbOiU1ivj/2RS62CFa9eoJxrbiZ1SoP7WdEXMeqfYb/dTh3VfvIqlNQbUhwwWlUu8z8Ntx0XHVTZvk4G5IagF6xIANwP4kBBiZfq/jwP4NYAPCyG2ALgq/RsAZgDYDmArgL8D+Ha4bpNCIZePQNxKnZ/A9vgsWMX9UvEzo79i32YAwLztK2LrT5wxYa+snwdA70Oge116ehN4ed07uOXpO/GbN/8Zuo8qQSYG/jDnMfx4xl9cy1jd2fwKmaoFRe85DG41krZ/27eR6lEYLKmvffS5UFyitTK7mdPmOxDF+zvOK+KWTVEn6YZRVq8tnfLO913QdtU6vDJIWrc51GOxstijNxFg7Zsuei6KffFi0dyH/usJmwAqKvHHq5qoLMNhayiUMIMwVAQ5SEo5D85P/5U25SWAfwvSVikTpxWkAI0bgTFiAOIWOIxvwJRlM/CfH/gShtUMjrU9N3qTSfT0JlBZ7v2IFooglkL/I/Lokumpsj5q9zuDnQs3Fhnhczx17Rw8v/pNAPoxTNn9geMLIOisYHNnm2cZdVi0g6odhB4v9zljv6MVSuMaeAuE9mVz7QobJtuhV6KO7O+QNSFLZumFEBasACHZjgRZq8kPDqFGrlhiA/PwOg7SZOoZsp/ckLCx3hrTDemTzUfyqbCPnT/VIbgngF+7dFZ9QRdDd2lDfac5K9ca5xfRTe7ubVH8ClZhLBLTTwmU+Sfm8gbhVzmPjlyHYG2p242/vvuca5n4kgX0Ud/e7FiuUDEsRv6FL82yPq97ENcQv2hZsKDXD79p3+374/xhyk0MWOpfP5nFDrQcyfx2y4BqtZTpp4F3rMNRcXHf7we3yxDVWjTuAe/u1g6vZhyzEZqP9BQ43d3RdIny/nUUMO1F4Ej74zcDZjzfm4iE5Cw32vCWZYOgmTCz6wnWfhzE2Y7beeZ60t3rPF9c85br/uOPyko0XnRQwcoj/l6ahWWTiuol8fK6d/y0GkmbOrR1d7ruz83LuJAsU3r0uWL4SPzgZ07R5yUxFhrOt4JVKMS3bIPMshbqxkvM3DAfP5x+j2mL83F991Xc1my9vutO/jjW52al0zjHQLE36m8n9zdptVioJ+llGQuD1jpYPtuLY1be7lrmw6PAT991lQ2niQn1eL229WIF+1ypvdvw5clgWQdL75go40qD1+P8inCPEfPe51wmOuuUWz+8lvEYWj0IAHDyqImR9CcfUMHKI/nOKFYIPLH8VTR1tLqWycfitV7m6TgFVQNvwb2wlG7AnE0rnuvj161WP6ouOIXmypDvwOE+wVyv/Ka6XQ71uG8LeirW6+NXSE+NtdepmdtwUzS9EpLoXkN/kxTuZZ0siNlCr5/smdG8M6O8fb0US512M/d6jpcSicQaaNPX0Jk/Q7jO+Tsu6MMf1X0YvI7AsaMulngDt3eN4/p2NvUWttRYPFDBKjL014vJhWgZDV6Ps9OsVvSY/Z5jb6wkETG7CPolboUP0EvTHjadtx8K0a/duP46LpBuQp6hYJtn2J2H1lugcL5S2e+cVJtOeAs/YfCTjCCD5j3nlGREdfVUn2k/ZxgkKYBTTYE6AG+FMWC1AMwupbrvmmitb0F6rd9X9ybUSa8olyxwfhf4UwSjVoCl533oz7qU/QzGgX6tXpMPOv3VubW84myLHSpYecR4Me2s34dFu9dGWndU6akdZ+7CVau0UXhPkt/UxnG0q52RqoCun/GiTWrGxwDRzr5n9ScHCpZX1e3dnbh33jNadUWRPMFNuV24y997Rj8rmrcQv6VuN/7lqZ9j2Z4NrmWF6Ri9vgUXVv26jRmp88vLygE4zxibx0AI56WGo3QlCn6sIiw5pGlX8eUG7Kqc2pR3U30LynAfTrF2H7dcTMY4bfdWArzqsC3rZT3VrMfrPRlkQsLPOlO+lVPNel3LerjoAv6zNdod66r0RH5PetdXSPKNX6hgFQA/euVe/PHtJ7TKagtgYT9CXi+wCG96L2tHXlwEPR78nCwSrWnZKySMjI+J3l7tY/wMq18Xt1y47njdC3VtDZm/8/2teHjxNF/ltYPwbU/Men9uPbwHALLWPfPnqmXMoPrrj1Mqaa8MhOr+1vTaZzWVA/TbizDoP6uMVj3uR3m/Z+z74/e8okqPbf0dXV3B6kjh913sp2UnO2zQ+uwsm1nxdNJum9pKXz1uiWms/XTbH3SfPyK3YgVYAirIo6Ae4m5PDztpGcU18nY2dH8nFK9iZUAFK48EiYcoHG0+d/3IlXuV+SNZCJe5cMZaH+MS/u6tR7WPiXrNE9vjHK7l/ubDgerTqdugK9EdWV25qiMIhjL7wMIXHAroJo5wcxF0Vros2xRLsPW3hkunyQPA3J1E0rr4s5P7slnpLitz/sy6ixfS0XpkV1Z3X5ag5nG7OKWCV10tc3HbhbPUhTg2tm+PnhLtd0JBq2UZkdumtN6n9pYV533m/mQd57LPFwFSymtbu6wzNp7Hp+IRvWK89foRBO84udxl/NScvgvblbxBBSuv6N84fm0Vuh/moET7zHtZsIw2c2jBKrDEBVGzpW4PXlozJ/J6jax9fvCVpt3nPVDmEb83Z+tSX/XZ4WXBMi+YmO8YLN91BajqQHMq5brThIVu/1RLl/lYs3Do14rj9LcZOyXPrKZ53YdmRdBwJzRqsfbLuR7Lel0OxVxd6fRXIlOOcyilNBXnOlhOVZuftdxOuDkJy6ntfi3lYTPvZafaj/paZI+Xaq0LEm/r1WLfj2jPp2/CJOl4G/q3yHrsV5+rzPXK/l4Esmj5dpe39isrS6iPerXiqwL00W8/Ch0qWHkkJzN+IV+8hZBPphBd4eIiV++Un716P55e+Xrk9RbaSOVikWqvJBc6glqURNmG/jo92QYqYdkv9eMrTCUPtdZbzkdXwK5tPNRXnxAuZe23e60h5ceiUFlW7rt9v/hJ2azv6ucuxJuPq29vcu9fpE9gsOcpqweOWmuYOuOdMIoap2QFkXgVxHBu5ipds3M6xBWmrEfh7SZhx83zcItLczT3k3q9gjyRUQ+pTqhFMetZVLDySCEoL07kUlD2vgq5yiLYh1dbBRGDFXsPgqRF998rPx+rwNc9xre0d+B2btXOKM80qkQrUuq7u5mLJXp7s9z9AG83lp31+yzHOCppfmetNcuZ27BasPy01ddalHNM2tn0TNfa/NuOd3eucXdT1FQ8cqmc+FF5dVvSF971FPVM+SyLVXDMHiF+XPbcXN7s/ra2GSyrcVSTq3G8gb3ccl2vrcd18JNkxPZ41wkX678GFjdPv3eYncU/pCWscKVjfahg5RE/H4igL5q4ZsiidUOKRoiLEi9BPr71hMyCYP6tHWb3Nh2C3Ke+XI181h21G4sdXveKn0sShUCR71lxg6CZ89w+9Ba3ORfBP+kq/Nj/bVs2K77EqnTotFHmEtvpein8zLZH6IrjvF6OFX/PrZ4Ny+SEab9fytg8GhwVCA/FEUBfjI+M1lang5eiZC4H2McN6vXZerJ9ilpSGZPsunSyubqNrftj4vM+DChvSJt3j1dbTvX66YMf92D37Jv2Fiy793SQZyEYwa9jMUAFK48ESnKhebPFH4MVoYLlcU59cTQ5fNA8mspJLI3mNW7v6cqkj/aL1z3o12JUFiQGK6KZOTtEDqyfhbLml1sbcbwNGjtazK16lg+ynp0qYGTOzUv5cBPkfAlkapWKMuKoRCYxavAI028fk2k28TyO7/Mg3xBVyXMSBLOOU9Y7itMqnHWd7fsU5smOxlqWf+GvoaPFtR9G5ksVu7g4iztzVnn7+qO6Aqkxt48HaupojaYN1/eCx7GmEjoW+yiUFFfF0kYBjGIs9OopbcUoKqhgFRmJZC/auzu1y5fCLa6zPkPUhEsvGqLdAPXO3DAf//vGPwK1d6S90XW/77TogSR5/TasQr03Timm+/aXjsXIlRhm/Z9c8VrmbymjsxKqFixHJd9Nv4JL7Jv0FpSkw34p1T+cy5WnswdqZyNT92laJrzwFgbVLc7B+GayFh72sE74ORdHYT6HE3tadRhWIdNEjp41yX2/nwmzMiFcr8ucrcsAmJJT2FiIHe9zG4zHKsjyKe4Kg/O+ZbXua+cFat/n8OtOTHiRtFW+3K5/1BPx0rWMm7XZ76SEV2m3b0ZRfFc9oIKVV/zfQI8vm4lbnr7Ts5zuuhSOx3vMeUd563u7DOUGi5ODxgxVEI60eQWDB2tjS93uQP357ou/d1XYe5P661kBwSynvUn98/zh9Ht81d2X1TC+l7VfV6m4sWujLAcuxup1UBUcl7lxl/bVNpLpI/qEALvzVZUDNaW43XYdnGJnsl0Z9Sy/utc36MKqqX1eW+ytRY8sme5xlD/rtk5m1j4DpdKa6fyDfg+8YojCPJlBFzR3Kr/h4A61pONxAkKr734yD0aS5MJEVJmAA8szJi8YpxrslB4nt0Bva5fXfg/5wu6p9ZJJIF211Ix7s/Kv+kDpDFF0mSOLX4lygwpWHokzLqSYXAR1r0PcqdPd3CNUgo6dOfjei1y9etS1fcz4t2AFicGKb1yN3sT5rHkpoQ7Gk9iwO9eg7wN/7pvWcbQ+TzKQEKreG+bYKukiGWfNNlvGQDqWsytjm7JdiWdRScq+2K1kQNcdLaHZR9nMMT4E7VR5h+P8WKQ07ySvhBqqkJvvSW475dVfPJM9qqu1W2kh/D1T5jWpsh8hl8x8LlYN/S+nG94KTJ/F0C821myflVjfG9LzVN3uYa/vkVaCCM8SHserE2KZenXa9i5jb6lz74PfNgodKlh5JM4bqJhSm3snCTBSbceLnyDWoApmnPFGcRAmi6Cum0uc55mLDH5eadqtQqH7uUbRW9sYrIAV6w6NhHS9Dn6Fceux2UqV9z3jrERY6/c3k9yX5MKr9b4SKQXLUMjceqnss1gpPNqzuR6O7l9Zx1p/OycasBb0826IKpFRlK+KjJyt9WzoPbd+++f0PihXFqd2s8iqv/XdoZ1nfuxiiHLzPXJXoGzjOO0mWLKOM3b07altPKR8o7Kfk6AymmtSF19VOiudwWUQnUL+5B/bRBkhJLZCkH2igApWqRPWJO94fHQPgK6LYC4fOq+mwvhfx1E2DG7t+M0iaHZF23hop177OZhocDrHKBQwbwtWrj8WNgpWBBYs7xgbr4+ucPml1wfrOljZ+/vKufXVX5s627PbT1rdMjONZmfyMl+3Q631lr2eCqDbyegqNZrnFPY2LtSkEk4Wutc3Lcz87XQ/BRZyPY7LsmB5DLPO5KCd5dLJ5dX2eId6smLxXGrz2md8b5wS4lgWDPaB2ZpsrvXl9e9o12E9b29LpaN1XNvK6VWhqgC7t52tlKewV47Co/WedbHylYKKRQUrj5SKlh6WQnmULK/PmNK0+7GMecU4RGWldDsX3xYsxS0s32QyUMbohhili2MkHzabbZEk8/DonasFy2Um1q1sUlrdacwuTV4Kn/Nvb2HUqx4dq5BZGHRV+ExH77Cs3+V1Hm490L+XvBTjvv4Ft2j4tQZkxfNl9cX/9zO7fT/9d1e4LTE+Pq+LHdnZWJ2F6TDvn6yxNw19a7c1+6Bxrjvr99tu12rPtS995+KUjdZoy+/En/l48ym7xR+7udJ6DfGK2o1Z18W6/lj4e2/N/q1Z5bQUZQ8vAFclWNuDIFWT5wSRVi35lyOCQgUrj/jymw48Ax0PUdbrpayYP165wo8Q6K9iP7O4wZrwi5vyEUbBKoz3Yqo/hz2Si4Qh4fGxz/VEit2YRbGOnptQ46XwOB0DABsO7rTfYVOn9V51mRiAdHxj2ilsWX3LKHJO9aQFa4eKVEtbRhD3iCjXCmR3+W23z83l0g92lgvd+ypMRsS61oZgByqolua+ODr349zubXWztiukUwVpKsuti1O7K+h697SaRdCrq8+tmu263y67r3WCMLusF8YkjfP1Tm2PalLL67q5WYXcxvrtbctR327/zdF5V7q5/Bq8smGe8/Gaqgtgui/S/3Ynejz7pzPBrNaRsPH0cH2u0vt2HNGPWy80qGDlkexZT71ZzkIgSqHR20UwWIamFof1PyIh4PlPX+/8UgSs4xxn8gczbpYHv5Y6s1tU1JnUgmB0Z9W+zbG14S+ddX6e4yhcId3OU8rswG2rh5z0TJmfKatYsMzlu3p7MmWcXLtS29xjVry2e/XMaNIxXkma3K9MyoVdDJaTNcKP1c+116pg6KFwZfUxI9RmK3f+nt2+sot2r3Xoa7ZS+F8v/9EizPddc39XpafX3pVX5xSc3oMtXW3pv+Jbb8/L4pF69uzvG7UcgMwAe1kqvGJLTaU1y8H1YpvvJ7u+mSd4PONelXb6PBms22dumO/eH8sz6P13QvbdY04xyF7PzNztKzJ1rty72WUSKPs5dr9P7H+rb7A/zHkskvel+m7LzowZ1Xu5cKGClUf8ZnNyOzZsOcfjHbfnUMEKmHL+jc0LvQuZSJpe4H7XgNFl6+E92mVzZflwa8ZvmvaAPYit5pwkufCKwfLhWhIFdm0ETm1t6rsaH6GiXgf12tstoGvbpmUW3Poc/mPhSzZ99MYuUYb6tx3t3V2YvWVJVnmvczC/H/655OWMwucVDK72za0Vc4yjn/sqW+FS6eujNSZMrcddUXNrZaONsJUq1aeUGnQneiz7gz7T6gy60UJda30giwIA3Pn63wGEXxYFAPY3H8787R3XZC/gA8597Ux0a5VzxKF89npozlU8uvQVl+pllpXc3MdFu9dY2nAyitkpNkaiLHPCmaz2bbb7fW909vRd40OOlle70ezbsv7g9szfh9saHerIdtU0s2iX/QSGua0g96px2kEsWG71eR2bq8nmqKGClUfUG9ztplU/KrpudUHJZRZC74c1/jV8AGVWzOPQuGZYrLPZHmMckfLg9vLSn8VMYfadz1WSDjdyMRPm5xp59SeaLIJ2LoLBXvXmZyjp4b5j5wISlt5k0kHwcb+WrnGFNkqj2qbxAlAtn9kKgNOIWWeTM6WV96o667yn8aDlGLeYh4MtR7L6pdZtbV3tjVouu53ltRsd21DfG24eA+p4ecXQZMev2Fsg3O8BaxtOFoV9zYfx6sYFjnUt2b029rXultduxI76vX11WO4dbwuWzrfuxTVvAXBe79H8/Nq16TjZ6qbtZLDfr8YR9a1zl01nT3dmv9s3a+raOVnbDAtWUiYdr1W2C6myP8vtN0V9e3Pm2pnreHbVG7btSGn/jrbuN/32ZTXqK3uwpW9ypK27Aw8ueklpJ8y3se/YI22NtsOv02+3OHPz0V2mSZZiggpWHvE3A2hF2/3KV4+C9SUsnkJn+uk1f+y16vV5DjpuFkHrDkKuzORerl9+sCp9+VewcoEfYTEnFiybbVHMl7ifZ/bss7nNurYGi5uXWwr/pCLwe8Vj2D0njy+b6VineRD+uuA5AMDpY47PbOvudf6YG4d2eyxBkEj2WnqlG1A+de3btvv6FLu+shVl5Zbfbd0dSt32bbj1QcIaV+WmfKm17m0+5N6O6YA3Ni/K/G1ONOD0fAS5f9X7UV3vz3w+du5Lfft2wutdlnnv+fQsMZd+cfVbmb/NLpQpYd653s11uwK9aRs7Wiz13vz4T3Gg+Ui6f2rvssdfmJQWc1/NLN69zrUPz66aZfntpsi293SaLCjO3+rnV7+Z1RNDwXKzoKnvpNlbFlt+t3S2Zf5Wr8W09HPbY7rHnCZA1UQbKh09nY6TSn4wX6O/L3zRph/OOFqWbKxfv579T5SXlWeXjfBj98C7L0RWVy6hglVA+DGDeq4dVUQLDevWte7Adu9CJvxaUMwuglEEeQYj22IQN27n6jdbk1U4C9ylyMhFHwotTbtde7rvgyNtjbhpyu14d+fqVF2mfe5ZAoFeU/xByn2tr83bpv/ZtOhzEl9+4mfOdZn635nodnTo8ZPe32kMapsMpaBv/76mOtvyqW2p7T0uShiQbXkz+qpasP4892lfrjTmOs0CoZQSf1vwvP1BmnXbHeIUa5Iqa70fyl2spGv2b3FUEsyua0YZPRck9/0dPV2W324WVi8rtO77XkLvebe7Fub4nZfXmdKHS/eFaf/27vO2lmYnjHvwnrlPab8f61obsvpcWVYBIDUhYZ1W6yt399uPZ9Vl7murYvXMvEttOvb4spkZBca/C3+qh+3dnY5vDfX+aGhvtvw2LIAAMG3d25bzaOxoSdXRa7UC2uF1f6hK6bLaDa7lzfWaqzbHQ5tdBtWJKftvvNcEc9/fzV1tqLBTsOAcw2Ywd/sKh/qtE2sLd62xLVfoUMHKI+pLwNVFUJGPvARf3YByJ/zEGIQlPrcpf31UXQBca86FBStHgrmba49fJa8swFRzuch+ORcTXq5xuVaw5u9clbVN1+V3V8MBAKksWAC0BbekTFoUzZ+/9kBWGSPbopdCan4Of/fWo57Xr6mj1XZ7V1pwl0qddu8u8/v0JzPvc2zL6MuCnauzZu7vmftk5neWFSx9nF1shOP7z+O8//buCzDeVBJAY6f1Ohj1qln4Vu/fYvm9ct8mx764Zo5UuueUWhsAZm5c4DiO5neGcW+4Wi2V5CkGW+qs8a2qdSQ7BstqnXO73K5u1C7XyC2GxmjXwLAeeZXb23TI0vfysnLLPd3o8DwA+ou/t/dY05eblw8AUteystxQsBKmdabsr4X57WPugznuzJxYo1WxxhoY9/K7O90FbvOYHGlrtCj/Ts/b29uWWX4PqqqxXPd5O1Zm/lafIaOU+R5raG+xbcdskbSzTKt9fHal9T62lFPuCzOb63Y7HmfGmGQyW8C9EnSo7r52CpaK3f09a/Nim5LeMmGxQAUrj6g3Uacy42ZGNcF6Cb6G0Bo0SYHRM6fsa+YXmDmwMwheyloQoV2nXrfynjNkOXgB5CqGyU0I8BuDZf6Uel3D40aMBQAMrxnis43oMN9aQWOI/Fj5cvHhUAUFP5Rluf2YP6TO1+cfC1/yvA6L0rOQ3gqpWk/2NTvYUu+pgBgZO19Y/aalTrtYouykAg59M/29YEefIvvgopcsQp+6vo75OFXhcXbH6eurET/hpHhsqduNAeWVlm3GeNw77xnL9pQLVR8vmH6/vW2ZRRg2j9VCRahVr2N5WZ84oZ6jnQuR2k8AmLbOfeFXc2xQQ4dVgDUrigAwa/Miy/VShUZz773etW6KiXnfPXOfsuybbxLKdyprnHmTLcwC2RaO1Pe3r8zPXr3fscZdDXprWN399uMYPXik5be63+CF1W9mJnC6EvaygLkdsyXIWqbvvaO6+Bo4WTxUzN+etu5OrQkmI2nMsJrBAIDtppi4rL5Ko8cpjJTsZllFddnNHAt3i6QfzErV3e88YXnP3Tf/Wcf2Aeu75GDLEUuck2H93d1w0HLsL2c9lHVsT2+P7eSKeo4PL56WVUZdjiDTR1kaShYVrDyifizdZk7VGQKvB9T42Jl93X12DoDzGiTm4ER15sR/U/FYy/wrWD6UiUKwYEXkBVqVnom0I+nbRbDvb68rNLCqOtVGrK6Q+uPUHTCQ1ulDamC+D1fv2+JSMhrsxsz8AXQTFsvS742+5Ap9+4zj7ISVNfu34qLjzrJsU90SDVewtUpgu4qq1LspIAZOViy7OtX6mjpas+5BO2EgdWzfwX+Z/2xGoFKVy9/PmeJ4nNnSBTgLEuZ4LCcsFkbFIqO+/44ZejQA98VV/7HwJcv4WhMfWJ9Vt/fra5vetfyuKHMWNVbs7VOMDNe4rHgf09pNRrvqRMILiuIIWN0Pzc+3Ot7qb9V17Z3tyx3LJpIJSxIO87HmyccfvXJv5u8j7Y2p8i7vJ/PsvvlaP7PyDVeLR7MpVkilo6fL8ly6rTE2YfhYaxumNpfXbrRcB8Niu+7Adtvvlvk+MidysdZvvWe9rG2vbnzXcd8c072RlEktBWvr4Vokkr0YMmAggNSkha4MYcSHnzn2RM+yqeygqXod13iyadY4xqyU7G2uy/xd19qgNSG6au/mlAuz6dyMbJgqbd0dlnLbjtRmlenuTaCmckDW9kRvb9a90KhMilSU2csejy6dHngx6UKCClYBUa/4/JpRhRU/bkdBblTjYR479Cjb/eYXT7nLx1MHLwF7QEUVgD6BXBe/MyBmwdTrmr26cYGvurX7YLquTgsVRo3bSzlMFkHvRCGpf92SCtjhZ+FRP8+J337o4+M+jCAbhd2YmWt182cvS38SNtftwvT1cy37DFdSp2tqdvcBnC0c7S6W+lT9rrtN5foKfvO5X7qWfWdbn4CsZtN6ef1crXeFXYkqxWpk7V/f32bh3ytBRjI9ebWz3nuBzU6T0rDeFKNqdy8b71FAfzLh5XVvW5aWeHPL0szfDe3NljH4n1f/lvn7FWW9vyNtTY73zUybBVPV8TCuWVImrbGyHv03W13NytbhtkbLAJnj6wDgP6fdbanHrOyo3wbVne6I6b3d5fBO+fXsf2qPwZSlM7KeLRWnZ0adePjlrIcs19Yu+YHBxkM71FYcyxrWzY6erkz8phlzbFJrt7NLunm8vL6xhpXluVWzs85zgclN+u8LX7R6wbi8YObvWGl5ps1xpVbcXUrtMJQJVXF8YvmrWWX3mRSnTF+SSXT0dGFYdZ/Hxx/ffsJSRmeysr2nC1PXzbHcB6pLplkOaerMnrxS29l+JNva9/TK17G3yXoer21UJ17sLVhvbV2KAy1Wl0Kd92GhQQUrj4TJGujHnWnuDj2zuhmja04WDKuJOFx6Zu9ZotT+kQOH+qvY5xvQLJiqGadUjFiVqDF/YJq7nGcigegSmbgpk+t9Jhax9MjTMplqd+meDb6ehe+++DtffdIlLgXL120YgWXU7t1gdtG6b/6zOOAgsBlKUHdvIstN587X/45th2stmbLMqOuyqFk/Nx3a5d15ZL/rZm60XwzUzwSK6k5mqX/DfC1L7cOLp2W1WeYyudTU2demWehu6WxzTJUNWGe1vZ6LFod3hKpEm1PPA8Af3n7MsU5rvEyvxSWt2SRs/XPJy659M3OotSErjsdgn8296HTaLV3trhN6c7Yutfw2C2nPre6LZVGtH+qkhJsVSH2+fjP7n47zIm4L2XYmurQf9w0Hre/h55T4st0N9msi2U086IYNqN919V40fzfWHtiW+dtunM2KitN7YP3B7ZZr60fGeW71bMtvsxKz/chei4JV6+Jx09nTjQEVfQqWU+bi40YcY7vdLXawqiKlYHUleiw3+Ms2brEbD+60ree3bz5iu91AdzJdjetSlf02kxL8F8XFGND/TP1i1oOW3y8pKfTdXIc3K/eJ2QJcLFDByiPqwn9uqPdzs82sghmz0tLh4hLi3F7qeKeXnPlB7u4NF4O17XC22dnSl/Sp1DYe8kz7asav4mcW7LoSPZ7CTa2Dq4MXbpbKhOm6Prdqdk4SJKjChfk6vLR2jq8PndkVw0txNu91Cmr2Os5PWbtrWWmarQzqIgi4u6ipQvl8U+xOHHT0dGXFRaouHKs0XRXVsf/JzPu0A+WDoiq6Tq5y+5TZ0adXvO445aCut6NyRNNarN5DrgK0Q2xqQ0eL5Tlxs1Tvb+lTPswLCxs8s9J+rZ2/KhkFj7Q3Wvru5qrqlqxCTRzhpuRuP7IX1ZV9VjM3a4mZhvZmx3rvnfe0RalVx+NvSjpnc6yQOch+5ob5lpgTtzTtKnubDmFo9aDM733Nh7HV9A2zGyc76lobtdtUn8Mle9Zbfu9u1J/wS2h+F9X466VKNjunCUA1pnf7kb2ull6DJ5a/anFffXbVLO1JFO81z/qet5kbnC1j/1zysiXpklMck50c0t7d6ejx8YXHfoyq8tSz0NzZmvVtVJXexk77CaGNh3a6WqncFgZXUT+H548/LfP3i2vmZP7eesSaPGbToV2RxUepLoNm7NwR/7HwxZwnjQoDFaw8YJhFp617O8sf3m6RPCD7Q3bfAvsH38BsgXHLEueEcRMnkr1o7mzLuqnNL4j/e+NBT4XPjadXvo5V+zZrzb7c/fbjWel3nXht07u4acrt2gqC2r45a5AdT654TatelX97/tdZKWAN1JfnLJcYOvWe8IpDMWOJs+hNWAQM9eVvN4Pl2CdLrMlT+PPcpxzHyxyQu9ohmYoT2uvAmScabPphnq00z8L6xc1FTb2e9857WrteL8XAzPhhowGkzvlrT91h2TfEJBACztYH9Tm3C1ofOXCYYx+iWKD8Hwtf0iqnJmt4ae0cSABn2cRBeLmVtnbpKfhRCRbmhEZ2LkIGZmvWwp1rAgsXf56rf895JZow89SK1x33/Xr2w67KmhPffv7XrtfZPFa/n/Ooa11uk1mq5eB/Xv2rVv9+OvN+1/fPc6tmO+4z4xZzreL1DXPKxmZH0DtYzYDp9A1T3Rl/POMv2t9gs3ImpfR0jTTYrgjjqgVyvckC6BUzq/sdUOMsU8qN89U1FNb69qas+/tv71onRNxkIbd72s99sKzWqqQ7yYnqRNFbW5fmLQHF7C1LfE3G5pucKlhCiKuFEJuEEFuFELflsu1CwkhvunLvZnznhd9Y9rl9sMyos7cq5lmqF9e8ZfFJ9kNzZxu+8ewv8Jf5ViFbXYH7G8/+0pcwqPLr2f/Evzz9c62yP5x+j+M+I5DbjLGYqBdq9rL75j9recEPVYTU5bUbtf2Cq8orLFaEbz//a1s3FHUm66HF07JSwvZ12Przm8/9Eq9vWmhbdNvhWrxlcp95zzEnZf5+cNFU3Pn63zOxFqq71MJda7Czfl8g4W7BztX4xRsP2u6Tsu+a3jvvGdw05XZtF4cvPvYTbUXb4Jan73SdMXtkyXRH1zkdbpt+j611x26bkwVBvcK/nPWQ9jWpqrDOEptnWatN8TcGSZnE4t3rLPe4OgNrd41dlX4pccH407X6GxW/+sR3LL+PHTYK1515eSxteaWH1sXsYmwkebj6tPe7HvPapncDZ7rcenhPbG7NTrR0tQfOAOs2WWS2GhpuqUZGUj+oVks/b7fWrg7L5ExQ9qdjbX7y4VtcyzlZvb/83mtC9wEALj3+XN/HeKWgD1rWjPE9+9On/su1nOqerNLZ041BVTWB+qBLSvH2votmb1mCI23We8/p2bzvM/Zi8klHT/DfQQX1XbZFM63729uWYadTco4c0NHj3yMrX+RMwRJClAP4C4CPATgDwE1CiDNy1X4hYZ79shNgvv3cr7ItQjYWpJum3O6o1KhxEn+e+zR+9upftYVSVZiev2MVvvHsLzIfeLsXyS9nPYSHFk3F/ubD6OlNoLWr3ZcQ3J3owb3znsaqfZtdZwjrWhtw05TbccvTd9oqmuOGjcrq+01Tbse2w7V4Zf28TNbDpExid8MBzNm2DFJKDE2nZzXzg6l34e63H8eB5sO2gu6PXrkXt02/B1vq9ngKP6qb1jee/QVW7N2Ezp7uPoth2lf9G+//TKbcr2Y9jJum3I5lezZYrqfdNXp48TTcNOV2bK7blRHspZT4ycz78MC7L2S22Qn9P515P7YdrrV1c/jRK/fiC4/9GPN3rMpaBNBMd28CA5Xz3HakFjdNud02CcLxI8dZtn3p8Z/goUVTbetW+Zenfo5fz/6nqzCmBil/67lfYebGBaZrYy3//al34aYpt2Op4oKjw66GA/jyEz/D/ubDlrGxW5T2V7NTY6q6ExnWbbMl6EuP/wQ3Tbk9807YXLcLN025HTdNud01q9vdbz+OBxe9hIMtR5CUSYxQ0uF/8bGf4O63H8d/Tr3Lsa/GLLuRWUuH71z6uaxt548/Vft4LyaOGIvPnP2hzO+h1YNx8+SPZ3539nThAydeEKju88efhs+eexXOPvZk13JXn/Y+7TrvvPpbWuVGDxnpWeaWp+8EAFx1yoW4/qwPZLaryrUT44eNdkyNnFV2+GjHfebr71ZW1zKo4uSa5cSHT73Ydf/pY4533Hfm2BMsv82uUgDwuXM/YnvcMUNH2W430BGCZ6SVRbNV+N5P/z9HxfTLkz9h+Z3oTWglfzpvXPbz9/Dn78j8/bHTL8E1Z1zqWY8fxgzpS5C16dAuVFdW4VPvuSJQXTWV1bjiJO9nWn0uL5x4plb9XhMB5xx7Ch78nPPi6EDKyqgbZ+pktb7mzMssv0cMHIoffugrWedhTjxjx5Unv1erH0ExvHd+fvU3cM6xp2S233blVwFkfwPOGHsCbjz3w5nfF4w/HY9+4c6M14WBmokWAJ682T2BUSEjcuXPKIR4H4A7pJQfTf/+EQBIKX9lV37y5Mly6dKldrvyQmtXO3731qOYNPJYx+QC2SvdW38bQtPsLYu1ZqWryivQk+zFsUOPzsrGYsf4YaMxaeSxqKqoxPYjta6zOoMH1GDC8DEYOXAYqsorkZQSb29bhoFV1bj0+HOx/chez4cYSLnjeJnUrzjpAggICCEyWaAW7FyNQQNq8LMP/yvueO1vjubpETVD0NDRgsrycnz7khvxp3eezCpz1KBhqK6owoThY7Fw1xpcOPFMz1itCcPHWNLFGtkSDzQfwXcu/ZyjG9cHTrwA33z/Z3DXnMey/OANTh8zCcNrhmBgZTWEEJBSYvaWJbjmjEsxaeQ4bD28xzZD0klHj8f+5iNo6+7AnVd/E29uXYI5W+3XNDp19HGWl/mowSMc3aAqy8sz8WgfOPF8VJZXYsmedZ4uhV84/2ocN+IY/Gr2w7b7R9QMwZljT8zM5AohMGvzYowfPhq/+Ni/4VezH7aNRxhaPQijBo3A3uZDOH308fivD96MLz72E8d+nD/+tEywsdfYjhw4FEcNGo4RNUNQVV6J2qZDobIPHX/UsRhRMxQDKipRVV6JirJyiLTb05ytS1FWVoZbL/604/1SXVllcbG4+/of4PsmhcbMcSPGYlfDAQgh8NDn/ifLzc+OyvJyXH7C+SgTZVi4aw3GDj0aHz/9Etvn5ORRE/GJ0y/BH232ASnFpbKswtb3/b+uuBmnjj4O//7ibzPn851LP4fBA2pw+ujj8ezqWZi+bi7OH38a/vuDXwaQEqoaO5px/vjT0ZXoxtoD21DX2mARLk4fczy+8t5rcOzQUehMdOO/pt2dsez++2Wfw5/nPp25hh848QIkZRLfvuSzAFKZ+d7dtRq/vea7EEJgc90uPL/6TXzn0s9hyICBmLFhHo4fOQ6njzkev33zEazYuwnfvuSzuG/+szhr7Im47ITzMH393Mx74JLjz7EIBrdNvweJZC9G1Ay1vOMGD6jB3z77Yzzw7gt4d9canHz0BKxTksFUlVeguzeBs8aeiB9/+BbcNv2erFnqc8edguNHjsusC/SlCz6Oy044D9949heYNPJY1/v2C+dfjU+ccSk2HNyBqvIqTBp5DL78hL0AeP1ZH7DEsX3/A1/MxCaddPQEx/f8kzf/Em9sWoiHFk/DwKpqXDLpnMyyH9edeTkGDxiYGcu/ffbHeG7VLBxoOYLvf+CL+OZzv3SMafz2JZ/FY8tmoLK8As2drZl306NfuDPrHG656JMYP3w0RtQMRZkQ+A+HBDdfv/iTOGbI0fjfN/4BALjqlIssltabJ38cHz7lYnQluvGvz/yf5dgHP/ezjOIKAD++6pZMcP6FE8/E9z/wRdS1NmBv0yG8tXVp5v1z6/s+jU2HdlnSxZ8//lQsr01ZJH977X9gV/1+/EVRFo8aOAxDqgdavs9/v/EnqYVtIVEmypCUSaw7sB2TRh6LW039/ctnbsOB5sOZ83zgxp+gqrwCX33yDgDAv1x4HQ61NWDJ7vU4aErwccJR4/CF86/G/6W9Cd4/6Wz8+2Wfx5ytS7GsdgO+/4EvojeZxJMrXsuKK3zy5l/ipim3Z37f86n/tozD/33s27bujrdf9S+ZdZPMdT23ahbKysowsmZoVsycE/+86Q6UiTLsbz6MqvIKjB4y0vabcdkJ5+G8cadm1iNT76kHbvxJ5nr+7trv4rFlM/GlCz6OmsoqVJZX4hvP/gJA6l18+YnnY8rSGQCAn33kX3H6mONxpK0Jh1rr0dObyHwX//bZH+PRpdMzVsZRg0fgj5/8T2yp24M7X38At135tazrYPCx0y+xXO///uDNmDRyHP7t+V/j2KFH4w/X/wBAKv78v1/+Y6bc6WOOx6GW+owV9vzxp2FF7caMBPr4l/7Pcn2mfPF/cfPjP8WQAQPxjfd9xuLe+OdP/z/8+wu/zfwWcLbmXnnyezF7y5LM7z9c932MHDgMf333OVwy6Ry816QItnV34OtP/y+A1CTTyaMmYH/zYfxg6l2446PfwKmjj8PBlnpMXTsHp44+Do8umY6/fvbHqCgrx5oDW/HgwpcgkbrfepNJ7Kjfi+NGHJPxACskhBDLpJSTs7bnUMG6AcDVUsqvp3/fDOAiKeV3TGVuBXArAEycOPGCXbv0ZgNywa6G/bhv/rNZpl0DCWlRvIwJkcz6GEpaz5vO/yiOHToKR9oa8eDiqfivK27GstqNtkHTQ6sHoaKsHCccNQ4fPOm96Ontwea63Xhj80JIafXPHjlwKHplEgICx404Bre+79Po6OlET28CDy56CVsP12aEfrPLW2eiO/NBHDygBmWiDGOGHIU7Pnor6tub8X9v/AMHW+oxqKoGbd0dqKqoxLhho/BfV3wZw2sGo7WrAzsb9uGhRdMsL3YgJYjL9DUoF2UoE2UoLyvHjedehfdPOgdAyhpT23gIU9fOwQIlzeuowSNw+uhJ+NYln8Xq/Vtwwshx+PnrD6C28RAmjTwGg6pqsP7gDowaNBy9MonPnH0lTh89CSMGDsXDi6fhuBHH4JlVb1gE3fKyMgyoqMrEwA2qqkF5WRnOG3cqvvn+GzJ9mrFhviWb2g8+8EXLS+RQaz1+/toDFr/o0YNHIJHstYyLEALfvuSzOPuY1Mz4lro9mL7+HRxsOZIRvMYNG4X27k6MHDgMP7zyqxmrwbztK7I+0oMH1KC6YgAmjhibEWillNh2pBY/nWldaNIs5A8ZMDCj6H/k1IvxmbOvxJG2Jvzxncex/cheVJRXZO6DX33iO5g08lgA2S94ILUgY2VZRVZSgkuOPzcz0yqlxKzNi/BQel0h47p3JbpxxpgT8JFTL8bkCWegO9GDHfX78MKaN7F63xaceNT4jKA/omYIKssr8LULr8O56ZnYl9e9YzsLWFFWjkSyF9WVVRgyYBB6ehOYMHwMfnTl17B4zzrUtTZkxrOmcgA6erpwwfjT8YMrvgggNXNufChH1AzBkOpB6TgkgZ7eniwr5SfPugIfO/0SACk3TDtBo0wInDp6En581S0oLytDT28C/1j4It7ZvgIVZeUYXjMk40IzqKoGkyecnrkHpZR4aPE0zNq8CJMnnI6le6yB5tWVVekJkiTKRBmuOeMyXHvm5WjpaseK2o243+Qe+63334DLTzwfSZnE1sN78NSK1zOxdyccNQ5t3Z2oLC/HsOrBOPuYk9HU2YoZG+ajurIK93/m9kzCgrrWBnQleixWCyklenoTWpYUKSWEEOhO9NiW31K3B2OGjLS8n5o727JcdINguEVeOPHMTHxQQ3szBlXVuPZ9f/NhdPf2YPHudbj6tPdnWfSklFi8Zx2GDhiEsUOOwoiBQ9HW3YHqigEoLytDV6IbuxsOoKayGuVlZTjS1oRTRx+HyvIKLNq1BlsO78ENZ19lSQph1GtMTP169j8zHgt/veH2zIKoBmv2b0VHTxfOOfZk7G8+jB+9ci9+dOXXcPaxJ2PVvs24d97T+H8f/ApOHjXRctyB5sOYvn4uJk84A2VlZXh940J86OTJOF9x9ZRSYurat7Fg5yrc8dFvYEBFFR5bNgODB9TgM2dfaSnb1t2BVfs249WN7+K6My/HqaMn4c7XHgAA/O6671nK7mk8gMNtTThv3KmZ8TEmCB76/P9YLP/diR5MXfc2Lj/hfIwZMhJ/mDMFy2s34v4bfoSh1YPR05vAO9uX44MnTUZXogcHW46gprIaowYPz4x3T28Cy2o34E/vPInvXPo5XHL8OVi9fwve3bkaxw4dhU+ccSnauztR23QIJ4wcl3VfNHW0YmPdTrx3whmZOg+11qO6ogrVFQPwzyUvo7pyAG6+4OOZd+2jS19BfXsTEr29+NqF12LEwKH46cz7sf3I3izFXqW1qx27Gw6gVyYtrt3qGI4cOCzTVyklFu1ei6aOVjy7ahbu+OitGDdsNN7evhyTx5+OwS4W6fbuTrR2t2NL3R6MGzYKk0Yeix1H9qInmcDwmiEYPXgkkjKJZ1fOwnVnfSAzPi1d7TjQfARDqwdi25FavO+4szF7y2IcaWvCwdYjuOyE87MsafN3rML09XPxtQuvxX3zn0VSSvzbJTfi1NHHYWf9Pvxy1kP4yKkX44Zzrsrq57bDtRhSPRBtXR14ae2c1H3zqf/C6MEj0dObQHlZStZo6+7AH99+Ap8++0OulkwglTV30e61uP6sKzBkwEDc+uz/4aKJ78E3TR4lBk0drWjqbMXEtHuqlBIbD+3ESUdPyFICNh3ahT2NB/HeCWdgae16/GPhS7jmjEvxufM+in1NdZg4Yiy6Et2WpRRU6lobMG/HSpwx5gScPGpC5t7r6OlCdUUVOhPdmL1lMSYOH4uzjz0ZSZlES2c7hlYPghACR9oaUVNZnbF43j//WXQmuvG9y7+A2VsW48FFUzPfCCD1rly5dxNOOnoCHl36Cj5/3kdx9KDhWF67EfN3rMSQAYPw1Quvdb2em+t2YXfDQVx1yoWu5exIyiSkDL8MUC4oCgXLTKFZsAghhBBCCCHEwEnByqVquBeA2Sl5fHobIYQQQgghhJQEuVSwlgA4WQhxvBCiCsDnAUzLYfuEEEIIIYQQEis5ixaTUiaEEN8B8BqAcgAPSSn1V40lhBBCCCGEkAInp+k4pJQzAMzIZZuEEEIIIYQQkisKPz0HIYQQQgghhBQJVLAIIYQQQgghJCJylqbdL0KIOgCFsxBWiqMBHM53J0hO4Fj3HzjW/QeOdf+BY91/4Fj3HwpxrI+TUo5SNxasglWICCGW2uW6J6UHx7r/wLHuP3Cs+w8c6/4Dx7r/UExjTRdBQgghhBBCCIkIKliEEEIIIYQQEhFUsPzxQL47QHIGx7r/wLHuP3Cs+w8c6/4Dx7r/UDRjzRgsQgghhBBCCIkIWrAIIYQQQgghJCKoYBFCCCGEEEJIRFDB0kQIcbUQYpMQYqsQ4rZ894fEhxBipxBijRBipRBiab77Q6JDCPGQEOKQEGKtadtIIcQbQogt6X9H5LOPJBocxvoOIcTe9LO9Ugjx8Xz2kYRHCDFBCPGWEGK9EGKdEOK76e18rksMl7Hmc11iCCGqhRCLhRCr0mP98/T244UQi9Ky+NNCiKp899UJxmBpIIQoB7AZwIcB1AJYAuAmKeX6vHaMxIIQYieAyVLKQlvMjoRECHE5gFYAj0opz0pv+y2Aeinlr9OTJyOklD/MZz9JeBzG+g4ArVLK3+ezbyQ6hBDHADhGSrlcCDEEwDIAnwTwVfC5LilcxvpG8LkuKYQQAsAgKWWrEKISwDwA3wXwAwAvSCmfEkL8FcAqKeX9+eyrE7Rg6XEhgK1Syu1Sym4ATwG4Ps99IoT4REr5DoB6ZfP1AB5J//0IUh9sUuQ4jDUpMaSU+6WUy9N/twDYAGAc+FyXHC5jTUoMmaI1/bMy/Z8E8CEAz6W3F/RzTQVLj3EA9ph+14IPdSkjAbwuhFgmhLg1350hsTNGSrk//fcBAGPy2RkSO98RQqxOuxDSbayEEEJMAnAegEXgc13SKGMN8LkuOYQQ5UKIlQAOAXgDwDYAjVLKRLpIQcviVLAIyeZSKeX5AD4G4N/SrkakHyBTPtP0my5d7gdwIoBzAewH8Ie89oZEhhBiMIDnAXxPStls3sfnurSwGWs+1yWIlLJXSnkugPFIeZKdlt8e+YMKlh57AUww/R6f3kZKECnl3vS/hwC8iNSDTUqXg2nffsPH/1Ce+0NiQkp5MP3RTgL4O/hslwTpGI3nATwupXwhvZnPdQliN9Z8rksbKWUjgLcAvA/AcCFERXpXQcviVLD0WALg5HT2kioAnwcwLc99IjEghBiUDp6FEGIQgI8AWOt+FClypgH4SvrvrwCYmse+kBgxBO40nwKf7aInHQz/IIANUsq7TLv4XJcYTmPN57r0EEKMEkIMT/9dg1SSuQ1IKVo3pIsV9HPNLIKapNN+/hFAOYCHpJS/yG+PSBwIIU5AymoFABUAnuBYlw5CiCcBXAHgaAAHAfwPgJcAPANgIoBdAG6UUjI5QpHjMNZXIOVGJAHsBPANU5wOKUKEEJcCmAtgDYBkevPtSMXm8LkuIVzG+ibwuS4phBBnI5XEohwpY9AzUso70zLaUwBGAlgB4EtSyq789dQZKliEEEIIIYQQEhF0ESSEEEIIIYSQiKCCRQghhBBCCCERQQWLEEIIIYQQQiKCChYhhBBCCCGERAQVLEIIIYQQQgiJCCpYhBBCChIhxFFCiJXp/w4IIfam/24VQtwXU5vfE0J82WX/NUKIO+NomxBCSGnANO2EEEIKHiHEHQBapZS/j7GNCgDLAZwvpUw4lBHpMpdIKdvj6gshhJDihRYsQgghRYUQ4gohxPT033cIIR4RQswVQuwSQnxaCPFbIcQaIcSrQojKdLkLhBBvCyGWCSFeE/+/nftnjSKKwjD+vEYhhWAlIYIgKKbQCCIWURTUMmqVD2FlqYK1ha32VlHsTCMRLCLW/omJGsQPIFjZBV3IsdgRF9xg4WRllufX3XsPlzPV8u6e2WR6yNUXgTe/wlWS60k+JllL8hig+t9KvgAuj+RhJUmdY8CSJHXdYfrh6CqwCKxU1SywCcw3Ies+sFBVp4AHwJ0h95wFXg+sbwEnq+oEcG1g/xVwrvWnkCSNhd3/uwFJkv7RclX1kqwDE8CzZn8dOATMAMeB5/0JPyaAL0PumQY2BtZrwMMkS8DSwP5X4EB77UuSxokBS5LUdd8BqmorSa9+v1y8Rf9zLsCHqpr7yz2bwOTAeh44D1wBbieZbcYHJ5taSZL+4IigJGncfQL2J5kDSLInybEhdRvAkaZmF3CwqlaAm8A+YG9TdxR4v+NdS5I6yYAlSRprVfUDWADuJnkHrAJnhpQu0//FCvpjhIvN2OFb4F5VfWvOLgBPd7JnSVJ3+TftkiQ1kjwBblTV523Op4BHVXVptJ1JkrrCgCVJUiPJDDBVVS+3OT8N9KpqdaSNSZI6w4AlSZIkSS3xHSxJkiRJaokBS5IkSZJaYsCSJEmSpJYYsCRJkiSpJQYsSZIkSWrJT30NuOmeO8sZAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot waveform and accentuation feature\n", "plt.figure(figsize=(12,6))\n", "# plot waveform\n", "ax1 = plt.subplot(2, 1, 1)\n", "display.wave_plot(y, sr, ax=ax1)\n", "# plot accentuation feature\n", "ax2 = plt.subplot(2, 1, 2, sharex=ax1)\n", "display.feature_plot(acce, times, ax=ax2)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3) Peak detection on the accentuation feature function\n", "\n", "For peak picking, following a method proposed in [1] and later modified in [2], a set of simple peak selection rules are implemented in which onset candidates, apart from being a local maximum, have to exceed a threshold that is a combination of a fixed and an adaptive value." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "threshd = 0.180 # threshold for peak-picking (chico)\n", "pre_avg = 14 # number of past frames for moving average\n", "pos_avg = 10 # number of future frames for moving average\n", "pre_max = 14 # number of past frames for moving maximum\n", "pos_max = 10 # number of future frames for moving maximum\n", "\n", "peak_indxs, mov_avg, mov_max = features.peak_detection(acce, threshold=threshd, \n", " pre_avg=pre_avg, pos_avg=pos_avg, \n", " pre_max=pre_max, pos_max=pos_max)\n", "\n", "# time instants of the onsets\n", "onset_times = times[peak_indxs]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot waveform and accentuation feature\n", "plt.figure(figsize=(12,6))\n", "# plot waveform\n", "ax1 = plt.subplot(2, 1, 1)\n", "display.wave_plot(y, sr, ax=ax1)\n", "# plot accentuation feature and detected onsets\n", "ax2 = plt.subplot(2, 1, 2, sharex=ax1)\n", "display.feature_plot(acce, times, ax=ax2, onsets=onset_times)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4) Onset detection with only one function\n", "\n", "All of the above can be done by using a single function, called `onsets.detection()`, as shown bellow. Note that you can specify all the parameters values that are used in the process by the low level functions, such as `features.accentuation_feature` or `features.peak_detection`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "onsets_all, _ = onsets.detection(y, fs=sr, hop=hop, nfilts=nfilts, log_flag=log_flag, alpha=alpha,\n", " minfreq=freqs[0], maxfreq=freqs[1], threshold=threshd,\n", " pre_avg=pre_avg, pos_avg=pos_avg, pre_max=pre_max, pos_max=pos_max)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are not sure what values you should use for onset detection of a specific drum, we offer a set of standarized presets to choose from. These will automatically load recommended values for detection of onsets of this instrument." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Display available carat presets\n", "util.list_presets()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Select one of the available presets\n", "selected_preset = 'chico'\n", "\n", "# you can set a path to your own json file with presets\n", "# eg: json_file = '../MyPresets/rock_presets.json'\n", "preset = util.load_preset(selected_preset, json_file = 'default')\n", "\n", "print('Values in', selected_preset, 'preset are:', preset)\n", "\n", "onsets_all_preset, _ = onsets.detection(y, fs=sr, **preset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now check if the onsets obtained are the same." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# check if the onsets obtained are the same\n", "np.testing.assert_allclose(onset_times, onsets_all)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5) Compare the detected onsets with manual annotations\n", "\n", "In the following plot we depict the detected onsets with the manual annotations side by side to compare them visually. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot waveform and annotated onsets\n", "plt.figure(figsize=(12,6))\n", "ax1 = plt.subplot(2, 1, 1)\n", "display.wave_plot(y, sr, ax=ax1, onsets=onsets_ann)\n", "plt.title('annotated onsets')\n", "# plot accentuation feature and detected onsets\n", "ax2 = plt.subplot(2, 1, 2, sharex=ax1)\n", "display.feature_plot(acce, times, ax=ax2, onsets=onset_times)\n", "plt.title('detected onsets')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** The first difference we can notice is that there are several detected onsets at the begining that were not annotated. This is beacuse they do not correspond to the typicall **chico** ostinato parttern the annotator was interested in. Recall that the performance starts by playing the **clave** pattern (timeline pattern). After a few rhythmic cycles the **chico** drum starts playing an ostinato pattern that articulates the four subdivisions of the beat. This is the annotated pattern. \n", "\n", "**Note:** Besides, as shown in the following plot, an onset is missing in the automatic detection (around second 14). You could try to tweak the parameters to fix it (as done in next section), or save the onsets to a csv file and edit it in [SonicVisualiser](https://sonicvisualiser.org/). " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "limts = [12.8, 16]\n", "# plot waveform and annotated onsets\n", "plt.figure(figsize=(12,6))\n", "ax1 = plt.subplot(2, 1, 1)\n", "display.wave_plot(y, sr, ax=ax1, onsets=onsets_ann)\n", "plt.title('annotated onsets')\n", "# plot accentuation feature and detected onsets\n", "ax2 = plt.subplot(2, 1, 2, sharex=ax1)\n", "display.feature_plot(acce, times, ax=ax2, onsets=onset_times)\n", "plt.title('detected onsets')\n", "plt.xlim(limts)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6) Change parameter values\n", "\n", "As noted before, there is an onset missing in the automatic detection. The following plot shows the feature values and the thresholds used for the detection (**moving average:** 'mov-avg', **moving maximum:** 'mov-max', and resulting overall **threshold:** 'threshold'). The **moving maximum** is used to avoid selecting feature peaks that are very close in time, only the one with the highest value is considered an onset candidate. Besides, only the peaks that are above the **threshold** are considered onset candidates. This **threshold** is the sum of a fix threshold value (`threshd = 0.180`, in this case) plus the **moving average**. In order to detect the missing onset we could decrease the fixed threshold value." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "limts = [12.8, 16]\n", "max_val = acce.max()\n", "plt.figure(figsize=(12,6))\n", "# plot feature values\n", "ax1 = plt.subplot(2, 1, 1)\n", "display.feature_plot(acce/max_val, times, ax=ax1)\n", "# plot thresholds\n", "plt.plot(times, mov_avg, '-', linewidth=3, color=0.6*np.array([1, 1, 1]), label='mov-avg', alpha=0.7)\n", "plt.plot(times, mov_max, ':', linewidth=1, color=0.6*np.array([1, 1, 1]), label='mov-max')\n", "plt.plot(times, mov_avg + threshd, 'r', linewidth=1, label='threshold')\n", "plt.legend(prop={'size':10})\n", "plt.xlim(limts)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now perform the onset detection but with a smaller threshold value." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "onsets_all, _ = onsets.detection(y, fs=sr, hop=hop, nfilts=nfilts, log_flag=log_flag, alpha=alpha,\n", " minfreq=freqs[0], maxfreq=freqs[1], threshold=0.16,\n", " pre_avg=pre_avg, pos_avg=pos_avg, pre_max=pre_max, pos_max=pos_max)\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot waveform and annotated onsets\n", "plt.figure(figsize=(12,6))\n", "ax1 = plt.subplot(2, 1, 1)\n", "# plot accentuation feature and original detected onsets\n", "display.feature_plot(acce, times, ax=ax1, onsets=onset_times)\n", "plt.title('original detected onsets')\n", "# plot accentuation feature and new detected onsets\n", "ax2 = plt.subplot(2, 1, 2, sharex=ax1)\n", "display.feature_plot(acce, times, ax=ax2, onsets=onsets_all)\n", "plt.title('new detected onsets')\n", "plt.xlim(limts)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** The missing onset is now detected, but an spurious onset is also added. This could be fixed by extending the length of the **moving maximum**. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "onsets_all, _ = onsets.detection(y, fs=sr, hop=hop, nfilts=nfilts, log_flag=log_flag, alpha=alpha,\n", " minfreq=freqs[0], maxfreq=freqs[1], threshold=0.16,\n", " pre_avg=pre_avg, pos_avg=pos_avg, pre_max=16, pos_max=16)\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot waveform and annotated onsets\n", "plt.figure(figsize=(12,6))\n", "ax1 = plt.subplot(2, 1, 1)\n", "# plot accentuation feature and original detected onsets\n", "display.feature_plot(acce, times, ax=ax1, onsets=onset_times)\n", "plt.title('original detected onsets')\n", "# plot accentuation feature and new detected onsets\n", "ax2 = plt.subplot(2, 1, 2, sharex=ax1)\n", "display.feature_plot(acce, times, ax=ax2, onsets=onsets_all)\n", "plt.title('new detected onsets')\n", "plt.xlim(limts)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** Now the missing onset is detected and the spurious onset is avoided. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5) Save the detected onsets to a csv file\n", "\n", "Now that we detected the onsets we can save them to a csv file. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "annotations.save_onsets(\"detected_onsets_chico.csv\", onsets_all)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 1 }