diff --git a/01_Spectrum Generation/GeneratingSpectrums.ipynb b/01_Spectrum Generation/GeneratingSpectrums.ipynb index 40359e6..d996046 100644 --- a/01_Spectrum Generation/GeneratingSpectrums.ipynb +++ b/01_Spectrum Generation/GeneratingSpectrums.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -51,9 +51,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Please type filename without the file ending here => Standard\n" + ] + }, + { + "data": { + "text/plain": [ + "{'RESOLUTION': 224,\n", + " 'SAMPLE_RATE': 48000,\n", + " 'N_FFT': 3000,\n", + " 'HOP_LENGTH': 512,\n", + " 'FMIN': 0,\n", + " 'FMAX': 24000,\n", + " 'N_MELS': 224,\n", + " 'POWER': 2.1}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#Loading in the Spectrogram variables\n", "FileName =input(\"Please type filename without the file ending here => \")\n", @@ -70,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -104,6 +129,7 @@ " n_mels=N_MELS, power=POWER,\n", " fmin=FMIN,fmax=FMAX)\n", " mel_spec_db = librosa.power_to_db(mel_spec_power, ref=np.max)\n", + " #pickle.dump(mel_spec_db, open( './lastSpect.pickle', \"wb\" ))\n", " image = mel_spec_db; # convert to float\n", " image -= image.min() # ensure the minimal value is 0.0\n", " image /= image.max() # maximum value in image is now 1.0\n", @@ -133,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -161,9 +187,114 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I will print the file path to files that are too short to fit into one full picture.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/dg/anaconda3/envs/Workshop/lib/python3.6/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", + " warnings.warn('Empty filters detected in mel frequency basis. '\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "../AudioData/Cats-Vs-Dogs/Dogs/231762__davidmenke__fx-dog-barking.wav\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/dg/anaconda3/envs/Workshop/lib/python3.6/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", + " warnings.warn('Empty filters detected in mel frequency basis. '\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "../AudioData/Cats-Vs-Dogs/Dogs/231762__davidmenke__fx-dog-barking.wav\n", + "../AudioData/Cats-Vs-Dogs/Dogs/163459__littlebigsounds__lbs-fx-dog-small-alert-bark001.wav\n", + "../AudioData/Cats-Vs-Dogs/Dogs/163459__littlebigsounds__lbs-fx-dog-small-alert-bark001.wav\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/dg/anaconda3/envs/Workshop/lib/python3.6/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", + " warnings.warn('Empty filters detected in mel frequency basis. '\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "../AudioData/Cats-Vs-Dogs/Dogs/347763__apolloaiello__dog-barking.wav\n", + "../AudioData/Cats-Vs-Dogs/Dogs/347763__apolloaiello__dog-barking.wav\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/dg/anaconda3/envs/Workshop/lib/python3.6/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", + " warnings.warn('Empty filters detected in mel frequency basis. '\n", + "Process ForkPoolWorker-1:\n", + "Traceback (most recent call last):\n", + " File \"/Users/dg/anaconda3/envs/Workshop/lib/python3.6/multiprocessing/process.py\", line 258, in _bootstrap\n", + " self.run()\n", + " File \"/Users/dg/anaconda3/envs/Workshop/lib/python3.6/multiprocessing/process.py\", line 93, in run\n", + " self._target(*self._args, **self._kwargs)\n", + " File \"/Users/dg/anaconda3/envs/Workshop/lib/python3.6/multiprocessing/pool.py\", line 119, in worker\n", + " result = (True, func(*args, **kwds))\n", + " File \"/Users/dg/anaconda3/envs/Workshop/lib/python3.6/multiprocessing/pool.py\", line 47, in starmapstar\n", + " return list(itertools.starmap(args[0], args[1]))\n", + " File \"\", line 29, in log_mel_spec_tfm\n", + " fmin=FMIN,fmax=FMAX)\n", + " File \"/Users/dg/anaconda3/envs/Workshop/lib/python3.6/site-packages/librosa/feature/spectral.py\", line 1793, in melspectrogram\n", + " pad_mode=pad_mode)\n", + " File \"/Users/dg/anaconda3/envs/Workshop/lib/python3.6/site-packages/librosa/core/spectrum.py\", line 1838, in _spectrogram\n", + " window=window, pad_mode=pad_mode))**power\n", + "KeyboardInterrupt\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "24965__www-bonson-ca__bigdogbarking-02.wav Could not be computed!\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mComputeSpectrograms\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mSOURCE_FOLDER_TRAIN\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mOUTPUT_FOLDER_TRAIN\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mSpectrumVariables\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mOUTPUT_FOLDER_TRAIN\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'Main.SpecVar'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"wb\"\u001b[0m \u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Notebook Done\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mComputeSpectrograms\u001b[0;34m(IN_FOLDER, OUT_FOLDER)\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmakedirs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutFolder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mmultiprocessing\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPool\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstarmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlog_mel_spec_tfm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0moutFolder\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mFileList\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 12\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Finished this class. Going to the next\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Done generating spectra!\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/Workshop/lib/python3.6/multiprocessing/pool.py\u001b[0m in \u001b[0;36mstarmap\u001b[0;34m(self, func, iterable, chunksize)\u001b[0m\n\u001b[1;32m 272\u001b[0m \u001b[0;31m`\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;31m`\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0mbecomes\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 273\u001b[0m '''\n\u001b[0;32m--> 274\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_map_async\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstarmapstar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 275\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 276\u001b[0m def starmap_async(self, func, iterable, chunksize=None, callback=None,\n", + "\u001b[0;32m~/anaconda3/envs/Workshop/lib/python3.6/multiprocessing/pool.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 636\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 637\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 638\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 639\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mready\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 640\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mTimeoutError\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/Workshop/lib/python3.6/multiprocessing/pool.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 633\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 634\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 635\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_event\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 636\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 637\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/Workshop/lib/python3.6/threading.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 549\u001b[0m \u001b[0msignaled\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_flag\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 550\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0msignaled\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 551\u001b[0;31m \u001b[0msignaled\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cond\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 552\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0msignaled\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 553\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/Workshop/lib/python3.6/threading.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 293\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# restore state no matter what (e.g., KeyboardInterrupt)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 294\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 295\u001b[0;31m \u001b[0mwaiter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 296\u001b[0m \u001b[0mgotit\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 297\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], "source": [ "ComputeSpectrograms(SOURCE_FOLDER_TRAIN,OUTPUT_FOLDER_TRAIN)\n", "pickle.dump(SpectrumVariables, open(os.path.join(OUTPUT_FOLDER_TRAIN,'Main.SpecVar'), \"wb\" ))\n", @@ -180,9 +311,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python3.6 workshop", "language": "python", - "name": "python3" + "name": "workshop" }, "language_info": { "codemirror_mode": { @@ -194,7 +325,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/01_Spectrum Generation/GeneratingSpectrums2.ipynb b/01_Spectrum Generation/GeneratingSpectrums2.ipynb deleted file mode 100644 index e5aea07..0000000 --- a/01_Spectrum Generation/GeneratingSpectrums2.ipynb +++ /dev/null @@ -1,2116 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following cell loads in all the libraries that we previously installed; this makes it so that we can access the functions in these libraries instead of having to code these capabilities from scratch." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "import csv\n", - "import cv2\n", - "import numpy as np\n", - "import librosa\n", - "import librosa.display\n", - "import wave\n", - "import os\n", - "import matplotlib.pyplot as plt\n", - "import multiprocessing \n", - "import pickle\n", - "from ipywidgets import interact, widgets\n", - "from IPython.display import Image, display, HTML\n", - "import glob\n", - "import time" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The next cell defines the folder paths to both the source folder where the audio is stored and the folder where the generated images should go." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cb063a15bc734abc9aefd18ed56692c4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Dropdown(description='Source for Training Data:', options=('../AudioData/Cats-Vs-Dogs', '../AudioData/Cats-Vs-…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "SOURCE_DATA_ROOT='../AudioData/'\n", - "GENERATED_DATA_ROOT='../GeneratedData'\n", - "\n", - "def listdir_nohidden(path):\n", - " return glob.glob(os.path.join(path, '*'))\n", - "style = {'description_width': 'initial'}\n", - "\n", - "SourceFolderDropdown= widgets.Dropdown(options=listdir_nohidden(SOURCE_DATA_ROOT), description='Source for Training Data:',style=style)\n", - "\n", - "display(SourceFolderDropdown)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following cell defines the filename where the Spectrum Variables should be read from. This will load in a file that tells this script how to compute the spectrogram. If you want to make additional Spectrum Variables Files, use the [SpectrumsSettingTool](SpectrumsSettingsTool.ipynb)." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f99bc791938e4e7fab7589a7e6cbb802", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Dropdown(description='Spectrum Variables File:', options=('./Standard.SpecVar',), style=DescriptionStyle(descr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Loading in the Spectrogram variables\n", - "SOURCE_FOLDER_TRAIN= SourceFolderDropdown.value\n", - "def listSpecVarFiles(path):\n", - " return glob.glob(os.path.join(path, '*.SpecVar'))\n", - " \n", - "FileName = widgets.Dropdown(options=listSpecVarFiles('.'), description='Spectrum Variables File:',style=style)\n", - "display(FileName)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "SpectrumVariables = pickle.load(open(FileName.value, \"rb\"))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This defines the function that creates logarithmic spectragrams of the audio file designated in the `src_path` into the folder in the `dst_path`." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "def log_mel_spec_tfm(src_path, dst_path):\n", - " #print(src_path)\n", - " fname=src_path.split('/')[-1];\n", - " x=[]\n", - " sample_rate=0\n", - " try:\n", - " channels ,sample_rate_in = librosa.load(src_path,mono=False)\n", - " except:\n", - " print(fname+\" Could not be computed!\")\n", - " return\n", - " if(channels.ndim==1):\n", - " channels= channels.reshape((1,(len(channels))))\n", - " channelcounter=0\n", - " for audio_data in channels:\n", - " channelcounter+=1\n", - " \n", - " RESOLUTION=SpectrumVariables[\"RESOLUTION\"] \n", - " \n", - " N_FFT=SpectrumVariables[\"N_FFT\"]\n", - " HOP_LENGTH= SpectrumVariables[\"HOP_LENGTH\"]\n", - " FMIN=SpectrumVariables[\"FMIN\"]\n", - " FMAX=SpectrumVariables[\"FMAX\"]\n", - " N_MELS=SpectrumVariables[\"N_MELS\"]\n", - " POWER=SpectrumVariables[\"POWER\"]\n", - " #audio_data = librosa.resample(x, sample_rate_in, SAMPLE_RATE)\n", - " mel_spec_power = librosa.feature.melspectrogram(audio_data, sr=sample_rate_in, n_fft=N_FFT, \n", - " hop_length=HOP_LENGTH, \n", - " n_mels=N_MELS, power=POWER,\n", - " fmin=FMIN,fmax=FMAX)\n", - " mel_spec_db = librosa.power_to_db(mel_spec_power, ref=np.max)\n", - " image = mel_spec_db; # convert to float\n", - " image -= image.min() # ensure the minimal value is 0.0\n", - " image /= image.max() # maximum value in image is now 1.0\n", - " image*=256;\n", - " img = image.astype(np.uint8)\n", - " colorPic = cv2.applyColorMap(img, cv2.COLORMAP_BONE)\n", - " #cv2.imshow('dst_rt', colorPic)\n", - " #cv2.waitKey(0)\n", - " count=0\n", - " for i in range(int(np.floor(colorPic.shape[1]/RESOLUTION))):\n", - " count+=1\n", - " startx=RESOLUTION*i\n", - " stopx=RESOLUTION*(i+1)\n", - " OutputImage = cv2.resize(colorPic[:,startx:stopx,:],(RESOLUTION,RESOLUTION))\n", - " plt.imsave(os.path.join(dst_path,(fname.replace(\".flac\",'-').replace(\".aif\",'-').replace(\".wav\",'-').replace(\".m4a\",'-').replace(\".mp3\",'-') +str(i)+'-ch-'+str(channelcounter)+ '.png')), OutputImage) \n", - " if(count==0):\n", - " print(src_path)\n", - " #print(\"WARNING: => Jumped A file. If you see this often, increas sampleRate or Hop length.\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To Preview what the previously defined 'log_mel_spec_tfm' function does, we've made a little preview window that show the spectrum for each of the sound files." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "38b2ce6ac1bf434086fd84ab85bef9a4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Dropdown(description='Audio Folder:', options=('../AudioData/UrbanSound/siren', '../AudioData/UrbanSound/car_h…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "AudioFolderDropdown= widgets.Dropdown(options=listdir_nohidden(SOURCE_FOLDER_TRAIN), description='Audio Folder:',style=style)\n", - "display(AudioFolderDropdown)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5770d57e97094d11a02e00292d7623a2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Dropdown(description='Audio File:', options=('../AudioData/UrbanSound/siren/184623.wav', '../AudioData/UrbanSo…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "AudioFileDropdown= widgets.Dropdown(options=listdir_nohidden(AudioFolderDropdown.value), description='Audio File:',style=style)\n", - "display(AudioFileDropdown)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following folder is a wrapper function for the previous function, going through all the audio files in `IN_FOLDER`." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "def ComputeSpectrograms(IN_FOLDER,OUT_FOLDER):\n", - " print(\"I will print the file path to files that are too short to fit into one full picture.\")\n", - " SourceFoldersLabels = [f.path for f in os.scandir(IN_FOLDER) if f.is_dir()]\n", - " for path in SourceFoldersLabels:\n", - " FileList = [f.path for f in os.scandir(path) if f.is_file() and (f.name.endswith(\".aif\") or f.name.endswith(\".flac\") or f.name.endswith(\".wav\") or f.name.endswith(\".m4a\") or f.name.endswith(\".mp3\"))]\n", - " Label = path.split('/')[-1]\n", - " outFolder = os.path.join(OUT_FOLDER,Label)\n", - " if not os.path.exists(outFolder):\n", - " os.makedirs(outFolder)\n", - " with multiprocessing.Pool(12) as p:\n", - " p.starmap(log_mel_spec_tfm, [(f,outFolder) for f in FileList])\n", - " print(\"Finished this class. Going to the next\")\n", - " print(\"Done generating spectra!\") " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This moves the Spectrum Variables file into the output folder so that we can correspond the images with labels." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "I will print the file path to files that are too short to fit into one full picture.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/siren/98536.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/siren/43806.wav\n", - "../AudioData/UrbanSound/siren/43806.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/siren/16772.wav\n", - "../AudioData/UrbanSound/siren/16772.wav\n", - "../AudioData/UrbanSound/siren/113160.mp3\n", - "../AudioData/UrbanSound/siren/113160.mp3\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/siren/26173.wav\n", - "../AudioData/UrbanSound/siren/26173.wav\n", - "Finished this class. Going to the next\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/26185.wav\n", - "../AudioData/UrbanSound/car_horn/26185.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/178115.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/175849.wav\n", - "../AudioData/UrbanSound/car_horn/175849.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/174841.wav\n", - "../AudioData/UrbanSound/car_horn/73168.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/138468.wav\n", - "../AudioData/UrbanSound/car_horn/73168.wav\n", - "../AudioData/UrbanSound/car_horn/174841.wav\n", - "../AudioData/UrbanSound/car_horn/138468.wav\n", - "../AudioData/UrbanSound/car_horn/49974.wav\n", - "../AudioData/UrbanSound/car_horn/49974.wav\n", - "../AudioData/UrbanSound/car_horn/83465.wav\n", - "../AudioData/UrbanSound/car_horn/83465.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/175848.wav\n", - "../AudioData/UrbanSound/car_horn/118496.wav\n", - "../AudioData/UrbanSound/car_horn/175848.wav\n", - "../AudioData/UrbanSound/car_horn/2937.wav\n", - "../AudioData/UrbanSound/car_horn/2937.wav\n", - "../AudioData/UrbanSound/car_horn/162702.wav\n", - "../AudioData/UrbanSound/car_horn/162702.wav\n", - "../AudioData/UrbanSound/car_horn/179862.wav\n", - "../AudioData/UrbanSound/car_horn/179862.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/179863.wav\n", - "../AudioData/UrbanSound/car_horn/179863.wav\n", - "../AudioData/UrbanSound/car_horn/162728.wav\n", - "../AudioData/UrbanSound/car_horn/162728.wav\n", - "../AudioData/UrbanSound/car_horn/176003.wav\n", - "../AudioData/UrbanSound/car_horn/179867.wav\n", - "../AudioData/UrbanSound/car_horn/179867.wav\n", - "../AudioData/UrbanSound/car_horn/179866.wav\n", - "../AudioData/UrbanSound/car_horn/179866.wav\n", - "../AudioData/UrbanSound/car_horn/153057.wav\n", - "../AudioData/UrbanSound/car_horn/153057.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/26186.wav\n", - "../AudioData/UrbanSound/car_horn/26186.wav\n", - "../AudioData/UrbanSound/car_horn/179865.wav\n", - "../AudioData/UrbanSound/car_horn/179865.wav\n", - "../AudioData/UrbanSound/car_horn/179860.wav\n", - "../AudioData/UrbanSound/car_horn/179860.wav\n", - "../AudioData/UrbanSound/car_horn/162703.wav\n", - "../AudioData/UrbanSound/car_horn/162703.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/118070.wav\n", - "../AudioData/UrbanSound/car_horn/118070.wav\n", - "../AudioData/UrbanSound/car_horn/68657.wav\n", - "../AudioData/UrbanSound/car_horn/68657.wav\n", - "../AudioData/UrbanSound/car_horn/175855.wav\n", - "../AudioData/UrbanSound/car_horn/175855.wav\n", - "../AudioData/UrbanSound/car_horn/175843.wav\n", - "../AudioData/UrbanSound/car_horn/175843.wav\n", - "../AudioData/UrbanSound/car_horn/175842.wav\n", - "../AudioData/UrbanSound/car_horn/175842.wav\n", - "../AudioData/UrbanSound/car_horn/175852.wav\n", - "../AudioData/UrbanSound/car_horn/175852.wav\n", - "../AudioData/UrbanSound/car_horn/77509.mp3\n", - "../AudioData/UrbanSound/car_horn/77509.mp3\n", - "../AudioData/UrbanSound/car_horn/145577.wav\n", - "../AudioData/UrbanSound/car_horn/145577.wav\n", - "../AudioData/UrbanSound/car_horn/32417.wav\n", - "../AudioData/UrbanSound/car_horn/32417.wav\n", - "../AudioData/UrbanSound/car_horn/164625.wav\n", - "../AudioData/UrbanSound/car_horn/164625.wav\n", - "../AudioData/UrbanSound/car_horn/179858.wav\n", - "../AudioData/UrbanSound/car_horn/179858.wav\n", - "../AudioData/UrbanSound/car_horn/179864.wav\n", - "../AudioData/UrbanSound/car_horn/179864.wav\n", - "../AudioData/UrbanSound/car_horn/175853.wav\n", - "../AudioData/UrbanSound/car_horn/175853.wav\n", - "../AudioData/UrbanSound/car_horn/175847.wav\n", - "../AudioData/UrbanSound/car_horn/175847.wav\n", - "../AudioData/UrbanSound/car_horn/175851.wav\n", - "../AudioData/UrbanSound/car_horn/175851.wav\n", - "../AudioData/UrbanSound/car_horn/17124.wav\n", - "../AudioData/UrbanSound/car_horn/17124.wav\n", - "../AudioData/UrbanSound/car_horn/164627.wav\n", - "../AudioData/UrbanSound/car_horn/164627.wav\n", - "../AudioData/UrbanSound/car_horn/175854.wav\n", - "../AudioData/UrbanSound/car_horn/175854.wav\n", - "../AudioData/UrbanSound/car_horn/175844.wav\n", - "../AudioData/UrbanSound/car_horn/175844.wav\n", - "../AudioData/UrbanSound/car_horn/175850.wav\n", - "../AudioData/UrbanSound/car_horn/175850.wav\n", - "../AudioData/UrbanSound/car_horn/182474.wav\n", - "../AudioData/UrbanSound/car_horn/182474.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/94868.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/156091.wav\n", - "../AudioData/UrbanSound/car_horn/156091.wav\n", - "../AudioData/UrbanSound/car_horn/19026.wav\n", - "../AudioData/UrbanSound/car_horn/179861.wav\n", - "../AudioData/UrbanSound/car_horn/179861.wav\n", - "../AudioData/UrbanSound/car_horn/26176.wav\n", - "../AudioData/UrbanSound/car_horn/26176.wav\n", - "../AudioData/UrbanSound/car_horn/156194.wav\n", - "../AudioData/UrbanSound/car_horn/156194.wav\n", - "../AudioData/UrbanSound/car_horn/170243.wav\n", - "../AudioData/UrbanSound/car_horn/170243.wav\n", - "../AudioData/UrbanSound/car_horn/26177.wav\n", - "../AudioData/UrbanSound/car_horn/26177.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/54086.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/175846.wav\n", - "../AudioData/UrbanSound/car_horn/175846.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/car_horn/58202.wav\n", - "../AudioData/UrbanSound/car_horn/58202.wav\n", - "../AudioData/UrbanSound/car_horn/164626.wav\n", - "../AudioData/UrbanSound/car_horn/164626.wav\n", - "Finished this class. Going to the next\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/164667.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/148166.wav\n", - "../AudioData/UrbanSound/gun_shot/148166.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/35799.wav\n", - "../AudioData/UrbanSound/gun_shot/35799.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/180960.wav\n", - "../AudioData/UrbanSound/gun_shot/180960.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/158979.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/159708.wav\n", - "../AudioData/UrbanSound/gun_shot/158979.wav\n", - "../AudioData/UrbanSound/gun_shot/159708.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/7068.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/7068.wav\n", - "../AudioData/UrbanSound/gun_shot/25038.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/77247.wav\n", - "../AudioData/UrbanSound/gun_shot/25038.wav\n", - "../AudioData/UrbanSound/gun_shot/77247.wav\n", - "../AudioData/UrbanSound/gun_shot/86278.wav\n", - "../AudioData/UrbanSound/gun_shot/86278.wav\n", - "../AudioData/UrbanSound/gun_shot/157799.mp3\n", - "../AudioData/UrbanSound/gun_shot/157799.mp3\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/159709.wav\n", - "../AudioData/UrbanSound/gun_shot/77246.wav\n", - "../AudioData/UrbanSound/gun_shot/159709.wav\n", - "../AudioData/UrbanSound/gun_shot/77246.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/161195.wav\n", - "../AudioData/UrbanSound/gun_shot/76089.wav\n", - "../AudioData/UrbanSound/gun_shot/76089.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/78776.wav\n", - "../AudioData/UrbanSound/gun_shot/78776.wav\n", - "../AudioData/UrbanSound/gun_shot/84254.wav\n", - "../AudioData/UrbanSound/gun_shot/84254.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/151069.wav\n", - "../AudioData/UrbanSound/gun_shot/148828.mp3\n", - "../AudioData/UrbanSound/gun_shot/148828.mp3\n", - "../AudioData/UrbanSound/gun_shot/35800.wav\n", - "../AudioData/UrbanSound/gun_shot/35800.wav\n", - "../AudioData/UrbanSound/gun_shot/25039.wav\n", - "../AudioData/UrbanSound/gun_shot/25039.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/148837.mp3\n", - "../AudioData/UrbanSound/gun_shot/148837.mp3\n", - "../AudioData/UrbanSound/gun_shot/76090.wav\n", - "../AudioData/UrbanSound/gun_shot/76090.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/148838.mp3\n", - "../AudioData/UrbanSound/gun_shot/148838.mp3\n", - "../AudioData/UrbanSound/gun_shot/148834.mp3\n", - "../AudioData/UrbanSound/gun_shot/148834.mp3\n", - "../AudioData/UrbanSound/gun_shot/158978.wav\n", - "../AudioData/UrbanSound/gun_shot/158978.wav\n", - "../AudioData/UrbanSound/gun_shot/110622.wav\n", - "../AudioData/UrbanSound/gun_shot/110622.wav\n", - "../AudioData/UrbanSound/gun_shot/7065.wav\n", - "../AudioData/UrbanSound/gun_shot/7065.wav\n", - "../AudioData/UrbanSound/gun_shot/52357.aif\n", - "../AudioData/UrbanSound/gun_shot/52357.aif\n", - "../AudioData/UrbanSound/gun_shot/7061.wav\n", - "../AudioData/UrbanSound/gun_shot/7061.wav\n", - "../AudioData/UrbanSound/gun_shot/76094.wav\n", - "../AudioData/UrbanSound/gun_shot/149177.wav\n", - "../AudioData/UrbanSound/gun_shot/76094.wav\n", - "../AudioData/UrbanSound/gun_shot/7062.wav\n", - "../AudioData/UrbanSound/gun_shot/7062.wav\n", - "../AudioData/UrbanSound/gun_shot/37236.wav\n", - "../AudioData/UrbanSound/gun_shot/37236.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/169261.wav\n", - "../AudioData/UrbanSound/gun_shot/7067.wav\n", - "../AudioData/UrbanSound/gun_shot/7067.wav\n", - "../AudioData/UrbanSound/gun_shot/151065.wav\n", - "../AudioData/UrbanSound/gun_shot/93139.wav\n", - "../AudioData/UrbanSound/gun_shot/93139.wav\n", - "../AudioData/UrbanSound/gun_shot/151071.wav\n", - "../AudioData/UrbanSound/gun_shot/7063.wav\n", - "../AudioData/UrbanSound/gun_shot/7063.wav\n", - "../AudioData/UrbanSound/gun_shot/25037.wav\n", - "../AudioData/UrbanSound/gun_shot/25037.wav\n", - "../AudioData/UrbanSound/gun_shot/46655.wav\n", - "../AudioData/UrbanSound/gun_shot/157800.mp3\n", - "../AudioData/UrbanSound/gun_shot/157800.mp3\n", - "../AudioData/UrbanSound/gun_shot/46655.wav\n", - "../AudioData/UrbanSound/gun_shot/162436.wav\n", - "../AudioData/UrbanSound/gun_shot/162436.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/52284.aif\n", - "../AudioData/UrbanSound/gun_shot/46654.wav\n", - "../AudioData/UrbanSound/gun_shot/46654.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/gun_shot/131571.wav\n", - "../AudioData/UrbanSound/gun_shot/131571.wav\n", - "../AudioData/UrbanSound/gun_shot/159703.wav\n", - "../AudioData/UrbanSound/gun_shot/64346.wav\n", - "../AudioData/UrbanSound/gun_shot/159703.wav\n", - "../AudioData/UrbanSound/gun_shot/64346.wav\n", - "../AudioData/UrbanSound/gun_shot/205013.wav\n", - "../AudioData/UrbanSound/gun_shot/205013.wav\n", - "../AudioData/UrbanSound/gun_shot/163460.wav\n", - "../AudioData/UrbanSound/gun_shot/162435.wav\n", - "../AudioData/UrbanSound/gun_shot/162435.wav\n", - "../AudioData/UrbanSound/gun_shot/159707.wav\n", - "../AudioData/UrbanSound/gun_shot/159706.wav\n", - "../AudioData/UrbanSound/gun_shot/159707.wav\n", - "../AudioData/UrbanSound/gun_shot/159706.wav\n", - "../AudioData/UrbanSound/gun_shot/196400.wav\n", - "../AudioData/UrbanSound/gun_shot/196400.wav\n", - "../AudioData/UrbanSound/gun_shot/106955.wav\n", - "../AudioData/UrbanSound/gun_shot/106955.wav\n", - "../AudioData/UrbanSound/gun_shot/164646.wav\n", - "../AudioData/UrbanSound/gun_shot/158977.wav\n", - "../AudioData/UrbanSound/gun_shot/158977.wav\n", - "../AudioData/UrbanSound/gun_shot/111048.wav\n", - "../AudioData/UrbanSound/gun_shot/111048.wav\n", - "../AudioData/UrbanSound/gun_shot/159704.wav\n", - "../AudioData/UrbanSound/gun_shot/159704.wav\n", - "../AudioData/UrbanSound/gun_shot/159705.wav\n", - "../AudioData/UrbanSound/gun_shot/159705.wav\n", - "../AudioData/UrbanSound/gun_shot/162434.wav\n", - "../AudioData/UrbanSound/gun_shot/162434.wav\n", - "../AudioData/UrbanSound/gun_shot/102305.wav\n", - "../AudioData/UrbanSound/gun_shot/102305.wav\n", - "../AudioData/UrbanSound/gun_shot/159710.wav\n", - "../AudioData/UrbanSound/gun_shot/159710.wav\n", - "../AudioData/UrbanSound/gun_shot/157801.mp3\n", - "../AudioData/UrbanSound/gun_shot/157801.mp3\n", - "../AudioData/UrbanSound/gun_shot/162433.wav\n", - "../AudioData/UrbanSound/gun_shot/162433.wav\n", - "../AudioData/UrbanSound/gun_shot/147317.wav\n", - "../AudioData/UrbanSound/gun_shot/147317.wav\n", - "Finished this class. Going to the next\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/drilling/179725.flac\n", - "../AudioData/UrbanSound/drilling/179725.flac\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/drilling/140824.wav\n", - "../AudioData/UrbanSound/drilling/140824.wav\n", - "../AudioData/UrbanSound/drilling/71079.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/drilling/118723.aif\n", - "../AudioData/UrbanSound/drilling/118723.aif\n", - "../AudioData/UrbanSound/drilling/19007.wav\n", - "../AudioData/UrbanSound/drilling/165642.wav\n", - "../AudioData/UrbanSound/drilling/165642.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/drilling/71082.wav\n", - "../AudioData/UrbanSound/drilling/71080.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/drilling/135849.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/drilling/146244.wav\n", - "../AudioData/UrbanSound/drilling/146249.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/drilling/39532.wav\n", - "../AudioData/UrbanSound/drilling/39533.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/drilling/165786.wav\n", - "../AudioData/UrbanSound/drilling/165786.wav\n", - "../AudioData/UrbanSound/drilling/96158.aif\n", - "../AudioData/UrbanSound/drilling/96158.aif\n", - "../AudioData/UrbanSound/drilling/14115.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished this class. Going to the next\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished this class. Going to the next\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/children_playing/196079.wav\n", - "../AudioData/UrbanSound/children_playing/196079.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/children_playing/196086.wav\n", - "../AudioData/UrbanSound/children_playing/196086.wav\n", - "../AudioData/UrbanSound/children_playing/196078.wav\n", - "../AudioData/UrbanSound/children_playing/196078.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/children_playing/156200.wav\n", - "../AudioData/UrbanSound/children_playing/156200.wav\n", - "../AudioData/UrbanSound/children_playing/196083.wav\n", - "../AudioData/UrbanSound/children_playing/196083.wav\n", - "../AudioData/UrbanSound/children_playing/196069.wav\n", - "../AudioData/UrbanSound/children_playing/196069.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/children_playing/196080.wav\n", - "../AudioData/UrbanSound/children_playing/196080.wav\n", - "../AudioData/UrbanSound/children_playing/196081.wav\n", - "../AudioData/UrbanSound/children_playing/196081.wav\n", - "../AudioData/UrbanSound/children_playing/196072.wav\n", - "../AudioData/UrbanSound/children_playing/196072.wav\n", - "../AudioData/UrbanSound/children_playing/196058.wav\n", - "../AudioData/UrbanSound/children_playing/196058.wav\n", - "../AudioData/UrbanSound/children_playing/196064.wav\n", - "../AudioData/UrbanSound/children_playing/196064.wav\n", - "../AudioData/UrbanSound/children_playing/196071.wav\n", - "../AudioData/UrbanSound/children_playing/196071.wav\n", - "../AudioData/UrbanSound/children_playing/196065.wav\n", - "../AudioData/UrbanSound/children_playing/196065.wav\n", - "../AudioData/UrbanSound/children_playing/196082.wav\n", - "../AudioData/UrbanSound/children_playing/196082.wav\n", - "../AudioData/UrbanSound/children_playing/196061.wav\n", - "../AudioData/UrbanSound/children_playing/196061.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/children_playing/196075.wav\n", - "../AudioData/UrbanSound/children_playing/196075.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/children_playing/196087.wav\n", - "../AudioData/UrbanSound/children_playing/196087.wav\n", - "../AudioData/UrbanSound/children_playing/196060.wav\n", - "../AudioData/UrbanSound/children_playing/196060.wav\n", - "../AudioData/UrbanSound/children_playing/196076.wav\n", - "../AudioData/UrbanSound/children_playing/196076.wav\n", - "../AudioData/UrbanSound/children_playing/196062.wav\n", - "../AudioData/UrbanSound/children_playing/196062.wav\n", - "../AudioData/UrbanSound/children_playing/196057.wav\n", - "../AudioData/UrbanSound/children_playing/196057.wav\n", - "../AudioData/UrbanSound/children_playing/196073.wav\n", - "../AudioData/UrbanSound/children_playing/196073.wav\n", - "../AudioData/UrbanSound/children_playing/196074.wav\n", - "../AudioData/UrbanSound/children_playing/196074.wav\n", - "../AudioData/UrbanSound/children_playing/196088.wav\n", - "../AudioData/UrbanSound/children_playing/196088.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished this class. Going to the next\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/air_conditioner/202517.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/air_conditioner/127872.wav\n", - "../AudioData/UrbanSound/air_conditioner/170245.wav\n", - "../AudioData/UrbanSound/air_conditioner/170245.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/air_conditioner/127873.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished this class. Going to the next\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/50612.wav\n", - "../AudioData/UrbanSound/dog_bark/89213.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/9032.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/89210.wav\n", - "../AudioData/UrbanSound/dog_bark/89210.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/118961.wav\n", - "../AudioData/UrbanSound/dog_bark/118961.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/89207.wav\n", - "../AudioData/UrbanSound/dog_bark/89207.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/24965.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/118962.wav\n", - "../AudioData/UrbanSound/dog_bark/118962.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/170015.wav\n", - "../AudioData/UrbanSound/dog_bark/170015.wav\n", - "../AudioData/UrbanSound/dog_bark/162148.wav\n", - "../AudioData/UrbanSound/dog_bark/162148.wav\n", - "../AudioData/UrbanSound/dog_bark/110134.wav\n", - "../AudioData/UrbanSound/dog_bark/110134.wav\n", - "../AudioData/UrbanSound/dog_bark/89211.wav\n", - "../AudioData/UrbanSound/dog_bark/89211.wav\n", - "../AudioData/UrbanSound/dog_bark/125574.wav\n", - "../AudioData/UrbanSound/dog_bark/125574.wav\n", - "../AudioData/UrbanSound/dog_bark/89212.wav\n", - "../AudioData/UrbanSound/dog_bark/89212.wav\n", - "../AudioData/UrbanSound/dog_bark/130030.wav\n", - "../AudioData/UrbanSound/dog_bark/118964.wav\n", - "../AudioData/UrbanSound/dog_bark/118964.wav\n", - "../AudioData/UrbanSound/dog_bark/118963.wav\n", - "../AudioData/UrbanSound/dog_bark/118963.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/38121.wav\n", - "../AudioData/UrbanSound/dog_bark/38121.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/155309.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/100032.wav\n", - "../AudioData/UrbanSound/dog_bark/100032.wav\n", - "../AudioData/UrbanSound/dog_bark/72723.mp3\n", - "../AudioData/UrbanSound/dog_bark/72723.mp3\n", - "../AudioData/UrbanSound/dog_bark/147672.mp3\n", - "../AudioData/UrbanSound/dog_bark/160094.wav\n", - "../AudioData/UrbanSound/dog_bark/160094.wav\n", - "../AudioData/UrbanSound/dog_bark/86279.wav\n", - "../AudioData/UrbanSound/dog_bark/86279.wav\n", - "../AudioData/UrbanSound/dog_bark/50614.wav\n", - "../AudioData/UrbanSound/dog_bark/110389.wav\n", - "../AudioData/UrbanSound/dog_bark/110389.wav\n", - "../AudioData/UrbanSound/dog_bark/155320.wav\n", - "../AudioData/UrbanSound/dog_bark/155294.wav\n", - "../AudioData/UrbanSound/dog_bark/155294.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/ipykernel_launcher.py:33: RuntimeWarning: invalid value encountered in true_divide\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/131199.wav\n", - "../AudioData/UrbanSound/dog_bark/131199.wav\n", - "../AudioData/UrbanSound/dog_bark/76640.wav\n", - "../AudioData/UrbanSound/dog_bark/107190.wav\n", - "../AudioData/UrbanSound/dog_bark/107190.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/159176.wav\n", - "../AudioData/UrbanSound/dog_bark/157950.wav\n", - "../AudioData/UrbanSound/dog_bark/157950.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/50613.wav\n", - "../AudioData/UrbanSound/dog_bark/160092.wav\n", - "../AudioData/UrbanSound/dog_bark/160092.wav\n", - "../AudioData/UrbanSound/dog_bark/166268.wav\n", - "../AudioData/UrbanSound/dog_bark/166268.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/dog_bark/43784.mp3\n", - "../AudioData/UrbanSound/dog_bark/43784.mp3\n", - "../AudioData/UrbanSound/dog_bark/155311.wav\n", - "../AudioData/UrbanSound/dog_bark/155310.wav\n", - "../AudioData/UrbanSound/dog_bark/121888.wav\n", - "../AudioData/UrbanSound/dog_bark/115536.wav\n", - "../AudioData/UrbanSound/dog_bark/97392.wav\n", - "../AudioData/UrbanSound/dog_bark/97392.wav\n", - "../AudioData/UrbanSound/dog_bark/116163.wav\n", - "../AudioData/UrbanSound/dog_bark/85662.mp3\n", - "../AudioData/UrbanSound/dog_bark/85662.mp3\n", - "../AudioData/UrbanSound/dog_bark/85663.mp3\n", - "../AudioData/UrbanSound/dog_bark/85663.mp3\n", - "../AudioData/UrbanSound/dog_bark/102102.wav\n", - "../AudioData/UrbanSound/dog_bark/102102.wav\n", - "../AudioData/UrbanSound/dog_bark/160093.wav\n", - "../AudioData/UrbanSound/dog_bark/160093.wav\n", - "../AudioData/UrbanSound/dog_bark/85661.mp3\n", - "../AudioData/UrbanSound/dog_bark/85661.mp3\n", - "../AudioData/UrbanSound/dog_bark/155313.wav\n", - "../AudioData/UrbanSound/dog_bark/144885.mp3\n", - "../AudioData/UrbanSound/dog_bark/144885.mp3\n", - "../AudioData/UrbanSound/dog_bark/115535.wav\n", - "../AudioData/UrbanSound/dog_bark/73373.aif\n", - "../AudioData/UrbanSound/dog_bark/73373.aif\n", - "../AudioData/UrbanSound/dog_bark/163459.wav\n", - "../AudioData/UrbanSound/dog_bark/163459.wav\n", - "../AudioData/UrbanSound/dog_bark/11722.wav\n", - "../AudioData/UrbanSound/dog_bark/11722.wav\n", - "../AudioData/UrbanSound/dog_bark/4911.wav\n", - "../AudioData/UrbanSound/dog_bark/4911.wav\n", - "../AudioData/UrbanSound/dog_bark/85664.mp3\n", - "../AudioData/UrbanSound/dog_bark/85664.mp3\n", - "../AudioData/UrbanSound/dog_bark/85665.mp3\n", - "../AudioData/UrbanSound/dog_bark/85665.mp3\n", - "../AudioData/UrbanSound/dog_bark/4910.wav\n", - "../AudioData/UrbanSound/dog_bark/4910.wav\n", - "../AudioData/UrbanSound/dog_bark/113785.wav\n", - "../AudioData/UrbanSound/dog_bark/155315.wav\n", - "../AudioData/UrbanSound/dog_bark/142641.wav\n", - "../AudioData/UrbanSound/dog_bark/125554.wav\n", - "../AudioData/UrbanSound/dog_bark/125554.wav\n", - "../AudioData/UrbanSound/dog_bark/102106.wav\n", - "../AudioData/UrbanSound/dog_bark/102106.wav\n", - "../AudioData/UrbanSound/dog_bark/84317.wav\n", - "../AudioData/UrbanSound/dog_bark/84317.wav\n", - "../AudioData/UrbanSound/dog_bark/197243.wav\n", - "../AudioData/UrbanSound/dog_bark/99185.wav\n", - "../AudioData/UrbanSound/dog_bark/99185.wav\n", - "../AudioData/UrbanSound/dog_bark/89209.wav\n", - "../AudioData/UrbanSound/dog_bark/89209.wav\n", - "../AudioData/UrbanSound/dog_bark/118072.wav\n", - "../AudioData/UrbanSound/dog_bark/118072.wav\n", - "../AudioData/UrbanSound/dog_bark/4912.wav\n", - "../AudioData/UrbanSound/dog_bark/4912.wav\n", - "Finished this class. Going to the next\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/engine_idling/186938.wav\n", - "../AudioData/UrbanSound/engine_idling/186938.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/engine_idling/50898.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/engine_idling/50455.wav\n", - "../AudioData/UrbanSound/engine_idling/50455.wav\n", - "../AudioData/UrbanSound/engine_idling/50454.wav\n", - "../AudioData/UrbanSound/engine_idling/50454.wav\n", - "../AudioData/UrbanSound/engine_idling/186940.wav\n", - "../AudioData/UrbanSound/engine_idling/186940.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/engine_idling/21187.wav\n", - "../AudioData/UrbanSound/engine_idling/21187.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished this class. Going to the next\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../AudioData/UrbanSound/jackhammer/88466.wav\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n", - "/anaconda3/envs/ImageCalc/lib/python3.7/site-packages/librosa/filters.py:221: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", - " warnings.warn('Empty filters detected in mel frequency basis. '\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Finished this class. Going to the next\n", - "Done generating spectra!\n", - "Notebook Done\n" - ] - } - ], - "source": [ - "StartTime=time.time()\n", - "OUTPUT_FOLDER_TRAIN = os.path.join(GENERATED_DATA_ROOT,os.path.basename(SOURCE_FOLDER_TRAIN))\n", - "ComputeSpectrograms(SOURCE_FOLDER_TRAIN,OUTPUT_FOLDER_TRAIN)\n", - "pickle.dump(SpectrumVariables, open(os.path.join(OUTPUT_FOLDER_TRAIN,'Main.SpecVar'), \"wb\" ))\n", - "print(\"Notebook Done. It took us about\",time.time()-StartTime,\"seconds.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'../AudioData/UrbanSound'" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "SOURCE_FOLDER_TRAIN" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python3.7 (ImageCalc)", - "language": "python", - "name": "imagecalc" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/01_Spectrum Generation/SpectrumsSettingsTool2.ipynb b/01_Spectrum Generation/SpectrumsSettingsTool2.ipynb deleted file mode 100644 index d08f6a5..0000000 --- a/01_Spectrum Generation/SpectrumsSettingsTool2.ipynb +++ /dev/null @@ -1,310 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Understanding the MelSpectrogram\n", - "\n", - "There are five control parameters that control how the spectrogram is generated. In this notebook we created an interactive interface that allows you to play with the values and explore how they effect the spectrogram.\n", - "\n", - "Currently the code visualizes a dog barking sound from the Cats-vs-Dogs data set. To change the file change the variable `MainFile` to point towards the audio file you want to use.(Tab completion works mostly for folders)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "from __future__ import print_function\n", - "\n", - "%matplotlib inline\n", - "import cv2\n", - "import csv\n", - "import numpy as np\n", - "import librosa\n", - "import wave\n", - "import os\n", - "import matplotlib.pyplot as plt\n", - "\n", - "from ipywidgets import interactive\n", - "import ipywidgets as widgets\n", - "\n", - "from PIL import Image\n", - "import IPython.display as displayImg\n", - "\n", - "import pickle\n", - "from ipywidgets import interact, widgets\n", - "from IPython.display import Image, display, HTML\n", - "import glob" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "##SpectrographVariables\n", - "SpectrumVariables={}\n", - "SpectrumVariables[\"RESOLUTION\"] =0\n", - "SpectrumVariables[\"SAMPLE_RATE\"]=0\n", - "SpectrumVariables[\"N_FFT\"]=0\n", - "SpectrumVariables[\"HOP_LENGTH\"]=0\n", - "SpectrumVariables[\"FMIN\"]=0\n", - "SpectrumVariables[\"FMAX\"]=0" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following cell defines the filename where the sample audio file should be read from. " - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "caca86ac7d014ebeb9b77f3c40c0c391", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Dropdown(description='Source for Training Data:', options=('../AudioData/Cats-Vs-Dogs', '../AudioData/Cats-Vs-…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "SOURCE_DATA_ROOT='../AudioData/'\n", - "\n", - "def listdir_nohidden(path):\n", - " return glob.glob(os.path.join(path, '*'))\n", - "style = {'description_width': 'initial'}\n", - "\n", - "SourceFolderDropdown= widgets.Dropdown(options=listdir_nohidden(SOURCE_DATA_ROOT), description='Source for Training Data:',style=style)\n", - "\n", - "display(SourceFolderDropdown)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3ac1b5f17c6d48828f2404c8a0eb90c2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Dropdown(description='Audio Folder:', options=('../AudioData/UrbanSound/siren', '../AudioData/UrbanSound/car_h…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "SOURCE_FOLDER_TRAIN= SourceFolderDropdown.value\n", - "AudioFolderDropdown= widgets.Dropdown(options=listdir_nohidden(SOURCE_FOLDER_TRAIN), description='Audio Folder:',style=style)\n", - "display(AudioFolderDropdown)" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0dae38b2abdf45a9aaf7df43e932a70e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Dropdown(description='Audio File:', options=('../AudioData/UrbanSound/siren/184623.wav', '../AudioData/UrbanSo…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "AudioFileDropdown= widgets.Dropdown(options=[f for f in listdir_nohidden(AudioFolderDropdown.value) if (f.endswith(\".aif\") or f.endswith(\".flac\") or f.endswith(\".wav\") or f.endswith(\".m4a\") or f.endswith(\".mp3\"))], description='Audio File:',style=style)\n", - "display(AudioFileDropdown)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " " - ], - "text/plain": [ - "" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import IPython.display as ipd\n", - "x,sr= librosa.load(AudioFileDropdown.value,mono=True)\n", - "ipd.Audio(x,rate=sr)" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c3f3ddac399040db9bab4800b6cffa04", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(IntSlider(value=32000, description='SAMPLE_RATE', max=48000, min=16000, step=100), IntSl…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "### Image output resolution\n", - "RESOLUTION = 224\n", - "#MainFile=\"../AudioData/Cats-Vs-Dogs/Dogs/365089__justiiiiin__dogs-barking.wav\"\n", - "#MainFile=\"../AudioData/audio-cats-and-dogs/cats_dogs/train/cat/cat_23.wav\"\n", - "#MainFile=\"../AudioData/Cats-Vs-Dogs/Cats/120017__kklab5050__cat-meow.wav\"\n", - "MainFile=AudioFileDropdown.value\n", - "\n", - "def f(SAMPLE_RATE, N_FFT,HOP_LENGTH,FMIN, FMAX,N_MELS,POWER):\n", - " \n", - " SpectrumVariables[\"RESOLUTION\"] =RESOLUTION\n", - " SpectrumVariables[\"SAMPLE_RATE\"]=SAMPLE_RATE\n", - " SpectrumVariables[\"N_FFT\"]=N_FFT\n", - " SpectrumVariables[\"HOP_LENGTH\"]=HOP_LENGTH\n", - " SpectrumVariables[\"FMIN\"]=FMIN\n", - " SpectrumVariables[\"FMAX\"]=FMAX\n", - " SpectrumVariables[\"N_MELS\"]=N_MELS\n", - " SpectrumVariables[\"POWER\"]=POWER\n", - " \n", - " x ,sample_rate_in = librosa.load(MainFile,mono=True)\n", - " audio_data = librosa.resample(x, sample_rate_in, SAMPLE_RATE)\n", - " mel_spec_power = librosa.feature.melspectrogram(audio_data, sr=SAMPLE_RATE, n_fft=N_FFT, \n", - " hop_length=HOP_LENGTH, \n", - " n_mels=N_MELS, power=POWER,\n", - " fmin=FMIN,fmax=FMAX)\n", - " mel_spec_db = np.float32(librosa.power_to_db(mel_spec_power, ref=np.max))\n", - " image = mel_spec_db; # convert to float\n", - " image -= image.min() # ensure the minimal value is 0.0\n", - " image /= image.max() # maximum value in image is now 1.0\n", - " image*=256;\n", - " img = image.astype(np.uint8)\n", - " print(img.min(),img.max())\n", - " colerPic = cv2.applyColorMap(img, cv2.COLORMAP_BONE)\n", - " fig, axs = plt.subplots(2,5, figsize=(15, 6), facecolor='w', edgecolor='k')\n", - " axs = axs.ravel() \n", - " for i in range(int(np.floor(colerPic.shape[1]/RESOLUTION))):\n", - " if(i>=len(axs)):\n", - " print(\"There where more pictures generated but I only could show these 10.\")\n", - " break;\n", - " startx=RESOLUTION*i\n", - " stopx=RESOLUTION*(i+1)\n", - " OutputImage = cv2.resize(colerPic[:,startx:stopx,:],(RESOLUTION,RESOLUTION))\n", - " axs[i].imshow(OutputImage)\n", - " \n", - "\n", - "interactive_plot = interactive(f, {\"manual\":True},SAMPLE_RATE=(16000, 48000,100), N_FFT=(128, 2048*2, 64),HOP_LENGTH=(128, 512, 16),FMIN=(0,300,5),FMAX=(300,40000,10),N_MELS=(10,300,10),POWER=(0.1,3))\n", - "interactive_plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Saving new settings\n", - "\n", - "Normally, you can copy and paste the new values by hand. For this particular workshop, we create a dictionary called ``SpectographVariables`` that contains all relevant information. \n", - "\n", - "You can load in this dictionary when you generate the spectrums or when you run the inference from your microphone. Run the box below to save the variables to a file. Remember, the file name as you will need it for the generating the spectrograms for all audio files. \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "fileNamed = False\n", - "while(not fileNamed):\n", - " FileName =input(\"Type in your filename here => \")\n", - " print(\"It will end up in the same folder as this notebook.\")\n", - " if (not os.path.exists(FileName+'.SpecVar')):\n", - " pickle.dump(SpectrumVariables, open( FileName+'.SpecVar', \"wb\" ))\n", - " print(\"File created as: \"+FileName+\".SpecVar\")\n", - " fileNamed = True\n", - " else:\n", - " print(FileName+\".SpecVar already exists. Pick a unique name.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python3.7 (ImageCalc)", - "language": "python", - "name": "imagecalc" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/01_Spectrum Generation/lastSpect.pickle b/01_Spectrum Generation/lastSpect.pickle new file mode 100644 index 0000000..6eec6c4 Binary files /dev/null and b/01_Spectrum Generation/lastSpect.pickle differ diff --git a/02_Training/TrainingResNet2.ipynb b/02_Training/TrainingResNet2.ipynb new file mode 100644 index 0000000..6cb5496 --- /dev/null +++ b/02_Training/TrainingResNet2.ipynb @@ -0,0 +1,1726 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "%config InlineBackend.figure_format = 'retina'\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import numpy as np\n", + "import torch\n", + "from torch import nn\n", + "from torch import optim\n", + "import torch.nn as nn\n", + "import torch.nn.parallel\n", + "import torch.backends.cudnn as cudnn\n", + "import time\n", + "import torch.nn.functional as F\n", + "from torchvision import datasets, transforms, models\n", + "import torchvision\n", + "import os\n", + "from sklearn.metrics import confusion_matrix\n", + "import pickle\n", + "import os.path\n", + "from ipywidgets import interact, widgets\n", + "from IPython.display import Image, display, HTML\n", + "import glob" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define training and test sets" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def listdir_nohidden(path):\n", + " return glob.glob(os.path.join(path, '*'))\n", + "style = {'description_width': 'initial'}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "675262cd92394188a706e97f8dd1c2ef", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Dropdown(description='Source for Training Data:', options=('../GeneratedData/Cats-Vs-Dogs',), style=Descriptio…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "SPECTRUM_IMAGES_ROOT='../GeneratedData/'\n", + "SPECTRUM_IMAGES_CLASSESDropdown= widgets.Dropdown(options=listdir_nohidden(SPECTRUM_IMAGES_ROOT), description='Source for Training Data:',style=style)\n", + "\n", + "display(SPECTRUM_IMAGES_CLASSESDropdown)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading data set\n", + "If test set is not defined previously, this function pulls a test set from the training set using a 80/20%split" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using one data set and separating them with an 80%/20% split\n", + "['Cats', 'Dogs']\n" + ] + } + ], + "source": [ + "SPECTRUM_IMAGES_CLASSES_TRAIN = SPECTRUM_IMAGES_CLASSESDropdown.value\n", + "SPECTRUM_IMAGES_CLASSES_TEST = ''\n", + "INPUT_RESOLUTION = 224\n", + " \n", + "transform = transforms.Compose(\n", + " [transforms.Resize(INPUT_RESOLUTION),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n", + "\n", + "trainset=[]\n", + "testset=[]\n", + "NoTestSet=False\n", + "full_dataset=None\n", + "if len(SPECTRUM_IMAGES_CLASSES_TEST)==0:\n", + " print(\"Using one data set and separating them with an 80%/20% split\")\n", + " full_dataset = torchvision.datasets.ImageFolder(root=SPECTRUM_IMAGES_CLASSES_TRAIN, transform=transform)\n", + " full_DataLoader = torch.utils.data.DataLoader(full_dataset, batch_size=4, shuffle=True, num_workers=2)\n", + " train_size = int(0.8 * len(full_dataset))\n", + " test_size = len(full_dataset) - train_size\n", + " trainset, testset = torch.utils.data.random_split(full_dataset, [train_size, test_size])\n", + " NoTestSet=True\n", + "else:\n", + " print(\"Using pre-seperated test and training data sets!\")\n", + " trainset = torchvision.datasets.ImageFolder(root=SPECTRUM_IMAGES_CLASSES_TRAIN, transform=transform)\n", + " testset = torchvision.datasets.ImageFolder(root=SPECTRUM_IMAGES_CLASSES_TEST, transform=transform)\n", + " \n", + "\n", + "trainloader = torch.utils.data.DataLoader(trainset, batch_size=16, shuffle=True, num_workers=2)\n", + "testloader = torch.utils.data.DataLoader(testset, batch_size=16, shuffle=False, num_workers=2)\n", + "classes=None\n", + "if(NoTestSet):\n", + " classes = full_DataLoader.dataset.classes\n", + "else:\n", + " classes = trainloader.dataset.classes\n", + "\n", + "print(classes)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def imshow(img):\n", + " img = img / 2 + 0.5 # unnormalize\n", + " npimg = img.numpy()\n", + " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Preview sample training images" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following cell takes an entire training batch of images and displays them with their respective labels. Have a look and verify that indeed you see spectrograph images that look similar to what you saw earlier." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAH3CAYAAADE7Ee8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9ecxtaXbWt/aZx2++U91bXdXu9gCNrcQmHrDiYKNYQVZICFiylAEhZSaySPxHUIgjk0FKpEgmDgpICdiKkWIiiIiiEIKEDTYmEUoTIDa223Z3dY13/ObvzOfs/LHXb+29n3O/qntvdfWt6n6XVDp1z3fO3u+4z/us9axnZXmeW7JkyZIlS5bs69saL7sByZIlS5YsWbKXb+lAkCxZsmTJkiVLB4JkyZIlS5YsWToQJEuWLFmyZMksHQiSJUuWLFmyZJYOBMmSJUuWLFkySweCZMmSJUuWLJmlA0GyZMmSJUuWzNKBIFmyZMmSJUtm6UCQLFmyZMmSJbN0IEiWLFmyZMmSWToQJEuWLFmyZMksHQiSJUuWLFmyZJYOBMmSJUuWLFky+4QdCLIsu5dl2V/IsuzdLMvmWZa9kWXZn86ybP9lty1ZsmTJkiX7JFuW5/nLbsMzWZZlnzGzv2tmN83sfzWzXzez7zSz7zez3zCz783z/MnLa2GyZMmSJUv2ybVPkofgv7PiMPCjeZ7/i3me/4k8z3/AzH7SzL7ZzP6Ll9q6ZMmSJUuW7BNsnwgPQZZl32Bmv21mb5jZZ/I831T+Njaz98wsM7ObeZ5fvZRGJkuWLFmyZJ9g+6R4CH7AX/9G9TBgZpbn+YWZ/bKZDczsu7/aDUuWLFmyZMm+Fqz1shvwjPbN/vqFa/7+m2b2g2b2TWb2N1/kBlmWfcnMdqzwQiRLlixZsmSfRHvdzM7zPP/0837xk3Ig2PXXs2v+zvt7H3ShLMs+f82fXjWzppkdPF/Tkn0U1mrUnVcbCW01sqx49c9l/m8NgeV5buvN5qnXeJnW9HbT/tzbuNpsrv3OU7/v/aZv62f8frJkL9uu27PJXp59Ug4EH2SZv36YlTW3IuyQ7CUaD4n98bj2/nSxqP273+mYmdnOYFD73mq9NrPyh3K+XNrpVUErmcznZvbxeADtj0ZmZtbvds3MbOb9e3R23Zn36d/vtIotzPicXF5+RduZLNlX2jjM6tpN9hW1N17kS5+UAwFPyd1r/r4jn7vW8jz/jqe9756Db3/+pj2fsRk+Dkiu1WyaWbkx+cH8sNZptQKx8gP9rHZnv5CUGPR6ZmY29TadTyZmVo7f5XRqZmZXs5mZmS1XKzMr+zT078+Xy/jMx8ken58/0+euWy/0s+mvy+cc52TJXpaxltNB4ONnnxRS4W/46zdd8/dv9NfrOAbJkiVLlixZsvexT4qH4Bf89QezLGs8Je3we81samb/98to3PPYwF3EIOePwyn5K92GPM8jhvOs1hbEi1ufmPp8uXym6yw/RuOK56XdatnC238dkj/wEEmv3TYzs5l/Hk8IqGrU75tZ6QHBU7BwDwmfT5YsWbLntU+EhyDP8982s79hBXvyj8mf/5SZDc3sf0waBMmSJUuWLNmL2SfFQ2Bm9u9aIV38U1mW/T4z+zUz+y4rpIu/YGZ/8iW27QMNElzbUSOxYWLtz4qA1UCI2PvF7EHhoEzaBNOdWPsHEdM+iB086HZt7X9bPiNiVeTM+FznaaDteBTm7hHAo9CuxNZfFomw2kZIjpnPM4ge23i7eV85EXgIyL5gHfFvzcp4HuMez8v3wJ6HJPZh75UsWbKPzj4RHgKz8BL8bjP7GSsOAj9mZp8xs58ys+9JdQySJUuWLFmyF7dPkofA8jx/y8z+6Mtux4tY12PDxIhXgghf1N4PaUWc+Rr0SJx67dc4f0Y0fx3iBiF22u3nzqIATfPaAgGLBwRTj4Lm7zPe7VbrubMM2l8h5j7jO261ImsCTwHjw79pP2ML6uYVjwHeHbgoGJ6SF0Hg+lmugXfmg8aBvsyewcv1cUj5TPbVtefxYn6ljP2B5/XjkNX1SbBPjIcgWbJkyZIlS/bR2SfKQ/BJNtB6X06uT54zHx3ku34G9r2q2HFvTs+KAIn7K1OdtsMdIF6vyJHPDXu9QAEXrh/wQSiTuHPEzsVDoPn4XJ9X/j4WBD1bLj9QkAivBB4OOBWM7XX6DIwH96Yte8OhmZkd7hTyGO1WK4SH8FYwNz14BigWehsDpfvnuv65a9vwAqpvfHfk88bY6hh/kO26OBRtZH2c+dxjzUYj+vtBc0Lbdnw+r1ubz2pJFe/l2VeTL6I8KZ4Dz6r78fVuyUOQLFmyZMmSJUsegq+Wgc6DQ+CnZmWRY5x0OeGCvob+bxD38cWFmZUIu4qAQKHcu+P3VtQdbRSEB5Md5E9b8DigIgjqbVdQPfceO3okc+E6hHZjtxCh3HF0Tf/X4gFQrwceAYzvM85ZltnxB6BC0GNkRqAZcA2/oyVaCRgehiPvy6FrC2zyPOYbxNtx7wFeGrwR9IsrrwVdgazXkk3B3O7IeL+ftYSnsOdyyKArMh9YYyqrrPUYNh9Qj2G92Twzn+NpNSk+jDE3XKfK3flKcUaSvXzTZ9V1ezjZ0y15CJIlS5YsWbJkyUPwPAbKAF3cdt39aiGex46iiFm9clAUTwQtcoIdOdIDIb7zpMiaBPkdOIIEtYOEjypxabPS03DhsdX3jo+jmM9tvzcxbVAkp2YQUc8RLegb5H/paC6Y74LaiYuDWlHbG/f7MVbE0Wknn+VaTWHZK7uek/63fbqo5DmQzIngQ0jb+XeWZfY7P/WpWn9oC2hcK2Pxb/5+4gj5yq8NCmc8USE883FnjkHOq9Uq+gM3grHGaG/fr4lnhe/NBekwvsT/GRe8E7l4caaLRfT71L0H8FEolES7dZ00RGcAbwbX2/X1RRtW/r0HJydmVo5jq9mMtUn7IrsE75OvA7gGtIm12hZuhSp+riVbA6t6jKrXM3vximhcSzNHktWN9cV6Y/18FIW4eDbznHleD0Gz0YhnLc+kj7P659M8px9mHSYPQbJkyZIlS5YseQiqdjAe2w9953faw9NTMysr7BEzvnfjhpmZ3XQUNhgWJ8l2pzj5NlqNsr69IxQQz2ZVRy58rtl2pNwupkLZ0Ll/P+PzrfoZjs91+841GHStJddaLYtT8vSiOOlenBSIdzlf1j7X6rj2frdTu9dm7XHXWXHqnk+K10bTkWPPtQN8HCzPbTGtcxraXcao+dR+cM3LkwI14H0AAYIgh+NBra29Ya8+Xv5KmyyvjHmzPjfrZT1mzPuTi2Lejx8V6+DB8bGZlVyJz967Z2Zme/teZNO7Mj0vxvfMkc/+XvH30d7IGtQc8DE8eVx4kt56+LD4rHtX8LLQVixrFHPEWhsfjGv9Z1zztWsCXBVtnU/dQ3A5tcll0T7lQICqdnYLJLd3c8/MyjXFGr46K8bl8buPzczszQcPzKxEKbfcIzUY9Gptn0yKtkwXi/DoKNIPL5Sv3U63jujxStEHeA18L7wUfb+3f2/GePvn2duPzs6uVYNknrn3LfcEfurmzWJ88LjBS/B+4inCW8c60LUMV2Uyn2/xdfCy7IkXCo9YVxRPVen02D2TeLMOHJ2rh6SKfh/wvHPvDddmTO8dHZlZyc9hvBg/Mol47Qj3qOdzzvfw/rAWmu2WNRqlR+9ppvt7tSjuzdrVzCeer7q+8Byc+Dh9+dGj4t++Pr7l3j37Jt/fhwfFPmj3irHjGX5xVszru4+LffDb9++bWekRw9jLdw8Pzcxs372l9LslHJyqXgNrCW0Y5pX2w7liPSy8/7PFwn7pV381frue19KBoGLtVsvu3roRm5AH4Y2D4oHQG/rDzB/K1R/h6ufNyh/H1cLJYv6g5rO6YLGlL3SLB2TTr+0/rJ36j338OPsP7HBnaJ1+XZKYhyk/kqP9Ue2eV2fFg+DqtHjlYUxb1f3KQaI/Kg5Eu0e79b41G9HfhX927YcSDgr0i7HkNR7CO8UDcfeGH7783xjXH+2Nan3jh7PZKn/0ppfFA37mPyaLWdEGDkgcLnIfY7574YeTb3j1rpmVP5QDP5TQB4y5GPs4Mh69Ya88oLgd3SsOl5/dfMb74z8Wq3VtPGIu/YDAYY8DFv9m/pmr+WThr7PoM/PG2F338D26d1TrJ+v64rh4aHb8ATnw+WcdsK4YT+7HIW+9WseapD+0u9Pt1L4b+6PJPinaxvq57XPIgYiDBAciDsG04WhSHFZeOS/69vjkLH6oZ/6QHfmPMD+EGtbZ2RvX+skPBXPG+PT9FVe5ggQe9lezWQkMRMq8LyETXaPMIeM4nxd9gRDKAYADUnzOx23ih567R0f2rR6O40DE3/hxJew33PMDgY81c3FyXBxuCZnxI3WwU4wXa5/+Ryqt749uvxv7djFb1j7L8y4OAnKI5/nKs4uDUa/nP7q+R5kj2t7pvW5mZt/NQeF8Em1h/ffHTlj2x9/Unx+Mw2ineOUgzEHyyn/EOXQBZgj3dr1trFX2OL8n6/U6DvTMJyFnDpusi66E9ybzeRzoXsRSyCBZsmTJkiVLljwEanme2907hWuQU7ki7s37kDY4Ra6XBSpa+gl2vF+c8HB1gSZBMCAlTs+46QkZ7BwWp0sQEZCJ6z95pyAlXhxfBLIDRWL8u+eIbuOnZk76nIjpNygL1/rIT8Z7N3dr74PiQCHdQbcMQ4BIHI2vfXxO3R0P4gEh0E9Oy/wdMl7X+8/JHzQPYpp7X4a7xRj0+r1AIhPv/8mDk1p/QQ9zR4p4I177HQUZEVd56YVwsqDPJeM63PWUyU593PvjfrQT70RbkPAMTw/Fi/ya9AsEA8Kh7Ywbc6HhIb7XaDbCo6FeBvo1dG8L6ydQm3sbWKt8j7lSY1yWs23RrAht4J53ZDdrFoiItZeJCzk8IL71CDnFnvQ5ZP+BJAnRQGJlH472RoH0WWsY1zjzsE6geG87YZiGhL343FA8K4wDBM+2EG6r7wX51tEmLuKWI0AV+eF7eB24Bx4G9s9q7WvV1+aez+F6uY45GY2KvbWTF2N07p4OiKC450HfTd/vhJp4jfn3tYj3gvHp+nprLNzr1WlZ0/AY+jhQztu9S4xlSzwGPLtmUlCr731h77OOSs+bp2K7l4dnV7PVLMnA3v5LDxHwjMXriSf14NA9h74udufFc6Ap64bnzOOT4tlH2IxVwP6azRfhtSK81BLyICGzlniarxMwe1ZLHoJkyZIlS5YsWfIQVC1rZBHLNCtPbCCCwQ4IsFV7nxNkp9fdIvJBRFkIWuLUqHFo0BsnYZAfaESvC/K59fotMyvIZMSfylO1n4JBwk4qPHtUEFWIw+EJwevQc3IYMbMgsMkJGkQwE69HtQ0gFa6BBwSkBw8h4naQyeSUDiESYxxpC+N3dVqmNAWK9jFbS7uxiGkKqhgfOAfBx1XJiHE6d9QB4S/i/J12IOK4hs8F9IxujK2QSv3vMW4URRJvFZ4E+rhwVIZHYrQ/ivXb8/61hSvCGpsK14L+4UkIpNeHFFbng4RnwdEbbWl32vG3QEM+Hng0Yu1J6iYeNazbH9TGiTbSx6XfU0m5oLpmuxnzBAeCMSw9KEV/2R+zSX0dbE59D7brnkRemYvNoJjr7qxb62Or3So9IMIzGO/WeT58h3FjLtTzdHBQ7CO8HzzP6BvIezVnz87Kteh7suPr4eiV4rXve+nqqpgjqBVwKLgHbWd8Ft5mvBisM9rO9xuNRvw/tpnUOVe0MYTKkCjelzn0+cbLFdyJKZwa57M8OquNE6+rxSq8ao/eLgiHD58UHkW4AXAFbjrZlDRk5rDvz02dG0iXD518iLT3p2/fNrOSc1K9VsaYikQ9xFaVT282GpHK/SKWPATJkiVLlixZsuQhqFojy6zT78SpC4QTKCVSuaz290fHZUzo8LCeshVoelE/4XUdRUS2gHsbHr9dpLLs3ypOn7DsOelOPJ4N6iImWuULBJOfkrituhcCJHfj1YJNC3oAGXLCJ5beJ9WvXU9Xa0ocf+Una9jWZiVawktRMvnrCBf0paZZAxthkYPm+PeZn/wbzTK2RpaBxpMP7xbpQCBFbC7xfE1lbAzrqDVQP5kkjuJAHXmex2dP7p94W+roOxCd30M9KyBDMkLwpHS6daQYgj+OmPBmLKaLuObkvLhGcGS69bgjngJlk7NGQWusRdYBfYhYu4xPp98p+RUOYvB0cc34t7d7nYHw4dbUPSCaTaDjRQop7H08BEP3JFT7wZxcntbj1niSeA0vltvU79GUMr+sadpO2y4nzqdZr8sUWPF0EF+mDVomfWftBaV6df4D3AlSYJedZa3tzEWk8w57Mc+0Fw8BcXg8ot1LuZdf88lJkZYL74G+kH5I9sLyvPh817/XmZccFvrJvLPOuYdmZ01FLEgzZlhnkYXia3o59xRk//eV74XzJ57WdzmNlD1SGeFnkBqMZwDUDn+BtsH4VyEmUgjHju4Rn6PtCKd1Wq0QJguvne89PAF90q3hiPg4bTab0oXzApY8BMmSJUuWLFmy5CGo2maT2+xqFloAxHNBm5EhMK+LYNxwAYvesBcnUhA73wnBHeJrMxfngNEtAhrH94/9c8W9VCSG+GS7414LR2MXJ5fhjYicbhjZeZ2R2vDzYLDsJ3XhIZDhSjQENPYO65b7tiuIc3pZIHY8BZzcFfHCHqeftJ3YMpkBvcgy8L5JhgMnZgRpmq1GIBw8HPTv9GHRNlAJc6bcEUxz5JlLUCjvg5SrfweBkC2xc+RZIyM4FZvatTA4BHAiQIBwLhhXxgkPk7L0e+PeVj442RPnziXhWsTbicMTUw0UL6Jbe94Wxl7jvYzvdDm1db8+1vqZ0Lyg3YM6KoWnEjwOtLBASo7OlPcwdfR7clr09ez80nZOnQ0uLPCprx1QNNK1zO8NNADwWq3qbVf5ZARnQjK7gvrPRMoZFnmIG/nfEQdCKwE0eSUSvcSWB+LFgIMQfI+KhkIw732s5sGV8edghYFvVq4PFUCjD7Q5nhKILo2KtuOdqepbsF7ZY1h38PQMEMrGI/7E2H7qVsGlwrNKf/UZhjePDTZjrc/ngexpH8x9vL/sYdqC2BVenBDf8s8hxESZcC0GF8Jf/v5oby+e2ehG6BpkjPFeoEuwMxzai/sHkocgWbJkyZIlS2bJQ1CzRrNhg51hKNo9elSgdE5nPSlhvDMuTrrE+/ujfllUxq9BfBIbHxZxKE6ZICRO2TuHxcmWHOi33njXzMriNjBab90tlO5As6CbrFGeqomdowHQaNYZzdUCQGbl91DkC+7ErC5DDJLEUxAodFiya0ETEZ9HQc9RN0gAlvDYUTW8Bc31JybOiT88AcI9IHvhhquNjfZHgb7hNmyx4puN2rXIjae/ERsnRkwhItF7UMY7qCTP8/AE0b+DVw59zBwBOWAB4eIBAqU3m/U560RM1dn1roFwz99n/eAFWC1XWx4OYsTKoVjThqUrW+7VFQgZT5BNR+LYtDnWtHtDWp1W6X2Z1PkIIQ+L9DKZDv65/k4x/6zhq4t6tgZtHHucl/dZP7QBm55PI35cSnbX20AMnLgtqL2UH3deg19TZXRB7ygfjgau81Ept4wqKqiS/c3YEZcHpWoZ58hW8lf2JoaXStVF8QasVqt4FrW6ziXwsX3ysPDKIUWNp+Bp+hJm2/oKscdFTRSLtb5ch2dM+4NnQzU/Xn21YOZ/KrKRvFCb9y88r+I55PkLx4LxAVXfunEQ+z04AT52tIXvUJzp0jkHIPyVlA8HvaNYiMeA9RIeg8q6yKf10vLcgyJeeIReJ0PBZdKbrWY8O1/EkocgWbJkyZIlS5Y8BE8zkB0nxDi9D+v5+JziiQ9X2fWhAeCn5kA4nDr9xLt7ozjZwfQOpj+62Yvie2NQqZ+AQ6Hrqo6QW51WyexHx5vSsegRCCeCeJWiB/gLxBJV255xGuygcFhmEqDNTxui7CzZFv6C+iEneeoHdCKHvxi/gzuFXnjEMYVJq8WkqlwORRc7nWLMN1IIiH/vRnGfeiYI4xFqg349ZddHfNubeHDnYCsOGyqBzJXoj4OeQNLqjWl1nh6/rbGNrdSSWC5WEaet5uKbbfMxCOMTG8cy8VLwd2LpjdB78CyEc7wT1NJob62h4CWQHTCrqyJGtghofFWfX+YueDJNCnLVle24L96dRqOxpekQefWy/qcnxStIfwvpwth3T8nYY+RHjFtWHxfi1a1GI4rUgBoD0a7r8WtM64qESuZeXSUzsnD837uSIVR9buAZwFgX+84N0WybKFQmtVJm7pFEz4C2aK0HigPBvs+ybKtuRHgEZU+pQqE+D+ZTb4PoT+BZgqvEeglO0rIcA32m4ml9dFzXI2jybAf5+2tfPMlwEoJ75CgfBcgoZe6ehfV6vcWFoThafFa0D2YUMZvP47svYslDkCxZsmTJkiVLHoKqLeYL+/JvvxWxYmJibSmPeu4nXEpmYuPBIOKDnArzTnGi3ekWqPTQY8ec6DkB4hnA20CsHcUyYsZx8uVELYp+WZZF+4lxk4MLegw1NFS+qGHQriswapwXrwYxZtBaF0XDnTL+eenZA8SysVBv82v2JJ92QezMWfXB3F7V+w16R+Evro+Wv5/qOxV9hqjy16jH+NeChHOpHxBZF44YtXKlonX+DnoZ7Y/KGhRutI+sAPqp3ieQ8iJi7+IRate3sPaxWgsBVJU1pU5AlOLGU/B0nnKookm+PYhSPU8Rv4bh3mxGvQeMz/DK3go9BfgJ4pUg/orm+6XzASIvX2LsZfW8Yj0sZouY90anaLfqLaC0p7FeFOd4n9KzR3uuab/yjCC8No6g4RaExyDP7bGz5TGQcpSzrVRGNCur3pHDTkz5wvvPs4q2gShB3OohaLZbsb5RIow8+k49KyXWaKdegXPiqPyJPA/bp0Vbbh8W3j0yanacs1ItCR/PGInXB/L3cTh1lb93vPQw/ftdXrGRSoVbGUPex41kgKincbVcbXkzT8+KOXp85llJPp+UMwbZ74ydayPZTPdP6p4FfkeiDLK/zir8AC2JTKVErXmBZgK1DZbL5Va9i+ex5CFIlixZsmTJkiUPQdVW67U9OT+P0+hG0HjEGsmr7dbVsxarVZzwVeWMfHtY5g1RDwQRg0ojTulHNo3XgpBh1cJCX683kbutimogIK1ah8H0Re0PVEFOb6jA+cl58KpXFHQPASfns0dnduk1B9BfuIJFLBkO2haNkRI7PH5yWvse8c0dP+DDdI9c6FAszCLvmfEIJOsegrIiYF0NcUufwZGjtpXYadzTPTJkn7Q77RjLYGoHe7po9/0vPTAzs+nFe2a27UGKuXEPEmgCtKaKdWgv9Cs6F6j7oc2+lvU9dqRDDDRqElDroouWxNMfG3iQqOYGUoma7od7oSmPp4vaFO88KHTjYWSzx47Pi7+Tb836iT3n74O0+f7dW0UWDlks6nnJsiziriVqLPpxcVX3AGSyp1vu/Ruy//3voHhQXVOU66aifLfZbELLhL9xD7INUMeDv0A1w8j4ETXAR45i8ZyA8neX9boCI98TzXYz1j/eiKHk0VNxkdx3NPeD9yDqimROUHGx5K7UdS5QeMQrVL3Werap9Zd+nTqzn3Gj/zD+xxPP4pKMGp4jWqlWs1EarUbJ9WB9+GdvuAcovJTeT+pHsMZ4zj64Oq71QdcDeziyViqetx0fu0Gv7lmM3xVqOlRqGJiZzeX5+byWPATJkiVLlixZsuQhqFq307HPfupe5N1zKn3kSlRdKqb5yZCTIrGhfqcT6IoT3LFfA0UtTqqD3Xq1NnJ7OU2r0uFkWpymR5V67mYlkuRgePboLJBqZAms8FZ4JbkhzPO63jtoXvPvOW3jCaDtoTro10Hx7vLksuyPj9HBzQItg5DxmMA4PrpTcCvwoHASnk+8ipvt1d7n3rDHhz4ehATJrZ+cTyMLgn6D+Okv2vW0lTg3XhqY2qFoGOzpeg0I5vzGHa9D4V6MrNmIz2yi6qNnrhwWsUH4CGggKCqlit/ejWIcFqINgUV+9YQYcb0ug1mJ7JainDd2XQ3mAI8Q6wO1v7kr+YWnbLeux3DkbXrgrGxQ3GK+iFg/SA/vwSs3itivZglsqf6Jh0mrvoHqmSP4M6A2+vLk4UmgKvoZ3BDf3/QPRD/yOG5Xsgz2fArgr8AxQIeAPtDXO0eH0dfLy+Kzbz/yynr+vMD7yCvfZXzw2uDNXApiHImeAX3Y2a1X98uyrKwb4Z6d8D65auhe3+ulOIIF8bLeg0vhr6/cLObylc+8YmZm+7eL/RDVVN0r+Oitos/LxbL0zlwW6wPE35RML9VjwKuF0ZfQZXDPGd7L43ePa+MGrwMbDwbW7Ddr/WeHqdcFTxAehcj8cs8CnhU4BAPJGAkuARyEPt7eZow1hgbGqXMFGOvQo8BTIN97XksegmTJkiVLlixZ8hBUbbPZ2MXlZOt9YmZDOY1y6sYrsFitgu1Zqpn5CddjQTC8VWEQxq0qc2HkSBN3WzoC5mQdefjrdaBRVdbimpF726kzkIl5EwOnTRdPLvzanrftKGWau966eyQ48U8vp1u14UHlgaYl44F7gk454RPfRP1u/0bRxluvFZrlIGz6AnI+9qqCvcFmi+HP2PP+0d0C0TAXqm2vtSEw4uC8D3KMWgmPTqMtfBYWNEzrLT5CGx1554z4WA8dhYd2gt+DvP3QgvdMAZj/jMd8OQ8df+LVe76uA+mg6OiekzOP32vMFGRTZ6CU4wZX466PCwi83WmHJ6QvazDY5PA1fL5VD557E68HGQ+HrqEBCvU5Yx1MnQnP/szM7Mg1AGgDegkbR19wA7QWwdo9JYwjaC4UKr2NfUH56BNQr2O1WJn584Z+7TmyJ57/xv37xTX8+TGU164oHZIpAucIpE2lvb1Fse54JuR5HtyYm4fF3tI1FBU5M9dhWXoWhT8fUHK9cI4BhvcSrybeGnQKmOs8L9E4/BT2Aygbr+yoJxowk/rzGr0XNAIsnoueVeD7BD7EVJQg8zy3gXhbWGtvPih4PrcPiqwJ9s/Z+WX9mt5mvA/dVp3PgAXfTG+xKK8AACAASURBVLICuu12eO24Jq94OvgtKlVRi/UyHg4/lJcgeQiSJUuWLFmyZMlDULXlamXvPXkS/45YkZ/wOAFz0uOEGKf38SBY3djFcYHK1GMQtQfI7QbRzetsY1AJcUm+DzLeivMPe6FfH/E0dBVGrpzlKI1YOcgutPcX9ZryxNrvv1GgFVj7WtMA01zzqh0fF96EQHaObEALIOJqXQSzEknfeLVgj4O0o0LbtJ4JcHC7RDuMPYz2hfMbSq/KptbPhug2wIfg5E88D5U5xiE8J1474tyV2drtVqDCRXBFGrV+YXAI8LpEhU1RLAQBc0+MdYDGBBr+fN/MrOP55uT445XBGAcQMAz3vnNIiM9H1T6pghnZKFTB9Lkmz71qoCQ8ATCwA9n6nkMlVLMMYm4vXIegXV/ja0dOD46L2PGXHz40M7NvfvXVEvn7Prn07ALuyf6OTA9iyH4PlOjon+brH3vmw9JRfzDBfS5OLi/tLW8PiB+kP5FsAgzuBa839/dr3yc2jvcSDXy9Dp6jyeU0KgfedBZ9mU1UzMWhq4TiSYz8/AeFB+yN94rMGLwaDx4XY33kFUrxWoD+8RKyx1//3Gtlxb/T+jMWTwbIn7XH++zJqEzYh5uDV6KYY7wV8Imwdx4VegbBh+n1Yr7xfDC/jPVEvFPwWtbiGWJOev75c5mLmX9/4hyDTNa2WckV2AjfoCH8tfj8crk1189jyUOQLFmyZMmSJUsegqplWWbdTifYnngGVhJTxHPwyr0ijk3lusG4rHbISZd8fEVyGNwA7sVpGq4A6GsjMbWtGgb+vW6/a91B0T5ifHrvjp+iS+36p6OHtagJYlrLAMQAghjsDEoFRkfLMPlBSVyDfhFXhNIbngFHBHhEND8/9Ob9PoxD1UsR2QT+itqfXiP09Wfr+vvC5AVNEFuMOgJouhM79HXSazUj9ocS5cKZ+nADGDs8H3iM4GXQFjgoaEPgYYg4r2dboOAYseQHJxHrvO9omTjkvUbhdWGeQdf7q+Jal95P4pgw3luirx6qk5kjTBT+fM322u0Yu/DOSA0KDKRM7Jhr8Ypu/ELy6/Fesa9Au6A3rtdsNOJaC+8fiD48goK+NK4N+o7MF4kVo4FHnPo99AdAhvN5tIGxbYrng/FRjQOyK1hr52RtuDcClMq/w3Pie591lOd5oFA8I13RF2DN4kmBDxMqk6IRwb9R4cRTiSeN+D5rd73ehDqo6nUobwfDMwgKf+iZYHAEtGoiz7IrqT6rdQdazWbsYzxkj/3aml320JE9n0N3YUfGXPU++PdUMhzIIJgvFrGuH/i9MeYdowou6yTLsq299DyWPATJkiVLlixZspfjIciy7NDM/qCZ/ZCZfauZ3TWzhZn9f2b202b203mebyqff93MvvQ+l/xLeZ7/yFeobRFTIz6FgUoCMfrpE2XATq9TxniJvzuLGBTFKVFRt6J0tMl/+513an/f8bhmtb1mJaLsDrqhCPbgfsGKJRZ45J6MjlR101oFkZdNZTlBryT7T1xL4OHJQ7+OI6VuO5A6yBiPCehB+83nHr9boApq1WNoAcDk11Mw40DuP31arzb2+O0CZb/xK2/U7sl3QDpUH+P9Q68xHsjXvRhd8vGd73GGtr2g1ba3cTlfxvxQxTJqGKzrddq51+1Pe51zz/yImgaoTbpXJipYtupnez5/4Z6m2WRmuzvF2tnbdTU35ghlNh8H3kfNDga46r5jzah2WPf+oJ7Y9fXYH/e3YsCnJ8Vey1r1TA3WMBUUy/i81d5nvLRqZFl3w3U/HEl+loqFrVb0a9zxLCL/DHydlWggsIdBfncPD2vjAtrn+fHrb71lZuV6+NTNm8X9vA3dTidQNah0Jeu679/l3hodBuHe9vg2iJq9y/fQAcHDhnV6XRs67wnFQOVKRJbSsl7DBI8CyPhMYuTnzusA9Ufb1r5vHpVeUPYHpvU1UGbl2YTXgjj/mOwMuAXuMWRf8O9H7xTPgrdc9wEeUKtSAyJqNnj/eeZGnQjf58wV867Kjgt51rVkf4QSpv8dz8Fms4n2HIzJJqt73S7cY6RVIt969Ciu+yL2skIGP2xmf9bM3jOzXzCzN83slpn9S2b2P5jZ78+y7IfzbXbEPzSzv/qU6/3KR9jWZMmSJUuW7GveXtaB4Atm9gfM7H8XT8B/ZGZ/z8z+kBWHg78i3/sHeZ7/xEfVqCzLrN1s2iVMZz8BDyWeSSWyh45mq7F2kMnZwyL2Q2yQU9vNdcHkhfkPwxvkZJf1imOhZuXohRNj1AhwJA0Ltzvo2sErBStYc7xD3/sa7sD+rXrbUHWb+OkaNj7fg9EPazh3XYL1chWoEUQbuevNevU5vC2RfUC1s1mdRQ8yUNM+wOAGOa6Wq6i4COoATTJvE28/bQu04G2hL5HJ4VXbiMf25sXrE8/zx9sxGLhCYr8bSIU2nHh+PIhm96xAKsTAI94oDPaWxOuJz1I9EX4EiIi5WS/XFaRWj4UG+gahyDwHCnf0DpqLOK2Pl/YRXQO0Eqr3hhMSipIX9SwaDO4E64i5i1g4HgTq3Pt6IeedOPUdV0LE1stVeEJCjyOraxloPnfMxaaeTcB4zaUy4Ug0A2J9xTrsB7LdiL4CqnhRN8GvAeIPPpNkVWhb0GdAGwL+EDH7RatE5+gkjDZ1LRC1dcOzl2bF37WuAKZ7kzaWNTGKtj9++3E8Y/D8RCXRLvoiPrbuxXjwqODBkPmF95b1fny/+DvjOrtwRO1jT0YFcXyyNrqdTux/xnAtiJtrNtk//n7U28Bj5O9fCpona+eWeyfwmh57Gy5ns1BgjDo6eILhJfnrhN8i5xrkeR7P2hexl8IhyPP85/M8/9+qhwF//76Z/Tn/5+/9qjcsWbJkyZIl+zq1j2OWAQerpwVCXsmy7N8ys0Mze2Jm/1ee5//oK3XjPM9r2tY9YZUS5+OkT60DYobNRiMYpqrBrcxTYnlap3wt+vKfvnOn9j2tD46nYO9mceLt9nuhex8V4RzpggpABBzgidv2xjDT6xr9J+8Vp+3zx95PR18TZ+yi3U3M+Op8EprkeEY48YIirkUVksMOij8+8Vrk6Dn450EGN+/eqI0fXoHH7zyOcTh0DgUMfBQI6W976vF4RynwQS4dvfaIift4oRlBrBSEcO9OESu+/XrBA8CjUL1mLjwUED6eA5Av8APkF7Fxj+fyOTgFcBLwGHHknl5OwxMS3AkY6h77BRkRE46sC+FcMGd8rtSNd+Qn2gp4ki4vJnbHFSbxhIDO8exM3MNx6DFvdDbm3eLvx67++O79IgYMurp3dFTrN+N8clKvDhmZBctlsOlB3wvxyhET5plw4ixw9jZ7kljyWhTn2PPsVVAoHIX1ZhOZHlyTmidUb2TtdoW/ACpljlBTPXTUyefQfrj6rXdq72PnV1f22J9j6oMD6TLGoFS8GtoGEG7b2xwZEc5ZYZ9l/brHsjvsxZ4k6wbDc3TqmgbE/oORjyfE53D3sdd28X2gWQq0iTg/mSVP/HqNRsMOfCzJ0GAOuCdrCe/CviN+UPtCtDTwELBf2G94oJjb3UFZ34YxnXr/uBbepSOvq8E1v/GVom5Eu9WyBycnMS7Pax+rA0GWZS0z+9f8n3/9KR/5Z/2/6nf+lpn9kTzP33zGe3z+mj99yzM2M1myZMmSJfuas4/VgcDM/ksz+11m9tfyPP8/K+9PzOw/s4JQ+EV/79vM7CfM7PvN7G9mWfZP5Hlep6Y/p2VZZu1Wy/oS+wp0ARPYma0tToge16/msEY2AdW5PF5GfnwoqaFN7+gNFK6egPAceJtAOt13CmVFUNlo76qM8Us8nXuCviNDweOLxGlRyXv7C2+bmdmjB8fRP7MK25aTsJ+c12d57e9mFUbtsq4OiB34SbcHq7xZr2aHwd/Q6l4jibkHC7/SR2XT4xnA9r06oSJb4vNPq1duVsbrrQBfgTpCVXBZOrnK2Lbrw1PV0tcFCpe7rixIVUTi79R06FYyWszKfHvQBv3GQ4KOwWy+2GYq+zpmpPFmRRVPRzYos3V8LbPJVsTIHeWSdYHuAJ4E1kOz0YixCWY+nBF/JXYeKpsjV5rbrXu9Gg+9MqXvC3QZtFomFTpP3LPwtisDrjYba/t4qGeAPYzOAOMEOgOV4WFo+OcfgpC937ec+c+44kmYVqog0l9QY6jZWWGvoIbp19RnEciYtcmc6fOC++CdYK0uVytbiBoq6BMGvqonEq9WFKuKh3jvHj4p0D1ezFI1sJwrXRda4+VS5mDPn7kYbeyJhkKsK+fqMD7huSTjw58vD8/OwvOLx6Pvfwu9Db8HSpY8/9vifWiIZ3ki1S9jjQovYLFcbmW4cG28Ti3ho2CbzWbL0/M89rE5EGRZ9qNm9mNm9utm9q9W/5bn+UMz+0/kK7+YZdkPmtnfMbPvMrN/3cz+mw+6T57n33HN/T+/2Wy+fTqfx4bl4cMDlAWi4iDVNA9cdmwq7Nxd6JeTYmFDlsJ9D4mOBcy9ORBM+SGEZOJ/p1jLw79fbNKD8dhuurwvKXi4zdgUFy6pS1nSeCi7m5XSxKQKriVUwsOIgwALsFMRneEzuFtZ2Lgbeaiy0SN9CNGbdr3wEkSvM083Gvj7Wtwo0j1dCGkymdnN/XpKX0PSRds9JJi9HLSHQijyM/dxQ8wFYl8INPm4QRbiR//+G0Xap73xwJp+IOAH3IT3Q9ph13/AImQghrwpJLEok+0/oEvSDL3NIcgym8WPSVNcuoz5oO+u80X98AbxEzItqW5YCDYhaeyfj4IsuNQ3m1iv3Ju9hXgPD/LsgQtb+UEZCWYORIe3C+Isa9mu+QHgIMB9+XHfHQ7t0PeoPsj1gY6tJISi4km4fHER0yeMNc/4XU6nMSf8UJH6OpZQwi4/Pv5vyHRxQFjWD1QnyOhKyV19dmVZFnt1JPLJfciQlBoWURx+iggpHPkPY5QRl5LFzB17lv24f3s/ynZDkgaUMI9R5ll+yPlB5BnMc0DTK2kT48v3VnIIbGaZbRDcwqVfES2qtoWQwQjhumuKF+khZSrhK9YT62a+WMQ9OOjfJBTkc9GSPUz7H52dhZDei9jHQpgoy7I/ZsWP+T82s+/P8/z4Wb6X5/nKijRFM7Pv+4ialyxZsmTJkn3N20v3EGRZ9sfN7Cet0BL4fe4NeB575K/XV9R5RsutQDFIs3LqXJJmIiIiEH9wHd3Z348TOeiZV1x7fPaRp81ANOJEqIQdTvz8G8zSFnJQpKU1m1uFgdQzECWI3aUNspsTMnB3M+jzoFucToNktqy7KymtCgmz026HZ4D2a7ohZB5Oy1zr1lGB/EhHw4Myn7gccA/Bmkbt7+1uWb7UrPQw9Lod6zupL2RRnRQZbnb31kDoe/imCy15f0GVoDgtd0sfmVtSvUBE1XZBdsLrouJQhCEgV9I/+rNwgt6DN+oiMHg17jvZjmJAIKXesBepnSGc4uv7kbuAx8thrX8qDwyxCbSNq7QhaIVx2hEZ3cVyGXsG+WTcs7ihEe8BtfJdSJUheb1GNMvLKONpc2/Nqa/hX33jDavavEJybcYactlwBGdEJIh5xuMRRD7vfx2Db5doZtzCvV95jui9eH5E6qsUKcI0zHGdO/rtx0VqNCj1VSdf4tWYzuexV0GsjyDc4TL377Iu2iKWFAXYfJ9wb9Yg99Ly6Tyf8mUexGRI0qQhXrnHizm45aWH24KMN9Jvnl3sQf49973+j79Y6NyxBujLzb29WHvcg3AMHp8LCcvgtWV++T6fW16D2PECQQhlnNebTTxT2WuE4Ug/59mF7DZhnxu7u7F2XsReqocgy7L/0IrDwD+wwjPwvIcBM7Pv9tcvvu+nkiVLlixZsmTX2kvzEGRZ9uNm9p+a2efN7AffL0yQZdl3mdn/m+f5Qt7/ATP79/2ff/HDtqnZaNh4MAhUz0mPWBCnM2JLAylz2Wg240TPqXAlJ3iM9+eCkLUAhhY1ilMr8Sk/ZeJZyJoNO3VRpMl5KRRkVqZ/QbyDLAiZCISLQAmnUDwMpESBsjghE1ueVjgGfJYTfMT6lnWOxIEQmIgVg+a5x9IJa6RQnrgIEP9Ghhak8eBJ0bfX7t3Z8gzA17icUuzICVfuQcHDEqI45/WY+hNHteExcHQByr3h6+fujYLL0e11wqtCzDeEZeYIrhToc+lztX+jIGBBxCJGPvO2njsCDpTlbQNRs37o23q5LlGlrGuQzBsPCs7DoSNfYr9aipd1zyv9b0nMFYJcpOu2WuE1wNO1EfIUhcXYa0Fo9PGJUrrOxcjm9RRRUkH5HpweYuyMz3gwKAttuXdmIXF4lS5/xaWKo7gT6Wi+1rWUcZS/Ff4PdjGZ2ENfS8GdYE4cIWrJXHgqr7sn5RVH/Iw9e/mN+0Wp8nfdE/PpW7eeep9Glm09Y5AgBrHq3CiRLciY/ooXiPXBeEGM5fmEV6zRaITnD24M0sQdR/bj3K/h83olRbF43ja8gFf3kZMMfS+z5yfO4aJtPOPhFuR5HmMcxZ3wjPkrxn76wrvv1q6Jt4G/a0lq/p37fUZ4GioFvPhsEFil1Laui3brK/NT/rJqGfwRKw4DazP7JTP70afopL+R5/nP+P//V2b2OU8xfNvf+zYz+wH//x/P8/zvfpRtTpYsWbJkyb6W7WV5CD7tr00z++PXfOZvm9nP+P//rBXFkP4pM/v9ZtY2swdm9j+b2Z/J8/yXvpKN42R3KbGiKDHrSPqun845Aed5HjFxToGwwomZ64mO+FoIlMBk9dMoJ98jRzqgGj2Vc7+uVUoOezxOJXujNKyjEE6jkbLk12xJ3D9Kxworm8/BIeh3u3FaJn763pMiPXIozOWWeEI267oschTBeVxHUozXbFZHcW1nGSMOdHTvyIZeEpgzJx4SUjwvHX0OgrlfF9i57de+716HYF072mV9gH4phsK4bDb5VjoY8dWQ3nWSCIiIOQrexqruKaEzeD9AzsjCwiX4zbeL8/Ow1wvUregIARb6FUjG1zKIZySsfL5PGdiWoJSN8EXWm014JWYSr3/dESzjQpYOHAvGCa6ACnqFsJHHnKMcLuMkmRHnk0l4egI1C/IltQ2Uxj4HrbHnQNTsM54BkSJJnxFFAjmuVvaKx8SZG81oIvuGNrDHBt6W0aBeLlgL6nzra6+ZWemtYv+tK9yFtn8HLx0eIuaIdbwvnqO5pECSZTHwvx95+uHennMtfC7JIKAUcW9Yzg1eBF4fHbs3QQoCTa/h8xwLCmfelbuEFyOkoislnInXw+gnPj8X76auYfYP94wMALgoZEJICfArybDptdtGCbtLyVThMwPhmmjZ7Be1l3Ig8HoEP/Ecn//zZvbnP6r2JEuWLFmyZF/v9tKzDD5Olllx4tqrlEg1K0/p5IsSp4OdXS1IggSmljHlFInd8tPzoQiPhBCRfx9U3nhK7K9qswoT/MRPvwvJj40TfF/i8/4KstEyvnAL+hTUcbTalBzgt11WtNftRpwxBEX8JAsa1SItICMEmhaO/GHPcw9K+BIb1MwH2oY3ZLA7CNSNvC9ZFmgVIKiDNSd1rwNoHMEVWMGc3hWVMc4w/LMsizg1cWa8K8Qrj24VSHHk3gwQH21lHPg3RuxcY/F7u3UdjNlyuZVPHQiWLAHhecAtUCY3vA/2iaIUPANzkXg9v7oydgHXwMsWWSNoGvicRfGvbl26G8+RFlriOlEO18eZVzInlstlxI1Ze9wbjgwxf9Y/TH8EmsJbJ+Vv6Tcofy0IMkS0lsuylC5j7GNHLnl4JRAm8s9P0O+YOH+JkuTeT9YqaBRGu8rr9lYrW/m6IONDS+PotdeCQnlGRZYC6HteFxua+pyxH6MI1mptT87cWyfZFFfXIORom18jw/PqbeH5yfMnPi/y3Mw1nspuux16DOwlPASsKaSKmSu8DYwf888af93XD59nX1E+Ojy0FSGjjXhOc9lTZB+wB0OwqNH4UMJEHwsdgmTJkiVLlizZy7XkIajYerOxs6urOJVq/jmega6cLg8qMWNQAyxQED9xW9AlaGwpzG8tJAJ6J2/7QpT9QFig0marFSfTjpyWQSFRcGnsCM/jz+gSTD1+D3saSdK294nx4DQfub8Vj0JXuBGht4AXAgVDK+z2jYLBjXoiCH91y8cHr4Sw6oO9f1VHEre/oYj87x7tBtqOLAvPHkDWlvzokcvj7t/xuK5zCiJv3McHpv/jtwuPyK/82m+ZWTk3d46KvjCueZ5HzPtzh58t+tGuxxG73t8Dv3dkOngWwpN3vNS2eJq6oTnRqI1Da+1x371iLVxdTWNtMTcad8x8XRxIpgtMeC1+xHwjO12WIs5r9+lV4p1k8KzEO0U+NV63nsShNT9fUSaeErJbuM9GPHUgyH6vZ01vPyxycr+Hkj20Fvb8QuYAY8+yt4fCOm9K7Hkym21lFalXThn9eB65Bv1DVRC55JAVRg9E5p42ddttW/t3D30d8Ozi2RTZIz4H415ZrMus1GeYiYeRdcWzCy/NDaSNK1ksFA6aildhJf3AU8J31TM2l3HBogQ86pwgax/nacUbpup/8BQ218Tntfhdh0J2KJqKRLaifPpSVTpsCf/koqJiWL0n3oo7/jsw7PXs733hC09t57NY8hAkS5YsWbJkyZKHoGrNZtP2RqOI2912BnDoRDt6eZNYOSjYT8zdTqeMjUs8tqqQZlZhoitqkJg7zF5eycMFWeENqMa9NN8c9NGQUzJouylMXQ7CfT+NEiu/ktoFQ0EKxCtH/f4WKuKET7wVdHbbEQ2KYqD3KG7i6B2PAUxltPuvou5A0bYD17ivIsfwfHj2xcALCYHaXxkWpUMpoMO9sCjF7OMZZaR93A6jQJMXB6J8st93OV9G6WGQLSiafu57u+m/3hvvBv3HMj/S441ouerkw/tFVgdZHqvlMjw7+97eoeZiC7NdPWAgHWKlICdy4fsDELXnSldyu7GeomZfcyBjOBV4pd5ypb0oLCN7Dk5K5O/7PWkja78vfc2yLPYenrQ7UiiIv2vcGo8Je5lxYNzQc+A5wt7NZfxmi0Uw+6OUtOjla8bPQGoTqBYGBmrHY4JnAARIny5nsyh/jIcLpM81eJ6Q+XHH9yxjGsV7/Ht4N+gb/Weug2flfdwZjWJNtoMbUexrPJ9oQGD8XUsME0vHE0vmSEfWF+OJR2JV8Wqo2uOlfwb+z1I8RKxF1gPjQdvW4uWIQkVSjyF+R1qtLV4GOwjOwJ73k/10WlHGvU4Z8VkseQiSJUuWLFmyZMlD8DTjRBxxcD+FNd1joBrewaKuMGRBMiD3eSULwKxEsCAczRpAg3zPT76cDDVmprGz+XJZljX216jKJ8zbYHRL/jnGKbWLkpbEM7VaHgjRzGzqmvygDGJfMJXxvox33VPiyBY2/fGTeh75aORsc8/PR0sAxUIM5F2y0FuRuz5wBUbNYY82O4pHNVAVDM/9dT6r1wIIbXP+fekKfYtSqYxTeyhYEjvHm/OuowjPo4c9j1EGFrXFKO/qCmxwKegDyAf00ex0gh0OmmDFMc8jQbzk1wfnxNcgbQd9ci88CMSK54JU8jzfQvjRP3LeJUZ8Q5Q5uQea9iBB7ERUFK/zIDw8PbX2Ncp79H+rIqNojOA5ieqAtNmRsWYlsff5/O5gEO2CmU//iNODtjNh+sNniOwccufF0wAznu992VFucFfa7eg/c0NcGnVD5ZqAkEHlvOK9VC39WIPwP8Q71MyyWIPtazJWNvKcYyzxIPE87UsWBfeewwPBy0dfRGuh226X2Vnk/PtnX3N1SEx1KfCsnPga68g4aDYPxnOZuTx7yu8If+NZzu+KckUen5/Xqu8+ryUPQbJkyZIlS5YseQjez1Aya8oJNzTtHWkR5xr1++Wp0U+qoKmGo3KNIxIrbcppEtSN16FdOcFWr6M1EjqtVpnnjDKasH7X1CiAuetx6fGgQCMg43ddXZCcaPoEGmkI9+Ci0kdQQJz8pWZDeDam9fbz7wtRaMMTwL0YB1X8Q1Ng9tAzCXrdyB5AsZBTNWpo998oYr6QJ+AtMH7BDvc+wJrG+9GW+PaFZJhUbTqpV28jphk58BPGtszRrn4+8vC9LcT9w2Pk91EOSmZmXdFNaFeY5tVXRddL4b+EB8rbPBFmuMbcq4ilLcxr2sn6XgvLnhi51hMBXcJTUC2NUAr1dRQV6xYlR6NbyTiotpMMBd1jeDw0l19Nx7ErevTB5RiPo9+RuTOta+2vBNFi7CvUFNlXs4rmQ9WWgpirKnnwl6rqhdX+RT8Exa/8FQ/qLuqhfr3gSogGRMTM+2UWj8a9uSZaBufiaVxIxhTPYNaNelyZf7gCPF90/JarVekBEQ0DuEId4XEwHvSH3wCug+eEtcdc7+JhgoNSySQ4QCVTlBYxxuVC2tjrdLb23/NY8hAkS5YsWbJkyZKHQK3RaERcSeNYM4mZaZ5xnucRN+SkvhSUCFrgZNsiJ1wU+zBiqOTtNyU/dSj69JP5PPKqyWQg55YTryI5ct3bHscnB/5oWZyIz0WrPeKP5IbD6Hdk0cyyMqdWFBf7UlP99LxAY51pvY7CRvgOcW1ihRK3ZTzWW/nHpdoduf6ZcCsurya1a4SinF+D/jOuIB1eeR8EQC44CKDZbkaM/0K0HFTBEht00Bdw9OC8hAfunSBLQ5FQMJqJ61fGX/knmCoYgojJyydHuyO8mJEoXvL9heSCg6AWq1X0mzYEI9tRuVp4BlC49DZgylMAKdInxosYPdfbHQxiX1+xxkB0qBt6PzrCKVhLzDfiuMItCATsbQsNBW/bZDbbmr/g8/i1+4LOG8JIpwJhX9A3zx3uFZ4l7xvr57DZjD0Gb2ktey28cqIFoc8RPGT0gVi65u/TJjwtnVYrPsMeYv3q84Br70hNF567jGdU/cQrKnUkGD/6eFHxNGl2SLTJ1y5KsKE7eNmK8AAAIABJREFUIBkeZCXgGaAtZEDwzGJ/nUg1xL3RKLxxOtbsNbzTkb1GZc12O3kIkiVLlixZsmQfzpKHQCzP8zjRgWbI00VZilN45NdS7a/TKXW/OU36d5Z+kqWGwXU6BFFhTk7jG6m4Rdwzqn15+1uNRjCwh0NHcMu6Fj2n4cgSGNXrf1NTnjgVJ2EWi7KIiZVVvSIowjEeoAKtFc4J/uioQNVoBBA7p2IjfIaoZw9Xo1dH/ZMrz2P28R+Phzba91jdDtfe1L7DmJLbTO7yrtRdwNPSFi8H3hnGNdQmKzXLZxK3J9apaH3vsPDKjPfHtTb2zx0J9ot5J3MCPQa8HMF7CU2JMg4+E74JyJA1iscDCzVJODN+bbIURpLzrR4C4r4g7kajEXsmkJ0gP9rImgqN9qgc6Up9MLLdO8P6yjV+631gn5HF0Gw2A+Gzz2lnVCBVZEdc39uAZ0FV8TSOv6UI6Z9brdfx7FAdAjxJoHYQdE/4CSdSO0U9jHgUVBufHbxcr2O+1AOEV4I5euBVLfUe9E9rQtym9ofPOXPMOL/rfcuyLNYezznuye7g36GyKdkIX7p/v9YGMgLw0iyEV8V1WeNVDgr7O8aOrBqfT+YqeBs8PyTbAvTO/uDzWisEY24Px+OoRcGYXYlqLhUpuQdtyrJsy+v0PJY8BMmSJUuWLFmy5CGo2mK5tDcfPNiqdshJ964jb63NzWl9bzQqq2/5NTmZz4XJC4rgc/MK+9msZPZzouf0rnnaXB80v16vyxj5uo5cBoJ4sKnH70GZ0wqiMzM7oiKjq+zhcQABkTfLyb/VbMaJX5UKVR89sjL6/nlHvngIroSvsbdTnIx7I48BkivuPAhO/oEkWqU3g/FYVxQEzcqxZ04Yc9YBHpSxX2cyKU7rZ8JwDxa1qM112+04/Yf3wK9F+weDOoOfDIhQm/Qx7/k4occAe3q4U4+df/Hdd4s2+tzc3NuLypoglKmwn59IHJ+4JCgF5KT9VPVM1gX7pLreVMGSPcT6Rg2PeLXmZs+EGwHqBn1xndD4F/199kCz1Yo4e+R2+1rUyqPvOTK+4W0byOdYo6EyKGzy8BD4GIQmxXpte3BhvH2w4E+9X6BL1Vu4kAqsWHhphDMQ3CW/D23bbDZljQJ5liwl3s7a0qqojOlG4vjMDetFs1rQSFhtNuV68GuqF0K9kFEfwD//2Tt3zKziidRMD8nnfxduiXu9yCC4sbMT3k08o1eyTy5Fb0Hj+4zxvujVwGPRNYvuA/tl0O3GWgmF103dq0mWBRwS+tloNLb0Yp7HkocgWbJkyZIlS5Y8BFVrNZt2MB5v6V/3JO8a5MBJknhPt90u4+iiSNeq8AzMKjFwvwbXBAmtJDthIGxitcihns3Kqlqa4SCMY2XJNltPXw7KWEeRcDero5ZWJd5FvBmvAfn2VK8bCfrk1AzKAgGPhl7X3tUB0RtAoW+6mNb6OpOc+Ha3ZN2Cssn1P39SnNiJcb5651bt3vSn1fXceeceoFegjH9FDFX2PigDDQPWB4iYeH73rGRem23Xn8CCsU5VSFdFJNbIve+4BvzOaFiqOIomxKnE+lnnW14c8u+fwoo2M2NlrgTN9SvoJbgjZD+gSyCKa6F1IOp2mPI4Iu7tlRcXi7oHCfQGen98ehrXpH+KZGeC9B+7B2UomvQbyZjAL6fZSIx3VaUxlPREV4Lx2ROdipV4PjTTB9NsDMYTrxCeyWG/H3F09hCeIvYSFVVBobzSr1Bs9e/zPvd86B4W1ibaIeHdW622vBIN4SWwPnQfrISDAu+HOVEvHmsdjs0r7vXFzq6uYl33xRNGe6fipWDs1UMyFk9SeNBEuZK5vukevCzLgs8U7ZfsIdoYKpO+DlKWQbJkyZIlS5bsQ1vyEFQsc01tTteq7R8qX+TZ+kmaU/1eJc6naoYYp2niucGO5u9+T1DJkbBNsciVb9bPdIOKB4FTdVSdk/fJk1fPQSgzgkpQS/PvE5dHt4BTPAiz3WwGetKqXeTwgj7oR1QY9EA9Vf3GniGQPxZ9gUY9TslJGgSO16bVaZfKg15J8Oq8+CwoZECVPv9ca41mu7OHT4v5XS7rnhfit297dTvQBsjivFK3grXxTffuFe/JKR40CZLtiKIjaIJqmKDZ8dxrPAiKue2eATJNGs2GXXq/GSvVj2cuQE/EeEMfX3QaopKn8F8wsjKqf494tdYYgIfi4xBImZr0En8O1OXr6oFXIh0IOsXCE0XbKryGpiA4xoWaBKwl5p22qt4C3r0z+Ttzd8/nBG9Zp9Mp8+PlWl14G+K9Ax/DKdgZe+YLe3Hh93Rlz2P2G5kEfp2bVBmteDVb0m/4KblwppQHFNoIoqmBJ4D+RoVFX8O0rdVslqqXeJd8HcDfYr3TBjJdqP6o4xQ6BMIDwOPS8j6CxInv99rtcr0L94MKg21//yH1J3x88PxMBMUPKxoB1VfawufJiJkul6XHVHRnmuIRmIj39uTyMlU7TJYsWbJkyZJ9OEsegoo1Gg0b9fslcx90QqyL06vUKgftHm82Jcr2kyox4hPRvedUTjYBMTROsuSo7vo99dSnedybCqO73Sanux6P7QjKagVDvTipdl2hEERwcUKVvwJ9HUhddyrrcWqvxmBVCSzyf8nFRt0MNrnHwInrRzUyfx+PAHF8YuaR4+7XA91wys83m6iPEO2+cGU6R/xwC6ICoY8bTO4ve45zTzTpuR5xS1B+xBAdARyMxzY+cM0K965wD+7NeIB0xzCRHeGPfI4wvB5UlSQuqdwDxqkap1U1Qz67J9UM8YCoPgMGAlL1zWgjWSeVjAGN03MNUOND557Qtte94h6IHsTHuiJOC4rD+6EaCKAyvGJ7o1HsKTwYU/F0BFqX+V6IF0+rRR74nscYv/CGUedkuYw1thHmOTareN3MKrUc4B7g9XL9jdCAQGVS+hR5/cT9N5vwaIDYacNY5lORc1Qi5Hkp2itN8RK25FlQ5UHwbKXmCR6Q6C8cLPFmwuNRLlK0WTIarqs/Ec/CXi/6c+r9UQ9aZAf456hHQ/+jDgUeWh9fMkf4/VhJW0aVWgh4PuhNeBBFRTKUPvHyNJtbaq3PY8lDkCxZsmTJkiVLHoKqNbLMep1OnLqawgDOhGUbuuGVylucoqPqGideR19aEQsEeOQImHgl6oicXPd2Xe3LY4WzK0eGqA5WkCHokSiqxl3JZQdtg/Q5saJ+d35xWft+eCVcI6A7cLTn+gSg+GazGegbBJuLnkJV397MrLWuK9GBbKl1gEra3Rs3ivHYG9faQNYBcd5A+9OFTVqTWn9pGxUFQYrKzCZmTo7yUDJDmJtcTv78+/bNIma8f2s/xogMh8mFt8nnCsXFe87oDp6Cj3V/VHIBzMo5I+YeqF7Y2L2KvsNakJxyAqICpTCYO8Im3whKgeHPvfA4nEvlvmGvF/vizFHkRJQJFZVja/FaXEg1v6jAJ9UB14KgVhWeAKgRPg+m9RYiEwIWuajkqVIhynY8C/BKoKp4KuqKZpXngXgIaMsTyWGnTddVmNxIPD/G1duEwt16vQ4vBB6kmHeUOJlf/y5jSj80c4S2aIVF4vq7riWCrslms7Er3w+aQ681HPAksX7wMtBW/Xd4QvBeeJsx1ua4Mu5aswWvFZ5AvBXwPPBK4r1QryhrPqpmitcGnQ5qYFR/g6IyKbUb4K/BKRIP0t2jo6RUmCxZsmTJkiX7cJY8BO9jmvuMXVdzvF1R6CMXd+avxIaxlrBHFV1hnLpPz4oTccTGQSugNM/Xb7WbNnH0eCIneOJy3dw9HB2YuXW2MK87eT1uzefJZwf18n28Fhdnl9bp1GN9imCWcgIGCaBYOPCYeQ/NA2971B1wRIH2P59fuF7B/XcfmZnZo0fHdrgpvC7E8ftjr9t+5TXFnX2PbnzwF2B+M9ai7R99EfY1CJJ56PQ61nRex9zHaDH16pXtunZB5PDP67yH2YO6xwl0xnhQYRFmN/Ubqve9elJ4WarZD2alhwA0pQptE+FGhCaGoNTQQhCWNWpqWZaVnBdyuH2s8CawVkFLqh8Qmg/itaINDVlvIG/VFJgvl4E2gwUOv6EST65eK7wx3q9dqUeB9gaMdbIK2LN4BI6Zu9Uq1sxj/05XmOjYShA+89xo1bkE3GNPKy6C0gVBL1arsvogTH7JrgolSlEuRL8DDgJciVCNhC9F9Vg4Bf5sGOx6rZBex3Z8H4+Oi369e/9R7do8L1UVM9aev8+44EHkGbV74c++x0VNFNZBS555l9NptB/OFK+ht8DehNchaohad2Mp+wmPwEKeL+FZWa+Dd8B7ZDjgpekLnwmbXZPx86yWPATJkiVLlixZsuQhqFqe57Zar8v4jdQkVxUsTmtXlVPrE6m7zinwutrinDYvJW7JSZiT4qtevaspp83QI3AA3uq0bLxbVxDkHuPhoPbZ2bSuTAdaBemBPqNugse7iWMTD+c65xW2Mv0ERWDvedVC2OA7ko8+WA5q98DCm9Gm+mM9bhv1CWb1ym39bjc0DdA6UG8Fc0XcFaQUdcthrKO0JqqRrJdqVT+zctzP33wv0BX3Vj3zrsQf9/d2ateCn9FfORqRPGRQCFyD4Z5UsJyVlQ6JmWusk34y7yBZ+gdXoI/HwL8Pq34gud+McuT3O0fHrNxDuSMa9haZDowPbegJk59+nYunRGPOtEnR/HQ2K8fO+8+9WHm581VYDzqH4Z3wz/dFA4E2ZcI14O8nl5cR29aqhOxrtC12pIrjuWhJqLokbQW1UyshlA/b9cyp2jUkho7xryvxGIRKKF4YH1cq8jV839Dmz/bumlmZYTOZT7YygQ7E+4C3Ac/Hnt8DPQLWaOwn9zTCMWq5p4znhiJpsj2yLNuqFBp8FJk/1ho6C1GxER4U3DK8wKJPcoKKrfAmNpVsNVWPJKsmKkhK3ZSL2czqs/Z8lg4EFcutmERdLLG5fNEo6aRaLjNIbb4oWASkT0X5Vsoci8AKPyI8XPYosSyLNAowUczFCXOnT87jEBLt83tMkf+FTCZELPrHK22KdCm/Fz/iHREmYnPWQie4XX0scf1C1MGdSJs4XEC6K8s918Mc8flLfzhBFPT3IWs2W82SWOQufGzq92ADsbEhXOmBEEKb/ghDGnrkxEdco2zaLMtCgIaSwZqiN+CH3A9zjaY/EPzQdXFcF7jq+XggqjTc9QJMHhZhnAjjLGfL+DFlDdIPfjT4MeFhvCtFV+Jg4H0IMpUUIuIH41KIXPujUVlExr+rbdFQGIeXtYSY9LDKOlNyIgYBDPLt7nBYKw1tZrYjks6aJqepvispHNSouHzNylTjjo+ryu722u1oF2uMNjHW/ADuyEGJsd2XsI0KOxEy0IJmZ+fF39978iTu1RXSoL5vEkpYyQ/kUFIEQ07Y1xOHuij/66XNm81GFBqrFn4y25ZNj9ABBD2/FmsyQgGPihAtZN0IZ1WKOpmV6wxbLJclIVf2KP2NQ6W3gdfriJ5RbE7WOvfeFYDR63bjebmW35imhE4iLFwBni9OKUwhg2TJkiVLliyZJQ9BzZarlb37+HGc9Dpy8of4BKJSAlOWZXGChfx0IeQQUBfGtYJwAhlICE2a6jUXQkq/764yawdq7HTrJZKRNQWFx2lakAuoRIlaQUJz9xsodNjw1MlVgeYenZ0FKe4Egh6uTmSeSbVxxBjFOYaeJgeqclSP8ErPCY0lIcnddAg4eR9Bglkji/fOH5/X+s/JnhM7CEBlQgkdaOrTu05C1OIuM6SiK2GBQHY+31EoxuctwhpeWKnrc7h3oyBEHt0r0hEnZ8X3EXDavVGM+d5Nl2qGROh9RK45z3Mb79RRZuOiXnJW3da8DyKOYlm4oUlho9hL8de4jqZ+bfK8JINJ4aMbB0X7QXK4iiOVS8r2goxAvrjERxKai9KzpPESkhmPy1Rd9uw1JYPXsi4ORXiI58JEkCJtD0KgkM4ms9mWpPBKPBunkl4GMVifI+oxuefhDrxXFPWJ8BjPjV4vUjgRJqK07oGEWTA8hQ0EzPz7tF3d+4SaeB6xH4/PShlzPAOxNqVQGCmbtIR1w/MjJI0v8TrUCYyQC9v+OdYD+xFvzsFotCWrfSnzG6mK4nVREmEUAZNCd3Pp6wNvC3Mz6vXiHuHd9XuoFwKv39rnfbZcbnk9nseShyBZsmTJkiVLljwEVeu12/aN9+5FfF/LWW6Jvgj5bLVex+mQk3yc/EX2mNMhHgFSuTCuo0IkGKfxKyF+jYeDINKEOegAPXZW9VgorxE7deSv8sCcdMNbQXlc/x5xzn63GzEuLT/KPaLfQsyDFNgaucyy94W2HDtPgVP74WGBLEHYnI5Bxov50tqd+rUQd1qfSMqakAEDPSDF2hBELeSikDZ2cal+5ZTff8paMTNb4NHw9vZcPpoSy0g304fDu4e1Vyw4Fc4ZOL7vKYZPHBm3WyHIhIckPABI8oqnBDROm/cElRLX3NuFAFm0AW8O6wQU1+90yiI0PpZ7R4WHAzIk632ELLanZzL/K0mhDQKko1v2yVD200BSybrtdlmi3F8H13BFNAVUUfxVhZBmVhHfEn5QFDLz63Tb7SCLQRqEREhMXMXP8Mawr+gXnhLKPyNopbYRtL+s8AKCkOf9Cy6R//vIxw5vTFdSGJX/wb1IuebvSt7dG422iJo8Y+nvfZF4Bp1HeXC8eb4uQLrzeZ0PBvEZTg9ejOrc0K+2cD8YH+afdbFVolxSIqNv7GnhJo2FKNtptWLvMHYPT+vy8RA2NWV4s9lseXSex5KHIFmyZMmSJUv28jwEWZa9YWavXfPnB3me337Kd36Pmf3HZvbdZtYzs98ys79gZv9tnudPPxI/hzWaDRuMB9Zdu0CHoxN4AFqKEqumowTzmtj2qs6W1ZKxnEyJS8I2x2CZc1oPliwoA6ESL4MaCNMsmLuI+GjxEiREW56CBMpugaAdUbb8+xOXIdbiLlFOmfSbfjdid11hoOvplWuAsmcS+9ZYMJ8bDfq1z52feexQSjdfzWbh8eF0rVkiG2EPc3InPse9QRdacjRY1RG3LIu20GbWDLFxTvTcq4MH5L2iWMs7X3rPzMz29ot1sXPk62ODAJVzBXx9PHzzoZkVolBmlfQzkOXZRRkrlzg7HoBMWNWsTbJHiGNGmqGvI9b4pTC/aQNx3ePz8/AiMRcqn63GGoYzQJwfBL3wNU36nsZrVa55WuEHTKQA0A1K7cJngb/g9+S7ZJPQv0h1lJQ/1hOfq3IpzIp49UCyC84k44O9SsExkDDomjkl1e9UxNIG4pmir6DbVrMZmUw81UDAoOgqkq+OD2OMzDrPF4p60faBpOPhcaum82mKX0syFSKLwOdsLhkPWsIdTyx7Nbw+/v2YE0SB/DqL1SoKJu1KJhd7ib9HgTb/uwoyTUUuWzOLMD5f9SiRAst8Mvak59Jf1tJCUmJf1F52yODMzP70U96/1DeyLPsXzOyvmNnMzP6SmR2b2T9vZj9pZt9rZj/80TUzWbJkyZIl+9q2l30gOM3z/Cc+6ENZlu2Y2X9vZmsz+715nv8//v6Pm9nPm9kfzrLsR/I8/7kP3aKG2XpedzZURW7MSnTDqSxy38cl6xTEeiaMc0WXnL5V/pXSxdViLGaVOHWPeLgIblzNtpjaxKheu3en1hbijC3hJ5CfT8EREHZbWdki3Yn8crvTDiYxaJTz/FY5VhH9AMlx6taCQwcH7oFxTwhx8fy0jjAQNqpKe953ZIeFtwF5VxWcuaZsNPFrxg3UwvdoeyDvLNtCjRG7pOiRezrIL4/iT74OTh4UbX/3i4XnAB4EYw7vY9clYKfnHv/19dZsNmMeg8fhXiUEYhDVmgjaxphnxulYCsywHgLtwj73Nbw7HNorNwv2+2gX6V2PFaOX4OsGESnY4ZtzZ7TLWGsZbUxZ+7Sd9XV8fr61npEeDtQlno4ooINXh9g590R+2/8NClcBH/bljZ2dKI/OWCN7/EUvuc1cwdMJhChsczIdMDwJeLVmwgOqZkgpHyGQrBR1wqup5aJpw02Xz9YiWCBrPCTwh6oFzqKUOKjc551nmUr0hndG5hnvA3MXOi2yXrQwGc+pYa8X7WdclDvEd0fCU1Etjbasm6VwVfg3PIEoZDccBkdAMx3wBGnpaTwi/U7nQwkTfVI4BH/YzG6Y2c9xGDAzy/N8ZkUIwczs33kZDUuWLFmyZMm+Fuxlewi6WZb9K2b2KTO7MrN/ZGa/+BQ+wA/4619/yjV+0cwmZvZ7sizr5nk+f8pnnsnyPLflbBklewPxVZCeWRlL1GIV69W6VAGUE3xbcnPj1O0nO1ikkafup8+exIoi9kVu9Kw400WO63JZslglj/rSi/iAiLgWcedgy3bqTPDIO5b4FG2jMMvbj4qCJLuV2CjGSZY2gVRAo3FSF29F5HYTIzwtEAAeGNAKJ2S8IWNHvzujXiBg7vHIxzpyev1eqJopSTd370tPFNwYv7EgBeaU2HmWZVvrgDV0IcgOBFjyHIr34XdQ7Gkl6J2+Ke8FdLZcrWKs+KxKsLI2ubd6FMYSv2QOQULhtfJ/g7irqpx4tPAAhOaBe0LIUBjLWuOeWmiJNnAPvBTMyEAyYDYVBr1yYBgPUNhcuCexD4RFX3rcirY0Ze8vhTtQzdYA2ZIVwasWFGLfwPBXjyH9VDllxoX1op6VVqNhDXgKwoLnHrTxyw8Lngp7Eq0DLdmsug7BScBjgFR0hVcFf4O9Zf4Uv457FGqB3j/GGM9I18eYdaOqrXyO7+O37Hc6lWfrrHZP3p+KyizjNEFN1uo2F80N9sdEngHjSnl1nmfM31r2LOufpwBtaDWbH0qp8GUfCG6b2c/Ke1/KsuyP5nn+tyvvfbO/fkEvkOf5KsuyL5nZ58zsG8zs1z6SliZLlixZsmRfw/YyDwQ/bWa/ZGa/amYXVvyY/3tm9m+a2f+RZdn35Hn+D/2zu/56ds21eH/vg26aZdnnr/nTt5hl1mg24sT20GPOA4nzwyYey8l4PlvEKZJ401LQZOT++/uhUS3xWS1SAmMdtEKxG9XwX6xWW5rZvGr8rFqDwaxEtpym79wq1PH2PPOBeD3Mb9DYwbKYHjIEVut1nKKrOdfVf/Nd4o6aTQAiAlWdiyYA8TtFMe968aShx/8Od3Yi44HvRD4xNRwcCRBD13xykA4KY3hOWBfKiB5SspoYZJYFggtVw2vGh7/nICUnX8Dkp6zx0FUHV+79OHPt9vPLuhdogEciy7Y0+bVsc+Sdo1QHMq6UyjUrY6thlH/1fw68jsSnvH7Hmw8exEfhrZAdEcz7VT23PzI+fO3d7NRV/phn2o66HkwCYuod0bqvIk2t7cCcML8jYY2TXcG/o26JaIaA5phz9iZoj3XT6XS21E5Bk6oSiV5Bx/tFG7UolmqLRJ0B76uuw+V6bd2n6PmblXuP9Y9WAv1HoRBPUFv2NHtcnzug2nj2ZVmZFeB7ES6BqgaiMAgK5h5NPK7e75GUB55LdlcuZaartSAoRqXKncwVnjTGknuw/0+lvgDPpqmPF882xgNOEvuq0WjE2hvevl0blygTL146bNjvRztexF7agSDP8z8lb/2Kmf3bWZZdmtmPmdlPmNkffMbLsT4+DJ8iWbJkyZIl+7q1lx0yeJr9OSsOBN9XeQ8PwO72x83MbEc+d63lef4dT3s/y7LPr9frb784v4rT4je88oqZbdcPiPivn9oe4Eno97dj/nLajLxa1Kka6Kc7g1fyqLXkapT59JMzMWWqA+Z5vnWy1ZKxoYPtufxkKGicDcMzEGpxjkr59+WkQC3Erc1Kj8ZIvCha5VHrJNC/Krquvq8lWNUTE3nqxON6nWDkY2gXqEJjX5jqjD1t6/srHqRjj6mOpYIhnoVqbFWRG9r9ZEswVyBnYuncO9j4/vdA2GgATOro3mQ82s1m8BM0HhlqmNJu3o+KaoJG9iROCw+Az11InY7d4dBOz1zTYFKPz25xAVjDZM/4tfEU4c1gf93arT8atC4FyLCqBRAeHfg6eAIdjbMGmd/wRkgOfOSp028fL7g1qsvQqyjhqW4GqHNfNDNmojOgmS30Rasl9oT3EHoM/tpsNCz3dvE3vCtRcdH7v0/dER+nmXgg2dOgWZB2R555eAaq6E3rZ8T74kHjGmhB6HPxOt6LZqFo/ZZQp91stp4tyjFZ+/usQfqnXuAz8WqyHujDK4eF2ugAHgjrz0qPFlkU595/tB60oijerdv7+yUP4wXs45hl8NBfqzqpv+Gv36QfzrKsZWaftsIT9cWPtmnJkiVLlizZ16Z9HD0E3+Ov1R/3nzezf9nM/jkz+5/k899nZgMrshNeOMPArDiNXk6ncaLvCru+mqtqVp4+F/46XSy2UEQw/P00eSHKW2Qo9Lr1EyyfB9nghbjvKlnEZ/l+eAN6vUAsnHrJF8eGfhJFR58qZOT4E5cD8V14doLm2WKcSEFlu4NBMGojT1ZylvFORJ65eCnwwuTCNue6oN2mK/YRY6eNjF+71QoUTr/weCiSjfilx/SI7Q3G9TFunHiOt6O1qeSbg/KIg7YqGgAR83XET+wc5Eq9Bb0nmRJkilwIOqlqmZuViIjxvKowpkGTkR3g8896iP4I/wUEo3yQqawLPBCg0tuuz385ncY6Vl4C+4Uc9Q0eIqkTsBDWeUPZ4uJRa0vb8SjkeR7o88RRF+PCGkPBTyuPsidZY/TpUjQ0dqQaXkti9bPl8trvqJomHrebjL1fg/4qy14r3jEOu1Ijgeymp7UTj1lHeAqME/sddrxmTvF5uAfqgeO50Wg0Yk0N/LmAHoUqTqq2A+PCuseUHxMZJCBr3/O0taqYqvPOfPNsCZ6XtxllRsbtUjKHyHBBxTZ0W4RLUK1fQ7u0Gq5mBrFW2f9VTYcXsZfiIciy7HNZlh085f3XzOzP+D//YuVPf9k6iFKWAAAgAElEQVTMHpvZj2RZ9rsrn++Z2X/u//yzH1FzkyVLlixZsq95e1kegh82sz+RZdkvmNmXrMgy+IyZ/ZAVNQr+mpn913w4z/PzLMv+DSsOBn8ry7Kfs0K6+A9YkZL4l62QM/5QlmWZddvtkgkOV8BPaZxGNe884r+V+Feb06OcYLXa4VSUC5sSdyOnmVMlSIq41Fzyr6ttU+W9hXg+OqJ212zXNdfxHPDa99j7dFrPkabfoI+d0TC4EdQ/ALHs7rjKnyP7hWcszGd15w7oOhCujxPjBXof7jiicmXCDlXyvG1feu+9GMvBbvFZOAXBYxCGNvFZ0BpoBTVB2MAgpY3E2slWuPQ29nu9LZR5clJ8hjkKbolnD2wy95is64pkmiHA+22JT4c3o+LVAuE8dlQ4w8uCEptfsyVIsCnxVuaAtawcjGklHmtWV52k3TC1Yzx8PYNY8QsRt0a5LRja3kbmYiN8kODL+HWUL7Fcr6Pfh47clGODheIcud6C3sNjKM8LbQvoFmS92myiP5rJpJ9lP/B3jSXD7OcZxZhrXJtnW8xtltkDZ+7zXDiQCoA8D5gjrbDHPXaEU6Jxeq0zwfj1Op1SR8OfA+pR5BWv7JHPGXuPdUCbrtNBiYwSqXFAXL/ZaMT+pw0X8jzgs7nwxDTziXu8+fixmZWeWUz5HzwLBv1+qYrp87kr+yW8KzI+F1dXsa5fxF7WgeAXrPgh/yetCBEMzezUzP6OFboEP5uL3yPP87+aZdk/Y2Z/0sz+kJXFjf4DM/sp/XyyZMmSJUuW7NktS7+jhWVZ9vmdweDb/+nPfW7r5H/b2aD7HmNvtIoT2OSiODm+9aDgQbabzTjJ9121DeQKIx8USWyI+NNYc6KpRiYMVtXTJuaGLRfLkvPgKBylPb7LiZR4NQiQ0zUM9oXk3XMq5d99z3BAdQ7Uv16to7+cXEPX3N+nTbSBMQURU/1O+RyYxpCDxyAn502eW7/vOb079bj82ZMCZQW68PeDGyCMZXAj1Qw5vfck51mVAPvDXuTTw7yeef9mruGPOiR8h7Z7ZRpNj1tT9fLE14+jFq0S1xC0UlXXBOmw9nqio8D8LyWbYCHeiL7kXysLuyPjANKazef2ylGhbTEaleqeZmbvPCpQFJXkaBP76dWbN82s5FbgtSFrgXWykEwgVZXELqbT2HN7ohsPOgd9R5aEI0T6T8x3hY58r54xciVqg7zP+OyORrGGVuLFi7oB/m/lBGg9gYjXg2LhIoiXUNt2enkZKJm6Cox5aIAIV4a/k52xFB6DeoyUY8T7tG25Xkd7VC8AT9LtG8UzmGcNzyyyb6jMenVWtHXu/CflYigHhTU/q2QrraU/eHxA7bu+Xsjg0bkhg0PrbkxEY4IMLK2JsFitynsNh/W/wc8QD0JkbuS5/S+//Mv2+Pz871+XUfd+9nHMMkiWLFmyZMmSfZXt45hl8NKs3+nY73z9dcsc1RPX5qTXnzp66xD/9lMoSl6DQVkJ7tzzraU6VWht+8luLnn5bUUynE4lc4BT566gudlyGadefD+cMomrRazctQvgEGhFRs07b0q8G2VCTGsGmJWnZzwDx2fntf4O9zzu6J4CtPg5+e/v1pna8fdmveJi1iRH2FnJq7ItkT8sqniqmgjivSExZcYDTwLjCR+iKRoBzFGgs9U6Mhu495nXZLjvinuo4N1wLwvelvncaz5c1Nn2e7sFSiE7Ax2ClcRpQx1uvY5a8OoJ0fj7WPgbMP6XUsUtVwQpcV/1XhyMx+FNYczW3n6tIBd68sTvHRnyyny3Ll2pTjwjM9EKwdh/rWaz9FoJgtc89Ou4JhvGWDwlC+EJNQWlNiss/p6gaL7L3uuLWqJmxjBurJ+oxCnaAqiuRmVWv+7BeBzPqNAP8LHCExZVEEH+oslP288v61XrNcaOoTZYrf2gegzswf29ol88H2L+8ea4hw1vX+gvSEbDRLw+5PfjHeE53G61bODrn+9QjfAN1x1BfwNvDF6MlnJxmvW1GWtaMgW0vsKdg4PgSihHgnlHgVQ9o512++ui2mGyZMmSJUuW7CO05CEQy/PcnCC/xTbGI9Bs1lnYxCJbzeZW9sAX33uv9pnqZ6vXCAYuzH2pBngiteeJ/4Juq6jtlFOwnJLpj7LKQZkYbeP1uupZsPVBs8R1z84vt1TZQGFN4RScPj6r3YtTdLSlXfeYxPsw/MnwuKwr91W12sejem53o+NeGvLvhSuBEc8PdAKqgOchVTGvZK74d7/TsRvOAodpzLWIqZOP/ptfetPMStb4zm6BPvDicITH0/Dk/LTWB9ZB1HJnLhuNWDML/xvfAfHccr0ANDFYF1wTZvu5cC5AUqBOYsu5oPx2sxlZBK2L+ryuhZ8Sr3AgHAlqxgPrZibxWeZ6T9DevMKj0QqUrCXlY8CeZx9oNcDg94hHbStbQdjkF9NpjAdrRTMTwksjbaNfK+FvaMVC+q259aDR5XodngBQcig3kmUgNQ0wrRZJRkhU4qtUYDXb9qxgnVarrLwqdTIa5565c1r3LKoqIllIV1Lr4a5UZOR7U/k8nJz98TiescT44Y7wmcfu4QgFSr8X+4s5wLPcE66RKt1qFcxGo7GlvHghe24lXqglegrTaeylF7HkIUiWLFmyZMmSJQ/B04zceeK718ZG5XvrzSZOx5wuv/HuXTMrkb0qrm0xVOVeipg4zUetgKErj1WQNKdlVRjT2uKgBxDtrmrTg3i8LSDHfONeENcjOL8oTvGglWaWWadb1zaARQ9K4nQdNeNFy36d10c34nHtevwarwQqe4HCQFbLpV1cFnG30NEXHgbjE8qCnafXcpiIbjiog5P/WKrBMX7zCq8jU2ay5mQLykCZkLns7/Rr3x+PyE8vLofnYO4o5m2Pe+7v7GzFctVbg34CiIW1HKhMGPH0G919reXA+qIa3slisaU1zyteBPKtuZZmuJy6fkMgZ+LUwmtYCaIOdjm5353O1tqDVR559KIzQcxbnwNRWdDHNe4p1e4YZ2LPq9Uq7s3c8Jmo+unjoEz0se/74W6dhX7usfR3PVsjuEmsSW8TXsROpxOeAOWELGQOQr/Er8X3GLeJ8DWYU8YNbsrRfsEPQN9kMV/Y+YVX+vO1hAVnAoQsyo0gZeoGMDesSbwYUVdDsnO4Dh6UZrMZYxTcI/G6hFoqXho4FFL7gmwE9n61mqGZ2V33DgYXw+f+4elpeGuiJgueVr8W2hFU3G1XPCfqmXoeSx6CZMmSJUuWLFnyEFRt4xrSWu+d0xdIOhT/YExXdLKvRMd6LHmknPC0QpbWYFcE3Ra0H1UVV8TKS2U6EAiaB5yuyU2u1iE3K1mynJphAdO2o/2iMl9/VI9vDnKvMe/aAWQdTCbTEn1vyMmvn7JBo5y2o27A0BXDWuQZO0PXsweWKBv6vfBWYFHNzdFpv9sNL0pwHBwtMA4HfpIPjXbPiKA/eFwYx46wypU9rGpiCz/tm5UoqiWeErwOytwGTZD5spz5592LxRyHzrx/H+T9O157LdrGPSLnfVHP1a5qN5iVfJbrELIqzrEf1oLObzkfolPRklCEr9yZC4kF0y9Y57DNzSknfJ/Mmako19F29tF6s4m9ypqBRR8xYNFrCH0F5bnAIcATUFHgq46H6vL3u13b989wr9AfYR1IBgTZJYd3irz8nutb0D8qea4eOJeCOZW5j0yBSmXTQMTwe/x5F+qXwq2oKlBW31dPCFwd+D2RCdQiS6MVHiHqQjSFx0Te/RJ9Ca04ec3zVKuhKkcJ9F+ts4AmQUv2otaLUA0f2hD1Enx9hS6MPG8ZN9pIFtBsudyqwUBbuCbfOZfMn36ns9XH57HkIUiW7P9n781jZsu68651Ts1V73THHj/bMXgIAcdKgpIYiMESQxA4Ab6A/wg4YgoRkcBA+AMMMgpCsgABNlJCEssGjBRDkIySOJFQiJVADJKtmAhiAbH9Dd1fd9/5HWquOoc/av3W2ec5b3X37dtRd/ztJbWq71tn2GfvfXbtZ61nPStbtmzZsmUPQWp1Xdt6s4md4FZQGjs/cpwj99cRZpr7St5vxCWF8c/uOvJppeoWTFx28BqfxFTbfrvbxa734cUB2U+nbWSvtejRz+f7maP0pSNkrTMw9AqFxPP5HOxdPWs/ijg8NQ3I0afyIsinB6u6vJ1VXVYeQ/Y4/tVNO3f+hSNk+oFYYIoYUEVkp67Mcxj+ZACAaI5VjGOXDkO8JyxjrpPGyVMklrYlKg76fIiYuntGGIPLqzZaG7kS5jecv37oP+aRH4835NSzFKw06920UZfGqzuqkuLNUv4Lc47+gHOjXILwFvV6HfU6vC6ouzEm9Mc9f8foPzI/Tu8exhk9CpQt8e6UjrhXSa67WYNyV8tlo6Don3iC0PKPip1kDuHdEeQIqsfwbjz1uQ6inEm8tyiK6FutUjkTPYYvf/BBq3/woJ3Rt/7v4di1A/x8lB+5Dh6YXoI8T0WjnzoBeLNUT2ApHjMQ76lo/KuhnLpwzYz3vG3ns1m8Q1qrQbOqeF/mwleYiBcD1j08htCfkJowxOrxsOyrKsa9ZP6Cxv15+Z7sk5lkH8XzSjYXvxusWcyjyOpIPEp4thhvPKhvuGouFjyVI3PxZS17CLJly5YtW7Zs2UOQWlXXtlivY9d+5rHPjmIdsXlhtvZ7vUD6oVEA41TU30BVL3zXGZkLUgGLvfZWOAXs/GGykis7Ggzi2ux+8S4MZCdLTJl7gyZPLg6fd18/5KWDwjbErz1Ou7hctM5vVORKe/T04CEBRYDQiP3BWAeVDEbtWgWRbw4Zf9vOrSUGz46ZfrnyMQFhnJ+exvNHrJyMDWqwdyrNNTF/s24MkU8QgjLc8dDskt17VDMkD1zOUcb7flO1nue1e4exOL/vDO1x28MU2RbrdoU2xno0GASaYN6CeIid48Vi/oBoUMvrSRuxyM8XTkFwMm5BLxFX9bHg3QKtn0qe/Q4dAfc0hYdAvDgLz3wJRUTRLYh6HZtN9A3HUvWQMWIcUeCbSz596HRIv4D2eScxYup4FEeDQTwfSHYq3qW4pnhx6IfdqWcpDNr1SVD6e9/XCTwDU+pwJNkstJd5UQnSxdug41kJWtcMqfBESdZKaEUk3CvuiVciMlyOVE6kD49VkaW/gu8hmVa0VTkKPWvW3Cp5d8zMXnedDt6Prz5+bGaNt3ck60lkQvg94aYxFg99jHhWbNDvN3VChGujGhlwkPA6aJXHl7W8IUhs0O/bmw/uhyBLp5iPdzYT4ImkaaUuQBYDXmxNj0JwBqLNpQtw8AOAMVWYXEromcgE2O33TWggkeM0Mxu5W3HMouLfs5Djjj1/eAg1EBqIEsUuGxzuWU2l2xJiKcItT3/oBFfRksvHLsWKGMzpoX+QiUbKWElDLBjaFhbzJy9e2BzpVREFUve1liIONyukH/9R4gdiJj+kuuFIhW/SIkPpd+qGZ/Gg/fyIsGbML7240fPb3bKEg1SWd7ffx7WxmSz0WoIbNy2bOiRcGdv7HpI6834gXMMY8mOc9h99qkIxbADORXqXc0NQxp/v6dcO4YlYGP0HspO2K5v52PxOp7EZ1b7nGhsJiWiqsI4d92BeDSlkJRsJyIzPrq7ix5Rr3oicrbqO36YIGqGPedutz3rC8VNxteuPvVkz/zl27HOO9gZAOiKni9FWfpx4hgWhFzYSfl3mz8X5aYicsaG98VRh+qdDBhSpZ+bJSQKMzJJCQ76uMidVdOl5spYT+gCEhfiT35u+PpG1V4t5AfYgUNN/bzjQhODKxpt5lKYOlrIh4DlSqWKzZoNk1t1gvIzlkEG2bNmyZcuWLXsIUqvr2va7few2Na3qaIlS/zw7OQl0tJa0mK3sji/2ByQ0chIQhXLY2bL7VtlLrssudEibEjTDrpj2Kspkt8lumXtj188OO1rc9BQUYveuLkEIhBDd9vt9eFnuTD1NbNwuahPpc+5tiAIfeABIs3OS2M180XpuEA/9yt/pn5TA1RfkTl8RVsAgiZYyzpoWFCQhJ42FQBHuTRF46pVlpwwrniBSWZkXuGcVQdNv9CviWVEcSwh8KvG6r6oOUlUXbngtrG1R9Mn7J8Zf+jXSrSjAIqGYxXodHgvmcxQOEvd7pBuSbubnvefExfX77bHRIkZnIuSjQkVVVXXCCSE8Ix6fSsI6Oi/4OwVzsKWIbFXyri7Wa3suKDs8ap334fD5NX9+SMt4ZShdrDLKjLGS7lIUyXO87x6gM5FX34lLXL10hFC5pwrjRPE39/7cu3fwDDz4wkFW+OTiJEjFhCHf/9L7rfaqQJGSCkN8jVLUPvfuunQxxroKAZb1Azf+ndksvAyafsoCGqWXJVyFZ0T7kfVXpc8L1hHxcvR7vSY8J+mSeEboS8iGXHubhCc/iWUPQbZs2bJly5YtewhS21eVPb+5idji2HeCxH2D4CPCIwNJGbvNVDgjrrVw4sro9kJEWqyEHSLoQ2V0B/2+rURyNkg8y7bwSJTpdEISxL64h6N3xF5oI2mGpMTNr5zItWo8CKAhEK1K9qoEMWQi+pS0u7JsI5xSryOiOqAYbLFex7FK8tI480yEabg2xFAEjCDs0feaIqplf/dV1UGTmooWbRQhK2LBS/GAMB+Yq8dSBqPY1mZjTxy5wHng3rTtuZSvjflNyh+xYCnmtBPuAZ4Wlesej0bhvaJdwWOgzLHE0NN0WrOGTEpc/5LS5JLGq/H8sXhQzLoFtZgftCGkvkVgiDHoiQdhLWQ59ZCoh6Gua7vj4x3vpHBhlA/E81xIqnPM5UGbvEo/0e+8H6mcMn39GoRXP2YtsfAQ2ilvx5Ehk0xfe/9FmW3Ippde+tx5VL1eL4S3EFbiHhGP97lJmzAVU8LTdPfM+8fF1LTkOd5fvIS846PhMDxcjC/k4SAwIo4kpZNB+iEFjpCdvKv0w1CQfBBGE+/ySp4Xw7NIH/NO19blW7yMZQ9BtmzZsmXLli17CFKrqspuFoujsdGFiD5E2U/f+U2GwzgmUrMGbdQNEhqLdCipfXAK7glCAkETA4OVzU6YGByoPbWRxA/ZuRITBzUgB7x1EaBgCwt60+dXxFC7BLRZI/qz8ZhnyvI266YTgb7ZGfeEHa2odSdsY3bpJ0n8Tu9Ryw49mLsSfw9BFilVrSVkNdPhRuSrx8NhjEEqXmUWyrsdydqBI731uu0ZoB+UPQ0qPZeYIvMRSdi03YwbiI7sgZAgFkEetchKwDsjZXSJd4Nq756dhQdkI88TqY8+/xEYgmsRokDeVmKo6tXB1KPC3E89SFvJGgDJaRljRZVLQW0gyUhj9Ht0JH/xbjFfFosQQxqQySTxeo0h09dE6VVGurfdtf5N2h0pc4wRKPfJ1VXMB2Ln9Afok/HcSCqgZuuo+Fol2Qs8PzwQ1rKHFxc2u/AUXhHBGsn6SZ8Gy96Ph3ujDHv1TFbC54CdP0nmvL4fwbUR5E+WmZZNZ06eSBlpjPWU/uZ+wVVarxvvrfA11LvXpEq76NF83kkLfhnLHoJs2bJly5YtW/YQpLavqhZ7FeREfjJ7T40B9ZJ4f8RXRRgGI57Gjg/Zz4v+Ie4KQtrYYVe+uGnHae9oeVAXpOG88bjJjWXHGcxlFy25c/cgiKHywjD/zT0F7MZBKcSYQUywZ89cJAYuwvJmaZcfHJ7zscj7XoigyEb6pyvh20b32H7bSI2mxnVBH/uqCuSLV4JrDnbta0eMXeLReAaiJC9eCz9Pc9xB+2DW0WDQESLinEAqPg/wDFC0KSSZvajNhGI2oNWrtiYE+dxwL4aLw7+fX1+H52In+dNRYhuvC8I7IEfKOsMyl/x60AnPhDdrQfaN9//JZBI8lcGqLVozO20zuymHy5hw7ZPEG2fWoHk8I8rBYB4Qc8XjsNnv7b7PReaFKjuoNweGe5ovbtZ4IXg/mD93/TxQ3VCuN0wyYFSfI8SdfN5cRKZQGwGHxwhNEWGuR1lcChDhUUh4IJpV0hMuwBcePjw8t+hxlBK/34oXdCJSzVGgyseK857f3EQW0uS+ZziMXJ/COQV3RRuC/or3xq+NZxGBKnQZIrPI5wHCbqXwXmbjcfSVStWrVwuJ67XwXNAx4L2KOUeBLW/rlb+PrE+8J+eDQaeUdOis+L9Dolm0ZE4nk47H4mUsewiyZcuWLVu2bNlDkFpRFDbo92NHR1zzjiiwad4o5XSr/T52agtBiXgCQNWc+1Ry4UfLw06ZHf8zKRMM012Z/kgF38aiBhnyCco6ueOqcP12saLquo1SNAZ2cuKM3OmodRx6BUVRRFEajcdrqdRgckvmBkgYRHTtCn3KayDmyFMr433Q63XQuBatwdihgz45TlXzFI0x5pQThjfx2Mfu/tlZIBBVzgN9gGA57o3X7puZ2cVrrmp2pFjUqudojTx7z+qofK9P/3/ja68181a0CxTpruR7HSvN8GDOhWSv9+NDV2Rj7pe9MspXB+N8gKR1ex7gIfrb3367de+95I1X/u4FSx+thVo8LN4G4rZPLy/tHY9ln/t7cSraBajX3fEx4RpkRsBGZ35ohosWQeJdjn4sijiHOdcXb41mJ9XyXDom9BtzeX1kzLnvw4uLJrNDNAy0RLWud+hSTMRzFpoHUoCMfju/RacjkLyvIZGl5H9n3YRzcUkc3z1ItJlrvnn/8P6wRpWr9vtAPz3ztnGd9XTalLUXD9mW9ko/0SY+Nd6PBwCPyo14HOhX1o+iKGK86PvwOlBiWbhW/Fb1yrLjRXoZyx6CbNmyZcuWLVv2EKRW17Vtd7vYjaouNju/iHOKxvt0OAyESx5wsKcFjXGNqeShq2l53Eaf4PA9O0nOv39+bgMvfANTm2I95xfk5nqZUtmFo4Y39XguHIOhaCSgT/Deu48O/xb9+PPZzCYTr4tAFoRvWmn31fVN61y8EFGS9kn7mtofxwzEDUI6m047PAMtugJCeuGoI3K6JU9dFSojJr9vF17CC0CO+cXJScNiRqUMPQIQmyjKYYVPC3QZyKfGQ0ApWdrGfJoMySlvngFWNH2kHgLt2yitKpwCUDoeh1Bu9H5hrhI75r1hPpk1+hQXXjeDOQcyfP7BweM1f/+A4lUtlHePNhLvhbMS2Tzen1NRfnx4cWEPXEtfs0j2Mp4P7hyOg/+w8Pl/Kfn1qjuA54giV6B5uAbj4TDmWF84NXh89sIYjxLlot+wr5UBcTDmJqW609oW9MsxzRP6+NHlpZk1KPVNLyjWF89R8BfEI4ehrvjukydm1sT/Z5NJo54Kv2fY9lrSFjwDUfRKMnsYS+b2qcT9tR4FaoKpF0w1MkITQurIgPjf8v5QTxufaSEpM7Mz1nq/Pt5CFA5H/X5Tgpm6EVJ4Kurq+Pxm/vfLMusQZMuWLVu2bNlezbKHILGyKGw0HIbaVV9Qe6ARYZXfI65flsGs5VzijmOJq2mtA1W36wkSIObFjpldK8iH3fnNcmmV76Yjng76XHu1P8oUE892JcLHz1602oinhOyBuDd1Bnx3HvFZ5xYUZWFLr8L2IkFDZl3Wc5R5TcrSps81nvhOmXt6DPryul2CGmQA25y89V5ZRvsms7aSJG1krIL3IHFW3XGrml4om0l8j/NuFotAATFuvsN/zePsVJoklv7kyQFNzRyNgqSDjX3mqmei0Q8KJxb7+MlhTK/n80BTsOrVa3GMDY2peh7fBztadAz4fpm8L+E1GEgdAc+W2UfFTI/Del8vpCpg5G77+WeiMqjeDT73CSs7YuaiNMe7BAcCY2zCiwUSltx2rdOg2SppaeOJVOCk71WXohAPUugPUDaY8tB4acgQIp+dtSzRvDc7cFfoW965qaBPELFqPajpWoUxFmNi7ShcJroO4aVyzwBrFPdcS/YEbaTNJ1IvgFoQZIhR6+JasrxUz+RquYz2fouUrmec8UYUUqVQ9Wq4B2OCF0d1Dsaynuz3TT2difIQRJdAK3S+/+JFx2P5MpY9BNmyZcuWLVu27CFIrSgKG/R6UTlsJPmosITJJyb7IM0h5v+PqeMRh3zgMdO7vpu7vjrsXMmTjXoJgnjWzz3Pllxg0cDvlWVoj6MUhqrhfO7IFRTmqBuOQSC+i4NOwXjmbHyPW1OJjB3o/fO2ngHxv/1ub6eewXD/zQPbF74C9ds3jvRNYoenZ7PWc609D/ny6uARUMWy89MTf9a2vn7EEvv98DKMp65rLgqLtBXOxY17TML74Dv305O2x2Q0d4a4xAjZveMpGA2HDYtc4vWRZeGegND9l+qW737l/dY97t459P3pvcMcjHryriUBxyDY2lUVMU/6JmoxiNfqyr06x3gtUd3Rnzvinf49aI73hbn72t279vDeAXWfP2jPHTTsq73Pe/eYnFeHd/HZl1xHwOc2SBDFQuzmCPuaZ6/p9/U6jlW0GHyD0ORvqwXiSQFln4hKnlZLDU8BqM7/XhZFh9swEM6AVvUjllx6vPlClCk5G6WJqMApnoaRX/fdJ0+Cv7CW+cD4K68leA1HKlVuhFvCXKatOv/S68NPinuhwKh8BfqLLAz0HHgWyZTQLCeOR2sh6hPc3MT4wUdZiEdDa1aoGuJI+FC8H6dSCwQdgshq8rlQ7fcxN1FgxCPC87M28bnECzMc5iyDbNmyZcuWLdurWfYQJNbv9ezBxUWw8UEvg0VbV1w17LdJDImdpubus6ts2OUeL3L0kaIGsyY2tEeBi/xqtM2J5xGnXjYIE84AkW/+PXXmP7nsoHTUDXluGO3BOt60679rzJS2s/PnfLPGS8E1GvRBdT5r/Xu72bX+janCX1QWc48KY6Px7dl4HM/LZ7/nfe+ektX8cM3rG2dVP29rOpxqtglM6FF7XjAGG1WNW68b5O/PExkriVqbWTO+kbvvxxV+HLXk77g+AXMUz8vz9w8KbCBp7nsynXZii/QpfQnKfN1Z06G7INdwgyQAACAASURBVJyZjTDVJ6J8uBNeA224c3Ji9986eIxOXd0SL9XSFTkvHzuPpedKiz43337joJZH5U20HlCcm0s1Pyz05kWHv0jaB1I7EWW9eB6pJ8DMhCWv9QQ0SyU8LfK+bHa7RgVP4swYYxL8BG//iSBHTOPXHdVNvIB+fv/hw46y5lTqrPDvpcTMR4JEn3g/Krv+oWdzFOIdWyVtGghDv1j4+rBv9xnrI7odoXGQ5OGbNWOlHgLajgfhRDQU7p6cWM89xNyTdxMvLGqrWnkRb89ePC7hORHvD23mnU89c8GF8WuQqdKX8Q8+gnsKBr1eVirMli1btmzZsr2aZQ9BYkVRWL/Xa3KeHa0Sx2bHd4XqF3HhREUs2KqO0ECJhSCUgeSVav360OT3XSMsWlAMxwXrOvEkaN4ssbpyvmid+0IYt1xbWeKRhy/V4BR1pXXiiflrNgWm1cxoQ6Ar0Xzg+UDOIKG5X5/dtjKct7td1GjoJeNk1qBq1CJBymNRKBzL89U3ba6AVlzkfOLbu/2+kx/Nc4OQte69KjhicE1CLdDZ+sTgA735GKZxba5J/rxWfdwIoh8KU1u16nnua1ELBFGS8RF1FxJEFd4n91LNXYmSGDLeFzxpcC9KiRVj3PNCeD2lI8ngiySqcXPRkWD8ruUdXEmuOvMIhMy7fi1VLoM3QuYRlRqTMYlqoMwtme+qkQAyJPYdXgjeJ+GxYKxdczglidcjxtHbj7flHM+YrHO0+Tnrh9/7QupJMF9W4jGYSX9eL5d2456ee85Lmjrfh6yaB/Xh78ERkfeevo7qkHAPRD0RPgPxffo1zQ6LzA1RsIzYv6/JumbjtcDLcyZZFzHn8ZriraBGhLfpdDyOvuadmlP9FQ+0VH1MvRAflQ3yYZY9BNmyZcuWLVu2z8ZDUBTF7zOzH/+Iw6q6rnt+/DeZ2a9+yLE/Vdf1971qu/ZVZVeLRbBKOzF4USJL4/Zm1qoaBlKh9gC5+1TpA8m9kN0m6Ovcz2PHhvbBE1cNI/d7JLW0zRJ0KDErVWBjBzsKlqvHI9EncBU8WNU8J1kYoDhi8ak3ZCe74FD9OxLrD6auty34CD203Xutz8n6sOs+XbfVxNgdg2Lquo6cZrgNxKsfe18G8qdynKA1vDMgHNoMCuWZtGZCeBrKMvKiQW5UXBxS/c8/e2hCeNvUSxEx58eHNkYs0bkEE8+owLsVmgL9fsNIJ7dftBFKiYWrZyhyvPEgieoi/UEb18JNuFku7Zd/6Utm1kVNeBlo2+tvHzgD45M2Utx4Rkx13fZmRE47+fuiQ6/M691u16j1+TiBDPHegFZpP8gZRUutZRHVMBPkm35/KtkIw36/g1ifCMpM+QZmzdy6hxdKqiAOpSpgeB78uUO/AfS+2UT7mGND0R0Ifo7US5iI3gI6HMEdUQ8SWRd6/e02+mqVsOXNzE5mrmApOfxaWTT0FhLukFmD/GNdEC9IoHk4BUk9i6goKEiec+gvxj2qO8r6sMVzCh+EtgsH4dzvvauq8OJtxXsV2QbinXiVzILUPquQwS+a2X9w5Lu/z8y+x8z+3C3f/Z9m9tO3/P3/+pTalS1btmzZsn1d2meyIajr+hftsCnoWFEUP+f/+8du+foX67r+ob9Z7cJgoLIDhmUe5qg+dpkJ6o3KeL77C8Zt39Hl6PaKaHgliGuCShV1HIsOBcqra6vku5nkOmv8bBSM1rYG916Qj7KvYQBHhTmpNJgaqLEQ5MY1FenRt3y/nber3YXK17CtaAZiwCa35eUK+gqmruRV7wV1YFcSM+cTZDD0/g7kXFWBfEDlY1eNvHvu3hapGwEzW6vbgSo0bq117mk7qERzyc2SKm7CDRlI/LovXijGUtXhoqaBVHKkLePRKPqOTA5i4aAo9U6cnzWVEs0aPk9U9fM2BIucNsIH8PutZc6XZdmgRvEqvH73bqvPlAekapiw0LWaKG3jfQP1pfUs1FMyk6yB4AZ4P3HvX/dNb5mZ2ekd50z4u/jMs0z+vy9/tXWdvXg/0tz5qXivWGOiFoN4vELzBC+eH89xc+FS9IUfNBA+zWw8Dl5B1CxAbVWyApj/aMBgqj/B3NRKpYq0S/E4XC8WTWaPrEk3onHSE88aRvaE8oCG0vf0S194RZvdLp6T+aHVLvWdRb/meaKj8Ensc8UhKIri7zSz32Zm75rZn/2Mm5MtW7Zs2bJ93djnLcvg9/vnj9V1fZsg85tFUfx+M7tnZk/N7Ofquv5rn9bN9/u9vbi5CTTBTj+0t2EdS9wq8vGrqqn0pnFavwc7vY2gjth1wmQmji95yuwQ4RJgKTsZfoHeay/xSM0nP8bQhWsAox3Fw3ffe8/MGg+Kan6bmd2lPoB4F0AsWq0MZBcV4oRbMREVuXgG0SyHRT08Pw8Nej6Xq0OfMlbsxjeSZ03fow6nmQzqDcKYN70EWWt+eaBTz/zorzzuKJUV6Q9FCPAdon8k/x6jbcvVKtoT+vlHzqENkZVx61FNDQfuXQpiuvF7L5JnLwWFKrteK8YtF21UFnUEQPy8N8JFUV7EVub+sN+Pvg1vlIznBqVC9PQFZdJm9Agq8eZo7ZPwKHlbqrqONYXKmLwve3lHuTZzC30GrQkRFUt9jt5IXQ08dFGBcreLPmIcubfOKeoAXKG6Kh7GQtD2UDgGHI9Xb+TesNV603hP8Erw3NQswEvp3htUMPEoROYHGUF4aEV9cSSeMjyzjO3ZdNpk14gOCbVOMOYgXq+njtJ5v9A40HtGm2RNCG2VquroT/Auab0NrWlz/+zMHl9edjQPPq59bjYERVFMzOz32oHL9yeOHPYP+n/peT9rZt9f1/VXPuZ9fuHIV9/+8VqaLVu2bNmy/dqzz82GwMz+aTO7MLM/W9f1V+W7hZn9YTsQCn/F//YdZvZDZvYPmNlfKIriO+u6nr9KA6hlMPTdOjHEyGmm7rmoYkXVuLqOXXTUnCc+J8hF8/DjQf08dvbsnFX3WyuSzRLlMo2LsZMlZz9YsL77jHjsqSN8r10A+ji5OGldjzguO2cyKYbD5lk0K0DzzmmTxuHpP93RE2dTfYKNxOnCU0Le9nRio2m7JsN42850wEvx1L0ujAmxZFWdhKPBGGv1NtoMmpuMRh3Gcuz8UXe7Jcad9ovu+EFjqN9V8vxqm+02rhnxVeEGgAynPv/pH80MwTRnnkwKPA9a/XE4HDZ1A1CS82vBIYC/wXtAFs5I5j3P+8j15uknxgp0pyz0feKJeOBZBFQ15PnpH8aZrAL4GlSe452jLfAVmA/h3ZF1gmcY9vsxrsFkl2qFYz93IdyYtWto4CmCQ8CYcA9l1ac1PvjUOYN+fqwffm/NUtkIL4asglDExJMi9STUO7rb75v1kVoTUv20J9wKvJG8Y8f4PPRjJfwGrs+7HllNZRlcCc4NT4+fy5xi3GMeOe8HfZeFHEcv8xaxdsd7xfo8HHa8vHgweE/Uu7dOPAivkm/wedoQ/Mv++V/pF3VdPzKzf1/+/JeKoviHzOx/NbPfamb/opn9Fx91k7quf/Ntf3fPwW96mQZny5YtW7Zsv1bsc7EhKIri7zCz7zKzd8zsZz7ueXVd74qi+BN22BD8DvsYG4IPs7IsbTaZdGJe7HjZ+RHPv+MxpU4Wgpn1pT45n+xsQ3nNd4eg9Kjy58ezK39ArJQ4HDnDqrteVbbynSzogF3wG65RP3EVMHLVQdDoy2tcEmS9XrrXw2N/J7vD7pwdMyzcYb9vJ9O2uhfXQAvg1L0RKOyxA+Z52Z2rB0W1FAKlSk5waPhfnMTzUSdB4/SKKsbijcBAFXhr9oLaGUvY58QcZ6fT6NPIPPD+QJnvqVQGjOwLianiGaiEAX6CNoBkkly51+P5zU3MvYjTSk0OzfiIbANHYcwnFNkwzaceC5saxF0WRaDNS1HqVK8W90YLgL4cuHLhYnnoY/p6K/NinKBws2YsaesuUeibytzhM3LaJfeb+Y4HIKre+b3VcxiVFv17zRwxa1BzeAKFKc44EzOPfPRN+zhqo2C8R/eEOY8npiyKhskv46hV+EIDQ/g9nEfsHHSrKLYSb1f675hzZKwId+ZU9BaW4p0L3osot+J5MGo7sK54m7RS5eV8Hs8ZnmHhWKimA/NbsyfgOaDoGDUR4CRIm3j2+WoVzwU/ZSKZYsqdwra73VHOz8exz0uWwUeRCT/MHvvn7FNsT7Zs2bJly/Z1ZZ+5h6AoirGZ/bN2CNn92Ce4xG/zz1/50KM+hpVF0YrBh+IasVVRqiPendYsT1XIzJLa334McaUzQS5anYvd51hQS9RZEC33tKLaTGoSqIEitJohyBFEzTWX2wMyXFwdUB0KhpqvvklYsjD5NW9WY+TzRFHQrPFioC5IbFQ9DXgUQCfEb+mXb3rzdTMzG8/G4ZXAG0HFvK8+PuwlYRqTN06f7yQmqjn+x+rF0+9kgixWq07clQp7jBXofexKg3AvaOvXJFd+Jl4p0KpyM3qJF0Bz81HTJPbPPL85UkGykjhtZMTQD4Jibqu4F94IsnDkvVCL6nSCxtXivYPPI1ksQ4kVp9fUHH3+3ReujVaxo81agZQxpj/n4sUAtZ5Op5FdwL3DQyKev77/nWt95YMPWsczN+kH0C1tZU7f9zHHQ3k1n9sHrgmBXUgVR83UmCeeQLNGVVX1TtTDptkZb3/jG2ZmdnbvrFF/9ZoW73/l0eG50B3x94H3YzzzNe760G/v+zNsZUzJhGGsyEI6F50X5s2d01Nbi0eINuCV4x0MDQ3J1mJdoJbJUjIdlGOA9+MiaRNZE4xrVPWU90R/kwb9/t/yHILfY2Z3zOzP3EImNDOzoih+q5n91bquN/L37zGzH/B//uSrNmRfVXa9XDZiOKSySdqZusJSQooSUJiYTDiV8GXBu/RFmEU7iv1IuqGmrw00xW2366SkqNgPJEBK6eLOXl4d2vzikf+Q+Q+/uoSjCJKHDjbithwOBo3QB+EL+lAEidRFzr9pE4I09a793LOZE/Z8gRgu2os5pY7Xy6b0MBsfdUNOxEU8lsU50hIpEkWqqEiRqozobWOm7ngszvV2s2nDNao/bHqPEAMSYRYEXMbDYXwXMr9sZEUchw1NT4ie9EMId3lb4h6yaS3kh2SbuDf1xzfIf1IQZyuLMYssizLFingm3gN+7Fcir5wWg0HkR3+M9VgtVIbFhghZaSlhzHUeetiDZ003P/SpFvfCOIc5hvwxm684TjYlS5HmjaJp1rbRcGjf/OabrXupQJWCFDY0LwQQ6ea2I0/tx73m5DvkqAejQbznk/3h+U5OD/N34SE1JKtZkzRl9FIkn9V9z7xhvrBRInSV/mhr4TiuwaemnTNPlDTImCL1Tn+QnrhOAFT6LOPh0CZsOnrtNFLuwTmxOQGAluUryRh/HjYEkAlvUybEftjMfoOnGL7jf/sOO0gcm5n9e3Vd/5W/Oc3Lli1btmzZfu3bZ7ohKIri15vZ32sfTSb8b83snzCzv9vMfqeZDczsAzP7783sv6zr+i9/Gu2p69o2u13s3EC17AAnkvrCTmwtqN6sIf8ZAiPsQMUNxW4ThMROb5akrJk1ZI+FkGkGkqZTFEW4vkEV7Pi5RimIOYrzCMFNiY0zIeDc+G4d2Uy8IrPJpOkbEZBh9w3KeM1TvnAJrjzU8PjZIZ3s3sUBXUF45LrzS5c49TLLWjZ56WlZm+Um5KJB3yFZLKVjGW/IQHgKVEyHf+/Eg7SU/kJk5mQ8DiLmyJG/EvgY/47gFPf04x57mt07QjoLNOLoS8uj1km749pHxJLCa+PPT2jhQtqyFRdppI7RP4L+6d/0nCgERfqsI6HwYiCsBJKWeb+X0JmSyhT948VIyXR84vEBX9EPWmI2ClT5J0hxId48LWhFW4YJWbkn5LeeeKl4h3nfeTf5ZB6RCjmSNGQNOeIqjzFLEGWU903GKb1mpKFKSrB6TjR1mv7DI4Mn5au//O7hGb7ctzN/vyl3XVftlGn1MqmQFR4A1lO8VqyfKlx2KtLG8S6U5dGS9JFOeyQ1tjwyhmMhDXbmhZS2PplM4r2/kVRWFUXT8tjbhKD5Sewz3RDUdf1LZh8d8qjr+sfsk/ELsmXLli1btmwfwz4PIYPPjW12O/vKo0c2EATALjTieUcIPPvdrhNnK9lVShwu0q88DqcCFHMnkYTgBnEtb6sSBqfJzpFr6s6W1BvQ1vXjww4e9MDu877HPIn/92Q3qjEvYsxBZhwMom/u+U795MSRSa+N4G9EKIR+a9Iw2zF1DIGjncTSiC2ya797dhYERa4RcqWgD0n5ihQwKQ8cQiLehkhH9V28iialnoi+cyLAUn0hrk09FfSOnbWejzgtZCktyavlpUO4B7Tn/TAcDOyt+/db7SRNFI8I48nzBQFU5LW1DDSeIWLtGG0kxW3Y7zccCrgQfuxOCHtRzldK6vakLceM5wdhPvN+4N/9Xq8jEgY3Rr1ueNDgThADJk5P3zNnH+AZgi8j5XDp/9PJpPEySJnbSyk5riXYU4Rv1nCUVNBmIenPeLNKWePS70gr1RRebCAE2eqIl0blxrkK7zwoeDQY2Om5ix6duhCZF/vaO6n43UcHArDKQgeB0z8Zg7GkLac8r7TNa/E4FEXRuWYIu8l6oKWYWWd5PxhvvDmaWglPgONTqfNI6fQ2vOYiaSHh7W0JPop/9sqyI4n8MvZ5STvMli1btmzZsn2Glj0EiZVFYZPBIHaNA4m53ggSTOU/+bumLFbiGYgCSSK8EeiLgiDDYes6GjMkRjYVAZZxIg8bEqJuWuBlLLtnLanJ92e+e+fZrj01CIQEEqoSD8pdR7Kx85+20QYIoHraTiPkuckiGLgc8uLa+QqXbTQb6Z0w40UEZrFed1BmMK+lX1SgR1nEIBstREU/aZoSz/Tu06dNcSq/J6gA2dPJWbtoTQXXwPkPcClqR0xb8WI8F9QayNKf5bWLC5s5cxtPyUrSoSYSf2buUmgqeDFuMbelCNJamPNcb3Z21om704alexcifVAyFtSbE+I3IsSE/PRSMipUhny12dwqEGRmdhcxGD+Ha+HVgTVeUrhLuAH0R/BDJA5+koiQrYQjgWlKr/JeiIFHCWJB8ZV4M6M08bpd2OssSV/lOVhTaBModCh8DDyRyjmgP1kXmOOnmuqX8GjmVy76tm73A8W/QhRJEL1KEEfxN+fajMXLwfvBs2mZ+W3CIWOuKsNfS7B3uDj+qZ4Tjue3gP6MNvpxy/U65jkewbGsb+ohYz3cV1WUd/8klj0E2bJly5YtW7bsIUit3+vZgzt3mpxdQXqgemLQeyl+sVitOjs38l41HsdO77EjGhXsYbcIwxuGLl6KKH8rpXp7y2Xs+lX0qINo0UCghCjxNRjZFIrZIJvbRt94KTB2qfPVKp7zSmKhoWEwbjNvNebXFFLyWJlnNMBXuJbr0ha4FaCSOw8uQuRn4SI/tceTg9kuQiRRAEU8BCAeFW65kePf8HgfiGhfVSFbSpwd1jN/D37GTuKx3nYKa+2kYBWiMvTzmy7sBOpgDGen00bsxMdTS0vjnemUzYa/wpwTES04AqhzoI1RCrqt6tp4OyqZv0gTM/+jMAxz1+cNXIrQZxCGO4iK866F57JMMgEYf8p7nwozX2OxvLMhNSv9pKx65slU5lcviWOHYI6fG9kn4iEJtOptPFa0h7UptCQknq+CTevttoNkyVTBQ4I3j3mDCFDIsT940DpfOTQgYTIhkE5HdAwRMzOzUa/NbaDvWAdVGwTEr9yLiWRGhOS7X491OXQw8Chtt51MFc351+yBWKtELE05aGoqBZ5mxtA+fgeYvwPx6n7alj0E2bJly5YtW7bsIUitV5Z2Pp3Grv2Jo7eNxC2jLCYxNuRXN5smfuaIht3iM1Fe4x5azGUo8WiT3SbG9+ROh/Lbfh9okR3sMTas3osdLrvSK5CPP18pTGcQZyjgJUgD5LrX2KcorXUQjH9eXc9bbVpJBgAx+LG0BUTw4K0Dajl/0Miion6IHPAT52UQn0yRbHqtQuJ2kVUiHA2e5bmopk1Ho1BvO5edP30PR2Tx6FHrmqBMlbKN8tCgL/FaRKldR2N1VduNo4xnopSGgbYDhUuf0+ZUitjMbCu8BY0R09b3nj5tcvSFr8HMKQSVr2VuMZdp23NRaNRsHfVQMefPp9NG3Y15DHPdnxevHFoZjJVKlvNu4uXgnVxJPj73G6C1sNtFP0SGij93KJlKNsqWeaK8BVFPxWOg7yboFsS92e2aYxhn8WqGhobzgN4atPvtsb/rWpAMDxl9Dn+B9SSVhNZy5mlM36zrWe0JZyKKWfm9IrtAMsS0IBPzI8pnD4etQkdmjfemn/Bx0n8rX0wVbVkHFuJJPBFvD+/d5Xxu86dPD/dA04C+FQ+PemGqqjJ7BR2C7CHIli1btmzZsmUPQWrb3c7eefw4dqMRQyUz4EhhCVjU+6rqqCwpNwDPAAhHy1mmhZLSeyjDeyoIOfUChP477RbFLT7ZwbObBjnC1FaVNNqKToEW7MH6ZRkeEtX57wsiYjcdubgD4naOlZxlHPF5SjiLEh/oI+KeXGdf28bb//yDA/P4EUWHfMeO4WUYkeONCpojplI8Bjov6Hfi2FjaP5FPLwppzI9TKVGs80FrGBCnN9Hd556nm8P1Br1ex6Oh12SuqgcJvkZ4RiTHH2MMtWhQqg54Q3Evf05QEm1LY/xp2zDQFhHU8ZH3IGpiiGct1Q7RMry8B3ivglPi8wU0SRbSUHQZNKtHFQ0vhccw7Pc72hXhRRCvhXJm+kfi05V4ubC+cBBCbXK36xx7KesAY/XavQM3ZuiZL2RbKHMf9I16IPOIkehkq1RVZ83SeHww+eUdjD6XNQ7TdZV1cyJ1F9K5EPVkfAx4TtXKYE1i7nbKh/M+0Va/LuvP1j8pcZzyqLh3KC5K0S7aoFkkVV3nLINs2bJly5Yt26tZ9hAk1uv17N75eSA+VSJkN0ZMkONACPfPzzuoWWOfUaZSNKiVBRyxI1Emw0dBG5bShvFo1EENHU35I6gzjaOZNbt0dqe0VdXPYreesM8jtqltIX9e0abcK9rku++333hoZmYz1zXArp8dYqrvecxt6PG9lSshbjc7W1xR9+CAfIg/KpJlDELnnD6XOOxE0OgdEIQ/Gzt+vB/b3S7QZehPHEGGnGOiZa+MdhAjPBZwdCiyCQt5s9t1eCvK3+BeqDyq50c13qPfmMPwWYR9jZ1Mp+FNA5lNXHeBipmaVw43graDWlFg1Lgt8XmeH29NqDP6e/OeK4GaNX3GewGCG0s2AeiStlHCeudjcSo1RLBj3o5Bvx/XDq+kVPGjPgJr0czb9Le99dahf+4d5h6Icu4lyh8/cw6PIEqylDao5Y1GwSvYEDv3vsXwALz/pB3X3ghPAy8d1R3JtpmeTFrXC5XF8AZWUWl1JZ5T+gVeDp/MNXgerG2obo4kg+SBrwvBg5EsjcqfYVvX4d1k7cW0tDLeiYEcx9ix9h3LMuBdRo309aSeB2sN9+yUdfa5x7lws4aDgX1y/0D2EGTLli1btmzZLHsIOrbb70Mb4IVo9LObZ7e+Jw+dXNjdLpCIMklBKhEv8l351xzZEl88l0wGMhiWwmQFvWgMdTIcBiIBVe0lRgo6JR5rglJDDcx361Tt0+pmUUUR5JN4RRSFhiqiP59qJLDj1Rxe2jQ985jzhcfYqUvg6H8vXpCnjw4IqbDGExDPdWhtKJApBwD0rfUi+De7cdWL30v8M/VyaF61eh126KV7PwRj39u4UTVJQQz0d2RvSBXFXaLApjyGvWSZRJ97W+Me9IOfz5hFDr3E1Ll+qG8OBk2u9RiEVrfaGZUWyRZAJVLY4FphMepPCP/ltmpwZgeFPs2C0KyLj9KED10CyZjQPPxS+DLYZrtt6kdI7YZjOexaq2K7cgRpno2zamfMYIXMv9Rzx7EbiUuHt5PsE9GtCB6LeFLR1iCTgTGgpgieAaze1zZxL8LEDp/ojxTbw7XxFGmdAUyVHbHQY8AL5POIdbcSj+xoMLAC/RXhmETFTdY08TKoBw4L3odfV5UwQ9cgyd5RbQPlTDCXqHGA52O92XRUK1/GsocgW7Zs2bJly5Y9BKmVRWEn43GovZ0lSnOpaS2DNId2K5kJ7K7ZbbJDB02AEN95fKjmRfxW85NV71p35cHgLctAX6enBzQdynTSNna8oJRKmLqgzbSKoZnZGnQvFdqCXdvrxa6ZmB5og5zuQuL4Wted72nbO1/6mpmZnT9rcwgur9pKfxGX834c9PvhEYlKZ4wXeb/Egsk/9zaMhdEdefeCqPHicF7Ec/3vu/2+UzETD8FK2PClxPUxxjfqKPj1lsSEZQxU8XGxXke7Az+QiUA+tJ8TbHG5pvJiuDbviWaMhNKl3/f59XVHF1/j6sc06uEe4JWg4iB9PZAxwuaiMRH57GXZqR9wgoqdP08tnpCFZBkNkjh8erx683jvNKPELKmcKghec9OJreO15PlhwJOdwj2Ye8rzUS+GWcO3AMGOpbKkaqDgXaBtPOd5Esc2a+L93OtB/xDHpz5Ho0a6iawgVBFHzi0xd6oMd+01DM4Q3j2epqMV42288XXoWpQNde6WZRnrGp5C9XRhsbbLuhnVZF1TpBJPilZ0pb/ivdrv4znDu4negFTWZLbvk9+gzCHIli1btmzZsr2SZQ9BYlVd23KzaSnumTW7bXaA8ALWEs/a7fexm8RAC6ALzSNnJ3gqFeaCr0CcV+J4FTFHUWAb9PuN/r3s7AvXCd86ozt0FEA49IM8P7tpdAq0KlrsbP3zfDZrlOeoGyC1HCKGLkqGoXkgymvEqb/qu27uTbUyPjVLYbFed9QNlQvC+N1o1T/fhQcql7FdyfjDOmd+gJDn+7098dg299SKiVHrQVCWxiND0dJRGozogdSVYC7u2AAAIABJREFUAL1xdhpb3Qqi0dgwKBIkE4xnyS7g+SI+Cw8E9EUmQcJ3iXoKGreWCpR4BrTmgXIIJngQJD6veh/h9aItiSKdqhjyHB94xTzmT+h2kEGT1CRIn1uzc0Y+puoF2my3nbgzGQ4a2z6GKmvxdqVeOrNG+VO5JovEc0K7NDvkOYqMfizz4kR4S8TSlbeANWve4d/bdZvL0h/0oq4BnIjB2FX+ts4hcXVR+nYsaB2rxAPXF/6GagWMZJ1J1/BQLj1WtdD/PRXNlYHUtNBMotRLZdbUJ6gTrzJzjvFHBfNEMqDCy+vejLIsO1o4L2PZQ5AtW7Zs2bJlyx6C1Kqqsvly2aleRnyGnTHojJ0du7btdttotQsj/1Kq9IX2vt8btAJCisppomOganFj4ST0Bj3b+a56v/UKiO4xGE18Rz87fK7mh++vrm/i+c2SHawg4xTZmCUxVlFRGw2HjUKjn0s8EZQJugxlQVFmW7hnIdi1KBXev29mZg/vH7gIoSe+dJa611MfJDnAURmNbALJjqC62yksYomZ8xlV7gQhEt+OGhDe9lTZjDmlLHJFKByHdRCgeH1AIarZr8z3Xll2ajMo+tZ8ecZ9KnnZO4kdM3a0DaSjGu+pMh9xWrwqUX9D1BGxtXgI8KiBhEGMJxL/J6f+sceQwXq3oVntHzKC6B/OLY/E1ssjqDN4AsJv6JVl/I3YNgz98ADhORRmP59XwqlQJKx1OcKzkniMInNJqjzy3Kqqqd8zlvxd9S2w/dbfAecQnNzxOh3Dga0Wh7kyf3Hjx7Y5H+Nxm6cRPCDaIJlPS+FOaOZHX7wAaXbYjWS8cI1nPjasWXDN1FMKF0vXcGYF98RLM5J+fLFYBFeg5/eaS/0H+B68i/NELfKYp+bjWPYQZMuWLVu2bNmyhyC1sixtNpmEalXEFiVvH7SPsdusrcsViPx74k4Sp2NHC6rQ2ODSd6XzIzrpoNGU36CKarB6Y7e8v52HCnoI9OHPeSnV3djxjhIUbtag/ycvXoR6X2RikNPuz4tWoiJnUAXIqBYU+uabhyqGZ67QhhXPDgiJPOzItR/0bUBWgIzjwsdZGejca6/6Bd7X51RxEyZ4IATxtMAAN2tQM/MBRIspX4UxwdOCNwa2OfOL/gsvhiCg9XbbYZr3BBFzj2C2iyeA5+WT+H9nDCV3Hs/Mk8vLDjsaC08asVD/O8gfLwV8F9qu7wtZLaE3jxaAXw+29jbJCNKMB+YebSVure8948y7CJJmXm2l8qnyhja7XYwjHBn6EAW+qawXeDo0Dz9izsyrI1wUxhLuRb/Xi7/hpeF5eA8CAQvyXUicnrZPRLcl9Pbpe+cwhTphb2XVzlH0sN1ejrXEy2TWZAeoB0BrfwS/gXVHqs6yfsLdOJ9O7Q3PhKLdjBFeqp54SvWdC+8wmTLeFjwAMSfFU4f1e73wRnGvqaghso6SbXSecAvUc/Uylj0E2bJly5YtW7bsIUitsMOOLPLWVXtc8lG18lhV153vdrIbLOXvymTdSCwsaodLHfmRIEJ2kNPRqJODDqt3V/q1/d9LUejTPHN2oSAF1MKwobBj8Y6URREIkOdS9Tv6h1jfY2d0cxyMbhAwKGt143nES2enOzt5sWwjg6iRsNgE+mKHznOl6NmsQYRj4YpMhU2NkRu+kf6O7AP/fr/bRcyPa/LcVDxTpcVoizC4mReab88YkZd+cXbIOihKj1HfLCJD490nT8ys0U2IHGxhtpOVgUdlJYx45tlYnp/jNaPifDqNuUasHI8Az0ncPjxkwuMAwYyEbd0TzkqnLaCmxNPGu0O8FuROPJ57reWdpK14BMbk8fvxfF8yVv53zdLYVVW8Q28kefBp30W2gMbnxTt3V9YD7qm+wNsY6J2KkmnlvKTdHKUxc+YyapsVfA2pjRIZMjJfCiviWPWM9Qfeqx6AR6G0WDfVGs2ad5h/x9ye4Wk8nI8CYmSOeL/DI1pvt9HHeBWw4B/ANxAuwF7aojwx/k5/4f0JxcOE73EmaoaqaxMZMn7tOvEMaYXPl7HsIciWLVu2bNmyZQ9BajvPF+9JHC5VnDNr4r6qMz7o9+MYYpmg0guvZTAV1AUiRMNe1dOoHBaoXXLGQaGw+G+LH9XbNtNYq9ZF7r/Eo+J8YTbTFu6lsbHFamVbUAIqZigQSjyVeGTkwgsfYS9tHR6psMgzEFsmB77f68U1tWYBaIrn4Bqhdy+7dI3DMlaXkhEBgggd9aJoYp0ojRHjFeW4yO2X6oecD2qHhY/3g/h2JcgYFL9KMh1ALjp/tWZBjIF4Uvg+KvVJTJXjQT5kgizX60DfeLi+8eHDVhsis8fbct/1FW5TXkyPnwnCxpThf5aoMoaCovddp3KoeOP0PQgNe1kf8Cgoyz7y/RONBbxJyrvYCI8jPAFkPsi9OA6OBOgT7wzzgjGMbIPhMMZJM5zwTnIt2q1qm8r34DhV3SQuTk2D0czXgqoKNdVQA3XuAN7M0HDwjCnqIWhmjHoe97Ju7uV49TCs1uuOZgNGX9L3qKFOpP5K1M+Q47mHeqBvkgwB2sTaEboTeMCkdsdaeDz7qupwEl7GsocgW7Zs2bJly5Y9BGp1XXdiaoo6qA++uiXnW2N8a4mBBvtXFMi0PoLqxaM7P07YwWZNvJsY+2g4jB3iXmN4zuCtPA4HErp/5+CFUG6B7vTxYoCIlWMR+dp1HQxk2htMbUe2mquuegwzYZWDcNiVR81x4n0w+/0604QHQN/Q1y+k3ntfxje8Fh7fZ+zoL+5BP9HPirgXfp1+rxfMfK3ySF9qzjfjTZ9jzCuNY9OPIKH3nCeA7es67nFHuAP63FFJkL6VPHPGCOSDN4PY8EqU+1IlRHK3V4lSnlmXf6H1AzTej3E+56nefDD68e75M++TipyBgOU5mC+K4kcyznBJ9Lg0+8isyyZPj9V3FiTbl6qX9AP9t3aPi1YNZc7edQ8LaLXDVq+q5p6ieXLhnkLerSuZi1NR/lSUTt/zvnH9u+cHnss46Q8Qv2qeXN94JhD8Dan2yDrAPVCXZIzOjmTx3EiVSdYps+5azCd/T3U10n7QjAf4LD2pHhn6DXjzhMO13Gzs//7yl82seUejZoVUWo02p2OQqx1my5YtW7Zs2V7FsodArCiKiHOCAO/5Lpvc+sjT910p+bvXi0XsbDWneSqxYGWNghRVYUv15dldhrqct5ud43g8Ckrt1c0hNoqOflRYFFRGfD8qywlyDL1sqSymNR/SXSso44Hn9HJNdvrEvNk1qw7DUhCvIgd2zPwbJBk58VxvNIz+oM8fOKMYRMe9sMh19n45FZRxKTFn2sb15xLX21VVIFvYzNyjkhx45RTocy1F56KWZ1O9/EBt1q2XQX51pxqkxN1DoVLQFR6T2aatDqk6DJNkDkd7QOpJH5k11S5PRXFPVTKDUyLaGczVY5UJQ1uhqrq1PiT+HFoW8s4qR4C5plkoEbeXdzpVq0zroKTXamsdJijSr8U1XnOOEc8Lilf9k8gU0NongjTpm/RYfiRA3WtZg1SpMHgLrHF4cbztT18c1iMY//1eL9HC8Dno2UO6XjwVHQY8IrHess6gieJr+UQ8qxy3lkyCfV3HPY8pe6oKqHonsY1wktToN+Yhc386GsV4YcpnKMVDHPyG3e6VsgzyhiC1orBeWdoD/7Fh0uFmgijIS8aCeO4bhrIoGpe/lNAMERSZRAjNcC9N5eIl0x/xcOvKZF2t1p1jVGAlXlRkgqXN8bJRWlfEk6K0qBQoum1DwUSN0p8i3lHKgqSFhOJZ/HtcgBy3Ftd6EN5w2w56QVjCWDyvfZHRAjMn8sMZ6YP86BAygmQnRFD64SKRvmUePMGlKfK2SlhivtBPd2UDhGkxFy1YtEnc2PGD5+3/2vPnZtaEZVgktW/jXv45lLnJD+VAvldyZVmWcexCSLQhWiMLoYYArkRMSueDFjHSIln75IdR00NVeleLWYVbX8aIe+E6jrK+kCwpbiPhouFgEPMUYiI/6FMJCekmRUWjuHZfwj0YbdU0516v19n40WexyRChtmgDwkSkXUpbef4AVP6pQmbXy2UDCOQ71kkA1Uo2UAqU2OCw+cXYSK9kDZwoYXK/j/YrKTJK0XOOCBBdi4CblvpmbPby3mBpSClCA3KOykLrWCxWq0wqzJYtW7Zs2bK9mmUPQWKFHXaFoEx1rykyUAGP0+k0do/sGnFpPXa3PTtVCiNFARwpnQr5DuTA7vuupMLRRlxpZo3n4lTkPTXdDHeTppVp4STS77gOqHPo19d+SY9lt0x4JVzZgmC0rK+mYZ2d+3OfuNBI5WmLl+1duZIuETIxM5t4gZSeuJlVkhnjewhLz4TApeV/OV5JaeuqaorzCCEpSIEirKKeAsYb74WWQdWU0JGEIl7c3HRStHDLg2QICfF3UEp4o0gBFTLUlbcRIinng97Tsq+RXikpn7wXkUaXpGClfRqpgO5evSOkOfWM4Jmhf9P+UsnqgbiTI0VYCHua0kboBXR/Kp4WXObqiaqSNiyEoBqhJDx/0v4g697i8jYze8+9P/QjXjtN3+yVZaxfjBfSwyrQxXOuxKOChRS2vMOaIqxiZSmaD8+APBfvySneCEnxU0+qpg5quCZSaMWbk6Z9T0U2WAskFRBWJXyxlpBDpE7L70aENZEZh8S62cS7yFp1LmODV4d081QUTsflZSx7CLJly5YtW7Zs2UOQWlXXtlitIl41EIJX7OxFRjblC/RkBxupTey2E7Ea/4OZNelBITghaVTsLq9FyjiEKxJ5UHaeG0FbkUZDW44RshAkIfXPP7VcbpR7JRUoSWnS2Lamj42knzoll/3vwWe4dq7Foi1IA6+D1Lf9LVyLSBeT2Hc8B6QeRyqve2rcxMtFU3iF/tC0RS2hGh6CJP6HZycQrcSOg5gFYpZ+U+/DpSODiKkSExavFjYaDMJzxBjUgnwR6EG8hzYGh8afm+eaCPdAU0fLW/ggKqSCjTUtUxCtSvpC8OX9AKUxH0BOoHbQfz+J/zJbIUl2Ul4hqAl3QL0VwYvwsVoK50SLG4H+blarDmdGiWoqqKRiYJp2iWm8W9N407UtyH7eZ4WPsxISlxoTl9TpMOH9TGSNu3PnMHakGu42O5v7+618hkK8UTcQnEWOXL0ZtPX6CLFPPQipt1c5V0q2vZaU5yj/zXooRNjwwIm390TmeI91pCjiHeUebz84FHU7PTl4xiglHdLviYdYuQkvY5+Kh6Aoii8WRfGjRVH85aIoroqiqIui+MmPOOe7iqL4maIonhVFsSiK4q8VRfGvF0XRpb025/xjRVH8bFEUl0VR3BRF8X8URfH9n8YzZMuWLVu2bF/P9ml5CH7QzH6jmd2Y2Ttm9u0fdnBRFL/LzP5HO1TB/Skze2Zm/7iZ/Wdm9veY2e+55Zw/aGY/amZPzewnzWxjZl80s58oiuLvquv633rVh6iqyhaJxKvu/ED57PzSMqZmh108sV127qBJEAw7WRBBoA8pLHMsy2AvcTh21BeJ2Ex/SPqXp64t2mIlmtIGO5a/wxlgR1/2Ha2vDrtRdvyajthL0D7XovTvQ08/jKJDEofVkssqjsPuWtPOsAr+A3G7JFav5W3V00E2wFRETxBF0UyGKkETaRuRI45iNqSG1nU8DwiZcQ/vghSxAWWceJqipp9q1omK5YB6sWkiWLUUL5PGdrm2okvmJG04FqfFKKM8p9/3+w5XRj0DBR4BzhFvzjEhH22DCjipbXe7iPUG4/wjhHYYw5DAFk9ZeQQhatnjNJWO56OoE23oyT2xiP2L0JCmpfGOKuM81plkXdnJu4Sp+M1eYt6leBA09ZWr8u5S0Er7Oz03fWfMGsSPJ2Ah3prgYMl7xfdRBE7EojQ1MuUPKbMfHkogexF32ig/SPpnKFwjNdbClA/Ctb717bfNzOzu3UN6KWv74rJdqhqJ++fX17cWsPq49mlxCH7AzL7VzM7M7A982IFFUZyZ2R+3w3z5++u6/hfquv5DZvadZvZzZvbFoii+T875JjP7T+ywcfgtdV3/q3Vd/4CZfYeZ/bKZ/ZtFUfz2T+lZsmXLli1btq87+1Q8BHVd/0X+X1HCLfZFM3tgZv9NXdc/n1xjVRTFD5rZX7DDpuJPJuf882Y2MrMfruv6S8k5z4ui+I/M7MfM7F+xw4biE9toOLRveeut2LGBVtltstNVVNJP0J1mHqjIBztZUMYiiSeaNSgjLWec2k0ih2tmdiK5wWYWefchZiPx6LHk/ILieT6e/5HnzNMmFc0JDsUtsTY4DVPZLatMKujiTAScovgRYji+S8eIxYOk5sLSfuA75pPTaZMdsWxLzJaCugtBpTzfI2dsP/E43Vg4AsoUp584/3q57Hh+sCiugjSriNzQNs0rD9EfyqPSZnQHGAs/fr5eN3MMDoC0BVvKeAZbWlBZKWhcszeU7TwcDDp59EjNqgeA+KoifARqHnnWjvZLT1B9CDX598Eq3+3CS8E7FuhcJIxpgZa3xXT86R+Y4cSI4z5JhgXX0pLAjAH9NJZr4Ims5X0ivl2yNomUekinIzOdCDhxDXQHQl9C5gFZEz3xysBP4N+qGcCzdaSd6zqKfmEh0KbiZ/KuKr8ruCTujVDvVpQsF95Pyvm6Ev2ZsXAgNHsAY+6F1gOcE9599E1krJg3/HI+PD8PjgzvwdbX9MVNu5hZR2Z5MPg4v8FH7bPIMvge//zzt3z3l8xsYWbfVRRF+kv4Yef8OTkmW7Zs2bJly/aS9llkGXybf/6/+kVd17uiKH7VzH6DmX2zmf3SxzjnvaIo5mb2dlEU07quF3pMakVR/MKRr77d6tqqqgpko7EdzRzQGON6s4ldnqJMjW0GuiL/XnLZjzG2hxJj7RQNquuIVWlMGFtJTHwtaIR7I2l8z9G2qjCOyUMnZzxBlitB7CAbco5Hvtu+liI2GgvFowL34o0H9w//9gyAzdrV0q7nrWcO9L5tnn2XsHjTe8H0N4ogMf4inxwxZEHQ2MrHgL+jNnc6mXRi3hEj93NVR2BHnNqRAAhHyyHvJPa6ETSWzlXiqIroVVdBi7VE2VZRndyLh0xjr8pZGQ0G4RFS7kN4U0QVbyjxeFUk3AgK05g6KGwl+g43y2XnXZsJh0AlvKMAlSBo2gTyJ7Ph+khhKvpls9s1EuZSGIl3ONREJXddS03jIYOfEAqH/vdUFje9z363s4Uw7YeCplcynvShXhNTvlMoW6J3ghIg0si9Xue9j/Lu4mWI90fWYuYcY/Drv+EbzKzx0nAcejDvu9ePZ+olui6sUWfCBwt+wxH1Vc1GYG7i7eGzEg/zSDyOq+021h60TzbPnrXaciJy6sFzWq//ltMhOPfPyyPf8/eLT3DO+ZHvs2XLli1btmwfYp9HHQI27C+zzfnY59R1/ZtvvUBR/EJRFL9pNBh0YuXEkEGGZ1KCMuJSdd1kIoj3gHPZkYIMd8JPYPdIjHwkDFWuiyqcxpBGw2GDqrxQyHl5YDCj7nd5fYivRexKYl/sdEeJtsFtzwuy1jK3/USzvoKZ72hCGdc8t6oCgnzY+b/mWQp4BLabtpcjVPZ8bOgXjkvbH0x1UarTglMvfHdOvJrvL6QYVMSQhTcCQhiXZVOe9IjXRjX7mS/cUz0CoCy0A5TnoajFrPF0zcUb09FU9088KcRzo0COf09f6/ui3rBNMvcrQZugaS1fPE0Qm1mi0yBtxcOgsWLVtYiCZX6/s0RVNK7l54IMp9M2nyXqRfjx9KMqGyqK59nUYzAbj+M5uea1lC+uxNOTKumZNV4ZvBv8W9Un33JtDS0WNRoObeZ9Slw6GPl+zI3kz6s2xFoyA7TYEd6byELgOiiH9korN21+RiHzXjlX+l7EeuH9onOQtoT6Ksp/oph5s1zGuzkRLYAbKZiF0aZ4LvqY7yWjCp6UzvF03UBpshKPyLeRdeC/D+oNWKzXnbL0L2OfhYfgo9D8mRz3MudcHfk+W7Zs2bJly/Yh9ll4CP4fM/stdkhTbMXzi6Lom9mvM7Odmf2KnHPfz/k5OecNM5uZ2TsfxR/4KNtXlV0uFp0KhJXECpN7t/5em3VipKFU6LvBqHUgCHnoqFMrY+k9Mb1+5HGnx7hHYLttKyqy26TWwUZ2+Jh6BNAyf+qIWXevPNOyqqJiJLEujV1q+Wa8DfAWNOeb2PKNoCyeN3TlUVtLPDToDIQ6IJkdfi1Qd5QkBjHJvdiNw9dAfZDzMBBVWoEwEKt4joj5vhCNA+bBROL52udaT+HkSNy7rmtbCXLT2KXGswOtkdEAApaYuSIS5a5ErHQ4DG/T5AiaVhY88+JasnB4bo4fCApN4/TpM84SjgFs+qjtIR4DdDciM0Zy40ODXmLMzDOt7qfVU1vVH6VCIH0WlQKZa6gj4jGgDodUQ6ykraEU6vNslDxreBlEkVTXFq3+h22FxxC6Df59ZBeIjgXevuV63Vk3dzJXVQsG0xognHclaqLMGzKieIa0BgCm9Q1Cb4QaIOIh1rLitIUxZa6rhgzrhGYF7Pf7WJOiRL2vo6r9wDzH7p6dHf3N+Dj2WXgI/hf//Edu+e53mNnUzP5KXdepf+bDzvmdcky2bNmyZcuW7SXts/AQ/Ckz+2Ez+76iKH4ULYKiKMZm9h/6MX9EzvlxM/u3zewPFkXx42gRFEVxx8z+HT/mj75qw4qisNL/M2t2vBNheGOBgPzfvaLo1LlXhvZMdpPKhuaaXGcgDN2IhfnfyVcFWU9mTRvxEBS7w/OoVyIUxiQTglxfVeaLuKPfm3jnpVQBfHh+Hp6BUFyU3XGHRS71y0P9S47HlN9QCTIsk3gnMT2tKc548hw3gp7wAHBt+o2dPQiAT+5NjPBOwjXYHbkG18ZbUx7xJNBmrcCnFRo5nrFeJfMvmPqCurQmvCpZqk6+Vm48PaLkqfH+Xr8f8xj2O/3Qk9i31gXgveA9WhM7lnxsbaMix5XwIdJ2UjGUuTeWrINjGvEa19eYemTnaNW7uo65eUHlUJ87quTJ3BwIasVCHVN0UAbixaBf0+wnPATah6FxgcKlcE9CLVE5B1SulJx//t3hKvT7MWdoFzoKG7JthEMSnhRvq/KcsAU1D4QfpMh6nLwDPMe16M4oP4V7h0cAfsMRbg4WPCoyZESXYbvbNdfyY1iL4r3271mr8YLOV6tO9tPL2KeyISiK4neb2e/2f77un7+9KIqf8P9/grRwXddXRVH8S3bYGPxsURR/0g4KhN9rh/TCP2UHOeOwuq5/tSiKP2RmP2JmP18UxU9ZI138tpn9p3Vdv5IoUbZs2bJly/b1bJ+Wh+A7zez75W/f7P+ZmX3ZzKLWQF3XP10UxXeb2b9rZv+UmY3N7G+Y2b9hZj9SazD7cM6PFkXxJb/OP2eHcMdfN7MfrOv6v/40HqIoCpuMRraReFzoEIj+esTzkkp+yqxmJxusVhAeFRIlLqcqXhNhompGAMgg8nR3Sd79po2ONJdXPQOFxJI5fihovBZFvvvupVgncduvPXliqd13TX6ODb3vI4xYUOlKVNIijilxe3bOIzmu3+s1ueceM1bNA1XcA8FoDB0LxAja9fkS7Gs/Ls0ZHsuuPfLIRe0QFElN+aHMD62ON2KeMZZ+/dtyqWH0o8CJXXq8lefX3H+N54aKpjC0Q11OvD/R5rLssL+ZBzG+ZDYw/qIFAkIk0+NMqh6Czgrhf4BG00qUeGGYa+GtEJS5oc2i08D8+EA4NSeiSKfxXlDqaDBovFDCT0EllNjxuR93LlUP0/xzs+Y94BPPAl6sC/87/T4bj62UNQYkjJdtI94mHefbYuBmzZjQH2c+ZvAhRmNn8Q/6TRbFvK2WGh4hUVvtS4xd1SN7yfuftlEzYTQzZLlex3xXDQP6gfVBPT5aHTHWS/EIRAaR/1vXfrPG28JYsLZwDY6dCQ/o5hU0CMw+PeniHzKzH3rJc/43M/tHX/KcP21mf/plzsmWLVu2bNmyfbR9HnUIPjOrqsrmq1XsgFWBTdnYGs8aJLGwkeyOYTRrHXhl8rIDHsjuHOQUu0ypMBj1FaraitLjzv127FM16Gljmidu1sSvQUSBGAUJsJO+7Zm4F30Hz4DKiuzIlQugrPNF4n0xMxuAIIk1C6MfdBf5+GXZ2eF30ITk7KtXJn2u9DgY6yCejaBY5tHm+fMOamBeLCXeGrFUYZsrIlR0xphFjQtHN2ldBdoXaEg8YT2NDSvrHqRIHF7qL6i2xpl4KVLTWO8LqXKJaY15RWPaP4XEznnGK8lSGPT7ZuLBCG+EcAIw4vdDQW08J7UuInNI9Bn4hLvSK8uY11ofIzxIIOcjqpn8WysO0m/BLfK5OhOW/r6qGj6H5PiPhPugGT49WRejGqboE0xlvcTSsa72bSVP+pAsio3E6ZXXEpwJ+kXeF62jwDt+4VkczNGiKMIDENlUskbjIabvqZsQ2Vs+vsyrUEjFY4hWiih+alZO2k5Ve+zJ2rROvDfazy9jn0WWQbZs2bJly5btc2bZQ5BYVde2WC5jt92p0oXSlsSENC7KtVKDea45qex4n0mtcExjYaAXdpUgQeplT8+nVu0P381fHK65W65a1wzE4v+Oqn/+b5irPAMxZ1W2C8Qtud7T4dBmgvhPREFwJ3FVE29MRezP20Rescbhoq4CmSASax/0+x1Uqfm/ih5GgiJASIrC1fNA26LqXRJL5Vp8FxXlBPHRBmW2b8ULox4C2vI11zxnPkWtgP0+EF6qKJlaJUhQ1fJA2zyL5u1jUZfD/831yvW6UZ7zazEW2EC8NeqNCBVF6S/m8F68IFNBnGluuepvqEdI64nE/KF/hEOiKpyDI/Fr5a7c9vzE23n3NL7Pv68lrq/aEKoMyXxLVfVYS1hbmO/0PW1ivEPrQLwRtCE8Y94PaGOoauBm1XAROrUM8AiJKiLtHkjq25VkAAAgAElEQVS2RGT+SEVP5bFUMuZkUo0Sr89YvAfBBxPPEXMMrQhdD+F1rKRfIuNKnjnlmfHe4uFRPkJP1ofIHtlsOn35MpY9BNmyZcuWLVu27CFIrd/r2YM7dxo04Ts68lFBVOR8zqT63XqzaWJ67Fx95wabuC8INvQGQEbsVEGrxPHJEfe2FhL3X3qd7P6wH9yB/uBwjelk3LoWKAOUir473guNfUX9bj9OK4ztxZOy2+87NRo4hsqJU7kXu2XQiTKyg5uhbH3/VK2AQLGjUcRpw7sgXhbNUQ/NcT+Pa20FXWjcmr+DMNLrbaQvNTa4F1QGGsWzNBOURdwXFMJ8ef0irQnW9N8uUYNj/BXxqXpkZKOIkiPHE2tlbp9IfJoxrZJ5wjwA0XEvnpMYMJ6AsfA5QL6gzuCKgOKZq8xteDEgRuL3SYU91dlQBdLg6ci8X8scPWbRb/7v1POitQuwUDgl9i9xadYcrhmVJv1Z4P/A1Ii57/2eKhVWijLFw3HH64icST0S6o68kKwVjdNr9czIvvDje2UZzzXE8yXjq94b2hjvu4+3VhXVd505qhoTqV4FvAWeSxUoVWtGKy9uhUvE/FFukta7CTXF3S4UTFfCGXrr7t1b70U/PbxzJzy8n8SyhyBbtmzZsmXLlj0EqdV1bav1OuKQuiNkpxc7XGEAF0XRsH+JUSliZWcvGQoR8xLEHAhZFPnY8YMcZheH3Xt/0I8Kf7FDdY+BfmquMvFKdtWgz6kwoRVB3RZDVI7AXuJaJ6LMF54OqX4Y8Xn/JL+e5+beeDsw+me92XRUAlVZbiheGQxUb6K0xq5dMyO0zTFWVdVRLeN5h4LGoka8tGUtSFcrLVbitVC+x8OLC/tWR/LYc8/8QJ+A8eW5mReqlkjb6WNy55VLo9oKp+NxjBvtpwohfVuJBkLE961tPUHzzC6tNKk8CBTwdrtdh5FPXJZzV942ZfTTL3g58G7cc02EiE+TQeL9o96Oqqqa9klbNM4c1VD938GRoc3Cb8A0Qyi8Qv79arPpaHxErQYfI57jtsp6aVvwMCoDvife0NnMawEMqDpahWaKvu9a8yP4OVL1cyU8jrinP29P5ibH9eVZzcz61JXxc9HpiCqvUv/gmGfp5gj/hXWmlrUv9Tyq1kdP1trQI5C+req68668jGUPQbZs2bJly5YtewhSq6rK1ptNJ+8UFimMT/bJVNZjB302nXYU9Ni5BbdAYn9aWQxj93kjOvu0DUYqO+Ch1xYfTYZW9t2TsfM4mqt/4RnA2BWjHqi7TxAkKE4RgrKk98mzpBXuzJKcZpCbqJ1hE6m4BhoHvZ4LF0NjgBxPTviLpOpZIFUyHoS5G8eJ1gN9j2eBftMqhxrXWyRaEal2vlmDWOhD9VL0BPnNJXOBftPKjVolkVj72WwWqIN2rnxsHnu+dWg+iCKf8jNAcczBU6lQuBe+BM+03m6ba0j+PM8ZzHZRTWQegZiUi7IWtr1mCPHv1DsUuf/kg8sYMZ9L8crxGbwH0TFQdcDgiwgaPZlMQsOAvnrs8zb085XZr/NIECLzAk8Mz6haArvkOuk8NWvGlTGgX+ai5BjemSO1Dhgz1s3TE69vMhu3rlPXte0Ghzk1KfzdHDiLfuv3vpq3zoEjQgU89ShpdgHzC09i1O+Q/i2KovEc+bUHyfw162bRaM0G7rWTsdJKn7r2RTXaouh4iFhptjIWPEdkWywWnfu+jGUPQbZs2bJly5YtewhSK4riUJFNUHxo1vsOGIYqeaqjhIUeud1oTfuxaPmjwa5oBAs1ON8BDoRFrXnYkQnx7IAs7O6ZjSaei3zhudqjNnLDY4D1Ja5GnDVyokVDAEurtpklGvDbbadan8bQOacvu2R4DDwXO+LQ6naEQz+zM46sDdUUGAw6sX1ly78QhvJEOBM817m3kXhm5EZLbD2QBDHT0aijXaDnKiO/OFKTfpOgiNvaSgYMjPA0ZhqVBKXiIvM34qmiIojXhX6gLgPvh8Z1R4LqGeHVZtPRwY+4siPaqGePWpx7pxgzvBGd6odSHVNV9OLvybzUuiChBuh9Tt/2mQeSRTIWT0rMad4buQ4Wefrbre3ku0CjPs9Bwhqn/8L9+2bWoG/6/rHXQFgJT2Yr84br7auq49XUSqz8m2uqmmRUJmVMJDOAbBS0SEbTUeuz1+/ZZu2enbXwbzZtvopmhIRGgnBqlMGPaYZUcFc4r9fr1OLQ2hRp1oyZdTKIsEK8f+l7kLZVqx5OkvUirVZq1qx7mlXCNZ5dX2cPQbZs2bJly5bt1Sx7CBIry9JOJpOosPfc48/v+q77dc/HBXWEOlqiPcD/BwvWd8/PqLUudRJALOxCS6lloB6C1ZFYa7Pb7u7x+iMq57UZq3AMqAMPm1aZvqoVoFkIIMKIOfd6TZ655FPHtWCDgyoFKfIZMXS/XsQxRYmN/mPnnCIiRQsR46ZtEuMN1EmeuaM13dlrfnXkUt+SO6279lI8A5jmLkf1S0FrinQY9eA5iBdku99HHQl0NfC2RI6+ZBnQT6CQyCqxtqkaXoyRX/ckGVPGKRjboE6/1khQGc+nvAxMY8fMG/2eeH+a3608A1WS4/m5J+MdlRWJy4vaYmRbCJJWb4+i1/Te3FM1I/DeqGJnPC8KhsIV0LFIPSta/XMgHiLsNNH7N+tyBrQOh8bMT5xDMDk5jC2ey7JXRv2VqLC5bY8NqobP4KCIBgTzI3Q30GMQVVXNMGId2SRjoVlDrClT5qRkQOAJwxPC70a8V7IeaC2V27wYG/HKMfdK/V2Q9XQ2Hnc8OC9jeUOQWF3Xtt3tOsISvAh0PpNKf2hm43H8jZeMF1NT2ig1bCKkMZeXbCgDP5GyndOpu+FcfKg/6FtdtX9kavdkrVcuPLK6/YeNxZTne//p03ZbkBGVCbyVl63f63UK2ujSF9K8IgNNOEb7K4R6RPwm5KP9371bXj42HdFukblVqVn9YWezwliSZqebFP2Rvq2sqf5oRvqoP9e5EzzHQgDUOcl515ISxb3ef/681W+DXi/GT6+lZY41vKFkOnXT6vkhs4wMM+Gz8TjGh3uwIVDxL00JxLj2XNLGpvIjvT0SQkjT9o6l8NJe7qzXTIXI0n4cCrGPZ9G0tFTCeCT9wXcqYqMpflFAS+aRymaH9Lm8T+kzHSvmlBYI+7Dvea+4pq6PWsgKouCmaPqPNargVrj0F+vWc40kxKJk3dhgy6aWdTWkw/1dZj2hINF0NIqNDqTqkMeWH/jbwnJpm65kndB5FTLTWsp6tYoNMUJjMwlbaFGzkyQd+9iG7uNYDhlky5YtW7Zs2bKHILWqqux6sYhdF4ihlCIf7BDDZYiwy3Bop75rPBPJ4UpcV0rEiZ29/51UxwcepmCXTZEfduGLhe901x5y6DWFQtiJb1deSvj6sGNdSdgCV17ZcyLWjadbnkOjO1hPdrIqq5kiAS3Go56OCD8IkSuKG0lhIVymIXoTokv91nlRytj7vd/vN/cAFYkQCB6g2LHTRilyFR4jRJFwf4v7UovlVFUV7VKSG4RNlTIOV6bMDy2kQ5+r4EwlaD4dm4Egu4GgVJC/hl8WCRnOrIuoVWAlhIuS4lgqKHUqyEf7LkhUEp5RL5WGLdR1jKUISNEl0jTqAueTxZLPgaB12qYFdzQ0wXFfePDA7rpHSENgkCm1IFKEkgQFgkJ53uhPDsArJKGoyXDYFMqRdvKeqzDbTt4L1hPeg714XKIJLj50/fy69ff+oCkb35AJ/dgbD3M52g55ZRHHinHX1FEpHnbH11VtOx6qbTJfIN8yXkh0z/waWko6lT9Orx3vvpISjxSHGvb7sS5oUTtNxx2oR/SIt+fjWvYQZMuWLVu2bNmyhyC1siztdDoNRLmWXagSmm4jB/Xlb3viyHgbRK6SXWQl1wZlkH7FecS3AmFznXkTx1aiCbtkTfVi17xdH67BLnx7JJYcu/AjgitYXdedAiCaNqMSo4XEYSNlDUER74dnkoZ25rt2PAyXTpDk+/OTk9jJK6EoCsH4scTttVQzu25EjogNXgnZUAl9eB4GZRnIZSeoQAltipwZoxB3Ea9ExGslzqtx3V5Zdkri8u+tcCm40g5EKOidTzgVWrCLNkZan5+/2+8b7oSgaNo5Eg+JEje1qA1jo2W2dQy1GFT6nvSknVyba4Q8MHOMojeSLqalq/v+zqsHKeLWk0nn+SYiixucGiG6QVxT3kfEo/1ecBRm4gXj/Rr0etEu5jdjwrWieJX3hx6vhckw2rrgPaENpSNrUO2iKYtd9BBVa3sr8HQo34m1+inonFLs0h9R2lv4DSBxPAPL9TpIkHf8ubVgEiWTdf1TnsYxwbORrHF6/WG/f5R0+/q9e2bW9UZi89WqQ1R+GcsegmzZsmXLli1b9hCkVlg7NqliJ8RW2b1tJObWK8sO4zyEMkAjgiZWsgMMzoGgMXbTGlttSrg2vIHN0kt+7oSBKzwGZSJrFgXiKMgJHyvBvJbPsig6MfNC2k9/TAQpa3EXNa5HzFwLqcD8TVN9QGgLiekORViGHf8xIZmPEr3BQPNnIulr1qBPEB5eJ40FgrYUhdAvIGOQ77G2pG1QJMK1GSvmIh6QvXptBAGpaM7JEc8AbT2bTjtIV0tSg75BdmPh4oScsH+PF4Yx1MJKeLVGwtGYr1bRH5EFQrYMaWX+nAPhDNFv5yJhfUw8R5EgdrVYdPgKV0cKRdHHys0J75ZKO3ucW68fIlT+78V6HdLVcKFS7wHHmDVeOPolriljg2lbG6ljMmcaDtJk1uYbLFyoKDxKwldiDWMOkvnDuHO1kfCCsLmkimqpa7Mkk0M4ErQhsgzEQ0aGVXAIJK1XuRjBY/BnqOvalhQB8/a/4Vwy5rmmFdMfi/X66Nr5cSx7CLJly5YtW7Zs2UOQ2m6/tyeXl7GzBX1qMY/gDNxSYlUFaLSQhZYajZx3KTWqIiE98ShgIWTi2Qab9aZBmy72sVq32eGKzth1huCSoHotuMMzzkXCN417B9Oaojuwmh25RA6z5PZqvjgxwYnvkOlPvmdXfSMs5JQXgN4A5yDvq3njXHs4duTsxaAQUnlw95ATPJ8fnundx48P/ejXJ655JnHssteLOCrjuxLOgAoRqSSxlsPGos+FM6Ax5e1uFwiHmLD2g/IYQOvBpZF+3AmCUnQ/lfj3arvtyF3H/MYLpSWo5XlDPhY2ul8HxAdSDl6DyDFHAZpERGwtMX69Bn2qXJGx5JEXXE/aDOpSkaXdft/E9P0a8F14vpR/YdbMjy/4+6ACXu+5/kQIdvn3PfW8JesP4z8QrQ/O4Xlg4nMNlXCOIlZ+/DEO1lrm2Xg4DK9mSFf7+4wWQHCtyIAQLQ28FspN0kyZY5yb8KQURXjdrii57oj/C551xXzGa3GF51X0KXQeYKrLEN6dJCtDswVUl0I1T1Jv3m2CVx/XsocgW7Zs2bJly5Y9BKmVZWnT0ci2Uu4SVDGU41XB73w6tRNR6AO5XiVleM0S9TeRBwa9RewQhChqcZx3VxDhcDQMlS88A6BolTldiSIXiDFUEEUtDxQLKuHvZAAQex30+x2mPQiOOP5WdsnBjZCYaSleGkVz7IzRfxiKYt3JZBK7Xp4/SsNqaVmQ7waNCEdTR1i76lEBIdGWtJ+4x4UoqG2SPjMzu0M2gcjEghS13G9kq8hcDd6Ej/F2vw/9hN0RxMbc6sgsS+5/FGAC4UkRKIwxnMl8Sp+H77hnSO5K1kGKJs0SHod43GjjTvrhBfMvUfLTmL/m9mueeGQRJIVk0ueibcwDHZO9eDdGg4E9cNRJNgHKg8TEGV8thhV56eLFoK1PXG4dDxuMea6zT1Ctxv7JHlDvXWQ++DxiPqk+CYx9zgulPvpLtDc2u114BBgf1jvGfyDX4nMpcXrl/2yl77W/mMuDxCuq2UfKvYq1mXmh3gh/d/eyrqzFw4TXI1RYk3LaXPMbHj40s0Y/4ZhmROppzB6CbNmyZcuWLdsrWfYQJFbXtVVVFcgZtLKReJUqefUTjoFq60cBHYmnci3d6WITYZPuZLcO+iAnFgTQ65WddqbPZ9bsvsdyDxABcX/adiFei1rito+cpQxSnAyHgWz0uQotPkO2AehK9Avo4yhNK7ne+DyuJX6dMvvBP6oDr8gIi1j5th3zVe4FKJbvlSeSMuoZp+fSznPqZCSxfrMmHq/KdMo5UORIrHwl9Rvun50dvRdckKVkvMBPWMoYqF4BnhDVv1ClP7NmDp2K8uRaMjnQeAg+j8SClXNhgpiUfb2WMUrbGZlAmrmjmT5uqhK5l/VArx/9ReZEwitS5Uldc0KRU2LFzKPniQpk+v2ZeJjwOGjNi31VdZ4P60l/cNQEJcsj79NOYufh3ZFsnvB+JfVjmAdaByEUXoWXwPe8H6o7sBdPERa6Lpt2NsNsPA5PT9o+s4bXkBYSaj2nvIuh7yGeN9ZX1d6IIkqjUZS3figF9Ri/vYxZZETkLINs2bJly5Yt26ta9hAkVpaljYbD2E2C0u+73ji7bnZ2oDjUpEb9foPCfAe+FCW20MU/sivX0rE73z1yHigkFO4ctX3gMcPpctnJ9Y54qqghkne9kDiUIuL1Ec1uRcZpyWNlage7XDQAhoL4VUVRY2SMQbDI5ZmqJDbK51QY7BGrGx7uRRVIMgBUo75TaS60H9pxyEBpIO5b4tUX3v7wOskYzeVeoWRHnr2UlKUKWjDhJYthkyBsreKo1QlBB8SAaQttDE0JqZqIaVW8vnp/hsOOboQinYgrwwrneXxuMW8e+DtJnjZjRClvReu0DOw0Gg6bEssgN1Ho02qFUeVR4tShyCcKp/TzWDKNQJyb3S7QIuP1Yt7W7o/3wO/NmNCPWgNE60qAgKNOh3NURmUXC2pdDM2y4Jr001rmsPJ9gifj58FVYo1TTQSz5t1kHtM/eIyYD1rLQrNRtOQwY9TJ0pLqkieTSWg5hBqsIH7la+AZqOR56YdYw/ye6JQc05S4f3YWXDTl1pCt1Bevwi55/7NSYbZs2bJly5btlSx7CMTINDDrVq9ShT9QzCjZjWoFNSwYypo1IDu8UEX0XSZqWDN2m369mhgzMTb4DAnLVD8HEo9jJzlLammbNTvaG1GiU4Zu1Br3Hf8qYc/ORN2QPnvn6dNDn/nfiZXBUxiNfHe+b8fBok2ihd+J7/pnaMD3m0pqoW7mu+yBsOtB/Ctl6vvxID9VBRwKKrsUpT+zBulwTXbikU0hHAHQK9dOa6WbNfH9QJ/y3MybdH5cia6A8hGUnVwJ8q3FMxK53lIrI7Q2rG39smyyQYTBvRCOwIB7OlpjPmk1wOgv//6eew4Y40fuOQs9jITnovoAPfEMcK+tKNXpnFPOjipAhrqeVAM8mUziWNYH5vVziYWb1F0I7x/vAe8otQu8P6Ieg/99JDygfVV1xl2re/Le8PzK61DdEvoVD0BUQZT+4TrjwSAQr/KzlqI/gOkcDu+m6A0oT4S1/eRIldG6rkNvAT6D4u1S4vnqhdD1RDVE+F49uNjNchlzhGO5p2alYHWSTXSME/JxLHsIsmXLli1btmzZQ5Davqrsaj5vGK8Sh9wmsT+zJs6HPby4aGJXxMVE9VDrwWNaBS7Y0aBY8QQsZYecMp5DN0C+GyWx3PRexLzRSlAkEChfPAyXxPcceWLDfr+pUy7qb+TZ645ea0CArpcSCx8lCC99NmX0FkmMdS1M7gupYse9n/nza65z5JFLdoHyOjSPvUzQy1AQoLLe+VRuBXt97rGT2LreKzgDkhu93GzsicfX6QdQdXhQUInz8dzLPMKLEc8vz8D1lGsRnoh+P66l87/jnbC2KYrCFBErGu9UnOP9KooOstM5maIus2QuJsqk6XnKh9kIklYt+31Vdea3amUEW140T0ITwp/r0ucucXrej/uOKNUDkWoraLYAtQ3oF43194/V+hA0yzOplyL0DOiPft92opvBJ/1B27SyJutE1FOR/uxL32umVPBG4CbckhET4yteGPUocRycA517qpXA8awzvFdXy2XTLj/mTa9yGOPv1wylwkT5M+sQZMuWLVu2bNleyT4VD0FRFF80s+82s+80s99oZqdm9t/Vdf17bzn2W8zsnzSzf9jMvsXMXjOz52b2v5vZf17X9V+85ZzfZ2Y//iFN+AN1Xf/RV3wMK4vCxqNRk8PsO17ybrViWsS7Ega97mQHgpYCCZOpgJKho+1QPxRPAyg+dpOoZolu/nQ06jD0h8IonovOgFYQpO2gUFCHehY4j3g1cdrlZtNhj4einuQZax2BkaAo+prYMFXRqOT49MUB9b7v3ARl0m/3+0ANoOao0if8jY3E6Ykl7iTmRxuJR3LPiCGKt+LO6and9faDpt7z9qaqdWl/qEdAd/0vqO4mCobBFJcYY1oFTbNCaKeiq2DbS30BrsOce81RaKgromchFej6ZRmIlj7W+DvjHrr43iZVLgy0LZkxivrpF60fPxoOG+6HfMe8UK/DWCpMdtTyVLlOkLeqklZVFe+9okz6FjVA3pcb9DhkncFg5w9FK6Ava0DK0lcPSVqTJDXlUum18OEc835yn6jXALrdbjvKe6wfirJVRRXT9fNE1kXNMthVbR9UVDKt606fqjG+4TmVqp5z8d4pV4DfC3o3XbsxjpkKh0aVS9XL+yoZBmafXsjgB+2wEbgxs3fM7Ns/5Ng/bGb/jJn9dTP7GTN7ZmbfZmbfa2bfWxTFv1bX9Y8cOfd/MrNfvOXvP/8J250tW7Zs2bJls09vQ/ADdtgI/A07eAo6KD+xP29mP1zX9V9N/1gUxXeb2f9sZv9xURT/Q13X791y7k/Xdf0Tn06Tu1bXdaBEs0bfGk8BOvwYu7FREsfs5BwL0ot7+WfsKv3aqb63WRdlsTMEtWl1vMlo1NxbNOuVLa4xMq1QqPnGJupxsauWHOjFet3RG4j4s1Rt02plmOq+R2aDewb22zaqxTq5vb2eDSX3P3gawmjmHpp33okdC8teWcN4Ozhv9+JFR++d2Gjkk0tfYswT+k0Z8aq7cO6a56eCjDabTXh4dsKJ0Pr2wUuRtmg/aXaC1ldYCFpNa9BrnQw0PTiGa6LAGdk1graiSp14xdRDxf1o0/Vi0UFd6imjDxln3rEXoHV/H5RtjwXS/P/be/dg29azrPP55pzrtvc+e58LkAShDFGRKq5FVEyiEGKp0I0aFQQFTKMoWBoJgtragOm2vZWIF0KJLbahwTYoFlhYAe2SnASbViE0IOUlpEmIwZCTk3Pbe6/bvHz9x/yed337N+bYa+211zn7nLPfp2rVXGvOOcb4xje+MdZ7ed7nBc+lrxzwHLNXxwRRilD5g4pqKFpaHRP9Oaxr4GNbx2OniyAsEaWpeK55n77XnkBfFtb8j71PXkwfmWFE8BKu86CiCfciq7sYEYg1Dq7OLl6XtcZ9u41IARUt/XwIDQBEQUNdFdUV275fUOXUq1Z6vXr9G1ZkpcpqPOuPj++9UmGt9R211p+vZ6h3qLW+lcZAe/+dkh7VuofQqy9iXIlEIpFIJM6G51uVgd3zzY2kpc8qpbxJ0q6kX5L0jlrrBy/q4FVrS9RWqGudwytxDbVzgN6uff6SS5cijxra0lAqZK7YHsBLH3zwln3amu77JEjSHlTBQqfAdes7W9GtL/pyozNasY659fVRXUC9cHZ19FioYNd7fcx9D5QJ4T3EWKkj3vbjDmx+Zd47rHd2v5tMBjX8kdOG/vlYZYPh89uebb5tJvAcPa+7W1snvSlQT26E9818Iyo+yGPw+x7bI4gc2CN+5uBgoDi3RB5yUG8OL9UeM5XpWNnBPGYfBbI39Xhjsscx25w/g8qdyIWbz4AumMdtf57z8Pbbq+fF83q5q6ygIqW9br/am94zqxzci+C7+JqO6DkwR+/o3vbW1oDBH2Np8+BtrYC6hbU3BV+hZ5v324fqHu7t3a2tUVW/6NYHj5Na/QVRLkZDfQ3Y64K8kR6e2yuIILHHBftK8ByOMUZ2rqQOxOHx8SACuo05jn24cqGN2c+ieI46IuSoqNeJ99O283q63nFzHmmRPh9rH7wVVuv0nIK7YRE8bwyCUsqvlPRbJO1LetfI174Ofy9LKd8l6U211sNNG2w4zrtHProd7yGRSCQSiRc1nhcGQSllR9I/krQj6c/UWp/EV94n6Y2S/pXWXIVrkn6TpL8i6WskXZX0B+52HPZsJ8glhq48NK6d15p2nlF4qGaitm1Y2z7orNbGQM86vNZOF186YaaSEVtXddCNz4j68WbB2hMi+9wWJpXK7Nlw7LaIjzrLOCIcI9432dWXu17g0m16HTQlw+Pj9bGsXf9EeyVjd5N6pD2S6OaG91nLHux75MrpjYS34p4J7dpf2t2N3Jz5KKfl+dj9zd92rpMqgqEu99hjkob11keLRegLcF2wx8Vl9H6I/K17G2D7PeTcrcNOfszNw8MBF4CcDytWjqkB3kCUx+e5DQ/5AH0FQoWyU76jih25A5zD6DyI6poDMP+pVMhud/tdpRA7Q3o+GEl8ClofVB6M6Iw9aKz5goiTr/Hl3d2BbgAjHO7VErnxkagc7yuDvT58blatnJRycr0QnWMlDKNzkYdHxGCCiFJEI1yFY+7Ahr4NvO5ci9ElFFEp8p5YvUKOkvfK7W8cHOgDuBZeU45ahQIpdE3uFvfcICilTCV9j6TXSPo+Sd/K7zR+wTu7t/Yl/dNSyr+V9DOSfn8p5a/VWn/mtOPVWl85Mo53S/rsOz+DRCKRSCRe+LinBkEzBr5X0pdI+ieSvuIsxESj1vpfSylvl/Tlkj5Xa+Pg3JhNp3r46tXwBMLqRt21/368cQyi++H16+F9r+CpGJdQheCcKfPb9njcGcvchJuwmG2t74Jt34/LYzhAtcERWM9j/d+jwmGk1nsT2AeCXgf7tlPDnOYk9kEAACAASURBVLW9tpAHndealW6r29tbO2FrNhuwnKPOHszsBTy57Y553J+TwTwtNcxDXXG1imNMwEgO/Xcw++3B9JUb/Ss9IcPaCV5n0WlwNov3uIaiEgRcEI/FkRHnSpmPtVd/DYzoQ6jNbU+n8V5wPLyWkEOfg88QVQVt35EjNusc3mnwI9DRsV/jHsM2tiVvYYqx+prQU2bXQ2pisIKolDJ6PRe4J/dQd99HOvoxMGq5QGTE6KtbjlH5YhwjF+45pEoouSjBgxnR7mcF1aSUWzg//Xf5jCG3yufBPjPkIBkPoIfBEvNz/fBwEI31vhzZiOoLRxnatfH6cPSTa/0I/xui2gvrZBOnIioURqIXXqt1Oh1UbN0J7plSYSllJukfS/oySf+npD9Qaz1P3OMj7fXyRY0tkUgkEon7DfckQlBK2dY6IvC7JP0fkr6q1nre4snPaa+/cLfjqnWdf2dXMmMfeS7nAnutbnbtCj18qL8ZtGD9/Rly6b0mvXRitb6kWYxXH1jbQ3tX9rRa3Mri3YcX7X3bmzSjeW9EeY/eqT1IVgo4dz6bzU4Yt1AJpDVMDoSt51WbL8+xOQJGVAaMdA7bVBvNvDW1HQ7AdI9+DMhDs9qC1voR6pGPFwtdd67b18u5QOSOWflwhGjGg+gFwbxu5KSh4He8WMTv4Y1hPjiHnjl6Uc67PtwiAmRCz6FD0FdUsHKDzPMb4NqQ32Kwm6a9uhsjLGzqHsw7rlDweMB+nyPv7n0fwNv2/c9oRNSrI++97Ly6XegGRN97Pwewzplvple/HImIhHIq7otlNw/2Qj2G6LxqbkVbs1T43MczzvMVEQREM6NbYPvezmw24K1ElZZ1GUZ0Bgg+X8c0MyKaB72C4/l88EziM9rX2/PCY/kY5phEJNFjBOfC89LrWvg8Hm7VBsGxGqky6SuE7qbK4DmPEDQC4Q9obQz8A53BGCil/OYN75VSyp+T9CpJj2steJRIJBKJROIcuKheBq+X9Pr250vb66tKKW9tvz9ea/3G9vt3SvrvtP4n/kuSvmVDd6ZHa62Pdn+/q5TyHkk/0ba5pjUJ8dO0Jhh+ea31Ge7kTrFarXRjf/+kAx9yQJfgddjC2+9YxpexzT44BGN1s1GHj5ypvdMFcqPOhdmCvPRA8zi3Zjpe3JoDsyW/hRw6WfFR243c4Vi1wmS12Y5bdT3WaUUfIw/JnC89SPYQ93ZkZduTnt4mB8kICXO/0dUPnn947Vtb6sFcfPRnaJ97vrem05NIgDsKtijETpfjl048WXo67LPACEnk3l3z3tZTn+cl290Idjg8On/ffx8i1+zt7L3Ycwovr43Fnk/PaGePAr8fPQzciRKs+C1cO+aOY33AkyanoFckdQ6YlTv2hCeutsAaPQYPxFhiPZB9HtGg7e1B5zzCc2cPdkwzgJGULUSkyKbvo2LsG8AeDO634hFunTYf7XsTPAMcUWLnxeVqNWDie51by8NjYS49qo8wt36O8jnAyErZEEmjdgP34Soaa0OwFwq5EoeIjFxDpQC5K7tbW8FPcN+HmGv0n5niObBcLm/L7ToNF5Uy+CxJb8B7r2g/kvSLkmwQfFJ7/RhJ33KbfT7a/f6tkn6DpNdJeljrKqwPSPoOSd9Wa73rdEEikUgkEvczLsQgqLW+WdKbz/jd155j/3/6Trc5D6rWHkR0q0Ned8zyspV6aXs7PHZbwTeRC7wKJrbZ8O5Vb8vQ1vRDbX+Rn7bC2whjVZLK9FYVROf+3DPdlnvopCOPGblfn9eI120mfHSUsyfZ5VjZ+Y/eKD36FT1e1/y682I7B9aXk6Ng7C6X8d4Ex17A86WC3xgngEp8VKxjnu9oPh/kskMn3/lYjMVza28rukGaHY389hTcDKPXPGdFA88jOAT2cODxsPqA2v/s884a8Wf29088Yni47Bfh+fC27LhJj4/d/ajMN4jArVYDHXyzwq2K5wqfXcw5lR0ZaWIEreeS9N+flKJqbXqvNfATZsgRO2KwjfVh7LV7mteIXmuo6K1Wg/XOCEBwKxzxAG9hAg83eE7tPP2c8X0SnRY7tv4MeXavtY9rXUIPcW+S97MAb8P3wWV0i1xhbU9w/y2WywHviVE7r5M9RD9XmK/oj8B5xH3HCqM+Okj9iQcQhWMFhDQebToL7rkOwfMJW9OpPv6RR0JwIm7s9nkIeIyUQM2m0xAkokDKoGWo92ViTbugLAlk+PnB9s/9sWYYfPAj6yKLXtCEjT0om+ybwmFlhog9Vo89iEltzBEaBoGyJ98xpEXRExLYFgg/UjQmGki5dapDixCg2SSfO4WRwEYwUXaFeTvA/Bi8ofkgtQHSk8z8IL8C0Rs/NBjGP8A/SsOtuAuESpg6iVRCV3IZKSOkhIwoWWvj98OU/6wmXSMt6YSE5lnxugijze9Pp4O5OYDRwBJRj8GGNVtZM821wDlxvw90Za5s1hTCQ21bHzPIkvhnapA0RkOD5MReoCdC/P7H3ebOa7BvCCWdpPdY6hdEOHx/gnuW/8SOaz0pTcT9zn+eNAAp4BMEPqQt+CzwWPe6Vt1s1hUhcIfIYWz7WCz9JYnQ53CENe9nIR0Iadjci63afW3YoIzGrUXT4nwR/hecJW/3xPXrJ9LSba4/8WM/VtKwzTkdrv3j47tqgXzPyg4TiUQikUg8f5ARgg5Va4uSrSW3QPgisWnZhcZMGImynmbBPfbUU7e8P4P1TA+RoU96G0aIv3TliKuRcBrP5wrETpYQtaH1PIW3Ya+d0qbLWsPS9Eyy5C+IWyAwsSUoiZ0G0xch8dnGbtngqpMwK7c9RgiYZUMUiwmJaqQY7M0GUW6D10HCHeVuw6P3MVEeFaFxR4rcaAuiNyTtuUHX4Xw+WBcUzdruQrhS542xWYujM4g4xX7QQMdXrpQy8ASjxTI8P2G9s6TPnpMjaBGd8H0F0q6360m+ITSE7xosx6RoFlNtx0jfMBrivfdEWq4xRvemCIFPMH8VqaJd3tN4Rvn8V11UJJ5JbV8REeG44Y2zCdoK8+L0Kdem0xq9xHOIeSEF+ED7bgg1udRxhIQ9aMCG6E+s3fas8/f3urQX026Uqo90lJ9NWGMkU/Ia+r5iiXGfcojSRUd2nJbEvny9j7tn0gtSmCiRSCQSicTzBxkhAGqtJ7kytJilx+DPj7oyRJYBRc4KhCtKjtrKtnf2UPMASSoMkY+2P+exPvTRj0paW5/0mm1NutHStt93AyGTfdocPAOPmqWCV8EhmCKfdfPoaCCU4+94HhhlcRkeJUxDghQlPAbPNSIH3XeCgGSZ2Pb+WIOhkAdFzo+5RZIVSa7q2+tGW1p79CDoHcBjdvRl6kiJc+gQyWGTHxL6enhb8lroEZkTsIDnF0RQE91ALvP3PHbPbpSrTacnQkQg4DEnvo/146jVwiVrJJ9SdnqDMJV0soZrrQPZYOa8V4hqUcLanmC0xSYPCPMzw5ruR8ZIgSNKE0S+gpPja4l58vv0PmMMjl758+VyUFYc6xjr3ed/jCif1/kMJYG8Jy3UY7JmX/4bMseYG8/pDrxwg4JNRhCBQT6mt++7pJdlj+clOFLRRr1dXz4PBqJbI3LM5LUYfVl0NK9qc7qP+9n30R6eNZd2dgbX/E6QEYJEIpFIJBIZIehRStH21taAQ+Bcs1n5C+ShbOctupyg98BWumFdwzNiSUo0zgArmG2FmZ+btHPowaY1zoVTzMdWpo9pQZKFX1GFsEnUw+dAJj7LzZi3ZB7NkQDvx9yMHbDyba0vkGvvvX8ycWc4T8PjN+8jjoUIQzCcIfqyg3mP/G2tJx4d5G+9TcwDmrKw4oHzGhEUzBvLUZfL5WDcbLFLzzgEZsApuNLyupdc0tW+5xlfYozmyxwvFjE+rz1WsrBZywreFWVl7en6XAYVA4iGGceLxUnEBCWPLI31fRPlpW2fB8hjj80rRYP6/Qc/BcJVcZ3RvIfluAXnt4NXz2tUTLSy3eDwdBHFKIt05AgRQPM6HGmkHDSjHObu+D546cMP3zqP3T3P8lCvIK5Jj/HJVo7na8DnCks8oxkS5KT5fF51Us4L3++ovvFYn3ADNXBQlohSGYxSUEK9FzDyvm5CynveIkeGeQy+5/aPjk5trX47ZIQgkUgkEolERgh6zBcLfejxxwfNfFzr7Zpott693lnCbJpxBLYwc+jBxEYe6gDM/RjjSJOTg46dHzlNyJdyX9ZbcP7eXhtFXIwNEtO3gDwHachMno9Yr2ypO6HnixruI0QlyNm42Ul8hueCnGZfmSEN5aKjtTLGRk+PnoHRV1jQe5rB841okxnKaElM0R+fr6tX7GnTS+3rsweRAESlVoggXGuiMDN4r0ZE0hyd8ge8lh0zmvXi9gTHpIgpbe01yWqVLURYGP3xtex5AxRceqiJgZGZ7lXPRmWst+f6Mtjq2c+Gra6pj+H7mCz4Ldw3EcXxK7xRtvI+RBTEnIRefpwiWJT49nnvYv3wOo+1Rw+djq02X9PG1eq2vdGOSf0NC5bNoU9xCTwfj+mBkeZhXgdR529xta4qibl+NlAz+LxgIzqDMu5X0KjoEGv6qZs3Y517XlxV5GM6esvI142Dg0GE+06QEYJEIpFIJBIZIehRStFsOg3OAGUwaQHbSg15zM4ypDUZNcv2eDd4stKJJ2jLlXkoehtU/9qazQZqZPYeyR63t2R5TEYQ2ILZHtOHm1cabPz2/d5jYPMmzgfV2x5ox7D1HJ4zdBbYBCfyn/bA2/7pzffnzTnjfFDBzrXRnnPm/T2Gp9v8UtFxMpnoJjy1G+Cf+JrRs7EHGPMFhjO9/Mg1ol6/PzY5IDvwbPz5Uy3fvI3cucd4DdUmnHO2vV2tVoNKjF1UCzByYjAHLNTbh6okJGxZhdAzv6mGOaZAycZIM6wfgxG1y1jLbHS2u7U10AVwdM7HdJ7aHiK5AdQCcKRkD/wOxvb6pmHTEQ+f88KoC9cP8/KsCIj15BbgV9o5XdrRdH7rvWjE/Q2uxEOuzsH95PUfjYjaGuXa5LXvx8pqkkEUCpwsRq/Y6r5v/71pf8z511pHKzVCZr1FCKiOerxYpFJhIpFIJBKJu0NGCDrMplM9cu1aWHC/3DzhyOOydrxZp7byn755c6Be+AS8LIMcAOb63OyIeKZ587aIHc3oNbxpcbJ5STB60UfBFu+YEuGHn3xyPYb2t72WiJDYYj48jKiE58weMPORtmYPUBNuRF01ldza+577UI8Dy3oymQxqlVl3zhpv94nYRwUDI0Ghn4/5tYcR3JLV6oSpDGVK9lmIPDUUCH3+boPtedsB45vZw/7cvQbNTHb0Zb8dc6wKgfNFL4wNm8KLRW38vFMqPACrfIW5CwY2IgehWzDC5D5AVUYoF9pL69bRmBe2KbrUY6xJjcFGS5xX5tz73+3Ze104YsYxRvOidv0PEP3x/rYQxTOWXRR02nmX/WeuDmFFk89vrGU5x7rH54q3XzTvfL4YPBd8/Q9xf4dSIdaw348+GlgHbPjDSpC+2mmgGou5XCDyZbCigfoNrIyiwmvovezsDKKXoaeA52TcY111RVYZJBKJRCKRuCtkhKBDrVWL5TI8ILLMaZXRQuxBC91g3b33HS2H2/v++xnkpUP7vr1eh0ZAr7RFDgBV8Ab1x2DN2loky5bdzmy990qO5BDYS9iGXjrbmsacWy0SeuCsRw9lPo95Q7XCFN5AqEeOeOFHiEqwNnxMBc/zENySLs99A2uKWgi7GCPVxgZz3N73uTiHuINz8V76XgbM/dIrO4J3zYgBvS166a5asSd00PEeGCHpc9nShkoNr4uRrohjSnyejynztPY0u2OzAmQbeVnmneeIJPh79gSpHRHePKJBz9y8eaI3MlLTH/MAbYgt8Jq8b7YFZx5/GxyESbeG2ZXQ8D4d8WKnQHY99OdxrLafp6GBsN09P6KyaaTTKLscch1wPiLCMKJsSsTzejodPOdjBhG18rruO81K0h4iIVxnXONzREtXq1XwljjuUANlvxFHSGazU6vBboeMECQSiUQikcgIQY/VaqWbBwdhNW/D+qIaXliGnRdLb4s1qvTwnUdiBzFrH3zMtWu3jHGJHBpzTZd3d8MzNb8g8tUjluMU0QqD1jdZ08wxm2M965S2bHGyKoIKbQPPsc2DR2RVvOiBgGvCvG/t8nb0umxlu5b3BvoEHCCvPchbtu8zJ0z09cZbyMdSzY/nY2yqXZeGNdLMG06gWyCdeOz2whhNIJdiCzlwVnrEXG88+2EXye3ZbKB+x22pVEmFRq5Jrh96p1QVvNFV2vD6TnAM5sY9HwOdgXasy46ctf4jhteNo3keSykl5oGcCPcFYLdLI9jxmJ+oNvH948qQ5rV63rwGbh4dnUSTRqJw0cMCeXzf71wPxli3yDmiWrXWAY/F/Q6iwqmdr6+fq1MmqNbievHYzEWIqA0idNuofun3zWdW8bqAgqWfWU+2SAifj+xjE8888GJq950xZVL/35ihH8l0Os0IQSKRSCQSibtDRgiA3jojmO88hgU57zxje+dzsERt6ZKpTm/LSnzsuU1lQo7teLEYcAS2keszCrwn73sXLGmy6MmD6HXRpbX3Ed34kFdlNQU7zoX3gHNgnTWjGvZud+A5VnXKi6grpprbQLmP6oJtu5voNEg1vSW8mVLKLazu/jxYL08N/hW8ir6aRLo1D9vP66BaY7E4YUujNns1sk9GI663ffed1frtmZf29l5fi9Uqeniw7v4Y0QTqFSxHrtUSx446fPf4gOKlPcLlanXCmUDe3WCEJFRFURPP6pzwSsF78Bj6PiVU0uOzZ+BVc30jymHwGhih2Q8+jNRV8rS/N/UF6RE5866DpHTivXr+PE+PtGinO7j6HI7m87h/HTlzNNJRLKpo+nPfiwbXwy7WNBVhQ4Okq5hgpIRcEnr8BHthGDOMJaIY7fM+asrKMHNM/F0q1vZRzKwySCQSiUQicVfICEGHyWQSVr50kmOm+htzqr3FGKxPeDT2Ii5DYY05YFv2Y5bamNXeW69LeJNzWNdkyTuaQa+S5xm13VYVbHNlD2HZef/04K6jWmIOL9qwBzfDGMnc91gdibAKGlUIe17EorOipc4rg9IY84+MHNDboGIdPeit6XTQc57eRcw91O6oX7GAl2pMOg9HOrlms26soQZoj6dta0ZzjJFKayM18eFdIVpFhbbd7hzG9O1jdhDFiejDhnrxHnG/jVQOsJPfstaB10mvmpGiOIf2eghPOMZibQ1HktpxIqLSVeuwl8E+eB4VHvM28tKMuEXtP3phcI33zHdWbDDqQG81og6+j9AXwPeweQAPeOwj/RYOj49jny9p0YOtnRYZmreaf1dhjfCafA3893X0ZxlEVNrnY11XbxnnCL+H972jGazCOEYkaoaxertJG9P1/f2YU7+SM8bn21ik6E6REYJEIpFIJBIZIegxKUWXdnbCso8aeqjB2eq01WaPYDqdnngBzUqkpWdv3J4yLdTIw7djPN2UCdnX3Mc82uCdjSmFkT1t79rWdORxW4XDDnKDkadq2zlfT0bsarUaeBWeF3sPoXUAy92v1M0P/QLUJ9vqtgcQEYaOJ+Dr5GgELXV6hvac7QnuIzLkcxkbO7Xc+2tyjPGOMfvZWdCg/gIRLP12HPufu9vb2ury556bW/Y9UgES/eFHKhq2Rljq/law1CeTQS948i4OkHf3NRjU5SMiEhob4L9E19E2H8HJmUwGkQF6W+R78H2DvSHs+e02b/d2PRGos2HMGaXB3LLvhu+XUHp090vU/JNT0EcUqb/A82O+3s+q4LuMPCf2RtZdX801R0R1Sy3CMWtra75Z9S94TW0su57jdszQ/2iv1OIgN6ev4w+tlJHqGqojsp8Iq5D6+6B/P/rbtONcPziI54K7MJJTYwzuxdlMH71+XRp5fpyGjBAkEolEIpHICEGPxXKpjz79tD7StOxtse2C6cqa4fBqJ5PIo63gGRtTWJ/mKdijc9/zI+fjoA7HenvmO3vQ86GCIZXGGI0IfoOtcpx/nBO8l8lkMmAHG2Skj4FVB8QWPB4qk0W/hi4/uYPoATvFDbgCyIkWeGErzE94gvZGraN+dDTwuqhRzuoJ6sizCoE5ZHbau9YiK73Xfoz88U3kuB1zsAYGEd0dsRbZcY0RGXtfVy9ditx2dIhsa873AZndhsfGtWb4PEPfoeMK9Nv3nRnZt5653tA0QCQs+kP42F4XHsOI2uJN6F1szWaDXg2sYIrOm6hSIZ8ldExQMWSweqX3kBlrote8qVNkD44pjuV10r7n9eOIwXTW7sPjuVbw5H11va0jO15bB9AdYCXHPuaa3j17yfAa9dt6n9vUOPH5j/B6uA6iv4r/B7RjWdnT5/bI1asDhc0xzpGvv6/R9f39rDJIJBKJRCJxd8gIQYfpZKIrly4NrLEnmxdzhFwiPaPt6fSkR0Hbll36tuHxh06B+QioNmDOmIqG/p69uiu7u0MvAuptPjuyxYX36YWGBYy8ZERFOiubXdlckXClRUx83lb1ut4pyPXHJkv8EB4Qmb70HLe3toZa9MjP7qGLGevNfa0859QhsOW/g3xfH1Fix0Urx+0iguR1YxuftezLkevPdRUVAxs8jLE6atbsU4t/h5ESdG9jX4otcDSWq9WgG6i/u4Pc6AHzt+xRAS912vbnSog9qGpSx2M2mQy0G6IiqG3r/K1h/oo9O689r21WAhh8XvQaHEtECI6wxozLYOpTv8DbFa4HRLX8OuvW9lg1kbeNY0N3gh6wr7ejU480DsW19jqItC1OeAMTRFeCVY/rHOqxuGePRq6N16zXk7vIRqdSRF6u7O6eVAu019g3+EvsozKm+BjRPa958KSin0k3P6HuiPnwOr4ystb2dnZSqTCRSCQSicTdISMEHVa16nA+P/FG4YXRAmTXw001va4qcO6U6m5RTYBuZR6DrVKq4VEb36zUWzxmeHLRxQ5M7KvNwzGT/wheRyi5Ib/r+VGLoNCzlLpOZ46ydKp1nLtNx2QHur6LYb8dWdq9ElnB9YuxwYIno5u91r0fe5D2Mga19Y7qdJoUc3givgZ78EJDPRGeIqM99koHXgi8t143fYL1y+6FESEBb2Nltv2IjoWPNcV94bH3eg1eGQtEeHhd7T0xRxo55BZR8rr3GvaVONhw7B7Hi8Vg7VT0FTgtF859zuEBGuyF4dfFanUS4XFUor2aQ2KPN2r9WcnS3jfviYqe9nK9znjt+uhgdBgFD2qFqAK9eUZAvEZdIRT19ubkXF7/7QqCS8uq46PGsL/ROFVWsARnZtAXAForRkQ30VOG2goF60wa9mDw1ZxhHVALgVEr8qAY3eW9H+vj8HCgRMiIsdfmFs6jlJIRgkQikUgkEneHjBB0KKVoUkpYdLTSyLpl/u7Szs6grvioqy3t92UMcqXwUg3mt8Mra/vrc820VHfgFYzlYckaN3yeY948rdft2WyQA7WlTuY52dBRs4uIiMcQ77fvr8DroK5D0dBzG6tgYM17MN3B9xhVdHREAez0Za0n+ekRtTZ61cdgTdPjH+tLYbDrX5+/pwYAI0BX2hq+DP2KBcZgJTq/+pj0iEITYWtrwHXg+VKfg33u/XloQaCenFEJ6tD380V+AbULPCZGAplDDg2J5hFHVZIVCxHl83Eu7ezo4ZZf97z4u6HMZ0/f6nfowOqxPXz16npM7fz8OXPlm6JlfR8UqYvOoEMrlRlZCRMaGm0/jlo4SrFs1+zgxq3Pwsl0ovn81u6d0fXUa5V9ZNp5XR/RUmFEgboNVKHs/56jsmNQTdPmjZoaY5Vg7ODJqBUrjEopw6qkkWqII+yz1rqx4uysyAhBIpFIJBKJjBD0WK1W2j88HPS9p3dyjLyU0Vtm9MKpZR9eBXKkO/SQqGoFLX96PovlUqs2vj10YbNFak/2hvOx7dXnxXraBbyNJ9u8ON9Z4SEuVquBdzWITrRXKssZ1CsIhi48ZudYQwUMrOr+PXY3HNM4mMJyZ9UFO8/twSMka31rNhuomdmj2XdfdlQqhFcFvYJNXQx7RAe6dm187kfz+QmLvF1vY0ypr1fUk8a5M4dguDOa4f3OV6voJd8rw/XHpGdIbQhyMaIXAqpzeC04P1uzWXAj2FHQ4JgMrtXoEsmojNcZeDB9vxRWjbD76RbWNaOX5PVQFZERGd7b/fmwtwO5JayIoO4A1QaNAygWblsjY9qep8fzuAZ+9vr+CF2R9noTEVVv58ij5yN6HFiDBJVQwWHZoMswiHjgecEqgqORKCfvB1/rXUS9xvp7SEOuA59F5JwdzeeD+b8TpEGwAfxn7rDMDkgy/Pzg+HgQVvPD8gAL2jebv+/wLOUuo0RlZIxxo7Sbbntr6+QfVFtMvlm2EdI9wk0VJCuK/bQxbyNsaTCkOO8IW2MSspQ0NmgIMGXAf4Dx8MKDrm8vzJIzY0CwQljO4EM2SkNBOmP5UB/WpQHHcKLPaw8GwgpzfUiiJ8ZgxDx227GpyuFIaJRlZfHAAmFtgdAwH4D+3tVmMPZlfEcI7Rp84N0Eqc7Xkk2BKA/LdMCm0LDXTEjvjqTpxkp/SRZ0g61LaOV7WgnlpmP4daz8kCFlGj4k/vHznhg59s+G4mF7WN9ja87XKr5vee6R9M2q1oEhcBNCRUwpeU1RsMnXgEJdNF787NvdQMZmCsXPnjD44GBEWsOCdWhuNIYtOB6T7nj+P2EDMYjgI2neuyES9riQlEEp5YtLKd9eSvmxUsozpZRaSvneke++vH0+9vO22xznDaWUf19KuVFKebqU8mgp5Ysu4hwSiUQikbifcVERgm+S9JmSbkj6oKRPOcM2PyPpBze8/3ObvlxK+VZJ39D2//clbUv6Mkk/VEp5Y631LecY9y2otWq+WAwlitFK1BajPW97Spd2dsLzYVtStoLtXjqA3AAAIABJREFUm+9IQ9IhvQ+Gace82FpP2roytB0eP8JzFDUZIx/eaNZ7L0Xbzw9JZD3GREwMhm1J0GFJE8+b89Z7ngyz2sqezTYv/zm8CdveLN1iaI4piT4iQZlo73NMgpopgk3lUdJJyoRezZPXr0s68fK2Z7MIVW93qR3p5NqEmIvTF53Mbz8Wli1SmIneve+BBy9dijSWt6F8NEv67I1eBsmUJaNMKXh+vY6mOIeDo6PB9WMZJlMGHhPJxcK9zpJAX6MTEt1J9MrjZGSMraoZVQhPF2JQlCfneuF9slqtTqIrjmwhmmJQenmGNR3rq/3tZ5W9dgp7efv5YhFphTmen6dFkNhEbRf3qKMSTO+OpQGlYUo4IgMjz4s4liMnSPP4DFa4fygh7nXSy0lzLVK4bhv34N7Ojg7n80gb3ykuyiD4eq3/Ub9X0udJescZtvnpWuubz7LzUsqrtTYG/j9Jv77W+mR7/69Lerekby2l/Ita6/vvfOiJRCKRSCQuxCCotYYBcFG5DOBr2+tfsjHQjvv+Usp3SPpmSV8l6S9cxMGWI16ZvbzeupY64Y7pdNCMJrxx5AJDxpRCPPAEmK+LckZ49X2OLcgq7Vj0UJj7ogdEuVzm45iXjbxTl5O1UAgteDZXYTklQUInxULItWAr2r71sPfBPDOtb173QfShHZtRjTFhkuOuFHQKEuQlkERZksSxce3Ri48xtTH0bae3QcDbREjtz5slrswpe5285KGHJA3LFDcRBckliRI/NIQiVyS8LKynBXgLBmVymQ9erVYD79qICAoaR0XZIaSZ99Da25GS7S4604+5J0wWe/KIQjrHPW+RQ4NlmRXXn/PL+2fT8zly4OCjcD0zMhLPQxAbZ4jmkC8UpaRtv0er1clag2AbOSSchyU8fJZdGrynvY4uof340Xx+0qbZ94k5BIg6ODLEIr+4Zz0WRDvMA/Gx545ibODVeCwH4J7tQtSIxz4v7mXZ4ceXUr6mlPLn2+tn3Oa7r2uvP7Lhsx/GdxKJRCKRSNwh7mWVwW9tP4FSyqOS3lBr/UD33mVJv0LSjVrrhzbs5+fb6yef5aCllHePfPQpVWtLNPI0YOpGaccIQ3rV5e9tn7KBBdmiFHFhI6HLEGDx526ZafSytPTs2SqTZXXH8HRZRcBWrMxPshytaujxssKB3ucB8q/O1+/BU2Z72Dj/EbZt7znS0+f7tr49FnNEKHEbeW2X9o0IkhhH8/mAG2Gw9fIKx4qyupG8LnkeFLbq1/ABPP3wytsr85VTXGeKRUWkQbeCa3mry2tPGNFBi1l6fP7bEq1jks/7YGVHy16U6/VeGPkIHu9oi2XzPRy1w3V+6cMPS5I+7tq1W953Dv3DrRrDuLSzM3ge+HrdNG+nqx7qX8lzOkL0wog8PcY6wbrpER4yqk9CHh2RNq7paIoFPsgEufVYX6uVJih9ZoR0gutH/hP5Pt6O0QhGCliGOZtOB6Ws5C0tMJZ49uhWDPgOiJLymdU3uIqmdyOiVhFlcnTaz+AXoDDRvqS/KOmVkh5qP+YdvFbSv25GgOG769a76QR+/8ELH2kikUgkEvcJnvMIQa31MUnfgrffVUr5bZL+jaTPkfTVkv72ne76jMd/5ab3SynvXq5Wn3394EDPtEY8B7DOaU0zxzxfLqOZ0TZyg8wf7cLToSSn/3ZTIFuC9hjCq9uQkw+hFLcnbsfoWb1S5y218yE3wBYtNQH8vSN4lrew6iGxukTEYGrPz3lXMN+n8OYrme5g8NLjoQDJLd/BnLEFNbkVlLBmzpQRBnpGs8lEBRESeiaURabXEYzlkVzxMVoy78KLXdU6FJxCVcRYoyHPscfodeVrxvw+58N54NVqFV6hPVpyaMjH2BqZ04FYkL/f7i9yByjLu7OzM5C15Ty4Rt2vY9fO8+AGS73wkDSU/O0bfG2RI4IqAx/poGt804+V0ZzwqBGJYb1+f68z1z8mImaw4di0807770c1VhvzlXYOoePSRWYYKVogAshj+Xr72vjejZbmiCA52neAyAJlpRfL5SC6GRVemPN4NiG6M4GH7nm8jPboAxEuP1dms0GUlg3YhGfxrItq3A2L73kjXVxrXUj6rvbn53YfOQJwaxzuBKdFEBKJRCKRSJyC55tS4Ufaa6QMaq03Sym/JOlXlFJetoFH8Gva63vu9uBFa8/eVnaoZLkeFap4bLyyM5sNIgM7I7Xpx7BQKVkaHlHXQlfa0AbUx+7qb/1dW8X20GyZz5DL20ae2pjBExiTNuWYJqXEnNhaDalQyILS4ztuYzZPg54hvfAx9bg+587ITuTpcf5xXaHXYC3F0CNALnWQG6THMJlohUqN8KZG8n3ep9tfDxoueT/IGRv2Spfd+gkvGWzwUNaDp0hpVUr7buHa0cM2+pbW9LrG1jWPyXw2MdYMjJyU/nvHOLYRrcmh7hdVArjeDyAiYDAP7iZQjrRc3dsbbHsEb9H3LBULWQkypsxoRNWKj9NdE95TXFP+y2uVWgeMlJGr47XoaCfPodYaY9iBZzwHp+Ay1tZNyHCTaxTPXURSJuBF9W3lL41Uy+yAz0TujflefhZ77FRd7KvS+jE6UjXrKqOMsYoPz2E/l3dT6fe8iRA0/Mb2+gt4/0fb6xds2OYL8Z1EIpFIJBJ3iOc8QlBK+RxJ/2+t9Rjvv05rgSNJouzxd0r6Skn/UynlBzthopdL+uOSjiT9w7sd22Qy0aWdnbDGoh4f+TdqDCy73Co9V+p7R+MbHwOe49YI+3WMORpNXJp1OV8sTqoAwI6NfCIaxxhsbxvbQW+fVQtszdqrPVLf3lELb2PvaaAaB8WxsXag0RQG59RzB6gOOWitjGN7zNQIYA+IBfZHrfZo5bpahTcZLGFHhHC92Q7ZiBbUqEceUw+kd79cLge1+UtErZjHZ1RnTKPd+7G35nO5Cf2LvU4LwTgAd4RVKN7XLurtWY1jDNjpI2z6o/l8UB/PHDiVSRm9OLDGiBX5mgcc3i7y2I5SXOnq0NkXZRsaIHxuRNMrVEZExGWkGiPWF6JAR/P5QNOD5+lj8rrvYy1SE8Njct8B5vX75w01ELZ5v6MayefBKCijVfTGGUEgZ2W5XA6af8XzjesEbeGNgS4BzsHnSmXMUMJcLgdtsH1vDpo1mVvWtZUfixqeBRdiEJRSXi/p9e3Pl7bXV5VS3tp+f7zW+o3t978m6VNbieEH23ufoRMdgW+utf54v/9a64+XUr5N0p+S9LOllO/XWrr4SyU9LOmNqVKYSCQSicT5cVERgs+S9Aa894r2I0m/KMkGwfdI+t2Sfr3W4f4tSR+W9E8kvaXW+mObDlBr/YZSys9K+hOS/qjWqa2fkvTXa63/4iJOomjt5U1gnRvTzorsX3tr+ynkyaKOGLkeYsBcRT16HekURst3tVqFFj/b8wbzGp4Na10jH9WOMUGumblCelCl4xCEIljzhB584IH1sbCPfXSE4/kbrEMea68cFRZdlCS8CKiU7SESQKXGQctUMLWpL88Iy9Hx8UDtcYe1zfBY9qjqhrU31l+AinR+f3d7e5CPX5kz0WnrSx0TH70JDjAvpeW/l9367+eBTPHb5TdPq/1n2+tjeHYTRAa8F0fg2G57ukGvg2OxEh29SY7RzP8nWv8Iagbs4r5xJOWZg4PgMbiawgqfN8FfiooIK13iOrMSaop7/RCRtP5cJ/DojbiuvifbMR5u9/CDzfMPdUUeC2Nna+/DrsMhc/30jFktMVgnft7g/MYUPxmhNGpXx8+qohtQjfQxHeVZ4doZjEKsEN2c4FpOp9NB1IroOSDSrff9+VUILk66+M2S3nzG7/4DSf/gnMf5bknffZ5tE4lEIpFIjOP5VmVwT7GqVUfzeXjOrBM1aEH2DHDqDhjeh6sOGG3w5+zPTYUtMv/pUT905crAS2L9fXgE7XPmjAsZumCPs8pgozIfcryuzfb57CCv79fQuG9joQUfTHko8vn8N3WHq4iYFHgZh7jeg+gM1MCmyG/y2lCZbNlptUekCPl4z2B0pGxjOoJnR/6G53UX3rwjU9XXrou0kDPAHg5q+z7m5237mEd4oex5QE2EUspAA8NelyM+XEvB5Mb8+bypmjjWj4LKj9NaY5ysnmAOnZ0Hfc2WWHMPtO6f19wFFPPoDpSOJGxNp0NuDK4ztfY9T1yjU0RKosqm7ZeVH/05kSsRkZ4R/Y3I95urBH0T67fsYw37Wh+BB7CqNZ5FnitqoTDaZHgdXW/KrT4G1VT5rDYYQdrd3h7wb8Y0TrhuqA466NOCSBM5TUYfFeBzjf1UZth23ukonAfPtyqDRCKRSCQS9wAZIehQa9XB8fEgf0UGN5W5oua71tGcNq3JCbzNsXy8PRpnnI+ROxrkf6fTAauVXrgxw3ktwa51bsweAbkGjBD0524mNXPgEZUAP4Ne+HJEVY+d2bh9eAKd0p09VOflySJmbwf2FzCoHTBgeuNce+s+IiL4jKqIU0RhPAtcez6GPWXnc3fovbv3xc2bJx4tFAQfbxr70U+iHXOGtWVPidd9jGUeevNtv5PJZNgxFF64t+X3qJEw5iFHh8J2TEfcjOhYuFwOPGGPhXX2rNyI6BN6NXg+P9Lm0xoD3s7XIhQxJ5MTLxFRG+9rrM4+ohf02lGVw4hbeJrdNeJzwudPzpCxj3VDrRTDPIa4dzHf9s4Pj48HSoU8Tx8jImBQHozun1Do3D6lOmVnQ5UTnyUxZ/C8Wa0Tz3yMPTQwRqpzVnjWX9raGlTqGJN2Pse4ruQhnBcZIUgkEolEIpERgh5Va2uN+cdB7SpyzX00gJYaPR2CHh91C6xcZsttifyVrUqroO3t7Ax4B1EFgeqJBY5lRO2/KyIQ3Qj2PfL1vQXtfW+PzIMte/N2Y6ztb/YMp4fDunx72j7OdudRb+E62tsgM5058YhGIDpBz9geQK/DIJ14d6WUmFPWSW/D86fWgfcZUQ5wKl720EOSpI9rr44Y0EP8b48/rg89+eQt81DgJRk7mA8zt1mlEGx6REbYyTL6Ekyng1yo18zeSK6c14A136xxJzchuiYiYtcfi8qVjHTMMYYV9uX5MDfA146s9Kgc6BQjb6IKKTzjtk08W9rfoSrpCFPnZfdjHdMUYORy2qnisWqGURmDETdG1ngv+1p6LfNeODg+HvAKDM4LFS6jigbPCVZ1cb8REcD7x4tFzCX5T2P31sCLd8QM+gJ8rrIraB+ZXCLyY/A6OurA63xeZIQgkUgkEolERgh6FN1al8saX+fFjZv2KJtVfnVvTw9fuXLLd5hXo0dI65x5Sns+zvu6Ttk91qO3fefFM/dL65FaCIfosU1GO+vr96xvgPpbM32P5vNBbT9z5aztXyJqwbzjmMIYFQo5H9Pp9CSXCY9nC7nBCSIEh8jTUU3POEJlCFXmtmez0by7x6YRrXJzR3i+xhXoXnz4iScknXhlHsONg4NBV7WoYEAd/gEUB6mz4Hnz2McUMOmNHs3ng5y2j2HVvzmiEVHrjXy2vSzvzx1Kfb7k1tjPmnYRAnrAM3h0hmcn1onfx1pkJ77oGYGxxPE7RTp6gsHwb3/7fKOGHRoioUOB9UV+hDkmPVeFPI0Bp8AcClxP8jhYteE16OfN1VZ9scUIZDdn7EJ4AH0SKlHynnNlA7k4jnKakXGE58otiqhWg0Ska4yX4LF5zGOdOclJiGvWxtRrirAqhmuVXIj+f9XRfK4V/u+cFRkhSCQSiUQikRGCHqUU7W5tDbqcjdU407NYLJcDTX56SYO8EXqsh561c+22On0M1LAyb3tlby8iGR43O+axTpw5X9a28lyYpWJ3v1WtA25EfNfnaaUwM7BRq0xeA3PPobtPZrO91fb3crUazP2g37utb+eM0XfB18JRD6sfLhG1MMbUBXuEhY/5GbtG9D7trTtvTY/a0QCv5VVXd79ATtyg7nvo4MN7ix4WYHTHOfDvLkJFL5RVNVQUpP67x+yxjHWFG1S3ILqzWK2GnRXbvncQQbJHeNRVE/Uw38U6BFdbrtnbjVVIrGodVI9wjQYjHzl2PqN2UdO+wrFY695fe1Z6LBFtG/RwgBbCEbplUtfDsA4D+7f0eW9ypAxfT8818/jsTBtRLOTvDUYqN+kUsC+N77VFq64gX2MPPR+oe0J1QfJDfLxLs9mAv0IOxBEiS31Pj7vpZZARgkQikUgkEhkh6FG1tsgiZ44OXFRFo4V4vFiEN25QSZDWG9XyQvcbiof2Xsi+dl7O1une1tbAGh6MG8xkdrkb61rm+mmObRPDlTXtU+TT2N2MOXLmcQ16gEZ4N/aw2vtbk8nA297q84UdDsEOZ74+rrfzsOB9+BrYM/Rx9w8PY47pqR1CoY+qh77u5EpMEFmJc4OKXq9OGTlw6AbQi3Z+dgce7pzeOTpX7pDvAu+99+apCklmO73L6GmA7ceiP7yPqK64PD4eMPk9x9YRoMc3pivPevQD5LsNdiKcTae39NqQNFC09BiYI9/FteFYvMqsxzGmKlo77ZTo3gq9fz4POV9UA5wiWhFjx7F9TRbL5aCrY3BooHFg7lSMH+fNqhxWQIQ6JyJ0PV+Kn/kpwZz/pLuO/XwZjHIERwVVBp5Hj/GZ/f1BtGWsaycjsZuikXeCjBAkEolEIpHICEGPoqYlYCYr6mxplUdOqMvFM792CDYrWebMP1MbgFGIfqz9+8HkXiwGyntkHNOrpGUf9cIj3os948gdb9BtiBwYLPOe/d9vQwt/2c2pNNRnoPW9YmSg3++IZ+e5pqc/UKhDPjc6jDnHSHY2PMTjxeKkiuIUjgnzilEhMaKSxojDWNXGpFvXwRlBlMaImnbM/RgT3t6Y9+JjUkNgvlyeeKOomx90fENUblAhgnUz1neEfJieq8NqmqhMgAc8FlnietlGnptdQ3lPLJfLwbofO5+IoI30tuC+ef5cX32U03oZrC4gk50dNdmx1KCiJfkipT1X+46DrA45RKQ1zgd5fc+DtQCoLktwHnhtp7XqGByKLRyTHSV5//B7EeXFNaOOiXE8n+sQEdOYU1cwtG1Z8RC/n1OPICMEiUQikUgkMkLQo9aqeVcpwPpsmbENj9Ae0PZsNtAqsJ3mfV1Cn3tbdjfR55yWGq1O52sdtejz16zpfabpA5DZHmNoHsKg69ZI3b5B5uuqy8MRjErsjWgkUGkr/h5hro95ypu+G2xv1o07IuLza9dwYs/JXvbIWOkx0gtbdZUOY5EA1nAHWxxsY3Y/u9TGyp7s5posO4/a45xBN4JrLxQXsQ/2YbgBXQM1PssMXowxm0yiusRjue4OeOBYDK4ZrveYxoY9KUbotqGIOJlMTrZFHpbe+YRedTufFdjiPt/L6EhHfkyo621vn3QzhBf6NLr3+RlDhj7r0A3/FfMHzzl0MKbTwb1zWodAz+GDDzwg6UTb4BAs+kHnUmhJ9M+JMTY9Iz4xTz4/9hFo71PR0GuY+gNe6z1nKSpURqIqHGPwdkZ0HAyuq7jf8L3jxWLQs2W7Pd99v7NazZgvFtntMJFIJBKJxN0hIwQdrEMQ7HB0GqNamNxpq7M+j5F3owUXFikUCWMM3Vg2gR7QAZXKptOoA2c9Mb1Tg5rjxhwqWYNa4PY31dYu7+wMareP4QGOKTOyN3uct72vtl93krMVzrxtnye3BrnnzKp2zzTviznP0Itv27m72wEqQaI23hUk8Ax6b4xqiHFeXRWANK4BEV3O2ryQfewx+297HfY0V6uVtt0fAnNu5jaZ3hHxwFhCFQ1cC+bYw4vpKinoHc4ZZYB3zSobdjekL2TvlbrxrAzqveIxng8jBNvYF3s6ONrhc/Ma9bGofPng5csna2kkKsmOg3vgNYxp3ZP/MaaKV2sddFSlroRBlcBLrkaBXsUhIo5U5fSYjzsuDqMwjlr5mA+3aISjDJ4vR7l8XXfRWZDrjMqNC/Qj2JrNBvob9Map0On5Y3R4ECmB5z5HFKA/zhZ4KdRhIZekH+v54wNpEGzEPggqUYbXPieZqC/piRscN7r/mbBEi4IrbKDDkLgXrkOJU4TtppNJ7OM6yueCqAWSTx/a7s/Pi9E3l2+US13YtccgxdJtu4OH5oTlhbj5Rku82mu0nkbYlqHHxXI5+qAn6ZLhaP7DJ2GL/xjCEPDDrSMPbVEgBw90NtQanA/K9BiOjLG0z71O+n/ukXbAtnEdR0r52GKXY6DcMEsIe2Kc5zpaD1MYBucTbZ5HSmG5SuIf/hg5sbvP+E91IDE7Qsib4v4PWeA2xoeafLkN0TAo2j9Ki+gsVquBkXATAjscG/+hDaR3+Q8E9xHXX5/OimdX+y6NDTae8p4j1QYDwWTF/h+/1BkU7TmyWC4HBgDbEpPoGoYxynadQuW14zphWmDT84ZlllFODGIsRaJ47xp8xvvZeAnk5elkcrIuRspz2aq7F6grG873rMiUQSKRSCQSiYwQ9FjVqhuHh+HNs/SFljQJL6vVahCSnCKkTRGT8FJQNufQGLdjC2NHCvrSFVL6SPJi2HYKwSHvy8dewjpluN547KmnJK2tVUZPBiVbG4h3/XmxHIgpEnp3Dh0OxGA6r55iRmzeYq+SoXNHNegxjInCDMqwaj1px+rQP0KVS3iI3KcRMrNtjJ5zE0dDTrbtv29V6/E/jegBzze8NBAAKfDE8lteK0ZUJl3KYIp1QA84thkp6WJZJq8hU0+8VpNSBhEeg6QsygszFcfGWix985js9R13kUem0OwZe+6uN7lctv+mOFicAyJvPJdN68lriWQ5ji2krZFKopzyMaJ2BssPF9164VqK9uhtn0/DI47z88695tp2+yj/prdO2e1ejpoicpzzseglo1q8D46ROpgiDdA3OPO4KAPO9A6v/2q1uquUQUYIEolEIpFIZISgh2U8Iy830qrYIPVm2W1rsIwq2vNCJjdKv+zhtO0pxMHSL/MdPtK+f3B8HHwC5hkX8IBJ9KMHbbAt7BgR0DjucsWeI3pqzJ0P5nak1KtvEdp/byzHvre9PRBtobdgLOEZsAEKPV6D3hg5BTvb26NEJUdbghPR1gU9HEZceL4UAfL+nKd1Pls68ei85ugh01uPNbjx7IfS2NuILOx1+WBK0/puWcBLjRJJrH+OgYJUbOBE772Xeg0OBLgDzkNTgpeciEGOHevK+yEXp19fvv+NQYmi74P2OUvX+Kxi6STFt1jeWms9KUMGx4brwvC6eRIt2D1Pjm6aKzHGczAWq1VsO9bUKrhXEIfzeuKYGd0ae064nLmfnxU8e0YtB6WP3he4ASxLp7S5wWff0Xw+uL7yMx0RUoqDbc9mOprPBw24zoqMECQSiUQikcgIQY9SiqbTaXhVYyx8egp9DpVysLZQx/JzLDvabXl779ueom1Iv2+L0NbltSYKs7O1NfDYDLY59t9RNgjhognys5dQ0hU5+La9S74Ojo5inxyDv2OMcSrCIxxheodHqFsxkCZdrQaVHga5Ff7bWfy5BZ1GJH5ZGcBSuIj2lDJgz4d8qaMuZIOD2e9rRbEUsziCVQ/vK65l957XpDkiM5RH0Ttl6Z5z4bE+KKyCHHofqWLUajBORNJ8TJYTsj0487703o2+3G6ssoNcIZbw0ePl9+21RqWHW/WCm7S9tTXYNmSfcS0Y6aBXzlw5PUxG93phNHJnGMUjnH931MnXJq4pqgsiujkyX7PJRKs2PnMHerG3fry8L7hGGc09QATBXrqfl362+Tl7vWssxLkbNC/Cs2pMLjlk2hG1WOJe8Llc3t3V7sj69l1DHktUTs1mKUyUSCQSiUTi7pARgg6TshYmYgtJ5ngohtN7QrbQmTckQmgE0rPRvGKkRS9zq5ss5MifQ8SDDWLo2dpzGeMt2DOwlT0DY763THfA+j4Cq55MXXrVtKbJAxjLbzKPv1wuT6IVFhJh/Tws/SU8wmi9C4+JVRY+Z9aATyeTQUvqQe4cY7iCtUVBImH7OXKjvqaXO22AiOggwkV2fPA+RqRWqbURbcKRM9+UKx7zWH3dj0eu82Cdg+cxlu8dSFt33i/XA/kdrMqhygb5GwMdA9TdG32FBRsJDTRBPC+4d42x6oxNGimbxj4p5UQOHVFNerA+hit6fF5xv7R9mxfBaARF1XrhLkbM/Op9j1UNcK4ZfSA3gVokxPZsNhpdoSAbozFzRIz9vOC1CA4CeFTGvNNO4RokgrfTRV+yuVEikUgkEom7QkYIOqxq1eF8fqIWBg9yCzW+kd91VKDLMUWOy6zfEUlOqlwZA80AeEBkV/feiS33y8jtHcHyJb9hTAbV1vnxE0/cciznjqMRi2vql0tN4C3RG6eXEIpkyFPTywxvlGpxUBXclEtmdIXqcEeIHKzgITAiQM+JrPz+GrKqgq2U6fmRO8AoDLkEfD+Y8Z0Xu8T1fLpJOI9VfrBShOxoj91jnI3UwEeUa2trkOsPFj30CQbnBRlcg5wSzktIwGLsx/P5gMk+5o2N/R3z1d4PL639zWs83xDluYRWwMw3LzC2gQx52w9z61yTR8jn99f2tKqhAe/FUZqRqMMYdqFvMsOzURrOh5/Bx+C5bGoI1J8/Gf2ee9/rH236DjNEMbam08F9TmyqLuvPg/PH687n7A4qRMpyORr5izFgnfdVO8khSCQSiUQicVfICEGH1Wqlg6OjQT7SeSxbk7b0bIfZWr20sxN5dsPfPRipLzer9joa7VCJjPujMp8t5J2tLT3YtNQN5sCZ62Jtc+QEkXc7RA2sLVprITzZrO75chkWOvOzY3X0HKvBz5nfo3raNsbc/85cub+7Dc8wGoiwFviM2GTVcx4MMpcPwbWghjmjHGM5ZB/5Rqey6GOzH4YxhRfKqgnqN3BsHoPXNPUceu+F7GivOXvIwfOwhwsVxSWOFTyQNrZB5cdIdUP/3hwRHkaAxio9CvZDzgq9XY95d3vBNYHVAAAbQUlEQVT7lghOvw8q90XbcOhZBPfA84e1TMY876/FahW8itDFx/ywqsr7uo71E2PCec67Z1N/nJnPpVV33bIPR60w5wYrP3ierJhhXn+wn+46MAKwi6gVr5nPb5RzguerwSiYsVguB5ViPD8jngPduhlTUjwLMkKQSCQSiUQiIwQ9lquVnr55M7p0uZNW6F4jt7S/od6WOSlyCXbhLVAffgYPqe9i1R/Tr9E2t33/2pUrA36Cx+Jj8Pzs+ftvg3rhA9W8kXzv9mw2UBKk5xNsYuQtySKmvr7BGnB6yr0OO/dNa5tdGhnFOQ08R3rO/RhYT079/7EKkNPyumNcAuPw+Diu4xhvhd7TWCWHMdCjQHUB6/L786D+Bo81Z725ORH4/ijLfuScuAY2gXn4weeYc543+QxzeNa7XR2/WwgzCuN9Xm318tFCF1E+RqNYfSREEm533mzXa/CZRLVDtvdlJZGrna5atwBR1OVqNVjP7AzoVuVjKqPGBPcLqxAYBbud5sKYQiVblMd1RtSCFS+M0BqhMtlFdaLrbfsOI8+haQG12elkouVymd0OE4lEIpFInB8XEiEopXyxpM+T9FmSPlPSA5L+Ua31KzZ8962S3nDKLn+01vpbum3+B0n/8Dbf/2O11u+8w2EPUJonZ+vcVpgtQlu29DJudux6WqTBaLc3jo5nzG15ezPAx+qOIxeLc+gtvFA7hEdIvXtWU5Az4LGR8U+Frt5T3EWFA71uRgacxyydZ3/LKyIlA88Y59BbzGWEpzCmTDdW82t43+xFznkxqoZ97AcdET2H6NK3j6iNQX0GcjOYrzSzWzqp9b9bUJ9goPDn+vzO+9rGnE/hdY4hKkHA3/GZ+N6kwiH3epb86lkjQ8xXj/UV8OqgpkKtNcZHDQvf/6wEMQruD0ctogKorU1HI6h8aMym00E0yTgtUsKxTPHsOwDfaRf8h1u6SKK2f9CbxJ491vmY5z+aa/czjhUwDf38MHoQnJj2efRnQVQvtkdF2W7Hmej3S0wnk4HGA6OYtftufx6llHV/hnPyCC4qZfBNWhsCNyR9UNKn3Oa7Pyjp/SOffaWkV0j64ZHP/7mkn97w/k+eaZSJRCKRSCQ24qIMgq/X2hB4r9aRgneMfbHW+oNaGwW3oJTyoKQ/I+lY0ltHNv/BWuvYZ3eN0pQKw9qEhUhvnprvPceAeeolLFLWFbOXtuHPyRUYy/ceHB+PqrXRw6ceNjUDwpNp3x/znOjtHs7no5yAYFqDG8D6cubCB5wMRA7Cw27b93k5ejrhXdmrggcw1tXQoI6+QW0Enkv/O9XOIk9LRUMw4I3QxkDntTHmcv/eaRGQO8VYzTS92E010tQl6NnSm0At/zFva4zXcTc12mMYqAJiDFTo8zxdnkwiv+7reAjtekY0poigGRNEWshRGuhTdM8nH4F5dWPsHjXGopg+p4da1ZNfzYvY7SIpvg9C06RxBnxs59D5/ONaZu8HevecT/YxKaUMK5nw/PBzw/8PHPXdRZSH/RUM8sYYVa61DsbNKi1Gqcc6cN4pLsQgqLWGAXAXD5uvlLQn6W211scvYlyJRCKRSCTOhudTlcEfaa//222+81mllDdJ2pX0S5LeUWv94EUNoGht1R0iv0+rMnJLGzxJWm5kBdsDoAcd1iKUtmhejdXtO0d8aWcn9k3dAFq6/nsXtfC27COPBatziihH6K13DOlNOvb9MccU14yBvjc8Hn6PXil1+aVhvwTWeN/Ouz4LyBvpry3zkYziUI+AvI4xnPa552v/6GigvX8axvTvx75H9nV0idygCcFt3O3utLENPCBoTIzlu5lrPW3e7gSMWk07Lo10Eq1yHnjevN+D42OVxhFgFQWrDbi+z5rfD08aEcn+8xUiGcyrj/EuxtTyDD8//EpPOca+XAZXxlomN6FlwWcxn5tjPTLmuMcJRn83wWvFugvsuMmoy2n9Vhg52oVmy3K1GszlGO/J6J+ndxMFe14YBKWUV0n6dEnv6aMNG/B1+HtZSvkuSW+qtR5u2mDDsd498tHteA+JRCKRSLyo8bwwCCT90fb690c+f5+kN0r6V1pzFa5J+k2S/oqkr5F0VdIfuNtBrGrV9YODgfZ4ePPte/S0erXA6BUPFSt/N6xBWP7GWB6aHpAtyEuttte9yXe2tga53LCyEa2wVU5Vr10wttm1i1oL23jtj8ExUGmO2IPmA1nHp+WKg9HbKRaOqXydFn05K8Z6HXgsl3Z2RnkH1Ng/S7347UDvI3oFrFYDr/i0iMh5FRoHio/d+9RX8DaHYOqPgfnsCSIEY9/nGC8C3nfo5kMbgxEoduh75OpVPdDuW19vM/K9TlhFsKlHRw/ql5DfsQnkOU2wjxU83i3kyBntnPL50FcTbMCy1oFioI9R4X2Tx8X1EuqyI1oKPOexqoRN2zJaw+f/lju0Ym2etqYZVV6uVoOqJKqHRlUKohWLu4gOSM8Dg6CUck3S79NtyIS11ndKemf31r6kf1pK+beSfkbS7y+l/LVa68+cdrxa6ytHxvFuSZ99Z6NPJBKJROLFgXtuEEj6CkmXdA4yYa31v5ZS3i7pyyV9rtbGwblRStF215GNuXjmNzcps7E+ll7YAdQBn2kegS3AR65elSQ9ePnyxjGQ0bxJC2GM9R0cAljXpzG/7c2zNppM+U15OEYPKjwARiGYf6NlzJr3MdZtr23PaAy9pbGxnBXMFXp/fee66HfRuB7U5h94HW1fZ+U10DMcqKtNp9FJjip3VBzk53cKj5218PPFIqJSYyxxRjj4PvUXGEEixvYznUxinGc9z7F7j54zI0Zcs+YS9PfqaTiNI2HEubDCCB4ynwGbPpuM3A8T8DGCB4LoxaSLkEnSFXc5RKXA8fHxoP+Dwfvfa8pjDF4GNB74XOC8jfFeNq0F8hTG1iLnidoH/P/hMY7xI27Zl6MxiD6ddV2cFc8HpUKTCf/eObf/SHu9fAFjSSQSiUTivsQ9jRCUUj5Ha0Gj99RaHz3nbj6nvf7ChQxKQwuNetHBBnX+svvc3tAnfszHSFJ0HrQF96EnnpAk/eJjj6330axK1+i+5KGHJJ3ofjuvZ/btoJ/5hjJPW8/RdQ4ePz1l5rUNW8/UbmdudFONM3Nfwt9jXlnMPWpzvW9b2YszMuVvdyxWUziS4PNz1OWsYP5/q/Ni6BHbW3qg1WRHvrFdZ9djnxX0DIneU95CZIsRAh/5rJ4zuQPhAYI/s1ytzsxXWI58byx3TIx5bcZ5PKqxfhmuke/VIKWTc+CYPV8ffuopPQVF0oORaOR5+S3hIVO/A9yETducdg320WkyznPk+96f/+n0Ub0j6C+w2+sCEa8FuoGeNuaxc7xdpGQMYzo1jBwF879tR44JeQyuxtm0No/wP4jVWTz2eXGvIwQmE96u1FCllN+84b1SSvlzkl4l6XFJP3Lxw0skEolE4v7ARfUyeL2k17c/X9peX9X6FkjS47XWb8Q2VyV9qdZkwu8+5RDvKqW8R9JPaK0/cE3SayR9mtYOzZfXWp+52/NYrVbaPzyMvJQtQOfAbLWybr9n69vr/PgWIfiYxgmw/WlG8n99/PHYRpJ+1cteJkn6lE/8REnStcYh8Bg+/OSTkoYd1mxNmnOwt7096MplnkKFut+YNe19+rzMEnYUY4y/0Ovukw1Mq3oMtHC3wPClZewzOI/H5/N62cMPSzrpyubIygfbNRrrJzCG29X7uxrEkSNzRqJfRhvD8iPrTFjoL5xRRXEMx4tFzN3HXrsm6SQyYrAueqyHPEFN/9vVdI9te1ZEpOOUCMBFKhIySmX4PF2f7ldj0G9gw1jZJ+SszPQ7OUa/v7N60LeD7zVHN6IioH0e0bD2d/RjMGcF3v/+0dEtXJdbjoVoJ3vBnKU3xSaMVamcpQsmv+P/D472+bxZvTXWT8LoI3VjvKS7ed6dBReVMvgsDRsWvaL9SNIvSvpGfP7lWuf9z0Im/FZJv0HS6yQ9rHVPnw9I+g5J31ZrvbB0QSKRSCQS9yPKs6Ht/UJEKeXdW9PpZ7/koYfCgrNla0tvD926yHCVTrzoX/3xH3/L38EhaJ7+BxqHwN61PfzPeMXahnrkgQcknVjRH3lmHQD5pea1WuvbFrW9vp2trRjvkzdubDyP2/UA3wRbrg+1MYVSFxS8yCCXzq52dy/huadn7Pl7NmCvwusjutK1tcd69Dvxuk+D18xOp9UgneQwqdSZWGOss+RF7vv5eH/cLcytsObCZVQb9NUnrqby32dV1byX8Hk5qut18dH2zL5I7Ys7wE+NldjfDveaQ5BIJBKJROJ5gIwQNFiYaDqZ3DVTU5Iebt60PUDD3vrjz2ymPNj78HaORpiFe8N6AyM1rw/s7UW++U6Z6qfBXowtfB/nTnPsidPBGuZE4sUGR6i2Z7PI4d9pZU9iFOeKEKRB0JBKhYlEIpF4kSBTBolEIpFIJM6HNAgSiUQikUikQZBIJBKJRCINgkQikUgkEkqDIJFIJBKJhNIgSCQSiUQioTQIEolEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgSiUQikUgoDYJEIpFIJBJKgyCRSCQSiYTSIEgkEolEIqE0CBKJRCKRSCgNgkQikUgkEkqDIJFIJBKJhNIgSCQSiUQioTQIEolEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgSiUQikUgoDYJEIpFIJBJKgyCRSCQSiYTSIEgkEolEIqE0CBKJRCKRSCgNgkQikUgkEkqDIJFIJBKJhNIgSCQSiUQioTQIEolEIpFI6AIMglLKI6WUry6l/EAp5b2llINSytOllH9TSvnDpZSNxyilvLqU8vZSyhOllP1Sys+WUt5USpne5lhfVEp5tO3/Rinl35VS3nC355BIJBKJxP2O2QXs40sk/V1JH5L0DkkfkPQSSb9H0ndJ+sJSypfUWqs3KKX8Lkn/TNKhpO+T9ISk3yHpb0p6TdvnLSil/AlJ3y7po5K+V9KxpC+W9NZSyqfXWr/xAs4lkUgkEon7E7XWu/qR9Dqt/5lP8P5LtTYOqqTf271/VdJjko4k/bru/V1JP96+/2XY18u1Nh4+Kunl3fsPSXpv2+ZVd3ke7277yZ/8yZ/8yZ/8eSH/vPs8/wfvOmVQa/3RWusP1VpXeP+XJX1n+/O13UdfLOljJb2t1vqT3fcPJX1T+/OP4TB/SNKOpLfUWt/fbfOkpL/c/vzauzuTRCKRSCTuXzzbpMJ5e110772uvf7Ihu+/S9K+pFeXUnbOuM0P4zuJRCKRSCTuEBfBIdiIUspM0h9sf/b/yH9te30Pt6m1Lkop75P0qZJeIek/nWGbD5VSbkr6hFLKpVrr/injevfIR59yu+0SiUQikXgx49mMEPxVSZ8m6e211n/ZvX+tvT49sp3ff/Ac21wb+TyRSCQSicRt8KxECEopf1LSN0j6z5K+8k43b6/12dim1vrKjTtYRw4++w6OmUgkEonEiwYXHiEopfxxSX9b0n+U9Pm11ifwldO8+av43p1s88wdDDWRSCQSiUTDhRoEpZQ3SXqLpJ/T2hj45Q1f+y/t9ZM3bD+T9ElakxB/4YzbvEzSZUkfPI0/kEgkEolEYjMuzCAopfxZrYWFflprY+Cxka/+aHv9gg2ffa6kS5J+vNZ6dMZtvhDfSSQSiUQicae4W2GiJurzzVrn739S0sOnfPeqpI/ozoSJPkkpTJQ/+ZM/+ZM/+XOWn3MJE901qbD1EvhfJC0l/ZikP1lK4dfeX2t9qyTVWp8ppfwRSd8v6dFSytu0li7+nVqXF36/1nLGgVrr+0opf1rS35H0k6WU79OJdPEnSPobtdb/527PJZFIJBKJ+xYXEB14s063Vh7dsN1rJL1d0pOSDiT9B0lfL2l6m2P9DknvlHRd0k1JPyHpDRcU5cgIQf7kT/7kT/68GH7OFSEo7Z/hfY8sO0wkEonEiwQ/NVZifzs829LFiUQikUgkXgBIgyCRSCQSiUQaBIlEIpFIJNIgSCQSiUQioTQIEolEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgSiUQikUgoDYJEIpFIJBJKgyCRSCQSiYTSIEgkEolEIqE0CBKJRCKRSCgNgkQikUgkEkqDIJFIJBKJhNIgSCQSiUQioTQIEolEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgSiUQikUgoDYJEIpFIJBJKgyCRSCQSiYTSIEgkEolEIqE0CBKJRCKRSCgNgkQikUgkEkqDIJFIJBKJhNIgSCQSiUQioTQIEolEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgSiUQikUgoDYJEIpFIJBJKgyCRSCQSiYTSIEgkEolEIqE0CHq8/F4PIJFIJBKJC8DLz7PR7IIH8ULGM5KuSTqS9J/v8VjuZ3xKe81rcO+Q1+DeI6/BvccL9Rq8XOv/Z3eMUmu92KG8gFFKebck1Vpfea/Hcr8ir8G9R16De4+8Bvce9+M1yJRBIpFIJBKJNAgSiUQikUikQZBIJBKJREJpECQSiUQikVAaBIlEIpFIJJRVBolEIpFIJJQRgkQikUgkEkqDIJFIJBKJhNIgSCQSiUQioTQIEolEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgkSaWUTyil/O+llP9WSjkqpby/lPK3SikP3euxvZjQ5rWO/PzyyDavLqW8vZTyRCllv5Tys6WUN5VSps/1+F8oKKV8cSnl20spP1ZKeabN7/eess0dz3Mp5YtKKY+WUp4updwopfy7UsobLv6MXni4k2tQSnn5be6LWkp5222O84ZSyr9v8/90ux5f9Oyd2QsDpZRHSilfXUr5gVLKe0spB21+/k0p5Q+XUjb+77vf74PZvR7AvUYp5VdJ+nFJHyfpn2vd+/o3SPo6SV9QSnlNrfWj93CILzY8LelvbXj/Bt8opfwuSf9M0qGk75P0hKTfIelvSnqNpC959ob5gsY3SfpMref0gzrp674R55nnUsqfkPTtkj4q6XslHUv6YklvLaV8eq31Gy/qZF6guKNr0PAzkn5ww/s/t+nLpZRvlfQNbf9/X9K2pC+T9EOllDfWWt9yjnG/WPAlkv6upA9JeoekD0h6iaTfI+m7JH1hKeVLaqfMl/eBpFrrff0j6V9KqpLeiPe/rb3/nfd6jC+WH0nvl/T+M373qqTHJB1J+nXd+7taG3BV0pfd63N6Pv5I+nxJv0ZSkfTaNlffe1HzLOnlWj80Pyrp5d37D0l6b9vmVfd6Hl5A1+Dl7fO33sH+X922ea+kh7Cvj7br8/K7OYcX8o+k12n9z3yC91+qtXFQJf3e7v28D2q9v1MGpZRXSPptWv+j+g58/Bck3ZT0laWUy8/x0BJrK/tjJb2t1vqTfrPWeqi19yVJf+xeDOz5jlrrO2qtP1/b0+kUnGee/5CkHUlvqbW+v9vmSUl/uf35tecc/osCd3gNzgPP719q8+7jvl/rZ9mOpK96lo79vEet9UdrrT9Ua13h/V+W9J3tz9d2H+V9oOQQvK69/qsNC+e6pP9b0iVJv/G5HtiLGDullK8opfz5UsrXlVI+fyQ/52vzIxs+e5ekfUmvLqXsPGsjvT9wnnm+3TY/jO8kzo6PL6V8Tbs3vqaU8hm3+W5eg/Nj3l4X3Xt5Hyg5BL+2vb5n5POf1zqC8MmS/vVzMqIXP14q6Xvw3vtKKV9Va31n997otam1Lkop75P0qZJeIek/PSsjvT9wnnm+3TYfKqXclPQJpZRLtdb9Z2HML1b81vYTKKU8KukNtdYPdO9dlvQrJN2otX5ow35+vr1+8rM0zhcsSikzSX+w/dn/I8/7QBkhuNZenx753O8/+ByM5X7AP5T0W7Q2Ci5L+nRJf0/rXNwPl1I+s/tuXpvnBueZ57Nuc23k88St2Jf0FyW9Uuv880OSPk9rMtxrJf1rpC3z3jg//qqkT5P09lrrv+zez/tAaRCchtJes0f0BaDW+j+33N6Ha637tdafq7V+rdYEzj1Jb76D3eW1eW5wnnnOa3MHqLU+Vmv9llrrT9Van2o/79I6OvnvJP1qSV99nl1f6EBf4Cil/EmtqzL+s6SvvNPN2+uL+j643w2C0yy4q/he4tmBST6f272X1+a5wXnm+azbPHMX47rvUWtdaF0iJ93ZvXGa53rfoZTyxyX9bUn/UdLn11qfwFfyPlAaBP+lvY7l2n5Nex3jGCQuBo+11z4sOnptWh7wk7QmBf3Cszu0Fz3OM8+32+ZlWl/HD75Q8qbPc3ykvca9UWu9KemXJF1p803kc6tDKeVNkt6itZ7D57dKAyLvA6VB8I72+tuoXFVKeUBrMYoDSf/2uR7YfYZXtdf+ZvvR9voFG77/uVpXf/x4rfXo2RzYfYDzzPPttvlCfCdxd3CFEw3fvAZnQCnlz2otLPTTWhsDj418Ne8DKYWJlMJEz9U8f6qkhze8/yu1ZkVXSX++e/+q1t5RChPd3by/VqcLE93RPGvtLb2oBFnu8TX4HEnbG95/XZvnKunV+CyFiU6f929uc/STm549+G7eB7WqtBO4b7FBuvg/aX2Dfr7WIbdX15QuvmuUUt4s6X/UOirzPknXJf0qSf+91jfd2yX97lrrcbfN6yV9v9Y33du0lhL9nVqX+3y/pN9X7/cFvAFt3l7f/nyppN+utYf5Y+29x2snqXqeeS6lvFHS39H6Yfh9OpFs/QRJf6O+0CRbLxh3cg1aaeGnSnpUaxliSfoMndSwf3Ot9X/dcIy/IelPtW2+X2vp4i+V9IjWDs59K13cegm8VdJSa2nhTXyK99da39ptk/fBvbZIng8/kj5R65K4D2l9QX9RawLKba3K/LmjOf48Sf9Ya4bvU1qLg3xE0v+ldV1wGdnuNVobC09qnb75D5K+XtL0Xp/T8/VH62qNepuf91/EPGstDftOrY27m5J+Quua+Xs+B/f6506ugaQ/LOlfaK2YekNrL/UDWv+D+c2nHOcNbd5vtuvwTklfdK/P/17/nGH+q6RHN2x3X98H932EIJFIJBKJRJIKE4lEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgSiUQikUgoDYJEIpFIJBJKgyCRSCQSiYTSIEgkEolEIqE0CBKJRCKRSCgNgkQikUgkEkqDIJFIJBKJhNIgSCQSiUQioTQIEolEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgSiUQikUhI+v8BAtkcyMJVOp8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAH3CAYAAADE7Ee8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9a6xlW3bfNdZ+P8/e532qTj1u9X21+7aNX0k7toHYVhxFkXlbyheIkEBIRLKC8gEEGBkQEnxyCAiQIIkF+UCQIkBREETYTghOwHInJm736z7q1rvqnDrvs9+PxYc5fmPtOU5Vd9e96VTf9hzS1b61z95rzTnXnHPP/3+M8R9ZnueSLFmyZMmSJfuDbaXX3YBkyZIlS5Ys2eu3dCBIlixZsmTJkqUDQbJkyZIlS5YsHQiSJUuWLFmyZJIOBMmSJUuWLFkySQeCZMmSJUuWLJmkA0GyZMmSJUuWTNKBIFmyZMmSJUsm6UCQLFmyZMmSJZN0IEiWLFmyZMmSSToQJEuWLFmyZMkkHQiSJUuWLFmyZJIOBMmSJUuWLFkySQeCZMmSJUuWLJl8xg4EWZbdyLLsL2VZ9jjLskmWZR9nWfbnsyxbf91tS5YsWbJkyT7LluV5/rrb8B1ZlmVvisjfFZEdEflfReTrIvKHReRnROQbIvJTeZ4fvb4WJkuWLFmyZJ9d+ywxBP+VhMPAL+V5/s/lef7v5Hn+syLyqyLyroj8J6+1dcmSJUuWLNln2D4TDEGWZZ8TkQ9F5GMReTPP8+XK37oi8kREMhHZyfN88FoamSxZsmTJkn2G7bPCEPysvv7N1cOAiEie5xci8lsi0hKRn/jH3bBkyZIlS5bs+8Eqr7sB36G9q6/ffMnf3xeRnxeRd0Tk1z/JDbIsuysiaxJYiGTJkiVLluyzaG+IyHme53de9YuflQNBT1/PXvJ33u9/uwtlWfbll/zpZqVcLm/1exuibpSsFAiUcqXMd0VEJF8GkmI+W+jnsujvIiKLefjbfBFey3zX3bRU+tYkzXIZESJid9Dr8X27dZZdeQ+v0FLbMpvNw7/1D5Vy6F+5XIr6jTspX+bxPXwf/PjkuSy1/8tl3OP5fB59tloNU7CkbWCE7N58Xf+H6/F332axj+vnF0tZ8Az0HqWyG59l8dkXdpRGZFef8+q9+BxNZnwzWX1O8Xd5vrxm7rlyzQWfcy6+yWwWPq/f41naddzravuwl7WNccMYa7F1wDOJ227f1/e/lVuyzL35Dv3Ve3PNWiXMk6wcj4ufDxhtmup8499VvU6pVCrmiL5WWQeluJ98dzSZ6DjoPHJje+V7bl5g2epewBy5sp6LtRRdwy1qxphXvl9+yXX8fpJLMfZlmzsvbLbte3zgO1l7q99bur7619B+HQc31/zzvjIero3zeTx/MvcssbJr+2K5tHYuX9Zu/ezq+l5tS9k9g9w9Kz/vvOV5LrVqNboG48JXWB9co7Qyp04vL+1er2qflQPBtzOeyacJiJhs9Xutf/0X/qTM9Qez0W6IiMja1pqIiFRq4SFNR2FjOHl6ou+HYaw1a7JchCZcHJ+LiMjh8amIiHSbTRGRKw+q1Qrv+0XIv4fDsf47noxs/M1O+H65yo962drNews9uFyeXYqIyLMnz8O1dYPbXAv9W9vohn406iIiMp+GH5vZZBb102++3fVu9Pf5dC4XRxciIjIZh3vw43F4EsaDzffa/o6IiLTX2tG1uScHKxbA+DKMB4ea7nonajPjtNC/D84HcnYe+t1b60T3YtOZjqYiIjK6HIVrlN0GpxsbB79qvRr9nbbSx5n+CPFjXSmXpdUKz6Sqc4h+DvWew3HoF5tyR+cF1zy7DH2YuB+4Dx4/Dp9vhOtvdPVZ6A8f7zdqtaK9OpZsIq1m44X9ujiPw3E63VbUxomug8th6AM/2vb90Sgaj9WNn/53dF0wHwY6J4/Owhm/UQ/P9cbWVvi3zm3mw2gQxo2D98L9eD88PIzacm1jQ0RE2o2GzPWzY/3s7nrIXl5rh/nB86Z/v3f3roiIbHTCPKrrpt3WPqy1wvjwozyeTqO28j6HkvliYX+jn8wTQAh70XKuc1DnJgfui+FQRETO9JXx5LnX6uG5z3QtMy72I5XnUtF29Xth7rAuWHssd9Yy/ej2dO21Qtsx9g3W01jnCeuBHzueeaVWKQ5+zdBe1ih72HwaxoG1CrBgLtKf6Tj8/ehI9xkda/ZLngnrh2eNXY5GMtC1yLw417nT0HbTf/ZP5j0/3l2dB7zS1rNBWE+sP67vD9KzxUJubG+LiMh6h/0tjAvP5PxyELWhqet7kefyP//Wb8nR+fnH8gnss3IggAHoveTva+5zL7U8z3/sRe9nWfblLMt+tFwt2yKt60TnR9cWyize4GyxZpmUK/qjoRs/m8T2/rZes9iYw7V0cujGVm2E7zXcxoDx48NiW/0RFhG5OLm0z7bWWlG7sd5aWPib1UCocJJnETZ148/didbfa3A2jK7PgalUKklzrRl95/L00sZIROT6jV0REdm4thn6267rPcO9zo/Oo3HhWbABFH8PC4JxLLlT+Xw6l5OLcDhhs2SjL1VK0as/CLCJ8mPNj6p9n9O7fq/aDP2vMW76g7pYLm1TbfXC2PKD3e6HMZ+NZ24sw98XOreYg7RpMAjPnx8n22T1uhPd+Gb6/rXtvs0lngUbtSEb3Xxb+vy7ekAc6nNms250wtxkHjQuhtF42Hw5Ddc71Y3wxo1dmyP+sNla40c4NGnjICzpb967H/ql64LDOfOk1Z3q98IXJzpfzk7C/PjinTtRm8ormzkb83YvbCscJngmzLn2KPy74pgBfhD5nK0PnYtnB+FHiR8fNnXGfTSd2t+eHR+LiMjtxrVwD23v+UUYOw42b+ztiYhIUw/AzOmN9V7UFg5O9Jv9orvsRO/neW6fxfjRrTfj/Y/vsCbbvTAuNf0cDCT3Yl98+jz0bcQ60sMPc3S927XDCAd7ngHrfXAWxmEyDGPH/mrMSiXeg3pb8U8FezrPgPuwMIc6h/MHhzYvOGxxEGjpWPP8GfsWhzkO3zoerJdcQeLGpBe1mX0EUHCih/5qpSLXr4ffC8YeoMn85rvs4YzTdDK1efpJ7LMSVPgNfX3nJX9/W19fFmOQLFmyZMmSJfsW9llhCH5TX38+y7LSC9IOf0pERiLy/3yam2RZJpVaVapKs3WUjgZZgaTtlFoH7QSkNB6MpdPvRN/lxA4z4KkwEC7X9KdHUBrXAVGdHQYypPDfhz40O005fHgYtavejunDtY2AsjjZv8wfB+pqKnrnVE4beH1270BERNZ3+9r3rqxtrkX9Al3AfIAu6nqK5tpQfhNFKbAcPBNQ6MlhQF8ffHxPRES212OxSlw05VJJ1pVGpw2MHYgOhLRzczt63+JApoX7QURkcBpe+zv0txO1jc/x/U6/YwjGMxmeZfDMQEXnSXOnF32/fBTerx0oclbqc28rUOKgfJBWd71b0I6KgHg2jDnGd5nf/B3kaKbTpmzUr7pDnF/71q2Aevfu7Nl8pp8Y/QKp2XyYTKO2MB+YP8zZqfbl7PlZ1G+PNOnL+dG5IVn+BntD/4s1GlAZnwe1wVYYm6efL9ZHPG7sI7AUu9sb1n/cMyxBGBPm1vWbgVHDhTC6UDeNPlP2h952mCcg5LLG6ODmxM1DG2uN2pXnjLFXwc7QjycfPRWRlTmr/R6qS+H48XHUpmvbgQVcOtcbrrzJbCYddTtuXtuIvkt/ed4b+ndzDS7iNcq8Yi7C5mIV57LDHWgMZKUsreeBXdrbidt9oWzNWF0f7DFtnS+sd9rKuLLOYE15ZjxD2nz7B26JSJhP3kU61muY+0XHensDcjzYcrm84oJ4FftMMAR5nn8oIn9TQvTkn3F//g9FpC0i/33SIEiWLFmyZMk+mX1WGAIRkX9TgnTxX8iy7OdE5Gsi8iUJ0sXfFJF/79PeoFQuSbvXshMWpzP8N5xsOelX6uqv1VNbs9Uyvxu+QZAeqBKUbkGA5seOo8N5Bb2CdIq2hO8RvAiiko7I+m5Ay5xMOcFnWWgv6B3mgFP0pbZxOo7ZilJZYyUWcUBk0Ub1oSoaybICbVT1NLz7xq5eW2MgFAmCvhgPCzYD2a1cM4xT6Dd+uk31/3Ky3doKfcfHPBiMzNdngUca5GPoWVHr5vWACHiGU0VRhw8CA8IY8z3QG2gMhMC4g3obnYb5LBfzGLEwpowdNh6EuIfB6TRqG2gNRIPf0geZ0if+XW83pN6I516+kUftxE9r/nlFzKBO+gXDwnhef+u6iBTrY6TrhofGs1zbXrO5R3/pPwiP5wtT0FGUyudpK8+IOTzraLCZzmUf/4MxL7NSyTJb6Ed/W/2xuhZpg8W9vLUf2qjrAcTMWm/U4sDRff08bWKuryJlUOK5Bvyy3hsuLgFjnGAiPYtVJohOv8fnysow0Qb2o856x1Az/umjJ0f2N5GCleFejOncoW/Gqa/7T0sRMW1ifhAQuaZtmE2mFhwM60B/iJlpaz/62g8fSwTTBmvDGF9qTBX+fNpIHE2lHs+TLMtkfS+0HyTPtXhWYxfozR5Fv1hfmA/Ghpnl2TCH2zrOlVrVYmz4bfG/Cz6wm7iV5Xwh9V+vixzLJ7LPBEMgYizBj4vIr0k4CPw5EXlTRP6CiPyRVMcgWbJkyZIl++T2WWIIJM/zByLyr36378PJsGAKwskQxOh1CkBjrbW2If7JeTjZHT4K/nz8TKAJYgdAyjX1NzXJDCjFfiBOxNWa+vU10nuip1VO1rPpzBAOqNxHf+PbgjmwPGHy9R1bYak+09ifB3LkeqC/crVsSM6fZEGfQ6Ko9YTPNXgFvY3Ow/j4NKO9OyHaems/pKP59ERQ7KPDQ3n3c7eja9Mm2ks/ml1F08R9LEB86od1zx8EzDhySuf7zIvxYGJ+aZDfuWN2QBUXx4EZwH9LG0GONicVzZFm2G5rxDPzTFENqH+5XMpU+w8yKaLiFZ3rHGpvtqM2+Eh1PuefP1ZyEf98v1QqFZk52r7hBRHpC21TuBYsF5HqJ89OotdtjfdgPHllPBmf2TRGscy/xXxuKGxzn0yXONq+sWzE46P94vni9xYXfc/64fn76HzGcT6d29jt3gjpt8acKRtTt3Q6TWElTsGYAmVQ1ivRPVhXzAfmto+yX8zmNr9r9dDeBqnMlTi+BYRvWRVz2Ls47on4BAymwNKfFfUa2q+Urd2efQKtw8LRH5+mCAtRUwaN+cX42v7gWA6eFZ/rrHeKlEwXa+OzcYoYCt0flH2i/8baqrG2GYfem9d0HPpRG2aTmcw1nIM5ZGuMFFDbk2fan7L1z2eVvYp9ZhiCZMmSJUuWLNl3zz5TDMF33fJcle3Ur+sQ1MFHQQQGlN/txvnK/Z2+ncA5ZW5pnr357fWzdsLD96OnUfy2hpQdugddmA9Q0d6qAhcnU9pC+881ehYk5BENp2ZQ5dnRWfR5fIq0jehqkCI2n85lqMgeRMZYEoHPNfANcqrFZwbzQb9NIwFNCJgYFykPciDPf22zZ5kMHunAeOBn9BHImMUtlDTyWdkK+jg6D8/O+/eJNRAp/LCWZaF/g32h/fTPMyZecgvk8KZpZIBaYm0Mrntw/0DOFaH84E9/MYxNI8xJGB8YL9D2FWR7ETNlICXLkCnBmIDWwrg/fxiEsLb2t2w+29g73zmxAR4BwggUWSeKphQhme6EznX6DeL0aoqD04E9b97jWny37OIyViPzV8cNo03MC6+QadkqunbL1bLdCwS8fSMwXsxVr/pH/5iiNYeAYR5Bo1yXcWT8yYC4OL4oGM4uuiXqZ9d1YTn+FdbwMGobsSmsdT7PHLRMmnrMqLJPLRYLWZ4vozHb2AvZBKBn2ArmIrFZtJX5M5/F8594lslI41p0myQ+hH3JGLx2w+YK+hvc83Il5iHcW+MWYEYrceZYuRL3n3XBvPGMFPNrPBgbc4ZxDdo20HVD2zqqiZGVP3mGgUhiCJIlS5YsWbJkkhiCyOazhZw8PblyasRuatSwr12wqlPAe5waQRec+Djh4+vCvwZq4OTPKRLGwOeWlp0vEUR9fnRuJ018nCA+9Ac4HQ+G4Z70l35wqjZfmGZGHD06emG/Rf1dJi86nlq7QA9E1m7fDL5S8qL9WDI+tAlmAISDHw/fGWiMV88g1Cu1Ii8cNcBKHDvhVdC4F6iMkzyndFAdbA2MgJd8BWFt39wufLegb4slCWN9qqp2+LNBOLA6oFdjQKoxe+WzUjxjsv/2vryJHoVjTGgb/2YsicQuxjxmmrwR98K4gfa6m2Eeji5GRZS7jjnth+niGRiDoG1gLRrbpT5yUCrf4/owTV7PgLaXyiVjIwwB6vNifXhWD7RtLIP2wceBWKQ8tU6c75nX5WJpefVeiXNVSXD1GqyrmT5fQ+UgZb0OsQjoMvjrrPa14vRFfLaMZQw5Bo1nQa636TpUYsl0yxhB4tx9vlQu6kpwD+IYbB3o8/brnQh/NFDKTqXP4qAmcRwUaJ/r7t4O+1Kj3bD+o/o61OdcdxLNPiapYJTCOmPs6QNre5U5FBE5fhJSAlZZQmJqnnz4REREeo4pgflCPv/G52+GNtUq37J2yLezxBAkS5YsWbJkyRJDsGp5nst8Njc/DWp4KK7tXAv+PfyYnPQLX/3ian6onkiJlgf5gqK4BsiOkyGnZ4zvcWrnZOgLD82n86JwzhnKeoqyrKhPrNoG6rCCQPq9AkHGOvJUHOP0agWJ9Dq1etXa0zTd+xjhcm3Lw9d7+Lxxoq2JPfAxFTAMoJGHGufRbFKgaW7a5L4QCJH5FJASfd58t6uMCuwN+ccwDcQM9EtaZFODzkFIjNfx0xMba3K00W4wBT5lhJgvFmOh7zMfilgSjcpWZoHCMbfevhHureiW65SrFdPAALGcnZ/pvVvRvUGPY9NNj2ML8HPz9+Onx9E9MdAXbZ+OZ9Zv7vXNr4WCQTe0tgW6742uxqcoKqffsFSgb+z54xCnUHe542ShdPqajaFrYDqeWuT+2UEYB1gYECJrEvbGszHGENTjuWuR7dpGWAlYC/z748HYEL5H46atr+NBrrpnlkwNU9E3kfv7a4HNZC978PWH2qbQB+J+Ov2OXJ6geRGve/rnmQMYJl9nZGs/zvwwU3ITVhB9F55ZtVa1bAIYAvRVplYnwRWF0z2Y8SJOxdA6tUJ6ccEp4h9ONVtl4/pGdP3DB4fWX54J68N0CXRMeY7EGniF04ZpG4Q2W4yA6dvEcT7sn8PzYaFHoa/s4dyT342+MiM813yxtDn1SSwxBMmSJUuWLFmyxBCsWr5cymg4topxm7vh9Lia4y9S+KPwY+EjXd/bkFY3VsUDTe865IvPn+hxTpf4tyfOr8nfxy63G988SLmz3ikqH+ppEn/T5r6qACqaANFxojXt8c+F/FhO9vUWp1U9rSvCnDlVMCwrla6Uc6a/+L6L/FplV4gJ0FiLtc1q9H27trsujApI0KLMNXo/z/NCv16Rmo0pbUENz8UtcMKn314ljHEGrRrK0/lx+uzU3kePYleR3/aNbe2/K6Xs8uZXn6tIMRdNXVF90F5jwkfjr+rUcy2uwTx59vGzqF8+WpzP4a8FKVKx0ipQ4kt2pWvHlyNDuIwRevCgJxQZTQ3P1ZHg/Qp+bkWd66oyCLIGOVn8h/rYZ0SfX4zk+bPAbFDuFuZoY/vF/miix5mrBVoL8+bZ3TB+sBuoit7/6GF0ve3d4pkd3FcVTH1OVLGk0h4lgqlV4bMFWMtNV4GyyHaKulDkwhPfsdG1MYI1YJ6jXcB6YZ5zLzIB2LNQG/Rs5uGDQ/1evAdamfZy2dYiTMjL/PWWsaGZPvR3VWlQRORQGQOUQYlBISvjxrs3ojaYxkS7Iee6X1rtCfZkqlS6TC/mOePB+oLdM+XCeJu069haXYnRIJOHWgusxSu6JK6eRL7MP1Utg3QgWLGsVJJ6o26brA26S9UpSq86EZjTS5twJk6zHkuMsvHNTR51FP0d6pjFaKleFPvhnu1ldD0W+mQ4sQnIwrymAhhejGOoGxtUuNGIll5I4aE46ND6wg+iXocfjsViYZsBwTuk/pWdBG2pNI/e50eKH3rMu2KKsqfaVwK69Fmx4c3GM/v/nVsENCJfGwup4J5g0ZmUqEpUU1KLeQBtzw/hahlskVh22i/SiQuqZN5AT9MmfjgR6rGUNw3Ca2zpxqlt41lyWF0th+t/TNhU+TcpXibMQmluHZeSSlpzbVwiBMZiJuSkhxBEpJrdpv1AQQn7sbKNW9taHJTjNFNcZpb61owDO30q4ehYgw31QD2fza2MLSXKq1XcXKE/rAN+rOyH4IxgXBdUpnPwVF0Q5xeatqfjSxnoxkno2/p2354//WpQ1pgCS/oDyBw+Pg7X/uhJcNf90z/546HtdVL/WIPMRQn/djLD5uabzGQy1NTHbeZ9fPjwP7aFzHi4FmuVfZKUwLGNta71CuW14/EN11TJZbeOfRAqP55WzEi/R0luE1VDRtsVgbI90AWAmutyXra5xiGEfvtAVq7lC24B0nzxNB+UzPrzLqdypVxIUjvXGAdbK/+s/eQ3aTqeJWGiZMmSJUuWLNmns8QQrFiWZVKtVYqToYmoxOV+OTF6WczjJ8dXTo+gCE7RnDJJaeFE79MICYbxRX+sPLCjp0FCB4+fS6sVU3q+oAy06sVRYBW8UBFtrzXiEqOeEeDzvk15nhsKf6o0NGjbijQpiiAwD2bAFxTxBVT4Hul7NRM4iku1lhc6nuOZnaa7SM3idiCga4TkqBM3UmYAQZbZSlplaIsGdPXa0fs2Dm19ZpOptFU4hABNPjM819TFJsg/XAvGp9uKixR9u9M/4/7og0dhPBQ59nd6hvygGUldg61g7K2QkLFa4XNePMgXokFcy0SATOq3CJAqirSE9p7OT6N7811LSdNrWDreMnaNgGIXDknx70VZJZFBhGtxOpuIyMlpWJNdfUYeEU+NERrpuIX53+gqGhXQqIohnYdnNycAcBre39FCXP2V0sQI5lDciLWLgBUo8uIkIGRYhl4LdjLuX0NdCzw7K1iFfDQiW6SgNmorctKxnLi50HqxSw1jrjFXLaVa5wfzi7lNsCFsABTDYr6woDmeG+yBZ9ag6ekXDKu5AOrxWveCZ7AUpWksAb5acIrg27wWp1eyNk0eWl2QMARWJlnZr7MDDUZXZpK9iXn04OsPRERkU11uWL1Vt2dBoTnaVKkg7R4HV9PG2WSa0g6TJUuWLFmyZJ/OEkOwYlkpk1qjZqfOag1hHk0vUx8rCKk4lYXPPfj4cYFgEB6iGIf51/QE3I9TAFfbIFKgLi+8QnAVZv4+PUHeeqdmfjTaidHexYqvX2Sl2Mo8Lh27cCmQhqT15P/+Vz4SEZE1lXDmVN7sNm0cCIoxnzCCOhLuRbEa0oZAZxa4qSk9pH6CrvCpm48ZeVTiPXT8Tg9PDW0Ql2GoASTvZG15/kOXKgoyJM3OIyfzb2ufQLu1Rt0CE0HCjG0hqKTy0JREbSJgFEs/m6iSjispc4beXDzR3Q8DCll/dnJFBrooNRz6S+wMz8AXyiEWhfnlU76If+BZPT8LbfvBf+JdESliC0RWfMA1fMdxbAkleEHypIexFmGUTExJWa+D52Hsd/Q+C1c0yUoXT6ZyeTmMxor5b+JGw0n06sWCCNal7ewDzTrsFXM+Xo9VK8CT25wisLWp+wVzEibxo8chnZZS3l1lAkDKxgLW4rYwF+9+HBijnn6vNS5E1yz2hZRevbdnJUnl86mPrAeYOL9/wFRaESCXfrlcLO1a9IP2W+nhy7j0sI+pmroywRWLo4qLXZFu6Mfn44chJuPm3k5Ranyl2JDI1bRT26tgQlwgJHOS8SlSi1UgTcf74fsPozY2u81CBEzXng9UtNgHWM6VWIvZSgDxq1piCJIlS5YsWbJkiSGILM9lsVisRC6HEz6oDYEK/Jnml9LT2v7NPTv9W4lhSosqMhSJpWW9rxR/FDEBpK5xIsZ3TttAoZzey5WynS69gIovPcsJl4h1UFdDkQwMAigVcSUrUKT3PDgKp2wYgizL7Ki5pSI2VyLcTXJZmQ9Nt+KU7I1YATIhfJEokAPGv0eX4yIjwRUZ4QRvfkRFSgimHGi61A0nWe0LzoDy/HzAuhvdIj3USQ8zT4wRWhZxB3F/YjYDK7nyrSaKpEiro/KpD58/l91+YLhMmlvnGp+lP6BzEB9jbmWNtS1Isz7n85V4O9nbCMhwla1ZLf272m7LhlDf+e7t3XhcdMyZe1b8iLgHvff1vZDOydxFiAZZZcbn7PRCDk5cpkJVswaWhW9bROTxYZgPpP6VGYdp/Iz6a93o75eDcO+trfWoL8y3aqNqY8w6Jl6DPYa4hh8ohRLexxcqIjQK4zgahjXMM1k69E5Bq7tPn4qIyJc+//nweZ2rxwcnVjerr/PAl9g+0PUwVfGrmo5ToxbvQUWKsQqAEYuka5/YFfpcyLoPjZ3AmCfHjzU11KWdgtaXbj3wbyuXrIiaeUYKpBeC2lsPz+j07MJQN6weGTy2H7oUX+4FA2niUggWmcw4+2nMSDIesAGnB6c2V0jDJKvm6UfhOZr89Txmc1q9lixTDEGyZMmSJUuW7NNYYghWLCuVpNaoW/R4Id2aRa++zCm+MJGVgh74vvXfPrqeEzDfNZlLVyCGkzPshKFbvTenUf6+mC0MsfpI/KwS5xH3+uFkywkXdgM2YuAKgHC6PrtUaVtFDGUnJ5znuX0XdACDcXka+otwCAZa8/LCd24EdF4UcSlH4wmrAWIAteLfHQ/Gcngv/G3vcyEf3nya+P4P49x2k6Suv1ii1XQclGEgjxvfIOhr/+3Q9la3ZT4+GA0EUxhrnjf+fCSJTQ63EZf7BeEQoQxjBGKG1UKw5+sPHsh6pxO128o1ExWu18YvCzPgCyYd3D+M+guKfa7+e0R1bl5TOWJFRPNFboiV+IL93YDoWQ+2XhTZ4Tv15YzpA59jPAw5TXWdaRR/pxP6NNT7HF1cWKzDhaLtW+U4N50YA5gPBIx2N8P88dLXPEOTnV6Li9jA+kxgB4djy0AA2YJ3NwUpPIAAACAASURBVPtxcTRfepzxYP5jA913EMKC1XnvdmAYeDYdXaudtfYVvZVzXUPfuHdfREQ21kJbTnXd93UezWFhdFwYp5bGUOzt7MVt1nUBY2kxTrnIFKbQ5dmzf0zGcYyAFRSDjdFYi+OjeN0Yo6ilvrO3w/eZRxaboOtzOJnI0+eB8dqTsLbQcGBv6q3FjCrMgM++2b0T5j/7J1kJdVtPcSEvxuni+ML2ZC+KRtwP+4bFAa2U3PYaLq9iiSFIlixZsmTJkiWGYNWyLESnHusJeajoAiSAs42TnEWu6ufH06mdkrddbilFWfjsuZ7UQQY3ru9Gn6d86UBfQXqjZVz0iBPiyZOAziq1SlHuVxFcvhZnOlRdXMNqOVaRwl+HD90+T678IowHPlVOxKuFmnwUuJdUbeopGeU10BpoBBTCCZlc3q3rWmCqF5emBiFcaKGWu98M6Ga2WEinEe7VH8RKfA2N2ObaoA6i5kElpwdEqlei78PW8D6o5sY7WmBIlfwqK7518/WijKbfzczHrQWlKPesZjneylp0FJWbz1hVE4kL4LrICr+9v18gugFZNPE85t+tjXANj0phRiigw5gTqT1V1qOt4z3U+4C0e/2uzeOek2C1nHbVxmDuwubQBrINOqNC5U5kJfNnHscctJagX0WeprEwl3Wda5+7fj3qb81pQpAT7m3mEP/9Z0FzY28zjDnPCtjFuOPj7bSLOUxsAGzb+UVYg2gkEJ/Ac71UVqN0GusKsF52dU7zjEaKbkHzIM72WtsQrpUg17HfVN2Ems7fmztaIlj7xZgSS0BcQ7MZF+axDA/tm5cwbvfaRXniSbxPcI2iLDpzUZGxMiIXquOwNL0FzexYUeoUKWSlq3r9Jx+G7I2zR2H8e2sdYwDYs2AGijiPWI+GfyOuAUInFoF4EF/KvlqLGaQiNqFmeiWsSeIXGB+YDZhAXiv1ypXMtVexxBAkS5YsWbJkyRJDsGrLZS6T4UQm6MdvaHS1nkbJ8fa1Atrqc20qGhEpEA/oi1MkSKCup+6dbS3mgoLaIo8+32xRnEVR+Euiyut6Kp9NpvYep+oHH4dTMJHGP/zWWyJytVytaWy7EqmUUQbVfqzX2d8KaB1UY2WBa0X0tPfR4W+/UBaCiOWeMgL4H9GZf/o4sBTX7mgOPAVzKCjkikD5qPTxZCJjPeFXPgjftVz/VpwX7nUbKG51pEVwuLdXsvNFj/Bvm1Z7ZaVM84L4FNQByUqJszAsI8LllQ8n6te2IkZoQMT6BbSJ92++uW/v0QZ8mieH4fWNt2+KSFGiGWbD19Pg2fIMQLFE3Z/qeHdUTQ/GIIyhsinlOPMDZsMrsBWKnBo74ZTliL2BrSGG5ERfZ44xAM3ubW5a3YDuesw2EP8CS8F6KjktEZgP4l+Yy8+Ow3wBWW4oum/pGuX7kudX/O5zFzWPHZ1pvQz9O0WPQP7Mf4+oYeAeHmpxLc38MDXJcia1Br5vsgvCNWHtaFPVZddUK3FhrhPd2/Y00wPzSq/EIq3WF4DxsuwInZMYbA1z+FIZgY8fhL3tyVFgYDeV9SFegbEmBokYrolTZd3dL2JZuAfZU1+7H9jGz98M6wMWwvrz8DC6Nv16/kiZRpgkjbmCgUDXhj1/qHvik2fPZXdL41R0r0LJcaz9Im7HYgfmBYuJeuUnscQQJEuWLFmyZMkSQ7Bq+TKUyiXyd1sR5IYquLWcL77ejBXMnt19ZhH4z8+1mpteG/WyuiKUlqImq3BFhHMpXAsfvM9GsLb0Yv8TiGBwNrXTML7Qm73gI71x61rUD5APJ10ib/HD0iaiZGEQdjVn90gRQbeBX059hZXSlfx4qq+B4NFsB/mB5B7r+BFLQLQ1iIYI/lxP+JzCp1aPIFyPnPJVLXTGAxRp6l+KPohYv/ZmGC9O5YwXZuWwQe3KCNRRqGvETMNq9Uei6Ost9S9TMU5P9bSxm2lOO2yU5TK7qnU6LvjxTUuC0rIg8kbV2rCa7ywi0m3FegT4oe2ecxQuY+VKEI3Fkui62FLfs6F8RUah/5TmHkbtNLU/4l6Wsa4+Y4zmf1fVMTdKMUtD2/DnwwgQPwGCLJVKFhsEC4OCJ20AjWFEEsCEgO5Z01ijHj//C9UjwH/PuGRZVuT0o4FAfIrzA18MYoVS1gssBP1rXoR7s4cRa2BxHfr5so5Xq9uyapU8A9b9F3TuMW/Q9iCuiYwFxn6rH8fosM54JsVcD+OMgl+9UZdM2QnWx5lmI7GOWRfG/GnMzI7es+bWO4wJWTumg1KhbHRcqtmi+Mtli/5H1fGdGyEmCGYAdA7DWNThgNUKbUNTA4ag31vRaZEirozYm2P9zVjvdo2F85kIrKXlyXn0XeI8WmutK5oOr2KJIUiWLFmyZMmSJYbgRcbJ3zTwXaW5orqb+tJWFN28tj7+dk7sIBZOdFNXcQ5Vt7Lei8jkQ83bBq2SK86JGQZhNp5ZdDvRw14NzVdptCqG81g9EKRAn8qTcnQd/Pz4GFEV27q+JdUukfdxZP6lZgEgpuU1DEBfIKAL9dPiK/OxE5zOvTpjXX3yyzwvFNX0eaGBgGY5+vGg8bpec0o+uTIHjBMZIPjQrYqgyxTg2ZZKpULbQH38nPzRJcCfTywJSKlRIVK7ErWRvxsjokjblCup7leBzagVVfoUuTCHfN17jPlhFQepNa9jTD2JS2VSeGagWxtPfRbMq9V74Xc9Pg4MhyF7RdmuNIMhQXQFiG9g7Gnru7dviTY2fE4zhkDMm+22rSXWRxXSZtmJ2ubbTAzGiaK0kSJ/0BrsFmiLtQ+zBpM2ny1MzRD2AL/9iP1C+4vKZK1GJdaYGfGZDsQqUR3xtmYIrCtTwP4zny3sGramdD5Yrr9lEcUMgiiKv9S2Gyvn0P54oftJxeuVhMucnZybFgSovL8expDIfNuzqIaovvVVtkVE5EhR9le//qGIiGzuhzXedRkz7BvELBSVPsdyfhTeY3/b6HajMbVMlmV873wRr0nGYa0fvs/aJK7jmcae0GeYtulsZlkXsDbMj0caC9LU54jCIrFmF8cXRYzKJ7DEECRLlixZsmTJEkMQWy7LxVLe+HxAFyBDTuOg8IP7ByJSRIavVrJbOl85pz9O6sQSgIzJnwVFLMhR1hMgp+5t9cv6KHpOp/h/8zwvNMT11AuyHZuynvqlDGVqdLj6/B4/Dwj6C59/M4yDImCvN49xYi6toH1OqXND1aOo3agnlsib1vfxo6EGt3MrRP+ubWj/9FSO/5uIaK/bQE70+48eyRt7QTGNSnGMKTr3NnbL0H58nsRUYH7MicrGvw2i9DXoG+2GoVCrGKljjg+95PKqiWuok2WiY+urvS19DIFjtUB9eZ4bcoGNggEDbRH3wbOiH5ZnreZV0ky/QH3yF5pD362r9n8tXPfg4EgEtTuNvMe/CromCp710NVnZhH+2t/D4/D886MYZW3uEZ0d/k1cQBbIqwiJEyuQDWJ1UKuDof524hVgPHiuMAWsbavTQTyIonCLH9L1s6oqCkxmP2Bucg2Qs6+fUcqUhUG3QtfTje2wXtBYoP6AxVjouJ5rmzfP+rKYb+lYxQqtMH4gXb/3wKQSl7CzGdBqf5uaGbFCISwf12HfbDTr9vwZ8/V6uAZ7j8UQaZYSz9fXh8BgkpjLjJuPRUJzhPdH5yNbxzBoXNviO5StG12Oo1e/j4LaYVwuj8OYP9UsFObH0GlD7GyuF/uCzgsqysJa3FMmKFfmCDYyy7IrrNqrWGIIkiVLlixZsmSJIVi1cqUi67vrlh+KnnRRm/oi+jx68+fl4pRuJ0096RIVapG3ejLH747PHETQVkTE+6BaEAR68WQb0FbiBU6enhTIh2hTVNv0xGvR5s81X1r9qz31de3rKRQkuHVj2/onIjJeC5+HMVlcKhugEeSrkfCr6oUiKz5+KioqSzE6V9+uMiGgdrT6vW+dPhw/OY7aavr0euq+GI3k73/wgYiIvLsfagusq08Qv/3u7eBf9Sp/tJ28ac+MnB4EJHB8GObB1m6MTq2W+8XI+sf8oH/4k73/HnYH9qGhn9/ZCm0FzRGFT+48rAZ9geXqbfUsAwEE5HP+YQRgX4pYE/oxjD4/HcRZFtjGZpiTvjrctf2dwl9fj3PYaf/DxwH5bGmdDdrMM2HOkfNO/j7KlxYXoONn46Fz/46yIWeHZ0XdkWnMnGFkIcAQ0k9YKuuvzid0G4wFU5TKnCSjpqs++Gqtav2xKHFlD4iiz3QenyizAoPWVUaE/lOngnvOdOzZR1h31Agh62C5WBrLxtjZPHH9pN9kl8BKNVwmQKH4qPEyOq6NTrwHmDLibGExMB++fy8aB64Fe8U6IW6FZ8aYk0UCCoeVYN2xhi1mALSv63M2nRU6DMpasE988OhRdE+qu5r2h66nDadSSwYRaP8WsQToNigrhv6HZSBJUe2WsV3X9bOGUqnuMau1HRirT2KJIUiWLFmyZMmSJYZg1Rqdhrz30+/ZSdhr/JvK3GWs3LaqZAY6JrL9bc1hhSnAB7R0UfV2gtcTP5HaMAdPvN9JfWPXNWceBL2+u26oEfRMm1C1IwvBkKz2t6kneGIjSOHn7/gCff49DApR+xfHF3Zi3b4Z2IWt/eCntKh6bePTj57IqtlpWfXy6ZcpMZbU99558Um/rY1GhW671zNVNz5T179RIdAUxvSkD0JCJayr8QtHWhceZLl9I/RpR/tImzqKHCo6f6ajqT2LD343RD/DDPgqkPhfQe/XPhe0I2BYLFtDETU+1jd+8I2obdyPf3c3utb/WjseM665Gm8gInKmDMjgLEZjPP+Kq4lB7rfpXCzijIhyuSxryroR68CaYq3N7gcUBir392AegRSPFaUS+W5xGzr/1r8Yqvx59D4ZT02Bk3x5U3J0WvSsc3zl+Pm3tgKi270W2mQxJKwL7duGKp7SR2x9b112bocaJiWqnILCtW17VIGcx8wY/2b8eB91PfoCgwBjwPv05eT0XLbGWh9EWRT2hb07IfYGH/qJolUYAmqA7GofmKMgZ1DtXNcFvnb6yry4PBuYYucPf+mLYWx2NYaAbAJYFt2DmJtAWtrOuoKBK7k5bRkUutaJn4HtuPf79+3eGL8Hb98MezlrjnvAJHNtU6nVtpJpxf64o+vk2b3AhrF/7ml1xPZa275LbADxHOxNF4fhGmSdEHu097k9y1D7JJYYgmTJkiVLlixZYghWrVQuSWutZYgBPxYnOF97G/TGyXC5WFqEOijKFKb0BH+k9br76q/fbAaUQcQ7+adUdeMke1NULWuJzyhWB+TkWKvXLPfWTvjD+KRqFfL05G+qduijax9OnoZTs9czsMpzGsdgldN6RfVDTuxcm37wXbTEyYCASSBynRx3kCDjSFRwUXkvnObxxdKna5/bsz5d6POaaKwEFRPx+fG8tzWWADYCpmRGjQc3D6zKofZp943daBxA/7PJ1OpC3Hg3PEeLVFekB6qwnH6dP/hQYXeIZCZOBG0BCW9b22Bv0FyYjCbGOlCFj/lNP+ifjbUyIjw74jmY7z4OgGeJGiHr5MOv3BURkf7mmukvNNfC82ae4HdlTY1djQoYgsyQdJjDHWJHFjEzAkqljTBWWKVWsap0fId5TO436MzmrPrxUejbR4sfdOrYDJ4hc5pnw/rcurFlPm3mAygaLQzQOowaz8LXekAdk3XD+08ehYwoGEriGcjC2en1Cj0K7qnzt1oDTY+ia4LaYdjwuRsDp2NNDNNIn+FzjcWBoTSl1PHUmMOq0/5o6xyFpWWdsD8OFBlv7Ol+0W1Gn2cdUA0WBq7TY79UBmFb4yXeu1rdkj2IuYnmQ0vvZTVL9GusTTRXYFL43I7uM7e+ELLZPCOdL3Opaz+J24IJhu3dUnaSZ8Labq21UgxBsmTJkiVLluzT2WthCLIs2xSRf15E/qSI/KCI7EvAOL8nIn9ZRP5ynufLlc+/ISJ3v8Ul/2qe53/q07arXC5Lt9+3E+7wnHzscMoEve0p+uTEB7I4eXZ6RTHvQk+Jdsq8AQrVWAE9VRsSnsffL6q6xZrvRM+C5jdLAXWUq2VDT6BPkAtoAySA4csbqG8QVMZ1LMJV0Yc/nfI57OL4omBKFMHCPngVLfxmoCeQdI9cZj010yZOwj7vGIYElG6sR6Usa3pNop3pZ0lRVlMRC0zAYhHnW/MM6C/XBmGDOnpb4bVaDX8fXOCDHxTI1kUFF0yBjqGrnIhWBN839FYnij4wTsQUgHpRgeN7l6eXFrnOM2D+2pzVZ2B17ltxvQ3mIG3wOvD0ARYA29dKlVmW2RwC0foYAXz/XkEOBuji+YXeI0aUordkroLiiNKmjatsHqibNvTb/aj/jAvzhfgdqt81nQKm+aV1XLub3eg65vefFVHnFadZf65slUeNlpWin7eYC2qB6D3wsTNet51fm3GjLbVmzeYY/WSf8FkoS+fHH+kedO3Na1F/mTfci8+ZzgMsSKvw4/NZ1BBtHSxRNYxjANZVb8KryBqTlMXPEBaQTBriXGAD+f7lyaWNKZ8p/h3GBTYThnHk9mL8+TBxxJZwHZ5hwWZQn6GoW0NGCgwBcwtWxTKY9DvoKlTr1StZMK9ir8tl8Isi8l+LyBMR+U0RuS8iuyLyL4jIfycifyLLsl/MmQWF/X8i8r+84Hpf+S62NVmyZMmSJfu+t9d1IPimiPwzIvI3HBPw74rIb4vIvyjhcPDX3Pd+N8/zX/luNWq5WMjg/NxO24eqSIgyIad0n69ukdzrHUO0nLq3HcLFnw2i5UTMSdYqZ7nKa5NDatEro6BtmDtN+0q1Uvhy1a9anEDHeo3Y94syG6dq8+frCRhkyPEMJM0JH78WiKtcrdjJlmqERPP6/GJO/H2N7O1tBKajWlWkOA5IB18gaMQrlFk98Gol+vdsOreoW1CVsRU6Pve/9iCME6hMT+EgJZ77ez/1XvQ90El/Y0fb3IjaPI2eSYzkigp74VoHGnFsGQ76fGE1TjUK2leq9GidSPBcEQR9qNar9gyYg+gowDJwDdCHVzscPw5jzZhbPfd5XD8BwzdN3MT583P7DnONaHHLdHC1GnylTeYcsTO05d69x6HNitph0Azt6/VqKzEFsFewcrQXszmkn+O5v6uZQ2jPW36+zlE+Z9U0FVnSRyLaN65tGMPBeMCMzXW+MPawUhixRjwjX9PEI0nGEeU+rtfoNK48C8aY6Hmuzb323wp6HqBuQ+07gf3hGYLGiZlgXwHNjlaytbgXY4YCIzEVzx8eRt9lvyvWf+gnGT/sM+xdyPcx99mz9t4IbC/zaf/t/St7iukz9GEAlUEehv4f3gu/Dyg6soZp66HugYuP43gpngHsDeN5dnhW1LTRcWBfY0/muTKXHj4JbXjrzVtXKqK+ir2WGII8z38jz/O/vnoY0Pefish/o//8o//YG5YsWbJkyZL9AbXvxSwDhNNfdMy5nmXZvyEimyJyJCJ/L8/zf/iP6saLefArgiZgBvCtcqIzbWr126LgVmvUCn86Pi9y3luhWyAkXjnJE7GKYptoULSv7jd3EdzHj4/0eup73+rLWj+cQPf2b0f9m89VPXES7nF+FE6koMy1XvgeJ2CLY1iqj3EQkOSZ5jqjwEWUMf7aUrlkfkZjGXTsQNvNlkaBK6quq+59vU4VR9Wgz1TLe1OdxMpS4CM+s5oG4VRf6IyrP+9iZGirZlHhsdpZzWU+HD05ij7f6YVntdYPsROVilasrLWiV8ZpPlethBZ+v4rVSAdlWeS6jtPNz9/UfocOwijweZAuCA/z1TX33wrRyDfeCSiWvk9GE1NcQwNgaWqHZ9E1QGtcm9gJGA8YltrtWvR5H8kPc2BxI+8USMy09fU5MZ95jrQFtOW13b1v+LZD8UXNjDhehrVcKmeGskB2KDRS7wCtfoz6C3zP4h+cnsXHDwJbsT/fjr6PFsJqhU6YDFgI9g9QJPMEhoTxKSLhiRPSiqv6LJg3MAOYzyxabQ/3Yh2jv9Hb0Nih3ev6jTBes5m2Rec9axgzdsMpfNIXU51UlLvaLqsgqNdmH4HVoo6IsVg6J8mM2VhqjIFjffD3wxrOiafR2gnd7paUy6wpVWCsafxWpR71l73rzg9pPMc0zkayCrS6bpg37PEffyWoMnb61MzR2iD1qs3fj98P7OVXNW6FqpX7u/HcopZHa61lY/VJ7HvqQJBlWUVE/hX95//+go/8Mf1v9Tt/S0T+dJ7n97/De3z5JX/6/HfYzGTJkiVLluz7zr6nDgQi8p+KyBdF5H/L8/z/WHl/KCL/sYSAwo/0vR8SkV8RkZ8RkV/PsuyH8zwffLrb57JcLu30STYB/ht8SUXO8Ch6H6QgInL8NOQ2U6XPoqcVbRE12tATrkUZ64keNLf/TvDXcXLmlGmKdaoiN58UkfHNZrhnraZRrMu5vqrvu6n+uk7w7YHC+TwnYQwkwCuqYmeHmn2hmRSWn1+tvCD+QBGNvnC6pq382yLWF1Rp0ypwDa3DMFY9eYfSGpn6UpdxFP/gdGA+3pdFJIOazP+KD3QzTCdQLcwJ48MrbEaegxyaUZvHw4E0OxrVrCiK72YbcV498QejgWZ6kH+tqApECXImp7vR6ESvoJvFQpHl+FJG11SrQecgOhIozdEGWCiQDEwZSOdE5/adH7oT2qK+VfrGfIOJmqoqXrPVtTnG88VA17Bzk1kcic4aBMVW6qoVoL50skvwW/MsMbQAQNDVWrVgmQ6JYwhjTmU5b8zvGeNzHj6/VVuP7rHNeCg7aBH+KhZBXnqtWbuSZdFStq6rOiWZVjWs1uO9xhgWZYyYw8xV4iI8I0AWD3vX4GxwZS4RS2EsX0nrCOi+wTPkfcuIUQZyNDrXNmrsjlMLtIyPFa2Fpx89jf6GEUvCGNadBoYxbTqnxxehv/NNNEOyaNzIADDlRx2fSUfXerVua5P5zLrHptM4U8rvl+xxzF0Y2FPHZhIfwNo21dVqxdbizl7Yo1G+NQVbMmCUzaLmTaVWuTKGr2LfMweCLMt+SUT+nIh8XUT+5dW/5Xl+ICL/gfvK/5Vl2c+LyP8tIl8SkX9NRP7zb3efPM9/7CX3/3Key48u5ssidUtpubU9pbm7cYEdNjEeXrVelY4WnSCYi6AYpEi9JCuFLPiRJWiOHy+oRNKT+CEkiIagGKjT9bNLabfDvSoVLXQym2gfVbyiFRY2GzauANLtSiXKuZajz52fBiodio8fDCa+UWIrmwxUHgFX/BizefKDVS4r7ao/JmwqSDQb9a0LH4oZs/LALiUqz3NrHwGcZVe2l7Gc6WGDBXz4INCPbLrdjXDP9R1cB4xvHJTJJs6P+nw2L6SX3bOo18N8qVrAY7wkT7UAld/YGUc2rXZ7Q6+jRaMWscet0ejYGEkW5goiRx0nI8wY80pQmAkX6Q8igU/8QHC4Y74wDv0+fazb34ZDdS/pHLPiM5TE1Ve/xsouaJc2sTYtfZEDNKmzlCrv8H5uc5JA3evqbrHNVuc3P64cLClQBk2L8fwbetjne3s3whplHiLCU6lVzIWG2TOyfyvt3oxTnFk35o4xij1OAWYceJYmMqY/pBfHF5GrT6SYa9zLRJ6qsdsGV5ml+Kmr7OwsBMg++maQoWYv5GBAGjdWLpeLYFmCgnFHjuLiRewr0zHiP5fR50svCcJjnLxglzjXVXfjUvrb4YDXaq1H/WZvGgzC/sfanFsxuTjVkXVC2zik8puAJLgPiG52moVuvBrzF1fHglRXldHm3pPh5MoceBX7nhAmyrLsz0j4Mf+qiPxMnufH38n38jyfS0hTFBH5p75LzUuWLFmyZMm+7+21MwRZlv1ZEflVCVoCP6dswKvYob6+mOd7BVvMF3J+dG4ovG8iKuF0xmmTEyBBVlitUTO3AZ/1KX7iRD6sFK2ebEGSIAcrueqoY9BdXZED6GN8OZKDJyGcYms3nDzX1lQMSdEkJ3qQLahtMgr38qI/BL6tBv+IrBTHWcQCPo12w1IcQSZQlVz78fsh8IqxLIYnXAvXCf0/ehTYCUSRuLcX25mZ/K6KiXRb9jeuTfEhSq5SzASW5VTT8HhG0I64eU4PQ1tAFU8+DAWaKFQD28N49Hf6K+hbEXJJBavaASXgZsD9MJ3GzIgh5HKMsrobMCGhDzzLi4vDqM+rkh4Tl+YE4mMu+sIqzGHGnn8jK0uQGfOr3w8sF1QqrMdiMTfmh7+RurXciBG/F8XBXUGbrIiRYwJg72AQWG+VLuyQpkbOF8bC8Vy5J+uaazKHrYiXlti9VPlf0bg9CpdNYQZuhvngKXnQeavbupImSwow89jaX4vbb0Gml3GQKYzi2eG5jkMc4ObT1rIsMybj6d1A2xvVremSBOoRhEv6arurRZvKmgKq7i4kzz2T6sseUyQpy7Ir5b/5jjfazbgwH2gb05x+83n6bUG46hYmnREX7eb1DSskhPvF5ofu0TBHR4/j4GMrF76I9w2MuQqrMXL77GAQnuWzw2MpO4aA4lRW7ltfW45Jnk1m0Vp/VXutDEGWZf+2hMPA70pgBl71MCAi8hP6+tG3/FSyZMmSJUuW7KX22hiCLMt+WUT+IxH5soj8/LdyE2RZ9iUR+Qd5nk/d+z8rIv+W/vOvfNo2zaczefrRE0sB8yVahxpE51G6+a+HYwtqafXidBcEiwjYsZOuGsEulxprUHe+UBBPIeEZToic/AkQCyl/oV2TSfjbUlNw8IF5ZsBEgECvisp59fKvWN3JzBLw1u61rwjoWMDaMLSBABtO7ATicE9O0QSNcW/Qmg/GOqe4kSKm0xNFSI8PZa0bnuN1jc8woSJXBARE44MNKWqC/9qnchF8OjpHRjR8b0PlVWfT2Uq5WpUc1bF68PWQVoQsKjEloFHep62MG6jTirgo0iYlslTS9MuVOAaEl7i3lWlVloWxNpSl7ARBvw6cIwAAIABJREFUcNwTA5VcnAcESWxKEdioaFSDWWezkQWe+UA0xtQkdTUgL3eBjpcmqqQCTNqnsRV5IdhuGH3OJK3HRXCusVNuXoNcWVuUM6Y/MAEUOTrX164Gdq11wjMjDmLhSg+zB+R5bimuRSnduPSupbI65qRSJc0wvCI7jNx6buyWpu0qOwESPj8m8C+zMf/mvTAXb2pqW/WDwOLRRpiBVYZDpAiM9uN3pEjbioA1SLWlnPKJtTF3iJ9URdICSS/mWbGfkqqHj/3JszAX953kN/PE0lU1kJR5gYT62ubairw1bQpzy/ZonYPsd/SfcUT8qFSK9yzMxLWUHTq/1DLcOo+q5bL0OyrcpqmqY01pLPNbo/+eatGqns6fy9PLQgb9E9jrqmXwpyUcBhYi8ndE5JdeEBn5cZ7nv6b//5+JyHuaYvhQ3/shEflZ/f9fzvP8734325wsWbJkyZJ9P9vrYgju6GtZRP7sSz7zt0Xk1/T//wcJxZD+kIj8CRGpisgzEfmfROS/zPP87/yjaFRrrSU//sd/3NAIvnNfDMiXScVq9Zr53ShBSSlYIrkLYRpKpCrLUC5YBpHCv8upk1MlvjIQ4xZSnYrI2732StSvRuZbNkE4kZ+dBM8M/kcTSnGRuKA0EDC+M/y5nLpBIbAU7V57RUjkNBojIo6JKQBFcApnTE3KVn3my0zldLsUJdGULitNrDK0Ot6cpKezmUV9e5En/k1buNazj0OU9Ns/9nY0PjyzjWtaHtkVmgFxM36gsVKlbOlNoA+LWFekAooyf7Oe+BlH/PD97RDxP50oE4KYTj08Gy9khD88y4oxAuHw6gW3bHy0f5bh4uIR8D0/+EZAlrU60fUTbXO8bobDE7k4i4lAkCpjb2N4rmV7FV354lB8DgEn5k2miMpkxjVjhBQ6It+HF0NZIslLsSpdu1AkrL01SwHM7LsiRcpXu6EywLU4fog1TN8YR9ZAvVm3drKmLhfhmfQ2VRyqAlodRNfCmEcLJx/uhbp4lkiEM44ffO2urPdDG965fTO6NnO24qSI6R8IfzIkba4atanpigPxSko2+0mWZUXWkDqxSddmrvl9hGdBHMfGhpYXv6HF0nQOIwbFOGxe1zQ+pJvbcQGv1lrL4rhgZ2BbLLZIEfiGXouxh30ga4VxYG82QSudqzAuQ2VMeq3wuWa9LmuUs29QSlr0GhpTos+EvYk1W6qUpfab8bp7FXstBwKtR/Arr/D5vygif/G71Z5kyZIlS5bsD7q99iyD7yUrVyrS396UwXk4ZeNDBKXUmjFSRI52Nfrei294ISETn6jFfh78txaV7wqLDJ0fExucunz8cslQR7sdsiTIfbcccL0Wp2OQco5gjfq+yQnGL28IW1E7/aaNPZVPLpVL1g8QL+ho4uINiPC3PGF9nxM7EfEYfllOxAuXp47cKq8nT48NRXrtgs1rm1G/OLFnd9CKiOWFQdtE1yM2RJ4yugRW0hhRlcnMGB58nqLhC4w1z4KTP+ji+Fkc8byhkqVIP5evh2eED9myLbStIKvpeFpE3quBnnkmJvqjCIeiLBiiMCa21VWxG52rZ8/Dve5//V7UFuZAvVW3NWVCNC53m3t7FgPk+5W7oQr6F+8EkhHtACu1q3MVRg4/LuNhcTGDgWxvhLnHM/CaAFwDNgJGBNvfClkXDw4Cm0EEODEFXN9KPtfjgkwiYc9Z7b+PAWC/AJ3DKCG3TNxKcy2sF1tvoPpTNEVK0SvjvLe3LTV0RPR5PX0cIu+3dU62WRfq1TXtB7I01N9P0TPWInFQrB8uYMyaruHL00trP38zJkifGxkuPIsTReuwM8YY6Hzh331l/5ir7QpxYSoz/Xt3o7aUK2WbQyaT7Vjeh98IXuvaQNk+Xe8lY9Yq0TiUSxRTiwtNHena7iBaRmxBvWaMKcwAMRLsj3O9p2U26LM7fnpsTOAnse8JHYJkyZIlS5Ys2eu1xBA4y/OFMQGcCEE1+IRR+8KXRrTt4GwgjzS//khzd6+/GRCMlz2uXqrEqMvDp+gREdxWQldPzvjpLWrdSXAePzk2ZErkdVPV2bgX6J12ozCnQdIynYZTKNHAMCGWM52F6+M759RK+dStG1vml684fxrIZ62iOdnaL1C8Fe9RNOIZAZ/zi+G/9CV8272WnfhpL2jcyiHrtbub3ehVlMQhP/veV4O+wxd+8gvhe8qUVGqqGTBDcYz3C7QLuuQzoFHuhfIafkpiUZiLlk9+Gv5ODAUIE4VMFApBSKCOB19/cCUmBgU6L72NrkRHGYQnd4POwrmOB2i7eqx+acogI7+sWQtryhww754/fF4U5dJcddBU2ZUJ9+sCNPqHf/g9/Z4+b52TRNH7okmgMUNxivqGk4nN/23NoqBAGHOLNhhboWyc9b8Rz0FkZbECjYfPwU6A8sfDsdx+7w0RKVgn5gF7DnuNZwppA4wA92J9+cJLIGvL4tD3t25um6w690B/hViKllM39NkqQ5VwNhll3S/IHOK6MAlkbxHPUG83rrBUPEeTDefeXRQrWVtxJgjxQgMyadCt0LlLFgp9I4OGPj29+1Qeq64IWUmMR7Gm2E81wt8V92Lvsf1W1x2/HzwDi0lx5edLpZKxSqimMt/ZN2BnrQAfjMhO/1MVN0oMQbJkyZIlS5YsMQSrNp/N5eTguCiT24mRE3moRb52XKr24vjCEO3+26EoUdep4oHOQZ2c9C3KFbZBfcL4gDkZoj9QqcUFelbR3bN7IUreiqjo6ZqTI+i93lStgDIFUbROwFlcthMUhg68abw7xoHTbKVWKVgU8mYHKLAR9R7HWNi9ait63lKwD5hFVTv1QVA+aExW/PigCdQerSyrK7XKva2EstVRCP2888U3RKRAtZz8fZ+KehWhLXuf2yviNFCqtJoUMD1hzJljMEQ8V54BY+21EGAMvEoZMRattZa1h1gAWBjQKL5i5otpsSurAWNWlKYN97JocafvMLW6E+H6p89O7ZqgcZ7v+18JumJEvPP8KWIEQjLkqG1cw0fsax/o+Fb34nFfLagD8gNlt5Vl4fmiH2D1EbRN9IdxgY3gmeEPh2EaOzXBojBX1XzFtB+mgGsyx+g3zBGMSlFoTRU7dXxhEp6rZj/zBpVOSu5WapVijpGRoGNLG+gn64hYA+bNR9+4F7VlY11rpYzi7IPMxXOsjodpmGi7rBDZshT1n37zjKYubsEXCrpSWAlVTZelBGuzXCwswp/9El2FpVMgNCZW9zbTZTDtGNWO0DZs3wzXM6VCSn9fhr4/ehZiN9qNhsVM+IJsGPE//E6wBpfLpbgt4JUsMQTJkiVLlixZssQQrFpWyqRar5ovCLP8URc9alH26nNt9drmCwMhm+CSyz7w/jVeuaZXN+MEWzQ2vHAqpSJdo9swvzS+YbIiiIYnpx1mwFTCVD8fHzA+L+8rBRmY1r3zuc4mM/NZMnacosmrXTiN9Ufvh/xwovAN8aG57tAFp2sQEH0lxsIi/RdFZD3f4fRt2RiqTc+4jEaqejgIqAq2x5e9Pn4SooTJbSbye+JzwDsN6XQDGkXDn/K/KAxywgfZ8Vxr67Xo3/TH2qIsxr2PAkoDEW3ua80HRVTre+sW4wGjAeo2xTWQDQhIkSDMD4yAVYZTtMn1iITHQDf2DMsl6a8Hv3HZlTN+U96I2mKVCCcaK7Ch0fiLosy3yFV9fGoA0FaYOSLgV9UpQeP40MVn9DhUhn/eI1yezYWyPMx9j7yJuqftk9HU0CLxKLAVPjbAIvcdsi3qLMyiezOf7t0LMU3b67ECIt9bzBfGGvio+nu/f0/HKTx/1o1vE7ET/XW0HzReShkSmALGfuSecaffKebelAqB1HqJY6WWThNgpIp963pvGAai8vkebBXrx2evsL+sbazZ8/JzEfYJpsi0QrTGAesfMw0Ni4cKfWTNMg9aqntAdkqrXr/CcHAt1hpxYcQaoLcwHU0/u7UMkiVLlixZsmTfG5YYghXLF0sZXY5Wao7HuvMgBk6T5t/RE3O73y5O7PNYvaomcW0CIptBkx75LQbxiRh1Lypk4efdUiRIXECz07QTOWhieBHQQqU60fcbUb9RSyQrwaLO9ZR6qXW7n90NsQlPPgpRuKb930R1MZxeO+udK9rhjAfX9Hnhlo3gqtuZ+pfLt/U59ZzWfdW0Va12fOcwQEQLo9cAY0Kd99q7qoUwJpo6jvCmL0WbYvRKrElrrVVo0s9BKoqE5nHlTJDfuubGEzPC/ABdgMZpC5HODfM5qlLhio4DMQDMKXzeoFHGmPHxlfiIaIbtKWIvVK9B5w/MCSzZ5nWqJFauPE/mmqlrUqVuWVTOFCl86b6WBf58mBBD4ZbxEMYLVgOmbT6dFwqkiuC8H5rxYez57sNvhjz0K7n9Ol7PnweWr5+HcWWd2DzR1/Ojc1t7fNePBwhxPoqrIYJWhxdk0Oj3a8QDhc/funUtGjeYOat1UC69FFHafucyN2gr/e52AyoHvdZcHRbU9chWeq76FsQkLRdL20OK7BntN8qj1RgpwzpNVMuf7xFjQZ9gSrw2CGqkPGv2T5FiHvhxsTWqr432dtRPq/paiucu97R4EH4vtK2MK1U0d27t2NrxWjE8b5Q3LRtJx3x0OUpZBsmSJUuWLFmyT2eJIVixxXwhZwdn5msFGaBxTj4up/SFyymfz+bmw2wryuLf+Mp726ry1gaFaS6/ImV8iYY+HbrAzG95pP7uaxq70Gka4uOUSWU0UOnFSVwZEB+YqSC6uAYMf+zenVDbwKO6wjc6KXx3I3Tc48h90PalnuCp8offHuRHfrBpB7jqiRbvoSgPJLFaLKtQAXSaCOrkpPojr/M5VSz1WagC3aIV+rS+tx61xdec370d9NTbax0bl8tzrTmgyL5QWoyruVk2BsqV+m/Gllx45ij33ri+oX2MkdTzFbVBr9HAuMzOY584YwpC5t4HT0PVu572yyK8XaYI1duYh6DRyWhyxf/u9SRAPET8e78+4+WVKnnfK3l6DYFVfQa+w5yr1nSt6ZqzsUY3YBCv+5Hq6Fedhn9V/blHp2gghLZs6//wHBqtuiFTxornxjwx9cxSHCsByuw6NcXxKI4p4PNdVxtgNfNhbjElaBeE50+WEm2h6il+ej/Wlo2gzwbUbnU1xnHVP2xwPjAGke+wnn2cEnEr3IP4BsYDtG0aKy7baZ7HjOXBwVHUp9HlqNB2GcV6LV4zhTgwy/wZhucNE0ccA9c5enwUjVPJ7WXVlVoXZadpYaz1LK4WC8u5+rkrZQJfwRJDkCxZsmTJkiVLDMGLjCplGGiFky6qcORdl1aisn0ZZ3y5bSpeKaKxe5CrrKdIammD9DjxDgaaAaA+s91WOL0Xmu2hLQf3D0whrrumWv2aXYAC4dihToseV+aj8Mtq5OokVk+DEcnM96rMgF53uVhKuRnaT8QxvuNVHXeRAhlZrq+ezjkt832QFD5WYghgGkB5IAqQRr1Vt//nuz7/HnTFSX7sVNNoC8+C0znXgzHY2AvjTYW6TIXIR4ML87/D/DCXzCe8jNXNyCunLUU9jdAXWJ3pBdHm4ZUYCtA/anCj85EhG543hpomPl3mEgwB2ghUlGM8aTMsBExBv/fi6oDlctn8m89VyZO1xNjDIKE/0FAE5GNPQK3ETnh9BjJl+B5Im1icxXxhWTR8l7YZG6Nr8b5Wc5wrY1ivxqqYp6dhHo0mWoekrepyOj5PDjUTRtEqkeH1tbrFX3j1OvYJ2miqmlR1dOwc+8e5shmwGlZpsVpEoYuIPHpyYG1lPZuGhxpMkeltEFOhbSupFoqvTeDncLkSK7re/IFb4fsrmUOsLdaFZxms1oBTAeX50s/hhbI9aK+MYsxLPIOpC2o8Fc/8+OmxzUGyhwzJz2MGiRghUeIDJojve70Be1+ZJ57ZkdbOefut29ZOy344iZkh+sm+wLVYsy+qWfIqlhiCZMmSJUuWLFliCFZtPl/IybMTy+nnhMyJ8KlG2aOyZqpzemJe2+pJbzucWE/J+dZTJL5RIvapy87purdDZbTw6qPIYQau74XIVuIaOEGDdtf31i2vGoRKhDs578ePA0oyNK2fB21Q3x602d/u62sv+t6J6tGT1bBzi7a1Cn81ynHl8FpEuoexAwFxIiaflkjt2+rbq5KXW4597xVTLJtEfWtYpba2oU38jSBBH/VtGRFOR5/+ErH8/t9/X0REbrx9w/q7es/xMHzu6EnwGXY3urJ9M4wNCI2/gdz4O8hlcB6zOSAkfL+gbtDtg6/d18+9ISJF9snWfrjuuDeS5+rD9FU8fWaGzwyBAaG+PQzDUhEzKN5rAzDO3Edkxb8KU6KfbUzjaGr6TVtBW/jreZaMA8wamSTGwFBdUz831PEbT6fS07Xo1QCZzzBlm5rxwbM7U0bgmWqGEB3e0tex5sYTAb/ejSt+1lb0CMhgwo9PtUOyT6z6oasrwLyB9cG/z78fPg0MwLXNsJeNsvg6sBjLPLc9yeoI6Nixh+G3NiVPh9JRZnz88dPofeKbYJKoeYFWCIyBlFb2CbJD3HPzioP2LJRpZd1wb2Js0GSBvYJhwE6UMYL96W2uGcPKtXg2/A7wPmbaCbaPzKL+s46M9dGsL2LULobUjin2MMuymsV7kdXkKMM+6v6gDEG5Wk46BMmSJUuWLFmyT2eJIVixUrkk7X7HUCj+JnxAnPxAiubPqhYotdDJr0evnA5Nk3xF93/VXuYj4jQ5tbzl+KS7WgMA//JkEto5HoVXkM+VSoTOZ7qvyLfu6iSA9E7VP8n3GQdOtWeHZ1dQ+OMPgmLajXfCtUF6+BcNGevYdtsBPeAbIz7Bn9bN9FBsiBrN83rV/NSmHFjTCoLzWdRv/K5EHFv9AB03Tuub1wLq4tkQx+BrGZivfZFbhUieI2wCBjrjnhjZF/T30aNHUT+p8iftuP88C9ifRqdpGu3iYkcMqbiqnsRK8LmGKQ/Gam+wW8SU0Af6bzUR5gtpggrVvKqjqb/pcz96FFiNjx6H+bO7oehSGTIQpc/GQMnNs3htvX9lWLb5TAR+1bT8iSlQxkA/x9qrKYu1p21ZEP+h4+L/3W6HcWPdMb/KlfKV+BUYjokmAbTWXJS8jiUa9vjzQenZQBX3lAF4ehwQsGlGkMWkfWjW67bmLF5D24CS40BjSMgWwTxztrkTmCTiNSxTSsfB1+/Ah84eKVKMtc8MovYLTGJRb6ap4xJXGiV2hn3IZ7Mw171S7GK2kEpV47yUZfBaKbB5/D7wfqlM9Vd+H8L7Vj1VjefPOpsqg3CuTE1nsTTWgRgqmGTPkDDHZnqN8rx05Tm9iiWGIFmyZMmSJUuWGILI8nAC40SIER1KtL3XT8dWfaUgNfxmGKdpTric+I/Vp8zJkJzVU608iM+v4/Jw8a1XV6LXrY6AogfQBDEQb7wXolnJYSXOocj1DSd8os65l+U+b8QnXqt+Z6fXiSH2hSyi73AyB9mZb/csPoUX+cX4MwNafVkGCEwDyJjvDc+H5rsF4ZkWO3rp+srJfZXpECme//mxRrBrRgOIm/oTMEmFzoFWf9vbMD+i76dVu1TkSj9A9q1qeB80ht7A1OnDM9+++TshvsFnG1RqlaJe+0GM1MhQIOrb6trrNYkhIK+aceTaqGZ6pUOrYa/zcDad2XPhHjxP8sVZF4wP8TwwSjwrU9rTiP9GN7TF1/yAKSB2gbUwvBytoMJ51P+ZYwKNtXNVTrGnR0fRv7u6VgejuMoh6nJYpVaxaxX++Tizh+8wPrCXtNE07vXzlxWNYL9EU0P919xT535Nx63eqNm8t35q5gtz7FjrBlxqfzpNnVtal+RCdSfILiGLwjRBFKUTpc+zL/L8m9LZDM8Hhoh9gc/yPvaNr4bqmMRvgJBZ28R9WOaL7sPsQ0WMUbgv8SKXJ5dX4reol7Cpa6qopxJrhnhlRmOJnVYAxl6/gZ6HzoV2v2NMBwwQzBFjOqqGcblQVsHYqG4rKRUmS5YsWbJkyT6dJYZgxebTuRx8/KxQu3Ka/pykOdmh+Id/5+Lk0mp/813zP6nPziLRzSceR6jir57oqbGh/u6iRnfs10Q9sLVSXREUvn0zaBVsXQvKgpt74d/LpeYuDxX54stCw13RR6sU+3t9FDn+fE7lq5UF/XdArFz7+GHwbf72739NRER+7J13ovHxMQgelZGFAIoxrW/Va6grehkPxtJohzrjFh2/jOM5QMD442EAPvoHH4rISq2GaZyXj7qg12Ff1yjq7goqtfoAKDaSJ19H5Y5a65XomrAbzBMQpM8MYJ7RRh+l3VpBDrAMGFXpvHIlcR0wAzWHUmgLqJ98bdpmVeN0vBaLpZTyuJKi6Upo/wYa98LzNCbMWAjyzlW3Q+c6CJpsHubmchH7sdGbX9voWuVNUCT+aVM3VDYBH++aavaD3h8/D/oC5t/Xe5xeatR+Oc7L57og6HavbXuH1waBrWDeWN0UFOzCpQpGDP0C6jFo/9l36D/ons+PRxNpTbTOCHNOv1Nqh37152tR/4aqt8C9WvW4jb4mhM3dWhxbAjqv1IoKs15nwGKIXCbIF37o7dB/sizU3//gWciuII5jXeew1c7osaeH+3U3dJ8lo2y+tLXI3jI6imOIaBtZEvQTVpc5zbwii8kYkkvqT1CJdEPHr6jt4JVp+SzjwZolu8AqJU4b8imSDBJDkCxZsmTJkiVLDEFk5WpZ+rt9y7cm6tiqVhEda9HJAbUXVdMyO+XxHcvJRknK/E+j6HOmjqf3vPX5myJSoAqvyNdy0dr8vdltWtQ3/sZGQ/3sZaLrUfUja0BzmMdFtcLw99hnCiLm86uV9EQK1qLVa1kMQZGJoFNN+0+e/M9tfElEish1nyfso++Jtm8q8jVtdkUQ21pZD8S4mC2MyWHMQCNF3XpVNVTVMpDOF376CyJSMChPPgxVHqeaX95RNMq8IJp4UxkC7lNr1Ipo6JbWuiBGwsWhwFagLjlQFTOQ8NhF5RNt/+4feldERN758XeizxWqcSObg1ZJDwSrCBhWatXnL1LEDJiinasJMV+AMGMVxdJKbrSIyPJiIdUWyKwbjR3txX+L/96yRsoo14U5DFM2Ik9fkX97sx1dv+W0E8iQyZe5MThWYfFwGY0p7T7ROAfUQonU31kPz+rgJLBVKM4R78Mr82DrxlbUtkqtYvvAkVaI7PTQ3VBNAMnssyIr9UL0WXlFQnzOW5oJY+qUOj7G0J2E7z0+OjJ/O/oAPEfiF4jg39zsR/fmWvSviNtBdVBEpJg3xD/BfhDnsJwv7Lk2Ks3oWsZa1GPGgHFg/HiWe9omkLNF4zsFVJhcrsM+s31jy5iiY40NKmVxW8ii8LVMYEZMdVL7AHvLODEelzrXGQ/LsFmpQGmqocYyhX2AuBcYMRgR7vlJLTEEyZIlS5YsWbLEEKxauVKW/k5f7qvqW72BApnmLqMqqH4pkBVoRqQ45VmNeXLeZyiRxcpkoDEQJL4+qzRHrrieOjml0oYdzYldVT8b6skzVx9Wtq3oqq4+0Kn62ZuhX3d+8I6IFCgUBcLi9BzHUBAZ7v3hhpCvb17xJzJGVv9AEctqNoCIyFz9mV4t0tgIMhrCv+xkv6EohzgA3p8MJ/acYGMaFnehz7Uao0/G0kfJm0qefo9nzbigT9BTJUvGoFqvFtXK5nHOv2V2aC48bA6v7bbGN6yH/vm86UpFfevKKDDeo1FgcZ7cDfn7x0+OLUuEZ2BR0ajDKdpC77+olBeeK3n0VoHP6ekf67zBGC/Tcr8cGZL1DAm+cLJJmC9WtU7z7C1PXZm462+HOgwwCUSlkyvOvCDW5prWbVjM54ZkD7XOBM+m3YsZQtgJ4jGIqcBMbbFej94fjmM2B2YFZFlr1Oy719+8JiJFjMBI7+WV6vDvw0TybFiDl6qiiHYAbAexKjCOJxfhc9c2NmzsmA8geXzerIfDByEW58Kh1IFTgSRaHv99afvFuBMmKcyLWTQ2xAzACGZehwEmSV/Zm2Ht6BP7ZckhZ/ZVMgT4fKlUshiHa2/sWftErmbukD3Av/k7cxy2j5gR1rrFVsxiZg2Gpt6sX+kn857x6es1YXlZH+PB+EpfX8USQ5AsWbJkyZIlSwzBqpUrJeludK362/NHsd48fiqv7Pf0OKhore9tfNscUFAIiJjPW71yRWtnY82Bv4xrsG9+LqBQkDBICwSZZSWZzSbaTo3kbqkyYUXzw6uKXKvh9AxCrNUfRW2EGeFUynh4dTXQ7pai+ka7YagZnx11zInEhYUAAdLP+Uz9+o0YrZtfW0/0G1pfoUA1nWg86UOpXLKTPLEAhYKaRvaTd78WV73zhr+WnGbGDXQL4mG8eH86nto9va8c9b9aTdHFNFY93N4O7M3WVtCOmM3C909OAvIvlcK9er3duK1nqO4FVHd5emloGfRx4hA97/NMQIQbWvWNZwmSgb2gfOSNtyZRGyejovqlSFgvzBlqWSxcW1qOfeGe5qet6VxtxGgcxmnhKtJhIGRT1RzPingU9fGCBC9PUfaM1x4IkOfLvTraZvL0yTLY7hHhHp49yJr7NdoNm0tFjNE0GheveUIMEnO5yFIKr51+HNfEHgWSZN/40d574fuzhTFkrCX2OQyGDYYI5Pv8YciyoIbBzGVjwCSx1/EKIoaJ6W50TX+DNcWey3M1lVhdN9/4/aBDsLHW1WvF8RqW0aD/htUkjsN0CJRRYE97evdpwfjoZ/DfW3aSPitTPm3EGTFDi28S7W+sqgibAaNK7BJ7QZaJLEYxU0z7TWMGNUydmyh1sgd9UksHglXLA5UEtQMdzwJmIkwuESoKD+fWF8JmXSpnVlyHhepFaiw9SDdJrj136WJsgARPMamKAiShLScHYSPd2A6UY7u9bj8qFDNaWwvphq3WurYlTKLz80CV8qNy48YXRUTk+vVgKByWAAAgAElEQVQQTMfGfn4efhigrZAF5QcP9wWb2uXJpW2ibB4cLqBu2QiZ6ARVcXCwfjrRI37UvIANgZ5nj+ND3Hw2t2v5lEa/GT/XH0D6Z5/XRXZTAz3pm0+FZJPOXBBStVYt5oG+soF1dQOnZDKvrVZf/63pWOWYpuaZFgGCHHKm0ffo4/7bNyxYimAxo+c1vc6nwLF5EhR1rge/ndvh3hwIOGAy3x7df1/bJtF4LZdL+1Gw8rPrsSANdCo/ZLSZADaeCT8gtJVyyjwTxpfP8z6b9nQ8tWvzI4PxY8zm6+cgn0c0bL0f2r69Ecaa1D4vfFRrxKI4khXt39jVvaZN4F1RzlbkagonP7YcEJjTuOBwKfAjxLhjuBqWy8LFyJqhffxQcbinrQQDIgnOHOOZ+ZRBLz7GuDR0PdU36vZZDoQc1otCWXHBrPd+5J2oP2V1peBqYW/meqQb+v0XFy3zotPvmDAT64OAaPrBXs0B0pd0Z+/nHvzdSrLrvkDhsaqTgB+cDWwvYe9ivTzVwxcuNYSJnp2Gtr5xfc8O25/EkssgWbJkyZIlS5YYglWbzxdyenBqJ11QZ4HONTXGIcdV9AciNrlfJxjCqXHvTghY8WI3oA8rgqSUln1OT6mc8DevBbQGSqvVmhZgVqvFqYmgRxiBhgZNGqKtEdiopTfnMUKCfrv1A7dCf3MCc2Kp1+HF0E7P1ZNYctYCrEjpVDp/W9HoqvxzaMsyGpehkzI1YRZFDgT2mWxqltkJnbRB3AuW0qjIeF2/gwuEfq+pOwdEBGqj5O7DbzwUkQJR8PfbyhzVGrUr5Xx5ftDS3OtSUeekh6CVCqboswOFr69f1+9pEaCje6ENp1qCtlKN/t7sNAqJaseqMOYEtBGQx/jQ5t3bwS1RbyhKV1YC11O9HubP2npAjEdPAgN176uhbXme21gbaiI1sxm7r3zKI4F92GoxmtCmuJwyctIg5icfhWdvJWpnc1tzDx8HSe+97U0dq9AP0GXmJI1BgN1WvL5A67gOKH/cUxYI8RvWydaNLdneC8W+YHxgiNbXNWhuoCmNB8FFBKvB/Gcczo8orKP7A4GBJnhVBPCJFC6a/m5fdnUvspRGZUZA4ybopW479RAZ29eZx+upcFPEacnAz/XtsEeyB3T6Hdm+Aeu0oe1VSe5xuNbzp2Fer22F9nvpd+YVxaB8Ojf7A65JyswXgdHhuv2dvu0d89vz6BrG2iJ97thf5oW5Uo8IvtTCdDqurH3mPsb3y5WKfQb2DqPfwyx2LV7TQluNdiNJFydLlixZsmTJPp0lhmDFsiyTar1qKN+nvOB7rbv0NV/8SGQlZU9Prj6YMHd+nqwcp3jxOZCOlUtGoIf0RL3nbDbS97t2uh6NApp49uyD0F5NZWs21dfZCf3k88QKcCo/OwuoanSJ/K0G7jTjokiUAc7WVYij1yrknRVd4vsy2VIXBGQ+5I5KrrqSysawWEEeAtco8qNiOHod0tKqtao9C1Bo4YemzHUsjgODUKSbqkQvJWT5d4nYghvapjA/8O9a8Z9mLSrHLFKgARAf48S4+DgPAkO7XWVSJjGCPHgUWArGGYGaXfX315o1G2PYFnyZPpXR4jNcmlyBaEBIGtC2IABOS81W69H38DEf3D8wdDxQ3yfIraHzwsSRdH0wXzATfXFxGgS8gfR4Fh/8/t3QJvUxDzQVsF6tFv5jZR8Oj9VnrKI9M/07AkMIEnGNdiOeR/wdufGtfi9qW425rmu82WlaHAbPt2BdwrVh6Xg2vnQ5QWeg1o7JAcey0jwDL3CU58WagkWxWCH9DszIybNTbXe87/FMbF2ZiNg8uh7xP7SJ9Nb+7rr1G1YTpiTLNGh2U/dYDY604l5LZLTDa+6YSF9oi2fF/ouwFWxQb6dnRd+4FojfyqBP47LpiMUhdgRbwdx88I0HOo7xmmfcWGe0YblcGrvC7wDB2OwTQ2UWL5SN2tIiT6fPz67IHr+KJYYgWbJkyZIlS/b6GIIsyz4Wkdsv+fOzPM/3XvCdnxSRf19EfkJEGiLygYj8JRH5L3Ig1aewfJnLZDSx0ySn6BM9yXLSXb8WTvU7twL6IgJ0PJzIkUY7e1lfL3PJtfBpER17/a3gGwad7r6xG13PfGP6vd/9jd8VEZGf+AUtc1spotEHg9BuTqSHQ00j07Sx8/On2u5COEakQMr4Uq2ssROVIYZitfQyfaN/nNSxxx8EXyhiHV5ICLOUPcZRCRUEOfCDV+vhPqSKcWq3MtHV8pVIXYrwEAbvZTx4VhaRrm2AAWo4359H0CWXQiVSoADzPzaLVDyRq+mIIIK3VYp4bx9mSKWIRwHFHj4O4wmT5AVXTESqWjFGg3gO2CtDgto/4jY0DMF8kpaueBDmOEwAsSejkQpbHYa/M5+siNTuurEPMAXH2k/QFPP6b/3t3xYRkR/5wruyav/n//s7IiLyC3/snxSRq3MUVo/xBrUjP7vZ0wJWk6n0+6R91aP+Pz0IbaI4EQJDlMH1BYKMtdBxQjaXvtZd+dvV1DBShGHlfMwI8TyWpaRrjOfMvPna3wtFwnbv7EbjUjAC4X6FlPXYXsuwNLq3+DimosCS/v0UMaBYwhpDfhkGBuTLMy4yqDQL4Xwgo6EKdVXjfQyGhGtRqtvYPb038SCkdtLGayr4ZCXQR3G5aJ/9lGWZZceUa0WmkkjBpJRc2iGsBc+G8WT8RvqMEMA60ufviz6ZTHelfIWV5G9Wsp1MDS1j7UtTf1J73S6DMxH58y94/9K/kWXZPysif01ExiLyV0XkWER+QUR+VUR+SkR+8bvXzGTJkiVLluz72173geA0z/Nf+XYfyrJsTUT+WxFZiMgfzfP8d/T9XxaR3xCRfynLsj+V5/n/+Gkak0sui/lSKhU9dSpqB3VwoiXallO3IeVa5Uo0NKdrrmE52YbSwiNoa5S9lQHF1wVLMQ3+O06r+Lnf/JG3wvUUjQ6HZ7JchtPv88eBETi4H17RVQBtc7Il59Xn+vu8a59LX1Op1kpfI8eVaVjMFld85TZWoAJXrtcKvlRjH6cvFIIPFXlOkAMMy5bmNjfaCJRUpYbwUhN0Gs6b+K0b3TgmxEeT02YfnQ/zcq6CRZmLyrZ4j/niyrWsZHApLgSELgXSzcjkXl4G1IoNzkMfjp6E98mAwIeMv5NiKEePjgx1WPndPvEKob34dJkPfZVghkEArSCLe9EJnyf7hojou/8wiMbgY1714zImiLlwL9pCG3/qj/xIGDvWjc6DP/7ToRgWqNPiNFyWwdN7IXMAhgBJW9bqbPb/s/euMbZt2X3XWPv9rNpVp+qcc8859/btbrfdpolx3EGJTXDAEhGBADLYyBJB4ZmHyAdMQEIiIEcgpEiRECQSr1hB2BIOClI+EDtfgh07xEJgYTduv+/t+zjPqlOPXVX7/Vh8mOM35ppjn9N977ltzqU9h3S176nae+255ppr1fz/x3/8x9pQdGSOwu/wX+Be49phTIX/wFgNiHqqJaDSoasaGyx90btMx+mzoV6vG/vEuuj0YB9oPEVlkPouKLIvXJOfz36X2o8r43Ridsxh7aMXgbVhjRdFYeY2zXZ6z4G2YcaMddJ5QJPi8/Q1Zz9sa9w0Fqp/oNHb9cyYLL6bfLu3Or8+D+uF3LpZ+4L856mfC6wmZkjcd1QE9Vwju/lkYePifNAI8FmrjqinFt6wFZgEwZLG6o3Udpuw6ixtKz0aDW1uY4tu1RTp/XLz8Fny3W1lCpbr9Y4/yseJ/79oCH5IRI5F5KfYDIiIlGU5l5BCEBH5s69jYDly5MiRI8e3QrxuhqBdFMWfEJG3RGQiIl8RkZ9/gR7gB/T177zgGD8vIlMR+b6iKNplWS5e8J6PFM1mQ44fHFk+lt0q+SVQadQBpC2LN5uN7fT7itSwTAXJ8gqaXLlaXXNFo7Ws7t5xEztSG1l2kDAJKP3rjbq5doEuUctS0w2SwwPg/ueDlKPb1WOq4pfKhd5AVdertKUujMDWqXGLWhEb5uhueV+1AiAVy6mjrXBOdCA+duvYfNLchV0wSPGONiIxi1dFXuWmtPMGdXz1/wz51j/8x783OWa9H8YCerjRzBXf4Xf8fUUX5CXJyYPC2M03Wg3zk6DaAORGdcThvcDKdLtqPatqa3OLvExto0E+vmET2glichXmfXxyudOmlfNhnVuDLV1z6Bt8UxfQitcIsM7qTqNh7bOfj21twgjxypriGnH9rzW3zO9Bo8a47LlWy4pCaf+LPsB7ZuwdDg0dwsqY7XXFWbE6P96qdqwMUauVKtjJGUd72XTeiauzK5s7mC+P0cyJUo8Ni3HxJDyjqpUsIiLteXjl2QSLVdT0eaTzatqcenx+mbunzu3Jo8AsDkap6yPXgGcUY+8rS8X64J5+9n5gK2gL7puHldsy2n/rNdg7COt2ofoNfBM8egf5X2oFxOOn2oBpEp5xuIu2Tc/RSsYO2wFDNRj17Xpb63llemL7ZvU00Ly91wJwj3NMrJ8FGwdfreTuE5F4LeLflkLHEOb4Tf09Dcmqa8uz1B8nXveG4K6I/IT72deKovjXy7L8e5WfoSz6LX+AsizXRVF8TUS+JCKfE5Ff/10ZaY4cOXLkyPEtHK9zQ/DXReQXROSrInIt4Y/5nxORPyUiP1MUxfeWZfkr+l62z+OXHIufj77RlxZF8Usv+dUXa/Wa9PZ6hngJaj/Z2bJLs1adirSm11ND6ubApjvZlylzb2j2AmKk9lt3ylafTrMgV0/LbpBda1XxCwsBCie/BuJD/Rx7HdDWWXN7qmSfz/A6D99N/pEcMbG0ls1b28kzbioTvDaC97Eb99UGnjEhrxldvcLxaMgCamXeavWa/T/X6ct/5LtFJObSYz8JkJzm1LUvRffbw+9p8gPLQZBzJq+JQxn++vvH+xE96Hh7Q9U4qKp8cq1LWEXC0TMibYuMtwTVBnhI+H8Tg/2I3mG+zrRJlXd59G5/vuoELQHzteMRYEpwJemsOiVWjDS0OVFd86+gKRBrbECVtp6+UVaL94MkjWkyZk57RBymTn3n2iuDnHNv2DPtA2GVHnqvwgSAGE07o3ndVpO680byPpob4UfAfccaZ36Gh0O5pWuqN1AGrQ2qTInOTk+ZJNX3EONTfCzoU6EumroG0UdYm2nLzdPzoBuRKlUSOsewkLj/8Rmu0f7n1V9B1w39BupanmKN1/Q4rD9fxXPr3q2oR+hoQ7U6f5pSLUDNtUE2rwNaDg/CuvrCF98WkYoroOtp0eoqg+gqJOrNelxjV2iHwvm0XZUE9wcMAgzK0vQ74XrjGmkVRCdpUzFjNdXZcnR7FDUj03RN2r3Xo3lVuM7MZbPdNK3Dq8Rr2xCUZfkX3Y9+VUT+TFEUNyLy50Xkx0TkBz/i4ZiBV1dT5MiRI0eOHL+H43WnDF4U/42EDcH3V34GA7C/+3YREdlz73tplGX55Rf9vCiKX9pstt8zGU9MVdvTvC87YHaE5BjZfYKsy3IrxXekNajUF7PrfPpuqP0HtZOXQiNAPpqtDboF87Cm49Y6bVVrjoXLVewk16GrVkAh5t6lyI58NX0QyF+CNufzsPtkp2sVEPXUdS964etOd7kxloVds686YC5hK0DZoDRa73Je7MqffU3VtfpdnKv5z9PlTs9xvV5HZX+lHl4kKvK7A51DrTNHXT9WLQGB/wAoJta+qxpbkSBpYK7t7GYW88+KGuv1MB+wM4eH9/XnKWq9vAzucdT8Hx6GnCjaArwmppOA2lBEg+qmVzi8LWPbXhz6dE36PL5vKU2OGASMVgTU5q/Bg+8Izo1cwye65stKntPU35JqSmiJy/UG8TPWyG7h+RB+DhPHOgMJL1ynOXMAPb20DniwEXY9dX4uP9TeFFQC4DfhmEKeB9wHN9PwHafagY52wARruixLm1Mqg3B/xImSNUn/CN/rg3ubjpQTPT/mCYYENo+8PloE7kORCoug4wMR09uCY5KXZ17I39MllPlAq8TYqBhgnVn/is3WnjEgY35nlQhUR+i/qYjhmuH+SPUFaxJ0ryaasl2ptukmZTer38915bytSkDnHpaSCh/rSNlM3RHxQOCeNAaV3ge4zW5SzcpiujDdE+OHGeBY6DRM11CPrMAnYQg+jVUGJ/pavYt+U1+/3b1XiqJoiMhnRWQtIu/+7g4tR44cOXLk+NaMTyND8L36Wv3j/r+JyL8iIv+0iPxP7v3fLyI9CdUJr1xhIBJ2n0/efWI7X1TIIEzyOHc/F3Z+5Pvo0NVqdc3PHacxnLdA3VGRrwiJnLnmEudOoUyQBx9r/s78xBUB4vjX7nVsFw2Six0G025k5rCn50E+23oZPA87fxS+jUo1hUjc6YMEQWF7R3uWP2QumTtyfSAVEBJMB2F93BXZoAZm9808Mi/PH4Z8PV0kO9qZr78/sGNxjBtlYw5U9Wwd4eppT/a7n7ubnAOf7wwWyfkzBmrAQaXVfDb6CxgBNAEE6wP0gBZgby+gFNYVr+g8xhfhvOkvgTcEv4fVaDTrVv/MHKIFAfnMzb0uzDkumbBTzBNVGSBsGJZaLXVj9E531+fXdr15BWXBSvBzxsLPuYao5vkcHRhb1pchzOdMkTJjZixc41t3Dw3Rcc/Bvp3oeiZ8nwVfbUQPhLnWkffULc5edT2BPEFwm9VGnquegznujxRtah6e62muf3up/0Kc405yvnhj8J3MH0gTpmSz3kRnQh0X9675CjhnvqjbqCc/JziO7+NiVU+4JiqTcPHswt4Dq4BWwvw5dPw8R6jiokprIWHu0cdQvcMz0Or6qcbAlVE1XydaCbFeru2+NnZKz3Nu/gKp/mAwSit7vAeCVSfptbmnFVFeW/L0/Nw+BxPAd+EBwfk/H4frS8fNwZCKp6VsdPyvEq+FISiK4ktFURy+4OefEZG/qv/8ycqv/qaIPBeRHymK4g9U3t8Rkf9M//lf/y4NN0eOHDly5PiWj9fFEPywiPyHRVH8rIh8TUKVwedF5J+V0KPgp0XkL/PmsiyviqL4tyVsDH6uKIqfkmBd/M9LKEn8mxLsjD9R1Bt1GR4OLSfmHfzaFbQlUlG8qiJ4uZyaOhbER44XtTR5pLNHAdm9AduA2xfK5hWOXWm3P4+YQMrs1jertSxn6jR2niryydOz8wURncoH4bt1Bz+fpOpZgp0sARKAGTh/GlXEphpXRAe6Ziz7mqe3ags9ts/XXaoy+Zyuj7oTBsVyDW5rVz/mixxcu9+pzFHqOIhGAN0Gv2fsxk7o+0AZeAb4CggqHYBAoLDVfGUoke52sDA3N2EdvP9r74lIRDB33w7rAoYJxqDTQS4TYv8gXFP6CNBLAyQIyiuKwtzeTM+BWvo6rSZAY8G/mZej++G7QJ2wEsRiHs6XuSe6eNl3WnZMvvPoQWBAQOGsc18DvnVd7Hgf7FWsS6fePK2V5/Ncw9ViZf0vrLOm3pv9CtoSifdi16FyUG1fUTy17w9PA8PwnZ8J/h6gesZmufeTy0quOJxX7HGi67ueOliiLfLeKKBP7uH92+TzwzUGrfJMsL4Vlc54rNH5Mlyjp18L2g96tnAtvD6B5+We5u1xCUWnQL7fV4RwbfaO9uz5yJry7n54gzB+78bn1zYVDeiE+LkxKPps5/mETubk/RN595cDOf1Au5jyzOXanD5UfdM8ncO5uUDipZHqWjzrC0NLdUdX9UWD0cDWpHmF6BpkXXdmqrFYp71xRD6Zsv51bQh+VsIf8t8vIUXQF5FLEfn7EnwJfqJ0V7wsy79VFMUfEZH/SET+JYnNjf49Efmv/Ptz5MiRI0eOHB89XsuGQE2H/t43fOPu5/53EflnvvkjClHUCmn32qa6Bkn7IPcFyiO2262pwelidqO+5+zw2MmzQ2fHa65muAAqkmoYckhRF7tvn3s9f3xu3vyHb6R186CHzTpFDezgQQggR183jcoaVOK1Cuga5pO5HSPqMMJnx6dhp4/u4JF2P5xp/pUe8+YOqMceqgsa503O1VTnzpHOaqCP9my8XM/xSWArHv7Wo2TczH0XRKc7e/M776QeCez8QT6wE9SWV2u/GRfeDuTbV6twDR58x5v6c/LveNnT7z6sD6squAnIxvQPLs9riveKtz0eF+L2zlwrZOBzl/MEyZhHQDdF36xh8r+gvXd++R0REXnzO98SkTDPzAPfwTVp0UHSjc2qBnSteZRt64N7ViuDQF1U77z31ffD4ZUpKOo1OVBVPJ/FZ2HhelWQY8eBcO66HqISP7sK78d/AH955olcNOup0Wparpvv4HxZvzAb5LhhnaimAUn654SvkEFz8VA98C+uwzX7/L17dv6E13782j/4NRGJ/TW412zO0QvpvNmrsh8wSvg30EPFFPPrrX2naYtWsQKBuaoG8wDbwL1HDA8DE8Q1RnNAcG7FeaHHm+kYm3aefn2jT/iVXw0a99sHgUkb7afzwP3Pc4Q1faXeEE/eeZyM3cbUihVG5mPTwW8g3MenT8MY/H2/UA+D4bBvz7tXiU9jlUGOHDly5MiR4//j+DRWGby2KLelLGdLywGxe0dVTbCLJa+1f6yotB+NEssy7TmPoxhIwFSydNZzXRAZA3k70Bm77eUMX3ny1doxazw1tEVekg5q5g6IR0AvReMR0arfu+Zbr4uwswUxefbCdvH0oG81Yv2vHtN6hVvt+x4TJSKR4bCeD67DJI5dlnfT45mX/yD19Ae97B2MjLXp9MP4yV+j3CV/SJ4WhLjQ8wIpXDxLUZfvt8A1xLOdMbS6LTu/qzMqFcI4+wOtlzYviBA4ElKXTnuPpTIpC9cDg1wxaMbnuTfrjTzTDoC42Pmuh9bNTjvP8XuYExiA4RREqR4T1PGPwzxxX3COoPTqOM2zgp4TZZrr9/XnrHM+5xFj9KEIa9kcDrVmHO+A58+jS9yDbw85Yta/d1rkmDAoc2UjQP6wWleqHbhWb/v9vroNbqKKPsxHON6e9uVodVo7NezNl+SdR47N4B61yhBd08wj9xn3Kj8/PgzHuf9G0AU0Wo0dL33Ol34JN3peB5tUS2U6Df3czVj9SpRB8NUKpvPAbbXiuW9MUQf2Ke2FgpaI7+I+5zxZexc342QecR3d4jbJOeqa5pp3mtEvhefa2ukvWJNv3AoMwET7LGzQp6iGwlxldY3ia8MzC++Ak4eB9fmdR4GpvH8UNDqtbsvmkGNbV1dlp5o6d8MB31Wp8CkyQ5AjR44cOXLk+ASRGYJK1Os1GYwGthN88k5wiQM5srMrVNBpPbwVGa6P1oZwQPb8buYU+6DvgXNi865o7PyoywV9UY9KTpVd/vBwaGpXXyXg/QOMGajhXR92vCvXHZAKAeu4pnkrvP457i3VLAwOhrZJBbGeag7UuhQqkotuh+r//SygDHy9QV2oaYk3jlLfButip34MaBbq9YYp9Zmjo/vhu7iuMADGDKDs1fPCGJvadhBv7OonybxQbcD8NTvN6NHeQEsR5hR/ApwL0Z6Mn4e5hZXxiA90xTlYfwm99nSeq9VL/Z6GXR/YGa8F4Vpd6Svok+94S7UA3i0vdv9cJmMA7XHO85uZjR/dyuJWeixypdZx7yTkTKm3Zr1zfl47wHcuZum66Kpz4z39/P7RvjFD5OFh76g+IEzxrmsSzcBY8/Ab/f3bd4InArngfj98p3UyREeiaL7T79hzAAaA82Dt3Fi3whS78VzhecGcg2aZc/5tjJF+rjVSDc6wa0wIzwHmfnyhfRJmOLRSnx/m3uscrLOpni/Xhs6ePJc41+M3A0uxXq1MU8KaREMDC8EYuZ58hz8v+kgc3w1rHWaB7o94IfBsnI7T53RrkjqFVudj4Riiw1vhPApju9K1zPODPhN4HjCPbR3Lt90PLqV06Dy8e2hVJLx3puti8o7ek7rGjvuwn7GPQpEZghw5cuTIkSPHJ4nMEFSjCLtkUOvB3ZBDtf7VzbSTHLtWdsbr9Tp2HSRfP6fHAF3GwmfZLcMQkDNqddI6anJgG6cEh3Hge8h7DQ+GO3XmKPpr1mkvrSPG35tdNEiJPCyoGzTCbp48Xa+duqeV262N24+PbpDeBQ1dBswAWnN+31Qdx9FB2JUbqtO8tvVZaKTXqFYvZP8QlXfar5xgbJaXxf9ej7mniJp5YF7Izy/NfTFlVDjXgzsHcqi6gl5fO8h9JiAcGIGry+fJ+cAElZq3XV+HY6NTGCg6szr7dVqnTy04ecxmu2mMF9cZdzvOw3o9HGsNuyIcxkDHQNCUOCBi9fp6XzAWq0IYT3Zy31xf8q58FgZhruuhaX0mwtjo1UCume+iYoTKGsb08Dcf6rmH+e4MOnYfeP8JGDLGxtz21G9gy72trNW7T8K8vnU7IN57t0MuGCaGNbl1VRu9/Z6xdNZBUcfdUXYBhvBSq3MWU6220OfEuh99BETiWoS9XLvuhhyfeVgtVzZH6JOYy7u4fZ6nTCKdWI21UIYgalLUp4J+E7hu6nzgiEpstxtD1zsaAev5knbH5Oc84/C6+K7f/8VkrITNL5VCRaphefIoMJjNRkO6eCHoeXm2sqXPImN5D1K2inuOiii8EGAjuCasOzw4mM96s26al7WrJjveD8+NBVoC7m99XS9e3aVQJDMEOXLkyJEjRw7JDEESq+VaTj44jeib+mE6qunu2qvLH2st/WazsdwuTmEEO18QEJ4AHOPG8kuaC1OEyO6ToL4YJHlXfbG71lGssHpzvovdJflonMVAEaAU64ym6G1qFRGpHwN1xLAa7HQ5fmfQsV0wQd8AUIOhzzJlEnogI9gHeiFM0jwmu3eUvrWTtN8Eddvb9dZQAN/N2MxHYYqL25XNYfV95npoHfbSfTTrA2dDrmWrMj8g+9shDW8e9ZMr9TF/L7jCgZxhp1hPzBeo1bzsK6iiOkbWF13R1quNIT+O8Uyd6PgsSKZ07I7vA2MD3xAAACAASURBVMC6wXVz/3gv+TxjoqcDsVlvYt8EndPOqpOcN/lo62Kn2gGr7ceprZf2Zag5FG7eChreW4T8t0iKlkWifwdzZ3ogZVJYNzWdF/K5G+6fKf1ImL/wPbAb9MgYHgxtnOfqEwA7wXvpE8F5TZtTPSZVO+Gakp8+1Z4eoE7WCUwlWoNz1T8MOp0d50EYEasmUkRMfT3Bc5L5YE7R2lDhQQUFwTpkbd+Mb6L+QJX61gNFn0HcczCLvhvqzHUvJDgua5NzgEFiPbRPYuXIvvYmsLnTdVGchTmHKfDPEe4bqgrKeZn8njVoHggwLK4ypCiK2NWWqhw9/9v3g7NnwzEl3Is344ndQ68SmSHIkSNHjhw5cmSGoBqFFFKrFZYbIswTAJW5vrLrvPPZkGub3cwNueJhwG4NlyrrpT5KnbiuFJ2Sr2VHaMp+RWemrq2nWgVis95YBzDL9SmaQMEMQiSnBeIDKVHjPdR6aVTRjIVcIJ+Lvez79j52/6COpqsbh+nYyjZ5H99hvRx0d32q3b3I35FLA535em6Q08kHJ5bTRwPQdb4LKNJNC4CC+yr10fdohPnyPcutp0FF7UtOPzr1hWOQG746xQUwdeKzmmZlTEAl3oef9WFVLsoggZBOPjgxBT+qb+/uZn0G9PxAPKBVrg1zDFPWMgdMrahRpTdMlGlsVms7JkptlOy1cRg/6OtcXf/Iy7fMbTN8zlCWc7hb0eXOUH+qjEc30O61Y78MXYvMLf4J3kmOqhqqDWAEjkej5Jye69jf++3g+/BZrT7AjdJyzPWadNtxPCIV3QKOikXKmBSmwk97GLBmD++m3hGc26V6JcCojdQrodVs7mgluA+475c6t/fq95KxrNx8mdKde/aDwNLBCID+uZaso3a3bR0DuU+8fwndTLkHCc8McA78fKpeEVRpeY0RYqWuMk7JfGxSxgTtyO1bB8l5WMWCvtL7gfuD6813M0/Mi90faAsadau24Dnm7znGZlVneEB0Wjv6iY8TmSHIkSNHjhw5cmSGoBqllLLdlrLSHdtIVbMjt2s1lTWfQ0lfyZVRBw/63Fd0Sh7JlO3USWsej2NPXK271x5YpzrdCZvDWatp9bIgeALUTr6VnBXsBB7rNkY9H3NH0zwVroFUG5BLBFl0h91YZbBJkT9R1TyIiLSWqWf3xbnmqRWN3VXfcNAoSMIzCZw78/Ls4YnVg8N4MA/s1EGdRLlNUQZagAG9DeizoOdLrpTvjvXtsXoBlMDOnpwf6IMxPPrtx3qMsF6OVkGxzrVCsc8rGhPmAR1H7CERFfToK6jJP9ZOg77DJOwEa84zJ/jDG8LR/L95QijSwc8A3ce2LHf6Q+w3U5R0NQ1rCa/90UBzv4rwjJUAZSpj5OvtzQve+XRUq4CM8TpKGUGC+eCzeGfMldV5896d5P0TvQ/eexq0GUfDsN4O9NVU67gzbsudTqqsSdA52pGtu484xrXeL9EFL1W0m/soXfFUnb7tps6YIrvPlKub1I8BBog11WiGV9aeMYztcE1ua5UCWpJNRc9S/Z79o31jWzud8LpeK0vRSFkrY34W6f3jqxO47ntbfE9S18SNcy7cVioKiqn29LhIXTTRsfDdMGyx82z6dwDG1JiCTurearoO5zJZqxXxeY8LqMoC0G9xL/tn13q13ukH8nEibwgqUa+H9sc84E3soTchdCc3H4uKP2Kr5dqoHrug+odgoEYq3LCejvQLlRue7+LhS1jzHk1v8EARiTcNC5SGQv4B2O729DTT0jVfEriYpWV1LGhKvCgB4w/tcr6Ua51D0gvR/Cilo2nEZJSpsyomReCbffgNxo1S5JjGUCLWbjZNkMgfjQffESxroeO5gXkorF2KiO9k3vjj3MNu2K0TrklTP7eoNHsijQDFxwOdPzaf+VJQHZ6rbSybtYEr5SKsEZWKythI8gcWQWR30LXxc/18eSrnH6nfZfL69pfeTuaNeeKa8srahyLGHKbZrNscWfnfcfiukdp+MybEhGOlutlgQ8vGBkHptWMtc81iyXBqR7uYLSrpFb3O3XRuPR090nLMSPnzXEiFjEeaQqgXKb3PZq36EOePJHPmw1IHzqqbID0YBW2pURH2ybxWG+iIhNQk95yn8gtbq+Ea+D+e/GGfOEH07bcDZU6KUpzJjoEALQW8OruyNGVxkNoo04jNxLWUQus9xuac87Y/1vPULhjr947beFEOzAb90ftP5Px5EHgCRlpNyqvbyVhqN7VkDO1u+tw00TWidAUzjIlNG0JQUo3r5dqunzcZAgiQKiDlgcj24vTSwNirRE4Z5MiRI0eOHDkyQ1CNclvKcrqI5ie68wPVIdSaOGtTBHH9vZ7RZdZURFE6aMna4Dr04Q2NoIpgDJq6s+90lVpTGpw2ujTw2W43stlXE5t1QGEg+AvXIITdJ7tlKwnTtqQgX0xinr4bqFDofubJSuD0eNvt1nbD7NxhsRqOOgedgfR4Pztes3RWJOTbnl6O0/bRo301P9HPreYrKyMCmXFsMzupp9a1vO+zv++zyXzRIAWxnJmiKLoDYXn6t9Nrx/SKjn+m7VYRmRrVac1d0nXQVrMUKEMQD/PCfBwotW6Nm/QaNRp1W3M3jmZmrV6owM+oXZ3Tz31bYC18yR7nD2o3ZmpLWgSRqqLzShtoTGxAo1x3K6/UtUSLYUS6ME5WdthNX2l+xDUZqPgUc5zJdUyjYX/Meub+sHI7J+hi7VVFkiIR+cHiWLtoZYE4F2tJXTHn8iWurHf+DSL84LeDsRLpL4LvMnZO5/HiMlxLUi9PLsK5IcJtYPg1aUhLRbesB9KSXLdf/MqviojIH9O11HYljTwnb2CnNIVkzwNF9b5cl3NrdVsmCqX018rudB64p2jjPL9Jxchcu6vrMIalMgu3RuH63/v8G3puzeRcCdbNcNCTkT4vYGlpXoXQlRTQ+ZWm7UapMRFsH/NjzKJeK8q6F8buhHM4ehDSg/vH+zttzDEVe/cr79p7RHbTEe1OK1sX58iRI0eOHDk+WWSGoBJFvZDOsBMNXBrY6qa2sYjH2JUaQuzE/Bxip/kyRRMck10cu1CQnri8YxRLqRBORTerVTg+bZaxA53NLqVWC7vFfv8w+R3oHI0E+WnQVSxxScvLbt0LO1dygpQVUTpoDUdo/7nXt/FTHoeOAXRpDVXceXrrTTNLocUyTAJNXVQkdeeWthwmD4dAajK3OYfRgBkA2RHV61c9L/J0ZkDihGAgb8ZGLhV2p2rSBHrwn+U8272Wfgf5RLXubVF2hBVxeN/cia2igVGY5+r82lxuKVkaJ+eDXuNMhX39TicZg58nkGL5IM3bc76gMTPyqdUMATP3CLNoyfz09MzeWw1r3qMImFa7Zvi1l4pyQZgwBN3uXvK6f7AwBu36MtzHXC/uXV+OC6pkHXnzI/LbsDs02qFdbt2ViBZFEU1vKuxa9Xw5H0oa3/kgMAXoFLD0RiPQqKeMAUGZIeuD8sPbo1EUs9Wx2u0nr//iD/7RMB96D5O/9uZZiCa9Bmm1CedIwx60RyaIXW/s/ztd/W5tJHf2WC29lX0AdZ+8F0oaMWijBJQ129bzRGvgnxs8b2BDqw3f7P7W9W1rtslzVdmnUWoaZxbVmKbp2GjmhG05bO/tt471nMP33Lof1klvr7ejJYPFuv+FoH/Cfrxwfy+Kovgk3Y8zQ5AjR44cOXLkyAxBErWikFantVPSAhp5rCVhXuHO7lWk2uAn7DLJu7IjZffIDpB8JKppdtcgnAtVm9O6tq9q7OEwoPb1WksB56pgbnZtt8jPZjead7ccIfoEVOWuhM/MXNKdPGO3Ukd23XpuIIBWu2nVA+QXyXktXUmkVzT7cjG+i0qBJmpjRQRDzTHDalglCMfrtORckQ3HtvycjsXGgI7DqXRBviAo3wba2kFr8x/sUTFs6Q37kaVpKIrWsirQ6cXJRXIsDHSuz9fJfFljJi1DYu3NzPo3XEPWIce7PLk0lbvl+imnaqeIv49yW9EJ88TnuZaWQ972ku9iHXkr3Fa3ZetenPqfV64rVQYgXkoYCVgr1hdlWaC70w8DsrTmL/e1jW43jL1eb8rNjTIEemzue9ZxR9c1eWsCFsvbbnOcGzVXQv9Afhd2rKoj4l40sx/XinqGXkGv6+feDK1y7TmjGqWry/D+s6vUfruuDMIdLd9sOK3Sxc2NrYP7vXDs2OSomX7XNjXo8rlqUCznxPmCfDkO64H1dHD3QA4OgukRbcDnc63C6ahxld57fDdMG+ibn/MsYp355nE1Z9bW0UKI5TyM/eSDU3tORvvo8Ls9jJhc4zCC77C1bIxyGNNgGL6bNXh8P2XLeD61Oz3ZKKtSb94kYzDmVXVAvlnc8ZvHO1bRHycyQ5AjR44cOXLkyAxBNYpaIa12y+pDV6K5U0UfqEhjYxmt07U8+TgqZ536E7REIx12213XgpXaZj7PTpi8HSr0zQaUoizGdZoHFYm7R9BSz1UHoAnwlQ9La/qjtewzZRZaqW0s7MficUBaGJAspwvLjUa7W1X9L1JkOBmnbZzJL7ackpmcOd/hc66M+eRJONc9VZDDNIjEul9yxN1NT6ph9rdakwyyYedPztgqP/pan+xUxTtmJ/OFrBsr/W7MSWhF3U/GaXaprq4e69azR2fJeUe/C9gabIlVnY1V9sFgx853NExr+RmDWbfqd0Qr1zL5N9/NOoLVYozkZVlv7X7H5phGUGASUOnbao/LWmOuL5UhAV1StsI1oaKBoCrhqTZwYh4HB+rJUW/I3PlTmBEVjJDe31ZtpLHpqk5Bqw64N2EGzMCGfL3OC7l2q0IZdOz/Peq++9mgikf9TnhjHsbKvdh6Ev59raZCc9XYdDT/jUHRc7UC77TbMtFxe42MN3MyPcqC/LuariljhJGb6WColNFr2WqpzqOu90LFW2W7xShIGdRN+A4zsFJ9UtXMSCTqnvA4YEywWr6qwFg9WD5rCR++Z+/Wnq1RbxuP/iKOWbUCmEDBIOqzjvOmSVyzFe6L3mCo8xGeFwe3j5M5aLf7sbnXoVY6KJsSW2f3k7HxvKjVa/Y35FUiMwQ5cuTIkSNHjswQJFEUUmvUbMdrDTJQLLt6U3aM5OLXq/WOIxo7N1AUO1uPCFC7eotSUIVv7tEfBUaAPF+DpkCbTXQ51GOjvDc720Y9OVbVvU0kIuUbffX1xowN5Lwy1BfRPt/t/RbIq8GkGHqyBiupmx7fZW5vmivtW+5Yc6jXgQ0hb1tt4ET+te92/LAR3iWO+WNeOD+8FPAjACEYa1PTeXSWt0WteGkLWBAi1z26QqY5UQIEZJa81FMreOEaWEOViu4B62aPKkxxrYyQaUz0WlGl4V3yDDk6507U1bx//3a0cmY9cB5iTVzS68zaYo47+v7T06DT4N4zzwA3n36+P/j1D5KfN9tNQ2HGHGEnPk+tablvuEd9/hbdw/4wbR9NkKMf69odVthBq1VXNTz5ZOZ8afbY4buGD9SHoZ+6KjI2jvfs/dBY6VwtwKnGwX0Pb4TNdit37x4n5w+zgz6Ba8YzqOXcMvGEoN4eJhLvh9USvYw2NNP5ie2466YZWC5TTwvfep57ledHY0sTqNTPYXqVumf6qgvzDNF1ZtqD1Tqyj66yybeStmZhep+cu2oc5oF78vxpeGZjS35w+0Dfp1bxyh5uNitjC1gHQ626ePZeuK4TZad6zgJ+MV1IKen6+ziRGYIcOXLkyJEjR2YIqrFeruX0w9Od1r0epfFza2Kxhyp7YWpv32DCN4ghzJlQd6F1h95BIV/5hf9HRETufS7kFkFjIKK3vjO4ye3d2ovub/qdO9oHmmss05yhNYqR8LnTD09FROSONimxnHKZ7iNBBta+s1az8fFdHMtagOpOnzGB9L76678jIiJf/PbgEggrgXqe1rNXz5Qx0Zzokdab832gseliEfsh4Kynu2sYAFgbkABzDgLA79yzHuWTNKeO+55VVCziugGVgx5BQOhPQNU4koGAQES+Vap3B/T9A3wDme1ma+fFGr2ZqIc/113nkv4BKPyP9sL1BUnjqGaVDG7NMh/kt0Gaa1nvsCebTaqt4ZjrdZoTfn6RNrvap06biqBtqlz/2nuPwnH1/bTLJoZ7fetNYN95+eIeFuiArLmXa1dLnv6ZIuALVfrDen3hQagdP9LKiKinWdkaYwzoEzwb4z0PmFPuYZwpvc6F2vm104MM1Zeg3WwaWrb+F/rcoEoABujwnrYQds17bI090nsStkOP670h/Bo43Z4ag2oofJk2/uFeevw7odKL5wmsLSwOsTFtSfic9yMg78/9xrm0e217j7G9XGcdt/WusHbFqaaG/hLP1OeF9uuco7WVf1srp5SRw+nx7NFzOX4zsDYwRvNZWhHDteLY+JFs1hv7/leJzBDkyJEjR44cOTJDUI3tZivT8dRy6XTA8sGunrwn+bvx87EhnUN18SKsRllRGn7fIMdb9/GxDjtZdvLsVg8VfbK7JjwSrLrtWR6uiauhshEob6kFb6W/5/z7uvv2+VrGDJKiCiMqeGvR997t4NnZWxdHN7a37gQ2gp0/VRjtZWBCbityeK51+3eOAmohZ84Yn57F2vE7h+E9oA9YFd8nwWqZZ+kOm7HFiomYh67Ox8047XHBLr8z6JoKnvVR6FacmnZzTFNkQ68CvBH2dewck3w/SNB0Hvtp5QDo7ObixvQJUT2ueUc9/0EvzDV+9+ZToMeudrOszhfV2FZdYRU1i2SMjWYjVqiY62Xare/0g+BAB5pEqY9KftChE6Mq1ZtpK2vW4H3Ni9OfAbTer1QMgPzxizD/BFfhAZqkqx/Xn/tqca2Kf2VaYKumi3D+e+qNzzOBOVgv13ZNDJ3rv0HX9FuA+SGMYVJmCfaGeTzS5wnPm/Wz8+TzzON6s6lU+KSsnWlo5qkTKeG7IFJNgmcGjBn3vvUjeHyur1Q/9czrpeaU+qxj8z7Re47z4/3MI501rbcJXgI6Btpvo72CSVibx0AnOtM6x01jGZopIwZKJ7z+i+M8eRTWNs++R+tHyeeijmEj73/1/eS8ec7P9TnC8w2mp1vpYgnr9iqRGYIcOXLkyJEjR2YIqrFZb+Tq7Mp2Zd6jn3zvw98MfuKGnHRHOL2aWi6KnSs5MHJiIBjyzAQ5QHb6vG/u6u75d/zutN66KIqYl1cUeaHd+YbmQKY5dVXYVhGLSOw/wO75w9/4UER2XQfZxYMwqXlvtVuGKjgmKJF5wVeAfucgG2qZfSc+6yugARrju70a+e03gtZisVrJQnO8v/NuOI8Hd46TOSQfix8+LIvXc7DjB/Hwe0PphrBUuUxOvR49/Ok8CcK7VBdFOkmCyqjLZ11srLOeVg80UuREXw0QIboHc3hbroyl8HXlaAbQY/DzN45vJWMBKYGI+DfryFcQcO3J63f6HTlUx001bDQ0Tg6UObxR5HuieXl0DOgaQKUgamNrXD6XmOrxr/GXv7Vnc8jaW69x6kyvt7lg6nc+fhpYLu/TUHfeGPx7rCzF4Txck6orqa+ugHVgLvl5V+89fAkK5zpqFQKr1NkS/wZ0DlTcjPV1uV7LwUyfbzo3PDf8vQtTGL0vwndfa28Uno+4B1ruHRdN60uiLoK6rgb7A2NrzO2SPiAVhkskej54R0LrJKisDJUfLWUxmaclr/OUmeFcavWavZfxXzxNXURhP7fOuZFjtia4kSrDoufLM4t7lPvoQntecI3azaYcqLMk64E1idfFpd6zp+once9I+82027ZOXyUyQ5AjR44cOXLkyAxBNbabrVxf3Mgefa0fKBKsU0+b1iezMwTV9Pf7OzWs5Nl+61ffERGRL3zpcyISc1ugBT7H7g5VKfW0IB/QPLtYAjVqs900xMZ7TMWqu2zLU3bSvufWEUxR6UzzuNTAejQKc4IzGXFzeSPj5/jmU3UhyVhAXVRjGEuhiABUCbqY65hAsU/Pz5N/39WOcuRGQZL9flcGiq4G07R3ASwFY0DnYXnb47Q2nEClT3WFdSkbptcSxDUZT3Z6VfDKHHrfc1AU68h7sXd0vmAcOJea8wRgHmfXM2Ml2p20XwT9IEAq9BGY6rXrORROsI7Mf0ARItesY13twvopN9vo/6+sTOFQF2tspPPSBDEru3GtnRi7be206NBQ9H6gJ0R0oAtjjSgVVmLumI1GW9cHLqN6DTjWsX4X9+iVjokKCDoQ8nqjnQXRIlTvO6571Pek+V/QJJqKmutFwJip7Yf1Mg2CajW49/HxoPqiKApDurCTIFvviWCapHrq5wErauyEIl/WQ7znnUeLjrk33MY1pJUvsb9E2gOG3L+5RF6pM6xqTPBb4LlA+Mow3Dq59/n59dm1FHXXZ8PpGOaPw5yzJmHYDtVPoOeqEPCaPNYqE+aD+URrYp0ul0sZPw2MIdoX3Afp5kgHzbHes5fX1/Zvf+4fJzJDkCNHjhw5cuTIDEE1avWaDA8GhlZ9hynrhtajqx+78Ij+rI81+SRFdl/68hfDvzupZ73VCzsUKvrPlsutFa0wFusf7vzzy7K0745VBmF3ieoXZAdqIDhv32ObHT35LO8zv7lJqxCunl9Z/hyNg7mflWn9NKp7cuQgWvq1e191Xg+pjdfdNe/nlXzd4XBo2gbfnc3XKpv6vp72bgC9MhbrF0EfeeeP7p3qrs6uzOXNOpo5D3tfAw4Lw3oxPwK9BqAJUCvVBQRo71qv8Wq5ip0kHfLbV/QMomUO+bfv7miIUlFr2znXVf0XRGK+u9yWstQ1ySvXmzy09+qHEQD5GQrT+SCvDVr1Hec4nq/rvzq/NpQIW2UOjsoigN653t5dlDw1axCXTNaeeSkoGn/yQUB9z1Vdf//b7sne4Z5OkiRj4F7DFZN/o0/x+WxYGZAz52CaCmWS6OQIK3J2dmlrj/VtyFbPs6l1JJfP0vw9rAuvUa8SPo+LHmxFNU8vEu+TWr0mzYr+SESkrZ9BM0CnWdYLa+7OnYC6Td8wT3Pt9JWASEJDkj4JRJbLeG3J5ePLAWPGmmNNwQyh8EefYT0cYAIWKZPWGaQsDuvlueplbh8cGAMG60TFDz1aOLZVOijzM55MdlwZP05khiBHjhw5cuTI8XoYgqIo/jUR+evf4G3bsizr+v63ReRrX+e9f6Msyx/5pOOqN+syunNguWM8uk01rEgC1T07ZWrlBweDpOKg+p7hcUDnoBFQOu+3rZmmEE0H8Eaac2Y3jwah5dBvrVE35GveBK6LHedB7tvnI60SQvO4oDd253QcZPfO50BUUgvK4ep3e3SF/z9Ijrp70AO75nPNjbELH+2HazOiFlgRAagWZDBX1HZZFCJKhHDMjVMHW78JRVucB/oP5phzAW1eO4YFxsV8xSt1xXQnAzWxpnzVCIG7JOvAvNcVGUUVdto/wV9Lehn09/o7Hv3NIl07nkGxnKZVAGjnSTzX16mPvFVdUDO9CWNqVfwajPGhB4O+WBdDDa7jtV7Xhq5J8vFdvTeNrdLvXNdTZTzz6vPAy+nCrjdz7XU8pjJ3te0cmzESY12r5t+gKI9ZZY2SB55dz3a0NeaOCBvlVPYLvDTceuF58/Q97e7onAw5jjFTOAEuFqa3qet7VlS0uM+glYKVwmPEuqDqmGAxYq+MtDOjd0ydTxfGhFj1FBVMuq553sEE8PPh7WFybGNxVYNgnUlbqf6F3if7e4PknJqd5k6/FcL7tZSX2utBGYWhMgloi7h3D5wnDdec9YRPBQxEd9Dd0ZZxHrAPS1fZAAu1qvhKvEq8rpTBL4vIX3zJ7/5xEfkBEfmZF/zuV0Tkb73g57/6TRpXjhw5cuTI8XsyXsuGoCzLX5awKdiJoih+Uf/3v3vBr3+5LMsf+10b17aU1WK5g5TY0VlOjfpb3UGePow+/eT22VWzs4VtsN1xLe0nMLtK0QaIkN0eyvam7l6bVo+e5ou6g46Nk52q6RZ0dzlTNAEaZ+drvtl0otMgv4enAjt/63KnY0Kd2x10d+qrq3lkkUqVQTPtEW+OYYpGe/2wa56p4t30APpdN5rHPr0IKA7nro6+TheL6Omgu2hQJrXtHTrrKUpdSbr7xiuAaxhr4ANKeY7S283LG59/w14NjY60nr6h57vW6z9JO+iRE4aVASFYpQCOf3pcAhaAn6NruHx2YQptU27rMUFHuEMeb1OWYW2K7PDiO3nib3HwICCh22/fTsZS1Uf4rnS8kgNFVd3rpHONFz/5XNiXZ8+1+6H+/u3P3BOR2DfAayv4vkYruiZ6ZT5jBHVTLfLow6fJWNqqbAcZkkMmF8y5vP1mGJNH0FWvBJ4ldCm8+/bdZPyM7fxpOF9fbUB1Dswbfvug0IvLsI6a6B0GWjFxMLL1yjw0lzgxqg9DI/0zYRoaDb6j6boCEkURnhtWOeQ6dq7mq9hpcpmuGe4HIvZ+efHzD4bgSp0PuSa9dqqPghU5OQvPjUNdF91B7EB5+62wjpkf713g+2P4Dor8e7tJETveKy0VipHzt3nptHY1MVSA6RiWqucwZ8qDMJbjw5G0v5KyIR8nPlUagqIo/mER+UMi8khE/vZrHk6OHDly5MjxeyY+bVUGf1pff7wsy80Lfn+vKIo/LSK3RORMRH6xLMuvfNO+vQxo9+xR8In2O0KUvuwyqc8HKU2vp5ajBMnRGY5dpnm0604WBzKYBXbb7PgXrqsVVQfU+IIy6KBV/S7z3tac7/Q6fAbEy3dQJWHdHVXfYBUBOg+gdt+xj3psvNoP7hwYg+Fz5b7zmVf4g0p83bDVpcNi6DyTl4UZaOpue4O/+mAgva7Lt87CZw602x05ZCpCqOVnTCBJUBmIkbGzi2feOV5Pa8CrSLBWC/PS7Y70PLXaYj5NxnjrXtB3kH8EQXp3PO/gSO08+f1WO7rCmXYAJKfjwvPA93BgvVfdDkUiXsrHngAAIABJREFUorn9dug7ceczAUnBMLBu0IWADJezpeWAvcPg/c8GNgWHPdTgMAUtelUou3GuHQVRYdMDg3mh0mFzjpOdnouq7veO9mwM5N1hSmDUfEc5at0vlY0ibilShDHYU5c56sFhBkybpP8eHY92qoR8fTw/R6/SUMTMs8dc9ZS1YZ2caE8I7tVDRZCsUZ5ZUhR2j/nqKuvm55hE70fBmuS+IBg7WiOOz/vRRcxuZjuomvVrFQl6LKtC6KU6BZ5FzENXjwczcqHrpOfU+1QSPFZfk96kLceHo+RY/l7Dx+MN7TzrNRGE9YJYpKxeoxlep6uUgWLe6826rT2e8/7ZG70ctsnPi1rhG+1+rPjUbAiKouiKyJ+QIKv7ay952z+l/1U/93Mi8ifLsvzgI37PL73kV1/8aCPNkSNHjhw5vvXiU7MhEJF/WURGIvK3y7L80P1uKiL/qQRB4bv6s+8SkR8TkX9SRP5uURTfXZblRD5BFPVCOoOuuev5+tyG5quag7RrHrvT2fXMcl7kuKyXge4uYRDY+d3VXSZ5WAI0Zt/dTGvcraacMcxiXhhkx47T0Afd6XSHT06c7oYebcY+DGsdY0Al0WsBxEhNdOxsaC5v69RhDGTvc4UwBzAlL/Nr2LrcKCis5fK51W5/OIpV3QtFIqLl1XLHyl4wtmGpiF8RpPVsN68F+qenugm643V6bVMNbzaaA1yyVMN7e/2AHru9yPSE902T+YnOdKkT5uVJyiBxzVaVXg9W993A/Qx/jXBs8tfkXUFCXbfeY7/4+gt/DrJECc08gf6qc8S9w+9gRnCLvNae8t71DQYIPwqYJdbPvjFKKYLmviuKwvQ9dderwJivabo20aDAAJBvRSvAvHFt2vgROGYlIsGGIWCQu9cx+H4CeImYXoWceDPN33NNxtTtF/qc0K6aT7RbXq1elwfqg888eBQOczZQXUpk/1KPkB0GTZ9JMGm83zOv6+Xa2ErmmjXqO0+yxjwjwL957nKvej8K63RK3h4nVT2H/l7PxnCmHVVN12KOtKoT66YaFK/z4Xl4S/t3+Kod3+GSypC9o73IUmmlztVpuI48m54pS2V6porzJP//KvFp2hD8KX39b/0vyrI8EZH/xP3454ui+KMi8vdF5A+KyL8lIv/lN/qSsiy//KKfK3PwPR9nwDly5MiRI8e3SnwqNgRFUfxDIvJ9IvJQRH76o36uLMt1URR/TcKG4PvlI2wIvl5sVhu5fHZhO1xyh+w2tweqpl1oxyzNU7Lj3x/sW16W/Olz1SOAsngvHgCknXxXQ6t5raUJIXa0vWXYre/Rca7iFmcIXnee7NzZyR7eDV3X6GpYX0eFrUjMVzEWdvS431GX3UcB3UlzirObWcWLPK19N+W+qmRx8Rpovt36ujsXQEPGVAKAQnXsDYe+OpYHXcla89IN5+D1shp+5s/8zfVczNcBD4UWLAh+9CnaA83tHe2ZGno+VcW1Il96EowOg6qc6oP5XKsLXFVJoYgSrwkqSUzHosp41lWVJaLigLWIHqM7iF0ZRWLO90LnjWsHQwSzZPO4TOfRcu96nNjhshk74Ol7nr0fct0o77nXSucVAWJCdc96icxRuHasj8L1dOB7q71AuCY7mhn9TtYofgPoU6w2XBmBqeuwV+1NXz0ua/9cu+edP72ouPXFCh3GJ1LpBqnzZT4Ks1R7Y9qR1Yv1IKxRugHijT/oxoogPFA80mVNEUf67Go75fvZ4/Cs495EUwRbg3MjLA1j7I8Gxj7Qg2JRqUwRqVRCbVK/Ac7XtFfOx9+uqf68uVF21FWWVPtLeKYUjdTM+bRM9LMwrJEZ0EonvGQ6ae8C60+ia5FeH/OK/iwynOvkvMzHpZlqtOjoOlsu7WevEp+WKoNvJCb8enGqr/2v+64cOXLkyJEjx0vjtTMERVF0RORflbA//fFXOMQf0td3v+67PspYaoW0Oq3oLniAWpxe5KmCue29BYrCdqygZvLsKK1BKuxMyfe3HQLqtBQp6HH2N2GXbYpd8xZIc+xFrbAdrt/ZgwT4PbtwfM5t1+zcD2OtM97vqZ++RzW1ei3634NoQXKWJwvng6e9H+N6oblT8rLrNJc4VaSNgx0d+2KP8oig+oo6l84t8ZkqsfkMnv5H90M/O9A7Ne8gXrvG3VTnAAJgfsqq25wSPaALlP5oTopayN/3ByP9bLrLpzIEv4qW6zvBGuUa2TrTa7lermW7VaZHj9EdaE23voeudeb6p8egppvzrDu3Tfo0+Jp/1m5V2Y6yfG26lJBnvXRzy3ewpoz1uoxISCSqxq3vSM3l1JUNYf1UEafv2ueRq+8aytxWPfirY4ZJ4LobegMZ6r8Hw9SPPnxG9FhrnY/Azjz92hMRETl8I7B6lhs3LxTNLZ/CDKWukfCL9ITAQwHXzuVqZV0tTUsDAta1ucFvQqtnVq4via8YgRGoakZE4jVqa9XPWNd0OCaaojBX58o27PZs0WNt6FqZ3iecP0wKcw6ijmPAByR1da036nZM2LcjvT947vMsN5bP+S5Qpca9jlbFM7Wsn4M74fcLdTHdrDfRr0U7b9YX6oC7TtkquAx0Lb3N5hP1MnjtGwIR+WERORCR//UFYkIRESmK4g+KyP9dluXS/fwHRORH9Z8/+UkHUqvVpNPvxEXkrDZ9kx/K01gg20p7V9/mdhLub3tI+j+iPEwb1lCmlvyegL4+exIWHWOttuDloYHg7GacmnvYHzT9o8INfaFUJg+T/eP95N+MGXo2lggpHak31Xq5thucuePG5o+OCc5McKSCGxUyciw/j9BzxJ6WG5I6eP48nAOis3pRxBtRqdzhfvqQ4SHC+fLHek4jnlkqSOIBzx8Q35qaBwp/KOeTeWxO1EpvuZlrStPqhPHz0GVtTbmW+pDmYUJpKdfI/mjrv5nH2c1spzkRFCWbLtsAaLqLP3DDfi85T7OqdWVkpHv8NaOEbHJ5s2t6pe8xExjEhjrnl3r+j04DETjS5kajflrSyQaCeWQdkTthnTF//f2+zSEbpKmmChnj9Ti1ombdwKtyvthrI+Zi3kglYL9McL8d3D3YaRzV6acgY3Q7rEn+ELLRZQPlW5pzTsTKUc3cA6TPConUNhsBrKY7KvA0gyK97ogkSeuQimo4caYJPUfYcPOHlfShzs/5dSyF1bHcuh+EjguXKjQghCVxhzFpOsKVPvIMt7JFHQN/7Lkfq4DDyiyb6b26rAh0RXZtkU3wrKDHN4/z4MgskvV9gMh2tx3ncKW20nq9rLwUi/alKxWufTLS/9OwIUBM+CJnQuIviciXtMTwof7suyRYHIuI/MdlWf6D353h5ciRI0eOHN/68Vo3BEVRfKeI/GH5xmLCnxCRHxSRf1RE/piINEXkmYj8zyLyV8uy/IVvxnhq9Zr0R33bnVPiASIE6TRdk4vYDneXXgQBsps2gxRnuGFiQigi23Wn78eo5uFvhn2RWdiqyKpdMeFB/DafhN0kYiYsZdvWSCRdBqDSKLhJbYU5FxDFZqU0rqKyzXoThVeIfpppoxPoQmsVSpki4jgoP70GHSxZoQqxdFYUBoUGNbhRtPZ8PLbzAl2yi/b2z3y3iXJ8Ix79MfQ8rIelYHSdYK5jdqyLlV0/kK8XfbFeHr/zuPrVxkIZ0tc55ruZP0NApHtoyWyoZGuIzJCtK6sixkovP3keGA6a8Ri7UabzwLX2pkkE83MzvpH5tYpnXYtpey/i01nKHHWc9SyGVFDhMGuYA3n7bq41VPFqsYoCPGtPmwozQf7YJYM+EQ+Czvz5+vLD60n43ETvw+40sBrX59dG09MgDWYIhtDsxHXdgDpBtDBExhyeXSZjMtFhI31mVQWS46twzOubcN6DPiV79eQ7rARY1yqpAQShZuSFBbLZC6drEcFrvTIGxs91arTSlI8Jm5XN4d/2HQdpCezS7LmdcZETtdbmSq9X3XwYIGWo3LP67Fq7kmmeXZyP2Sfrc8Aa0t1JG9xxLdq9mNYTCYxdzd2/zAsMa2t8bXPHZ0REuu32J2IJXuuGoCzLX5fd1tQvet+Py6vpC3LkyJEjR44cHyE+DSmDT1Vst9udlpMg5r6zZo3CLUXp+70XmNuE3eW+7g7Jz5Gf9n2UQEagL59z5viUtIF47POLRRSktFJRF8xGvdFLvutG89O+xMsbZoDqGBvsBw1XENM0Wg0TQZFfZJdMySKmH72elsWdh538laIpkD67XdqVggzNRIbWozQ10vdT+jW8c0eayoBge0uO9xijES0TimKw1MCnvk3z8RHFML9qAoRuYpDmgZlPkcgE+PJSovpekYjKTIzYYf2otaleO645bE9PhaJ8z9XzK0NVfAc5cUSToKq6fua+GtbY2JdpUyNvaWsiw0eBWQD18b7esGdaGYxouLeYuxr3HoyanvctNSCytsiL1GyK4Bo+eRQEo7AgLXcvNJqNWF6n5w+yZ41dKENAs6KV/v5S1yioe6QMQtOxFKzBrUPl1cZO1va4nYqETSxsVs+peZitzUKZMb2mR0fhueCfQ2hsmE/md7ZY7DT7okU37KRnsxgDc33UCusE+3RQuxddTtVki2uOUHawP4hiYp0bxu2NiijPZN3D5oCcPTPJGL3hmeXx11hbRy0HzYe8dXVE45Q+K/N1k4q3O67sNFpA63PY6cKs5XWFJeX8eObAgJlGyOmBuiqq7rRadg+9Snxayg5z5MiRI0eOHK8xMkNQie1mG9rO0rK3SM1CUCovHEKqqk695Sj5NUrYfLtOa8HqWuuycwUZsoNmLJim+Hx/vdmwHB9h5VKuHIpd+M2FqqQVCVBeRFCN0HJK/7kr7SFfW23Ogaqb86QCgn9biRvI2RS+KfLhfW1tk/tcm9s0FI2xK8eWuNo+mvwhimszPXLVAaAMrxr2RiX8e6IqdHLPnBvXiDE0O03TbXA9G2Ykk9r8WntTh8r4eWxa9OIyKtbXwmxjo1lKY6ZMiTXrCu/t1Gm6ov/uppoR8vRLLHibqTLe28vCIKGepqyt1W3JdpIiYEySChWHk/MFwU4w/VGkzP01UF1DGyZINTRV3YaIyASr1/PAFMwUDfe7XVszoC1KGZ+qre+lnndf9QsDRWEDV+La7aTVKl4XZM2jdP0N6rGRl+WIrUSTRjrpOrDKH83b29rkOUP+We8TY1ww+tFzO9P7plnRWsx1jot9NAGp/fHKlU4TrMXZXngO2PMQ1kbhJmNgPZ09CYwiVvCr7mqnCRqo3FdNoKG41Pz8YpWaavkSQK4/lthoNgjWi83TbGHr2VfLsDb98/PkqZrPtVMrY9Mi6SlQfQDzgm6E48PETq4mscLN2cvDurFmhwdpC+aiVkTN0ytEZghy5MiRI0eOHJkhqEZZlrJerXeMNlD2+8Yj7MZjg5lotEFO14x1HKvggzwm0XQ9LMkxlrohJCfmrVm3m23MWdEgxJn6gCbRIRAgAHaYhWsDbAiApja6Eza7WWpnG41YL/0sNdRpW521ah90Q4/yfa6Itr5Ma3bNDEZ3xii/ye/+xgeh2eW33bsnIiKjvaF9DmYAtbx5GihzcPHkIplDztty7jr3yF8XzkyJeZ65uv7qzp/3cEx7L6Y25Aw1J8r7rQGTXm+QPwgK5GANq9pUjqS14evl2ioUHj8ONf1oBUDK7XaKSjhvzwiUbm16poxrZRUDiuKm42m0oNVj15qpt8HNPDYfEomGUyj6YSuIQd35L1Btsp82XLKqFGUIJrOZITraY6NHuODnum7evB08ElhzBLl330yGMfJ6//g4OacrRXnjs6tK29rUsCoybLourlNLb44FE4L+A22J3bsgZz2nBzoWruX1bGYMBnMcm3apAZXTLZDPht06+VDNYvUVS3MYN6pSYAvRHpFTvzi5sGcUeh6C8+d5YlUWPMuaqQ/BdKv1+focOVBGBZM5ULlH0RtrwtaoqP3TBlLcs7FaQvVcI/U0UOTPuje/Fwlr/fmjMD8wqzCq2KxX/66YFfdWGZ9Fys7duhM0WqWrhKjX67vCtI8RmSHIkSNHjhw5cmSGoBr1Rl32bu3JlFpv3eF6R7boS5Du3lbLVSVvSD41bUHMzt9aX+pn93W3aO5/TiVrqLxQpy2tDZ65dsKNZiM2dqHO2rEP7GRf5kCInfDj3w418eTEjh4cJfMByseas6jUv7IL9poKxoIrotUu6zFv3wvfQX4O21xaz6IAB9Wg/Abd4Q5Xn4R/99ptQ6ML2iArCgN9x9r9dKy4B5v6Xr8Dxsic+ED5tL5upyprkd26cGMjrHWsqqe11p18IggSFIFDG3MPsga0T5RhwK+hqPhdcN737wfEC1IFGZLjns60xn+WakRQ+o9PUtU17XG9GyBr11DMarVTySFTkLvWibt8u29vfTwKaw3HOssdK6uBjwfXxPwItKICncD4+lqGg4Bkra21fuatMDLTMfDqmRHGxlixA+aVNQkrwb9xWewMuvYM4X4R52jZtTr81B2TgI0iz8/nYAGtamGdVlAwllajIW/cUpdTtFLLlPGwZjzKpOwf7yXfEZ9tYYwg3z20SNhrK3OAg2e1qVj/MMwJ+hM/1xM9jwNtzLZ2zdKoWrF1r5/jvuOcikm00RaRHVfCRrMRbZK36TObZmBUfGBdzBwz99z/vjETn4fl+I2vviMiIneOwjmZI+5ybYifMZhWwulUeP7BlLTaTfvMq0RmCHLkyJEjR44cmSGoxnazlcnlxFCV5eVRPOvu/N1fCX2UQG3WBrjdspp881jHvQqHrBt809X33XI/6kTYUr2C8wIgOt2wkx4FkGe710e/9cjG7Nutkjs+UG8AqghApTAcsA3zG1frr2N89NvhO2jqBPthTm2b2ECGeTBFu85Dp5/muEFyvrID9NGnKdKN7tbJwyp6Bb2Bcg60yQcIstFsGBoAFeH6Ro7TWo3qd6HkPT8PSHi0H+YLpbJ5CFRQRXUeOed1X9sCz5fWRMUzJehPTjX/uuMFocgP9sKcCdGo1NI+EjArtLju9WP1CiiJfC1oA3QBU/BIHQpB6/gRwLRQEWIVLurDsVBm4dmT8PkT1XeAmIf9vv0/653z5bvom0CcX6kDnzpOgojb2oKcZj2gblBo3bUqNo0BfSuGw53eDsAjmmFZPwn1wJjpNaSygcZKjP3kIrBerE3Q+NK15EVzcFtGVjVg19dYleQj9jyx1rvjtO+C99m/uU51DOY7oGM6U4+FYbcr33b/vohEbYCxWK46SfRRxBqODaR4Dqb9JcxN055HaZtxnkPVngH+WcSzi+dFdANUTYkyaqxhAkT9+GFoGmYNzHS+vQ7AtAVFEV0N9fz9fW3VNLpOYOnsmqDrwZW2kbYsN2dMHdPZuWrPwiNT1tutNW3jeqN/QjsBe7d2DEGj2bBzepXIDEGOHDly5MiRIzMEaZSy3W5tl3St9fnsYEEn+9qBDPUs6GO9Wpty3+eRcCZk60+e7fjNoPr1Tlocm8+xS200AirxNfTsttfLdexed6qolFyn7lzPHqkGYkU+OvVA8FUE5Ouuz8J80A2PDouGcuqxLh20QY+FlauzJ2BKLi7TfBxNTUF0dC+0V1CdBrXUZ9RnX6jSv16XA+1h4FGEtTx1Kvp6Jb8qUnUH1FpgXRfoOKz1rp4/OhCQxuxmttOm1edd6bTItbAa6Jd4/YPSfJ+N2L9C1eaVPgPk/j949DQ5Jkp+VPe3NU9/Ts26IUdJxsS1tWoWXXe3boXP72ulB4pvkUolAqhR16Z3oDS9jrIWIKYn6hFgvhM6dn5vOfRemt+eqfr+VJmGfqcj19fqOKj3xVTHAMJfK8rEmZDab2OadGzbF2glRKJTIe/3mopGq1HpF6IVHjiPWg1/ynDMNrFfiEhF96Jzjz8H127lHArRYlR1DugquGdwg5zoK3OMhsR3Drz/hQciErU13A8EKJ+1Tj8Cnie1ijcLyJ91jQsgjqa0yzbGUef44iawOB5Zcw18F02vXarqYbw3iGcIvI7D+5tA7nhHW2NDNWC18NqAOWo2Isrn/ljq+flKH9bWWNfoah2f/68SmSHIkSNHjhw5cmSGoBplGXbi1hHMdd4SbWtODh3lrjnf1WrRm5wcNp+lgZbmfkFXvubb13DzHaByEFZL0Ry7cn4+u5lZ7ssc5FCqOxcv2+lTE06dcSu6mInEnuTscNEHoJY1V8VKv292qaaG1fO5UIcxEAz5WMsBD/G6D+dAJ7ZSd8rs+NeKWh5r3pYOfW1qpNlB12pyqrnsff0OlOr1VXgvc7t16tyBXiMU/yAHEBDz6n3XOXdQTL1Rj+jBfQc94n2PdUMs7bQCgmNua6lKeuO8Edr7aS+M9XJtTAiIv+ny7HSOpKJjT/UYICDzBlDPeu4DvN8ZO/PTdar1i6cX8vwyXH+ff4fhGYP08P3X34O6YXlgffAGAPnCvA20qoB1xLUZTcPPDwYDuwcJvpP5YR5AaU91rYGovX4B98SDfnpc2A6YBtHXWaXvCL4SXtdimhNFzlS+NDxzpFoTmABQPf9m3jwDs1yvTZ9R/ZlIXGtU7jR13NZHgS6hzgtl4VhNuqxePsPvQyuGlB2UsrT1zXqHfeg7TQWsHlUFjBkmkXXC2h7rufDz0YF6Buj84n9CH5Zb92/FDpSD9HlprIUyJ2hGuKNhJ966c0dEYkUE3R6trwQ+N1SluB4am+3WWDuYHOvhoc85rgm/535ardc77OnHicwQ5MiRI0eOHDkyQ1CNclvKcr60vJK5nCnSRn3+4W98KCIiB2+kHQfLsrRdoO9q532wTz4I3dhAVbc/E8oGqMPlmOtFOA4qdPJYvl6XXPxmtbFtHowAVQPscEEX5lB2k7qb4SvgUStotE9Nt3NPq3bq47vwdCAXyo4WhAcqA63RN6GuKGKg302d+kp3yvQwAI2BhMgpMs/j6dQQD7trjzZhDoZ0rcO7fENePhyz62rEzdFQd/w4VaI5QWvSG/bM9Wzp6ou5nswXHSWp+fZzz3eBlGBpOKf9UZhX8rR2zZsNY18ePAgIBj94P3cEKMQ67ykqIyeMa2IJStP1AhNBmF5isZRn54FdGun1B1WPlI0AlcMUMAbPKFAJMdO8NroH64UAS9NIvSO4J67Pr2MnOb2evPZBwLPwOtY1SzdA1izMybUiO8bOzxkr1RxUa+AWOBj2Yhc7vPxhelC6L9P8NajbNBKso2WqzeHeRoOxdmMCjRZFYedjinu9Jta7gb4Reh+wjkaql+JZ9+SdJ+E7dV003DqAQWDNkvc/OtiPVVn0N3BeCNap1TlT0vUSRhDGCNQOsl65Sg/Olfutq9UttVrN1rfpv3TuTVPGM6ubesywhs2hlPtGv5prTSUMx21v1WNDe0mMJxNbDzhMtt26t0onYyGjJuTVawwyQ5AjR44cOXLkkMwQJFHUCmn32nL4RlDPs8OdOiQMmgc5VnuXW2cwzUuzowd1+3ris8dnyTFQroMy+e6Hv/lQROKu1St6TVvQadkO1BCtHoudfMz1h++k2yE7d3PmUiZhVenfHj6f7kHPVFMw3I+dxMbalZBcXkMRjXU9bMKEdJJjgmhhY3Di8jv8Pd2dU58LEmJea5V6c6/2rrl8IwF6ml6FMYCQioHr7eA8AVbehVErJjjXvcM9GR6m18J6qeuce1cz02/ofPDK+VGVAlpD1/Hh41B3DWKm+mSz3hpq5BgjrQ7xuV9y4x5dWS27ojLysYzFkBFq+2k4p6uzwERcXF/Hznd6TFgJ8qmNRaoC7+k14PqSv+c7rjWvXbq86b6eS3cvVbxzDzRajejpAMumlQjci34MoOqaU+w3nYscAbvBuqOKA2aq0+sY08c96dkYn59nTFNlN6hHR6GOFgP0/UgZGVA+nRtB1O3Gbt06x3igjMbhvZALN8dPZQAm6kjJx6MDatrbY2L9CDS/r1U7+9tw7qfnl3Jg3WFxZgzfgQ9F3Y2RuYc5Ym1yD7NOWB/0k+CeNBbQXevlfBn7bShLy7XxPQq8zsWU//gz6Lnwd4LPw+Z6HwzW17DbleGwnxyTawKzylriXnzvaawc8mzRx4nMEOTIkSNHjhw5MkNQjaIopNGMnfoW2rsdb3a8+mvOZY0873ZT7uzkYRsG2sXL17yzi7QcsXMXNAW7Q3fnT1JHRJDGarmu5MfU1UzHDwI0t0BXE05wbHa21rtAvwu3RZiEK+eG1u12LC/Nd5A/sy2oAjp0CEvXtc067ennQYg303R3zTXBgQ30Vc3vsZMnB0r+sU/NutbuWz8IvQact6GVk4tknvaVzcGjHBZof5v6OVQ7WYLYh4eKrlXRfK1MAWyN70PRU43FsfaTQIWNpgB1/a3zsN7QMzx/Fq7lwdG+eRSsN2l9ta+fhxmA3YGF6ejcemQT7wOcKvF6T3slFEUhtw+U2XJ6BavscSwOyIif3z08TMbCuhponXpHleGj45HOW+p8aKh1PLWqEWrTYUJexkq9oYiZ88G34JaiNj53qeicfDZjZ+3STVEk3t+wcbAt5qSnbBRMEC54ddzy9FhL55nA66GOrefme6nzejOfR5dIKjZ0Tm0+5imTFhkgHP3QucCcSfLvejOtmLAKgUrFAzqf5jp1LkW5DxNSc/X5XlHPnKPS95U0VnWCNknXQ5XNM12G9YlJfQZA8lxP2ApjGfQZZs+ybsqOWnWSMgUnVHng4zHaj/1z1qmW4FB1LNx7rEHi4ubGGL5XicwQ5MiRI0eOHDkyQ1CN9XItJ++f2L99zS5oHDdCX4Uwu55ZtzrQGA507V7LvkMk1r9u3W4OtGVd3BTN891oE3w/76obVqNRf+FnQdvsktczrZt3SMjOx+2QW5p3I/8LAgZBglLGk4nt1Nsuf+aV6NT4W05dd7zUH/f6Yey43m1c7hgEUNfvA1GCelq1mnnqr3R8R+TXB7Aqmn9V9OUd6GAYPBoBnW9cTTT5yfoGmtMrAAAgAElEQVRG69npZCciHf2u5irtiMjckn+kT8BMqwX6yiQwb7A3/Jtz8O6L/X7MoeMnwXt8BzWC6wlCNIbAVXCAHEG1bcu5huON9RwenoYKmU6zKXuK8BmX9+yP3R9TFuJS10WXXLmiMhATiI/1BLPi2S9zFV2ubB54S9N1Kdy6vLSNzaFXNAZWx69jREMAg3BLVeT0xmj32na9a/X0voAxMH+RulYy6BrdcXbEFY9171w5YeyYDT/P1djTqhvee/r0LPkOnChBsWgGjO2spRqC+U2qwaIjIfflcrm050XUUKSonN/7ioil84rg/HE2pIPjTNc+z13GyvxzvLLiiRC1Qnrf6wssJMp+5olrsjCdS/g5zwm+wzpx6vE//9Z9qcZiurB752Uul569uqPPtMPBQJ6cn+/ooz5qZIYgR44cOXLkyJEZgmpsNxuZXE1iVyvN9YB8yJH6/D+I+/r8Onblwt/dOc+Zc6EGDll8bu8w9cePTn/hOy7U9cu6AzoP981qY5ULfXQLupOlBh6VcKHbQdAIeemeuqX5bogo/8l3s9Mn54iyd7le2y7ae4VbvwSqD/qq6MXLfRLef34R8mrsvo0JQPmtqBXUPtF8Hp7e+1oTfGt/z3biqMh5Dw5t5KHrDpWi2/C/53xhZXx3N1BHtTeEd8W7PA3oyKoM9JpYLwdFup2hVlHo2PGviBUg6vqGkptOdDrGyVxd8aZzGz9IxhTqet1gX9AQMH46SHp/daowjCnb3yZjQgHN94HARWJulPfgJglS3ji3PHLCfDcOly2/zpSdYK2yrtBYoPeo1Wt23bjOIDfu5676c9xM1AVTv4uxkL+F1bpQ981n49SNkXkmuE8a9bocHwZkNzgIrIFn0Li/Wx36jqR6F+bvStc012RUTz0AbM1yrhW/e7QDMBiM29Yvbof16IZaHQPPDesf4JwqeW7SDZMqAyoe9vv9yMLpNYBl22+mz0ueSfSmWDonQlismnP2NP2QcwqN3RPD5x+989h+R18Jc2jVDpGeCWg7fQZh1RfOVZLjRTdbZV4rLB/XlXvGnqf66u+DK9WtbMsy+xDkyJEjR44cOT5ZZIagEtttKYvpwtALYXX5dDBcpPlJkNP+8b69B/QYO2XhUJc6FnZVPUzCae486a2bGQp4RWN8z6bCToiEXTrHPn8cFOa+soGxsdPHmxy9w2BftQZrzccqesVnHa8E3zPhUHPK49NLWZEDVKTb7Op412m+vaZ7UlCDf8VF8VpRGp3ozLscJzY6UWr+E0QkRWFMD9eJnLh3+0L5Tn6bSgfry+DRRSNFYZwbUa1Htnwr14K6c11rqMi5FuTnua7eJXCyCYhwp27dcuSpYn5SUZN7v3dQBmcH6p44poDKjQ4dJ/FtmKQd+HCVpL9Ev+JGyJyDaOlpcaboi3z7QFGr9VnQ61x3OW9Dr4rmWDdWaaOvzOd8M7f5Ya6MGQBt0qVSv5P5YszkrUGKvC7J39MLQT/P7zlHUOzhYGDXjznuuDp5MYZwlZxHs5lWAlB1wf3Bd3J8rinvpwqh3WzK5+/dExGRg5GyKCDWVfoMM22M0yIxpvEyMCNUuPi8N/cTz7C7947t+7i3WO+TSVpVwD0qzVTnAWJmLXvGBPdA78LJGGB5WcudXsfGy8/m29QbgzXXc94Od+6EKhSYQquw0u+iKyzPAuYPdo9ql96wJ2dPAsv78FnQ36DfgDmDSWs6Jmi73Ur6lPp4kRmCHDly5MiRI0dmCKpRlqWsFitD0t6TvLvW7m26Y8aJraWopN6sR0TicruGxp2XAbtEUIn1KFAUDqI0T/sXqIJF0k50xmQosmfXbRUNegiOTa4PZFDNfYtE721Usy3nSAeDApuxfzwyf4GTk7NkfNbHXhFxxzk3EuTAOaYpvhWdleTW9HgovQny4IvVKrol6meGA63pPz5MPsM1A11fTALiQS2O0pmxMybmd655TasAUIRwdX5trpe2tvCr0NP2n/E+BDt6EEXh2wV+6coEVDrIiUQE0W21DPHi2VDCGJluIRyDOQWlg9J81YXvNLiDIPV41g2wco1YO/vKCPDqEbPvB9DQsZH39owBTAHsDPfds/eDg+Mz7VDX73RMTc8ag4VCWzJdvBgZgr6nMAj6ijug75UB80QvBHoZHI9GpoLnO+h6eHUemBPrdjhL2Yan6kD4TLUX1ssC7wNdJ+gXJnou3H+cy7Db3amjR4fRrKdufpfj6+S7zMlREXLdeQZQCeT1HlYJQMfWg73Yo0C/61SvAVVDaILQb/ieDBy77qoQWKteuwUarxuLp8xMq2ksHHOPDgxW8hI2i6oRrYAqnIOrsbvO74Kx8Degq8982IrFbGHPh/swJ5O0DwvnDxOCF8wbt25FNuUVIjMEOXLkyJEjR47MEFSjkIDgUCSDkKkFv9DucNSyEjAJ7XbL8uwePfNzkCCMAPWmNasaUDS2Sfvdm8f/+Cb5bvNVV3TWHXQjS4GD3Cr12ibI6TE2XN54G59HBYt2AMUuWgrLxa5Ra68tF37njZBX8375IF80FLAUVjVBjhRfBpC17oxBtXXN43mkWHOMhEgFuaGObkdmRySyM5xPY6J6DUVbqMp5JYcIcqZDH4iB+erv92wOV3reK0MfuPul/e5hAJiH2NMgrJfHD58l8wEaBWEZymd+a13p6Xfc2t/T70o75fk55Dz5DvzTrTeE67tAWF8NKh0U5V1XOk9yXWAPrDeBIh06CILKqIQgDw9SBDly3Mk4IKZOT2vidR3CXoAkz6+urHOc5YTpQQ/jgRuiqwU3l0zHHFDxAlPgHTx5P13tmq2mIVruJSphfO6cY7CGZ64TJewDeg2YIXp+eKaAKMvS2DS+C6aQ61u2tdpq/uJ1UnPzYN0Rdf427p5l/XAuHzx6ak58vBedRsexDyDjhtO/oLLH6x+9C/cmVQnM4yFOlsPdHiONtrKPpX53PfV1OTzYt7kTqTi56u+J2Q3ValoJpWwx64DPUaXB9yxmC7lWhmi5TNkY1l79BQxgdZ5eNfKGoBLbspTJfC69VSpoInjA+Qvab0aaij/gPGz9v+0hoguQm+/qOixoHr78ceWPtglQ3A3NZmQ7ji1oaU/sxTF1RyXxc9p6blyJJCVx7X7a/nTjxEZ+47Fer01MSA0M380ffjZKY91kkWKIlHo45tl5oETfexb+APJg4wbgDwjHt6Y+vWhZO3eNcXh4dK/CeSFEPDgMNzoNcdggUKbZ1LEu9OFN6oAxD7fhOGxyMOi5Prs2wRoiSUSXZvGsa4gHE/PEQ8Zv5ngQLqfp5tQb0tQqxy+W6Xo24ZoGZVVYsrI5I5VgdLM1sUnpWTYtCNasKVLFLMest1VM+OTsLBknmxDWOdcZepk/eJSOQpkjRvzsG2/o2NO246QKoPc77XYci563X1ucb6vFPahCT50fUgb88eKPDZsV/vAzNtYZr4v5wjYCbDqjYZMaDm1SgTPnf0cNnoYuVWYWvU5A6sdqRkBlKSc6NzzfuM8ZgxdR2x96PV82Pv73bABIHUCx7++lz6fZdG7PvS2Nt9jokSJ06Spr2c2mTTdEHIdS0Ib7A8lzgj/OmA1B968WKzMxQlTbcU2psISf66b9/Sfh2UR57qCfCsX5o85ziDHyx5x1Zpvi2cyuiVk6s3HUf3N+HPP+rWBZ3m21dozGPk7klEGOHDly5MiRIzME1Sgl7NLO1TSG3Ta7s1jqp7tvRUSgkeVyZTs4UIY1tLDddmop2d97scUvzAKfb7smSDc0RUFE1I40H2gbFM5O3lOb7CT7zX5yvpwPqPXyWditUvpIEx8zpNmmtHf1fDmmbzMKCochoYwGqpxSNsqonuqO2cSTrnkJAjDoTxBlrVbbaYXadEZDZqj0LFDI95p37LMiUVR0daPIFxYHMR5lVRxXxwQVWJalnWfnjqYZsGxW9AW9+Px5OM+OWmDDQrRdK1Yoz+5Nap6CABQBpTETk7mhZUNmzgaX+Zk6FqrpyuiGoikmpeWhWEmH8b6xIm9azw72+pH5ooHOC4xyRCJDwLUxKlw/B6pCqHhPERItmRGrWvtg2uJWxHVcN8STF854Burfl88taPqjr7AyNBIClYKQrcxVf07zo9VmY+Nv6XXdoet5bui9tRiHe9CnhryVL+dJimXsUDzn3q0wJbxnrsfou3Qcx+a8mFMYJeZxbxiQMim5w0W4Jgt3bxuan82i7Xcj/ZNUtUMXqaBqvb+5BnMntuP8504YCrPCufFc7e1horQx9qBxUU/GwHMR0yPWMAwQ8wiDGtO5aft1ayuOMFLZsmo5K8wX88F14+/KA13vvmR4ncsOc+TIkSNHjhyfNDJDUIlGvS6Hh/s7JSq+eY3XBWw2Ef36XE9jneoOyCuDEDkmaJ4d71B1AAj9aJZEeQxoDNRnJYXbKKSiVI0cP/nIbistM+IY509DKZOxErQEVZEljAh2yyBgb5ZUlqVc6a6XHbvpGTDSAeFQLqS7ad+ClxK5uhNygRhA4yNFJyAua2G7WBhiG2rullwwKEnIt+rrk0cnybEIdvwlAjbXetREi3ptuA7Mo0gsH7PGL9hJO+vVI22b7UtIV05kxCmA6svLFB9U7aR9brzTTs1ayK9PneUwCJj5wMq3TmOmDdoS1ap4kR4sUKO2YwttpkeK2EBd3EesHwR+CLS6rh3sSIWSZoFdmfPq9zXGdRuL6TW66XvJwLJGQfRYO3dcmR7Xju9gXZkGQc+Jn5Mfv3N0aIJez5DR3GpHW9JJ2x3PXY4dduZC7w8fZvSk1/j8+lpu9L4wUyi9br5RGOuBeXlDUSpllCa+dCJj7gesgCnPvTwPbFiz0TBGj+cfpZ/oOo5VG2SMiJ6PL2nk810nUlw7Vm/h5s1Mx8r4LOW5Zs+3Vircnbu22TAnaAkwerN7WFme2rnqpFYp01RtWMUx/LG53uh0Rm4eFsvljt7o48Q3hSEoiuKHiqL4K0VR/EJRFFdFUZRFUfzkN/jM9xVF8dNFUZwXRTEtiuIrRVH8u0VRvLSIsiiKP14Uxc8VRTEuiuKmKIr/oyiKP/nNOIccOXLkyJHj93J8sxiCvyAi/4iI3IjIQxH54td7c1EU/4KI/C8iMheRvyEi5yLyz4nIfyEi/5iI/PALPvPnROSviMiZiPykiCxF5IdE5H8oiuL3lWX573/Skyi3W1lMoymEV9v6cqPFStFXRYXrd57drdpUUmbG7rNJ3rWdvMIg2C4Psb7mrdilvqwxy2a9McS/sNIkVejSeAnUwY5Xd/LemAc7XXLF5LGnqlG4wpBn7uyWJTIkPjdoZUAu50+ASqzUTZHjF9RelTynN40BvbGTbqH/aDQMJfs2z5h6oKVATc5OHZQx2Estm2tYkjZTMxXKUWFSqq2tQa6ghWhfqqhynebSD+6GFttcA1ieC9VzYGBDnvZWJ2AFylKZF1rVlmUZTXpUj0GZpFVJKMsCGus7BsTn0q09rPs5uoe90TD5/Gq+MkvahbPcBfnAUlDSydhAvmhKjIHTc4BRYD64RtxP0XQn2ncv5svkWHyHlfzRzEjnhXa9c4fAvGagcD8nPEsmsluyS4AuC5eXhimaOote/r1y9x3n5jUGzUpjIZgM2DrOn2Pyb1sXrqywcO/nO9H5sB44x7FWVGHw0+t2dyx4MeDiu3lOwNZwfrAZzBMtzluuOmWor76EFL0VVNt6tTZjIiy495StRfe0dS3bjRl05YkwhNzjsMBSpPfN2Flii8S1c+20EVwrMyaiZLTSDMm3af848c3SEPyoiHy7iOyJyJ/9em8simJPRP57EdmIyD9RluW/WZblfyAi3y0ivygiP1QUxY+4z7wtIn9ZwsbhD5Rl+e+UZfmjIvJdIvKOiPz5oii+95t0Ljly5MiRI8fvufimMARlWf4s/+9r918QPyQixyLyP5Zl+X9VjjEviuIviMjflbCp+KnKZ/4NEWmLyF8qy/K9ymcuiqL4z0Xkx0Xkz0jYULxy1Oo16Y/6Ozaaohs3EBb5G9AM0ajXd3bN7IZvpuGz/L7/kmY2IEFrxDMi762ISnefNNCgtSi14kVRGEJ9/iio5qmbbzRVgU67Y6omdAytRdh93qjCnbHUDW2ldsuzWdoG1HLsFQTVc0plkNvR7YPkPFH2gl5L3fEuHGoDnXScDSqBsp1WtKXEHO6R1kGD/E0Nr6iDXTlsBmgC5f5OS+p5ygbBvKCtGGpL23avYxUaNLmiPXabSgRYHNd0hfkqdM59O18QIwwR66pr1QmxesVssx3TxdyCtrwSfUqlh9rlYit7W39+S/P46F6Gh+G8aTTEGM8enxnCMz8O/CmoHgClMkYJgUERVROsJzQEXFPWPtcCJoY13+ljErO2KgJQJOdhSn1dH3O3vtuulTDPiUPN+3oTHRAzvgSs4dl0biwFa43nAdVInmHbuOqCta5zmAGYF6t00fmDgWm5+V2uVnb9/fnUnPaGMcKg8fuRMkHDejh/LHp55m2UtfJNoUYVfwb8F2BAj7bh+eBZy2nF5Eqk8gx2jMiZzgueD3vOPptrvnHsaKPZMP+Rlqv8ggE0hlivHayeeYPotesok8A9WNP5MaZAg7FYO/F6XbrOX4XvQBtC9YgxY5XqjJVjQj9OvI4qgx/Q17/zgt/9vIhMReT7iqKoKn2+3md+xr0nR44cOXLkyPEx43VUGXyHvv6W/0VZluuiKL4mIl8Skc+JyK9/hM88KYpiIiIPiqLolWU59e+pRlEUv/SSX32xLEtZzpY7dsHsnNn5sysjvwOCGPR6O21XUYu2HBJkd82OeGeczmkNxNh2iuhaS2vlt5prXG9t/Lxu3I7f8u7miqiow1UXoI1od7UGXNErO1yzI17utoOeOcU6O/VhW5v0eDtY7G4VwYAAcEHbc81sOO4TRa0gKN+SdNjtmkLd51O9mxu5PPJ01KU/0HM5uhNqmH3LVBwdcThDe2Iuc2W5k28nQCEgFZTIaARMPa4+BaZX2aQulIT5DyiqkUp+37wgdCzUzTMPlgNmXTsvAN6PrgPb4W4vnQ+YNP4Nk7JYLKO2xI177erPyYLaMfRzxsagLdCxGpICUS8i4gvfp0zaOirIO26tEehbULizBpmHmr7CoHiF/MQ9Lw51vqy9NGu1H6tYYONYHjQ9Ytwo2lmjl66RkvdGIHAoNEbGVRlsy3KnmoZ7sO1cL3nu8f66Y5zMArxJ4zKeGy/2VqheC88uWuthvafMDlvvFxqUoa2wxl3ueeO1S74xk7EiOs+D0SDxDxERmajO4Mlp2qiNY1O9Q5yP1Y6+hvthyl49fBqqmMw1Uv9GYDNd1Gvxvl+k1x1dBvN1qroW1tTBYPCJ7ItfB0Owr6/jl/yen48qP/uon9l/ye9z5MiRI0eOHF8nPo0+BKQNP04x5Uf+TFmWX37hAYril4qi+J5mq2k5I1OiOuW7te1UxFT9ObtqdpnsPK80j8ZO1dzLVAXdVyV7607qPMauElSK+pyqhK1DZfPJXLq6M+9q4w5+d3Uadq432rvA/BRw2qN+3jls0aKXXTtoHsX87DLszvGn77RacqD5WI79WD3rV9qTgJyeuaDhe++QIPlNUBpzzb+9FwDzu66wAS3yq7oj57Ps7Nnpm76Dmnhq30EK2lqYBjrkSGGITN0bplfGV+GaD/s9Obofmjwd3Q+121Yvr9fV+kdchs+cPjwNY2ulrYVZT2VdkdQsReH1flq3bq1WazVDcDa3uGHq3MGMeAfKk7Og6wCNwwyMjsL+m+oLUNxEc61PtOXwpNKoyHKdTjPg59oYJv0s184jYN/qlTXKd95apv4ERK1Ws5wvvvCsGXPgc2sLZGxVJYu0dwPo2/eT4Plx19WpbzZbq9nn/JYud8z58YBjbbLWvMf//8vem8fK1mbnXWvvmqvOdOf79ddT2jExgxIrJhgHsCNHkEHINBAUkwRMJCAgYmWOROKYlgJClk0EdiIsEct2BshgCSNHIQIRdxwwEcQkjpAVnHa3u7/xzmeoU3PV5o9av7Xfevap747d9+v0u6SruqdO1d7vft9377PWs571LPZiaEf4cR/6vQnqMUkUG7XFdF+aWHGuaCgmjPdQ9PTfD6VhWUtaf8O6v/Rn4uRsEpwo+CfszYnfc/Q8AVUYHe8ipT2P4jePdxVRscP+7n22SjhXZvX+6A66teJgZ/uZY9/fRz420JyJP1e17fVaKmio8uLvCrYQ/YEUBaOqAr4Oxr0HWgM6y7nbZfksPL699joQgqdF80fyuef5zvlLjCtbtmzZsmX7mrXXgRD8f2b2z9q2THEnn18URdvMfoWZrczs8/Kdm/6d/1O+84aZjczs7afxB55qRWFlu7R+x3Nf/d2KAbqi4ckFY9U94s1mE0jAfLnrDUZNLyputK/0CJDoivpbFAmJINFGIHfcCTXF7StM7tViFZ+t88jbl14ca7elMPW14T379zWivHDdAfooqL72x+9sewB0223rOYKBswqqwhzCCidaoj4cvXM+R1QK0x1uwMBrojkuDHg8a7zz+WIR68V7tIqNagI6p8E7cL6C1mWTr2Sernt3RHTz6/nzvK7nfQ+uHditj23V3KgaUa6J6lMce/Qd0cVst6KFKEujAdAgRZjmyfcDQTqo9duvGgMGp4QKCeYBg/dQyDyF+uSi7uinKn9LYeKzL1hX1oZ665lHukSt5Fa1gxxR+UPPsWqXvPVmE+cMdUyP1NhDlXAEQBC4l1cSpZ+hUe+fowKC/RZKmeTHZ/MYTyABUqMO+561wk68PwC6E2jfv+9InBo6HdFxDx2HsozrBjFhDchp85zjftCqm9j3vid5H4QSVAteDEZUPjgYhFIj0XdUMtEd1N8fOpJKlQ4cA55JoJR0VuQehXvFGtJ2nn0U1QzLtbUd4Kkrf3hG73ImuG9akzLm0szsCOTYz3Xv0fbZFAqeSZ8VsyaHpdtuBxK0T8viQvohRGfJ2WxH/+R57XUgBH/TX3/zFb/7VjMbmtnPVlWVqt180Hd+i3wmW7Zs2bJly/ac9joQgp8ws+8zs+8siuKH0CIoiqJvZv+5f+a/le/8qJn9UTP7vUVR/ChaBEVRXDOzP+af+eGXHllVWVVVURNfCFsfhmfk1PDOiBzLIrxlvD7YrjdPtp7qQrToYeLecO16vGvN4xKdf/EXvrj93CG1srt1xb1BL7zhS9cTwIuGC3D9jeu74w5ltt2+CygSkp9mLH2P/lEoxB9tJ9ruM6k8CHa0v37i9m1LDQ+d/D7zR/Ty0HNpj4XZHCiFeNSs0eV8HryCZQ/Uwuvv/dzBkkb1zc9Jl77DaygU7kYl1BuDpCjCwnGv3b4WyADRBpr1VA+wFlGZ4Abfg2MTrbfaKJV5BOVrpP0lQrGvXQbvpCNsb8YfKniet42+A8vdKgR05oeO4nzszbtmVmtjMMaBI1LVNni1xWpVc2zoYSHdDsmn3nPEh/wsa0ilA7lUVb5cSu6dPHchaMXlbFYrxK2kO50w01UVk2Ov5dzMJ/f8sSNN2APX2AhNjc2mwVjXY19ceN354+0kzoVDwdiJjB9Jx8apjB1j/vq9Xq074J85dtROOwqqxgr7hbz/7Y/vdkEFndJKAZ6n7PXx6WX0nogI+JEjhN73IDRQ/DnRG3jVkmt9qBJjcC08ioebA2RJhQf3C0htb9BtqImGVoHf7/SZQLky7k3pq8D+6VE5QY8LdC+u+3x1dp/1q+XKJn7dVDqNBX2CLIf2BYjBu48exZ54EXslDkFRFJ82s0/7j3f99VuKovgx//9DpIWrqjoviuI/sK1j8NmiKP6SbRUIv8O25YU/YVs547Cqqr5QFMUfMbMfNLO/WxTFX7ZauvijZvZfVVX1UqJE2bJly5Yt29eyvSqE4BvNTJsMfcr/mZl90cyi10BVVT9ZFMW3mdkfN7N/08z6ZvY5M/uDZvaD1RXtmqqq+qGiKH7Zj/Pv2jbA+wUz+56qqn78VVzEarW2xw9OG7XODEbZxXhvi0QFjHwbeXU8dFXUIyLAa8b7xJShi9eKN3rqmvbwHPDSi7IIj5bI7uTWSfzOrNk5j7wzESQa/VQZnD7a7ddNFLOSqgvscrls6KBTH0/fegzPdyOoC/nX284VmDg/gTm/uIKZm76SWyss0ZoXZjH5bNaCGArdAmqAT59sr3843K2rrvXQve5+tZtDJVK6PLusFefQnfCTkUeFh8Ixzx9uz0l0xSt5Te2UprlnUAqs1W5FJOItOCLXTxQ2FQU19j/nIPKg7z2R9EoiEvYqe/KjPi/vP3wckYz5q+ZVo4LH1591Rh1Q70HuN/rcB/ta+AEgA0TQVVU1dDk4ttasx/NAOpmG7obtGvcJanl8r69VLO12jL8rSoRL4SuEcqn0EeBzMNs555jKIal4oNaCZ9r55WUcC1TvVJQ7madgwz9c7cwTe41oG94TCACIJQqAPJeI2jvddq27stzsHAtDf2NyUVdTmdUcG34fz0fQn9NddJN9cNOfKzfaJzvXODmfxDNZu97Gc9OfI3CNeMbFWsDFofIDvov0YWDfaAfKxWplY6miUgSJMYA6wMW6c3JiD87OXhgleFXSxZ8xs88853f+DzP7rc/5nZ8ys596nu9ky5YtW7Zs2Z5uH0Ydgtdm7XbLrl0/Dp14XDiU6L74xXfNrI5SiW7w8keDQeQso8bUIyHt5hWowtvbfgPFx7YnO+puzx3Rytw9W9ji091XvG688Fa7FR67ogwcA24BP9cdFD1ygZHrCMKJIAqcM67Ffw/SMC/LOg8rUReGhzsVrgH5tZEwcUEYOEp0NRR29qV72YHijMcRAZF/xttmjJFnJhdIDtDPxXo/SnQWzGr1xI5H3pp7ZN5nl7PoUkhkkzKst5/dzevThY3PRzTruVSU7KgoGV/uci9QbLzm6FCn34nIjGNTEfMkiZrN6lxoaGX4PLRlv5/c2WpikGxMJSoAACAASURBVP8lyiO649rYm1VVV5EQRameBBEQCNvXvfGGmdWRHdUnn3c9CwwmP9/jWlgj5qOTKBoSET/2yA0L7gSKg1KhoJ0ZQRLYk+ztpV8b++wbPvrR7Xwl+42okihTkR6N9ECtMH5/33kd6H0wlohGpf4eZK4sS/sk1UGCOnAddA5VRIV9Af/l0TvbcytSoAZyMPfnRrfXiWeOeTFFXL9/JngHG+ezTHb7qCgScuEIAfdDVFTJ8/nRoy0PIJ7hJ6O4jxkDz3/uxb4jp/SIuRQOCX9Ul6A0vv5or3C/8beByrJ5UgESCLLvPapIuM6+6Hak3JIrAPZnttdRZZAtW7Zs2bJl+5BZRggS22wqm03n1pvSHXA3qsezx4N+5B7epzyKuX54WEeFHsHj0WteCY8OtStqdOt8/i77lRwZeWq8WLxzmOFluxUsclVLBFV48v6TnWOQW6bml2PhnVPrTHQR9bfCf8Dr7nVrtS8iEfq2kyfDa456W/d4+Tz140SOysHAtL85a3Oa9ImPel8/NlECeWmiRyLj0GiXc4BytJJqivSaiMpAaKjX7nQ7ES0TNYHOPLq3ZdNHfbhfJ9dDnjLiHyI/mM+o60kkqZwKszonOuq42pmvPxHP6blHLn495x45wxlgLJFz9zFQKXN43asxHClgL8d+mi8C4dEolJxpVAc4QsRc8znGBlrBmGD0M9boArdHNXA8nQZf4bbXrLPX2DuhYuf7hKitFMZ+vO9jmvpx7tOr3scCf4G87/FwGPs/1DJRi/Rj8fvQLhB1RBAT9nbktSXvT5WOavl32u1Qw1tLnh10Af0EvoPq31CY/Mpb4fkRVT3+vKjoTOi/Hz+5MHt/ex9Ezwl/BRmgOgCECbSuFERlKc8JuALML0bF2FBQrG5SZYD1Rb8FpC1VBzS74jnBc0TGGNwc0RCoBFFI36NTJsZzkvVdJ5Ui+56Vz2IZIciWLVu2bNmyZYQgtfliYb/01ttWvv2OmSV1uHTFo/e2G57yqXvppxcX4R2GCpp8h/4H5JOUyazd2bRzHHmsc69Pvn13y9oPRux8aRePVTnO1eAcZUBXHwQBz/70/jYqf+vdbX62lJw610SekujrWKKS+XJZ50b9PWqzb4nCoPaM185r1Fe//WCr7X8u9biqgY+nTJ31tYODRte2qF1HQU+OSbSqHJGI3oTxuyFy8nnQOuzJ2aRmaJOX3hNlanc2lOpAY1AFnLj+wEQQKHLmzMe997YclYPhoNEpE/XC8/F2LxF9E0UTjTJ21iI6qzmCwJi4XtCQurtirQ3BsSYS6d/0CAgNCBT3WO+2RFWh/Y9yIXl78t7Sia4U7ffzyaTRFwHNi6iEcGPMRKXs1TvXthwKlP3WEvH1ZG9OEha52Vannkj1hj8XuD8OnRPBHgNhe/fhw50x8n32e1SESEUNuXSt12+XZWiC/KqPfczM6soekCOeRYxbqyjYs3fa13fOgW4H+hTa64LnUX/Ur5FQRw2o7Jm4OmZHkEDuj/uu7RDohXRi1OeKPnfuP9x+n/vxzhs3G8qL564BA0JA7v8X3357+z5Iiv894LnJGBv3tqhsgvakapqqZNoVfQrtn5L2Zflq63aYLVu2bNmyZfuQWUYIEut2Ovax27cjQiKCJDrpevSl6mAr/9yg263Zoejjo6nvXjVsYFijKE1xzJMn3vVwsBuNhme82e0CeP/9bSQFsjA4HAT/AGSg6BbxO7O65h2Dh0Bk+8atLeowpT5dotDwsv3nqLrAE2614jPHR87s7+72XDgTZnd0ThPvOtT+PILC3nUlu1K8YVVmK8uy9tDxspW57WvDmFE9xIbS44D5jbzlfI9KIHtg1LdbfizUHyceJRHRRcSr/ewvnVMiXTRPfAwt53d8/r33zKyOJNmzm4goDux46XvLc6REPESuSx8DyMD7vke5D97wiJiaf3gwn/viNlI68Wjr9m3v6OjVB0uPBMuiSHTgvWbbrxM07sTvB643cqSCDBCVq34FOfU7HuUOJGojuu2027U2v3+Gc5OfZV9EbwLfg8oqB41I+Qmpgdpck2tbLJe1loeP4a7PLfwTepewL277GhDxcj38zF5n3pifU6m+iM58m03sEZC+E1fmROOE5wP9Vyi/Qb/iwitcLn2vbhy9jD4NUsUENwtUYD6ZN3Q2WButigDpeM/vf6Jr7u0HUnXEPlHE6MB7ItDBMBCG64cJwrXbN4Yxds62P6NkCj8DfgyVAaV0ouQ5QpSvOi5Hvj/aZRnr90R6ukQPCj8mfz92qlO+yrodZsuWLVu2bNk+ZJYRgsSqqrJNVdVsc/KO7p3htZFDupSa4KqqwhMlCoge4ORhVd0QNSuiC/98h6jV1fEiP+8sW3KIRC3kaduddp0nNGcLr3Y16emLEN3bzqhQcGbzsbPQ3YOf3vOeBdT+c23k//36o0a617Mj1P+Kem6249xVLlwLh+BC6tJVJe+JRwRrqRWfSV4TD/rawUGtUOjjJGog5xe170SKno9VdjnXcHq2W7cfqog+9gM/ztHJdm1anVbdR8Cjc/YWiAFj6PmxIpfukRDs+Zvtba6dfKwy4R/49Q99D6P41+t0auXNDWiT96bw9YwcJgqE/ntY6Oy51ulu7TavHO/Bg8c7Y2KM49ksIp615LjJ7TMG7g8+txGOyEKQgmu+ZhiRILaWvfvxpJfGVLgT0bMAhEfy0gc+1oc+18pbiP0DAkHnRjgnsMqT8WMgPOx/csWLJKI3S2rWmR95X7kaLcnBE4HfPDoKfQR4TRwrehDId+E1cU/GvpL6d56bX/ilt3bOGR0IHUHqrDuxzqFieL6rIxDdH/3eAgEKBUdBAjR/z9zvUx+kQqbdadc8nXNHiqSDKPce54q1AEEVHY+RII5TQW+0s2FRFIF4sHc6gnBgrO8EBcbDw8whyJYtW7Zs2bK9nGWEILGyKKzX6YQ3Xkr08gXP0xKth+Jd4kHDit64Z9shZ+oeK9GDdkYjh6qMeDzm1sAjSPoNzHZ151EVnF3OGnW0ePR118NdFi05vdL9Q9ji8T2fj+gaKFruGxjeCQt5RW5ztlsXPhSvmajs3CPHM3+NXgiiIUCFQxp1mjUV2YLD0e1Gno25JcrCqLMeSl56vKdfAmMnuiv9Wulmt5DKEZQhzeqaZhj/PenyhoFS3VD+w3I3kuJayC2fOGJEpQSvF5eXMSeBYvk5QIrI08IZCLU7+iuwp+lLcXNbrXLn+vbcWl1BN7gU9WENiHQ4NhEtKM5CuBWszUc9b/sr33xz+3npQ8A+oVsix43+Acl5tYoC1jf38Foi/37C5DareS2KckRXO3gfgpSgf3E0HNZcDx8/vCR0OYJd7/MS6+ljhh0PirMQrgVzz89HUo1gVqOLgaRRNTLfRW0w9gf3LvNG/5ETQWuY34PRLgcHq6oqEEP4CdG9VbRfuH72IgaKwTqDcrHfeIXn0KP/go9l7lU7i9m8RlRB6/w5eC5zSXXZmb/PvMwEEeAeVf4GUb0+68qiaGgZaL8YxsJ3g5+w2WwlQV/QMkKQLVu2bNmyZcsIQWrrzSZyeGaJ3r57YbCQ8cqJYvCse92uddw7I78IC5Y8a1+iVLxKPDPNV4eiGKqCHoUdLVyh7cbWKyfyLIoidAW0n/2797c1zHidsJ5BCGA0c+5SKiWUM6Ha5li304noaZB6rlZHhETRRHSPPMLBYPRrBzGiNKJZ5pcx8vvIX77/fuRhtTsZkQ/RVim5Y9U4ACk5kg57RB+whE+lN8DxaBTzoAjBwisU4HFwXapeRrQSkRNVBvSpmO1Gc4xplEQh5C6JgA+kfwRzd+rRB5Ug++rqiWY3grjENTBmn9cbx8cN5b2JMPKxviAJoakh/QK0+yFoFZGw5tJDHS5Rc+tIdKk5f43wGv0GRH+Avc3rSKoYiHq77XZDaXOfGiD3LBULhetywLZXRUbmvKX7wY+3SZ4/n3tnq7tC9M04D6WqijGyl4OxLxwLFAmxo0NHQXlGOUIJkrSYL6MCgcqG0Wb3/lcdAtbvpig8EhvDwWENojoFlVL6lYAseb+C6Xxeq2LOqHxANdG7vBLh+56i2iY4AD6GJ37/jGUs0dHTn5FXrZ0+J8/RLxF+ANeTdqB9cXwgOwQ7VhSF9brduvWo3yAQtdhk2g45CE/+ObP6Dzt/PICVToVMBdxGGSLkKOA3INJjFwnpedkZJDUaywB9LeaLIA0iqPE+ULb/ceAPGUbbW262aAdMIx0e4vLgx5lh40cZjdUtVPkjivFwWQpJivkI8RZ+LzeGHkedF304Xc5mAV2zBgrpf91HPmJmTWIaN/J8jwgIDVTOgdRFGrmTQMXMJSIv/IEH3tM/siFMIjA/Dz4cgJmsAWNK4Ud+Zn1OpeSTz4RIFJLMct1KWFNhH20stBTS2XK5tDnwtDjEx5Tk+XWyb6ZyLq6XP3QK9/eFzIvDSWkYf+RuHB42CFoqHAMs+1CIqpxbiV+MnT04lz9GpLs4b7/bDadcx8IfpTMl0co9CKmYvYozxv2xEWfmocgUd9rtcCq4PtaiQdj172pajrmOuS280ZS0Qb489b3Z2v2j1ul1AqZfrHabneF8aCnnQBwljODtVJxZHKxK5Lf5I55eozba6grJls+Gw+vnJjg58Z9xSu/6uSEdci33/LkcYmo+76N+P46tRO4ggktpPGO4dXzcaCT3PJZTBtmyZcuWLVu2jBCktlqv7cHZWUBCeHx4a5STARHi6fFaVVWgBxplhVCIe2+0az2g5SgEJv9ZhUdoJNMb0khmGxkgGgJhcHoxDU8cRAOUonSPFc+XceNtdoXIFHCaRMpBlkM8w73x+H67XRNl/FgqnPLIf/+OR01EqSeJOIdZHXWPhUR5LE1s8LKJDNIGIgpp47lrRIsRAXaJyogIJYKcSJkaxzkXklFhNRwfTXuSqNmsnkuMuWQepkTIlJFJsxYtQzMhxC1XKxvvKUFT5ESJTPvQGKLvwiOdAyFTMS/I8h4Mh7VsNA2hpLkRkR/zopGhtvFlrinnHcj8sgZYWsa1lAiYYxGVByHN1y4iZoS6RIRMSZtxHwligs0WC/uSQ/9A+R8hDXUFypTOSxBDJcWozcNUuCttC262vY9OnJDKMd7xMV1F0E3fVzEtEALSWaCWIR7lqcz3Hz3eeb/X7TZIplyHSpQzFoStLgU5DDLldFfQS2XHozEZ6G6Smiz3oHJHjNH3AXMI6rIR1Iv5ipLIPU2OatE5f67MZnWDMd+LkSoRRBWE6DB5tr+4LFFGCLJly5YtW7ZslhGCHauqylbLZUQOeIpD8V43yEhKq9rKEqKJe4kq3kIZEJwBPNl/0huLkFOMhjru4Z4/8txyuStDDGGQ3z9+fBbnwLvuSSQMcqCtUCG5RNQt3jPXhPwyXjyecJCpEi91LdFlKilsVkd6RBfa7jbIYuJFMzYVxWE++f7hYNAQhNF2pIz7Usp/NsIZwDTSW8k+IKpLxXc0oguDDJmI1Vx1DpCFleRzGSPXqGV4If1bVXUDLaRVhVzJ70FjVBxnJcesZA20pTXROJHUpqqCFEfUxBg45gNpVqT7hFItSvcYO8cNjgHtg0EEhHPQarXqhjEyhzTICYlZuBD+e1CstMzWrNlidx8REhv2enF/cy/C9+HYb9zYykCPRESL1tRKbFZSLWum309Fcbj3ggshSCFzqY3bQGWYL55dSKMjs712fsBytvvcpEx3U1W1gJAgGhqtMwZQHNCdhTyTtUV1PEeE94WFPPlgEMgwxw4pYim/1mcX9wFj++L9+2Zm9rY3pIq9Sqm5lEQeJo3dmA8QgJQTlV4vBh/hvaqKtX8RywhBtmzZsmXLli0jBKlVtvV+o9RPBTncO4u2uURWlGuNxyGdG204Va7UvUukN7XdL9/Hy4Pxi8cII5gIUfN7o8EgPHwiHD67kBI+vGIthdQ8VSnzQJ5Wozai+01V2aFEyxskazVy9Z/fcm9aEYRgyZO3FD5ASPf6NdzwVyLF+XJZt/OVygYifyI+jtyXfOUc1AL5ZCLehKltlrSwJveY5Jg597FEY5oT1+Y9XPdMIpxgPlPyKuz6aLSD4E9RRI5fGx9xTm3/y/scuy/MbN5Pm/Wk88PYvu6NN8ysjiDN6vXhXmIsMWc0uxKEQJnf/Dzz+aIiIPgNsp9ADIbdbvwuKhpAQigjE1SH++lUonOi730Ige6nVOiqktbZ1xOmuVm9V0M0ilbMfj8x1wO5l2M/wWMRVIz9N18uYz1VJldl2KPKiLJV4Yywf8oHpztjnwvCBGq47zmb/o45hucCuskzByRpKKWQzAPHgR9yKm3Ce8Lh6rRaEZUrqqmVH/CbwCLAHLTpFc/mEKETxDYq0Py4w14v5iQQEv+572MLoSafj/SZrbyR57GMEGTLli1btmzZMkKQ2mazselisdNkwqyOfPHSiOqvEo2JWm/39vD+NK+qUeVcoteRnwOPt1EBgFgOoklJ/j/EWNyDDall8TrJqxGtBX/Bx5oKqKSvK/H8Nbd41O3WIk6wgsmjokMAvwEBmhOqd21nbERtEQFLe2Q0EvBsI8eWSN8qCzyat0gNf3BB9kTxrBkVItpWOVAMQWK6rVagD+N97Gc/xlJywi2JkPVaIoJKBLXS46Ot0Ot2G4z0EMdC+0Fy4hN5H9SLHCg/B5rh557LGqcRILoK7MEQjqHFMFUmslc1CmfsM9nDfI/P9yRSTHUKVO4a9KAlqJ0K1WBaTaD8EK1bn0nFQ1mWxswwD499L8Y+RvRI1gArBL3qSt6ftVbEhGfWdLGw9zz/HKJXgoioaZ6fsf7Dt7ZNjO76vYxMtFYnMV83jo/j2on8keAGMWGNQETQ6ehQGSMoTVRb+Dl5H2QOU6SSpmmbzabxbG4gxTz3pPV2aKz4z7d9Hj7uWjJU0DAfIE1tf3avk+cSlV2cGwn8Dvoksme1cuxFLSME2bJly5YtW7aMEKS2qSq7mE4jv4RkZeQWRT0Kzz9VSyOqwrtUCVa+S1tbvNGv92YtMP1veBR6fLLbQOX81Jv/wKanHhd1rbJsRDIcU9ngWsutVROqpcD7qCgSKZC3JRo9OTgIVjx100Sw5Lz6gnxEdK6SzeThyPW5JxwIjHvZmjtfJpGD5tTI+a2E9U1TlpA4lmg85KVFmY5IkCiMKo/w4vv9WgbXj6HNfNTWgggoogBqFU1b/HjIDi9pekIN/XzeqEgg/uPYt3xdUXW75tdDy2KMKBUejDLll3vU9VbrtW32MPO1gU4wuaXRmMoDgxBwLcqHYS24Vxn74XAY0TSvjCHaQQsKo43H2GPamhnTtrYriSirqmrssUAMJeLvigS4VngQdXJ/Ratm/z0oGPc6KOC1g4OIQpmrifCeovVub7cR11KegwdE1n79K6kAYP6ivXbChj+Se061QaLiQbgFGq2r3LTKC6e8HrN676PemqoEnglaw/2sSqQ8F0BzSnRZOJfubfm7cpUGCdoxa5ljUEvWlbGu0czJzY2yZcuWLVu2bC9rGSFIrHQmNh5gRN9SA6/IAHmbQa/XYKhqzepZ6smZ2ci9SBioyuAnUqSpESpgcAao5SUK6fd64fWOpUkNUURXmLXo32s9utpGcql431zLW15vO57N7LbnBzkXnu0qyZOl14snjDKXNqFRJID3LwQp4Rqup5wK0YboieIaY1AbCht4yrr7GIkyVHeASAhORlmWtcqfnxPuQ7QgFk0I5oNjkW8NVrRfL+gM86VNowxFzH6/oa2vPTmi/W2CbKTXz14mugxeDAqewn+IplDorRdF5KUVCRqLDoFqJJADVmSJtePcbYmMuTfJQce+mUwabYn5HSiT5mf7ghBElYLcV5G39/tP90na9GkfKtFNuA5mNRJyJgx/nlWax9Z6e86tjXWOhsO6nbdEvvEz/BZpcx4IkCi3wgM54Bz+s1bSpBwV1lUjex3TsR+T6wwGv693oycK1QM+j4pERbttH1O7LOumboKIaLOutjQ9Yx7YN9E2nD4b8twBYdNqn9V6HXuT6+R6QADNX9ey7u2yNCv24Y5Pt4wQZMuWLVu2bNkyQpBaWZY26vf3KovhCUauTfTYy6KImvVS2KBricKIGjQ64X1t+0o3sGqzG2GR74b53W23w+MMBrJHXSiL6TmJ2ofCeI86fHLDkrfjlcgb9v2Nw8MYVyERPREKXRw1wkEz4W3vccBcxzXRBc2/p4x/coXRp2GxqPtB4IlLdQQWKAvsaBTqhNF7KBExeVnmKW1FarZlBhPZn0iduX72muShgzNApAhDmVpoR05YmwM5bnptGj1FXlLOMZZKDY6l7Gvy0lohM5G8buHfmy4WcW5q/InsroveBuuuFRGqxKi8HvayVhCoUuhkPq/nDDVR6UoH07srEfNGImOt+ceI8rtS6WAJEhOaEHAj5Dq0c2R0xfR7WRUJtU2w9mdQzYlRvx9o2qfu3DGzBI0R9G5GNz9pbX7T15SuojE/7GVROmVfpbwYRUaCQ+Xt3bve7XUx9VbmvlbRiVJ6V7C3e4KMYIxhJlH/ycFBs2LBf47KJ1HyVJ5KoD2+FhN53kR1ilSlpG3WL6RagPGpIqOqiZ5Ix9bntYwQZMuWLVu2bNkyQpBaqyxtNBjYpXtnMJLxGFV3XZm87VYrIlMUBTWy0dpWRQo41uDAOxTCdJ57ND7fjb7uOjv25OZxXMfkbBfB0KhBdfKJEA8lDxd1tVJf25XKCfgPqZZ/cCCIzn28Nz0XzrlKiXy5/je8HplzEhHx+UHvaqW/qKHHc14uG/XhqunfE54D0QneNkqNbclDsk/U0ydKQcms1+k0OgWq7sBjUdhTBUpFnDron9MbwPeo9htI87bBZ/HPEBFz3aHNL2gOnye3HqiXRGPRC0H0L25xHw0GoVIX17kHfSCy47oaFR3kUP1n9uDBnp4OrMVZ0omy599RJndwCQQJUx0B5rMlazoX9vhaovdlggYG/0TQK5AhVdzb1wUwFBul+oIx3vH7SXPOnVYr5pi91hJuBXP/Ee+rsK8yCGQhVPN8njhOaFDIHl6vVoFkaA+CuE/6XrEw284PzzatuillP+k8RL8KlAoFHauqqsGBYU04VlS4CBcCFAZ+xjW/f9jLwdkSJdDohJv8rQjlTp8j1kg7anaFnzFdLPZywJ7FMkKQLVu2bNmyZcsIgVq71WqwqvFwg6HrXtla8pdVWUYU8IZH7hjeoOab8Q7pVvWuM/VRJiOPNxxuPcSDo9HOmDB6jW/WmzqnqwxUUTnEU1U9ea5BEQIsdMNh4XKNiW76RiJiPFwi94VEQlFf7ufi2B+/eXN7HD8HHcToQa6s85VEoFd1/mL8Jz4m+BfBvPaIlqhTEZNg4YNySAc6rpF5G/Z68R2qQrA717eR240bW8YxOVL2AxoAqtw3dkThHn0qpE75Bn3SGWNRNDTZg/si+dvr1FdTIy/XrxwE7bwWfAj0+R1xGfX7tb6Cn+OeI2kz4V8QGS8EfeDYgVqh6+HzBackKoWka2aqdc+xiezYs3xmX5fLQG+kWkc70ek9HhUyfpxbJycNpBDTsakCJ7bx34eSo3BHYr5FTZGfV6tVvEe1iGo5PJTKDxT30GlRDgk2lgqgU0EB2Ffj2SzQONA5EJNffPvtnevXPcfzYyCdA9nLXGchmgpcc0/Qzl6nYz3nK8DWZ0/Guvr1LQRRaguSeChqs1EJJUiJooXL9bpGXwUBVCRI0Ypl0ovnRSwjBNmyZcuWLVu2V4MQFEXx28zs28zsG83s15jZoZn9xaqqftcVn/16M/s3zOw3mdnXm9kdM3tiZn/HzP7rqqp++orv/Htm9qMfMIT/uKqqH37Jy7DKe0l3JULCq8TvItrg96hsDXq9QAvIVeLBqeY4XjXROd40CEIwm/3zkXcTLXeON3tUH0c7nEXttfSx19z3pagskmNGk5v3H3hU+kvvv78zBtjKH799O9j0ijag330oevhEWUSMU8n9kfP7lHfOU81u7bg3TBjNjHsk9fN9ydPilbf9Z+KdUpjuF7JGke+VunUirusHB40e6Hx2cLi9/v7IOQCO9JStXWRFNSNCm9/PzXxoRcAo4YWwN0uqH0R3gH3CPuBYB+xv2Xsw1bUah/mOvG4SsWiuXKNttZYgI+xY5iXuI+Gq6P2hvJ9ut1vXvsN3EZQKXgfXCf+FfRKqeqK/ENwU0fKnKuMgiRxDo4B189ep8JVAndYyt8yPPk/WsrbaDXCZoD3HicKoWX1ParfCd/3eXPn9r50ZMVWTVOSkL8hLp91udFYMxUHmkEjY978iSmsY/b534Yy0JApnbH1Be6liWC6WdnG5W+Ov6rOBnMncK5LI9erzRlVYud+wUb8fx2Y9+XsS94GMgWPeOj62X3YU9UXsVaUMvse2jsDYzN42s2/4gM/+STP77Wb2C2b2183ssZn9KjP7DjP7jqIofl9VVT+457v/k5n9/Sve/7svOO5s2bJly5Ytm706h+AP2NYR+JxtkYJGlJ/Y3zCz76uq6u+lbxZF8W1m9r+a2fcXRfFXq6p674rv/mRVVT/2aobctOV6bfcePw4v/ECY7HideLza37rXbgdDm+gaDzc8WmEka94NL5yoi8iJ3gVveE794MD7LcDsHk9ibKiyceyN5PqiT7cwmFV/QDvFkSsnwhlR649ufsJaV1ZsRCpEvO5FP5He8i3hHETXMom+BxIZcxwM77uVdKBUJToiH2Xqs0ZE49RXT4Rlr4p9zDfRWHQkXC6jdhljPxCFRiQs0TpGtEE+lzHBtfiIc1a0/jzNLTL+vuRZIy+P0iKaDnLOyENrr/b21Y8RIuu3PGLpttt1xYLwVsgBR+dEmYc5qIZEkoVEyuyjJ5J7T/vdM08dQXiY4/OkEsGsXvdfdkRMq1MYcygfih4/18wYWLtWomCpXQzHguZR+6+see1Mquv/yNcueFGi33A5n9e9BSKNIwAAIABJREFUFvT+EO2DkegSsM9LybGDoBH5sp/gtQSXKek/wDP3QiJh5aecSEVT9EeQfhEGr0GqC0BzDyUnX629Omc6DRRzLWjCgfRbYG+BoE4k0sfSbrhmzQoYRZEP+v3YS2M/JudSzhQICH9Fup1Oo1LjeeyVcAiqqvrpqqr+UfUM9Q5VVf2YOgP+/t8ys8+aWdfMfv2rGFe2bNmyZcuW7dnsw1ZlgDu42vP7byyK4vebWd/M3jGzn66q6u1Xdvaq2nYg8x8fSZc31U9fC7v4YrOJ6BlPjtplIpOV9C5AR2AoSAJR3JH08YZ1ropVDz3qmC2XwZLXuteWRAIPpUe6qnkRddwRpTbtMa6s4dQrDHQBRTb3Gd9zJUK8aqIHIiFFFpjjiHylA2Nfco3YqNeLSGUt0SnfISpRdbzge5ATlO522gWNeSHaYy9UVVV/1+dc+wholzd9XyMlopKocBFfXKPXeVHEPmBdqarAzgVlwdZybO15wcg0MmHsO1wcYVprTftSODMadR1K1zuNstijR8ncm9VR+TipMW8JByh4O6JFz55SFEpr20O5UFA/bCTo2NnlZUPDX/UniMrHwiUoJTIE7eKe5/7YCDqh+etqNotnzlzuqeCCgCgSnfKzIAYdQRBVXVHVWuPnzcYORfsguFGCJOnYSnm+tGSv6ryyNqqYyfEu5/O6isbPzX2jXImo7EBdU3RJQhtD9F1YC0VuF8l8afdLRcC0D0s8e/1v2Ivah8YhKIriE2b2G81sYmY/s+djv09+XhdF8WfN7PdXVTW76gtXnOfn9vzqg3gP2bJly5Yt2z/W9qFwCIqi6JnZXzSznpn90aqqnshHvmBm321m/4ttuQrHZvYvmtl/aWa/x8yOzOx3vOw4yrK0XrcbHqIqkRERnkm/dzznw8GgUeuP9/euR8Ro0H/MuQCYah8QEUSdMrXu1NeLaton7t41s7oO26xmpr7n2gbve5QUXdj8mNfog+A/R+c5ZxOH8hxRiXjpRNyoCT48P7c3XdXsmo8nvuveMeOMufa5PPVj4EUzFsag+UnynSlnIH3tdbsNBbrosCecEMYf3SCFPd6TWufoaicRBBoUwfjebOqabOEGsL6q5c/eUkZ79GwQ9jHzyJqCOAWXpapi3SI6kiiEKpTQbEepD4a+5GE1muMabjh6we9BtS6m08gna+31hVTZMMeqYKgIGsb73F9Y6MeLZsB8uWysI6Z7aLMn4teun6pEyM8aSXIvfOLuXbvrcxWMcz8maARRqu5hovTIw1NVwrwJinPP733WgvMdDYdxT73nWg6Hwktoy3zEc9C/p/oMlTzDmN1QnQRRSZA2EJ7o+krljr+eSU8G0EyOsRJkBFSP/bYSdE85OumzXpUKqRDqCHdmkSA9Zs1qBK6zJegoHAX4Zlwzc/Do4iKOedcVJkHzQK+Zjy84ryXlfalWxfPYa3cIiqJomdmfN7N/wcz+spn9gH7G+QV/K3lrYmZ/tSiKv2NmP29m/3ZRFN9XVdXPP+18VVV9055x/JyZ/drnv4Js2bJly5btq99eq0PgzsBfMLN/y8z+ipn9rmchJmJVVb1VFMVfN7PfaWbfalvn4OXGZEmtuLCwVZGLCCr1KBeSA52LZx+5UdFHxyu/JtraH7t928yaVQVn51sv84F7/hF9JMxlPE6iAzz7trDCiRCiHl3y0njpJ8Jn4PpDwz3p4oUHeypoChFrIwqXunHtn1DtifTwyomouhKFLdfrRjSg1pUoVJUZFRmIz/vvj0VlTlXVZvN57IMjiYCoutA841gqOFQ9j2w9SIlyTaI7WjJ/PWEm69wSCUa3u6R6JjX2FWtBhKM8CCKq46RnAGvB/l/IPXUix4r8/R4+D1En16a5d97nvnyY9Iwg58/e0RrvUO4UdTv9WXsfaK8Mfg/6EQiLJR1Tfb05J/Ow8OsbS356KnnurubgpXKESJP5SHUa4rkgKocxNv8svAyQgy7zA5dIejm0hFsROg+iNlkURUPbQjk0rIlWF1EhFH1nfN3ZX8roN9lnHZm39Xod31W0Bv4Gc8g5mVuuISpc6H0gzx/tbBvVYIleSpWgJ+n4AhmSKou08+ZXZS+DoijaZvY/mNl3mtl/b2a/o6qqF8E6Hvjry/V9zJYtW7Zs2b6G7bUgBEVRdG2LCPxrZvbnzOx3V1V1daLu6fbN/vr5lx1XVVU7UQzeKt44P2tNKJ4eOXez2pNdCNP2k95znIhQ2eDRWVG0AFptjzaWuyxTIk48x8VyWecdYfB7vj50woloRCdeqyZQueP6zoRLEGpp/vulICnpddxxlTciO+YSzX48+OjdIBGxHpt5XUtOFUv1HTRSwxr68dJHAZ4DiIqqv2kXTPLgp8JGL4siIpmI9KUTGnOuamiqbAgyQAygLOt9OuZFUcS5onOeRFHMuVZRqJ4FyAczDBJQCMdE9S3S+e8KhwDTbpBEfPATiLpCF16OrUx2jcLi/J2OzeS6gqEvlR6KhO3jHhxJ1U2oJFKP79+75ffCcr2OvD1RdehvyDlUu14jxeDiwLURhGmFnokgC1VVRSdEkCEQHcb/wFEVfu4LOqPrr8qdoSlBHj+pLuCaoiJFunoGL8G2xhynSotmdUXYRpBGOAaMGWSAtdgImloURew1Oq6yl4j8T0U7Rfkd2u0T7I4xgKSwL1irtPcJc3ju53zbeWAcYyg6Csyb7vPnta84QuAEwv/Rts7Aj9gzOANFUfxLV7xXFEXxn5rZt5jZQ9sKHmXLli1btmzZXsBeVS+DT5vZp/3Hu/76LUVR/Jj//2FVVX/Y///DZvZbbftH/B0z+94roprPVlX12eTnnymK4hfN7P/27xzbloT4z9iWYPg7q6o6fxXXst5sIuezlsghaqRViSzJxeJ5qxY/XvgtZxV/7NYtM6uRAqLPsecZI1I+9BzZ9S3LVHNrDx5v+QFpfrMtHjtetOajtEMY72uXv5ZElI/dQx4k1RXp6+V8HtfPsdFJ53qJkpiHucybsoW5PrTHOS42l3plrN1qNTTGZwn736yeU/orpL0pzOpI6ER6qGuUoup6HPf64WGMWxnHGgGG6qOfW7v+qe5AVyI/7XaHDXu9mEP2R+jGC1KiKoJUX4ByUEXBGjIfEd35cUK/wOfp2uFhRHpPPOokSlIFOlWsjOhTOAHMWwUXwY/P2NfC6UlzxRgoW2gaiBZ9RNkSAYZanqgEEt1w/cyHdhrsdzpxD03gI0jd/C1HqQ5EV4Fqo0cJJ8Kszolr1U3cj6IlUlVV9CBR5UrGAnIQKqHsTX9VbkEoFoJS7OkCyfFSlUaeUXRGZJ24H0IdMakiMqvnPHo+8HvRUMC00yfHPRgM4jnAvcTzQtEsrgfEQDkkzOddQWCY18Lvq6v0O1R/I+WIpd8Jvgv3S7vdQD6fx15VyuAbzey75L1P+T8zsy+aGQ7Br/DXm2b2vR9wzM8m//8BM/vnzOzbzey6bdf/S2b2Z8zsT1VV9dLpgmzZsmXLlu1r2V6JQ1BV1WfM7DPP+Nnf8ALH/yPP+50XtXar1ajDVt3sFbkf6nATREGZyHhyePhD8VQjR+xeKR3VTu5svcrR8W51weWZd1GcXa0qVlVVg39ADStRBbk88rggIviVeN1D0WjnGoigI2fuea606xcRyIHkGTXXTcSoPcIXwmcgatOKD9UWMNFGeFqFgVm9flyHKtBpzXup+U3JmSu34M7JiR05QkDEyrk0LxsdAvfwGzRKme25TuY7mM/jcUR27EHd56oGyWv0pZCohLiG99kvikzNQTUWi1C9G0m1iVZ4LAWl6wi6EQp0kjsFzRgLa/+adOYry7LmBHkVjo6fqJr9jzqkckaYN65zn6Y9e5a8cKso4t68Lf0wiCLh7bBGWHT1oz5f9Bu0Z0pUbQj6s1itovJCq4k4xkR4C8Ff4L6hwkfWEk0REMUj6RkCUnLz5MQOR9vfLRbbc8HHovsppshQqCNKN0dM703tvsoapv09QjPEzxFaKKISyX6JZ72vQVSEiBaEVqkpkou1W634LrwvRa8w9gXHLstyr1Lms9hr1yH4MFmrLO1gMGj8UdeSp5BNFQJYqyzrP3AIxCAd6wv3RW/0wk1CioAHw3WRkw0Y0ptvVDwI27siMaksMQ8yHho8XCHLaKkfGx14PlIKfnMpXKWwrv6BHPR68VDpCPkp2vMigiSlXzgCAWtLSWBA7CKGpJ9/FkdATSFhJSryEOJ6tSxpJfDmsc/3w/PzuHFJnZA6WifEKrMa8qT0iTXkIcqxQ/TI9w/Go0UdqDsnJ7FX2KPanvVApFl1XjCuAZlpTVN0BBpn7c8vL60taZq1pEDWss6LPUQ0PRd/jBrkUh870Dpr1u10GsJMzKk6U7yvzZzY76RSOBfva4OiEHriPLNZ3Jsh7S3zwvXzwOfZwzxEwJGkANLvRbmazw/OCGNolWWcs7snJXDN53KZkIXNEuEiuadVspo9S1vxRdKa3Gx7vzF3UU5M+SF7x/d5pIJELnkie5A/8A1hKyFUM3Zep0m6M1ouy2dve9BGqon745E7Me+4E8New7nRdumkWpgfxIguZrOaPCx7h/XuyjM5JfC+9uZG2bJly5YtW7avbssIQWJFUVi7LK1C1tM9OCJlFSAhZUBU02m1GmWG0bxEvqvEM7zEa7e2kWNv6ESlzS7kdecT27LFj/9Tn9h+f+WiJ4+2EdCDtx5Yd+bCGR65RItgiT5oBNKT9IZCvvxMZAj8zfsgC2kJD6VKkAaJiJW4xDmZp7a0Kl5KK97lHhQjBG/2wLXPYkqqJKIGhtU0BaaNlWL+KFudzSIqiJJOaQ89k+vDlCSWlpemn9dmJ0oUXG82NfFM0KuWrH+gWgIVR8QvUbqSNsdSRjVPkBXmjnuHUi7GdCjkOaJSoleN+OZCAGwJ1Mr5tEw1Ta1x7nMhCw4FhtaGOrH/hXyozwC1NK2hBN4gz/n+UOlqxs9YtRRW031LuX6i3I+6dPrRaBQpJJ5NoCmkSCg/Ju4k4j3yfXDHSaasje7hQ2nyw3xHCmUyabRaxlSQS0XTVHhIicJaxquyxByPRjidJMJW0SKVONc9BeobImT+/OC6uSMDaRKZ6SJ5FoYsst8nA0HOuAND7tjXbLXZNOb/eSwjBNmyZcuWLVu2jBCkttlsbDKf161C/X0tDQsiF+UjSYS0kfeIliLClehS25GuFu51Lj2XPrx6idodz5n56+DACX83juzy3JttOAERz5+xqHWF6JXm08xq0Q94EHi2SkZLyUUc830XXlEZWwwPl4gHvkZKkjFrtgqNvCdSrkK6SoVtVM5VW0djQYby69jXHpfom+/z80KISydJqaGiDxr5actYbfrEGqjwCOgEa8X8aWOasiwjr6rjJxqJ3LaQSLW51QMhod0WWVzmKQSy/PXJ5WVEIFHaSK6cuYdwx7xIpKxReSBtEkEpcWsg5WnzxSLmjFx5tJKVkkdQh9keBKAQlOswkSZOPx/CM3JN6XXovcp+IVpnPu5KA6HgJ/gYz6RsbyOI5SaJpJWvEAJN0lL6QBBTLZW9Afdg4CiVkOqOTrack6LlxNnzGklSxGclnAJFvIJTIgiJnnMtyEHacGxnPpJGZcGh2EPsRQpeScU6fzxnuC8Q2eJckDkx+CGMw6yJ0gbpWLkUlFeWpc0WiyB8Pq9lhCBbtmzZsmXLlhGC1IqisE67vZPbMqu9NLgCmgtaS97bLMlh+c/KCm143ZSw9DzH7gjB8omz76depXD2JTOrIyRyhZQp9oc964/6O9/RRhmRlxbZS2Xyq+wrOTKN0tTrni8WjXMyH8gBcwxyyeQlHwsaQZSGJ888rgUxUEs5Bcpb0HasKkWrkfNMzqEtVFV4pp+InJhtGc9cL5Ee6AERDed6InnImSAiLWFT72PnGxF4woiPpkPsRYnCxiIgo0JcWF/mayLleWuJMGcJD6AlTHRFyNIoKf3cVFA5NfZwSF1LJU3k6JEK73YDRZlJVY6iMJrHhg2ujYU0MlT0gig39km3W6OLgoi1/FwgBFq+q3K5vL+RaBTbh0yejsc283OFQBE8FUFCAt3ysVAt8L63dldRLeUDKOrH8yXNma+lmRfGs4eSaUWMtKwQO5fScOZLS/56CbKgDbcUjWBvnYqEPdYSNPBYuEjM08Mk72+2+3dFpbuZSe6OqHAT0axuu227d9DzWUYIsmXLli1btmwZIUitsq03GA1WyBnDZMYbw+MX5vdytbJ33FtWT5RoFIEUvEryia3OrsdauKvW7Xu0eW37vRtv3tiea7HLaD+8dhjHWc69brazu7xR4+v5qZBxJZ8mjXTwlFXEg/wmP6vXulgu4/8DYazjFaumAR7/SFjyyuDGJlIrjGnTl+V63YiOtMlM5LylgUw0zPHXvuT/mTfkd2NePCrh2g4Hg5gHkBCiTB0vx+CYWk8dXAphjROVgcgQdXST3CoRiwrwaC70TCpgGINK2GpzpELQrxOZr4vLy6hooHogmNxmO/PAGA+lrTN19ESMKmTEtYSkrfBcsKIoAhnQ5jIgSiqDraJYXDd7WcWCFGlQTYDj4TD2Relo0r424HAron26yJErugU6FfoEPgb2HRUw8+UykCHGOxA0jtdAGBHsEhRC5yNQUG/d3h24rknXuSxdR5RWG7s8264n+wGEsPLnBZVQHVp0+95iL4YmiF8fn+d5G7LiwiXgecQ1ddvtnWeHWYLsSCM6lShmDzMv7P9oRCSo2A1HZHgm8PxJOUeF3GvzRD8iHUPaeGtfg7NnsYwQZMuWLVu2bNkyQpDaar22B+fnERGGSph46ypBmTJViabOJHLdp7D3D996y8zq3PAdVyAs/bXb91aio10lsvAM3cuGe2BWcwfOH7o2gTdAmkvOU1W/8LJhKOOxwlyOdp2ohsn1472vW62YI1jvRCx4upoz1bpgjOOo6humubYjiUqXq1Xk5TEaTVHzrpEgY+WYNJgZCEuYagRUBXVt0ogwZKKFdxEtcqW1NmsCisEcT/ZUE6jkcUghJ/XXc6nEYJ+vJc+uefuQvPbPw3/AuAblprDXL/37i9XKSlFmVP4JkR3nmgnLOtp+01ALyV/hMxD5MU9R6eBrdjgc1qgULYf9MxEhC1diJTnlkN8WbkbsE2G483v2XbfTic+GKqi0c34ijXNUIwQ7EW0QjntduCpT38tnieTxFEleURgM9UeZh1gzaR3Mc6Ih7dt3XRRHMXsj5KO9+me+tJUjnuOLXd4WRqQfXAOZW9UXAClo+d7rKdImGiypXkWoF0pEHwiAHyuUKUXtMBqSibSzRvUr2RfYarOptT7kmNznWtGQPmsyQpAtW7Zs2bJleynLCEFiq/XaHp6dhcenSmV4k8pwT2uqlQX+kRvbnD/KYOo9EuHgEU7G7tF6LS952cK96WpNW1fXzT/yngH9ujpBI1S8SqJJGuzQCChYz2hz72nAcyhNblQv/ar6/o4wlpVbwXyAC1Q03BGOgGrUczzVT8cLZx1arZYdSeQejGxpqBOIjx8jWi2LGiI5Yq7tk67GeOE5wXedR4KtViu72FOx0JIoRPUDiPR6En0T8YAojIUXwn5KoxzV3h8MdxtnKddCGwqBnETLVdjRsucfe3R+Va4dlGIpbX7ZO2ceTanee0/y+gs5NtEqa/O+68kHj0N6fpRF0ahdJ64CTeD9laydcgzOJIrXBjQYSERUmoxGkdvXe5brBU1gP0e/AVoN0xxLmO5cw9sPH5pZjXKCuCwTPgT3GhVA7DHmSvkMPLu60uPhUJC1aAo3cP7UXa+EcoQArtOTe09i3P2eIyXTXUVKjDVR5KQv8wV3guseSyMqjcqjVXVV1Q2iBNWLhlsS4TNCxsA8bQQB4L4J3QdB6AI1XK/rz0qFijauiz2coDpaFfQ8lhGCbNmyZcuWLVtGCFIrisLa7XbNcJdcWVu8M17xyN579ChycxieerRjJVcqVQbqhROVEM23O9voveXKhXQ77PR3Fe82q4VNHWU4e7KN1CLXLcx1VfUiQhpK17vow0BUtqflbqoBrxHLVHKCRJtaw8259ikbqgJZSzznmeSkW4m3rDX7apGf9DU8lDawoXsuGhChcyB9KdK8dtTZS+8C5oUIkIhYq1Ewros8repRcA0RSaCIWBRxDtWGUKY2yBD7m7U6RtNe8vl0dexJhHSpugbrdcwJ99ZE2NOq+qfztqISRGr+VTNE5wNjb/fa7Ygep/5d7fWgkR1zzXXtaz2t1hE0LHo9rNcN3okiRhyb6oCIuqWSg33DzmZtp9TfS6VQ2lYcFPOu9ySIHLnorqgCBAgJrYfZR4y1w95+x1G7tu/Joa+Nc53GT8Y293bus/kuz0U5RlrJovly9hGcI54rXeF3zITDc5TwOjBVS1wLr2Us3BqOyf1yi6ot0UG5lGoU0I5UVXJKtQm8HeFGtYSnw1hG/X7WIciWLVu2bNmyvZxlhCCxXrttX3f3bt1D3RnK9127eiIsbTz/yI9vNo1e6meShyfqoAvgG854J6IhMqKnwdkD76XtSMCBM3XhDuBBo0tweT4JhABvl7rY6JeAPr7Xv0Y3QzgEUnVwKdG9dlIjGjkQ9nlq5E/xnjkXnjvR1yNh/RYy54fSV4CIMNTj/Dgcb9TvR+SirOiIwoSPEAp2UhHBmIjiTkUvHnRI0ZDDwSCiZ1W9Y2yhTCjXq93aNIJUtUmNwLm2XqfT6JzIMUIHny5tvkbK3GdsVF2ciLJdX1j7nOee5/PHs1lwIdqCNhCZEPmQC77hVRZDYe5HZ0UqXoRDEHlaUV2M2vF2O/Zvo75eOpRyrlCwk9zv00wVMbHC6nXVyiVFH3lVnQrtPMk9zzxyTeM9+gar9boRZSqfQfk6HUH1VhKF72O5q3IqP89ni3h+reSYUcmEdgb3ifCj4r4XREjz+AcJQmRWV9Ck6qSB0vkzivFeUAEEL4X+EIKkYXPhnuiscM6RILIp4qSKioF4yTqyZ08ODuI7L2IZIciWLVu2bNmyZYQgtfVmY6eXlxHhjcUj1DrunnuQ5HtPRqOGghieKZ9RBIHIgNzW0Y1t9NXuSRR3sfVk4Q70vbshlQIX3vPg9N6TOjcnnRbpgNVxj5Z6/KnkxIi2tFZ3JpF1MJ39/ZQRrNFCKIk56oLhXeNNk79Gp4H51M5zyvzFq2bN+PliOo2x8B68hPDwfe45R3Q1FG3+0I0X1UDNlWu+sp9E5zC5jwRNYe6nokOgDGTtdaBMaMYaPdgThj8Mde0XEMiIj1GrS0CM+F5ovEtkeHiwi1qx9md0AdxsGtELiAfzQ7TK+215XcLwlg6N2ocAxAhjPlK1QdAEVbvs+TFV0VEjZ2XA7zP2R1ei/m6nE3POvUaFxudAJf26tJpmLsiH9uPAQgNf9Au4b4a9XlRAgVZqjwciY+aDKLuL/oooOLIGaEwGD8SVU6mgGh251v+tYxufbtfrwTsPdsbL3uP+gFMVHCE0AEQjAq7ITdEQ4X3tiRC9AZJ7Q3vVRI8CRylHgpQyt/EcgGvG80Cq1ajaWgmaVVVVo48C51jKWBSNObu8jPG+iGWEIFu2bNmyZcuWEQK1oiga/QdKjVLQthePfzqfN6KrgdS6Rz0xmtywyQe7tbsb1xvodL1mfr31FN/7/HtmZnb//W2tOx4kCn29Yc/W612vknH3pZ+5RoB4paGqSBQieduIXqWrHefrtFrN2l3/zqHkjjWiwfMNTXOJiPk8a8NaBbfA1+Q0USccCgtauztqDhAveSFeeapmlho/K2s/tOA7nfjuW14XfuTRKflKOsgdeZSm9fWgU6wl/BbmNaIRqldEZz4dl7LHtR8C++Gx9GsnW80eV3Y983fNO2/yevvNLV/m/NG5vf/w0c71BLcEDolfF3wM7pfrUiPPuVVdkI59Lak60QqBzWZj++L7ufBQXtaUa8Pr6Xgcv2OcyiEh8t/X3ZPrHYqKJtUEC+GmMC/szTR/rbwL7mvmXHkvROuqX8HvlYNT8dxwDZWFVxZcnl7ahfcygBvBOLm+jnBtHjiC8sj3qD6jYixUX8l9FJwcnh9JxVCgEqLYuhAkhGOoXg3zcSi8Ke1DosjCOFH0VL2R6Lwq+53nBkjx5Wy2t4rqWSwjBNmyZcuWLVu2jBCktqkqm87njT7mqlVeCLO1hWKf1RFfRI2iAjeSDnN0b8Or7pxtIyRYoweeZyu9hnd2ufUmid4YU2gHTObhRRL54sHOhU2sGv4D6crV9miKaANPdiIMZ1UfbCcIAYY3zbxoblRzhlz/m14jrYzu5Z68JdZNctLkikMH39EEUIXQjffoVCN8snRRCeFzz5wTnV+D5yC106fjcUObHSU9IvpP3bljZmY3XcVOOwpe+D45k7VYC8rBmhBpp70AUMgjB9xGDdDRJfbSSLo1PpSOc4qwhFJnoFserbkS3cyrXmazea19IYx7jLws+yeqCoig/RxcX3AvlCnvx+Oa1oLeFO12Q39DI91XZel9Yba710HZiNTht3CfoILIOu/rozATDgn9RuI+ERXFVIWQ+0OraBgv+ffgHyiySEQsFUCM9V1HxeC/qDrpeDoNHgLXNRKFypZE+geiPMn6zoRTMhf0rkSXw8/NXkbfwKzWumAvsde0d4uuAdfF84D50N4fqiSYVr6YbeedcakGwoHwDqKnDShwt7vDg3heywhBtmzZsmXLli0jBGqbqqpV3iR3pl4oHmSoBG424dGdSr97jsF3sIjaiWLJbfnnQjdfNA8uRE8fb7Tf7TYYx6F376+hAidqdzDcYd1H1zL//BRGLn0XiPJF0a2yOqpQ9ji9v4lG4BQwJq3XD/a89CHANH/fUDxstxscEKIK5kXV7UrhihARERGQ1xwI65pcoeavTy8vG6iD5oQ/f+/ezivHVM4FFqqA0uVNkZLoJbFcNpAjzSuz3ucSGYFiPfCxEsWibMe533mVf+ozAAAgAElEQVSwZYjD8G9LJFQURa3JLl0amR/WgqjqQGq0qYhZSUSpe1Jzybo/nqYu+CosekdIV00i5XarFXOp18++V2W9Kcql6AtIp0LWG9SnUQlzRf6afHxU21Ad46+qq9GSvbwPQdCeAOyj+4Io9TqdWO/QSvHxUW0UlQp70ClVHtQOtQtBdWOefG3iObxaBX/lVPolRJUAe9fnnGfxl+7f3/7s98+bXr1Bx1L26lj4HXpvr9brxj058HGm97NZfa8y9zudEl/AMkKQLVu2bNmyZcsIQWplUdiw19urFoc3fi5a72mHOvJHRLJ44po3wgtde1SFTgH9y/FGqZcdSST9hnufkUOig99m0+gRHixWPyfjj/p6//w10aSfCSs2FO0Wu4pjae4Lizyi/8yYiKIDGZC8W1+YzHjuT6Qfg/IWVPt9luSgQ9VPFPRCH1908bXbJWuyliiUny9E4S0qJJJ54xh3nRPRF/Ywa6PqkFUSRe18z185N5EC0VxoICTqgYwXTsA1Rzp4n3MS8RCNkd9eS5RNpNMV1KaU+Qs9+s2m7qwo6n8c613nVqheQVfWrCfIk0bI2v3xZXrEv6xtJN+bMv1L2bfK/o95IvKVCgiiT5AG7XExR6nP55N7PK3+mcsaREWLcG/0WRP8JV9n7uk7zlW5hgaA70HuG5QrUx6RaplobT4WfVUEEdCx9AXVjQ6Efhx+RmPhgLVptRpdXceCrsT8SMULz7AT6RGj/CHVs+AeZodePzqqO06CUku1yakfEwSFeRr2es+soHmVZYQgW7Zs2bJly5YRgtTWm42Np9OI0rTWHY8Rr438/qOE8R8saj+m5p/X0ucajx6PkGgrlOj887e9Pv3azW1EQI/xdse91KXrsp+N7dxresnlXqLyJREukUrUn7un+9Bzio89KocPocqHWpdPFHvj6KhRkxtdHvdE9ni4eP70OiDqAIW5kK52mEaAaX5cu/ZFl8L2bs91/GqicHKpmq8vpaadsRB5a7+B49EoFNOInkaHW84HjPzLy+3ckrcMzQfRQ7+Uyg/WIrgVKLJdcY3Bold1Q2GuM0+xztLFkbkFadI6dY0o0whZUQbtzkjEqx3htOudRt1cC/cTnJrZHlTrK2FcayieSifUk9GoHr+sc0eiTI6hplyIlvBkYizS6XOVcE9YN6Jq1vlYqk9UV0A7CaJ4SP8J7t1OZ/fPDBUCESFPJvYlR0o7wkugwyY/8+zlnoy+GYIoKUdHEVpMn2FFkr9nD/Hsgf9EVN4X/YE3RG/gTFA/RbmickT+Foyn01o7RSo59j1zUwSxLEuzF+TIZIQgW7Zs2bJly5YRgtTKsrR+txsRH9GaKhbyM5Ek0Udab74vIsGT3Ug+Du+b33/i9m0z20bbZmaD/m6vg6Pr29ei9F4H460X2mqXNvA+B8Mn29e37m3Zr088gqUOX3NcoTgo+Uq9htBiF/Z+dENrteoube7hMmf7MrmcQfNreL6wpsnvgV6c7cl3p13TNGLVfC3HHkn+UXOEbf/+kUQ4RNDRZ0C08G8dH0c0RU32+v6uOmQjoqNuWt4P1TRfI2V6Mz9EL9jlbBaI0Up4LaqboFHkRhACVTRkn6CREExxiSTTfDCfYX3RdJjK/QNqc+JzrudGO4LPryR/qvMU3Jaqisjty237croX02lDRyO0QYjafX6obNnInPPcuJR+A7rnJ/57zb0vVqvovIpOxZEomqpeieb7A/2UfD1jWyV8BbMa/QOJOh6N4r7luqJ6RLVSqF6S5+ZE9E3Or0Bj0nOifDkS7ZX5cmkPHQkAEeWe49hxDOdjRD8Ruc5QkUT7gKoE0c7QLpJlWTa6Purfnuv+2aiIoCJoucwcgmzZsmXLli3by1lGCBJrt1p2+/g4ulk98Iga77sShqt2CZxKdYJZojkt0VXwEuAIuHf+htd2wxk4OvQeBY4QnD/Yjunxe1umbrVxdmy7rjKAQwCb91I6AKb5Q7M6X6u9tRm75t5TBr9ZHTFELfVi0ejrToZP+yXg//O5NK9oViv6aY3/RFj4pdQvRw4+yaXxXa6PzxARLHzdDwQRil7rkt8NHXQfW0Rj0iXxvcePI/8YOV7/LpELETAREbwNqgdS9CV9DSU6RydYwyOU+RKNDNbvju8xog3W771H2z4DqsymXIO+5G85x1By0aWMcbXZNFjzUbMue5K9p90MK8m7LuU6qcphz/dF1yKqUK64V7/cpvnulNeh9fdpz4X0O5pvDrVM0bfg/mEfqXIhdv3wMHgt7EX2pqojsnepr9c5jR4HMgaOx1pw3DPfZxfTaXxXdRkUXUC5kfXbyBip7IHxz365EB5VaMdIv5L0ecGapHOVXhe8Dp7t2i8Bi4oZef4WUhGSIlaqW9IX/k708hCU62WVCrNDkFhVVTZfLmvZU2k5igzsI3EUPqikKR5cSJGKdOgdaWYzkQdB2wk5RculLF0O9vR0ezMFpH59u1nbRdsGMye7AMP6JlLyWEhs+vvnAr8rlNyXB76KwQDXDpJNqU5SW8hS2uaT+WJu7znB8R3/Y1UKPMkDhJtyJX9o0mYwHHsm6RweUPf9XEMhMHFTci6Mc3FzRmmTtGBN29y2EmgyHcspY9zstjvuJTCiWVOISD8P4akr35svl/ZxT0OFQJOU5LGXcIhDBhinTqRsVV5VHcVS1tqs+Yf+vjtKWJQV+uf4I6UtrCOlAOmKFJyU7aXtn81sp2kMqSLu6yD/vQTk+kHG/kih9lTULP2dEn5VoOpSBIy0RTV7fS1/rPVZdTmbBRk2iLjidEa7c0lDqYjSRt4HlicYiFJrnPUkbaolwCqkpH+c+ZwKmsUf10Sy2ywRTfNz4qAzdoSRbh0fx7kgzUJ4DOKhH5MUIXu4JXtNG06piNZGnJNWcp8wTk3b4gBES3tKvxMRqJcpsX0lKYOiKH5bURQ/VBTF3y6K4rwoiqooir+w57Of9N/v+/eXPuA831UUxf9VFMW4KIqzoig+WxTFv/oqriFbtmzZsmX7WrZXhRB8j5n9GjMbm9nbZvYNz/Cdnzezn7zi/f/3qg8XRfEDZvaH/Pj/nZl1zew7zeyniqL47qqq/vQLjHvH5sulfeHevYhGgKlvu6dLBBFCFVdIT+Kx4cGqh0dZFREMr0E88WPhTXfPXLjHxxTwq5Cl5pMaUiWVQeSjEsOleKp4tiF6w9gl2t5HgMOIRh6fnwfKohGfCo+AiBCNajqDKIW10FJBlSVGsDZauSYSttoIJciRAvHj+fN7oELWeyEQH2uiBMhuEtUwh11fb8oQmQeiNOBIImMkS/U4WjqqaA7XQORzNBoF2sBcM/65lOa1kyg6NY08mJ++lB12BUlKIyclQRLZqNgT94OWarGvFK4m4ttXGqdtcFMUINp5CzKgrYdfVu54IemSbrtdkwClbE7vubGQAlk70JyAuiW1oFLNGmnPl8uYO84ZLYeFoDiVtI1K8bKG10Rcbc0a8lxlzMz3YBDPQU0JPvKxAflru2jmQ8m3ShBWZG7F/SMluA/OzuoGUUk74tT0PuDzfb8G9g1li4yF5+ljuddBSkhVDrrdQFt4hi8lzaBtkXmOVr1eg4j5PPaqHII/YNs/1J8zs28zs59+hu/8/aqqPvMsBy+K4tfb1hn4JTP7dVVVPfH3v9/Mfs7MfqAoir9WVdUvP//Qs2XLli1btmyvxCGoqiocgC+TROh/5K//Bc6An/eXi6L4M2b2J8zsd5vZf/YyJ9lUlU0XiyjPwvOF0EGkc9ujfDzhaFE7mTQEc/DkiMoh+YRgj3jbtMGl9OeqSNeszpUOhu6VDrdjrKoqeAdEA0Rh955sp05LWbRUqydRBD8vJELC24Z7kDZu0tyetmWN3KAQ9IhSKLcEGVBEQaWQle8BGe9gMGjkD1VeWsvnommRH1tRm7ZEqyEqJccNQlC3G3tnLQgJBiLAunMdB0JEG0jEsy8aYD7TVsUtyaOXMueMKQSthCPTEkRltIcgSwmUltIdDgZ1rhOkx8fLmOZCUE0ludMxcc+BboBuVT5/lzyH+JzmXNvtuD9U/lZ5GV8uMaPFahW8FC0FHsvct2Xuh8Lj6Mq9HkJggvIshPdiliBFPkegS4dCssVmMqeM8a7zoUAtjv35eCh7mrVud3d5LmY1Rwo+Cs8RjHLjQCvbu886TMmjzAOf6wtv6jQhVvfk2dXZI1HOGKLkl3JkH4OWZyp5MMiWcv8sVqvYe/qc1LJS7tm0pfvDszPbFXx+dnudZYcfKYri9xRF8cf89Vd/wGe/3V//xhW/+5/lM9myZcuWLVu257TXWWXwL/u/sKIoPmtm31VV1ZeS90Zm9qaZjauqeu+K4/wjf/0nnuWkRVH83J5ffUO7LO3G4WF4ghGFEaVLHk49Pzzr1IKpq217EbtA1lJyqe3OLncANOLarW2JUH+067VPLjxKfzJuCIUQlfYkelgK6rAWJquW9KiYEtGZyjObJbncK35nVkcR6lUrP0MZuXjOfD7KF2Ws3ST6W0g+FnSG9Z1KKU9XuBa80pq6J/ltvHR4HUT55O/bZRmf0fascymfCrY1uUH//UgY3l2JiFoSUWs+vF2WcayuCAjpPlDZYxWcWQrHhL2JZK1KPYMcnV9ehtiXtsglr9yTEk9QjGheA5oj+2sl+0Tld5XhbZZUD0k7c6LGL7fMcassG2ikMvy7MpeMX/kMoFcgJXpPqgDSVQYScCTVNMwPkTDrjfHcACFgH+zbi2MqjxxQ7LTbDX4P11ns4wYIv4O9yL3aF/RKnw/KbYpnZVk2xNP0eTqXZ5M24mKvNjg3UoWw4R4QIajlatUoTcRAFxQxUKnrF7XXgRBMzOxPmtk3mdk1/wfv4DeY2f/mTgB27K+79Um18f7JKx9ptmzZsmXL9jViX3GEoKqq+2b2vfL2zxRF8a+Y2f9uZt9sZv++mf03z3voZzz/N131flEUP1eW5a8d9HoN4Zq5MFm1peoo8ZxBCfgduXC8ahXeoW78urSiRfa1LzlArVder9xr9SqDJ+Nxo7VsCGlI6+BgrMIC3tOUBm8a71GZ7hyHPFa304ljac4SREDZ45Ez93NMZK61fWsIlsgrnycnv9ps4nfKROY61MM/kIYqrK/mKaMpDMjLHu98nYgClSLRiogROVOaWxFTwezWa1AtCcYyFI0IrvHk4CBkjWF0Uw0w9HEPJVJmLyuT+5qvIdcNL4a1Vp2KVAwnxJv8mOhL9KXKhr0UbWlBCHzs2or3ifAeGk2f5Pzrqoo5Ze5TDsxXwga9XqBJqpHBfRHVM5LH5voOhefCcdiJ3Gc9QSBTY2+CDGgFR8jl+jOKPboQ1IL7pi3cFJ6fXeUzJFU7K3muYcFjcPQhnj1S2cCYg3Mi+i8bQRL1PPEs7/fjfudZzPXyPOB5qkjyXDgnzFtPuCnaNAy9A/RtNptN3A9XtZZPx6Z6K6v1+qWqYT400sVVVa3M7M/6j9+a/AoE4NiutqchCNmyZcuWLVu2p9iHTanwgb9GyqCqqsuiKN4xszeLonjjCh7B1/vrL77sydtladcPDhr5rFCV00Yk/D5RiVIlNvUKYVcTbQ2ENcqx41zuPeLhwjm4lDrdVBtAW6leCjM/FLTwUKX+XBXJVG4YCzauvxKNjfr9Rn6WTBgRnqohBlNdWq6uJA89E+YuXjbXGDLN5ATX65h7baSDF865ouWyRyXRBtU/fyASxQuJPsgJqkpaqygiYmMeiJCnoidwAXPbPxdzLGxqjXRCnwHmsshO3zw6iusuhaG8kL2qjWVCd0H0LaJeHWU3j5xC2U4ksFutVi0tvaeFdMq0Tn8m2mIe+Ty5c60ICB0CUY8MpnuC9qS8gq+kjafTWOeICKWdLQhBQa27vx96Hf79aKMu0ajqelxlJ4IMaH6a+4H7QLknqo2g3BuM4/STXLnZtqql2HNfc993RPE0GtBJEyPGqNLH2to7qjn8+G1/f9Tv182KpOKFe4ymRufS3hiLNQQFFelm9vKFjJ3jHw6Hse4LQQCUx6Pre+3g4PUrFb5C++f99fPy/t/01998xXd+i3wmW7Zs2bJly/ac9hVHCIqi+GYz+3tVVS3k/W+3rcCRmZnKHv+wmf07ZvbHi6L4yUSY6JNm9p+Y2dzMfvRlx1bZ1tMKbWnxMjVfo41G2u12eMFE2UQ45ETxNs/9nHjhMHS1rr4leetQD/QxaMMes2a72ag793FqY5eG8pZETFqHrjwGmONpK+db3jDlhrRtVcU0zX32pSWxRjYajawlVxhKeMk1E01cSgUDc83aYOT0qKMmSmct4HcwFiIFzqP567Is6zwtbXylvppIZV9NPBETWdi2RLqMVTXwOW5RFA2VvqUgXsrL4ByhuCZNn2Cl83tFL6JnAteyXjci2YXwUaJNtn8OPQnuJ9ZigKqkzwfR1hNpfhN8H/9cqvuhfTG+0nbz6KhujANfJ0HZzKwRKUaDMv985KlFFVJz6NrUCDseDuM+6AsnBr4OyFJU9vgr93uspaA+7PW+VK30+o5EbGpkNTgUID/SlGkhzx5abSuqdV9UF1WpEL6LPldSbkogJP5eIGWCQun+4TkAukOV0UjmaSS6DqqqOZ5OG0qVoWLI3xXhiaWaMC+zn1+JQ1AUxafN7NP+411//ZaiKH7M//+wqqo/7P//PjP7p73E8G1/71dbrSPwJ6qq+tn0+FVV/WxRFH/KzP6gmf2Doih+wrbSxb/dzK6b2XdnlcJs2bJly5btxe1VIQTfaGbfJe99yv+ZmX3RzHAI/ryZ/etm9utsC/d3zOyemf0VM/vTVVX97atOUFXVHyqK4h+Y2e81s//QtkTs/8fMvr+qqr/2Ki5iuVrZu48fR7QySdSrzJqM+LYgCVVVhccKAxVPVz1VPHyQgWjbKdFlX3KKkWNzb/JA2qCu1utaK13ykBi1/oxRu/upKpzWMGsbZSwix8GgZuaTj0MLweeBaINITiP9sbQrPRUWuVYMcM3a7W/Y6zW6PKqnfl0qQM5EebHDepMzlLbXmt+LiIgKgF7PjkWtTXtcdISZjQVaJXX06z08BvZLoDp+3Mfn58EK1z4Qqk2vKojaSlpbVYPm0J+ByJF5vPC1S1EKZbDrPXUkOvDYUvg8G0EjsGCVi2LfcdI1UDvqfaWsl1SlaGUDaEtEiILeRYWIqGKGgp1/jmvSNdbc+uV8Hv/nPmDu9XmwkDnne3Qk5XnCPhhKPj+4Tae73WLPLi/rfSyVTRyjk6CP6eeUS6PaK6p8qVE9exhdlOtHR40qiaV0w6TvCM92TP8+hNYKFU+yd8fSnyFFiZTHxmf0ecA+QG+j3+3a5WzW6DL7rPaqpIs/Y2afecbP/oiZ/cgLnufHzezHX+S72bJly5YtW7b99mGrMnjtRj8Ds9qD26dhjaWqcRptUCdMVEqUpfWleHxEADc9B38wciU/d/03rjsQ+S08ZT/fZD4Pb5FjRx5O+idob3nt176WyBFTDqvWUM+Wyzg2kQuvyh4GGSFa0M5pGsVF3lKU+TAiAL6f8iWissNRCq1M4LuqL3/hv38kfeMj2pD8Z0s6Fq7W64iuNIpYS06Y97WT5ooImmoD/3lJjwc020U9kSqGdqvVUDPUqJooZCp53FNBuT5y/bqZ1Z07MSIn9gd12fAA1kmNdCMnzn2T9H8wa6omolw4EEVKRX328QNmSRXHy3YvfFFLo9aujFsV57TnBWvEnh0KgqKM+E6ClJnVz4l0P7IWRMAcI/ae7FGeE9rTgDnnZ5AD9jhqlHrfVFUV+Xe+eyTPTeaDZ5XydRrKnVJJo10vtZojkNv1OjQO3naNDHrAYBO5P5gnqm64z84T/k5qmz3XEiqLSVdQReOU+8DPaSXDP05VBtmyZcuWLVu212AZIUhstV7bw7OzRn4pojrRotZ69FZZhpeoNbjqtY36u4prRFdEMHiNkd+HTS61vGvhLGw2m7p7Hx6o5JO0c57mszWv3RJvFW97LUzfVCGxFI+W69JohJ+ZD8ZEVMr1lZIT197y2s0sRT9U7ZDrxTjGUvKuypmIjnLyqvlPjhO8h/k8kKKI1GTvFLK3qKdWLf6x6FC0ZC8+FqQFOxgM6o5okodWzghVI+8+frxzPb/yIx8xM7M7znu57rnivijbPXEeBxESY54tFvEZzQGrBSfCjz2i6yXn8D0NZ0SvV5EjjXpni8VXnDuApVE9/1dNh32VMTp/RKnsG/bkXD7PLHO8dN73cWG0ZwcVLlTIwHzn96q9AtK0hLfh36eqIe2+idIkv1PVQ+5/5uuW772x8Jww7WHAMyv6cIg+ynu+183q+wL+yte/+ebOdfGs5f4AOdTnwIEoQK7lPuNZl+5Jxqj9Y3RsLfl7Mk20EPYppj6LZYQgW7Zs2bJly5YRgtQ2VWWT+byu7XdvDO9du/zhEePZtVutRl1xQyVQalAj/yaRHlaKp4syobLLjxKWqTLM18IVUHVA7c3A+0RnnFs1tzWywGe9mE7tgX8mkAs/BvOzzzteiKdPVBtKjn4tEX1LVUZHctBFokPAnIHGENkopwKERXuPzyXnh0V0L73psdl8XvMyUJyTKgwsehhIF8RgldOlzSMoTPdNVG8k16JKc4pKsO4atUaeVsaqUWwgRz7PoFm8TuZze+QRPXsoKljIhe7Z/5pDVX0PxrCRKI3r146XV/EH9uVpX7VNEl6HnhvTTqrwU6ZJFGmW5NpB84QXshZEIc2VY1Gbf+/e9nf+2TedK9IXzQxl4SuHKJAX6cxH1K+aCN1Oxz5++7aZmY33dJrsa7WJoHD7OrMqmhe9NHw+QbG4d68dHMSe4r64SDgw6bFD8ZWupjIvX3qwFd5lz2MX8jchuANJP49YH+GQKIrD9ab39Msob2aEIFu2bNmyZcuWEYLUqqqy5Xod3qN2tyvFu67k/YvpNJTStL89XQ8PJbLD41tIHh8v+9yPFxGUKJFhiyQiVPUqTHX/yREORSMBDx5EQBm9jGGQeLTpvExms6auuR97vKdig3M8cGYyY0AtTTtQ7lMci0hB5vEq2/e76E0vUZvWvus1wGNQtKcsywbHgWhjKapnHBsEgP0CWtUSxGgiNdLK3mfNnozH8Z2BRHwriao0gguuiR+bqhU+pyqAqq/ONXc7nah15zMz2asbnzvuI/K4M6mq0eu+kJ4GSxnDs9iXGxnAQAPunJwEd0Zr0pXPo0gR96qiGhqNs8/ec6b8VdfYE439QASlqx9zDm9DdVrUuGeJkLkvRv5zdDIcDOpx+3ugTPHMopeJr2/KzzFrIkJtQUxCwVQ6cWKHiT4F1QVLuZdU4VUR1nhO+uduehWOIrVz2aNU2FBBtN5s4lzaiyEQUHpayDO9VZaZQ5AtW7Zs2bJleznLCEFiZVHYoNttqOWp96366x9keHgwt8kFqmeHPXSOwF3P30WVgWjX450eiw7/YrmMjoga0eJV8qoqWFhEH1IDq/r6M0EgUoRBa5N1zogetPc6nyPS046EjIVrmEreUvX6XybqO5PufVobrL3qVdkRG/Z6Edl15TqetRZ+JXNOtK5rPRf2PZFUr9OpteWlxp9XIrhQkPM9q1yZ+Y0bZlbrLBBZhrqaRDVpjwSQLrgkRxLJah8OIkCtz9frjTH451TpUnP0r0uDwKze8weDQQMxvBRehvas4LrY7yAB7C9sveeevuq6dV/wXa2jZ+5DU0Q6kaLdr9fE8+KBP9seyf006vfjOy3lJ0jEv5DnBPPTTlRBzWq+C9/bh36tBQ1Zbzax33XPXQhKEdoYwtvQygbttKlILGNYJb0StAdFKYiQIoCc82g4tCfj8Qvv74wQZMuWLVu2bNkyQpAaKoWq9qW1/s/TTSp6XIuWfcs9OKIsutUp6xyvXRUN8cb5Xsrax2t8JJ2/tE+36hW0JO9GlDaRHNpS8ntreTWrc8BofM3E68bT1ZywanAT6ZIjZh72aXV/OSI/ZXwrAoBpFNpPOAXMGXtoLlUE6A2oMlmsEb3jJWrXboiMTednvlzGGDiXRjjRiZAqE4+2OBaRIajUQCJKzcsSxV2F0vCedgc9F1RG9TzU2A+NrpfS+0OrLl6nReXDcmlrqWSJ6Fx6dyjyhTFfupZE7fu4NqlpVYwiXVplQNQK2smY0B3geKAX1+QZpXyZTrsde4p1mwpSEjwHxsxzQCpgNK8PglBKVB4cL/9cKKXOZsGJ0b4PPKNUNXGfcQ1cd0vQCtXiSMccWiiiK6IKrRyLrrKjfv+p98wHWUYIsmXLli1btmwZIUitKAprJ9re5KvwxvBSn4U7gCkrXpXljiTa6kkUr2pyRJiPPVLUrojdTqfR2QxvE4/1oSAHKM8dSj6X6CN4D+S8xLNV5vNkPm9Ei9qFTfXBn2aqNPZhtL7mcROORkNfgo6CKO/5ehLRENESGSiXIrq5SZSizOjoSDgYRMQWnQTpc49uhdRDR0dFurNJtze0LwZJ9z6zRPFQusEdDYcNlArUgXMwZx3hyMA+p3vhRlCb+16dMhUkQKOvQVKt8rrQAsb89sOHofev2iA6tn1j5Xp0LT8InVHTPDXj0yoDjTzje8IxwtjDwRtKnlFm9f6azOd151VRR9SeFKFAKr1BlENxlca/mVlX9jRcFGapVRQNVVWt+MAUxVJ2vyILoWci/BeMtZ+tVg1+1qGoO2r1SfQuWSxylUG2bNmyZcuW7eUsIwSJrTcbG89mjZpVzUeuJV+bmiqFqRb3TFihaJGTQ8UH36caeChVBV2J5i5ns+g/T0RHfm0Bf0F4CmfSaUw925bk5YjqVJWRKHe+XDbm6MOQu/1y276cYrfdrtnQ0mlQuxIqL6Ml6JTuI6I4/RxrlOqjgzb0pMpkX4+OtSBk7IeoFKBqRWq79T6ZJexpZViriiToAvegVuEE45tKCN/rqoiprHrV9/gw2HK9jnsK9Cb6Qoiy4j5kLKqOJDp/niwyvcSlaXEAACAASURBVCe0J8Wzajkw1+w5fUZpHwKuNRDGdjv2JlUW9DZgLA3uEQir6HTwfug6SM8T9vTj5FmVHr/qdht7c59pV9gDGUujosjHADKgz9u0d47uVz47EE4Zxr03nk6zUmG2bNmyZcuW7eUsIwSJtcrSjobDhlemdfjaJVCPkb421A335KHwXDk31Qe8DvfU9mp9+2q1ivfwyDk2Y0LTXiMArXAIJitRq+St9BpSdbC0k5lZomr2IeYAvGqLnP1g0KjoWEpdsVpau5/+rH0nqDZR/gJ7AL7IJOmnAKpA9N2XvC3nIuoOTQhqvf3zqmewT5+D+6bTbgd3AAMZuSdKeuhw6Hyw86I/hzDbMVVNxD5sSBXj5DpUZfSpTHY0IvbkqZ/FuCeHKCg6p4g5BY16IDwNjPseNdZrdPcTNc1QLxX1wKPRKPaxVjAoH2UlfAetLtH7KTptOu+FsbC3me9UI0C7Nz4NIYk+KoJi6O9BBVXp9Kp7W/ep9l0ZC3LGel9Mpy9VaZUdgsSqqrL5chkLyCKoTOgH2bNCkkpIaYuzoZCQHlcJPvzc63bjj89jvwlICejGC/KMv0ZTDyUPSVtgJUBhvH8wGNSNP0TUgz9Qz/pg5jgKIX+YHQvmYZS2GYaYh3OGWBQlXTx8BU4E+mTtmI+eprUEngw51aTdre7fEI0SESltehTlYv4zBL6J/DEOYSJJFaSkKnVc1InQtr6agtOHaIhECRlPhXk+jNZutUKaOUiikmLrJs6UWdJaGPKkNORqyRo+6zjM6hJmygSZWy23VYeAMta0zNasSXDFNkIQRJY4fS8cA5mPmQRpkYqTZ1IEbzQRk1JIXqOsM0lx8vyHNLuQ9Jw6vEtxoKPUXBqzBTnRdo21q5L0CM/NfU2v9Gfuo2GvZ1YUZi9ILMwpg2zZsmXLli1bRghSa5WlHQ+HDaLXGqlNIRe+jB149PiJO3fMzKLpi5aX7WuLHLKhQlSprBY1ue/ROKVNRGzqdeIBIwKEh4u3rRFDEJ1EXnSZIBAa2Wj6ARnTp5miGi9TUvPlMtI60R4b+M4jivF02ojcuS6iDtAEGqIESkVTJBEk4WcaVJEGihbGEMRYm4cPa3iafeDR0xsOzzMGLQEkWp97NKVCM4xFpVp1n82Xy7in+I6iEGtZ35HIK2sbYz7N3iTie53SxM9qo14vonIi+2h2JtF1SDCLeNhSUifMuZIxP8hURpx7VyN+SkAbJcV+ToieK3k+MEZgbtY4UJBWq753hFwa0uRSZtiWdAbG/aJS6IHWyb5TVOugquI7+8Ss9DvYQYoIWt0+fCR7V1t+a2msWROV04ZI+6woCiusiUI8q2WEIFu2bNmyZcuWEYIdKwprtVp1lO7eJFEcgiyvsk0qHjDnwPDOh3idIkhDbplo7fBgG6VuVuuagCIe7PsiBlRK/k3b4OLR8j0lkWlbz0US3SwEPcDj31fKo7nikHeVsqHXYVpWxZqoFCuef5Q6kdd15MksKS/17xDZsQ9AFVREiAiYeQhxICRfpfEWvJHzRBxIyYO88p0l7a6lpE9by2oE2JGodSbiL72EjLiSnLda4d9lX6vMcpS++hoQITIfTyPhfZjsbDKJddonSPSszxptyPOspWdFUdjHbt0ys3rOOed9n9NH/qqNpJTIibHeoFYqaMVY07bL3Ftt4WuBnCiHIlqL7yHw9WS/BBnRPxfNtCRqX63XMRZtvY7xHY3VIT52BFlVrpVeS5DWExRQn80tGkrxjN4jXFVV1QujA2YZIciWLVu2bNmyWUYIdqwsChv1+7VsqkcnsEUR3oFl/TJIAZ7tZE+uL5iqyMNKZInnHNH5vC6RUVlX5Q7g4VaSj9LrYR4GksfVxhrx+STiLOQYT5N9VglSbSj0OnPCilZ0aKBDhCToRkci7zKRw2bOQu5ZuAEL4R9w/Y2yOokUNHeucrS3Tk4aeUltOazysJx735oRrdAm90LKGRkb98+w12usK/uYnLCWZsHcZn9oe2Dmq11+dcc2ur+5XuLApz1rNLJ+Vht0u7EGeg6OGTwO4TcdCnqlZalYlFaDLPnzE/TqycWF3T45MTOzm166SFTO1VxKRYtKNa/lfqAdck+4BnAU9sm7L1arer9T+SJiV5xbRbWwKI2VKL4tz9Oo6rqiKmPzFERUxb+wl0VSv7rvomzZsmXLli3bK7GMECT2/7d370GSleUdx7/PzOyd3eWqaEiyYrxUIWqJpQEiAlaMVFCJgpooEm9RS1GMJCaWJuZuqryLJUYrbiqkAhUssUyBmhIWNEQjWN7KC1KyIgaE3YVZZmZ3bvvkj/M+Z45P95mZnunZ2Zn5faq6uqa7T/fpc7p7nvd9n/d53Z3Jqak64s31ByJajQhxpDF/tlcjKYs2Wt+/9ohHAHBMyVCNKDL2pR4bLr0VG9N4frwPmIlI8wJJdQ9CylzNme1DaX55WynTPJ41ODDQEXkPlsg1LylaP0fMy08t53pmQ5qX3EvhlV7lecN5qeZ60ZNUCjh6lGKmQLMQUJSHzb0qecbGQGrp1i2e3JMQ+5D2vT6+sRhW+bwcGB9nLJW5zbkjdbncljnQg6lnId5f5EfEdXwvRlIr/oHh4bpVlYt+xXeqLiHbKGsLjQVxUlZ99NoNpxycttoIzc9u25LCR4Je96nuEZqj1HE2Nj5ezy7Krcs4N+tT796effuAmVlJkYNwVGq1N4vlQOfS1jFDZuzgwY7eKE85R3XxtOgpK/evS+e5LtSUSsTnEtDRazraqNMB1e9OLjA0nnoCNqSetvgM1r8X5fjlhYjyMtFx/OrjXN6LN7bJsyXaFlLqF/UQiIiIiHoImianprhnz546Couxnvj7QIoqF2M6ZZhG1BmtzYgiI8O3nm9cXntDavVHqyx6OaDRsk+ZtHWdgRLRH0g5BhvS3Pd6gZGc8ZvKaD7cyJjO9RPaFp0J8XdE29HaGEw9DfHa/ewhiPe7Pj13Xv60nn2Rli+Nc5PzArzx+GiF5xZNXOeZLfFaudpb7lEYTy2hvK/N9xLv79HHHQc0Slu3lM+tq2jmipQxFhqf2TRmvD7KyKZStUODg3UPUJSqXZd6PKbSsYzro2JBrfRa8dmN45HnjsdxaFu6d7UYTb8LvZhsaYWGXDUzV1OMnKpwXOndjM/JupTxn3uBBgcGOioI5oqMucV8MP2WxeciV+6rr9N3Ou9LsxfwYEtOTe4BiM9yLLAUv4PxfYjtc9n2+KxG729ebnn90FBHL2X8TmxIdRbyokdbN29m38MPLzjnSj0EIiIioh6CpsHBQbZv2dKxPGWuxNdP0RLeknojIlocSvsQUWfM6Y25rkeVaNPdO6LHnEUera48HpWrArZVR4yxwOmWKH790FAdPcd4dR7TzS25ZnQMM62LPAa8mKU92+Ra7W1yfflo+UaLIXpIIl+gXi740KG6NR6vkSuxDaWciXh8nW3dkscQ5zaqJeYlbB8qPS4TU1P1/ucerlz/v66tXu7Pn8m88Ewen42ehvicNGts1Pk5ab2ErB5PTQvkRGuqbcnuldTyXz80VJ/nqdTT16vIzo/jWVeXnEdPWuRv5HnzU6lFGz2mcX5zj0Fk8Me5qWeKxO9Fy6wmd+9Y96Lu6cpz9eO71zLLJi/2Vi/YlXoQco/bocbr5V6EuteiPCbnH+TfsgMpTyb31OYlzuuZMo2l7vNsnNwzGPK6MkMDAz0tfZ2ph0BERETUQ9A0YMbWTZs6VtbLK871w9YSdUZGer2qX2q9x2tGBBg9AfH3cFoWtFlV61CKsusqdmWb3BLIsytyRm7WVn1w44YNHS3anFUe42dzjfVOpX1omxO/GLmKYK4kFi2eOEeRVZ3r5zerAsJM63/k4MGOXICc0V1X8Eutsjp/I9UhiBZEjF/GymzR8o7PbGx3zFFHzeQTlOu83HWutV6vVdGS0ZxXZKt7hVItgTh3ByYm6vMXj4ljnj8nedZAXdM9j2dHrftlrGS5UM2KngsVrfuY4ZIr882nhyBXSc2tznx+I0cgzkle3jjnoOR8lxC5KwONVm29bHzkcUVFytTqDrHdVPr8RKu+zqlI4/kHUo2BGIMfHBzkkaUmQnyn4rsW+U0xO+BAowewaSDlJ+ScibrWSMv/leHR0dbPRdvtY433s5hZM+ohEBERkf70EJjZhcCzgacCTwG2Av/m7q/o8tidwCVzPOWN7v6cxjZ/CHx6lse/0d2v7HG3OzhVqziPW0Wk3M/xyZxlnsfKJ9OYetQbiBYBJUqPltLesnrgz/bsqV8jZ9bGc+ZWWj2OGZn+JQKOqDvuzxW1QhyniIwfGhmpxw1DvK9c28EbrQSYaYXkcfq4zvX3+yFao7lVmlcYrGchRI5JrENRzkE9nzuN+5lZ13nwzefOc5VzVcR83HK1yAMpLyDOXbSQzKzufcqrFebPRVxPxTh0+tznVmkcl/gs7v7FL4DOKoNbNm6sx5FzT08+v0PpvOdzkee6H1pETZCVLFrlsd5IHLf8WZ5NfG/z7KL4vYvXqHv9ynab08yY+HztK/lN0TPUNq5fZ9CbdeSS1Bn+aTx/MPU85tr+eXZTXWMj9TROd/l+1Mcjz5BK/w8i76utmmp93MpnPJ4v9wLm34K6zsG6dfV3M88Ai9/HyfRcbflBverXkMG7qAKBEeAe4ImzPPY6YHfLfRcDJwM3tNz/OeBbXW6/bV57KSIiIl31KyB4G1UgcCdVT8FNbQ909+uogoJfYmZHA38KTAA7Wza/zt3b7lu06elp9u7f31HRL+Qx1zy/dnxyct55BhG55gz9gTT+Opii6Xr8KjJc05jaURs31s9Zt1DjvjKuVrc+U2Z7nnde5zHE+FyKVvPc4Wa+Q2w70pJnEK8d24aIcIePgKzxutci1YiIFlK0XuLzEtH7dEueQDe5J2Qi5VrUq1ymMdA41pGLsi61vjaklSjHJyc7xpcPplyBnNGc14yvx4TL9pGLEu87PieRH5JbTJNTUzPPVa7j8xG3r0uf93g/cftkajE2V1JsHp+1arol32M2bTNc8qyjUI+Jl79zDYw4V/HdjnOTe7Xi8zYwMFC/RsyKic/SQOp9rHvSohpr5KKUz1z+jY7vZjOXpvmecm+Au3d8J5s9Gc33MZecF3Eovae2sf5u/0NiH5Z6Nc++BATuXgcAvS6u0XAxsAm42t33zPVgERER6Z8jaZbB68r1P83ymKea2WXARuDnwE3ufk+/dmBwcJDjtm2bqZee5pvmmv85+JltRbI8zh6vEeOu8XeujhjqdcDTHNaIviPH4ND0dB01R2tqY5rrPFmi8BhPy6vSHRtjwzFeVZ4nxoRzZDudWhKb1q/v6GWI6LquSZ/mvoc8RhxHdClXOxxMvTL52Oea5M265zDTsspjipsaNQHqaoal9RGt6HifHbUcImO/S1W35u25TkGuPdHM5q/H78vnuV6rItbqSK2m9alVHj0edW2DlNEdxyNXemwaSLkQHVXgUi9EPu+R2Z1Xg1yr4tifUOoQhLo2xjxyK+Jz2sy0h8YMl5YWcc57yb02G1OPQ1tl0+lDhzrW6qjH79Nr5t8ej89RjL9HDkqqgBn/6DalKoL1GimNtVZyNdGB1COaV6DMdUziuTenVWKnyvPmXJ3cC7qYWQLHbt3K8Ojogp/jiAgIzOx04FTgjmZvQxdvTX9Pm9mngMvcfV7ZFGZ2e8tds+U9iIiIrGpHREAA/FG5/mTL/XcBlwJfospV2A78FvAPwOuBbcAfLHYnpqenGR4ZmcnoLNHk5lIrIKLNyMIfT/O5m1FZRJfb0prh8Zg8t78jyzai7xinTuP569Oc7xjff2hkpM56z9nwdY9BWq0rr16XI+Dp3HJOLeo6A7hsNzU93VG9bjC3/FPN8fo50hhzbq2HOts+1UzoxdY8V7mx/zATwcf84zjfOaego5VfnqdZNXCysdYEzByPoZSBPJFW1sxZ9vlzdHSaMdBW52BicpKJ1HKJ2QJxfqdKiy0+J3FMcy5NtL5innZudW0uz1tXSyy5BmbGxuiFSD1I+bk7ata35PMcSJ+jtSZ6GOOc5e/VfKzLM3rSGHf+bh1KvTLRq7k5rTNRr2GR8kLiMx/7eGBioj6fuUJnnn2Vex7zZzPnkOTcrPoznfLEotdsYmqq3of4fYjXiioj8Utd5+tEblGqqtk2oyjn2ETV2SPBsgcEZrYdeAmzJBO6+83AzY2bxoD/MLOvAd8Gft/M/tHdvz3X67n7aS37cTvwtN72XkREZHVY9oAAeAWwmQUkE7r7z8zseuDlwFlUwcGiHHKvx1Qn0hzwgTTGmmtVN7WN4eQegjwHOKLHejwvouv0fHmVuPtLHYKxgwdn1iZImel1Rnd6H/Fa0eLbkDLbY0ZDjEduTFnDRPZwYw59riCXs2PjNWNcrl5ZMc2nbWsZ5EqIveioi55a6blmQD3emG7vaDmlccm8/kRzm6hqmGcX5Odsy2jOq7vFOY7PzwmlVyv2Yc/+/Yy1ZCjH5yF6DOJcjKQ5zbnOfltVvPwe1jdm49TrIaRVGnOVzHh/W1L1yHiNg2k2xmLGXVeD3LM2mXr92gwNDtbf5y2p3kj8RsVnM1bxi/oTIX4XIieg/l6V+w+m/Jhu9fk7esRidkmu8pdqqkRPae6ty+vP5O9irsIa7/HRxx9fV/+01AuRf1cH029SnvEVtSDiezeUcpGW4jPb1qM67+37tB+LEcmEn1jg9g+U6y2zPkpERERaLWsPgZk9k6qg0R3uvmuBT/PMcv2Txe7P4MBA3cKCmVbqz/fuBTozYMNsmc4x/txmIkW6G9N49miJvuNxEelGNBpRa7TqBzZtYm/JcbinVC2Mll0e84poMI/rT6ZWXF3Jr7RqozUS+5yz1M2so/UYcpZ8R+3+tAJYzlzOGc/1HPcecghyBbINpWUcY4d5JcKQxwbrGgHl79hurlZZt+fOsyvyCpR1qyt6r1K9+LqCZXr+5nHNrai2/YzXjtfI+S7RsolcmniW3FvTLZ9hXWpVTaeWX67ImMeI45jHuYo6/PM55qvZQusvuPtMtdT4DKbH5Cp5ea2TaNVvbay42rw/V/qLz2H0Ym1av75jlk3+ruXnjN+cvEpk/TsRqxym34dczyD3Co5PTNQVBifTb9FomuESNWHiM5rXQMn77mmf2la2HBwYmLP3IH+Hm7UTFjH1f9l7CCKZcLaphpjZs7rcZmb258DpwB7gC/3fPRERkbWhX2sZXABcUP48sVyfXtYtANjj7penbbYBL6VKJvyXOV7iFjO7A/gGVf2B7cCZwJOoEgxf7u59SdU0s5mV5MpYWUR+D5Rx+n6KMfSIzCIKjbXFI1Jcl1rldXZ6RLYxVj8+Xo9hx1jYSKofkFehi/sjKo/WVx01p94IUuScW7Pd5Ipyba3UPPYXlqIOQbToc0W+vHJkHM9cwSyOSz+q4+X3l1vXueUc6nn9aY36XMnN3eu52vGY0fJ+2uafT6bWU4h9Wkhmf1tPTm4ZRv7C5lSXI2dyt7WyZH6mDx3i/oceAjrzOuIYR2s8cgWiVya31j2tXBnbD5de0lz3ol59dWxsZgZCywqBecy/rvFf3sdxqQ5DfDdzz0Nb7lHMlGhuG9e5R2A0rXKYcyOy2IecB9X2XZhPbkHbOggPDA8vqresX0MGT6VzwaKTywXgp8Dl6f6XU437zyeZ8H3AM4BzgWOpZsbdDXwM+IC7L3q4QEREZC2ztT72FpZ72mG00rammtx5vnpk+q5P41URhY5PTnZEtktd/7oXuTWax9tyK0XWpuNLi+/4Ms4cPSExXzx66xa7upt0it+eLSm3Js/oyDOm2qoi5loCs4nftS1pRcHobci9UvHcmxst/G77GOr8oXK9MVVpHBgYqHsdcp7TaJptdYT7ZtsU+9ksdw6BiIiIHAHUQ1Asdw+BiIhIn6iHQERERBZGAYGIiIgoIBAREREFBCIiIoICAhEREUEBgYiIiKCAQERERFBAICIiIiggEBERERQQiIiICAoIREREBAUEIiIiggICERERQQGBiIiIoIBAREREUEAgIiIiKCAQERERFBCIiIgICghEREQEBQQiIiKCAgIRERFBAYGIiIiggEBERERQQCAiIiIoIBAREREUEIiIiAgKCERERAQFBCIiIoICAhEREUEBgYiIiKCAQERERFBAICIiIvQhIDCz48zstWb2WTO708wOmNmwmX3VzF5jZl1fw8zOMLPrzWyfmY2Z2XfM7DIzG5zltc43s13l+UfM7Otmdsli34OIiMhaN9SH57gI+DhwL3ATcDfwSOBFwKeA88zsInf32MDMXgh8BjgIXAPsA54PfBA4szznLzGzNwMfBfYCVwETwIXATjM71d0v78N7ERERWZvcfVEX4Fyqf+YD6fYTqYIDB17cuH0bcD8wDjy9cftG4Nby+Jel59pBFTzsBXY0bj8GuLNsc/oi38ft5Xl00UUXXXTRZSVfbl/I/8FFDxm4+43u/nl3P5Ruvw+4svx5duOuC4ETgKvd/bbG4w8C7yp/vjG9zKuBDcAV7r67sc2DwN+XP9+wuHciIiKydi11UuFkuZ5q3HZuuf5Cl8ffAowBZ5jZhnluc0N6jIiIiPSoHzkEXZnZEPDK8mfzH/kTyvUdeRt3nzKzu4BTgJOBH8xjm3vNbBQ4ycw2u/vYHPt1e8tdT5xtOxERkdVsKXsI3gs8Cbje3b/YuH17uR5u2S5uP3oB22xvuV9ERERmsSQ9BGb2FuDtwA+Bi3vdvFz7Umzj7qd1fYKq5+BpPbymiIjIqtH3HgIzexPwYeD7wDnuvi89ZK7W/Lb0uF622d/DroqIiEjR14DAzC4DrgC+RxUM3NflYT8q14/vsv0Q8BiqJMSfzHObRwFbgHvmyh8QERGR7voWEJjZO6gKC32LKhi4v+WhN5br53W57yxgM3Cru4/Pc5vz0mNERESkV4stTFSK+rybavz+NuDYOR67DXiA3goTPQYVJtJFF1100UWX+VwWVJho0UmFZS2Bvwamga8AbzGz/LDd7r4TwN33m9nrgGuBXWZ2NVXp4hdQTS+8lqqccc3d7zKzPwE+AtxmZtcwU7r4JOD97v4/i30vIiIia1Yfegfew9zRyq4u250JXA88CBwAvgu8DRic5bWeD9wMPAyMAt8ALulTL4d6CHTRRRdddFkNlwX1EFj5Z7jmadqhiIisEt9sm2I/m6UuXSwiIiIrgAICERERUUAgIiIiCghEREQEBQQiIiKCAgIRERFBAYGIiIiggEBERERQQCAiIiIoIBAREREUEIiIiAgKCERERAQFBCIiIoICAhEREUEBgYiIiKCAQERERFBAICIiIiggEBERERQQiIiICAoIREREBAUEIiIiggICERERQQGBiIiIoIBAREREUEAgIiIiKCAQERERFBCIiIgICghEREQEBQQiIiKCAgIRERFBAYGIiIiggEBERERQQCAiIiIoIBAREREUEIiIiAgKCERERAQFBE07lnsHRERE+mDHQjYa6vNOrGT7ge3AOPDDZd6XteyJ5VrnYPnoHCw/nYPlt1LPwQ6q/2c9M3fv766sYGZ2O4C7n7bc+7JW6RwsP52D5adzsPzW4jnQkIGIiIgoIBAREREFBCIiIoICAhEREUEBgYiIiKBZBiIiIoJ6CERERAQFBCIiIoICAhEREUEBgYiIiKCAQERERFBAICIiIiggEBERERQQAGBmJ5nZP5vZ/5nZuJntNrMPmdkxy71vq0k5rt5yua9lmzPM7Hoz22dmY2b2HTO7zMwGD/f+rxRmdqGZfdTMvmJm+8vxvWqObXo+zmZ2vpntMrNhMxsxs6+b2SX9f0crTy/nwMx2zPK9cDO7epbXucTM/rcc/+FyPs5fune2MpjZcWb2WjP7rJndaWYHyvH5qpm9xsy6/u9b69+DoeXegeVmZo8FbgUeAXyOau3rZwBvBZ5nZme6+95l3MXVZhj4UJfbR/INZvZC4DPAQeAaYB/wfOCDwJnARUu3myvau4CnUB3Te5hZ172rhRxnM3sz8FFgL3AVMAFcCOw0s1Pd/fJ+vZkVqqdzUHwbuK7L7d/r9mAzex/w9vL8nwTWAy8DPm9ml7r7FQvY79XiIuDjwL3ATcDdwCOBFwGfAs4zs4u8UZlP3wPA3df0Bfgi4MCl6fYPlNuvXO59XC0XYDewe56P3QbcD4wDT2/cvpEqgHPgZcv9no7EC3AO8DjAgLPLsbqqX8cZ2EH1o7kX2NG4/RjgzrLN6ct9HFbQOdhR7t/Zw/OfUba5EzgmPdfecn52LOY9rOQLcC7VP/OBdPuJVMGBAy9u3K7vgfvaHjIws5OB51L9o/pYuvsvgVHgYjPbcph3Taoo+wTgane/LW5094NUrS+ANy7Hjh3p3P0md/+xl1+nOSzkOL8a2ABc4e67G9s8CPx9+fMNC9z9VaHHc7AQcXz/rhz3eN3dVL9lG4BXLdFrH/Hc/UZ3/7y7H0q33wdcWf48u3GXvgcoh+Dccv2lLh+ch4H/BjYDv3m4d2wV22BmrzCzd5rZW83snJbxuTg3X+hy3y3AGHCGmW1Ysj1dGxZynGfb5ob0GJm/R5vZ68t34/Vm9uRZHqtzsHCT5XqqcZu+ByiH4Anl+o6W+39M1YPweODLh2WPVr8TgX9Nt91lZq9y95sbt7WeG3efMrO7gFOAk4EfLMmerg0LOc6zbXOvmY0CJ5nZZncfW4J9Xq1+u1xqZrYLuMTd727ctgX4FWDE3e/t8jw/LtePX6L9XLHMbAh4Zfmz+Y9c3wPUQ7C9XA+33B+3H30Y9mUt+DTwHKqgYAtwKvAJqrG4G8zsKY3H6twcHgs5zvPdZnvL/fLLxoC/AU6jGn8+Bng2VTLc2cCX07ClvhsL917gScD17v7Fxu36HqCAYC5WrrVGdB+4+1+Vsb1fuPuYu3/P3d9AlcC5CXhPD0+nsNZCGgAAAy5JREFUc3N4LOQ469z0wN3vd/e/cPdvuvtD5XILVe/k14HfAF67kKfu646ucGb2FqpZGT8ELu5183K9qr8Haz0gmCuC25YeJ0sjknzOatymc3N4LOQ4z3eb/YvYrzXP3aeopshBb9+NuVqua46ZvQn4MPB94Bx335ceou8BCgh+VK7bxtoeV67bcgykP+4v181u0dZzU8YBH0OVFPSTpd21VW8hx3m2bR5FdR7vWSnjpke4B8p1/d1w91Hg58BR5Xhn+t1qMLPLgCuo6jmcU2YaZPoeoIDgpnL93Fy5ysy2UhWjOAB87XDv2BpzerluftluLNfP6/L4s6hmf9zq7uNLuWNrwEKO82zbnJceI4sTM5xy4KtzMA9m9g6qwkLfogoG7m95qL4HoMJEqDDR4TrOpwDHdrn916myoh14Z+P2bVStIxUmWtxxP5u5CxP1dJypWkurqiDLMp+DZwLru9x+bjnODpyR7lNhormP+7vLMbqt229Peqy+B+5YeQNrVpfSxT+g+oKeQ9XldoardPGimdl7gD+j6pW5C3gYeCzwu1RfuuuB33P3icY2FwDXUn3prqYqJfoCquk+1wIv8bX+Ae6iHLcLyp8nAr9D1cL8SrltjzdKqi7kOJvZpcBHqH4Mr2GmZOtJwPt9pZVs7bNezkGZWngKsIuqDDHAk5mZw/5ud//bLq/xfuCPyzbXUpUufilwHFUDZ82WLi5rCewEpqlKC3fLp9jt7jsb2+h7sNwRyZFwAX6VakrcvVQn9KdUCSizRpW69HSMnw38O1WG70NUxUEeAP6Lal6wtWx3JlWw8CDV8M13gbcBg8v9no7UC9VsDZ/lsrsfx5mqNOzNVMHdKPANqjnzy34MlvvSyzkAXgP8J1XF1BGqVurdVP9gnjXH61xSjvtoOQ83A+cv9/tf7ss8jr8Du7pst6a/B2u+h0BERESUVCgiIiIoIBAREREUEIiIiAgKCERERAQFBCIiIoICAhEREUEBgYiIiKCAQERERFBAICIiIiggEBERERQQiIiICAoIREREBAUEIiIiggICERERQQGBiIiIoIBAREREUEAgIiIiwP8D59rdcx7Q0NMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAH3CAYAAADE7Ee8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eaxle3bftfY5+8zDnWp8r7tfD/EgHAxqB2zHwoodYWJFBAyxZInBssQcZAX5DyLAyGGQQEJyCBGJBLGtJBIOSaQglIFIsRMbAkI0JCGQ2Cb9Xrpfv3pVdesOZ5722fzxW5+192+de7teVfm5up5/Syqduufss/dvPuu7hu/KyrKUJEmSJEmSJMlvbmm87gYkSZIkSZIkSV6/JIUgSZIkSZIkSZIUgiRJkiRJkiRJUgiSJEmSJEmSJJIUgiRJkiRJkiSJJIUgSZIkSZIkSSJJIUiSJEmSJEmSSFIIkiRJkiRJkiSSFIIkSZIkSZIkiSSFIEmSJEmSJEkiSSFIkiRJkiRJkkhSCJIkSZIkSZIkkhSCJEmSJEmSJIkkhSBJkiRJkiRJIm+YQpBl2aeyLPuZLMs+yLJsnWXZe1mW/aEsy05ed9uSJEmSJEmSN1mysixfdxs+kmRZ9gUR+Rsick9E/gcR+Xsi8o+LyPeJyK+IyPeUZfns9bUwSZIkSZIkeXPlTbIQ/NcSlIEfL8vyny3L8g+UZfn9IvLTIvItIvKfvtbWJUmSJEmSJG+wvBEWgizLPi8if19E3hORL5Rlua99NhKRRyKSici9siznr6WRSZIkSZIkyRssb4qF4Pv19a/UlQERkbIspyLyv4hIX0S+6ze6YUmSJEmSJMknQfLX3YCPKN+ir796y+e/JiI/ICLfLCJ/9WUekGXZuyIylmCFSJIkSZIkSd5E+ayITMqy/NyLfvFNUQiO9PX6ls95//h5N8qy7Eu3fPTpvNls3jkan74BXpRveMmy8PomjOXraOvH/Uzuj3y957zOuXqRdr7IfV71fjfd801Yy15eZm7fpL37GyGZDkijGQzqjUb4m+Ep96W+BuM1bvjbxu+2tVq7onb3WJ43J1kmcn49kV1RPO8hN8qbohA8TxjiV1nC6ztH4/6P/eDvsgnd60QzgdlzZrIsS7uGe/i/DxruPucy/yj/7Odd//W+e1O7P8qznnff+nWNRtg8+/3+xu8875nPa+Pz2nLT926bm+fN0Udtw/PactM1t6212+7l236bcHhxWPl5qN/jef3/qPP/PLlpf7BOMj1k90V8qH7UZ3yU+f8o7avfy9/ztrX8vPs87++Xae/z9uhtc/v17v9Rv/NRzpyXafNN9/6o8/pRx+N5ctN5kbfCz2T/qC8iIp1eJ7p2vdiE1/lKRER2u52IVGvZi41z4+Y2ZVl263dZg7etpUazIT/zF/6SfHhx+d7tvbxd3hSFAAvA0S2fj911t0pZlt9x0/tZln1pvdl+8b0PPpRWsykiIlvVspo62O1WS0RECp0UJofr8kZDmvrdhn5nuQmLZb5ciohIv9Px7RERka6+zz3X+r1mHqao0EWGHI1GIiLW1pVefzGZyFavHXS70T2aevjm+h3f/o72r8P1eh3f22y3IiJyOZ1GffOH+7bW1m67LSKHC5h2jwYDERFp6zO5R6Ftmq3CJuvp+OS0RZ+BJtzVtjOO9a2212dybUufRX/ohxfGie8xp7QdYV1wX/o/1Tlv5bl9h7H040Eb+C734ns8g7bwPdpIXxg/hHEc9fvS7rajzzar8MyreYjDZQ1d6fxyrxNda0c6V4zDWp/JOhr0elGbuN9Mx2G13Vp/mK9OO27TZLEI39HXvq7h4+EwjIOOy2K9jp5B2wajcGgzvutFuG6ifZxoW476fRlqe+nH+WQiIiI9bZMfe+aO659dh+Nm2O/fOD5zXbuMD/dhrhbrtbWBseY7zBvf8eL3Eddxn4b7cWfdsM6WOn55syljbb9f78wb+4c9d6njhNw7CTQw3Mdfz5zx9+OLCxERuWaO221rL+PBmqNf7At/T/rLjzDnBPvH7xfObr9feOW+ItU8f+6bPyMiIqdvnYpIdS7OrnXfzOI5m07C+4x17vY8fbh/N9zv+G4wbKMgTJ9NZXI9C+1CKeH8UOVkt9GzeDaL2n337umLa2o1eVOCCn9FX7/5ls+/SV9vizFIkiRJkiRJknwdeVMsBL+orz+QZVnjhrTD7xGRpYj8b6/ykMGoL9/9T3zR/l7Ngoa8WQdtbHisCEA1vplqcRcfXNAWObobjBidftBUi13QGudX8+j9/rgfPXurz2jmij5VyVvN13ZvEZFMVbjdOmiZ3UFAUI28Ydfv9Zk8A/MxbQE15e08ahNmqvUyfL5ZqobbVvTtrptdhv6vFkFDHt850jZVVhDaP7sMqLOl9+qNe1G/Vmpu2+/2UZtoI+Oy2+6i+7Q6iiBUY0ZbZzyyLJNi58xsWGF0HBbTgFSY12arGY3b+Gys4xnmH01+OQnfY30YKtW+nDaOra3cE3Mj/WHep358Rj2pC+tntwn9Z53RxrmilWcfVmtRRGR0FJD18f1jWysg1uU0rO9jbS+SYaXRsWY90P++a9tSx3yzWkfj1da+gmYm5xNZ6p7qDXtR+1lrJ7qGRiejaBxAZbSFOev2Q59Yo9t1uM/lh5dhPBTNnirifOtT90UkrC/WBe2+/6l7Ub/mVzNt/y5qc9YMY/vw7XB9Q+eS8aKPQyxKukb5PqZn5lqk2psLXVP0b6Dz1+kFqwXrnGeInoSsd5Aw++nyahKN34laWh7evxP6UkOTHV0fLd1zIF7mhjXL+mjqMzGp0wfaxprNmvF6wjo0GoX11Oq2JFeEm3fCK+cAzwa6tjvt6FlYudhffM4Zxf5izrgv30fqc9wddaOxGZ6EMWONlbi19rFbgvPj4Tv3b27Lhv0U5mag+8nvy9HZSMZ3wh7irGFe292wpxran7f0DCu2hY1DnscWzBeRN8JCUJbl3xeRvyIhevL3uY//oIgMRORPJA6CJEmSJEmS5OXkTbEQiIj8WxKoi/9wlmW/U0T+roh8pwTq4l8VkX//VR/QyDJpd1umPaLJH6lmiBaKZgh6RdOfX89Ne8ZfyzUeXbYc8gUpmc9vAxJeRu+jKYKUeR9EPToZHWjPaNke8aKZYo1YOyRwcu8k+h7PpG20ZXQW0BfoN2s2DrRn0ARjxT3RnkFrq+0yujeoCpSF8DevtG3RVX+1opSskcnwBGuE6GdBQ2duTh6EfrZ0zrCwgNJoQ2+oaFQRUUevX6mWDhJGphcBnS0nS1tLffVxW9Cl9r/TC/fu9NvRMxjrwVFYP6NT9a3qs5ljs9Lo5yBs5kSkQkt8BzTKvUHjhjJ1nFgP9J91Y0FXOqfFrhf3EfTPmu+2zAc6UtSFgI4sBkfXi60pgg71ul7Zi55tkfH7OBDu87/lM9HzaPNytpS9ImD2A3uIuDIsXYwbc8E5gHXCW68YT0OtOld1iwB9YoywVmHpWSrCZ30PdP1wb9qMlYc1mNszO9qHbvQ3yBJE2R12bX2z5rylkPdpK5aftraN67EMMF5YsWgD+80slXp/kQotM1b+zPH3BrVzfVFgUWAvhu+x7+gDlhPG2/vky7K0sWngt9f5bWLp0DYzll3dFwO1IJv1i3gntVrRdvY4giWG6zu9zsF7rAMfLMxeq1s1G590C4GIWQl+m4j8nARF4CdE5Asi8odF5LtTHYMkSZIkSZLk5eVNshBIWZZfFZEf+7juv93s5PF7j02LbKvfDu0VdAKaBUGgteXtlvn4va+v8qdpxoLT2PeFWh1asVZqaF/RO5pjS/1T+BbRaovd3jISeI/+mJ9M/fde60bTpz98D80eLRut2vz3ICjV5vfrvcUX8Izqu6FflaUg9r8yxh4ZoNETTQzSa/qMCW0L45/nuY2h+c4nsRUCzZ7xAUEzHterEE3+7GtB52QOeXaVOriP7mNWkH1pmj79YB4ZY+YKpGLxCIp4GGvGj/HheyAl71PHMtNoNGS3Y43E42GoaUm/Y/+qpVkpKrlQ//xmsY6uY10htA2EFO4Rx2/QH66dr+ZR/3z6KnPTNmvOPnoGflvWLDLXyG+es5wtZbuK1z335n3WGnvVW/2YZ+IVzCKge7KxjfcRe5w4h0ajQnPEMeBLf+vzD6NxIE6p1VWLCOhTx5E12WgyV/HcGtLU7xta3xa2V/dubhBvAVm5mJPcnQdYWtjjPubI4n1q5xJ70mJt9B51i45ItecQ5sA/Y23xLJqY1ovbmh+FV9a8ofdep1pbOh70y8d9EUtgZ5O25ck/eBL+JttK4zz8uplqDFpX9xfWn06/agNny/QixBjtiBXIY4ty3aLAWfoy8sZYCJIkSZIkSZIkH5+8URaCj13Uf4TPC40NMS1MtXHTRhXFdXodKfdBx1pub/b9b5TEAp8xiGC91bzq+Ta6fqKaIfnZZ0cawd2NNWi07flkbn5F88OBfFVjvXh2JSJVLvfZONwTpOyRAugDf5X3x2G9ABlJlhkSq4hGsqjfaLhovJmLyOZv/PiW8YD/XhFEo4t1Bv8kbdf83JPKXwfy457kfM8UPTLmcx0XxgHuCHKa4Re4w7jpuPjIZnKeu71OFaHMOtD+THUNcW2LMdW5Ivd93AwxAddPg7UCNEu+MnnVJ8dxfAiIqj/umx+eMTLOB4uZCGvt6UVYH+TVt1rumLAc9/ht4AVIOHN/7zbbA2sSKBKEf3l+HY2H5+3wFgXmyOIe2IuKsLYSx9Gsan5r+uXXu49nAL37qHobDueXL3JtWxbfF0S4qHFrMAc9nS/2B9YY5gqEfHUZ4lK6xAgoumQ/mE9d29IyS1Gc5cLni+miFscUjy1I3mcpYYWxM8rlzD/87IMwTu34nPDWCu7TaDRsDy4c7whZMh0Xt2Jj7drKOJHZQCzRUvc8bbKMEbK2iEGaLe2Zdp6pZI5PoMqewBIWny+TaejTsB+eNWzrfXWujnUtc+5iiRapfmvYO7ZGNUPBW1j5Tdpti1dimEwWgiRJkiRJkiRJshDcJN5/75n4vKB11iknQeWgBx8lP1etGm3TclQVjYBSYbk6Ow6+MGIM8EPi762j36laEzzToKfzBAGCHD1Cque21p+BHxLfGKhl/khjL/L8gEmMrIq9Yw7z6qyPYDcmR30fpIe23nBaOr5TUNxmuTnwEcOQNlX2OtD4WMfj3nHgDwBFMB7007PAMS6wv8FQBlOkSJVx4Me063gJ6O9WEdPT6xgx97px1P1gENrY3QY0M58vpS4dvX56OTVUwdhhtSBugbm6e3qs79/si5zNw/j5SOj+JvaZAje4z26zk/U6ZsorHItkJ4+PpKeKGBlzWPBgMjxWfgFY39iLzMnschF9v1uLhwCFw6PAWrT934zXKmvPYkZ28T7hcxAi6wBGQ9Ac7IKNRsMY6KbnIQ5h+bUPo/6PHJMh+4pMGKx9oiHVxyfBQkSWRuEyZkDCVXZGZmPVUMuGcX/oGuVcWLqsA6wNx3l45uJakfGzsNbb87beRzNLNAMGqyCofb/f2xl1NAoo2jgPmo4+2pBzzC3CGoO5soclshXHGC3Ueur3IXu93WmblWFyFSxm995RfgrHq0xNA8aWdTE8HkavXL+37K8wjlh5WYecT428aXty7XkGmrE1x9biy5UuOJBkIUiSJEmSJEmSJAtBXVbrjfzae181VI7/En5ttFY0aIs6rqEaUJMhQId4vUZr2rhqfItF0E7hCz9RPzXa5b4RxwyYT21HfENDTk+CNcEi7hUBD4/i3F2Pwrm+3MYcAMZmpuoj/d25+gqgtk67LWvqQcAxrn738ULzjXvx2DEOni0Q7dkjm5VlbwRLS9Pl3vJ9kSrCHP8xqOuOjhPI2fjjidgfVAi/3jbPj47/lteui8LebXZVzQVFVYwt6MlzH1DLAoa9fj9eR1gCPF861g5vzaoz0tFfn8nB+33lpPe8Ez7mAOsFMSiMG77yC41JgFe+22qZb7jXj8fW+DWI3FeO9g+V9x5kbFYc5c9nj/pIbywo1OfwEfD73d7WxQZUCWJzXB/0mz138SSg+UfPAiynVsjdo6OorXZ+vPWQToqIyEL9wLuiMIuHIT24PdS6NNK5MCteLWNDpLIQeavmzkWaF1uNRZgrc6FZiWrc/dexBYTYGOOhcEV9EOM60JgAiy2CRRALis4R/v7ZbGF9OHmgFh6zgCpnxjIuHESsCeuf2Bnk3r0zEZEaY6wyubpsLuaCtsDJsV1vq/0scRZZZTHeRd/xXDCc5ZyP8Opa1tGKbC7NVnJn135XmNWGjJ7cMZ1iIebZFktTlGYlfRlJFoIkSZIkSZIkSbIQ1GVflrJcrcyHTKU+j4ym6kPFcmC88nnDUGbFk089hFijAyn6KOm+RqR+of+p8PcIpj4YvJzfGnRXY+67rUzrXNEn8QrwKOALJVrYV9xDQBX4Y8lS4H1Q23qzMeQK0jWEqn77NtUcGVtX1hNkZ9kH3biaG+Pr22pV4HQ82r22IRevyePDwy8JS9y1+kCNh6EV35tIfvMtK5pZqW+QapBUixMReXB6GrWTDBWuIePBxlhfu+Z/jNcJYn58/bvvqj2CmLdFIVfXoV1W7ZIKcDD2DTzfxs2OSVDl2/fvRteDdIbjODvB2Bj7nYO8ctrQd+xu3U2Ys3fuBf/tahvzMxCfwVyypkF+zBnX0/f1+YWNk+1vveaDp+dhzKhOqHPFeWBWLR0/KjVSkW+l+8Gveeac7xnHxHZbVe2kZC6VVLV/G9fvjp0Djvkzj2NpEO43m8V7mzWct3JbvzvHP8Ee8ut/oXPnrZwWk6GsmRb/A9uks24xTp1WyxDvbqMVAfGnE9lPLJb2lzoRRPITp9G+bEX99pZHX24bCwGWiN1mZ3NCTQJvzbO2OquljyU5qPCqZxixFOw7LA1WkXFXVDFRundawzjzzeaC75LZ42IuXlSSQlCTXqcj3/ZNn7fDBTMu5udMUwr3lAXVRcdmbHfa1SHgzLJMLAe/3yxI0+hB45QXTGac/JilLNgOCtv5qjqYlb4Wc5NPZSFwpSjVnO3SiXzwnJH/uAOTNB37sV6tZbCO0ycJ9uFwPDoObWNsCex6ehFMZJSi5Rn8APDKRjcq317cdgsMuphayiZtwMTNjy+pTvTzzh2lMnZ0oZjECYq6eBRMxl998kSvC3051h9WzP1ZltkzvvL4cbiX/oj40smU2qaUMD+qZgJXJWagG3+4DGZd3CH0CcpW1slythQJw2DKQk5Zb1VCMUcyligEmG+NklXXO2Qyawh9Np7iN3YHZVlWuYQwcbuARtbDkcTUxr52vJWSJZ3Qmf298nfHpX3yvkhF+oKqdUQ5Yw1w44cOJZR1gUJE/41WWc3UPAtl5N1Hj0SkmvOT0Ug+/SAoPH6vMuYzdYlVdLpxgLABim2sKPq1C2HVzpGWlWVpdNdnnaC0sr5JcUOhM4pjnU/SmxkXzqIzNf8zl548rKIyrgKtjeSKIkbdOCARIRARpQLg8I66ZYpa+qBIdb6i1Pg1am2pPWfgithVRd5iYiHenzwLykhFcRyft/789J8DPEjr7o/6pqQhnvypvqdERD58NwSjlmVpNM4vI8llkCRJkiRJkiRJFoJIsqAVkvpnpCGuKElnFbRX0teaj6tgwyrgsBPdA3PRmFQeRRWgB8yUPTVD9nZxgJsREE2UTEetFJg9jdikhnwg3fApbetFnHrjzWi4AkBdpCd6M37bWUEsFaiRVWQ9IJippotBPLLSALyGBv3os8eKzroE5DgTOSZUKy8NWRAoz13fG3StCAsoGvcEJlIjASIFTF0nWD5AETsjQ4nL4b7TeBDdD9OwWZayzIhyCBJbaz8wmZvJuNZukQq1g0oIhGMOaMOoHffRqIFz0Flp1gNe6VcXk2geIyLcXQ1nXi3XcYldn+oF0vGEPXVXFu3qg3QwdTpwc9uckVqL2flMA/o6jqiH9VA2IUuiBHZZURXrfL7zdphHIyRS0zCBfMyVDxA2k7BaeXzALNeZOwRXQ6dV7U1zHcYYzUiA2nGgIwiS88O72k7uBjfHAZHTLi7FK2VZpeY56nLG4VrJorZFbEncbOI13AMJk3q9jfeVUcEf+XTnzQFyt5LDUHXj+tJXXJKUUjbXiQ+uddY9rFvcz0jJwmiEAneUWNb+8orVhr1VL84kInJxEcbJAkH12UvKHWsA6PG9MDe2fhz5UFmWB2uLwmNWKtkKUGmQpZ6r26KwvfIykiwESZIkSZIkSZJkIajLdrOV9z94LMdD9R2qdnatBBUN5wvi9de++r6IiPS7XdP+8XUfa5lSUBPaJcEwG4eEQZf4iiwoiIBAdz00uviaG41GRcN5HX/HyF9Uqwalbh1C5m9SHyGRYVzoG1oqPtZGjdrVigtpu46UMKU9C89eUszFlYFGU8fv7+MYsFb4oEJ89F1SvaBZzvMDf5ulplEgyRE30YYnT0KMwJH2G9TJs0HGpAS2FPFcTcJ6AcWUZWl+YwuG07+3DoWQbsaYbp0vkXVBytbjr2paEqlOBCrpeLR1Pd4/Pj6IV9m4csggPlL+aBPBsyNoprWfWGtY81hBsDjYGl2EdfTh+YUFPY5HanVqa1DgKk5F27oiVn6uQGGMKwJ5VD6JiZ+Qhfqei/2+QvQdyjeH/s1c6qcPPiSdsuPmFGTmy2uzto/GYR1hHZzPl9YGkK0PFqZg1HAcl28GKW9daV2sNo8fhQBJK9Cjz7E2a+Bnb9yrApLb8ThgGcAayTqwVEWCi9Xi+LVHIZbmStcP58XD+3eitiBW4nu7O4jHIv2WV65lPu+1QpwPc3VxHeadlGIImmirPduBZyyWxO7sRaS8DOvWilQ1YotJsxXP2UKDKFkH9IE9zPrhvGSOzEI36kbvXz6+tGuN0E4PJd73Y8l+6g660vZU4y8gyUKQJEmSJEmSJEkWgrq0Wrk8vH/HtPCp+pdAXUS8gwR4NdTXbts1IFRiCcRFBRt9qSImQxek613GJVgREBHaaanXP9bo/G6rVREpEeVdxmgJpBvHcVfo40TRBvc5vwr0qKT2WCEdjaIfKdroGglI44Dm1eiOVQWdPwna8Je/+kEYFx1jUDUIkbE1IhX8kTrOIJ9+jSZYpPL3l/vSEI/5rTUC3/yILmvEZwB44iErwKQpPyAE8+vrnNYzBSwlS60t3h9LsRoyWy6vAuLBgnSiaMvm1KW+TUgrcymE+FiL/d6QqSfBAQnb2GNlWMYlZz1Jjk/1BNUaOZf54rfWl9woVyW0wZWMZt55lvf5su49+maOSXmba9uxghGbU4865zuMC9a2x0qGhDCPCOsfBMw+GY7jYmjEIND/a025/VAJjQbdroz1Hlgf8HXbmuvF6xq/tS8sdq57E8tQx1kq2T9mJdNxzlt5zS8NhW5cHpy95S1spF9zPiAQNGFZs7ZDgbzAeqX7q9cxv70fs8YtVj3EMqL079xR+prlVfdNkTl65kVlGRAJ65E1Y/ToeRULpDcVkWoOmE/b/zperDnESLLWUIbHxGBXpGTneUR7LiKy0rGz8SF24Cr+jcpbeSpulCRJkiRJkiR5NUkWgppkjYZ0ep0qMlv9NV97/FREav5e1a7Xzod6MhqZRvtEi5WsPwh556AwIvhbLr/eIvdBp863yDP4HlHW0MfyvV1RGNLjnkahmgUkM3ER+WjqoFif40y/PbkHzwHtY+XIm01DtCAdtGB8pGjy5OqDWHqOaAiNdetyepeO2GjriF3wDRZFYdYYjy5AsGjuoBQrpapz9UwLyJTnOl5kW+h96Hd1H3Lew+er1dral7uc7AuNN/AES1AR++I2kB9h1eDZ0Oe2sGrAa0DO835vyJY1OHf+U57B2gKl0wbaWGziQktYhugTyMnWurbh7tFRrXCW7iGipYlnIfND/25LK2orVMYgIlA63BIQ9+S1ftfbMr1US1qnY9YT1tBA98mnlQzJyoVrLA2+8ftKMsU+eaIIebxRqwakOTqOfI9xICOiLEuzCJ5rfwYbpSwearaNxStR3laL+MzjbCPmmbYxfsSDYIHDcnBfgg9+fl2VS68i+WMOEfrjOVQY0z4WSR1HCrPRb+aA8WQd2ZnWbFqsS6dm0ap/h7HjXPExMzwTKwycIJyvnKeMt7fu0sfpcilPdT7f2gZiIrJsLINsr9YX5Stg783dnpxoW9jLR3rWrZ9pvIy3wNX2esP9Bk00ngMhM4YzivG4vJyYhe5lJFkIkiRJkiRJkiTJQlCXsixlt9kd5J16v5SoRnimCMoQ+LBfMYkFUGHowgrngOBUI6b860y1SaLo8T+hAaPpI/h3zUevbcybTdOqr6Y35ygjVhJW20+bts4Ccgr6wgqhn0Mn23VxDb122/zstA/aZBDwyZ2j6HMis/FLglIL1z/Ea/r0xftMO52qLWjbFpGt92C8Ni5eA98wc0o+unEI4P/WV+YIprs6ijG6Wn3m9S2ll9HQsYCwfozW1PlGQfHjXhzZj9g41Obe2CL1mfxNv1ijMPGN74T5N+uMMhSCJOEQ6Kq/+/i+Uv26Us2b5dr4InglRqCXx5TLzOu1jikIkPdBV7SJcaAvrGEsRTsX17Bar+Va9wc+X75rWUQU+SHzw6hl1RrlrmdOmXfm0CLo27H1otfpGHJF6J+xHz6NkSG57VgxaXOhc8f6Yp1YWWEdn6GLh9iut1UhMV/+GaZKlwnTcPE89NNbTof6zBMdP9sn09gqlmWZ7N38Fi7LhPXtuSCOjwLqxtpALIXnTsGaQdsYF9YRa77baon0Yw4V45Fg7HW8WN91RlKRqliWUVuTzeIorAecjbpGsSj1O52K0t1ZRLEIcPaalbcWU7V/hSCCZCFIkiRJkiRJkiQLQSRlKbvtTrIi9jWjfZpfixxv1cqIKm+1W5WWrRreO/eDHwqeALRu8/2S43ovoDFye0FfaI2P1fcJWsEqMVLNFj+VSKUV31FkD7c6ebU+WthYy1SopwCy4zrLo8Xf5gryMA5ZlhnX+FjZ/u6+FXKRQeugEF9ilve9X9/nk4NWzKeq0ddz57fu9btRiVeRKt+6V2p5Z0qj7r5+UZ9BOyCHDlzmsKu5LBTWS31cGFgp+4EAACAASURBVMvJLKBIUMGDs1Cu9axWbEakVhiHHHl9BvEfrJ+us+rQluEwLl27mq+iYksiIkfjgGyMP0DH8kRzuOtMiyK1CHhXBrcqQKWsemRUwJ1BGe7N1oo6kcsP8gFlHURmg6rd2OLnx9duDJ0aLs7+QUBWRL7n7fyg/WYB0AwVP6bsOQRrA222cuguD9yz8GGZajQaVQxMEZ8L69o1ddm4NhnfySDOcKDtWAbITqGmCmdBs9mszgGN78Eq8x51N7CIauyDj88AvbOemr5cMLUgXKGmutXPxxeUbmx9Rou36rGfjH/D1QjhPBnCGcE5jZVUnzM+HtlawnoFTwfzasXMNC7q9DSMy517IS4D5kEyAlaO0TBzz2y4NbDb760ffVfDBWHfMIbdmgXwVcobJQtBkiRJkiRJkiRZCGLJpNFsmOaf9WPfEdJ0Wju+49lyaX4nfJrkvIM+YT1E64bBsKozoNHQlMXVV7Rw8paJSD2InG80TMMF4YGaQMa8j2bq2a8qdrMqT1ik0nhFXz51J6B+2NTo48XF9UFedX+sEdjNmC+fV76LUA4XdIHqSl526SLajWNA+cKp+NXMm1Y6utWmfGnMSe754rmnIRz89mo44H3L4uhV/AsiFcKsfKkdQ7hYgD5bi/kQqdAHkcu+amZHc8XvfvpeNC5VJUvy+WNkzH2KXWH9rjgaYs75YhXHWJCf7u9lWSiO+36rSIpc+Wv1f8O3P+r3bZ48Y2PH82u4SOmhVmQc7MP3LKtE1w2vVu620LWtbT0+Gmuf1LpRlLae924s6U+2VV+5m2+EPUyfsAJhcWLOsfJYSd+8QsbwTsBbYtkk8zhzh9oWvlKeZf7k8ZlkfPvUa1jFKDU6I/SrtJPPQKeePdXOqlUcUyMuBqFC1NrvncZ7+KyV/f4gZsqyAPTagTsnGR8sTXBHMN9k25BtwThhSbHy87u4RkaWZQeWI9Y5lgEqz7LOvQXSswhuXDyEZZa5Cqbt2vjauejuxT7AWoW1yZeufllJFoIkSZIkSZIkSbIQ1KXUGALLT6c+PD5WV+cc3+D1pGKJQ8NCw8Uvh5+uqoQXhp5qW2jZluGgWuWx+lbxfeEb43oyCSymoN83BOv968QjcG/zs4EAHBOjRbA6bgQQsfioc71vPaL9iXKqP/1Q2dkGsWVjqjUdnmiMBPnD9qxaXEL9lc9vq0dAJcpH5+dmVXlLc7TR6BmXTKsbMjdrF8HrLUKGmFwVTLtekWZPUVur07JrYWzsa/Uy1gVzdvU45ECz9ojwB0lyHchho2EBFhEOi9xFyE6ARbGd5+ajtKh38sbVX4mA4EBEpfr98f/7GAsQNtwCmxryq8vlbFahan22r0VgLIgugh2+BmIBuA9oy7IIHC8FdSZAq6s5yHltnAVUkkOsVoWi6rWLGsdOQEyGsUOqVZCYnbIVVyi0uVPEOV+tqsjzQtG0IkO4Dfq1+CSRau3mzfDq9x799zVSEBDz6olWw2w27Rk+u8DXxejtlOWRM4w51D7MtKZBcxXPEecn5wsxClY7pSgsC8DOP23nM82ymbv4F6LsEWJxGi6rouGyCTgDESwP3abWE1isrCbDnZMQGzA61SwCsmXU4jG/nkf3qtZYGK/3z8PZZxwKZCOoBWrvxhkLy2azrbJntOojVkzWJjU7EPb0ZLlM1Q6TJEmSJEmSJK8myUJQkywLGiUVtvClmcYMn7pq0lbRTzXAfqdT+UCxIqzjSHQvZB8Q6Y3/0iNH82c59O7zbbPGoQ8Mf9n4eBT1i+tmV0Fjxyc4GsX1ytHwQRCwDsItQGQ/mQ6Dbtd8eTuHSo0HXvOH7z7QKHuN0AWFwusN+gK1jk+JZFaefPyYqjlblL0ix2//5t9y4MsE+RJv4OX4fmiLr8WO5g9KIzYBv/1caxuA/qnp3ulX64L2+iqGm1Xsn2SMjbNex82qW2r/fQU6HyHfqTFY9nQdGHe9+k8b17H1paotHzMYeisN4rMRLDYFlkAdl+vpzNqT1yLMRSofOG1jbAdUB9XYG+N4cP2FtwI+h5O7x3odLJwaXd/V106VEcT6ALmzP2gL82/R5vrsk254BnM5UUsTFRthcmw47gBezwZdsx4cZGyAprVfxvp4FTNZch1ZJSDJDhaCfcw6mq8O65pYnMk2tixaPzsBKfuMF6wZjSKeS9owPIrPEdYBc8T9y7I0ax0WAbhR6N+xZjCMz+IqhjY36zgWyde86KzC/UDWI81+IsarVFCdt3PpDuN4DdYHa4nImhM9J+DUQFg333ry2eh7xDARw0MWDnscOTobW2yZj18jxujkQXj2UvlbJs9CvM5ysznYny8iyUKQJEmSJEmSJEkWgrqUZVztanWl9e7VZ+5RifkzQedZZtowkf34Z7mW7APygQ2l4BukCpdqp1gr8CmCrOD09nn9de3Q5zBXTGux1cFy/V0ks3GZY7XYxqiD6FhvDZgtlwcR6fj8qhr0mrvdA2VrHnIRR/Yb1wNcCvq9wvnUfaQvmv9gPDCtujeMLQJo5ldPgna9XsaaOgIC5j5UhSsdkxkWhckz9Xtew6vesLGlvyCSveNTAOn4fGtjLNQ2Wd7+MOZS8HwONk7bwtYKTJPT65hr3vvbvUXA6rxv1bKk8S9YFECd20L3j47vvJYb7n38xsORafwGVd0UfZI9gfj8c9p2NFJfK1wIVGDU/XMJMqRGwKBr+3hyHj5j7xIrJCTpOJ8sCG+3Cfe2/eCqYxoCLhxKr1mYWEPs88k0rl6HRYRYCb7rKyjiG2c8qfGAj5yMIea2WYuDyeyc0KqPui68VZM16vkUfCXS3DEfZhp1wbiwZi3jaL2pKnHqs/yYw93PuqDNxhqYqTWXeA1tO5kArFXOKsZvq5kw8KY0Gw2zLrFXsd75Gjc+lszqzuhet0yOPLagtNhPep6wZo1Bdb6ytenHrOXqpGB1mc6q+iM+5ulFJFkIkiRJkiRJkiTJQlCXvJXL2cMz6aiGPMWfPYl9RKCSE2WXw99TFIVcKzpEc0fLBtGBqrEQeE4A/wyyEagx7v2Q5v+s5eVvnP/YomNVkyXHv6/127v42DU6uLJaULdbo80LV1u8CNo6/kuLEO+0TEsudviRlefdcbcTJc04HGmcA3nZXA869dwAjD0WgWp8NAr9qG/XoPEjnsOAvPnz90N0MNHQa8aTiHCY284CkvBaPM+zSmXPJvJsHrIoQOE+x9nngHv/Nevoa09D5c33db6Hc41XgNFsFI8DvviyXMtc58DqsKvVauEqxfnIf6s1r/3GwgDKJH8a6wZoj/iYe/c0Ajxv3GjJEqlQFvXdQY+gJy5fLmMmSquSqMjQMoF0rS40FoPKc0ir3ar80PrdD56Eed88hpkzzonH901lRbPmdTSrZHhztgJolfHCz71Yzy0rhIjzo7HyjOzDs4z7Q8U4/LUWCGiW+Ab6stTskg8+fBp/T/vAGl1MF7LUfYCFB/867eZa1iRtwrJi6L6Mxxw0z9o2vgqsG9MqO4vz8W1lbF06ax1ricXIWcV6wYJqFkjHbMj78B1w/gpWIaot9jsHFrK1jiXnIHuW+WXPcj39Iw4ItE8ckOd1GJ6Evh/pGVZsC7MyXj0J/SLOy2JsOJt1vuEn2Bd744B5GUkWgiRJkiRJkiRJshDUpSxL2ay3VfSsi5p+ppW0yGs3nzx+76KsomL1GpAdvvG24xL3Efxo39yTyFS0d49yaStaabvXluNRQA2gbmPkUzTSM40/9nHxt2VGkOkA855ZEMKzUUQP+ffblS8XpkGV0vLntXqXatFkbhgPujHvxXUWjBNC0dhAtWrQmffzzS5n8uxrz2xsRKr5xL+Ilk1sAMyLFjPi4hTMt65+e/yZuVkxFH1oG47vHR/EOCAW4Y3PU+fK2CIVRcCX7tfksdYdgN/AmPpcVkOWZTJSJMLYdJcBbUzVcoDvETQG6kZ8PQ78sR61tIgDAN0q7CjL8gYOA/XH6tiT8z04irn5fc63MRRqGzyz59rFGsBZj0Xh4uL6gB/eZ+xYTI3LoqiYK9VH3gRJxnNn3BC6nwZqkYN1MmvULUXq29Y9RvR43/mOzYLkOFGac513bcuRhPVy5NC6+aJ1vezWO4uJQCzjQ69td53FyPnKb/OtI1gOGY+l9hFeh9NBr6ofwBrUdcyYEvnvY4jY0+8MH4a2uLli7JkTyxwgjkP7Zih+uamYCXXMVovYWtF1Vj47H7WtxkOi48f5yDlDmziH4Rrge/WsA9YMZ5JxN8Bro/c+e+vMvnPbWfNRJFkIkiRJkiRJkiSvx0KQZdmZiPyQiPxuEfmHReRtCSGu/7eI/KyI/GxZlvva9Z8VkXe/zi3/dFmWP/Kq7Sp2wXdT1njwRSr/Exoh7IAbx5Y1mc/tmgew4pEvT312ZeQrnikC1vfJu8VPDY84GvFWwnXXGi0NMqKaIIiqLMsqO8Bp8oudsvd95cNwz11cadAjJnjCn6p/jvrmRD6Ph+GZoFv6vpotzSdKDIRYxoKyQPbj+gho2T2XA2xWCiws5lPW6oHqx8QKgC+6zrNOBDZ+RfyVvgKcj6oGMRu3PdkE7dg/SdUzEAB56Hx/fDqq2Oq0n6BKUCaR3ReOeZK1x1xhabp7GqxAIBwsMZfKdIgPts62CDMfph0sPtSnB7EdNwZR+0HVWCfwqRODUJyrNQMfuWN4hB2wLPaG1FiTrD1vKfJrmO+xHzYaEY/v1FdghBMAjvuRon/iABrNhjHrES2fuwwI+uktIw0X4Q7i89UkicXgPvMnq+j7rWbTLH/MH351+nGqbHnI4lqzEXTdG8cB8Ry9GEEz9n6f0fb9vrQ9s9S11XOZHazv8/NwdhFzYtkFjnWS99kvnH1LV4mUypNZI7NoeTtzsTapZeTyPFhn8fX7PWj1OeZ7u2f9OsYDFG8ZN1bxVZlfr6t4sbFmrvgzqZ4NUH+WnX9YHjfx+crvBbwtp2Q6uLk5P780HpYHJ4FvgPljfDw3SJ3BdO/m70XkdbkMflhE/qiIPBKRXxSRr4jIfRH550TkvxWRH8yy7IdLb3sS+Vsi8udvuN/f+RjbmiRJkiRJknzi5XUpBL8qIr9HRP6CswT8eyLyv4vIPy9BOfhz7nt/syzLn/q4GrXf72WxqLigvf+R2AHyqmFH4/r9fm8oy+dJE93Kq6EGvddXtPY46JVBKZcxV7lnKPRVA8uytGsRNHfehxMAjnY018dqvaC/XEebR86C8MHT82gc3tLqh4Nu17Rn2Pp49f40Q9Wa0QECAhFy790+RqH8vXDc9iBqrmvnuWVogFzhx88d/z0WAsbF5sDVToc1DW0dxGDMbhoBjsa/mlU+wZVq+v/gw2ClwfedO+6He4oM4Mfnc6s/oHnToBDzmbq5Zw4vJhPj4AeZ4SuHG4M1CzqBHZL6EyCPxbziwRepVf1rxZkvCP7O7W5nY7y8jKu58cr+8SygBxXldrG/GguD9WF2cy49+67RbBgnQW8TnslexFKGBalwsRS09foyzkKxCHZii9yaLVm72qbVZiMzfSbreKbrHWvcSakZDbDlkVU00xgZ5S/AOkHbyfxpGa9JHOH/9CJYkrIsO8jYwErVvdI4J51fPvdsqbexsLJHWWewajLOX9WMmX6nU+1XvZY1ZxlPzdgvj4WNLAPWbOHaMnAVG9vtijNGpELe1PxYbjZ2HszmyjPhYiMYa/aN5/zwNUKwsLKn2VeTWWjzu1/7QESqvbrabGysWM/5phm1kzMK4fpm3rTaIi8jryWGoCzLXyjL8n+sKwP6/oci8sf0z9/xG96wJEmSJEmS5DepfCNmGeCY393w2VtZlv3rInImIs9E5H8ty/Jv/3o9uNFoyHDYP4hQNaY1V90L7RNk0Mgy85NtnV8drbNzS/T9P/KFL4R79eOIbfy8MFF1vJ8OZkSVsigrv6Q+Irfqexo1vAxtQANGO6fN/A1nAtkE9OWAVZBn15gN8eki64VG7O6Ve1v5v1euTnvDjRdauM9l9rULQNLk+dc5/YnUBmVSgdLYENXvapUpr/WeXXj1w7MNxXZrteSlQgi0abldRtcvN5sq91hfP33vnohUSNZXY7tUZkJml5gCEDQCgoC3oSWhrfjQzxWdLNZr8/VaLEAvrq1+UvPpihxmGdBPrrdIbV2rPoPAZzyUxd789ewpkM6d4xATgY/YWBF1cZFXz5z5NX6tXCFYiB6cnUZt8vwd+/3+gAuBdlqMgK61vBVHwHPPnq49+EiICLd8fEXvWDOQeuxOpxmPKXMAbwKxMA31sZN9M9FYA6xdXVeR1CxHzbgvVsGQ+I/drorrcXUmfF0Q2rhz+56/vZUOi8LO8Tl4Bsyr2czOUr++OSepuGh7Vtcc6wgmTywMxDn589f714lJ6uvfs+XyIHsM6blzhDVpGQwtWFhhEwz3uaMWStY251FP42h4H2vRfLWyvWpWLP0Ov0mNaRaNQ1WJcXuQ5fEi8g2lEGRZlovIv6x//uUbLvkn9V/9O39NRH60LMuvfMRnfOmWj771IzYzSZIkSZIk+cTJN5RCICL/mYj8VhH5i2VZ/k+19xci8h9LCCj8sr737SLyUyLyfSLyV7Ms+0fLsoyTlV9Qyv1elouVIUDE+NaJ2lcNGFaxOjdAn/x61R4PNNRdHAU7HKgfqkn+reb8qjMHVEI0teX0Eq2ufx/fU4Q16BpLX+GyCNCG0XzxbeOvRTxvNnn1G42enV5Oo76hIRvCqlXoMjRguehU1Iv5FbqjOKsCaGxMfUQRu2fdkZvFmO6yVsWO6IJvDdlu47oI+ONM617FOdxYBnjfqtwpyge1YTk6Hg4NDeB37+gcgA6IlThTNAGjHHPg+wXSYZ3BNmfrx8nxYGD3BumBlkFhxHkYhzt52Hpv+j80PoMi+j7CnBEXgiWp3+/K3bsBuR/rmrOI7CJez5ZvDo/HJuYRWE9iKw/oCpRKxU6yb2gTqL3Zyi024FzRJf57egOXCPdkXnkm66RFDnuN80GkFkOi39s6boSzcVXVzjJW5ofZIXXZO6ZOs0bcUFdFROT6Kj4SmXvWVzvPrepnxYWiWQeaqcJ52HVWPzKkGFvP2U9sEtYOrH33dQ2wh2eTuTx6FrKE3te4gntqMcJyQNYV48GaY2643mc6gNaNOZXqmLpnienBcnc2Hpslw2JAunHGA2NLNhEWEcYHCwIWI3gMbuMzwZp6ouNW517xllFfR2Li4tgG3e4nw0KQZdmPi8hPiMjfE5F/qf5ZWZZPROQ/dF/5pSzLfkBE/mcR+U4R+VdE5L983nPKsvyOW57/pVan9cW3PvfQAlVI8fNlhI0sYhSnPOXtvDKrk+ZC+VrKc2qaGe9TjpPNY2alAcQ78Q+DJ7CBwKRON5xDD2vKQ1y+tTYW0b2M7KXA9B8TrjAul87MPdaDsYdZu9moKFRnMTUxhwalk1m6Xd00jCVBQ9BHv/vokYhU6ZykPHI/Nvb11SLqW6fVsh8bI95xY8mPKe4eX4IWhWd9uY0+RyxQTjcpZvrP3L8fxjHLbAwXji54xTO1bZg6CYAkiAhaYX5MdtCg6gFI4GRjWwXwiVSm+EGnY6ZgC2jVtcO8eUIqS5XUtXytqV98337otP9nR8F07lOj+jUT6uVFuMezaUwH7oNtSb+j/C+EQycadMsPW4GbikJdpGk6Qhp+CKp0rRr9dSf+oWNOaAvC+DG2zAlBeNBIe9pcU2p4rQVv+rVpgcykQFJqWH98fPpp1ykA9XUvUgUpo0j5lMB9WcpCA1T3Trlgfgf6WlzFJZoHOm6+ABdtIwi3cAoUwtzsisKUdt4jEO/KuULMXUU6t/YLV0O3c7PLgbPLgjddMC/j1cpzUw7GGhyMIuxL2vs5K1TJaDsSqdy5cVCUrWgYRZ5Imd5uZaTnG2DNlzW3wFY9izm7NqPRrUGeH0W+IYiJsiz7fRJ+zP9fEfm+siwvPsr3yrLcSUhTFBH53o+peUmSJEmSJMknXl67hSDLst8vIj8tgUvgd6o14EXkqb4Ovu5VH0EazaYMjgem2R3fP9b3g950WIJS025qiMq0XtXsINy4eBJS+tBIEbQ5NFzMc5a6RYCjPmOuRS6uJzGBCcF5T98/P0hpRFPnGTsX8IhwPeRIvsiNWUqc1u7NmuvV2jRWSG9IoyL4jzaaGVU1/c2VliNVDR5TOqiD9MzeVRgnTIm0bal9qKdM8mw0fwm3NM0epOddH1YYRb8HeRRo3NOtniiN8KfvhgItIKxdUVSBalgpKNqERUn7R5Dhh0qo41PhhpbqFLuFfAosf5vloNEwlEiqozc3Mw4+7Zb++9LFID/W14UG9rEazHy9qQiNfPluzMnQgtMW3BtDF/jo3VSMD1YZ1hfvW4lvt5YX67UsdBxOtVhRx6FUPgfhcx2Bq7ht6PdE527hLE3jmnlepBZ0t9kckBkhFqjsUtiwXgxwVxD4CgrVtmK1sCBDRyZF6lun1bJ5Zs0g/qwCRfv0VMbNzhfGzbk1uN67XpqNhlmpsJCyxnyQIIF7uE7Y5xBQcU+sHb4PzO3BmaDS63VuJc3yNOoEgGPFY99Qwrq4UhI5vZ65Zq1792DdykPQqKVb6vgQRMg8t9y6Llza8YvKa7UQZFn270pQBv6mBMvAiyoDIiLfpa9f/rpXJUmSJEmSJElulddmIciy7CdF5D8SkS+JyA98PTdBlmXfKSL/V1mWG/f+94vIv6N//qlXbdN2s5XH7z62UrpoigTj1cvZilTlci+fBnRyMZ1W9Laq2YESSZtBix64VB7Toq9Vqwy3NvRlqZCqGc4ccsa33s5z01RJ6cJPjy8L1GCESs4PC0ERfQCFWxAVqMMRmYDym1lmKBQ0gSaPxcDGyYImw5iDQkp9Jv0bQPCk76Ppo21fQxbigo8azWZVrEbH3ih1awhepEJfIBn83Gjn3/aZz4hIHMApcljExsriLnUNLNeGvqf6Sr+8vw9kSFtBpd4vzfexpICQLKBNx4eAuev53BCKpdG24nRKCHa4x5n6n0ttC+sJJHmpfQFlfe5hKDBDTAlImTbfPT2RvsbdEK9icQ1QcUMt7KwRCGiUzxmv+5C+9PvR9fi1aXPdj829CWjz/uQ2VjuHWiGFYpxA2yA9S+3TcS5ckBfU59fzuc0ra4y9xpjWaY5FRJbMv+6nJ44kre3GBzGaYRdH0mu3q7inWmCaSJVuaJaeBlY49VdDpOOIzrCk0SfOMNYD/a/HaEDaw7OX+p15LRVPpDr3jAqetaz9ghzNzhEXU2EWVVIirbiWBhvOFhZU6femnR8aD+XLGmP54ByhjUZQpGeVrSOonHXfEO+RZZn1iz3r9xLtxyLA+dnvdCxw+WXkddUy+FEJykAhIr8sIj/uzdci8l5Zlj+n///PReTbNMXwfX3v20Xk+/X/P1mW5d/4ONucJEmSJEmSfJLldVkIPqevTRH5/bdc89dF5Of0/39SQjGkf0xEflBEWiLyWET+exH5I2VZ/vKvR6M2m62899UP5PhSCwZppL9P+fBFUdAc7x4dGToEAaG5dx3hBhp/r0c6mvqYF+EVdIGWPdaysL7ABuiUdLP9fi+iUfNnii7JjiAGwmiBNdqV1BU0VyMDckWd0HR53yidQV34Jdtt+RSUs/oKQQq+P+6FGKKnIJAWFrl7EtD4VEmUuB9FnT7f/FQYB8hPXFpWsS3sWbzniVFaDlWhbT88CyVFN85njmXg5EFANcR7kDJ2/r5SOl9WfkDmAt859zTU7XzEW32/7whbGs4CxfiA2phLi8InK2W3MyvScByjcHykxC2ARgx1a2qsOKW90YijpE8faAbImWYbgKR0TnabnZWcJur7NA/tH2mbyD5h/XuyII/ifWndqgR3+PzegzCHViwLf/nlzNCmQKzj/LHsUSwA7KN6Wi39ErkhhU0LUFmWhvqFWV/Ho1EV3e7IwWin7X+NOgdFeuse/mhfaIg1zx5gj2NZyfO82lOeJpt+kjpNLJXGOXk/P3PoCw9B+DXWcSJF0OJdlsvKUqhEPCfto2gcWBdYQGjjwFlUGA8fR2XxHJwrpPNBNoWVcL46QON+rXH2YhnFMnBH9/j9M9Iq48wP+/1Q1G/nja4vyLj2u/1Bhga/HxAV+QyG+tnWar38z/prUQi0HsFPvcD1f1xE/vjH1Z4kSZIkSZLkN7u89iyDbyRp5bk8vHNm6AJNt92lRCl5+nF+8vFxhd5NU+todLMjeSGqukKw+Eg1z1ZRPK8Q8qBli9YXQkNErE1Fhcy88B1iIoxoR0sH0zaoWL1FYTlR4h3VoPcuirhVyzqwKHCX/4xmj8aLNkv7sbpA2cw90aKZk96IaHvN4dXxnWtWB/m7/WHP+gEXBJkco3aYt5FGCT96HJC9jzkwf6tac2hDrlYZqKEbqzg7ATTfqBG2dJTkpJuFe00nmuGgn99xMQNejD54DKWzxhwoicxgqbnwlM2ulXUd6Jgxdgj9IXYGwiryor1lAAsA8QBWwOpYqY8pr6zWAHytIhVaZr7g+jC0pCjz5G5AkaCqyVVAY6y5lSvu4jNdOs04Wwd63or4qCWfV9+tj6XwvmOzEGlpXRDyAQ/JMl7LRh6kufB975PPsgOLD3PEd+AOYY4YY9A71h3jVNDxg9OZcR6sY+pbixsoCtvPx0dhPxzdPYquIW8eXgrOj7vab96njZwzu7VykWyW0ecWe0O202VmYz7VCP3bSihzHVYbLIWga9bufBKXETdaZt2rLccVUNSKZfEs4p2+dh7Ohc8+eBDGUi3HpzKK2nSkWUYV7XZskWTsuT9t6o1jfobVbGXnnllyHJ28t3hxgGTNrOLzfgn5huAhSJIkSZIkSZK8XkkWgpo0mg0ZHA0MleCX7/TjgkQj9ed3VrGGnGXZQQSq+fgVGR7n4btEsuIzBIXmrZ7dK1y3iT4/bgUtFGY7LAwg41Y7N60Xdjw4C0BLoAijXVvD/wAAIABJREFUAVa0QVlfvl86lEEcwMmpy8PP44JDy9nKNHHQEtoxAkoAXZFfDOIHMYLaaANzs5zGjISgD2ItQDHtXrui+VX0AAMj4wFq7F7G2rinaoU1kjYz9itFaZPzSdRn+riYLS0bgDEG6Q2OB3ovzR5RngnWHqid8bDCUrCaqWUAC5IvfYpFYdjrGSMj889YZRYjo3MUCBalq3nWIGFDVdp/1rRZBFhvymh49eRKxyc89/Lx5a2MeViKWEusLaw7VoBK24gFpO53FamoiRfkjuscHdCR5017jz1GXvmxWl9YQ7YXFa1D3U0cRNfRUnsxal+YG4fVHvcZKrSb/vFs3rdYCoe2PUcKYnn5uibpA/Eum9Wm8pXreHj6cOb7Wq00108CYu67bAIYD7GAMGdZ82bcyXiNToa2frEQGH+E7gP24v2HIYvAl9jm3B2fhvPxXhaKhzGuWFLwubN2scByJoxORzaGWAjf+VSwJDHWCHu1WOk5mlMMKzyDM6vYxyyZWBpZy1he62cZsRQ+9gzLqRWqc5bAV6EtFkkWgiRJkiRJkiSJJAtBLGUpRVGYZov2DhIwX/qMoh/hOnxunV7HEFk9slqk0sh55btok94PZ5q/+RQpihTrcKD7wbjyC9NOtMdTRfSGlKcxIxlIEJ/epSI8kPKxcnrTJvOJad/QhEGIjUZmqMLXYkAs8tbVWUCT975OHxfBs4jYJdq4HKlVQ1GfXFcxIObrd2PImIM+QJum8StKgaPcuMwdZz/3wXc+m1bZG2Z96cXWF1ASaJRxon+8WtEi+BhcfAdtHqjl4fhetSZD33OLZcAKU9XgiOeGokWsF/pJ25gLz80OL8ferF3x8TI4HsgJMQ/DeC0x/75oDz5SK7Xs1lGxi/cF1o+exeDE3Ar0td/qV/wLOsZW/+B5/d7GfPINZ+3ItuGVuAfiHXwthLzZPNjvxmipz8qtvG3or/nlsRg0KYOuPnQ9X2ijH098zRb302nJneFZ1H7YVekf4wJqxYduVi3dg1g7T2Au1PXFnBSuvgkWhaOzsXF78GqWnuuFPiO8UswLa0bLrQuLtVJhXZGlQIyGlSzmvGZc9qXNAZbgvHPzz+RIi3zls7jcOeun3aeImCtcp7LiDMPipOPRG/YsLsdiRabK3Kpl49l77Hv2SafXOYj5eRFJFoIkSZIkSZIkSbIQRJJlkud5TTsnyyD244DqLLJ3VPkcC9UOPYpoOn/1QjW+1i3R5GjytKVCOLG2aX6oWcWeZj6sHRUWY23YkD7VutQvJRpcTRS1OFRl44K/3+IltLSsau/dTrvyHzZi7nlfQpS2WTUvh9Lsc7W40Ic6yqr3ybI3NlVpXhAg17Scf9ZHA9PWTEs1Y53x/lcYK0FCWBTQ7ok52a63hojxYVp5Zh0nLCltLAguUp1YgrbzhZs4iwvjVC+16ksAE3eC5cRHtrOm6G/boTKrFqlrmbWIxcnHd2w3W5tHhHEAlTFX9jn9aDWifvlMH4t3WcXf91X0LFNon1XxC7q+sXTV0XO9/bYuQGDaBBCkZcos4ywcb0Gov48lgz1VlciNLQOIWRKasUWgOh/iGijEhTD35pvHQtmpVWjVa5hXK9Xt+Bc4N6xiq2YnERFP/IchZiq9Uk3VVZHcrrYiwfVfnRuMlSsX7zkgGC9erY0ursVbSg72fC3GgrGhH94i6rPNeLVyxuN4vDZqtbB4FouPCXPJHGEhKMuyWq/EgLgx42/u1WlS3vkNrmWQJEmSJEmSJPnGkGQhqIvGEMyfxtHDVaSuapVoq6q+E12+XW9Nu7Zb1lCiSIV4+uqHA02cK881WiaMZBZNrc/MVxXa0iZL/T/r9eaAYRCubcsr1tx3i3p1sQFo2/gGVw51wUiGb5DxIIp6X+zNr4xWfaE1GmAU8zXod44tzji71f96dBz74D0C4DmF08K7g65ZHy605gRMZLCBwTRGpUFjatPPT5QbgIprA+03PkKQNMiaNlo+9mZnzyZb5PPf+o6IiNx5O8QtDNUf2XJolCho5jd3FqOti1GZX2vdd0X/5tduNowl0sdtsH75G7EMBY1L8J+D3nj2kyeBz4L6CZYDrsixnecVV33NolUXUCprFrE8bIfa8A1/SP0NXYPHyghJrjcWOttHtfgGmz/4BkB+uxiV2XXaNvYwqJbI9ZNu8IPbGp5qvYHrsL4sFmm9lv1FbEEk9sUqi7qYE8aHbA1qZPjaKMYJ4PLWsepxv4sPLoxNlWwBxgF+As4ifx5iUYF9s+E4QeDYsAqfWD10yjmnptO5ZULBv0F2gWULUU/GWWl8FpPF5rRiS1y5i+OdELMY6Nm+3WxtPa8/jM9Nzq46w6JIVeXyc2+/JSIic+03c3VxEc52xvVIa14QR0YbyN5q99rWhiuN56K2AW1ob2NLaz2up3TWhBeRZCFIkiRJkiRJkiQLQV2KYi+Ti6lptKBPkALoH9Rv/vGaLwlOeVAnvm40dxj3to5zH657NP+OYxME5RK5jGboeenLfSlPtDb8coVPX1GDi30ANVhWAoxt+jk1DQyNb+Ncae8jpi3r5VoulYEOhG+VEmHYIpKdKnfKOAa6Jmo2m8SWAB81bjEZi7gqWNtV9BOpNHueXeqYobHTX2NQg2mQynsF/l3lc9D8fMYBVG7+TOoy3BnLfZ1HWP7gH0CzJ9IYZGCMfup/JDMEi0FpGS8x0vYMlkRd1/2S5gslGpo4Bp0/UKr1S589exReqQLp2RRZH8y1VXtTi8Hbd+6YX97HwIAQD9YivlR9RtP8uOEdY83E763fIxLeR+/XLRKsMa4ZwJ2h+529xjPglceyxHqgL8OuMjU2YGqEv0MzQ2q8FMiBhUTvSfVK2j3QMa1Xa6yPU+asXcf9mCvCziiXGZG3cxFNOqJ+BHU1LnXezLrg4lKwdu59HQl9JhYDhDkz9tWiqhbYdRZDapfsqf/Qi/lZqFHAGqMyI2dQ080lsl7HFU7HLpNgu9naOcHvQOH89RZbNg/7hjPu0XmwkI0Wmhmm64U5OhrHsUVrtbiRvcS+2+/3VTwSVlisu5zpnp9C/+6P+inLIEmSJEmSJEnyapIsBDXZ7/cyXy6Nc3y7UFY49U959IWPDK28neeVj0fRExYCkCuara/WRWQ/vjNiA0CAaJPU0O6q1mmMY9QHXy6rmvGqVa+cPxbNl7Z1jmJuenxf+DytYqF+H187lfXQzkFxmdTquVOtDQsAEciKWMjZB7ViCcCvybgh+KOxuHjGO4T4h6FUGjqIkO+MXVVHEC6vVpHSsYUhPqLZeAi0D3c+FeIDTh+eVmx2ZEk4ljIyFi4+DMhwovnGjPEzjTGhqh1j7is3VtktGvdSQ28g3b4ypWGlMF+3riWPqnwNdtB4Ay52nQt8yaCvS10njCN9qbcBAeHw5O0ujng/0nuTjeF9pz5jhIhtXrlf3ToG6iQrhHtMNN7l0bOA+KhOyHoB0YH0LtVHfH5+GfXJ7xvGf72rMpBsDznkf0crAvoaDfTDYgyolggDn54fWJgslqQRW7tWG7UGzBbVWFKlUWMG7ulaI3efjA3WrvXT4l6Il4rPOiwBxHP4GIVRr3dQ0wHBalE/Y+v9Zz5nzmLgrXwHFgY9HyRsN4vV2K63Fs/FuUG7iVcxa4y2n/n13BlwjzA+nKsIz8RqQ5bWfLUyK5QxlFJPhfNv6Bht1Rp1fn4pO5fJ8yKSLARJkiRJkiRJkmQhqEue53Lv3lnF0e987uTdzjSy13xNNe0WbRiUSe1vX+EL3w8+dGNFU/8bUa8b5/NCK10RAayxB121MHS7nYoRbBNHLFsEtmquoC3PQIjPuHARvWjMRHAzLnDAG/PbamOowtd2ALFU+bWa800FQc3NpU1kRGxcLIbltqv1BjRic4KFooaw+H8LRESWhWrbd0/uhn6qTx0rBpwRoHi4+hGYKk/un4iIyNlbgfmtHsnOPVhDjPH0mbKU0U+410Ef2tbP3L8ftRmUShS58Q1Qs93ln5f7Usa31B5g7dm65xm92DLSvVY/7USr9sE6OLg5bgFkhZVnXbNU0U5jnMOP6qLAt67KHdwJWD6eKppjX3mkjfWCLBWQ835fSlMtPFipLDpeUfvDszCP+Jl9rQKraqn3AeGBYlnDRMiDHOsWGOabPWuxDjo+niWRfcTcsXa7w7jf1LjAAkU9gXYn5nM4ORlbthDzaHtT20kbpxdxZUrYUb11zrhXJuEZxAOA/vGl12umwEhoMUfKijhSyyJxGNVDJHqfcbnS2KVzjaN6606w0h0p26rFCugaZd1YDFZZyv2TsI/h/rBzUdt4rZYvUPtYY5DGo0HUr4NMqG1cI8fO/FxrJ+h6Ga77FmfButg5i8fMsc1GVopU7TBJkiRJkiRJ8iqSLAQ1aTQy6fQ7B2xgPv8a/82oGbRXq8i32liWwRl+edWi0QYRz1kPmsRPtxNF+fAUaMQvKB+fofled5VlwpC7+ptGw7jGer0SYL2fVkHPscVZtL1Gvo5dBT6r1HYd0AjMZSKV/7Fi82vqWIVnkJ8/boWx9LnOxsm+iBn7LEpdNX1DVtqXTq1SHRXC0KI9ogFd41PvOf8cefggxZ1jA/P++0YB8lTGv8nC/POe7Y18aawMcF0s1GJAtoZlZehaszV4pvwFrs6C8VTonA+OBgfXUK0NYQyrjBW58XPGAYZOX79jk2+i9w0JrTdmNYCznrVYrSFFPgpV8lWcheAzRfChn94LSJB1YfUUiIinb7SlnRsKu9S4ja8+eSIiIqNBHKdgVpZmzHJn99Q57fdjS5sx9dEW3bP1+7BmnumeIQ6j1485DtouZ30z0EyQPRbGGPl7rgCsF2SWHDH+nVbNGkF9lbhWhfHk92NOA9gUuZ71ZdlHjgvA4h4GsRWwKAqziLaL2DrH2A1cjQrP74JgKRkpWq8qvPZvbAu1MOhDM2/as/211DbgHLy8Cnvz7CyM5fgOlWg1TkFr4FCzoVurK1LvP3OLJWa32RlfBtEAZBtwrVmadb9M5lU82z5ZCJIkSZIkSZIkryLZq9ZP/qRIlmVfOhuPv/hD3/M9hjqMkWpBxS2tP6AaMpHAoJ7VZmMaLX4lxvda7+F5wn00LILvFG2PqHJ8olgIYE2ro/KR+lE7LkfZ83eDsmDcWrgMBp7FfbBG3JbzDgperNdWx9viL2B3IztAtWQsG5br62rQgwD4vPCoC7Ti+A3q8Q87xx55cqJxF2YJ0mhwVY9B6aVDmWj2Ftmr8R0w0cE6CQqr+78tfgHuBywgcBuQ6019CaLJtc18DkKgqqH5KckQcDUj/JyL1Cpvansbbu0xV4bCdS5BOK12fG9QLnPFfrlUvoK+rsduq2X38pYj9gG+YO7tq9chvvolaM5HdC/duBAH0+q27Jqnl8FKZZUGGVOXmUCWAf5t1oNnlTQmPhfxz/jU60swB4jPYFjpGuv14r0G4r/QMbb94/gbLCpdzw9f+6PT71TMpJc3W2HWsIUOYyseVqjJNJw9rG3iQvw+MKuFq0PS61YV+rgnY8d5ACr35yYonPnvjVw2gX7ua59sXGwK41S35N5Wy4bML6y3WIaIqWHsrfJkEa9p1qBV8NTYHuIiFtOF7SGyqph/1ihsmstllZkgEub/z/zyL8v59fX/WZbld8gLSrIQJEmSJEmSJElSDIGXsiwNvYFmRwOtoU3UuSJpY0lz7F8iIs/U5+/vZfwBrr4AsQFoj8OzEOla8X/HfkmksdHMAdpf+2zr/M4eTZuPXNED0dFopxZNTM47FdbUJ7+4XEf3A2m28/ygqpjxmTumurVDSOa31LbjK/cVJjOHKEApIIfTk+CT7/Q7FWe/8irweu1YHxHGocrZjlknLUpakRAxChNlVfP1GDbbbZX14NG43vta1wOsiT4fG99pxcAWV3cDQe1WoY2XGpvBuPdH/QM+fJDg3GU00H7QPG3x6B3xPlFeYX5EdkVhz8IKMR6FsSTLxO7JHPRj1lBDVbdYKXyWArJ0e7a5bNo8g/wNsQ4dA2WNWVDk0OJWVbu7+XOrgEpE+17nttwbeyH9ov3kyZvlS+eM/QOvB+jUzw1ziyXxsGqqxjPUqoEu3HmGtWHgMjfsvNO152OU2JPG4Kd8DlhY75+eikgVL7Fab8zSaXEZxC1RJVTXGFlKj88vojbix7cYEiq8tuLqqIwLWVlE5BvD7GJhZzEZK75CJ2NNm2fPQr9YT8bKSiZQU9lXyRjQufSVPvdSWSSPND6NzATON/oLXw3rwyyP+33KMkiSJEmSJEmSvJokC0FNiqKQy+nUNOATZexC+wK14G8CORvH/3pt/ABo4iA+Y2aD73sT7mXoE18WfnuXEw6Sxidqfl742DsVD0HTZUdcLuPaA57ta+t8hcaopn93HGOXZ6IrtA3k/Ha6HZlp7jH3QmuGcREfqB8vzyxmkeuKnEyrJod8FbcZtGd1wvsdG0OYJfFtW50JnUe+i1UHvgmuZ4xbizB++BBBCsbdr/4880s2m1UdDGd9qLPWiRxWeQTh31YdkHVQOCuQ95nurqYHHO0I+dQgxLGOPePiYzDajTiP2ixnit7EzeWm5kNmrD4gT1yfPXIo1LJn3HisJ3F8A32hFgiZD0Adb81o1vLNaT9R4Yb8dE2B8EDxrEH8/rSJ+fbsgfh/eSZtvlDO+26rZVYU9jUsoMwf+4B+TLTGwUafzTgxh9yP7/HMVqGWFUXaWJDW261ZEbBikonBUgPRkn8/PY/X953jo2i82Js8m3MDXhTL469V/2Os/DlA3AWcCFYZUK0LrI+ps/ohdj/9268Hiz2pVWG1MXW1S/yZY3VnnEXN2BNni6jf7DrfR5/V0Gg2qswcHVPRhCDWR2ejlgIXJ7YtCnl5+0CyECRJkiRJkiRJJGUZmGRZ9qX7Jydf/NF/6geMHQrE1HT52WjvaNbmc25W+hVVtUARjDMok2psaIIblz/OM9AuiXz2vvQLjVX4ytOnIiJy//jYuNe7tTr0IpV/HYuAj6q2iFZqqPv8cm0bWjnjs3H+726N+9/77vibzAbQAhruXc3cAPGB3q7VP0/FORAl6M1H1ROx28gblc+cjAbVyK+Usx6/NnXfvSUEPnW0c3yqd080y6QX+wifXgT09ej8XERExsOhjFyWCOJRBhq/tzrwynryfm+EubM5q9VvMH9jJ0b4tBvef9YcVgv+pvod8wsLZ9/VVTDfusuk2O12NtbesgUqY6xzt7cYt+EA9rjQX5Cjbyuonba0buDAx1ds6FTH8LbYG/qDNYr9cwZCViRp60wtDtZ/lwGz2+0qbgIXc0N7LbuG77rrrBaKrkHiWmDwM4TtKlsi08uZvPvoUbh2F/NrsBbvak0D5oBfjIab77ljUb1pzKP7Y5noVnUtGNudi5Xy37VMKvgZXFaGRenfgt6Nh8A9Z3w0tM/IEvBn1pPLULPibbWIYpUp3XrPnJXLsjbcnmcO2fNPrq8P4ltoJ+NT39cilVWq2WymLIMkSZIkSZIkyatJiiGoSTNvytGdo8rX7pjcjKnL+U7xOZZleeBv8tG+aIdEyVrurmqwQ/WBjogCLmKN1vuaH759T0REfus/9E0iIrJarOSJVl0D0ZE/jFZ9DH98O45A5lkgSNAEKOPisVZz02cfqfZKn2BTLHY76anWC7qAkxyk052Fe6MBe0S3dNaZIyqHteJ4jqrSms6F+nktkjdvyOhEkb/OHwyCxtqm40M+MH5o2tLRdQCSQeO/mmiePbnTLsbkC2+/bX3wPArG1a4MjcYSqWuJ+hDUtWduqIGApQABbdjckb+tEeSNvHFQs8JXDDSefL03Y2zrRi1AWIYYj7bLt4djAhhPVkpRFBXKdNYr5rnpYiBAX4b0FAmzNrFuEL/Q3IX73D8LkexU8GR9UEUyyzJbk1Y/hDr1GiNA9D3smJ0evBVxzAHxHRZzoOtn55g/jeMfBsdm07JD2iB7hWi7tfJQNGI/M/U0iN+hRoPn3fcMflY/QV/auq7OHrQNZcMGSVZVVyP8fe4//fHZKqDUE8dX4DMcfFZWWZb2XnfVie7N3Pg6EpZtA3LWmg1YLbBWwg3AWWc+ecaF87ld7RtjntQx5d6I9bcNR4JyOziuiJXGSZHBgHVr3IjniHOmr1bjzw56B5kNVnuiOY6+UzEuqlWr2B/ECL2IJIWgJsWukMmz64i0Q6Ta8BSo8UU9KN2bt5p2aJC6BO0tP1SFUtHyXTsg+SFUM9VxT82Qg3gBcwghtLUud0+DKZcfJkqsPtFCMKIvHPCjIbSgMW2wlVZ2gXtGGkO6jG6QB1oUpG7Ghg6YBT2/DoF6VoJYKUbvP7yjbXBlPR1ttCeswfTMxs+P1dyPe2O/PzCRo1T0XEEY7GVsLqOsVWulBYepAoS522iFIZEaHlL6mnLRp5gPpk49HPPYLWUFUDBXZ7HJ15MHnZxqqVodbw415rDYFTVSk9ik6dOo+BE2ZWsXH+A+HZEffvrbVWWGPtm6KsrKbcWB78hfaDc/zsyv7R/3o4QixQ8nLhMK9XgTebOWxse9djMN7IQulyCvHDKo+J60jXHj+sePzqNxsZLm2jeK2NSJvWysCFjTfhUN0kpj8MH6eVuVDlwDEPB4ymbmjvuSOlwv6sO8oQhQ9Ay636rIlxYpalUpiyIi23VMrlUvWlQXfxbUf/Ro524QFwBClnr2Qrfdb2kp6m4cfM154cfLKxQIc8i5tN1sKwDhiLhQEO7SVtYeKZJQwOvZhEJFsTPOISOC0r6gGLAWskZmCi5uvF6DNRif0Ywb811si4PA4xeR5DJIkiRJkiRJkiQLQSRlKfvdXq6fxaRCBMlMIAt5ooQciqQwFXfLtixdWUrEEwpBBmSBN41Yy0SDlwDwqvLBen+QIRSwpiGvN4ZoIS1BfNAQz8Z0DnUpQVVdRbEghQdvhfLAUzW7PtHUMe4DmUqv05GOfteQCQVUMM3p55guj+8FhGsFT7S/zx6FFK3LR8FdAcIpHdmLEfCoFm+IYF+jZHWlp31wD/ON+6LvAkAFWtNtHPhpCCF8apYFNP/JfG4BWns31r4NhuIVRXQbSsziXCQjLXYCXS7kSMWzmKDGShl322bK5xWEM9c19RUt7kPZ32OX+lquy6gNni4Y69hexxnrRF2M5njjgmh1rHxBJOS2wDQz27tAtpXu4dn7j6PrmdPtbmf98hTfrFEKzFBoauOsEpjYrykso23wJGN31G2Gad7Q8GZnlg/6T9ocacpdV1oc8abv9VbN+NvYumUFejhXdPxZL+vt9mAcQNkeafo0OQJ9ORdxFZgLVS0IEIHRJvZ43d1DOzkXlmW4p1lxIF7Se/IM/ywChnFTVVa+2B2KlQPrr9HSz3JZzVbxtbhWjeIcciedgzJ25334JJxZFiyoc4y16rZyytDd1+eWs4f2eneWTwnudNoHe+RFJFkIkiRJkiRJkiTJQhBJlknWyA4IRygteaxpaQSstJxfqtxX5UwtCGhWlaUUqbTGYw0GQuukUA4+I1LX0CbvKBXv8CRo4Wi+VlaXQMddYagT8QV0DPHW2i0ikpWO9Ebb1N3FwUGgN9AWcRB16lfvR6Tcb6fn0oS0/SBmoy7exv0zHxmBnK6PWAgIGqunenm0zLW5S+FEuLcncsKC4AvJ+HQ+C1JzQZr1/nGPvpa5BWUw5mYpoDiLS12DLtYCmVS1B2Hh18cKsJwtjSiF/hMMSCDWmSJZBBTi4xXGeViD7Z5aK9TnCnIC+TB3BGl2Bt0DNDXT14mmgLI/sG6BjHwBGAK2QHakYT1W4h5SxNizxNNAGb7f72WmhFPs87ZLA2NVNB3iL9xcMP+kYRq5mC+Ko22uU4czxlgbdi5NlzS6OqGSSGXVYU0yh1hIEPaZBd0Sc0PK36BnyNXotZsxTgRFP3sWziRiSI6UdvogDkrRuSdsajrrlwUErtZmbeu5NFQrZsY5Qr/ot7YVf32XImC65+x8ZM+7AmV2ltVSH6dKqrafxgHhRvvMfieY1qWp19OuRSqConwZB0rPXFE5i91pVXPoY4+aLv4Ja60F9OZNeYUQgmQhSJIkSZIkSZK8RgtBlmXvicg7t3z8uCzLBzd857eLyH8gIt8lIl0R+f9E5GdE5L8qy7Lw179UuxpZRffq6EDxkRkKQ4h83+4sHQh/IuLLboIM2q7cL8jI+46sZHEtnU6kQl9YGIqyPCgFDLpE27y8UoIZ7yMnsl81V7Rq0JyRIU1jFI4YjeY8q9KIXKobkbUeyaNV8/dTjU+AgpVX86FrypiVntVx2bs4iU6rdaDZg0YoGW2R77tY0zcqV5dNQVvGWHkooKJ+4NVc5/4GX57NWzfcg4hkxnSi6wdE1HK00aAVEGVbUYcvj4t1wjJk1uuqFLVaq0DR3Jv+0k/Gp+kyYoi2xzLQcFTZoHfQHX7Psiyt/0RwWzln3Q/cg/6xnxhzLGV8b6T9BZVagSZdT/tb/KllWUYlsuvjwt+nSo6FJRBExzq/p9aHA9ptteKB6gpHuwvldb7Z2roFTXsSNN6/0vXhrTkU2rIUv1tSBDeLbfT9elQ+VMwtly6KEDPB/IO+LVuCLApXcKpeFl6kijEi9og4qvFgID3iT3Y3F9AijgtiJr7b2CumVb8/axELrSf0eV/JwjjLsbTR92fXkwPaaG9ZbLv4Day/ZHNxnRU50jlhHCCTY28PdFw5A7786JF9Z6ztJC6FOeAZnFXM92Y6tYJILyOv22VwLSJ/6Ib3Z/6NLMv+GRH5cxLC7P60iFyIyD8tIj8tIt8jIj/88TUzSZIkSZIk+WTL61YIrsqy/KnnXZRl2VhE/hsRKUTkd5Rl+X/o+z8pIr8gIr83y7IfKcvy51+lMfv9XubzpaEK6Gah5Hysmi1IileLUt/vD0qH4qvjbzRWtMHmQnPj0dihRVYNEetEw8hMYjR2MYmLeQw6nYq8RWJN9qnyEJi/P+rMAAAgAElEQVTv26FNNFjaCCENWihtBhmMunEWw66GtHMtpgICLgrlNCCq2lFvghxb6ofGj7t0BZa8pYTxogAR/n/om3vt9gGBSOYsG2Yp0Wd2nRZufjWnlTc0IhxrhUVhO9rg1Xpt1iZDLMSnKKoACWPNgSPCqEspVoSlwKHWxiz2c7Oe6gWGQF3Mqy8+BHocqeXjXi8udoPAnUCuNGtxRvEo7YshqrWW9r3cWTwO1NS+OEvDoW0r7qRj/uRZyDYxtO1QfdfFdfhCQ+zP682mKmhDESf87JuY84D555lXrjgWz2DdbLVwEIJVx8embNZbo2oGAROfBBIcZPF+2DufOtYGH5viqW2Nflk/Z45my6WtNcTHK7CvsVZcPw7fBeGO3XpC2Hf+7OOVPVuUpY2h0fw66nbGCfHFuzwBHHM21e9h/eE8ZW6xjlg2Tp7b3qENM1cczkpMY8XTNmC14P1net6yp/1aZ849vfKg27W1Qjt5RqsV/2TTRp5Rt4i+jLwpMQS/V0TuisjPowyIiJRluZLgQhAR+TdfR8OSJEmSJEmST4K8bgtBJ8uyf1FEPiMicxH52yLySzfEA3y/vv7lG+7xSyKyEJHfnmVZpyzL9Q3XfCRpNBoyHPYNMZP5i+YHyjg+CeimOyLvWrX16cLQ+W150xYrYDnbMSsa/jjPsOaZ2YiOvXcnsAOSp1tsd5ab7Qt3QCPccD51tONhPy64ZAhhE1stEAqpjPCZ0vdGVuWXq4UAvoHR6ejGe1d5xDH720b9bfjru8O4HOwGWtBRzKq21/tNZ3OzjICMQRGfengv6j8Id6aognGimNFQc/8tnxiKUHzzRhMcxulI23rWPrH4AiK1acM9ZXfcOPbD07vH0bMYR6KKKd4CGgFtgLQefiaE4AyUl6Hevq3FW6ifeRnHs8BTAEUvefOwuS00E8YXbWHuQLOeArceVX91Hefbj+/EBYKwOhypFcIY+FpwHsSR7bTN6KSx9ji2uX0NSRpvgEOZgnVGWTRZH6cgQr0Xa5yYHMtld/FCtued5SlvNo2S+/govA50jbGG4D4gdsbnsjOeUBrnFmWvbJKteM+yjqxP41HFalg4amUi2nX++5swppQ7tnuqz9qsnrCQtmILJXP1tvJcwFwoUmWmzF1xq/uDeM/xPhZF1ubScYtgmWXvehZFiz2C30D7Phr0LSuITKfzy+voO8fq16ewWsUBo3tUM8uI82Adje+Moz6wxpk74mAG3a6tleMjtaRRWtrFM93vBYZX1sNytnyjqYsfiMifdO+9m2XZj5Vl+ddr732Lvv6qv0FZlrssy94VkW8Tkc+LyN/9WFqaJEmSJEmSfILldSoEPysivywi/4+ITCX8mP/bIvKvichfyrLsu8uy/Ft6LSrp9S334v3j5z00y7Iv3fLRt7baudz99F3pXQat8tHXAnMbWufdu6FgyugsaPNoksab3WtXnOyqZW9d5DV5sWj2x4rwQUZorM089gGTd5rbdWQrxOWV252W5YODYPDbo/mDbAuX68/3iJImYtkXM0FbtzoK6rICBbeaLUM6Rb+IPgN1kORNuz3XOJr8+CxoyA1ntcAywPfaY3jmY+72zdVOForcLPZDUSZjSj/o95E+09eNMN/hDh74m1nTjLlP+9Addg1VnjwI873UqOiVIhvY3MgWoN+0EVTvxeIW1DeKBYZXMgJ2m52hqKXLGjHUZWxxMbJbrWP/bbsVo218n3AFNFykPJK3cmmdKPslXPy65gwBse43cd64r/VgFrVezKZ5tApHAONKn1l/PLc/7B0USiIzAwHB+qI8VmpbrVDcc6ZWCly43kpoqL19mGdObQvmy+oFaBt8MZudWw+sE4vFcRH/nBf2bGod7fcHrHen90+iflrczybm3GcvY2E61bYwl9Rx4bzpzrtRG9h3+/3+YOx9PJPVFdA1RvGn3T4ugsS6t+JXjq+l7bghmDP6MjwZ2RjPYVh0li9fiAt21KF+76Q8jp7lLa5WE8SdP5PziY3Hwe/IOma0HByRXRJbytr9TlVc7CXktSkEZVn+QffW3xGRfyPLspmI/ISI/JSI/NBHvJ3xVfz6tC5JkiRJkiT5zSWv22Vwk/wxCQrB99bewwJwdHi5iIiM3XW3SlmW33HT+1mWfWlfll/crDaG7O7dC76ua61QCDuYVQFUHyEa5HDQN2SXu9x009AVjbW0Kh9+XHj3QLhohGj+VqIYlAqHu7YJLb/ZalbVCsn/1nu3agxpIhWyweLh0Qd+PXxj+MoLx2uAhmuIYrWRycUkahdoyioPOt+msdspMiBOwxgKtaIaPkPmwFd38yVXR72e9ZucbdADaKqytsThJx0sIPBM3FLOljAR4/aHT1/buN1srSqbWWXUYoR1iTbCVIlf0SKbHbPjlx89Cv10efeM7+T8Wl/F2mDIRPvFK2NHv0DVcLUb8tf+4a/Hd06+tUdxxNawlq+eXJmfGT8sKN2PvVXYVEsQtRusQqWryFmxaCrPgfaNz8luYK+28rxCqLqm4PLw/AoHzHrT2PpAv6nH4fvN9VNFnFgK8FuHMcPKpJwAHeoexCWWfQnlhssI2G84P8Ja9Tz8dp2aCPa7/cGeIc6ALBLOA+oh0Bb+psQ0Fjak1O4xJ6LnKuPM3Ow2O6vayPk5cjFGMJliUcIihBUHroeNi+PhLAdxY81gL7fc2p9eTGw9EKeD+BLtrCXuiVjVT1eJlv6a5dB9zhispiv7rSGrwNeumOr5utv04nv2OzZGLyPfiFkGT/S1ngvzK/r6zf7iLMtyEfmciOxE5Msfb9OSJEmSJEmST6Z8I1oIvltf6z/uvyAi/4KI/C4R+e/c9d8rIn0J2QkvnWEgIlJsdnLxwcUBT3bPKo5RgzqusIeUxV7mysQHqoCLnMqBRFN3jcVMc3w1wn3vWM3QXHOrVBcjAzRHNMSs0ZC1aqJkS9i9tJ34fNHUeTVtXH3uyFg5yxkPNF20WKLv8aXtd/sDtj40elAnmjwsiKB2UAb9tep46zg6+ujuUdR/q/q3VFSuKKeV5xF3PO0TqawSCKh0ofcAAXhu+iofOXwPtEGuNPnsoLlGo2EZDiBiq/VQxBYf5sYqTzqkx7PJGPE8/Mw5KAUENewPKwuQjilrj7/nWjehsnzEbWOdYK0YDwdR23yFThunWk2HUaF54PoMLCJkWWwcS1yvW8VAiFSo1aN3fOagrOUk3PeDZ6HyHBkjdc564jYQWEJZ39NLjZqH734c5+sT12Gso7qGsfpYXQ6QpPYRK9iuxlsy2ob+tlfsZ80rd2jSVyJkz2F1YI7wR/vKfT7rqdls2pniWUW91SbvkI2gsTPOomQxNNRToL6GzqG4/UdsQm/YszHmPbNu6lj67AHG1ioOqrAXWYs+y8LWvJs7uEWam4ZxHJAJ9OBOiI5g6JbL2FKA9cFiyvaxFZNxwbpl1p99ZaURkciCRz+sMqbuUa4xLgPOYmIh8qZZIV9GXouFIMuyb8uy7PSG998RkT+if/6p2kd/VkTOReRHsiz7bbXruyLyn+iff/Rjam6SJEmSJEnyiZfXZSH4YRH5A1mW/aKIvCshy+ALIvK7JdQo+Isi8l9wcVmWkyzL/lUJisFfy7Ls5yVQF/8eCSmJf1YCnfEryXq7lfcePZKR5r7CptYdB83ZfM8wWYGo1SpweTWR5iquBIgW+eg8IBXQA/57BI3Qou7zuKJWw2UdoJVPp0EzBFkOT4amqZ4ch/ZTOfFa/bdwtBti1mdS1x1/60HMAXnUit773dgXv5pWPnP6c64cAMf/P3tvGmtt2uV1rXuPZ5/hmarqrbfKl043BmlBm7bBAI3SQOIAUURpFBMUHJFooqB8ojVtSExINGrjBwc6tAIJGEwwCJgYbGRqjbQ0xNDRYHfb0/vW9Exn3OPth3P91r7O7z67qp56Cuul+1pJZddz9t73fY33vtZ//dd/kWNb6ibg4eHhZNXHm7vxxfT8UNWDz1DMJ34QB7zWxYPFIFd5rdoFXJv+Mh543Y/IkT+6W0ENjzq1I8q4XxV+wPOiBre6uckaBSgovvvlt27bV1cCjH0MGYQA3QIz1vFe3ixIAR7iaHQXBcBT7Pt+X0ER/YHiTaInMVW8GXQCfYaPiiYE4wLqQR769vyu7oUjmdPJJB4WPQlXw2RuaBv7g33A+7ku5nd5DXhb29Xt91nDrD8QFSo8Hh0fxYJ4uvQ6MvuirHOQANC/zAAoexmPH+M5sZBmxvTqbhXAaddFz5wIVcJAuug/393vRaqc3l3jVFZkblkPKBsSH59Pp4kAuv9kwoA6gLQZrQLlYU0+eHK3kis8J7x/9hFze/nyKjMzGFuQNDx94uKOpb94//mdNnldvfjgxZ3rMjdch/FFK2AyneyzslRZEKSMZ9vsHnQ2IuKmrBO0NrK64QdFVVRaJGupDc4mk3wWzec8W+5mR2yEArBvXl5cxmbz2cv6fFEHgu+P2x/yvy9uQwQnEfE8Iv5i3OoS/KFe2Fbf93+i67rviIjfExG/MfbFjX5XRHyPP9+sWbNmzZo1+/T2hRwIiujQ//KJHxx+7y9FxK/7/Ft0a6PRKI4Xi9SP54SYFeNK/HKeGu8lJ5r87el0UL/6eFpyVEtVLU7uz0vmgut+W++ceJw1yc1fIO5/fnWV6nUYteAfv/POnXtQ7W5RaWjf1yZOspyqOSm///4t6uFKhLvNLuOm1u9eFgQAT4j3zdyln3jbyyruWvfhSlXiQD9OotS07/deMx4J/XL1Q7CH1A3nBL+8G5ek/47LZrW707tzvtvt9kztrChZYr0ljk0bXNUQ5AdVPcZrsG6Wd71UvNYXxRMcdV1eK6s/ljHDM1k+LxkxmoPUai/zzBz8dKkchxIkXisV2qy/PxqNMha8uCnqn0d34+7M94BLg7a79PAdO6ctIATO/b64ul3zL84v4qZccyIterzTkfQ6oi+aF9LhYG7ee3ZbZyHKS9Y6USVPPr+Yz/MzGByKq+JFsq75bvI7WBfFi392c9tvV7+7KeNxyF+6Xq1yPlHYow0T5dvvkjtTsiiosAc3oryu37/LneA5Q19Q09xWCA3zyWdAZ2vNhoiIK5AiKiiW/f92UfzMfpV1dC71SD9veK6gaBix34tkxBwXBIQ9Z40E1ipZFyAI5vewvozIXpQ9+qAg09P5fF8dtqxXeDv85oCUukJrxOvl3n89Zhk0a9asWbNmzf5/tq/HLIMv3M5V3QoPgspbZA7MUle7sHRnszz9p1epGPdMrFjiuJzw1qqwRe1sqnThUVgDoa4WxgkWb5lqZqAW8yi5uVKcc5yaNl2qIhtRTjwD4rScTE+Ojvaa6ni687uqXRmfLv3Eo0HL33UY8E75PpkAeNLEs4mZ1kZ2CDntVh7j5I8X2k3uxkiJ4zNOb7xxq0Rm5vf5y7u57nj7D56cZUwctIn4YurfCxHA+DvrhrVHBU68Dt4n1uo1O64yHVKnorzntcQrXjaaAbyOhDCkemC5J+vNbdhut/n/z1Q5cyH0gs+Zx8IcMW6Tq7sscrwv11Vg7uhr3/f7v+EhExMvY8tepqLcz/nSbe0LPELs8ZOiWV/U48zOT2RKVTB/4v33c7+/U/T9QSddIXCvHxB3+r+9uuu106cr5cyDUlBNkeuvt9tB5cC5vGi3Af7B+6X6K3PFWsTTdcVKrI6VR0QcHx8nVwikB+/czzdQCNbPO0/IACh7vCADPJOwE6prUkeg9Jm5/urTpxFxuw557rE/8tkDYgLSoaq3yS1TlsJYa3dQgbK0nWc9bauN78z7u+uC8eDe55eXAx7Kq1hDCJo1a9asWbNmDSGobTIex5sPHuS/rXvNyZE45Uzx/c12O4hLW889GcZU46IyHPHZ7V2GqOva831Om1lRizj+ZD+lnBQ5ya8+vG3T4+Lp0Yas/LW968HgCdLvHYqMxYvJPqiiWMQePcBenBd9BtUQT7Y0yAGqgfo+bdmti3db3qfmOF7Kw3WpsFc8osl4PIizzYQAYDm/Zbwe4hFLDQ5Pz9yBzFbQurh6cZX9IW6IJSdAsWI8gJGuTRvxEBOBUVW/fnbbti9XLHTmBK+IzIep6rHTbq6dKorlnhujN/JqZ5O7j5WsE7/bc0sCpAtuQCoyFqW9MmcnZ7eMdWuBvChVDV+WNj0sbcCbYz+shRTQxtFknFkC7CmMz4BaGL2b4eFKlwL0By5BZrGU8TwW+nU0nQ508VmROVelbYw9Xil7+Eg8kIz/k69f/o0XCvo5qrzdq/LdZ2U9fOnRLQJGXQ3QTZ57eLIT7eHH5dnJs2wktAdkgbU8r9YbWQZompwVtCXVQQsKxzp5q7SRfoJmcS+uzfPT3KxFqbL5jQ/euTMe3birsgk2d9rAHHxY+k9/XmpPnwhR4EnGXjdnhfFgXDebTc7zXM+qtdADc1DWm01e77NYQwiaNWvWrFmzZg0hqK3v+1vWLR5yOZ3by8f7wEvl9Nl13YAN7Tj1VN4Tp8yVWObYRvE7zLHV9No2m2wvno11BbgnJ1Zfi3+boZ0xZ5jiaB8Ub4WT72a7jSUeCvrvytUGlcCzmSp7ghgwLHnYwIwjr3i1xBgzNljxHm4Uu8ODvSjf3SlWiseLNzumZgPM7pLLnezi0f3cC2KHR/P5vr2lnUud9P1dxmslRjNjD6eEObn+8K4Xi8d5VK0nxoF+ZcZDxTOIqDJZVIGSNuHJZEy0fI71AGqF90KbrlerPdKjmDeeHGuS+Ub7YMqaJfOj9OGh0CrndE+E7uQ+6vv87KZqX0TEpesDCBEBYUmVQfFXYLxb8XMj1Od4sdirOxZjfmnLi+K1M/+oZhqVwjJjSJ7jUtfNvndd9uNBxbSP2HvluQ/KuHyp9M8cEuYu97AyB+CgcD3Qsuubm73mR/mMuSRLvU71nLSmiBGhpZ7Vs4JEghLVnndmg+iZlTVRCkcCxAA0AnRqwFMA5SmvRk+Xeq5ut9vk45hnsBbvJ5//pc0X19eNQ9CsWbNmzZo1ez1rCIFs1HUD7w3vYyKkgJMvHsJiPh8wc8fyNjBOx5kTLlY+r1wHxjNxbfyCjDXiEVUIBFkBxLSIO9KmmnFN++t/w1Qm1vXGw9sYITmx7hPXe3Z+nida7um4Iu8T80ZzPPPzFW/Ec+AeeLV4FvaMzfytr/XlwuhGNXGLXnrJQkjPWVwKVPZQLnMMGeXC7YfP7nzv9Ow42zG5uG3fYyurFX34l89vY+N1nLnu11jxV7I3yFYhDpyqcSf7egPow+N1L8p7vuZU2QEfFk6F+S+PSnw/2en8/cHt3wkMrwt/ZLle53pwPJ31wLq2Zrs5OfZKT8/uKl5m3LfkkMNKJ/Z8NJ/ua3OUfh7L+14KCbOOQ2aTFGTgpNTrwOvfaX+wTi7KOL58+TJjxaxSxvxrhfWe3JiChHBFvEraMhK6c4jLhOd8UyEQZs1PxB2xh8+6vjyAoPL35GKU8fFzg/HenZ3tkaLxXa0QnoMgHowpz72NvmdkAJsK7eI647IGuu1+Tp3pA6eIdU+7yQyB34LRv4dHt8/LN5l3KX4yd6n8WfZjje4422oK76L0x/yF4/l8MB+vYg0haNasWbNmzZo1hKC2vu9js93ulfnktROXvBZbvT61mkmK2mHqm2/uqv/V947Yn9z5fqom6oTP+5zGUbtaV/EpvkOsi9Pm28VLevx4n1ERsa8YSDWvjHmqsqKreuEZk80QsWcqu3YBCMA2Y2C3n0dT/LlOvHhnydMofydOnR6jYqp8fjIe52c5+R+f3s3I6KXyZ135ZZn348I6fnh0V6mO3Gm8UpAFUJHddpf9y7VSdBjgI+DJOS49Eu/hUI31S/FFQIVAd6ZH01iU774t7xFPF0TpUl7YolwDboXjtUYGqGzZZ1/LnL94kQgGCFDyF8o1WJuPHp7deYX5bcU+xvrp05L5U/YflQvRBoBVflNQoI8+ep77GQMBBBlg7BM5gRejGPPeC7+riOncehj+jBseZsR+rJ1d87h4jWiKnEpLgmsmmlXG1QhlrgM9d6ZVpgPX+ADFxWIgByAE6fnP72a20H9QGZ6TycUQU96IS8T+2XJUxvAM5IOKmmUd3BS9AfRIah5Xfe9Eccs6OJmM7lzHKOf6apMcK56tZFfw7J2Jr7Q+v/vMAiGaqsaD+WWMB9cFDZzPZ/taCygSFs4D9RM6Vb18WtUZaRyCZs2aNWvWrNlrWUMIKtv1fVwtl+k54HVbcSpjNJwYy/dXm028V7xkvotXhb6BY2SYPVy8EMdSOQk6Bx5bb7d38nsjhvr/eBV7FIPT9918/R9/773bexav7o0SM36zeHHHyiX/qFIHw4ugdYyhMx9OV3c94bV4DenFUldBsUD6wH2YO/LTN+t1ep9r9Bh++q6SGN/FV3hc+pkIULn3T73/we2/iw7BWanqlnUYCoJAG4kV3nyw3OvZoyR3fbd63UqseTxCe6WpdV/G8fzyrv483jxxSOb65dVV9icVKMt7eCqw4rlXxkKLl3oqtCr5MqBbxRNeflAUPYsHTdXH69UqTvD4WB9lXIiJX0gTAGNe50Lg8LquxPw3W99qnLvdbrAvbpThMRdr/pHWRdbEKH24uLjd82RzoPMwPvD82O12A3VQrk11xqlQSLhHiVZqvFLBDo3+o7uIkjkGJ0dHe9RF88m+YG5AdRZCTHY3BUnTc8DoBePyTslSoF7BaDTK/myFSnLvVA9EPRKOTVnnJ5XWRX1P1jTI1FjPmQEXYzxOlNVrkfVvnQ32MHNxZXSifM9Khpn5AE+k0j1JRVL4Jhd3dVzMd+GZvJjN7ujBvKq1A0Flq/U6fvy99/bFeg4Uv7GM5lW1EEiTw56VDfzDP/7jEbF/uLIpUj6YFD8RTXbcoyxsIPVMQyqbk4Iys+l08HB0yOOnSlGan3j//YioxHAg2ihF8ue9++5tvyFA6fBiQs/F9fVArpQ2QZZ6qlK6/IiOBF8CdUIGo008tK/KRvHBKOV1p9OEghFWYiNeqjASPwDPCwEtIVFIpaWNyKq6yInDHUdVKtW6SguK2I/5TNdmfdAmHoApwAQMW+6RJDzJCW9pO2lLu132l4cpYQWnNBJ+8I/upvTb6ajM4ZUhYhW44oFHeyL2D2TGri7GFLGHlTmkORWQcWW8IAQzbvyA8n4WLNpuc70zB+yhd9n/CiHwHNjq3k/LfvKhA+NwN9fh58XFRc4Be4f5YhwuypizNg0HsyfXWtNfK7A/3yMUw7MtJY6XyxzjhdYM65tXxuGp5oBrpuNEyFVQ+UwpdNhkPM79zLPpUNG3h2UdzMv7HDbfK88Vk7N5PoYOVuwj9jLr5nq5zP4cSwSKNuUzWIdz+pkHgPJ5QhAWncPmEqX74MWLPAA4LZv1+1TFztgfr2stZNCsWbNmzZo1awhBbaPRKE6OjvZkKKW2nEhqEqiH8+50Mokvl5N4EnQQVpFQTArnCLLicy73i8fzXBAxp1lOqdPJZF/a84D4DZ4Pp0oQARAPTtWQiCzFaXLMSCWOz46PB95VXeCGdkbsT9EZ5pDwkAVsEkEp37+Rx5yeYDVHOwiZpIeWeTR5KNMHIWqWV8YJbwvPAc+KucgiJkCslbDJ1EgI813+bglrxhLYlbQ5PEfazrhZVMbCJX3fD0hyDo3xnSdl3vFs8UISUq9KrUbs58hCNXwqZYn7fpAOdqO19KbumUgIHiMESLxVwjJlrPHOGGcL02RJ4pOTvDb9Yb+/LPdgfNhbzBEoDm2cKaxj4diFUsW21RpgXYMcEUr7qY9uS4tTKAqzqNSJECbW5LuFsOiQXab3lbY/qVLcMvxWCWpF7Emj2FKQN/POs+q51ipr+sulENEA5avWk8NazDfzeqRnzYnIkkYrnAZ+LZGgLEB2TziA+eez7xeUjvm0XDZjP1Ubb4q3f849LW0uOfKu6zIF0dL1/m1KUi2I62RyEIn4NNYQgmbNmjVr1qxZQwhqG3VdzKbTQcEVn+JdijgJcdvtgAOAN8qp0h4Lsa9M7YO3gJeCpHH5/je9/fad9/FG8Zim4/G+YA6ogoqWQI5J4p6QAU76xF/xCHYi/Dg1DqulOTMNSAQdTuR4IQtJrTqd8kpkIhPjaPsMNKOSX7YcMKdu5o/xenngJE8bLkrbLPHLOKZccLkuHvWHL1/uSVDE/CQSBTmQezkdCkIbbX6BJ3SAe3EtQmxEJd5EKlq5xpuFwEb7GfskzYkchV0ojc7lwvFUnhXvJSLiK2+9dedaIAImtnn+uabFclwcCG//uPQJlOu+RCy3lz25095jH0Cqy+eAuEYr7VXaBsGVtidf5OwsUaVr8VHmQhVMIk4OBbF1BMCKZ2lS7oVkdpN7sNlku81jGss7HQtBYH1f8fwo1yTN17LtiVxKqnc8meQ4UAjKBcJmQpbY9yBDyYOwcE+Zs5/44IM794SbxPdABk6Pj3Mc4G3NeN6X7wwKKYH+QXgVYsI9jDCT9myRufV2u0e4QPPKHIEMMl5PKmIm12jCRM2aNWvWrFmz17KGEFQ2Go3i7Pg4T8xbpcs4VYVT2my2l7B1eUqKVGB5OkQuVAV2YOhO9DlifjvFhziV3znx4+koE+FE7NkUQ4GvoH528tot6XpIwGkzmw0KKllg51SpOHh2eEh87+94880790pPSqhFJ87BdTndn19eDngYnLrtbfHvh8QExbq21HN6rUpDW2kNfOWttwboiyVlncqXngApb+ItgBDhvXoujsr44onX3BgLTuEVcE0z/GdiuI8136xZF8FivFNOeLPJDIZO90gPR2I/eF0eH77POjrSesj0RDHdQWJqr3QrpCzT5EpbHggR3Ci2nMIySP/Ky03RMe23o/l8X9ZcaMtZueaVnzWlX8TWExEivVKZNEZvrsQDGXXdPh3uE1L+nI2DmUuBrfT9jbISQE9Xm80+A0bozK7in0TskTJ4HHjt+WwmTRn0on3ymNQAACAASURBVFyX8dxI6Ixxok/b3S73NWiLnxOZyaNsHSOGW9JZVSQp071LX0GxGJfr1SrRCfaQ0zJnykxg5CfjcSt/3KxZs2bNmjV7PWsIQWXj0SgeHB/naTPZ4yoPmyVpy0mQ0+VoNMpYHdwATmtvF4atBXgwTrqO2+HxpZARsSV5lthut0vvAY/mpnwGprrLb/LvFExRri42E7sWT9u50cdVkSe8AjwXvCi8Rr5L//ryulFsNb3T8neY/0ficTh7oa/y751lgWdL2xaSEOX0DYP3XAxl1oclWI0gzKfTQREmLHP6FXfHWyBGuFiUYkCSXE0BI77vYigVQpUlcxVfdsEo1uJEnqK5Ixho0EZrkTl4UGkrJNtbxak6cSYSUVJRp9QdKH9/XGkbROyzMpgz1kfyJQqP5ma12mfm4NlJkpZ9bT5PssnlEY/kmVmyN7Uiqni3hch45drvlnXu+T3VHLAmvQate1GvyYjb8Ycrw+taqMNaqEMWLittS36UngcgItflueNsrRpBYe0wX2bTY5SDNueK/bPVWs5S0+W6h7RHMitpsxkgYc5selBJTkfss5EYN2chuTQ7tjnwLNhut3tkpLy30tjzLKf/IGWT0WjAP3oVawhBs2bNmjVr1qwhBLX1ceup4l38dFH7QuULRjQM1RdihE9Go0Fea8qBSkEtEQDlePNvPICMy5fvXyouy+kTv3A8Gu2LZBC3Rs63tPel1NvOpI7neC0eAp40J+JrxcYyhr5a7b1R6QycStOAky+nasdCxwfY1um1kZctnYJR1Tf6l7neF+QL3LXMYYcdLYbzmxRHErfCXgz3AWF54+HDWICAfEJ5bLy04+L54kVRDAkvjRgqhWUo3YzyWi2PG3HrnTjGu5PH9lBZBHg0xN3n4hSwZvFW+Ps3lEwY5JOZo/Orq/wb1zJikPLa5LCXNnVSB8XrxOM/kqdH/5krvFjeX3ZdIh87rS0sPVn115kxyeQvbQZhYbyn4ljUGhupKnpgXZiDMxaHotb+iNhn83xY5gx9CjxInk8nFSLpTCV4Fwvi9opxY+fSr3DZ4GshczMhELUC6PEBHY1ByXnplWQRM+3VLNFMYTe+Dz9A6wH082yx2Bcvqlj/EUMUl7kz0sbnN/q+NSS897nveDxOrgTv9ex3rQfzo66Wy1bcqFmzZs2aNWv2etYQgsp2u11cLZd5WkR1MBXNFPfk9M157OnLl4ka8B7ZAcS0YIW7fCunR5AFEAXi3DPFxtN7k3LdaDQaxHiTwa9aBZm7LzZ0egzyHPDCZirfSds5MV+tVrEQ8zjzyimshLeEdyYPGruqTr612XO40fsZc95ssh+0BW+Ka36kGKdz4vEA8JTwEJNlL7TDhZi2FY/BGu3M80SezXOhGIniaP6nivMmmiMFzOOjo4EGBmvmRl7qoToJcyEkU3nW7A/PRY0kZClhZd/k2pMmv8eLtZl6Hcqz/1pR+KOGyJdKTrwLco27LgsIwUwHOYOD80I531mzgYIzFBoS54B14OJPPAMmFX/GcXqz5T9U/YhT6ZqwBmfKYqGN/hwI1LW827rd14q/21w8J8tno9zKc0YesJGz80orw5wp+jOTlsFI10zFPmU+ZWEyf1/ZSC4yt95uB+ia9Sgyy0DXyMwn2ibkYKvnCn3IejSVzkMvhAjrdW0XOev7flAr4lWsIQTNmjVr1qxZs4YQ1NZ1XUwnk/SEOeFeq0pch/eOV1e+f7JYpBeZ+cJ4NornW2mQUydMd8earTNub/atUj3x7OgoEQufyM1otyLdiXTAXzUWBeP7K4vFQLMAL5F/L4mZS8UrNezlMdrrDBjg8hD4Xn2yzpLA8q6SNV5liUTsEQBO4cyRS6XWudz19SkTvav6QPvmirNysrfn6yp4rEXmCjY935tXzPWIPcJQay5kqWAx0kEnFtVnI/Yx8RdV7n5ta8VMnVmSsdWKY0F7L4WicG/W+RNlkbAWs0qimPB4p5da68/Fl7mp0J2sxle+y3yeKe6e5Y6VfcMr68cM+Zni9a558PT8PNt3VrHE6zHNSp3yDFMtUIgK48Fe5J7wouxBz2ez/Bvoyal5HUIx0kuPW2OdsOYYD7gXb5dnkzMd4MGMRqMBA98ZGom26bkwE1+KfjE+8DyyFLzQTPYuz5fVapXPi8yAEWoHYnQsPtRaHIEvlX6fSCuBUszwG1ypdDadDrQEtkIrR0JUsPV227IMmjVr1qxZs2avZw0hqAylwRt575wmH+jESF76tjq1p6JUeZ3LeziSN3almFgdX4zYnzo/KpW28ATI7X6rxEbrGgjJfkW3u5xkD50c8eg4scKmzRMwVeDKyZb47KlUEvEIIobM67U8m2RTczpWv1OBjayMct3UnRcr3frdV5WneCQvweNAvBJPyHUX8KDwyteaW66HF5ZIUvn+ZrtNjxbFNNduwKyOiHdu72smlv7LkhHD+mDOa65FxpuL93ip/OlDVdJgj1+Ic+DYsTklGG18cnaWXrfz5b3XRkLErOiIToVVJskIMtphtOfy5mbgfbuK50Q8GGxVXaN+P1VGpTXCPXOcK+QNzpAriqb3SExd1UNZF6n6p73IuNhjNuN9utsNkMO5tE+y0mrhM7DuuQZjCyrxoLyy8uivUc86U8Lv5XMAhFDtdzVYPp91A1Q1lDmjzYxj1nHgeVuNx5mUXa0Jk3VHSj+zNkP5nCvZZh/l5WftD8Zlvc6/sZNAgpy5kMqFVXaaOR6vYg0haNasWbNmzZo1hKC27XYbT1++HLBkOY199cMPI+J+ta+I21MmXsOl4otwC1aoeUkP/Sned3nlVEpueHoOxOLlfbgOeERVz5yYnuJweCzpARSv44Pi6VrZj+vg5TIOeYImZ36zyTg1np3rB+A94519tbDDX0rT3bG/1PYvCIk1FEaV10Gb7OFxcr/WCT7jk1TMK/0iBpr550U18PhM1f+e3c7dT5e+XFWZFZnTDEJUvuOskQEzXRoHqTcP4iJuQXp18krv0zefiyvDWsK4NmvLbHmrQ4IsoTXA5+va81aGy6qV5TOZ224PSHFn54qjQ+Fcb9bdoKZIpZ/PXmI9G4UyircS94T1da04vvP2aTPr6myxiOsyZvncKOs/88+J58szzGuWe7M2k99gxr+yMmrmvK+xk0dv/QTGllz5hdBP5gBE7eoAEsVaWBwdDSooflieQTx7HkmREnuk9WCG/UQcFT/zmEsQ1+P5fKAbkdUIldnFtdBtcOYDqopko4SuQyYazzBsuV4nAsQ12VtZPbd8NhG0CnlttQyaNWvWrFmzZq9lDSGobLvbxfPLy/Skie8RSxpJyQ3vJhnilTea8dVyWvyx996LiD0D/Y2iesgpGybqu6XmATaS9+ra665qNp9OBzEps8rr2HbE3ptAydAM56kQgcy+KN97KvZtba6ENlZ81Qz19C7FocDGOhG7sqPjtJPRKE/8jvlbaRFLBTWpQHKP9ByYG7WR9VLrGKByyZp5v3BCxvK6aP9M3jveF+sJ7YRxhYTUfXsur6SO0y6U6YDHihcNesXYXjiDQ/caCzFjvDI3vFqzLwrKZrY37cXbpOIk838ljgFtdi0A68YP9CtQ+JzN8v/9Gca4L21iVTvTAy4NKqKgFw/Fk4Bbcoh9HlHxL8StSQRIHj/r49J8l9InPGfGj4wj+oYewbiqjsdzwtVMU7uhXJvnBPcmI2QnrlLyflD2E7+q1pywEqkRwqxJwJiVe+HpPxWq6Vopfs4YNYSjc3Vzk1wo9glzc65+Y4MaKXpOMifWGgHNeb/wf7D1djvgxrCX+L14YOS4QtiaUmGzZs2aNWvW7LXsC0EIuq77bRHxBz/hY7u+78fl898YET/6MZ/9Y33f/+bXbddsOo1vfPvt9Bxc352YkDMJ+PzlzU3GPueT+4cWT4YY0ckB1vlWsTC0DxyDNfu6jqHhRRDjgiVMdsRE3icejnP6eZ/TKh4CHjbeyKLKw97oRM53YQGn9jon/NI2jBNwoh3yKGkD3gnXA60hBvn85ibjyNbq597EejMbo7yP93GuXPYHl7f9taYAp+uReA7H83mOfTLZYTKXNmXVQuXGWw2PcaQvC7Gq+dx7xeuAk3JWaUOkeh3Ke3jI5ZX3t+K5pCepehysm61QmgvxQVbr9Z79rnj6RhyIjdCYY+WZD6qClr/jAdPGC3lzT6oKfdwLD84esWPhI3mtcGlYL66imRX16JsyhmrP0BUDYZPDSCc7g1e8eef2H4nPs1Mfmcu6op8zV6ykRxus6pdse2Xf9BUyVo8D9wGPST3+7TZ24tCkPksZ49QvgckvtAbuEf9+oKwNm+Ps1xWXhbExgkh7UYtM3haIAHoV8DOoHVP+bR0U1sMHyiA7XSwSSWY9pMZHuRaImjOiZpXq42exLypk8EMR8e8feO8fjIhfExF/5p73/lpE/Il7/v5/fk7tatasWbNmzX5W2hdyIOj7/ofi9lAwsK7rfqD87395z9s/1Pf9d/+tatdmu433nz/fn+BQhSsnvcwlV+5vzT6+Fq8Ab4MYsjkGqUmPN39PRbSISiugnAhPFNenraOuy7jjTrwDvFAjHxkT5/Pql9XNMsui9HUiBvOzy8v87gNlP0yr2GVEFWfjfcWjHSO2Z0Asfo4Xrxrm89lsoHrIGJsTYXbx7MC/fb1kYR+IW16vVulFfrlwRDJ/WmhT6p+XuQFRwTPEQ8gsAumj0weQh7oCHfegveZxMPZmaoNmjIRqpAZ7YYDbs+a691WXtFYB1wL5+erTpxGxXwfsH/MfuI41+/GgGE/anMp0FVrBPZxlwPs38k6j/D25RdpPHz5/HhF3eT31dev6AYzZRPwWZwKx7+kPzx7WBevoa2XcJlrTybVRBtWo6wZoJOtgqWwc8zSs5W/Ugn6jZ5KoJtkYFXcj3yv3fksKncwBvi/jlONS3mcd0COek3jafA5E0pyd2O1Sh8bPKMxZW/n8RxtFmRw2a0nQxi8Xbkld+yS1LlBm1e8H81nXKfkZU8ug67q/JyJ+WUT8VET8qS+4Oc2aNWvWrNnPGvt6yzL47eX1e/u+v0827d2u6357RLwRER9FxA/0ff/XP88GTEajfexPbNOMb+oEfFLlG6Nexem5VhCMGHrtyfQvJ0FO05zC14qtUbPALNk6Vp+er9XJDrDMrRJ2pdjZRHG7T7LFdJqna9e7zxiwuAWonE2EQli5EI/3MTF3eTPE47jPw5OTAfpiBjIxUObiVDG+Zyi0lb+jDvn2O2/eud71xe11Pnp66yFeVfHaxyUmeCz0BY+Ye3BPEIT07Bhb1YPHO02kiVoIxeuolSFnQmfM0DZ7Gq/E8cys7ljGnPFLb83KhVX9Bbg19AduAONCG5+U9eAaF2vFUF27IlUky3W+8sYbt+9LsW+z3cZS2QJUN7XK3bj0y8gQ/AzWOHPzTrkn4+VaGLV3Ttz5Wt419zbnInXxWZtl7laKU5+KL5MqnXHX5rNZjp1z2uEjsCfhUIGEGKVM5T2hHVbkQ1MAxHK92eQaJO4O+sJcvKE2si+I4ztDxoqErE1rp1wry+doNhugktbr4N9zcXHYk0tlnZhTk2sf3QfrPVS/QTyLH6u2h1U27+gqvAZC8HVzIOi6bhERvyVux+sPHPjYP1T+q7/35yLit/Z9/+Of8j4/eOCtb/50LW3WrFmzZs1+5tnXzYEgIv7piHgUEX+q7/uf0HtXEfF745ZQ+CPlb98SEd8dEb86Iv5s13Xf2vf9ZbyGzafT+LnvvpsMZU6trlR3bHZpFUviZO682mQ9S+WKvFpOl7CLydl1lbeVPG08oTrmmJrziv0N8sfl8R/KKoAHwMmfNtprd3WwiL3yGuqHS/EW1opLmvFv9rVr05v5DNLAuI5Go4FWg7UdsNToBwlS3DVRnyk6BcXrhJNQ/n2i2PJqsxnomTsLw8iBlfVcPyA9ain2wWA3c3692Qz0JfA2GGvGmL8719/a9LTpsniOtGWhNc39Hh4f53efy9usOR+3Y1m8LmKmQoqmQtj4u1E9roNlnHe9zv698fDh7b3ErXAGjzMjZrr2XGgH13lZ7pkMeNT1JpNEztizXu8r7TXWIpyIh2W9pzY/r0L5Zto/yQ+4uYlpac9AoVGVI12BcK0xzywUZZckeiP2eyJ343H2w8hZVhTVs8prmbab7+AaMYk8uk9V/RHmm3k8OoCopldexvz4AGJiLoGzk/KZViHRqRmiOgojPUe4F8+c/vr6b8ssg/vsXy2v/4Xf6Pv+/Yj49/TnP9913T8cEX8xIn5pRPzLEfGfftJN+r7/xff9vSAH3/YqDW7WrFmzZs1+ptjXxYGg67pfEBHfHhE/GRF/+tN+r+/7Tdd1fyBuDwS/Mj7FgeDjbNf3t4xw6Ufz76+VvGFOhD/nrbciYh8T67ou2bBokHGyI2eZUyceASfZs6o2eMT+VLkV98CV2c5Vi/xssRiy4zlFH6itjhdJTM9saGJfri0/l4fEqX21Xg+qExITvhZzGabtGn13qbxlvXsqOIopb6W/jG9THWy7zVz0sWOjUhIz2gB7Hu+Btv7YT381IiIWT2/XQzKelQtdVy40KzrzzOWp0A82pmPkR/LaExlSpkBdXyPidt0dL+5q6zP/jMMDdP/L+zmmjI+0IDDalJkS5JAr7rvd7QZoVac5sedPhgL3HMsjBOMx4rQr43wkZb9R1ScrTpqdfQxKUfYunqJRHe9J1qz5P0dCDtabTbbhyYEsivSy8cLL35OfwbWUQcPnM6tA+yRrPGw2yQ0wJ+oMJceyrj8UV+QbyvOPazH2+Qx0ppCqgAaVDOtsA6EyzsPn1Xos3DtRmdLWzIxCrwCOV/n3qTgq49HoYyun1q+HkCJzRryu+Ls1NLoKDboRwsOYW/3QNWLWm83Bqrafxr5esgw+iUz4cfZBeT352E81a9asWbNmzQ7aF44QdF13FBH/XNySCb/3M1zil5XXH/nYT30K22y38eHz5/vKceiAlxMi3hZxnSv9fTaZ5CkY1jAeb56iydUvp3JY8XPFJ1M/XHXQMytBGgCwco9ms2wP6IG9Z8xqZpfypB1nsw5BagGUvGuuf7pYHGS/j4izwagtbcHTvZKSmjkY3AMGbx0jr8eJz683mz1DnfksfAb4F9YXAFF4Ic8Gz+dxufdjVXuDdZ3sczzE3e6gpjrzyT0YpxvFzDPuLJ0Key1cZy5lyLoKZur8C9FwZcmsTa8qbo7HOjvF8U1UFY+m00Gd+5k8X/bJVMqFjxWfNyLAWG+0d12BrtZ7yHogrnpZrvFh2ZuOU/Pq7IxEd5TNklyM0kfaslyvc37gobxQ5oJRlo08YXzBqe7FnA0qMCq/v64Vci3uAMa9jXK6oqargx7KSko1ybL+XlxeDlAF9nfWLAF9oG6MPGSrIqJbMRaSlox+je+oirsbASXLwhozW+255FYI/bPKKCjQSPsNJPbZ5WW+5zF3jRwyZJjXRycnf9tzCH5TRDyOiP/hHjJhRER0XfdLI+Kv9n2/0t9/TUT8zvLPP/y6Ddlst/HBy5d7EhGLDrGXMug8XA0xjyeTgApG2VIXreGByA/4jaC+M8G6JqQYZsoHAA/lajMnSYjUG0O9BwoPXYlcR8EhzGVR/UOy2W5jzhgeSFVLiE8P8OccIESiy0IqBcZns/JQZ7Ne6SE1nUwGJMosWqKDEGYIlHFj7A0NO7yBJC3/PlssBmEJ5saEPt6/FDEL42FjCBlLoqsODJc3N/nA4cBzojAN62CtMU9ia7kHP3T50Ba0/FQ/aln8aTrN4iyEyPghn1SQbcR+jrJseOk3UPDyHgneur+WuuUHZVPtJ9pHaJD0yqn2DWuQ9c6PcIraKPyRaYU6zPsHdNf32e67oPN+DPnuQ82Rnz0XhOCKE2Dp9Dzc4XBw8Or7fXliCMv3pFNH7PcYEL9/xPkBRG77PhJlxLCM8nw2y+8iq07xLtbmIwltbfUjih1pb2Pce6FQCvsQq+XnZzp0pFOjg46LujFnEKn5sbaQFTbS9yfjcc4f7csicYQnlApbH5T/dj8QQCa8T5kQ+30R8QtLiuFPlr99S9xKHEdE/Lt93//lvzXNa9asWbNmzX7m2xd6IOi67u+OiH8gPplM+Ici4p+MiL8/In5t3B6o34uI/zYi/rO+7//C59Ge8WgUDxeLhIB5NfELDwBiICfCWgwETxWvwNBtkqHUBkPILkBkz2BQqngyGaQDOc2OexoCNfowI+2w9Gs6tR9za4vSRzzKq+VyQIIxgStP7CAItAW0QXKoU3k8KRoiqeMUYBHZrv4MY7gqnwHixGvluxQ1ou2WVQaOxSMCEWC88erm0+ney5ScLYansxSC4kIr7l+m3SGqJEEivr/Z7fZkR6eJKX2K/p4ofdCEziOFtRCFAUnjunUxpJp4GrH3MpnvU6VCGirHs3OxLCzlhYuxbugL4/H86moQMoCYa0+fubLcsu9hpAAz4e2m6jt7C5SC0MEjpT76WliGKSCdVuWd63uuBFtnm9brPWG1ICQWEqpT8iIOS1sbBX1eno8//sEHd67HdU4rsqYFt7ZlHaSQFZC/QgMOyfYKlTDW5yoShkfNnuBzlzc3g1DHquzNM6Wb84xbikRLMSzu5QJ2nhM/qzbb7X5eJY7k9FEXuXsdQmHEF3wg6Pv+h2OIet73ue+Nz8YvaNasWbNmzZp9Cvt6CBl83dhut4ur5fLeAjkREXPF67M0azkBbne79JKcstXp1Mk1Iaat5NlgnCItmzxIT6yQA8uUcmp8uwiw4NlxTzw4E3o2QiM4uVk+1JyDm/U6T8+Oj811j/QMQE7KNYgdf6nIyXLtLLWKN0s8UoIjSTLcbPbpk5QXpeCJyIYvFfs2ITLJmvIAMq0MYZ/ymgV3Ki92JeJWxlmJEZdxgUNATHhipKVcL0mlijlacKXv+0Ga1E5rylwQxpp7W8gpyYN6H4/5SHHa8Wi0XyvEactn3yjeF2NVl6ONGAotEUO+I9kae2SOvpyoz7R1MZ/nd1xIjGvj0dF+p2lizBGFtmZC3izcxVyfVAI0oBNLxfGdjupiRszRSMXDMr1SQkfMOWt9PpvFBA5MGWuueaqYN0gYY/xOQdbghcw0N08OSFuzb+pxtUSzizOZgMf88pzg3qwvmAXsdbx0xpk9zP3gJr375MmAyEy7eX5s9Yw/EjrJ88R8MItMsV5MlByPx8nxOJMo3Fjz6pLVN8vlz4i0w2bNmjVr1qzZF2gNIahsMh7HWw8fDk5jnFI5yVFQhL8juzmdTPZMYoppKL66ltfNyRWUgZg5PqW9F3sMFuqYV2mHjnFZ/jRTcHSPleK6PpWuxb6mDzXvAca2jdN0eroan428VvpJX0j1Mp/D3Io6BWysmLl5C5nJodLBZmo7FmwxnboMdsQ+7n9ZyYniyeCZXAspgLGfUs5vvpn9iKjmSKlPM3kpXK+Oa9d8gtoYazwiiwZxbTxGM/otCZ2S1ooprzabvTTvAT4KHj/9RbBnqzHlHqxNJKvfLtffKE5ryes+9pwYZ8CQc4Kf5XK2nYrbIH3M+Dhr5Uws+/MKUeDeyIMfKUUxMzVIW1XqJ8XOzPRnHC1c40JeuwqlOFQYK1NEq4Jh9biBNrCnXaCM/cR9npIBUqUSHyuTiXtbJr4u814bY450N+uEdeZCWymzrdLU08kk532sAkpOcU4ECOT4QHZOcgaU+fJEZcPp24vLy/xMIgTiCCQHTXtvNpm8VpZBQwiaNWvWrFmzZg0hsO36Pj0FTmGU/83TKTn2ytuuc1/tLdmjP5Q3jZfGqfrogNAIJ0ZO0NzvZr3O7AdymVc6beJNcOLNbARlG8BYxizNO9d1RlX/U5wFb0HiLlnGtrSRtjIeCItYkMPeuNnmjrFvd7tBrB9Lr5HCIKX9zIXjmi5mlV67OAfbKm4fcesBEetLNAaNBxVEwRPOLA1lsFiCtlOfNvLKue9kPM72bSTFSpssimVhIuY5vTUhStZlwFJk5fh4UHraktQpbqW8c/pFKWLGaa4YObYVjyE5BlXfLSTEXuLeoHV49F4HfC/5QspO2oijkLHn0kYEriIqcSdxbxhj5n2lz/N8cMEdZLZPNce8n/oNo9EeZdRYrtV+Vpq1QZyltCvPiaNq7dVtfizEZNf3+3WqQlKn0n5hHukfzzproyzE2/AzwM9w2n5+dTXI3DC3pNY4idg/T3cHdDws5W2ej+WpH5ycDCSoXVDMbaifi41D0KxZs2bNmjV7LWsIQWVd18V0Os1T45FOZ+SyYpnXD0IQwxKhjjNlMZLyHbxRim7gwSzL54jF2wOyvOi2OsVy+p/Chla8NtstroHlgeeK9/s0Sh+QX+Z1s9slb+FJaf87T55ExF61LFngxQPgWniZli52ERu8WOKVN2IE1146Y4lNFafHa8X7gIHM3B1r7GFVv10yIPhcSo8WlTXacnlzM/BIBjoEcCTKd50RcST1N6M9tJl1dKrc5zrmOhJaw7/hM9AGtA0w0BzMnpSlrY0cjEejHOu8RnnN/SKFSwyvlD3IWFux07oF9pZSZna32+snlM98rUhwY3iZrJcsYa714YJLIyFHWzxF8SAm98TOL+UB0oaH8qq51oelzS6wgzcL38ltrPP2XSjLxXnM9N9pT1oTA7XBvswVmR5G8RLN6/vcv6kSKdXPWnI6Yl9ojX8zLnCxGLcBHwoNDekWgAJdLpd7VELPBbIreB7Qpg/KHKz0nElUVM9Ra4lYj+CqyhSgnS7NnYWkVE7emQ2vag0haNasWbNmzZo1hMDWV4puL5Xzfi4t+C8VdjGs4+VqlSdbe50XyqfuxDFAKcv5tpmvLf4C3ie5rHnyn0wGXtO2OnnW97IiG0znPF0fYHZz8nWsDO9/OhqllwACwol+Kf0AxvpCXhQn1fQmyJUuffiweD5W6LInMR6NkoGejGOx7XnlHsQ46izBewAAIABJREFU6fdzKRaOhVLYy8uCPRWz3WV/zRrG63qEJ0ithjJeczG8T6TkN5Om+1qe1PF8nmgM5syMY6n5WQOA7zMOeCeXmrulODcnVRx4KR2GtTw3+vne06e378sTcinrd99447b/k/sfZbm+UIKsMgaYE8b8WOs+eRjyOunvufg8b1nng/0jXkCdt57rgfXrzB6vbyFnWdxJ44h5n5kHcXlzk/F4oxBrFFmFiGBZX4L6GqxReakXQj3RaQCBul4uE8mCeY+5DDDPVbz4az1vZ2oj68xz5edGzS0Apdno2XwiTQPGySXdc08KMdpIyTTRu9LWum6Ni93B79qUuaKAWtbdqRAi7+tXsYYQNGvWrFmzZs0aQlDbZruNp+fnAxXAG+X+EqdZ24NerwcxS07BLh2Lt4F3mpXTOBlKsQ1Pz8gBlrngo9HASxjLM6E/U8VA0wsrHsGNTv6p2Kdc94XYxJvtNmPDoAa+t8vfco2sm6CTvjXsXXHwoTTNMy+/6wb67XiptMVe+lSxcFe3fKb4pWPRdY63zSjDoQpqW81vqgei0S5FO2ygp19xVMwvsKIlZgbzg+K1TeQxfli4BvbiUqlRef6T0SgmcCKklmnGtWs/5NyUzxuVGcylPGLWVaJko9HAk3Ip3Kw5IH2GLLFMtURlZVyLk8OrvfOL5TIr4p0p24TnBrwGZyexn0A3nK3izABnHxg5iBiW6cXMHeC7WamztIUY+4uyPqzMNxLqUddE4LPvlf5m/QTupboamT0A+x7dAdWVMBLAPf1MZNxu1uv8DPfwOgEhegFn4kAZ8ZWe9VaRdNXHmgezUb8wxvorRZ/kSlkjk9HrVTtsCEGzZs2aNWvWrCEEtfV9H+vNJmNpp1WNgoj9KdaaAnkS3m6TUXsqhS1OcNb9X5RrPZEmd2pTKy61xQtXLJGT8WI+31dUlLdk5UHHXW/kOa/kKSazXbHWC52QR6NRZhdYj4HPMMZGAlyh8VoxZ/rC58xw9tx00+kgbki+8FIxb3v4jA+aCHOxix2XxRiPp8Uj3/V9Xss534lewOxWNTZr92+FPqR+hfgOrpN+cnSUMU2jTCdCDKwR4YwW1hpci2mJndsjzNr1pa0fnZ8PKgNahyOrNmofufIec+nsDO6Fzv4C3oNqi8TVVcZhzUSfi4Oz0FzZEwR5yUqV7DdlCnCfOiMk62noHrzCS8h1gv6C2mi2vDVCrCZZx6iNoDk7hGsPNDO0F+dCAclJsZZA6nawz8bjQb0IvHDawPqw54/RL9bDoAYEKpsgUHoek600HY32mg/iI3FtUFsjiGfiDlkV8dCavyl7NtHj+TznGT5D8pXU78yEqDglTYegWbNmzZo1a/Za1hCCynZ9H5fLZZ7wOXU6Xp+KU8rPn0+nyRzNfFopEGJ5gj2Qw0xmg0/h99XOjtifJF9cXQ04BJxQ8Sqszd0rdo4GfVYWk2eJF8qJGa+EymOL2WyQX74RykL8zTE+e0L0BQSF2DOeMuM6quLU9XXqa5upnd6WKjCajU/81d7XQrnyZKXkqZ4aD9vtQfVDt5F+LaVoaI/oRt5b8lvKPV9Iwa3mUmyFhCyLpzzRPFvJz202G3+tmCrjUGcQdPouZrSKOPSY+S1/hyti5Gmu+D7Kl1yH92tVPeaHeV0LnaFfRl3Gig2zptdC7Vj7zAVGG94s3n89Rqlax3MA3QQqMMKRUXU/UAqeP35eOA7Ov28q3lOuByEZWYFQzzKQAOLwIIhZC6HcC4Y/+4NnY43AZgVRKZLyrMo6MmVeyRzinvSH6zD/ydInO4u5KnONIuxplWGzqZCL+hrYQKcEFE56C66GaCRmrnFjPK+Xy2wvmV9WaPRebbUMmjVr1qxZs2afmzWEoLJd38fNapUxIiv0DeL795ykXe9gp3gjp0JOdpwWX6jWOF4HsfhDVf3WinPtdrs9YoGKH155uYd1vp2rTZvx+I/wxpy3jva5kIbragw5NeO5clpG1RDjpM4Jlf6OdareKAMC43MXxMWr2HndrvraeBn2hG/kASUr2DnhYiyfKF99XcVDT+SpEG9+IfXLY3l4Xmsr9ftMTG/GyRyE3W6X/ISMP4v9TL+ysmTxspa6p3Pha55C3X/Ge1vFprPaIXXcQRfsXWvfpC6DUInU3xd6QZvpAx5mju9ksl+3ypvPvHJVojTyRltp24nj+eKaeE7Wm02206qHZuZ7vKxuxzVdafFYiBpr4Lpa20YGXM0vuUXaPxjXHuzJA3F+xmtUoSK001lZ1Hbg2uwH0IaV2so9cw/iQVP7ofz9RFkLNY/EmQz27B8qW4Bx+8mPPrrz+axYKlVR85yyGmL17JqJb2E0FpQKVPNBtYY/Oz7QEIJmzZo1a9asWTSE4I6NR6N4cHIyYAfniVaxmTqPFjNDF/bqQh7OjU7j6RGLuQr6kHFZ1dp+oBPitqp2tVVcnv4Qj+eUnJUUFcviRMzpFE/CWgpmYd+sVrFVfi9GbBD2tGNgeFOMNJ7RkdAMzPGybEMVs3eFvaU4EuYvuBpZVh4sc4RC5USojT2rRJaqTIdaHyFiP7ZfK5rteE3USXirZDgwZ/bmMhasLIVUS6vY9Ueqp4C5bsRWnr95HcSpHTvGS6dt9l7Ho1G+Z2TEehTpnZX3jxWXzvobpd9ZwVNKoFmZEY2AKubuGHAqFqrC5qXWP2PMmE8U754IDcz6GsoIOq7Y5FawdFYOa69WWozYoxLci3g978NeONL4ZrbLdDrQ9shaH/dkiURUmipCIl3Dgv4Si59r3dXaLMljMDKifQ8awRpmLXKPtdBOPp9qmeJsGVno+z7bbR0R1zag/1mRU6qazkpJ9PjAM6v+fGYg8Kq6EkYdsnpopaPwWawhBM2aNWvWrFmzhhDUNh6N4tHx8UCZzp4fxqltU8VtT4tHhy2lNOUc0fRspAboGuOOg+Nh5em7iqFyh4yPKY8WljAnYcdtM37LKR3WNfmziuNudHq/XC4HCmCgDbaaHRux9wyt9sccpNehqoH2ILj/fDrNv71UfBXGuuO22b9yL9AXPMc3CkIAyoFXTy78T33wwZ3rzqfTQbyQa+P5ojyGMV6oIqK0Z1XIa62vN8vn6sppEbce8aGKaOdSlnN1uyuNmystMvbJPoc7UNpwSoy94nM4r3yMNgRs8jKW+Gg7oRYnym2/UJ2RrM9RxsOqoov5PNt/ZKQLb5E1CFJU+uf4fipYlja7+iNtdmZQ13XZhjqeXr+6zgYIgrOL7M0eTe9yKi40h7Dq6+eRNUBWQiMyTi3mO/3P6n5i5WfmlJRC0xPfbtMzNdqIZZ0EqqUe8LJTB6b0b2VPm8wItW1XoYVbIYnOdEoeELwDZYB4zZmDxvPINRBqHQhntrFG2Xtci8+x97quGyiPvoo1hKBZs2bNmjVr1hCC2kZdF7PpdKAo5YpTNzqVv1nivbPJJN8jL9jxIk786TnrFI7XmbnQ5Xvp+RJLUuyrru99eQAJ4ISbWgmKuzpmnt9XnH8q9nC+X52kU1lO6IORD8dI/cop3HHYneYo1cLK6bxWzWMG0vMt/8bb4NWVJFHqw6w9nqf4T1D+q+eE+eek/6ZQhp1i3an6h9oZHlRpU+oyCEGx3vxiNss1MpU3ntoIih2zTvqCetEHe7H2+mGw460lB2c8HoyhETO8zFNXc8TLAiEhAwitDNVZuJZHyDpcVCxzoyyMearalWtmXj1rVnnkWf0OdEseM3N7LfW99Xa7R84O1CYBxaKtS3EmmH/WQ6JS99QXqceB1+1mk8+1mZDRlTIzUjNFfKexUAuegSPt9Q1ZCIxvxSnY2WtWptdMY0/72btkRPEssxLhpbQDjO7U1Q4xazhYfyYRgXLvzJQgw6XUqTCKx7iBJLjKZNd1+yqW0gRJJKlcayaEue/7AXryKtYQgmbNmjVr1qxZQwhq67ouZpPJoKoZxulzVk50W5ToKmYr8Va8LE7w/YEa1SuxwqeKpbsymPNoN/KQtrtdev5PxGdwfiwsWZi9nErPpAbHad3IQnpM5NHCfF4s0jvcCnVgHE4Ux8YbJ55tLXbGIxEBebMzsadrRMIncoz+vlcY/uk1gcbIw+Xk/7zEivH4GI+NYo61pTYEiI4Y/JfKJmFek1uCMl25p6tnjuW9cP30LNfrgUYGY3akjBc+l5UYD3BnnPHBmnyr1BGwbvxuu03EC28zawzg1dBf6QzQLzzkK8Za6BZ9ewjPQdoA3i91u11Xw/nyjtsmx4i5Yl8dqCI5U3x8u9vteSuqk5JKn2TdwGiXimJW99Q6cV+yhgocFlCt3S4zoLjmy8JbQaGRWh5nQiuMgEy07q1rYi2VbbWXjfSdCCFi3hkX1k3u4adP74zPI2dSKTsnaxfo+bzb7fKeY6GQ5j5YwdD7ayHFU+uWsB6wupokYwZulEjZgd+FWn12MvnsP+sNIWjWrFmzZs2aNYSgtu1uFy8uL/dsW9Wsv1GcyxXUlqtV5kUvdPJ0JTEjAnw+6wUUjznRh8JJwDvDMz4tp3YrtUXsT/o+wZ+L3+D67/ZWMne5XBfP+JCC28vLy6zFcHIgRx1vdCOv5P2iYOhKc9Zp4H1O2cQ7UTBbVrnAnKqtFGYFtkEOf/GqsvqlkJONYq2MM57FtkJeQEjMocDjSY0HxWNBK/C2MDyIQ3F9rFZZ5D3XR2Bc3iieIPP8UmsO757ZdjZCMvlLm/h7qs4tl5/IJcGOhAhxbeaXdUGMfVFej8t666sYecReBW5bxeqtPIpHzNhnjrd4Gc5Cwl6UPWtvNyv0yWvvq8+YW8ErY+csAuaGV1cPZQ3iGTOHfJ7xeHxyMuAQrbUPyGhirQ0qJpYxz+wE1dlwFcz0wCtNAHu8qVAor3xexdnrV6uM/hT7oowXazpVJFGXFbLS930+WxLpgeeC+iHVHKmbULgC59qLx3p2JU+ItpZxTTSArK3tds/PMAdNXJMB12IySRTos1hDCJo1a9asWbNmDSGobbvbxcvr6+jxoO+JBddmhbvNZjNgyaYCmarR1XrmEftTtPPHz+UZEgfnpMjplOvUSlvO5bc2f81Ar/thb+RCcW3UwB6KjV2r5+ENPNcpGGM8zNT+crkWqmgXBTGwTv5HygV32+q5wRvC0zFjF68D5j9jydijBUAb3ikxchADPAnGaanqdqPRKE/85I2fy9vCM4Lpb9TFtS/wHLLCJJySMgeMH1r+s8lkHxMv12SsPipryDUwXPXT7GorQLqqZF3LIeK26t8DIUaJIsBfEHfCe5C5I6/+RvuG/UW8G095U8adcVlvtwOVO+voW2/D6pDWG3gotA7v9oMyvoxjrfBpxTw82aUQL6sfgl6wHkDWsoZIGQfm0toaxxXnhj3KMycrDUp/xDFy1uRH5d6XykpKFE9z6XoMq81moPFilGUijogzHbDULZHaKutiLI6FM2S6rttnWegaRi1cPdRqgq7DYR6Lfz8SYdluY1vuDb+Dfo60x5zxdL1aDZCrV7F2IKhs1HVxMp8PJmwu8kdCYPrBHY1GmdrHlLiUZopz6OEyFRTGvReCzhNSJj1N4kj1tWt50voaG8HQFtZwKCQJTlwPchCbtrzPD+qu7weiHT3kIP3Y+seZNvPDMS3FnUwas/AK11uWTUvhotlkst+IB8bsUCqcxZQQO0nyGONzgITKD+LNapX9xmaCzDHLJueBSj94hIzoSxYiUvgi12Pf73/YuTdpgnooev2bHMffH5e5mZFuVfqIQA/rI4mOs9n+UHrgsE0bObzRv5UIm5lOV75ncSnCYrTBB4jVZpP/f6wUPcaa/cGPK2PpUrvcy6Wtmf8MJSmEst5scm+m7C+HKIi8OjBjHLL4HHPH88KEt7v/2rft2cXFfkxVDI31bNiatewfnvwBVGqfQwxe83WRJ6cBXkrsCqn2PLSWcciiWTowZSol+6msTcwHVJ7DEdUYQ+TVs9w/8D7ULHWg8L5yyfttddifKVy1Q+RIB8i89mscAmprIYNmzZo1a9asWUMIbH3f52nLcqcbnV45rXE6rU+XiQwIXbDQCtd+Vjw8F46xROlCHoVLzW6224HEZgqGQFAq/aINlhnm80mWK23nlI1xPQiQ4+r0OhacttQYOmVpAKcpdSb/fuCk7PS8deWR31SkttpSUEbkMuboMemlIkdB8ISwlQSwA0WT5tPpnfS/iCHRKNEEoTsOKeClTHRvoyBTIS+TStLUxU8IHTnExHwazaDtwNPX8lJZi6A0eF9Xy2V66rTX4+DiRNcmbAohGqTIClEw/JtpZ6PRoLytPV6jNRcSFjJsi7fG+J4c8Nb53HqzyRCGCbq5XiDiae2CTrwoa5FxyzQ7ye8yRylkIwGjiGEZc+/3FD06kIZ6U8HuEUPU85AMe9/3e+KvwpfpPSt8ZTImz0en62KZvqk1bJTwqCr2xGcM6RvhmOlZRFstK+29zb4DocqQSt/fkbeu++PiZpDY6/416eJmzZo1a9as2WtZQwgq68vJLNOM5JWMyunsXCk/tbfi2LbjTsSJziVBSrlbk1zyNAkpRt6oY9PTyST/luI9ahPeQqbNHShr7FLNWe63v/8MynXHlfe1VYwrST94iCZVaexn8gRW6u9W13U622g0SrIXHhsnd0sUM88UHPKcvUBopdzb5ZKx9FoQ0Vku87OgFIfiqvZO8OCQcWLs8QwwPOAsFqU49mw6zXm114zR3wtxCULcEntploPdyEO6rLxbl9/FLCXr1LdjIWcuyYyxViHbso4oWU056W2VXpYIkVKE68JQ9bXeKNwJe6GgYOynLFUsZLEm2OIR452bJLfVtdj/IAEuUb2suAER+7VMaWfHu4/H45yvG8XxN0JZjIQdIgqz344lTpZE2vL5mjiaokhlj3lep0Ivr4QIJErBHqYsdLmH+V7J54BPVdr21WfPErngs8wRqZ2HkKMsnERhNXEy/OzKlEpxuKaTSbbPKDW/TSmCpmf8pJIH/yz2uSAEXdd9Z9d1v7/rur/Qdd3Lruv6ruv+8Cd859u7rvvTXdc97bruquu6v9513b/Vdd34Y77zj3Vd9+e6rnvRdd1F13X/W9d1v/Xz6EOzZs2aNWv2s9k+L4TguyLiF0XERUT8ZER888d9uOu6fyIi/ruIuImIPxYRTyPiH4+I/zgifkVE/KZ7vvNvRMTvj4iPIuIPR8QqIr4zIr6v67q/t+/7f+d1O9H3fZ7mIoYSpRhx/oclRpoIQsQg5c+pWBaWwEAEOOE7DfFG3pxTBDMtJarCOMpIcLoUp01OquYnYHh44yrOFhGx4RSrIjCL2SzbDfudM+upSudakCTloeV94U/Sl/eeP7/zPaclYtvtdhCfX2osLamaEqXySs5UgpiTvcvE0sZ6rjN7Qt4TqAseAN6oY8rJOlamRF1Aqf7e4PvbbXoyxI+PhBj43inaQnxfKVsjrUHMsrl1vHZQOlv7xF63RaW4p+fQhav497kkoVknXuMRw/SxHGOQM6ET9IH+nqn0NG30uGK7vh8w0PGuaT8iNubazITO5P4BHVQWh+/NXji/vs61eKz1cCFkgM8lN6BcaymODojIBWmIKp5lFC9iv3dAdmitswfIZGLMUy6dAnRKbTQaRuYI62ohhGU0Gh2Usl4JQRmUjRcSwt5OTlL5vXigdO1zIQzLzWYgbjTTc8LZBzyLnI3yqvZ5cQh+Z0T8XRHxICJ+x8d9sOu6BxHxX8WtTPOv6vv+X+r7/ndHxLdGxA9ExHd2Xfeb9Z1vjIj/MG4PDr+k7/t/ve/73xkR3xIR/09E/Ntd1/3yz6kvzZo1a9as2c86+1wQgr7vv5//NwPzHvvOiHgrIv6bvu//SnWNm67rvisi/mzcHir+aPWdfzFuU2l/X9/3P1Z951nXdf9BRHxvRPxrcXug+MzWdV0cVYzwQwzwtU5lyT4djYIz5ZZYrk7FlmTNbIRy6ub0uFP8zbnzpyrJuhTTN6IqfEIsXHNjpjcnX6MRvpcZzfcVjuEES+wSLwLvAm+DsVwWb2IutrFjysT9acMjnbanYkrfrFYDfoHZ4YyPpWYx7nkhMaGMJSNtrVghiMqu7wcCNGbVOyZMLDUzFQ5kQmSsXfyHqTyK7XY7EPtJvYny9zdVDMviUZZ9xSOciU3uzIi6pLUFl9L7VpEeoy65lmmL4v3sRfNcBl45CMt2m8jXibxExsxZRNghpjptnmrczpTFwTwczWYDYS1fO8t6E5cWUpI8H2Uh4M2au2NxqflkknPAGhwd6J8zAMzzcFEdcxGMlk4r7gaowkIohDMfWHuZsw8XQjotI7WF/vI8WqlNx2SrjEaDbBnM/eYa3JN15HLGPBdAbkE7LZo0K8+T1XodzwuqZD5YrsmCNhiFmM9m9xZX+7T2RWQZ/Jry+j/e896fj4iriPj2ruvqXJ2P+86f0WeaNWvWrFmzZq9oX0SWwc8vr/+33+j7ftN13Y9GxC+MiJ8bET/8Kb7z1a7rLiPiK13XHfd9f+XP1NZ13Q8eeOubx+NxPDo9vVOMJWKYC40XhrdfM3357pzypIo7WpUqi42Uk2CW8y3XTG6BTqsuUJNtm8/3DHXUuuThcVJNGVMYuYpTXykbIeO+pQ2Ow9Yyms6jT0b6ASlaM9atpoi9++TJnX8T701Fs5LXzfVOj47i5AA3wsz+9M6UVz6XZ+RCUikzXRAE5irjlLPZfh5hInPNco3Um1CePp4NXia6FhutUVsqOlYZI+kVypuyhgE2EXIEQoKXdioZ7pG8FbOqI6pyzVq3iXQJhaOcLZ5RMvnFseFe10K3vlxkpi233Pf9vjAM3BjpBlgTwdyCRACKR2h9BrKRyAg50T7bbrexAvEp7aUtvbkhIGnlc73i2HUeff1v574zp5kFVMmMb+R1s3asT+HnAePFGjUfBuTAsu319U7kZVtnBGNdwE/gmg+Kx4xlgaXyb8aXf0/FZUmuwWaz51oJTYH/RJEql7Q3srDTHkZlca29a72DiD3C52wrF9o6ksbF5c3NQGfkVeyLQAgeltcXB97n748+w3ceHni/WbNmzZo1a/Yx9vWoQ+DD3Of6nb7vf/G9F+i6H9ztdt9We1yZq6t4/lon6q46nbvYhNne9i6JN91XKra+F7Gk1Dwnblm8NjyD08ViwEjHy7a3wCmce5GPn6qIpd+PlX+LR8F174v7X4o5a+4Dp1gzlBlr4plW0ePzWRa2jKM1AWoE5iA7XjUL7J2DBBGfdNGSfFWMOXUcShtv1us8ebvGhWPdU3kLeOPplar0LusgPUmp5dHGRycnOT/WC3BxIsYYxGMu9CYL6xBLLfd4WGKgzNllaTueYt/32V7GGs+HMavXccS+fHbmX6u/a+3BRyUWPNM+s1LhfDrNdZsercofg4hgVsNM7xIekO6ZPJfSJiv11Z9xfJo2JaLG3tL6dw0Aq+JheO/YTeVBuw1ZfEjrwJyBIz1nrGNC25k7q4pi3Xo94J9g5nERW0dnIfU3DtQ4cV9Y874P43e1WmURI9YBz6RUARVqYd7SWH3heck+cEbZXOuqzk6y9gf7mf3jbKvpeHwwk+3T2BeBEHySN/9An3uV77x8jXY1a9asWbNmP2vti0AI/q+I+CVxm6Z4J57fdd0kIr4pbsPUP6LvvFm+8wP6zjsRcRIRP/lJ/IFPsq7rYjIaZYzVmtsZt6TSFJ5yxUKHUTtS/IkTKNrlXBvWayrZkU1QKcxF7PPXMWKpeRqvtPLxmjihZzyu/DtrGkg1MEvzKm6f1cvEOsZWZhuPx+n52ZtOb5ysgvI5GPvWRsCsN5/xfKsEllc88eVqldcac9Iv7+EJZFwR/gLegsqdckonn/hYLP28jmKQV8vlINafNQZUL8AoFOZaBrzPdR17Z25PqgwR1pZVAieao/Q2tF56xcIDFEMa/50QiJo3Yg+f9uPx0IbT8u9j4tAH+A72Ws3VsZeWWgyTSXpy1kZIZn/xqu29ugywkQGXweWV5wfltLfb7eC7ztgZaPJrr7qioo2/83mX9D2ezwf9TORDFTazf/K2XcPB1SCpt5CxdN3v4uYm1++JeAbWEbDXzvvvF0+ZNqWWiHQbEnk8oFvS9/2+vLGeNRvtPe5llclE6/ScHcwZWS0a77q6pJUUrTOStRi0hz+rfREIwf9cXv/Re977lRFxHBF/ue/7+gn6cd/5tfpMs2bNmjVr1uwVrbO38NoX7LpfFRHfHxF/pO/733LP+w/iVkzoQUT8CrQIuq47itsf9V8eEf9s3/d/tPrON8VtxsFlRPxitAi6rnscEf97RPydEfHtfd9/Zh2Crut+8OHJybf96m/5ljxlcWrlxGjvzN7O2WIxUOI7hpnKaVgxsK1Oh742ymWccDmNW9sc6/v+Tp5z/d2swgUbnpNq+e5dzmylj63cbu5IDJaTMaf4l9fXyS+g387McLZB5pMfiPFlZUaxas02N7pztVzmGNXM6oj9WLtyGh7QR0U1LePwIANiQuMpEIN2lbPj+XyQP46ZZe/96Dx7xtrVJK2tsJOXNp1MBuqI9Huh/PMXZW1+7dmz288TCy9olvPRe6E6rO3UKSh9Pzk6GvAxsiofsXFy3lXP3rHxsdCvWnmvbiN9ZrzGVRzbaomYq9aRNZAcClWncy44mhBkBuAhs95SPXIy2cfImV8hHBkDV10BV/VEt4Lx4rlh3o+zk+r+Owsl6wsoJ34u1MIooH9RnK3i7212u4PVT93/pcYhkUK1yRUp64yfiCobQ+O82W5zLRqNGIuf5LamgqH6n5kwqCWiZAg6SLaK0JG6DStxS8xfq8fph3/iJ+J6ufw/DvHlPs4+l5BB13W/ISJ+Q/nnl8vrL++67vvK/3+ItHDf9y+7rvtXIuKPR8Sf67ruj8atAuGvj9v0wj8et3LGaX3f/2jXdb87Ir4nIv5K13V/LPbSxV+JiP/odQ4DzZo1a9as2c92+7w4BN8aES4y9HOBknU6AAAgAElEQVTLfxER/29EZK2Bvu//RNd13xERvycifmNEHEXE34yI3xUR39PfA1v0ff/7u677sXKdfz5uHdu/ERHf1ff9f/15dKLv+7herfIkZ3W5rGJW3rdC23KziZmyAawglvF9MXvxJhw7HouZa90B2lBXBUxN9nLvrxWPzWzWrJyIhyA1NHtKeP3E1vH6rc09qRTpHBMdSXEuT7jSPU9VQY1bR5VIeYAZx5TnsJjNBjHgVEwr1+b0TVzxkZEV6YQfSdkONr3zf8m/nk2ng1rq6XXgAZd74AGYQ2Ht8imV+jRHNjzoXd8P4ovci3l1/B1E4JOu7fi9Y+xHFUJgPYpO6A2xX3NwGKdZWSfmZCTagaZ9+Ttz1+GNcd8YIhyucsd8nwmlw1J/At0J1PVU6wKzcuF8Nsv+bsocsN+tBYKxLxzHnsjTvVKWQnrxinPPp9Nsj2t5ZJ0FxkMZQIN6KrqXFQx9/dRQ2O32vAs975K5T72Iak/V75uvwPMBr5udyXhmZoiQ1812O+gva2on1ML9x7IeRWkjmggrIZK0mbW6rhBn78Ws3UA2CjVcpG2x3m4H6Our2OclXfzdEfHdr/idvxQRv+4Vv/MnI+JPvsp3mjVr1qxZs2afbF+POgRfmHVxexLjhJVxK3Jdy+ceSZks87G32/QylmIaZ7xdCnLpIZEfrZx5crs5lXMaJc5LPKpmSGceNdrZjsdZj0Axvmt5CPQPrxb1N/cp46Cj0b4qmTXFqWtfXh1fw5N23QFwk4EXWml419e5rHLIMxNDXAHHY0/LyX4sb+sZXhpMeNVjAClZCR1iHJ9fXOR4nIphnciQEA7HNlMjoHw+Nd2lAX+s+HZ68X1/sB49lrXllYedSJHyyU+EDHVqs2PKm+12j8bgJYMMKOf9yCiV4rTMYb3mIvZoFWalO+bkacn2idgjQ4la0V64JmQRCQGyxgif71FArNRD63/zucuXL3OPjg+gK1OhkNbbOBGikPoF6jfrxuqqm+02OR8zoyxGceS1O7ffqAXolZGVjdb0ZrvdaxjAz1H2RTL9Ye5LZ4N7kAGUzxFxd6wi6aqh8+k0ptLj4D1XQXQ1TEYczoWVChPtlZ4Hz66aF8S1zA1KVdkDmXB937+SgI/ti8gyaNasWbNmzZp9nVlDCCrb9f0dzXc8Bk7C950m69fdbjeIS67FOziEEIx0TXvIrrB1Le9/XbFRXX8c1OEQm7ruf93GY8XKXaWMk+j4nrgeegtmJm+oAKac3PQq5E3Yc55qXLICZfGYYfjXWuic2DEz/adqkyvtWdP9UjH3sbw20Ik6Pu4cbev8p7Z/uZf7g23ltZ+qSiLjQq57XS3QHIJkYCuP2jneznmGc2C9C/7tCo70/eL6enAN16o40b1flH4YacssBZQuyTtXbjhtyBoKcEvm84EHu9X6xoNjbZ6LbU9bD1XmDOl83LffQHTMufFeNOfIyJHRG8fzMwZNdcQKSaD/RmlYa1YedP2IjIWX9xMdVFuybolZ+X0/WOfJiXIWgBQZZ3r25PioBsRGKGmuI1e2reqwmEOVtV1U5dbZB0aO1kKaB5UtdZ2oeAwgIthaz3BnTXRdN3i+vYo1hKBZs2bNmjVr1hCC2rquu6MFvRbrGLPKXK23bTa5mef862mJ23HCW8gLxavlc5zcjpTHjdUsWVeSy1xveet4T2Y2Y86iIAbv3Gazhu9T5nMbpkIhHJ/EUndfue47xc6sdIZtttsBZ+BKOvDPixdqrf7UG1DbBq9SMmP8s6bBZrNXoKx0/es22dtkPB5Iy98eoqtFcl2ULRmPvu+zVkUq85UxSo150CrlRx/KR+f9zAioMhoi9uPL9c8qtU17uKmPL60EPCX0Oxz7TWQNL79c35XkssJgpQaXnp30NQYolbRBMl//E1QGs0/a23jgk9Eo58naJ+x3Z6MkglCuZda8K03m3CpGX1fPYy5OxfthPMzXGHjKeh66JoZ5H65pMJtMBuiK14U1H+AGHHp25T3EIZiL/0BWwgdF6fBoNsu9aG6Un2nmQrDuWYtHivOv9Oyib6ktUK53NJ0OMjmskjjSuNTPg8+ODzSEoFmzZs2aNWsWDSG4Y+vNJn766dM8wTk+lZ63csZr5Sq8h9Sal/ecJ95yT+JHzgTIe5fPcdp+qfh18gSqNuJjc1LsdTJPljOseVUpc0Ut7um8XKxTzGo6HmeFxFTa4hWWMO3GI1Z8kntfK/uCUzfmcXMt84iI1QFv1Ax32jpXBcoraSTg2TwrPAl762adX61WmRViFcmFuCR4LNfycDNnW/HYnTwrKwDW9RpS113IFuYKnfybNWzvhPg+n08NeGkLpOc9nQ6q0WFZMU8VNK0F8rhk3TwUq97ZGWON6338mcy3R1GyfIeYuMcUr837B8tx01o8156tc8fzOVEhfBHDfWB2OWa1RXvpmUEgNbyae5Q5+eWaA16SqvN5nefeM39KSo2YOSvj0WjIvSr3pL1GY5wRBQchP1/WCQY/yBlUzgbb9X2udxvPavNSzAvKKpmq6Ok1vdHvyK6aM9ow0vr1c471gIbMdrfLff5ZrCEEzZo1a9asWbOGENQ2GY/jzQcPBqd0olOp+Y+nhSdUecx4m5xYOeGnsp5O+MmSl3fmCmKp2CWvDs+79krMLDYzFe+ZEz951mvFHVdiuKayn2LwjiX2fb9nyererj5HXHuluB0nZOL7IASMF14ucwOz2TG17W43UH+cixuBh8RcUcPA3pZzw83sZ1xu5FGNR6N4UFAHvGjGZakxP1MVtmQ8SxsD5MR66tmWcv2nVd14xgoPlQwF1pxjm3hwjPUAAdHaAzn6OEU7vBc8sxv1gzaaqU3bsp59+ZznZKQ4Pjao8DgeD71ScStSNVEoldcY5ji36zEYealV5SYaU3Mkcp+XtWkt/4UzQ5Qx4Yp7OZ5VVhVmpMMVEvm3+UxUaP0QbRTU9FRhMJVdq0wHe9vsC9DJdUHjkoegfpnX9H6pw2HkyJkeICd1Xr+zyrLaJ9kypX+nQgrymnru8n2ua+VUj3NfqYpOxGfxHjV/68Fi0bIMmjVr1qxZs2avZw0hqIz4kT1jzBkEzrvu+37g0WW8yZkJugaWSEB5/0yZAJyAfdqs4+PpPcsrop2ZPaB8+7WQkbU8IGLpvqcRgtk93pfr2NuWYhdzTVQhB968vP61mMt1znTdrvozriWfDGwqo4lFz+cdYzYr3XM8rtQvNwXJOLTGQF0cxzRzm3WFSiI+gXUqssLeeBwPYZGXtqTnUvpDG5MzI+4Jf98o/pq15skQELJSs7BrVc/6Pf4+0P8X1wL+DuMz1j0wZ9Q4Y+K++gx4frwyR289fHjnc96z4woBidh7517rycmAHzIeZ/usJzAVqgCy5LoT8yp2HLFfc6xlX58W9VXbUtNCypNbea43ek0+UPncmVQi6e9MOf9YX60n6yYcqnswV60K6kgwpuwL+k0vjSQc4uDUzwvzNcwVgBtBJtAhJUPzvTCju7XWhrPIMLhWW+2frKuyXA6Qq1exhhA0a9asWbNmzRpCUFvf97FcrdKz5gTsCmGcELMaGopssT/Bc4pOveryeiPPPvOGxT3gBMip+9jxXuK296gqcnK14uAhDf+HOo261kH+XV45161VsiLuegIrVNCIlUtJLjkFYllnfFKn6o1irc4RvxEjflwpsQ1qOLjfxC3L+NGfNx48iIj9PKd+g+LbcBDMPl/MZrE7oLPAuKSXIA9mIxTjUMU9jHGl4hrje7VcxsvCx3AVQsaaz+6EUmWVN3nGx+J9WHsjFQrxvK+v91k0ytzxNRIxIFZe7mkFO8+pkSkUM7k+WghH0+m+Pj3VKsu9QKWcAeJaICAFtKlmqkfs585IXY0cbMU49/i4PzxHuIZ19o3qDLIs7lFA9JpKlOpApUWUPsytWWovsp+6Mv8LKZ/WSoWO01uZ9RCHyp/z++4TyJl1O+rncS9OEesDxIA7ZP/0DEvuiDIjrMVySFOgtsz8EqLM70TWgOF3IeK1ahm0A0FlXdfdmUTDV0zcsaDlJIn0fT5cmewPCwmI71B8w1AeALFJRobtOJx4E9bFLVwQJQvAHCCbsNBTgrZ8ziV4DV+S0oS4Cg/SGI8HG9uiPf7xMaGRtlrMxGmYh64/I1RTPewMsyVMWN7Pw5WkXDM1yWEglWj2AaEOvWxVlOWQgFU+VPWDuNEaZJVaCngmItuu+iFxipLJUBj9od/Xgm1NNvQBwqSmowquz5CaDoSsvan+7odbChUdkNcd/HjrQDWvQjW0xfPp0swOBdB2vueD9lIH5zz0cL3y/avlciCstNYBwD9Yube1ljNlVD9OFoDyj1T9TPA9PaaYx4X+LrWfvMf5gXVBsvlkMgiZmCyKZYEo/Rh7zkysPpVgmUNHddGoDKEq3MQ9HSI7VliYNXpNKWYdEPjZ9zNrUu0TBLiudJjKsN6B0Md9h4pXsRYyaNasWbNmzZo1hKC2UdfF6dHRALZ0GeCVXhcVJO+T2pGIWHmSP1BwCK+D71lkYiIPO6FyCI6TyeCeF0oDchpeQr8q0mHPAA9qfoCgdVGJCW3VXxP5rpX+NJanZBhuKY/5UAGSTAmFQHjPiXkpcZIcy/K+75EeM16JhIq4p8VEVlUYI+eNVxEPTTIc6fMWnknPrvz7jSLEwrgBwdYyuszJlTzBJDMJteIapH6yTk6FjDEuiWLJu6u9fz6ThWDoMGI1jL2ubRLgSogLdDbGE2/sRMI2eHWj0WhPKBNaM5DgFUoHCsj32Xsm+tbFviL2qaI1vO0UZ2zEeGi/e91jRhL8d48f6+d6tcrPHKkN3geDFGI943I9SLLahGBsVSFw3DnboqI9Jrqyd98QYkqYA+LvprwPipkp1xI2Su+96/YiWAXNJfzGWjRy6kJzRil4Lk4gBJc1+GYJRbLPMtwzneY1ziXq9KTs8ySlQ4CtwhCNVNisWbNmzZo1ey1rCEFl290unl1c7D0bxUjT28VLu6ecqeP3eQ15k8vV/fKY9t4t9cppkpjYqUiF16vVgLhImziRz6vTcESFgIjQdyiGOIj/6+S/q1J3Op1W86QvNOKTYl+0wcJOFy41rLnrum6fBibikdEFlwMmDcskqJVQj5ni3ukhVR63PUCTv0yedFx6pdjppaSNp8XryLiuxJE2m03O1yHSE2ZvMrkhsiS0wakpfbiSKFcSBPt+IEHt9LoXKv7kQjh4Z/Sfviw1Lnhtc3maNYGSdlocyUQ+e1yWjZ1oLbuwUK99lul4k0mOoUurj4UgWXjHiBF2iFQHunMs2fHRaDQo0e59YYTUolFGVI2GGlm08Nn1ajUgRz6Q0FiWZmbdi8A8FlrhseZ5u9LcOqV4MZvthaToN0gazxQJkmEuvOZns2WmeY5wH+Tcd7F/zrG3zBXLMt6Q1kubr1er1+IRNISgWbNmzZo1a9YQgtq6uD1ppgdJ/K68v1VM7Eie9uVymXFCjFOxOQGZ+idpUssBXx+I312U1/tSvjhxujSoT+GO6zvNJlNedB2fQI12zGez9BY56ToWvhX/gJPvhdKrBmWelYZkISinHc6m00FMnM+M1UZQl1rGtP4e44rH/NajR3fGiVP885LqdlXFFh0Ld1nXseKs/rz5GvBWHFO1WNJUnmXEPWuGOSjtdVnvreYsi7iU6zntbpBKWxXRmuraGHsIjwhRLAvTYDPF2I0kOK2MVFIQiFHXDcqEmxOB1/WgKttcj4fTCS1k48yZlC+vZIZZi4kqaFwYL9Am9sVccXubWfcXKlRWp2+a87HTnnTqn/kY2DVrWdwr1oE5FozDk9PTwV77WilHbE4IzxWeoxdlzc6U4rkzAnCPPHDEnh9UCxQZpRkUMdIznr3o8SPbYFnG3Nwsc5AsdFebxw7uEKnAjMtZky5u1qxZs2bNmr2uNYSgtq6L0Wg08OLwFDjRZvlTiQjdKSzEd8i11YmeUzcn4vS+xVA1YxlzjjzeybSSDcam8hanipHRn2TaKm63kWQx45B5+/cUDHG8LOWBleu/qmJf9bg4T9/3OMTRwBOyd3JnPCxzLE/AOfG0OWPNYgA/EyKA1TyGM+VBZ/Eqef4gRfZ8x/J8LSZjZMSiKV3X5Xv87UlBOriW466JhBUPGY/pWkxus9BZH3jW9RwcQnxC84lthXDU8feIfQ641weeDtF/Fybq+36A1rGXluLaLBR/599r8RZSFKogR+n1sraF4ux2u32efJFHnskbtaS3PeSMpR/ISmBv39d/2mDP91D5XBf7Mdt+pv3yWIjJ8gC3iXZEDOWx+ftczw2vOaM9M+2D1O+wbPc9KI45EnOtWUuam6eQfRJnZ4KAnfY69+O3Yjwa7bMGhAwz5i6kRdbadDQaoGmvYg0haNasWbNmzZo1hKA2Sl9mPnn5+1xevuPXtTSwvSvHSlNJT/F7x5Mo45onf2LFYjzb+69jgmN52ZxMzyXV6lxlzpdHYlFb6ZDv3+edbB23FxLik2/Kd+oeOV4qkGImM+NJIRrG9abKupgL0aCNLrjjOcRSRa38m/glamJ4QJlDXSlA7qQ86VP8tb0tybzaI0ppZsU7kbrGa72pYvCPpJJJW54XpIPPJjIgLgWvl9JhmCl2ClLitV+rwGURHxXcYgxfCn2oJYfv3Ku0GbQmc+Mlx8xqq+P/rINE1ySjzBpN/kHRY6AtM61FuBLz0n/mYi6PMr3/CjlB0nurPYvXuNXYsl6MGKXSY7mukTRWdMbFuy7X/aExPFS0x4iTeU4DaXDpftTrams0RZ79uIztsYoXGYWxJDwISWrKmN9Q/p3Pz64b7LklbTgQm7ey4+jA+sGsU5AaCpWOifkpgxLs4rOBTpxvNvcW7vq01hCCZs2aNWvWrFlDCGrb7nZxfn09YHb7NO48/jr+bda7i9JYvYwTvxmmXNu5rYdUw+riH8lY5x4q55pMZSmumanugiKH6io4jr/ZbveMZHlqGW8Tq9pjau0HxvhulH4fI7Z+PON2s1oNak7ciN/g0zg2iCULMeHfqATiQX7w4sWd708qXofjjIN6GFpThxAFs+p3yoS4TzPDHo49IdcsSO9LbWddnUjh0vUDetj6VYnepbgzfHYrpIdrTg+gU3ibViycyPvyXsADmo7Hud4zt1sZELB28JAZ06eFMzKRJ53IAuVxy3rAjBpOx+Pc/9mP8llrYqRmiNY5loiJ0CprYjge3nVdzg/Ih5FFrIf3Iy8bZGUhROlrz57d3ltZFr2eBX3f7/+/3OuQnoKfTfehLRF7JGSAvCqbx2XFl+v1wPseVchnxBAhASFmHL2nJ0KS4OBY6XZWIXeun5MaD2QZ6VnEvU6OjpoOQbNmzZo1a9bs9awhBJVNxuN4cnY2YJfbg+K0ycmYuP5NpQvufOusaqiTOye+E1VQxA4xXR0nom3PLy4GmtqczFHeO8RC9ffsnTq316dX+nS2WCQykCVmqdpV/o4+uBEPNP4Xioli1s23Z+EMgfFoNIgrYs5Vd782iq0SI37nyZPbPpSYvOO4tPFFqQZ5WXkvVkHkhG899EM1G2yO47ok8X21AMyVwLvku/aurLVOXJsxz/jtvS3ce0KzySQ91akqZ6YuBfFYKRrSZjxqV390SWqM9bZQzvxmux3sZ6M3cACs1/F24algjKzj1PQ76y2IdR9xt2x5REQPw/1AttFCKnn5dyk/MmegFEb/6vs7I4gc99DeTH2T0qYHGh/aAkrhtcy9nd0TMdS8yLmR7oa9XyOyZ1I4NF/KWhF+ti1Xq0GNE9eA4R48s1N5UfsKMzfrQcnucXXUuiT8Stfg3lb65NpUnr2oEO7PYg0haNasWbNmzZo1hKC2UdfFYjbbM5mlIOU4lPPXp5U3ysmfEy/M7GTLVzXRI4bexFaxooVi8c6BrdEAs1cPeZfmShADc52BpTIEjoVmbPX36WSSCIlPtFhmC0jz4Ujj47Hme/B2V/IYVmKpR1SxbuUgO07LCX4pzgjevGtXgAAYUXlU0A/ylT86P09PxXHJQ2p3jNtG3ttO4+X88lQZLO+fkjO/3Sbb2XoJAyY63y39fiS04UJqd1Y2NJp1VelYwMzfmR3vuK1QnSkeM7FTIQQTIXHM8TlerhCXmwq1seYDljoF5bNWHrSmhrMs2POe47ri4iHlzfty9ev+zrX3XJeBe54dUFlM3tN6nf1/qGyClbxS71nQh8yuKG1C8ROvnj1p3oirrDImETHIiMFcH2EKv0P8ppFQv+y/VDmxOkvDKBPPOaOPruHAt06lOWIkeaa17loyu5LtVt+L/jKGl2p/nY3VlAqbNWvWrFmzZq9lDSGorO/72Ox2e7YxcX/lfGeGACqBVQaB4/NWKHR1PrywgbLfASQgMwJUC2FenXDr/kTcwwUo/8YbPy5eRCqole9nXjaeQVUfoP6+tet3Mcz/TW9cCACMCSuuOY6frFt5c9YSSFW5ckpfbzYDHQUrMTKveCyT4p2Yr4Axh3hZmVHiHOhKpdEx7vRk5J2DKiT6hEdb7n2tOKwzBS7FRcAbPZrNsn9LeZH+ruPSgwyHMj70b662DFANslWqfp0KQfK8Hsqmmai/Vp30XDlLpY5nW82PzzJXEyEjRmUya0VcBPrwdlEstCfJ51brdcaKXfPDnrzVU63T4PGiDew3e9q1RkIvFMWKgo51myMxQKfwpPVsMrLI+NaaJEZb0PoAtXMFVpCR85ubqC3vxbNLexP+Q1YDrcbNz9yxUJmBVooqLNL2rPJINhf1WpQJktepdDAOoRD+jnUZ6ut8FmsIQbNmzZo1a9bs80EIuq77zoj4joj41oj4RRFxFhF/pO/733LPZ39eRPxTEfGPRMTPi4i3I+JZRPyvEfGf9H3//fd857dFxB/8mCb8jr7v//PX7Eb0cXsS++rTpxEx1LnGG8ksA/JGOfEvl/vKXlLAci7/Th6Oa2a7aqJjixgxpWUVp+OU/bCwWeeK/c2V9+prm3UPP9vx66wwSBsqTwoPhxO8kRKYyIwHSMmJ2mRVPLOuOb0fiV1c1wg4FPvzZ80pSC5G6b915e0pHNIMOJ7P09twrJfKiXjyXOOjkus+8JDlWbsipZUv6WsdM+UaJ9JWdz9uFDs318Cen7M2+D5e7qjqz7bykmtzzNz9T76GuDNj6cMzzqyrI2XvrMfjvRZG+dv8gDedmiClrR9JiRF+zEIcHNpgj7Hew/TDHBOjCe6/mf/YWM+brE8gzkU9Z3ktzUXWajA6Kc0Ic4leVhUlIyIewwdQnYI6A8CxfvefEcs4fPm3NQ6wiVCLrD+jDAhnGVwulzmmPJsTVRIq63oS1pA4pDZoXsBSczQfjwcVFvkMY4b2ybEQk9e1zytk8F1xexC4iIifjIhv/pjP/t6I+Gci4m9ExJ+OiKcR8fMj4tdHxK/vuu7f7Pv+ew5897+PiB+65+9/5TO2u1mzZs2aNWsWEd3rVEbKi3Tdr47bg8DfjFuk4PvjMELw2yLir/V9/1f19++IiP8pbh31b+z7/qv6zh+MiH+h7/vve+0G39+HHzyez7/tF3zDNyTb3HH7iU7f9lY3220iAxmfljeFOWPB3mpq1UvrPXP/78ku4PuH1A0dx+dM6awEr4mBDsH/1967R9m21fWd37n3rl1V59wHoOnga+RKWsNonwPSEiAi4IjRbo2YQGJUcttoWh2KYqSTjq2G7nQejqCJEUdIq+1Nh3SwQ4Zk6MBHD+ECNtHIpcU4ogItVwJBeVy4j3Pqtfee/cdev1mzPnPNqjp16t46j+93jBr7nF3rMddcc636Pb6/7w+VFIFaNY77sDsfrWKi16GR/eJ5D0oPA/YPV9sxj55xgJ0SN+AJR94u2MRxhuCUBAu/5k/Quy4MfdzXEr2IsaASpFeH3eg5YF3NKqXCuGpGNOaY6zgWo1Ax52RTFzVJ3Nu6cqC37jnumGMytKnESP0Jzg/7eISHuFgddhrkc817UVQTMZaIcvW8VOZ9a2U+ae1hFi+7835gN0xqXpQ+ChF5iv4aw2eM7RKigoUHNJ8f9rZA1IZRBUYQ+ezGvYgxs/Mr3yv12ux1eYz7Tb4Co5vxzHIdTPCupg7MElGPg8WiefcEWFXDTousQgpw3rgmx9YH3xd8n3Kt1jP72+9/v67u7b0z5/zM0QEdg3PhEOSc35xzfk8+hXWRc76PxsDw/Vsk3a91NOg55zEuwzAMwzBOhxutyiCSWOOC3dIXppReLmlL0gclvTnn/IHzOvkqZ+0dHBRLP6xqMt1p9dS8gMJEDgY/mLULeJ9h+QZKPWl4n7DO6TFENCA8n42KJVuuCypwou432MT8nvl7duLjtaxyLtvSy2S+vuQ8Ozmwct2hJAY1ONaO8/uUUqNqSK+D54rc+ifdddeRsR7Aa6lz4/U80BOcTqclh818a5mPzv3t9bAoderhQWAMxQOsumWGZ9vL2+/jXnHd815cRZ19sx28rzpaU7gzHdXLR4Ya9y0o8BWPD+csehYdRTpG7iaTSaPZEKCnR9374nUP64TPIL19djvcq1T4WF3E+xoMAXb3JDeJOgx3DZVDwaEIkBdSK3ny+lldRAU/RhYLpyo8X0SMqDFRP1dXEBHhmEoECREm9jwJbHTOVSK2w3bkeUwnk4Z/wPdi7BPXxSgmx8w+GrE24zzUI7iyu9soT1Knoxd1yDl3FUNPgxvGIEgp/TFJX6q15sxbO5t9F/6/TCn9hKSX55x3x3YYOc8DnV8dx3swDMMwjFsaN4RBkFLalPQvtTbc/kbO+ePY5H2SXibpl7TmKtwt6U9L+vuSvkXSXZK+7nrHkYcIQVh0W526U3qAtcUc3gBzu8HypicQFnzk0JgrZb6uyfsi/3ewXEpV/btUWbAn5ALZq57aAMXrjzpkXGPhQSyXDTO9eLKwii9Bo5zd6+h9BQojHDwGVhDkKlpRIh7D/y8jCnOAOQ+vgUqdUnsAACAASURBVKxgRgxYb8+umLPptFxXqLvFMeL+U5nwAHoCcxyTkYQ5eA4xb9GZb29/v8wJO6URvbUWKPMZOfhO3XOpYqjWGdd/r76aSnzL6EjIiALUNMuc4xmI+Ykx7R4cNDX7GdddunuyX0QoFIamRjy7iDxx3prnazptnh3W4XNN9dZqiUwOY2P0ZhsKmOV8Gxvlu25ULyIjjDzC8+X7kLn2mK9419WRzNIFM6JueOduoBcFx1S6GEK5cTOeDzw3sV5izJeq4xe2PzRTSgQQfJ7tSuujHhvnM+7/ZURYC99pOP/2fN5ww9j9lhVwse9ytep2bz0NLtwgSClNJf0LSc+V9NOSXsVtBn7BW6qvrkr61ymlX5X0Lkl/OaX0gznnd510vh7RYogcPOPar8AwDMMwbn5cqEEwGAOvlfQSSf+XpG84DTExkHP+TymlN0r6eknP09o4uC7UOtLU7i95z07nwZodyqqC5jzY9wp6GszgfTFXRm2E2iOm90Am6qzyDupjh/VZcuNg6AZKvwZcY5xvc2PjUL98ONYcHn3p/sjuhVBR5DnZe3wBD5ERma35/LAaIuYlPJjIzyGCEFUC8RleZXjzG5j7mjVeX0td+x/55k8eeAlUQYz4B7tilvlBnrLWXpeqexWRp+F8pVvgwUGTlyXTmt73BtYH116ss1gvjKjtgnMhHeZwY9u4B0+q1q/Uj77EWGfg6DB6wygPx37HdNrVeGAlxF3IwzMq0XjzEXkZ9mcOPfQK9g8OyrGWiAiV5xq5ckaGyP8pkQCo5x0gn71dVSWFbkDJiXd0GKZUpIRiIat4uH88D6uRnilx7qtQy4xnjyz7rloiNALIlyIY/VyuVuXcjZLgMN5YD4ygsZtjREKKWmKsL8XQjj7jdcSWHBFGYcr9HD7j3XRpa+vmVCpMKc0k/StJXyvp/5T0dTnnHpnwOHxk+Lx8XmMzDMMwjNsNFxIhSCnNtY4IfLWk/0NrfYHxovCT8azh8/eud1yTlHTn9naTc57BO+v1CJjOZk1eiLW84RGFlyB4AhneumDxM5dU8nMjPcb34ZkUpjoYq3N6W4hKBJgLZC4sLORHd3ZKf+5gO989fMYc7qBmP+ZrC7lj5uvIEZgj2jGmS8B5mFWeyZFPcAboPZDxP4U3soQ3uoB3JkkLeF9NlQTmmCxxHnMCTzE02yOXPK3uMevui5c1HCvW5JjaY73dPtjVl4eoR8k9Iw+8Cg9xf19TeOqb8IBWWJPklsScs58A5zG8uLiHsc4eGtblxnRacr+MJvQ4BIGyFmPMcf87nnGMYQvcjb3ptBu1iWNuIod8AMY/a+XJKbiE/QJx3I0Rb7LHMdqBtkH5HPZj11Oq7VFdsh4zVR9jziNicBmRwZqfIx2u8x1EOXvRXHJuik7BctnoKxTeRVRVhR4FKp7Yd4IdagPk8jCqdXV/v1TZlC65UCYN9ceY00kV4Tg7g+ACIgQDgfBntDYGflKnMAZSSl888l1KKf0tSc+W9FFJv/A4DNcwDMMwbgucVy+DF0l60fDfpw6fz04p3Tf8+6M551cM/36NpP9G6z/iH5T0AyM6zPfnnO+v/v/WlNK7Jf36sM/dWpMQP1drguHX55wfOYcLUUqpWFgxqq0e25RWvKqa07DogmkK3YCo0SWb9CmDRnWANeNhKW8MXlmgVtpir4FNWKK7OPcU0YuwiK+ijphqX/vI29dd3IoaYuTjwLCOsUVOPaxr8h8KpaQXQRmwBRZ15PtmVb05QU+euXLW/JaoDHXX4TmHdVsULieTJnJBVUhGfFi7Hp5cr//CAbzzmM/wgO6+fPmwIiXWSszDcG8ehndalBnRq4CMbub7SQOKa5lvbDReFaM3Mf64Z3eiCiPWUXT7i7HEdnHujw8eFmvf68qHojAXnh/1RrCu2Xek6BgM17nEveQ1xBjqKEDpIBrvi2GuY34eQ1fDQIlOgTPC6E9ULfEdUHguq9Vht090eVwgUhKItcgqAvIZdvCeoLJp/QxTt6XotbBDZFR8DPtNEDHahv4EdWCodJlw72veD+eKUUhWGVzCc8HOo3xO4p0V9y7W1x1bW2WtXEF33AUiArFv/H/34OCG0CH4Qkn34runDT+S9PuSwiD4zOHzkyX9wDHHvL/696skfZGkF0p6itbv3PdL+jFJP5xzvu50gWEYhmHczjiXXga3AlJKD2zP5894+md8RuNV0Nslam+N3iK1AHiswlAOpjfYpWQXN4pbyJHtHhw0uUyypo+ZA0kVWzws/fDegw0b2w+fYz0duKqYdw+reooIQnhPO4gANB3oULfNvGdd380IARULGZUgf6FEUHBv6NXG2Evficg1LpeHPdUjd4sxkdHMPG3R/Ae7mr0i6L3Hfbi0uVnGEF5jHKt0JRw8mlIvPXgf1GsoedrIKaPPBFnOtSYFoy706IriJjxmRlLi+Yr5JP9lCa+Ma3eSUrMueloIHDOZ/wH2mwh2+SY8y/2KaxM58hh/zEeMfw+Rs0Cv7wI9Sa4P9i3Y2dvrdi/soacNQqY/n0l25oz53tvfb6pP7kT3Uva6oFYCozkNdwu8qZ6+y2K5PORaITLCCNsScxvP9DbuZayLx4b5YsSVkYdFpePC6BR7NDBaI0m/9ru/q0d3ds7Uy8AGwYCU0gNb8/kzPutTP7X7B4R/jNkOuf5jXMgrEC/pgS9yLsZeG+VYXLVkb4Sieg1ASC4jUS0+4w8GpVxjgceLrrzEMKYa8fAsSG6CpG+u5lIaIWoF+Qhh2x6Rry6BijmmHG4RK0HLapJ+OKa4Q4vqD169fyktXS6bNdMTuyoSvDAYSUTqvRhrSVrpKKGLBi3TD0XsJciCUbrY+cNYZIaHsrUIbxfiV4y1Cs3zj81Jhl+MaQvHpCEZxglfsr0U03QyOZLikqr24FhbDXkQpbE9saBeEyA2uJIOjQT+gev9cV3ivc2ST77VSxMkGFwk3Ult0y8ap/wDFkZLr+yQ18uyvjrN2UgWd4TauC6KwBvbXIOcSMMqUEit1fXHdZXwPAi+LHWe4r1BJzDOQfn1uFd1M7QyLhh+dDCL01E5VO/54Ae1s79/cc2NDMMwDMO4uXHhSoU3EkK6OKxSNpQoXm6nMVEtTER52EIogccXFln41L3UQGnOAqEfWt2r1apYrvSKCkkGFnsTZh+2Z5Mk4fsYKz3n3SpCQIGlGcJutIALuWfwZApJE2JIK7R/pVBJ/H++sdG0pS3NjUBom8LTE+Yv5jPuSRA8J4MnHfe2Kdc7ONAnBpJbCasjUnAHvHGmaWI9xf2nhxhgGVWRhF2tGqGpulxWau93zAObY8VWbM1dWhYjhFqvLzaToWcY42WzqyARpmFd9IS/Ys6j7JURk/JMb2w04lj00JrwO8ZcSj/j3B0xpBI5ClIyIis1ijBRR/SL5ZqxCkqkCGNlemx7uEexng4WCz06jIPvvVI22Ck/jO3Zwpml13Eli+p5qI8rScuO3HPPIy5SzsN2Efn4BMikfMcx4sh3ex3N2aLEMIi/gdIeHZLWjDTE9V8F2bCUeQ/HW61WTZlhEVzrSDvHO//K7m63pfxp4AiBYRiGYRiOEBAppUaoJOwtEnzYeIYEqTieVIncgFxX8pfBAQBBq8jDDlYlxXMO4CHX7Ux7nIdAsTJBkqrL5er9A5QqXaLMamtjo8mvH5CAg1w42wEL+0/BFQiLmA1XYv5i+9VqVXLbJOiFjb0Jfga5FIE45p2DlxXEp5jvKDNiZEY69B620KSFBCUFmYiCQ/D4Co9jOG4pn0IZWwj03H3pUpNHvQQuBdsdx9ps8q4R1YE3SyGnQL1eYg4jHxv3IAhXIcjCMrS4z3GshyFxS7JmXD/z/DXnIkYZ57pzEM/qkW8ZjeqJZAUYOWOL4npflsNRiIuNk3oCPVxP9TNZIzzqWhQonoMQEystmMOzjYZZjxyt8C4No3oRxeEz7lFp0FWV+cY25BDwuntRy160YgXPuo4cjh1vMpk0UdoyFkR5GQEjdyrOHXPNCFSMYYHzpZTKdUdzMq45thSPMc83Nk4kjx8HRwgMwzAMw3CEoEZKSfPZrGH4B8IDuoxcaV3aEpbaWMMKqcqj0VqEl8X8Ywj4zMApKHm6yiOmmFEROYFl2zQxAa+BoOXJ8rPI1V/e2mosb8rAFnZz55wc2wLzN4v/x+87pYSr1epQ5Ae8i0DDvg/PD+cOS//hIT/NcjxGOQ4qz7Aws4OvEFEX5JVL1AUNhxqJXngnjCjsIpo1n80a7gR5HKWVLD7D82XpVsx5UykAFnqgnneWkVGgq5RggXMTx6bEbUTvdiEWxsZkRYxopOqC8r4sP5siIsAy3U1U27A8sYgBVa2cmxblnfK48v0whyz9K2sQ9zSeI/Ib6rK2Ke4vGyfFLEUE9CnRoIstqfEZYLlmQdyrKnrRiIOhHJsRM0aESnSvEhiqr5ciQVyjs9msidrM8N4vz9ywD9dFjKEIPkVUEKJTO5352z84KPNAASa+F/mu5++vFY4QGIZhGIbhCEGN1WqlK7u7Tb6KVjtzR4VdnnOT4yaLmkJEzP2GdVlkLcF0pe5AsegqKzNuKpm19DIp4sIGMkUOc/BCKKv7pMvrBpPRaKOeR+oAFM++4zVudLzK0qK4ioBIh0zdFfLYhSdQeXtsShVe1QTe+hbHEI2YBhZ2rfUgtXyOookQ5x0+a14KJZqp6VAiCeBtlMjCSLvW+poYgdmqjhMezSWI/ZRGUyH2g/x9aboCr4sS2WzFPKZxwudgD3ycS531Tg+6RMiCWzPsH9yEWeVt1ecLLJbLhlNClnyJ1sQzh2qcUtGB9RDnjLGz+qS+xrIOEBEoVTbYhzwgPtPMZxdvFWu9jkQ2ugmdqorYpxEJGz7j2KU9NDxgzkNguVo1VRQZkYLC5Cfzv9PeeFlFxiRpa1gXhVMQfB+sr2m1Zss6gHRxuQd41zOqSxE68iSod1Pa0m9vN9GrJd6jcT838IwOJ2gn5JRwhMAwDMMwDEcIaqSUNJlMinfOnBfzV9F6tlbLC0uOUQXmgoslH14n8nj0ymhVNzn2Km9FiV225SWfoegPIJpRPD9YoSe1BVZl+ZINTdXEUhM/bE9Pga1VA/QUAnG8yPctlstDmV/k5Znr3EVUJ+5hNJx60hAJWWDsnAeykXPOTa7vk4Zj9vK25DnsI+9ICd/wkLehUhmo669j7ukJksfCeWJEgfX6vZxorVcRnk1UW2x2eB1RsVGubzjGNiojojKAinaMdo0pV24hKkMuCFVHqRoZ2EMU4ji1TAmy2hhfIJj+bHte1rKOghUhHGPRjEC1QUqpiQRQI6Mn2c5oxRKRgcCMEQWsi529vTLHcd3biIiQhxHXTw4Nn4fC90D1BZ+zGPujV68e4f6MzUeAqqtbeE/21CZ7io4lelOraIL7wOg0f19HI88CRwgMwzAMw3CEoEZKSVsbG02LXuqi09ubwKOsv1tW3pHUMlLpMbNGdY78G1tokm27ubHR8hJgya6QhwoLnop0pQnHcOxL8OoY7ag9iZ7n3vOuGz4GoxewsotHCJ2CMpaK6R8eCxu9lLGhlj3QaxBDJnw0sQmVxatD/ncVTPC9vTKX4fkwInAADslVrCmqKYZvwXXBXHGsyJVaj6awwqGNUaIvw3YRjWC+lmuYXhfvyXw2KxGv0hgJ6yDQVDwwp4r5owYIPWZWBNTHDsR1kp8yR/6anBRWWcRR6SmWiF2s6UoDIO7BLvQVeC62ZqYWwh3QYyBXhY26lqtVWxEV7yLcmx47/jLa95bKhg5fagLNhK35vGky1FRnwcNf4b03R9+MA/DAuN8W5qn0YVksGh0WRlXYuI49XXp8oRJxxTN9gAjmYrlsxhugQinvf/3dWeAIgWEYhmEYjhDUiPbFzMEkeFbFi4MnIY20fg1PHhZrw1SP6MJgZS5OYHQHSmvNYIrv7LS5fnrP4X2M5Hjr7XptbMNCJqO98ATU5hEXnZ4MPWY6WcasZZ7hnCUfGVr/wTLe2GjUAZl3ZI6TUZtQzyseATruBZb0CIff37G9XTTkS8vhETXDGit4azHGuCMTePMLeGX0NJer1SFju5NPpgcY3jT5KvRKyEmgjkfJwVZ6DOw9MYFGOyNlcWzW3ZOjwzrz46o56ijS2Dl7nSTDIz5Jt6PhJMR6q9YHq0maagE8J9QbiHs147OMHDPvafSdmE4mTbVM3L+9TnvjEkkER6LHk4rfF9VEaP5Pp9OGh0GFQr7/Ukc9Ne5R6asCRc/Yv7RZhwJszrmpFlp1VFF7FR1cg7y2k7pf7h8cNAq0K7y7GQmMfWfTqTkEhmEYhmFcHxwhqJAHHYGS+0Lev9RQI78V1unGdNrkT4uyYFj2kSsMTzbOhVr2wn4NKzssRdRMh7dXK/VRMYzch16OqWfhh7e5h/ra0l8gtAEGBb/6upbwzMILCa99inOVvgrDcai7wI5xcS8m8BRrNb0tMO+Zl+zl8dlZMMP7DnA+V/C4Lm9tle50MYf0aB6D1kPp7w5+B720sc5xUpsjXaxWjfdE7fWydjEfx9WP19+zd0ZZk8O1TafTw7UzXEd4/OHBkt9BLk6p8MH9pjrgHOttTJWw9O6gGiDuUcxxPJvRUS+uO3ghPa5RnJkaDFf39ppnNK6D2vUzvE/iuiJvvYB3uo97x+qM0jWxihKxSyrz8OrwFzZwj8hF4vtzH55zzrmJGLHSp/Qm6WhcUNlziq6hu8O7ieuPn1FpVp97E5G0iCqQO8LIQIxwGz0cCGrXTKfTZr0yqhmVXOyfcT3RAckRAsMwDMMw5AjBEUxS0nxjo+lKxr4Bu6jDrq3L4oX1anthwY0dQ6r6cyNPtwHLkTnU+t/0CEvlArywkq+Dt8k63J6ONtnpOeemwxcrHagSSIYyr2vWYXgX5UdECmpeAHXfT7KiqTQ2g9dGnfHCexj+T29nUUVteL97KnnhLVCpjxUOsf8C9/qhyD3Dw5L6FRxNHhYeXqlcgFfFHvOsKIlrWO7vaxoqkYzkRKRk6ExZ9DyGeYmISeTAewqWO9Bn4LXWlRBF/x7PbOll0fHO+X3RCkD0pqjpRYRtpEpjDu851hSVK3ms8FLjnmyj62XxMMEL4rXGfI9d3xzROFaRMIfO3HigpxlSg1yiko8ffl/OgbXG9yvXdIlAUu9j2J+6J3W3w0eGOe7pSMTnXYNia7wvqRpKXkxTOYVrmaRUxhN8lUBELUuVFauMptMjnLZrhSMEhmEYhmE4QlBjNSjKrdhJbvgs3gms2Nqy6+V+mm538MbYzYss4mL5d9TPwiur67HDUo389AR5WlYRNIps4QlhTGQNB6Lq4qBSbKRePOclENZ0KNTFvFBNruchBMJHqVnDZL0zArREdCE+qV1PNEqPHe7GwXKpjAjJvMMZKdeByEfxmIb5YbSG11I0FKLuOqUSXQiwx0VgD17lMu5/MNo7Y2bemnXck5S6CpuRjZ3HXEdfeyj1FQ8P64CezRI5dUaiJpNJE7UK0Gvkc8I68/iMZ4/eaty78MbriFujj4AafUYbiu5E595tdJ63mudU/75WSCzrH5VQ8f+i/x86BFgHPGZEaa4gQsIusWPnZNfO+H9EigI97z2ud4qoBvkNMUuL6t1GxVG+w2PUcT0PPfro6JjK3wt2agw1ybh+RPFyzmWuHx74KrEGCwckIiCYy4PFQv04zMlwhMAwDMMwDEcIxrCDmujinfQ8xcrTYE6rsMHRf3sK7ylAzzC26/WwZ875E1euNB4rdQKoyLeDfgm04KnYFxZor//5crUqVm+jdw4LvWjPI1KyxbwsOAMlRzgcl0z4MeUu9qcPUCWxlwvu1SEHIldaOu1VNeCx7Sa8BlY2EE1veuSamYek91HXL9MDLMpo8Og3kFsPTLFfrDmug1KlgjHtj3jkjCIk6EqwCqV8QgOAnBOOhdc2nU5LJJD14YW3Aq+S17GDHHPMx2V0QYxnILzbEoGYzRqlvMJ5GK6LfI7AJWhrNPcqnqNQF8UzX69dVo+UtYO1F2t37D7W28f+RbkP28Varau1EqJtZdvOs8fraJRRo0qhp6GB90kdRaRKJnug8P26hfclq7l2wWfpYaxLKPkpJRKAtcjrPCscITAMwzAMwxECYrVaNbroV6DYFczPzfDOo+pAlXeBPCIZuFN474HIM9Lyo6IZa5prK55WNbkQYcHGdd45eC5UdaPHxEgAa6WnlRVbOr4N2/a8c2oaBKhYdilYt0M3NHqpZJPXmuX0xmnhU4+A0Ymerjo1zNn1b6fSK2Cv+KaveXiKGBtrlxe838O5OV+BWKuXNjcbz59zxjFFff0Eng7zulOsr5LnDB5AVREQ46NaYpN3R6UGO8exIiLBc2J3uEDR4a/4Pqz1p/4GeQhFUwOd+Fh9EMiITtTbl5r/qATCnAVWUEdltQojaHHftxFJoEe8rHRXSnUIPH3m6ckZKNeJMQV4DwN1H4Ki6hfqp8Mc3xGKinh+yLbnsxtrr9GQGbaPd3o8b/Uz3+OWkDvR6+myhb4KhQcTxxmeo3jXx6zEk15r4TQaCKiYirhI3aH0pEjEcXCEwDAMwzAMpetVNrpVkFJ6YDqZPOOuS5eKx7eEt0J2fp0LlNbWaNGgDq9zOP4GLH8yT5s66pE+19KhxRgW7RKe8mK5LJZsWM+X0FucHnKA0Ybjuhli7pr9Z/CeyPqOuaVHRM8/QGu86eLWiTCMjZPXVfreI0896+SSYx63OzXCTW49pUPuBM4V5+B9DK/iMnqsX4WKXK/OPo4XHuLWfF68pVgXhTWOiBG9TkacetUFjIJNsGan02mzxgKMcJCpHs/PJUQtqPlOUO+iVjbcQ66XeWpGDk5ibzeqoqhW4LXWqng9XY3AAte5hc6jnD/mwTnfpafGwUGZo9NWLAQ4b6wyePTq1SP/5/uz5lFRJXKBiAg1EHoR0h7XgBGoXTyrNd+j12F1jJ8ktdU6jEr13uWM3NZVF4z0HRcRrse0Wq30hx//uA6Wy3fmnJ85OhnHwBECwzAMwzDMIagxSUnb83kTGWCXrkBYmZELmk2nh5busE3Y+aVbW8+bAqM1w4OmB7wDTzGwMZsd9iOHlcneC8x5koVOS7fk79BfgLyJ2XR6pK63PifzjHtR0w3ltfBmV4gokFVOpb5yrdU95PVRFbLkwmPf4ZPRDfZqnyCXTj5DXTve84j3O1GZfURIyAchB4XePL3Z5XJZriuuI9bzFngIK0QvutUk4FYw1sh+E/WztUDuv5enZwSFPJBGVRJeaqyrCSop6uulZv+dA08l1j+72bHLJa+B1831FtiYzQ5VRdHNMRARkZ4WApU5qZ3AXg8lAlepDFIltHTMhFY/j927vli7O1B03cD+gd39fS07EVPqsnwC88P6/JrHVO9P3YpAUemsqriov1CUBjGWAHVO+CwvO1GfJmJQfc+IYoBKroUzU73/rifm7wiBYRiGYRiOENRY5azdg4PG2gwP4hGq76HW9WCxOKzph4fPPL4ihweWcdEw7+RpaTlTK2E6mZRjhJV5FZ30igoiav973b3Ib2AurWHfz+fN+KmfEKCiXk8Pnd45vZNAUTwLz2Fzs4xlC/n44hWEtz78f7/iY0gVCxi68aW/PeaNvJzFatXwTVjhQM+GnmLCPQmUSAHWJD2MnHPXQ2k6c8Y8IOpCxc6oq4/52MO8jeWWuxyCuK+d/u/Uz6fy3gxeai/HGqi7gpIrsER0Ie5FUxmBtcb7HvPE6oKYp0d3dprug+QbNGqoOFdhvpPZj/mjLkp8bm5sNM93XOfdg0Z/ec4RKesp+sX2UenAqFbMUqyAlFKjhcHeL4zKsLoksML6iDGzH8sU781aAbDhDoDf0XDHhmMv+E7H81P4L4gKNVymKqLIXhaMDBXtg2Hf3YMDVxkYhmEYhnF9cIRgBMWzAbu87l4njdfdltwdjtnLeW7gHKwJb3LDHcu29nppsRdG/gk17sVTgAIbPagNcCnI+K/7m6/ghRIl2nKC0hZZ1sxr0xsN5JwPGevoY88a5lJ/jzpiquQxV0plsjLmkVrvhPvGToKsQqFKJPPece7QI2Dt+G7FRYjrmiNXzPsXY7w0eHi1Tno9D4xi8Lqp8DabTotX1XQSBYeE81P6aHS4BMuOF7fAfqWGvtLKKBUc6HNf7k0nqkWUHHtEWjoRllrHYhscAWoCxIpiBQyrEpb4pAfNyEN9DaVeHrwUrn/eV77LehUvVNMcU9+M3/V6MATYR2NM3a/+fURj2IEwzhf3pESSUpLwvt9DFDcQkZTL0EpY4P1CXkvodpBnVkc9T4oYlagsojTXCxsEFVJKms9mjTgKQ60sO6zJeiTQbKLhCcuDeiV9fKFR/EedF+ViuWwaYLB1bq/UdA/CM/HHpDyswzl3KDAy0iypJsiMgS8FhtIZ9uKLoPyBxB8W3rvJZFIe2JiH+BOZRkL79XXOMJb4QxFjuYTSL/6hjHnbms8budsyPhgEWwgRrvgHoBPmJ4GJYfuUDoV4+GLjGiwkM5wjxhp/OEnkDPAP5mRYd4vlsqQEeE4K6JR9YejFy7SRZh62Z1iafzhqmeGmCROM8zK2YfxlPTBsi3USY2GpbMIfn7r0kc97cSxAsuUfzPJHN66/I2zEP+q1YdGTnCY4xsAmUiixBlm22DgY1b2l/HOARtsltEGP54iCTZsw6uPd1zx3SAsvl8smJUTxrMa46qRxmeYKTPCuX8JY3ZrPm/cj99mLdPBw3fF+ecqdd2p3f78IWV0rziVlkFJ6cUrpR1NKb0spPZJSyiml13a2vWf4fe/ndcec596U0r9PKT2WUno4pXR/Sukrz+MaDMMwDON2xnlFCL5P0hdIekzSByQ9/RT7vEvSG0a+/62xjVNKr5L0PcPxf1zSXNLXSvrZlNLLcs6vPsO4j55Da6uQJCCSaRiWqxvzkHhEMSCG1Vja2MgEcWvdzwAAIABJREFUw9JjOdFJ1mcNet1TeH4kNk5gPdN7oaVchztpJffEPIgIgdMz7jXxic85yJh1yD2saHrTgYYEiPtdyjCDIDp4G0+6444jv99BmVZ91EImHTwclmyW8qdOW2yWG5V0RXgXuH7Ody3VS5JYIcCi1XAjNRveJ0KqhaDWKWOsxYMY6WLZGNNzMYJNrHeSxjY7Xnzx6rBm5xWZjuTKJbxVeteBMjsQx9rCM0+vt45isLyUMtil5BH3otcGnFGPmJcS9UEUKOfcRA1KOB3f81xs+tQrjSa4lmup3lKaiPu2xD1YDMde4p3EaA1JynwHlP2qa2WkpJeeDMQ9egzSxjNE2pjCZUQu1uyV3d1mXfA+Mt2bqsjj9YgNnpdB8N1a/6F+r6QvkfTmU+zzGznnV57m4Cml52htDPx/kv7rnPPHh+//oaQHJL0qpfRzOecHr33ohmEYhmGci0GQcy4GQE/e9jrxrcPn3w1jYDjvgymlH5P0/ZK+UdLfvp6TZK0t0AO0Aw70xITqHDKjBz2UEpQhv10ILCiFY9kVyWZj3kec+wrGQKGhAKMTpcnL8Hs28QlrneV5ddvUJTy/bbRgplTvEsegsAhz4/Tei+DKyD2joBLzh/Qul4wgDJ+FyBbbwxPYY4QA3mx9bpZk9cRNWCZWCH+dEiY2DzrihbGErUdMJXematJUzwebQAV6csJ1q2+WT8XYdlHyOAe5kPn7KfgblFHeBe9jsybzRm572CcExjhPsT5iVTAyUgR9hjGQlEu+RO2l8l6QuNyURGLdUxQoZphE2UJGQ1RoY4QztQAxlSW/Zd1j7jlvzdjgCe9V0UBKnQvj5NzHuVi2GcgYQ4DvzXh7jjVw65XI7iGK2US5wLXg/ef2gWVFBI01F++UWFMZPLAeJ+KsuMiyw09NKX1LSul7h8/PP2bbFw6fvzDyu5/HNoZhGIZhXCMussrgzww/BSml+yXdm3N+f/XdZUmfJumxnPOHRo7znuHzs09z0pTSA51fPV1aW17MKYalyJxQWIK1xGfZ5gS2b2CFvFJ43WydWbxU5A4ps1lHAcKjZ46w5IiH7eg1EE0jJgg0sRRKaj3/OVjBtK4ph1o8pk7L3SLYMZyPrPM6wlIY2h2WcID3hpUSZDZ/6KGH1ufslDEGDhaLRsyJ5VQ8x+Xh+uKYzCnmuAashy2UFtZ5YK6VOGbcK67rnhhUycN3pLyXWB+198JISIDlmAGOmfn6UpaIqNWYnDbHxAqV+JzBgyPDv5SJ4X5T+plrtRf9kiqhITz/LIHls9ow1uE5Bn9mirHMq6hg6lQhscSt1wyN77xeoyU2CSucrOpZYLSF81Oec0QxGM2I4/CZjU9WRtVRzp7IFeXGyzk6Udsej4xchLjS+jhFBCzKUjuRd0aOesJup8VFRAiuSvo7kp4p6cnDT/AOni/plwcjIHD38Plw53jx/ZPOfaSGYRiGcZvgCY8Q5Jw/LOkH8PVbU0pfJulXJD1L0jdL+pFrPfQpzz/aEjKl9EDO+RmL5fJILnz43ZFPWq91bpTiPqW5CurN2XqVHtIevDcK1Exg8W9U0QzmJXstQZnr7YrCIN/ftB4GlyKl1EQVqBPQy/kyl8cKDzLgaRmTwbxcLg/FSHBfS/4dUqORG98E47vxEJj3HFByreEJVDoEAeZMmXc+6EQxOIY58vh7yMEXpvv+fjcfHed8rMNb4XqKMRS9BXhr9ITqXHKsqZBafRT8BOZXKepCKdr4/iqOU/K1wzxsVloIce1cQ9Rd6PGBepwANsMR5oXefZaa9ujMuxdGOjy/A+TS+R5hxUBT5VM9N2T294S4CodmOAY1QbjGy1ihlRI4EnkiJyA8d6zRmNvg0MS7OPgfrFLqVTNR4GtRRbVK9GnYloJMAVZjUMo8vt9lpVgIVw3/5xjH2k1HxQYrpsglup4KA+kGki7OOS8k/cTw3+dVv4oIwN0ax0kRBMMwDMMwTsCNplT4keGzpAxyzldSSh+U9GkppU8Z4RF81vD57vMYQM5ZYQeuOt4p89+1R0HPjDXsc+TIlsiBBYocJtS/uB3zVovlYfvOOVnAlbcojXjnHS+sp21AD7C2kMmdCCubXICmsQfO3WvjSq7FCt/XddlxrJhTjm0XbVp3ka+P/SIHyrauPF5hGVfrpnjww768j00dNiIlJa8Lb4x56jIGRm/m86Yt7Qwe7QpeJlF4LZ3GW2zFS293VVV80OMrHjLqz8mmLjlgcC4uoXFVgLn0QNKhOiIrXxjpCFCauGmcA88wULxVrOG65r0nyRsVEFTRjO3oZfby1j3Z9fo7RimZSydHgM9mL1rTKF5iHU0mk/JchKdPddXYllLUMUY2jyMXpXCXYh7xDi+aAyk17xAy91n5tMJ2vahf4bEgEtdIzK9W5XojstWr9DrAO/w4HZrT4IaJEAz4U8Pn7+H7Nw2fXz6yz1dgG8MwDMMwrhFPeIQgpfQsSf9vznkf379Qa4EjSaLs8WskvVTS/5RSekMlTHSPpG+XtCfpp85hbJpvbBRrtTB0EQmg9Vlb2GHBUbUrrM5HBgt4BY+Q9eQBnitQNBAwpsVyeVixAC+SbOnC/AcnoDTlCSsa+4UNSi+3tviZAy11tMO2VFIr3ApEL+ilhFfX1G3DK6tbFdPjZR35Lu53IO77bke/gJ4Rva/6XpLHQQZ2eABUf6OyHL0V3mtyKYIPMZ1Oy/rlPoHwxpiXpHogn4sAWfjMax8sl4V3wJbUcY5o1c3IAT2fHWrXI0JScs1o0FQ/h5947LEjx4hzHdEqUJsjLtGKiHJ0FOx61Rm17kfPu24qe8IbHY49dqz6nHz2e23H6+dmC5U7rHBhLp0RMkZ3mP9vcvDVPWWVCM/JuY3ngufoKcAWfgcqIBpu0mRSogdcc5xj3tceYl7Y2yLAe3N1sWjWWokYUm8Bmge9vxenxbkYBCmlF0l60fDfpw6fz04p3Tf8+6M551cM//5BSZ8zlBh+YPju83WoI/D9Oee318fPOb89pfTDkv66pN9MKb1ea+nivyTpKZJeZpVCwzAMwzg70vWyEiUppfRKHa8S+Ps553uGbb9J0tdI+lxJn6y1uNYfSvp3kl6dc37bMee5V9J3SPqvtDaW3ynpH+acf+4cruGB6WTyjLsuXTqiKyD19eHH0FP7i/auZPaHhRvWOc/V0+hmtQHb49b7sO65xwYvDP1h/6LI1am2CIzlWuktBHpKbGNetdTW39IqJwOeCo/TKloxpg9Qj4keDKM3VGojy7rU4cNLn6TU1PSTwc1adeazyUHhethFpQT5H8vV6kTlOfawYATopHvELnGxKvarygdWMDQVLfQUEcUo93L4P9n5rFY5Tluhx8sJ9Gr8mRMvv6duA9biWAvi0mF0+GROnPc55ngLFTBLRH3Yd6Tnla5Wq8IpiTnvMf0D9Ep5T9kbhZUj3L+uu5/hvcH3Jd9V7A7K7ZpKCCjBUgMgpTSq5liPjToucUw+000VCqtOUJVQzwsjQwHqErDra85ZH3/0US1Wq3f2KuqOw3lJF79S0itPue1PSvrJM57nn0v652fZ1zAMwzCMPm60KoMLR875kNmKvCS1+8e8d1YgMD9Jy3UJj7/kJWFF01spnjUsyWXOjfdV9hk+qVRX6osx9gQrdAFvjZrdgTu2tg69zE7ecBMeMdXiirUNj2ATkQF63FQwXK5WXQs+w2uI67k8WOG8/wHmTBfIV87htewfHBQPnlGbEl2BuhkZzrHd1aqrWT1fc+S/l8iVrnJuVN2Y8+cxw2udYs02Ne24Bz2mc875MOrC64fnzzx1r4soPV8+Tz3Fu1o7YkzHvh4DlT65jhiBo5ca2MXzVqslboNNTy2EKa6X62mGawjdgp5nXV9L7DuNLpWYu/L7TmSEUctyz3QUnL86asMI5wrXS1VA9g3YRzQzwP4l1FQp0YzhGrfn80YLhh0V4527RKSVfUkYKWIfmrJWwdmqtWRi7rfxTirPTYyhvujrqDS40aoMDMMwDMO4ADhCUCG6TIVVVrxW1KX3GMAHy6UyFMRYbdDtaw/PuOlMB8t4Ai++qKktl43lSoueEQEqa9EDohIfc2KTyGtVHhGZxYwUXEK1QFzPJRyr8V5RIxwg/6HOD1PNsJe/p258nJNa/3cMzPXQJ4grC55IeG/1NdOb3EIfgDhX1GHH/MU5mN8vOVRcWy+yMKmOEedewftsGNnIw29izGTfn+SV13yOosgIXYq43ju2t9fbdRTlmH/tdQNltCIH12CxOOTSDL/b7vAzZoiExbl3UG3Rrfkfjh9jLDXzs1k3r9xoIgzHiGd7uzqGdLhGd1ClwGsZY99vge/U8DfIP8Aai7fjXnSJ7USKVvC0i7c/nTYa/D1Gf4+/VFRBowdIp7fBDMchjypXkTS+56mBEuB7kpEyVoTEc9hocsQ6q44Vn4+FKujwGc8w9Sb29vebKMm1wBECwzAMwzAcISByzk3nQeaEpqh9zpW1uQfrsaeYReZtr+aZeuvs1kXvfWM2a3JTu/Aymlxox6LkuXs1z2N9v0skA1wJeueBxvIfPsmejq1ovce80PIf43WQoc3a5x5iXeyRjc3+CSMs8y53YEB43zG2XegxMMLAWviSa+3UKa+q/H3TlS482mEfssan8DLJRejpc4zda/bkoMdanjF2OQQaRcLwPsEAZ96+XoeshCkM9BhDeMKIkMTVsDqlKGLi2WS0r/aQWQ1CzQuu8wD7BzCSEHoPzL2TAb+oIop1j4V6DDw3e5rEb0uEsOPtU+kxsH9w0PR6KV0PO7wXzmWJSsRzBk4W1xl1K+roJt+fPeXOA7z3tqAqWKI/neemF+26tLXVVHiEPgff4WP6IyklCc/HaeEIgWEYhmEYjhDUWK1W6xwMPMrChGf9PvPY02nJD7LumREBerbUvSZXgB3XennauqMcvcYmJwbruatMCO+0jCFUvjCG1WrVeOzkJxRtceTKqPTYs9YbRUf2XajmoFdV0GNej6m41QimP+/BcZ3VyKand029hW5vgtAjCGXDEca21HoSk5TKnLN3A9cFve/iObJyoXOuXqRgbNte1IleNXvO8/4HIsbDZ7fRB8m5iYAxT13mFJybTWiGsB6f0by45oTzLVerRgWSxwowatNTvSu6H1C+LP0mEO2ZjHjG9L571RdxrrGqmvpaenyGwHQyafQ0IgrBCofSbyTWcBwD7yh+siKK3KVasbC8QzrjLRVPw7uKkbDC/+h934mS1ZEXKpNG9IHHGONHMWp8LXCEwDAMwzAMRwhqTCYTbW9uFquTLGN6M7T8Jik1fe57Oui04pjbo7VORS6yb+ujlWN3GLX00sN7YG6PeUl6BFRjZI455kQ69Gzp8XNMj1y9euQaGN1grpneaqCOagTHg17lpY5nQ88/wP4L26jbjk4I1D2o9+2pJTLXTW801hzHGL0fenr5dX16T7UuQKY3IwXsiZHgXe10+krUUYpehTTHRt38ntIjx8YqhqJ7AW/uyu5uk/tnrTrHxugEOQZTPGfs9UDvbn+xaKIsjGjwumK7Xt+MXmdWIrpmTqprbSIBqHVnBJE18TuoMujxWRr+x2Jx2M0xIgK47gnWXKDk0GPM4GAwqkmuQvM+qfoIBBhdYtTztJwDjiFmgf06Vjk3HUQZ0WjG0pnba4UjBIZhGIZhOEJwBDkfsQ7JBj3crK1dlaSdg4Ou7j/3qbvQSW0eiR50YdHG2OBthAW5vbnZ9KvvadeXfvCD97QApyBAS59KjSWvVyl7cW5o6dOiZf6ZfQTKWHBtMzD/o9Z5o4pIcI6of19yvDG2Dj+Becwyhsg1Qs9hVKsdnt8+qgXIT6G9X1jU8UXkFjFm6kDMptNufXJ4fmSL92q+6SFxPfS+36zWJqNKseaCHc/nKCIlPQY3zxnzGfeO8zOfzQ5VH4coyxz8nkBPmS9QKj6G//fY+eQ1LPOhSiB5LKXmvaOFEtEo5uebag2Mhe+jxXLZRDgaDlV47bh+RrMYSSQHKe4Ne35MJ5OmUqWndklvPHBS9RLfYQFW69Rqmr0uhr3eKASVC8nNIoer1m9gbxOeizyn8m7b2ND+YtGNcp4ERwgMwzAMw3CEoEbWUS0BMljpIZbce9QMTyaFmdqrAqD3ncDITThXrw43wFxxrbRFPkLDOwDPgXlIVkawm1lc4xLe2EbljbIOmN5nw2iP/eL6IpeOGnBqkgeKelo1z706+T3MPTX7i7cW9zuU6RAJCJAHEKgV6UoedvgdFfYaVUh4fuyS2asIGOv2x+5txQuDl1Ty0MjnxjlZpcEIUVTahNpgYLlcagcKntRloGIh13CJICCSUvL8jBjg+BtVlUYvahf3KJQnud0mdCyCx1H3jaj3C7DzYhq5vp7+AKuSZtWzVo+NPIiGN4T3yfZ8XjroNRVAiFI03RvxLLMSZIn3YyAik4G9g4PScTE+e0p8VHTlO7mw7odjl/dlZz7i+LFmU0pNdJZ8Dd5/zjUjI1u4Rz010frelvcgNAoY6eDcnhS1OAmOEBiGYRiG4QgBsVytmt7qxduHlz6DhbfKuds5jh4bc5o8ZiDjHGM5QOnQeq/5A73udsyVlhzi8EkrnPlsKjmSvT+fzQ7Phfpp5tUYzWA0gnnpiMAwZ1p012FR1/XmvZ4Um6jppxcWypSrTnXJCjnCNOs/Vsyv0hNkDXep3UZ0J1C4Gcjz0k+YTadNB71H0TchvDKuwaLXAO7APubpcmhIdKI/UqXiiBp9ep/sRlfGgrVIRnhszehF1IQXFvpi0egOUGGSypSxJiN6Ma+iDfVxxmr8a8T8LJfLkk8v14f3QHjvRd8Ec881SI+SvR0SIhCTSgOgx7/YgqbBLipb6KWWKN1wnB08d+xYOZ/NmkjASXl6VkCwqou9TciHYKSgjhIy2lCu64SqCaqKlncxOBTcf2Mk2tNEJ4Z9ep03Y6xbVeTrLHCEwDAMwzAMRwhq5KH+k9ZZoDCcq+2lo/3g6emSVU+vgZYee9CXWmZYyltQ9KuZv6zNZ6c8ekDFq2JFBLzPADUSWNWwqBTYmG+ktzmDB0x2dZPPh9Ue2wVjfANecH1Pep+MDLDqgNddfj98UgWN117XozNixE9eH9HTix/raVGP4WCxaNjd1C4o1wlvaxEsfCj0MW9NpjznYTKZFLW+nhIn+ReMjLBipKdPEVdEPkwdJVnhfgVnILyw2JcRtSWen1pX4Mj1DmOg3n6twriN7p5xrFjP8dnU/A/3hLwXVq+QY7GJ46xWq8LriPU870Tp4m0Yx2h6GnTq85sKo3jGq/cM9QECXEt8N1Ebhsp9vU6nAb7jt+bzptdH7528Af7PSdHPpoMjxjD27JcoCu4beQ3lvXcd0QHJBsERpJS0ubExGn6P3499hgBQHWot4bT4gw1pUoaTTpKbLCFShDH5ssk5d8NjAYaOe0Q0iilRaKVnYExSKgZL0wIVC/qkBzdC6PESoqFFg4FNbCYpNfeLRD3OT08+tycO0iP2lTbIy2UrsILQN8V8SOAk0bX3+94fgnrcXBf8/xKh47iDnLdJx3jhOqnJm0VyN15oHTEjXh9JhBTkomHN7UnKW6wO5aTjTwIJr1y7/GPL1EAvtVavA+lo2WtZ9zhXU16LP3jbIN0Vwyqeq3gWO7LBdVqQpFsSXHejsQ7C+QHOPeV2uR2Nn/3FQqu4PyPpx3psJFsH6IiF8DeNk0Dcqx55tf6OxO34oxtCTKWpUdwTGAQxhp54GjGdtCJifK/xOsq+JhUahmEYhnG9cISgQs75iOXJMhFaegyZz6bTpm1laVcM8hsJWQFaxAES15pWpSOlTrRAm3atuL7HBk+AY2HKgeHqPDIPjccOAhJFgcq44W2xPK2E8RBiDuv8zkuXjoxtklJDOMrw4JsoRpwD5YiBBA+ghG1DbArHO1gsGjGkk2Rwe55wjDm8kwg5s3yxFxWSRlIh4clibQZizDsQ8GGDnabMbqTJEcvr6t/Vx4oxBamWIX963Ut4wo33zyjOalXmnnNXxtCJ3pUUU7wrEO2K421BLvkqGpjV3l7MR2mc1PGEZ1gfLP1l2J9t0mMsdWSNz8cehbmQ3glE9K4pY8azH4hZZARhYzZrQvc9yWpGuXrv5iInjsgZUyeB+tpKqoyiP4g+LBFZKcTIjnffa5Y2KkIHciijkgGKGk0nk/V5z5g6cITAMAzDMAxHCIhVPhT26eUtmTvcqqxNyv82li8Je8hTBWhdMxdKUZB6/1K6BkuX5BZ6cBSgIakm8pYs9QtPKcZUj50eTHgfJbLRK1ELTyA8R1zv2HXX565JdasqV1mDeXyCZLEo/SrXCU+PHkBNOnxsKPGjp8sSP5aPle3hVfXaSZO4FNiYzRpCWnhPMf44R+RVe5LVJUfeaWFN/kLt/RdiFiIZG4xaxJyiBJbET3JoBC+dufNlNdYML7IIz0BWPPg/JSqB+aLXHmOJiEDP251Np42sL8mCTTkpib64rsILirGg5C8Qqy6l1ES0Gu875mm4Hs4DiY2BuEcbiLxQpl1q+TmlbBlrkG2PmTHn+7RwjSKaNWxX+BEob61JjSRC9+TWe+96Rr1Ypl7u/bB9XXJMvgqjuT0y9s7+/onE5OPgCIFhGIZhGI4QEFltuUh4p0V6lEz4yJPv748Kf9SYsQQH1mYjVIP2uJSwLF5fZUmWcQ/nZDUBIwMlH4m54NjDe6FVPibMMYNnS94FvYaeF8UGKmwQE7Zww+SuynV6rXEpYlLGBJZ1U06IUieWAJGxvFguu5UI+xg3PZyuJ4R5ZalcwxPY3z9srjJ8MuLTtJLuNHcpx+yUF8a1sBJmNp02VRGNlHfn+SD34BLkY1n6Ri4BW3xvz+ejZaH1OZmPDvS270XxYh7HRGVWuC5WLPT4LeQoNTn2mBeck++nOgrUa3JVxjt8X7gRw/978uMlWsprGimVZPVUjyPA54HRPd7TEr3A2qTnXZc38r1f2r0P/499dyAqxQgAeVNcyxxz3biL5YM8xi6iWnzHnxWOEBiGYRiG4QhBjfBsN4amLI08JP7fWPOV50DLtvrF+nt4FQHmZQMTWLiMAgRqJjdzWkV/IKxxMI4bxi5+32M2M7dcRynIdu0J8izgXbG++qSWvGTtH1R5X7LIy1xibBSUYS485mMH1Qk9ry5X19SIl3TuTXd+Oh4hvVVK2R65J6xtZwOdatv6+yW4Ej35bEa5GHnZmM0O7+9wrKadMe5j5MjjKWoqAToeMJ9dcgrGWlJT44JeGtn2bC1MLy2uIa6R0s7LnEvemI22tjpiYmUsHe4MuSm9dVPPF/VGynOC9x6lyns5cjLipxgTxcdCEK7GNio0enK8jILGURih7VWI8bgppeadHNcd8YBy3fH/4ZPzEmBGv/e+raNbwVspwlqQWY8xMkqxPZ9rZ3//zPLFjhAYhmEYhuEIQY1VXrc+rutjpapumN45LElppHpgRNaX55SOV9qrQTU5Sn2OyQZvwFIny7enRMh8fbFoO3m4zYrJy+sKS32JfVklwHmJcxXNgI43Xre1lQ5b0u4eHDRsac5tr5VyL0oTYy7y0YggxHyGTO+RKpS4//AmeZ8D9Ea2wIAPkH1PD3FZecTd6BVQOCHD/8kpYVMWSvmSk7BcrZr7XaoqMA/lmHFurCPmThvZaYy5eGXVPY3vYgxRFcC1yqhc6A4wqkPOyRZq3UMaOVA3FuIaZEMl5rHpnfek0gPb4FzUHiSrBBjhmOD5nuO6iCaySvXEkYohtoaO0TH6GGAUlO+ZQBNB6EQ34pq2NjYO+T3UUei8ows3q+Kn1GNh1Vqp6sF7uZ6vEmWEOuIEEYM4V0QKaun9s8ARAsMwDMMwlK7HmriVkFJ6IEnPmG9snKgXHaClfKSRzvAdNfqZG47Zp7YBWaW0MovuOPJy9d2k+l1PJY85YrKKWcsb6LV53T84OMzdwrMp+8JaZk69N1ayo3t9CmpPKCx9enrbiATx+sO77rVNbioeOhGFWtuCjXGY4w4vjHXpcc6T+B5cq3Xen1wQ3reT1gPzslzrPdZ5XaXBpkuMUsRaHX/i1PT0YBtgck84b3UTnJP4KL2mM71eB+RYkMHOXPpitWrmuukrEuPuRCX5/PRY5uQW1J4453oPCoScU947KnYyb9+r5gjUnKPihVMtsaNESZ7L/gkcLF7DGIdgjGcxeixwTbh9RBJKNBRVC2VeOu/6sevleBkxnU4menRnR8vV6p0552fqGuEIgWEYhmEY5hAcB6rKBXqW3RGVQ1j89GxZ60xLv2F6w7Ms+9Ejmkwa5Thhn8abHq6LOcTG44GXknH9dSSBrN4DWL89xjrHzrExIsB8b/QfqD1CMtN7So30Vsv8DBZ9L4LC6oRShVHlBJkLJSObESNWRtB76HkvnJ+66oAcCXp05Xu0FGbVAHtBMApG1bfYb//goFGSpN4CVd/YJ6K5R4jW8F6XenzUuR/JoSMq0azBTiThoPPMMpLC56Z+/vie4BzGmXud8YTfZ0Qi6RFTa6DuZcB8euFhYN+ml0tn+xXeDye1IpZaLgSjLFeGfivhdW9gjQYa3ZLhc0z7n+fp8bd4n9l6nsq1rAQJcAyNuuJk0vAVAr33Zd1vxEqFhmEYhmFcF84lQpBSerGkL5H0hZK+QNKdkv5lzvkbRra9T9K9JxzyTTnnL632+e8k/dQx239bzvk11zjsBllHmebFPoTXEWCd8qTKhRW7jtyB8JqG7dgBjUz+DXhAtOaZlxzTISiW/EgeNa67PjZz4yW3HNGOTs68riwgJ4DeOfkIYQnTWu5VAFADv7DuR1Typrh/+6iy6OXn6WXQi41a4X3k98ayuLFymEclF4T8BXqQ9KoYSWKusfbqyW7eRr/6Xs58LM9an5uRkkBTO1/pEBTVRFy3EIUo14dzxFiDczGDt7aEB8Wx1+dglU3pFEjtiA63qJfiGrkiAAAXJUlEQVS3j6hVRMcYvaj/HRUr5NqUyo1hrXKOm2d8hNcktTyPsTFzrZW1ykgH7nvZH5EAjiFAldHpZNL1pjn3XBdjeXepjSDy+zkitmVdrVYNnyOO0ERdhu/jGLHmgvfDZ3B+QoStRk9Rsbyj+NwM2JrPdXV398yKheeVMvg+rQ2BxyR9QNLTj9n2DZIe7PzupZKeJunnO7//t5J+Y+T7d5xqlIZhGIZhjOK8DILv1toQeK/WkYI39zbMOb9Ba6PgCFJKT5L0N7QWhLqvs/sbcs69350LNqbTQ2t0+K7HpmceWKpqd8NCheVbGLzw4pue26hRpbdFbYSahUvruKuXjkhAuYZgbsP6PkAnNqq/1RZzT4EuIiJU2KLly/pyWtHMR7LTWvGoq/p7gvnJuheD1M45FdaKdwdVubF8Lz13eqfjPenaMbDuPP4fugtUl6zHwhr/AHvG83rjCKW7HTzjcoZOlKIeO/PvgmdXdAOGOaXeQBP5GPbjPK2wfgLkRUhtZIRVAT29hl73O/KGGFGrI3WFM4H1zLHxHdSrLsn8/3Cc+KSXL7XqngE+FydFisjJ4fG435EOrcirsyqCnIKE62wiTQMaXZjOMxrzv1vl4Km/Mkc0rwdyRdhDJOH9ucD56uvsVVWRSxRXPamesbPgXAyCnHMxAE4ivxyDl0ralvS6nPNHz2NchmEYhmGcDjdSlcFfGz7/t2O2+cKU0sslbUn6oKQ355w/cF4DSDqqmtWrm6WFWNcA9/KwJ9UsB5oe9fBaCpMVXl6xsFerxvOnpT/rWJBkE1O7nGAN+KSypIvHDss2IgeMhJAzQJW0S4hGBMhsLl5sxYgm/6B4aMjpxfVydso5hnMz995DbamT9V7y7vAMe9UpvbUYY7u0uTn6+7pGmjlsRqeoH1+rn63/Ma4WyWskSk66erbYEZFaB5uo1eZzwagUGfCl6yXWTf17VlP0ejg0nRRxD0/iXvD4dXSIz1DhL0CXIrztwjnC9nNETKilUK4fEbhJSmUeuIYYOeBzwfdLT/G02/ul8vqDh7OHNcd3bYzhJI+ZVTaMOAT43NXHiDW12akaWGCt8RxLvHcDTcUH1pN0OFfBCGGVEiPK9dgPUhJ7yJwWN4RBkFJ6tqTPk/TuOtowgu/C/5cppZ+Q9PKc8+4pz/VA51fH8R4MwzAM45bGDWEQSPrvh88f7/z+fZJeJumXtOYq3C3pT0v6+5K+RdJdkr7uvAbD/HTxDCKHPFJdIA1s2cFi2+rU7jaeTcdDpGpat9YV/Rb2VqvGwqWHT+8zQG9t3tEuj7Ewt1ifr3hFwz5NXTDYw1RynMGjKWxqRCN6yn91fTG19mmx04vkWBq1SUYWwClgRGFjNit5RIJs4SnGQnVBesrh15ykpjfWiZNqkGTRsz9EoPAVsF0vjzutPEmOn/lWVkv0atd3wUFhvrdX8VDfe2pAkMlOlO9xbPKFuvMw4jlzW/bDKNsOn0VzH3l4rkVGUnp9Sup5YmVL6WEwRI74buL7g146KwECE3y/rPT3L29trbcZ8ZqlkWoJRACIhkuC56kcF89uDXKHIqLSdEON+esca3dY+1SfbN5d02nTCyeujxVSgYhiZEnp4GC00uk0uHCDIKV0t6S/qGPIhDnnt0h6S/XVVUn/OqX0q5LeJekvp5R+MOf8rpPO15NzHCIHz7i20RuGYRjGrYELNwgkfYOkSzoDmTDn/J9SSm+U9PWSnqe1cXBdSCkVi481oBvIay4r7oC0tkJ73jetbrLEx8ZRn5s1z2FtsuY1pdR4DQFGHQJUoiNW8JjLfKB+P7Cs8vas9WfNLvUHmh71nb7mAeZlybqume0cAzsGFq+ko0PAz5ozUV/TWFUKozS872N6EpK0M+SMe+pjjATQG6vnh53kSvXACTr49L6pxMfOij12eX18RlFOUuws/IeY604nwnIO3As+T6vVquTjx/pfHLm+jid8AO5AeS5wbdTnr3PMPZ4O1xbPzetlZKT3LAc43/U52Wl0LJrAfceut7dmG32PlA61PcBrKX1YOLZOhCl3nkF2FOQ7sI5YbUIVs3BIcJ2xT7yLGbVsNEJYOYXt6y6LPZXcEr3F/a2ju2fVIJBuDKXCIBP+szPu/5Hh8/I5jMUwDMMwbktcaIQgpfQsrQWN3p1zvv+Mh3nW8Pl75zGmnHOXqRp5S9bfh1W10KGF29XrRp6ONby9/ugn6VPXrNteb3hayb168V7nQXpvzMUHaqu20bmH6plw3YEDeICs+e4xvhmhqSsCdlCrn3A9gV7Uhtttb28fGUPcq8ju1TyRk5japUMavidLmhwUVoZEXf8Yo7vurVCfk14X+ycwxxkoXgrOxQgV9QzqYy+gSU/9BGp9lO6Acf2dfD0jS2N6FmT0r/DMrTpeOytmAmT2J3ix5dqrZyGOwS6Xu9CGaHQFOsx+esrUJBmLGpbvOtFIrl1G44LPVKIvOgryWDjPy9WqeQ/S04+oHfsA9LqejlWV1N/zPPV75qT7zLVEDhWvl1VrrEoI3kSJ/u7vN3yMwEn3OaWk5Wp15ijBRUcIgkx4XKmhUkpfPPJdSin9LUnPlvRRSb9w/sMzDMMwjNsD6XpUjcpBUnqRpBcN/32qpD+rtcf+tuG7j+acX4F97pL0n7VOuX3acfyBlFKW9G5Jv661/sDdkp4r6XO1Jhh+Tc75l67zGh5I0jPmGxuNJ3yKfSWtrbemNreTr6cPyvr6044hLMa6brunKBZg3XSvf0AvKtEbU52jp/VMD5eREOZte9fZY52TJVx7v72Ih7AtmccBqoHxHMwBNjoVq1XjdZx2bY11Y6vPRc8qwZOq54tzxbrqXvfDch2oeKHH2FONq72Vk9TuTuKE9PrZ03PsRfnq8zNP2+SMsS663jcjAPA6e1oStTYEIxk9DkWAz0FP94TnHnum+R05Mr3r6r0f6MX21no9nz2eAsfIuW+6guK92euvUPpUDP+vx8joVG/cRO9cRI/TVO/PMzDySQXYukPncPx39gj0x+G8UgZfqLZh0dOGH0n6fUmvwO+/Xuu8/2nIhK+S9EWSXijpKVpHpd4v6cck/XDO+VzSBYZhGIZxu+JcIgS3Am6nssPjvAXDuJFBL/2JwEnPy0WM6YnAjXBdN8O7Krz200b9niCcKUJw0RwCwzAMwzBuANwIOgTGE4wb2do2jONwEd7qaXPCtxpuhOu6Gd5VN1hk4LrgCIFhGIZhGDYIDMMwDMOwQWAYhmEYhmwQGIZhGIYhGwSGYRiGYcgGgWEYhmEYskFgGIZhGIZsEBiGYRiGIRsEhmEYhmHIBoFhGIZhGLJBYBiGYRiGbBAYhmEYhiEbBIZhGIZhyAaBYRiGYRiyQWAYhmEYhmwQGIZhGIYhGwSGYRiGYcgGgWEYhmEYskFgGIZhGIZsEBiGYRiGIRsEhmEYhmHIBoFhGIZhGLJBYBiGYRiGbBAYhmEYhiEbBIZhGIZhyAaBYRiGYRiyQWAYhmEYhmwQGIZhGIYhGwSGYRiGYcgGgWEYhmEYskFgGIZhGIZsEBiGYRiGoXMwCFJKn5RS+uaU0s+klN6bUtpJKT2cUvqVlNI3pZRGz5FSek5K6Y0ppYdSSldTSr+ZUnp5Sml6zLm+MqV0/3D8x1JKv5ZSuvd6r8EwDMMwbnfMzuEYL5H0TyV9SNKbJb1f0h+V9Ocl/YSkr0gpvSTnnGOHlNJXS/o3knYl/bSkhyR9laR/JOm5wzGPIKX0HZJ+VNLHJL1W0r6kF0u6L6X0eTnnV5zDtRiGYRjG7Ymc83X9SHqh1n/MJ/j+qVobB1nSX6i+v0vShyXtSfqT1fdbkt4+bP+1ONY9WhsPH5N0T/X9kyW9d9jn2dd5HQ8Mx/GPf/zjH//452b+eeAsfwevO2WQc35Tzvlnc84rfP8Hkl4z/Pf51a9eLOmPSHpdzvkd1fa7kr5v+O+34TR/VdKmpFfnnB+s9vm4pL83/Pdbr+9KDMMwDOP2xeNNKjwYPhfVdy8cPn9hZPu3Sroq6Tkppc1T7vPz2MYwDMMwjGvEeXAIRpFSmkn6K8N/6z/kf2L4fDf3yTkvUkrvk/Q5kp4m6bdPsc+HUkpXJH16SulSzvnqCeN6oPOrpx+3n2EYhmHcyng8IwT/QNLnSnpjzvkXq+/vHj4f7uwX3z/pDPvc3fm9YRiGYRjH4HGJEKSUvlPS90j6HUkvvdbdh8/8eOyTc37m6AHWkYNnXMM5DcMwDOOWwblHCFJK3y7pRyT9R0kvyDk/hE1O8ubvwnbXss8j1zBUwzAMwzAGnKtBkFJ6uaRXS/otrY2BPxjZ7HeHz88e2X8m6TO1JiH+3in3+RRJlyV94CT+gGEYhmEY4zg3gyCl9De1Fhb6Da2NgQ93Nn3T8PnlI797nqRLkt6ec9475T5fgW0MwzAMw7hWXK8w0SDq8/1a5+/fIekpJ2x7l6SP6NqEiT5TFibyj3/84x//+Oc0P2cSJrpuUuHQS+B/kbSU9DZJ35lS4mYP5pzvk6Sc8yMppb8m6fWS7k8pvU5r6eI/p3V54eu1ljMuyDm/L6X0P0j6J5LekVL6aR1KF3+6pB/KOf+7670WwzAMw7htcQ7RgVfqZGvl/pH9nivpjZI+LmlH0n+Q9N2Spsec66skvUXSo5KuSPp1SfeeU5TDEQL/+Mc//vHPrfBzpghBGv4Y3vZw2aFhGIZxi+CdvRL74/B4SxcbhmEYhnETwAaBYRiGYRg2CAzDMAzDsEFgGIZhGIZsEBiGYRiGIRsEhmEYhmHIBoFhGIZhGLJBYBiGYRiGbBAYhmEYhiEbBIZhGIZhyAaBYRiGYRiyQWAYhmEYhmwQGIZhGIYhGwSGYRiGYcgGgWEYhmEYskFgGIZhGIZsEBiGYRiGIRsEhmEYhmHIBoFhGIZhGLJBYBiGYRiGbBAYhmEYhiEbBIZhGIZhyAaBYRiGYRiyQWAYhmEYhmwQGIZhGIYhGwSGYRiGYcgGgWEYhmEYskFgGIZhGIZsEBiGYRiGIRsEhmEYhmHIBoFhGIZhGLJBYBiGYRiGbBAYhmEYhiEbBIZhGIZhyAaBYRiGYRiyQWAYhmEYhmwQ1LjnogdgGIZhGOeAe86y0+ycB3Ez4xFJd0vak/Q7FzyW2xlPHz59Dy4OvgcXD9+Di8fNeg/u0frv2TUj5ZzPdyg3MVJKD0hSzvmZFz2W2xW+BxcP34OLh+/BxeN2vAdOGRiGYRiGYYPAMAzDMAwbBIZhGIZhyAaBYRiGYRiyQWAYhmEYhlxlYBiGYRiGHCEwDMMwDEM2CAzDMAzDkA0CwzAMwzBkg8AwDMMwDNkgMAzDMAxDNggMwzAMw5ANAsMwDMMwZINAkpRS+vSU0v+eUvrPKaW9lNKDKaV/nFJ68kWP7VbCMK+58/MHnX2ek1J6Y0rpoZTS1ZTSb6aUXp5Smj7R479ZkFJ6cUrpR1NKb0spPTLM72tP2Oea5zml9JUppftTSg+nlB5LKf1aSune87+imw/Xcg9SSvcc81zklNLrjjnPvSmlfz/M/8PD/fjKx+/Kbg6klD4ppfTNKaWfSSm9N6W0M8zPr6SUvimlNPq373Z/DmYXPYCLRkrpj0t6u6T/QtK/1br39RdJ+i5JX55Sem7O+WMXOMRbDQ9L+scj3z/GL1JKXy3p30jalfTTkh6S9FWS/pGk50p6yeM3zJsa3yfpC7Se0w/osK/7KM4yzyml75D0o5I+Jum1kvYlvVjSfSmlz8s5v+K8LuYmxTXdgwHvkvSGke9/a2zjlNKrJH3PcPwflzSX9LWSfjal9LKc86vPMO5bBS+R9E8lfUjSmyW9X9IflfTnJf2EpK9IKb0kV8p8fg4k5Zxv6x9JvygpS3oZvv/h4fvXXPQYb5UfSQ9KevCU294l6cOS9iT9yer7La0NuCzpay/6mm7EH0kvkPRZkpKk5w9z9drzmmdJ92j90vyYpHuq758s6b3DPs++6Hm4ie7BPcPv77uG4z9n2Oe9kp6MY31suD/3XM813Mw/kl6o9R/zCb5/qtbGQZb0F6rv/RzkfHunDFJKT5P0ZVr/ofox/PpvS7oi6aUppctP8NCMtZX9RyS9Luf8jvgy57yrtfclSd92EQO70ZFzfnPO+T15eDudgLPM81+VtCnp1TnnB6t9Pi7p7w3//dYzDv+WwDXeg7Mg5vfvDvMe531Q63fZpqRvfJzOfcMj5/ymnPPP5pxX+P4PJL1m+O/zq1/5OZA5BC8cPn9pZOE8Kun/kXRJ0p96ogd2C2MzpfQNKaXvTSl9V0rpBZ38XNybXxj53VslXZX0nJTS5uM20tsDZ5nn4/b5eWxjnB6fmlL6luHZ+JaU0ucfs63vwdlxMHwuqu/8HMgcgj8xfL678/v3aB1B+GxJv/yEjOjWx1Ml/Qt8976U0jfmnN9Sfde9NznnRUrpfZI+R9LTJP324zLS2wNnmefj9vlQSumKpE9PKV3KOV99HMZ8q+LPDD8FKaX7Jd2bc35/9d1lSZ8m6bGc84dGjvOe4fOzH6dx3rRIKc0k/ZXhv/Ufcj8HcoTg7uHz4c7v4/snPQFjuR3wU5K+VGuj4LKkz5P0z7TOxf18SukLqm19b54YnGWeT7vP3Z3fG0dxVdLfkfRMrfPPT5b0JVqT4Z4v6ZeRtvSzcXb8A0mfK+mNOedfrL73cyAbBCchDZ/uEX0OyDn/z0Nu7w9zzldzzr+Vc/5WrQmc25JeeQ2H8715YnCWefa9uQbknD+cc/6BnPM7c86fGH7eqnV08tck/ZeSvvkshz7Xgd7kSCl9p9ZVGb8j6aXXuvvweUs/B7e7QXCSBXcXtjMeHwTJ53nVd743TwzOMs+n3eeR6xjXbY+c80LrEjnp2p6NkzzX2w4ppW+X9COS/qOkF+ScH8Imfg5kg+B3h89eru2zhs8ex8A4H3x4+KzDot17M+QBP1NrUtDvPb5Du+Vxlnk+bp9P0fo+fuBmyZve4PjI8FmejZzzFUkflHTHMN+E31sVUkovl/RqrfUcXjBUGhB+DmSD4M3D55dRuSqldKfWYhQ7kn71iR7YbYZnD5/1w/am4fPLR7Z/ntbVH2/POe89ngO7DXCWeT5un6/ANsb1ISqcaPj6HpwCKaW/qbWw0G9obQx8uLOpnwPJwkSyMNETNc+fI+kpI9//Ma1Z0VnS91bf36W1d2Rhouub9+frZGGia5pnrb2lW0qQ5YLvwbMkzUe+f+Ewz1nSc/A7CxOdPO/fP8zRO8bePdjWz0HOSsMF3LYYkS7+ba0f0BdoHXJ7TrZ08XUjpfRKSf+j1lGZ90l6VNIfl/Tfav3QvVHS1+Sc96t9XiTp9Vo/dK/TWkr0z2ld7vN6SX8x3+4LeATDvL1o+O9TJf1ZrT3Mtw3ffTRXkqpnmeeU0ssk/ROtX4Y/rUPJ1k+X9EP5ZpNsPWdcyz0YSgs/R9L9WssQS9Ln67CG/ftzzv/ryDl+SNJfH/Z5vdbSxX9J0idp7eDcttLFQy+B+yQttZYWHuNTPJhzvq/ax8/BRVskN8KPpM/QuiTuQ1rf0N/XmoByrFXpn2ua4y+R9K+0Zvh+QmtxkI9I+r+1rgtOnf2eq7Wx8HGt0zf/QdJ3S5pe9DXdqD9aV2vkY34ePI951loa9i1aG3dXJP261jXzFz4HF/1zLfdA0jdJ+jmtFVMf09pLfb/Wf2C++ITz3DvM+5XhPrxF0lde9PVf9M8p5j9Lun9kv9v6ObjtIwSGYRiGYZhUaBiGYRiGbBAYhmEYhiEbBIZhGIZhyAaBYRiGYRiyQWAYhmEYhmwQGIZhGIYhGwSGYRiGYcgGgWEYhmEYskFgGIZhGIZsEBiGYRiGIRsEhmEYhmHIBoFhGIZhGLJBYBiGYRiGbBAYhmEYhiEbBIZhGIZhyAaBYRiGYRiyQWAYhmEYhqT/Hwvh+2piXsV/AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cats\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAH3CAYAAADE7Ee8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eaxuaXbetfY3z9+Z7li3qqur7O4Yk8jYAduxZNIdYREiAiGxZDFFkZiDrID/ICIYdRgkkJAcTEQiQWILR8JBiRSECCFSPGZganDiJHZ3u7uqq+rO94zfPG7+eNdv7f2u756qe29V9alb/S6p9NU5d397v9N+z/s8a61nZXmeS7JkyZIlS5bs29sqV92AZMmSJUuWLNnVWzoQJEuWLFmyZMnSgSBZsmTJkiVLlg4EyZIlS5YsWTJJB4JkyZIlS5YsmaQDQbJkyZIlS5ZM0oEgWbJkyZIlSybpQJAsWbJkyZIlk3QgSJYsWbJkyZJJOhAkS5YsWbJkySQdCJIlS5YsWbJkkg4EyZIlS5YsWTJJB4JkyZIlS5YsmaQDQbJkyZIlS5ZMXrIDQZZld7Is+/NZlt3LsmyRZdnbWZb9qSzL9q+6bcmSJUuWLNnLbFme51fdhmeyLMveFJG/LSLXReR/FpHfFJF/QkS+ICJfEZEfyvP8+OpamCxZsmTJkr289jIxBP+thMPAj+d5/s/nef7H8zz/ooj8lIh8XkT+8yttXbJkyZIlS/YS20vBEGRZ9oaIfF1E3haRN/M835b+rS8i90UkE5HreZ5PrqSRyZIlS5Ys2UtsLwtD8EX9/Ovlw4CISJ7nIxH5WyLSEZEf+FY3LFmyZMmSJfs0WO2qG/CM9nn9/Ool//41EfkREfmciPyNF3lAlmVvichAAguRLFmyZMmSvYz2uohc5Hn+2ef94styIBjq5/kl/87v9z7oRlmWffmSf3pVRKoicvB8TUv2abdMPyuVmFDbbiOySj75zrdPv9VrYUur6lwxR+vNJrouyzLBXbp9RrdpJcuin3fcrfrvl7lh+f6zPu9bbbSvUa+LiEjVtXelY8hYZoyH/vsns1fJnsdelgPBBxlv6odZkwsJbodkySJjg+y32yIistE/MtPFIrpusVpFP9erVREpNtJkH7/d3A8ZyP1OeJUXy6WIiDw5D5hhrXPXqNVkuV6LiMhkPn/fe/KHr9tqiUjxh3Om9+bf/e+9tZvN0CZdJ/6QctXW0f599sYNESn6S3vvHockruOLCxERaep7QT8Yz4/SeIc4lGzcITzZpfb2i3zpZTkQwAAML/n3gbvuUsvz/Pue9ntlDr73+Zv2/saCZiN6GYI4k8XGhtjSDZDNyR8AvKWDwLfe3n38WEREenp4m+sfZ//H91kij/0f+tFsFv3+ed9lrs8+4LqrsrH2jzHs6AGGg+/ZJB41fyD+KKyhDE/uWIlk3xp7WYIKv6Kfn7vk379TPy+LMUiWLFmyZMmSvY+9LAzBL+rnj2RZVnlK2uEPichMRP6Pq2jc+xlooqf0G6fqRH29PAbLg38aA30mFPPJM9DuhzFQ6kY/iUt40Xf340DUH4cRKwOr+XG4Ai4z3qV2oyEihbvug9w6yT4aeykYgjzPvy4if11C9OQfdf/8J0WkKyL/Q9IgSJYsWbJkyV7MXhaGQETk35EgXfzTWZb9HhH5DRH5fgnSxV8VkT9xhW271DhdfytP2ck+WoMZGHTimFNiCFaXoFGCsrbbrc1/YoZeXvt2mbuT0UhEXjxW4qMw4hdqys7Rlo+C+Ul2ub0UDIGIsQS/U0R+VsJB4CdE5E0R+WkR+cFUxyBZsmTJkiV7cXuZGALJ8/xdEfkjV92O5zGincnpxY+Y/M4fj4EoiAz/KJiZlvozm/rpfz9yqAX/Jygnz3NZTZI361mMKHMyOT5pqXlPM9BrTX3vn5Z3+yqYAZ45V/atrqzM4pJUzmQfrb00DEGyZMmSJUuW7OOzl4oheJkMpOM/sfPp9CN93l63KyIBIZMv/DKgq4/aDNVkl2d7MxeXsQcIEOXuehDgByEnL1gjcvlcwCZkjkF6VvPiMS8y5x82ev6jNMRuGOGr9BmzDhAUWul6udB3FxYKJugyQaLnsav023+SLHcM0dqtTZjAb8c97uO0xBAkS5YsWbJkyRJD8CL2LKd4kBvoCwS3+ZhO/viz67Wa+d++HSNyyQQAec9XK4uaBlVcZvy71xc46PdFpMiJRh/f1zbw9ixo3zIRdF08L0PwIvnZrEnrlzIgIF8fE/GtMN4p1vFVshXMybVhEEYly4T36XQ8FhERsClM02WxA8+CZmEjuJZnXIXRFmysa+yjZi3ebx+FjfNxO4w1qqH8/FGwM8kSQ5AsWbJkyZIlk8QQRFatVGTY7drp3J9c8RVysn0aOuN0zbV9h1gXeqJ9cHIiIkXO74c1ntdqNg0BvswMAb7k/V5PRAp/7YXrE2ief2dunsaSeITGMzwCBDGTIcLnsPP02ldkkHj250zXUTl+BAYAJIx/uuaq84HKLkOVIEliR0DUz4IsWaO3Dw9DW3QcRvrMr7z7bnRPjDX8rLUcnsdQ8vSMyUzH64MQIN9jrpbatudB2vSPAkm8U6BQ4n647nAQSqigZMl43NN3m9/DLHVdbYAyo8BarKKK+QGFsWjDx4GM6Uf1kpiZjyrO4Wnfp1/MI+8O48F3GFPmuarv7suw59UdU/lRZKUYw1avy3y1euG5SQxBsmTJkiVLlkyyb/doVizLsi9f39v73n/xC1+wkzEnt7me6EGdM0VSD87ORETknpYFBaWIiNzY2xORAgmCdEB8NxWdeZ0Cr2zI90GQoNCN3geEQJsG3a7dE9SB0QaQTq4IsOdYDI/Oxno9z2LN0Map/p7T+XK9tpM797x1cCAiIof4ZUFV+l3812RIcOI9VD83iJi5AZ1Vnd//VBkX7tdvt+VI5wIUyr1Aak90HokJqCkqYex9BTa+z2e7E+5bb9Wj+4D255OFzOe6hvSZEze2RLDTn4Eif/oLi8Ea822yudD7jnQc+XmxWhniHSrrMtRntFvh99tNzDLwXdbe0rEuK7cGn2hZXJgUfPAHOlftRsPaC7tGv7u6Zn3sDSzFymWEMB5c12iqVkQrfFZqim43mtc+0/GehPE+Pj+Xcx0j4k7q+r4wr0fa7mYnjM96Ffp7dh76+fg8Lq7KnHG/mmMOHipzwPgyHyIF88UYH+gc0U9jvHTc6tpv3hOi8BmvgY7nfmnsRYr9hzl8fH5u99jX9tt8afsql7BujL1nuXwNCIzfb11bN9utnOuYnOjna9evi4jInaMjERHp7oW21Rv16F6Lqa738/A93gP+nbayRzNnvKOMc68Uw0E/qrWnE+gbF7dAfxgHPqtuz/IxR+yB7DPlNb9ypbkvdK0aO0cVT/bwUtzHL/zar8nZZPL/XlbZ9/0suQxKVm/U5OZnbkitrptNPUzYRjeC2TgsrnwbJuUf0ZeLia7Wa/ZyNdv6x6QdFkej5f44671Y0DxzvQoLYT5RyngZfraXaB2eyXPYCDvDsAl1+h1r91bbObsIm+Dpw1MRKRZgb6B/EPqd6J7rZXjxpyP9o6obHG1go2u14z8kJxcju+7aQfgj3N/XP+iN+A+Ypx2n5+FZC924Wz39w9cqNk0RkY2OT003hkqVNutGoH228qmLlT2LMWq04lS/1/SZs4swJ2w+fHI962ByHl7OlY5TT/vInNMG+txoNax9jOlyrq4ONnYOoYultbvcDz5trdVU0rWSxW07C22bT9WdpX1cLQsace8o/KHeu74X90/n8fB0FI0H/axU443N0ip1n1vNdd1MwveaOnetrv7BqNWsX2zg/LE8OAhtGhzqQc+9e3698H7YIU3fH+as2Y7/iM903Ier8JyjSXALiIi0+mGtUTKtqoeJoY4TBz36x/x/VseFNmL1Zj3qA237nLwZ+qzv/PmTc7tnu9eOvoOxbi7OwpzgYvRpeBykau6Pz7Ub4SDe6raiPpw+Dofgg8HADiZtHTPmre72LNaB6KMzffc4dC0X/IEMP/eG+v7wXnBQWGspeO3DbDyT09NwyHrtxo3QBj2c0W72ka7ek7XIOmgxfrW4/ysdvzfmd8K46c988h7xnDzPZTqizHXop9+bL0b6/hN0POhH9+LwyX7JeHJYZY1yX/Z0vl+pVuw9mVyEZ/EuZtrvvethbbJuiv6u5P/8ra/ulKp+Vksug2TJkiVLlixZYgjKVqlWpbffK1C5IiZQfrsfTmMgAk7EqKisV2s7FfYP+tEnaJHvGmLexgiHZxlyVnS/0GcN9wd6XXzqPrwdXBDDa8OiEMhpQGEXT8LpG1QKVWeoizKnih7WSldBzzEeS30WNCZUKm0v96l/GPrdUjodRM+zMkPGWfSs88cxpVdTxATSM2QNWq2GZ3JS9oxMpVKRhX5nrMiXezBmN14PqASKD7qZNmOwEbSVEz3Gfc8eBfTF+skqmZ3su3uBouxXYoaHZ4IMYJBAdBfHYQ6P7x1r/2K0wXiBdkGarIFtCVF69ol1AFJhPpuKmkCCoCg/31CrS3WL1B6FOWSNVnDrjGcFq6LsVEP7a2PlBKWYd9aBMSNujdM2xsOEbZZx4OPRK4dF3xzbQP9B+IyxR2uLWZjntrJYzcOmfl8Rr7IR83G4L/sG64Zx6wy6sqjOi/aISGcQp/zRJtitwXl4r9h7WD9DRYyMg2dUltpm1tNA96X96p6976yHYv3Hfx5oCwxQvolZCt7lpY75WD0qPffvrAGeN5vMZZ99TcecNSZubcLO2Pyu4jVM/3gXuY457SgbShu2Ome2ths129dYW4wdbg3ckh1oen227Un680IZhKZj+fx44f7leY12w/4uMEYYrCzzzp7FPRbTpX33RSwxBMmSJUuWLFmyxBCUbbPeyMXxhZ0IOZ1xavX+b07t2Gw8s3/DXz8+C6c+kA33xpdsMQegbe9r59Stp3j8U5Z+oyiM++d5XviTFdGc3D+O7gHC975gkMFmHr5/MQltP3apkQQsEaCEbwyUt91s5exhQMmgBQu8c6i7PYh9YLSFE75H6eWTvEhxQubZuRcNygoWBt+tBf3pd9bOBwxiwh8Puj+4GfzOoA2LuVjFCKvsIxYJcRAgXNAmqJF7bOfaRkWrc/fJXOIbHxwNop9pw2qkbZjFAkfDw4GhIYs/0XljTLkHKAwzX6eOk/lfl5oip3MEwwR6BbXQxizLdmIC2i5WhO8sdZwaOtb4s3l/xsRx6FzVtO2gLPz/PWVk/Pu0XW8i1qRstDFvaNxGNcZNMCHEe9QuNAiVvug76VlB2D7WT3+/Jz1lNHZig1ycC+vGgmh1XbAH4WO3/ULfH67j+5WSn1okzDn35K9BeS8RKdYzY9/pt6PrWDdcB4r1DCOonFgVGIZOr22MFv57GAziT2BhaZNn50bjsEcx1n786K/FdejcbI0dVQZlubY1B9tUxGRpHBexOBqEiTE+3HvQjAMgmQvuV7kk2HB0OpZ6Y5d1FSlib2AQ2YPbMEz9TjFYL2CJIUiWLFmyZMmSJYagbHmey3K2tNM0CHLhUDknfJ8BsF1vzV/to8jNL0ehnHrMBIBsOEWC5hG3AdXjYrVTpp7u8TFPR9Mikvt4pN9RJKunSVDV4km4ruZEPzCu8ylumInojNVnqhHjtUqlSL2pxL5xPukfyBfbuEwG8+sq2vBxC01lHkBGFRBgKS5iqfNHnAHI/+5X74rIbpyHlyYeXgto0zNHsD8zRTX+NA8in5yPDSXT/0fvPArjU49RNv0F6dAWoqWrLrrafO76gc/8yZPAUO3vBSahVqvJthKjIT5hQFb6M3EcY3zmOq/DQUDbFpGt/bS2EnPTfDq6XS5WNkbEUoCE6N9qrmwL6bfEJUwUbesaBl3CPBEPQhS6MXKwFdpGxnc+nctWo+NBocwB8826wECdBzfjyH3mkHUxOhlFfWrs1aPxWa/jPkT30nbz3bkiQd5lGMLddR73k7XK+2K++FXsk2aNihRjux6Ha3r7YY7wu9NGYiWWyggAK/sHYa0ZIta2s47YT/p9jR9RRqVSqRTCOuqWh22B6fFZBbxzfDL2xCxhfs+2ImLK0MLaMD7NVsPeIZ/J1bwV7r2fH0TP4Hr2FeaAcTN2qpVFv8doC+OU57nFt7BeZ9NYBK+i/RGds4neo9FqSP7iBEFiCJIlS5YsWbJkiSGIbLlcyTvv3LecXvL1OdkWGgNxJsB6UWgHIOYDoieaGmaAkyx54mQPkNNqJ35iBpBuVYEKxGIQTenr/RezInKcUyWI2BDwWNEY/khF2dt1zBxY/jj9V8EZL1XrRUAQV9putzLV9vrYAMue0H4cq1AIY76nQiEUNamSq6zIqE/shEWAx9HE3reIX1OkOJl3FEXir8dnvqMNUI0RLvcCbYCQ+bmcy1z+HJ2ObF7Nd65tKXQVFDlr24yFIEugqqyFIiViEPCRG/KdhDYiPmS5zbWq1Gvqj1fEAzri06LNXeQ2835yGubqOhkxzME81kzAh47RttAOFa+BVdNP/NKsWYvAdgwRtjBEvI77r+8V97F3tamaHIpaG61GkZmi/QBN+3gfz4x5JilfxpH8WNONQzWLmbiLs3ExZk7rwkfJY/T3AmlrnRNEtzqu3xbHsEYkax7dv1Kp7Mhjd3Vtci3vQ5G5Eb/3/Ht5DxIR0xaA7UNUB5bDRIayfCeeg3cOFq7ov9N80NgSUPbJo8CMNVxGh4+lMMEfFQZDRKtardj6N3ZB78V+gA7DQtkr4l0YR/s7sYmzVuzZyiT492RVivGyNUZcFroq7NH6DhOvQVzGdDSz77yIJYYgWbJkyZIlS5YYgrLVa1W5cXQg5xfhVPpE0SsnPwpqVI7DCdD8fUTZluRh/cnUR32L+cz0hKe5vRSYgTEAKXPKXjpJSwxlr812a4huqmiJvFi+uzcMjMHBreALA3WCFI8fBIlVZFIN1WrfUEnrOslN5IOX67Us9f9HegIHRcAAUGAHmdeJ63ddn2HSvRR9aaJQqBkRLqOCaPUier2xk8vdG8aR5/h8QZ0g/yk+dMcMYD5nflkN32ddkBt+cOvAEBD3AvmDbBZTlaAeu3l1+fWwGx2XpQDia7oI92qpkAo+c3yenlXhXsRnWCQ6kf+rIhag3Bfysy37RtFq02UxNFoNa6coOAKlm48X3/gGZc6t/ns0LOZ/Z101enG/uS/GeIP+Ov2O+cjxEWOsg4vjgDbxhS/nftw0cp13k9iMBXOh49CJxwG//XK2tO/MalqUR8EdEfle9Y4YGxjIYSe+54NHIaOI94V3nT7S9lmpKJhpWJDbjuaDy3Hn56wZ5oj3hjFv1pSNcWqhGLFI7E+r4zPrC2uso/0ZXIulydk/iRkgWwJ2k7UKu8H6Mf0F5IZdsSxYUGM7qpUiqwBFRSSXV/E7jAR11e0DyFAjL+xLOA90/2GdoFdhJdDnc2NYeZdggrGZ/l0ZqRT30VHIgOrudS2j6UUsMQTJkiVLlixZssQQPM04waJIhZY/KJyCGTAIFEnptlqyp8V48PHjGwSFcdKfKuo4d0UrjtSXBSPAsyiXzPUghM9oEZBuV33K3daObwqf1clJaC++0s5Ai7o45T2U9iwqWNG8L3vrkaMVDOn37VTtS8j6mALG1MobT2N9BmsbaNXl+tMX4iRMc0ARxXq5NrSAv33djSOtQaUgWn4W5yPl+0T0o1hHRDj+6euv6ZwMCtU8kApIjSh7kKxFzzt0xTNAQk2nUMk4EAfho9HPn4R1M5nNrIDQ0X6oYcCYojzX0TVk0eTaJtBJB3VBRfMwBV4bgp8twl1tcj6VjY6RKXA6bQjvn8e4V1FvI870QD//1hs3w/2qxCrk0fi887X3Qh9qNXn9t78uIkX9BGyq156ploivYWL6946FYJ0RxwHyY23CAuFrn08WhuYaNRQrFd0pVINBYDR8wTLm2TRGQPW6Pu4/DowBxY1gOWHe1pvNTtGipqJO1AOJ9PdrFWMOQdS0aaT3Iw6qXSrRLlIg6yzLjPnwWhmsh8zNJ2uPd7VgZGmLaj/os+89eSIiBTPAPrtT0n40LVQ0dT8gtoZ+WtyHK5uOWSEpK24W1tONg4DieT8wWM79km4Bz2KPPdNaFr6kNgyH6ZAsVkmpMFmyZMmSJUv24SwxBCWrNepy641bhpx797VCmJ7SODF7Xyl+KZFdHz/IB6RrPnDnd6ckMeh746Kwy+Uty20o+4i94TO29oLWnYoZflpQF22EpaAvIAniA7bOR2h5u/W6nZ5bepIlVoB+cc9eT0vlvnpNRERedTndO/rqtTgfHb8utQu877nZbhYldxX5Mabm2yYi26mYof6Gnx/UyfiQr273VyYGH3TTKqpVrL0nGp/B2KPEyLNBwjyDdQPjYRoZDgXQtszVWziqhzZeP9wv1XuIGSR+Jn4B3zBmsRe++iOKc4qw0RSgLaCcC73fxfGF+U2v63yTuw5bwT3XTu/e8rEVrdv4abxD25i4WAvC14ZoUcmvUStiRyxGRFG0riWYHlgaGIPHD47j77mqgIwDmSSwOqzN1UIzRXotm2+QMXoilFgG4eKHhq2z+hPoVOj6otphR6/v6js/2NOKnKYhoRoiZ2OLmZrq+03GT1d93XVjhGIdDl834exJXA6akuewHsR9gPZhmrbbrWWqYKx3n3XhI+gLXQplb1CVJCPClQW3DA/HzFJmvV6rRZlJZbssvx+0bmWTdd/0bE5xH1QzY/XEcswCLBT75IlmesE6wLawr8L4jM/G9g69iCWGIFmyZMmSJUuWGIKybVZrefLeEznX/FkfZQ8qASE1XNT5fLk0hD8h0lR/Hugnflqfq/7e48ciIvKNe/dEpEDCfT2tEzOwdYiA+Fb+vdVtWV13UBbtttgHPW3i1+aESq6/Rfzr6RqtgBONqoU5aDvUsq9xE+1GY0d3gMN1pxOuvflqqDDY10hvULlXXCvU0WKNe1M2U5U5j0o5zi8XK1NUa7h4A3QYGKfRSRiXvevBx47qGW2wSoymBdCJ2sIJ/8ndgCBPlQ1otBrWH9ByoeWvzd3GdRVaIMdSzfjyOGCMFxUtQXu+7sZitZIjQ6jxuqB2OmzOcI/xAdnF8QogRurdg/jQdbA6Hq7SYqfftnoQpjegC5g2YR7p+9xwxtNqe2hGCIiRWA3aTF/L6oI+n95nVxRqh3HbDq6F9bF1uf34s4vYnFrUduaIOWy0GjtoFIR7eBCeMSSnX9+9dx4FhUsi2AeatQOqt4h4HXNQaqFoGD+v3qjbNbz3xCNhzI3XIYAxYH08raZJ+bqqIeg4jqjRKqr7sX57yhhUOlRF1XfOaUV4jRDTCtBkHVOKJWZJ96yBq0NAvEOrXjcUvj4LsVTsb7QfVoa9faTvj9U40DkxXQ83F9R3gU1+os+BxWjU6zvzuaNTo/N/oe2nLY1abSfG43ksMQTJkiVLlixZssQQlG25Wsu9B4/lYBiQLn43qwKn0diTs3AuM9+xnqxni4WdREE4nBYPbgRkRO0BaqZzerxzLfhUicjFB0+U6YlmPMBaUGmL51mk6+OCNeDUSz0Ez0oQUzBsqGa5ImKrdaCn0H31r3FqJVKX06qvhbBcrez0S1YEp9bXbgRmoDlRPzaR/BojgOojKIRccfLwLfbC6TuYT3Udo5PVYmWoAXT0+N3AxhgrQY2Cdewbrbp6Cv1D9TMqQkangLaYf5Ncb1D9amNoG0aDfOqH33woIoWKIsiZ3Hcfbb9Zxz9neqQnA8Jy3S3CWWMPzi/kWP3StVGM0EBA5HAzxvh1Qc6gMtA51RxBZ3xaVL5TelvOl/Zv+MoZW9QxfQVRXx3Ua2uAjGCxMDIjLPIfjQy9vtVu7tTHoE3EeRjzgyLhJmYrPHKuVmMlUJ8Rw7OPboW6C61uy2JgYKe80W7eH/Pvk5+uPmTqTHjNf1AnCHPg4gK2663NN5H3tJs96ujOkYgU7yLXM5enWtmUcYH2YQ+g35atBZNAHMPxxPpJv3gPWM9LV2fDcvjRJ9B+Lnimq8NybS8wLuii4JNn74IxyPPc9r+Jyx44KMUZiBT7ZKcds77sjzwbM/aqG8aB943YNN6Fxbxgmlnnt6+Hvw/EGvmaJ/ydqFWrxmS8iCWGIFmyZMmSJUuWGIKy5Xke0K2ePvFvzp3KIBH/nGo5Mb9y7ZqpfeET46TbdjXEQXavVEIkMwjomGhSoujXcc78NfXTk8uLcf1iuTRfFidWTuacjmuX1BfISnnBIsWpG///3Kl8of8Ng8D3TsdjeXQa/MhEwdKGx4rk3n7wIPy7nszRYm+7vGAU20ATFvHsfOf4b/fUv9sZhPFezVfGIoA28XEzF3yCFE39TqPD+cSPSdQ4bfO57qZYNyuyOVBHJCIddgI0RoS2Zzwwy8d2c2SonXoUrqqk1bVoNArFTeJRnL8ZVMm6BgHdeiWsUWJnmAPaSqzAmcbezByqLa9henWo63hf54sxJobCx7+QuQGLBfKHMTvUtUgWAVr+VauK2YzuV2/UjbVhjJgLjCwSrzqKTgf9ApHta7ZFz7FZK5cxQR9HpyOZXcRsiq9+uX+g+fLzVjQOpgliY63R5w5Z94i9IA5kHsdULNdrYxfZ16iHYDUKnFaEbYzaBqvZkId++8qCnuWi/zAQi9XKriH6v3M+jsbDFCj1vZ7dC21eORVZMqGm2qex2wv9ewWDAhu43m6LfU4/QemmQqvX8myUOoktaDltFeaK39u76ipPllkvWGc/dsRgwRTYPjktstvY/1/EEkOQLFmyZMmSJUsMQdkqWWanQBGR0TicYH3dAF+JkMjV9WZjEexEGlteueWTx1H0a8cAVF3NAqvfXYpAFYlVvkSK0+ug37MDPIiE73L6zpyPCQbEaiBQsVGf5bMMhp04uh6fGifnvW53JyKX07bXV3jifL8YJ3oYk7PzEEOBr9ROxoqE8T0znttpoUcAGrr/MKiVwZBcuxbypD369hrsjBeVFYlF4Hr8th4Rgt4XFws5WwZU6Wuk+1xuMhe62h8Q7kqRIbnzvmIlzAOofKTxDahtrrfbHdVIi2DWn7mWefyuN14XkSLrgrVM//DnvnM3sD1jZbkhTasAACAASURBVKBQRMQfDCMxmc8tZmbjWAlQKEwB79HBzTBH+KfpP2xM1/Vp465ruNoOjP/w2tDQtPmyleng3rsVA+PobdgI4kIaJaU5kV31ScsQ0nW0mC6sDdVL9OfZJ/hknQwGMRr3RqxSr1RHoty2sv8fhqDuYoGoHAljSn/IgPK1G3w2VsXl2bNmLxT9E1uw2mxsDbIu3v5myLY61Dlpm35C/G7if+cZzTNlENkHqI3iFBpB97wT9H26WIjo72BAuZZ9kDXM+8J+6RmEitvb+Z7PGCDGi/EY9HqWwWXXWiZMzJhY/A4ZD7PZDqvwPJYYgmTJkiVLlixZYgjKVq1UIkVAamqDcNDZ5zTZUT8op9v1em2ID/9j3fKhNepXkduJ+rHJBOB0yPNBsUS6wlLUXITrq1rL4MatEAnc7DTthE5WBKdHU+hThM8pFJR5mXHyv6EnZvz8N1WJDG0FmIaTiwtjMiwPmopp5BMreqSfoJKHGnvwSE/jtPmzt25FbTK/N+pqi7gqHKf5Xqdj/mo+DaktQREan6DzTRbC5FzrKmh8wnIW109AA9/7Ss1/XS38fOY3dJUGYQQqmgmxsqjzgD5APiBJ1POqzocIG0SkPDr62VhR22IhF4pEbh6GKPehxm/Qbl/3/lSzaSrvajU8Xdv04fFDrYqp78VQM2owkCfR2XvDfpENQpVKXaNW04L6Cjr2eT9GhMbekFfejKuBWvVHEJO2jfXY1rmp1Ko7fmVT7qTSqM5zy1VkNOZNfeD455kz0zVQFHfjMyGzhj3BMmWmc0PN9Bvkzr22DV0nA183IUaMrAevQgp7AcuVufoclUpmtS0qlXgN2r6m43ExmkRtgK3rDuOMDpgW3uXKJVHvg1KNGBhEqr1WHEM4V50WdBeuqU6DsQ/zOLeffaVFXITuWZZBoM9hD4TlzPNcBvr/7HPsn56t9fE85Syr8u9pC2vc4mDQ2NDxXevz8jy3vwsrvVetH2c4wXT5ugh5nlsswotYYgiSJUuWLFmyZFfDEGRZdigif0BEfp+I/HYReUVEliLy6yLyMyLyM3meb0vXvy4ib73PLf9inuc/9mHbtdps5MHJiUXVm7KUntKI6AXdrp0vaLpYWLU5q5inhs49CI561zWLaI8RwNKdzm8rqsM4Qe6jVEaFrnbDTuRn+izv6+LESwwEp27asnZ+/ut7VMeL66O3OzEbcqhMw43XrhvywR9L1TVUuTg9gyo51cK+kBtPFPlDrfY4dFkLLR0n1PZmroZEo1RrHcan1Y5znUFPKO3RdhgB0L3VfVeUyXVT1RQ41+hz03twvmOR4kTfcj5Rqv/B1jRcNoWxFWQXrGOVRf79+H4YZ9iscmW2hdOPaLsqhaDodx4GbQRytR/pnJmevssIgb3B/8vaZtzt99N5EXfhkDxr9GijfltF4dQN4N/JrkGHwyLaqVipqL5caVKkYByIsl9M5ubL94qD3MNrR3glPqLl0YzAT++rPV7/TGB1hppRUSvV60C5ElVLvsvaZF5hDOoW7xK3mXXCuNFW6nR0+nGuPOqS1Xq1iGfST9rHtSB+ngGbwXtP5U5qFVh8kK4fW2+sH313rbLlemtrpKJ7EuzSa8qAHr75Wui/xsrACBgjpmubNcceDiOQN+L6HT5Xv6XjhDZAZGEKdpg0rwJp7yZ1BVx9Gphmq8SZqzZEP4xfOQaFarhPXNyCqYU24totqGlOF4udGjPPY1flMvhREfkzInJfRH5RRN4RkRsi8i+IyH8vIr83y7IfzX10l8jfFZG/8pT7/f2Psa3JkiVLlizZp96u6kDwVRH5/SLyvzom4D8Ukf9LRP6ghMPBX3bf+7U8z7/0cTUqyzJpNhrma525yP6+07+26laKWjabjZwcBzQ10VgBq2etCJac1a7Tx547RTGQE6dREBE53jAEnKyXiyJOADSESiCom9rZHVeXnLNyzVVOJJ91Q611xkk/yYmG/aCSWq1etShnorzxV+Pbx2fHqdkrrxkSxB9H1chanFfeFNX8Bwm6GhJPzs8twphxQJENRAfa8r5fOmr68HoaB80T+Y7qIGwIOeH4ZLMss6wTEKD5kWcxKsVfTT33Qm8hjBssBMqOoFt8rW/dvy8ipfgQlDEXC1uLhuBXMfPBPTEqcPK9m/uqtkncwiWxB2hKHOwPo/E4O7+w9es1LQ40vgNj7PC3gr5gLR7q925fL2JnRArkRIYHhlplpG8RbmEI2ZBcrllDyziHH7MMGGVjXv3cHREpsjEsZ95pkMDmEEe0Xq6LeB99h5gDajGQ6w8L0boRntFXnzIsFXEvo3G4DzVCQO2eabg4LrJ7GCvLeHDVGS1boBZrJHSUhYGNMHVEfR9g62Am57omrZbKqqgRAdpmpFkPPbIpWrG2wcaxT14dkAwBmAOeSXYW+wt7osUJLVY2hl4DhnXts6x83IrpFzgWArYTnQfUOYm9IvuiWqlEyoMiJb0JXavE0FiWUSPOcHlRu5IYgjzPfyHP8/+lfBjQ3z8QkT+rP/7ub3nDkiVLlixZsm9T+yRmGXBsXD/l325nWfZvisihiByLyN/J8/zvfWRPznPZbrcWI2D+Vxcx76tYgaRHk4n5vixv1NXG5jQJUuYES3YBzzIFLhfBCjq7oX59omVBK9VKxfQGiLD2Ua8gIYuBaMUobGOIWKOL9T4TYg5cnjl2rOzI49NTa9dQkQz3mrgKkjACmKFxN/Z8clI+OTmP7rN0uuI39b6VLLMTO/OFnxDUQcT24iyc0ImiJ5KX+T5XfyXsDHPKOOAbxK9d5O8X40Rcwsnj4DMmh3twONS2UJUu/J6o89k89q3CuBAXAetzpMjqQq+DkapkmTEkVmNdaxt058pw4QsFERJ9r3NH5kdd/fnEFIDGmMuGyxiAIZivVhYL4OfVmC5QmcrI0z/GGmVL5sTqLGjftoaIwzuwcOgLq1WrO2p/pgEyi8eebBLL+NB18T1f+B4RKfzz9BfmCIbh9EGItvdVJqcXU2sfCA+kCmMAouc7w+uavaRrlxofe8ocfIcDiEUMhdbd0D49Og5tOh2NLFvomsvUwBhrMkK+483b4ZnaFkCpVVWdhP0C1A5b1SC3nv2opA1QaHrEbcCXjsHqMVd9FEDJlOI+xJTo9WREwGrePw775T3NXoCRqFarti8yCnduhjgGsinYH06VtUN91XQKyBqgaqL+3NP3A2YOBoGYjW5V1VUXK/u7kDk2jr29OY7jXJiEyXz+oXQIPlEHgizLaiLyr+qPf+0pl/xT+l/5O78kIn84z/N3nvEZX77kn37bMzYzWbJkyZIl+9TZJ+pAICL/hYj8oyLyV/M8/99Lv5+KyH8qIaDwG/q73yEiXxKRL4jI38iy7HvyPI8TZZ/TNtutjKdTO7lZ7q6LgMdMkQyd/XpdrilaxNdtOc16Gq45lIbmv68YyLO4j0Ww8nvXFvQKZsul+Vmtfrk7qZKZYBH+aB5om4g9AK3xLFThNqWsCpGCzSCq9t7pqTT0O1X9HbESoGn6u3Vtw/h3H1uB4SsEGePfw/faKCm4ZRdxbYbJKI4BwKhTjlldACrNqd7CUBEjEb8Pnija1/F6RTNCQEwipVx3V7ed3z++G5AKiAZDLXPmNNe3Ft8R+1J9zAnjPZnPjSli3t579EhEimyBjtOGAPHDNhB7AJvFMzqu/oTNqRvfXrttuemnxLe4Z8GAwRzUXWYEuhM3NJ4BtE70PehrMYvjJHo9jWyvc93afLeefcPw1xKfQLU/DL/8RJkl5pvId/z6PrOkjMC973ezjCP+rQKe9vvkflhri+lS7xna1t8PTBxsRlEbQiszKjImvqG8j/Cu3fjsjegemGU46DuFemStGdd4sHoMaBwQrwETCVPn/P/1Ws2uPWTd6hqDATh8pagQGY0LKqv6XjH2GIqXvkKjxQvpPsKe1+t0rC3UaNnXSrU8m2dRSbSna5T9r+lUEeknugu+YiGxGd2D0Pcsy6Sja+tUmdCd/V73MJiR0aTIKvowUQSfmANBlmU/LiI/ISK/KSL/Svnf8jx/JCL/sfvKr2RZ9iMi8jdF5PtF5F8Tkf/6g56T5/n3XfL8L4vI9663W2kQwEZgHOmHLshk4Ojus8nErmki58vGRsoJgiouUHGkC5Igl+u64ZE2A/0PJQ6dy+ZedklYEBCbrWt/zaX2+T/O0NIcJHAR8AyowK9rAFvL9VGkCKDxIh78EaEcqXcZcChhnA6cmBBWd+WhiwOTvoSloDz+mNZdOdLzi3H0XXMJ6T3996zcMwGR+xw+wqeVO9brHt0LUsmr9br4o+sKxyBOwh94aFmTMm7ElCf0O+lzjO+pugagL/3arFerRoFOdf6mkzjwlUArDgQ8+3N37tg9ym33oi4r9374YlHVakW+qxbSxyjnTRoqfwCgr/mDBn1/7kp48z7kD+PiNX69mXyy3t8o90bdhIX4w21uLP0jAn1PaqgPEkMm+eHbIU2Tokf8wdi/pYcWnfOa/vGv6R+ASrVi9DOpfbShoS4B/giN9WBIW+YmYBT+AD55L6y1wVF4X0iN5T1AZvrtd4MkMHOVZZn9PyW0cXVZWzhkE/iqhxBfYOz+N+5H92Zf8QcA/n1aer9YW7iU9vdCP26+cVNEikNI4ebTQyclpvVgUE5lFCmCdNdunDloENjXOCn2BtxxB9fjg0DFBariluB94QABrf9YgZl3sbZMmEgDInELaqGr7l5XBtcGUX+PNS0VA/BUHND6/Ouvyd/5zd+0A87z2idCmCjLsj8q4Y/5PxSRL+R5fvIBXxERkTzP1xLSFEVEfvhjal6yZMmSJUv2qbcrZwiyLPtjIvJTErQEfo+yAc9jj/Wz+75XPYNVq1XZ7/eNWuWECwIG5YFeDJXoCW+73dppEEqO4BBSuK5rABaFdZAc5qRbLksqEp/kRUqFMNy/l9Ha1gVozVw528/cCNQgp2NOuq1lnJbICd4EjRz7caAuB8YBWrNeqUhd7wGuR8zmhiJA2AnoRBAjqUowB9DT7S4Sv/EZFkTNiTh3wZxZlln6W8uEeDSQbRWjC6M8QcK12GVkDIpSxKA1RF4IQmR9EOC0Xq7M/WB0o86JBcuBWBSFWYqjoljQGOZZoK1zqXjmJM9zcwmYJKu2AWaA9NI1AZ0EgzHfioAI7LJgQcR+SLvivhTW6SvzUK8VaVEuuNBYKNIHXQndofar44rgmDtPr7fSzDpeoPzb3xkC4Q5uhfVXrVVlpGjRlz3GvJgYCJFnTjT9FFT62ncF9sPmX405B6XzjpOOKFJysyxCW7wEMazdoaJWJKx9gSbaDFtxroFvMEi0HYauVq3uBBG2XEEknoH7AdYBEbZH74QtGBaDdeBdB6wzE85RBN1rt+3feP9hBIytURcbwaKk+jKGrV5o853vDGyWFWxjP9WfeadNflzX9kCf8+T+sQz21P2ibAvjQf95J6fT2IXmGSSCCGEaLSBwR/gqdilV68WcwPTQJtLaW6x7ZRBoa/+gL41fitff89iVMgRZlv0HEg4DvyaBGXjew4CIyA/o5zfe96pkyZIlS5Ys2aV2ZQxBlmU/KSL/iYh8WUR+5P3cBFmWfb+I/H95ni/d778oIv+e/vgXPmybapWKHPT7ht44VQuFMErFJ0QKZoAUlmajYSl7FOfg1LhwgkJe5hID+XA9yJe2kAII4+CFffI8N/TtC3qIXktg1rgUiCJSBDgSx7CniJBgMlBKw/ni6SMpYXme27U8y/uZj504ifkrXX/2tLwp6VU2nnriBwnYuLmUyk6nbelCQ9IAHYIjOAgkiCiQLxyCr2+hqYKsE9ZFW1EKaIW2TkciT7QQEDES+Pi5ZqxiNSNNj7vML++lVRdno+i+MDCwWgSbno7HhfiTzhNxKLSBmBHu5VMBEdc6RKCGwE3nvxfSrhRRVWvEEFQLaWGX2sv8n2t/fJCpyb5qWwkSBI1TRMyuV9aCeA8C5SyFsFa1oGHW1oO3QhlnYktM/rqNgFWMymCYDFF34uDKmSLJJ3fD/nCmBc1gGuqtehFUqFQaJYfZW3jvibW4fhgYAhO/qhHnRJlnDWhz8sMrixNpWP9FwvtzX2XBv0PRt/mlLRVPS+0udC/SNErel1zXya3XbkY/g+bfvhfG9bH2gbVflky3wmC697BOYHhMXlqLdr3160HJHqaEuAeEepbKypCOfXr/NBqXhrKjzP2wHjiowdHQ2k8QKWO1Po9ZXOTUW+7vgu3tLo6F9+uxphzD2B3dCgGTsAHbzdbYJNYabUH8jbW1p3LYMARZllmhtBexq6pl8IclHAY2IvKrIvLjnrYSkbfzPP9Z/f//UkS+W1MM39Pf/Q4R+aL+/0/mef63P842J0uWLFmyZJ9muyqG4LP6WRWRP3bJNb8sIj+r//9zEooh/eMi8nslqOg+FJH/SUT+dJ7nv/pRNGq93crZZFJIFysCJOp05tJmQKPmz99sZOgyFDglEoFqhZBcER5QmY/s59k8C4bhpvoAmy6+oVapmO+X32Gg9o2LAqatlAcGMXgfIG316YhNVzikkmWWJeFTb4gOh/mgv8QlmJQosqDV+NkVl0WAPxJxnM5QkaMigO16Y8geRNhTVJA5/zsn68mZMgGuuBF+acbt+vVwsscvaYyApgzhm95ut7J/ENrXW4b2mQSpGuPD2lo56VKTdnUFk5iDW0chFmXuouyRbW7UajbWpEf5tFpfvnXk0qgauuYQSZorUwIz8FgZJoS9KJdbltVG3Ip3CRhgrATMmv4ehulC2w5TcMh7RsGqbixdvJyHdXTj9RAvQ+wAyHM5XxrKolAO3/WpvvjlJ/vh86AT7gXbwFziWz6ltLmm6xE/YqBH+zi7mMm8Gvo9U+Q7I13SlQunZDXzf3w3ZBUYkmzEbQbFHj8KbYFxJHUW5L1arwsRII2JGMNSNWO2AXROVgFxDjBBdWJtlL2g3zCVNV0/K9e3arVq/28lkdsx2+L99xY7pDESyCWTTcA7zxrk/vWNpl0qIzckmp+o/WrFxph5JTOBsYZBguWs+lgzXf+v3Qjsxf7N/egZViSKLDCXGjk+GxdMkfaXtcb+xh7G3MAM1Rs1e69fxK7kQKD1CL70HNf/ORH5cx9Xe5IlS5YsWbJvd7vyLINPkm23W5nM5zvojBMgp0yf81z+JI+W7x4qcqUgxkq/y3UYMQEU4fiMlv0k2p487Rt6vfexmt+qVjPUjEARfmh/grUTupd/VTSG/5K8dSRMYQRAp9yf+zXrdes/2Q9rx4ygU0BbYUTwb8NuHKp/DR8a6IM5sMJKivxIa1jOC6RMSdgnqgtA5DH+Q8zkYhVVgOrr3Xp0HSwF7IUVwdE2gW76h337DvnmzbVmcOjJ/9GTgOBAzAgs7Q3Ddw21GlqLyx4TsM04zt2aRCZ2r9+3OYHh8YI8PhsFNM77QIwJJVk3TqKV9QDDxrMRwKpXq7a2aC9R5bASd65dE5FivbPWYBB4BuwF/n3koZuuBDHxIxgo+OT+idz92t0wZhNEjDRjR8tjg7oZJ64D+bMWyTrh3jBLxAHAhhFlztqvZpnc1v626nFWBawMxlhTQvnaq0dRP0GzVl59FAuCMY4zRZ4wjQ9PTizT4+u/8XY0Dl3NfIFN4L0hNoB1z9qGGWNuQLyHeypxvIlZQvanWrVq11KGmGci0ESWAGJQMB3EFkxmYQ5g80D5Pt4JpvXsQbieAk3l94x5Rp/ia7/1zdBPF88De8v7xL3ZX8mAIGPCayKwfiwzxgSP5nL3cdirbC/Xvxe3b4b1AutAhgsxE7OLqY3Bi9gnQocgWbJkyZIlS3a1lhiCkq02G3lwfLyjEme+VNQHnXIdp/tOs2loq4yWywbaQHGQ67ceraHipYhoT1EWGQTlE375eVmjIUtFeg81qhdEx72+5803o2cRLU3UPD4/fKnmW9ZndHRcfNlbGIY8z+VMT7QLpJydNDPt7bn4A8oXVzRa3ud+c/JfqIKdlVANUyTDawGNNEsR30d3wqka9GhyrkgTU8xI0cLwKL4HbTDdAj2N8/1NVZXYkJt1GgDNbkuam3AvymJjR/txUSOMYkegVFiOjSucQ0YESAi0N3ZZHLPFwuYTJFNxUdB+jsYoGlJaVv+d9QHqPFIWi/cFRsFraOR5bswWcQysc9On0HsZa7VWVcRWrLxn8Tu6Dlo6V8QKkDvfcHOO//ub//AdKyl9cjGK2lLz/UR2XOeCefb6FDBHXEdhpu04jGfLlR3vt9uFCuoqlslmLmBfhuZbj2NsULqkf76cstejsHLs+n6eTibyxs2QHQArd3Iv7CkPvhkUGMsxUiK76qmwUswd0fOmxjmKNRCYO8Zh2O3uyEYvNa6jWlM9AbKKnPQw7y6xAsRJ7cTeuLLAvC8P3g19JJ6k1qjZe03GC+ucOIz3NKuM94l1D/ND/wZ3VeJbMyBgObuDuGgaa5JslHvvPtz5e4BSZ+881p1g3yjHJMEWvIglhiBZsmTJkiVLlhiCsqFD4JW1LH9Ukbb3rZYjxDlNo8nO6RH/LKdHNP19nELbqQTiOyIHnGdbiU39hDFYbzamnPXmrVsiInJHI5SJCbCYCNB3JfZbbh170XLZCrQBlE/f8AnOVys7aTI2XYcaiJFAzcuU1ijbq+gDrXb8j6BvctvJ4QU5EheAXvhmszGU6P3JoEtQO+NRZX41in6sqm8gB6KCifwFnZ09Dteha1CpaNGb6cK0x2kL9zBluXHop9UVUC2DfPt01TGii2FEPMPA+ilrnVsWBCyM8y+znhc69rQFRcqOWwfMmS+ihbZ73TFN1UrF1p5FnrtiTVgRkB9+f6YoHvTZUT8/mQ4wRx1FX6ZwR6aA+r1X5QJWrmhZS/uJxgGIn3tj+LVZg6yLE80uQCvEYjH0vYJJZJy2261dY2W/9d9O9H33cR2Lr2jGwle17oKyWrASrKd3H8Uabz1X24JxvzYY2PzAoOFPb+jag50iA4L5pa20jfVCnBDrCjbovsag0NdDzbza6/Xs2faOEmMyJm5BVSVdwSyQMWgbFL/RPjF+ZBL5mii8AzCty/Xa9izmi7XJKnhdGRXWzcIV4IKZbWtp5aN3g7/fmGdlr9izTlTX4f/+8q+H5zYaNna+fs4jvTfPZO5432fL5c53nscSQ5AsWbJkyZIlSwxB2SqVSpS7D7rnTImvjPxTU3jT0+d8tbJoaFPaw/dPlgH+N4eEMdAb5WE5bfvMB6Lyr2tub9kX6f1lnDZhDjAQMSVhzYeo/Vs7BMgJt+ZiB1bOJ33Q6+1UzsM/a/nz+u/4TpfOr8jpnApgIEuQkD9lW8S8K3M6n86LctZUs9Po/3a9HX13qoEIMAfkC8NKoDdAyV1y30GI5jMtVVoUCSgGvx5Ihtx3xoX+7w219GwMZCxiGbSK33GxinUHQAcjV+2sUa/LsOS7FimxTA41sU6sBDGovhUrN8LmzF0fKk7fgvt3mk3TmfA+Y1/TwnQoXFXP0TxGqSClVzUeYO8kvA+WC6+MAH5xMgtm45nFZ8B4mS4HtS6oeqmR+Z4RYb6Zf0rRsm/QZtYySp4wcrP5wvYLrmVMrRS57g8whK+o3gQM43gUsxH49a0kOWyQ9o1YBGI2yiwFVQ1bfa3GpxH8FV27jBdj25pqrQtUMfGh65wQa2X6H479LGdKdZXpgCGwrCG15UzjOHSM0QSB9Zy7/cXHYPFeeP0TEDH76Gs3bth3bE7ICnEaM6brQVyG3tuL7L31XqgCefdBYAyYO2rJULmU9bfabGRdYnzLn+Vryp+s4X67vVMq+XksMQTJkiVLlixZssQQlK2SZdJttYpoUeffMzRLTrCeeEFUy9XKIrFNWc8U9/Tspe4dTrJzd1rmpHekqoFLVxUQ41SPvxJfUq/TKfz1XOsil8mfBQlhngmgv2QfLJxCIWaxBiWVwbIKmUhxssVgLTzb4P2S5PrDDJB3bW1UpDCmMt1jKtPhx27IUv3MVGUjQr+t/uaKY0rIIuBnqhhaRUplH/Bz0nbfNiKjF/OloSv6YayFokWq2KGwiJ66Vf8jYp3f67PwrXJfqia+ug4xGg/VbztfLHYirkE4vq5Gw+lVgJTRzmCNti+pRwAiZk3igx3PZrY28dNb3IaObUv7j0+Z/h5rlbe3H2i9gWlch+P21++FcdX3jLlgfTz6ZvCpT1XhrjfoWnvxGXPvVzW+BcYMdHlX89LRFhn0NU/fqa7zvT2nrgirhS2Xq51qpeWqpSLFO0eV04OS/r+IyFLZPPpA/RHerwPdRyxTwrE320plR9MEZL/JlOnS9wd1QFOu1DXZdbosphGCMqrTnrBYlgWKl4sd3QjeC9QR+ZkYofldVU3Ucam4/YU1a+yePnNfxw81V2IL2BOHe317t/rKLhGXQbbWPc0yMKaDmAM3d2OXfTHUdWOZQFpLBoVPeN12s1nsn46FXpfi1USKseZztlzuMH7PY4khSJYsWbJkyZIlhqBsuYQTGHn8c5czT3UuPome5fTebjRMc9wU1fCzovbnoulB4WcgfX0W2vw+Opi28P1vajQxSOJ1VT6L+oX2gaIziwqmpgG+1GZ8wrV+kxHhECSGnxK2op3nRV481Qvbsb8eRT7v+waFwrqAEIgmNu1uqt/VHFtRi2MIZuOZPQP0SPZAb08V9DQDwHK4NesAZgCmgOvwofKMqqv+ZzUfTLM8M6aE2AHYBuuPPoN6Cls9q3NvYGihxLaNxiHf5FHbvC1XK/mmImBQOki37iKymQPQFYjQV0WE3bLsBP0+SOmWvgtkFHSaTRsjEN9EfeCGcLW6JWvS6gOM4iqIIGlqHeAb7tw7jsYFTXjG8drt4IOv1CoWn7IsqTmW78l7MncKdPT37PwielavG8eWMLfjsdbvOA3X4ztud1pyq0kkf8zGwTLc1jEEjbLX0GYyYjLna8Y8M2fZPPr9xWplcUrDge5vG+O6DgAAIABJREFU1TAHRSXJMGdHl2geLLXta70nc1lz7KBlCDlWcLJYWIYO7WP+iZnhk3gNxolaHTxz4+KnJk4RlbXe0Lk90nfAsrtGU+sXbSEug3FijCcum4J1zntwofviI5ette+ydvibwf45mk6tBk7HxfOIq59TcwwC7+iLWmIIkiVLlixZsmSJIShbrVqVw+HATl2c8PjZosh9nmop+thHmBLtzYkOtA06I9qXU+W5iw6HaTC/NOyFfhIdC+pr1OuFP975nUB0tKE10Yjvabg3dRQ4EXv/o1cuBK2AXiyfudEoIvf1FG2R2c6HyYkeFDY0Fia0ERQPuicD4FQRBb5m/LPMBQi8bKAO/u3iJM4WIaoaw3eIeXQLWjflOkX3VYfKLkYTaSuyoZ0+kh2ECINAP6hq1tC66MQtnC/ieumgUeIf6mONOlaGqVGryT717d06JquEn4mCNqaIuBgq6a1iRIj/NdO5g70CYXOfSpYZwuN9uP8kaLYbc+ZqFvjYGfz7sBB5KT5BROQb74ZYgo6L72lolTsq1lVqRVU7ED6fmB+PmnsXTcmSjAci30+0Ap+rPOmt2+9IJY+VSRkXmDVWJM8AyVrEO7EGuh880Hx62k71QGu7U1DdbremjcI69llKVmHTsU+si4FqPnR0bV9oXMvxiJoP8RxunSLkZDaT+w+fRNegFmqsHPEuvv3UD9GfmW/GgzYyA8QObBwjCTuWZZkxxGWfvkhpnTgtDT6N7dRPKtIOlXni/WFPrLo1TobZdD63/Zz1wL9hMMe0DXaqVq9Ko/7if9YTQ5AsWbJkyZIlSwxB2bJKJs12U/YUAV6mM85Jr+F0+LMss5Nnjv+Me+jvv/reeyJS+AZB6xb5jT9Wn3niqiKCjDgZWnxA6bQK6h67SGyPDEFwplhHrXllL0x5DAbA+YphCDyDkEnhV+s7hOKV2aiLgF/NKgnqHFBJbrGIlbnaXZT8NC//mLz8VXQdDELZQPb4QvEv2xwog0AbAExEW5uSm967MdCMCcu71vWhPthqvWrqhZhlrijjIQoA2gNlEHRMQbToEFhGAPnV+v1mJY7JqLiI/1q1avPJOj7XtcX89lycB3M1dToDrCMYpGv7AQn5qm2msqnrpFGr2TtlcSzkgzvVQOufU127cIxb19UHOFW244E+E3RG1g7jc342sfE4dMwJDAeaB74SIZ9HysoQe8NCgeWgjaDTrtNxODsbGbPBM9CI4LueveHZM37WexEfhEKqR/kbd31ZrwImlBgTIv47Q1URXTv9Bfa2Zi36XFV1fWjcB31q6R5HH8jiYpzHs5nNn8WpUOVQWRfWOW2gP6wXmBD2ooWrt8K+YBoJaCPoeJdR/hikD8ug17KHXd+PlQetnooaLBbXL0rsg4jI/p7GaOi6QYegWmKSYFdQJrQsMm3va9o/2Lkq+2aWSTHLz2+JIUiWLFmyZMmSJYagbPlmK7PxzJAdaJwTv0e3oBHLM+12DZ2TH+trZfv67lZrnRgCIvVdXjKZDX2HMvCBkSNbrVTsVOyjeRsuN7mttcdBACBBr+UN+uDE6xEjiJOft9vtjq8zd+iJdhPl23VZBz5Cue6yCqzSYpZHbeD7+DOb7aYhdkM2iuzQaB+fagT7Mp4r2nygNejJOtjoeJGtQFQyPlgbf33Odr01dmE6DagILX6roKesBXEL+KdByjAl+HEZB2okUAXR4lvaca2A2XJp/bIaHPhfXZR0y/lE125NHrrIbNrEOPA90AvPXa/XFkk9LaFDkZKWh74vTadtAfKzGh8u/56snP6NGzvPFCneXe6/3myKSnITVxlQgrUcu0dbiCnA0JtgHFAnnTqmwLJPShoitOHwIKwx0DlriVgCULUxQPpsn3Pu89OtVop7NvEfjXpdDvGNW6XMpyvu8Xv/flRdZDvvOGwOTCX3Z1x7irQPBgN7FrE02Tj2mbOueU945tDFd8xdLJaPn/JaGwtXK6LbbhdjpnuSZx9gFGEtH5LJ4Pagy2p87Guf2B/qW32HHatT/h15XR2XqQDLAJMymk5tzb+IJYYgWbJkyZIlS5YYgrJt8lwm87lVNTRE5SLgOemt9OTIqXy2XNqJc+SiQn0NAqJEfYTqLU60+kxO11ZJUE+6Xle+WdIGAEWBumk3J3OvjsipmYh3nsWp2VS89NMq6KEV4Hxoq/XaFPLIWDAEoPc8dMyAVy+DfWGcbh4F3yhZBztV7PS+9IVo9lqjJvlao6TX4d74/r2fFR/4we3wLGIFiDVAd4C2gua4D75zrluch7XQaDYslqGhj+RnY0Q0MpifyZ+/mAVmoBypXzbaRmT31Gm4M6fnk8mOYuUd1axgPYNGWCesKeYIRbWZq7S2cTEpPBMGYdAv4mTOzjWqW1GVzxqgfzzjTJkkYipoO+vCFPucj3jjYmuYI97L5XJpOd7GoDntDNgZ+k9EO2O8UBaQNjQb8ZyCQvk9KBf0enpxYWwdxjX4ldHq533i3y2LQseBdc+7zfjRN4vzIaYENcpq1caMOYHZuPZKWB9trbzZ21fmY+TeaX3X+PRsBOzlRvuCPgXMaktKrBoMoOqJwJTATsCULB1L4RlGi9HRvjVKGVBlY/zKWSvs+8zzezpfR5o1UHdsBGPOz/Sb69qOacCMYVGm4GAQ4l2qWbazflknvgIj64R3cLZc7lQOfR5LDEGyZMmSJUuWLDEEZcvzXJbrdVExzOUEgwT6LgeUKlfVSsVQgSln6SdouuIilb2vkzzblYvo5jTp/Z2GbkpojsyFct318s8bx0LUXEQ3bQRV0KaJq8i2cr5Vvrfdbs0nvK9R3r5CmK/6iIEuQTK0/fRMKzAunT9W+3B4qD7YXhyNv91sCnVARdPmh7wku8DysdU9i3/e1xXAPDMAi3GkDMJquZLRcUC6hqaWxFuoBvksrqhGDMCB9guNA9rGM8f6uXKoxEelD7tdQ41+Xawc8rVIfx2ftsSxJ6w1Q9K12E/N+pg5JcM8z23Nee151v/GtWXr/NQe/bAOQI7Y0Pn5iV2wNq3Xck9RN/e+pv0jipzcbiK4WR+sl6OjcB1o1vz2Ts+AvqGMyFz1bt60Z49G4b2uTeN++Pefnz2y5T3g3ab/pvNRqhsgUqDWVr1eRMOz54BsHTNARg+I1rJxLHMjzlrxsRiPXdyI1QBpNk25dKRMwMxlAxiD4PRYYHMtgl/ZUMaHvZB1x97OfkwME+/2erXeqdlgny3Y3NCvxkx1TZxyIWYMisvWYq4aqmDJmqZty9XK+olOTd+xWezFxGnwVvh4jue1xBAkS5YsWbJkyRJDULZKlkm70ZCmnsrIo144ZLVy0cjk708XCzv9gXBfUb8Tp8xVKcpZpEDI91SxzbT+9UToVbGW7qRrkeDUy65U7PTbd/5F87PqJ3567zvGONFazICe4rkvvkbux78fDAZFLIWeYDmx015f1c0yOPBLOyRo+feKRpuKoBvb2D87VYRBHnOjWTdE4yskohpodckl9Hd0Eua9pQiJ68guoHIebR7s9aP7+NoJrU7L2IaL44BoZooEYQL2VZkNaTrTttfrxpqdANo0v7TTaK87dIpf83Q8tnWw5/LC527++I5lnTiddJgkUFzbaWNgsFnlWge8Q3yHZ5LZsHaR2tcVwWEgfNpMRD9VEtECgAXaOh/zpuSDf+Uo1DXwGhn8vNV7cE/GizUIa1PXSG/qUFhNjLM4Kp82g/5aJX/2sb6Lj5S18Kwd+8ShMm4DF4PkMxmMidTx9PsJLM79k5NCA8HvF/qewAyQrWPvkWoDwBQwd+89DlUhjbVw7EY5K4s2ee0Lz8Zi7HvUcKAOAPuNZW/p9TzDMkbQBNB/53nbscZ3TKe2xkDlrKGLUYiBWJX2WpFibN+4dStcp2PL/sr3fXwD7wAxXuV32Gd4sG4ZQ6+SSD/GjnF9XksMQbJkyZIlS5YsMQRl22y3cjYeF7Xq9ZRmp2tXWcq+R0RrKdoeZTTq04NS8SHjA/bozOfT+5OhaXO7fH106vutlqEwf1rkXj4/mkqJtMFq1uvp3Ee2j12lRp53X9FNo1q1SGJ8dHWNop/NYz+av0fN+cBMo7yjsQEoGCoT4HXB8ftWHJoRKVAjNRtaszhrwBTo1DfsmYGR1j4412hp5p05QBvANAc0Grt8b2IATAtA/ZW+oqIgYDiPa8yDpEGrzA26BhiMAhkjtVrN/KsW86EMBhh8RRU7RVGYrxewcZHuFtENSqXP+P2JG6hUZACy0XfKxzzAgJQVFsvjxSfoitklzsPUI/WT92zhfOztRsPGwWtelDUswr03UduIEeD3T04CuwcSbPiaCI5hWPFOV6tR3I3IbkwA9wJ9mjKji5ZnDkC1vvYJ7/jGxZbkeV6MqYtvKmqiaHuzOO6DeiKwm6wbj15hkpjT29cDM0OszXazNZ0NsipgXX0sjCmVunGCnYIRYNw8a8W7fuLqtrAeq1lmY7R1MVdeQ4X9kTW8KLFx5fHzmVRc72vFsEazLCuypZyORqbXWmaTY/Omi4W1+0UsMQTJkiVLlixZssQQlC3Pc1mt1+aDx09Xcac1kERLfYftdZF/PHN5wMtHoT47CHhZOgWWf75wmuben4+CIb7EvtPgLmvAcz680FMwWvL0g1O0r6Ow53QWfBaCjYOLmi2PH+brcoPOGReUHIm1AH2BMjzami970X19frUplc3jSPnVYmXP5ATebsQ6BEvHkJAtUEb4IiUVRFeJzKvt1VTpEmS1WW2MIQKVm1/Z6aV3uopUlG3o9VBHVIS8iv21lqXicv8xy5WeTGxt1hwjQn8sv9rVg+g5pUr83MxRv1Rps9yWHZSz2RTxLfoJ0jXkTmU5VXCcqwogmu5Vh7IMvRHvoOjt+mFgeYge39/G66dere4gYe6FpkNrFmvQL937gPHv3Y7mwis7BTuB+X1EpBhj3j1fL6Hj5hObO50BDBTLO894s+Zn2gcyo2olZVPWMaizrXEZ6G3AmGA+w6nh0OvMxaBMNsT1aPzIHjr8VakqQ/bkLK4UCRsD89fW94I1Blr3MSgwhmWNGJFi7a7cO28VXCeTHVbCZzbw+1MXY8Yc3tbYFIxMAJ5F7YxmM94n2E8m83nBADrVWfZ/y+RBdwPGcbvdUa98HksHgpJVskw6rZZtslDDPiiEzcinTtUqlZ00IXGbjpXldKWEeWE9Zc4fX79JYyx40oka9botYAJyWPz0y5dabbkX2T+bhc9GaAcI6DkneHQxmxklh/k/wvTfhFT0k4Iy9KHpUhqRcOZ+jAs0HcJPdf44N2rSQ+xkppusuh86/TiVx9IHp3FgErT0zB2Amj4wTjdO0tAIusoqmR0ESDNkDdU4hDhxk7aXD4Yyd4dSDkQ+ENCL7WRZZhQlf+B9ulTHCVmZa8il33Ifo7ndH62Bui/2hiEAjg1wMp8XqayUgnVjSkon44UhmsO7aLLJ7r0ysRudC1wxpJyuLgqJZ9qC68fcMo6ON1eJjpcdoHQ8BpqWNzgK/WQTJzh19u7D6H7lUs8b5wphXllTvsyxd0vZH13nviJdreXSoBkv3pMHZ2eyVbCxT9lr5K71cE3QIO4s5gZxre257o/av5l7p/0BirZzyBUpXD7MwY39+EBHkPBoHP64nrky8RSVE1wNiEe5gHCj6d0+amtgu7VUxpUeQlkPHqxZ2XsnmoVV3D7MXJIi+0ifw9q2wPPNpnCFUCRO5waXkZfyZo8edrs7f0Oex5LLIFmyZMmSJUuWGIKybfNcZsulnTbnjmrm1N50aBcRoelmsyOk4iV7QdP7Lvin4gJTQNCgDU7vJhOriGLsxD4en5/badgH93gBIZ7hqV2fHgUV5osZgQwZl7IMs6etPP1G+g/oc+NoWyg/L90JMuQ6TsOvXr+mfVIENaeY0HwnaIyAQ5AP11KshDnKQPXrmJ7n3w+vxyiG4ENSH8fjwuXQKKEhkVgqVaSgD41RUhrRMwO+TLaVMqbEsCvAA8I4vrjYKbVrVLdzCXgRnIlLLwWd7KnUKm2mcNN0FiMeS8+t1yPGQqSYR9YB96jOK9G/M/8rF7hoJXlxcyHDO9L7UIhG55hxWW028sAJE+EihOLlnriCCDJFqAfEDAvBOCzVzUH6oaV3IhkOUzefyzGFwRAr0mcRLEtg5g1NX27VYxEocy3oPO8wlGr+HSgHntWdy8AEqnBnPAlsH+mHO24K3Jg6frgpmLuHirR9CqntfZWKlVA2dkVZi4ULPsa1iqS7MSf0S8dz7Sh32tRzwayeBR3PZoXMsUvH9OXBW46Ns3LhMwKFY+aVvysNtw8j414OLuSdY3/zbj4r8679IIU2yzLbO1/EEkOQLFmyZMmSJUsMQdnyPJfNem2nylsIlzhBFsR2HqoPCH/U4XC4k3LEiY5rOKkWZWvjGAGKufigOU59VlgGX6GWe7U0nPXaTru+4IuxDSpu4uVdvT+X73upUbueICS9DqRwPp3Ka1o4Z+D8ZzwBpM8pmXHBd+ilaun33PnWLChNEfgSSWA3fiIlERJF39QUJYANNAniM3EgxKRAHaC6eZyeB+PA/Y9uBD9ulmUmMHR6qmIljgmpafu7Ay0gVYuLNFkBKtAm7BXrwfkxly5dqTwWjI0vEIOBItvOXwkr0e3HwbYTDb70a9NkdrVP5aA080vPEL+KxZxmiq5JEaUtfJoAjZP45l2FpZg7hAkb0qjV5EDfAwSUWMfGCGh7WResB+bEC13xewpu0ce2S8+EWauW0JwXDzMpcg0yZVyISzFmkJgb5683ZE1shUvHoy3loEUTA9JrSR2GATMkTOq09pt3lzb52BTbH/RnpIEPdO+rN+pF8CASxnovojl8sCysLGjbs6EYc0tME3ujL/lt6dv9vsUOEQNhe7gL9GZtXTg5eR9r4NPUMZOrd6XiRQo2ydgFYkSc8JQX1VptNintMFmyZMmSJUv24ezKGIIsy94Wkc9c8s8P8zy/+ZTv/C4R+Y9E5AckVM38LRH58yLy3+R5/vRj2HNYpVKRRqNhJ0NOWnU9TXq/+DVXurRZr5tPi9Pyg+OQdojEJifTzSwWD8In5otTcHI2kRfQDJHKLlVovdnYSZYCJkSxclomitwEeUr9FykYkGOfKUCKo5MXXjqho2GnsyNJPHblnGEpEC7ipAsCBlVsXcwEZuWS9dnMjRckabQbdm0ThKPIDXEj2goSwjidMz6czmEn/H1ANaS8WYbAem1R0ndevy0iIq1uLHpzcazStZqm6kVMMNo6HIQ53N8PaxD/LmgVH+xI13Kr2bRUP1CnlZBWxPbw5CSMma4f0lKrDpWAUpkrxgnE7VNrifivN+v2XSLNC1lg0e/EIj5W9AjmzQnTsC58epmlxur64D0DIdZrNfMNHzqBGPoDcVJOHy3/jDG3j+4FgR5S23jXYRzITiA6v1qrFqW1ZzE7x/vgC2lZ0TS3Nokhof9D7VvfpRb7+ICbBwe2PzBGvP8zHZcMKW9lTGCv+Lk6itkZ1iwImRgk2L+2ZqEQY5HnecGywEIRl6SpnKxv9oWWQ9UmXe4KCJF+yb8zHsSSMA6M22y5lJy0Qx1b2IWlezYonnfNM3C2Fl1qMPtvFwlxfU45q4dSy+xnWxdr4/e5cvyPZ6mfx67aZXAuIn/qKb8f+19kWfbPichfFpG5iPxFETkRkX9WRH5KRH5IRH7042tmsmTJkiVL9um2qz4QnOV5/qUPuijLsoGI/HcishGR353n+f+jv/9JEfkFEflDWZb9WJ7nP/9hG5RJcaLHx84pnVP2sZ7WQADtkrgKUfSgJRME0dMiMp8YqAtWghMup2l8at6INQD1TzmNrtcWkWxZEcj/ar84sYLezT9NLrSeMBHYsNOpK45kyNvkhTv2M0gGQRlO21zjS8QSsd1VUR+LrVAU4cs9ewS9NVSn5UFBO7OZoSXzhboI/qrzhZtI0DD+ni9WU3WR/iaWoqWaTbp00JU73xnGstGOYx6IhgdFX8sOon6DxjCQEuNT6BvEzAq+aaLzl+u1PNa5YI35glnEIXRc7ICJPrmSsz5XfqRrEjvcG0Z9uXhyUZRrdaWCvQ994lgncuUZY+bbywkbsiafn+jy0trk+VZoS5GuZYvA2qhAkS8LbSJQ07j41Rvf/bqIiHxX+/NRH+n/2cMw/o8fn9j48cyexmW0VqqvwPoYxyWTGY8Dy/AI83tyHtbcNx88CL92mikgYS9odT4eW2nolpt/4jd6eu3NZmA5axUXc6PPmDqfO3vfNWUBDw6UDdSYHYu52W5tzDEv9Q16vq+MK/NvmUP0V/swc6WIiQeruxgLL2m93WwsY4Edysdl+JgIX5Kb31d0PMgigHnjbwRrljm17JYs29EXgVk1FhYROZc9UmvUivrML2AvSwzBHxKRayLy8xwGRETyPJ9LcCGIiPzbV9GwZMmSJUuW7NNgV80QNLMs+5dF5DURmYjI3xORX3lKPMAX9fOvPeUevyIiUxH5XVmWNfM8Xzzlmme2suSuqYDhx9bTWcehdvyUtVqtkNx0aCJzJ1jyZSvuBL/UkyDKey3nI9qUosZFSipYyMqenck99QVTKpWiNpYfrPd4SDEipEfxV+Fv1Lb4PNuNi6XInbLbfLGwU7TpJegYtYljcJHMRC5PJ3H0NCfjpsuzZp7wBSJ9iuKZaStsNqZqtlUEy5hReAp2wjI72qjcKfIZxTnR+OCRYMUfbsp3+NYVzQ+OBjK8vhff84IyripRrLnt49O4MAqfdZeVcnoSUDrrpOEQsi9us1qvC7St41F32QSsAxDOfV1HsF0Wm6JzAaLx0r7M1XgS+rgdFXEgtJPPocZAwJwQyX/2JPTPR1dbsSrmyrF0Xj537mJzGJ9GrWbj8ehY9QjOYu0LH5FvWTrXwlzu3wpsDoqX/PtC4wEo2DM9D224OIsziGqNmqFl5nU2ixkx9oW5YxBRgexqgaC+rp/DvTCej08CG0HePu+8+cr1Pg9OTy1TZ6iZQS2nAonMOMh22A/PAokyXteV1cTYF02W/aKQeC9bf9grCinpu3OXPUwZLtp0UxUYnyhLZcyg3ou2kgHAHsiuDgvq4wGY6812a5kZtvcSF6ZryZfUtpL08yImQmRXndXHAxmbB6Oiz3t0dmYsHHND8bpXtf+01xQuS5lSfnyfx676QHBTRH7O/e6tLMv+SJ7nv1z63ef186v+Bnmer7Mse0tEvltE3hCR3/hYWposWbJkyZJ9iu0qDwQ/IyK/KiL/QERGEv6Y/7si8m+IyP+WZdkP5nn+d/VaJK7OL7kXv9/7oIdmWfblS/7pt1UrFRl0OnbCstO0IiG0BPDre9348rmM6FZOj5yezYeFKiDqZU7LnOs4lZJv6xXejsmr1bZdGw53fHjWPv293UvbShQwCJB+j5wWAG01fXVXwwC02mu3zWdLxC4ne9MjQN3R3ROUBSL0OvlT5xuEIbAIaEVrpkK4WEl3E+fuez190/1XxJ8pnCCLAPaCOTo7H0VtrTvUa35N9e+vl2tZLShGE56N73h4TctDKwNAtPXp/YBaH7wdfMKzi1gLgnoMtUWsO2BoFmVIWIBGw+bZqx1iXkcfw0/f10JLRMmbP16v8/EcjDeMw7DbtWJNGOwLOg2gTuaGwklWLpr4HZfj7TU0MPOLOzXG9WZj7ImP2ObZ9AOUxhxRs6B/ENAnmiLUwqCGwdf+wTfCfbQtIOl9RfF5ntt3WA97ypjAAJH5gcHyWWleGDFlmohF2ddiYLnuD7w1HYfq283mTplexog4HBg2lE19Wfh+vxuNn2c3eUe5L1H5sD+NUiYF7xS1GCxy3ykPkp0Ek0h8DGzobZddwfphjdJ2bFliXtkffdwFDCll3mEfGLc+WTUO1fvaAtyXT68Ts9ftGvNFNhbZFqaKqUYvKJ4WYmPkhe3KDgR5nv9J96u/LyL/VpZlYxH5CRH5koj8gWe8HUOQv+9VyZIlS5YsWbKn2lW7DJ5mf1bCgeCHS7+DARjuXi4iIgN33aWW5/n3Pe33WZZ9ebPdfu/5ZLLjl+SER6Rrxfkz26Voa06RpnamJ1lO9mQsEEVsUaOKcMgaILag5XJb5y7anus5QR8NBjuZDSv0vGmvonefr0pbQIQ+ehYEYJrdejofudLMWZbZva+73GMzqwOhEbbcQ/tDdPyNA/VLatspb+z9uhPVAgCNWuneXkcaPY0GzzWGQv21IH+YAFgFMgAskl/RF7n/S/0e/cV8vv52Eebkyd0nFjOAgTKJUEfFj5+311Sn4jyOys8VblZqGreCtr0iTSLDK84v2SohQZs/XXO+cpxF07sKeYwPY+5jSSpkJaCy6NZRpJqoiBgW5aFG3oMI+SQmwFc3xCjR68tCe81+1ja+80qlYu+5VQzV9+XoKKw50LZn2ED1D996EPWBssfEQRweBMLy/ELLj1PXRNfP+XRq7QPR4wuGAbpt5b/jMrfoFmy1fgYIsaPZCkd3QlR9fxoQ5sP7Ibtp6hjJVqlc7titZ+zV69dDG6k02ovR9UizMfDrc7/rZDv1YQs17mMdv/PnoyLL3JdUzl2MgGf1GFPaBhNELIVvq2caeMdhqs4mEznWfhw7Pz6VVq2KLKyVY9pMS0XnTPT7ZIbwrrNO2Cu7pTgKapuwHogxIp6BzBX2PX6eLhayXvsQvGe3T2KWwSP9LOvqfkU/P+cvzrKsJiKfFZG1iHzj421asmTJkiVL9um0TyJD8IP6Wf7j/gsi8i+JyD8tIv+ju/6HRaQjITvhQ2UY5Hkuy9Vq14/diH2moAxOiES0rlcrU8ICZfnoeKq54RvELwejgM8IRIOyGpXZQFmozr2ivrZ1KROC9vgoaXx7+O/39FnWNufPx2ZOkQvzOgdoISxXKzuJT5wKGn5JGBDvI6w6/5pXhTP0rT8To3FZLvBqvZa9XDUhenE0OPfGb09U/MKNn6HVRpyXfzBUhTtFwVEQAAAgAElEQVT1qaM6h/IfbVhfbORAn4G/GURCnvnRKwHRgUqNvdDvEQuwWscqgBbhTwYIaMXlJ5d12EHVQ0Usnq3auqyaqYtw93nnGHNh1TJ1nG0cGw2bg3oLpmwbPZMxo71kgoCUsKqL0zD1RIfW0Jbwfcu2W1tj+NN9ZgfZI7QRY55hOYgtoG+Dw7AuenthfOt3H4tIgdLL/mpYNtDoZ2/dEhGRvSPIUEW4qmTJ+0OdjO6eqt1tqLSpkfAbRdqavQHrcaa1NE50X2m3WraPwc5ZNUvdH6hHgi4H/aS6J1kVvhoqSqe2blwlRj4fn5/v1CLwcRz4hFlTjCBsqGetYLMwywBRdmfulCHb+t7d2e/JjWthbEcXMTvnK9faWqLaJwq3MGowLzq3pui51X23HsfcwJh0ms0dLQHmc1vRZ1L7g717pRkdk8kOc/c8diUMQZZl351lqsAS//4zIvKn9ce/UPqnvyQiT0Tkx7Is+52l61si8p/pj3/mY2pusmTJkiVL9qm3q2IIflRE/niWZb8oIm9JyDJ4U0R+n4QaBX9VRP4rLs7z/CLLsn9dwsHgl7Is+3kJ0sW/X0JK4l+SIGf8oSzLMqnXauZf44Tn68QTHQsS4vf9bnfnFGwR+K6KIXEHnObIn/Woy1fQ4kSI35frUQPbK1UwrLiMBU6yVcd8gKpoKxkS5ABbPISe3sl8IC6i5SJix7NZ4dunAiKxDi4n98Kdphk/8qZhXGBEDCGgrmfoU8dnHqPZLMssJ7s5Cm3odeNId8y0HpwfuuOYBVDnRMepOdMceNgN0HmJeblM0+LkNKCHu2/dFxGRA81xRwvB0Koim8WcT2U1HAPDs1kPxorUKnYvi4Yfa3680xPwecz4c2FO8Gd7HXV8ppZlUYljCSbzuVRVXwCmh3UMasbv3FdmAKXGqSo6ElXfaDnFRx0XX5GOcSfXm+yXzXZrjJdVUmzETA+sA+2HIeKZdfXzgsJhPUxlczyLfmYcWevrzaaIxFf/tOlnLGI10JpjHD0CbmoUOowJehboOcBEWPVHnatep2OoHEVPQ+dO/bKrjIDVo9A1OFcmhT2t7hRALXbE6fJv3TsvUmQmMI98d+TqLLCWfeYDkf9kXcCYgKghEj3LW9fo/bKC6o5CoctKIV6BPZpaKfRm4TJ/2OO9torV7dDPTrNpaqpL2Du3Fsssk0jxTj45P7+0uuKz2FUdCH5Rwh/yf0yCi6ArImci8jcl6BL8XO5qsuZ5/leyLPsnReRPiMgflKK40b8vIj/tr0+WLFmyZMmSPbtdyYFARYd++QMv3P3e3xKRf+ajb1HpGVKgWE6E1PyDGeCEBwoFdaw3mwJNuCjZlVPIAoWuXX71thRpKlKclPHXb1ymQ8epzNXrdcsSoP1jd5okxxfknymqaFo07CDqn9eftzx+vR/XldXUuAZFQsZo5CPanbofp+h3tebD7dKpWaTECLjsC/z/jzXWAstL0fXcm/74OcJXir+16pghkCNoYq+u8R4aLYzh7x5UuvYcn8tsehMONT16cBz9u0cEHgHDHIFa1iU0LlIgxlanZWsOZuCJ5m7DLjRdVo3liePP1/ViteRdbnR9Uo3u57Xbx/O5vTs1N4+sE+IxMNA1iMmqg+o8k3/uq/thZNr0XaXBWr1mipNeR99yvRlqDb4nOpwMkT1Vn+wMNIpex2t0HNjAsUbfUxOBNW66B43GjiY/6+T4OPQL9g2djXYlfJ5rLAD6DXs3QltaOifEFtj+8zBeR7yP89WqYO1QS0WrX8f69Zuh8CwxE1RerShLwTpgP/BaEaZ8SlwP8UJoAtTrxgDSBhA98wUDYBUVXQ0MX1+FrBP7vWNHTZFWx/vBcYjpmt8rVFZbTo9gdolmjFWx1OthYc6daqLXe+B6rMzQlXUFRIoMjVZd52AeriW2jL1t0OnsxIA9j30SswySJUuWLFmyZN9i+yRmGVyZ5Xku2zw3NMpJkNxun/sKqgNpVSoVO8FyCgQBU2HQK+1xuqw6vy3obOlOlz1tG2iNE/9dRdTValU6ZDY4nzj+WiplgT7zlVYIpMLcKka8mGczPKuBTzbLMvNpEWdgKmg6PiA389sSkav36LsqdSvnj+OE76u3VR3KWSyXdm+snIsuUvjbGw6NmO65+u9MX97VqPco5bwcLSwSqfORk/7e4xB5DlrEd8raIuqc/txEz0HRGH7ssWatbFzcC7rq5VoHuVtT3BvGqOpYCRCOjz4H3ePHxlnHeOKTZ60z19P53NbIAIVJp6ZJTAWsk4/oZo3SVmJmiJc5dfUq+HfeE4snqddtzBYuQ8MjuFYzjrWBAbA6BDoXMEhUNTxV/71nhSolNsAyOpgbGCGdI8aOKgG9gTIpyhiQpfKNr70rIsX71HLos6MxKcxNuZrkVJmADu+cflLDYqgZDzwTHQ6yC0DzrM3pNF579IW1yfjSVmK3REqKe9tY+2LrWAXPQjQ1c6aibSGLwLNgaAl0nAIq73C/25WBqxTJfsA7eqp/D1As9CwdvmvWsGVY6ZgzvocuiwNlwzzPLQaC8ZhPlK3VOCj2V5RghygaNptRPZ7ntcQQJEuWLFmyZMkSQ1C2+WolX3n3XblOxL6euszX7vxQPaeCVsky86Nzsse41zWNol44BJCXIo9FihMxPlEYBOIC7HvOLzVdLOS37oeIdbIFPn/njoiI3LqkngD34ETLM+h3U0/V9I2TLidh70MbT6c79SA2LrLYKqE59En8gsVEOMU5+gSi8EwB99kv1Qu3k/o01hkgroM2WpsV4ZCrDVqnrvmdW0G5DX8tEeGLkzjfmPHabrc25qBMEHIZJZX7ybz7eu2g0alWxXugehbwS1b9zcV75Hle+KlBW/pMEAooi0h+/PreJwlDUleEjNIjSMjn/Fu8S6tl/fYaFt5X3FIthxNFY7SZdcE6KGf4iOz6Zasu1mZdioD3lSHHxHlwDT/reJgS4VwR77vqQ1clPtNKIKNBmSHQKrEndj8RgYujLX3NgDEGaBbXsACdE1PBM292tWqoxrOA0lk3ZNY02jG7NZpOjSnCQLoDrdWASh7ZFBVVxTt7iKZDFrXFZ9vQBsvTdxVgK1LaU1zOv48t4F5UA3yga40sDZgR/477eiy0bSfWa70u4gx0PFh7MB3UOrhDpVZfE8RVYmXNwf6xRpvu3S/XGEF5sKuMUFvVVk3hlTE0TZXwc6/V2mGbn8cSQ5AsWbJkyZIlSwxB2SpZJs163RT3mvj7S7UKymY+SBCmFDEDvs62V9QCRa1cbjenaGIIDvW0B6LiNL/VtnG6BM0dDQZyQ1mIqTsNm5/WxURwUuW6OcqGipBN/1xPyvjMOLWD9hclpM2pGEVGEIDpoTtFMl8P3RQInRqYKZq5OZm6vGJTX5tOi/oSioQPXISyVStUBNTS3/Pvpj8BS6F17Yfq5ySSv+5yossZAQvnR82dz7jjcvoxQ6/OD2lxAKAstzYtY0SZqXanZWNJHAP3IqYCxgefOZHqptDmcuO5H6gFRonYg6m2kTnvddpWIRA0iSbC5CyuyTEv6UiIFGuzSoU9nUvG3FfqY/0RAY8CZLXEOJGjzthSxfT/Z+9NY25Jt/uuVXse3vkMPd/ce4liQxJjxUFJDASwBCKIIQgH+QMQxBQQ+YCB8AEMMgIhWQIhYiSmWE7AH2IUpEghCV8CVgKxkBLhhMEk2Pf63tt9+8znnfa8q4oPtX6rnvrv83b36e6oO77Pko722XvXrnqmqvdZ//Vf/8XaUq4Inj458bNNNw4dnAL08R3lUOU45v52vY51q3FoGP3EkuGKbFz3nzk46jfjQKyZz2krczDddTON4HL82uPH8ex5936jlvne22+Ymdn9dx40v3XvFDVENA5UVZJsJe4H0KAZ3Bt0+EW5cF9VkdEQGUveJtCrE8ke0boc6JyEN65cLuFv8Kx64hyDVHvkN77zjpmZXdxrnqOqhfHi6rpz7b5kdYEgsJ6wW6n9QptDB2Le3m8cEzo01D/YdTkmPKPgao2GwwMdkdexjBBky5YtW7Zs2TJCkFqvKGw6Gh3kgJvv7KbilZayS62q6oCJzy6ac6a67mbtrhCGKYxuMgJS5r5ZG/NiBzyWXNhBvx/oBO3ditKW6oSv7oixR8U8YYLD1J3L+elrVVVtbF+8I935T0XtK+LQfk48QbgFeCMcT5wfryNiyX7cbDyO+VmLkp6ei3zxocRU6af2BY8ZLXutIx9z3+vFbzWOynzSRtYF60RVMUEEWvU8r8zpc65a/thquQ4PhbGNa4m2AfwEYuZ416geErdEPRHPsSo8p97b/vX33jYzs/M3G478aDIOroyiDcThiZ1uH3mcnYwP0QbZCEcn8tS5z3xO8LBhqxdjX/v7ym5cu+LD5432g9Y24J5irXLu4NbIuMEE15oYzBXKn3h7RVEc6I3EWhp1OTLn/jkZL6Awl+6tPr9sYuqhAgiqxX0iGgisp4enpy0XiAwE6mzcUBfBkVCf76ffaTJknotGP/deqSgPnKWk1olZu/5OZrPQkYj6H1SB9GcNKpC0QbOURvKM4p7m2YbPzDVrbxPZWozX1956yy7ebrhWIESBJC26iBLG3PXkuXrtx6GqypjTZp6j9J2532/39hyk2McD5c7ji2YNnXq9jGePX3T6u93tYgw+jWWEIFu2bNmyZcuWEYLU+r2enR8dhWdwUGlLGO/E/SbOPr+8vbUnvmseSxVDzVENFUFhnrK7GwgrXeP0xMjZnbIb3+73sSuGcatZBXiTGiOv5JXjlGOg6npcWyuVpf3XWHcgAo5KMC6RD+y75iOJFSu6QRvYbcPsZbdd7ssDxj3exaXkSXMcPBA8wjRbwMzsbY+1Ro6wx2sfiUoiXI5Bvx9IDx6yVrlU7QNsKMgSbQgOBbF1xkWyO9YeIz2ZTmNsaHeMpXv4eMygU3g0D8SL5/dkIyxfrjttjcyBaTfGvr5d2ZXn5oM6kONO/BmlRbxqUA0+h3MB0vImOe1+Lbw6xgmGPOgG+e03L27a+gmu8aCcGsaU+wnkA08QxAkkBRvewQOBe5BqkfAd9yaVMomYz089riwckd6yW4+E87CmlScUmVF+P6X6F9yDeOdDP0fv255V5dkRa68XQdz9kb/yO+7/M4n3h2omiKMfx/gN+/1WYVDWv2ZCsa5XoJH+OXn4ZCWkPA2zpFaMILbYW54xcPbGeWQPcV+AZnEPg5ioKib3LusGlEMVYPtybcYX7kVZVW31VuEcDfzeI8PnrXGjIslzZXW7Cp7Ep7GMEGTLli1btmzZMkKQWm3dKmiYagOwwyVWjwf55OoqPPgHvhvU2LfWNuD4hSAAQ+EaRL6sVCDDk1olmQCVMNgriX0HWnGHGmJPvA0scvy9T8TC2ClHrH6zCW+IeCJs9/CyxPNV1n0tsdWIffr4MEfBqvb+Eys93nucdzyyKSptkYu87YwLPA7mtZJ4/0RixfSN+uVbYRm/4R5nqsuOJ4dnD88AT04VHVlzqB5q9Ue8UOKZ5GUzTqGKB+dgNIr+jErPqoBFDz+F3/qYwmfB61p4fXjz5YRKnq5t5i7G8cprf9wsrUKTfd49x96Z+SAIWs1tImgV43T/pFtXAGRos3QtDY+9kjGRen2a4aLrIHQHHAlhTjRGC7Kin3NP45WiEJpW9OM58NzXwSPnM5xsmmNBDLi3HjsKFfH3I1d8dK8WJcM3HzQeL5oaoFeo7EWdiV4v5h3UShVaQ00RfhRrURQHp8J/YTx0TapmyPFsFgiRLbpoBeOyFJ2ClfARQHnQeog1jUaMaHCk2jFmZie+TkbjYSACLx83Y/Z//n+/ambtM5f+MIb62hN096CaJpoBPlegWJHNtC9t/ayLSj1+6tlazuu49+ZF57ehkTPsR1bEp7G8IUis3+vZ6dFRC89I+cu9PJQxPp+PxzYSuIYHtwpmvPAbNFJXfBGlEpRm7YInBTCEW0j1kbS02/U6rnHhD6D7Dl0f3KiSPhiStMC1/NFCwpY/Pn6THoQQEhifhwgP7hCpoYCHjw/QX6QLatljF3cB8h37zcq4FALPXfo4sZk5Pz6OP2iajkP76ZeWZo5wj6cj8seEh6zCjroBWyckTvoV68HnF3JYlI4lTRXZY2+DQui0mXX1NS9AE+mW/secB+vN06cHKbADCktJQSSFbenPPZF8pn+ML9K1k2G3dDMFeKqyCgg8HtC+ESD8QAojc/XOwyb17dgffMzBwole1b7bVkiEk7mHEHyDEHPnqWPXz6/jN5X8kakEZg/CH9C5byhDaMa/Z5PK5ozVFpsyJJKTgl6sh/fefNhpP+RB/iB+16XJ+cP35r2LzvHXngobKaQiNsZ9offug9PTNuVVQoiszSspj40NZT3p84X1tJYUuXORDx5NR206to9tjdMlQlNsDL7rGyc2OhOXAmet0pYQRkM+WvrIdW9vWgcjiqHddNMCdVMfz16f9wjjSqhWiyGdyCaV87Bxfnl5HQ5CbLK5lyhz/GHT/6unXk683xZ10tLYr2M5ZJAtW7Zs2bJlywhBaoU1u/lCSHgh/0n6kXyPnSfoAseyA72U3baSfTiuJzDmXkIEd4lO8PnJbNam2GhalIj3zERwBxg7EBF2vELo0zTDiYY16voAfQjBEQlP4F2cOzKCRRt8t4vYC5KuK0khpA33RPq4KIrwqqPYkJPj5lWzC7+86npXPTyAfnduFBIGQdmLV6Ie0qDfb2FTvCqQHvf4EF4BjaCf9DtS3kTyl/WiYS2IkfeS8tgq/sRvTNLttD8cT3hjIiJKrAtQHFLE9hsPZ22bcbpZLMOjHSHF7P278ZRPUJZ7Zw3Z8MgRBdLwomSuIwYtItAVIMLwnLAollNWAenST13X3JugNXjV9FuL2HBfBSGYPqpsbpLWyrWLbVf8KYSV/NqUIA6hnXEXniaVkfsmwkO+DkAW+P0mSYEjrIlsMiESJfoOJWyJt0o/QX00LRtjbtMyv7wWfYf4PYx1LSXm9RnE8yIKkIlAEXNAGITjVVSLYOqLJGTDmI0lPVAF2jAVSeKVa0KQZlxYy/E7l8JeOkqx3u1iLSlaeexhBp4jEJqvrptn2K4sD4SwXscyQpAtW7Zs2bJlywhBalVd22q7jXgTu0kVqmH3hkeNtzobj2MXXQp5hffsGodCciklhk4MeCdEJiXrRVEU30HOxuPW62BH6q+FH3suwiuc6wVkMtJrZOe78c/xDI6Sa6ZtXJVly2nw1ygygzysEBJpv44txKZjIVFC4Kt8vGnrLCFs8Tm7Xvql5Wi5JvHJEJqKgjJdQaeBcCdeehxTC7ScJeVNC4kj94X0x28QXoFMyOfEXaMA0bJLNmMu8GbxlBbJ+FcSG8YLPQvxl2ZumLMrKTzFOplLedzeoJuOW7uDwpq+crndsq7DAy5LEIJ9ZyxPzx3hEd7GSy8pzPEgBNj5G+4BO6KA9G/wOW6buYEYWfSKVg4ZcS9IpSo4JnHckJH2154gJSp1reV/05LUWswrBMhIC6QQDgJWkJGdM6DGmEdKtP8++DGC+vT7/YM0UcqAn4j4E2uQNuLFazqeiqgppkkfGMf5fGrjYVeqWQWGtKzzSNYk926gON5PniuQLyEbck8rIfh2tbIL0o4l1ZP3UfxKUjkpHw36EgWZeIbz3lGxdeUci9tuMbWXNzfxXHjTC9Ihwa08r+XyUCQpSxdny5YtW7Zs2T6TZYQgse1+b99+8iS81wuJO6lsKjEyPMbb1Sp2tiFCITErLdqzE4Y3O0NlOJ/Mu4xU2Pmpt8Fr7K7ZqbrnF+xw4T5sJfZFelQwlUUEhPNcRNGaZoeMh3CzXB4wtTWLgO/hVuBtaYokDN4lrHr34kAWGM9IQ5Qywqvt9iCFjWsVEn8H3cFjnk27AiURM5UYMYbXgqcZYiv7vZ2eNGvpVGK/gQys3UNZdFEM+nErWQVR9EfQq70gLLGuEh4Da0kleOlPxIx9XZOOx9hPHKVAHjiQIWfwXzmDn7aknITol8S6Qy7YXZQo8+xx1WcvG4QAdKN+ZJ02/tBJl4OBiFLcd87aB6Goq5bnci3y4JQKpiQzWSVwUeI4X/exfkDmSC0VqWjaeuzPhnK/j3kdS3oc49LkB70ibVmEmiI+78ezviIrydeNluTd7Nr0S8ZOCyX1n3efG5oaTZotbSCjgfXE+eEvMG68H01Hwf1AWOqezxMiSFrOeCf3dJxLeFO3guL2hL8QpZqTNG8yGIJzJO3VzKlSnrdYIEXyHFUJdSzNIGPtkLHC2IN4YMwj/Z5OxgdF+F7HMkKQLVu2bNmyZcsIQWqjwcC+8vDhQSyMnS8xpHsuVYyxe+33+yFbyY4u2PDE80Wcg93jmRQMUn0BWLDqGYQXlrDMYcdyzYgfitewVrSC2J7vSmkrv4/CTCIWFLLEiRwqngo8450UBNFSzNg7D5q88znFeiSfGqZ2SDl7HxgPdsppsQ+VnC38/Vsu3nLhIh94Kbttc86rJ804fPdRk+Os5V45X6AWkmUQHsV8Gmz3PTFz94SIdU9PnEW8a9bBzYvGy3r0/EXnmnP3fAO9ue1mhuAdIMWaFtlCy0I92vCSfL5BxliT6o2hFYAXT1/6R75erhzVSIo70UYQLdrJOmF+aSPzztoizg+Ks5O1y3hdOtdg5XHZnSMvLx81PI/H335iZmbPrq7CAw6JauSe5Z4NT5nYrLQJ75u47sL7glyuluI9TTKQ6DcIWNzH3v9HiGP5GruHTgmldZF2Fk8RL/6xyGkfi7c76PdjLvohi+vn6G865458/DsQJcaH8QR5YV1tRXY8NAaqpHy3O/gw8R+6hgr3D4W39F4ExVL9BdbR1o+fi4cdAkVka4zHgejA9wo9GkrUi4BbT2L2oVvhv6MN1yI+h2mbF5tNZFVMJaOHMVd9gkD1xplDkC1btmzZsmX7jJYRgsR6vV6nXG7kJfvunR1yyGa+QrI2Yln+W1jyWoI4Yj6+S47docTKtZgLO8RQF/SdY1w3UfZSliznJv6OJ1jJrlN3sFpwB89IVfOw1XYb7US5kWg7O18Yy4xDKA/6cbFjl7j8VhCB8BBOunnpsPWfXV9H3BmvgpxsvHNyurXoD59rLDgY/xRLQg0Oj1CK/KyW64P8cPrz4EGDToy8LSAIa2FBM8Z4r8TlOQ+eBLaXOSurqs1hF6Y551aPOOL6M1dNo8yxvKrFWoUh7l5ZqgI3Fz0F0CnGcCltYlXjdYEQ0PZvf/Co0wYQFzIeKOWb8kmYZ5W/JrsCr3OWaDmYtePHGC9FHZA+veNFsMaSKRDo1X4f61u9zFJQu2PhAe3Es70QHY+0eFHaNvqSqujFvTp2/sWJcyhm3Wteuqx0MN5duRH56VhHgiRq0ShQnkL4Pum1aAuMfBACVfDkCadrjmfUqZSuHgpauJVn/XQ0sqEjwIzLrWgiYAPhe4B4wB9j7q4pZS/PSfgAQ5E0fnx5aTNvA/PEfX8r2Ueg1RMpJPZpLSME2bJly5YtW7aMEKgVRdHGqVHJYofvr7G7lDK6dV23sT03mKcaEx3KLprd8nOP31NaFI+anSA7/PA43XuNgixFER7tNcxaFNeEW8AOWLMmZuJtamlVuAdvon6GhkDCso1SuH5NPJpQKJTCKDt/haHM+JA/TI40HsDNtSg+OjKAV4+X0h/0YwzxQ9gFw4ZHKQzEIPTkPf6sWu1asjbY56L7QF7x7XIZawl0gjX04nkzz/cHF5023HvYHKelq3m/dW/jG9/9bme8phKnTmOswYq+Q8ksSvBSQtc/B1HS0tKheLjtzi19GwpfhnaYmd1/q+E4TI+btYMnePS0GQ+Kuah3FoVkKHIkmu9/7Vd/rbkmSBpFtIR93uv12gJQ/hnZF3AnIiPIvw+vXWo+aLnjUCyUexwEClttNi1zXwrnBH9HkIKeaBrwrFKNjJ6gg8phYo5u1+t2PThIgTfehztE5oYrUe58vkGzNGYdiAP9Fq6NqgUubpY2O/Vy567zD5/n5mWzFq8dnVAtEc4BN2Lqr4znE+dQgEpooSFVVXx5cxPrQBFAznksirXxHOV5IBlPB/okZPn4eUKjxH8/GQ5t6c/ksV/7nt/XigRxDeZoMBgclON+HcsIQbZs2bJly5YtIwSpVVVlN4tF7BaJUxWy244Yq6IBZRlMY7wDzoUXgUcTDFRiXqLRHdXvRAUtYujbrnpeX2JkqeGlE69U7XV2y3iVxLq4RjCcqQwmWu/skOFWnM3n0U+tk0B8lrgaO/zIC/a2sMvmeHb2J6ILDmOZsqDlVdf7PTs/sbdP3jCzRAXwulu98dKvwW5b9Sd41TYz1pr3G3NCPHQ4bD19qb5G+8fOktcKaIoQaIaH1oBgfZC/HQqGo9GBhgHHhiInefISO2dcWDcreDHeB0oQj8ddVTzW5P37Xpp2PAw0gbgz+gDcN9dXXRVFDCQMS8v3pm2nb8p72SVZJ2bN/Vb6eARzG/VP7l3RDmHuGPPQxydrR7g36lkq8rYry/gt9x7Gc+OBs+y10iIIEd/jvYeiqSNoZG3spKZKOr604S2vtjeadMs/x7056eoUUJ2Pfs/lecg9383Ob59H4dWfTOPerPZdfsrtZdPejfc7vHbh0kQWjutRUI+WNc89zn0DwgCKmnJ8mGfaqZVVQ+lUSnFzTdYaaqMY3KNjQSB4nvCcfevi4iB74uLcOQWOXq4X6857xm25Wt7J7fkklhGCbNmyZcuWLVtGCFKrqsqWm02rEUBsCEavH0eMEQ+BCnvLzeYgXs93E7wn372xYyVXmd3hXGJFtCE8a/eU8D6U8bzZ7SIWhVetVQ+12h1xTHbCeMLE0jjPjowAH49ACqgSmKgSPhWFMTz7Bx5D38s1B6JpYOQ6k9HhrzvNy/W2wL0IVrZfbzIaWX/ru2qvDBZxR0Ex8Dr67o2hxHev142Ja30KVRzDOH8av3B9uagAACAASURBVA9VP1FOi/oBwiKOOfIxvvVzDwSd0Fjoxs93ndTEYJ6ViR155bSNjBcUKkXrgmtpTjdruy/xaq5X7Itg/5Prjqb8pWs+cM0bGQfOiXLbUNq+k3t2KOtJtfyLwSDGJjQsiN/7e+UGhG6+rHdVD9XzgWbgSXN/1nUdiJjWS+A5MPVYel/awnjALp+6PsXQ8/cnngmAh6z1FdI6LPSDeep55UGyCNAEePFhw+vAW6c/rOVAYbiPhCHP3Eb2xYzaCeOoUXH5pHlu3Ipy6Vj6UQvyCtrH56f3mufu6QPnXp124/UgVU+dq/LMn1eT4TDWedQRERRuIfMcGQzUhBD+VE/WYKxxUAvJNCmKIv4+wDlCeZNnEzweDIRgv92HTsinsYwQZMuWLVu2bNkyQpBaURQ2Gg4PFNzIK2fnW4qHTZx2NByGF6b5rihsqZcGV4BzsTPcSHyXuBU7XM1pJtd+OBjEMXgBqi3+hlfQOhVdc3blcS0fl/AuJC7L98GATrywyGgQha215PLufExfShxflbr63l/ayHmIIW6Fdfyh65Ff3d6Gat/JscfG5818oVGfxpVfZXXV3dmHlr0w3LUewyxBM7bCFlf+Bd75VDyhGzknXgbrI9ANHw/VpYj6E0VxUJWSc1+J1v5etC9UtwDuzH3PfIHhTJ2AzcLju+LVznuzA68TVcjN2nktogoaOey+VumXVgll/Cay7lRNMmV+qwcYSnzky0s1TFALzs38xxr3NjJuoaMPogC/QTKOzJJMFtHl+JbrK3C/v/mwWctUdSQ74/Zlc48zvrWgPSB2zCVx8uvVKu7jtx/et9SYI7xT9Amef+e6cw7NMlBODf7qc38OgZxdecXG3XZ3cI/VwkMJlUDJqmC8WDffffasc22yWegDtvdxO3dk4gavf7ttK0QKh6QvfxcCEfFrg+Jq/QjWxzZBhszazDGQBNbyeDRq1T23XY4NqMp41qDUIB0odS7W61hfn8YyQpAtW7Zs2bJlywhBaigVBvua2BDxSvcAQgMdvkDCyi1vml0lO3LVqdaKX8Rnl6Jzvb7DS4m63RLnDe7B0VF4cFuJ3XEuVOA0lsz3xPvZae5EkVE9pekr1M+CBS8V4ZQtjudz7mM7kLaEFrm3gdzoGWqBksN75X0LlbnJ5CCrgrhzKKV5WxinhSiP0RetcqbxbbglnAeUYjqZHKAJzzwWjgdHe1c+lngEWkdjIl4sbWMuaTtzz7jvdruDXHfqRTD/EQuX8boVpU7aWni+OsjAjVdqJKaM1wty0mG2Dzy+vHDdf19TXDsyNCQOu0ddkLXp55uK6mDo6vtcM179xLNUfgYxXe5/rYsB54BqoLQx2ibxbfgtOp6pouGxIB+wxoMjwDxTL4L7wj1ceDE46ZwbFjrPoV3ifZq162hXlm1myvMmZ//05amfy/xa+841aeu90yZOD3eEzJaIx5PV0pzG3vCMiPvUJ0ji+bRvIRoPoachGTLwl+AOhQ6Djxv3F4gIHAK4K1iMd1L5dCr3Bc8k1r+iuZiieyt5Xm5BlCXbJJCifjv3G3/GUHnx2u+h97zWC6gc2RnPPfNnPBxmDkG2bNmyZcuW7bPZF4IQFEXxz5rZz37MYVVd130//qtm9s2POPbn67r+sc/arrIs7WqxCFYsilJ4VFvZ8eP1HQe7uq0chnbBXnJYe3ewhfGIB2i8s9v04/Du4CDgaeOtnnhbzo+P2zgrsf2E/W9mduIezpFUVqTf7KrZ4aL2xfnInCALQeN8680mWPDEsHfCPxhKHjmISXAu8BTImBBdBuVU4LWdU2s+YcYrMznY4d6WYIP7OTSnXRngd2nYM25aZ2Kz3UaOeyWxb0wrwLEO8AzIRhkJcqSKdoospJyDnuTF78QTRoP9jfsNx+Sdtx52++2eYtSu98yZvfMA8BRVQyF9j16E5uiHgpy/4ikqsoT6I97amVSk02syR3iScC4mw2HcByAeIEVHURfEswM2XX0BjLZHRsDUfyfVI0Eplgmzn98rHynNFjJra3QQO6aRhWcCnFx4PZKyi1rR/4f7hqXOeGp2S1rd75F7o+/eNrodzDMGp+DI4/GhHurIwdQ94SLhaaTXYpxVPXIwGlhv261WCqr00scD9C3WotQyUZ4XVVTJSmGOOM+R6MGw9nu9XiBGE60FQ39Ar/i7IPVpogYI2Vg+LspjCUROsjRul8uY/zc8y4Cqj8wB+h2gVqFzM5kcqFS+jn1RIYNfMrN//47v/m4z+xEz+7Ov+O6vmNmffMXn/9fn1K5s2bJly5bte9K+kA1BXde/ZM2m4MCKovhF/+9//Yqvf6mu65/8G9Wufr9vZ0dH4VWxC90IC1vjwezSBoNB7CJh9ocHTHUu3xXW4hGy01VFuogN+46Z8xHn55Wd5HAwOKicGBr1UvdAq9thrUe467QZPQataX+U1Hc3axjgS+9/eAEgIaKJgJe6kuwDTOst1MJ455q17M6psLfbt/FJfoNaG8eqlgPse8axktivssS1Wl4gEt6Hk/k8rhW8DfoRud9dlKXAAxbVQLy5UGjzNsykGh5tp01VVcWawpseC6MdD/Fs03hRVGKcugqeiWdDbJmaD2jg00fWyT334ifjUajfjSfdeOuWDAV0KaQOAuuANYdXVbsnqHwXmOz0USvvjYbD6HegbcTfpW6CqiYqGkE8l9xwmN+gNHNBt3qJJ13KmlM1vPGqOefxheuZzLv1NgaOYsDS35A54/U5UBecuXLh88vrTh+H/X4gJaw9vE/GimuwDsiFHwxFNc/796ZnMcX5vC+s0eAW9NuaBgcVV6VOiGYR9YW/BNo3lDXOeWjLQsZZ0d9NUql1I1llihQG58rvUdWp4JkG8spzMuq3iHpm/H2Zzcx8jWhWUVop06xFtVjv06PpZ0IIvlQcgqIofouZ/U4z+8DM/vQX3Jxs2bJly5bte8a+bFkGf8Bff6au6/IV379dFMUfMLN7ZvbczH6xruu/+nldvK5r22y3scs8En1xjS2rVkCafxsqgVJVi53rSDxdXkPTQHaufK7M5tErlMjwxqNuApoIVMoj1i9xaH4XCnbSh2OpJIaq3nc895fPJ6NRZA3wG9Vxj5i35Pr2BFGJnHm/Frt2rZimeuNpLm7k8vqx7NB5P/LfHHtlxfm+7JyLV1j5haA8XGkpbHW0FPq93gG6gIdGP86kghocjKkgSCvQCJAVv3YosHmf8EpnSUw+vCW8cM1c8FcQFPgLX3vnreacZx7HRVNh0+UO8BoeoShlVmVla/c+z84bjxf2N0pr116B8vqpMLi9P8rg1qqGMzKBmDN4Pj6+geotly0SIBkI2I0oGXJfhAY/sWLXz0clkDoNePmqqpg+P/qChIQKpr8y/zcv3LO/9Zi5Z2lQd6Dv74nnL52rEW0+d5TGeQEvvXrgk8vL4KfgjV5eeV2NS9fcd/7CxBGC8zcbNBJU4vmHDbIE2jEXbpLe6xu5V+u6jmuzZqjRgNd9IijkQrIM+Jxr1/J8UK4GXjtzzHoa9Puttot/B+IBWsc5r0UNVCuSKqeA36lWCEjBOslE4zu4ECAb3Afcu8H/IvvkqjrgJ72OfWk2BEVRTM3sn7IGBfkjdxz29/u/9He/YGa/v67rb3/C6/zlO776/k/W0mzZsmXLlu3Xn31pNgRm9k+a2ZmZ/em6rr8j3y3N7D+whlD4Df/sB8zsJ83s7zOzP1cUxQ/Wdb2wz2AoFbKzX+AJSfwGj0fre29Wq/BkK4l54nugdx4xPGqmE1fya/Oq8SgsYsj+nrb0e72WRe6/4RzXoqS1FaYubcDwrDHi3Jrrze4dL72s6zg3O/jaWbyBdIjOQF/isowfxm478rX9eDwFmLxneHtJ3QHGeCKMfNofmvUSIxxIvHogsTnNWijFy4u8/93ugP0NAsQ8Mt89bz/zTRwe7yTqS/jxsO41XhuKln6+6Wh0oKynbOeoMS/e9O1tt64AhtJjcG7gajAuHEcstixjXog7l/uuN7Pdtmso7ZfyNRi/+J3E67XOAp5WVAvd7+McoRXCGIraKG2eCa/j2Bn+k1m3OiCqeG+902RpPH3UeNCgOtwvu/2+1QiR2hQLsg7wKqmvERUH/bkx7SKEu3XX+8Y0A2SYIJVk5qgyKZUGYbYfnzcIEVwC6lCQ2x+aIaKBAV/mWDgErL/VbnfgPfflNdaYPItBa6j9ggoptlg0njV5+pwHtK/n6yStocEcoOhKBgKfo5nBM2ekWUXCvRoJZyBqoPi49usuh2m738cahBt2ft5mQZiZ3TonBBSDZ8+uLKOPn8a+TBuCf8lf/yv9oq7rJ2b278nHf74oin/AzP5XM/sdZvYvmNl/9nEXqev6h171uSMHv+11GpwtW7Zs2bL9erEvxYagKIq/zcx+2MzeN7M/80l/V9f1viiKP2LNhuB32yfYEHyU9YrC5pNJW0NcYq0j8aDx9qkjMPAsBbMkXk+s149lF82u81i4AaF+N+yq40VVPN+V9iX+y+6+rKrIjsAzAxlQTwfvkf7FDla8TDgV7PwZnwO2tR83HY0Oai0sRKFwIHwMja9qxbhQT6Ram2ief+WNJncaLyZijZcLe+w6Cuyc8UZGwq2AJc/rMfnzUrWPa4JhFInynFk7t+G17ffxf9bHzHPWTTw5DO9rLl73jeR6q9e/87UIAsUcz8bjg+pz9HsmSFfUV/BrP37RVIQrnzWfU8Pg3r0mzks+OuO6um3mJirxnXS9NrPW4904p+Dlo+Ya11JD/i5URtnoW0FnpkkNh9RSvkRwAyT+PBZOAWMdfI5x10vvD7vIGaYcFFT3iOPvtvsYM+694B1I/DmyMTyjY+ve++mDZg6OzlwTZNCtR/H08YtO3zDW0e1qFddk3ba5/a7E6ogACMjG2wDf4/1f+cDM2nWi1TCVs3OQSbLfH9QoUEQNtUyeTcE58H5Fdta+uRa1HkIzw6/1zUePOu8ZX55dZVW12VjCWymFr8Rv6Wc8670vcbzfbymKa9aiF6wbNCfMWh4Ha5TaC6OxP2t9DR5VXeTH7HDNv459WbIMPo5M+FH21F/nn2N7smXLli1btu8p+8IRgqIoJmb2T1vjcP3MpzjF7/TXb3zkUZ/Ayqqylzc3nZint9HM2l3kSFX4iP/2em1lLIlXq3fKK/XO8bJgbl9fNR4AO2c8bVCKUs6TGrFK2OBoh2vctZT4dcTWpapXMNjFk4oYoXzeHwwi9hv1zCXnnV34qagdcs2Li9POuGC3L5txeSE6D+FprXemhleOV8T8ao11GNrs8MkN17x9jD48c68co3oe8c3CWq98KzFQ9dJVNTKyBsjSoNYDcUsq0m27nmToNiSsfK5JPP1UNA4m4+54MMZkk+B3vPewiY0PZD0pxwB3g7mt6zo8nW3pnr1rsSv3AVsJN0LrSmh1wKHEcWNtSpbLKlWPlOp0XRzwkL8wPXaNgylKjc45umqQODImqOSo+elR0340sIvzZp3jLWq2TfAbPHMB1AXNg41zMXaOKMUa9uNVYyPy2slmKMvw4CODiUwXX1tcq9U68Lj8B012EagO6z7qCsgzUCt0koVT1nV7z5x068WAiFAnYyvcKq7B8wJeB7wGECjGXCu8boWzNej3A7XV559mNAVXS5BDkJYUdTBL+GKChoauwaR9voyX3equ1zfNM2a6bSuopm2kP5+ePdDYF74hMLPfZ2bnZvY/voJMaGZmRVH8DjP7P+q63srnP2JmP+5vf+6zNqSuayurqoXAhegTEDvEKP7w+u9HyR+MjYQKVKKV1C4WCws1oEF5wI0ohiTlflcinjHo9w8IZhDRuAFpdxRrkQIrhTwA1XayUQooNSHPLKXfHKsQnT7wacuZk6dUPhV7i/Q9gb/ZUKUSsAEjQwrzDQLhBa7Bw9SeeYoXD2e/pm6oboDIvQ0PKAfMOLOxSErtajopECgPxIEQ3UJG1/9YV0LCo81RmMkfIBdC4iyKIsZENx9ReKtweVcnMD14sykd+3U2qV6ulj9KyOdGape3pXYC25VDypf+mha9Gko/e7KWokjPprthUGniKJDjbWDzQr9ZTyGlnWzQGY8zEYzBQkBH/iBgu5Bs7j6GYzz2XRJylKr2Uuh12Qo10Q8gcBVuUlIhzsrawzOEnmgTf6RZPyFHLuN5Mp/HvUg/H7zblEF+7/veM7M23ZS198LDO2yE7p83DgclrHUzq6G5lMBn1vwxZv0zVnMPgRxNvJCUh0IeP2uuzXORezlIxL4BoOhPCMD5mn3gbaUcfRAcPTxyu1y1QkK+htgor9bdsdMwqDoMukE+cLDEoUqft/pbnrkDuQ9i45jIqf/NTiqETPgqZULsp8zsN3uK4fv+2Q9YI3FsZvbv1nX9F//GNC9btmzZsmX79W9f6IagKIq/1cz+Lvt4MuF/Z2b/uJn9HWb2e8xsaGaPzey/N7P/vK7rv/B5tKfX69lsMomdLbv2SgguQ0mFQdjjZrmMlCS8ZXaFIUUqRD4QBAqfaLlX9aRuRdKS4/A0+4NBeEMUWOI3N95PLdsbcssiSQypphJ4DVNSTYhl7Hatp0MRIyHxTATCHUjYAagw0tPc+8Sjog+zmYsvObwJQnCLWMh2G2MYXhUQHd6VO354V8B07NchghJCiJLN7tXMhdjEOIEwXN3cHMx7SDkjxOIywRdvXfjnIx8H97q8TDAwN57QjYeWuPaRpAxSorVfFIEaUCilEiibV0hkQOPH9xzOdTiWOcFDpAQvnu9KwiMpcXQpoQFNI1SonLUZollJiW2z9j6AsKfebhQgcyg6wn/XwyDB7SQcAQKYom5mKdTv8rj+3twxRMpX1+5a0ndTtOjijQaFmR6J8NJNs9aunjZpuzcrD0c4SqPET7ALLbfOuI0n3eJRM2lTOg70Dwgb0SMQAuZdvVjmopRnVYTHfOxJ5zs+bmlfS0ImeN+eqqmhAQw0Z+hzAAn38qWjUv4sizUo6wc078F7TTlh1vxuu7ObFzwprdPf69tmDpTorPLKhORUsE7ll1VMiVBTWZaB5IDicu9q6eUQF/PxmI/HBwJbr2Nf6IagrutftjY0+VHH/Yx9On5BtmzZsmXLlu0T2JchZPClsX6vZ+fHx7FDUY+PXfn6Dn7AZDQ6ECvCQgbYPRh2l1p0RWPq7BTZfWsqTKQ0Qc7r9SJ+z+56JCItdwnqBDkSjwgvDi6FlPscCKGFcajqukVRIE9KqqNKipqfK84hu2hs454A43E865KsOH7i3urVzc2B0FB4iR6PHfk5SB+brbvX0FRHPATikqNtNz49kjmejcdRQpqUTXb8kVZKu53PQNpUVTavkCmvXHKWa83cs6EtpIQhxII069nRUczvVsaY9oKk4Nlu3POH2Mn4gNYgjvLI+8a1MMad4jnT0SiuFTydUStrbNZ6RM9c0Cp4KhSiIh4v4k+BlEHeFTRrMnMuhhMBR5NRjAdpqXcVIwregZ/r1glueKkhMDPoph/2Bl2vFktT6S78s1EIDDXvSd0EXZjPQcKG3TaVXb7C7bJbvCek0Mfd+PZx8nwBveP+eOZkQdC4o7NuKi8ec5ANeTbVzRytVJhI0pKjTDgkusqscJErlRkfC3LEMw0EgPeaOsscgizgtb/w3/HcfdfX9MQRmnHVIpegcvARQA4V8eA5Seprn7RN4QqwZlUQjvsqELvblX3o6FWkHQoJmXGK4nFJGvdnIRZ+WdIOs2XLli1btmxfoGWEILHdfm8fPH3altQUYZHY2UrqF7be7dq0IUQ3hJkc5YzX3Xgrpt4ssSF2hCv5XaQAJsgBCEZcW9oQZX/JlvDPNVVtBA9AeAx7vDEKhoi3ttxsDkqEgpDsBG0BjYmCIb6D53ji3XjOo9rHw3ftka6Ih+Ub/NOkz1wzBIVAHygQ455O6e+JFS881QeGL7t0GNxXUvwGIauxZF0URWHv3G+Y25oGhgf4/ncfm1nrdZ94vD7Y0+75L7xoTSkM7oi5S8EVvJA3Ly6ikBCu7tq9st2uG9tckD1DipqjMgjy4JVyLeYYTgWZAaxR1tVmODzgDOBV8zorm3mmuA2iX5pWxTXnwqKnDVOPmeO998R77w/6B+gDbdIy0eHh+euJx75Zc8GRQATHvXhS/3D7x5KdsV1tbe3HBGrX75aWph9wYxQZZNzwtukvaYqsZSx4MklxIPg+gTIOkJdu5pHCSEeelUMGAJ7td/7fJjls7eskOBmStcHnV4IkDfr9WM+RAsy95mtMhZuCB0WhKMqGg2r63MHNeiKIE/yRr0cfKfU8iHkEpbm5adobBdYkpZV79AThIfm7Aa/n3JGyoyMv1ET5Z4qCwT3ZbmMutBga/dZ1j33WLIOMEGTLli1btmzZMkKQWlEUNhwOw8vXWPtI4v0cN/DPH8xb1iwMW2JdeO2woaM8rb8SjyyEZa0WpYj9WuyYXyYZAiFaJMU02NGGRgJlkIWRzO5aiyFh7MbJiYXXgFe/L0t76b8dgaa4R1Ih7iQ5u1F0xGOexN81vhaMX/EyKNGK199PUJxSEJIYh2VXLpVzX103cX7mjjlhjojLajls5gIGcHAyiuJAenUsOe6BACVlWM3a8sD0K2LI61fn5/elTXgnvUE/Yv877+dWhHOUCxLCVaBaSLKKDsVQcvzpG946c73e7WKdLkDbli5EdeKZDKeuDeHeNGsyWONkKYi0L8Vt8GLVe1eOyWa1CWRLy1qXEiOOXHYKRTlvA+8bcaXLJ5f2KkPQZxVeezNHR2dHybn6nWOx/qL5HG5AH/0AHyd4MKxdkAHG+aLwoj+eMaIiQ9vdLnL5j7woE98tHa3abRtG/n6Hd960rfLj4LswfszVXrJM9rLOoiT8aGBz7/+0dB7CuivINn1Fifn03CGb7fcPyACZQdyLx1IS/vLxS++Da1EcTa10tj/oDc/5qfB9Qsdj3eV7jOUZ99UHDTp4/x1HCR3NUc0EODvVTdXynITfoQhRoNm9lq/w6XMMMkKQLVu2bNmyZbOMEHSsqmtbJ/HviXjtqky1T1j1Zo33p9wBYkHnIlGrZXzxfLYSx4+Ymryv5drjhL3NLpmsgLHsLvFB8IDUW6Vf9Fd39MoaxgZJH7mWeotaUhjvU71tsit2cm0tLERcb3zbzTYgL3mTlFblXNFeKefMLvtE4ne0BS8Ur05z5nseAxz78cjD9nq9QBe29H/TVXULKVI/14fPmzzsuaMNIElRMMhZ80jecr69eOmRl75cWXlbdcaM35y6h6hxSbwqjofRrcV/sJ6gFHgvtHVWVofzD9vdPULiqctE5THtR6AxvkZvUXCTAlV4XZgiTMvNJtrAOucYeCshiy33TXADeL/s5qEfzz2DyOeqHnW5K6kk8Bjp8kk3+waNA11jcAk0s0EV+caiXDm87h4POrQry5YTJVkDq2tfW66JMD/pcgfQ/uCZR5t5xoHiPffMGsofg0hgRa+wuiRW3p0T+q8oFOgVzzDG/lbi/FpWOYpg+ffvP2syKrgPp+PxAeqq2WQqJ886UeSQe3F20qyH0wcux+5oJmv02QfNvX7t2gu363XLqRB9kSjV7sa9mSrXKiL6OpYRgmzZsmXLli1bRghSq+vadvt9u/uU3TlxYLwUVAlnCcM/lLH8nBOJT0ZpTGHhB4OfQiCSfcCum2thG8ltLff7OEcpHjEsamX/ak2CmtLF6MP7Tp8YcsS1iHN7m+bJK+ckHx6ewlQUCtl14wGo91DegU70xTN4/ryJ34Lq4CmdHM/DK9xLtoDGIzG8L+YXdjDs48g+cUZ4v9edQ5ATGNK3y2Xkz2vWBaaoC94o/Tt3DzKKtrhHzTrhWhj8ETQoZtNJ6N0rN+ZA7cxZ5Hh8eMTvf/jEzFqvZKgsfGGK63FFMt4DQcxCR0AyV1TbYCw53tgmjm+uGWtdUCzW23q7bdUu5R7Fv1IvVDMjMNZab+P9E5Z5i7y5sqOz149OjyLDBY6IIZ8Qv+mqA9J+c12KQAiqLppVSt/IFFlduwKer5fNdmvPrttaE2aJqqGUPeZVM0OwQGGkoNlDVwXEyz0WXZSqrGKtTciqkMylUtaY8pow0C5VB8TLV8VDPn9McaNkvSgHC1MvXflenGOE3oTPFfoejCPaEWSUPPVMiO1uF883UN5QuxQF3MgM8vm8WiwyQpAtW7Zs2bJl+2yWEQKxuq4jdqTKZXhQeLN4eWkpSmLleG7BuJVdm3o+eOcRz5Z2RaxV6ivcJhXDzLo754i3o20gGu27xFsyM7uVeB2/hwdxLCxhDO8/9bhBU2DcE3cm/oYRd8MLY6fL2IIY4Dmgp76Q8wQr1z1oqgMW/SJidnhZz541zGKQj1D7kv5riemoRyGVGCO+63HZUAJMPAz8DvVQQhUTdrRkfJBtEToMzp7HoyRzANVIPESU2aIMdVm1sV9y9r3f6AsQv335fqOJoNUd4z7w390Kx0SP17oC682mVc/07ygRPZm+GjlSDx9bSd55ZN8ceZU8mO/ujUX9BbQEZrO4L5gvvGZawvzTltnU+8+8V11ezxikDfVIPy485xeOVG3b0sNb5wRoyeWg8oMcSuw7OBaSCaSlywNxkRoHaSZVKJWCEAhfifx4EI7QdujD23Beh/eF+4TzgVIEAuldDERiMI57FB4DjzHqZHC/o2DJnIDikZ0Ef4VnElk9Z/B/lFsj+f39fj/uD55mXBu1UdCo4Hf5GPOsu+cqpPwteOSaB4tf6lZYZJzQNeH5mSIQzCvcsqeXl51jaCvHzSeTA/TsdSwjBNmyZcuWLVu2jBCk1u/17Gg6jV3XRvQIMHa2eGHsMoeDQcTNKvEuiJ3jXbFT7YtXhdfOLg/EgPOthU2Op3SbMKVVUTFqy/ux7Fzbet9N2/DO8RjueexvJiqDxLrQ5aePqd52KOmRg47mgffzNzx8aGYtAsDxxJ01ywJkAMW5BxcNExxvC65C7RXJ2ooJmgAAIABJREFUYKsPx8PwPqaeZ/2meziLy67SIMzml+4JMC70X2vTay0IvD3mhrzl/n7fcgd83jknXipjD6KEt/GVN95orjnq5tEXwgcAkVElSzymFzc30QZlbi+lSqEytYnLglZgW1l7rCuNyafKdRPxFqOWR0WmTlcVcCCxYNbYlbcRBvtXXAnyvq9ZOAhUkHvxolmzz9zD6vV6Bx4ecwGyA3teWfhtv1zPY9HNPsJzDpVAvPztvvO9mdnGf3vlGgaqjbF0ZcrvOhv+vmdAnPragt/CeIQ2ird5IyjgpY8X3vt0NIo1EvyMfnddk20AGoXRP7QQULzE01XFzpHwP0L3YtnWU4CXwz0LT4F+sM5ZY7EuQEqsa2QMMYc8q9eCMKZaLbUgv7SXa4Z+gjxftRos9+KB0q149YwLc7cuyzbzRbJreE1RabMuQtIXFPJ1LCME2bJly5YtW7aMEKj1BwPby+5sJAxxzQjAlptN7PLYFc8lKwDFwqjnLefciDcf3gjqcNJefnfuO+HJaHSgwc65aC+V9vD4ora61BMIRnPSP7M2v3ggXm/qtc4l84A2qOpjVHdE5UvUADF+f3HaeEgz9/bxuoJj4W2krdVqZSel59mfdEePmPp02PWQtC4AbZ2Lp4jXXq6acV5K7nfKqteYZVROEyY7iBFa/vRTq9WpF8r60JhoykU4Opl3zkFsGGY+zGZQG839j9hkVCps5uoBaJePD/0P3XWQqKSWgXIp8ASnx934O+cEOeKVtr4nNSI+ePq0aZsjARrPZn31iiKQENTs6PdBVT7uJ/eA4Yqox4yFzsCoy8Vhzh4/a2LKdVW3CpuS0YRqHfca6wWF0mPXwx/0mmscgSCixyBZOTD70dK4TRCpyPC536ArjD2cgOvnzkdx9GJy1L031YvHa43Kg9SKEE+YuZlNJ8GN4Z5k3iO7wJEj5aWofklkunjbmGNFxTTLJ81u4blIhUkAYp5lzx0h5e/DSnlRUmkxaqBI7RN93vJ5r9eLfg0ETcEUBaCfVcIJ+TSWEYJs2bJly5YtW0YIUiuryq5ubkIdjZ1txF7ZtfpODi8Wz2K72x14aKqPDodA42tYX+JW6jmENy/Vv4oktkwMlNz3qDToO3PiiFohbCNxZ3bAUWFM8ovZbTMO5D7vd7s2Ni4qX+y+1eukjeyu3/nKm83x9xo0o6AymHsK9Hfv3tqpvxYvmr6Rrz8Y9oNPcPms2dlr3nzklxP7ZNwkzk2fbvwawXtwbwtOhc79aDgMRAi7vqO2QSAFeHqD7muM29ZjiI4cvPfwgZmZXflcPHYeRMztbmfm2vTMhc7J0H8LGqPVHNeCGNF/7g/azFyyPtJaAfANnrgHD7fmoXAiNutuG0Ad8C7JTpiJ9xlzhBqj9wUPGWShTtqPKZqA4VWfv3He9As1zHVXKyQqb0qlxdCnmHbRr7quo7ql5tvDZI8MHjgBoH2OjIEgnZw5i37b5T2BYmyEWxCqm6mqqKMVM8/Q4N4CGbjxfPrIdJFqfayDlxLnn3sbyYSx5jSxzrbbXazvswfd6qagMtjsW10+D6YqrKwrrVOxE24KKwAvv+j14n5HjwE+CvfBtVT5ZM0F34vnplTJ5Dmj3ITgcCRcA9VI4b0qfA7kuVJWlXVH5vUsIwTZsmXLli1btowQvMrwIiL2Lh4lethDYmSJTgG/ZecZbFDfdeIRRoUsyRpg53f2Mfryl6KFP0lyfGnvhFgeO0/ibxJv13zsQCH8uIl7NLrLxlRdcbXZtKp3wqF4IfXtlXHLbvwd9zpABojHlpJXfuVeP7Xbh8HGbxGWiDcOu0gAY0n/p6IvQNxSPX6qvO1cLVBrXERGSOL1KTNZK8D1/RXvEW+Cfkbd+3GLfJi1mRORh77sei8plyXitMtu1UvmIhANvzb51KEOZ13bikettewxFDfWm02gKJfuwV/4OudamI6XZkhggRQRA5YKe2PJckn7TL8HEq/eyjmCMyScARQcibX3j1Dwk7obnumAXj+x6aPz4ziWeQbFAiHAqx7KHKlKIMb65z5aLrt1Grh2qOVVVYxJnNvvucLXGmtu49koIAPcJ9jFw/POe2pY8HvGSflE6+02kA5QGNZq3OdPm3H5W95+uxkXfx6Q8cO9enl10+nvqVfRhP5yc9vlonDv8xw+Pzmxe+/cM7NDnhLXQPsh6i2INgzrhzWpz4+1oMiqmHk8n7fZQ95O7kG4RVEN1scQJO3yxYvo+6exjBBky5YtW7Zs2TJCkFqvKGw8Gh14b3gO7ODuoykwPoxn4ZGpxvSYnb57zBuJ0+Kt4llHpT2pfki8CfXA0M1Pdq0RG/cdrOrF09rQzRd9cNqujPhbYdPOvK0LyX1PvY4DNrl4XUeiMEbu7re//aGZtfF6kAIov8Qt8VI1pphmDBCPRquAHTza6uy2o5Kan7uU+GWsC18PjAtzTM5zaN9TJfHkJPoZGhbuKWPENPvipeMJ4p0QU8XrVJ18rew4qtpxqpfdTIdQShMPH08n2NboKQy7c4l2/0LqVRzcN3Bt5vMYo3Nfr2h5oL+wliwRPsfo31T4PVyzEq+L9aHoRr/XC52NA+U4qvQ5m1z5O6hhUh+AsSYPn7g9njHvyU7As+71i/A+8YQDtZP+DAQJuXa9jSNfqzo3rPmXss5ArVI0kDg7HILji8arZu1RtfHxt5paFnAnQCMCgZt0eRwHFRurrqfMc2m52diTbzfnxvNH7RFUYXnd1Sfh2tOTLnqp98v8zGujCKfiW48emVk7nsEpqCqrxcEGTYFTcIJ2CplD6261y2ijqEZq1peix9hyswkemD7/Q6HWnzlcm3Uz7PfvrPPwSSwjBNmyZcuWLVu2jBCkVluzQ4xcaf98IHHL8L7w2pOcX3b2xH60Cl0tcSZ2lbzHG1NWOh40Wu1Ycd3NGOj1ei0DlVxWFPUkVqUe7ZV4bbR1KogIiIDudBmlfV3HtWrizFoxjHoJ/Ea81Cv3bBgXsjP2grwQY4VFDjJADHIwGkQecYyHxPHZZeONLkQjQCuPjYT3wFwx53jE5Iz3+/0DtIVr6TjcirfBNSZ4gu4BRXU8H1bWHWsXRGKXstVh5Ps1QZmYT+Zd1RM5F8z+mCNyvL2N9Je24GkvyaGfTFr2t3BLWJNRrVLY4b/2+HGnbYxb1I2Q/HOt5Mg9G3yawSCyboi3s55fkl0h5+Yeo7rnWHLit8LNwfh9KF96bDrNJQ+Pl4wgqS8QFSS9bbzCNUIlUmsYKEcnPOEkMyQqsd6iVOpe81BQKkdAUPikHyAL995qYu942IUv0d3avfzFqtPGQFCqKuqL4Nlz7oile4YDa1UZ/HEu/z0ozMTbBjoTFU+FF5M+V25eePXHbTfz4+aq2wbul6j6KkqGoDEvBOV64HwZlEwDmU3UI1kHrE2QHlVNnMkzebXZ5FoG2bJly5YtW7bPZhkhSKzf69nJfH4QC52p2qCw8+d4pcNhfIbtJaa7l+wCPDg8arz08ISIrUv964i5k8ubeJR4atreqMonHlEo83nb4EGEhr+fJxT4/D1enmZf7Pb7VqWO+CRqhv5b9UIjR1fUAvFOuRZtV+UuZZ8vXAN+u9+HV8444MGPxXsEKVhKBkfkGfvOmxzuieTAH0lufJnE74fiRSgDWZnKIAi8P0MDYkwNDKlT4cp2sKdVE+HB2VkwzGGJB+sbFIY5wosECaMapKhqMmeqrcEcUVdgfjaP3107JyS8K1Wek0qbzCscHLT7UdtUJUPOe6D9Lgp+Zgla47/F6Ceo0xvnDfM9KnNKfQUQpKmgGqXM8YS5SzzvUhCAkWhghPqlvw4ll511FPPtfVCNBdbfRvLYJ+Nx6x1T22OF9kH3noIjAK+HjIDQLzhp1v8DMhg8Xr9wrQV+h6XcDO7B65vm2KtrX/+CfHFvfudJwzn4/q98xa/drLFTV1sEIYRrA0eDSrYnPAOEs7XdbkNJcvjSlTf9mle33TZFRpBwABaCONLmNzxDgLkFSYi6G4liLPdW1Dzxc98K4ky7mdfPokFglhGCbNmyZcuWLZtlhKBjdV3bZruNWPEb7oWwo9uLJ7mT3OCUXU88OTQBRDWQ3SUeMgx44pJ8jyewu4NNrxXliqJo44RSSz3QBTwcqjm+YhzMkhi66KKHxyzx3HPaPh5HHJaYOHH28DLhOWheuWjOR2wZZrYzu0frri56VD2jsh71ByaTmD8UBRcSpw/vUaq+8cpx9BOWsVbiY9yuxeMcDYexVirhJYRCnXAGMLySiainBdrjXv5KWPkfulIh6+jZ9XWgSbpmMNam6gvg4dBfrdPB8TfS7+O5qFL2ehErP3WUJXL/70CtIuYrsV81jqePtJlrnzp6MxEEyszsDKVG0eDHSr0fRG9hJ9fGyNI48roDc1cARENit92FCiBZM1GDAkTJx5j+Uz+C9QIiwvdpLrtZO0f0iHEBzTqaTFpUgUwWybvfS/bEdx819SKI27/19beaa5/6GPu9CuIAMsAcz9An8LUw2ZUH3jTPGsZwNO5WTATt4/7p9SXLwNt66214/EHTZtYo4xJonqBeZq1XPhVuwEKeI1eiFRCoFPwm0dDYCDeFz1lfHz5/HkgA7VS9BGwoWVyfnj3QWEYIsmXLli1btmwZIUitKAobDofBvsZDjLxz3xHC8MWjSiuLRd17dpWqxCcqgFpRELYwccue73hXK6mtLTvD2uO1u7KMeFJUFYOJK5rzykCuJB6lLGs8IMZBvZn0/HhkmNazByGoJGbMTp1rPvVc8DPx0kEctK194QVUdd32V+L4eKNRe1x2+LSV+P4DH+PT4wYhwKt7KeqLoXyX5OPz/1vxLlTVT2PfwRrHo408++at1hlgXN6+uOiMR7nfB2q1EUVKrfJH+/FORjLmtE37EDUw/LyPXzQoRf38RVxPPRjNA9fqdRwPyjOS9RKInHBRJoLu4AWnVSCp3bATFCLQLMnOibkSjw+uBeOJV3t+4evlgXMpQAg813673lrl6oWrm6b9eLCRfSSV8bT2xVt4kPAAqB3ia5tY+VDXkVuZZFXdePz+2fvPzMxCsY9sA9pP/375r3/TzMyePnrefH7arKNYH87jId4PuvG2cFHW223LmaIeBnVEJt01p6qazxwhufq/F53P8aSvBLViPYFIKBJxMp8HIqAZG5yT5x/nOpF1tBCUg/VEnZaRZJCxzrj/ekXRorqS6UWbQKkLf3/f+QnDwSDm+tNY3hAkVte17Xa7A2ESfYBiCgPPxuODB3oIZpCaJLKWLBY2HyqOwo0f6VjI6t4hXJH+X0vgjiR1j9/yB5KH8VIKJ6lB8NoI5J4SAY9F7AfSkxYGCUiTVB2/mXSsNT1R5WX1jxV9XG+3MX+UWAYuZeMHSTBKKAtRM6RFKWuKjLJDqmdC4tSiUFVdH8iXYrzrSbt5oIcoECEGD5lw00dBIYr7CIk11ltZHkjxcg5NowK2ZXzYnOrvVcI6RKekoFcQKKvq4EEXa0eKt0Royc8d0t3y0I2UR6Bl6RPXYfvMuhsNhzE/acqu2WHxLsZUP48NIBsH0ukkrU5Fg7DhaGiTuYdp1t2Sws+vROxJNi3MkZZo1jLb/CEJITP+oPAHc7FoU3tJR3a5Y8IZ5cjXlISnnnhYCjGx0Ytm4xfPFz9OS6EzzmmBM8a2JxtDCIuxQV617TYzu/RXnhf09xg5eT+vblZVrnmYEAPj2QrR0Z9ZVyLypKFT+gAZ9fu+/hvMrCVfInBEOelvfPP9Thuw2g7DT5zzVMTClGw6Hg5z2mG2bNmyZcuW7bNZRggSq+ratvt9S1QRchEeY3hhwHkJjKVeBbaTEEEUxhCvRNOJCpEA3m665U+DoJKgAiHGIoIpPX9VVKIWmD4K64jMKYZ3wav5rvUs2b0OxRNRuVy8Sd6DUoQkrbcNz2YCma7s7vDxGDci9JMWYgJmVSGQK/EulOCIaXlkvI2+QMcgBtWuRQbMGqLjWqBt+n8koRWQFMRMQlBHZE5VyjSK+/AqMHZZVQcFf/AIVSSI0AJz9sg9v2eOmGF4Im94eAIUay1hnCDI9noxbyBg9F+9b0XMIIsyfoq4aKgh4HwpUc3vzubz6L/KjYOAQQoL9MbHVGWWVTzorXsN1K5SwEgAc+8urhcRdmIt4UWq2BHG/GtJdi3qxD1OG8eJB2zW3j+jwSDClCE85RLDyAnTxpUX88JjZt5pSwgz+frR0Fmka/t1enVLUt7Js+nUy55T/hxj7AIZovQ6Us9yHwRhj0J1PON8PID77zuB/OhoFiESEBKe1YH6ipT1rY8l6+a3/Mavm5nZ137r15pr3G/Ozfq4fNyU/l5dezq03C+r9TqeRYFu+vicEL4ZdQmwEDUn80mEmT+NZYQgW7Zs2bJly5YRgtSqqrLFeh0e4ZHvVsM7w2MQSeCUpqNFiGo8WF7F2+4lcTSzQ85ACFR4sQ84BEhxcr5L9yw3u90BgS9kXYnx+w6d3XiQe6RtD52oErKpkNLYrbr3DhHoyj2HXVlG+3XHzm6btoEAIFBTSVx6OsXLOvHjmnE98t376EkzPh8+f95pYz+JqW5EYAhSTyXeN14KnjHnmkmqKJ5fCNR4sReO1xhpv9+3IR6t9yvikiL/y1pSGVT4D8Rt8UrxmJXQiHHefq938B1r5lJkUSO+L6gE44a3Tht03ahHNUniwztp50qEchRZYu7oJ+v9IAYsCAH3AOvw1NuQ/m4mQkJxTRA1SGHIiYNeCXGR320FzaNc8hJP0MVxtisvArYvwxtHLIr0uovTrmf84bNnnTbwGoRfP24iZaNLiZmTMhfiUWdn7Tn9GYMsNusa7gDnYp2Uwndhjm4gmwriEoXMBv3Oa68oYo1FurFLF9MmSo7Dy9CUV+VWgMAFsiptxXaClo6moxAzggPBs4u2XUtKNesg1uKoi8Ywfkg4k4ap92xwvoZDg5VEf95/2qRNsibfffcNMzN782tvNu128uV2vb2zNPYnsc8FISiK4keLovjpoij+QlEU10VR1EVR/NzH/OaHi6L4M0VRvCiKYlkUxV8tiuJfK4rizt4URfEPF0XxC0VRXBVFcVsUxf9eFMXv/zz6kC1btmzZsn0v2+eFEPyEmf3tZnZrZu+b2fd/1MFFUfxjZvY/mNnazH7ezF6Y2T9iZv+pmf2dZvb7XvGbP2hmP21mz83s58xsa2Y/amZ/tCiK31rX9b/5WTvR6/U68dSIDUoBIjyLsaT0bHe7iL+GbCnnkoJD7EiDqSrpcmthuk9n3fi3eqFcZzQcRns2cg5l8kds1L/Hs6ONR5JOiOFtLLddxvs8YVkrZwIvgRS3lXAK8IBV7hUJU7Wb2256FnFbfo840GK1ilhxeE3i4ZpkS8xFFIpdOp4BqA1lcNnp41muhaWfFrFRkZO7+CqFZBccSyqsxpaXgrxUkglQFEUwrzFl+gcT+671QPqh92GlnrH0QbN1jqbTGBNKD4fH7/OvaAP9577UssaMGx7mXSm1A7lfUo5PpLLKuTWbohBeBp6jimMF0uCpwsNbRxYHxLP3nVezNk4fBtIo9zv3SfBaBL1U5CSyT7pnD+TkKFkT8JP6pXvVq25abog+4RlzX4GYiJiYyuq2Kdcgc+16idTWqafmTboS3dW2W/Yb1KZyVEJFtzDlcoU4kKxxUofLqjqQD7/2V73n4n7x9yCu3/mgKa3MeIIo0nZKU5NSmaZfmpk9u7xsn62yvrmXLk4a3kcgKPA8bteHa+k17PPiEPy4mf0mMzsxs3/low4siuLEzP4bMyvN7O+t6/qfr+v6D5nZD5rZL5rZjxZF8WPym6+a2X9szcbht9d1/a/Wdf3jZvYDZvarZvZvFEXxuz6nvmTLli1btmzfc/a5IAR1Xf8v/F93aK+wHzWzB2b239Z1/ZeSc6yLovgJM/tz1mwq/njym3/OzMZm9lN1Xf9a8puXRVH8R2b2M2b2L1uzofjUttvv7YPnz8NzxivRXF92unhAwRvo9Q7kfVNJYbPDPPGRnDtyuYX5j2jIXXacsNVVvENz2yk6Q6EY2joWZjLxRhj/lIuNWKJfj7YfJ7nOXCvK/oq3eSzoCgiH5t+GaAwegnhxIUOMDLNIfNZ2KOepDPWRxABrGQ/0B0A3QGvUWw0WtY8PoillWUa/8aoiLu2vwSYmewIvlTUH3wEkSSSaeQWh0hK+dV23rH+/5j2kuUWyGI8IsZY3nU2u5Y95feT8jWvxyrH0PgIBqMVrDP6ClP0lg4d5xrhvKvGuOM9dGRQ7H5/LxeKAZxDcAClaRW9Yoyp0xRzORXNkvfD14J4h+hUDR5Z6g15wBsguWN16YZyXzdoh6yS0Tvy+AaVhfDYiM64xeS3Re5tIpuPpnpSzzrHY+VmzTs79/cltNzMG00JTG9GUwIPuS1nl8XjUFm0advUCkE2m4FIUSvJrhKaGih3tuoW7VK+DdbIQlKsoCpu65/5Gv+kxbSPLRgXM9JrwmT5w3gc6JV99520zMzs+b54j8EfQJSCb52g6jTXJPN0KAvhXfuVXm3796jcstaIo7HbRFWN6Hfsisgx+xF//p1d89+fNbGlmP1wUxfgT/ubPyjHZsmXLli1btte0LyLL4Pv89a/rF3Vd74ui+KaZ/WYz+7qZ/fIn+M2HRVEszOzdoihmdV1/5PaoKIq/fMdX34/krhYWYcevnk+o6SVxfBjrE3a8UgCHQiia294TDzIKFCV55GZmZcnu1OTz1oOsxIPTONpSWMDsjg8KZ4jHNKAEsV+LPP4oXYocaL9/oIaHRxPSxSI9i0aC5iOHIht8BhlXPEDea1nhlE1+fIecMqaoxl0Ga1jz9Okbc5pmnEQcXhjrB5LOIpMbxX/IGxcPRzkqeMqvkkTeCddB1wfxaTIgGFO8FVXmvBTtBy0PHPH7xHsDAYpS1KjXEStnnr3d4SlK0avILxdtEFXF49ogJ+g7jAeDuE/wwpSP8Enj0ep9x3iRCeT5+3NnzpPnPhi0bHTQhNVNtyjaTngLjFuauZG2FT0CVBNVfjtQrV27hml3qETKvRRlzxNtj1cddy2olPI42uI/3fGzomgZ9lJgCmln7jmycu5CouN5yrj453BvtAAR9yNIzHKzCSSQZ45qHHDfw5GAHxUF7ESamGfcC1efREslJL5RfGRuR6MYj6nwMhRJnL7iWloA73Xsi0AITv316o7v+fzsU/zm9I7vs2XLli1btmwfYV9GHQIN2X2uv6nr+odeeYIGOfhtqYeNDUTli1245pHOxuPwYDSmFUVHpD5C0i4zO+QtlOL5EH9q41fN728TDQBlxYbng8eHZrl7dOzwL70tV1JHIbxS/16LBKn3Np9MWoU5ziW76Oi3v4biluRXm3zPWEf/yWMXj3iUeARLUZSbyByVsvPHW4jjxRvbSnyS/rPDx1OOgiP9fpz7yeVl5xzKLVF0gjE98fmn9HJfYqBaYOhIVBnrug7mcnj2fizMf9Yg/QVJIF5bSBaBlkUOtMLbQhEwvJhR4vlEjQbhSGxFM4LjmU/isYwL3itKhIw5/JhAXOAq+P1X13V7T3o/z/3cml8fqJTc09hIvHFQGtUBGe+atQ1ysN/tw/NFFU/VJJUDgQcdRaH885lwJoJbINwaLSJW2CvGFla8e7K3ZPT4ubgG9/iVc2U+dKSM8brwOVCVREoT7wpvW1m1WQXCISAjCA4RY33h/Je+IAXE2lVvIbRFkuekmdlXHjxo+p7wqaJ0vSCoOpbKR1CUT+tKUOQp6g/w/PHjuA+rqoproumgWTK88v064V5pHZjXsS8CIfg4b/5Ejnud31x/hnZly5YtW7Zs37P2RSAEf83Mfrs1aYqdeH5RFAMz+5qZ7c3sG/Kb+/6bX5TfvGVmczN7/+P4Ax9ntTU7SnZseIAjWLKSzz6VeCW7V7OEMyA71PBUJMalamnsLsO75zzXTRfxLNiVozY3HrWMXY1PR9vwqt3LUjUz+kFu/+lJ19vCHrm3i/ef7ojhKbCDnUmsizYpl0K1+ZdS1nYvcX/2wsq1SD1vvAE81eOjJpaLohje2VO8d0rMSiyZtmxguAtCNJH4dqAc/X7LsPbviLeqDsFEjguWuLRFyyPDPo/yrz7HaRW5yBPHu5asCJAN9a5DTVAY23g4Eecno0Y4FFSk669WLVfgDp7BgfKglHIlXzzqdUiMnTxtUDLaHtUP/TxlVcWccP9ORMsgVA/RmL8j1x2vKtaJcDQYd/LSJ66+OT+fW//CVTKpJHjrrPKXnhcvXuZQnkWB4gmiCFplopkQFT19PPq93oH2B2qAB1k32+7nwUHyc+LhUpGP7KTtHSheR4dg6qjdpHsNUAracOElpck+4B4u+s3xp56lcX3rmiFSwh6+D2XVtYpk2p9ryWRQxVL97f4OlE+/f+qcAVW+3AkfxixRw5TsK9Yo90FkjFVVfPdp7ItACP5nf/0HX/Hd7zazmZn9xbqu01H9qN/8HjkmW7Zs2bJly/aa9kUgBH/CzH7KzH6sKIqfRougKIqJmf2Hfsx/Ib/5WTP7t8zsDxZF8bNoERRFcW5m/7Yf819+1ob1Eka62WH+Pl6G1gAgzlXVdXg6sKUriSuNJAYIa5bXe155jHMS71/5jnmz6zLcV7IbXa7XbXYAnglegffjucf81uLxaGaAstDJm90I8nDAdN1ug6kOt4Fz4D2Q4x4MXrl2aJDTXz9PiZ6+xPfuqlTYHwxaZUHxslFMCy0D9PTRhBBPl2tS44L490aY84zztx4/jj4R0+ec9JvYJesuahT4eggmvL8n538mufKKRPGaeuDq8XKtULaUSpzMwZnUm6CfzC2m6MWrEKq+MM+V9R4enbDqqZOB2iKecV9i5fBftnhlqFCSCYGmRFLtUNe5ImaB9kkMGQttANHFZ65R3zs6deVKzzJYL9YtEujeMhkIxPFH1917UetERNVDeT7wPNF6HbyYFbzyAAAgAElEQVSPto3H0e4D9GlKLZfmWEUnGS9Fvxi/nbeVtditztBaf9APxb22noJzS5xvEXyG6y6y9u5X3/bfNWO8P/Xn5kvPXnF1SNrM+MGLWQuvZj6dHqCWqlsSfBfx6LVircbyeUJFTRzhD8H7WG42BxoyqkQaa9bPOU2QIuXAvY59LhuCoih+r5n9Xn/7pr/+rqIo/qj//xnSwnVdXxdF8S9aszH4haIo/rg1CoT/qDXphX/CGjnjsLquv1kUxR8ysz9sZn+pKIqft1a6+F0z+0/quv5MokTZsmXLli3b97J9XgjBD5qZFhn6uv8zM/uWmUWtgbqu/2RRFH+Pmf07ZvZPmNnEzH7FzP51M/vD9SsSKeu6/umiKH7Nz/PPWLPh+n/M7Cfquv5jn0cn6rq27X5/wCbH4yNGhneGx6RMV7OEPS/e9k68UJjNXENZ1coKJv6LVxe7dGKKw2HsTFXNqyDGLfr44dHBqpbKcM9eNvE2vNQPPQamCmQwf4uiCHTiKR6Mj4fGtw68M1HkI143SZAbs4T5C8ohimzspOfDYXjh9PvyyquNwdT2a9H+rWSABDIklebCywKJ8c/xNsKLGwwOFPTSsUr7zbogm0DV3ph35hYvJVAQWW+bhHMBF2YscXnWJAztqIr5ikyFtE1wEOao5kn9jlI8yMl4fIAIKFcmrc5o1t4HR6wT0ZmPcUFdT/qP0iPGfTYdjUIDgTENBM3jy5x7LmswnVezwzGnD2mNejOz6bGrc3qMfr/d2/WzBq2DOxBIwMI1+oVlvpO49U48Ru7ZqPbn46dx6lT5UiuRnhRUFu2iOUfnx95uz5J42pyD6qnxvBR0iqdjPC89kyCt8XF6/9Sv0eWvoOKHqiFVX2+frTtt6fW9OuJJ8zrx4/j+6lmXM0AtjaEgkWVyv4CMRXVU+Byiy6B1SBRBYI60LoVyMcrkWT/w7wJ1En0GXQ/Ma1nXB8qsr2Ofl3TxT5rZT77mb/43M/uHXvM3f8rM/tTr/CZbtmzZsmXL9vH2ZdQh+MKsKArr93oHMXdldPNeY8ej4TC8CDwcrR2vucpryUfXnF085LPTZnc+8x0w8W920k/ca9/tdgfMalUWw+siV7cnCIfqwGu9BeK0sMeVbVsURct1IOeWsWOsfFes8f2txLEZJ8ZBORgR3ydrAW/Uj1vvdnEO9eRgotNWdtmqecAOHoRoIBwDZWmPxCtLjX4EZ8Cv+dL7yzXOnU2NN7VxLffrq6bNz2S8wtO5I7NkX5YH88+s7yXmz+eqn66V4hiHnfd/KHr6rCvWY6oMiXeoKqA9iZ0upA14USvJ2uG+waMitspxoAF4WtvdLjI9oh/CqZiI8iB2EMcFaQINI8vEaxjwul3jzfbidXrSrIfypT8XFt24O8a9uBeewzPPjFH0gmdTaIPcgWaMhsMDDpDGzPsRz/e6Al6tbyP8HXjwN6K/D9IUmv++luEk7XZ7e/nk5SuvTQYQHIKo6kcFUkcQ5s7PoF4Ec0K2xuMPm7oCV37PnzoCh3opx18tl4GUnjmfi7FnTHlu0L+x/F1gjBmXoSCpnI9snEru1c12G+t8IAhaoA8+9qzzVG/j0zMIvpgsg2zZsmXLli3bl8wyQpAYHAKtZsUOMNjD7AhR6POdZF3XsYtkB4sXjXcUMXFhvEcVONoibQMRYMccVcBERausqla1Tjw6rSSI0d+1MLXx1iIG7+fDi+2LJ43HVVZVtGcosS8MLzTi16L+F16X1EKALT0V/gaeJLt3bF9VERc8FkU+5oTKgKo3UUg8m/4RS5wKbwGrJN5d13V4AS9cL4I4Ne3m9TZZS2lb8AzwvlABVNZ59E1ii8PBIL5jfskEUYZ/KNaR2y78F+V5wCG4K5aO7avqgCuCb1RIe6vE4zFL1vJWvFMfe1AguBUY99tXHj40M7M3z72C3WhoN56r/m3PBuGcE+HaoExKNsGFz5HyVbBAkIZdZUPqFGxWrgHQ74dqX2j5j7p1IWhTqjNi1nqZimZFRVZZN5gqgK43m3hW4Rn3BBkg4wHGPkYb0/i1WYt+KT+mlkqvBVyEsrT3v/mhmZk9+naj5sd8H58eda7NeHH/8IoCKM+bUCb0tb4SRJa1/tCVLUfjNkMAPZKRIHyKHG+E9zUTXQH6TX/ngtBha9FWGQ4GoTvA2I4lkwOkaCSoVF3XB/fd61hGCLJly5YtW7ZsGSFIrTb35nhPDjhenO86UYXidZDszowYJp4NKnYoz0kOqnpfwQIW7sHaVc5ACtilsjN+6toC/V7vQDlQ43L6OTth9YzUS+NzvHY+H0nsbF+WrcfrXii75qF4PhErE29T49bszvs+B6oiyDjHuCaeKOp2tIVj6f+xeFsaA0eREtSGbItQUZRxwyI+3utZ5ecM5MjbxE6fOcPD/Rb6+u6N0ia+v0Rvnbg/c0DFNX/Fg1jvdnYl7G9qWZi/MsZrQblCDRF+jNajYA2LN6rf13UdawqPVnk50QbJQsDzPfa2EpdeaKwdJEnWMPoeaS2Qyu8lYsVwahT54l6G8b/wNpN9MHQ2PjHxovfRHhooX13VcT/ruESWhehyML+qUMi9i6dLnhbqiJwfvlMoYw6HB7wMUKzxcz/noqu7wm9DM8CrOd6K7oBysBQd2idzpNUYQy2y3/08eD7CNfngWcMRwLRmil77VmodMG6T0cgeOorEM+SFP1u5BigdaxXECASStnFuajqc3qE5EghdojDLXNx6G2ZSBRZPHvQ3RbHvqgT5SSwjBNmyZcuWLVu2jBCk1isKm45GsWNWBjQ7O3aCWi2vTOLV7A5r2flPJO6sOdvsbMntDRTCY4t4FPulx7OIlbnHOOj3bYvSlnjCa4l5aVui5jra5MKSxdSL0boEw4S5rNr8xLZVJTHUAYUjMBDPP3J4ycMFaQBREG92Nh6Hx6LKemgBnAnSg9dJ3DbQCTwjKg/iIUqOd2R3JLHBobQL41iMvX3oqVMHQDgY9/Fq/fePPMukEkU/rnfv+PigeiUxXdbOlYwPBgoR1Q0/RslNvYy0fgCmcVcQH43bqtdJdkqovqGtIJXndsKjwVu9edlyTEAEVNlNNfpDl8HvycgiGXbbCjJAFkFoCsAdkLVa1nV4rppfrjwX5QIoohjPlx5cG0e5vE3E3kEIFomCKP3RtXl142PV3AaxfqZeiyHQOyo2+hjfitIl6AwcDEU3tvv9QT94H1kGVZf/EiqBgnYGusezSzJGlAcDEjU353bNJzaqRp1rgzCmmh5m7ZqDS3Esuh0T6afWa+mTncPzI1Eq5Fh9RquyqWqm9Pr9v+lqGWTLli1btmzZvmSWEYLEBv2+XZyctDE1yYUPz0AqswWrvCxbpj7a++KphCcrnjG7y1DD8p18X+L2A/GkqQlwmTD8NWZH+zV/XD3fGAe8KtH45z2sfOyBe9rswsuybLXopaY8u+qJKHAxtngZW0EdML5X3fnQTPDz4gltdruWsexj1ZN4+1g8pLnEqV86UhB1AnxuA4WQuWH94Hdut9u2PoB4gFiaR5z2H29rKNUPMdAM1p2ykNN8c66tY8h6icwNYazj2UalQb825wMNYjw0Z1r5IGbtWD73sY17iNoWkmVyT3LCyTYBIQIpUx4D/ICRoDg3q1XEhlU/YCeeIBYcAqlZMJp0Nf8Zz922q2+xkQyasqpaLQNQFr+WqofSL1jzUaFREBZ0SmjTzrUDbl/edM6betKxJmWMtjIOWusDBUYqDmIz8WqVIa8qlZvtNlCk4DmhQ+CaB4rahLKl/06VOUGS6FtfeFXMBeN5cerqjKNBoCmgSmllSLO28iDj8JgqqWSjUBURRIln36T5HO5K6XMGtyBVmXzs2RN6r/JcI9Prnj974/m52x1kPb2OZYQgW7Zs2bJly5YRgtTKsrSrxSJ2Y9fiCZITzvcRU/Wd48nRkZ37zhYv87tenQ5TVIFzXEt1O3ajIARz4TGw62RXCVJgduhtqvUlvhYKdKIFgHFmrV2A96pKfWatpzOU+JmiF3jCnFvZ5+r5K5rBtfV642THTLwU6jX9Dc6DohCilqh68QeKlVIVj9/BJ9lXVXgP1FzAu6B/GkvWugHK3N5IXrV6udq38WgUa4f2Pvba8JfCU4DJ3xfm91iyKRTlUKY8qAZztNpsYl7oN6ZZF4oQRAU9nwsqTob6GxkTtAV2NnVHJDa9L8s4Bj84GOiSuTCQ+yW0MqRSYagvDruvKPzFPc51qyrmEVNFwqjE6ddEIwIm/GxGlcBuvYTZcVeBr+ds/ZeXDSoyFI6OmR3MTSXetFbJ7K262ShoAvBcuO/e60DWgWbzjEejgwwG5mlFRo9f46lzZVbonNwRL4/7gEqO/vlCkDfGBw97fjM5qHLL2qL/t1LLgDao4iX31+D+fTMzm80deXRVRdAcGnfzokFxHiV/M4KPIFVAP/RjQC8Zv5vVKlDZT2MZIciWLVu2bNmyZYQgtaqubbXZRIxIVeCe+Q4YT4Jd6lES18TzCzavn0M9toinJR6cWZtHfSJsUna87E45LzoExGmHg0H8H88Pj4a2aa46Rj9PHW0gTjURRiu764jbEiNNNOtBV/AKNFOhFJSF+PRE4vp4a9om+qDMXT3/aDCwnv9WK0eCHBAjVN2FUr1V78NM6hHgffSEZR91Krbbg2qHcSxqZsQf0dz39cDYEu9+4eOEZ4w3z5pdi8JZvO52EbPk2rCj8WyjjgRcCT8X17gQpvY2QUBSQ5VR68RPxuNATVTtse+xftXlCO0L4TXE70QrQFGvybgb38dbr6oqxhw+Am1TJGQr/VVG+9hZ96PpyM/ja/u6y4jX2hdFUXSY9mYtUhI1OgTpIC59ca9R2KM6IGhE9BMFRNbyrq0zYiZKoTDx/fXoaNY512rRvd8je8LvG5AB0Cvy7t998MDMWsSBPnLP8xwtiiLuZ9XyYF45x9m773Y+j7otfi+jx3KXJgZzAM+BZyUe93g4bPUnhNfCOXkWadVLrVjLueE1UG/h+OK48/uFr5NLr8i4K8vInukL30kz31aS2bHd7e5Ehj+J5Q1BYmVVheiEWVLWlgeHfx5kGS0YUlWRsseiDwENXxxXAs9qCdmxkOswYLeevHKjPPWbcl9VsZhYuCORe1WyV6QTCRSscsPc0Fr0RjdOVVUdpAteOfSnmxJupiNIUUB88mCg7fQz0jnvKJOcysoeiCRJG7byx5M/gLG5E+naEP3hj49LvG5coIXbkTmeT6d3hgLWEgrgD7qSxk7ukF0eyIYoUtqkpGpV120RJ1kHPGS0QBB/jKI0LEIqQMbWNcZZU0Sxuq4PNmUqpaubsB1/fHycWEdsdun/2/7H5w3/Q3l8zx+6nna3Xnh67gsX8Or3Yzw2InfM/GtICAJkS2z0UMLE4fcRj9N9XMOsJdBq6mBaeEvTT/uygeZ5QhGzKLTl1xyMvaiPb0ZImaOs8nP/Q8mGgzk9ns8PQ4ZefEjTaTEl+GFBypWy0qzNCJvJH7myqg42fgfhBfnjq+Jq3E88Pxgf5rKSMIDKLjO+RVEciJ7pxpcVO5bwphYNY04/ePq0My6nV4tOmygvz9xOhsNov64L+h+bDe8P9+ZkNMrSxdmyZcuWLVu2z2YZIRBL4U+FBjGFp4Mw1+tZoeU7hXCmRWvUi4rCIpKWiFcKbIVgDaQS4LxBv3+wo0/LEpu1Yi6621bCGr9DiCkgVcIeDg2CMKQwpxap0d12FKeR0spckx080r3svqMYkkiPqixzWqJ2LES+SNUSkhilZPFCZ+KdT0W4JUil+65QE8SvlGQY4yGhEohm4fEI/NiX8UGYRMdhL7CmFnHZ7fdxjRBqgvwoniveaSACd6Snchcw9swVXruSMfdl2d5TIt19KwTOnniEzNVdqY2gGqcPm7LRR2fNOCHkRcnexcKLQy2X0c+5pOGm3mL6eiqhp+0WhIESvY5+7CS04HD+pOym440GgwivBDlUkKS1rO8QrPJ1M102XudgP+i05cnzxtsk1KSWhmAYaxULY0zTEIfZobetxDyEuxRB5FnFOkkl0XVt9QS1Yp0TIlVTYSNCb1H8KiFypm1TUa1dWUa7guhMmEFCp898bElnvi9ETdrOuH7r0SMzMztbOHrlbY8U84R4DZrAMwfxsLSInVmLVkQK9WCQpYuzZcuWLVu2bJ/NMkKQGPEjLSk8kpjSgaeUyLBG6g5xSD8Gr5NUHHbfGjtWb76SQhq1xO/WEpebjkYHsb+QEZZ+hNSsoBJ4X7RNSSqQZEoh2bCD3pdljCFkQd3BswMOcuW+G3fFKvH4+T2yw7XEojVVarVeR3/w9E+lCAnfv+clctPYZnpuxktTI7WNHJ+2jR0+nAH6SYwzYoIIpvjxjMtI+CpYtEnW5F54EberVRyrqX2ljB3zzlpmzeq6CCRJuAYmAl7zhJPBb/EWNa2K/pukcqnXwxrn8/c9ThvncxEYivtci4d1eXMTY6trkXPjnTE+C+GgwDeqn7biT6ndxY9YCfHTrJXBPhCecu+a2H/EnYVMzD0eCJTIZyv5Msqxz2bxHVfWtaZy0EEE9jlkvPCUmctI46QQl/BbQmTIEsTijlRgLEiygmoxfqeOPtCGraB/PGff9lTAI+EY3KxWB/deHCNkSt6PErTFrEU9TQTtQFqjgFuSjmvWRSmGCSnarCWTVo4M1/JsHyT3i6LOr2MZIciWLVu2bNmyZYQgtTLx5MwOiwPhEeA5sCtlF7dYrcKL0FQldryleIIqxTmQa/Kea0WWgX9ObG2TeFCa7qJciFQQxKz17Imtk0ZEjFgFN/A+R8JKDy7BZhOxrSOJ5WHaf/1eJY5j9y3HqbelHvN4OIyd+FDi8VikYbpXOfCY79aFVygHi5fG8Ucy/9o29YjM2vmLoj7eP7xtFd7pCwMcpjteCV6ZIk5Ruhkhq+GwlWz2tuwkiwIvSWWl4URoWzVzhDlj3eCVM36TBL1SD5AxUsQIT5expX/0Vz1jkAL1tFkPqTRwICaC7ExF/MuS36TXjDXqaYd9zzYh5W8w6GYE9ffdAkPXi0V4h4z5RFCo4L+wxu4ozax8jYGgHPRx58ezdk9ms7g23rOiUip1HtlJgohoGi9IAqW6z0Q6POWaRJpwj7RI5wQ5iBLcK+ZVMqe0hPOVrzni/KRB0+ZzshKEF7Qvy3iWaCEhLefMGIZsNEiTyGo/8ecpx2mqdEicg2putzF2D8+arBlQBX4LNyS4VEk5axUMex3LCEG2bNmyZcuWLSMEqRXW7OZ1142nhLcbzG0EinznmMZv0t2e2WEu7wi2PXFMyZ/HUplTM7OZXxvEYOMxs++4Z3S7Wh3k6KpYC/2hvO9CGPsI0pzIDjjGCQYw5xUEYbnZxI5fPbVXsXrTfh5kGyBIcr9hjw9daAYm99pFU5bOHo9c+4SLUbrHgteAh6s58dZs5FvJXm8zXoeyqmOnL541HlDKCA5pVNjDkut/JW1SEZuFiEARI9WYsMoMh+ZEr9fheJi1yMBCZFzHCWM5/Z7jtbS3ysTS/ygx6327Xq2CjzATkSPVxNCsEeWxaFZFlLtNmOtm7ZyEdgBrdzQKJEw1Iu7K49a1G2iGl//t7yjB3eU9lCWFabr8ieVmE2uN/muufi39iTi9eLYHcyH8lpq1CwqA5sB22xbOEcny0ahbvKk/7JbpjXUOL8QRNLzyXoLSmbVzBuqTljC+58WFkF5GSOl2uepcU/k6PD8XnsOvGTORWcV4eBvwsOE/sT5OZrOWG3BHZleUGgdtkayK0F2Qtc24qNjSSPgOl4tFjO0bLlHNvB97v5hvEEP+bpzO51mHIFu2bNmyZcv22SwjBIlVdW3r7Ta81JnEcVFow1fR/P35eNx6IpInjYczlZh45MP6OScSv2SHi0elsVf2gsR5+71eePh4IlHq9K5cfRkHvBZixFPx2tjRIt38XNQDb9fr2FXTT/ofsUzxMnfipaDo+I0PPzQzs7mzhEEtyBgYz7zw1KwZ992NewiUT05iapwTlTvNRVZOBaZsevXGKFFLKVU+LxK2L/nmxR2x81Rq2axVRdR8fPUg1bvT+GHK3tbCWiAfKkEdWQY+HueUefZXrkAsXE29+VSnIsrRSjGmY8bWf7MThnt4hqAz4jFH5oigNlpqN0W7yJcfCb+H8VC9EWLCtA0OhqJ/Kk/OeMCpSFGxW/QmhN+jZXrV21TkRPUGzqVcdBQYkmydaZIZhfHcePT8RefYQHNkDvR5MpHnReTX+/lBFPl8t9nYi+vmmrNNF8HQHP0b4Q6ciKpkoFE+1ifCsYnCZSLDDPpx1Ou1XBj/jucFSBnoHO9VRVHVU3+Tyy1jICS0Bd4Ic/Xm2VlIMJMdwTNX/y5MhMc1n0xylkG2bNmyZcuW7bNZRggSGw4G9vbFRatEhnd/xys2T5j0eBc3vgtkJzoQboGW6+X9XRreqoO+TeLTZt3YczBxRTluLh5R7NBFUQzj3HjWWoI2vFkY32QrjEZxTClxtbW0uyIm7ud49949M2t1BtQzhumvWgpq4Z0URTBwNc6uJXj5/rlwDbR4z//P3psH3bbmdX3fZ0/vdIZ7bg+3WzA2bYFd5UAXqNiNArYVIylUgk1EgbQ4IaVIE9CUBpWKpYaC4ACUnYixjZiAYtEWVoOmpBswxIFWIERN08IFeuBO594zve+7x5U/3uf728/7WXudufvc4fetOrXP3nvttZ71rGet9zd8f9+fx0ivlP0n/PnpfB5s4GN41fRYLqKNrxHX8OLFc597Prx/agj4HNfrtTw6ajr4uj1e9x115dZed0Op+rkZ284Z9/LV8F6nDSOeSmsREUCDLEY8vG+vE/MVPLZP/mVPnH1eGwxZse9jTz0raXsf+Ro/f+NGVBR5rkIjA82rQjWwXqMFeBxcg71IjCNI1qJo9D18D/r63oL3GMp7jhzW876ACBL5LFR0JFejVc6cVu/44ujMm47mXwMtgmfm/wyokZp74rvGxxwhn9/2LYimPToPtv9+Du1+GYXwmK7UCoEnHn/83Ji8dm/hWo5rX4rZhf1ogHXthVqpYA0DqKv6vvGYDD+7nP8/uHBwbsy3bpytg5uIOBij8TgqM56q0Vc3NXPjKN6zj9XXvem0p5NzL8gIQSKRSCQSiYwQtOg2m3M1oLaQo9VszUftIQ/csjqDTW6vAnXhrF2n1zpU6xy64NahR3th4+rNm1sGvxUFrT3ubn7V82NXN4NeCbkS5hZEfhuVEYvVaptPhBc1RVTBPAS2GA51ReuHuzKibvfzTz11bgxWKPOY7XHcOj2N/Krn47CpzW/fBwsfeVl74aEdgC6Jkd9GhUOby5vhOvK6W1fAWhd+5bVxNQrbn7ILptddu97WiNKcIh+7bngX7Vj9O3ux7IVAhb4DzG/r5e0jL++xRH4duhTmGniFsauj7yNzSfxqkA+yaColomMi+oUcobqGkTR6zIyMUNeArPJWzyEiAr4WddvH6r5dCz9uuCDtvkaTrf69tGWyD2kJWC3P6oEni4X2F+AI+fnmunp74VDo5DPLa/amFV7r9qzOGiG6167wqBaxBkY9/xny9oy0TTE2z7GvKfPq7D77xKvPIgmT6WQbIYZirddSrGdEPx0VvoAon/tpOPIQ96Y7mlYdC38/GY3i2Uzdmmsn56suotdDvZ431Y8m3wsyQpBIJBKJRCIjBC3cM57qec5bhm40POKWCc6c3hQWOt+Hspa71qHPtT0BW8qum7W3dgKuwrVGadGVB59c1a6issHeuD0gezj1t95XaNGj85bPzR6WLWTPyqiU3hx5Tm/AwrV34H3aU3x1HTNZ9uy/wKqL0Bio71sNgAPkYQ3vIzqGgbdB9UOzpCd4tVrkCjryy9VqmytGBGQCxjUrGTZgqNujtudjL2xhJji4Jy1L3+MPrXloX5yCp0Evk/3u7cX4XC7Zm0PPdl/jyXi81cm3B2clTyhvXgVXJFThsA683h97/iyPu6wdCK0yaS/P83qjqTR5HEx8w1yBq8gNRx8KaP2zs15Ua8CLZV+GVSk9LtGe+27UuXRUkhULQ9UkVKz0+QeXoL4fN7yiWdX2ENYcu13uw8uOzpp4XliRcAm+QqnzFN48tDT4/3ZepujZ4LXn82ZnRVdZ+NntZ5SrfTx/1hTwujuYzWJf0c0UzzJWRAXD3xGE+vlPP/nk2RjqeZpTcLle28msVrfUCII5OU+/8EJELpbg+3h+vC25JtI2AnE/yAhBIpFIJBKJjBDswhSWvK1Le8TGq5y3PtiySO3JWQuAdaL0Mm0lv5qRBHeMQ+dCeq1mtLJneXvsHgu6vrL3+gzHcv7e9drRB71apVPX8np/jcds7+hmfT1Gv3vPsb320JqvY7W2QagCum4dHQo95oOm1l3aejWllK3H6pyuc/z2Sus1c/11sM7RxY1e2hSeomHPou0ax6iTr+8G3gh5K1Tsi2qCuv0R+A+ep1CDswcxGvW4IH6NnDgUOZkjniGn7t95zOzHQQ2AWdNXYo068Mi31znsKTY6X4vrbpXNZ66eMcEvz4/O7W+NvH70uh+NYs59P+yBEzCHspz3dYAI0ym8NOagw0OG1sBsNtNh3dYqeFzPPu/owFf36XVALzu6p8Jr30NEKnQNVquIDIzG568f547aCLdwT/vaPlfnzfvhevJ2oybXHdG5Gq3YrM/rlkwQcQ3ODJ7R/nwf0a85+ADsU2OP/GSxiOdmr98G5oE9PIJzYm8e97Q/d2TAsBrjU1evxhgYCaX6odcsn02brksdgkQikUgkEg+GhxIhKKW8XdLnSnqzpE/XmeTy3++67st2bPupkr5I0n8h6VMlPSHpeUn/UtJf67rufTt+8wck/Z3bDOGruq571wOehjZdp+P5vNdZzx6ArfNebwArGpbSq/m31ThCHopMWyrQHYI1Gx3oqq74pNYOr5bn87xS3xK3t8howxw5MMXhJUUAACAASURBVJ8Hzyu8CufO7IUgCtLOm3/jHPcJlPWOEemgull4iMiNUvnQ3v0+8tve3/F8rtN6LNaiCx0SQzUREYSCfgGsmIixwpNeNwp27G8QXS7R3e4I+Wh66fQYXDkSfSUQDXKu8Xg+jzy8Ix9j966wN4nz91xP4fH7GI5KxLUBF4O19cvVKlju/M6cAXu4+9gnFS1dO0DNg9le9dZqtcHhaVXTrBGEX6zHuXZ8HPNxCPb/GFGo0LJv5lLaeq++ZuS5eH9W1fRY/fv5chnHIk+JUac1vHPf244UsMIhOnJWD9LXcI6c+8lioUn1UH0e7toY1ThYW9HTAhwR8hqiY6U7VKJqaVdXvm5z/jvvw8eMZwzUBC9ZnwH3P7uEBkfJGi2OEtZ1eP34WMdWtaznba2LOC9zI1ABQFVF9gr5Tx/9qCTp8ZtnUd2oFEJvh9V6vY1kQKeC8PM1lHE3m56Ww73gYaUMvkFnhsBNSR+W9KbbbPsXJf1eSf9e0nslXZX0qyT9Lkm/q5TyNV3X/Y2B3/5jST+x4/Mfv89xJxKJRCKR0MMzCL5WZ4bAh3QWKeh5+Q1+UNI3dV3379oPSymfK+n/lPTNpZR/2HXdx3b89j1d17374Qy5j9FopKP9/W39Kbwv5g6dd7L19torV8LrsFX4dFW5cv7pIix26scb9PLDq61igqcnZ9aovfSrTf1x6Lgj/8Z6aTN1L8ICZs95ap37Pb0YeyN702nkMEP/G0xcH4MqgMGAdzSi7sf28RpeRfSZGIjeSP1uYpvGc5e28xKa9FCTjL4JOFbUZ8OTZO54PBr1argj74pISYF3ylz6rvOTtmuVuvrWcj/c399WJKBOObQhGqVJqeaX1efOuHplAu9kghx5h74Fy9UqvOzoBOhOkdQ+8LrA+XSuSjC3wFE88wEwf86Lh5dfPcS27/0tVIV4HhxJWYEL4fOcgWtSEO3xPW7Pmqz8xWoVUYQLuJeoU+F+Gby+vKfj9+YauB9J9ZxjjbqCZLPZRqHMIZjWtYo8vsHqI5+fK4iid8GAmiA1M6bqR+mme+c7LbKzoudjhedqeN11jq1M+HStJrDXfsXdASvjv42kOOrizpzWpYhukDXaQI6WIyHWWNkHJ8VRCCqFBkeleRZyLbHSgd9HJHlvr7ftveChcAi6rntf13U/0+2KAfW3fTeNgfr5D0t6v6SZpLc+jHElEolEIpG4O7zYqgzckHs18P2bSynvlLQv6SOS3td13Ycf1sHHpejCwYGOkWuOnDG1BFiXu1ptVQLhLdJrcC3zBF6JvfU9RCNCsQp5XuY1Z5NJz1uYI1/d5pukrbe+hlcyhaoi89n+/WurZsAnVY3/8XSi45qXdATD3bs2ZAXjPT3i0E+HB+kxzMG96HmYzfnaEqeXZQ/21Zcvn3tvT86RIGomhMa9I0r1XKk+145/Cq/aY2KkhB6itSFOkWMPbwBrkVUnx6enmsMz24OHw9xjMLbBeA9uSh2L14crJ1qN+vYcFo0eA9Utw9NxD3qoQHouHSHaA8fAkTi/+nNfG68LRzdW67XOz3gThasYIwfsfdhzjC6OdfsV5jxy6FAXvdlojuzX86I+ia/VEmMwoq6eEcSK4Eeg5wHz1e0xp5X9Pp6er7Ly+/XyvK5AcAvqfl6o+7kFBUtHpoa4A6PRaKtNUHtR7B+iMsEqflB49dw+7yoBVK8cQNnTY7f+QOhANFFQRxv8LPbYqO0QkRBrYtRn8XXwQrydI66HqIAwvL7GzXOD0QNGRNlh8uLh4QNVGbxoDIJSyq+Q9NskHUv6kYHNvgbv16WU75T0zq7rTnf9YMdxPjDw1e14D4lEIpFIvKzxojAISil7kv6+zsjDf7rruuexyc9J+mpJ/0xnXIXLkn6zpL8i6SslXZL0+x90HJuu0/HpaXg+9hBnYLT2mO/W2b95s8eKbWuw67meO2bURUP7gD0Q9uCleWy2Wh0x6Lqul0+muputStc22wOeNzlvaRvFWCPHTq32U3jGe+vp1muGbn50OcR5k5nLzoxkcNtqZ3WCEf0blss4lj1iVyT4F1Hja8sfURjPE48d+W93lhuoiBiPRr3xreBtt90Zpa0H5LyjFfnIJqdSm2EvwWO8dHQUXmNUesCb8jFPwKJfct/ut4GIAL3WNbzW/em05wn7mOQSMBfseeLaZYfJ6cCaZW+EUkqsd3bk9HxEhZDnElEL1rKvrOvgiAu6ilL/Q+rfv173zpFH3rqCuh1LXCNWL0WkzfNS9+/c+nyxGFQ/DN2KylfyXJMPw/4Dr6mRNoM9QHhPS9LhxTOv/MKV2ruhRiWW8xoBvFafXYgM3MIaNvy89LNvhWvMjrUe08Wjo5jD0Cioa+2XnntO0nbuhnClRhZc8cDIm58Pfr4G/6l5PrOPgpVqfT5LPKupmXC/eOQGQSllLOnvSfpsSd8j6Vu4TeUX/HDz0bGkf1hK+ZeSflLS7yulfFPXdT95p+N1XfeZA+P4gKTPuPczSCQSiUTipY9HahBUY+C7JH2xpH8g6cvuhphodF33i6WU90r6UkmfozPj4EHHFDkx55LYMcxWmVX4nPO5dHgYXpgt9OvwZBb2JsH2ZU039dWpyc5aeHtSJ8tlWNG25L1vb2ur0xNt9vwYrxfQF/4War7JMg8lwPk8NONpwS8QvaDnT5U3H8P6C9PNec+PkRJyEA739mJfjmC417g9XEcZIm9dPQB2ljthlMOeYdNbvh17rI9SIkJ0yfr/3qfH5P4BA53KjpB3HCGXOAfnQDuUK1nJYO/TXdqoBse+6lTuDK+q3ieOlHAe7L2u1+sYd1QZ4Hy5Bsl7uVzn7RK07HvnX8EKCPI+2vNgFMdjcNTC98EFdD1dY80N8R5CfbSpermB/iGsbOI1MzzXM2gbWHeixw9BxMCRqGVTlWRNfasEnhyfrQtzHqKXxVFVZq33op9xv/jss3FekvT6xx8/97shLZb1ZqMyruOboAdK7UlxfNLnPkjbSile1zUiSqxO2gw8y6aTyTmNBkm6Zg0Dd5gdiMb52W2NA/cuYAUEdQsi2tNEP6hXYh2FKzVSEJ0X8TydL5c79R3uFo9MqbCUMpH0f0j6Ekn/u6Tf33XdEJnwdnimvh7ddqtEIpFIJBKDeCQRglLKTGcRgd8t6X+T9BVd15H0e7f4rPr6sw9jbKNaaSA1uTKyQZE7d9e0S0dHPTY5PTjWyxv+3Md+7Mqlc99ff+HMQnS+n/wF+w/l+Fg3waY3Azc06evYbLn2unlVC5gqaHPUQkd9bd2uzYO7JtlzxDy9jxFd/tzNzPlGsOjDO0XXxJvI5+3j95v1use4X4DXUOr8eC7NIrcX34Hpu8H+hvKXrZaAz/dZ6LxHtUH9rb2PS6yrrmNlZYuPfVjfR6078r235vOIPvj8b+D6dsjrs/NcaLFju+CqoDKGkYKu63pVBowc0XMzQqEOUQzmpYc4PKHL7z4O83nMMcdteC2NsW6oIseKD3beW9RXj8URhksHB3G/m6Hu3/j8Qy0Q1ReOKHke/DxovW6p6QUCTQj/7rGLF+OeMzzOEa6Vz9PdEb1WqTYa3VHNe/I1Rp+OaZPff+apMx3/a89dPzcWahaQnxCRsjov1hvwM+8Q58ZngD1v3+tH+/sxZ+6n4vuEvKa4JzE/EzxfDy6cj2Ksb57vHRK8kSZy4PPyGiXcR8e9bDyXt05Pe2ql94JPeISgEgi/T2fGwN/WXRgDpZTfsuOzUkr5M5LeIulZnQkeJRKJRCKRuA88rF4GXyjpC+vb19XXt5RS3l3//2zXdV9f//8uSf+lzv6If0TSn2d+TNL7u657f/P+R0opH5T0b+pvLuuMhPhrdEYw/NKu665zJ/eKruu0WK3Cwo/uVe7/bmUuM+LRaeyFmzfDanb+2Bb9nWpD6W2tkCsj89mwilpbf+992G9lTfs+lObo6bLzYE/9DTr0r6+5Mlurk9Eo+t372I6Q2Cq2JxjMa/Md0FfB3AjmBEMTAGpwoRdfrfrj+TyqRryNva3L1Tu74nHD83V+3+dpr/OyuSXwTmOMdfu2RvwEHiuZ51GrjetLL/uaPX/nLd3t0JyERgVPOu9Rswth9IOocxUVLdB+GNLfoBffy8HDAzptGO3M6VLBkWx531cLjNEqkt6vdTl8D1zEtXLe9ng+33YpdHWMOSW4Bl5jF1BtFFU7uGc9K1yTUTlSc+6j0SgiOW23vfaYM/A5IrdcX/cR3Zg33Ahpe79EdANVGZvNZsspQnTG3ADzHDy2I8yX8/hv+uW/XNLWsz5Al0MfmQqO08kk/s/a/pE5BYsa1cPaZc8P3tu+P2IerBVgXkSdv49V/sPebLbtLArNBkYG+SzzHH/E1Qh13swleBW8+YsXzme5vWYXq1VENtjt1e9/qept+Jr4vE/n815V0L3gYaUM3izpHfjsjfWfJP28JBsEn1JfXy3pz99mn+9v/v8tkn6jpLdJelxn99wvSPoOSd/add1DSRckEolEIvFKxUMxCLqu+0ZJ33iX237efez/T93rb+4Ho9FI+7PZ1qOun9tys+U1g+V/q6mJZd41+nwPdII7hjVq65oa1vYkvJ19MXuvrYdBtvMp2M62XNlpbwOvzdGHNTymfXgGPKfRaLQ9NnT9oyudtbexb293A7yHQ+RE7emcwmO212KPYL5a9fLI9GR53uQE2KPx3Ds/Se7FGp7EPvK/Hk/7SsVGr5MprklEpaAO6DGELr8jKvASrt+61aseuAimvo/Bbn9xftAvGA9wCYwluBq35vOIlLA7I68B+0RE50F6a94eERNGjqI3Rj3+yWKx7QzoCECdj32o28X5DPQ+GCNiwgqaWZMrl7aqnZPxOH4TugpQ3vR5Ou/Oro8LMN89j5fAD/JTyc8wPy9W63Ucy7Xu0WGv/vYYlTA+n9dXZdLokoiojvureC1HtYG5NR7TatXTNJhU1UR3dTV8/uYKvK5WMnjsfm29bUl6vnIFPDZX7VD/ZLFe95RI9zH37u3heQmVQKtC1t97O+qVXPRaPj0bm5/HPqdrt27FOvA1OEA017wGr0Vfg1JK72/QveCR6xC8mFB0dhMPPeB8E/WaczTSvlEOVx+CDk05zByhIBgVfvWCPjioZYf+IzY/2/4iyhpNcLzRhKn9UBxh33xoLEAK4oMgyIV1wW4Q+mRr2rZBk8Ptvba9eED7D1iU8OEP2WOVPOOHSkGYzscsCCWH7O56rdUAEc/nZ8ER/6FbImVk+Hufy000YjIo/HPz9DQe+DZK/EDaIOQbBgFIp37PEDENChtYlu2MEtQmZcB9U2rYr0NCRZaqdumfw/Ze2zSoQyp5Monxs9TTc+X58RXzWKcQw7oBop6NrjDCnHKq292ECNdI/XLcoQepf+sHNzHGH7ibSBnRmLvWNIsKwx8EvlZorD0GYcNgiXs5RKVgeNpI85m2hNfjpky2Ha/35T9wUeJXv/d6cBMg/3EKWW6UWFMSfrleDzbkoXHu3/i54fvqYtNYTdpq4DuF9FQNsUfLd6faTHy0o7Faxf/9rL2A0sYgQuM8RjDiTlAK6u/dTtnXxMTGVnZ5DgeKxjwbsvm3JIjeKx5Z2WEikUgkEokXDzJC0GA0Guni/n5YyC4RK833UlOW45B7I6LCFrCWvWRZle1eRggcUaAsqq3OiyhDscVrz+J4tdqWOzk8jfIYb0vxk2OUtlkEwwQ/RyOYzjCZ5qQpmYryKUQlPGcLRFKGWiqfIILg39s6t2fo47CN9N502itxWyH9sEbEgA2SvF2QLi096nIjj8EhxeoR2KMaldKz3CcIaYewSP3+AJESClNFxKR+T8/B13C/aW5Dz87nydJQh5svN+VxUkOmMtkQbZPtGU5xbT0fN05PYy2FV41rE8RMELXsvUYZnqMaOKeLiMR5nuzdtykXpmcoi8w0hUExGO/TYWc2pCFpr03FeN2OBsLuJNGxUY7nwcW3HnuEsdEszeTTfRNJR6NIdVmAx2vMz40TEBkpN21vnYTAycBzJmS3mwZfjASsqziSX+entbkXUmJOv/h1jWiEnwe8JnGt3Pa4lVGuc+X1P6nr3ZEiP9smWD/xnqk2RD99pgV/P+bNPe7z9HWL1u1OU6PhVitYx/TbvSAjBIlEIpFIJDJC0GJUivZms63HjJxySBeDdNV6iEEas2WPXCDJXlHiCM/JYD56AjIWJS6X63V4D/vwnm0dh7fgPDa8McP5WL/yeyPyvM7fbzY9b4ENonzeLGG8iTxdNKdx3g4EQYrFsFRys9kMNkDhWNjedAqiE8EyJJZhteWIJgGdwDuPsjKUFbHxUJQ+OmKCktceCQniSKv1eitvPSDB7HV9DaIuwVuo29kLNanKx26JTVJD/GyIfJa39dqcgixFMp33HY117GXWY5H/8BHs3/fFR6+eCd84n3u4txfX13l4e3Ysx50jT0vOCJt9cb2QoxNRofV6631b3AkcmCghduTHUTlHFEBodL7bstwsKbYnGeXQpfQ8/qGW3BQNWyGiZvCa+P7z+riEfP/xfN5rLLVanI+M9ATNBkTjrjuqAW4ReTFRzofnU9E2QkBuhXP98XfBXCq0mDZWePZ7HgoiMY5etZFL/r1YYo2x/NTX5GBv76UlTJRIJBKJROLFh4wQNFhtNnr+xo2eaIotY8qD3k2uhuVPQ7AHbAbqY4+dsevdQGR243wZHksGLWW53my20QOUuF2reTYL0UQbToxt2ni2UiP1a1GXan33RE4aJjNbqt4Al4Je1QR5uMlkd7mRr42PfQvVDKx8OF0utyI11ZKPhlCOCNTvD5A79LXrtXeGF+ffj+B9tax9egvy9bMEL8bN82DJ1gQRhcg1I8IyarxSytaO4dHSm6TITUixImLkYx+gAiKqLCxjPZ9vhWSwxsipiRI+ROc81mBhI1JkL+sW2gMb5sW4xFjqzz1FgSibHF4ayg49f+aOeEwUsGqjIRRe8j3kaAV/E3l5RNwo3OUKIvMDVvbazfRvqhL2wAmJKAz2afj54vvB99ElrGU2PYtmWnU9BAdjudzKHPM8MIe/4oknJG1LHl2mfbV63QYFffx7Poe5Pg739uK6ntZ9suyc9wkjhUMcq7mFuhxpgXCX53M0mcR1j8hpnTNHgJ6olR1eL0cNj+dOIni3Q0YIEolEIpFIZISgRdd1WqzXPaYqGe4ULJk01rw9OTbUIWt4Yu/bHlDd17O1XpZyw8xre/8vVCvWVve6zT/Bw78IOU+2hPVYTmqe1Wfp37FG3KCgzXg02jZEqZa5vc3wGqpXYS/yCCx8W/yuJmBjEXtltvwZcWjzvhOMxWMwM5t5WmOKvCbblK7BA5iCs3GjqbowKCjE8RK8lsy5d2Aq2xtzFEdgWe86T1a6FEQv2LaV0sf0SPi+9cIoi+txka/B62mwkZbXBZvY3IRgF5v7lFLiGlA4KO41eJe7zkfa3XJbau4HRL9injebfr4ezxyP6QLuXR+L1yLy3uB3uPUwc+iT8bjX1p08A+azVxgbWw9H9Q1aT1OyuAUjnz4fV2lRPpvrg2vaPAU/u9hcjE3RHKGYjMeDOjQGj3kN0s5s2Mb7y9sNiW0tNlv5ea7RVg5d2q4LVoLdLzJCkEgkEolEIiMELUal6HA269ehQxUqmp3AO+m6rue5MNdND5cs4XitYxiS/fT3VK4blRIqbc59U0J1Bi/TCGvUx6zn4HatjDgw/2lvf7PZbFm75lvUY4ydJ2vG286Xz9OWrpUbL2MMnk8zdx1JYP35cjwObQdb5vSyh1qk8j0Zy2Que8wniH7MJpNekxW/TnFNmG+1R+Dz5NzTq2eVStuIhTKtVCDk3PmascHSENfg+UYFUNpGnKxjcDIe9zwY7yNa4mIewpuq20dbbOTzWRFElrnv2bbOfwyvdOi6G2t4woyQhEoeNCUWiChNmygRdTd4T12AWh6rB4wV8tuUcDaY924bkUUkAJUPvo7klLCV9dAxWIfP+6nrusGolXlLL9Tr6ajbMzWSehFaGcH/Aa/DETje83zWH8/nvfW9xG+9Bo+wVnkvRqtlqHGGsqef03VeQwL/9LQXfaROCyNtrS7BUGTjbpARgkQikUgkEhkhaDEajXS0vx+edahcofbVlh29mlKKXlPZn4e1F8FyeWat2aK9BQ32KfJ3tpNvVa/WeelgAmPMbK166/R0mxNtvIB2vD0tAFu+yBnPBmqibenasp35tcmlUr+cDH5bwC9UC/e5mttjHs5j8zH3GXlAxIC8j8Vq1dOCCOY6elG0zZlajOAJhloivFOqDtpr2ZtO47patY9NmaI6wD0J0Do2mkVh+1C6Y94eecldzGM2taLuPbX+WQsekQQo21HR0xiPRtsoFVjyBj3fiDagqsDVAr4X7QHegELmUA+AUkrPa/T7ESIHhs/vmcpsZ8SElRB7eD44CmbcPDnR3OqQ1Wv09Y/1jEhRLzoDTQlyC+xhs5LIz7IXjo97a8/j9/UP/lM9Fj3m2OdAdOo1te2v5yO0JZox+vlAPQIf00qEfk6wJ4bn1s9J7ycqXOp+6PXTq58vl70xsGKhoPJhhGgV+RC+fyLfj+dsT/9htQq+iX/TRqHb83Ek6PFaZTYuRU8+9VRPsfVukRGCRCKRSCQSGSFosdlsdPPkpFdDb89xD/l/Mnu7rovPji6fWfwHF84svNesXi1Juv7smYX7sWfOOuwFi3hAN56aCOEZwFuPGtbRqKe0ZoQiH6oK6HUYkYdHTvEUFQ+sKGjnxtuG0iJye9EaFNELdveiN8ZaZ/IkNk00wNb2ZbSEPYUOQVxv1FOz74AjA71eB7hm/r2Zzu15UIuc+gLsTTCE/YYdLW09xk39vT2n/em0p5twC/tmq25GhphDHuIvDKnj7TpG5KfRT8Fgfp5eW2/7+kodC/fZ8NaH+/s9TzU6RrpTIngIHsurqsd7Al6HPWCvQbbgnWJdHcxmkQMns51tre0ZW8/D3uoc68n34n/2mtdI2nqY0fMD12yxXMa9GUx7zxn4GHPMR+Szm31J2/vC99sFtNlmjl3qX1cqM0YnTWiJGFdr5I1rlX1LhvgA7ThY0eR9Obrn6NMpom+XwF/w73pRD1djoKrFY7p4eLitTPHz4A56NlGN8wAaBFJGCBKJRCKRSCgjBOcwHo106eiop8Bm6921/rba6HF2XRda6RevH53bt63KW7fO9nGtbncdqoEr5KF6bHTURFO5bLXZ9HKahK3iC2DX21NwXa338zi818fqed+u5pVqfY4M0Ps22GHtALlBKhVOEKVxbp2M33EpMXeP17yz59De1pNPP322L1js+8hrRjSj/t650YM6xuj1gB7tFw4Pt30knNOELgPVMENvAtUk5BQQoYoHVnKrIjhUw8288xBrmkz/iBShzp6M/0WTn13YA8ZYGNVi1Iqqisxb2xuNdeHcsc7jdD6PtUYOyQYRnohO2CuHl8neDVTPdNTPOfq2eyD1SnjP+jqyyijmw3lq8BcMz+8I+3W1wng06kXtqENApUKO1XPrNfqY1VZrXtvnQC+9jbT6vqZi5QEiYKFrwh4n0PiPKhXoMRgXEIldNdfU18vPHkZGr9Zojefe58coKNd2dAet58Qo6eVm/TFK7fGNEWVhV9z2HrsfZIQgkUgkEolERghadF2n5WoVXoUZqkP68rus+xu1Fvtf/7//XtK2NvsUNfBj5Ipdh86uZ1S/Y8c1W9uhgNd123pz936v+zATda/xDlrYqralbz31ISY4FbjGjadFZTCPhTGFId4CGe4+ps/f1Qn2akMtEizj1uOMiIZzx1BBNOil+5i3zOiu5+YaYGqdu56YdenS1gMa0rcfUg08hLpkq0wp9atU2MFuNBqFx8v8q1X97MF63HuISkRO3LlRVBmwSoOVNPvTaU/bI3Tf6zE99+5A6Iibozm+Vk9At8Lem6CtsML8RFfRUsJrjLw9qgJGjEJBv4H9M6gdYS/U+zkFZ6H9zuB1D71/1PxTwXEox8w6dsNr/9bpaUSnWAHCfXnuqRFB79vPmej9Uj/3/WOvPfhBq1Ucm9FZX//oyInnpRFRjvreUS52F2V3Vc7/wWwW90OP31LPO/ou1DH5eWmukMfoiAHHyG6ZRlQSLRbx2z1ESEZ4XnId7E2n2e0wkUgkEonEgyEjBA1Wm42eu3Gjp/QUveqh5U+N7/3ZTI/XvDK9zmetPAXP8E6gZr+PTbW0tt6fHu6iyVlKfY1t1s1eqTlAWs9kggd72B5ho8tPXQCD3ibzk2sze5FnPEJez+fmmvCI0sA7XY/HMZaPPPuspL4HtA/vyWOaI5IwFCmhx92Lekwmsa2P1fZ92HVsettr5ONvQIudHAOPvVWqozomVeyia2P9fn8gP13wOevvDeb5R6NReKrsj0BvitdzCq4MFfz26rw4anMD9edRSVDXwqTRRLAXFlUCA2qAvnYzPA8YhbhVt6fOB/sTTCeTOK+I+MHjo5a9x8D73udH1cBTeMj05meTSawZdlANJUJU27ibo3GAnDg1BbxmQxPB+23OZYmITpwflD2p5Gj4947qsnLkAHX8BvtVlFJiDRmvv3JF0rbDoI/l6MUckSNfwYheMvoLDo7nw1em7bPBvzWGVXLNU/I+l8tlRggSiUQikUg8GDJC0GBUio729jSv1pktPlvZI1h0tPjbXgYjeE/2xhbIW9rys+VPS3gMlvhQlYEt6+fQF1za5lkjZ+6cIWqTqWpH73VIHe2JakG7PruUov16DNcHu466p8qFvBzrb0fwMu2tXK5jsnXurnbs4X7z5GTbYdL7rN/xmGvMvb3uGXLErK9nvTG1EeiJS9s5j855ZsMzgoScezCVcU2HmP0+x9PFItaxvfHrdc7sT7h3RehPmBtRv2dt+B7Y+cJ27MuxP5vF+JkT9jFuoNeFvS17QF43J2B0h+4+1AZ9Lrt4P0P5e4NVGGusYBIuDwAAIABJREFUWea72Q0y1DShqmevrpTS83SHIka7VB+lfm8UHyM6etZrznnyfven055iJSNA5KN4Ox87uqg60oJn2Qm0UqJqo57LcrXS1HPn5xmqCPzM4T0Y0Ym6L0btgquCSilGf9oqlxm4No5SbKAeGdcbUVAqmpLn5HNZQufjFuap3cb3gRVNWKW1aSJAXCv3gowQJBKJRCKRyAhBi9V6rWevX99awvVzVgY4H3WEboAHs9mgR3K62K165sgAvRXvx1oHly5eqGOo3vvx+f4EF+tYTkajnjqXLdhi5iqZx6wWoLcBFTwz/OfIObfsclqpzIUSrJowPParAxGGW2B8s0b6YG9vp4cuNXXCuFb0hMPjR27V1y60Eup+O3hQrQaA59Qe0C10NeM68Ng815ETxzwx594qFHoe4rxRyRKVD/b42XsdmgnO2+/Da2cnxzl+Nx6NtpEveHJU/wzlPmjQGzcaL6rdPjQPoPzHsZRSznEb2m1d0XBzIDrl954ns4W4xmN91e+pWDcebTsNel7sHTo/fYLz9719CJ7QHrxSbxf5ZEQ1l838eNwXoKcxR9SJGh8em39H1T9HoMw58H4vV47SpomwsWsr4XGTVR/3bH0ffWXqeufzZKjPRtuPIJRGB3g+jBRF9QA0A4b0G/i85L3bdl9lhIhaF0/X52IbKVniuPeCjBAkEolEIpHICEGLTmeeV69rFSx/f29G62NVAe/CwUHksk7gyR3Dkw1me3211ez8IpnrJyf92l1pazlfa2ri2YWLEQGyho01POaIctjLMmMZHQzJ2l9uNpE39BzRG+Mc99jnrmho1P5aWO+BPeZ9rm3nvgXykfQI13eI1jA/7/3ZCw8Ogbsf1rE/3uwjIhjw4JlLZ26TCO/buWEouIUeAapQpD6LfKiHBbthBn/BnrE9ZntGA2MOFnVzvAXyrsFwx77ZmfNq5caEOl695+JY9XOqAkYnyh0VEOTrdPQE4ZXOcN+wm92ez7P+nt0Bd3EUlohsBacG2gAGWfGG78klPEqqqY5wvDaa52ibc+asaPK9HPeBNf7rveh7mBoixj6iIesmssToGnsbsO9EKPQNRF59ZKtLeqw3fI6Ibh40PI/oxAoNGT67yF8Iz3xAsTM0N3D/7bomXptjjM/Xn5oX5FDcLzJCkEgkEolEIiMELYqqyt6AlUoegC1gd8FabTbh4diatrVpfe/QFh/wQof6dQ+qC+6o0yVLeA+eb2gAwJJlZMCwJX+C/JVzqLea2m7Pg+cqVO+olAbNcXIqDHY7M1zT7PmMV1j+RY2XYUvd+fq6r+AjQL2MYx6qwojOdFgvq2ZM4RVhfGtc5xl4CuFF1e28rhaI0rCefZfW/xBXgtyBmBesNXIx1tjfUH8BR4vmy2WPQxCesSMayH9GdAJ8jl4PD3jGXqvRFRFreNTUelvdMDxb96BH1GqI6R/zgbW4QkRpgUhbKaW3pnisqHTwMQZ4LsxXc2ysjGq9c+qW+B5cgpdxjB4XkTOvx47qlRqt3APHJioi8Pxcbza9Z1D0U3CenlFaz4efl/CYh7g4vbUKjQhyDtpjFFRhMNrleYpj4jkQCofua4IOnm0XSSqYxtz5+TCgKzEZj7PKIJFIJBKJxIMhIwQNOp1ZdaFV7i+gLGXrM+rxGxUsKmaZDc3a/dDurodwvf4CObJLNbJgazLUv+oYbZW33kl012qqH6SGf4BadeMEeenQz0fuaw0L1N6dPezT+Ty6ODJPFnr/dVuPdY2eDZdrjngfGv6soPDnF6Ebb6W648WiVyUw5IVFrW8dS1QEIAfoa9AeQ+orObaM+YgQwCsni9wYyi/SC2c+ljrp7X52sZilft55ZV6D+QmuNrnDWIgC76t0XS8P39PdQBRiY56HxwRGdnjW9ijr/m6gD4k9v1ZjgtVDnhfzeBytoe4A1QE9hugFAAVEsr5b3kRogQxoHrCDnq8Fc+r0sOMert75Gt6qz6VViJyAf7PAumAvlxHuRdb8e6yOEDASMW6iPidQqqRWBvkLzLHz/vHzcqgvA3kBbcdHVjJEJ0HoMfg8+HzhtfHnnIeIyNbjtBUhUS2Ca+A16SgWOSbj8bgXHbkXZIQgkUgkEolERghaUIfAFt0IFi8twxY9nXdbsNVSZT8BW8kXqndyqXrG0Z1tgDtALzS8lCY3yjr48Kbg2bQ1ye3YIn/lSojqOd1AHTE9xtFo22Pd2zhiQG2EDlay31tNkdrsVBH0/DnCwrz/4WwWlrqvZ1QiID/vOTXDm7nUJXLAY3eaxNiO4IEvlss4P0dG/ErOxAJ56CGWtWvlHWGwSmR4YfAwTheLcznbFj3tDL/W367hpXge9qkvjzx9dOJ0dct4HJ4P6+rZGTF4O/BoWWfPTpMdIgmLAe98tV73mPeR88bam+Oe5fxR2c5jj/w0zjH4Iet1v5cHvG4y1WcDFSEnA/wmV4JElQ/u1TZadK3eQzGWum/zdRwJ83pg1dI+qo6MqIyBh91Gg6j6yvP3WfOZ5DluVQ+lZj1g/+SoEG10oO2M2e4zIgV4hpOT47kdUhn1+ms7T0pn3SDJZWAVRcH9Pcbz9n6RBkGDrpaoRctdfE9ykAVa2lbG/o0/8774wGKYkeUiPDbbuR47XI0ymvYYbBzD0ib/YWQ5GsmDxhpj9+JzSZjq62K9jhAgz5vGg0OBUYpT/2h7nyH6A8LjcUNUkxoy4W3C2Gz0wtCvwYfTuvmjKm3bt+6BhBXHgZzy6WKxLQ+1SAtC2F4HPtZNpFR8fj4vP1QcEqZQjdG2YOZ5DgmurPngRniezb5WGBsbOMUflsVikGTa+8OIPwQsceV6INYwXpiqGTdh2RBiQvmd/5jygc159L4PMCZfw6deeEHS9p6+jDRgiyAL1jFdQvklnxNsyWxjNoyRul2kPfAcKaUMtjn3n+u4Z+t7r4NoJ07xH4xxDSOFf+w3m01PipnkQJbnxhgpEe9rBiPOiGd4/X7Xeopns0mlAwJCBtMwdBRZZuhrQFKm0V7jIbI5HYYo6ey6EJq7HzyUlEEp5e2llG8rpfxoKeV6KaUrpXzXwLZvqN8P/fvu2xznHaWUf11KuVlKuVZKeX8p5QsexjkkEolEIvFKxsOKEHyDpE+XdFPShyW96S5+85OS3rPj85/etXEp5VskfV3d/9/SWaT2SyR9fynlq7uu+/b7GPc5jErR/nTaa/Ixhgfdk71sQqZuARyNcnAMW51sfRmNcuyFIqxmj9BHDuEjNFI5mM16nocbHoXsad0X25ZGVIPytz529Xj8fUHpV5SCrdfb0jXM1QIkKMOezQHaGxtMkbAskw2FWkJbL6WBV5KiCJZCsfSNZCuLpbTkywiBowGO18Eprs0FtM+2Z/N0bfccEYM6Bodz3fzE1y5Cql0XUZWIOqAEdgJPyIjySZSXed8+1mFDrm3HGMTRHeVlBsVuvB2jOk5TsLlR3D+OvNT9RnoP89u2/XWEY4F039D5R+jfXinSIEt4ocZQe2ipmSPvw2F6PItYfrnCNSTZlN4rr8loNOqlQFZ4hpGoSG+8JybE+wjkXa638Wi0vZdAsuw1IRpImRA9iWPM40UINrWNuIbWL8nFLOdmOjTaPjvFiN8NlZDfOD6OMTgK7XXL6Fyk9ZpjDz3H7gYPyyD4Wp39of6QpM+V9L67+M1PdF33jXez81LKW3VmDPwnSb+h67rn6+ffLOkDkr6llPJPuq578t6HnkgkEolE4qEYBF3XhQHwoNKJA/hj9fUv2Riox32ylPIdkv6cpK+Q9Bce5CCj0UgXDg56xB57BrTSlsgtth5AiHmgJM0RAlvhY8hgHqHBiEU+2JrXVqc9znXjCfTKwgbK7NhKNDwaiL3Q2mZTo/OiwmfWKksbuQ/nCo/gCZPA1nqX0ja/TSuY5LvxDu+DJTzkEjDqEDlEEHoOUIZHspTR2v/kjDiPTJETCizR+zLhbQ4vy8fy3Rf8h4YQ5bnh+o6IWP2tz9vnuYK3xijMkHCPZ6MVeiIBj/Nj7yna9A6smxmiUsFvqdv5XqVXf9S0ePaew+seII8NedexJuEpsyyX+fG9hmS5AMchSJUYC8tW3e62F+0CCdEI7x75+9P5XAuTiyluhLXJ5xzLV7k+KEfOxkKrZv352HN41RSWikgIiKzFpEt438zPkx/Est/peNxbo4zsDEUjKWjne/PCxYvn3kcpKaJZuwiPLD8lMTiiOc15PEiE4FGWHf6yUspXllL+bH39dbfZ9m319Qd3fPcD2CaRSCQSicQ94lFWGfzn9V+glPJ+Se/ouu4Xms+OJH2SpJtd131sx35+pr5+2t0ctJTygYGv3tR1ndabTS+fZwvZ1uSQBbnZbLa5HDfdsfdRrWl6PFGWVyMBlCI2omUmWOlmdN90KVPX9RjpG3hyLh+8Ui1Xw1wDerr0Ojy2m5Uxb6v+sCnrs4CGmfhzeFeU/Q3vtG7vY9groTdKpvKQeM5oNIpjeV6iMgOlbOYxXIToRy93PpDH9f48X6OmkoAtpX295yjRI4N7KJrhY0R1iUWhEPWhIM2uOfSxYk0NcAlY8RCRF0Rn1ni/11QdmMG/rGuH88ImTXOU0xnX0XiG4jmOWpnpTxne5WjU81jDg4dgEfP2wTbH2o2IwUA1xwhe7cli0Svx9S8prENZcZb8xrX0+oDQF0smo5R6by88V0ZEWOLHctRg+OP3ISJkeW0/F24TPWaenh5wRM7q+mGkKCKEWA9sSUzeDKu8RqVEuSErHpaIWkUJNDhbIU3sqG99rvT4T448gMP12NHRYFktI0kX0CTttIkQ3w8eRYTgWNJflPSZkq7Uf+YdfJ6kf16NAONyfb02sD9//thDH2kikUgkEq8QfMIjBF3XPS3pz+PjHyml/HZJ/0LSZ0n6w5L++r3u+i6P/5m7Pi+lfKCU8hmT8VgL5PUpD0k9glYIKKILqGGnZcc8m1soR0vdaunak7R3sQ+xi5BRdl3tZKIJapdtZTJvSy+S+WrqE9jitTcX8rB1f+EZrlYxfuoFUKfB+yLDnZGWyCmixnuOaMh4R2tnX5MQJvI+kX9mAxxGaQzWD9tL8fxEpKDhavgaREtceIZeaweYD4rZRN4SjGfPZ3iE8GIm43GP1Rzrt76fI1cc4jbwkOXzgvQ12dMeGyVfpX6tOlvEkmVO8SR+7t+70VhUJ9T9sHa8PdYE3mJwhernN8EeZ4Rk6Bqua6RpCa9309xf5ASxyQ4lbA2K5nhs1HnwdnEtwKmYN9LejAh0jdfZvvd5OBIQ7dR93R3lw3Ycq9HynnoRjfX5xkD02g3mzaPawmPGPC4dSajXeq+JglDmmtElVpsFt0TncYJmUGw2N8HabeXnGSmZ1zk0/Nx0NDOE7CaTXmXbveBFI13cdd1K0nfWt5/TfOUIwGXtxp0iCIlEIpFIJO6AF5tS4TP1NVIGXdfdKqV8RNInlVJev4NH8Kn19YMPevBSiqZN+8jwAKtVyqYnC1ivbXRhCU8tFPacX6zW4+M1j2+v5Ah1+LZKw2NGzjnqVRu2PlnkZGw/ff26pG3jJcOercdAz9kM/7atb/u7lvFMD7gnWQuW9BTyypRRju3qvPh82f6YOdLWM6Tama1se2dUs6O3Si8z8vhQRfPYI6IymWwV5MDo5vwEPwFKc2t45UNtcMlvaL0Z5kBZRUPVRF4zezC+BjN4n17D3s8cXno7R2SPG5xj6hEMSbgONeDZoAa81S0Y4f6lLPKutrTteZlV7uvMMVPpMZjt9d4flbJl7Nf13NNVQE68x9SnZgp4HcEnAtfA+7l4eNhrwztHxctQlRJ5Dd1k958TNqw6xf1yaz7f8iv8nKzPJm9DbRVGHinTHmsQbdYZaQuuRsPebzUJ2vPj/WCMEI1gZMwRN0rIk1sS17ZphsZj8l70XLbyyi/VKoNd+E319Wfx+Q/V19+x4zefj20SiUQikUjcIz7hEYJSymdJ+ndd1y3w+dt0JnAkSZQ9fpekL5f035dS3tMIE71B0h+XNJf0dx50bJvNRjdPT7fM5e3YJG1VozpY6eEpj0ZbFjjVv8ASN5wLf959ANBi1dblIRqu0Lpsc4hhodYx+Ddm++43ddAthjgF4X2gqsLHfO1jZ3zO116+HN/7fMyBMEJpC6ziY7Q/9bEdlRmqCWZutVe9UMpgLTKZzGw4RS+UTUxCPe8u9fl3HZs18FS3M1gbb3hNPlZ1DTxGr2Gvn/VmE+s58vG4jj4v6uGzvpzXgNsR7efR+hbeuPPMrCpgpG0ogrDm2q3fh7bAjmYxrGRZw7s8QOVDVKlgHQz16aCX2mvoNRr1PDJ6nzPcq1yD3revdzw/0HqXa9bM99l02tPwiGMj2jIFl4DHZlUJWfi958kO3ZYN9u2qlPHAuhjymHlOrOIxD8bX/mYztgNwpcaIFAaHBNwTaoiQz0OdgTEiBcZyteoR4hjF4XPAz/bxePxAVQYPxSAopXyhpC+sb19XX99SSnl3/f+zXdd9ff3/N0n61bXE8MP1s1+nrY7An+u67sfa/Xdd92OllG+V9N9K+qlSyvfqTLr490p6XNJXp0phIpFIJBL3j4cVIXizpHfgszfWf5L085JsEPw9Sf+VpN+gs3D/VNJTkv6BpG/vuu5Hdx2g67qvK6X8lKQ/IemP6iy9+m8lfXPXdf/kYZxEp/NsVebMWDO8q/0v9arJgp8gh2XrmV45O8cZS1jCjEh03Va7f0ihL3Jkzieydp866Gj7SxUxW9QXqjc/Ho3iO2sbMAJgsGMa9RacS7yB+WKezNY3KyNGo1EscuZf6aX7/KOToLUj6r6v1WiHva+hXhBuUdvmTp03jrnDuJkLpzfp7RwR4JqMHClq51tVTTLYqUzX6gVIWy+bevn7yJlzDVJLoa0IoEfP6ovj+pt9sMrbHG87L+RDsGacXSXH7ZjgmXnNsLMiowvswMkqCkapouMk1mj7GTkCvfa/jkIh3xxRvrpWuf7n8Jg5XxcPD7etyjGnXJM+Jqsl2NOhp9EPb5xRj5Pm2RBeOLU9vC4YKcWxe7wnvBp+t5NrA9VEH4PRW0c1hpQMDT5fPG9USZw3kWnyWajsGlowNbLmV2vp3C8elnTxN0r6xrvc9m9L+tv3eZy/K+nv3s9vE4lEIpFIDOPFVmXwSOFuh/SQ2pr2FtSZ7rpuy5Ktn63gXfC3hPP0e7AyqchmH2OXbjitY/Y0INPW79fusFZfr9aa7iU8IL/vKXnZmp9M+kxl1CgHM9/nZc+2npdnhzXArF+fImfO/gOr1arHomc+tceehvft95Hvr8dm10iqUO439cbR98Bqfp5TnKc9oKO6zw08aiGPyx4YvsY3EWFo/z/U0yLGgOoBg6qI5K+ECiV4Isa6YUCHxgHWL7sbMgpnbMCl8TE9D+aeUD2PUaD2WBGtYN295wvzx65/rQKhtPWI/bvINTcaA9T2oJoh8849Lf/6edyTdR6jUyk1SaCDMZ7PtxUIdV9TXL/FQESJz5UD3A9UNvT98Uzt2Nmux338xteElSvM11MV0evI+4son/kQdezxLNzBsaDuygRRm1A5xLOG693wPW/NAEYWqZ642Wx6Y6AmhBHR4Cb68LLQIUgkEolEIvHokBECYNPk4MmAp/51aAA0lh+V9gyyh1tVvxb0eEIFEXm3YPCCCbvLSl3D0ucW7LgX1jhUFdmZ0fPCWvluuezleoPRby17MPpZ8eDvqchlD+oWcvK8ZrsYvORncF7oZTC/2OtD4dwfWMXkcEzH48gBey59TOZC3fthgugLlS89NnsMoQYHDsalOm+nk0ls4/KeESIfPm96ZeQzsG7aniHvi27HtfUYblQ+BtXg6H0ZK3AB2DnQnmXkzOGdUglzsVz2WO/2qq+gE+V1zxtq2hlxIRjV4PobNVwb1tMzD89jdAOfr/HM8tzHc6JGTlo1vt79jjr6UP2rx/B7z1ev6sTPLHB2YozgWswmk56WwwJe+Q3kyjm35D1FVFC74fWxj+fsyWIR43LPF49tr0Z8rlYdF2rHkLcSaqzg1DiC5OMc41k2m0y2v0UUiloijGJ0Xde7HveCjBAkEolEIpHICEGLzWaj49PT8M5YV06FqfZ30pnyX3idqMklU90eD/OQhi191vo6FzaHZ+h6/8lo1MvPRq9wMFWPGnVDaWuFE1QNPEHd8bXaeW7WeLvR1Q4scvaKZ82yLXtHIa7UHg9k11tlkSxyo62cIEs6KhDAqehFCBA5iZwwuAZkMgfnwNfh4CC8Ll8D1z0zUkLrvqfd72tav99HztTnEjrqzb6onc45I8Oba9KgCiR5AEMqiqNSgiNhr8hzSl4LO+rNcE1iO0QCgglvHQ90tpw1UZALyLNfqh7hpbrmWk++HevCugXgpEReuqmqkM44Ne37XWBtv9dQqEb6vMx7QWUA1/gU82ZPcoV7uT1P3oMR+UJkbChnPoW3bTBqFzwHcw528Dl6yny4x4a0+A7M2xlYuxFZAseg5Tj5mfMrX//6s33WbX39f/7ppyU1aonQUPCzyuuKvQqomun5tJ7LE5cvxzZcD17Pz9UoBfvpSMMRq7tBRggSiUQikUhkhKCFa1Aj11OtMVtw9iDoEeyyzmzZnaBmn5r1/v7ZavGFLny1MoNFX/dvK3PIOt+bTuP/oe424C3YOiaD9YXq8QdTF96IYQvX3r9/N5tOe93bhvq5W/+c7GhWBPQU3AY6h9FLPZ3Pe/lZKkyydlmo6NjASw/9+QFWdUSHEKlpf8NcJ8Hzpbe5wNijtwW8tFbhkPX0hsfC7obkw7DnvMdyirXO/YZGQim9vhcX4U3x/Hva/bhG7OA5FAUKXkfDsZhi7Xks9hBZNz5+/vnznzMSgrH0eolgntsIJHU0CiJGvT4D5gOB18HOlOzcR22R2WTSiwQNKQwa9pTNrXCc6VWXLp0bw5Byo4/Wqu2RE8G1GtEa8HsYQTHYHXGNZzY5WXGcUjRFtMrbRt6+fu7OmitcI/YbYYXVE1XR1dffXr/X5uWLF+P/1+sz9elamcHrucCz7eLhoT763HO6X2SEIJFIJBKJREYIWpTRSPuzWVjrVCCLGvKBvG/b35z1sKxYCE+p/tbRh8gF20OGN2GPYOJ6bljjrTXvfe/B87OHdwxGOhnZ1FlYgNfgV+eFHXmYjcfhHYUCWB0TIxtDEYAJPF0qd63xO+a/7bXMJpNBHYnwOsEOtudLT9DWeXS3hEe4q3eBP/d3UeNev6PWfnRnw748NtYhB/OdXIIdeg1Ls52he08PkZr2hufLkQCyqcmiNyISs4PPscR9YW+MipQ9NUREL+zN+dqQvc9IVeudzpCvNR/HM3ijemlcq+w4yiodevOsqFiv1z2lPXbQXCAKyWcOc+7GBvcJ15e9/FKjIu0+Pfe+a5a4nmTh71L7a499An0TVrVMxuOt7gSuk+fFfA8+k42owgGHi7olvme9Xz+zDpp6/1945qzprvle5jj4GMF7AS+IfRhCfbOe9+VavXJcz8UcDe/P2187Pu5pfDDiSs5MGwFKDkEikUgkEokHQkYIWnTdObVBI+qTa24xasnhYbV1xazdXg14LLZUj6sF+Hg9Zquk1h7D3uwp8nKtVUi9co4zap0HWMFE1PSTrY/+Asai8Yij62D9jvlE5mFZE34JtcCObkTHRldd2Atznrap3pjAy2JO3OdjdrBr9729c3yb6jHQU5wwb0s2cdOBjLk/suR3deWT+lUlviYbK/w5WlPnabqDJ0KPnnoMzLczSsFKBnppXEebHV4MKzToGdub9PlSo964CH0Kg50FQxkR3ms71iXu2QW4ENxnr8Mm7qM4R1SSkFXe8keikyhy3OQ+UDvD8PZew77uQxyMUEYcjXoeZU/R02qR9Xsfg9UJrFqJyBuVH6E+OWnq7skxYm1/RCvre4/F6yDy/fC+h5RTg83f9Gu5CY/dc8Vn1myAYzGkV7OL1yNtNTlc5eWqLWkbSXQ05TIiyVNEM1er1QN1O8wIQSKRSCQSiYwQtBhVDkGp1uQN1NuzW1fwBRpW6lBOe4NcEHPI9oxuwAultR7Hrsd01OJW00+BSmMb5BnDax9gHkckAbk+1jgP9QQopfS0xtuOZu2+NgP5SXYWm2LOuZ99fN/O/wVoiDO/7OvqiEdEUAa8WXaqpL66vQ17GvPFIjxc9qQwYi25NwEiROws6d9HDX09xyN4hqsmWjHB9XOHPOYno9Klfr/BdWZPi16dOs7Ja7atDafHZoT3fRvVx3Y+yC0wv4FrkrXf04ZbMoLnt0LEhAx21sQ7ckaPmflrb3/l4sWz1wsXtroR7iRa7xNGjpg75z28hLdpUOfDZzJq3ve4MuDhsKtjQeSHUb5LNVd+gLXo6B7XxbgUrcCdYFSGjH1HBKj8SZ4XOzdG5QvW3bSp94+oBDgz1Be5BNVMzseduDhG9IRodG54T3EtefxzRH9LKYMaDXeDjBAkEolEIpHICEELKxUumf+GF2+rjJ3HJuNxz5pewZuiF0FG9slA/T67tIVHUD1wW9+T8VhCTnsKBbVDd4Srr5HrRI6UuVWyqhm9CI2EJl/NPD29JzKTIzJgFUTX+MMLOcV2obmAPP5oNOpFOnieZpV7bg8HupH5ug/lWCMyUK+J52PWaEMQ6wFPlj3nh/LWBjUS6FnvS1oi6kCvash7Iuyr2FNyPt/5TcNr2fO3XK979fNDCA8fY50xioP1EzyI+jtHP4L30tw/z9babu/j9Y+fMXgu1t+S8T/HmqOiaVw7dgWsr74W/v2N4+MeRyQ83Dv0Qol9U20TVRvsFbLB79peBgb18v1sYQ8HX4NeV0zMk8fmSB3vm5PFYrCroxEcG0SxQsPf22GehrQ3yMGYNuupp1ALHgsrZcjTYLUJFW4531Tp7Lqut63nmpwBRi9mTZT6fpARgkQikUgkEhkhaDEajXS4v99ndFdr1DkxWsQTBbpZAAAgAElEQVStdcn+7bZg7X2y+iDyUWAH29J3BOAICnd+DdWw6uW++vLlXndCKvIxnx+5U+SIrV9Ali3zm4xejBvm8vM3buycq8hP1teb6KNwGRUd7DdAPgT1CYz1eh2e+94A85zd/VzxsT/gEXh9PFfPzWNkDtZYrde9SEavM5rXCbwurhPzEsxJib73A90wg8Oy2fRUMsU6+gF1uJ5HBK+0p9lulUhHCBxhWq970TV6Y8z1MhpF1U0yuRmR4lo1WnY9FSl5vuHBDagHhieMzpTLJmJ27r116U9Pt7wNeImMTvZ0OnB+VEEc6kPRnr/3P8R5GOJfcH5in1gXEWnkfQcvt90XK4CMXtUI1ip9YmpikFtEJcOItJQSa4uVQNGrAvoj5CuswDXw3w0+46kRcdw8l7kOXG31+MWLauHzfKqqaJ7s4B/cC9IgaLDebHT9+LgX3h9jMRm75CN5c83xEAiyV1PmIm3DzVOE5ynYQZLREgZC13Xbh0Udp6kta2xLMhDTE8SQPColfEspPaGYIG6BdMk/Kvzjegvy0Wwo5DEcgQDXhgopcjTUbKX3ELLACMK5BhsOkXTZ/iHxdTqthpuP+Vg1fIZKGXvyuB4zBFXiD6znEcTSxXIZ4UUbX/6D7c8j5YM/Tl4NlMn1Hwo2yyJJNdokj0Y6qQaNDRsTt9j8KULpkChm6V4QXOsY5wihGpyfo729nvHBMt0Iy+K6O/RNQ9jz5HUS81H3a6lbn3tRP+xOoi6NMqZaKIQ2a8R+2nPhvLR/zIdSfyyzZMnjDH902R6cqSXKTN8utM30hJ8PJA1ayngCw5BiSMYhnLpIyblJ0Gym8+5eX+TpAM8TrkVf99fVZkVuWjSq31vo6vn6Gk5hJWOum7Jtzj2NMV/319V012az0bPXrun8ir17ZMogkUgkEolERghadF13jlBFQsoexHDC86lW5/50GqQdWniW/WXo0jYyPV+DoVG2fWWDpVJKr+TRHi69zaHoQ4TOq3VNmVh6q+F5ens1RDWMhS1lOVaW7lyrXtUUHp7TGWxA1Wvp23VRihWhS5SokRxkUiEFh3xOPP8h0Rhvtzed9spGGeKfIxrBuWaqxGOf1fM3UfTYJZRIa82m04hGGGz6pAGSmOHzpNzuCUopl4hytSHVJaIGvlokUbJEzRhKuQx9v8L39pin43FPqMq/OcGxe5EU3KunIPCxfDGigVg/as6tLTmThltUuxyTEcSIJNTNuEaHmv/szWa950FEodC8ypElPqt8zaI99I5W0+25HGJM3WrVawhkDEUr14iYsNTP+3FkgdLfLi1nia0b3LX7OkUpK9f7xRrOn+DZ5e1CJhrPVYqR+d6V+ukXj/v5+jw0bmFf7ZzcDzJCkEgkEolEIiMERNd1veYcFh5hIwxbl62cJPNiPQlf5y0hB0pL18e2J0yBERKXWG7W7uukES1qz4MRAhK3woswyQbelsl33l/bsImWvq3gW/AQmRNm0w7na3tNWkDEGRJsGTcRkyE5aeZOn4NFP0Q2YwTGsOc8Qq5Rkjq0Cmb+PrbD+YYHhchQtNl2c6AhwmvZNhYi98FzuEQUi5GwkNseyNuT2EdSWdd1g1wSrhfOOQmQ9AiDtzFQjmm0ZXm9yFf1EmcgOi7gdcY8IHfONtqU2R0j19ySLCkGNCSKNER45HrxfvYgysUI080dXimjdF57pyg/HFHAqb7aK/f6GOIsta9rrJmIptR9UARrn+XImB9yuTwfx4goej+ej+P5vHcf9LgiLCcEB8MRgY9dvXruGK+7ckXSlivg31OWedSIC/m8/RwkidbRT0cODmazO5YN3w4ZIUgkEolEIpERghalFO1Np1tPGCUwtvxCypYtekejQYlMWslkQZslb0uQYkDBRnbzDpRlMV/bjsueHnOEzjvby3COMNp7wnvnmA9Qjuj9l82mV3pHpn+PNQsOQI8LAO/M5xmegq16fL8pRSOUO0VlgyWZcUxyB6ItaWUFMxc85Fktm2vkcZHtHe1ssY/IRw54ET6HI5S+mavi71tugs9jAS+SZWIe6wyiKFwHLF/ldmya1HrvS7SGJft9gqgEhYnoORuM7i0RpWivMaMKQ5KyQ96mQdGpBSJSQ22mR6PRlr9R0ePcIBrB82QjM5arcXtGMdrzasunpS33IZr1uJkP1nCHfHePm+FIGkWimgjLUMMsPnN479Jj7rxuEGlgVIfz0pYpxvpFNNdzN8GziZFGz5/llfl3IqJ4qEpwlKI9b0bEfM8N3RfjppHa/SAjBIlEIpFIJDJC0GI8GunCwUFYspTHpBVrdqnz/IvlslezToEMW4uUjWW9/RwRgqjldUve6sVHDrZhwAaD3xUO9lAQMTgAL+FkwOsir6Gdr/b3F6qluzebReUFGdZlh7fY7osWMS1lVwBsrFdgT8n7tSfOHLT6jOyI3thbt0eMHDJZwbbo2XKVrOG2xjzWAcSdJgNzTi6EeRz0eNaINFiO2vM/b7gKPg/nHSPiNRBBocDQLo2Hdh5CGhpRsVYkiBUIIWE94PmvBngfq3ouPgdHqw4atnj7Sh2DTcMVMoIVX/dlnGCtsgKAIkELROuiQRfuv/Z8/dkM67/XJA2RlIhywGNmfpq8kLZBGyM/jAy86tKls2PU957zq1WYqzePiHrIHAQ8AxhR4v/bbWaIjPaqVSzEhUoi5uKppTFh9KPrtMa2vaqKOueuCvB8MQpIvoMjAI7MunIqImjWtVmtetUyE1xPRpzP6ZZklUEikUgkEokHQUYIGqzXa127dSs8amMDq9sWXaiA7fAEw4Kr+6A3YYvOXtUFqL1NLI9brcrrULhjXtLRiksHB7GNLVJKjxpko9L6pGfoz6Ouv76PNrl1P8vVaivVC64DpZ3tAXgeVoh4MCpB2Ap3fp+qa9PJJPgZtsz9G3MmPCvh4aGOOlT/4JWFt+Xv637I2WAeVNp6FTddDz2gmsj2rdStIG9hAc/7tGGxMyfOyo01jjXUgIp8h+BtkOGNSEzrSTIaQa6NtwxVzMaDa49BXQuCOelJcw8XeGa3Gsb9uX3X70N5sK5/r5MODYTifsA1ojTwYrXq8xOwDcdYEFEw6AHv4/fOVxfc86WpPhmSKj6Aiqjh5wsVPCP64LHh+jOKsVytelUlVOoMT9nNutBQqpXHbt+zHb0RFRBQp2wR676+71UXeJ68lvGsOoVa4tTKhHh++DnUagz0OB91bXqNUia8vSdThyCRSCQSicQDISMEDTZdp5PFomeNOqPMuvTI49sbHY97nm3kLOs+Igfq5kTVenyhWo8r5G1PEQlg3Ta999broDdO9jfVvpinZLtPYpfn5/dty9v22FRUa38jNaqI9XMqsi1wTJ+LvZKoDKjzevPkpJeHpEd0Cr7HIdoE98aOSAIjAKHh3vQ0YM6fDZbYF2MOD8HzSEY71fVYvWBVuOV63VNMO0CunNyA8MKw9uilR7WCvVFHJxAVaj3MXq4Xa9HnSba8tR3YA4Ae5lBzmzY3G9E81M0bUQHiMQ+ojQ5VxLC2nmOj9n8LRhI3Hj8UGhnFuYCmPSPsh2Psum6rK4DoGiOga3jTfOVzgIp9ocOAFtZd18XaZGUU9SZ83sEZYV8BncekuQelflR0qKppFxhB8zpwrQ0rvnh996HrYnjttqq0bDhGJUt/7nlrz+v+4wMZIUgkEolEIqGMEJxDpzOLlB5QfL/DE5YadT3189A3YdFT1Y2qgfQm1rfxwiX1NMAnk0mv34Gt6ci31X2GNjnYsUavLfJApIB+TimllxOdQ2kvKjfgjdO6Zv6aLPUT6MjTwh2NRr3a6yFFRuYvY0zI1/l8e9oIYIQb0/E45iMqGuC59hT1vG5Qp7+ilwpPytGOQ7DKD2azqAaIucQ46YUwL89jyJ4hOsjRE/YaL834eQ2oSGgwPz1UR07FOs8meRwtK50RH4O8lgB6HPiaxpr0Zqis4diDU9AoFXJbR0j2EcUJhT0w9Nl6d4btyW1qI3dsvWx4TM9cu3ZuH+wXMPRsYhdAg3yH5Xo9eF19X+876oTn3ZD6JtVX4zla9x/rsJ7LfhNhJP8gIn0D/A7OLaMZsU7AzTLYK2HUrE1qO7CnDTuLLpfL23aRvBMyQpBIJBKJROLhRAhKKW+X9LmS3izp0yVdlPT3u677sh3bvlvSO+6wyx/quu63Nb/5A5L+zm22/6qu6951j8PuozvrdtjL9TnfDwU/Wmuj0UjFHgsY6aFvTj10eN8bfE/PcchiNPP/hRs3gvXK/Cy9UeoOkA1sVjU7hp1gLMGmrfMza9QeFw3Lvd03Kx5s046RUzfsEcxrVIM68fbyN/CYuq7TCeqFWbs8VH1hhUPWk0du2Hnsgfm26mTRtu/D6UDfgH0wudmrgjlx6seTH3KKeV+t130vY6CrIaMXUYUAnkdoH9QKlwP0tGAv+r3ptOctGWt4uIyIeH30lP2gLUHlOvI7Wn2H8HjrtTlCLwNGL8jN4bXZwIOmZgSrDDZd1/ME2auAvR/Y5ZFjo94+9SziudOMiZ4uIyS+jtfZNRTRmeAK4NlHLQ2vFx/neD6PKiFGCMdYa1w/7GXBa7bAWHt6J7hmk/F4G4Ub4HgwmjHBtRry0Nuun+12Pa2aZv9Da4rRiHbOTx8gSvCwUgbfoDND4KakD0t60222fY+kJwe++3JJb5T0AwPf/2NJP7Hj8x+/q1EmEolEIpHYiYdlEHytzgyBD+ksUvC+oQ27rnuPzoyCcyilPCbpT+usnPvdAz9/T9d1Q989OGruZomIgK3OK7WfPL2QNi8aOt74zohc8m1q1NvtyHC3KqIt533XPDfM5TEsTyrH2ZPbt9Y26rAX8EIMe530BNg3/nSxiH35MyqL0SMcI79P0MvwfhwZiU5hqMufjscxR/YifMzgNUA3n7le8hbcX2APOgVCNKi99lRsZLdLYyifPaQ7YDByRG9l3XU9j4RRioggIHfOnOoYOVXWcPtcp8hzL9fr3rjJgo97CjoVVLbkPDFCsMZY2UXzYDbrVQEM3bOct1CmHPDaqcppf6/XwVFbXQGuOVb6UKeCz4+I+rnrZZ0Hr/1QU8S1bitNvCapEcHnQFwLR85YCz/AhyHTv1VTXOPYQqRAuEa8b7yWvRb9rBqKEO2h4qjttcLoAiNr/i2rllY4JiOyVtG05gwjM8saJZlNJhEROwHfYIz1wfHPJpOz+XyUEYKu68IAeIDGCl8u6UDSd3dd9+zDGFcikUgkEom7w4upyuCP1Nf/5TbbvLmU8k6dCXF9RNL7uq778MMawKicdTuk5ca+6fS42/4ENIhCeRDeKS24oU5rwcZnbsy9C6on3vY1n8BzH8qnGv7UIxjBW/Gx7Ut0NY9vT8iW70FTMbCAhU9PkLlN5iVjP/A+6UEFqxp1145MHC8W4XWYSRzMbEQrjOmAp3wL+f+hunJ7YYdg37fnd4LeFWbik8/AeWTN9z6qNMhBaWvK7W2cIGpD5jnZ0fR0vMI9175i9IzoMa66rr8vRMxYd80I2VDnRZ/vMc7Na5QRk9PFYtsH4m5zwIwIgE1OHQeD16LNFbPHCX+zsr4EzjvW+0D1SqxJR3fQgTBy65vN9p4c6CfBaoF4jrgCoG53DK+VlR/sVLpu7uWhyNEU18SzFM8cdzvFMceIoLAKY4R11UZ5fex9VplU+Jl++ejo3Nieq70dXL1leP78jDa3iP03/Ltlw2NjL4oh9U/qLdwvXhQGQSnlLZJ+raQPttGGHfgavF+XUr5T0ju7rjvd9YMdx/rAwFe34z0kEolEIvGyxovCIJD0R+vr3xr4/uckfbWkf6YzrsJlSb9Z0l+R9JWSLkn6/Q86iFKK9mazHgudjE5aa60H3vPKsQ9jyIunFjfZxEOwx3D56Cg8U3pJ7Xm250G2sOEc+wIM19OBntytx8We5x4Bc59UsWN98dw5cXtSGGswvsGebi1o6gXQg+lpAOBaRUcx5FSdp6RHRaW6/dls21vAHiyjCAO1/2Tds+6cfIUT1GlHRGKxiKgEOw0O8RKG6qx5X+w1CmvtMUfY37rrYi0xUhQa9dVr4tgMzxsjZ8wxe3/sFtpqC3Tw7Hm/MALE6omhmniCEYg4frM9a9zt0dsL5/OipzwI3kJP6W6g4qgdv+8df8M+CnwuRp8JRy0G1o8R9fx4nYzHW+4LrvcUkY1biIhyTQ7l7xnl9UgnqL7gs7LFps6luzy2URZp6+Gv8Fz1OZg7wMjDesc5kDsypNzJKq5bp6cP1MvgkRsEpZTLkv5r3YZM2HXdD0v64eajY0n/sJTyLyX9pKTfV0r5pq7rfvJOx+u67jMHxvEBSZ9xb6NPJBKJROLlgUduEEj6MkmHug8yYdd1v1hKea+kL5X0OTozDh4IXcPGDrawv0QFgbvc2Xrrui5+cwxvjKxhwt6GLULmjOfwRu2906I9XSz62gU7LPL2/QjnS3VEetT0ypynbLXybS0zeuCR2UKPnuM+Vv2cXspkwFMyOOY2GhAeOyI7ZGb7vC7VHJ+9SioVDnnO9Mpa9TPv6whsaFZ0eAzBT/F51s8dlVhwbVb4GrIaY71e97gCvU6U9uyxT0Y8ghGOvOUU1Te7uuGx8sAgzyU8uPrK3KmvGSMJ5H2ELoM7FDb95ZnjdhURa/nJ22DXO2Oo5r13js39tEIkh1EE3qtew9HjBFyjIU+7V5XR3FeMGPpZxH0cgR3PCInB+aMCalyz+r6o79FHnwCsOWo7GOTexHN0QMeFa9boGp5L+1l7zBuIBNBr9xr0s5/PmWt1LbLvSlsBw/PzNq7o4N+HdvuXulKhyYT/833+/pn6evQQxpJIJBKJxCsSjzRCUEr5LJ0JGn2w67r33+duPqu+/uyDjme9XuuFmzf7rFrkc8gIbjv7Denl27Lr1XTbW637GirbXN3Bs7TlfLi3t41GwDMmo99HctSCFj97IJBFz2hHm9dnHp4cCmNmb7u+59hp7doXiXpj9nJANcZ6s+kprMX5wKPzb65XD8BeFLXJexrnA55iWxvNjoEjRIKs1MZ9MOoQkaQBfXiqD4antVz21grzr8zfd9udnNuOfeKj6ye8XV+jVpmN3fmGtDI4XwQjSwXrhFGt8MSbOv2hiqBXXbx4Ng91DL42jvoxmhEdN8GhoOJd1JA3Y92lF9FuQ8841p49W689f17363VAD5jdMefL5TZyOKATsA+9Dd8XrIXnPUmVxX30bRk364g6GlSRHNJGicoOR57q5/HMHlA4jGiP56vR+2i5P+088Px6zyxUoWzwTHLkwBGU4JbU/Tjq4yoEqbl/0QOHypNDfKh7xaOOEJhMeLtSQ5VSfsuOz0op5c9IeoukZyX94MMfXiKRSCQSrww8rF4GXyjpC+vb19XXt9S+BZL0bNd1X4/fXJL0e3VGJvy7dzjEj5RSPijp3+hMf+CypM+W9Gt0RjD80q7rrj/oeRhDTFN6giNYylI/38wa9SEvc83t3C2x6Q/QjoHHadnaVAO0N8Ca7jgm6qo5DwXeKWvF2fd7OplobB0A6NkTrE1m9OUY+X2qDUaO2PXa8PZLKWGRGyt4Sax5Xw1Y2/QAfQ3oOYYHVDXbp403ynrh1oPfBXrb9D7pMZ7CK28rZNhRs1dVMjAGciYMrsURld3sWTa/Yx38GpEj8neof+/3ng9773Ef7Kj8Ofe+GQevb0RQmPvFWiaLnNoAxgm8t13RDn53p7kmW55RHnvvx+ZUYL+c79FotD1m/Swih458srcFeAzk5rgTo/dHDsGuCAurTSLSapVR8HkMRhR2qUH6GO3nY9yHrQJg9Eepxz6ERgijFLGOBq73BNfqFPfZ8Y4eOZ5LR628BtnrxOfjtTlplHbvBw8rZfBm9RsWvbH+k6Sfl/T1+P5LdZb3vxsy4bdI+o2S3ibpcZ3d178g6TskfWvXdQ+cLkgkEolE4pWM8iCMxJcTSikfKNJnzKbT29aitrD15teu6yKf2lNIq78ZyqXbi7WXQSv08ZrX9PdWzXvq+efPbTebTCL3Tw/WuOxuY9BFd2UA9b793ucUEYe6P6vseb+j0WjbfRG58fuF59jnH9a2e4nD+2rXtaMKnuM1ohLMx/e8eFj4zIF6v/TeXHf8+KVL+hWvfa0k6bHKZPc+Pvbcc5Kkn3ryybPzgRpiKBXeweon74WM/+Vq1euy9rBADQHmlFtVyiX4FXeL0INHHnoBb97Xgp4Tx9pWnxif9KpXSZJedenSuc+9hp954QVJfX154k78h48nPD+8X4In5ChHHdvedNpTPWQ07kp99nhufc99tK7dp+u8+JhPXLly7th+Jj6F7fz9fLnsKY36+WFG/tCajWoaVz6Aa3EnkNdxL/cGn5PUjjG8Nj/51a+WtI12+flzFQqH+7NZL2rpaMU+juXfervHLlzQR597TovV6t8OldjfDo+aQ5BIJBKJROJFgIwQVLzYhYmYp7zbKMbDgD2FO3l14QnexbYvZpArcr+envdz+ehIn/K6M2rNlap/bg/3o1evSpI++JGP3NcxEg8PFyu7+9WIEDxz/YyeRI36lxt8/x6Bc0Nm/p0iJFG1Ur3Zoe2jv8tL+FlxL/C6ulQjBI5KOMKyi2/liI81MtxvwpoGz1y7dm77Kxcu6PrxsdabzX1FCNIgqHixGwSJRCKRSNwlMmWQSCQSiUTi/pAGQSKRSCQSiTQIEolEIpFIpEGQSCQSiURCaRAkEolEIpFQGgSJRCKRSCSUBkEikUgkEgmlQZBIJBKJREJpECQSiUQikVAaBIlEIpFIJJQGQSKRSCQSCaVBkEgkEolEQmkQJBKJRCKRUBoEiUQikUgklAZBIpFIJBIJpUGQSCQSiURCaRAkEolEIpFQGgSJRCKRSCSUBkEikUgkEgmlQZBIJBKJREJpECQSiUQikVAaBIlEIpFIJJQGQSKRSCQSCaVBkEgkEolEQmkQJBKJRCKRUBoEiUQikUgklAZBIpFIJBIJpUGQSCQSiURCaRAkEolEIpFQGgSJRCKRSCSUBkEikUgkEgk9BIOglPKqUsofLqV8XynlQ6WUk1LKtVLKvyil/KFSys5jlFLeWkp5bynlainluJTyU6WUd5ZSxrc51heUUt5f93+zlPKvSinveNBzSCQSiUTilY7JQ9jHF0v6m5I+Jul9kn5B0hOSvkjSd0r6/FLKF3dd1/kHpZTfLekfSTqV9D2Srkr6nZL+qqTPrvs8h1LKn5D0bZKek/RdkhaS3i7p3aWUX9t13dc/hHNJJBKJROKVia7rHuifpLfp7I/5CJ+/TmfGQSfp9zSfX5L0tKS5pF/ffL4v6cfq9l+Cfb1BZ8bDc5Le0Hx+RdKH6m/e8oDn8YG6n/yX//Jf/st/+e+l/O8D9/N38IFTBl3X/VDXdd/fdd0Gn/+SpHfVt5/XfPV2Sa+R9N1d1/14s/2ppG+ob78Kh/mDkvYkfXvXdU82v3le0l+ub//Yg51JIpFIJBKvXHy8SYXL+rpqPntbff3BHdv/iKRjSW8tpezd5W9+ANskEolEIpG4RzwMDsFOlFImkv6b+rb9Q/6r6usH+Zuu61allJ+T9KslvVHSf7iL33yslHJL0ieXUg67rju+w7g+MPDVm273u0QikUgkXs74eEYI/kdJv0bSe7uu+6fN55fr67WB3/nzx+7jN5cHvk8kEolEInEbfFwiBKWUPynp6yT9R0lffq8/r6/dx+M3Xdd95s4dnEUOPuMejplIJBKJxMsGDz1CUEr545L+uqR/L+m3dl13FZvcyZu/hO3u5TfX72GoiUQikUgkKh6qQVBKeaekb5f00zozBn5px2b/X339tB2/n0j6FJ2REH/2Ln/zeklHkj58J/5AIpFIJBKJ3XhoBkEp5b/TmbDQT+jMGHh6YNMfqq+/Y8d3nyPpUNKPdV03v8vffD62SSQSiUQica94UGGiKurz53SWv/9xSY/fYdtLkp7RvQkTfYpSmCj/5b/8l//yX/67m3/3JUz0wKTC2kvgf5C0lvSjkv5kKYWbPdl13bslqeu666WUPyLpeyW9v5Ty3TqTLv5dOisv/F6dyRkHuq77uVLKn5L0NyT9eCnle7SVLv5kSf9T13X/94OeSyKRSCQSr1g8hOjAN+rO1sr7d/zusyW9V9Lzkk4k/T+SvlbS+DbH+p2SfljSDUm3JP0bSe94SFGOjBDkv/yX//Jf/ns5/LuvCEGpfwxf8ciyw0QikUi8TPBvh0rsb4ePt3RxIpFIJBKJlwDSIEgkEolEIpEGQSKRSCQSiTQIEolEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgSiUQikUgoDYJEIpFIJBJKgyCRSCQSiYTSIEgkEolEIqE0CBKJRCKRSCgNgkQikUgkEkqDIJFIJBKJhNIgSCQSiUQioTQIEolEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgSiUQikUgoDYJEIpFIJBJKgyCRSCQSiYTSIEgkEolEIqE0CBKJRCKRSCgNgkQikUgkEkqDIJFIJBKJhNIgSCQSiUQioTQIEolEIpFIKA2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhNAgSiUQikUgoDYJEIpFIJBJKgyCRSCQSiYTSIEgkEolEIqE0CBKJRCKRSCgNghZveNQDSCQSiUTiIeAN9/OjyUMexEsZ1yVdljSX9B8f8VheyXhTfc1r8OiQ1+DRI6/Bo8dL9Rq8QWd/z+4Zpeu6hzuUlzBKKR+QpK7rPvNRj+WVirwGjx55DR498ho8erwSr0GmDBKJRCKRSKRBkEgkEolEIg2CRCKRSCQSSoMgkUgkEomE0iBIJBKJRCKhrDJIJBKJRCKhjBAkEolEIpFQGgSJRCKRSCSUBkEikUgkEgmlQZBIJBKJREJpECQSiUQikVAaBIlEIpFIJJQGQSKRSCQSCaVBIEkqpb8uF9MAAAdgSURBVHxyKeV/LaV8tJQyL6U8WUr5a6WUK496bC8n1HntBv790sBv3lpKeW8p5Wop5biU8lOllHeWUsaf6PG/VFBKeXsp5dtKKT9aSrle5/e77vCbe57nUsoXlFLeX0q5Vkq5WUr5V6WUdzz8M3rp4V6uQSnlDbe5L7pSynff5jjvKKX86zr/1+r1+IKP35m9NFBKeVUp5Q+XUr6vlPKhUspJnZ9/UUr5Q6WUnX/7Xun3weRRD+BRo5TyKyX9mKTXSvrHOut9/RslfY2k31FK+eyu6557hEN8ueGapL+24/Ob/KCU8rsl/SNJp5K+R9JVSb9T0l+V9NmSvvjjN8yXNL5B0qfrbE4/rG1f9524n3kupfwJSd8m6TlJ3yVpIentkt5dSvm1Xdd9/cM6mZco7ukaVPykpPfs+Pynd21cSvkWSV9X9/+3JM0kfYmk7y+lfHXXdd9+H+N+ueCLJf1NSR+T9D5JvyDpCUlfJOk7JX1+KeWLu0aZL+8DSV3XvaL/SfqnkjpJX43Pv7V+/q5HPcaXyz9JT0p68i63vSTpaUlzSb+++XxfZwZcJ+lLHvU5vRj/Sfqtkj5VUpH0eXWuvuthzbOkN+jsofmcpDc0n1+R9KH6m7c86nl4CV2DN9Tv330P+39r/c2HJF3Bvp6r1+cND3IOL+V/kt6msz/mI3z+Op0ZB52k39N8nvdB172yUwallDdK+u06+0P1Hfj6L0i6JenLSylHn+ChJc6s7NdI+u6u637cH3Zdd6oz70uSvupRDOzFjq7r3td13c909el0B9zPPP9BSXuSvr3ruieb3zwv6S/Xt3/sPof/ssA9XoP7gef3L9V593Gf1NmzbE/SV3ycjv2iR9d1P9R13fd3XbfB578k6V317ec1X+V9oOQQvK2+/rMdC+eGpP9L0qGk3/SJHtjLGHullC8rpfzZUsrXlFJ+60B+ztfmB3d89yOSjiW9tZSy93Eb6SsD9zPPt/vND2CbxN3jl5VSvrLeG19ZSvl1t9k2r8H9Y1lfV81neR8oOQS/qr5+cOD7n9FZBOHTJP3zT8iIXv54naS/h89+rpTyFV3X/XDz2eC16bpuVUr5OUm/WtIbJf2H/7+9ewmNqwoDOP4/KIJWWx8bxYqIj019LFyIFdtG8YUidaMr7UIXgijqRhEqFV246UJx48ruVMhSKiJqqiCKIoLiA0FrUYKpaNUmoiifi++kvQ4zmcwkk0ly/z+4HHJzz+TOOTmT7957zpeRnGk7DNPOC9WZLqXMAptLKadExNwIznm9uqFux5RSpoBdEXGosW8DcC5wNCKmu7zON7W8ZETnuWaVUk4E7qlfNv+QOw7wDsGmWv7W4/vz+09fgXNpg5eA68mgYANwGfAi+Szu9VLKFY1j7ZuVMUw7L7bOph7f1//NAU8DV5LPn88AtpOT4XYAb3U8tnRsDO9Z4FJgf0S80djvOMCAoJ9SS/9H9DKIiKfqs72fImIuIj6PiPvJCZwnA3sGeDn7ZmUM0872zQAiYiYinoyITyLiSN3eJe9OfghcBNw3zEsv64mucaWUh8hVGV8Bdw9avZbrehy0PSDoF8Ft7DhOozE/yWdbY599szKGaefF1vl9CefVehHxD7lEDgYbG/2uXFunlPIA8BzwBTAREb90HOI4wIDg61r2etZ2cS17zTHQ8pipZfO2aM++qc8BLyAnBX072lNb94Zp54XqnEP24w9r5bnpKne4lsfGRkTMAj8Cp9b27uTnVkMp5WHgBTKfw0RdadDJcYABwTu1vLEzc1Up5TQyGcWfwAcrfWItc3Utm4Pt7Vre3OX4beTqj/cj4q9RnlgLDNPOC9W5peMYLc38CqfOwNc+WIRSymNkYqFPyWBgpsehjgMwMREmJlqpdt4CnNll//nkrOgAnmjs30heHZmYaGntvoP+iYkGamfyamldJWQZcx9cBZzUZf91tZ0D2NrxPRMT9W/33bWNPu722dNxrOMgglLfQGt1SV38JTlAJ8hbblvD1MVLVkrZAzxO3pX5DvgDuBC4lRx0+4E7IuLvRp2dwCQ56F4hU4neTi73mQTujLb/AndR221n/fJs4CbyCvO9uu/naKRUHaadSykPAs+TH4avcjxl62Zgb6y1lK3LbJA+qEsLtwBTZBpigMs5voZ9d0Q80+Vn7AUerXUmydTFdwFnkRc4rU1dXP+XwD7gXzK1cLf5FAcjYl+jjuNg3BHJatiA88glcdNkh35PTkBZMKp0G6iNtwMvkzN8j5DJQQ4Db5LrgkuPeteQwcKv5OObz4BHgBPG/Z5W60au1ogFtoPL0c5katgDZHA3C3xErpkfexuMexukD4B7gdfIjKlHyavUQ+QfmGv7/Jxdtd1naz8cAG4b9/sf97aI9g9gqku9Vo+D1t8hkCRJTiqUJEkYEEiSJAwIJEkSBgSSJAkDAkmShAGBJEnCgECSJGFAIEmSMCCQJEkYEEiSJAwIJEkSBgSSJAkDAkmShAGBJEnCgECSJGFAIEmSMCCQJEnAf8t5IzlfCqvoAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cats\n" + ] + } + ], + "source": [ + "#Getting some random training images and showing them\n", + "dataiter = iter(trainloader)\n", + "images, labels = dataiter.next()\n", + "for i in range(trainloader.batch_size):\n", + " imshow(images[i])\n", + " print(classes[labels[i]])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Specify use of Graphics Card (if there is one) and use ResNet" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "model = models.resnet18(pretrained=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "models??" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load pretrained model \n", + "The model '../Models/MainModelUrban.pth' was trained on the UrbanSound dataset; other models could be specified instead." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "IncompatibleKeys(missing_keys=[], unexpected_keys=[])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ModelData = torch.load('../Models/MainModelUrban.pth',map_location='cpu')\n", + "model.load_state_dict(ModelData['model'])\n", + "# IncompatibleKeys(missing_keys=[], unexpected_keys=[]) Means it was succesfull" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cutting off the head\n", + "In the following cell, the setting 'param.requires_grad = False' is **the** function that is telling the network to only retrain the last layer. If you set this parameter to True, the training will take much longer, but hopefully be better at predicting. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "for param in model.parameters():\n", + " param.requires_grad = False\n", + "model.fc = nn.Linear(512, len(classes)) # otherwise change it " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Move model to GPU (if there is a GPU)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "device is cpu\n" + ] + } + ], + "source": [ + "print('device is', device)\n", + "if device.type=='cuda':\n", + " model.cuda()\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = optim.SGD(model.parameters(), lr=0.001, momentum=0.9)\n", + "train_epoch_losses=[]\n", + "test_epoch_losses=[]\n", + "epoch=0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Training the network" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting epoch: 6\n", + "Processed images: 1600 . Running Timer @ 37.40sec.\n", + "Processed images: 3200 . Running Timer @ 81.94sec.\n", + "About to test the performance on the test set.\n", + "Tested images: 800 . Running Timer @ 128.20sec.\n", + "7 train loss: 0.168 and test loss: 0.128, and it took us: 133.87 seconds.\n", + "Starting epoch: 7\n", + "Processed images: 1600 . Running Timer @ 40.03sec.\n", + "Processed images: 3200 . Running Timer @ 87.51sec.\n", + "About to test the performance on the test set.\n", + "Tested images: 800 . Running Timer @ 137.49sec.\n", + "8 train loss: 0.177 and test loss: 0.114, and it took us: 143.35 seconds.\n", + "Starting epoch: 8\n", + "Processed images: 1600 . Running Timer @ 46.32sec.\n", + "Processed images: 3200 . Running Timer @ 93.42sec.\n", + "About to test the performance on the test set.\n", + "Tested images: 800 . Running Timer @ 142.43sec.\n", + "9 train loss: 0.164 and test loss: 0.097, and it took us: 148.25 seconds.\n", + "Starting epoch: 9\n", + "Processed images: 1600 . Running Timer @ 44.85sec.\n", + "Processed images: 3200 . Running Timer @ 88.00sec.\n", + "About to test the performance on the test set.\n", + "Tested images: 800 . Running Timer @ 145.79sec.\n", + "10 train loss: 0.168 and test loss: 0.105, and it took us: 151.91 seconds.\n", + "Starting epoch: 10\n", + "Processed images: 1600 . Running Timer @ 47.97sec.\n", + "Processed images: 3200 . Running Timer @ 96.06sec.\n", + "About to test the performance on the test set.\n", + "Tested images: 800 . Running Timer @ 145.17sec.\n", + "11 train loss: 0.159 and test loss: 0.095, and it took us: 151.35 seconds.\n", + "Finished Training\n" + ] + } + ], + "source": [ + "#Training the network on the training dataset\n", + "for i in range(5): # loop over the dataset multiple (5) times \n", + " epoch+=1\n", + " print(\"Starting epoch:\",epoch)\n", + " epochLoss=0.0\n", + " t0 = time.time()\n", + " model.train()\n", + " for i, data in enumerate(trainloader, 0):\n", + " #print(\"Running Batches\",i)\n", + " # get the inputs\n", + " inputs, labels = data\n", + " if device.type=='cuda':\n", + " inputs, labels = inputs.to(device), labels.to(device)\n", + " \n", + " # zero the parameter gradients\n", + " optimizer.zero_grad()\n", + " if((i+i)%200==0):\n", + " if(i>0):\n", + " print('Processed images:',i*trainloader.batch_size,'. Running Timer @ {:.2f}sec.'.format(time.time()-t0))\n", + " # forward + backward + optimize\n", + " outputs = model(inputs)\n", + " loss = criterion(outputs, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + " epochLoss+=loss.item()\n", + " #break;\n", + " \n", + " model.eval()\n", + " testLoss=0\n", + " print(\"About to test the performance on the test set.\")\n", + " with torch.no_grad():\n", + " for i, data in enumerate(testloader, 0):\n", + " # get the inputs\n", + " inputs, labels = data\n", + " if device.type=='cuda':\n", + " inputs, labels = inputs.to(device), labels.to(device)\n", + " # forward + backward + optimize\n", + " outputs = model(inputs)\n", + " loss = criterion(outputs, labels)\n", + " testLoss+=loss.item()\n", + " if(i%50==0):\n", + " if(i>0):\n", + " print('Tested images:',i*testloader.batch_size,'. Running Timer @ {:.2f}sec.'.format(time.time()-t0))\n", + "\n", + "\n", + " train_epoch_losses.append(epochLoss/len(trainloader))\n", + " test_epoch_losses.append(testLoss/len(testloader))\n", + " EpochLength = time.time()-t0\n", + " print('{} train loss: {:.3f} and test loss: {:.3f}, and it took us: {:.2f} seconds.'.format (epoch + 1, epochLoss / len(trainloader),testLoss/len(testloader),EpochLength)) # DAVID CHanged it to 1000 from 2000 not sure if thats totally done\n", + "\n", + "print('Finished Training')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Post training analytics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After the training has finished, save information about the training" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# saving the learnd model in file that can be loaded in for inference\n", + "SpectrumVariables = pickle.load(open(os.path.join(SPECTRUM_IMAGES_CLASSES_TRAIN,'Main.SpecVar'), \"rb\" ) )\n", + "torch.save({\n", + " 'model':model.state_dict(),\n", + " 'classes':classes,\n", + " 'resolution':INPUT_RESOLUTION,\n", + " 'SpectrumVariables':SpectrumVariables,\n", + " 'modelType':\"resnet18\" # <= If you try out different models make sure to change this too\n", + "},\"../models/CatDogResNetNew.pth\") # <=Edit file name here " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display how the traing and test loss progressed over successive epochs" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 248, + "width": 378 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Displaying how the loss progresses over time.\n", + "plt.plot(train_epoch_losses, label='Training Loss',c='r')\n", + "plt.plot(test_epoch_losses, label='Test Loss',c='g')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Show spectagrams, Predicted and Actual labels." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAH3CAYAAADE7Ee8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eaxkWXLeFzf3zJeZb99q6a7u6mXoGS7iUCYp2hQ5ggkLgmXLEgECXgQB3mUQsvmHBcs0KC+ADRigTAuWAFkiYQowZUiADMOyLECkuIiWDRGWKFLkDGd6ra6qty/5Xu6Z13+c+MW9J17VTHcVmzU1PAE0sl8u95711vm+iPgiy/NckiVLlixZsmS/u63yohuQLFmyZMmSJXvxlg4EyZIlS5YsWbJ0IEiWLFmyZMmSpQNBsmTJkiVLlkzSgSBZsmTJkiVLJulAkCxZsmTJkiWTdCBIlixZsmTJkkk6ECRLlixZsmTJJB0IkiVLlixZsmSSDgTJkiVLlixZMkkHgmTJkiVLliyZpANBsmTJkiVLlkzSgSBZsmTJkiVLJulAkCxZsmTJkiWTl+xAkGXZnSzL/kqWZQ+zLJtkWfZelmV/Lsuy9RfdtmTJkiVLluxltizP8xfdho9lWZbdF5FfFpEdEfnfROQ3ReSfFZHvF5Evisj35Hl+8uJamCxZsmTJkr289jIxBP+jhMPAD+d5/q/kef6n8zz/goj8uIi8LSL/9QttXbJkyZIlS/YS20vBEGRZ9rqIfEVE3hOR+3meL0uf9UTkkYhkIrKT5/n1C2lksmTJkiVL9hLby8IQfEFf/075MCAikuf5QET+voh0ROS7fqcblixZsmTJkn0jWO1FN+Bj2tv6+qWnfP5bIvIDIvKWiPzdZ7lBlmXvikhfAguRLFmyZMmSvYx2T0Qu8zx/7ZP+8GU5EKzq68VTPuf9ta91oSzLfuUpH90VkaqIbHyypiVLlixZsmQvv70sLoOvZZm+Pk9AxOS3oyHJkiVLlizZC7b3nuVHLwtDAAOw+pTP++57T7U8zz//pPeVOfj2T960ZMmSJUuW7OW3l4Uh+KK+vvWUz9/U16fFGCRLlixZsmTJvoq9LAzBz+nrD2RZVnlC2uH3iMhIRP7Bi2jc73arVasiItKoheU0mk7lZUhnfRHWrNdFRGx8pvP5C2tLnXnTNl2Pxy+sLcmSJXvx9lIwBHmef0VE/o6E6Mk/6T7+syKyIiL/c9IgSJYsWbJkyZ7NXhaGQETkP5AgXfwTWZb9ARH5DRH5TgnSxV8SkT/z23WjaiWckxbL5df45qdnaysrIiJS0bbMFEkOJyH2EVQ+mc2eeo0sC7GWz4vWGQ9eZ4tFdN1uqyUiBdLMsuyZ0SaotdVoiIhIRfsAkubec339OPa1xgHUjjGmnvnge7ThajT62G3A6nqttvZvqvdiXmefoF+fxDrNpo0hY9rvdMLfOq+8P/ga/VrR+WYOnrYGWS+Mn0ixp+g/djEcfsyePJ/RpnJbPulve+22iBRzNZ5Ov+r1nvY8aTcaX3M9P+seZsxZw6yvr2Z+vX+c33wcow+sr48z7rSF776MjCPznrl+0xeedey/r/Ys/52yl4IhEDGW4DtE5KckHAR+RETui8hPiMh3pzoGyZIlS5Ys2bPby8QQSJ7nH4rIn/i07/O0EywnPRDSV0OI/nQIAuBUuNRTor8X3+8rQ8D3TweD6HtL/d3re3siItJUxDWaTOS9gwMRKU76oLHz69ij4pELp3LuCSL2p3WYgLEiCNgAUH2n2bT+chruNJsiUpyGaf/UMR9r3W7Udn6/ofccKRpjPOjDWE/XfH93PRTA7LZado+zqysRuTlv9KuMHkVuojauzfzD2vB7xo02PslAk6uKzpnvKx3Dde0/4wFqeBpSZI74Hdf3cz2ZzQzZ0l7uwbX5m3GA+fGsBayGf591wrjV3Dq6Go+LNaT9aOln26shgYh59fuCsa27dcF6ok3zpyBK2vJxUOqqY05Y313GT/s3c4xLVdvGeLLGGSf2YU+vX6tUbN3Sbz9m3Jv9w9x4Fofv+33FPRlf9sCTGAnWkP+MvcgafRqbwRz5dcFcLNz+oW9ZlsnOWpCQ4ZkCY0Sb6rX4n6qRfs+PA9f2zOLT0Dd9K7NZVbdWmCP65585PE/888OzYXO3DlhPPC+e1MaPy1aXWZjnYbZfGoYgWbJkyZIlS/bp2UvFEPxOWL1atRMuKLOjJ7q68yV7BDEYjQo0oSfV9V4vXENP+JzgPdKt6bW456b+jnvc3toSkdKpU9sAKueEOBgO7T0QHyddkMnxxUXUBhDR3CFHWAr6sqp/t7Uvcz19c1Ie6Kn+4PzcEAn9fXR2JiIFo7HVD9IRMBv0HzRB22aOWeF9GJbD83MREbm1EQQmtxVp0NZqlln7MM8QcHJH3QrUALrgc8aRk/2tzc3QNodan4RODYGwdvSzax3rFR3TQ50bkM5rOl7MgUcMoAqQEugDpoX1OJ3NbI1gT/MRL9wcMJeXOr+Z9oE2ch3WOKgOpFWO/4DBYL75zsnlZXQvxpT1w73smtpvfsfnxN7wPVA8c16eK8aGNrFvDCnrvblmy+3hmcsQ4doWm+FQKuictbvV79+4xp6uY545rCT21oPjYxEp9pFn1FgPD09Po7541oO1UKtWbS2CK4cu/qfhMmMYL+bdszf0j/Hld/460xL7RbsbOtZ3t7dFpJgT1n3FPSe4B8/Rj06C55h1xFzwOc+TV3d2os8nMAnTqe1v1kxL27apz6yG6+f0KSyeZ7G4N89f2kQf2btlhtH/O8I9J46dKMf1XFxfPzNLkBiCZMmSJUuWLFliCMrWbbXk97zxhqEXkOWHR0ciUpzWOdHh7wMpzhcL89029RTJaZNr8hvQFqhhTU+A+8oQrOtplJMxJ8EzPVXCUnCqXJb8c7zHb7p66r6kbfpbTrygiIbzQxq6cj7Unp5GOQFfgL60b5v9vrWbEzynY64NmlxxyBdkt6rf4/dXDm1wL5AArAWnd3zTtUrFkAz9fuv27WjM8EcyF/gzm6WsCZHitA6qGLrfMXeWAaLjV6tUrJ/GLuk113RcmAMQIggABmRD18dt/bxBloKiCRgC78c/VgT9mw8eyAq+TB1b2jBzPnGuwTrf0jF++84dEbmJ3ofaBq7n2Zx3Hz8Obd/ctH6CmkC+HedXrblYG9bu0vmhWesVt788a8EerZXQWpk9ESmxN9qPaxdjAcqeOb80bB4oruLiQt4/PBQRkVdApdrHeq1m19pnXnVsvTbEua4x9izrnrVac4wI71tb9ZU5a+j3u+22jRHr4soheebzSseDtQVzcqLPJPYga9XHAcEsvKsxTjCW6ysrxkox1jxjQLowHow1zAj9gXGk3+xJ7vnGrVsiUuw/9jIMZVXvm5V88BO9h/fx88ray7Wf7LU7yuZaNoqOPXERzKFnHJjrD4+Oingu/Yx909F2068jZRtY1yutlgwnE1l8lTimr2aJIUiWLFmyZMmSJYagbPVaTe5sb1ukKwj71d3d6G98P5xOQR+3NjYMJYI6P1B2AQQDAuJUfn9/X0RKucz4pfRvTrB4f2EtYCI4Zc9LKG9XT8mcpk/1tDzFv0wGA35HPcFu6Cm055AQvwdVcIoHGTzW+ABDvd3uDX/7W9zTITl+C0pd1+/R74nLQuCEDxLwMRREgIP6RiV/Pid2kB79HzstABABqBXk03a+PpgC4hW455nOzakihmq1avcG2Vmkvq4hEBFzZj5VFwUNQvZ55jWH6hYu/uEzd+5EOhHla2IT2AZFKvjnfWwA7MRQ9wP3YBwwEA/+2q1+366FX532Mv+0se7iD+6oT9mi7V1mBOiLvrGf+Ju1y3gNRiND3RjX2tf9DBrDp+7b7ONdNl2GEDEHtneJf9E5Xy6Xdg0QLXuX/oNk31SEi7HuMZ5NxKCw72AquTdzxfPjajyWHV2T/Kbuxopn11npNyJF3AvshtfWYD15xo3nJW3qdTp2L56bxk5o+3fdNez5QL90TG+XnsUixZyC3mHSbL05XZc8z41d5NlDXIKP35nr/mfP+rgv7kU/LRNG731XmQSuO9Lr7a6v27zV3DPXdEu0DTzvYJ1ajYY9e5/FEkOQLFmyZMmSJUsMQdnyPJfJdGqnbE5jphqoJy/zf+tr+RRXd35IQ4SgKPzwehr00bIVhwT5u+P815xiOUHP9XvNWs1OnF5HgFMz9wThm0oeucv4AvFX6un8Wk+8oAva0nXKdaPp1BAPSBaUAFLmu6AT0JT3t3X1fRD0pbbB/Pr6uY9wBjGNJxNDF5iPemacyr7d8vd8ZK9XNhw7fx0s0T1FxpPZzOb3EdHfiiZ6buwsV1n7BUo5UCaFe2067Qfmkj6wbnj//cND+dbXXhORwt9K3jyMGOsedMJ6qTuUCefCPVadZgbGfRjHZqNRrGdt56vaflAm6NlnCbCG13wMgq5F2gibxXjt6VxcOyS40mzKuqJu2kcsBPuaNUbcDmvydWUMu9pmrzZI21jr2JHGg5zrdb704IG8ffeuiBR+Z/PX6/o90N8wPhjzaqyU9pu9CZvD6x1FzqxdEPXZYHAju4j4DJ5lrA8fOwJSZr1UHPPE3vc6HyDpsp4BSP/asbN81+szcG3miOcI7NXCMYs+o8biXRwDN53NrA3M3xvK4rK2Wm7/0z/2IqgdtoNrsx/YL6s6N9igxHLBgDE3fMbzAJaTf18Yl8ViYWP1LJYOBCVb5rkMx2N7ILBoWHxsdBYE1KBtqNGoCKRxtBvf2dQJXHOLgSBDH3THPwz+gMBmwrVwoA/zDw4P7SHo0wVX3APKUtt0wbMIoeP8wjfBIgIZEUFx4iqD8dgOPPyDx7h09X2/oQmKYcGzUXkwsAFoMw/nWekQIiI3NsNGr3cj9fNpwiNeaIZr8kDkUMPv7VCj420PUg5ppQfDXGlHHzxmqaw+/VLbbwGKtMUHNmmfeCBy8LD1VkpXYszohwWkuqBCHmw8EM1V4uaS8bR0Kv3Hy8tskwD16OzsBl26ysHIuX4Yc2h9/mHzaWjmKnNCWG9pAOTASSJnpX8I2IsddwCwA4K2gfXtRbb8A/1c1/8lbda+8TyZ6T5kfF7Z2bF59W4I3BMcWn3aHXuR+a7pnBA8t+bcYgQts0bL7g8vSNVw+/5CDxmM9X1NeWQfsK74h5Q2sjZZy9ynp+Ng7pLBoAjY1TE9dwJVPMMARswV47d048e40Db2kQEq5z7luSRSPFMt0Bm3hTuU5U54ijXLmt7C/ePS1f3hBsNlc3x+bgc71gr9JxCxQtCt3nulBAS8iNMnseQySJYsWbJkyZIlhqBsjVpNXtnZMYrQpwr6gCf+JrxnMZ8bmuIkC1LmlO2RwMpKONl1u5rKdh0HolhgT1UFRfReUIRW7Ejb+uatW3b6BeGD7ED0nOAJnvJiH612M27rUgN8muF601Fo22Olv0G3pMz1S8FlnnXw7AIn4CZBUPq7kbYJYZ6OS0PycrugNowT9nQ2K2hBJz1qgY967YmjX3GR0B/mkrZn2pfVfjdq02gYp0hWKhVrP/33Erq0f1Fim8r9vqc0NelXbXcd1gvfx91TK821D6IDVeGu+aZXXhGRYl0zNyOXdgqqanZiZL21HhD3ZBzaAut1Qcpcr1cUioJe1f6CrkA6fH7XCcj4Akzva0ojCOoVHac3NLXU7zcYqIurK1ubXhZ4UQr6K4+HD+SrOEaB39E2xhfq3bMY7WbT6GW/j/kOSL/r2D2QMeucdFRS/jxKZL3w7GKtT2czY4y8vLhR/KTHOUQL+1J1bjCPfEHrjKdnHseNhrEtMBj0d+KCq6cu5Q92zoIHlaViTcIU+bm90rbbM7IkL4wDkDHq6Fh6cSf6D1rn+dddCd9rtuL1MroK6wJ2Jqs8OfgvyzIbB/rBNzPmRt9vEYysc9TutqVRTwxBsmTJkiVLluw5LDEET7C5QwaXLqCD02bLpWP12m07gVoK3pqKlqyHE9z1IFwLRDcaKTJSpmBtK6CsfBEQwuAioCtD0s1w6lyZx+JAnKC7rdYNkZKnFVJqtmJUPR6HtjTaynL04gI8s4mmzcxiv1ano2IydU0VG00tqMsLyhBo03HxDSAa2oy/rr8axrbW0MC263HUX8YRpNBuh+venWuMxXx+Az1wQgf5g4xAMicaj0GqG8xA1aG3RkODEjvxOC5msV97vlgY4tlwEqSkJpp8Mid/F7DKK+I2Ft/iUglB751V9YnqlF+cXRZBS9oP5oa5aLuUvhU3Pn6OKhNNpV1TdLem6ZfKIFVPlGErBcbCPmGsKVgZggT3lL1q6xqdTHS/OEboW+7fD+Ol32soi8UavRzEYlxrip567bYF+bG/mV8fPErgX92lgLH2WDf3lM3CvHQt10eefDKbWUyIpYm6oEoYE9YPa5dXgsr2XOofsTewQiBtj+Jf3dsr0gX1mozHVgl1Rv3Qfc587+yFueKZxR5lTrm+PS90j4KQG7WaBQuDdNfW44DUqa4TnlF+v/gYJWIQVlwwtsVe6bgTH8Aanc5mhTw8zCFxHrC+ygD0e6E/y/kyurbkMaMKu8ua5NkoWq+OPUybNvp9mx/mgs/YgxYDsaqxIasq2V2vSlZ9dpyfGIJkyZIlS5YsWWIIypbnucwWCztFP+lzkQIxdl2KV6vdlIUiU16J/s2qiroUddeGKmHs5IRbK+EUylGtrX8vF8o86OlvsxX8fltZQBuc2kVEhoNw2r7Wa+OnNMERbdPFpaaq4SPvh1cT+dGTL8h/NlVRpAuNANbx6FY0crcT2lpr1GSV7AfS5fSEu+1Sb1ol351ISRTIl0vmFD6N/dpewGelH7Ma4+HY5m3gfL6ctn3RFStz60rp+lKrNZCDxli0++r/VsbAkGatJutrWswJxKtIp3qtQjmKBHwbMHyeMCeMD+JBJmWtaA6EKfrSWWlbXAEo3GdNXLrIZhiSvrJcE2Wz3v3oYbgmYihdnfdcs3GqcTEXGJp2s1n4RCuxbDJjDcLr6FpqNGM/rC8HDbNWb8V+6Wwe+2eNaVGmqSMt6c3CGrxw6bcPNCPkO99+O7oHzBn3bisTtFkLe7DejD+f6365vgxzd36hc4WwVa8raMiwrn1BLWOZXGrbZzTeA6bIWEHGU9cLqXIIfm0jja4IPMsyYyFBo6BpK1I0iDOg2jo3MIjVWvx88CgclN5TRM1cwSisr/VltadZJLqW2PeT4SS6tglRIQ7n4mBYR+duv8BMsTYZN9I6eT71V1Zsn/g0SvY1a4g5Y//nc41TUTarprFEMAWME88+n2JcV/Yqq2T2XcZ6oc//fBGzEWPdkxbPU6kUaR3PYIkhSJYsWbJkyZIlhqBsWZZJs163Ey2n1O0NLSCiJzh8pA8VSXDiuxwO5fbt4OMFqeFPOz/WsrZ6qgbp4DvDV3h6GBC199fyfdgJEOXOzmbUh/H12HxYlpOr9wAJDxS1g6o3NDqck+zglNO3Fi1xLAVo5UMt2gJaZXwqlYrFFRDtPXWCGib64nzHFh2PQMtleB9/LXEAoCxymg2lqK+xUlOUOp5Z1gh+Vg7QXRCO3uvsNMwRaIMIZNAqmSDcw0vZDs5CXzi9T0qCRZzgQbxTRRFE4G+5YjT+2j7eAf9tb0NjEsjawCf/+CJqc7VWNXQJ28B6sEwXnbPBtRYc0vHhHt08RnHDi/C9o4MQZb61FdAnaA6MvlLKEKGd52dhTpDBheFA+wDf/xrsG0hpHhdtAr2RnbNw2SsWDwRTN1PBJkXrIiKv39WMBEV6b2pkOmvz6ir0k/gDmJKRsjyryqDU6sri1eNYgwXxDDBM+rotxdriWUOxGi/36+MaYKuI9+C5ACo/csJMrH1imjD82iLF2HMP0DjXwqeOgNXtqWYp6d7zDAhxDFbWVxGz3z+z+dziENiL17rvPzoI0u/EabCXfcaXxcFoHyjEtbWumhv6PIYt5RngJcAbtZrtX9gVi/mArRiH9sMUwHYR/0UMEczLCoyRjjV9QYuGNTybFeNBG/pd1WzQtQkjyHPBYiiaBUPmy69/EksMQbJkyZIlS5YsMQRlyyX44ECbY0Vx9aXKpu6o8tReOI3t3gs5zxNlDKbjSaG8RzSzoitiA8hFJRq+rygSSVvQlCloqV+/R6S/oq+NDUX1+OPQCmjU7eTa3wxom5MpfnhOkHzP+q/vr++pJOskVlEDxaxNQpu+MouRIL7GWrVq/aW9oATuSa46BpLjFaTnVdLuaJR9T7MP6D/jyis2nEzk7n6YJ1BCrRnrEsz1RN/Xe5iUsY4fvmOQwcVlOPmb3KkiHSK6QRtETC+XS0MX/Q2N3O6FtvS3wt98DpP0QIticQ3MfKAW8a19IYtjEOfAW5T2aGroiBgZxriu2RIwRA2XP2158zp+zO0Ka1NZMJCRyUrr59u9bbvWRL8Ls3WbSGxjeHTNqX+51dNsGs2WYD3d37obtXGoa491xRx4bYCmztXW+qrtUSv2pMi+V9cSu3PVVdC5AfF5dPb+g0ciUsyVz3m38VD0inJhs9W0NgxGKgfOd1biscaIR7jS5wVqefih0cT4fD/EPzC3MGawm0engWkbTiZ2T5ArLJ3PkDIp7wWxRbXo2nvt7eh7MCewfBQyYzyQFF9f7xtrMJ6HNpB9ZSyDPhff0KwKmBHL6XfZBjAHbeJbdM8vR7EPHpTealKwayyH2k40MLrrsc4Iz1H2U29TlVCVUbPnrcvq6uneZ9+cHYU5sH1YL9gKnjnsc3u+EZul80+8B9lLw8uhzc+zWGIIkiVLlixZsmSJIShbvVaT/d0tQyE+0pl4AE6K+IWbqlU4OL2UB4+DX/2N+yEK2McScEKvN2J0Qh4sJ1xQGqjNouv15Mzpk/fXdjXOoVmT8UARG/4yRVvHx+Hku7mpTIeia0681m9Fr/XtVf1cfeKKlPj+d2gUNidjouzrjXqRq9+Oxw4kgO+YkzyKhAWzUPg2RYq58GjOj9O0o+VQ0W2YFpkfY/VhZqMs6s+q9pNr8T6nchgjy/DQ8WO8OJHXxzp3KCOCOHs9Wyu8Z1kAaoZCFRFtKRIilgS0ZW3UdTBXxMh6amo0dadfaLOLiFycFD7zvVsByaEfQPvx24L4mOfr8/A+KJw1zVxe6rVBOqYbv0kRpSJi/OgoIBvyp1m3jPHgVFF1M/wGNIV2AoxKpRJnjHRHoS9TZQhgfUDQniWbTqa2Jmk3uhJFu5Up1LEmZsb05J2uAGuQvcnD1aLL9bq1BlHnlRusSmsS5s9iInTtWiaHrh/YBmJvjtWvvyVa7KZFrEqYIxmHcboYxLomvVbLYhvQQoApaDi1Q+J40AYx9HoZfk+Wymo/zG1V94vVU6CmiqJ94mCW86V88NHjaBzQQKD0/MIxIewjYk1om68RwvjSRl8rBqVHWM5mvS63NbuGeYNlYQ5gYwcnGmu1iJkTvr+xvxF9f6x7nGf2xm5YNygdMrfVWtXmnT0HE8IY9pySIc+maq1qmSvPYokhSJYsWbJkyZIlhqBsWRbQ0eVJnL9vSnW1GN2BTspI8tZ2qOIG+gBN9dZVIUyRIifX3epWfA09JZJ3CqLBj0VMAte/vriOrtfutu2Eik3V971Ti89/sBX4AmmrabMrquJ7F+rfBglt3dmKxoWTsGQ3ETB/N9c0gl8RP+gLVgK2gZM8J2SrQ6BtbTnEPVQEwOkbtmIxW8jjBwHZ4TfEz+rzylH7og2gK9A3/cSYE07n/P7RR4dRW6bjqfkwaSeGj5Oxxyf4Gx98ICIFIjBdeWUANm8FHzxzV44WL9tQGYTRZFKU73XZA1aSWNs/USZlfK2lYy/RyohrXHBPIuBBjrAUsDSTM9Xpb9RuKKvRfuaRMTVkp/vCtD6UQcozjcwmYh1mYBqvWWIQaBPr6ezg0mI+XrsTKgT2NwO61ksbM8JafOOVELlu+fdOMx7dAdrAPjE2x94vWDPfL1gnEC+v5LaTl05GAMqNPKNA0o+PAxODXgdZLIz/6rLImSeb4FK/i7+ee5Op0tf9wtiejS+j7737KMRSgLBRcJ2WcvxFinXH+E2uC60QMrZYBz7rAB0P9q7FYGh8B3ErPvaCtdpqtqPrr07DnBMflFUzY1QPD0MWGVkEnpVEDZQ1ek0NDH12w2bV2rHOyXQcM5A8N7vrRQbI2MXlrG/BYqKnkEXtZl2vrK7Y8+hZLDEEyZIlS5YsWbLEENywpcitu8FvZVGlqASaT8lVElN0N5/O7bvGBKBvzeX19InfqLepcQqg1UrFfV8VD4noJcpcX/mdIfIs1gMQKdBRVo0j1ofKLuADHuqJtaP94Xf43jnJgsrqTkUO/YLJcCJ7r4WYAE7iIGOizDmKemaAU3g+VbaBgFntHsxAQ9uGf7poW0ArnKyXi6VlDaxrZgbsAexLteS7EykxJuqHN+bDZWeYGiXRwW5dME7l91srtFvXUjOuh2C15BUJXqsvmfxjdCy2727r9RyyvBpHf9PGdrMpu/tbOnZxBDP9r80Vjbn4DXzqlldPNoa2+c7rt6K/GS/Yiayta7VVt70CyiR2omB6lNEgqlrXS80YItXRV4aBfcS6sop6K3H8D5lAoP7VbjeqIS9S+HCZLxQ98QUb84biJRkxc9iMOMMIHzl7kz5ZtsfuuqHkuZsvXx8D1Lp0Eemv3Q1j72NLQP33bt/S8QjXA1HOFLWXM9Y3NW5ld1MrJ+5pfRCdM9OQOAzR8ZUrZXUWmhlBpUJlFJgj1sOVPm9gSqqlLI/9rc3oNz6+ifmsunXg1z9rlHXV1M/X1V9PH3g+EKNimi2X1xZv0Ff1xLPzsPfIYOlvxFkFG5qVxb8PMGw88/pbqiLai+PJHj4MmURkTKB30V/t2hq0GKlWnAnEWly0Qz+ehxUoW2IIkiVLlixZsmSJIShbtV6TjVsbhSIf/kjU79RvY/4aPV3yulgsDFUb0i351UWKE23mUAlR4dyTE68p7+kJ0Nc06FE9T0/Sl6cD81H5UzW+O06ZtVqMjLGO9qehp1JjIVysgEVT60m/UzptG3rWk27d9L81RoLo6mocEgtCtBgMPYXXXbVDEF9vnWqIoa3eB319eW3jsK6IBxQCmmA+YTgwvtd7AHYAACAASURBVOfzielvmYUQKXyNjHM5hqDptNRBMJY/7fyShoRVV2BNUfratiqvkQniqvvhS+d9tDNWt1dtjLCBqgUyPiBlxhAUYnUhbOx1fSlyRCWNcQAJ83enW0REo5NATMWNSpEuowWzOhGq38FetBgEZYpgAOgT+4q5XN1WbYhFblH1pkVvPl6t1kjcCxr2TqmUdVPk52vNEB0PEKQxDvpqtTSa9eLeOlagcdZiy9i6OFuHaxGb5BlD2mDaG05/nz7OxjOLrSHyfltjg3yMCQiZ5x3Ppr7uK3u2waw6NG4ImnVU6gsslM/UuDq/iu5NfYGN/cAosG+4N+qZ9HtF91PLq63CxOh40car82t79pLJ4iurjh4di4jI3WbMjLHHueak8+SMMtbinTuBib5ShdNf+rVfExGR7/v2b7sx9sRQ+Ng0v7Yuji6SDkGyZMmSJUuW7PksMQQly/M8igMwf5yiVk6ZPoq/jOa9RgE+TIuav6RymPq8Kho1rff0+fp9jS5tPQVJ4Y8ElV2dDQzJoEeALxNkQr+4B3623XvB748/01CEfo/fG/OgPlaQEW1fLpaGnjBTOyRfFr+7VVLUiHRFhuSr71t+vbIUdfLVB1FbOVGX4zloE371mlPkwww9oSVurEw1ujcnex/BbHOGb1TRKozBZDS5wToRt0G+fK0+jsaH3+KvNv10IttNHz2ursl9WJNEJS8XC5npfIIiWaPW30qMMr0mOmO/vIorr2GsK/pmaNXU8qoW+wFq4p60F20Expj59P5Z5p9r2/jO4hoQ7Ed8sLVlEf8xHWl++NiNPT5djVy33HXLPonjEWj7pqJWiy53qJx1wn143oiIXF/EehLsWW8gYmNWdJkw9uVso/K9eJ+1XzwTivZa3YzNuP0WRa9onbm59UZAyKxJ5oDnBkxKwWrE92btihRsgemXaD9ZD+NHIeJ/NIvZWtrCeNgz2qluFpohPMN0/HSJ0+ZKNbM1dXEe1hiaDdQVoE2mo+Ce3Zh/phdoXsdhtdBhEBH55z73udDmdsPGwdaM25uY6diwblKWQbJkyZIlS5bseS0xBCWbT2Zy8N6BZIYUwvvEEIDCPJLgVLpYLCwa2PvlOQUWEfvh/clQ0YaiEZAgvmQimUEpnBgt71xPuKCVcM04cntFYp8fp0/vv4RtAG0cPzh+Yj9BDBa5uyjiF0REhsNRoayo6Jx7kLNOpUEiuclZPzsL6JKcZa9nwAmfugnvq8LZG68HbXvve8vz3NA2bIKpRjokQ7Qw/aU/jDXXYS78qZ05x99ZMAezAl27ehLEe4yv4nn2UeNEOm+MQhtBa0siuDUe4OCDoIFArQfGYzad2xojQ8GzKSDi2nXNfhP6FefK0xcbP30lrsMU/owxUuS50bPfMqbc26sgWmaDjjn3YL0zfvzOZ3xcHF1E98G/W2ZQrHodbJzeEyag3nwy++DjfGAGLL++FmcVwGZ4RqHeqBvK7K7FcS1WJVX17llrN5Q6de0RGU8+PvNPjA6f81yhzc1O0xQF0T5hbBkXP0cW+d6I41fwhcMQUcOAqpFvf+Z1ERFZWaM2gITrXgxN68Jia0r7V6TIfOqjQDiPWdwm+gxep8VpSdQaccwJfTz56MT6cn6h7JOrhEiFTFhbnk3cC/aXdePnkucrrB3Po8tzqsvquJ9c2nPRs3m2Jl09hbK6KvvtWSwxBMmSJUuWLFmyxBBElmWSVSvy0eFR9DZqYFQBQ4HLVAVLvjBO0UVdgFh5jxPrmqJrIvkr1XCyBU2cHIa6AyADyxBoxep6U1c1sLveK3JxR5rv+m5QEAM1EEXOSZ8I1rPHZ9G1qHoIerFodHxUehBFo7vIVy9QcltPtIzQ+ir1EfSEP+aEH07At1/dF5EitoBxOzsIbeOEv6oV2FqK/I4OVJlNGQkipbtrXWs3SOfxQWAViFwHlRoq0Xuu7cT1zQ/fD+jbxz94PXGQ4am2eaXXkfkkjk+AnfGql/Rjfa0fjcstjUhGdXJwciAiBePEXG4p8mOcaFOIg4g16K1Cps5RHkC1PHjnoYgU9ROIdPeqgd7X7it9Wu78vMj4mDg9d69tAHNmev/aftAXr0S6e2bB1BOHsU99tAjjBJNyfjEw9UcUFi22hLgNnSvTLtCaF7YnXYS/Kc+h5AiToHNGxoxom68HQ7sm88U9We/UNGCcqHXBM2i7G9geakK0rM7ENPqdKTzqnJhPfbm0+IWFU7s0Zk3frziNFJhT9Eze+eL7IiIyVhbw1k7Yg3feuC0iN7N7eO6MrkYyuIyrmrZgfoi90mcwlSLXqqtRW1j/c+3f5ZGqKOr+WN2mZoYyjDqnzBXP18ViYYqBxEZZXApjRwyJtpk9TEYEMQaWraPPeM+YYTAQ1FWYzmaycydUWuSZavVDdN7ODwJzxByVY0NSDEGyZMmSJUuW7LnshTAEWZZtisgfEZE/JCLfLCK3RWQqIv9ERH5SRH4yz/Nl6fv3ROTdr3LJv5bn+Q89b7uq1Yr01rtyW/8eKcIeah7qpqI26lqjXFeOkMYnePIoID1OkWQbgPioCwAK5YTrtQJADKZ6V4/zt62KnvotH793YEpa5Gz3VsNQUu3QR3RzAh5cq4+QimGugh5tNKW+WVyRi/v2N3rm28MsshoNAxe3wIm90FAIYwzK4ncgP/yXVDujbnqvG1f5a/fa5m/Ehw6aov8Np9HOeDAH41xRrcY5HD0O/kZO9qgH+ghn/LSL2dyYDny6lWUl6h+fryryo8YD810vVcgTKSKcQSGmzEcONNUTlXHqb/ZNuwAkS4wI1yKbYlvbfayR3awX1hixBd3VWIeDOYbFMI2FUg49KMlqxxM7chwQ3elp2Bd93R+r6q9tdhpRW7n25i3qacQ+YeYQfy1GdPnm7U3bkzACrA984CBa9qQpDc7jCoUffSUwKh1XCwRUB0JkH1lU/2Jp7eSeXLO3qWp4Ti2zNYj7w5wUPubQp5OHYW5ZVxu34sp7hxprsrq9WqDjecyuEBOAGQuBOqCONWuMfP3d3a2on0XtAlWjVEbi4N3Ack1mMzkdhGtQzXCm+5l9TfXDZjPOPjCGRffJtTJIrCueWbAf55cxM1DU8aC+R9+++/jdwCSankY/rl3A84KYCFMs1H3A3FIThH8vvBotTOzqIvRlMpwYOwEj5jO80Bfh3xHmorvWs2qlz2IvymXwgyLyF0TkkYj8nIh8ICK7IvKvisj/JCJ/MMuyH8x93pPIPxaRv/mE6/3ap9jWZMmSJUuW7BveXtSB4Esi8odF5P9wTMB/KiL/r4j8UQmHg7/hfveP8jz/sU+rUXmey3w2twp063oiBmEWPtLYvw1qaXVaRQS/vuJX4ySKPjZomqp/86fox/uqbycPA2rbvRd8yoX/Oyt+5yLYOTHu396J7sVJldO2r3YI+oAB+Oi3PhIRkb3Xg14BTAla7+YzncyKCm/4Hxexn5V+4fPkhD5z6BIkic1d/fhtqgAu47oEhdpYReod9Q17HQW+62oO+PxxEAP3pPKYZZS4KmhF3no7GsfQBK2lrqiKaPhCwVJ9gmRfzMhTD8iGOQIZmToatRCodYGfnzz/ydTy582vrNdaWOZDPPb7qkthqnFn5KHrvVw0PYia/VOzjAJVwut1rN34XZkn7EwRTxE7QDXPONPjSNmLHWUIQK/e18rc+oyCjf2NG/E9pv2gxli2+tofXRegeX5napk6Z+WsI5FijqlQ2dDbLPPcsgjeez+wDLvrIbYIVO0xEeOHH9oyX/TvEeqJZHZsxZkTzC2W57l0NJbGVxb0fnZ+y3wylozDrvq9iYtivcEKmX4He1v3/PXBqdzdC7/1NSrGuraYz63b8Xyz/mFtMPr74P0QP4WGAONqe70e1wwI/VOGUFk5U1ttxdkDj7UWAW32TCOxNX19TqLBUXMVbbGpPjOvzq9szFjnsHasIdOX0H7DutQatUId9xnshcQQ5Hn+s3me/+/lw4C+/1hE/qL++X2/4w1LlixZsmTJfpfa12OWAZDhSQXeb2VZ9u+KyKaInIjI/53n+a/+dt24Uq1Iu9s2dG555YourOa6niBPH4Y4AU7hzXbzRhW7lvrEfvnXf11ERN6+G/Ll1x2isfxsp2rGKRO1PU6InF75HsxBpVKxa50r2mpotb8tjbxvbMVqV6ByTvDFKb0S3WPn1V27h0hxosXINljOF0VVLn0lMt/qnOs4+cjlseUha761toFxYi5gPUBnXjuiXB3Sa3tzqraIdO0HbaG/vJrKnatqaAp8eu8iAyTcx/z6rYa1AaQPAjLkprEFK83YR+5rFtBG2s68e4Rc6FSo8lu7acihYMBijYdiPMI65/vkS/vIfWoYkIVCn2CmzL85LtQkW47RYlxA13taaZR59bUOYCNoC9H4fG/ZjuspePYHxuT6/PoGAqQ/PrKbz+0eKNAZ6xArenqlR0OO45gNmQwntt/v7O/En6E/oboc2Ovf9KqI3Mxegr1hPE5UtwIV0r6L5+jXCgbSswaMC2j69HF4zpGFhP/a1+6ApWDd+FoO7CeuB5Le3FwzlhWkzvOBWgRzx9Jh6HBw7YtDou8rdm2RQnVQzpQdIy4KHQetsdHsNG9oPFgdEn3mkDFE9VDfdvaBZ55gYqwmhtPxYL00O025UBaq04nrQ7CuTbFU7YtfeU9ERN6u3LOsnmexr6sDQZZlNRH5N/XPv/2Er/wL+l/5N39PRP54nucffMx7/MpTPvrMx2xmsmTJkiVL9g1nX1cHAhH5b0TkcyLyt/I8/79K7w9F5L+UEFD4jr73LSLyYyLy/SLyd7Ms+7Y8z6/lOaxSq8rq1qp0rI43alh6kptQvSqurEckaKffsShfUASKfN/z2c+KSJFHXNYuEClOxLyPjxlmgM/9CdnHHtSbdUPja1tx3rTPj8Z8RgD9AiFx0kdb4FIjwkGnVnFvWkTn36ig6NTf8K9a/6txLXpjSBT54NdEPfD2/VvR970/DhtfT8zne6L+OMZl41Zcg71QV4zr1lcXcbUykJDVZbC5i7MTaqV676BH+gN6HiuaXlmJ4w18RgeoA7SRT+NsDdpk6P0J9Qos+r8S659jRf/iuhusDyL282Ye/R70xtV8TApreXQ1skh27FwRHZkLmxqPQrtBX6xhi1R3qnkwL/iaic3xLBef58tloatQi/3VniHDjc8a9Z9TtWM0VQ0Sp2z6W+98KCIitzc1hkDnptNfkV1YN+IxdMyPdW+tq94GlUR59ng1QcaDcbvT3dXxiZlEy74oaeKfakZU1VU/JVKf9VDvhmuxLlhHrM0LjYeA1WprVP4NppUaB7qu1lZaBTunugGMteXy654CyeMzb3bQr9D4oG5c9ZDx6WjGFSwQjBxMQqsU/0NWgNUPcQyRf+4zz8wJa5w52eoHrQiM/vM88vodjWZDtm+H35DptbR/i+JnNfd8+/69cI1araAon8G+bg4EWZb9sIj8iIj8poj8G+XP8jw/FJH/3P3kF7Is+wER+SUR+U4R+bdE5L//WvfJ8/zzT7n/r2RZ9u21Rs0oFxOkcFK1lobFA7+CROWkEFrRa1CuFqrfSua68p7NaRxUxrUvr8KDDtEKUl+MxtYFA805m85NkIgHshX40M3BP+hQYF7KmIc0hxuCyKxcsP7jbAVmcAvoJl7MF9Y+7s1hirHzwYUcwqpO5IWgK9q2pUFkTVdqFfcFG8bkh48vb0iR8o9yIZQiIlIufBIXTCmoc5Wu1Q1vhzZXkIpx336lCLKiP3yXoNJeHotEWXAgbhk9hDEn0LOI4jDv9o/4IJZP5XqL+UIO3gtpVASBMr9YbmsyDuRjrdp6cOWAWUek8fmgTA6DnV6noF31M74LNZ4/iCVm/bjw9/pOCL7jsMcBy/bXPC7yxJz3LCW3eaMolQ8WvjxRSdlFXMqbeeYfrympsK6gDmvwrfuvRH3me731biG1zUHQXGzaFjvwxfLJrCc/xn5fWTnpUez2pA/T8dTKYFfN5TON+uuLHS2c/DbrxrsBrcyxnpjYR+w77rNYLGwvATq29HnJAcDWs5U5LkSNyubTbY8vwrrY11RIAyRWVEwPQbhsR3MZnMYpoKstBVak3TrxqP2V/agN/I5nP24PxLaG47hEN+/z7061XrV+sBbbFgBMITl1c+rBBpG1LMusbPOz2NeFMFGWZX9Swj/m/1REvj/P89OP87s8z+cS0hRFRL73U2pesmTJkiVL9g1vL5whyLLsT4nIj0vQEvgDygZ8EkNn+Mn1Qj+BLRdLub64LgqnXHIKj8sBYyYXq6kwrZWWnZJB8r6Usr8G7gi+V3VyuIjfILNqQSVOHGhhp8uaBWhx4i+nA5bvwSn05DSgz7U+8sjhxDpx5TwXTsJ0PIn7krVUXvX4ykRamvsB2eH6IKDIKD49JYPgoPJI1WFskSSG1iWQTUAlyixwHdpYb9VlTUK/oElB1z6NjN9Cz4KEQZJGY+vnk1rMSsDiUC6V031rpWXIhHVh6YSKxi0IFXloFzzI3571wa0xPFdBlqmboxJ7Qb8MqTZiFgF2ytPwxx/FIjesC8RzfLEvDDcP92t120UhJYSodP0jhnWtpYgP3juIruVp+nlJDllEZAQlruORnYe2nKngzZZKZpepch886qWJq7oWZ7rM2S+etiWomLbxeTlITKSgscsuOc9wsY990DDrpMEaXC1YF5FinTCefN/KgvfiQlbsw3qzYevZ1oErysO1YHcQsIJpBJ2SCs04cQ/+NnYLATNcmtXMGB2YRJ5rrEkTYtMAP1J62bOICB2eaOCjFkfb29584jhh3m02G8/smWOuE5jBalwu/vVvDcWavBvHszfevIiYMbeXReqgycsr68bYMxcXR2F/sFcJ1h1fjYzBeRZ7oQxBlmX/iYTDwD+SwAx80sOAiMh36es7X/VbyZIlS5YsWbKn2gtjCLIs+1ER+S9E5FdE5Ae+mpsgy7LvFJH/L8/zqXv/CyLyH+mff/V527TUQCOCSTjpgZgpTsIJmVM3p7jJeGq/QYQCNMX7MAGcDvEZcpo2oSFXzGRnLfijvKAGr/jaJtfjoujMNJyeG4YAKWNbt/6KiPQ6sfgPJ12CXuqWXhZOret7wX/LKdaLJq2UBGiKIEstHa1tWCzjQBwLWBxogRAtOMNp3NqmbR4oMmi4IMVCqnRhrxSIMQlZJIYJ2AONT+KYkbFLcbSyr8hKK3NEKebtDU1xulTUcqjj0WrJmgaHwYDQPhALaMQH/nmExPeYO1Dno68EARYYCEN5JkM7KNAG/kZEjCiARMyEBtHhW0eAinXP2oY5s+AqF9AIQsJHnVUKJIiADv1ZV38r7QY1PfxyEOyxuA7KGLu4np5DVCBtgnphR0DD89nc/MwIbcFKmXjUWRzYy9h2teiTBdUR6JnHgZ6e3WG/ME7j67Gt+5GT3OU3xI5Yqp9LP7MyxqIshF6H77NXWbPELDEPna32DRGkIkBTmaRWHCMEw0gaswXROmEv2kibDfXqHMLAdfod6y9jDmvHvNuz14l/YfuVEGRMaW8rSW4CWKEvBD6y1n1qZHete4M54rc8B/xvmE8EqGCB6S/XEXddY70q8T5cLpY2P/W+MovKCHFN4jqIGYIpWTTrNwS2Pom9qFoGf1zCYWAhIr8oIj/s6UYReS/P85/S//9vReSzmmL4QN/7FhH5gv7/j+Z5/sufZpuTJUuWLFmyb2R7UQzBa/paFZE/9ZTv/LyI/JT+/09LKIb0e0XkD4pIXUQOROR/FZE/n+f5L/52NCpf5jIbz0yS0iNofPODkwLxiJTTy4pT3owIWicSAQPA9ziNU3LTinUocuKkj2+N1C+TB4XNgCEYTQzJcC/zI+rfmBc14rSJ0S8iWifD0IbdeyozqoyB98OV5VZB23yHE7xJyerpu0HBnHnsGyxkQxvR95ib2dT7BDU96aoQGmnqmOHrw0ByFlXdjGMvGJ/pWNGmshakOIJu7/0zQSwGBuHVWpFtEV6XcqXCKPgAQVkrnZWon4j6MNbESoBwQRMmtkQkNAhbnYAgS+6ztrNWyhZQ//QVKVyhTWQf0C8isBEyMl+5i2dBsIZ5t2h8Ym9GRWR74T+Or8VeYsyY/4EKc3ENy2jRNsLSWXlfXXr45GEaTOipJARGLImXB6bdMAMnyt6Z9K5+nxK07Dcr7mR7Nc7igMUy3/zF9Y1CQYXgVmjb/uv71t5yP6yoETLceu/9++H7jCNovOrQLcWO2t227fOZE6AiewJWi2cVjFEhTT23a4W2xKJbyxWVeNc1zDgQa9Fb79maod+g7kdaup3+GqOoY0ikP/f2pd2thLXGmoDKYQh8bFe727ZsAvYLGUEwasacEoOjYwyTwit7lEJSjAdtxKxYlqVxVmxMTdzIlxZfyaP207/zk8sbcRKfxF7IgUDrEfzYJ/j+XxaRv/xptSdZsmTJkiX73W4vPMvg68nyZS6T0URWWrHfGjRTiMTEEe1EzDdaDXuPEz0CKZxUjz4M7MPm7eD78+VrPYPAqRH0zglxPotLtp4cBBSzut4v/Gcur9oEZPQahgRB4c34xOvbYMWPtL8gS9+2PM8titwilF0xDtDlCHES9Ylxcke0xAoqvRb8vBYJbqIxsUaAZQS0G/a99d2K9rMetf9ImSBO2eYDrdWi77cb7aifzLEVdVFxmbJccnk859O5TMdaArhO+/CJF6WBRQotBFB5UdY2Lod9/GFAKQ3TG6DssSKdHqi1QJStJmI9KhqFz1v7QTZBUdY1oCl866ZDoeNwfhh8pqBa1pvJzioixK/faDdvCDR5eWAz9SD21+LMFxgBi/sw37DmjitDsnS58mTIlEtbL2Sh/Q5jmTu/NDE3O8pqmfyxzi+lmS2WROM5yGO3UuVWPlz1G1hfzVrBkLjYCYu70PdBozwnEOAh9sCEy3SvmgCW+rXZN6x94qTG12NZWY0Rq5d7RhMF5E//GHsrSe1818RowAphhcSvCjsNhvZcMHn4acw6wAS0XFwCRpYBLJdl87gMK+bCr8OsJN4GsjehLl0X+QIRJInaNNQ2reozzOt7sA8stsLYXDIqQhuNHW7UilghbQuMny+lbPLHeq1ur2Ns0bPY14UOQbJkyZIlS5bsxVpiCEpG+WNDnYs4Etx8hStxTqj5HK/HN4rW+Mhj2AZOnRaZ7aJnr/XkTyR8gUZUFlPRCEh7R0uP5nle+N8ViVwqempYLm+sKMcrJ1lTLDwJp1KKJL36maC4xsl58hQ/bbPTNN/38YOAOom4f3AY/Glv3rkT+qUIEPQBimoxPjAKeqr2ynUeWaBsyIl5fXe9KDbjyoIWZZCJMF6xMRQp5gwkQ+zIlfrrKA/M90EMGAhxuVgWMQ+KzChPix//UmMMxtPQ7rXVMC47qnbo/by01Uc600dDQiWlPpOTRk1T1zU+XcaMyPczHcvb97VYjUNdHr1aTr3+HsQImq1Wq4Zs+O6jd4KPmDUEcwZT4setkHAOXTnS9TWaxMpuFvfjmIdyjjhIn0JjpjK6iMv7XjvNhOo8lhfnd0UMQfjduw9ChsRC27Sv0sW9Xpi7nc0dY6FENDNFWSski2Fd8N9/8G5gzHZVeQ+jzTx3GHP6zzOBuYE5GI8m0lO9FdhK/OwY843fnngn/xzxMRPMpS89jYbEue6XRqtxo4AcSJ917BU7be/qekATg/UOE0vWBZoHVRffA9tFjM50NLWxwth7phJ45Z5FxGlY5peLd9Dn5NjpuvA+94alWMyXcqKsFc8u0x/Q5wRZS/SbWLPR1egGe/JJLDEEyZIlS5YsWbLEEJStWq/K2s6aoRHMokdBQs5HTIRno9mwEpeeIcCMVdB7dHfj4h2ZiyLnVA1C5pQJAkAv20qylnyCnFQxH0tgiG6CWiJFe5QB0FM7UfqgFE7K+AbXd9f1d4Vfl9/S/93tcOJf72q5Yldgx6MylLdq9eyJ48PJHw17U5fEjzsscuO5F7m7IF0/NxVjKeJsBFA3aMT0J1pxrEZ1EkeCl+McclcQ6UTZl7pec1VP/GtOpwCFRozcf8acezEu9M3Q2LTwT/oiV/61uIfqBygjAipj3lnb5P6DslBIm8xVLiSnNK0WcFrt2G8ZMxivxx8G5TWQEYgHvyrmCzDRhp7oPnIKf5gvtDQ4HdgYkvnCGvMaBz52gmv4+A5QLL/f6Me6BjADIOfeRq+IO9E1eq8SyqODgDOXtQQihP3je6ZYqWjfx+6wPlA43Hk1ME9XZ1fyUMeea/j9DONBXE+rF9ddYa+b4qOicdYibfRZPeX3ieyHpeDepsTn6ouwNs8uwtrEWq5UMXueeixFDNM4GsdyPA39Y7/7eKXi2UQWTpzpckP9UMcP9sLUOq2mCuNUlNfmGYNuhJVH1yJoDbf2oiJeiSFIlixZsmTJkj2PJYagbHkeIUpOtKYeyClMfUimfa8nvEarEVX8E7l50pUAfIpcXf2t9+tyb3ye6IZ7Rb5aOy6PmVUqhvDnM/J9w2kY9OR14TGYgpGiDNALCAFUDrrzWQlllE97vHJg09UHKKoddqJxmbpTtT/pL1tx1P37Xw56VVeq7Mj9u+229NeJ/lVVQ1eudDYhUncS/c3njBu/Y/ws68KQdjScFu07GU0M0XCNLa3WZyplTq2McZm4OgqgVavESbyL/t3sxJkE9v3p3HLS8f2yxriGVfOsaWS2jj1tB71nd7TmAYqEM9BpQKW+Oh6IaLlY3tDlIEaGmh0fHAS06pUJTS2vhj9X9SsmGsFPpUFtk1cFnDiN/3L/YL74LbECtJt1je4A1ippGoiItGvhbzIjzk4De9WHsavhay90+ekX8+5ZHGurvvoy4SBhX2mR/eVrq7CWWS/z6dzqSID0YYS4ti/Bbup/uvcO1V/f7a9En5N9sFSGjYwIi9rPi3gXHxNEllKnt4za7+/NHKJ0CbL2sQKwVKz9Yg9o874Y2AAAIABJREFUdUxKPDfrxXNPmYwic4x4HY2p0Ocqc2F1SGAUljEr6HVQimwLx+QuljZ/H30UYq66mvlGTZuKslUFu4D66s3S85/EEkOQLFmyZMmSJUsMQWxZ8LW5+t6cRjltcio1Tfxmkd9enK7xP6nOueauer8TKASfluX4TuK656jj1V3UcH4aTqFFhHDHTv8Xmid+fByieTc3wynaq55ZzQby7jUOwkePc9L1PsFC0S+cqI8+PLI8apA+kdZt8/HFGgkeEXFPiw0YFJXAym0x1IIPvRmuT5R+o9mwMR4uY8190JhlIeRxrAAnfPoFyizrLZTbwtxYVbwhFRoLfzb1IPDpounPb3z/PGK06Gqn3Cb64itScp3L40tbr6AKizPQ33g2hzaNhnElQcbD2liNfZZWFXEI0p5Zm/G/EztA7j8a9VuuZodlQJyjrxCrbcLmsK9Yk6Z1r02jjda22UyyElsgUuSPoxYJUwZjeLOSaayqSLzD7mtBlwI1wKJCXdiPjMHKaqc0j6ENPnOHZw4ZLOgreJ86bSpUU7Po1esUlFmbXc1k8doNWG1Ns3CcZsrC5eubPoVmp3Ad72PHWHfjYbE/iGNizYyu4ucAhk+9/ZRr+uqPRU2EWE0R1iw35dOZsROoOxZVLLWdurSsPs08zhiDWcF4v+piunzVTPo8m8zs+bCv2ST0h714qfozsHFFpkM1ZRkkS5YsWbJkyZ7PEkNQsqySSbPdMF86EesW6aknL5+/DhKv1quGADnRcQ1Oz7AJvpqXj0y13HjN+Z27CNVTjVJvNVCBi1GuSIH0d/TEeqnIZOTyaEEX5VOmiNzwRZX9juU+cUJulPKSQdf4hpsOfVL3fjnQyGPQN8iQXO9rzSOm8mAlrsxn+cSahz7RPP5mvcgMMV3wSaypXsR+xNX7QHxkUfiKkqA1YxR0vJhr5tbYj2Vu8wjq4LsfPgw+cxiOGrnI+FfrqCUqgr4TI4bpOI77oC1WT96qHo6tLkC+DMiVsQbBHlwGf2VDmaGhIiLmaqMX+jB2FTy5DkiQe/v3p+OZZYX81gcfiojIW6+GqHrmM+CdYq0yVyAh1iTxLHzP63kwLj4Km/vU5jXLeMCYN6LkUZNknolTANmB9KkjgSqpVTLFR4yqovM9nx+eFzEVum3tuaH9416XgzBHrAdxc3D0MOgx+KqRps5pbJbW6dDfzSazokImqqispadU9/NG//DTo/3POLAPfMwK++nydCDnF6ruqPEM3U5bfxMrv/Y3V/UefR0frZJ6oqqZV7qPdM/SBl/JE1bC1rCpk9YildMwDrEWBDFEPD94Dh68H/ayKXzqmrVYCmU/LnUP/IN/+KsiIvKtn3kzGp/5dH7jt+xRsiiYE18TprfevcGmfBJLDEGyZMmSJUuWLDEEZVvM5nL6+LRUQ1urfynaAOWaDr+eMut6ulzf27BT9I34Aj21kX+OElkRVRtOwui++/rloHdDBOfhOrsbG9H7pwdnRcQ1PlFlPOp6aiajgbzisoa2SElnvudqF5gfn+sr+lIkUa5q9zRFwZPDgK7xDaMoN9OocVAKr8QEHJ9dRG3hlA4CeO1+QJpE5VsGwXR2IwuAe4NsMMsqcHNWMAFhfN758gfWz/J1bmRWLAqVxZFjiPjuluaqj5TZuLzWyoP6PhHgliGhSBgdC1Aq/uoCrYVxONXxfnh8LK/sBt82c2HR8U+p7z5SX/rZINxjd0urIVZd/IIaaxU0u3cr5PdbZcNaxfLtt1cVhSs7Y9k5eu+285HbuLkYAb6HgltbUf2K02Pg854yDqG+hKpZ7q3rK9Uen+wDBq2D4i2SfRYzZr6+RhExH9rE/jp7fGbf4VqXGkMEg8T6RsESxq3Tiuty+DWLse7OtGKjqZOiorlcWmwA67veiHVYeLaYzoLTSOGejLm/3pXGE3nFwgePDu0et/fCWoFlYX5RSSV7iPWCUiVzBQt18CgwJd12XP3QV9EkngOGtlFmBdQFPxwQWxVXaqX9jIfV6tgNrzw3fWYQbYaR+f3//O8VEZH53NVh6TRNh4N59WzWDSZQ2YxarXqjpsQnscQQJEuWLFmyZMkSQ1C2yXQmX3n/gUz1xPbNb78hIoXfykeZPukESJYBEctEdOMLKlQB48pqnAhBl5y6Oe3hv+Ke918NtQA8qhuOx1JxtbN9VUPa262uRPfklLzeCkiJvPylxL4//I8gI1Aqp/TJaGL+541KnNmA0taKxKdoUwXTtnIqJ8e9eRG+d6q53ReDcNLf3Q8+dVNH61GZUJmUj47M79Z0Y0t1P1NB1HH58MNQOQ3WAZ8i0eeoC1qut4u5sAprRA3P5jJG62Cmue/ql99SpLyxsRr1p6iprnUSFOExXjAkrCvu7bMLrOb8aEUuhnFlPHzmmK9XzzraWYvVMDG+V6vGtTBoI69l4731PNbqtwj+1Thf3mvcFz5jjdMg8weGSeeIfUZu/M6tMK4WB9QpotOt9oLVYohVL43p0WyRg5MwF3vKmMAMgPR8tTzLNCIWQcfg5NGJrRG+C9pkL1Hjoq9M2goKqMoMDAZxpkRH782atzosq141kOyUPEKmIsVzwGugHJ2GZxvxLOxlnj0whLS9rc8fH4vD9WBWO82mMaA+i4T1jBrsw8dB82BjqFUwicm6iOO8jGHQ57E9Z2ouy0vn7OCjcN219b6tSav6uRrXOGFdXJyFfqzps4dnPv5+1su1Mme2R5XVQL0UNplYpko1K/RmKjrWus8tZkpjTE71uYBibdZuWDzKs1hiCJIlS5YsWbJkiSEoW71Wk1tbW4Y2OClu3oorb5luuJ4UH3wpqOQNL4cWcUw9e064hb9RlbGy2BdqUbHrekp0+cLEMayaYl+4flE/PZxC58tlKXuAKlqhf0Sin+pJ/+wq/OZz3xyiXCM9bBH56N1QiW57L2ivm8a59glkVdScD31rdVsF6q7Gdd4fHh5H/b67vxvdmxMwcQ2gc1Gt+rZThyM6mOtbvQZFXvVarcgq6Md+ONATGvwo7RHJDRNCjjLZFCAbq+5InXt0CEYxql3pdWxMYQaairKu1TcKGmfuLJdYBSxAWaZxr+uDyG58xZbrjY6DIsluuy2tVsyUMFa07egooA0YMkOl6o/lnqDai0vNhVaN/pVdja7uxBr+17pPzg/OrH24uqnut9pXv3MtRmegVBgky7tXJImP2bJKWA/aB3QwivsqyzUc2zWtAmI3Vn+k4uhwqJ/rvifbYoS2P8jOtCVitUzWAc8P+rD7yk6h9aBtwCwSX7NnWC9+/fvngI+5aOdE68dVJuuNou/Wf2JHdC0Ruc6zjHokPj4Is9gqfQUJ81wYu/ieagnN23NMVTENpevYEe+0t7MZ9YPMmePLgNZvaUyVZbzM43vb81SZOrK09u7u6rjUrP0Wj0F1V/RFlIXa2te26LwfKcvw4VF4vbMdYg7WXOVK/v3glayDK11nzXrdYkXsOUiWBKqPrBfTRNDMlaNze/Y9iyWGIFmyZMmSJUuWGIKyNZp1ufvWHfPne2Uur+w3chrf19cj6bsoX3yZ/uQLasVnXiDhYJyqOdG2HRLwGgHVUsS85VrrvTjZEmnNd1+7e0tESnW79Xvcc/dOUDADjYGAfZorp3gi39d216W5EWc4ENVLdDkG6ix0wGM/PP44X/UMHzvjhDYAiAAfcRnF4H/Gp1uOtC5bdyUgY1AFiJjTOQZ6A22ABLy2xHQ0tf/f3ghry5CqIh/Ymhm+Q0W6oFKizPdvhzkBzeGfHF7H6Mz78+uNuvmGMVA47SejY1uRIEb/UaZjjEE413rv5kDrTCz5Xsy8nF1dyUyzY1ZacTQ5/mnvK2cPGnOi68UzCIMrZUiclsb5xSDqy4ZmFLR7bfO1mtKmXpO1RSVFrkmsAHPB3FBZs3Gp+0vX8MPjwIYx12/eCXE/FtFeqRR6AboWQZ/ssY6OU6cb78Ei3mFq1yr3m7G/VgR9pv5u2BystdKyMYZFsBoUrl6G+bF5NhHf0473JgajxjOLCH8i4lln08nMYoNY973VeN67ek0fI8DfMAO0kVgM0DuKlsNlWC8dp2tAldosy25cG6bQqlhqNopnZ9qdmIXi9VzHflPrl8BewNjyrNve3bDfVV2cEnobHRdjYVVDJ0X9jaRDkCxZsmTJkiV7LksMQcmanZa8+fk3i4hU0wUPn3MStChS9TFySl/b7Fse/FTRNj50omQ5jRNNC/rC7wgC4hRONPWJKnlxgt7Sky9qhLAa5XzVuWloh99saHyD6Z27nHWrUrZK7IG2hRri2kavVMcJd27VDqfGTmCMqUU5K3rwWReg8DPVQx+qzx29AlCaaSdY7nRAdaDVKcqOi4W0dC4s7oDfqJ/V8qzxwyoqmagfmjoMIEVy2b1xHVAeqG14PTKfIGZKlMR5kOFwGHKzV7uKkHS+yUIAXYBWmCuUEK1yo67J6aCIoPfIxdiElbhCHL5fa7+O+QNFvGsryj6o/9VqHIym0Sv3YW4btZpsrqE/ELMVvlY8vy3WKjET42i8WAfGuCn6pG/UtChXfRQJ8TV2TV0fqH/CoIFSQczsrX4DnzDxK4o+9XnAXiWuAdan0FJQjYzxxJQb+c54Eq+dra2AKnluWJyC9g9dE2ynGvzaRLBTx6S/ElfoJCK+fC3iUXKdL5iPHacVQV0W2Aeedawb9jjVIFuO3YC9IJNoOpnZerDqja4q4xBlRbcn2VdUlOS5cjUKbWM9FBUJQ19gMxtUmyyNK5kJsE5kFVk1RzJjqJ/hat/AHGLrmoXgqyEay0lMwayoBGrVGY0ZbUbfITMBKok9OrwaWXXJZ7HEECRLlixZsmTJEkNQtmq9Kuu760UVLkUjPgKe3FVOfK99y2siEk7+ROhyyuTU6HUGTJGPCFZy/t1p01QC9dQJYrQI5lHsQxQpIq/RpO/rCdUU9RQBtDuxhj9R1VbNbaZIQf1XFpvgEJPFVIyp8jcpsilQlOvGvq/rUWBM8PHSNqu4iB9eT+dE56+pv7LqEDdMjKEyMkUqFUNmnMjNN6jzCxIAGbbw6+o9lkRFuxrroE2M6/vo9SzLbiiN2Tzrd/E/3r8b/MwgApAvaoIgGoz1wfWYK5BSZSX06fzs0pC8z2jwlTf5ba0T7oVfdltjDVBVXNM29zaInSB2JV6joLHu9djWucV24AufxFoAZMigGkd8Cznsm7cCEgYpgWphRnw2hmcelouFZEsi7lVpVFkYItfJukAbYm1XNTVqsX93PtXKe8r6raEESaXB6pNrg2SVzJA/xn4mJgQUyv4g8h9/PAyIr3IoeitiEJh70yQpoVtTVNS6Icwb12662ABD1dXweVGpU/cuzIDOMXNryp6oUlqbKjf2JG3ibxsz/d7JRXjG3bu1H40TlUV/8Vf/iYiIbCjTtrcZ1svt/RCDQ8YUzwae+VdnVxbPgk3QrlCGkCqetvd07fFc/Oy9eyJS7N2iwqnWinD1bYaqeHuo8TVrKyvS78ZsBDbTPTh1GQ/s2WarkaodJkuWLFmyZMmezxJDULY8l/lsXih0qf8e1MppzfSlVf3LkFVlaRHEoEXyRDk9ckoeurxxX6UN4/O1UTgxwhRkGrkK2ms3Cx990yE/ag7k2gb60SQSX0++oJUimyKOFcAXyPeXTUWhtdhPV2/ULT4BdUfTeXcKa2M98Z6dq+rXalwpzVfMA60yvqATr/2+0iz8/LSf74AS8ZEOlH147U5AG1Qa83oLA9VkR0sBf++WKvntoEqpyADtgMViYX5TdN1BFZNFuAYMCBrsXuMeFMv4Ua0N9Mk6oRriYjfOv15ZWymYHI1uNkW5HrnqmhWgcwXbxT06ul5YgxYboHMBSoVBgVlrtIu1PdBYGp9tQ+Q25ivrgZy9Tjt6HQo2rY+wXOxd5pBxXcyXhfKoGuwFWRebm3FcDnPB/lhYzIxqXug+gw1sXet4uaqQRK0PB0O7JlkxxkI5jQjWIih8TRFu7phCotGtFgT1V0ax3gGvy8XSfM7UC0CZkvgUFEmJGeBZVW/Gr/SL503x/NFMAX2+kBFEmxvtxg1mFDPmkGeWvn+/G5i0FUXf9UYcS/Rd3/RNIlLEIKE3AFuB+WyNy4srqzjaULYRdoV97/cm65x1wr63Z/1l/Kzn2dWRTjQ+HavjkFs7WyB/x9IcHwT2ivgfYmkarYbtw2exxBAkS5YsWbJkyRJDULbZdC6P33tsCIrI50Y7Vg+0vH711VuGQJaVolnDie784Dy6FtHgnCI50VqUPDUL9J71bjg99vXEeKx+psen4YTIaX5D0Uxvs1foBejJH+QDQuZzTt8guHyiyNnFDOze2436ffLwREQKtM77xC50+yvm8wYB8h0QHif7VUWhoAX8dz1FyvjtOMlbpPwyjpg31K8ItFNCXIboFIWAAEG+n3nzXmiLqSPGipSgB+IdqD/A9U5VJW1zFuaAGBOuU6lVZKg+zyuNV+Bk3+nGGvPkLB/r91Fi9DUuTh+e2rVFRPbu7UV/36g9fzUyZLOqCNaYIF2/tBufPxoJrE3WMGsQ1bgbzILuHzT7W6WKl0farzVlYSxWRttJxUTManq4LAHWILEExk4pOrX68Q5ZlY2xNX0B3WOwNb1pzACipWFR4q7aJ6iNugkwBTBOxmaNw/gcX15a3MoO0fCK7kC0Dw6C6t36ddgvrBv80hjZBN2OritqHrjxY24vVPeiWq1a5dVXlSHzNQzYF/T38HEYe3QrfBaOxW0os2A1VVzcT8OYhbEMNH6BtnhlykcHAZ1vrobPxdauom/0JWrKSug6gkHlOWTxDDqnFVfZslrShlhdU7bSqYdWHQInBot1xH6gT9gtVUOEKfFxReU6BcePwhhTy2JvlRgizaYxBlYrSE5LipzPHkKQDgRlG1+P5Yv/zxftbyv2oQsCCuj4QVicPGyYtGarKdVqXAqXBx7XQhSHwBST+9Vr3XkrUGFGYemmRLq4pZuQQjUEvhFUt1wsjWYkvYlNc3gYFhkpfCwmL4fKYvMCF0Z5NeN0GUtX1AV+cT6w37L4LW2qGm/A7lpRjlZEpH8VNjyHksOTs6hNiON0V+M0MxNTQVaa0tTVqrUX2WffXw4XtKEoJRvaaEGELtVpXdM4b+k/xsw5/xgVNG/N2tdTYZi6lZDWwlKr4ZWDok+vK4Lxwhzsvb4Xfc5484/WxaEGluq662/07UHh/4HzwZYc1hgnUkB54H/rZ9+K+jAzESkVnqF0dZ11VogI9TTIzcodz+NDF24qHtw2Ps04mPJED44cZnm40jcr1Utg44Q0Mw1KrVeLAMNl7EJCNIl/dHjY+n/QrOCS/kNP6ht98r+zUswqYIQEskjpQEsqnx7O7uxu63jErjX+keXQeeuVsB4I7GSdQPezps29oXM+HU3tGh1Xvtjcl+4fVRtrAodJm9N+H74fUmdZyyZ8xP7hkKtz19vsSVcPpRwI2S8Ey5GuyuHKpzWbrLj2a+eVEDxoQbZOVIg1e/DugYgUrra7b925kV7OOFRdMGQRLBjagIuZueNQ54Nrh5dxcTj2CwXa+lurNhf++cYzfarXmmr/rvUZn2XZjSJkn8SSyyBZsmTJkiVLlhiCslVrVelv9YsgQSfVCiXk0+9Aio8+OjQUSfobaIOTK+zCAy2Asa2U/7474YOqPvwolOKFlgNVUIKUoDxQymK2sNNiy538b98N9+DEi5QxpUOR3gXZHik1COomyIpTOqdyCtRA921sr1n6z1e+9EG4t0rugg6sLC+lUe0EHK55eXUd3ftaKc6LQWhz9zT0abMf7gna6Ov1mu1CRhThGAKyOOFjRkcvlEYchv7PXYoXwXQEHdF2z6iQMldIQk8LeWdFH7zynVY3prZNklklXbOD0Mb9VwPt6F0IoBkrm9qOA72mw0kh66q/3by9+cS2gMphFFjv9AEUd3oUC/mwDwxBKlI6VfrzajQyoR2QD4JdH30UUOV6N5YLBgmbWFI1DvjC3eGFvYyOVqaF8Sy7Hlj/pPLu72rpaUXTlKOl7DUuQuYdg0ky9sFShsP7dU3fhHrHjo5O7XmxpmMIy7aqbWqamE3srqybNG+4Fu5A5JatfPg0fj70t8J+YQ9Px9Oi9DKusnm87hknpHdxhRA4TLAhrgbE0nheeobpZtn4rBAz0leTYJ7FDBLl5NnLrO93fvN9ERG592YoWY7LkjG3QFcChR1TglWqhcvAS3bndd0ftdiFwFqztuu1fdlkyqp39d8EyiZ3lLEtWLJRkaqr81m4I/JoHJBcZpwIYHxWSwxBsmTJkiVLliwxBGXLKpk0280bp1J8qSAf77fFT7W22it83XoitZK4ekLHv/SqCmpwagaFFClc4YS8uxV8XhNXahgp0p7+falpfCIFK2EFU5y0KEiGoBkQgC/qQQATqJ2+eWGmV+7fju5TrdcMoVuKorIJjZ6mBSpaBZ1eHl1G47WjJZcv1C8HIwIyBNUxnqeHg2i8OLVXapUbAVicopd64qdgSDZXmWkN7AQBMf/9aw3o0oBH2k4K4LmOI4WKSGPMssxYGIKcVpVN6W2GOQBVggz8XHR17RF8CSMAmvXBc/h3LfhoPJHpQfgt48F6IAiQwDSYnhX1ifuAP8oe4yOl8I5HX0Bn0Gj1snjcgADpH3LI59caFDpXpkxFkNbX8B3HAbH4t41RoPhPhQCwWF62PL6sf+Jv2PcwA81OzMJgXlSqan5e5iJGwL7P5fTezBXaon3EUFiarc4z+8mXHGeMMXzMGKwGe7mq+6fT79g6nug6ZuxgE0D8hTjSLGozbartxiwfKdfE8zx4HFggghFJld5Q5kEkLsbFGIkU7AP9Zey5V68bo3GYEc/yLkSfyzoXnqGcTWZyroyGpRdSipniVyZBHQfuWlloxqMZzymFuxYurmUocXrvbDKTK2XOGGsrf2xBwpm2X0XBOshFt1LaYbJkyZIlS5bs+eyFMQRZlr0nIq8+5eODPM/3nvCb3yci/5mIfJeItETkyyLyV0Tkf8jzfOG//4nbJJlUa0VUOv5HK/6DMJGeXvGxmpBNrWJIGN8oVnVlfdvqM+6tx/KgRLzDGHBKt7aob95OtOM4FWy+XMqG+tW3HArzvnIQfUdTlUCVtMFO4/U4NYxSzqR8+UyCxWxhPi/a6f2GVrwG4aFS+VERkcq08sTvw1pgk6vQf8oKg7RJ25kvFhbZb9kFTvwEhD8eqGyqsg6gB+YGVsaXKiZeBMMPjtUaNYvPsAJLjdgHjm/cjwuFUZgLXj0zUPg9Y4leS/3rtew7Fj1N5D1ZGP3Q7pErdoWREkqxl/5aPD74sxlH35dWu2mxDf7ann1Denq134uuBVKkDbTdMwMmiuOKKJX9tHatWriGL3dOG0HGzfZedA+u5WNSKExzeXKhbQ/vE0WePQGGVSxbKE7V8+02qXJdwxRTg0EkhkYsVgLRJMShdM8jhd1u2H5+8MEjEblZUKnlyvrCsHnRsBvFrHSulydxdo6xfE0yPmr2PDSmZBqXTCbVz2ILXEow32d8YHGIrfCs1arGu1ixI/18dDWyOKe8oYXWNLPDpIUHYVxu7W3rNeLx4d7zgWa8TOI2ERdFyWfSXPe3QwxLs9UospBMoI0sEU3P1lg01nfF5kCey160y+BCRP7cE96/8m9kWfYvi8jfEJGxiPw1ETkVkX9JRH5cRL5HRH7w02tmsmTJkiVL9o1tL/pAcJ7n+Y99rS9lWdYXkb8kIgsR+b48z/+hvv+jIvKzIvLHsiz7oTzPf+Z5GrNchhx+ExBRlDs3dBZOfJzKiCK1/PxGXZY1zYcdk8uuUeRr4TsgYSu/SeRtSd5VpGACxKF7K07ixIWQz53O5+ajGynyBclx2sSfBkow/+o09jv6SN/C/6joxKRH8fupX380tTEsyq3GErKcyImaRYKVe/L7Kz09F0WdKIurbI2+b4IuTivh6uxKTs80OnxSlEQWKYo/4fOj/74QE0bEMsjJIwIrMDQsSpGKiDTnBYKsLbW9DgE8qfCNyE3xIKRpa/OYaSAXnHiWGaIw1cJXasV3tEgP6InYAC/AAgqDKfnMxv2o3+Z7VglgixTvhVeYgpPDEJvQajXNZ45ojZfqRg7cijNpnAP7BXld2gjzRFvzuTIj80b0PuNEX1ZWVyxWBCndZStmxliD9LfphHfIIjBZZdiNCXEAup50XNADgZl459EjeVOLWYEIrQBZFq+pckR+GJ+YvWtVEfUNVnGxCb6cNONeqVaK8ujrcRYEY25aGMQiUQTMMiBif74JNiHpq/FE58qsTTUzqq3vz6czWcw1A0j7xdxwTzIbiH2A6WDtVp+incKaZr2hz2Bl6vU6FpMwX9pzgP4QM2Sy6kg2U8zMlUM2NtfFZDT1d7OhPheUKWGOKVSUL5b2HmPNfFLWmgwFK36nrM3wcmh9fRZ7WWII/piIbIvIz3AYEBHJ83wswYUgIvLvv4iGJUuWLFmyZN8I9qIZgmaWZf+6iLwiItci8qsi8gtPiAf4gr7+7Sdc4xdEZCgivy/Lsmae55NnbcxivpDzw3M72eLv55RZU4SFX+vX/umXRUTk3i00BFpFlGwzRoBcg9Mjkd1iUbEqG6uowqNzk0vWCO/ePC64YpG7jcJnSgQ+TAd+RoKfUR7DH5kPNH5BEQ99AZVfDsK9OdkibQu6B4EuZosbecWgDE6+C6dy5o3xI2d3oMiwoqdrEAEyxHVFOcRzcN/FYiGXGrlOBDsoYttJFNNPL/NqJXWJptf1UWRVqFKjRoQzJ0iXjqdT0zBARwKWwVQfZ3FWSl3XC0gQ5MTfbZdvPhyon1JRDaqMpqVwcX2jkBbzRbwL9wD5WEEpzTaAxTIGAUU+XbNXmklBjILFj9RBv9mNeBYv4U1cDgwBYw8yQguDuSHewWsHgMKROKYE+LqyI/VG3WIfaAP75FwZA+SjiQp/66170b0WUOzMAAAgAElEQVRAmUTR+4JcswtVCSQ2ZxHazDr8zGuvmiokjBf+ZlNqnOo60HmlX6Zgh+pfJ2YafQl3HwdUZtJoL2gZK6sZitwsq25KrkqoefaSexFrRB+QXaeM9upoLD19lrCmjmH1FJ13SoxG2WAOYBphcWG/6D/PQuYIprbuFDCvz6/l4eOgq0L56j2NFfDZFjDH3IvnSDnbSuQm44gujOmW6PhS8O3g7MxYCXJHLKZgu5B7FhE5PzyP+pHn+XMFErzoA8GeiPy0e+/dLMv+RJ7nP1967219/ZK/QJ7n8yzL3hWRz4rI6yLyG59KS5MlS5YsWbJvYHuRB4KfFJFfFJFfF5GBhH/M/0MR+XdE5P/Msuy78zz/x/pdnFsXT7kW7699rZtmWfYrT/noM8v5Qq7OrszH1VNkhO/YR8xz2rxSZHF8dmGRp2QHWL60Gic9rslJHuU+ahdYnrErJQuyulC0zvVBoJUsMxRKnviJFt8BTVMQqY1/chlHqBP1amheX9E34J74c0EQBeptyFBRp5WQdpkbnn3xKpCcqkG6H/xGyGFubgSdAUaViGXTFXdZCY1WU7a3w2+I6v3Kw4ciUmQDWHlbosqrcY47bSLC16L0FXWgYW/+X2ItKoUPFf8jcSeGMnXeifSm3+QwW/lX9ClgBNRnCNpAo93KCJs/W9HH6cCYLfzyjBVrEmRjuv/q84QBYu4YW4vk133QnIZxmk/w14a/zf9brUpGNsUyjh25ETujZsyYajxQtIo9OlaU2Z5o6VhlFqgv8sFhWDefUzaorORmNSqof6Dr+KxU+EdEZGdzPeo34wCzQsEmMmBA/bdf24+ugy95bbyufZ7IlDgF5pcI96aycvo8oJ/MGXvPK6KW96DITR2U6+vwuz1TBKxJbr7/eL4xYzX1GcPzwJhHV7jMK3iCnFkP+9lm1KfL4dD0OfCzw3ReajzO5TvhdWsdhicu+sWehUGhBsqV/p5YI9QW2X8+m6PZacquPi+YCx42PqbE1EFdcSeYQszWHJoZmtlgpbgXsbptrVq1TCcfY8NzwGfPEEtxObiW+fzJrOvHsRd2IMjz/M+6t35NRP69LMuuRORHROTHROSPfMzLoQDynEkXyZIlS5Ys2e9Oe9EugyfZX5RwIPje0nswAKs3vy4ihavlaQyCWZ7nn3/S+8ocfHue50WerNMmJ1K5bT5UjQSm/OtkUkSMKtqgohyn5rYiOn6DDwjtbU7Rg7OAcDyS3t4Np1d8zpyIYQiq1WqRs0uUr8YXwBA0yv4mKU6wpxcBjQzUx0n08FivvdaN829vUy7YaQws5vMCkbhyzhjMCBG9uL1AeN7X+W2fC14j61sNRUj1rSpaAbVgk/HUIu0ZO15BRBbBi8AaEfvKbnh9fJiBdjuuhgnaB72hU99ptwy5g6ZN5VAj8SmLTIll2J2uxnkwxhbZ7aKqM2OQJLo+66dSqchCQ3PIk6/VY5/vY62GyRpmzbLGQNCgFrIViroB4bpo12/sxmgsr+Ryreu6yFlXFUR9n4wQ0Fl3JewLdBwY42NlvWBhDG1VND9d5wg2rFkqwUxfrF9jal2Ee65SDXQWK/Kxltm76FCAbonvgR0k9oL1s7DMCo0lOL6QA81tv70ZULOxKc7nzxomYwE2ghz5R+qXv82e1ycifRsqM4CuBeM7G09t7Aan4Vrrbt4kNK3IntCxJa5DNEHGqwpyXTRByBiihHGtpEXBNZutWMWQ+eV9mAF71rjn4MFxGAcUS30NFebi9FH4HkyVsVydpulFMHZH2n57Dqo2BnPUaXWia/hy4FN9xqHoybgZkwgjmRe6MVS19Rk/lZlmeFDeXdvAc3StWimu9wz29ZhlcKivZd6FmsRv+S9nWVYTkddEZC4i73y6TUuWLFmyZMm+Me3rkSH4bn0t/+P+syLyr4nIvygi/4v7/veKSEdCdsIzZxiIBPS5vrdhCmMod+0vdqLvgWJBuUTE3trbNh8PPnT8h+Z/1JMs/noMhGs57bAP1LlX9NEYajQ9KnGKfORS+5BldorGYA9mingsgpvoYUWlj0/CSZgKjPi0QEz44egTvwcBUO1OpKiUyL33m1vRmA0UEfe6isaIcCZ2grzyZZzrT+xFUd89XOfoKJz4z7QaIhHM672e3Naa8lYhjowHvcdspuqSigDxy5Ox4BUr8U95NgOf+lYWK9k1281CKU2N/pGXv3NrK/qcfuMbBdmiM0D/idHAymqRIsV4V2tV+fBhqP0OY9Rbidkqq5PRiSvKWR66ovMDHWu+v7Ef0BiV19ZnRH4rUlIGanA2sH6BxmtOXwL0NVRtA7IqvEYGcTKs2ccnoU3724q0NWaDyG0QJBHv7W7b9g6xFb56XWNWsCsiInk1tJGYC+JWqImAwVpdalQ+bBlZPhVFqZ2VtuyTZ26R67HSJJoWxMHwPapgsidhQqia6dd6zSHrR+89tr7g+2b9+kwgYkJQj8TIhBhodgmxSnuboa3MPxlCCxebQGXG9kqhoolRV4P3iSXyCpfsI9gImAFidahHwnOFdUBtkW43rhGSL3LL2OA96mnwLNvrbmv7w7zD+KDHQaYLzDJZGbRxNFN9GGXg+D5zvrq9doO9K9iX8Fsqb8IowUDOpjNjUZ/FXghDkGXZZ7Ms23jC+6+KyJ/XP/9q6aO/LiLHIvJDWZZ9R+n7LRH5r/TPv/ApNTdZsmTJkiX7hrcXxRD8oIj86SzLfk5E3pWQZXBfRP6QhBoFf0tE/ju+nOf5ZZZl/7aEg8Hfy7LsZyRIF/9hCSmJf12CnPHzWRb8yaaxradRKu7h8yJvn1MnOvrtfttOcpwuUasq9UVECv8Sp7mHhyH3daGfT/VUig9tZz349Vo3fPHhhEzEfH+tZyyFVxbbVz8l+bTmA1S7vRVQqvff4bcmDoCTLpGwnN7Nhz4YGrNBHrFp7CtqIIoYtIUmgul96/db2lYf98C9QAC7Wsue+I93HwV2ZzqfF1kDLkrcK/HRT6tMOYkju4nOX9VaEVR0RJsebQmyGbj+7PzCouKpM7F7Zye6N8gZJHx+cB69z5xZ1TodJ9YqEe+s1S1lHEwBczKV/ZlWkFS2iUwV0PTt/Z2on/i86R/3NmU2l5XB3zAsoF2r2LjWNf0Az5CgD2Bsi87B2Gn144cFna9vBMYITYwivz5WE/V68q1my9pHZbkVjePxmUG0wbKM+uq/rcXVP99XRhGGpdWII8G5t+jzo7/Zt2qXxK9Q7ZS2wQzAEGV1HUtFtow9/Qbl4ysfOVRumSX63Dk6PTPkzjMEf73PZ+evtaeg9dvtgJwtz35JNVGt8reINTVoS3+zb2MOgjd1SMZQu0EdFptHYiqoConio84N7A+MAOtl7+6uiBTPlTITZ3oUZ1ppVZ+Hq70wPlYNE2bF9Fd0relapY4E64dYI1gc+nytbWN99dZ7Nv+wa1ZfQ/tlmU+uOurlyaXt22exF3Ug+DkJ/5D/HgkughUROReRX5KgS/DTudOgzPP8b2ZZ9vtF5M+IyB+VorjRfywiP+G/nyxZsmTJkiX7+PZCDgQqOvTzX/OLN3/39/9/9t4s1rbsO+8aa/d7n/6c21e5/p1tHByMlQScGAhgCUQimiAc5AcgiC4g8oCB8AAGGYGQLIEQMRJdLAfwQ4yCFCkk4SVgJSEWUiyMFYiIbP+7qrp1m9M3u9+LhzV+31xz7Hur/vdWhSr8n0Mq7brn7L3XXHPNtc4c3/jG95nZ7//sR+Tfv6ltMV1Iwexo3eyErz2DoBY02cvdveSb3e1u7dSjrjS7RzKeqdedjrwmCnu6Hxz0Yn89mSQ73N2DxEaPznD0Dz960GSI7KL5DmrKZPVo/cMK1u57FMbk2R07ZsY4WW+UFfAZ6pF0VaB1wK45ziXHVFbq2QiZMAp07Kr5PVnZu/fv699kJFeha4Ax6tioQnq2eXrajBV1POkVeIaHQxuqgqAc8BzoNLk5vxZDm5092UPMIqRd72O0gDhRa4ffoH5sNDG8H5lecnm074xUrycbosZLHTIy8cmuyEKiV/21/55rTMakbHxNzT09ZkDM4AiQscWuA7wbZv5d9x87urWXu2LGDgG+pw4ZZHQybM8DeiME61rfxf0UtOljp8c73n1DZhw1J9QR1NJCAOExXW6v+VteO5ZLo4+BrB4/gPXqNns/WahQrykeIonXYmb2PZNHKhxzj557ZnzmfJxHjk6iASF1xHGuAUBImc/PiXuazFu6BndJ12IXNUxfYw/8WfXcO1+YOzo4hkFlVL4Lfk2kkRH0GHjfbnDHZM3Wm3Q9WZtwClhTke/AmuW8eM5wf9G1wbUQMuX3D8+ddidWVEuNaC/j5ZpxHjd3U+kavE18EbsMSpQoUaJEiRL/H8cXscvgc42qSnrr7NhACD580XhQf23ve8wsZcbE7HamXXOsYEir3YPskoBVOuY7wy4UJOHD5y+z74dBT82ss+gmRi065jCZ/T2xd5UMhh0tbOGHnhnE84yZEztn9cRX1VbfPJmv6mTBUZIMgCycuRf7OqjK8XsU7GBA7+02Wdm+v27WG/X4P3VGOlwKZcTXuY8AmhDHQg7yWnjUOjj0ay6Gf0Akrk43W90CnC995PS0H+w04yYDlGqm16U5BtoJqlcGJEq98ovkWBeREQsM9KjcFz3Y0dRgLbNmL543P6d/mzq4tDicEX11eWN/7etfNzOzH/7e722+i7XnzHwQDsZCv308P7JwsiycJYlRcLA8vJ93PqwWKynNUcePWSfqkYwfBO2bHzQMfbgDT5x7I9Y8apOB7R19Pa7Pr7e6CqJrJ2uUrgLxWfz1xVnDxsdJ8Ae+8iUz284g4fBwzVhHg9Eg3WMgnbzHu1BQ1pPjaj9HL+RcOcVvIO+suvVryjOA+WlzNUDlYsfLgfMaQBRH03wOldnXORqlLN5fQAqYD+7h2I0xHA80R6wPIrk7NuMW0uFrT+fn9xfPeNxg4U9xX9zCVfBrN5Aj7FJcAf6eoEuD0iQdD3ge8NdiMhxqbbxNFISgRIkSJUqUKFEQgizq2larlXq9yZwevuPKfINGm5ydLTtEXMDe+eoT7Y6pDYsz4Dvg6J0+CBr/7NypUyeWtWd3gfEaVQKrqhISQG0UdTMyQ+rKyYHRVQWpP8PkX4beec/iXj47y46JPjhxeXWTXNwGuSZ3dFIkC6WHl922VL82KBE2P4eDQEZ9FtAM0JGLq+Ya3s3nUgx86D4IqN5F97/Ybw/CQr/wMPQngwBE1j1jh1MwP1koy/zgWdNNgurjgffdV6GGzDVgt49joxwVYfjLLz0fA14IctFcrNRxQH1Zaol+/W9CFkLAy4AbwXxxTdGhwP2Pa0nHA7XoQb9vX33ypBnXOkdKQC/gSLD+GQtdBHQXkM2DSoiFHVxC+X40JoSCLFdCJ+RiqTHkPA7GQmb8zjDXjIDnQJcJiNp66foDjoZxHL6nP+i30BjnQGzoosk17NE6IKuU+qZr+/NK9krtWWx9VFdBB+n2WK6Trn/QhugPmrlKPAc4QznaKX6Q65mwLkC5Ln3t4h75NV8DdCd1Oh15NvAe1tz+XrPe7/kzhrGBDFyc5t4v8L8ij0r3k7oZnL/g9X94Au15oLNHXUf+KrVR8YCaa7gbECLmVciicyZQhOT5fPIo78CfXt/pOoHGsQaZl4lzR+CpcN3vru4S/+gtoiAEJUqUKFGiRImCELSjqirrD/pWHTQ7LDK8yK4nyyALe/Slh+l9gTsg1TLfybKrZMfODnBykOth05csj3rfGdMjfHfX7HxhXTNWM5MqnjLXPqjFKhsTIUe867xmNuiRZXo3giMMX/ltTZ2SeicZ1a37gu/uTHS+61B/pz4bkYKmizSF6vQ+VHqC+54ZgUo8Zu7haPjm+HB2qOOQCdOLLAVBP/adqx2iL0Edkl7+yAdR7dPP6YOvP83eR72aTOPwwYG+M6pI8p7Eqm+yEJQo1cPv15cshLnn3FL/OZlCcy2pg+7f39ccibHuGS3rg7VHVr7nx+R82gz9dhyijx+UDU8eNmO87/O4mC/shaNLuNjhLAgSwjpHvwL+C9kkWTb1WRATqcDBzXjW1NZZZxM/FxC3m4sbreeYnUeP+YiI0OEhWMfX+iyobfK9ZLMvP2z4P2gpLOdLW/r9gS7AdJaLrYIMiF2+CtoOvh5Ye1eObvJ8EUKkZ0JznJvbO33fY9fwoKMHTsXupvluEDPmLvqI8ExjbFxT6ts4MRLfdgdKEITd3Ymef1/BKdHvxYXPB+fL9YZrwPWdBr0X1iqvdCeBRFy4b8vyrHkekXmfnBxqje34mFgnzCFoE/dWRKXEtfG/GxFR5vsir4hsf+dwx+783kQ1Vx1c/tnRXs6lSOthT2jh20RBCEqUKFGiRIkSBSFoR9WpbDAaKDOgFs9O8P1vuhKZM9jlb91ixEcVPGq6MUOMbNrl1HfZvuNNTO5YC27eR48s309GPr2Zqj5LRH0BAgSAWhbZCPUp6lbsjKeVZ45BLU+qjLBtV+ut+pl2/LgSLprX9YtNNoakkrfO/j1yZITMBntLzj/Vhn3e/XOTvYktBsvsPKixwY6G4T71OSRT5hxiLfz+QW66SXaB5ruc1HzeB6OBskuuO2OAfyKW8yhnx5M1oP7GepCbpGc+XBOpbPp801N//tF54q20tAmaMeXdBfgqRFY1qA1rjblWxww+FH4tQGDa+gZkS8wpDGvWJtkkHJEx3AjWj2eryzCfBD3+IC5kVNR/mQ/1yltaa6xnxqh/053DGIKCJaz0ne44+70cPekld07O7Kz5/fHxQVJ19LmHj0B3CYiHVBJdn4RnTswQQVKIVd85PPBFPOOGi/Tg0YmQnRsQtI+aMcDXYL3AyOd5KGTQESW+sxf0GRizxu73C0z5xXJp3atmDu/dO/L3Nuc7CS6w3YBa7rqfgPhRwxzN5T4CGXj/owadoGtH/f6+3k5PL2zX1wrP6gm+CH4950EVk1fWPb/Hz4XnL7wPOmdiJwndCFWnsqrDs9Q9XNAKGcP7av7OfPMbH5qZ2bFzkU6enMQGtTeKghCUKFGiRIkSJQpCkEVVWafbUS80u3ayEHa2/Jt6FhnF/G6+pUNA9qw6bfD1BkmIO1jY81969MjMkjOdugo80yHrlXLhaGCj0CdL9kV9Vj29g5xd3w0OW93g3cDu+86zr4++3bjnoasu1v54sMV2R82LbJN648izDmpi+HwTKNtRG71x57Tdy9zF7swdJ8k40Rq47x0iZmbXji6QhZABcT2V8XgmPHfegjJrz3CYz2PnMZA5qkMC5ULPLJhXs1R/PPPaIO6MY8+MD2uvkYIu0D89zrMP6pQgBmTE8qz3dffBB816Or+6sl3Pisjk1LHiHADquFw7+Sq4zgCOlKhpPj9v6vRo979zP821WeIgHA+ONU9ko9S43ztuOnfkQOnX4M75KOhLcL5k29xn8+B5IA1/H+t8njPeieOTQ7HIo9LeMOjGq069yDseIuKmc3AuDlm+nOrcnwStiegFYJaQMOaBuWaO7z08fuX5f8t9FOBeTNBv8GcY6ASoYFu5kTXDnDNXQ7/+dKWM+67M6c8HECLODzdNxo5rKutLzxF/vqIPcjef2/OLhrfB8xAPAzhDD95rfDa6fX9evnCE6Tx3+2T+4HnILdPP8Z6je5zjaAwnxTk43UrXhfMC+WSuub8JuSL6moNyBBIQO4fQHun7+b/zFb8H6HJZrbXOcbs8qHNUkuj6d+NLsnO7o06dt4mCEJQoUaJEiRIlCkLQjqpT2XAyUsZArfTc67xkK7Cq2VWiAraYzW125kxcZdd5lsGrtLZ9p7933Oxo3/Nj44pHOYh6Nt878z7aU2fL7nqGOej3X9s/HcS77A6vApTrPKLbG/U66le8PnLHPlAL5m16PVW2LE91r79duLIgWcQR2QMs6llen6WG1gm1Uk5GevSeQe179qWujWFfbN/v/6GvNfMRMjPq8FxHghonGR090fMwRurAICSoismJbjLS+ZHxT/x6HR/lWv6wpWMNWSqQ3XxefvOjpoZ44l4YaGZwzjDIjw/2lfHjTy9nwFG+tpICZTMP1KvJgFg/x35MshjQmUcnTRbLWqeuv3e8J+Z2L3S+0B2BsyLdJVwbasQw4Lec48462bxITW6as9TJ0j94+tz2LsbZ+Yk7QreEj4WfH7omfew6IQtFuVDa/X7tZn7MR/fcj8HHvF6u7erldfYe1vGx+2fc7zefiR73ZJDEw3vH2di496lr073SDa6Cm81GaxIeSi+cPzaHsVuJDgB+zvmhyHf0+MjPt5lnkDg6j+RYOBiIX6D73A9Nps8xNqGz4dnZWfZdoFTz4A0C4sazLvFj6BBIeimgbXKkDVwqUCcC5BAUhr8TeKBw7798eZ79ex3QMKKuayGBoLp6nq5yvgs6JiBuvUF/y2vhTaJsCNpRNzK8kDtYNHcOuxJV+GMEtNjr9bT4RXZb57Aaf/Agk3EhIzmGC//SoXBi6Dcv5jDYCAPBX0+nelAjJMPNhBQr8eTdpmWP0gcPBhZbNNwhVEJRiSA3/1gtV3oYIiADtA1MzR9bSiiSz/UNRJQF5ab88pcaUZM9ny+uATcQolKQ1gbDgTZlPNiSEYq3Qq4wLWl+z0MTmHYc1gPXOIorJUMi8+9tzuX28jYRDJF09gdabN3koSJJUkos/hDiGvFH6t17OQGQjaOko70Es5il9sujzWE2XkhizDljpZWVMR/3cwvuqc/5l54g2OXCTrR1IvjUksbdMt66zq+vCFYYKY1y4S5aA/lOkSchZQY7XNbDb3zrAzNLpbjxYKCSBxs+DMb4o0SrJ/cPkDHXjHXAPS5hIr82XCse6hiQEdPrqcZ9dLivOTIzu3Qo/J6bOrGBYt54foio5mOl9MZmjnUVN8r8Uer1e9pUxfufNmJtHmj18+vLdwwDuY5g7WlT4klM3EBfvry0mV+XBydupARJEAMlkhT/i8WmjdIgf1wxoJN98G1u8NYLyQD3C/fGsxdnyYJ7kB+bcsuBC5uBr3PNWKsSdsLYzc+fhEJrPUhlQ0buDXpbm3PKMbrenlAgda/nw3iw1fr+JlFKBiVKlChRokSJghC0o95sbHY7S/AiLT9kOL4LPXt+nv2eLLU36Nmg8hY0z9gvnuUiJzveXscOGJLZiw9c0tYhdEoIZMLseMmgSWdpIyILuXfvSDv2bVg2t20FEpNo0CSHo8gcgboiCZFMEfIcu9nZ7WyrDMF5IsE7GuY2wBiojEObUZQLhqTInEtm2bO3Gz8nsrz53Vw7dOZORigY6wDd3eUZck9wopvdnOUIC/8GaiXzWTgCwTWdL5d2/34D6ZKhgd5wbSgzMMdHLmc68vOf0WbohKz2mjNrEwCb9cY1Yd08/+hUxFTErFbTHNomI45lrstA3FKLm7epipzn6yoSGyGfLpZLOzlu0Amy6+PHOdTNnEazqySz3VwjSgkgTBBECUHnfg8AmX//u++aWSNfzdwlRMyJiLPcaEeGVI6IdGZYCeewfSy9rDvN5yYHzTyREZNhW1VtzTnWtctZLnLDeTBvRy4WNQ8mYcwLiEEsj5Gly6p6tlBpNJUMEGrK4XnmB6M1slPWWETMBG/7ObXJtWZp/jbrjd1z6WXuB5Ehfc4ZW7SzZmzcD7E8odZHRz8Qgnr5UXNv3j92SWSkgrtd+9azZr1StiVA7bALZ56YeyFIwWpZ8tleouW5omcaJO5eel7fOYEVwjYllRcu7Zzswh2tHSU05u3xgYIQlChRokSJEiWsIARZrFdru3x5qcyRzJDdmXl999svmt0lmcW7TmQ5PjlsGcY4OSy07qyD3alELWh9o549yltVYq2ZXToEFmpK/WGST5ZY0W3+3tTSlmfI1LJUI/csgvlAaANiFnKrZLfs6o8eHcsQSIYo47xVR5m9ZwAcmxYlQpaqECR9d43tLfPNGGnLWrUIghxrEqRIqc/fYXzj5wdJjp08RK9hIA/xb2W3mAM5ssLn58tlEpaZwLfIa+lkB7Qy9kI2hbXu4QNvmwqoBVmahHh8Xqg1X9zeJrEs5tJfMb8i0ycbZ25Zmx+9bOaH2mr/1smq3VzqG6KWsnwXuuLVzLYMWFjfZH5JVvnVjyjQmGjWg7jO0I+164jcj/ydP2Rmqf216qSauVph95q1huwxBE+uCTwfUJoXZw0aQ235cLCXjTHaBav12KhNV0kOOFiS74VW3iTNTbuxt1Ni54y4FNfYxy5ypd+ztDG+96jhDw2GfWWZXK/Y+htJxshOU7e/7/ccWTwCRowRdJBrLOGndbJDTtLbbgTkRFRS1mjRDspy6tdgZ5yjVNxnIGUyifMxSSQJZNKPP9mb2PFx/gwSZwwuwSjn8XBvX23c7tzvSZ6zcJAePm74PusgBMazgGu8c7ir1k7uUc5775o12Mwp11vGVP1eESYqUaJEiRIlSny6KAhBK+pNbYvpYsuimPoTOz5qSTD7/8b775uZ2aO7O9naknVT25c87ixvH9n3jPj+u83ukUxPEshI8YaMkdoSx2nX3qIdL/X8KJYU6/TsUNmxpjqss6qHySLULO22mZd2uws71tSK2PwOMZL7j/J2Klq3yPz5XEd1tSZzuvQaOW15SP0yX9Rihy327fmzZucOk1vSvf28w4EOCCSKCTJAmOv7mCAFRr9qpT7vp841mS0Wqf0p1DbJmvgM3JPZ6Sw7BlySKCLF+iEbq2UfnJsC7exNJCSjeisdLYGfUo1ziWPQHroItI6ooTujPYpkkXXx/tVypXX6wi2TmReQHT4DUhBNsWjRovWVeVvUzfk/d5TnYL/5/P5JMz+00M1bHASOtR/kfkEOYjcJwb9375pMehU6iRgrkr6cc5T87va6SdbZ5x4eC69q6e3ltsZnL5r74KNTR20cIQSVootHLW6IaXknBee8czDRmiTrhAvR5hm0X3TEoC0AACAASURBVB+44FAd7nvOYb3M2/bEe/Lg+cNa7/V6avkdTui6yo2VroLNsaTcWRezvCOKK5p4Dd4h0LJcNktcHq71arlKXUkhkCYHhdrv5s8TEDZ4HPuhSyVaMPM3gPW2fw/TrMT14LpFSXKOBYLENbg5vxEK9jZREIISJUqUKFGiREEIYlRVpRoxu02ycbKYh72GM6D+Wmr086VY9OzQ6ZMlqPld3TTvg/HdD334kjxuMU85hlna8Q76ea/ser2WGIvkjId55k/tnH5Z2LEw1AmOTWcEwix93yF/9LzJTsismaf+oJcyfMR5fCf73vc2LG924fO75jxvvM4IyJAy3ZxdDQ9g6tk3ZkdwKNgps0uvqsoO9prxg04MPLuKWgYn75xkxyAbRS4ZtIJ+crJ7xholkC9vkwlMzKLIfJDJjj3cMsWiHrvIs2/q9bLYnTZjeP/Xm357OkBAfTbrjXgIZH6Ms9eHLe5sejHRnfcBD4Sau187mP2s4Y5Eb7xe6/fFlYtRffjypc4PcaT3HjTiVupMoDZ82lyjwwOEV/J+a5A01gfZF7LUzAuysy9eND3eoFw7e5OEdNBX38uzaR0LIR4QkWAWBlrVruO2x/jNpw1r/Z4/ExAdOrh3oAyW6yo+iq9fjn27bP59g4iWZ9cPj5tn0jrwgKLp0QjhH79GPG8Go8EWY72tn2GWOCGRU9RX1urohbqZmmmKnS7RqGn/fsrWOSb3klAWRy0k6BZ4LghvxXo8x+wsXK+im1t8s27oiGibsfFcZJzEqpfrDWC0ZAEp0RyP8u9eCUFxZASjMuzI4RP1u1p7t8/opslFs+gkiyjO7Ha2pRvzJlEQghIlSpQoUaJEQQja0el1bfdo104m9MjnHQGdoB5FTZna4M35jepF75LBDfPMn93bA6+hs6uk3sYOkNfYA45NcOyh7llifLPTv/KMhGxiz5WyYEsPfAdL33xkro6CjWkvmB+9916jUAezvS1tCmpCZi+p0B7Sy0gbN2Ojpql+YN9VD2QtnZs5sQsX56CXj5Xva3c37M5gzefKYKlmmjO6xSJ2hvZvfLvhiuyfNfN4sp/LqpJ1TPzaf9/3fak53mqdery3ukVyaV1+vwj1eGXA7+TKhGRWqCO++33vNO8PBieb9UbjIySH6vOh6+jvS+gOde78foi8Fkn/ejZzF5jzj+2e9AAwWjo8aOYQPoN4O0HjIqphMnauP/cq9yQICkGtWFnwei2FSq3r0OkAQqSMC6tynwfQhhPvQkgdJM3bWaOgV3RZtDNP5lCqn46EDJ/lWiekbvCWCPg7dBFwzP1xLssspNHHnmzCu4n1vwqZ5R6nnWfdQrsCQso9x71L1kr3DToG+8d5x1G744T31utcK4T10fGOFo5JgFZFm3jQT4Ix8X2gW1rznY7WEO/lOyLjf3Z74/8GaWrexzOPvxdCI3x9zbyBYumdFL2ghLlcLHX/s/aWzkep/PXhXq4O2dbrGPzl3AL6TaIgBCVKlChRokSJghC0o9PtKCMxSxr3Xd+Vslul7s0rZiXjvbEyWNjzsV+cHSm7SLKFqsozYFi1T51F/N7Dpm+YnSPqgfTMShd7udaukvortd9YE4tmI2QZ9Oiy20Zpjs6AQ1dJY8dLholXwnw6t92NZ1mOfKS+8lz9j5ooNdC5j+Er3/9eM5aA1qCvLq3+oP527Rkj8z0YD5TJkEUMvGZORnThcz0azrJ5om53PGjOl2wMbgDdCPddfW8SslJq7/TMt+dKugM+l4wFDX+OffqsQTHI4lbBGEZa7934ezpKXMnuKhmosDaZs7OzRqtg7ya3EGZuybZZs/Aznn6zWRcoFupaUd+HB+EITH1zZ1fOHaBzA34LWZI0MZY58kGdeu0JMvcm2hiqqXcbBEV9+x4xo1zMF7ruxGSSa/pzHtjV3jiTnbU6CV03HCMqXh7t5iqKXNOqqqQ4GP1EMHHiusLvgd+EeirGOk8eNbwmqQz6sfX8cd4PiMGw5REgVj1oZYt/08yDM91VO8+Nk3jl3gNRkvmXZ6+9YNSD3sN4d6zxwh2hO2vsqEq368iSo5usRZ4rfKe8MLpufhVY+DyPQBq4z0DUbq9u9ezlnnzxYcN9oVsLBInz2axzdUXs02tHd+mEgN8ivw1/Lkgxtp94H3RNzPx6o7yqbqR5MmNqn998Oi/2xyVKlChRokSJTxcFIQhR17Uc2DqqK+XWm2gGoD7Ijnl+N9dOjVpY9B5AOY5sguxL/ca+8z982GQOP+iIRezDxlehG+pUdV0nPQFqnl5Po+8XJTJ6ftHmJkuJ/cWxw0GMYH8f2eeln9tkb5Lsi0NPbKxHRvcxOgI4JjViORL6FpZ/b3xeQHZ45XM3l7fiH4jF281r21QwyRao9zOnfI5a8JG7nUWeAj3iF97FoKx+sdT5SO2MertnhDsPcs1+ulFYF5wP8wmjm3mE/xFtp9ta7xMpCeYIAHwXtB6IyBJn7aFMeOjzIHa+rwvWyeWNZ1qw+ZdL1bZRf4xOgnRfRJtvXhkL8/c9X3snG7N0OUK9mwDlG+2OVK8/dU0EkADuLZAyslW+aelZ2xzLbv/3/g56Dbn1Mlk+8zPZQWthL9XE/fyifbM0AjxjREdAXhc7OUoR1wEonmx0fUz8Hm6GWUIGohcF6MJhsCoHhRvJOwXWffMitGsMYuCdEt5Z00ZJVT9f5+qwOGayxlijoE64O/bmjjj5umCt003BOXEfgiwsT5bZGMe7Y63zK7eWP5TWh6O3L5ufy03Wx8ZaPhAfKv/zynMSFEfzpk4g7xDpdPQ77vtTV5g8dNdKUDrZJPu6nt5ME6/oLaIgBCVKlChRokSJghC0o7ImK0xqWK6GN8bXvcpeyaCqlvIUu0B2duyCxTPYzWtaZP5k1+yU2YXLobCba3SPPSuhx/vQd6n94WCLj6Ax7OW8BXaSKG9JT8EzXZSzOqHbAAQFxOGlawK8cH/54fnAvm/QMOypn1MjJoPhfOj559jXrhVw7foC1JpxhYs+E4wxaqHr3C5u7MxredTjHt9vuBCgM9Q45Urmu2926ZuQrVND3KpPukMZ1/DYvexBYtoRdd3pO6aeSPBd517n7/r1hm3PfPC5b3zzQzNLPf9cs/cePrR9Pz86VUBC5BwZ1BQZE9k6tc9bXy/UUGGEL1c5ggQjHl3+o3sHyQlwnWcx/Bu3SnQ87h05R0bcimE2JnXAkHUNx9n3ikPh3wti0uunrJS6fIzYXYRDJ3V7ud95BsnYyPQGQU2ReSY63SrNhyMD1NVjVwD8Ho5JrKUdwdp1XQ7uu8CluHr2Mvve5XyR0Dx4PD4vXEf5a4SOKTJi1lFUYgRBUHYO0uQ+LE/dG6PT6VjX7wPuh/ObZo1FTZhvPn9uZmYPj5oxfendptMp8VeasV358zRytAjGTg1+CFpYVUIf1MFV5fcqGhFc3/gcIUD7VgHN45mYOGnNfF++TJoL4tL4K+O/cP5S39cNPhI8T4ajoRDRt4mCEJQoUaJEiRIlCkKQRVVZp9vRTlcMzk6u1MZuFGSA/uTNplYdnuxxrjqiM64D05+sgcwl1rfZdcJnQLN+EhzJyLCnNzPtEPluMt6oKLdYut+9e67TwcBu/fm3X/h5JxWv9rnBVSADlIPjIGXEUbGQ+vPdpWerR7nmPOqBsX9YqEbIvobjvIbK51YtfYOkrOaZnR+T8avOHjQSqKESkanMnKce8ub7Hn/tcfZ++q/NUhbO2gE54Tu/9a2nzdhCVkpNlfUVMxyykIcnTcbQDajOaDCwqWfd6/O8Q0Hf5WsLhCjWZVnDKFfC51AfOxoBXp899vmFa9HpdjRnun5+LzHXMP+plcIq7wf2PMfi+/h59ONgXubeIy6vgHm6JlynE/e6iP4Cl47KgFZxLXq6p/vZfCxvc72L+ao5VlSjXK/WW73tnO/cs+jN3BEe1/wgWKNzH7uu3SLPqEE5ue8ev9MoQ4qjcTsXarlLt4jfU7DtqfnHbDtpRDhTH30KPyecS2c+59TeJxNXZ/X57A/6UiiNmTyOk6BNv/3LX26OQUbsc8pzhLUMF4P1AQJ75eiWOkqCC2un08lcGM3S/QBiwnUXErtIaEv8LrM0byAJjEkeKgc5n+b67DrxnXwdv3v40L+0eWHN8SzjWFenV1tz+CZREIISJUqUKFGiREEI2rFere3q5ZXq0uy+yDLY8dPnOaXH/oZe2NkWM1t+5J65koXHvmuOgVb3wajZXZPp0OPPbvvoUVNDi45ys9vZlsKa/0rZ88g/Q7ZJ3e3S2fFtLQazVJeETau+YrTbyd7QIV+ttYOP/eD8e7KLJjlKaj5Pt80u+5nXOs+91//Jvaazg75tsn16n9mdU0urxMFIymNyxpPudzMfOC2CBI1DLRCdhlVNE3zzMr1zVzefH2qD6B3URg06+d5fBtc2dvZjvB48EyRjlmMea2+Vrxey9nve+cK8vLN84ufovJDFSuehevNlzudgHZAxMpdkSIt5zq1QF4uvaa7/nY953zNOuCabea1sU85uHmQ1e2geoCTnYyFbjyx62OeD4PkQ6+LEvqMbR/3keQ8HQvwcR9KUKYb1QHaOhgYh34iJ61W4dkBEHEANDx8ebjktcu/6VAsZke6GZ7ZCSG64vrmiJd1MEb3hmrT5L3fOCRrv5t1FXH+OyTFenjU8h/nT5ro+utegUjwXuLacG/Opnn9HHlcLR1paXQbqzAD58LUDd0IaAEKCcu4FPx+hGlnnXTnoVbTdYc3MprUrQrZiFZQ5QW92/P5e0Bnhzx6uP2sS1A/EpBuUO5PzaXM8dQbNl+k56ehB9C4RGhP4KVVVCel8mygIQYkSJUqUKFHi80EIqqr6Z83s5z/hbZu6rrv+/i+b2dc/5r2/WNf1T3wG47JOr7uligcScPy42QnfepYDUlCvU+/zDfoDQRc87iLFYEWxzXfPba90s7TDR7kMBEHKVHeh13m5Vs1T30WWsG52mcqIq9zfnuxSDmCvUVHkWNr5ypmP3fnIdnxnS2bDbli6/9JPoEMj16gnjrzvehg86sXQ9YxCKI7vsnUuw23deOqGvFcqdqH2ltTMxtm5MA9EdJjj+6Qbv1htZWhkCSAA7Px1fn4NqFtyPqwHsnsp23nmJGZzpzk2CMribq6+cM7jMij1oWJHF8l8nqug7Tu3Bu0EEId1xyGTTv49dMDwOp6MlD0yTjGsnceSHBjzLgLmuBcyZtAe5qcrhKgZC7oNnbs8Ux4MB4lT07p3zBLSoc4eXy9cV+kJ+LVqa9CbpbVNdkfHEYx5mOPHnWNdP0QOWMfDBRonocPHEQHmHn7QxWUzx3AjyKgfPWkUDGHOE+LVDPpb2iBCzvyejfokxDc+/MjMzF6eN9fuiZ9L1C/RvCrTbtbqxbMGQTl7caFnFLoD6uix5r3qtnEUcxDuj+u75hl94KqQGzpo5Jbq2v94OwRfFtbJ/HaW9FWuc92AofQW/Pq6VowQIH+G0eHAeatLy/8kwFEj5o76tjtvcOd82Mu7L9qutmZprUV+ytvG51Uy+FUz+/df87u/x8x+zMz+/Ct+93+a2Z9+xc//2mc0rhIlSpQoUeK7Mj6XDUFd179qzaZgK6qq+mX/3//6Fb/+1bquf/pv1riqqmoY9b5bV4bsO312zGSxsQY93hsrs5u6Shs1PurL7HTxIqCPVDUiz3DurlAay3ey1aoZHBnV6VmzY37woOl57/Q6UlT7+tOGsX7tKmdf8R7Wr/nv2anvegZAJqQ6rNfU+3JFbLIx9Up3cx4EdTobtHrRpXqWZ/IcY/Eiz0KpkU9cFfDKd/70Lk987ql3E9Qr246LvI++8IV5z/E419yHb4DqG5kh14psXLXyOnEl2scis0T58cBfqypxAuAbwAqnVkodOzqjzcU9yeepCuxykAAyB+r+ZCvz+cJOBnmtl7V65f3iQsZ8veztNO+LGQ0oGPNBJqxs14OEknkdDAfKkvAB4drEDFY97GG90Clx/35zLrg/EmTMrCMhK+h09FwBbzLcQuukhYHjHgigv175/XOw72id6+wzb1cvm8+d+D3NvMEpAXlhjOvVRtyi6OI391eyUhCBM9f8wE9DOh2OCKCXT8ao+8G17298LXNxhuOh5haUgS6Kh+81HQk8e0DjUNG8f9DwMHZceZFjJU5VrssBMhfdEhfLpbgC93zdS6ejmyOl8TsiuimlWF8/4urgv+DzyPu5dm3EgM9MggMnz/lV0L4AGVj7OUhV0Y/14UcNZwLPk0438VfMtnkx08UieRYscpVQdYw5OgVqzRpeTBdbTqdvEl8oDkFVVb/dzH63mX1gZn/2cx5OiRIlSpQo8V0TX7Qugz/srz9X1/WrBJmfVFX1h83sxMxOzeyX67r+tc/u8LVtNhubXebOaGRdZHn9UCtjd3Z7eduqv3uPe6/ZfSszRF/A+8vJ5G43zuB2be7Jfq5Ixi5STlzrnKNAJj6wvvp7v/TokZmlHT9BpwKZMLVUug+6s2Z3iia/9Af89zB4gSLkMe5D6g96KQsI3RbUjslKOH92vAQ7Y1T1yJxgT/NzxgSTnR007x9Ohrbr72UMZGpcT7IwEJ/rs2aO0bYHreCYGmPgK5DlJp14XCb7Wz4QMJbJHqPD4jrwPHhVxofqm19L5m+9zLXf6UZZzpZb3A9dfzJEvCh8bTI2gjX8wlEpnCm/epirSHLsCic6f31+d6rv2nfPCmq75mvn0lUlqfVOYPyvmn/373rZPHDvpY4arwVPc28E5pVMc34333JAZE4JOBTkW/s7OQdHzwO/7ngUyI+h/+rHK5ob6+XKXjrjXgz0oOqnzM9/fu1ukfvuBYFuPs8brgHBc+PC5xXEbeZIy4OjI7lVSqOgn9fVybaZO7gkk+U4GyPPRd4HuhMZ8ax1studw111bqAT8OI3vm1mad3fO2zmDESI76BDIqonboLC3+u0JZaOioA49Xb6ur6RM8G14TvVrUO32Tz34dh1vYWTw9wL4fyjXI0yagrs2nb3gPgpvfz8uDbDVldFbW+PEHxhNgRVVY3N7J+y5tHwx1/ztn/A/2t/7pfM7A/Vdf2t7/A4v/KaX/3AdzbSEiVKlChR4rdefGE2BGb2T5rZoZn92bquvx1+d2dm/4E1hMLf9J/9kJn9tJn9/Wb2F6qq+uG6rm/tUwQuU3FXSR2LeqeyVe8zRk1r/3AvMUs9S6KeTJBNU/O9vm6GjPoV2TtBXZaMkawFpvJazoT+/tFA2dCOj1d91jsokr26p5WMQNmW//vMM8KTB2gf5Br+1IXhO3S6HbGhqY1KHdGzKvQHqHWCFKi/POi+0z/MPCVt+1yZrrPb8XN0NcJhX3MHAqDedf+OmTgh7qznma882enZ7uY8B+YctCauG851MV1sKSwy1zCZI5NbGU4373yIapExIybQkqAWu5guWozqPOvkPWS4ZDK8Rq2MXUdMqF9HFCM5MubdGHVdq1ZMFsY6mTpHpBO4JBxTTpSjvexY1KflaeBjgrMTPUO4v7rdbtYFYratnjj0NUphlTHh/ifUhvq0nxPIkpTt+rl3SNvZFA7IxXN3DnSVz0lAzLp+Pzw4Ocq+k+eD1EMDQiA0CA2R21zXYf9kX2tPvBR/RoEuMMbIZNdz0LPsQUAiWR9k7fH+IAseDPtSVKRLImr4az2HZxY6BHKY9Hsc/hc8DvEg7nIHx4N9V0ptdb9Ip8TXCveLnsU4z4IEeoa/s5crtrJmQU44R6nXdnI/l7b3Aegs63vrb5J/lucl9+ju4e6nUir8Im0I/iV//a/iL+q6fm5m/1748V+squofNLO/bGY/Ymb/gpn9Z590kLquf+erfu7Iwe94kwGXKFGiRIkSv1XiC7EhqKrqbzWzHzWz983sz32nn6vrelVV1R+3ZkPwe+072BB8XDSe8RPV0OgPHYQeUHbn1IHxxe50Oqort5UDzVrscd+p7qIGiFe87x6p58caEjtkvkc6+0FPnt1tewzsZMkE2GUSsOjJ1i68iwB1vHvBUYu6lXq6R7kq2Ox2JuY+2SI7eeZ24dry1L5VP/NXzuP0g6bu/I2Pmp7nE2c209MNP4JMgHouevKb9Sa5kh3kWaM6HeiFd4c1/AOO7+d9xqAYdZUr2/F9oEGJBwDzdy4k4Mx3/iAeCZ3JMx3mGm8Hzi9qQqhjILD0yUbJatfrtT5Dl0VUh4yMbDJoxkIWxbyBcrHGWQ9DZ99zf9CVMBoM7PDAGfq7uZ4GWh7PL5r5gcHO/QJHhAwQfw1UBEHvGBP3F+utdk+AQ7+mvUFPGeDFc3eSRKciqB4qG9/3bNzHLs+LGahX8/uHe7l6aFTrTE6DS73n+Lg531HwKFkF5jqonZQvvRaONj9ZfFyzsNTpHOL+qet6S3GS+7sb0DiOXXeaV64hzySx8/fxc8nvD7g73NPcl5O9if4fpU7GEv1HOBb3Eygtzyp0PuQ74uctHRdHN+mgUObt98R6vVaXCdk5Y4ieDdFvhfdFLRl4VIwZdEaKkL7Gk5ZGV+tA63+R81vQoxltnEOFH0s3dZm9TXxRugw+iUz4cfHCX3c+9l0lSpQoUaJEidfG544QVFU1MrN/2hoy4c+9xVf8bn/9zY9913cQ3V7X9u/tazd29mGjFvXyw0ZXH60AdnL7wf/75vzGXvh7d9Fkh/3tGRta7rFLgHo1WXrs3dVuHAW3u9qPeZuNYTgcKAuYeq2KPmGx7HHS6qLihfqf17x8V6qM0jOE1HfbnMs6aAFQW2tc3Jqfiam7tRvOvcKVMcIC97GjQPa977xjZm29AbzZU7bVPjdUJHf2J6mXv4WemKWMjs6O7xk1+v+qS6/zDE8dEqH2Hh3ryN7aTo/MIagDmRyIAMhSUuKDW+E1ZkcWJtL4zxne0jlAPx2ms2dWRw+PVBO+8fopY+A7QSFiTZwsi2NITdCPcXnla/rC+9Odsc188X2nV1d2uHFFRb/+1E/v7TTs8YhCsP770TkxIGJ0hhCR/8A5cs7r9VroyY7zDaSzcdEgZCA+HFN8BJ8/1onc7A5z3gZIgJAiR8VwdByNhnb0MF8Pye/AdSqCy2nVy2vJ/Y13OOznPACuWdLagN/RjIXOgv6or2Pq+vp7eJXaaPCFYH2rxu7XivkahK4bvn8vPDfvru+2lDjF1wlseiE+8Fr8mUNXCkhKT50SqQPMLN0PPMsJOVPezXVvgc7xHXJS9WcWa1faKr7mcHnsheco1yAibNFXoX3eBAgG38VYGONwAjdp8yl6DL4AGwIz+4NmdmRm/9MryIRmZlZV1Y+Y2f9R1/Ui/PzHzOwn/Z+/8GkH0ulUNt4d68HJ4uFmjRAq/+ZBsne8p4fg2UfNZgIBIR50e8fNK3Cj/kD6zcOFjn9saVWZv8ZiE6isP+xvQVbAhpGgIjOidf4HXnCct6Fxs8VSA9+3CTLN8+VSmxDKKdzwLGjaJ9dBHEibER/z0ElWx0+aPzJYtEY7XG0g3AQKqHU+neuPAQ9syT0Ddfrwaau7uWlejxzGXYc2pGSYks8rmx7gO/3BOdwRBEgLZIX40W2+Adysetl3xM1XvIZc6/hzkRfZMNwtRA4j4oZQLXzrfP2ojBU2YdwXexsse3MDr2j/+j2PH+pe0aa0n4+B+0fyty6oM7vOLWMjwe34UbM+opkY5QpCRkvrOslFA/FjJBY+E0sizNvhw4bgNw1QcISUI/z94J37frxNssINm0ukl9fznJgowSk2JU6AFby/k0PNXBNtNFUuSoI/q5apjlkiZDJeNjTdnbxtleAacr6UWutARmX99etkatS8r9YzVxsDNtNDP6bmB6nz5tg896KNMfeyyj3+e2SkYyukPnd9p80qsHza0OXkykhw5DmTWqsxE8ulzCWaFUpJ7TZYERN9LHwn94kk20Or7PXZ9dbfjjeJL8KGADLhq5QJiZ8xsx/0FsP3/Wc/ZI3EsZnZv1vX9V/5mzO8EiVKlChR4rd+fK4bgqqqfpuZ/d32yWTC/97M/nEz+zvM7PeZWd/MnpnZ/2Bm/3ld13/psxhPXTeZQ0QGZBBzlrcTseuMRJf2715eN5n94NYhUoeqOAY7YbKTwbHvdB33uQrHpLTA54Df2nA246AdUm0oQe4TGO3U0QyIRjuj3AhE2YuERXLxJcYmUZX1utUWmO/cEwKy0nvNzM6eNkSjKCkKaZB2MshjSyeJRbMkSZvOkySw2t/8/NstiWZtcqQTFBd7PkZKIJtszMCXIA5HnimSMZBJXL1srt1quc6EQ8zMbj0LRbQHhIixMKdEtLFVJrnOJW8xS2LeJi0iJefDGlRpYJ2bsEQUR22VnVxyNkq7JttcJyVCiNskqtKUjNaPtQOp1udM7aNhbNjiVg67I8HL0j553Eh3C2HoBEGnXt72+vLZ2RYRj3XNemdOKfMJMdnNEQXJc5NBOnGN7K4XBIpoxd1YJyEhWO1ucnSB+0DZOqY2IIMulgTEvgwS1zwfOG9QP1prd8djvYdXtbaBoIVSGAgKZOIoIxwRloicRNvo4WggtAX5dOaBY1JuiRm9JIuRH/exy4Z+gWSzl7X8XtZzE7l2R15Wq1Vq6fN7k7X3OmMk3YuYm/lzV9LNtDP7zxlbJCELNbyb6RlDbEJ7JWt2AWJ02lzX95+9sMUyb/d9k/hcNwR1Xf91s08mRdZ1/XP2dvyCEiVKlChRosR3EF+EksEXJtartV08O1e2lnbr3n5IPcd3lezqySA+/PUPtVukDvf43Qf+HW7f6dl4MhZykpWTQiS9uUbcwuv2DfVgSxwnir9UnY7Gh6wtrY2pto0ojO+APVtYIp7jmd061ADVltVFwMXJioEIOL+bq4bH7wiR3kIbJmgDbWTUUJO5j9dhuTa0VPpxQDtEkPJM6e5uJhQCA5jO46NsTOzQhwc5cWcajJSwUgYZaMvgtiO1E2EKNVedmfNAaIYsQWiFuHSxwAAAIABJREFUCExeawftoXUUMhQGXD4frCPmJUpB9wZ9/WwViGujjqMXgVOiGun61VyTZ08bAu3+HqhX3toVCV2r5UrIRZ+aeDCM4h4jI0zS1jkJMwoOkZ1HK+ooAc5x7j083kJtWJtk03O+E9EXX5sSsMIOORDApi9zsaRuuAd4/9HxwZYgFagMUsOS7g2GSWSIWqN+j4KkDfeG2b+5d4nB3Fvcet2EOgTL6Tu/bvFehTQIijkLPJhoRERWz/vu3DxLUtCbWq2/asP2a4B1NrLh+w+bY8ugDGMpnzfWNOtFbb0IXQWU7+SdBlmC67R3vGeXjqLQ0kiLK4hXzN6jWBjPdvhiItdehDbOgI7B/xiMhjacND+Dg4bYFS3RoxHiTp1sHj5tfFHaDkuUKFGiRIkSn2MUhKAVdV3ber22+fmrbW/ZKbPjo67DjvL85saOdjGrYQeet+YQ7OhgQ5PpbxtqhFYv3/HHlpb5qsUm9kONfRdN+yE7dFmj+vkgFqNasNdfJY7hmTG7bHbODPXwQbO7Jrt78N6DrTYnsi9leL28UkTW0W4LM0ss83moJW61StF26btvsuH9kwNdA9kWY0q0DyoxzsaqtsEOrGrsjvM6XhLLyRnwHLudxSHGcnHZ7PRpzZN1tF9HzJngrVC3jMZBqk9ji013AXKpo20GM3OVbK1zDkxEF+joEHdAiFgzxo5nZaxlkKfYttae91s35+nMvQa+m7fnUgtWrdibCWREBTcFVrmDYCBCO8O8NXiuboNmPttysRKCCfc1hjlV4A5EzsmwzpEVtdAim+tiOFHoiJbAwXiQugcQQcL4x9tTQUiirDLnEQWoYlYeu5hY++dnzTNrPBxuZdsgfRw7Psu4D+KzSejOnE4Sr5k7WgrXZmee1/fb5w8ycuEiYY/uNRk8XVqMNXbZxGvDsxvUAwSA49C1EvkvjThdvoaicJO4QQE5jXwm7hfQPgKEjtck4NT8vt0Sy9rjO0c+x0PMunqptdnM7EF9qHbgt4mCEJQoUaJEiRIlCkIQY7PebNt2hgyBXTeBEMVqsdKuGiYxtfHIxKX2N/1omn2XhEXmeV16PMj7UckE2CES3V5X4xXLO/SmIwqk3ecy31GqJjjNa6Fk7ZwTO2L+LXvdfjexp8WSzvvL1dPv9eloX7xlLetseeqWkYWvHX4vZ8qvV5stkRKuEe+Bh0B9MZqPpB1/c0zVeW+bsYIKqd96lmezm/VGa+f46CAbN9ki45ZISUvkyWwbQZEBzRWy0/k66t26ZsC6xfB25EjMfRCjWfOdsJ+TTXQztshwposAa2JZ0Ibv5Rry76pT2cOHjQAR9dJ+uJeSQJOvqXU+L2RO9K1z3rGOTwdENJBps/dZF7xy3nGNYm+7vvSsjXkI0r4RGYqCPqwzuAmD8WBLG4LPiJ+wpsPFu2t87epe9Puq7ufdKayncd+RF6yufYyPnNtU13WLyZ9LMEs+/HnTKcVzhLWJ/DamRvwejJN/d2/9GjhSgLR1f0CmvBKacOMI0qHfU9TImTvpcoBWusw6AmYnJw2yAjcj9vqzfmI3D9ekXm+ShHcwWGMt7Thfh/sjynCD7vE3AATA/BUJZ+kSBFGm0c5I42J937t3lB/Duya4Bru7Lli2M7JO5+3FiwtCUKJEiRIlSpQoCEE7FtOFffP/+qadeX2Nvvz9SbP7Qo54GHpdB17XuvfOPTFQyY6ogZPhxCxb6n8heyPjwXoXdnGUbBXbepXMXdiRUguL6mR99cs3x2B3zm5c50e/On3lfg6RRZwUu5pzWM4Wtt7kvcfaJft3y1DpzjNb35pKJhgEhP571MI8q+dg9HxH9TQyqouzC1vMcsZ1qpW6PfE8z2R3ZM7ibHm6LVZ5zZBYBZa2vr/VfSApXc/4tHZCNsZ5YjVNpjyKKpFT+vZzQyG6MyIK0uv1Ur0xyLtGiWFCqEuQV55Fy9WD/L5oI0Xt952eXtgeehvjVyNGy5AxM0bWsDg2WG4jp01HwDJHKSTxO6CLwzuHbmdbGTwZ2yB0bkxdjpxsjL6evd28QwBtBFCbUYs13o5uK/NkTRLLIIPL2tTzJKijRoVHngMffqMxA9vzDhCyWtAduBrrxXLLWjeikNEeOYaU/Hy9q1tjlY8ViWvmi2x+tDOyzj4GcjmaCTqn+wPOwCBHDuEIyPYaEycQoWBLTzdT1L/YrDeZnoxZQmE2AbUbSw4753XwbLs+cwTRuRPxecn7QLOkV1Gle4g1JBSTvyNwJbxjA2XYwWiga/s2URCCEiVKlChRokRBCNpRdSrrD/tS6qM//+XlZfa+aFnbtsGNPaaq7frWa+xoQx3qiqgKUp+UKlY3Z4Czc4w62vx7sj/RuGJdeRR6ubVTf3ys8beD3Tfvj/adqpkr06Ymf6sOhajm2GbzmpldXDaIyvKs+c77x03WQE/72tBCyDs92KXPbnKGf7QHHo6GyvgZS6xtw1PYCQp+yavAe6JdDYx64/H+XnYuq8A9aaM4ZHJRZyFaq95WOYdi08lNsfhuGU718xpp9FsgBuPB1vVPGvO5lsXYsyxsfkG97jzzjWY2UUeesXIO6l4YDpXRTD/IvReogZLJSncAbwKUGJ07kM7Tj+nfC1pDxkSs+3l21+l1lKFFnkFSnPR6PfVm/+5Dv+5k27I49wwPbQlQDebrajrL52000HdyXlyLGcp8aF3w76AJ0OnmKAzfN/Z+dTJlPB24L8g8+8N+UnP084k6G7LuftpoqMiaPfBeZAOOcmc/t2rv+nyjfEhHwWS+1POOuPI1NwjGYsqmOf9pjiAy13hAyFiIc3TXtd44Rwvp999sNlvPkug7E300IloLOodqaOdlzkUSZ8MR6Ifjh2bWVl2sZPPN34eob6Nnk/+Nevqi6WJ6sDxUt8/bREEISpQoUaJEiRIFIWhHvaltOV9Kw3uPbN7TkEPvJsBZLeqLz+/m2tkR6s1F/cx3hzGLBIWAXRtd35Rtee2UDBO9bXaMk71JQjCk0Z8r8LHzJ/sia9JOl9/jvhV8FdghR5c82PnD8VDZkvqF19Rpc/0AMhnyOfWEh46O9aqZj+jqF/XE2VE//eC5mZk9enJ/C1XYBAVGMkVQjaRVjmKl99NTZ/T5jVoL1HfJ3ttoEbVr6pCDPvXEfvZzoRfonvdzm1bVe8d5bTxZ7boqo2farIvFdKHrTyhz6+UZH3Xc2gGjmAnTAfNo5372eeZH9rHOe5Gi3d1cNsWMO/aPk40p9Zczp/MVjnJFRvQFDia5o2X0WWBty49glBAEOULOct4PmTGow8rfN/VsfejXXd0Fu7ly55bdNh0BrfuTbBI074U/B1ANfXR0lJ0P45eSn6NW0eFO7/drJ0XDddCK2Gz0Hr6TOZVjoiNk3C/nt34Nnf9w5M9FWbQHLgo6JqAAoB07veb9Rw+PdK8whlNHI+BQaC158KwBGeC5QKYfXTR51nEPLNURlGu0zJfL1JWF6+Fu7nlBJFQnX1tRfZOx6ffOrWD+okZGt9+VOi5rczTMHRaJgz33ZXH0qdPrJkGDt4iCEJQoUaJEiRIlCkLQjk63Y+O9iVWh9s4OkF03tVjVmC68h/b8Rjv1VOPzPZe/VIjQ+4aeTGBCpjx8tb46O3t6n2PteXeHenbaHU4GOeNWveu+s2X3qQxpmvqj2+dHhgiTnQxKGZAfUlrom1o9umSdO+p4yLMkgkxW+gUwumHVegZMBkhGwXxHZvDx8YHOLerkJ8Qgr7sSSUMh7/kGtREq0c0VyvryLvfOADKmbkcZzd1VztBf4OLn12gctPdTRkPWYdk5ENTtYSqjjdF2j5RCY1BgI3vk/KIORVQJXAW/ADkLss5u3EeCa+Ko1mK+0PgjSqO1uM4zvug8KiU6X8Onp41q5iV96Mu8Rr7rGvis6WmrQyIqV5JZwSnZ6zfaD6AZl66rTwYZOTaw7OfSEPB7FodSVCZb9wBzdO7KfKp1h57/qFW/Dj/XevDP0emwbOtQmNl4nHflbFYbW9c5a573Xj5vsu1f/2bjOA+KdbTXPGtwiyTIdOmRR59ATp7r0ClkDLmybo/6fDNH8Jq2ODP4g/jaVFdX6E5Rdw1dKpPcqRDEjvkGSRhuhrpOaKRwP/Bv/GR4RunvgL8PfZLdUa5HAYLWdRRP95M/2+BNjHaGukeffO1JNg+sX7QOuOdQtlwtVp8GICgIQYkSJUqUKFGiIARbUVVVqpHv5R0B0VmNDJFd+rOnL5U9HHmGGvWtY38tim3UVqmJRY1tWNSjfl5bFxsdnf1ey2PdM3lqeFE/gB0tO3exo1UD9x3uOO9xJhOgXk/WToY5v5vrvfxMKnCoaOGdfhkyo1AjjR4OQgQucxU95jNqttfrWmxx5ows4+hhc77Hj5o6rVwAvX7Hjj6iNaNBYmhnY6fHu6qy71ktVkIjhpPc7x1fCKn5he8iOw2AihCD160XkJVhF3XKvtapfNpDbZNsiwwpZmV8brLzahRD/hxi3ft8dFNnSdc9LIRgjHLPATJ/IUBruixws8zVJPepoeLx0c3Xz2Lo62ido2Cb1UY+992g4gdLO84XanigeER0lhQXwcca6/m6Zp1K3TR0GV35MY4OmvlB+wS0CQ0RODrqMgooBMdg7MwzPJl2ZxTvoYtEfhi+vr/y7uPm/P33hFxBfezXrjLY7+b3waiLEqY7vMKfAlG5m2vOZoFjxX0t/pP/ez7N1TCjAiHIyO3LRsnwwaOT7PPoXfC9UqHt9bZ0RLjuA18vICOdqNvivJ3DTfNcafM0zNIzKTrAJs5J8/2DYd86I+f1dKvss1ybh1964J/JO3mq3UocuLeJghCUKFGiRIkSJQpC0I7VcmVnT09V72ZXDaObXTr1pzvvoSdz3BmNtuqEYjn7jpRMMen/O1OdHb0zuIdkxp4RnBw29UycC1+cNZklfagn+83vD072W1llvsuO+t5kmVFbWxkCjoohG4196tEFbThZbHUy8N39Tu6DsOPZE6qK8BWYU3UV7LiGt2exqnvjAjfOOynUGfLgUOMkqD9KUU9Zh2csQQWQsUffd+bxwN0eqVfOg2LbZrOxvaNXO9+BpMAuf3jS1E7pEoi6ApwLPgIgLnATeN/OQc6ytyrV1XnP9Wkzl+cvmrVEz3vskuCa7J8c+M9zFUnmjXmKmXDbBTK6fqrDJWhDRBc7UArxFei28LUqxCHoczDPhHwtOhvbp67M+g18lLvAJXp4L9frAM1g/YCwTVy5cTnL0QlCjPfFUlkhc8kx4rUCGWFN8jxhbqMa4mLTfK+UDAN3BzSsaqWE3PfRiwGuBN8FusW1kCuizwNaE5twDerrHOYSC/9qvtV1Eh0WNe6g/Mqr1tgwv9d5hqdupTxbl8eId471Bj09D0HvthxY1dHhCIB/p/Wd7zDO7594P2h98YwL3inTm6ky/8ihGXcCOoeD5lXreRnhxDeIghCUKFGiRIkSJQpC0I6qqqzb79lLrzux033vnUdmlrIWQs5snnXs39tv1XBdcSzUhsXUD1mnlAipJwUGK2536GKTCcMuv7puspX3339mQ+cZHB642t8qV+2K2Qe9u7i6TchCUfgb5b3ujInfs+umBjm7nW3t4OOuObmW0Rftc+m64GRbZI4gA8xXVMcDMSD7ol7ZH/ZVI5Zuvmcf8n3f5BwDfAPYdcMuJrtXxwCcAp8v1sE2l2Cu84jZV9Rgj+p+sbOB4FpyrIl3J5BZDYO2fbffVRa2CCjKns8V6QEZ38Wzi+zYKYPMuQXREyGprDXrQfrry7WuE9oPrAsyXhCys+vmeuPyORrkXBT60hkbx1g62bwbVPS03pZJi0KI2TA/j6R9gL9CMx9cfzgR0sv39XD6tFGL4x7mWChb8kygD31T1zo/eS1s8t51MfRDV0ZyO/TMOrpG8vzxWjt8iV5Ym51OJ/mG4Oq5yo/Feapzys+PY8PT4BoOfWz7h801il4I0alycjDR3LP2yLZZU1IUvMpVY8mgY/dJ5EvVgbdACLlr+XmsR/ncigvRR9Mg998AMQa90Rr39R8dF1mLPFeE5LaUIkGpmXuee3BpCDQSpBkxXZjavt4iCkJQokSJEiVKlCgIQTuWq5U9ffEy+V57Hyk7ezJpdnjyE/Bd/Xq9kcobdcMqeFNTM4R5rLqc7xY7ZJ8oT3XzOi2v7F7Z4fJ96+V6y79etV7fHdPvqrH6+I8dfegGZbqX7vZG4MDI90WewOx2bh+9PM3mkDm78l5uAhY1mcHZ7Vl2fuIIeEZ9Q9YJh4Bs37MT6pZkFC8/fCmFtJMnDdM4akSs1rliIUF2BmtXKnqhI+Ly5WX2Sn1/In7EpLXDdx/zwG6W14NnH1cvr7IxwA6P2vf0qY/997vKeLzborVWI2rDMVlTIGPrUIOENY62A2iNetuDQh317tj5kdXzQ+823Bv6qaMCnbp1guok9x411+RZnzt9LoKm/Xq5VqfK7NqdEXdgj+Njn7PJz1zzAORwQOdLUAYFoeNYvA++DNeccZila4AKIjGY5YqfrEX8AOSK6OfPfH14dubz5LwgH9PQEYm9sasE3j/Uebb5Ju2xnX3QfBf8pV26JkI3wXg3X/d0Qoi3sU6dUGbpnt6sNnZ5kTvMon5I6FnD9XWehnQX/L6iI4D39S7zMUS/Fp7p1+71sHu4qzUD+gBSJq6YH1vKpXQ6Bb+WhMjlXgdk/20uiVmOVPGc4P6IHSttfRGzNLejyXDrb86bREEISpQoUaJEiRIFIYhRVZWysIP9ZoeYPLZ9/wTzl7ok+uB3c7u5cXcqfy/9sKhaHduBjtN8Va5+xc5vEnayZMboEZwceu3Zs9H297A7hq9A3XAthbnmO8kMVDv1YDdOPXvf67Vb/dbTvDYKytEf9Ozxfe/7fU0tDw8Gdraq13Xz7Jv+al4PnEuBFgInw8+jjvxyudpyNNMc0y2Bb/0490tQfdZrx3ueMVAjPP2gQUHOb5rsArVJEIm2zwLZRNzZR0dKzlPs6PDv7trRjeOcfZ3qmY4gXOZ91t1+V/wT6u+74XzIPuRqGRTVGItqy9TSw1qNyAqIwWa1ETck1v6Zc5AivuPosXvJj/LOBrweyN4Y6ySo7XFteaWue3p2mq7vDtoVzVg6gXNCJnx84roV/hiQdoK72uFex7H395pMMNaDhZRstj058EeAZ8DzA5QmenzIj8OvGQ6t7967l503977ux1G6H+XlEeZKzxHvYNB5TnMGvLJ1j+hbAls/omER3TBLKpDf/NZTMzO773oMOCjuBq6EuFmubHjsr2TUPGd4/pL9R8Rl2OIkKStf4QYaVBBxwfQ5RfMj6llUQW9A3Vz+fnRu4OS0NVi4B+VM68/W82cNitcJx2qjTqXLoESJEiVKlCjxqaIgBK3oVJVNhsO0M6YfO3h1S/HOM2t2lLObmbzTYUWzuyb7oBuA3ba8CfD9Jnulz1z1KO9kcOYu2ax242JZL1NfLE0RgdnOK6xpIunlex2+57ts39nKuTAweumIIEMyM3vwoEEI0ObHpRGPgyrscMd+vmL74ouAU95N3mdPdhLHFBnQq8VK2Tm1Sz6rGjrZ6YIMMc98xSru5DVCqcSRdXkGnTQnUoYdeQhyn1vmNcCU6ec9/HImDNrsjF1Kla5wxjyqF7rb1ZyI7Q564GtQjG0/NpwIzXH/1TXgqOCpjgg/l1vv1tis1hoDn+V6MQ8xG4PBTT2bjhDuOdZNRDEiO1uIkWd3+yf7WjPpOuc13ehLwv3OdeWe3fXPo9gn/4DAb6CfH4Smrut0D134moGH4M8NukXoVPjoeYNKgUbtuGok6BWegFxTolqSEXsHBKjmKnVOMZbY8UTaOHHEMXZ4oAQKb0VrDu2EwPAH3eN50e/1tng9x538+UDnD9eVZ1JEN0AruFac7+LaOyH8PpJmhK+f/ig9C9GPYI5AeLhn1XXT8/P086KTg/o/vB/GAJqJ4iNjuRuBWObdGM3PJtkxhUpd5Z0aUhntdlo6CW8eBSEoUaJEiRIlShSEoB3dTsf2JhOxiFFwY+dMtkttXmpontWMJqOtehq7zPXy1SxXMbSp85MJoQ/vu+w7zz7Q0YYRDVeBmtPTF6f6WXXVMNV3nVG85zvQmAGwgyWriLVEMkbOhawLbQT60cl+T08vxHlgB0vm0w+MY7HtfZdMZhu941EXJAOkhsxumAxJvdFo2S+Wqabbz+uujEG+AbDhPeN5+cFLnU97HsWe9l37g4MGDaHOp3ptN+23YYWTNaoDYS9XFIQND2uajICMMaIasNPHQTWSeZES5majuQbx4npfnV75sT3D9zk+ftycF+gWc16t8+yb8+bzZM7SddjJs3ezNLdi4o9zRE08hYDSCM1AO8GDLPzqknNxJMFZ+9x141a3huqzvcAW92N0wr0lddFenkdFZdANXvbcN6s8G2/zBsimn3snD2NAG2K0l/tmpGPma1DPDUc3mEdlyOg8nHuHRD918XSDmynHEuoUmP38PuktNN/94tsvsjGyVrmvqm7+7IPv0Ot2UwcCOiKj5r5gfkCCIq+H52M7Q27OZZi9D4RuPgMNdB0XRyu4dpP9iZ5BPN8IjkF3CqtZ130VXEDx8OjwfHWfCb/G8sZYO2LLs2882Pq7oGc2OhzeTYSqKhoYeJe8bRSEoESJEiVKlChREIJ2dPtdO7h/YONpszu7OG+yDe3kAst+E9TP2i5WUnEzz57XeQ1cKnbUNq88o/FdMxwEev6pFcovPigc8j39Xm+L7Tz3jGfPmh3+4f3c1TDulnkFhRiE7ITsjJ1/7DbYbDapvupZhWrGUTUwdGxEne82N8IsabZTx+TYfJ5oexrA+mfubkMND5cyMlmCGuDDwb1szFKVixr1w7werlrpbKFaOJkudUn148ORwMMidH7s39/Pfg7yEl0O5W43RAEvcU2iamTKtppXkAIyIznreZZJDZzMD4Tg3Jn+XKPEfM5RHqtrMa+V4aAc51MpvfigmUBWhu5C5IxQa4/zRqBPQZ13d39H58N38J3JPwD0Ka+ZC1moc0Rop9Nc0z2Y/5e5cyP1YPXfrzeqv8/wMPHrJWTNv1u98X4/SalwkGfMvcWrx4g3BjoVPD+Wi+UW+gAiCvcDUBPUbhE8GqKT6VS19OYcDnaaMaM5Aho0aXU+sKY0N/Fa4IshBUNXY3UuAAG6J06K3+NnjhzxvRN/xoOCCsWokltg7AgiyNqlSOh8MPAPeGGXfj8JBfPv291t1kHssJKXxuJOazM+/7jnRuHZfO9J84ya3Uw/lQ5B2RC0ot7UtpgvBPUcOIGPP7a0oUwgVY3zFqf1cq2bPrbWIJSCEU4iHEFgyiVJ609oHUkQoZt7+CK8d3SQIMl+/nBgUS2C7G20+RVZrp8Tk7jZFrULbdxU2Zj5QzCcDNMD3OdsVI2y7xrwR0mSm2416rAcD1POc6UHYLIINUsbAR4yEjRqkep4OHANXmdXe8uYgV0hYXaG2fuItoVs+/c8fNskPs6DOV8FG9/zj5p2IgSpaDs7PjrIvlu2zi2I06zVhoZB1TAnFS4XS21QeJCxRiWdGmxT4+aV0DVZcKxcLlkSzr3tzd8qjD8SPGdqeW02Gc/Oz7PvgEzHa7TX5vwR3UJEh+Oy3oaTYTIx8/FTEqG1SxD6ICcqxvuFuY6bXdYZf2Di7zvdjtrd3vvKO36M0E4aDLa00eX54X/wuBYkL9hBjyEC+jxzrarKE4yrTYLbQ5sca3A3kN2i6dMotPJ1A8k2kjcjSfvm6lYkY30nJdEuz6h888HzYzDKIfKnv9m0K55feDLn5V8E0u4d5oJHbHp6U0+ajve2JLgRd4ry4Txz9k6avxNs+pXs+b2MEBxrHFl1nq88wyHhdvtdXf8oZMbzjrHREq420slQa/9topQMSpQoUaJEiRIFIWjHZlPb7GYmOJoWrirAvNibroPZT6fXEckjtq6JyBVb3ZDcDcZJEcYUdORZOjtqdpmdFvwbM32Nb+0kKUSOXK6TjI/vBDoHpmOVsCOOpDwyJNl8rutk3IFVdBDaIBbTHOpWGx3Szz6mPrveYANMxhMNe9rESFkv+zg3yq64BjlKEzNlZbVIlXoPZWz5JNTW2bKTRRoVJEDSu5R1fB28dCIorYx7cxcLcvRChC6fl9vZbTbmTsjKVy1CoNoH15iw0JLXzAPwa4RKowFXJHqROSECE42rQEHWq/UWpA8SFCWJKZ2R2UHofJ1gUyoHNfN0c9u87u4gs+vErhbqFa2Wub6UCFSem+ZrElIp967WLOvKf06mjDUz7+McO91OS8QnGUCZtUpkIF+UBoJNMGNH6ro372bHpqypcp6ufXOtZtO50ASOJeKmz1VPJTJHAldu0AY6GUi2PA/2OrvZvyX1HuTF69Y4ZXeOxHQ3txzmPIR+hvZKrh3raZ+SIiiFP0dk+iVholRG45nD8+Hs6Vn2nnFoCY+tshE5As6X4VQo98XP1XWt+1gSzEGgbcA9uJvLa1edaksQ6U2iIAQlSpQoUaJEiYIQtKPTqWy8N9auk7oVtUTV0C6Tza9ZyiCqqkoGF4jUQGr50E17yHBCPYoWn2TC0vxclqtBgGfpxMHuwmtqrZp6247Z7PVSoVF6dRSsWNmxQjIigyD7Bg158UHTboQgS6/btTF2x6O8XkjcibD06l0yGVCUAQV5iZaiIu54Vt6WsI1ZBbwNxiDLVQRY9nMDEebp0ttQTeTCVwvVkIUo4+r3lJlJctmD+iFzd2+/uWYQj2j1irLZSU47bwHUqxv2EN1+V8gX14/vEIEttLxKzMf/rRY2v+58biFULG9jTXXwlDEJfVjlojXIuEZjoUhgUytf5ZnjTTBS8msyXsJnIMvN2/Nmt3PVzqMoVDfU/KPIzSYQP+txLsct6Wqtt9zSemQjHUftkX7daC+GGLy3bObFvMuy2381z4PAWAkUI1p/b/M/BrbDeh8Fcps0V/zrAAAgAElEQVTfH7fPncfhxxBnINSqma+E2vi8QBAOiKpaq9drG/GcC5bSZMiRayJk7Y5nMDwg5x5h9gNSCJ+jm98vZNzwAHb2dzSGzWuQLoI1zPMhIoVqN2QNBmErhKyw/NYzrN9Xe3lsP2SO4edwjWSvvjvW/fY28ZkgBFVV/XhVVT9bVdVfqqrqqqqquqqqX/iEz/xoVVV/rqqqs6qq7qqq+rWqqv61qqq6H/OZf7iqql+qquqyqqqbqqr+96qq/tBncQ4lSpQoUaLEd3N8VgjBT5nZ325mN2b2vpn9wMe9uaqqf8zM/kczm5nZL5rZmZn9I2b2n5rZ32Vmf/AVn/kjZvazZnZqZr9gZgsz+3Ez+xNVVf1tdV3/m5/2JLr9nh09PNoyyGFnS8TslRrS7cXtVg2MDA9jGbLLRZC5rPrNz499J0xGA3JAqxzZxb5nwhIL8nqwdbaz7li3jdKW2wY5Xm/b5DXj0S6tLjmjnzpW28qVHa3kO31ny86c7HLLjMizBo5FRGGaRajfSkQmyMa2ORXMw653G0xcaAqEgDEpQ/ZdN2NewkVwJICxyMTI/801U8bZ7WzJ37KzZz1Q6+5LzId5864ERzlSFka9F3GY3BaZa9aWmW3L1LbPo7OfC/CoNhwQENUzh54xrwJrvpPqmO3PcZz1eq0sizlmTiVZ7Rkg6AodG2SAV6eNnHK0F49MdtYm60D1av/3/vGe5ojgGHBsxKFYYNFMptfNfk9EPoOyUJ/Hw4cNR6NtdqTuiIhigcq8hjG+CrLAvSC6hQDPcJgbdkVJ7MFwkLqSeulnzfhA5XLEJ0ny+r3ox2JM1NppwyV4Hwz5VQtRVLcQ4jx0rAzz+4ZnLuPn3u32vN3Wf87zEg6TCa2C05U/X9rzorXjn9k7blC728u8S0ddSKNk49wO1nDbSMosIU2sl51l3v7a6XV0P8f2YqFWLnTH+aVW52txPd4mPisOwU+a2feb2b6Z/Ssf98aqqvbN7L8xs7WZ/X11Xf/zdV3/UTP7YTP7ZTP78aqqfiJ85stm9h9bs3H4XXVd/6t1Xf+kmf2Qmf2Gmf0bVVX9ns/oXEqUKFGiRInvuvhMEIK6rv9X/j9mp6+IHzez+2b239V1/Vdb3zGrquqnzOwvWLOp+JOtz/xzZjY0s5+p6/obrc+cV1X1H5nZz5nZv2zNhuLTnIetFitln6u5i6Os8t5uZQKhA6DT7WwZyEi8xqdFO/nAKo4SlWRQsMs5Vupt9lqS2+Ei7HJ9eSMLZnaXB1jOqgsgZ7iLG+G1rMm62bEiAkSvtKxnAztbxjKtWqsyFc8IxSyer7LvItjxy+DDf03WzW5bMrBzBEryLA/BkvYun2sAd0CZbjBUiWIoQgb8WiAn22v1srffTzz66iMzSxyOTqejLFl99jCT/bqJwU/NM5i5rEMvfM+zM8nO+ueotUYUqNfv2aaT29JGYxR1j2zyen20rl5cIugE0jLJ5gmehKysWXebjZAgzgO72+cfNdKrsOOPnJmvrNWvK9kaRjmgGtIpcEEXxpZkZfOa8u7RrjI3zvvq7Cr77tet0WQslmsFCNXzn9OHzjVmDLIh31QJuQjdMck4KOcfRHllQnM/zU3TFotUpzdLbHs0Apbz5VY23q1zVEocEsyf6OgJY+MVUywicjTo5uGu6Xe7QoY4v0UwGIpGbDxruO5wB84+Ost+zzHRAkDYiXXCNQGJ2j/ZF/KhMfn40XIwdes0Y7txVC7yO6SZENDc2/B+WVS3xNXgPIBs8PckaswQ/E0y2163bxKfR5fBj/nr//yK3/1FM7szsx+tqqr9pP+4z/z58J4SJUqUKFGixBvG59Fl8Lf469+Iv6jrelVV1dfN7AfN7Ktm9te/g888rarq1szerapqUtf13ccdvKqqX3nNr36g3tQ2ny7UX/zyWbPbRLFw91GzQyRLl43sWUIDUs2WXu6csQ0isA71ppgpiA3su2mOKbOj0+Y0u72cwdrtdMRaRe54FXaX7Fgj23c6yw2E6FyQSppQj9zUKWYtVVWlY8AaxiLUmbXsYmGXU9enbkkdFzldaUN0Qt06cAtiplFv6i2DJMbE+USW8DqY0MRaM9nIDT30Uk/L6+BtLQkQAWrYzPHzp42pzeFRLhdMtqAMEQtnOAR+bUadUfb7qBEh9Gqvk5ja3Vx6VQz0YM4CmsG1IGRZHNbsPKAfUa56OBnawf2DbI7Wof886lHAjUHBcewKhWRXUsfDoIpOj8BrYL6lV3B5Kx7HltaHrwu6b/alLJfzeqJBF4iS7qtw35GVHj861phZ15euI3D5osmuue5SYgxcGzJerXNrgsyff2NNDmJAF4Jkqwf9VvdUMx9RThzOgOr28yRR3h5bRN6I+H46IEAkr+/udF13zSWFd3OWPSiUugU6cLFy2fTEMaBjgi6UVfY9Wn/LZFFu1mTammvNuaMvziEArdDavYVj0tGcmrXUFn1tMtYoNx75IMPxSLwsnlV33sFy5iZGkUvBmAfjwaeSLv48EAK0Iy9f83t+3hap/k4/c/Ca35coUaJEiRIlPia+iDoEbG/epJnyO/5MXde/85VfUFW/0u13f8fxoyPVY5587xMzS7tIItaGyLxevv/SLrxXnd3h6/rs2bmya0YfHP1wsnspb2GPHGpeynapj/e6drC/m42bY1CH7QTVNnbN6iMP3gfUaYleYNlzbFTFuv1uyg57OSM7WqvCFZDeeyevkUXdc/X+TvM+4k0fb4i8rll1Oppratvsqqnxv84QpxMUC6My5dLV9OY+v2S/CZFIOvPT61z/nb5nQpyR67yv+PSsWU8z70s/3G2ubcxOCfX5+7VHl78/7ItnwBoiG2de1i2zGcbdvD9HDmL9Gl4IWT0seu6Bdv07Zi+MN/aXT4Neft9Z1Zc3zVjJLvcmzdrd6+5k80JEPgj3dn/UT/r/p9fZ+YsdHrgTZHKJK+OohB9LHQ9oJvi6QLseZE1jGfZTfd0RHtRD0eK/f79BE0DShgHdYizRqpx1xDMgqgiqVj9f6F7dCZ4FkSuUOhgcvQjmWOpG2OR8h2izzlj6LSRhSyfCkSG6AdAVmKJfEuZaHB26mPz80flALTJm1MwrvIDpzVTPpmkwHItoDRE1DpKlN9yqnItAnAeuxcN3HzRjvb+feAc+HzwPiGtHK9CEUCdYZ2Tpz+Gbx+eBEHxSNr8f3vcmn7n6FOMqUaJEiRIlvmvj80AI/h8z+13WtClm9fyqqnpm9hUzW5nZb4bP3PPP/HL4zGMz2zGz9z+JP/BJMRj27cn3PdmykkUnnJ2vmO7rvNZ8/Ph4S1GQYKcHo/vFi4afQI1PNbRJs9tEVx67Uo5NL+yt6xd0A9t8vDtKPgKo/g3yzgcyATS5wVWi5WpkB0u72zNB9TqPcp+GwXCwlV2TRZy4rjcBv0G1Pt8Za2wB+5EHAB4J0+aSK6sb5mqKnW5HcyfnP3kX5N0WZL47B7lSobJWz/LVS+/XDmtdsjXV930My/7KuvQwP8+XqBz0QncJGdG+W8ceevZFzfnALazpRpD6WeAFkAGNd8fyqEh8izwfkKYDXRfqzmiyE5CEZXCD3Dlqxgjiov58v3ZSypwt1YM+CrwMPsM6xoJZNsh+rSY+Tw8f3svGAPcE5jfzKI0IbKO9Fju7niUEzLkCO6hbwpFhbYYeeTJE7hPWBetMlrq+DsgQh8GRs+pUmltUMC8uveMjuBwSoHncHxxbuhYhos24UkB/PM1ni9cr2/l71NE0yP0y7vzYV2Sr3HvOOeBYctcMin1Et9tVt1A98E4M7vPwHOU+J2Ds4xXCdUepdCxWPkp/zj0Rt8mVIe94liVdhqR1kfOWpBYLB2maoxnDMYhJQIc3OdLEb6vQtbBerm3Tf/WzF6RDCp5hfvqj/v/vOAT/i7/+Q6/43e81s4mZ/ZW6rts6kR/3md8X3lOiRIkSJUqUeMP4PBCCP2VmP2NmP1FV1c+iRVBV1cjM/kN/z38RPvPzZvZvmdkfqarq59EiqKrqyMz+bX/Pf/lpB1Z1Gnb869zr+DmZEplirH82n/H6Kaplq2YXSYZH5kZmzM6XjEbZOE5xIZtFAZHaUnvXjc47tf461PLEUCVr8h086l6xG4FsLfZ0D2aD7PMwpD96/7l8EegHB5WI7PAYKSPM/d/hKWjHjAPlQV73jIz3+d1cP+M85AMQdvzKhD3riFmsWOl+Tek+IdSFAQtdDmstJT4/fzI7OcBRQ3bkBwSA7gsiZtCsPTof2q5nzb8TCz95LbwaGaCjI3a6RPQiKhgyL4wtKrPBY2g7iaIKiHodqAXI0vwu7zbgPiKL74a67Mo7Gy78HJj7iSNuxMyP16kqMe/HQTde7/V7j15+1g33qvrxN6xJZ6X7WBZXOSJHrXnH+T+dbqU1CKrw4NFJc+zbXDe/F7Jr1hr3CfdNJR6QM9iVdXq3k4+Z+v/+8Z6QALoMQL4G3pEgx9GgyDkMapnwM8jOdY/795+dNijIZJyrl65Xa6Et1Pwvr5qMX4hI6Drg+rJGo1Nn7KRp9/ibJZ+CtlMt3xtVMPvShMjvE9YaWhr3nng9H4SITofgbMr8RJ8SjjMYDbRWGKc0UbyjDVSG2N1LviSRq/Am8ZlsCKqq+gNm9gf8n4/89fdUVfUn/P9fIi1c1/VVVVX/ojUbg1+qqupPWqNA+I9a0174p6yRM1bUdf31qqr+qJn9MTP7q1VV/aIl6eJ3zew/qev6U4kSlShRokSJEt/N8VkhBD9sZtFk6Kv+n5nZN81MXgN1Xf/pqqr+XjP7d8zsnzCzkZn9upn962b2x+oo/dZ85merqvqGf88/Y0254/82s5+q6/q//SxOYj5d2Nd/7etbHgaqR4faIdkLWd1mU9u9J80Ov3Lyah2yUHaskcENK5hdJbrnoBPshEedZudI1i82Mfr5m9fvDtVH7e+Jvd8b6X67M9801+6+vGr+fXjgugzObyBbZXffu7hJjn+jXHFPDOQ67+WODnKvq4N1g0IZ5yCvALzb6eOfL5RFc10P9pu5nXgdVk6Efh2TZgL6BDmjG7U8an6r4HHA+gC9Wa/XGgOeFuKpOFJAZkwGPZzkXIjYsyzFP5Ck4AUR0YpurysmdWLNv5oLQ20YlTQy5DkOfOaL2yNqAUTfAHlczBe2cRSJ8yVjR6FwJ2aXxlBy/o40HiofuyMhh74WB+K1NO+DO0D2vnewu4UqxY4HMjf6zJnLyL5XBxAaI6ATnuWROcuXQKqda12vYXAQHI5xkMydM3XtFgEZUHdOjtKQUTO2sft3SFF1vtR6P/S1SabK/UxGTCcU6xyEIOp0MC+8D/0FuWUGbY3BeLDF3J+Mch4G49ezNqzZbi/3cqhzM9SUNctPwNGhYY5qjHbHWy6HaACA2ux61wgdYAmdy10S60HOKeLeBhmISoggtOfPz7c6NBiLdGl8vUjZsp/Qm08WC359fFbSxT9tZj/9hp/538zs97/hZ/6Mmf2ZN/lMiRIlSpQoUeKT44uoQ/C5Rb3e2PRmmna2vmtkt0aHAK+3np2jcT3aGWknL5WqwGrlswTZJhoByqzJGALCsKZ2GDIEtBA6nY4y+q1MZt6MJTKS2amS6bOLhiNBhoPCGrwAaQqEDHtxN1c2EM9LWcHo1ZyJ2IculzbOIWi+UzscBAb3q/r0k1eBZcdgnqJqWVdznCsa8j3SxfeaMOpqaCN0W3rqHItsg/FtzWXUCMANMyAB1KEHOt86m0/qs9Ob5MdQBcY1uu4EzPUdPzbHIrsezHJVOK4la4/MRzr8uEU6k3tT13Z953VqR1H2xt7DHdTbohdBW9PBLPXCR216KZF4lkSGJT0CH8vN1a0yeN4TdSo2genPuoheBvBbzl0joSvEJF/bUrCEtd/vJmQg9PCLM/Aa5CsijHxu6mv52rPNsdfr6VdP/gu1zj1qmkh3Be6NZ7axNo2WBs9J5piM+fyj8+znUaGvN0raAyA93AeH9OEHRVe4WdyTPE/pBGPdR5VA6TjgyxLmO6kM9qzGY2Dlx1qis+H30pZia44gRm5NVGokOFfWLOjV0YMjG+/T8ZJ3G/AZkGF4Wxy7N+i9kYBPjM+jy6BEiRIlSpQo8QWLghC0YrVa28Wzi5Qhhpoo2RoZ5pEzwdkpdzodMdRj5k5d7uhRU6eb36H3nitS3bwkS3GdfPr58XkPOuGq+3oW1+t3lVXsDppja4fqO1q+MzonqkZK7Vw7Y2d6e3uxFLyCzgGZxmA0tLUzlcmeyBoYC3OrnngpE+YeCFyL6Dew7NGv7z3ic+9q2M+z3tntTN8R66kx++ZabTY5ShHZ9sxLVJmDD8DnQFa6va4QETJ26Ur4eiE77wRfhMiVAM0garo3enQX5Bru6xYLHfU2ZcAh+xJPweeYsd14ttkPHhdRXz+iNMw7yNPOwa66JpKCZY42RPpQVOKTVsJN7lDJ/RS9LTbGNWq+jzpu1enoveLSXOeMdKFSQff+4qphy1/d+Jr2Ndjz+TjYb44BchhRr5j1N9+NAqcr0oGM+NzKNdTPgzEyNjmcunrm2Lt8yDDlrukBY76u69ThoQ4VV6r0MbHm0PjgeUF2Kh4PHgURgQwugOIVsbZvZ+roGFU5Ux/tjMgp4XnBPZ3QGJ+foNIKtwq9gi19Bo96XSflRfwB4Eo4ysJz48y1Izrh+dENGizMa+wI4f7j9/LImS9tFZDkTfD84HUUOhqqqvoUOoUFIShRokSJEiVKWEEIsuj1unb06Eg7NuqWi3W+u4ZdSwYoLf/1OmU8IZuMdUSQATF2Qy90ZJNLHSto3ovB6ozX/rCvGhfsYMYHklEFr4J6TnbWnB+1MhAFMn+yOMYcGbBEvdmkTC5oH6Qdfe5OGL+LTJosDp+AqJ5IwACmbint9tEw6Z77+GGNky30PfORMyBeD545ocBHxF06LmicG9mcfNJ7HV1HFCbV2bHKz6cXmMliEYefp/XgnQyrWINu3v/wyw99HgZbDHUyv4i+cE0ivyEywcUxCEp0ZFLReZJxtH/H/UL9PmrUk/mhCTFS5ph7yEfG9jzodxAo1fX63eTy2M9Z5WT+9+4dZceq67zeHPUson4J8xG9IUBeBuOkigdywTUh+576vbgbtAwYU0S/hF7hFdLNvUGkQdF6PkVkJ2XjzTHgCCwDp4agW4Wxa135+hiF9XDlGv7zFmrBHI2CdwmRUKccOaNzg2sHEhnRTe7xyX6uNRF1T9rz0e3ka4r7nHXw8J372e/jMz8qQLK2I4JAtH0L5BAa5kMqsn59WQ8gq1aZfZo2g4IQlChRokSJEiUKQtCOtXMIBr7rpu5EtsGubFl5Xdx3+qoJ9nvKqqiTwRaWLr7vGsnw6T1ldxi96XtSl2vGyG5ULn8+Jup2nV5Xu//4XXLMcmNpufaJY7DJzkdKYj42nAY3N0E7QPWrNJfsgufBA5z5oObLeZGFiC3bz7NLUA6U1hLi0sle290WZk32wvhjhisFyjnqaPn1lDZ5qIGK+T7PVSKVtXTzMa1XG2VN8nvw9YEOevRKj2qBr3Ogg9kfddIJzmV+N9fvopJgUonL1e+Y8y3OSTdHc5hHaqsf/vqHzfuCg2W31xUHBnRNqExADKJeB0jByeOm04XrTAa1DF038pUY5F0nxGq1stl1zhqP6AU/F/IRfBOiox71bjkPho4RuBTtWnOs7fNZng/RqwR06/K5o1zetYEy6J73yEfUQtmnZ+0zP+7u3kT3b9+TzNpyRVKef9egOMGjoqtr6FoSB692u+wETwC+qNvtJHfUcI9KwdMzf8YfuwQ4Bhkz3AmuaezKIFg/oICjySh5FNwtss+oI2yY+ylILRPe1DxfTxH1IjgO9xnz0h/1W+qpdDAknxgzs+oAJVsfY1sz51O0GRSEoESJEiVKlChREIJ2dLod2zncSepYqzxzYmcvPe3gBtfr99IOTnXrvPafsuqgehfUsfhujcE/LxdB343OrppMQf3bk+FWLz67b1AFQj3dQe1vsut68cryXdM9+CZIgcx39beOUlyf34jFvA5qeOvAej509y526vQjrwKzP3IGqCXKm97HEFXTbi9vxUeIfva7wYsA7kTqH85RjKgWyLWGES3Gu88T66Q/6ClbIsNPqmauUuYZYVQ9ZMtO9wS6C1FfPrlhOuIU+tX7w76+M9bbmTvmhest1bfQX546RRxJCZk17pexe2Wz2STuy4LrF50XmzEe3B9kn2WNxmwdnkdvAPrRfJ61CgIHRwG1vV63q++Sclzw2VCnAtmafyfncEd939GtyJ5nfmfirHiG3fIbiGqn16fX/jufD79lGYsUGBmrP2emfr+lZ9VeNpapFE3X2Zj7w77u1ajIKe+SNbobuWpq7CaBcwTqxfMmsuyp0XPfrFuoFshRVI2UD8le7mUg/4XQrRI7xe7Wd9n8wUmRvkuL8T/o5efJ3EUNFe4T1hg8haMHB9m5SI0VbRRQr1mOPErpcrWR9gPPDXEi/Jjo1Owds9boIOtovt8mCkJQokSJEiVKlCgIQTvquslM27Ucs6TQp+zNd69kiGS70+up0ILYk0qWeutMVdU44RaEDHisnbArrHlmQ5BhkrXEnmmzlp+77zzVRyyf7sqP5dlC0DjgXPi89LKDhkBUIVzOF9qJd3Zy9TPGO/esBN18sYxD/3FkxCeXs5wRHx0ZUzY3TXXrYdyxw9PIMxkyXwKOAb8nE1h3YHRT50d5LR9zfzTY6tDg36AsUbOd+dH7QxfChKzWx6Q+9Yvc7VGeENX/y967x9q2bWldbYz5Wo+99t7n7HPqvopQYEorEaECQSxUikAUNQZLUwbkkYJERaIEECRRASshxhAqxAckFYVQCCiCiUUkQDRSRWEIUUoeMf7By6K4l/s49zz23usxn2P4x2i/1nv7xlq3zj57h3uR3pKTdfZac47ZRx99jNnb1772fZ2duUTDKmrGuWMhugX8uuKnER0BwdzOToVwabhvNm/lTPlwKkqPi33O8Et2mevVMbZlRsrqfut6TGTYUSPGlsPnDQQqnBqr7oNZBrfLnUIzzQzW3BN0N/w5IN4gS+FLhNLdtuj0q99DQQAthWa86u2AFwRrlHu8XGuvkTtqta00NsKF0dcinAIQA1Xy3FvmPSgKSFBT7wfvavJ55blSq3MWFdE8H6h/BoJ6yhyAePYEmjH9nS4NVfgz4f/w2L0Im4kx7l+QQq4RqAI6LQU5AenIaK7qLxQuV0ZPeS6P68L94rw5NqG6LKBVfObF1cXsu+RVoiEELVq0aNGiRYuGENQxDoPtbrb2wRe9T1j0BqiJHYTpHux9Kzs46q3s1siq2MFS8wn3rmPW8mbHzO6RrOS59/CCOJyFFjqKhbelruhZALrm3/TZd8ysUk+sHM/qMUcty8dK/Tp84D1rD1+G0Nmfdq1Xb13N9L47YQ8zbpAB9U1Yi+Z47LZ988suPboX8GoXVvZytYjfaU00dtfO5FV2cDgNxnlnTwPtcT93ZIGaNH3qx8OpqJMNORsNNTT6iL1N+uwquxxS4yzX39Uih5zxMN+hp+411s3FWWSfqtGvvhhl7rI2e2hi+LoYTzmDnvu8Z03/4+E4U14s2vrUV73L4EXWNghWuWTGgUrhJ/DlSYeCa45+BXwOst33v/C+vbiZ1vvjy2m8dAhpFobGhbZ3w5UgE2Y9BZpDx8wD3J1xGKP+/N7n30vv0XURvIRwr5z+Hk6jlWeHWeEiBMoheh/EOI6BJkQ3kegpKOoW62fIugo1GjV9VnZqVBSs1gDg+qB5EnJ7fr/DvyioW0bagovj630rKA3PMkWYglNRdevwN+r0PGs+cmXCUGadocDTZ77AX4HnoyBNgdqcZa7a/o7n0D7OM7ovUJHEDyKcMy3N5ftfeD9xMl412oagjq6zftkXgZlbCByZKMiNQatKbWkbRh681h+iPJgxV9HWL20B48s2yGVxk7k8qpPxlPC2XC2LGYsvaBW3wAgkFuQhm3EwFuYBEhQtMIRuKGqJXx7Q2poIPIkQCzdJECDPM5QcIh8CgylUGLa/uwxzvvzg5QzaU4nWeGCd5YeFfjHGpsOhY74AWCc6L9HGtjrFAyogYr/O73/h/Wnc/u8zSGPyBagywPplzZfO0Wgzm8bC/G/O10HICpLXc8SvMkSOoFVIq2I1zGZGrFlZJ7yfL+X4YlwWmdmw8XV0mQ3O3/3yV6a5o1zxyAm8vh7iIYpIUsjt5mtVNmHeSurQcZmH6XhP3n0y2wCw+YYUyvnxZbHceKvvCYEnsZj2MSDDy/p47HA94mMF/l8WYp6Pi/u+COrkkpF+8etGKe59X0dgwNyPkCqRnz5/dF6RAffpWHsx82IsSy+NsREKOXEhxHLf8cWILTQtkqyF5WoZa4gvYTaI3KOPkYeXVmjKUVoyUJM5tYMmQsq4slsPcrA/QxATCwE6tQ3vSzJmVgisWE3zvOCzVNZe25bPH53PZOWj3FJZqpuVcibfM2eXZw9ax3+caCWDFi1atGjRokVDCOpYLBf25N0ntvCMhqwOOJvdKvamQbKhpfB4ip3olbe0sdNT4w+O+dFXJhiKXSOvV9IVu77DDltbt+69zojD42ePZ6SxGVqBbfOqyB2bFchUd6wHfx/Q2FLIh2oxOg7DLIMNUo8Hf9dyA6HSzSr1y/vC/neZsxjOZbFazESQyAT1PCLTEfnpENgxF6wRpCTEhASKB6XYb/cx53H+VdZsZraRDFZNrdYibMW8qOQ1mQOIVJSeztaB0gA3kz1dPMZaOIsC8RkE15K1RvZSiFsuDyt2uNFCOgylfe4R0t25dVEzec2AOTYEr1MQOnPpiHlSoad6Dau0MDB1CEpBYPNp6EQmN6BvyYyREQ+xHCHK1gRB1rMKSikaE8QzPyZZaEiEh32vlNwe+H2NPIKyqOAOsZcSWSADkikjr8y8hi2wWJwHsdEgKBwAACAASURBVLhqd6Z0UoSHKPlM6IqWHLknN9pC+9H0b4ylwmrajwdZjyiCRk70PFtZf3S0CUttXxcgZ4xR21RVRpp/8xnMPecfaBnoz7aULFWyfL/iGazPLEd+xFDqk0ZDCFq0aNGiRYsWDSGoo+s6W65XD7a4zNrXpNZkXfkbu2eT2p5Kq777kyaDDDIXJbuEQcZDnST++pfezng8HINIxa54f+s7z01uo9SsPXbw21xLJDOidkgwP1Her/kQUsYKsxkslpGmFfMnMsJiG53HGMI+1P/FkIXfF/Oco+37fTqWZixBIvIslbn/4IsfTK9fZg4B513qebk1Ts1OxnGMv0FQAxHRrKLMlyMAnkXQhqrkMD4jpLCd4KXmQPu7fazThchCc96PxK43SHVId8NzcR5MkXSdMuKwRRZpYz73xUcvQ1r38eJxGgsiNbeeKXI+amb0kGw0Y7g8TVkqtXj4MlFjXszNsbgn91JDVwTh8ABn4HyTORSKMEGypD5e84d2+yzFi/BUkIidA/F89zz9nggra7+WWFXz8xJEBZvcMPI6xLkHf+kyI0CIRvVXOaveB8fC2wo5L0yBhHsTEtBhdZ7tpLuui+wYMun+gGx2RrO0JTIs27FoPsvPC+X3aIs0nK5aOlmRrXj2+k9FCIPI688yeCyBVgn/qa73m5V5Y96H4xB8A94LEsw9xXsVtZ3WQeMQtGjRokWLFi1eIxpCINH3nR2VRe3ZWbS4wIAVcZRhGGzbI5NLa42z3uku2OQWHGVsq5iF7i7JHNdSr1WZ2em1WRYV5nEw/7fCnkeS2He4ehx2+mFKgjStiMpsb7azWvjhNlunquCGZlObqBFL9k2N+SJnJSHR6shDjbTAaI+2Qdqn/Jgh9RlmT2Tn+TOiG8Oz18jCw9I6Z4CRMS0XpZVL0BQ9f+Uj3AWPJfMgtH1qJ3VZ1hd2r+dX59HKyHzcfZC5Autg4OcWJzoBZm2Jy2ypS712ZotdcTfCCEzQNrJJlccF8YBrAzeC+m50jvS57s+1DtEwv/+IR48vZ0xurQmrNW7I3l7mllntJFJRqUDYmLcK9YqWX79HqQWT8dKV88TlcIvJlVtwg5gJVyBaY4/3o5x1G2MYRYnst3Yu7IVLpK/j/ol2XeEMwBNg7HH/LRfRokhH03LIrcJhtBUSzp5N8+zxsQUXo+q6qo8zM0O6yLX6ulOM67VFutrXEs/HMC/iWXPKJmqK+vKs5hwO0YrsrZTINa8W1TOV+3465lufprvM7/sbWddPr2ItfJJoCEGLFi1atGjRoiEEdQzDMGVkUq8PQRYY7h4hXFQZcZR+2ryDJdO7c6lesky1eQ0TD8SAsIk9IJ/rdWDv5d0I23p7u43dNH31zz7zbHqNSPXq7plugpOIYKgc7JVkFIVVP/378snljNUd8q7ssq8yCnEUC1XeB0JAJhW14ieIguRaetE1KCJE9CbvXnr93o916Tt9GMbLqLfnWniMfZuzcLK3h+qW7OoPu/2MBcyaIRPUv/PZT959mj5DLaoJ1hUIQjH9Kecy5uUb50sWDnNduSPUtYv5SrY9LjVnkb7GHKrid7DeWYthe+3nwzpgLHBjELLaXBbZ33RsXwdkmAu/B0CcilgStrlD/D9Ih3ZogDJcPsVqeR3nYVauEecNegXngoAZXt5XuCtcJ86b2jHCY2Sp4+jPA84b7yNkt5e5bq8CRGpEtIxOiWPiuphVz5rg6eRMeNxkcahAmMQUbiZ4BdPfERaQg+P+aF3IQ9MVwPMzr0V+qjEbaEPIq8dzQSSc4Xj5+0EtanlqRN44NjyOGO8OoyEQk/ycCFMsMZe7XOUuDO67nYisrTarSo8FVM9v3kA6pn8GrymkvZfFXvoTREMIWrRo0aJFixYNIaijs2lXfJLacmQhm/szg7p2Slah7HnNutj5ElHL0izrLtfGwqpWMoNgPD86j0yH7DNkc09ZgZDsjDGrSpoag6xEXTEU/aSm2HVdyUTWWYnt+nnuNyZm5jPHzMGIOud56eGeBmNpfpS7YV0536euKHn+6H7WNPMUCmrrnG2R8UbmS//2We5eIMsDBVosFpE9Rq87GUnoU9zEa82KypmqjsXun+Xj/9S+ZRADWPbPPvN2ZGZR20TFTmSVQ4lNbH8Zi9qDc57U2DfC6+D4d9d3cS0Yr9at+Wx0JIJr4scCIYIbcSaIAe9/jpzsj2ctEebn7PIsrivjZ/3f7qbXvvWWGwJdgoRkFT2910GM9J4n1GrXrKASDylRripFwXr8mJ5RQ2YMoWTo1zY6JDDcEVb6+nxdrNMdRVH0Cv4G6I4qOzK2MF4SrpWqjYbeRzUmjhmIkaCXod8izyZVIOTeBGHiOcO58bqjcCuI7c023qPy89HhEzyGjCQqCnH+GHv4jDiwRot+ixvZncr9p9dpGWsvd0cg1Uy8jrGRWUMIWrRo0aJFixbWEIIU4zjtXtVKWGvJZCW8jp3kcX+M7FJ3pAQ71/AN8Kx9eemZi2evmHxQ57x9Tn92ZtGrZe9k35l73leRFWXlLO2W0ExfdcD178q2r/0EjqGjML0mLD+POQNURbpBevpV0ZDj8lnKro7Xk3lWCXZRs8N2NR8rVN/CQtYzAdewD+MV34SH5j1qekM2tak7LcgGyNzJuraiDQBCEHbPJ9TucpYaYxR2vWZQmwvvOz8cZ+uB2rlaR187wqEWvKzzYEuvcv071h1Kh2F3O33u5ePL6A4gu5xrOmQTmtDSIPOVLPP57VTfDdY896TXZ0Mtz881LMCrGju9+aAP/Ud9+gyONT726yscHOIkHKPoPkKvY8jZ23qzsvVmYo0r8qXGWfEZh4z+gWqo1bKy6fU+q616g6eCUZqUoLVer8z/uP5wlHyuQfUuP3WZ5mM25vVqxjtQNIHgGp0LGgMyQKDFgk8Hzx+eH2TtxVwN464hEK2HVDBrfpLZvEupIItZ52Rm1XzM/DJe9/idx7PrVazX3RMGfQ5Hlrk3767vbBQb6leJhhC0aNGiRYsWLRpCUEfXd7Y+X890xTVTjh2hb+LJmE6nU2SRZPpkOOzIqRe99empnl1bJ5tVmQ5OWlKPWwm7XDsE9uNYmOiiKR7Z6DJndqHZT//sedm512Mhu1WN9uAY+M/9dm93L+6vbWmtd2de2xXvg2KPK7tdz14iU+5xLixOYXUcdodZfVV3/uFV4GgDqmDYnh522SWxjCF3F3CNWAOgIF3XRYarPfqsKfThgwsgmuWlN75YpNZRaovUKbM3xmK5qBjr02thWKMOR+Z27cz+YJf3ucas6wfeBuz50oed0ZvD/mDPv5LdB7U/nJipSvYZAVCNiKOgE6ojf5SMu+7S2N9ll08yW4LrqB4NoHxkoXcv+XfWsQCBUSvmcRwDMUTrAc6H+qeEp4mvwTPhYoTuwvYBpEXUA5nHs8uzuG4EZeg4L6yEYfAvMnLKWIIJ7xHOrX6OM1ve6uV0soRaKM8cn2PuD0UQiYPcX3EurBd8O3D8FNv1+plf/EJwN3SvijM8YvKaLAihcyb8vlAfmtAW4Lmyz8dlXifF3GU6BsEzODoTxB5+sVyaNbfDFi1atGjRosXrREMIquj7LrGPCys417PJSgh2fsOp9DarWpW6tukxtc4UPam+e7zsL9P7NdsNVuqyZK0n31WrZwHvOYhqIBmN9iMzxnAQrHayZtXu3efr8smlDY88AxSEgwwgHN983Or7HnoNniFEdiJ1a1XmW0uv+GF3iPoa9TZlrnP9jj6Wtz/zdjq/4Eb4fMW1WuQMIcI36LEuhjH4Coxfnc76g5+X9zhTX6RmypgDQbnLCEpBbehf9to0LOyrC7ugF9/HRxZC5ktnQ/95z57QgReQZqE9744EkPkGk9vXD1nv2XgWKm8cQ7PrcOPz6xlKfigU+liZl6XzO0C/rqXDgwAdqdefsseJWLOCTimiFsfy+4bMkYya4wbC8BheEb3lY2Hgf8kRNHhK0umk6n+Hfa7fM2bW/eVjdBdyH35o9lecndBTQQuCbHnMXUnqgsl9UtCY6W0LuR+KzwbPI0cB+tKJpc/cUGD0Y739TvZfUXSP9aDPR9ZF8KR4huO74e+Ho/Xyg5flPX2e+8jkl6p1kNEtugvUh4XjMG+MsaC//gyr3A71uah8hhnH4q1H8Xz+JNEQghYtWrRo0aJFQwjqOB1P9vy952UX6rvrmTc7XuuhUe51ucUQr6XeSmh2WdT9stuWMuBjB9jlGnn06Q5ZoW+5Wpb+X8ketNdXGc2qLKe7U+raoQonKnFkVNcfXkd2dOZZJ1kDtcFQJlwIGnPImdGzzz1LnxU1Uqkhqpsb9bxhGCJbIvusuyHqIMsIBITszMdMpqMZAccBgSDjqrOU0tmBM1oeP3XccRDdCnFkZF65htqdoesMtKLrukAGtE8+6vmijaHo1czNb8hjVDSsO2YEZRiGookhnAGtlYKQxNrFEQ5kKdb/9Ho6KDh+8HpknYR73M121qkRnh6hkil8FjxA1rmWToSrn2ShXOtReRPVOoK3wDp+4WM7Ss+6qtAp1wJkjese13Bxv2Pj8XAsiMaKrDNzB+LZ43OqyFlBTPzabDJXhTHAE1Dew0df/she0HnAM8nH9/idx+n8FAGgDr9cot/h2bloZTBPqJPep5FhNq3VT/+UT6djMKflNdmbAORAXVNZR3EvL/ChmJ75oHzFudQiik5Jvu7cJ9rphrLl63QYmDWEoEWLFi1atGhhbwgh6Lruu83sO83s283sZ5jZlZn9kXEcf8U9r/1WM/vXzOwXmdm3mtmnzOxDM/uLZvafj+P4Q/e851eZ2R/4GkP4teM4fv9rnoZ1fZ+UuyJzmPUbZw1vVQEzKzu5jfTDk8GwYyUDJvumCwH0gcyH2mjn73vyzlQjpga29yzm9uVtjBc0QZm5taqhWWEDdzf5vDWTUQ137QGOnu/VMuqma1E35PxvYcvju7DJmQ5B1no8HfPr0eh/ktnCQ2St5sdbWbfhvDLyoZ9Fx0dkRh6gPezKQQpC+x/VOLQWfD7JIC+eXEZ9tvTFoxaYs2jWFHPN+iD7oqefurxmwFFjJEut5j+c4sR/fSfa+2cvztL5dYJOPVpN2SyZ74v3X9z7eiL8LFbrot2Plv4xc0H0PQRrmHW+ld5tEDXqvidBMe5zV1RnUe0rLx0h6JJkPZJQ7uT+Op3ufT+xFVXB4TTE9VPXUubj5osfpM/W50lRlcxdPLxOUb7gGlScJnXtXCy9S8bXPRwcXse9py6IdKVoKCeJMfVVjX4naqF0YYHaKUIYc8h1RyMAZHXICJOioVwr4rPf+tk4Bx1v8JxE4yEUDb1bh+4i7hNFvQh1auRzQJev3rqa+Snw7NFndnCoKrdGVTd9lXhTJYPfatNG4NrMPm9m3/Y1Xvs7zOyXmNn/Y2Z/ysw+MLN/zMx+sZn94q7rfv04jv/lA+/9E2b2V+75/V/6hONu0aJFixYtWtib2xD8Rps2An/TJqRgluVX8WfM7HeO4/iX6192XfedZva/mtnv6rruj4/j+MV73vuD4zj+wJsZ8j3hu+XITkT9jB0+P9nhor7W9/0su46e012u7cLo1np08cSWeqZwDop+dr6Eu+3edrdZb0Czzw+/9OH076fu1oVDIHXbPte8tEbM6yMDwqN9tYtzVq1+7VGmrs/c8tlF/zzvgAvzefoRfgMLso2i8mVWEJf9dh990GQfnSActWKamZl5G7r2cHMNFUlgzMzH08upVkr/+dnlWSX/NqELL96fEB/qkeuFOKVpbVA4BVfPMt9BEZio36Katujs+iPvB/+qZ1Fkl+JJwLWIbATNBJ9zuBJx3p69glqgZxDKd1XHx7DwLJN1Ltl08DqE7wBy9pl/5DNmVurRZEOgEx94Rs25qHNhjaCEhoUgGlxfkJOikZC161lzgzjqqRcEn1OjE2bTOuSjOW/WFF0Vs04Q0dnAWfHGr+2eLPyUkQG4NTwvapRTVfBifH1WbCTgO/A+VU1Ec2OjPgPhy+KaLN5t8fRTT2OdM76nn3rq/y4aFvWxQEj5TDJmRRRizftnrt+iuyl30tRoRWTwQ+YOXRwyL0Wf7dFtIggkXQnq0wI3gfdFJ8linuEHz8uf4aNwkbgGy/XqtfwM3giHYBzHHxrH8W+MH2Mk4zj+gG4G/Pd/zsx+2MzWZvZz38S4WrRo0aJFixYfL77RugygfR8f+Pu3d133G8zszMy+YGY/NI7j59/Uh/fLhT1+9jhqO9TObly5jYxPlczI0harRaU0SI9zzkJLl0FWViMz+Gg5adyjdBhqgcJQZkdI/R6uwe3zm0rV7pg+OzgAG1G3ErZ0aJNvp89E3Wt2nGXeT8KqvhlHe/8L70/nISqPZHRkC3AgyBY2643Pn/gjwI4Wdjr129VZVvgLzfbjKdAVfoeqI7/XsUVdHxdL0ZBgHshGPvzydM26zrUAPIupa4XKN9mIlgXIh3aIwPgepBYc6oBSLwxNeHXbPI22ftd9Np7m9cscohGAz8L7ZNt+H5wqvY1pfnJdlnnSGipjuX1xKnVZX3uBwgSngqz0kI7JGoUVvhcuBt05D92brB9q1bUjZzDXX2TWPMdU5jZrN1jkZGsPOOjpOgKhGk+DHXw+Qpmwy0gXnImoC/stB4qDRn847Ul9v/hrZFRvXJRz3Av/huB+Nl8vrAMy27iXJWtVLwR+ry6iodx3s4vreCYICHMaXCL5anjIUVL5GzxfWZt0q4CGhPvj2TpOIFAblDw/fJnew7ONdaDo5mLpfAXp4uLejnvgLD8Ldre76Djg/ua94XsgCHH9DOtsjjB83PiG2RB0XfeTzewX2oSp/sgDL/v18u9T13W/z8x+wziO24/5OT/6wJ++Fu+hRYsWLVq0+P91fENsCLqu25jZHzGzjZn9lnEcP5SX/L9m9uvM7H+xiavwxMz+GTP7z8zs15jZYzP7Za87jn7R2+WTy1m9lh3go7dw2nLVuNj5TTvJ9WZd6vE4f4mGeNHVd+8B313P2MHiIxCuiHKc0+1cox0t/vjdITPc1aecWu8yxk527rvSBzac2mfMjvnZZ55FRsZ5UBcbjppt7TjY9O/l9JmaZTLmw02uqRMw3dlBk42cjkP8jvdQf4wuDNTRJBtTtbPYtYtjHDV4zfpDCW+1jMxHVSNL7S/ro4fKnXMtmAfmNRzZfF2MgqioeuDqbFWuP6x58a9nLGRl1ICXwT7P/fm8HiRN9df1XPsKiVKuDcEaLAp7ue76xb/198ysdN1wnSNj3hbXOrOSjSnDf7Vezron+Ik6ZlGsy903ICPK3yGKgmd209S+/d3tbuZ6qQz0ULFDidO5AIfukF7HGlcGP94WZPWFo1QUP5kzlFNUafAkqE7M7Q6+yvQ60BnlOTC2OP8BPQtHe+52wRlQ7YbtHq8Tf44ufM79MRJ1eX89zpRwl7hXQb9m+h7+XKKTZHuzjevNOoCnUJDDaSyqT8G1oxNolOcs5881eOtTUycF9w8o0eZ8EyiLojZ89loUGwv3pnstDsHXfUPQdd3CzP6Qmf3TZvY/mNn36WucX/Dnql/dmtkf77ruL5rZXzWzf6Prut85juNf/Yk+bxzHn/XAOH7UzH7mq59BixYtWrRo8Q9+fF03BL4Z+MNm9q+b2R8zs1/xcYiJxDiOf7fruj9lZr/czH6eTZuD14q6L1cd9GCmqpZ77FJPp1nWoTtyuAXKHma3vBakQDUPIrvfZQ9yPvd0OMVOlb5Y1XvXMeouk8+snfKm+ch1K7JQxvbSmfOn46nUfqNOBuKR1fFOL1SxL2cng9StyTbYnauaXjizUVvbrOM8SmaXlSh7y9eVsVF/jponnRDozPv5K+sazgV93MNpCARDUQjV7FcnxqI4mLPUc+GYqMcBGU+pXy8iI7m8mhAS4vY6axoM4j+BpgTBOYQ7oK+zuC98voqzHr3vXSgxqgZEjNszvUB6fC1TUy9s+ewQtzmf5gNeR/FAyOhF7f0Rve3OCdh6d86HX84AJSjN0l1ASYkZoyqChu6C6D2ofkfXdTFHqnsfnJN9zi5DO0EyZK2Zc+1YPgs6aXDs2+DpYHYu+iTKW4o5G7NqXqnv46465+/Uryd03vplb7cvsq4E9xQMfCIcBP11xSfhxo+VOUmMSbtMyN5Ph8zN6vq578Hjd53PUfFPphfk5wbXOVArOqju8mdod4JyCupj6PMt0Bn8Y0BcUUncrF5Lh+DrplTYdd3SzP57M/ulZvbfmdkvG8fxITLh14r3/Ofl13xVixYtWrRo0eLB+LogBF3XrW1CBP4VM/tvzexXjyOq5K8cP8d//u3XHddwmurNx6htZW/x8BDHNe8qO9DdfHQTDH6yQ3bwZEDUlyLjl0yOiN21ZJK8j9DMYH2+Du9vMnn1CYgs1XeVjJUdrtbcAzGhzr/z3uYx68nXmQHvqftjp9dkXXx21+fiU86cK2AEorKJHnfJpD3CK6Ar2Qbv5T1H8WcHSUENMbTJxZlQOz6YN7gbqm/Q932lPDm9ZhB1O5jMXF91klyP6/R7rUtHVhMZc1bKXK6WRZci5jh3IgSPRdQlValz2OTzJ5iHh9jXZuU6w1sJzwmQoGP2C9Cui6W49p1VzoFmpe57J0qGM+33l3f2pR/7UpozPlN73dEMIUDnuFb0uqOmGaiec3DCZwM9fUdcrt6+ir+993envAYkCRfIS9c4UbSPMSwrhzwzmyFzzOduSzdSXn9mlZOoqEPCjULH4yRKg9ohsn2A38M8hc+CB2jO5mIT11PPIzo4TvN+e7NK4+EsIyzcF7d8po9JHRp5ToQPxWIRn3UUR0l+8jwIXxlBxBTlVMXL4sewj8+sf7+728Xcsr65jqgi8t0EpwREZHe7y6YIrxh/3xECJxD+TzZtBn6/fYzNQNd1/+w9v+u6rvsPzew7zOyrNgketWjRokWLFi0+QbwpL4PvMrPv8n9+2n9+R9d1P+D//9VxHH+z///3m9m/ZNOX+BfM7LdrdmdmPzyO4w9X//6Rruv+upn9n/6eJzaREH+aTQTDXz6O44s3cS7DsSgVsnuHqYsSG5nl1dtTbaneEbN7pLa1EEYqimr0tNJ/zm5Z+6hD2/yOPvaMEGgnhFnpXQ5PcXEnVH1zsqrIyr3OHy6G1NR7/4wHaqjs3u+u74Ir8Oyz0458Ka5doSRoaAJ4z67lPvpBHPVCJY56bKjNTUMLNb3KP56dORnPQ6qP7NQ5b81C9pKVq1siWQfHffLulGGuNquYQ2ra6tZGFqXKjMHUn5ZHZIib0Xv8qTF7NnNzPR2fa3te8RnOoq56l86LbDJq3loDFZVJVWI7SU88WS61dz5nvVkXBj9oyiJfP1Q/n2wm1vlJGNpkbdxf2k3BnHMO6GG8//feT2PpFn0oyD16mr0qSobvWeNdnh/q1NHpc8hols7XTKlwSV18iN+dC5eo77fp2JqdkhEvb7N6aPB9uF/WfXqfBZJUckFVIuRYG0el9v7evahH6vktRBOCWD3gt8F8L9fLOQfilFHNGNs6oxjaNVD4Qt5l8XKax+dffW5mlZqiP0+5n8i01+ebQDHJ+BkD44011OfnBuuhP2X3zKILk7U1iPA3qTQFFMlR/RbQFvWhGMf4SvlE8aZKBt9uZt8jv/up/p+Z2d8xMzYEP8V/vmNmv/1rHPOHq///PjP7J83sF5jZ2zZRan7czH6vmf3ucRxfu1zQokWLFi1a/MMcb2RDMI7j95rZ937M1/78T3D8/+BV3/NJYrla2rPPPYt+6d2d9wZ7NkMmoTs8dn7L9Wqmi6/+3dQb1a++ZMS5zlT6qXOtWPu4yRD3d/uZQuHxevr3jWdn4R1+cj9v2clqH7kiC+xGOSdY2aG/vlrYxVV259Ka5mGfd8VkSIxFFfnuPCOMrG0BepE1/CPL3ZRaJOzx5+95ffYuO4hdkMmilXCCG5C7EWzre2/R1wcgIpvFofCtb3pnms/Nhe33uab9xb89WXV8+KUP/DOz0x7qZVo7Va915Stw/vAghqGsD+bk4mLKvntHfG5upjGQtVP7VuU9XVeBfnmvODwZ1Xc4VkptqH2qaxssccZNsM7hxRA6Hzov/Pupd1awnkDo1utloHKsA+5B7S8/7oVD4Ws46rff7Ofi53ntyqYw57km6m1/PJ4CGTqFsqTd+1oyXtCYwy5zAjgvVYuk/36tGhmnXJuvPzPu/7PcbcCxQPfgJYBEwgvhHuZeDWVDuW+I2xe3gYA+/aYJ4UHzZSnPUX1Wdf4oZh5BpxQF5dxA6Mi0OUf4RafjafbMYY6js4lnlvN79nAIllmPhdBOM1Rl7+suMJvmO7qDhNcRvBzhaBXUoqu8N149vu46BN9IcTwcU8uRwlXcKPqFGA+n02DP35ugqWh/W2ZyFKY0tA3B4mADARmMGyFIZNgGv8hWpGHNWQmXsNB4DQv4zMfPgxtxl9qmt/5MboA4b77U90oYnI7/7je/E8fvZMOixJwioIM4Tt4IqVATsbudrs+R8xcTJb5YPvzi9Lqu74pxjoglIcXLja9tV7xeDUQWi3LzmZUvPIJrcjzu4iebJSDLKBnEFzcPXSeceekImJ9z4NodBaZWaD1geuR5T2OsbZVgLqYzDh372iybrbLhrX+/F8GZEM3ya3xz8IfvLhNozeb2szoWXnsaXeBLSKhBInyZyx884JlXne9alEthar4kyxxP51FaiJ1sucpCViq8w2fTpkyZ5COXuL54UiyujyJdrPcH5xkS4FISY57YfLBRiDY1McEJYx0fc/2MK21xSOwe0nmy2ViL1C7BZ0cJlbKVz18pKWK+VkqZZ5e5nZDWXiD91TJ/wXPvsSkbp31mSMGrBTnlK5VAL+WusglWu3d9BqnJGc94xqS28eOQkzZN7lgv+3Efn1fayO8njzImSmdM+Xqzeq2awdet7bBFixYtWrRo8Y0TDSGQgm5TkQAAIABJREFUqI1o2BmTGSQDDCvZSJGVPRaL4EUW5FHhEYiKEAAjU7zKJJJ4ve98ITYyRmC8q7eK7WcR3/Bd8HCKczOr2qDYXQ8ZhtzILnQjRiBBQpJWN+Zrd7srbYRinES2SPliIWItQIJariCDUpMazD8gk11cTalCtFhu9/Gac8uW06XlKLeLYZkL4Y33h5CK/z5IeprdAv/3rIWVnV06NP48E6/edtLlLIMT0lDI60bb5XSNyDBZFxynGFf1MT9hKbta+9xs09xqxqtrcCeIUFhbB8nU284wsznLpMzdfhfkrgLpmo/7mM4n2lEpP0CuEkJaENk2+d5kTQYk7xkjLcOL1SJauEAR1ITo8jyTDYGnWXs7gfsVUeR+wUyK+d+4EdfubjszvYqSoSADKgMdYkpIf3sA29PaqNl8bf/M5zLueFb1lKGyjPApBLny2uL6M1YlZxJzMqrfb/4sqIPPIPvWjJ/z4hi6fsLyPdpyp+PSYg2CaVJSOB1O1XPfs/JFnkM+Q0srPOsKkpJbo6NstZvKOwchcyLwdPPRzcySOl5Dq7OUgAK12B2+/vbHLVq0aNGiRYt/sKMhBFX0fW/nj85jl10IcRAFyYyywAtxPBRCytllbklRkmAYCfkxIb6p+Q87RRVqid26CJEsV8tKnjTvLqmvs9uGSENmVDLEbRrTY5uybt3pEqU9rdTOyHywjmau2F0/cSnaaPcJfobX7c4zKsHx+D3/JgOAIMY1i1r685tSfwN1CNtW0Ibc4oVM7loEeiKLC8vlLMcMWYgsmPm9uFracpU5IiEaheTwbc7SQX5mEtjLvB4CraAlStYLdfGu7wIZWCwQOcp16yLZmoVmlItC9Crt7WsdZAUJ51pWmmxcRVz6xXk6j2jlOuax6Rh5HfcNyEq0Z91TK+ffYfMdiE5GRBTV0zEsBYXZjZmMqFLFYRp2YO3uAxkMO/MtEtbT2GhDrlv0prH6fYKxGtwJZJSljq2tgjzTNheb4B+AjDGXmtFD7OS8j4IcRPuqEGK1rVFl2U/H00xWXYWGQDHNE+OQ2T5l7pFalUc78kbakcXALEjay3FmH//Q/a/tgiu5zlzDIPwJIfzGCebze7ygqipJXn4PhyqTLJfrZZCjP0k0hKBFixYtWrRo0RCCOrq+s83FptTxTlmghZ1cWJQOmW0/HE8V45p6EsZA02cgOar1WTKdwnQnE8jywu/+pHfNrOzmySDCgGYsWVGpR05/CuEhYb2Od1loKKRGhT1NhwS7bbWY3VVZDrVunbMQQ4qWnswNoN46a+0UNvYhMqNcMy6785KdkHVvRUp3DBMf2MCZY6EmLWH360gLsY3sfvr7t/y0b0ljvB6el46U22xNze9jjP73p9801ZuRzSVbDTGcyqTHrGRUoBPKd1ifr217O13PswtHEVZS0z1Rj83rhM+kZYv5UfY1sRR7aGI4FdEvxs91J2vSNjPmhdeHzG5kRuavt/TvGIuISxUuSslaqd1an03LAoVytOFsmdGLg+UWSSIMlfw4tJbSzVKErvYzW2bWYOHU5KyReeF9H/ixP/rKdN03F+v092LZnBG6fUip7+Mzwzp5mbPsmAdvbbTIoLO0b0h9P8C5UnY+z4CPvvJRMa0SWWS1mI4ui4ssRa33QxfX2zsbkAZ3DlO5t7nnHaFcLIrFuCAAPFsYPyheLYJWnxc/QzJd0C1FoOpW4hCDk/biIoaVnwO1gNFrUAgaQtCiRYsWLVq0aAhBinGYat9HkZOFU9B7tsLOj11Z3RvMzg7mbPR8ix5B9JlSZ/NsqpibZIlidqVquARbv9RDT1GXJINTUZP9Xc66lIdwtsymHdG1cMLcyJnR/jkhYey71rPLzdy0RgyWQAZuJZtS+V/G/PKDaV6oER+l777UL73jw8e43+4L/wCGOdmS9HyD2nDtmOsQfRILajLosMn2mjm98bUdMJ+FUQz1QzIiEAG1dyaz2S3vFzNRzQiVyS0CT8eSXZxgtJ/Se7gGgZBQy/TEMLQBpPd9KbK5XGP4AttqfSA4cyZ15CLt/TKdl94HijQF61oyTJV6paOgFjQic1vA2PbMSkXCEBpSq/G6d73+zOhKWpXrbzbnHvXHfqbPoTwFOBRqJRzXwud6reY+cBHO8zUOoaqqdh4Me79XQR8PggDo3LLOuddBytBi6WM95HNkXoPvUAnpKDrJ39R4rEYAzQpq13n9HDtsRYbGm+l4aqNc26kzRyo3r2gEuhLMJevpzFFR0JpAhMRgivklDqsiTqXP5JoLZDYX9mJe1LDtVaMhBC1atGjRokWLhhDUMY6jHffHSk7Us/abKTsNBvxF7kKoZYj1d8rMPm3zjn0hffr6+zAY8h3ieC2mFotcIxzHsezMKxbvNKbpM+jZj15kUSSjNhg98LDFYa96yTUyIurbYXJUGLGa0ZHZqBmJohFhFTpkFIYslAxC1cRg8cO03d5sZ5KqtVpdPTY1aVFJUeJUSfFO85K7NHa376XjXj6+qBAS+qV9Zy91SpVaJbT+yDyqwY6aPw3BkxhmyoNH6d3uIovEijgfU68B8sphOPQiZ4xklMgV7+72hbchugIzjQ9/r9oW836yUca4ejzXBDEr64S4fDJxVA67faxfasGqClrkhDN7vO6mqeeB4u1KOBnEzC53vZpxPfjsQXr09XkAcoAZlNqjH4X3Ehmyjx3uUb/oZ9K83cKfWaGWdz/TnXvs4umE+vSBHMx1BcwKP4h6fTxfv/qiUn3NSNjdZrp+cKjgJi0Gny/RbwCJ1U4oZfCr2mzIVZ+NwSnp+rw2550aWSVWLeyLIRe8DRDGbCse9tkHrumlrTf5M4cxy4ArOllzrF5HurghBC1atGjRokWLhhDUMQ6DbW+2hV0dzOZpJ0h/OrtQGOFf/fxXzWzKsFSTOzI20fYPlbdQCcxs67A3tbzjjT7bIXcG1FroWm8koqYtvavsjjmPWVfFOWzyXAscJVMq2f3RjvucZUfvcaUgWJ+3ZuvrjWdXvmU9SUaNVgJB/Y6o9RzKuEQ5zTM7OBWhf3/wXnm1LxXbZLKx0rWByh4chaJZvoo+aM3ccoZf5mEa4/rceSxj5gTouYRGBNkBAAM91NuD3WFzTY1cukTgXShLXln3nKd2ypisA96HgVfXd7Osm2MMu+m98A60G4E1CVcgdAioa0vNVY26mG8UHjfn69I9IV0jajk7s/sVwxnmlecBn8WaVAvvch8uIgsnezThEHAtUEc8Ez8V7cMvlrz353qsD8757vouzpMsPLw8dvd3USyUk7TdpbGUThC6ehzVAa0Rjf9hGOL6rVX7QHhQx+DzZMY/a/NycenHzhwLzqXwHnIWjXFd3dWg4x+EtxBqgtItMMA16e83IiLORH8gUI7VoqBLJ0vHKGPIKO4ufBUWcb99kmgIQYsWLVq0aNGiIQR1DMNo+7t9lRnmv5NJ3x6dhe670triVzX4iYd0B9gV8mGhuEd2Ed0E044exivx+K0JtWAnvb/bR6dCqJrhvrfPXQGR6fnQQEAKqzbXnMdBsjbp+Q+Hx/VqZgE6dwDLioyPvL6oNrdkH6oSdul130Xoxbt2Oxr/Vd0utPlXWR9/GZmQZ8YwlfucyWlWzk+6FtahWJjP6ck77q/w5CIY7JyPqtiB8BQNf7dmvspjfYixrXXefpc1FC6eXMbchJpj+ELkuq1mPOoQh9eFjil4Ij4m1mww6SuHQbLnQCGWnnX5Ol6f5euoWvbFfyLPw1Y4NkWFMPM8+mUfDnhkgjvpImJOz69y7Z9g7Z1juYz1dujsexbrx435gIOy3UW3CefH8+Owy2jU5TIrOxKKxhQej6uM+j2NiyYZJnoVd9d3gYzddlknQfvxQ/NE/ADQ3yBLXUnf/u4GHge+DHPnRWXqXywu0vmE4mvvnU7+WR860/8oYw3uiXBVeL72olQYdtFPCtLI8+D9L36QPoN1w2eokqEisFzba0d7Qj1RrLuDR7I9xFoLy+l17rLgGc/8nFWaIPrd8yrREIIWLVq0aNGiRUMI6ugXvZ09Opv1U6s6XNRGPeuLnfT+ENk1u7TgHciuOdiiZDDLzFhll+2y57NuhFAy22R2ddf3thKlwkE4BWR2S6m3UrdmF808wNwnAwrFLumrrWujBZUQbfVTVr9T/sEobHKNUIWEye7ncvsyczeI5bp4O5CxkR0R67OsrBbs4mW+PZifs0vne0i2xnwoM36/3UeXCGtKa7/KxwhfAJHiI9tQFzeuDfO+k3nq+24218vw6MgIB/Vc5QSAVoTWuiAnyuzWnvr6/8nCu+vSDVJHjbpN488cnOUqIylk8eG86dfi+Vdyr3h0cxzGmcshww/t+bXzG+TaqCxi3LPiHaLPi9DxcJRof7efOYnCGWAtvf3pyQ3zrU+/NZ2fzz3dB6omyhhB3IIHRBeCWXrdOI52juKej6Wu7ZsVBEnRSdbNPpj6qAJm7ZGZ++ohr5fVejXjHRQWvfhBHDMqSZR1njuFuEYjGiKsVfErCIRutZipQfKMXizzGAn1Kij6LlmREP8WRTvRVqm7XhRhVf0ZVQmt5/o1AIKGELRo0aJFixYtGkKQYjgNdvviNrJXdm7s9N795nemf9PLOuZsd3I7zEpR7PijB9ez7VBBo4bou1F24Vpz157mojqnfallfN2Qa+Ga+YZevOyeqY1SZys+8Vl5DaSBrCyc5U5DHOswZlZz0bDP2u3suh/ZNE9zt7PcP02SNhzzjhnmbqin3WzjOkZGvMHtz48RLGKUFl2rP5zR0lDscE53gvd8i2a/6o8vl0sbFz7X4pAZaA0a/j4W6o2sE62Jko3xb9CKmfpi1DGHqJFHVwReC77mmKeVMPej9387fWYoGvpcU1NmjIoK8e/bl7eBNqHMyNpiDKi/ofGAzwZjoMZ79faUbam2BMeDY8IapoOGrG+1WZUs8pTdC0NHwNcWiBkqi4X3kR36Qp9CtPrp0gmHwUXRcwgVuyPvma4BvgfPPvvM6lBuhEZ0Ny1LPbp+X6htojHy6HzWuTTv+IETkTtkVF0xUByv85+dZ4dGrZWH7kHf25VzgLSDI1DMRZ7j8EVwtIUxgqSAjIBeKEoaPCFRkxyGIa4f53n2KGfr2n1xXDn/A4TRn7ugdLvQtTn6Z+Gv4ajHOfejqzS+vCv8FUHK0IBRp8mav9C8DFq0aNGiRYsWrxUNIahjHO10PMXuTHe2ZC3RAx3a79NOb8qQp9deiY951MCoK0sdKRSnJMMrjoq7dBzGhO44GfhxXzTrtS7HeSmLXtXu1GlrLdrsxM7d89B6r0ur4fdwFKVBaoShq0D9dZ2OHRrmy6yvv5daKW6AZIz0mdf+BOFfPjoDeZXPixgErXgoFGlg53/t1yBqsH7ud9d3RXPdmeZkeLDiqQmTPVET30v3QfgMSK1Ue+YLL2Qay/OvfFT0NFw5MI4R6xkGf1ZYizXpvw9uyWXOAJXJj5pgrXugnQgubRFzph4Myqng/NfSzRMa+OIjodls6M1XNdrI4E6y7s8yZ4aOAL1H6fuGZc/roktFOAj4bdS+9R99JbPlQVJ0HpQjczrejxSADGzX0zXYjKBimT+yu9vPOlbCy0GOzT0MIhRKp9HjP61h1i5z3QvnBGiudCntyjPLP4tnK1E6VbKrIRk01/0D7whgbYIM4PnSi7oqwfuH0zDjKWmARobDLMdwpc7ji4yw8FwF9ezw7xAtgRq9UASDuT90uVNMXR5fR4PArCEELVq0aNGiRQtrCMG9Edmn7z6pnUev9y1ZGwxVV4laLezice7xLjrxmSX7kE62ZluFPWrpfcpwDw+FRWe7W61ZSQaHrnkwtnOP8yCZkvp7B3KyQfVtk+Zld7uLcVJ/JVsIj3WfM8ZCzZQ6mrLKtR4dWgj+8+Wl9+X6PNSaAKrzXjwb7vcUD6cxUcvbhgNhdrLU7I1aInrzZnOuR/Gjzx0LBZVyTsRl7stXj4KTcFYiM77N+vRP3nkSHvKqlQHSEYpqrgIZLp5eQ12fci2Z/vqDKDYSdADU9w1zTkasngx8JsFYQsnPI7JaH/OFZ63U3GGn455IRhXqkuNYeRfcr8jHdQxUI/gbhZFuVt0/ck9zbmiJFJW9nR+/ZKmqjcH9w7Plwy99OL1Hrt2ZKDFGx8+KMagCZuaP7G62s/Ub/A2/hXimKTKgmgcEa5XYioMniEEfqOjBbvxeoTuCdaBI11IRRkG5ihaKo6OgWeha+DzEOUZnSfFQUd8DrgEvBiEIB0JBf5nb6D4RnRLQG30O8/rzR+fx/+HpIOs30F5FjA6nWbfPq0RDCFq0aNGiRYsWDSFI0XW2WC5m7nix21zkmjt139q3QOtuuluLDCiYydKnL54Fq36V3kfGpLXYUHKzRWiNL1deqxQvdI5NHTWcv6JmnGvFkSEK2zj84VXT3iyy0TOpM6u2A5kfWVo464mKF6F+AkupNQZTmv7i292DPcoLURTbn0r2WIf2lx8f8InXfnzG0i97Wy/JUGAko/IHc1vq9Z7BkJ0FQtBnt7vwWZAsd3Oe+5TNiqd86A5QM5bzUUU+MiRY0+FNcJX78IvuAusnozyn0yl6uYlw5zvgA5H5G6r+CHte78mNrhM/J64J5xw99ZV/wayLRNTrlLcB+sB8lbHmdbMLFMj9KHyMu03J8o7Sk6/XAh2Tp5+aujLg1JAxxrytMpcEBArtiLhHfTprJ0pFF/gMxn3jPKXgeYjLJfwlxsC9rx4gkeUK2rPcLAuCOMzvHbPyfGBMqlDKukFjBI0Jgvnlc9arvF5CCXEci36LrL3jIaNSjIl7mHmCx3RFV4pzReAp3O6zIuReUNHT4RTfLaoGq0hyaFyAvG73r0UjaAhBixYtWrRo0aIhBHV0fWfrs3WVMedM+eLtrL8Omxamf9d3JbMXBcGou0lmPJ4yVyBqfOyIg7nsGY1v/0LjWzIqs0qTYJEzuMIlyHtI3QmDcmz3ZIS5B5jdqrKtI8OssvY4z1A/Qy/BHdZ8h6/qiaHUt8ia4wRoRWi/b/FbMB9LyRDZebPamYdwdfPp6A+ZQxGOeZ5t876o6w136XWqP1DXa1WZUpXIlNFMLRXddBCiqNP7KXUd3ITsqMZP5u3yyeXMP2MXXQDeb//sKr2XdUD2vRakhI6PI3odns2diYoa3JP93d6u3s6ql1ybyE4l84naMJ8Rbn65lnwn6pwxRkEgovZ+Odd+D57PzEHwfmY6Y9b7gkAzA1SEa4EO/XnV364cGXQZnrz7JJ1vaKAs7+c1Kf9Hz3G0jETW88V4owPB5+7lB9N4cRgF+VDdhfMV/KmskcI6wk+BLJ3jdF1X7lHGyzPKfw1aA2ICGnP7Ij8XP/etnzOzuivJORhfnDgYmmkrl2Bzto5jcQwyfcbLXIf75zY/m5bCPcGxsOg8+BgWaGZkHY/1+Xp2r7K+n7/3PM2Purzu7/bxjP0k0RCCFi1atGjRokVDCOoYjid7+cHLssMTRbfSGZBd3shS++UiMrWZ4xX15VNm9nNMsg2QgGCTwsLGvU807EMl7qLo54e2+J2rnl1LJgvC8SjX+jRL47yCaxDsYvduWOadMeeyuTiLedCMpY/e3FxffijILtiVzxzFpCNAWcjL1bJ0EVTeAtMYMgdC2cXB9PbXw6o/ikb9TNtcujWG0zDTLw+9c8+qyYA4T7LI0CU4nafP4BqpkpmyyVnDT7/paXR8aNcJ2Sh1S2rdi/PsRwFqpV0pzKcynh+qxdbj0kyVMeyDie1qceosFw6cmaGt88s1VhfMw+4w87DQrFpVR8nOlz6Gs+4sz8MdGfVUv2btLh9PY7tyZ1LUFlfrVerMqeeBPnrWAecNWsX5c29r1q7OizF/dKf4PF1/eF05YmYEtPYamD6D+2ZI57v1z1an0lgPwbECgbE0b7U+BRHoFTomb/maJHM+5WtD7EWhk3uXrhv1hOFca66SdrAEesvcHfNzQ58XBCq0dCeFv4gfN9adrO3T8RTXORAhecagaLkLBLYgj4q2vEo0hKBFixYtWrRo0RCCOkabdoNkc9rjys5xE10I087uUOllP6QjEJmJZz5RXzvl3eejJ65weJV329RvP/zyh/ceNxTdlovojoDlzS57Jz3KMwdCUSyLXvdTrrsR4URHZkXt8FDUEpVfwC5aM4LYjR9z5k/Grxki9cxgVe8yc7l2oFT7L1AYRUC4dsEq9zGQtXJMDnfuGRVZh7KOQW2ozZqVjO8rP/6VdN6BoIi+hP6b+mNk3f5jJ86TRKhsbvepB9+szFn4ZPglwX9D1z/dN/AgVMlQa6varTAMRQUu6q+73A1QUIVcj+eeU7RqH5lkZutHhqn8mOrfRSMkd+EEAub3KmNUR0GCfx4EKYluHudUgNDQl76/29tL10lgjRX1UM/0z+5XB1QNkUBExA0wxu7nQncKKMYHX/ogathcG1V/5NkEoqgKhZ2fw+bCeT1aQw+kwbUFIrMurHrWIIgH3KtQiewz0kooEjSuc1bPZ3OPwmdhni79HmaeV5tVnD8Z/hCornPJwrsj6xGgQso58Jl0eqAQGsqmjswxj6FsOY52PZQuGLOiJxFojh9Tn4f73aHpELRo0aJFixYtXi8aQlDFYrGwR29dxU4/6nI36EWT/U87QNUOMKuyxHO4BNS8siKb1lCjbu/ZA73AMHYZi2bxsav3bKTvu1l//CoyNdzoXHv8+eneY6F1UFy+pp3tcXm/u9ns3I+nwregRif6C2R27KbZoYcSI6xrUYnjeHiLBy9CWOehxHa7K7V+fw0ZuyrPkT2o7/tesm/Vg19e5pq6+lAMwxBzxXUm4/3wK474nKgR59qvavETfFa4v9ERs8gsdLTPb1/c2ouvTugEegTbl8JbkU6OxTKz7lFoJNTvvigbuuoeHhrV++HfrH2dowJ6n3pffV5r0VXQz9zFeqK7IiMQBJl3v+gCwaH+StYY2gZv5Q6hhdzLfBbZNnyHjbv8raQrRdfF7nYX12+GRsFcD3fPjNYFAveAymLx24Df5M+HoU9ju3r7KsZFJwehOvlcg3XFmarnI/rxPVPmWhZECuQ1dw4d98dg9i/OMp9DeR2BpC3z+r+x6TPjOYk/iyBPxZky/71+roaKqiiahh8L5y0qkMHf8A4oxkgcpXOMscZzo7qWyvdSRVvlNSwqLpUiua8SbUNQRb/o7ertq5DaJHiIPfa2rGJ2xBfrjb9uaRt/yNCqFYIhIWs7HUvbwkI2li+Aw/1wLAuBG51WsfOw/R2DQKOiJydZuGGIo1/eIgpUoMBM3IoyxSFDrl03zkyJ2OgEORLY3ccdhKbYCB3SMRd9LiHwBRt2t96+yBjDqGd7iM/m5lHJUG70aBEF8vQv6YDjfV2wSYuyUEUeNJubRu3v9qW0gf2sX8e1yAbzk7GoERGbFtZDaW+lfJXtbWPTNs43FfrlspNyw3DMc8kXJe/TB1tApMCwIkM8noYyh7tM7AzS3AUiQPlLg01673CtWlcroYv7DdvxtZomDeOs9TMkuoPYOH1mSMo6TFu+rDIxVkWi2GgAPSvMfzwcY7MUYmh8mSyy2RnSxVyLICPypdJDTs1lKr3/GONF2EP3UToaonSYSdQhJgapVL6kYx1xXxz4whzSZ1Nqohqkm+T6Mzkv4tFiOp8oDfojmmddlAj8h8qPr0W6mE0xpZjNZdkcRkIlluSMl2Px7OL82XCzyTh7gLTNOuCz63Jv/frpM/Oz+SF5eeKwO9wrFPdx442UDLqu++6u6/6rruv+fNd1L7quG7uu+8MPvPZb/O8P/fdHv8bnfE/Xdf9H13XXXdc977ruh7uu+5ffxDm0aNGiRYsW/zDHm0IIfquZ/Qwzuzazz5vZt32M9/xVM/vBe37/f9/34q7rvs/MfpMf/7+xyWf4l5rZ/9x13a8bx/H3fIJxpxiHKYMJ6JxWFc9SQswEU5StSHBWgjxhT3nKLWrs8KLM4Js5dpXs/AMaEntkdvYK2/O6/XZfdqrsIoWYRvYZoj4VvF6PLY55l7O5gAj5O2YvQQRcll01v0OyFk4Xmh1y3sNGSXaWxnjzPLfunCNF6mZAZHUv3wfG3c0IiuzwlSzGT+B83neQkkGxh72/5ML7GdswDJEtAUur5DLZqVrmEveVp+rPHIToR4YF0vLknSfFbMmXg4q0hN2vtmde5zWs4kFElAM8ywX2rksx0R46CPHMQ42jQGMg5imxrwgNIeriRlsi0LQV0mHXdaU8t8rnE8RXKesFmhHtZ47miBEPodn6ZaAbXcwL5QaV81UicyHlZsiftRalI58fzpvPXhniZBBpy7wXSd5MXNPnwUGI0USxdc6oKPd4iKhd8AzMRm+n46kIukkLaN2KZ1a1bUMAdkRJSaVK9FX5cqKYi3n2PowxFkigtSyw2fzZXiStc/vyRgS6TkIM1LbW0qY5F8Uqx6BUkAXOajO4b4SSwW+06Yv6b5rZd5rZD32M9/yVcRy/9+McvOu6n2vTZuBvmdnPHsfxQ//97zKzHzWz7+u67k+O4/hjrz70Fi1atGjRosUb2RCM4xgbgNfZnXyN+Hf853/KZsA/98e6rvu9ZvbbzOxXm9l/8jofMo7Tro3dWdjFSk092mqkpWm5XpbM3n8X9XiMgXxXSZ1SLUHVaEjrS1ozilo6NbPFInaoo9SrySbYuRaRDxHKwDKUNrPoHspZv+5iOW7f9zOUgeyUsUQWAZlI2u6OIYuaJVkJtRGmvhlyo86tWCwXM6vUmYCOoDDaLrePz/I6thjsUMfeVCJAZiXDWG9Wxeb5hfJTyLpX8dp6HmbGTJ7FnmGEEu1atB3lVrGQgO66wv04kflamg/eu73xzNA/Gx4Da1nbUJnzyCxpV5OW2nEc4zPIdMmuo11QhFZYy2T+1GVZa0rYI1TA6D7kJf5f2gRBm06+ZnshrMId0jHWKF39b7W2riNkjzFKk0HBAAAgAElEQVQnW8zryPWxlst8vxe0bnp/2CiH/THcFLgTGUkahrGIGGXtq4IQsL7Ps9Fa3OO3mbC3ELJhJ3Y7imacjqcYN3MZkubLTMxkbcHL4CefDSKiIlLFon463qOn072pbYeH3aESDeNamM9VfgaV9vNVGru21AYqIahv4XLNK/dhMS7IEWPgPFQU7LD9B7ft8LNd1/2aruv+I//507/Ga3+B//wz9/ztT8trWrRo0aJFixavGF/PLoN/zv+L6Lruh83se8Zx/PHqd5dm9jkzux7H8Yv3HOdv+M9/9ON8aNd1P/rAn77NbMqaqBFRK3v3J71rZpW0bRjveDZ7U4yGNAsI8Q4VKxHxm5nNK+13SG1KO10xynCxpH2pVynDdhQmdmRGi/z68tlZkOY+A6X698xLXRNjl6pCNNEGJAZC7JJBZWABcw1oBVRxnTg3MRSqbZYLwnHkf8zflM5DDWZmVsvrzExW5rLW/UGSzh9fzMyJPnrvo/RaxqStSmQIKgOsHR90kJDdmtQ9tzfbynTFXyKGWsV6lsw2i0LRThgiKVJDJQ7SzUAsV8ti4wxDX9YmPB3NImlTxMyF9QHasT3mllC9FjqPm/NNQR82mYFf1sF0/mUN7+I8zEoGDQ+AtR2dDWLJrNbow3GoBLkyDwWI8dztr9/+7NtmVuY6rJXvcoaomeU2xMgy8lBbXytjPex7HeHieagGUsEH4b5wgaMZ/yFElnJLaczDaQgkp9xr/lpvBOGY58vcKhpIoVgIr8+lTRcxpHU21dK2Q7MKrZKugFqa3azi0EhaHRyCMEWjW8d5PWG4hSBYRp66ruKzrGk/zAjq7HknHIpPGl8PhODWzH6Hmf0sM3vL/4N38PPN7H/zTQDxxH8+f+B4/P7pGx9pixYtWrRo8Q9J/H1HCMZx/IqZ/Xb59Y90XffPm9n/bmY/x8z+TTP7L1710B/z83/Wfb/vuu5HrbOfuVwuop7FLpKdHFlqESbJO+bzq/PSe+2JmvbTH/e+oxekIGSRvTZKDY1ARIYdIjtpxlh6fccYVxi/CJs69AcWOUPmWGqoQg1Z5US1VkoMwzAzVGJOg2HtHArlFJxOzm8Y5rK39Wc9ZCgS2d2hqpGKba/W5Q/U38gyQD782Hcvs4GMXiuCbPbW55V53N3u4j1I1VLzVzMiQhGl4FbY/dwSzUa1Bt0v+5noDxFy22QfkvHHOheuBYjBmWdC8ETU9CUEaA7HCglAinr6jB0dPZzPJhsPzWSzHb1Yi3ZECPx4Z0N8dp8Na/pFP9MAKXLHuZ6vBlI6Fj6L0L/PxKMqwxruTe5nrpFK9AZqJ73qmjHqvXntolNae461WolNBQdIOA/KXymse5Fy9h/KfyljFuniVZkH7o+bw00aS+i5gFJKR4wirYqwEaEREffb9HtQkEeO+vXLRSBB8H0QWtJupPieEHOrlWpeSOdDdMLE88SRNh/rMI6zjhZ9hjMPdE6t1uXvX3cdgjcR44Tn/j7/58+r/gQC8MTuj58IQWjRokWLFi1a/ATxjaZU+J7/jPR4HMebruu+YGaf67ruM/fwCL7Vf/711/1wVP6oW0c/tu/kIrsRs5LaoEiV14aH+smppfvvteeX3TM10uh9pUboGQCaAze+0+/7rsih+m75bOGKWVE3I0PORihhctPlsQY3wJMJkAUyiPUw7dY/+OLUAHLY7Yttr++i19Krzc431OGeO2KAvoDsvnX+GFN/yhnhaudWrZVlMToJ0Scc2TTGKLnXm+tfZ3JmNbPX2cNLydr6rC4HonQ8nGZ1+uhU8TV2WGduiJoUaXbaL+/PVnV9hCHToZuxoXktXQUPMfXVQEv5K7sH1DW1e+Hu+i7W5q3IIKskrQZzr6hcKF8KWsXrioERgh8WvydDC4a2Gi0JGsUapt5/42uWzI8xnksnRNzL/iiolT7VBO20O+X3il2vStoWnovLb3s2CxcHvgsKiNplUI+B4BqpGiLR9yAHFseoQ2XaLVCgrLYa/Ie+izkKbgycCkeOtPefv0cd3iNkpv2alWcbHTYZzURlNjg8i36mfqloFmNUJU61Luf8eX/XZyQyntPBeyiqpYHoCEpTrolq4BQ0S/kzrxLfMAiBxz/lP/+2/P7P+s9/4Z73/IvymhYtWrRo0aLFK8bfd4Sg67qfY2Z/eRzHvfz+F9gkcGRmprLH329mv9LM/uOu636wEib6FjP7d81sZ2Z/4HXH1i96u3xyaXeYF924ApfXfC4fZ412dqdkSId96QFVFig7O3au52Jfqb2r1K+0HhQ66LBi6ZGl5rhczPgJquWvSmRko9TKtXsAdcTaH6AeQ20Yw3yhC6BZo1oRa4ZbWNCMNbOP1XioqAHmel0Y66wWM2OkojU/pvMk61pELb309uaxTlmFMuHp9X5ED3VlQx08C+lp5phF8yH3z2uGS8YH274L1Tc3ebl2oyJBCPq+j6yCsdANsI1sOmdbcC9UgY65VtOfgji4ORbdCZdF051MlrVCaCa8E/2J7qnrFnjmHNmU+AVovT6YRT79zOdqs5plk6onEN0F4tmgn6EeIKpXsJD7re7a+Vo69maFl6E+FKGSKZ0LqjWCVS/PLu2lT5/ta2wrmTxIqI6ZMc0QlVWez8Kfma4R1z7Odag0TgQxUW8P7ilFYplbnlVwUEAWSrfF/V1gjG25XMzs0HlOLGWeokMqUJvp7+GrgvaM3BegutyjjLnmyzD+8M/AtOwBs6PgN+xfT4fgjWwIuq77LjP7Lv/np/3nd3Rd9wP+/18dx/E3+///TjP7x73F8PP+u59uRUfgt43j+Bfq44/j+Be6rvvdZvbvm9lf67ruf7RJuviXmNnbZvbrmkphixYtWrRo8cnjTSEE325m3yO/+6n+n5nZ3zEzNgR/yMz+VTP72TbB/Ssz+7KZ/TEz+z3jOP75+z5gHMff1HXdXzOzf8/M/m2b9vz/l5n9rnEc/+QbOYtxtOE0zHadxSFs2q2Fit5t1otfn61nfaEEO7pg03rtKvpoUZwSNvHMOY9aqWcG73zzpJFA//Zhe7APvzz1uN86yhBeBNHznJW4CD6LHTK7Uc0Abh1JeP7ecx9Tnqd+0ZcapZ/f3SIr9FEbDGewy1x3JQMkE1Ab5aLxnt3wTOa/1kmf1Z3p1fbrCDdkeVWcI83qbD3bwa6ke4EMAD5D3Smim3Z4HNqNoT4TqqugynQLy1kL6+wQ8zL9fPzOY3vy7sS/XcVr0C6YPkuz7FizcAWkljyKjrzeLzr2/XYfNWwT9T8y4aK8mdcm6zs6Zars0qyuKR/T64iwuPa6f7foZoqcRTXSfx7cJlr60eE5bJbeXbGbPpPrjhZEaAOIsmfRvu+rrod8vup+Gf35h/wc2YvOCeundEplXsvWryH37mF/sMdvu5W46JSA5iyWWXGv8KMy2sCa5loqF+shnYLD7jBT7CzHzOten58ffnniLWm3lnJJtKNEOwD41FNX3Tv+Hu6L0MSoav1m5V5VxED1OtTfhWuliESty6BcG9VdgZ/DujYr99sniTclXfy9Zva9H/O1v9/Mfv8n/Jw/aGZ/8JO8t0WLFi1atGjxcHyjdRl8XWMYRtvd7mZs6/s0yO/7/XAaZg5pRYkv9w0r+zU8D3z3GXVt2Nf73NMdDHf6bytkAaWx0CpY5GMdHmhT1ewLBGQvbGzOBTY1vvBkYcv1KljOBO+Boa+Oaaq4BpNXP5P3kd1evT19DnU4dXDc3+2DU6FpejB3cTF7KdmEsKEjm/D63ia4JDlDZMzhT3C2LizyUDXM6m9z3QBnrqMLv8gMf9V+CO6JHw8kaVFd0/C5l+sfznGSZUXfubCuS99+RnlmTnNVXXN6/W62xhRNIEASFGkrznyZha68mVNo+Ge0g/trf7e3j74yIWlcz0dR+wWdmT6TTE7nPu7h3tXu7jKrPDK/VUZtGNt039A/7hmho210F3GfgwQEy97/rmifduGA6ujzKDhML8Z4TjCHIH7qPHifql89xkBWX3p/PboUPE98TZ6vps+udQ/2wUuCl5ERUlUo3YnyJPco92B4OcxUFZlvkFfmszD+4YwRa8/COW9VOVTXUNUMGA+OlJ1QbPSOK1GUre+Jh7hVI6QY/3N0Dvln6nP1VeMbrcugRYsWLVq0aPF1iIYQVDEOg21vtrEbZdeNg9bTdyd1ZDInen4/+NIHZjbVMdUxUJW0TkPeTRLooYdetu9Swy9BasIzP/jt9DnDaYjdM3yEGSNVamRanyO70KxbPQ2CAS+eAF1X6oSPXNedMYQr3zb3vveDKDCKx4MqdpGV4EjH+zSLOewOhQVPV0jV/8x4pxPIqm+q7AcCokgDrHvq2KoaOI5jZHzqhU6WxHVFFY352vjaY275O0hAcYfMPd/B1j6VTghFOpgP6rFcG1jg4dkh6FZkW8IxCX19rqkfJ3wl9seZwxuvGWnC6LMOR8zPTrTuRbFNa+Wqx0DmyBwslovo0AgdiqoDYTp/z3xxBe1y/bm4I2Y2Odm7dm3cpyoJKsV1pRYcYxjy2lVNDA2uGWNhXSl7n3vgdDxZt3JES1AWxqYaKByD+4PPXK2zgyUxcyod5/dChyFgnxEj1YII3ofP4d6fk4yVLJyxqQ+BIg8zxdOxdI2V8edjhLYHKrF+rwYyIOhm7UQ7jWk6LuvuDk2VyrcmNGE8WA/Fj8R5HttprDybjvujjWOe71eJhhC0aNGiRYsWLRpCUEfX93b+6HzG7C9/p56d36f+6WaF5fv43YnBi683GUsoromTHjXO0E8Xb/HY+Qu7uHb3C01+0dgudWzY8qAZlj4r+Aw40ynvgbouymuo7e2qnbP/TVGEohOQl15RNMwKbbrLVsdJdSykfze0y/fHyNxLZne/1nywg0VrPTJAYd9vpDOCoK574XXai6uL4DyQRRf/9+nYt92UIYamvX/mrBbKvKzzIpz5Swx1ndrS+Wv3BMjA7m6bxvaQaiCh80NmBLcgOAfLgvLgUqgoSngOoHJI9rXJ65vzq05qGiuIg/gnUK9nXdQRHS2yzlVvINjkZxkp4+9csxv3DeiX071du13eF8NpiPMpvI1F+iyuRehOCLtc54XM8vJy4kM8fudxOk54q9ARcI92ykP163AFPeTsXev01Ld5BoRTX/iu5GtxOpwCwQEZffTWpH2wucj33lHvQeF3KK+LZ5/qM3DOrP11lYHPvSf6dAzeuzmfP2vSvIjeh4Z6ZMR9uTuEgy5ra3b/B58nd3yM42gfz9Xn/mgIQYsWLVq0aNGiIQR1jMPEuC0Zca6tH0ThrnjT+zSOY+zU6G0/R+XuHAW+rFAX7maiaw1PIWqjh1wbJY4gBqHpvrPtdfZABwlgnOx0AwmhRznc3vJ5g1poj7Aq9NVa3dSuF1KzKxm/Ix++gw8OBUiCK6xpdkI2p3oM9Ouqpv3xcJw5xWl9UdGK6GF+mVXOOPazzz679/WDICi1Mt1R6tQlW8/Oi8z1TWgCZGazemHomlQlN8a8PlsHuhJudn7eoaxIfZqaKBm/Z8zRZ+9jXJ9yZs16iXqmnGutmc91C3RJ1C8JnZ/obff3kymjYKmdDqBBW7g3FXufUmt4MwQ64fem6ExEDX0sjon1fFwMF2kM/J56d/SrV7yg+vqYVeqh3MOLvO4js5W1qbX2gkBl/woQtVgLfR/XSX0iQu3RQxU/S9+817Mf4NjEeqIDSFVZr+8qjgh6ETcxR9OwM2pRdxGZVd4mck1Kx0/WOWBdKVo2juPMC+Aka027DLSLgmfek3fQ/XBHS0fO0DUILtMuc5mG4zD7nghDyZkuSe5cOPbFUfSTREMIWrRo0aJFixYNIaijW3R29ug8MiV2m7p7XSxyz3fNwo0eU9+laeaqdUdqfrGTFT19zeZ4P1k8ferUHFfr5UwRiwgGbp8zxcKw9d2yZ1Obe9jy9VhL1u5/r+pYaO4//aapMwNUAgY6TF7qzet1zoDIjNnRl/7yzKFgZ09fNVlIsMkXi1l3BLX/lSjxqcMgcZJedjLlYzDmM/pDJlVnrezw6+6H+rM1IwhOidS3Awm626Xj8bpLQVZYm2eXZ3b17MrPO88RDHfVni897/fryROhISCJycwFbxiKL8CY++Ph2KyjJozWQfY0UKSI7PTSu1nQxiD4PEWWxnEMXkFk7v0D+ZF0FfSCPqyPORslO3/7M29Pf1fWPZyWU+lK4rqx3o9VxmpmMw+IeN9qeh/PhcLnyJwl5RrV2b/qZhDBXxHEcK5HcZfOq7Dts1OfclhOVQeM8rVUT6MPdC+vveg68HXz+NnEmVA9ksITmt43PoA41POxFmTndLxI5x0aMfCbRH+ANbkQLg7fCacD3V5zJG2mmyBdEURwZ6LjYfXwOv4Y0RCCFi1atGjRokVDCOpYLBb2+NnV7Pel3p9rZ5q9j+NYalTshnFrE0XBtajckU2SKWrvKkztqBF7poxGAhn0frufaYwrwz+0DMS17uLJtAMmUw4XRNT0GPvZ/f350ce9XsVnsRvWY5Jla0+71jz5vaqhMY/F48BZxJJR3728m/U0g0qMQ74GyvgmEyTrUIe1layDUTQTcJo7uzyLY+LoENdC3C3xP9iI0mPU4/0zis99Xm/BbBa1xduXt7FmQos9POfRhCg9+maVw5pkJRybnvnQ9hfWPj9BNY77Q2FDn3AE9Ix97cztyLoyEtALMgAitBZOzSwzfKAH/rA9hAeBImnhLxBaIplzwzzN2OT+maBi9XPBrEL3qv57dSusUbbpfN210H1UuJdvfO5fvD95Eujcc0+ixhjOpxsUUTcxdnQotPYfvKVAJaefoH3qgkmofsess+GYvUQWi0WFhGW0bb1y5Et8EApHxnUW/LM0a9dz4RqpPgHKqv2in+sk7PM6OaMjCndM4SPwvo/cZ0Hvde2kCRfWiiemPIZQjVyJqqFohFw+uXxQo+LjREMIWrRo0aJFixYNIaij6zpbrpcz5zBl7mq2+lD/rtl8R3eSOlp5Xe4AUIZzf0J1MHu2l77zUntXN76F9GaXHm3vbBCFPnbjoY8utXHd8Srbtu5f1102P8lYSpaROyGI0DE4ZpSDeUUXndox2S9jGIYxsuo4lri6Re3T5zYyPLQjPCOE+R1eDp6lqhLb8ujX0s9tc7EptWHRZQg+hmfEOBKShQyiAtit/RrRGSBj1GsMGrRcL2eoy2HIioJEv5B6raxrXZvDA50SXGPm58X7LwIhung6oVGPV4/zsUXl7VRpzNfnpdnqlfetl3vTfH6meVl6Hz/nvlvuZryN6LMXP4B5Fo+nRa6Vr3frdBxFEgPt434axpmDZCAjC5450xyi+KkRPA1xaNVnFtei6BiUezcyVuExgU6M6/ysmbmA7uH73H/vMn9cm4vz6VoEr2i7Dy5IL/Xv4DxIZh/PnFB2zfNEPV/RKuZD+QwgmZuLTeGBibIrwe3AGqQLARR4KeuIiC4NkGZBkLgm2+u74mLZ5+dEaB6o+y1cmif2WtEQghYtWrRo0aJFQwjqGE4nu/7werYLQyVMNQDY+RYW+iqyKq0rKTP3xnekd/6T15MRqCZ72RHnzoDowxWVrHQMelalPqm78VBDRBNBsjNC63faO971XexYqVWeP/Yapu/cg2kr6AJ7cXbhkSkec3cGn8186RjjnI6nGaNfHfdgx+vvyQxABqi1P/vsxB4/93UBI5ze8KNwDU7HIerO7Oij2yL4F3keoifZrxl1XubzLLLWjLyo6mI4yi0XVVdJRrg0++J8yDo189Gui4d6xIlAjvo+atjqi1Duk+xxoBFKfqKpcP3cOTjH+3voifoeiCzRf55tMmoV3BDmCZ2FG3Q+cqbH3H/4pal2jAreQ/oOx8OxXKfzrLhXOpdy50fUjPvsG0BPe6Azfl+AJJEZx71b1bPVH4HrjV5A8WgQRUJPgFljXBPuff2stTs79hu/xq62OQ7lWihCWhRcfR33+XlAt038nrU53t+NsJCsXLuTrHIaHB/gYum/FcWbdeEMGY0IfkOX/859t98eZgqtMzdUOhsEeTzsDjNk4lWiIQQtWrRo0aJFi4YQ1HE6Dvbiqy9muvlkdTB2i0Y1mdX0/tX6GLs81VY3BxfICGG681nonasKFsEucnuTXduIVcV4JbtQti/Mfnbu7I6pL2rtU9mv1KOVwU5tMOq7N0WPgd1zoCmi/shPxl9Y9uoPkHfrDzmwhYLdtijYqYoZnzleZw6IqvyNUped7bwlwyzOjCibFZW1HcgAjoMw2ek+EfSGKHV5d3VzZIXsTX0mNKMIN8lFH6xoZb2jZKnImKog3ooGBOfLOnrI8yLW9OkU2TLBfJDZjZJVsy5CDdBRGe6rra8DdQvVeQitieui7BddQpLRhf7CA9ckGPp+freivFc4CVlLJNj6lYrkS+8uihBekvbs8xzZB+KUkRDmK/hOff7s0J5wtTyeCdOH5aFExw8aDnfZofSh0OyWc4IXc/kk9/Pvt3t7+f50/e7WRTfDrDwHWEvh9ifZNujc8/emrovocJFafHle+Jp25E35JHWooqnqlQxyL6/CT2X6e3FZdTdQFAoXBSGpP/v80dmMr8Vnrof70Ss+4/lXn8++O14l2obgnuBBGGQyvxhAxCxobXGqF5MKgnQCaWkrF2/VLy+Fd+MLRL6EgcjqMcS440Z85GObFiY3HT/1wacWodpeFQ/+Q7YcrYmZYagUr0X0Jn/BawsnD7KQVRb5YN04KVRef8nvpU1MJXWD/Mamiw2AfCHwky8flU3dRjsjG4ltHGcvXxp63qsuk+lC6wejJSD2ML9Zp99Tcgib7PiJcNFq9uDSdrHtbZZJVnOs0qrla1O+vIjZta+sXPUzhwOEVW15yw81FX/qLZN1w2iKjSjtliIMFiWJaswnkVHuR1rb8sYovjClnKXnG3bAD5B6+RI/7A8z++dow/T52PUIEuVrQrBxeui5QtmitFvmEqNZZSR0nsWbVA5aSYeEfnmpVHEpD+Wx18+bkMMWYbewCbdcUolntK9NFfIK8yzaNH0DFNLXInxVE8hDZlzaAxdLWsnvJ4bvD3luNanhuEEQ5t6WNt/6fmJeQuJepOpXUVJxk7QXt7P20VeJVjJo0aJFixYtWjSEIEU3Zd7a6sROF4GSQp7xXabvUlfr5czMR6HLvRB1iGhJ8mOSEUfrDkSdY969aqvUOI5F/hhDIckqIuP3Ha7CtmEt7FHG5OUOoK8QOPLMqCJPaTudfuYgJEF2uDov7OCvHdrbx2dnpEBNbWqinLYahR20oBRFLtlhyd6PBdxPlu/njSjUrCXIrxFEwO31diZRHOMWo6ywXF3l60rM4Miwxc4k1BBZCiLlosDyuzG9hvJLtChucgssaNRp5+8X1OfFV1+ksfJ6JWnud/uwCA6J3U1uNy2EztxWpfOh8wLRj5LKrHwhVsaL1TIy1oJsYfjjGb8fW4W9uA809pQDt6zZKStVieQa9o61E27e07+vX0zvXdzm50KQRPuMDHH+iC1xnCdIh0OU9HMDBeu6bk7Mk1Y/lRUmQyadpD1R7YC1RfDF+9M6gXRZGwpxDF07hLaGMpfMB/f0Cy89sJ44B+S5NVTgbLVehegXNxnXFfRGy52KiMxKUFI21bZV7jMQg93triC/0oZbJKizhHld5mykwhYtWrRo0aLFa0VDCOoYRzsdTkUwwndy2hpF1kr2ArFp9fZV1brlu8hZq6LLx25yrZNjEbQNnblzEJ959zLXzK7e9vof5JvDKXbDoVmCne91bou7cE2YkqV61n7wrH2XMxsyKna0yOseRBTnbriLjIYaLsQzRR+0zhZ1taiV+w55Si4q/oJnqWNGGkJ0pzI/QpZUkZOVmDeRIcEpIHvYiVz0SdqMCM456p9kuad9yc6x3BX7Y+qUZ5LJKvGttE/lzJGMIUyzhGw5jmNBa/y9rIOTEDH5zDi2HyvscY+5ZvxQRoKIUi1s9JCM9rDKctCsteGUs1Vq4qs19X0suqVeK22HzB8Ixe3L23LPnAnBU8inXE+OcSZksZDZFVEsbccjajRoOOV1QHBfgwghXcya5DqHjLLwXQoSle8nlTXf3+2DE6PtloSaHA0mRlxiBqeiOaw7bc+sicKjkIKP3k7Lc1LncnHI5k074f3oc0RJlsxDtGtX86JoZmlxzPfH43cep3nQFmr9LgjxsAfMw5YVTyCefw+gD2GDzTPdEcLN+eZeYuTHjYYQtGjRokWLFi0aQlDHMIy2vdmGeEUYbVzn+p0aytQtMrRDhbjPkGVxNbuMWrewZ7s7EYMRJnQcXwQq+kVv/fX0O7JztaUlmyRb0ppXdB88ykItahOsbVSMbdkvrbc+vZdjEiAnaggS9bWo53pbZkj5ZrSjZEoihkNWt1zOTItCUlYY2WpNHZwAkXZVVjARGdRxnqVo9nTYgiAd87H0MwTVoL1KWyGVBxCGMtV64TXMZZEyzvV5MpkuWtbul6B9qLtA56M2s4lukLvcmqbSuh3aLWR0ZNJiKFREX3Lmq6H17PtCBXj0vA4iJlW8dHNrWIhN+bqBaxKtuFWGHVMWNrb3m9qUWrL/Xp5Bh2V+jpDNareTioitz9cz8x7kk5Urot1FPA9VhE0jRLdAe6QTpkaYyvXPKE0RbnOTJ3geIApy78a1gh9Ft4IgkvH8vS7rQ7uQ1IJ7LVwJRRCiY6G/n0c2REdI5q4Ej6bvghNS23XX5xktoMyl3/ePnz1u9sctWrRo0aJFi9eLhhBU0fedG9FkDgFsevpyg6UuO+jj4Wgr0R1gt8guMFjyH0zHSMIgVnbAi0AaRMAHsSHPFDSbPR1LJqh1aBVcUelVNXUhG+WnZgJRh/MMcPtyG/PD+cIzYCePQA/MdFAYBGei82HHzj5ndLrDj155sXSOfuylWTeIQQjmRtI/HXVEeV2E/xPzJzI/EpwQe3mRr2ndGz7LqvcimAwms6QAACAASURBVHK63wyKdXItQjbUGskQuBZcU9byMAyz2qZ2TcQxozOEjDFno8w5XBK1pFXhFhjkXdfFWtp7ZrPe5GxLhYvGAY2LLKur8xhZ3ZDXcNRv5Z6tf6caFmrvrYZKMX+3OUsrtskZHVPhqtBiGO/pJhKLYH7GPYumAcZCu1yv57OfXr01/Xx36jIAgdlJl871OEZaqNbjIeAlhmKKEKkEOBF8h7v7UbxsGz/9f0gJi40850vnjvI8WKsqw8yYbp9ndFO5OLVmgmpgKD+D81BtlDDmQndBjN2KSJJIwR8zanPcH+L5Ryhfh/MPczi/Z/u+n12HV4mGELRo0aJFixYtGkJQR9d1ttqsSs3wgFTvtFvDSCdqZ8LePx1Os3qjqhiqkQw9ryFh7AhB1PU9+9S6FllNKPtVfde6m9Rsgs+Aycx7tQbKZ5cuA9jGOVNid7oJCeQ+xoV2A0iBKtVFTVRqpFobrFGY+rPJ4tdid9pXCAvZNcfULEJrxmeXqETCxs9ZGO/T+iwRBkR+7uePzmc9+yoLXPrKj+mnxlo6I9Sk5cJVNGt5XP7dLUUbYlVlFVYyIdYB/15JFq+ZsHblkNXSr06+3XVd6Z4ZMqdEzY6U8R9clIvcs12yNdTfpuNhC72J10tWdjrN5iH+JjK563XWyDgt4O+4zsdd6R83K/bZT955EudtVtjlQ8Uu70Ka2nk6u8xARwyh7/P8BKKyzHyYMThLWcEu6t7SMTGcRnvrUxOaoMqrqjxY60nUfy8mP4JucC7R1TQ967gvWC8vPngR14lnkkoPo5uwmNXj/TNv9Xno97hZmh9QnVBXHTMqUpukRccCc73JKqqMEcSQmNleR9cCRmUYu3l3jyNVi2V5rnJd+X5QCWfloEVH0GmYSVC/SjSEoEWLFi1atGjREII6xtEzqT7v6FXNSlmj7JSvP7qudt4wUp1DIIqCtVLYdOz7+4SpB6FIB/tUlcvKOYxFi36Td6in88whUMYxGY72voefgrxPe903F56NbEoWW2p8Wqeejql66dG5AZtYjFI4l6IBkevVZNa17jo6BGqAFOiCZ4DK9o2Mt8+10jJPi3ScYAZT/wutgbHSIM/ZVyfHLudxSn/XmHlbPGQnXGn9w9cgg6s9Bur3qnEKQYZEhNXwmBndzE+su9tSS42aJ50Np/vTGa27BzojHTGBat2hT7BKP2c92Z4C9WNf7jWfhqXl99zXL29Wc2mGe8+B92lXS/z9WDLBqH0vM1qjGb+ul/Ho5jyOft06N0O1NN7/wvtmVp4Th+Ck3MV4AhHk/E4ZndsJYqSImtbjCc5hIecQSoiVZbdqYRBlHZv/zNcznhd+foGgSVdJdGvAdznma1grv27CKC6ry5KVK3eGUCXQ0D0RLYToRpIOtBqBYdxwJkCh5x0Lmde1vb6bf4e8QjSEoEWLFi1atGjREII6ur6z1dkqdlvsJjvZ4ReN79yHfzqdCsvd34uGeLhWnWXFKWW9zjgB8RlZ7Yq+bLVqrn9XzouaOE5xNHnf30derEWzWhbaAYNnFKFHIJlm3/clsz34MSPLQL1LEAM//6gVn+ce55OwyAkyodBvCKZ4mXe1gdYdemg60Bnin61sfLKKd37yO2ZmduGW1ayDj6TH/dnnnpnZ5JKJwyQZG9lG6DAMWe9deR7Rw67Ocigz+vlfu7bESZCSbhxtHPO66EU/nwhVxEXudBmHzHOpLbfNzIZrVzS8yxoJ62XpeND6/PmTrCCnDGm15I4e70VG3HQ+CVUJhA+0vdtW1tNZFXFcZoRELbqD7zFmhI154RzxMtD5Ys0eV8fS6SG26dTZuTbwOEKjfwmvxde9Z5DMD5wd1PQYQ9gm+3y97CvH1HWukW/O82eq9wXB84W6d6BXfVafZJ0UZKDwgcJZMvgL07GLLknmRIS6n69/1FnVQVCRx4K0mB8XdLDwJNR5NTp+hL80BHrBsS2dpyJQirjF94j40gynYaabwXlFJ4g/06IjzK/J6/gYmDWEoEWLFi1atGhhbwgh6Lruu83sO83s283sZ5jZlZn9kXEcf8U9r/0BM/uen+CQf3Ycx19YvedXmdkf+Bqv/7XjOH7/Kw57Fn3f28XVRezKt1Erzr3y9O9TW7v+aNICXywWdu5ZI0GNj/77pbCEo94u2TkBc1+1rNldRkZQ1bVWz6fXkm2y4yeTZye/Egc0xn6B7wBsehCB220aA334ZGdkPo+fPZ4x15VFT+W/oBG9f/ZFOrbueCPDPDojepu9DdRzfbFYzBTFiBjjIu/4B2EXUwsla9OaaSgYSk3x3M/l8smFrf36wXmAOzG4x/pykbPyx88ep3lQrsG1ax4Mizy/4Wkv3JTFclH5J4iOhHRyRE+zcAnCyXOVs3b+DmLyrp8/WW/tNLiIuZzWCtdbM6IytmP6TK1fEyAphLpLch+BtFw/v7a7F+5BcpZd5+ieUJVM1Qo4u1QlTxT8pn9fvYUfQelxN6v1Tfaz8z4FXyGrHF69jW7+9NdYP35P12qp02flNa+Oe6U7Z23HPvsGhNeF9M/Hda8QH7PyvFAnRr13VVXz+sPiOnr59NLPc5qzc+EQqX9McGZ8TI+eTPPEcVhnvI+f0XWCcuMhZ+dd1810FngOKsJDdwG6A6PoTAT/Bb0Lef5wjtw3nNPtizu7wSnT72deG86IcAm2fp1DJfU05828QrypksFvtWkjcG1mnzezb/sar/1BM/uxB/72K83sp5rZn37g73/CzP7KPb//Sx9rlC1atGjRokWLe+NNbQh+o00bgb9pE1LwQw+9cBzHH7RpU5Ci67qnZvZbzGxvZj/wwNt/cBzHh/722jGOo+13h8iYg+Er/eihR+8ZEDvmYRiiNq4qXkX2PPedj8tcp9ze5joVoZkR7w+9g3XxLleWc9TTUU7zDAXv+OhHZ4c6AR5Rt2NnG3XeoCBkVONYMZg53176rKNmTrYlDoEgKYvrrI5IVhHqif5vZSUzuFp//RiKYVn3O7wXhA388oM8NlVs+/DLH/p53qZzLNoJ0+s/+OLEF9jf7sp5+Pi1f3i9yToN4e7nrw8HRXFUU5ZxZLHoxlcowEr6o0vXRdaqD36Cr+uzK9cOuMgukMx9cVzM/fnLZV7rw3GwnXMpyHDJiNfCrUEHnmPeejZfauqr9HfV+yD0XqDmvt/uij7ANr83MvpN1vZHhfRghzgfs1ITB0lTvRJV1as7TmJdwyKPPvi1nF9e56BydceCWen91/tO9feXlVeI8iwUGVBkhOD6o8zJOlCfhZl/hD/auO9W69XMJ4LxLWStavcJj8nw33iZkTLl3OhzNBQgraB7C+ke4vsgntGOb+p8cO/OFCqlmyC4SXfZY6W4jJauC9Z9dLrRLdHnZ+/O0du+78ukfIJ4IxuCcRxjA/AacMWvNLNzM/uj4zh+9U2Mq0WLFi1atGjx8eIbqcvg3/Kf//XXeM23d133G8zszMy+YGY/NI7j59/UAE7Hkz1/73nUoUNN8HFWEwyGs+/OauYran7U8DRmrlVbGPu+M/ZdJgpVsIthBZMxvvxwSuPJLFBHWywXUV9Sf3N2tHtqgn6e1FCjD9Y/a5Cd/XHGBM59xbCN6y6HWsffbF4bjmP7Lhlexko6O+KzPPON2uAdCmb0F3tG1RdHNeqLZLjBjqd/XI5NhKOaj5nPfPZ06h549FauW99Kz3A48Y3jnHks5307TFkW192E96B6BKpYGL7o+4xuMD/DaZhxYIiokQ65F5z5oNYetfNHWWVwd5sd5XrRMwi3ycOxeBf4/XHt65i4ejbNKddKVd8IzbaZD63XB2flGv2OgrD0q1wrLiqXGX3bSdcE6wbEiXVxe5PZ92S5Z6IyB8pz2O7jWIH4xDXguZD5GsqHCeTJr5Gqj45CueDcahSDZ0poeJB9SoarqGWt6jfNS/Z2Cc2VGzpAsldIzdrXjg7upTi28HoiW/fnBed72Oa1qOuEKOqRmenfdV1BflEyHeZIl5nZocscmcjeV8W1sI7S4ZGRAZwquW+Oh2M8e7kHb19mxBll0sIFcZ2JnSKmrxbfEBuCruu+w8z+CTP76zXacE/8evn3qev+v/bOPdazqrrjnzX3PTPcGR4qIKYD1kcCaiNGC1QFmlpJUamC2vogPlo1imLF2Bpt6cu2iW8xaDQtTUkKKcY2NvhohAEt1QrGVxWRwAjIY4Z53Jm578fuH2ev/Ttn3d/vvmfu3Hu/n+Tk5Hd+Z5+zz36cs9baa69tXwSuTCmNtUvQ5l53dfhrLr8HIYQQYl1zTAgEwB/n/Rc6/H8/cAXwDSpfhW3AbwF/B7wNGAT+cLmZMDN6+3pqawA0x45jFLHo+W2brIxdFYl13Mcs3Tu2Obc/esX7OJNrKyWy1mTTKuHR0Vzr88h+mzZZa+x7oKlFumTqGnF38J5tzQTwseBm1DN/TtdGh/ZUsxh8LL2+UmOUwMvc/+mZxvEYB7+s/hgMLKX8wtiol69bOfxZ6hEOi/ZRPK2bGsysiHy1OO/V/81IbV6O471jjfRxlb8Sd3xsotyzFdOgqbFMh8iEMXLl5GhYUc/n0IfyKJEcPV5FLRJbnCXiPgIl9ry39xBLo9PzuUWoaN2uEYVyrc++cA3V26+Xg1sdigXBrTOTTR+JOK7tY639IWKnU6LMhTXtZ6Zac709T972isf5pqYFoWjMQTt3+vrD6o+5XMfHQnS92iyPuB7IrBkuwTISiWPLjr8Ptm5vxsL3cigWuZHxEk3V30klTn7pu00rRlenqKqBuHpkud5U8xlTSrPfRbW1WaDVLrpDTISynkiIPxBXonVN+5CvFprL3WdxuPf+9PR0zc+iqenH2B7+HZjpaUYhPRSsXtGSUqwW083VQUtkz6npVpTHsCKtt3ufZRQtRiml5SxlsPoCgZltA17NHM6EKaXbgNtqh0aAfzOz7wA/BP7AzP4hpfTD+e6XUjq7Qz7uAp67uNwLIYQQ64NVFwiA1wObWYIzYUrpQTO7GXgd8CIq4WDpWKUttObGNy0ALa2sebwV63qiSOBlTLPEbs/xA4qGGNZvD+smRO/5qTI+m8cAB3Nc7DKGOFJ+D+doda75tTzSc9xvn7McNP/oGwDN+cjxOj7fOqU87l3TDN0S4mNb/p/HvXeJvDtEEfRxRh/zjX4LjmuGZSXGEBPAsU3WstLkaGauGceoZ3H1tjgW6lrWrLXJi5bW0/Y61MZIi5bl2oBr1zluepmpELQIt8p42UfL0qbgv+Eap9f1dO90zccjxOofa2pT7jNTVvUMY8g+Lu3j3HE2S6nTEOt/ZmaG7KBfysEtA37P4hsRZrBEK05P8ZJvamdx1sosD/dMd293qX/Xvrw/eKwQtyj5/PIy9u2zVbxd9Ta97WNcg6i9l1gjKRWPe18HIoVZSq1x+fYe/mV2hT9vbi/uI+Bjzf0DTT+oYknbZOVd5Pi9t24/rnFtf3e5pSmuHhpXES3XC2PpU9a0vPb299bajltO2696WXxKypomHqGz0srdktDJxyZae+J6E739vSUugL8nxsO6KW59647RD8O1S9s177PNcooWlmLl6GlZWL2Nxlgy7qvWFWImjB4eXdYsg2MhUqE7E35+ien35P2WOc8SQgghREdW1UJgZi+gCmh0T0pp5xIv84K8v28F8kN3T3eRyouUWosxXT/ukrBL4Y31BMK4UQppXXOLvgaOxyL3CHeunbhmNBM0ZNfmpianWtI07TXhMu426jMbmvEGXHLtLVp+08pRfCfKPN3Z89LNmvO/y9i3z2zIkrxH/3OKplTWk2iOoXl6f/7iZZyPu4YQ13Kv57eMP442o56ddFq1RoFrrZ73/Y8dyL99dkZYDXF6qvF/jPA3PTXdmg8fLD1b+6sxTI8S6WPhZY0C10JzXifHst/CTFMzmKYVDbB+7/p4eHeIpJgX9yvR3VwLde3Sx5Z91km0PHkdlHUJ8ri1t7fWDIkcn39Ty8Lh3tBx1s1kKeNmH+sJGt98s5u9vEsd9DXjFdTz7W3Gy77EwfeVFIPW7pT1SYLfyraTtgFwwqknVPdxXw2PiT/V0kqn92YLRp6gUPpYuJdbdYrPiEdHHGjODCgrk5YZNHmXpsPvlnUrvovKzJSyIiCNcvEZIHEGjF8nzrePMyhi9MCZmZlW1EePuBp8J2aKpSjnv6xl0HxHxdlLMfpm/2BzhkyJQ9DViugZfSX6ckyI+J4vsUE6WDGj9dN9T+I7Lb6rzKy032gBnY/+Lf2lDSyF1bYQuDPhXFMNMbMXtjlmZvZnwDnA48DXVj57QgghxMZgpdYyuAS4JP88Oe/PyesWADyeUroqpBkEXkPlTPjP89zidjO7B/geVfyBbcB5wFlUDoavSykdXO5zpJkZxobHZq2V3ZUlZteU4kqEjZjtHVQXv5aPK5ZY3UXK9Ihsw43fPkbk0nSJYT7T1M7q83Pdy9W18L6g+fi1Xbv2mQqutboW4d7jcRzWtfj9j+wr94TW3PKpyemi0bh25Nf2MhseP5zTNsdAXROe5W0dxsiLB38ulzLOOcsPoiX9O7PGESdbHtf1e5RogXls2MveV5CLY/G+xnyZUZCfZWDrwKyVE4tlI0jzPWEMtRzPmoLnyet4usTPb79Ge90XIa5mF8cw/VqH9h1s5KGsbdDd9E8o4/hdPp5bPZuvPJemm2OsHgkUYGyspR0CnHBiFUcjWozK3PjpEIEwxOZ3ohbqY6719RSgGud3y4DPw/d8l/Xpy4yPpiZX2sXhZtRJr++u2voRVfk025O/XybHJ1r3zvPu49ofJYJnaOfefso6A93Ne+75VeWOFVeJ9Ovse3hf43f9XL+mR8lzZmbF6WhaqYo/RFczr3EGhZeTz+pIKZX8+bs0rnbofS1aH9ya4bEO4gwir39vi3FVQM+L1/GW7VtKTBd/V3ue3Eckvg9je/A8xjUKvM58H6NGOhNj47MswG5BiW0rRplc7mqHKzVk8BvMXrDojLwB/BK4Kvz/Oqpx/4U4E34UeD5wIXACMAM8AHwW+HhKadnDBUIIIcRGZqVCF18NXL3INNcC1y7w3PcvPleLZ3pqhkP7DtV+u5ZeSWMtrd5jkzcjmU2MTrQ8l30luKglZYnX55G69Ojr2A8fcM25OdbskqyP405ONdfBLh7hUzMMZY/bickqfwMPB63LPVXzc7jmG7XLEhUrrDzmXsZFC3Ofg6xxzUzNtFkxsH0896KNdVh9zHHt08vPwhijjyXGWRu9A72tFcJC/O9SHhPNsnRpvKzOljUll+z92QZGKw3ANaeDj1eatZf7tuMHy3X8Wn7Ow7srGdjLbnBzda3TJk4FYLPPIpn2tRyqe7smOZyj4nk7GM/37O9tzuMfz2P1YxMTs6wRrj25jj0+kSOo+fPla/X19LRNt7k/z1YJ4/uu3Xie6pYIz+90jPOeV3eb5UXu8+anmt7gxcoz3byOa3OjuU96W5+Yas7a6OrqotutTnnv/aHbx5sHmpa16RBLYmQ8W+1G87oa+XmHDlfP4n21rLsw3VwTpLunu3isj3qfytfwvHj+097Kj6XH100psTWq5+rLdeV53/Pg7up4fh95BMwYLfHw0GEe/1VTH5t0P5cwI8aPj4w1Ndzjctst8Uq6mmtExGebnG5q8V1mDOWVWb0txVkW7rfgs6sc77NuIdgUZjQUK24up4MjlZbvdTW4pSoXb+vVNZrWSLcMHA7RE4thJLxP0tZs1RhpRosczRaRPXsq60xv7leb87MVC+7EVOm3A5ub/kzFf8fXQBlovXOrPNksP4rFsNo+BEIIIYQ4BjgW4hAcM4yMjXHn/93dmhueRcAtWRPqCWPRrnWMTrRiBrikWdY7cA9SX1s9X6s/S4cuLe/eX62gN5yl7+1bcwStcJ5L50UrzxrD1oGBcr+hIAW7tjGaf/flNK6Vljms463xxPq9XetwjcG1O7/+WH7+WF5Q03DCnF3XQr1Mi4UgWC9cii7RIGni53sePd1kbbzTy97vORXGQr2+PY3naVO4lmsZXneuGZXxTNeI8+/+xyvNa/PAQNFgD2TtcV/ee36Py2Xm2ubmvuzhn+/5+NAQ0KqjosV4nYRYAf57bLLmVZ+fy5/f7+W49rk9a03etjwPpS3n63g9x/OGhitN6vBYM5JjT3d3ybdbI/ycp5xUzfB44oHjG8/l/aHMr8/39HIrzx3q9lB+NtcIHf+/p7ubLbmMSxwOt0L4ao1h75R1KUJZ+7P0HzjQKAdvw1PBZyOlxHDO5+6cxsvH+2aX94vwfF6v3ua8vPyZzjr9dICyjofPoXcr10P3PQzA3Q88UNq71+dUaKt+r1gOXof+/AP53v4O9H5XrBlurfHYGrktj01MFE39CYOVVc3r19uUP5+3tU3BgjIW8hLbv7+r/HqeJ3/mzTVr2HGh/ftzHsptKdZjfMedlJ9hc34ne9vdf6iy3B7I1/FZXF5eU7U8+/vA81KsuTmtt63x/Dzedrdv2cLwSLNfLwZbrhPCemEhkQqPyxXsjTN2yt7u7lnm1ZlQvt54oknd8ZdyCXoUzGzeyeJ5JUBRTTjphKcZzM/j14rMhA+AM1LryPVnql/XTZh+zAWZQ+Ej5B++3vA80WR6YDia65qOgQPBZDpeewF0BZPwxFR7k9qpJ1TTxLZlYcw7sgtY/tvz2hde9PvzC9TPO/2UU4Cqk/qxx/KLf9djj7XNgwt2/qLqDkKJv1Qmg1CzEDzfRUDs0Fb8ubxuvCxHgsD4xO2V85V/UFzAGAof4YXg1zg510G5Zm43+w41w8F6HuMzxbxOB8EzfsTr1/CPsLehiTAc4y/dTu2nE/7e8CEW76tDw8OzrlUCNoX3yFQQWufjqbntPePJTwZaH2v/CN+X29/dDz5Y0sR+HgXnTni6rfn5vGxjX3eiANmOniCMef6jIhUFvvhuXsr3ze8Z3+Ve/72h7Xn7cOF1sXg/q7dRL3svy6jobArvyTZ9+fudovLOhYYMhBBCCCELgaO1DIQQQqwTZCEQQgghxNKQQCCEEEIICQRCCCGEkEAghBBCCCQQCCGEEAIJBEIIIYRAAoEQQgghkEAghBBCCCQQCCGEEAIJBEIIIYRAAoEQQgghkEAghBBCCCQQCCGEEAIJBEIIIYRAAoEQQgghkEAghBBCCCQQCCGEEAIJBEIIIYRAAoEQQgghkEAghBBCCCQQCCGEEAIJBEIIIYRAAoEQQgghkEAghBBCCCQQCCGEEAIJBEIIIYRAAoEQQgghkEAghBBCCCQQCCGEEIIVEAjM7EQze6uZfdnM7jWzUTMbMrNvm9lbzKztPczsXDO72cz2mdmImf3IzK40s6457nWxme3M1z9sZt81s8uX+wxCCCHERqd7Ba5xGXAt8AhwK/AA8CTglcAXgYvM7LKUUvIEZvYK4EvAGHAjsA94GfAJ4Lx8zQZm9i7gM8Be4HpgArgUuM7MnpVSumoFnkUIIYTYmKSUlrUBF1J9zDeF4ydTCQcJeFXt+CCwGxgHnlc73g/ckc9/bbjWDirhYS+wo3b8eODenOacZT7HXfk62rRp06ZN21re7lrKd3DZQwYppVtSSl9JKc2E448Cn8s/z6/9dSnwBOCGlNKdtfPHgA/ln+8It3kz0Adck1LaVUuzH/hI/vn25T2JEEIIsXE50k6Fk3k/VTt2Yd5/rc35twMjwLlm1rfANF8N5wghhBBikayED0FbzKwbeGP+Wf+QPyPv74lpUkpTZnY/cCZwBvCzBaR5xMyGgdPMbHNKaWSefN3V4a9nzpVOCCGEWM8cSQvB3wNnATenlL5eO74t74c6pPPj25eQZluH/4UQQggxB0fEQmBm7wbeB9wNvGGxyfM+HYk0KaWz216gshw8dxH3FEIIIdYNK24hMLN3Ap8CfgpckFLaF06ZT5sfDOctJs3BRWRVCCGEEJkVFQjM7ErgGuAnVMLAo21O+3neP71N+m7gdConxPsWmOYUYAvw0Hz+A0IIIYRoz4oJBGb2AarAQj+gEgZ2dzj1lrx/aZv/XgRsBu5IKY0vMM1F4RwhhBBCLJblBibKQX0+TDV+fydwwjznDgJ7WFxgotNRYCJt2rRp06ZtIduSAhMt26kwryXwV8A08C3g3WYWT9uVUroOIKV00Mz+CLgJ2GlmN1CFLn451fTCm6jCGRdSSveb2fuBTwN3mtmNtEIXnwZ8LKX0P8t9FiGEEGLDsgLWgauZX1rZ2SbdecDNwH5gFPgx8F6ga457vQy4DTgEDAPfAy5fISuHLATatGnTpm09bEuyEFj+GG54NO1QCCHEOuH7nabYz8WRDl0shBBCiDWABAIhhBBCSCAQQgghhAQCIYQQQiCBQAghhBBIIBBCCCEEEgiEEEIIgQQCIYQQQiCBQAghhBBIIBBCCCEEEgiEEEIIgQQCIYQQQiCBQAghhBBIIBBCCCEEEgiEEEIIgQQCIYQQQiCBQAghhBBIIBBCCCEEEgiEEEIIgQQCIYQQQiCBQAghhBBIIBBCCCEEEgiEEEIIgQQCIYQQQiCBQAghhBBIIBBCCCEEEgiEEEIIgQQCIYQQQiCBQAghhBBIIBBCCCEEEgiEEEIIgQQCIYQQQiCBQAghhBBIIBBCCCEEEgiEEEIIgQQCIYQQQiCBoM6O1c6AEEIIsQLsWEqi7hXOxFrmILANGAfuXuW8bGSemfeqg9VDdbD6qA5Wn7VaBzuovmeLxlJKK5uVNYyZ3QWQUjp7tfOyUVEdrD6qg9VHdbD6bMQ60JCBEEIIISQQCCGEEEICgRBCCCGQQCCEEEIIJBAIIYQQAs0yEEIIIQSyEAghhBACCQRCCCGEQAKBEEIIIZBAIIQQQggkEAghhBACCQRCCCGEQAKBEEIIIZBAAICZnWZm/2hmD5vZuJntMrNPmtnxq5239UQu19Rhe7RDmnPN7GYz22dmI2b2IzO70sy6jnb+1wpmObEUVAAABplJREFUdqmZfcbMvmVmB3P5Xj9PmkWXs5ldbGY7zWzIzA6b2XfN7PKVf6K1x2LqwMx2zNEvkpndMMd9Ljez/83lP5Tr4+Ij92RrAzM70czeamZfNrN7zWw0l8+3zewtZtb227fR+0H3amdgtTGzpwJ3AE8E/oNq7evnA+8BXmpm56WU9q5iFtcbQ8An2xw/HA+Y2SuALwFjwI3APuBlwCeA84DLjlw21zQfAp5DVaYP0VrXvS1LKWczexfwGWAvcD0wAVwKXGdmz0opXbVSD7NGWVQdZH4I/Hub4z9pd7KZfRR4X77+F4Be4LXAV8zsipTSNUvI93rhMuBa4BHgVuAB4EnAK4EvAheZ2WWpFplP/QBIKW3oDfg6kIArwvGP5+OfW+08rpcN2AXsWuC5g8BuYBx4Xu14P5UAl4DXrvYzHYsbcAHwNMCA83NZXb9S5QzsoHpp7gV21I4fD9yb05yz2uWwhupgR/7/ukVc/9yc5l7g+HCtvbl+diznGdbyBlxI9THfFI6fTCUcJOBVtePqBylt7CEDMzsDeAnVh+qz4e+/AIaBN5jZlqOcNVFJ2U8Abkgp3ekHU0pjVNoXwDtWI2PHOimlW1NKv0j57TQPSynnNwN9wDUppV21NPuBj+Sfb19i9tcFi6yDpeDl+7e53P2+u6jeZX3Am47QvY95Ukq3pJS+klKaCccfBT6Xf55f+0v9APkQXJj332jTcA4B/w1sBn7zaGdsHdNnZq83sw+a2XvM7IIO43NeN19r89/twAhwrpn1HbGcbgyWUs5zpflqOEcsnFPN7G25b7zNzJ49x7mqg6UzmfdTtWPqB8iH4Bl5f0+H/39BZUF4OvDNo5Kj9c/JwL+EY/eb2ZtSSrfVjnWsm5TSlJndD5wJnAH87IjkdGOwlHKeK80jZjYMnGZmm1NKI0cgz+uV38lbwcx2ApenlB6oHdsCPBk4nFJ6pM11fpH3Tz9C+VyzmFk38Mb8s/4hVz9AFoJteT/U4X8/vv0o5GUj8E/Ab1MJBVuAZwGfpxqL+6qZPad2rurm6LCUcl5omm0d/hdNRoC/Bs6mGn8+HngxlTPc+cA3w7Cl+sbS+XvgLODmlNLXa8fVD5BAMB+W91ojegVIKf1lHtt7LKU0klL6SUrp7VQOnAPA1Yu4nOrm6LCUclbdLIKU0u6U0p+nlL6fUjqQt9uprJPfBX4deOtSLr2iGV3jmNm7qWZl3A28YbHJ835d94ONLhDMJ8ENhvPEkcGdfF5UO6a6OTospZwXmubgMvK14UkpTVFNkYPF9Y35NNcNh5m9E/gU8FPggpTSvnCK+gESCH6e953G2p6W9518DMTKsDvv62bRjnWTxwFPp3IKuu/IZm3ds5RynivNKVT1+NBaGTc9xtmT96VvpJSGgV8BW3N5R/TeqmFmVwLXUMVzuCDPNIioHyCB4Na8f0mMXGVmx1EFoxgFvnO0M7bBOCfv653tlrx/aZvzX0Q1++OOlNL4kczYBmAp5TxXmovCOWJ5+AynKPiqDhaAmX2AKrDQD6iEgd0dTlU/AAUmQoGJjlY5nwmc0Ob4r1F5RSfgg7Xjg1TakQITLa/cz2f+wESLKmcqbWldBWRZ5Tp4AdDb5viFuZwTcG74T4GJ5i/3D+cyurPduyecq36QEpYfYMPSJnTxz6g66AVUJrdzk0IXLxszuxr4UyqrzP3AIeCpwO9Rdbqbgd9PKU3U0lwC3ETV6W6gCiX6cqrpPjcBr04bvQG3IZfbJfnnycDvUmmY38rHHk+1kKpLKWczuwL4NNXL8EZaIVtPAz6W1lrI1hVmMXWQpxaeCeykCkMM8Gxac9g/nFL6mzb3+BjwJznNTVShi18DnEil4GzY0MV5LYHrgGmq0MLt/Cl2pZSuq6VRP1htieRY2ICnUE2Je4SqQn9J5YAyp1SpbVFl/GLgX6k8fA9QBQfZA/wX1bxg65DuPCphYT/V8M2PgfcCXav9TMfqRjVbI82x7VqJcqYKDXsblXA3DHyPas78qpfBam+LqQPgLcB/UkVMPUylpT5A9YF54Tz3uTyX+3Cuh9uAi1f7+Vd7W0D5J2Bnm3Qbuh9seAuBEEIIIeRUKIQQQggkEAghhBACCQRCCCGEQAKBEEIIIZBAIIQQQggkEAghhBACCQRCCCGEQAKBEEIIIZBAIIQQQggkEAghhBACCQRCCCGEQAKBEEIIIZBAIIQQQggkEAghhBACCQRCCCGEQAKBEEIIIZBAIIQQQgjg/wEJ7/ZZ505RdQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAH3CAYAAADE7Ee8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eaxle3bXt/aZz7nnnDvXvbeGV/Xmttvdidt0PCFjN4qFsUIg2JKlJCCkzEQWif8ICnFkMkiJFMnEQQGJgK0YKQaBRBRBCBI2toFAREPbuO3udr+p3qv5zmced/74rc/ae69T99WrqleuV8+/JZVO3XP22fs3n/Vdw3claZpKlChRokSJEuV3t5SedwOiRIkSJUqUKM9fokIQJUqUKFGiRIkKQZQoUaJEiRIlKgRRokSJEiVKFIkKQZQoUaJEiRJFokIQJUqUKFGiRJGoEESJEiVKlChRJCoEUaJEiRIlShSJCkGUKFGiRIkSRaJCECVKlChRokSRqBBEiRIlSpQoUSQqBFGiRIkSJUoUiQpBlChRokSJEkWiQhAlSpQoUaJEkRdMIUiS5GqSJH8lSZLbSZJMkiR5N0mSP5ckyebzbluUKFGiRInyIkuSpunzbsNHkiRJXhWRfywil0Tk/xSRr4nIvyYiPyAiXxeR703T9Oj5tTBKlChRokR5ceVFshD8rxKUgR9P0/QPp2n6p9M0/ZKI/LSIvCki//1zbV2UKFGiRInyAssLYSFIkuQVEXlLRN4VkVfTNF3mPuuIyB0RSUTkUpqmg+fSyChRokSJEuUFlhfFQvAlff17eWVARCRN056I/CMRaYnId/1ONyxKlChRokT5NEjleTfgI8qb+vqNCz7/bRH5QRF5Q0T+/pM8IEmSd0SkK8EKESVKlChRoryIckNEztM0fflxv/iiKATr+np2wee8v/GoGyVJ8uULPromImUR2Xq8pn36pJQkIiKCM+lFcCtFeTGEtZXo62K5fOh1fG5rUdegvfrr9fVxVmq5VCo8a6ltWbr1zueJFMVf90mSxI0bfa2UyyKS9XW2WFzYP+TjOgd4jt33Q+7HtbQbuWiOonw88qIoBI+SJzkPvEwkuB0ufojbZJ82YfO16nURyQ7r4WTyzJ510Q9ClE+ndJpNEREp6w/T2SCE/LC35ouFiIg0qtXwWquJSPZDMJpORURkOp8X7lvT6/M/dB8m1XJZ1tfWCm0Z6zo/Gw4LbaIt9mOq+38wHn+EHj8foc3j2UxExPq61emIiMhQ237v9FTqem3J/fhyzvmxf1xh3GqVSuG+zOHDzgDa32mFI5m5YMzH2pb5I+b5RZRyqWSK8KPW8YfIu0/ypRdFIcACsH7B51133YWSpul3POx9tRx8If8eP1osZCbn07gIRbL+8vosFAHGEqWDMf0kH65RHk/sB0YPtfwPCT9QXb1mfzNQiPCjwEHPjwZ7rTcafegzq7quyvxw6Nq9aK+mkv0A8iz/g8f7KCVNfX0W++LjEq+00IdzVXL4vKJ9bzcajxyrJxXWwZMAi5H7wX+KH8bnLigznH306SIwxNkoIjJ7xLr/uOVFCSr8ur6+ccHnr+vrRTEGUaJEiRIlSpQPkRfFQvBL+vqDSZKUHpJ2+L0iMhKRf/JxPrTdaIjIqmUABA0Cmqum9zvhSqg/pmn0cQSU9WGmvKcV78v0pt8oL65UdU67auad6dzmkfdELQQPzoIxb3c9GP1AT6yLU3UlfFTU2lckxfcf9b00TWWkiBWrxKP2Ep/3P8HWLHynJeevZzzoM1aPRZp+7JYB1gHuIc6Rk37/I98Da8zHdQZd5KJ8lm5g1rR3Z7EHvHC2d5pNs/A8yjL2ccsLYSFI0/QtEfl7EqIn/6T7+M+KyJqI/O+RgyBKlChRokR5MnlRLAQiIv+JBOrin0mS5PeLyG+JyHdKoC7+hoj8mY/rQRYEoxobrwi+R/xwoJmnEbTqR6GUNbVagAAOz88vvPZxA/e4pw8uehqpOavDyjOf8lkfddye9T0+DQIqe9pYGYsMByHl1oBH8KBG0CRI/0mf/VG/t1guDYVVXYwQAnrkc+R3MqgYfzKo8lF7mfPBxxLwfRAn+/EitPo04gNEGS8QMM/+sHHkXHjabALGr63rizYRzPosg5rZT/x+nD3id4K5a9brNjbram0j0PVZywthIRAxK8HvEZGfk6AI/ISIvCoiPyMi3x3rGESJEiVKlChPLi+ShUDSNH1fRP7Es36OjxXw78/U50hqDFrcYDJ5JEJBS0Zz5RlEX18UVYrGjxaJFt5Sn2A+gpdngGz6H9EPhTZecjnAT6JF007aQpQz/mR8mKBHrv+o2Qbclzmg/4+D8rEMbLTbIpL1E9SEb/nTnhrJ2mrqmqxrfx/X8sWaZm5nD4lFYX9wLWll+FfNYvSMrTXlUsmsEmBQHwVPG1kn7DliJNhXz8KyxDN59ZkQ3vfNfqi7jAj2l4/JYN80azWzGnxc6xwLwNPEB005D59ybJlT1hmWgtT56Bm/J8l2usgKSvYGZ9ueZtTwjONer3B9nqODfnPPR1laPy55YSwEUaJEiRIlSpRnJy+UheB3QpIksdgAyDzQ0kE+aHhomWjWjVrtkYQZaHjc2yPl5QU5u2Q85HNU838/LMeXdn9UPxSog3s9DWKgXSA++gmqYpx87jeauvdtgni4nvEC1WLdeJy83UsbG4V7ET3O3IEEHyc6+pMqSZLYnNA/xhhLEGvvSVFIyWXfYKHa7gaakNN+fwXxTXQ+aRtz8Sx823nptlq2JhkPv/bYB013HWjbx1x8nMI9L7o3Z0/VMQ+23D5h7TK+fC9PvuR9+Z5A6HH7Z2eZ45Lw8mEZIfPHPHselS0wdesJ1L6h5zDjVa9WV+ILvIXI7w/utYvV182JWXd0PfF328XNMB7lUsn4ND7OeK6PItFCECVKlChRokSJFoK8JBK028/duCEiWXQomh1aZD4aVCTzBU1mM0NHF/l89hSVck+vueJ3xb/Zc9ojKIb7P8wy4P2Kj4puref8iYW2PGEObK1SyeIYtN1YVXYULYK+QRFYDO6enBTuRZ46glbtLQ8fBdXy7LKjUq3ncrJFMo0ddMX3fF790/jzLrKEPCtJ09TW7cxFmPvXi4SxR3xsClYvYjIYp9tHId53rdGwPXVP55n1CyL093zaPHGLvXHMmK163axutNPHzrA2lw7RdbWfIMAPDg8/UhtYb+Xc2mVvspZArMwVa/Xu8XHhnrSF8wP/NO8fbG+LSLbvmNuvf/BB4T6tet0sovSz/IjsqUdxPWwqPTJ7n33k/fMfFm/lz7CL1ibjxR7G4kTbr+3uikg2V7TFuBL0HGLtHvd6Kxka3LurY0s/Ro6/gjgpziRYODmreLa3GGANyM95ouuBueGkedR4NGs1Gc9mT7xfooUgSpQoUaJEiSLJp7VQz+NKkiRf3up0vvBDX/yiDBSlDJ3Ph1d8zaCZg61QILFera7UP6ioRlfORZDm75W4IhbnqkWCmEAAPieaCFa0zLzfFs0bCwaIkPaiXaJtgoD520ddL1xbhqoZlx0bWl5A2yOHCq5duhTa5iLRGY+J/o027ccN7ZwiLaA8nnek1ppDZcK7f3oql3V+Kq6OArEVtKWn96ZNPiIZQeP3WRhn2maQQz5yHmQMyjCfObnZzm/Nq49k557risIZF/NDkrXirBiNWs3WJN8B0TCWtIl1wz1OdExBqxaL4Py8m9qmlvO505e8394XuAGxnWqbeHZP/7Z4HscJwFrmfmTrzPW+++xNF23faTZXrHh3T09FROT9+/dFJLN0vHnlioisroeRi4Ohv8wF48S6W+jnST6a3FmZ6M8ltYzxTL4DAmZM7+k6pzDTjb09EcnW5q6iVLIK7D4wRp6eZpZPsiq0vZwpnguAMfTWDfrt2ScRX1+hm9t//lykTVhI2Sebbh0wHg2XEcKYV9ya9etn5jIihpOJ3dMsgjq2eR+/SGY58JkdnAd9XbuM08D9nlhRLbfWr2xvZzUotP8we/q6CIwhlpLJfC5feestGYzH//yiuj0fJtFCECVKlChRokSJMQR5abYa8u3f8a1Sa6gvHa2VugETzY2dKmvYTHNFR1mk/NqGZg+sqT+oSh6x6LWK7HtB8xv1wyvaYrVRZEVcLjQ3Xr836AUtEo25UitGBI+G45WcY5Ab6MyiZV2u78ZGQIqNlnIdlBRNDMOzT08CK+J79+6F67QNoJB8hDht6Lsqa/gXL22H79Rb9UKbrEbDOLRtOi5mIdDfekMRtvv+Yha0ehBiukhXEL7/u1ovoqf5VJGBzg3+bpDA1nqwqDTbygpXLW6jxXxRuM98NpdSWS1Hurb4DvNLP/vnYdxABKANQ98uewPxtS383C6XS7MA+bFmXbTWAhqt1nQN6iPSRWr9EMmXxVWrzrjIAbHeDW2tNYt9rdarNt9lItH1O+NBsM4Mz9RCMCrGxpRKxbk51/VFfALjsqcWAfrE/itXipHik+HE1nd74+HtpTCA/y7zyx4e6p5kTmyO6xoz4LgEGPdyuWz3tjWjZ0q5UrIxExFbP1w3HuiYT4r7o1pX1Kp9oS3cB+EsG/VHNqbMDd9JiC3A0qP9PD8M58BoGOaMvVitPfznhHVz3gtzhmWKLJ+NnXUbe85UntXX15aeSc12s9BWxo9nsH7Yu1uXw3pY31kvfI+5ou/902DdO7l7knG8rAf0zZlj5/24yAXR6obr6EO2Tpb6DP290Lnz54P9fuh+q9VrUtL5X+o9+M1hL/K5r9g5n87lrbt3nrh6bFQIclKpVmT78rY0u+5gVGHRMZEzfV3kDko2JJuj5FO6dDGxqTgIWXztTT2c9D4shOG5mncPwgK3g2S2KFzXTbvSPQ+bgR+X9e3wA9bqhGf4xcbffH7RBti4FDbwtVevFMaFw4rxGZwOTDm4fhBMmGvrRUWJZ3BYIktnhi5Xua5UeJaZXUsPd8WYpNkGtINYx863weZINyhK2HY/BGgx73yP8eIA5b7yME+KNssOBX6o3YZv6IHHnBlNtq5FW1c6DnwPpY0fM+Z0PslM0iibvr8I/eBgYyhZ3ygvvPJsnlnXQ5sfI/sxJqiuWbvwh4kxZz8MzjSgTceSZ3B96YMQyPflb35TREQ+//LLIiKys6c/ALvr2obwvbH+QLBGr7x+RZqdMNbMpymEM0z7xWebe0/7TVv5cWbAuG+tWUz1YxyRar1qa8YOdH12umBvhs9RiFDClvPivmevsi5YR3XAjf7YZOtNg5e3OvZsUx4aD1eQmaOdyzuh37rmpqoQslareh/aONBziPN0c7N4Hq1f2pCWjhnjwXrmhxrli/ORH2F/RjMnfI+52NwLAIRzlraynup6LjXWGplZHgWxxnhIYTzYy5xpjBs/2swNYorCoqgopMuiK2U+nds1DVVg2DdL+67uyWVxT476I6lUimfq40h0GUSJEiVKlChRooXAS1IuZUFjDuEkzjzDdYsqZquFmfq8WXbu0AGa697L+yIiMlMUvtbVoBnVNjGBoUVi3uRzNOLSSM2VzdoK0udatGNQwmQZtHCuR9Ol7aBa+kCb0cozq0fQdJeYTislaSpaxKrAMzIXipqbFQl4hA9SADmgIXvt3JtSM/SvbZwvDGUmi6RwDeZHxgkEZKihWdTOQSkTvW7FBJzos6tFFF+ulLOgt76iymHRpGcogbFuFxGTN9ebdUPHc6mopLFWNKUOZWifMwesY5AdY2pkNw51DRXJgJh4FmPOuqDN3gUDqq3Wq9YGLCRYn1ijrEFvfvVzAAL84d/73fqMMG6YhGkLSLmzFVxV7LNWt2XuPfYxe4n5l1LRLJuUdSGphdeQpLad9YNlgLULeu8zjs5tJLJ61mDyZj2kSfHsYf6xIIx6RdIxLApmDWSvTrAozK0PRiil69XPP+OR6OeMG+66s/unhetrOldprWjVEc0gZl+x7mr16oprhDFi/vonPWtvGJciqmbezQqGpcGZ93m1OXXnTq1Zy9wJOka0jTXJvZkj2+eUdJ+phVHPNtqWzbeie7euaPt8tjDrQXs9nPesD8ZyMA9Wl+VsWWhjqVyy9jyJRAtBlChRokSJEiVaCPKyXCylf9KTkfrrW+r3xg8Hqjs/Ctoq/lzQzuB0kGmqDtHgbwPB4dPa1pgAr6maf1dBSe84PBPEDQJCk+bzxWxhz97c3yr0D81/USr61PGVo7EjoLc80hXJNGcfZNk/6VtfsGR4bZt74vMybZaaNoqmaBNowt8Hv21JtWuQNzEFjM9sMpOetgufJtfs3QjxDbTVUuEU6S08cYoFmRUR5dmDEABInAT3J56ksVbPUKIiW2JIeAboAkTHvNLfk7shsHGqY33tjauFfmIRYe2CoAgQnU1m1l7Qhg+KNV95qWhJ8TESpXqpcB3rwKwUugewIJwdhvHZvbZr7axUi1Ya0BZrif2BxYD1who+Pw7jx7pgXxgS1HXVUZ8zDuCBjv98trAxp1/sh0ONTwCF47emDcwFn3c2g/UBSwmBwyBl5pS+ECfQO+7ZnPggZKx4Uw0atOA3XctdDZLzFiGu4zzAOoOA5hnv9mZ7ZW8RX0BMhN+zqe5JbzEYauxST9E8MSVYZ8wCo3NMPFR7o52zpIaxqbVrhbGbjjiDw9ja+TAvxmlYHANWClLFdd6xkFiskadtbtSsn717oR+c4eu6xhD2z+A0oPVxdVx4n8BI4mHYR+yXU50L4iF2Xwop2Y1mXUTHmPPBYoW030e3QzAtgYvbGjxZrVdtXz6JRAtBlChRokSJEiVaCPKSlJKChnh+FFCI9+8e3w00oo1cZKpI8BWV8AGqVnl4K6ANUnQOboSYAe/LQmNFqxz1SekJWuWNz92wZ+S/N1uQ0pJlMTSrzUJ7LU3GUrceHv0KasiuD8/oasS7j5JFq69p2tHmfkB1p/dOc6lL3FuzKTSDAzQNsgHxZSg2LE2bA0fkZOhlBDpVMpDjgARAUvVW3dIDEYuSV02dMQchg/RAtsyl+RQviGymjSAi2tg/6ctQ78F7xHOMFFWBBBYTRe1VLbbSLI5tFrG+KPSBuQJR0Ub6ki5Tm19LZVVfJ+uXyHyixKeKxvheFhsBGg3PBo2CXjJErWtao8zrrbqtWzJ5eDZrjP75eBbGGH/rJUVTtIkxr7jUN8aH75vfulkzNGqWIDXKMdaW4qjWHIT+rallqaFzZIXJdD0xHpYRRIopFrlcXBHt67qMIO714PhBeJauZWIGys76wHwn5iMP92e9eEtEkiS59zRtWNtCf3z8zoP3Q1sY8yxdMVx3eCt83lXwvaYImOvodz6uqJKQmkoWRXg2VlmyrMwap1YJBH89FsemywDCSshaZW9jWdq5EjInas2aWcwya1QxfoHxYN1MnNWis6UU6TqeWKX6WBJ0P71/O6RvXz0Ia9nOxFwMAOcfVggsHD09L3kWVohSuWS/BU8i0UIQJUqUKFGiRIkWgrykaSqL2cJ8aGjyaO9opXvXg+8ZbTSfz472u4CC97To6+QV1JUnrxEROX0Q/EoVR7FZSzV6lnxsjeznejTIZqdpfkMikLOo3mLOuhUIUoRg0cOToFXffy9QuNYsB7aoEa+S7YT7XLpxKcvUcKQuaNc+ahZt3JPDYGEA8aMho2Xjp/ZkOcR3TMdT80eDaKbmwwsoAT8zGj+xF/uaAcKzD28Fv92t9+6ISEbAQ1sts0GRIPnXw7NhRteqCNDK1aqlAAGdWMaDzhloCtR9dCe0Bb4KxjPLmS7mkNeaNfNVYvGwjI5qMW95YXEaYd0f3wkWMSxlFnuilqShkqBAlmVxH7o+Dg+Dz71UKhXWqYjIldeUFljnAAtHFkuixWruaQyFPpNxxNKQR7wiuWhsfR7+WpBUZ6tj8wRyN7+7rikQreW869rNkO6iMA4VNwecH6Bb0H6qAK5UTlb2SZ7uOj8uxFqYVUPnCKRLP7s7RWsea50+sXfZZ4Pc2iSWhvOMdc95SIYG/fBzwdzBU8Az/DnJ+mDcTu+f2hgj+PyxFICUOaOwODKHIP2K451gHLASTkbhb4vn0L4xR8tlamNL/7CUjXX+T3QtcoazHuAfIDal6bK9WF+M597WZuF6Ylfm0/kKFwxjK0p5QdwKFiLiWt6/fU+GgycrSicSLQRRokSJEiVKFIkWgoLMxlO5+Vs3TWskinZLfYoZbWjQTkECaH7tjbZpdtzDymuqfxbEC+rC1we6GPeK+ekgH9C9Z+ijLTgLF7OF9EZBm94+CAx7IICj28fazqL/jZiInatBsweNEoWPD3Xocp3RXkGcpr33RhmFs0YaY8kATeAvAwnj41tTxNzTTA7vU0a8z9lnadDWJElWkB2oiwwP88s7LgOLEdE+gGL4nh8P+mSZEIpiQnR9cV2A7Hz+uTEz8lrxUdM6Xv3w7E38+im55GEcQDw8b21jzcb69F4xbxyfMf3m2SAg6LKrruQ2Zb+hRN5QSmf2BT7l1z/7ShiPwdjGDF84FNNYU1hLzAXWJ8vLdwVysPIg+KvZF/dv3tfxAxErrfdsbv5oUDQ0wKBP5nn3Wiihm6F0aHIH+r3i3jSacf2c/cSazVMZ006Q7u1v3haRzArJWuUZ7JMNPU+2L4c9zhnEHGOBYTyY06qjOt+4NDMkzDoHJvIdEPMEi6PLq2euWHOcdbSBOaVt9Inx6h33cnTBWkLbZY1wNhmNOpZR5WkxxlIXYZ/xfyjK13XEuDHufG85X9hawzp1+fXLYVhcVgVzB+8E8RrVFSudsshusz+Il8CCwrPJLEsya4LOO9ZN4rWwPhF7xVn1xpsvS+Mr/0JE9+bjSrQQRIkSJUqUKFGihcBLUkoy9itFZfgfQQggQVB9Q3OCRXI5/apVGxe54+zHj4Y/CW0bTdhHi3s/ryE/ZTbE11ytVTOWN7RmITJ7t3APiwpX3yHiURjXgQTov8VFuLoKrW7LUJBFWlPq00Xk8/6Wi+z2flrGvqPaNb7WiiFpGPuKTH95PnHjN28XmfWstLL6YUF25AXXW8W4Bs9Y5ufGs6AlSbKSH4+1AT/t/QchMht//PVXrxXa6Mfr8kshvgG2warVOgCdK4e9RnrnkXSjo7n9Lted6HH6Axpr6xqzDA8VyrpiOSDaHovDZKSR81sUg2pa7Iv5htX65OthkB5+UY0Gs4ypZBaDsFd94SLv7713876VnaXuBjEQzC/fwX89Me7+IlOljYdaHI7vB3/u1qXNwv2YO8stn8wyBOsYO/mbdU78BllHxD1wBllmi4rfD8TWZOeNnl2thq1Fn/FE7NBixUqVFu4NigX5I8y1fU/bgEWm5PhA8u8hxn3gziSsUPAwwOhqRY8cn0OtUbyecfb1TMrVsll0ENZko5Zlk4lka/JRxdMsPoZYCv1evvZL/u9qrbpS9I2YIc5Hzy7Lfi+VSitj+DgSLQRRokSJEiVKlGghyEtSKkm9WTdUChrZ3g3+JpBxy1kIQA4nd08yNjvVOHcV8aOxo03zjLHl/mtlPY3Q5fsgXFAK/jhQuZVmziFhy+91lcPWjeUwaJVWQheKdvz55JWDUhwS6BkjYfgeKAx/8LA3tLFC7rx7V0RENndDG9B0LYPDsfzlI/RFMgSElm059Zq3XG8WSzUzXod3jqz08i0tlfv6KwF9E2NRMatDxrkvInL37Ts6XgGlo+n76onjM5geZ4W+vfONmyIisnewY9YTz0V/pu389bffFhGRL37rZ3QcpNBPy7IYF/kJKEkNkthXq4bVq8jxqYMiGEvaQjzL4XEYn66WwaasLaWI8SWzrq5fCVYK1kfZsQ9aZcpS5ls/0/YCRfpnoV8+q8YsQOSCE3Ohz8YHjIDOEVC4L+XN2u5stmWnyWfhO5bhMS7uA8THrWD9WlqZ26w+QP4+tuf1c6wYZ6c9W5tYhkoX8EnQv429sH/qY6Lki9UiLVNI/dP4mC1myeovhM83Lm2s1BEAqZ49CN/FQsa8eisf/b/1doh/WNdqhlhGOCiwHNm5qmddUkrMJ27WOrXSYUFizZaNC0OzSdQKcTIqskdaHQ1tG9ko9Ju5Y1zp2/7L+ysVOTOeFq3EqZZG5pV7Mh5kC1jmA9VR1dLG+cs5wnlKNoOUsnazDygDDfanjZ022QaZBXbpK74+hkQLQZQoUaJEiRIlWgi8JEliTFFe4zdNmohUV5t61B+Z1gdKBz376m2Wyz0s5ipjKQARwZKFVmm1tl0ePjKbzeX27eAL3tKo765q1yOLPMeHV8yBBo0+UA0XH2urHpDiSP8+O1FtXNHNFatMSN5t1fyFyMZOsT49aISIZBDO6ExZ8RQxgniWVlegWngWWjq5wSAhyxgoleT+aUBk1TKsiGFMrZIkdcj1GfR7vRvG7errV7RfqulrJoRxlp/DWV6sw4Bv/b33bktTx3Ct0SjcC4vJ93Q+F9owK7LjYbVYOr6Fs1PlWde2thtFq09zo4iIppOZtdvYLl1+OBYknkVGwMlxWIsTfRbZBFhMLM7F4mWK+4c5SpfZmoEVkHuwP3ytCoIJQMbk8ONjh7HvRC0Ptw/D2t3ZCNcz541auP+WclI0283MMmQMgsW6AcTnMM8Ia49+EnuB0Mf794PFpadWkHXH+Fkulexa3uu0i/E53vpyrqh9Pg/r/IM7IYui3VReh+sHIpKhel8dFKsP77/7m+/Zur+lY7fRDnNy9XLw7ftKnfw9c7wmxGBwjty7F+53T8+Lq7shhqmllpmBjku1VrU4FuYAKwTfPTwLa3B9LYwPVizPeDm2+BWNPaEqpFX4LFYiNA4WtVD2jnt2zvMZZ1mShFcYKlM3NzwDa8bSvieFz2kb54/xHugYvH/3vow0k+eN68GaecmsKcpQq9eeaWxQVvNhavv3SSRaCKJEiRIlSpQo0UJQkDSV+XS+grrRePFDlk6L9a+tjny9ahqcMafpd3yOu9X7dvUQQLhosFgG0HyNN9wioZXjXbXQeqNmGv/CIrbTQj9A01k0cbgXCBKmMeIT6JOvuY6fFg3aWBpnC/suCJB7e5ZD0Ja96nWgEZCy1VRXAUmQz8/nVAPEj1Ytlw1VEE1uyHC+LPzdbWueeKVcvG5ZtATRdtAbQiYJcw2irnHYqv8AACAASURBVFerGcrC+lANlhE/n0Qcf6A856d99S/OQr8OdjTGxOpKaL6+ziHC2kyaWcRxVnExPIOIa4uRUORDJDpruK1zMFcLiOfHx0IwdbXnGUerJ99IjAWS9ZHx4NcK15ov3dV298xyR0fqjx+Gv0HKSGctrCfP8T8eTqS6wnKZ5YGLZIjNKpjCyKnrorYsthlZWy+uecuxd9Hr9bVGxi9ChUyHaHnft5E27O9oLIXzG1sdBo1R4W+fWVOrVyUdh+9e3wsWAawWxI6cqzWqqfEYfk6Y/1JL32cY9TrmBGsfLHvGoDqbWyyAZ028ofuC88DYUfV9ePt59eyIln1VL2aQ+PosrNX8dy1DIy3e269B+lmtqaUgLY6Pz8rwLv6B3qc/CK+Xt7dt7eS5CURW66QQf4C1JfQjZhlEiRIlSpQoUZ5CooUgJ6kEbQ4tjPxc89sqGj3UPOOdneCP7O5qhbLummUe+IjdwYOAytBI8Z1bTqtq2URPN1ST72tt8Xt3gj+uTkUtRSHEO+T55U+UperKXvDZZZztRUTH3yAB/LRo53m/VH4cdh27nkcMveNehipczn/zUrPQJo/8QbqewxsOAWIo8GuX8Q3CeKfR2g31Z1abTemuFznajc3wLOMvD58XGfZA+kT402bPVY8/G8Hac+3lEHtwdv/UkJ6x1ekYTsfUOS/m1eO/3R0rSyYR/tR4KBZ9tM+JjPfR6ovFwjI3jNVR14y3WhEjA6I9eDUwtXUVhVjlNV0X3ofKevCvaZpmdTH02b7CJnsOn67PskDMT60+5t31sJ82usV8/OGomMXCgA17wyyeR+f1wXGwNhyfB1SNZelgL1hlMotblvMtku1hWEbx31NXgD3KWjefe86yMFZrhFUWnGeVEEVynBGwClLBkwXgOCIsI0jnnBgK//nhyZkxT15V65NVq2R9aPsHypF/pOODxY3xKSe6ptUKNhyG6zudYuaDjy9KSomhZPrTPCjGwHAe0B+fy4/4s6teUW6MUXGPYu2BqIOsr0q1nO2DJvwqxdoGrD3YEhFiTqxfxJ41isyF7Cu/F+qn4bnbV7Yzbgj2DvVpysVaH0ieK8VX/HwciRaCKFGiRIkSJUq0EBQkDSgGhOfZokAE8ElbnWtFL5t7VZmOi3Xq0ezw5eE3M99vLh9YJEOAdfVXTYZBi6Sy3lDrgxvXe7OYA7ucL2V/K/hpPcvd6Fwj+FWDBDV1nX/Nu6C4Hm73uT6b6mdozvjWNve3LE8YZM89qTyIpktsBGPY2aauvSJ8sxgoi9daEUHhQ+4qmsP/aSimWpWRRqBvb4cxZuzfvx8itF+7ESJ5qRtADjQcAUSHe0sIbf/qb70lIhlKfen1qyKSRSN3Ntt2rUcZzMmZxgqQjdBaa9p380LbWAfEi4DW5s5SwNz3zvqW9cBaI4sAPyTxKlUXj4B1AwRExcW774c4B6xZ5RrslBrJ7fLO6616VmvezSvtvXRd2SF1n1icC9kSLref2Arm37Pp7XTDmvX+335vKA1tAxaCu8pTwRoiDuVYrVEgO8/YiP8bjoUs5133uhRjTfJsgT7Ox6yRrs4CLJDMBf1gbzbMv0+1x7AuWB9YUvbh41cEevXqXhbZPyoyMTKWI11rY7UkdDQmAMvCuVqOqGlBjQssiDstWFmLFhKQcbVeNRZVz5ZoUfT6/rayP7JeFnoPxudQGf08u2ZWd6AY92HrKFdngTgXYmwYD2qAWO0GtTD2R2oJ0b3M74dl9ZSKVTOtBoTODecE+7Kx1shZ1UREsswwy6IYFutlsA7Gg8lKbNPjSLQQRIkSJUqUKFGihSAv5WpZ1nfXpad++9R8y2GY8EMZ8ikX8/gnw4khV/yJaMVohUQ7g4AQ6lmb5qrfAzl7n9HZuVolykX2tPPBwFAm4rVutGJ8v2i0sCCifRtXNzzqrSwqWCTLFT9TX9pM36+Uy3LwasiH7iiPPTJydcq9n9nngB+8sl98pkYbMx6gEMati69e4wam42mWV9xm7DUnXS0ePueb8QDFgpyZM5ANGv9nv+XVME5UXsxVThMJ4+xrM5TLRY52s3BQCa1RrGFB/j1rbU0tCJb7T/S8rlHG2fpSqchM1+ZtRfb0Y3MjzBHxKtSpx8eJpckyQRQBX38jWFaIxmffYHE418j/q1dDPEStUbP1UHNIHnQEGiO3H0TH2DOO9OvbXnulMA4gqB7Pfimsw3xdCRGRrd2NLPNDv/PmtWuFsQRdV3UfwDDI97Cw0UYY+tg3/dNiBcItRZ6wl07G06xyarkYlwPir+p4IMlSq1nq/K5bTAqVCReFV+Kcrui4EelvsQrTuVUMBKlme1NroFwjFklrESg6hWeBceJ7ezu6r8rFc8csTLruyKhqtBtmOfTW2H3d/54zgnXgzxOrJqtWHc5jPm/q3+1Eq7HqOsrXXjlWKwPr3tdHwEJAFcw97acx1moWF5Yx7k2/iSPirMPSDJNhtV61s3g8LFbD5Gxmva8rvwuZDsv5YsWS+TgSLQRRokSJEiVKlOdjIUiSZFtE/oiI/LCIfE5ErojIVET+pYj8rIj8bJqmy9z1N0TknQ+55V9L0/THnrZdi/lCzg/PL2RPsxxZ/RwtDY0xKSWm/aFdEpFt/jM4xxVdmO9wVKzWZvUE1EcKIkTDJ5qWNhiyXm9bxClaNvmyG6qFt+E7V7+soRTY87TyIH58os5Bb0P1lfFsuOCPbweNv9ltZqhS+0lEvq8dT+4+Fc+MSWzsuNlTOMjD+2SCMN6+IiV9Xc4XVvcBxM7YYiEAAYDkfIyFr/5HPAhtYC6IlwB1IOVK2TR5UAV+ZKtl4Z7t2SN53buxr58XLSq0ibaSxQJynE9n0jvSNeVY3EBurHdfI97z33MdbV4ch3EF5TEnBy43PEkSObqlTIKKkvkO7aY/ROibRYiMGFflkLE3f3e9aBnx2Tz0rVQu2b7GCgeyT9x6R0qOYwQkxrOnVc3GUYuaxfDoSWaxGmol7Gx1pKHtYjwQED7zitAP1h7r/tatEA+zqSyDJxqT8srrweqxr+sGKw9ole+LZGPGeUaFTCxkWMQYN+bIsylWLZugyMfPeCB2/gzHWWYXLJClIosm84/fnnvxeV0tKsRk+OqP3tqJBc7HhSzmi4wTol5k4OQ88FYK461wNWOwgnmuDZ8F0OzAfDq35/q9ZpVkXZVD+oH0T/pPVe3webkMflRE/oKI3BGRXxKRmyKyJyL/loj8byLyQ0mS/Gjq60iK/JqI/K2H3O83nmFbo0SJEiVKlE+9PC+F4Bsi8odE5G87S8B/KSL/n4j8UQnKwd903/tKmqY/9awaVS6XpbPVyZjJLuC0RuO9yA/OvURy/mnL+a489B74SEHA3GuzExAOkctoxiA/hLzaVrIaBc1ntJ88ezTfzEem2rZebzXFlxmqyvfJM9NZjfFqJefb1txbQxewG4Z7dlw9cmM7hDtB0QrPRvOfucwGLALwQBhjWalk98iyILjWa+rF3GdfBU6UaG49CXNimSTOD87feUTJeDCmzLev504bebYhIJedsnS53Iwv6Kxh6EX0vjNDPowhz+A7nkMD8ZwGZjHQMQbl+0h5rCDM1WQ0yawQ8yIPhUeEIH/2ntX60P0BoqYPvprktKRrU+/L+OSf7y0DPNsi99eoKFjMhDhS3zeR+sZf0SwiQOPA1+GE/4P7iWRj7a1UWBSNb0CFfpLZYJlPeq6QdbGlfAzEImDVpE9Yu/J7lX0C69+68qvQbtaPKHXIimXAXVepFvePR+dYGDbLm7J5kNWYEFnNDiDe4K5WTYUN0uf+YwW0/VN9+E+ccQHouFOXYLlc5phKi+ibexqDoY/m1+HxMUeMCw56O0+Nx4IMGOUYmC/tfDRMDBNtqxgf5hke6826rfknkecSQ5Cm6S+mafp/5ZUBff+uiPxF/fP7f8cbFiVKlChRovwulU9ilgHUdfOHfHY5SZL/UES2ReRIRP7fNE1//eN68FLZ3EC+aF2+vrvVD1B1Ku8bQ8u2murqt21vUrdamfcUnZiG72qHg5DwHUuRqG2Fbc+0zRw/Oogf5Af6wKdec/wDluvtWL1AcZ5pDQH1k30xn88N4eA7R1Mn951+UTcBTR0N//huQAQWG6Hjweew7tFv2ub94mma2jMRNPbBgviO8AwqKtJm0BQavVW31P6eajSxRcLDWKfjgNWj1qzZe6wVrBQWA0IWhY6tX0f0gdoO5u/W9cJ4ExeRVYcUaztjk0U3F3OYV2JiXOS28b5XM973/Puefx9U//Y7H4iISLfVkpJeO9nRPGqY9HSsPZubj+wmpsQsSvo+6+m+Zif87X/6T0VE5I/94T8YvrcOO1zG20F2xNHto0K7eXbVMclZbIWitffeuy0iIludsLcvvXSpMC70/523Q/9h9MMKOB1PDOER68DauqnfIUsAtEneubdWwtQJcyfrC+uN9z0z57PJzDgPWGPc26+DLJYmtP/8iBiDsKaxXhwehn1x5aX9wniwB66+ebUwXs1OM0PRKr4iIPE5rFn2AecCmUPG06FR+lYl1jJKwn33NWap5arOvv+1983aiPXOrDJ6xrDW/NmNBQnG103lTGCOjOFT9zSxNljeiNmYjid2b7hQGB94SViLxJhwdm8dbK2wNz6OfKIUgiRJKiLyx/TPv/uQS/51/Zf/zj8QkT+epunNj/iML1/w0Wc+YjOjRIkSJUqUT518ohQCEfkfROTbROTvpGn6/+TeH4rIfyshoPBtfe/zIvJTIvIDIvL3kyT5V9M0HXwcjUDLJKd78kGI4IWJq+oiVs+rWUUxcr2pZ71QzdQzi+Ejh4oKpISmB1obKn/4oqdtuh0QEHXeYZ+jst50PjcOdtAC2qbFQqiGek/7Rb74SOsAbHWD5rrW0Mhd1XBBV1gW0GwhYiPnd7lYytGtgLpO7gS0gN8aqwXc/Q8+CFHnIDhfxdBiK4ZaWx4/rjIRgs4sn3haLlwH97lIxqyGxg6/e1e51kH4t98KyO/0rMj2x/Vbl4o+c/pqSFpfWT/j6VRaOpYwqHnufhAAFiT6f+udOyKSsSp+/jOvh7ZivVBLAGj3/nvhOp9Dv31528ZynIaxBxF+8EDXlK4lqtPRP9B4ew2mNY0twWIyLWbhsMZH2n/u26jVsjW4KFbgxOLhM1/oFzwdxA4sK7pvlCUPvzc1Pn7kS79P8kI0vdVfqJRXYkBAlZnvPyn0h/XPXHEesBY7/bAWfa7/7lZAjDD6wa65XC5ltiiiT9jttjbVYjAt5tFbJb5E16SLW6gZd0YxCt8qOarwea1RN+sEue9w9H/zn3+zcM9EeQlAumbFqVCXQ9n+dP2AVPeuBzROzADxDKzHUrlkFi6rYql7inORzCbWC+NG/YmdzWI2CbFLd/W8ZDzbmimAhZY5R6r1qty+GeIU4IZAiM+YY5XRvzkfr+4V+Rru3wx7kTMPa0V3LYwDfT56N/T15q3w3LPBwKp3fuZqsKYslQ3x6+++V2gbZ/ylzXAmzadzmbv6MI8jnxiFIEmSHxeRnxCRr4nIv5v/LE3T+yLyX7uv/EqSJD8oIv9QRL5TRP49EfmfH/WcNE2/44Lnf3m5TL8w6o9tohYusINNZUFquig7rayMLKaugf74QIdqhS4gwNDFRJqQT4vq60agXC4/6m39Yenrjzc/5mtKRrTd7a6kFtFeHyxJuktbCWVOTsPBRnEkKDl3Nza0D2GsfJqiFWjS5TQaj2xBU6aXfpA+aaloqlNgsjNqWgLS7ECUwrhxGDNH/PAzvhbEVyqZORVljR8oSuNasScrcKLpl0rYw/gRoIVwOB2ehR9vK7ms9ydAZ75c2o/GV999V0REXjkIhDnddjigCGjkx7evSinlj1+9HAoM4VrBRIqLASpjDgh+GFHSRv3RSlCoBYFqe2vVIlnQ3K1/DlkjWlkUP2dueJ1bAGSWfmjKgo6d/di4VCn2ID9STfvxUeImvQ/uHcTWPG4sHR8ULH4IypWyKRu2v11QZLNVTJPjB462oaS1W8VCND6QjfU1UzKx4xytdqdVTHtjbElxwzQOERFScUG4U/cjgIJBvzmXMFOjoNea9YxS1xX/uvFtN0QkRy9+ypmkJGpTdTnqmsRdhbuTH34LaHTlk2nj6YNTcw1Q5OiOKuWsMe5J+60oFmvNKU7sh/WOBh9amramYuvzzu6pa3KRBaUCHBiHPf2xXd/oFMby+Dyck0hWZ0qpvjeK5Ecou1pPKQvCVQWU5zZrNdloFynLOUsIHh1rv+1cVSWsVCrZOn4S+UQQEyVJ8icl/Jj/poj8QJqmxx/le2maziWkKYqIfN8zal6UKFGiRInyqZfnbiFIkuRPichPS+AS+P1qDXgceaCvax961UeQ8WQiv/XOu4aMu6q9gwDMZaDaudful8ulaXt2D9X0+A7leSkUgll+el4s34u2uKPm+3a7+Cw02hNFG+2ceR9UiEmOYCACc3xKV7kSUBaaO4gaJIO+6SmRlz010w4z7VQkmLwenAZTXsmlJELRi1ujMy0GwIwUjQxGxVKr/tkWTAdhiY4XFoltHbdlmlqxFe6J9j1RhEjpWcaUQK7WdhhzAr8smGiuwaUEPumcmWlc1wmm03KlLA9OlN5Zx5bxYayrvTA3I9X4od7F1ZBR04L4NW2PAFIde9Ao7pxWU9dNqZSZ4R0J0r4iIMYQ6eiY21pTCxKuE7O86OdNV2LXWyJmk9lKiWSjni0XLQQge0NXWop2pG6OuUsJtWf5cuAU7HElvCfjqXQVJZMuukWaKCZwXRcE3QG8SFH7wudC2JEv8e2L35wphfHd44BzGOdLGxuG+Kxs97RIqGQl2F2gH8gfM/PcpTEjfO/uUXj2t33+jdDXywHNb+1vPZRIS2Q1RZEBaDWV6lxROEgfcjFLqW0VaYFB+xZwrW69ww8OzaVjgXu6Vls6pri3srNW00vnDw+gY1xPFcVjEak3i2cV933nTnDNXd/bs+JN0J/7gmxYmY7OlAzMrBJhLW9VCEp0FsVekWaZvuI+xu27tbNjlmMsZ4enYb7v6rnBGmrpHuWsXiyXZjV9EnmuFoIkSf4LCcrAVyRYBh5XGRAR+S59fftDr4oSJUqUKFGiXCjPzUKQJMlPish/IyJfFpEf/DA3QZIk3yki/yJN06l7/0si8p/pn3/1Y2iT1CoV07pAc6eKMNHKsByA5prDLPUPzRTUVSMASbXmbeffwfd3ppos6KvqgkZANvhGaQs+JPt7NpNNiuxYSpqmtI0VRVeKwTLmQ1VNlX4fab+5z5H6yne0zO+ai2fAglIqlQwl488C6RK4iGaPVoxOe09RFM8GKR9oSWeeuanBhFVDH+oz1te5atLpcmk+7W8qCvjc9esikvlhQQstRTTrl4qpkr15McYC/x3rhCDMmSvyQh9Li4UVfNnf3Q7tdpSjp5o+9M5dRXwEBWobRxqECQqxtafrBQsS6+P+3RC7srW1bn2kPC9WF6w1zBv9IcaEfvQ0oPW+jin9BUl12kXjHMj6ga4Xm/PZzPyxrLlDbUtF55v9Y0WflsWCXKxlcfvISKQcERhrGp8ySLxaLsumjq3FTMyKJFikruK3hkyJgBbS0jzNNGj3gw/u2bNEMssUlqMkSSwGCIsZQpta7WLJXMaWtm6chXuyX3gW/W1qCeYDXXd3lNgHC8PwfGTBbvSDsSO9mgC/ngZFYmmbEJ+iY4rPnHgYC0o918BGl0pL8Hb/pG9rbeRiJQaK4LHCEefCer+0vVno7/mgGFeOZdGnaWId2zoI4/IFjXNotpsrVMOMC2uvSrCsjjXnCG0insHKPFOY6KgYc4BVDIvT9f2Qprm9vWHBpWadUQvBS5dCqiaWV8paH2us0dlgYHEVTyLPq5bBH5egDCxE5FdF5Me9qUtE3k3T9Of0//+jiHxWUww/0Pc+LyJf0v//ZJqm//hZtjlKlChRokT5NMvzshC8rK9lEflTF1zzyyLyc/r/n5dQDOmLIvJDIlIVkXsi8tdF5M+nafqrH0ejyuWybHa7hlKIAwClg95B5X3V7vNRw2iNe4porTTyqIjO8TeiVW8oKh1pes29eyEdz6Lo+8PCs2suRQzZXV+3CH58xjfvBaRCLASoG7QNqiKiHQsAr6RQgoCJV1jTyG+i1CdqgTg5PTcUiUaPBYNnQ2uKf3GsCACkxPhB1XviEGTVpQRta1tBAGQ5TBcLQx+v7AUfZ0NRA75jEKDFVJBWNy9maWxvh+tPFGmTrsic8j7jNNe5qpbLsusirz0iYt7xHTLPHR0PrDY90o/ef19ERL7lpZdCGyCmqhdTKbn/g7Mzi1tBGNvqGvEpUhgHI3PR1C6/biq5mBH6KSLSG1OyNdyftbDd7Rop1rnGTLytVhusE5c0owXLEYgeSwhxO0bdTdlvRa+sE9YV68nifnS/NJp1Q6qnipZZ52R+EOlPqmN3F8tR0SdOASZfmpu1+kBRXFPHjTaNplOzBIH4TrRsL2I0utpfYkZmxL8oGsSydnU3pL5hebCUYW0LfcRKVKlVDBH7zAyeda4WovfUerXtLITMDefNrW/cCuODlWZetDwiZMJUahXLLmCN+XOD16vOkoLlCGvUb7wTauBdVyS9vx0sAKLZBJQTvojauFQqmWWAOIXBYbHAlM2viynDMvDgthbwUutD1ZX6vn03hL2RKkk65k4jrLNytbySKv4tuhZJyySOgbRr5nk0ncq/fO89s9o+rjwXhUDrEfzUY1z/l0XkLz+r9kSJEiVKlCi/2+W5Zxl8kqRSLstWt2M+sB0lmIBgBkIejyBB/5IkWa62o6Ttq+8X5Jcchesu7weN3vy26lfC547/G1+w0alCxKKI6bbyHQzGY/OB8l2QiffPgjbR9Pe3Ayo38hNFQFgOjIpXNWNQGVHHIKpmu2nkJfid6/ps8mVpC8/2lo48tarIqs+c8QGFgIzR7rsT9a2eZojLc0FQernsEB/ZGCBI4j88oQpxAPOJZnUoGk8dH0H+PZ+7D6oychtFQFhdfDwCSADLANaIX/zKV0RE5ItvvikiGQrNFwxlDEHs8Cwwb3miGJGMYhckg0XA8xXwCvcGiJgYBeIn1tbXLGPjwXG4Zl8tAqDOknsGyJB1NHFcEmTZYPWZah/fVY6Az1wL5X/xq3LdfqNmSBgLGpkpZ2q9IPvEStDOKfKlc6LjA5HPN966qdeFNrLvdozHo5ghNJxMsqJEfId+6LNvfzPk47M+2IPsA8b6ulq/sOp5OmrmiJimzXKWlZJlARTXJGNPjMlLWNj02Y1mMfPn8CTsNSxPxEzwbKwWfN8ofc+Hcvt+QM3ME9/lfGDPfnAY0DdrkbYT32R8LXou8mwQM2ce34ewKFvzE4vsZ32cKEU5e402GtmTzhl/cx7yfbIpMMFtb4RnEvfAFoWWeNFf2HfJcDArjivU1qpoP3NEX/TtSeQTwUMQJUqUKFGiRHm+Ei0EOanUKnLppUsrCFmOiz6kfOEckQxB5Iu+jHvFnO+ORqDWxlpgBt+4+gzRxkHKDShIW8VSmvhO50kxkhQf8mQ2kzqlU9HkXX44kbj4b19TFry2MrNhESFDgMh4tNPeYFhoK20zFDxfmkZ7tRl8eZZzexauQfOHVdHK1ioyIsYCH9oBPjIdp4YrLeqpWbHmbG+sW4Q+0cDkNvPMswdhfvF5pz6yfVyklaVtzG1/2C+MV1fZ0aBJLVcrVnDq8FZAOCAb0NT+pe3Cs42y2qEOPjfko4jnX3nlFRHJUChojHFZX1tbscIwzyvrXWXhCiSB2i1SG7QKXwHWGr3OYg0oq92s29i90SVnnzLIWjBH0RRrlBzvyzvBv2rMndqmG/vFAjoWc8CzXSZBJ5+Hrokem2oZsAJh2n4sHse3g/8ZPoL7RyeFe4Jmu3pvLGpWJpqS547RcScXr4SFAEsfIdb0Z1eRP5Yxrt9QH/LuZrBCYO0xy9K4yDmBhREEOjgb2Pxb+WOdR6wQfAdWSTJdzpR5kXW1tR7GkVgihO91OC91fInaPz07z3g39F5rjj4bCviNtWL/GEtiMG5o7ADj1QSta5tOdV3tKEq3onK69IfnQ/PTZyXL1Rql88oaIobKZ3MhpxpTdEutGljmsArDg2Fnn54naxtrWWaL7kmsFL44GnNGZkvqsm8eV6KFIEqUKFGiRIkSLQR5SSQwQ3nfKGiuAguc87GST9ve7KxEj+P7QyMFyd9RJIDP2DIYFJWADOA88BG7ICUivMlHbVSrBSY0kczaMFWUCg58U/2ra+Z/1RLC2l9QftlF9G9udnU8in5uNOuzXt98c9zDmApnxfoBxEyUtKhBu6nMji4yF226PS9aZ2AaI8oY/oO6judsPjeku64ovAHCV9TwrpaxBemsd4s84kRbgyaYA0qPEksBAiSOpJUruUuRFvyJIBvWA0WPGI96g7FXX6/GK+ArNG56tUYQS8K6AWGDXluthlkX7qn//oFaF7YmYT6Zo3zWTP6evOKjxDfOeiHC3/taGZ96q56V5W1raVhFQFbWV/tX11gQuB+wNuxoYSkivREflV3T8caC4tF/rVlbuQdz4hknj12OP/dgD1rmD/cm/kGfDaLc0H2zqcygk+HE2kAOO1wYvt/r3bD+yXAoUyabLAXH0Gh1ApQlce9gpzA+vM6nc7MWLERLSev5QczJTo71UyTLbPDnJOUo8Ndj3dk1ax+Fh4rcKsv5ws4xLCbGvKnnABZBIv/hNEAsY0qfiWXAxzlMYPpTq2G9WfT/T8fTFY4Xn7Fi2VUUjoKfwirYF1PosQywbrAk+3LkTbWatbprFqfCeXHvTrAyXHtFa5qUiGspjkNnq2OZPE8i0UIQJUqUKFGiRIkWgrws5gs5Ozxb0fCImMd/g6/ZqiKSvzsYm/ZHpKqVEFZNzqMQNPymIryJPvs33wtlLilrieZ81i+iUavMRinftbWVfVE1MQAAIABJREFUKHC04YHL9Tetm+h69Q3iY7fSw4pGQR1E2yPkcfdzLHD4Luk31gerBKjjg8+YtjDG3n/vGcbQyi06W/uPFo7Uq1VZ0wwNzy3OvK05f/OR5t3jr925HNAVaAWNHuRw+UbwY2cljIu545Ik9pm3fFh/Xc43KLvj/P6Mi8WcwCHg6lDgc63mshVSrUqB1cn3G8FqRVlkfONWYXJR9DXzTFAeflriZPAPJ5JxPvg8cKsfgNVNEf7l9l7hmYwjsSeMh62LRZGXgD5gLeO6UqkkaUl92jpGh7q3Si5Km30DV4KVzabGiVpzCBe3vamfw4nv1990NM1Ka1tdkeLa6Z8XmfdYe4wpKL49KVb9w2KGz73i1h/nU7VeNSueWWlg5KSEO+XCiWPS8eF9zjwsUFiQWHt8TiyBR7WtTksuL8Meu6uWTtbQVrlTuJYzyqp4TgvktVY7hvMFyMvfnBN8r6VnW0PZGjtbHVlbhjGbuEqisCVihWAtEYuDZYXsHbMU1osxVsY2q9bN8aBYiTJdLmUGB4pee2k/WDfLjvOA/ZKvp+NZPB9HooUgSpQoUaJEiRItBCuyFOlr9Kxnrruj7IFofGiK4xyrGhoo+fD4BE/PlA8fJjXVnlvlYiTruj7zi2uhkhoV9e5qzAFSdWyKxiLYbFpMAALPufk460WO7pHlwyqqdCgWjd4ivHvUsld/faNY/a43HFq7iDyH7xy/c8tV0rP8YEUnfI88cyLBt9SXis8UtOIr763luBeMC0L5BTw7GQLCBRkRB0E/sXpgtfColQp1ICWi0ufzuaTqZrRYEB1bLAPM831FSFX8jbrGaBtzgpWH6ocgxjOdaywE5pudTGxsPB/FiX634ywHb1y9WrgOqwQxBiNXYdIi5mdF7gjW37VLl6Sv1jb2FkydoFTGsOGscfdvBl6BnjK0XXk1+FK3DoqMoOTQk9VBG2gztUPKlYnNY8+x+rHO6R8+YD8XNgfDYpwC50IWe1RkGaSNg8HIvgMStMh2GDw5W9xYM5fwDnDekJ0ycjFIZHEgjE+pXDI+DgT+CCxk7G/ayHjRhvq0WvgblslNPQtB2ryy1oltqjfrZqUiToN7jDTOh3MCvgGeZXFeroYFqJ1Xz+OR1WcJ62JDz7i17prNE1ZI6kH4+hvsf84qY089LXJGYGFiX2FxpdoqFibiBkb9kVkPYDDFkmhjqffwcW6D08FKttDjSLQQRIkSJUqUKFGihSAvy2Uq4+HYtFFfWQ3fGJzeu+rfB5H3RqMMVYhGBSs6AJ0bknVc03zerQYfGCgegckNxAAv+GxeRIjz5dK0Z5CKz9ntK49AdVxEBhvrmhe7IBc+XAcDGbUb6vpqNbv1/mirlXLZotyJ0AapYOlY1+8aytI2M7ZYDBgXkBAcCKBVLDL07a3bIWPgW7WiYW84tPm0Sonq4yNyH95/EO7E8TZgIQLVJpsasa7Iqb5GTQi1GCkCBK2c3j8zfgXiLBirtWX4LigC9EnePQiSyAiuY1wtDgCLk/r76TMc9/PlUtZ1DmBxs6h57S9WHeZzw7EmzhzKwt9rVQ/1vq9fuSIimTXsn3ztayIi8rkbN+Tm26E2Gch/ZxH62dL8eeJT1ja0AqHuQeJZ2JMtjcj2vPNYf7A8XBoVY3AYl8PDExtrEDIshlhvrB6Hs6h4/njWKvNNvIL5hPV7xNq8ryyKyzS19nxG1zm+car8cV7Qpgc6pvAvrG8XM0QWi4fHdczvFK1DXH/n6MjqH3BW+foRfa2jwr1A7/j5WRegfKyA7FHWAT541l8+Uotnco5hpeCZWAAso0nvfU15B7xwHvhX4mA83wsxFeenPePwQNhjBT+9iNx0MTaMl2W06Pc5j2HEfPngIDzbri+eG4vZQu49CPv2q+++KyIin3/55UK77TfKnfXnw6G99yQSLQRRokSJEiVKlGghyMt8sZDD0zPTJtcmikpU40JbBa2DjKqKSiazmWn/iUPnxp2tqAMNF1/fmX5Oji+aGr4h2oQv1FivtJrXXK0V5/2+3FVUSO154z1X/xs+cqwZVARrrWl+vqJZLANv3QrVy0DzoPbbysBFX4hrGE2nVhGRZ7+v1+441AVKrem9PTc514Fim4oUsWagrRv6bxczIBbLpY0dCAYUaZH/+oofGz8dVhquh1egajEYRX2aiF9fkazXHxjy8Vz9Zy4iH5QNrwTzbNkq+P11fOg/PPz7WjfAal3oGh2Mx4ZUiVMgm4AxZm2BovguaJM2eb8lqIW4ENp4ST//se//fusDqOjBnWApwl+7ey0gvQo+9ErR/07MSB1W0HIxZgBOiMlQc8d1bubq9/axNsPRSA503dMm9gOZCexZXrEEYCHY2AivzWH4PvUWVva+rq+uXr+n43k+GFg/QNnLodZH0TVr/B1wGeicUbvDcwF4lkDWBxa4hlrDOpvalpcyhM26Z+2Q0QR74h2dfyxNcFyA9FnD52RrMA76ObHvWK1A/ePpdIXjgnOR/sNcSNYVc2fsj2q1qLtso7rjkujpfsNiiWWA2JKTft/qQ/jKkbZHtS0wvHKGwdhpmT16b/b0Jf3dQGjTzGVKLdLUzj/OLM5uxonzA6stbWw1GiusrY8j0UIQJUqUKFGiRIkWgocJfrwzV7/b0KzzKZLnv1wuZW8rIDQ0tzN9RfO9ju9PNX38atQVMCSoWp6PA0CwJIDeeF6lXM40d6K/VZvEtzlw8Qu0baARyjyJ/h7AI68ICgsEyNCyF3Rctrrd7NkwBqp2jVYMyqgZL0Gp8Ix7ira2FY1hhfBoA214lMv0yPe9lCSZRWRazNlNTjViG3RG3QAyFBSFGbugIihiD4jmJfqaLASyC0BY56ORaf8gGrIB7mo/YcWjLcwvMQc7Og5Nx2UPTzoIifUH6gWtTKZTQ8k+04N+YzFoOV86gsUJwTplzIQgX+33praZu8yXyyyWRvt3qsjeOBw0XqPualXA/ImlAPQ1PAvrnjmyGhidME748bF63VQL3u7mpuzsFCvJkXXA+nigc8PcwY9PxUCsD8Qx7OvYs8Zpa0MzjThXDNVLDsG7XP+ajiltYD5TbdvtB2HeL0uRI4O2s07OHGOlz5yq1qtZdgQZO7qOj26HuSFLZEvvAepmLzadZYj9NnOMhqDcl90ZmKbpitUJCwnnRNPl8lNXoOw4I2rOYsJ1WMVeAdXrvoD3I881sa7rFmvD9lbYL8wnlkDuPXTnC2Jz4ao7+nOIvfuers2tdtv2Dq8D3btYsTwD567u6cl0uvJb8TgSLQRRokSJEiVKlGghyEu1Upb9S9uGFNAa0QTnoBrVuqv6OWinPxoZSgLpgyqIYIZZjgh1fET4xszPra9on1YxzeXRgriwJAzHY/OTcY1HzfjxidwHndx3iMj7hrkvWima7X3V/K+pz62T09qxPnSdRYA2faD+yQNFV4zbFf2b/oOo7ygi/nWNvn1Jo4yJWUD7zltYfNwCPswzVxHQV3ljDm7r9aAV0BqImnHZdMgCtF+vVo15kn7iVzzQeWdNMeaMA37bBWhK24gfm/UGrwVrlSwP48wol22t+LXD+i27eBfiHkCpV3R+fX2NBVHp+izGjT5QRROEJSJSV4TPe8QSeH538q1rzmd+ei+0iYpy1Amg3gSZEdPFrPB92lQtl7OsGDKBdE/ulYsIyywfOh73b4U58QgQ69+Vg7Am8dt/cDtElzOuG8ql0ajVbI3QfjJWzGqhn3/t5k0RyfnQdR0hw76rjslcEAfBeaIWlZs3g0VyZ33drCq0F0sYfvtNXXvETnEvrA9YBthfWCtZP+wXLAysHxhRy+WyNDRey/gDHH8EFSSrLuMl0f7t67hwrk7UyoGlgWdyX6t8quPEuhDJ9qBViFSLIEVg2C9kDbyrryB8LCCc/ZwbxCA80D6x91lHbW1Lp9VarR+j+73ksi3q7vzvDYcrVpPHkWghiBIlSpQoUaJEC0FREkmSxDQ5NK099c94zQvtE7m8s2Oog3ssnfYM652veLXm/HC+prz3CnkfOs+dLRbm+wfxcY+xQ88+p5cIZrRQ/FSHagGgT213P48Ye4OBfQaqwl+IgKIvuXgMNHa0dL5P1C1txxrB94gAxxePtl2rVk2jp/1E7sN7jqXDmBorxW1BRDOogjnFJ7zQV/KtQXFWLe/8fMVCYiyQZAkomthw40QGiOd6wMLiK6nhY0RAcTvr64b4Su5e9AurRdXFdcDEdqiWAuaooxUaqdQIR8DZea9wX9Z4ukyNsZPPqPIHAyHMbKAyahJYNUBXg/7gpYDGqKRHXEfvKDxnrCycMN7R56OzLJvohvrtySIBnfsKkmO3To4VtbZ0Ld+4fFBoe2lOBc8w7qyPUj/MSb1azSorKlpuKqf+TMespeOC4J+32KJSMQ6G2JNTfRbWDfYfe8A4FIbDFUto11kGiTmxuByXMcX+orrjwvF+NByvB8+GQXQxXxjXAZ/ZuGgbqA7Ls4nXsOwKbQPxHbaXQdr66i2ICGd7rVLJqjeOlQ21X7SyeEviZW3LG8q/0XRxU5ZFoH3Z1XGjzcaQqX/vbGxYG6YuQ2rhLITEnGBRmy+XUoz8eTyJFoIoUaJEiRIlSrQQ5GW+WMjx8Zmx3ZFvCkJsarQwkc9Nh7TXd9ezinjw56uG/+Bu0HB71IaHiVC/S2Q7aBzUjpbt8409UxV+u1qlYlox/OdopuToV108Aloo6HXhIpxBQvj1t10+LSgkn++Pf73pWL5eIlIbHy/IxnEZIIZeQbeqyYPesGIQjU9cQEqFvlptpVa654YYOC7ysvMvgoTNcqIV6OhvJxctLZKhkBIIqV6XFpkrWExc9LSvpGcV1bQtzBHrhbnkmVZnQtt4RTNDkNF0amumlss8EBHpuWp+VqfeoaiKQ1n1UZG/AcY1H2MyP1VUuliscND7zJbUWeFaGn8AgiRGoLsTUBbImmfDAUFWApkeWDmM6a1et/m3ypr6SsVEBOsLyI85uubQbLNDrIRyC2gsEpYBxs+sPZIxDVaoGOjiGjb3w577Yi3UNslqMZS13xqjoxUV6+r/Zz+xLrBqWQwFe325zJgGGQ9qFFBPQ98Hpa/l1rVIFq+CdYp1tkH2EX5uvQ+WCOID1ppNu6dxWejY1pyllPMES5qPKYDJlDPMmD71ug2dO7MaujN8tlhk/3dcED6Oi7/J3qJtWAat2qO2gVWFRQbOGs76Vi4GBytsqq/EYzCvc+IS1DJg2QfDYeQhiBIlSpQoUaI8nUQLQU6Wy6X0hkNDX2j6Pcfxbv595Usn13ltfc00d1/zm9zet98P1geq+JE33nSaK75z/HLGUKVap9fS4f4+PDuz3H+06E5bGenUekFEd09RF6gEocrf9nbQfMm79dYJ0D3oHT/laDKxa6+odcXnScO5jnfReP8VPXAdGjxR9KmzaiD4cRsu6nY6m5kVwXPR41PHMmCV0lydBIvsLRdRe9VFArddNDFtnEyn5h8kWph7jx1SgZfCKsfp5yBd5p22gy7e00jn63t7IpJFOOeRD6hp6HKZzQ+raJL+N1ykOquEWAKu35i1C/0m3uPYIeNqpWJrxPynjqsei8kWGQmJ85H3lQ9fEXGq62g+17WplrlSpXg/ZJLLqDCu/eOzwnexAGKNmKu1weeZsy7IELBofWX6I34Bseh6ZQStt+o2PzAtIi2sUrrmyJLAQtAfFueOehxYFrBydVxMCmvcotInkywrCR4CsqYclwrzyfnHvBJLwLohbsVX6GTssUjRhm6zKS/pujXr1ayY6UXMAPPJd/1ZNHQxNFwH8rV4B2eB7XYyhlPYHhNnpcNqASeAF8ZLmGdXLXLlnNVx8xwls/m88H+RzJrC3/6sYW3WqtXIQxAlSpQoUaJEeTqJFoKclJJEWvW6tBRd4ZdBS6UONtH71xT1Zkx1M0lKVDNU/6n6eNDYieCdO4QLQiT6fkOvBxFbdCzR+C4SGI26Ua3mtN6i7xu/qtUGV+0S1Lq1GywC+IRTdUWVy+qnV985fkm0bL6PJl0qlSwC31jQyDdXvyqxEohHX6CQmqsxj4ZMH9D4eQ5Ik7z+zXbbLD51x6/AtTCxIZ1cTnK+317wEbIu5s7nSBsqOb+4R8LMlc9cALUxxsRxnMBXAGOhW0d+vYDih+Ox1Tu4CEFgneAZr+r1WAqwanFvfKcjlzNOn6hEt8xlb9ScX5X2g0JhOWRdl51f+1gzGIiuZ63Cv89c+WwLBH9+o143xI4FkHnEsuZrHJzrdSA6vk/GEMyFc7XAWb17rEFujVeqFZuLnrabOgqvXbsaxkwRPzwDcIUwprQl1WqP7DP6QN+wBvkqmSI55OrOIPYYVjcsa5yHVCxd4dXXZ5FnX3VMpoxbPkMIq1KiawpZ+lgArSsCOywMhFVntfDrx2crkWHEWcA4zyYzi3FouNgHzljWO2vWx/ss4WcglsIxxzIXvm+Ss1D6iquchwjngo+FeBoOApFoIYgSJUqUKFGiSLQQFKRcLstGt5PxpTs/dj6HWSSLfB5qpHS7u2bfAY3zt7GdqXZotcRdRK9nOtxQlIbvFe56/LhU5ALN7GxsGKcBrF8WyY+fSTX1dWVMI/fZo63eSUATWDkGrmIcWjgc5XkmP575viIeUHrF+d1BlWi8+Ar99bQd7Z3MD18nHWQN2pvOZuZH9ZwO3PvaXkCy+KPx1xsbWi4eQWS1FoT56/VvxofnDicTuasR2uSHE3eBpYe1Rf2MmcsiAUVYDrzeh9eXdB2APjxHRqlUMnRMXjkWA1Ak6/oz166JSI5fgpxoq+6ptRz03paPrXPC/fAhW22MHMrxGS/G655j/cz327IFzFIQ5hdLC+PJPmBti+3ZcD2+V/qW/z/WFEPGei98wbSF2BoyHBYae3D/VljrVmmvEdqGhYF4EayF56e9layL165e0fEIbTvW+AYqTXYc54dZDolZIiYBtA67qL7P/mmpz77TbK7EL3m+CpAwa9hHsXvfuFVmVIuCWbN0XKmFwpxXKxXbryB3y/BxMRBYXSw+hyqwcDw4ngJQvrGx6hqnbZz18FcMR2NbWzx76jhVrC3aH7OY6NxsurokVvNAr6NOC30wTpYcq63VRyD7Cn4VfYVtdcvVPCiVSpnF4QkkKgQ5mc5m8v79B3ZYUd4Uik2C69ouoIvgsvFgLGU1aXFwvXv3rohkG5cfJchrzISsi6LmTF8EOLXSYhAhixZlhXLA3SSxgh2UJ8bczI8GB1ZPCVJ45R48EzMkhxYHBQudTcxB2syZudgkvowx/ePHiQ3NAUBQIQvd3w+a0Kv644M5buwOsy+8/rq1DSXBk/fQpu1WOOBTPRwwhUIwQ0AkgsLEwQjVK+vBp2sdnZ1ZWiTz7xUhSx+cFO9lQVCUh9V1AVWrKQL6uS+by6E2mU5tvije0lEa7e1aMbXLkyeh8JF2Rr8wERMYW3bKL33BBSGSzZsnuVm6IErWB3PlFUPWx5ZzV3Hwl3UumcN9C6jVdODB0A5VCy7VflvRLit/He5NiqApzpqeCL3yWi5YUCSXxqh9Z9xYy9P5fCW4GDcfwcnMBYoPP6ZW/pyx13NnrAFxKHFm1tf77Lpz53w4zIqSaTAx5b5Z1yhn/JAhvkgWP7LeHWapsyhamPMJ0s7tdcBM4oIBvXJJGh5l1ekPpD8oUDwDRQpCMwQXVD6AGFeXT+n25Gd1Hbc9Va5Q7v1a5fsWhKpt8aRRzdzZzl71hbW6OlavX71aeAaupoMcOd6TSHQZRIkSJUqUKFGihSAvSZJIrVIxbXM0CJq8NxWhvYIw0OL6tdpKcBtac82lLppW6FLbSJcCnd89DKgMqwUEJG2lcCVIj3SkxXJpZsK3tKQy1MszZ7IDjVPeGMSIhQDz41u3bolIRkhkZCAOjWIF6Q0GhlA2HGnPRWU780QpIqsBWKBuNHwC9XwpUbRsikili4x4hXuWy0VSl9NTNTe6fmyXQ3/NnKhpZI16MeBn6IJPCSYa51wMJWcSt9LZLmANymVQCghn4gJBMTNindpxqIA+GgVqvW7It+2CJjHDWpAXJCiuxDZiqYGKxhBv1sadxbo57fdXSixjSSPlDfM8z6hb0FyxaE/VmWV9Smx1rKhUg3vvghh5Tr1uxb2Yb+7F6+lh2B9LR2pE/0hLxHJIcKEnDdrV8rm37gUUh/ujVqlYKiftwvqEmw6rDFYaAjkJfDUUq+vntl7/jlomX1c6XVxsoHYbp3LZApUPT8Iz2FtY8xhzzhGeRQAo1zNX3trnS/ciuAdqaWrrGEsXYz5z1ibvjvKukI4LGJ5C1ax9BN1TBtvaot97+eDAzkECF62YkyM949z0JElGBa0on31E28yixjmkbZjl9jbFudj3WIL5u+FI1thXi8XC3GRPItFCECVKlChRokSJFgIvi8XCtGcfmGPlLIkxILUnh6g8uY3Rmjp/GhoxiBHNHvThi/x4Sl/EgsvwRW5umo/uszduiEgudQvER4qi0+ghNYGAh8AmkCDPoP+gOBADpYk/ODqS1w5CoReQ/dwFIpHq5/2NWAhGbvxAK1hKGHPGm1gCnrfUIKtSuWT9Z6xJVeKetOW1y5dFRGRnU4tZqR8ael1QGkFGWBywAjGeoH7aeO/0dCUdijFlHWxOiylqVmhK2zB2KB7kBLr1aVY+7TA/RhSAmWp6HBYj1o2hMxfwStyLp1tmPbF26QMoZy0X+Gk00oqiE30WMQRWAEb3mlmWFHX54FvWJMGCoDAEVGfxAjkqcKPs1nv69DCCDb3VaqS+9EqvWOYZu1HvWNNYse6Mi3EQHRfEKJIj7dH2Mvbsm6ZLBcSiRKwFFjnm/1s0MJT3b6mPedsRVo2nU4tPIeCuRrCtWql4NuPDfvfppr7MOsgY9I51o+EC4456PXlZ/fB8l35gxYF4bRsKcD2TiSGgxLkv3MW6+bXf/E0REfnCa6+JSEaYxnqr5YIPsQzMnTWOeB1fLtyTIjFeWMgGzjLCnCywIEIQpp8vFguzAGEx41nEZLEXfQzOdD6PxY2iRIkSJUqUKE8nz81CkCTJuyJy/YKP76Vpuv+Q73yPiPxXIvJdItIQkW+KyF8Rkf8lTdOFv/5xpVwqSXdtbZU8xaWfEUVsZVIXASHOJjPzWY4c/SXRsV4DBglb5L6iD1An6MQK6UBVqd87dUQj+fLHIDhf8rPvItjRQonYtnTLaZFciNQWtO9TlwqGJv3K/r7dE0HDBYXWXBwC96QfIMFTVwgFS0vb0Q4zfqB9y3yo11d85qAB2o1GzxgPh0VqUsZv7hCPpxwFrYG4QKtvXrliSI92WllsCudAyerSKGezIvqoOUuRUQC7dcGabbuyyyJZipplW7ioaWw5S3cv5pBneUsCcwUStn1EfMh8bmuypPuD7xKxTuxHSwsFGVrXtQjtNim/U2elGOj4MecVN56LXJt5NsIYs3YYFyw/9Ad0PiJbwFneuK8njSLbh0j6Rq1m5wLID2skz2J91xSds1+wQILW8a2/rJY5LGmIJ+bJFxc7dMRc+N1Zz2NnnUAuKp99OigSeX1GI+L5nL3wQC11exsb2flGhgdxWTrGm84qyRrdg8jL0SyfuLPJLALE3rgCROzLe8fHK6WRPUUzc9Jw1k/Gw854l/kCvTiWJ9YHmVPEeTSqVRsHO99cSWkf5yE6Pifn509V3Oh5uwzOROTPPeT9vn8jSZJ/U0T+poiMReSvicixiPwbIvLTIvK9IvKjz66ZUaJEiRIlyqdbnrdCcJqm6U896qIkSboi8pdEZCEi35+m6T/T939SRH5RRH4kSZIfS9P0F56mMcs0lclsltGBErlMwSG9bkNRChaCSi2jMMYva0gQH7cSpdS00AU5vgOH/KqOSCN1yJJcYHxGVZfXP18us9KZ2l4QnWnyEIWQf6yaL9r0RGlUoUlF40Ujxn8H2iOP2/z/47GhCRC95Zkr+uq68r3nLlfXfIDufTTmhYuutiwDaGVz5Y9BYUQa+2IrxGFMvU8P/6vGd2BBobQwVoqxsyCgxWNZ2NvaWinrakWLdCzxzy6wdDgaYMtGwW9JiWLGFRTvrDnct1GvWTzCSLMlPBfCmrOkJM6qg1gBJn0mKIVIZ3Kiv/7BByIi8u2vvioigbiIa+k/r7STnH+i7YlrgQtioha4By4n3uIblAyIfcj92V/50rZTZ12xzI1KkUsEqx1rlDFm/psuFmfgIuV5JsQzrJdKuWzXvOOi3l9XpL/t6KN9sRvLiNH5rjrrDOPt+Qzo82K5NAsIQlE31jOxM7+tZeEPNEoe1M3+n7rMIFAu4+RLubN28wWJfEEhxgcLiC8Hzuf0gdc9R4HsCcz4PhwlWG+Wy2XG4ZAjWhPJUDnzPXPt53OzNLmYJdYTGSBYCoiTgJ9gs9u1M4vz4abuKU8CtuMyfWq12u+K4kY/IiK7IvILKAMiImmajiW4EERE/uPn0bAoUaJEiRLl0yDP20JQT5Lk3xGRl0RkICK/LiK/8pB4gC/p6999yD1+RUSGIvI9SZLU0zR9eFWTJxDvOwdBwASIjx1LwXQ0NbTp2aLKg4AuulqUJVG0hj/xxEXqotEaMlYN33xHzhePFj4Yj1f89WjRRPUilBxtOAY/fICgcywI+MR8LIGh3hz1K++BWCrOD7lwUeVoyyDgvqNJJrOh49gS0aBnzs+NlObzLFPBjRXfNdQBXbDeC9RJtDVIgXxziloZlbMrOJWfw5JrF+00OmVXzhUf8dj5+c3fD5Wpjhu+Yc9UOM6hr5KLiuYa7on/FcvQZ156SURyGQ/aH1YRTJi+XDh9w6KynotjYC0yJ95K03Dlnw2FNxXZakwFqLTm5pb4CHzPZO8g0xybJGV4sahtEbHtYkJoK3MFwsdvXXFtmDrrT935qy1XPlfs6dX9EDIFXwIR+gvHr8Ces+wlF9/AuGHN8KWKfZnxUpKYJZGzxXzj+jcPZPL1AAAgAElEQVT9fkWtFswnMQGeh4Tx4TrjDHCWFeZwvlhYzJRlJREboHM0IuNLX33WFXvOl+z2hYmwrHAf9gJzXc8hbNb93MVUeATOHuN9H98E5wz776vvvSciIt+q+wvLUV48BwRZGJwpxFiMXQxWq15/oamL90Xk59177yRJ8ifSNP3l3Htv6us3/A3SNJ0nSfKOiHxWRF4Rkd96Ji2NEiVKlChRPsXyPBWCnxWRXxWRr4pIT8KP+X8qIv+BiPzfSZJ8d5qmv6bXokKdrdyl+P7GBZ+bJEny5Qs++kyapjJfLAwho63i/4exDrHc4UMtcjSZrESW8nqSYycTEanXiwyFQ5erSh42mqD316Lpo+FaadFm01AF73Gt99ujRaMB33dFN0CfRFPjWzfLgyv2RB/XWy3jTPc1GsrEYxCpD/OcxmGgfJenxSJIZ64kaeIi3uH+5pVxXW82TWMHwY5cTjuvxGdsuMj8Vgtu+2JNA9ghsWZcP1CLy5qywakF6d6DY7OeGM+5jgPomvk/UxRSdj5vEBGIgfexKPn1Q+Tybg59MBfMH/EddV0fIEF8miD8ZqvYH9aLZXToGoRHfl/9m1dc4a3hZCIDXSubzudtkfl6L6xTxApcV4TEXFkxKNjj9G9QKn5/sFzJWUOqlYpcUV8448DenbqxNL+8K0F7V59xpvO/haXEzRnjxDgYkqzXs8wl/Qwk6AupMeZW+8Rl21h5Y20T623DFQviLOB+s8XC0DLPJN++4s8ax1zJ2vMskVg9mRuezfrz8TB3j45szVm9Bxcrwb7HkghnQt1ZThkHs9Lp3FlBM3cdfWBu242G7VF+B1jXbcdxwXc8Y6dxbbi5RX7vZz8b3nfxHcbamXtv4crbM04Nl4VBttlssXgxswzSNP2z7q3fEJH/KEmSvoj8hIj8lIj8kY94O+b7aTgZokSJEiVKlN+18rxdBg+TvyhBIfi+3HtYAFadLUG67roLJU3T73jY+0mSfLlSLn9hs93OfKuKCOEmPzoK2jcIvJlDPiLBp4jmvnB+WvKsszK9QXtGU9101f1AuPjSuK4OUnB+LJ7bH40MHaDR+rxoi4LW90ERRKyCXkHlRNmjpcIatuF8iFb+s9229lGu2eolUBFM+wdX+wH9doxcDxQhbFKKlOwF1Zwpc4pGfU+/h9+y3WiYpm/xDPA06JjxPugDzZ/oaoR+kyvO+L75WqDTwMoxVz831e7yY0S78StOXLQzY7/j/LSMy8JlnXj+BtbBZR3vfOwCqJssADjVESwn19Wfnfnti9HURJOnbh/4+hNruqZZC8PxOIszcbEOrG/L8SZGRu/NfNJPz1eBZYB1w9xwH9YNueDbuf3m2UW5Byj0QK1dLceiyf5gzogpwCfMmnxN6wk0HVKczmY2powR43Hu8unNyqD9va5xLd7iRNssql6fxbhzdllcUJJYu1hbjPnSWV1A/PzN2gLZcoZturW96RA2mVacca9cvpyxqbrMDvz4WCtZY3VdD0cuzoNneKsG6wUr6WX9nHXF2ddttzM2UBgJnVWBeBesoIwt5wL7x591zA3v8/d9/R6VK/NxAPSLs4ezic9ZY8zF+w8erPBFPI58ErMMyL/JF8L+ur6+4S9OkqQiIi+LyFxE3n62TYsSJUqUKFE+nfJJtBB8t77mf9x/UUT+bRH5AyLyf7jrv09EWhKyE54qwyBNU1ksl9Lpak1y6g2MM9Y7EVnRZtH0BuNxVn1KNVo0eLjE0fR8zjNIFw2YXO+Ki3BGzCdPznAuQh4N8W3Nd8XfBCqyqHm9B5G8IEj8VGjlW6Av1YxBQpuucp1lSOSquKGxp44DgLGEnQvtmuhnkBP5+ESCo9HjW4SbnVcQ4TjHsgdqBm2AKj0a4W/y6T26ND/eTkAGIB3jUlAO++Oz0DZqO+QzTnwePmNOP4dYd3TsRT8nfoMYCdag1Q9gLrFe6PtcN55MDPkRGwACIoODeAbQ1dHpeWF8QEigkhvq7wYBMU4ls4KFtrAutrpdy6vHywkaP3JseXBlVF3kPpHeoFGf476haLzmYg0GLm5kNB5neeQuM8gyX1wdEcYPlG2ozVVLxLLA3l93bWX8JrOZfecDtZThE89HjYtksSDMp8+QATHiv5+5bA7WA9wCWCRauTgGsyw6vgDRPbruou5nzlqZrweQv26cOx9FsnVCH9I0XfHPY1HkO3nmUZHsDDPmvnKxrkSSs0rl+1JxmRN+HBvVqlmpRvpKbBXxSpy5xEF51M66Z1y4njgYz1PgY7iOez3b17QFOSE2zfG0wKMwmkzMsvMk8lwsBEmSfDZJkq2HvH9dRP68/vlXcx/9DRE5FJEfS5Lk9+Sub4jIf6d//oVn1NwoUaJEiRLlUy/Py0LwoyLyp5Mk+SUReUdClsGrIvLDEmoU/B0R+Z+4OE3T8yRJ/n0JisE/SJLkFySkQ/8hCSmJf0MCnfFTyXK5lP5olDGYOU3L8tM1HqCG7xyWueXS0CjaIoj3RLVGND8faWu+MVd5rVrVTIFFkS8bP17Z5ZyWSyXTwC1vXq/ZwxfqKgtiIcAyYJzjxB44nzGRrWjv+KtB6bP5PGMYdH5GkLAx0znmMXji6ZX521z1PvrG+17zz+e5c4+6QzAIaJN70S/PF97QzJBmu2j1OLwT0N0/++3fFpHMh1zKIWfmG74J5og1Zfz/+jrUceDVYgMUra34nsnxdhkSoLOzwUD2iPZ2rHe+8iaoHQRs1S3Jw3ec/5jljCvBrTvQ2lqjId2OcuyTT+944n3EesVl7cB/j7WCNhAn8qpWrPSZEewv4kQ21tasv55RkHVgsSWsVcdTYNYXvY+PRdlx3PfHjn2yXqtlVjjHAYJ1wrMI+roBtNkq6LnqkaD4xQV+5XqttmJVs0qL+gri9dwHYPpKzuoiIvKesi6y16/q+YAwHvmYhK7z/Xu+DZ7RcK+02eqNOE4U2sJc+Dmk9gNtOu33swqDjpfhRO/5QPlcuOeBXg+DaclZcXycGHuX8SX2ysanUrF2IpXKw3+qsdoYW+x8Lm/fuWNW68eV56UQ/JKEH/Jvl+AiWBORUxH5hxJ4CX4+dcw+aZr+rSRJfp+I/BkR+aOSFTf6z0XkZ/z1UaJEiRIlSpSPLs9FIVDSoV9+5IWr3/tHIvIHP/4WqSSJlEolOVSEhBa54VjyfE6wIYKNdUuk72sWgfe/4hMEwYFG0ZaNi7+t/kn1U6M5p8vQJnLdsRyMR0EjbDebhnzwO4O+jUPc+fgqzh/dcugKBNF1fk00XfNFq7ZaLZetHz6GwDPpGXMdfjgJQo0HfKJYDkBM67Drqf+37xjMQA4HOzvWBqv26LjmzXpBVLlq+sQcrGlMSbWhFgZlw8OnuNYJ4/bFN94oPAeZTKeGIpEdh/wOXb45zG2bzpLiI/mZG9ri2dLmOVY4qwNBFDUZLDoeWA6IngZltHSsdx2jGm3xuf98zxAyueLlstUqYAyRtvP9wl3vLSgdF23OqNZdbAb7wcf0VHMxN+y9i5gs2fdmCXCZDHz/hubtd1yWCmveKvERTa5WnnK5bO3BUuCZHBGyDdh7xLngYR56q5aur4Gz5oFGy84yJ5JZCrEusLY8Q+Opqx/CPUHG8BjAqWA59VgY2ctwQpTLKxwPIHzuiQWJv30Nk/+fvTeLtS3d7rvGXH2319777NPVOXWquzfX19fGMXFQHBMCWAIRRBOEg/wABNEFRB4wEB7AICMQkiUQIkaii+UAfohRkCKFJLwErBhigWLh2Ma+vtzmVJ06/Tm7X30zeZjjN9a3/uvsunWqylQl/oZUWnX2nmvOr537+4/xH//BXOHdUM5IeIHgGnjf+H2qGUBmRl28bmNZ12Sf8O6aSkYD31sk/C6zzRzCI1tLmzvN5k5NG9rbE34He403TqvR2Fk7r2NfxCyDbNmyZcuWLdv/z/ZFzDL4XK0syzgtRu1tVMPIefVTJij45s3qxN/utaNe+2Qy3brv97puNafCunMDhs3qZBsnWYl8TC6rkzA58ZxaifcXtW1ENUsQ5EriiI899tWSE2TkHRN/dC9ErbHN3A3Gr6D8lpyyG41GtLMu1es0f56YH0pbwRYXBb8bjJso9LWElQ3imSb5/aruF6x4fzb3AhnfuFZxRPauedzR+zD3bJPTF9VcoDvQdi9OR/L2aw1HGINejO1k8urYHh6BUKKTLBTu1VxvV6hsSox9LrwAPuu1WqwNvClkoeD5whsBZwBUEtXeWttj3S22UVagbyrQ+fdrSZybKp+B3PsViprNvG0+F8StsWbwOLbRVcTMvU1wdlgHXBc8hmRPMx6wu1kncG1qsk/oN/0FIYLWVWeAzBnqE2jNkHq9Hh4hYvzEmWlLQ7IEYjykbYwLPAXGHNVIxhOOAtkqRVHEHoID1Pf+4GUDjZ8LsteqnvTlSNT02G8r2aPsicVyGfsc3grv3pEoCjLG3IO5G0hGCN499gkoHFtIBkTsz/l8p1ZB2k6zTSYIaqK0FdP3K3MalTbhD/mzUVDtJVlNE1/HrDn1cirninvXOp2dOjqvY9lDkC1btmzZsmXLHoLUVquVXYxGceJvCFuUkxx53MSOQU6L+SLU6ajLjkoZCGYmOctwBTCeNRFmf1QxI8dVYmGgs6eXlxFv5ZoHng//6/fvV21yJvahcCOIxxND56QLQngiDO83HX1wHiXOabZBusGep4aDMNBBS8Qv33WVr0OJ33IyDp2GRGfAbJOfDnrh++1WK1TfQMbcQ3PZifXerVcx0FrdMyQc8V+4zgDfj8qM7hVSLw0n/mG/H9UtVUGN8dBaBCC9hfA86O+exG2VizISBbPJfB7t4lkaO+faqBMhvA+rbh1zpoqd9C1Y6O4xubjcqHL2xOvQ8nEZHlRzsVdW84aXZjxyhAia8vE5FQSFEmj7YLucySpBfun4pf1kXPC6MZbUUSBuS79AnWiLtMlK8nuD2mgbc7TJHNow5Xu+Bhk79hBje+PQ60N0WZPbGA5VTDyJivA6wlni2R84+/7pyYndhdOAOh6VEaVSInOHF2clfAf1kCivJzQ4ZC4atdqVazBqG6BkKffCS4H3FvT+pvMY2NvcRz2IvMvwnh72+ztcEDxezOdUNETUY8w9mVOtqxB8Bm8T9y2SvjM2N3w98wz2Lu879X6+OD8PT80nsewhyJYtW7Zs2bJlD0Fqy9XKnpyeRr41KAYkuRT2OCd/YvUXJ5eBpjhVn0ksFAvlLGK9Us0OvXlOfrSh7ide8rEbfrrnNHvn6CjaqdkQnHzxMnDSB02Tb833OAETp6Pq1z33IITSn/Mb0gyKuSAzTsXveN5vxz0o6Cz84Je+tDU+LY/Pg4hWHntnzG8fua4VtSK8bYwbfViXpZlotGvt9VDgAxGQuz5yJOQegrOLCr099bFvS1ybOVyLV+fs8jLGAcRy7dA5IN5+1tpMMkJABHgMMFUw49n8XLkERVFsqtGxvqm5Dqu+v+2tYlyIP7OuuoLyiUfDA3nPPVDDo6qPd79ceckarUb0d+lZBmTNwIWZjZ0Vf+q5757Z0fc5GTsSZl/hEYH/AZ+DOSMXHo8C+63dasWaRD0RxIsnkPWCpwC9DdY5mvXqeUJ1dE/U9/A8YJ1Waycj5ZrUNMHgHBUO4Zazajw0+0jR7EqU/ngeGSN7nc6GBS/IMtCno1SyK0DTT31tsm54j4DCdV9E7NyfA8otknoKqnaJfsttb4N6yui/VkNknTEnqhXBOmCu3kK9tdu2dq+9NYaT88nWs9UDQH+aMpesUd6P+1KPgDnhOto46HTiPQHHoSXePOaGMWxIvz6pZQ9BtmzZsmXLli17CFJrNhp259q1OHVpDIiT75kg71US/+OkChoAjY+FzQo6Jw5PDJQTvqqnEUMDfYL2Q3OAHGKvx2C2qyGOJ4O4NadwZegvJGce7wQxdlVT5DSbxgSJl8HEBWU+dXRBFUdipap7T5uI16pe+Nzj9iDCXq9qw1ue+8wcPjs9jdiwatNzr6EwuM8vvZKa1yTg9yBi6i9gWqcBC55Ar7czRpeX22NJv/EkRC6zVPfDuB60oqifdTNMlQsdDdHvWIt+DxjoynPBVuJhCGU+79stX8PX36jGZ++wWh+t7qa6HWMEdwAPUGhkuOcgNB9GXi9ktI2uYbLD96EPrKulcDUigyaJ0+IRA3VxDWuy4f2lKqR6zljbcAxoC3n5aIiQncLah2OwWq83ynuCpnlvhN6Ce0jIXlIPYlSUFLXBQLUo+vknapqHw2G8U7gWTwD968jee8PHg+t5B+EpomYK76h4b/q4Mc6zZH1NxIOBd2UgDH76FwqcwteYett17YZ3y/cw4x1VMZ3vUm/UN/t5tc2hoXIrY4vXQrkTvCfZL3gG6Pe3Hj82s433qidtORwMdvgLeBFUl4P3CbUMOs3mjif7dSx7CLJly5YtW7Zs2UOQWlEU1mm3g9nJaRXkhKY/MWhOZymrkxMsp8Tf/OADM9ucEom3veexdLIEQAIjiWcH49vbAtOfUzhIievms1kwlWG9Y5xEaYuqBWpGwyqNwyf9DFRK9TZvK6jm6elptE8rQ3LeJw6JkWcNygLhg4RgDXOyZxzoE6i1JpyLWq0W/QCZUYWQHG3mBHSmrF/mBITUFvY140EfiQPPEyYz12q9hOviAQn1RKmwCAJkzPEcwL6nRjsIMOK4iQIcSFj1BJp+rcYpZ+IxWkoFORDNkWcE9Pe9SuTAlS6dAT86r9bFxfFFxLrJxrl2p0Kbw6NqHKgT0Ru6cp8rcaJfAJse1M2/L863deMjVu57mX3CPms1GrFmQPLwGC4vXKfh0aPq9+xFH0f2V2hF+L21iuZ6sq1Zjx7/i6dPzaxad/AX4NJMZ9ua/Hy3NtquDcI+OBHdAZ5dyL8xvBftBNWSo0+lTc2qaIhHjXFgjFVFknXBz9nLLyVzBk7S4WCw4yHB+8B+mcq6jloe7ElpoyLrR/6++aEvf9nMNns+qkeeV3P6+OXLTe0OyRogk4F3G+8TrbOgVTN5p+F5o14Jnsul/B2ZLRbxPuz7tRc+n7xj8VaG3kLCPVF+0etY9hBky5YtW7Zs2bKHILV6rWb9TudK5alziYFhgbQShSrVO+dER0w3tLRRUgOFEd+HNeonWJAwXANOcl3JQ520Whv1Pz9NwqAFjXIapx/E/sijppqj5t0GQxzUInnLqbcimPs+JjCQQe6aAw+LmhjyvuiHM04gBfV2KFubLIZutx2o9HI82eonJ/b7opK4Uw1QlMfwvAQyckS075X80OkHGb04O7O77uGgX8Gmpkpjv7rHcL+6R3gKPHaMkh/oHNY8CAh0SoaMasOXZblhk4+2a1yA7GjD6VnVbjwEcCboLx6jS4nfklc9vXT+zMtqXY097l2v1eyJI7XQef/AvQieVXD9zYrJT/0IlC6p3YHhIWCsVQUOtcFm23XmHa2H12u9DqR/VBtuPeuqiovdK6racT3ZJ1EjQfL3yVogo2bY64XaJdyAR+69Arkyj7xPQOt4jCKDyPcB64D1hbbIU8+U2BfOxXyxiPahUYB3MypNCs8H/lPoWfh1ZC6wVyPnH5SP3oO/h1JPJddqtVJVDRyLWiooPrybUi/gmr93DpI6K2abd6N6Gparlf32gwdb36GdqM3Sxj3hJNE/1g1tw+PCOz88iz7OeB4evnwZ9+EdHXUi0DxBydPn7+YVPIZPavlAkNh6vbbJbBabRUsL466pCWHr8GAY1/CiWvtLlMUS6XeUzPU/wmxsiEvXffGw4HmB6aaMP+r+XK7jOWab4iJRnlQKhtA2PQCwOXn53PJNVcofAl6AKuRRFEUs3DukYEmYIkoz+0t4Nt3eTG3Z6PT32tBdY4Q7SF+T8q/HTghsNRrxcmDTMNYLIaA1JCSg4RpeHhTx4d+kn/E9+sD4fvnu3fhjSzpckMZEkCgOBO4qn0xnW/cmRIDYFG5KUuJ4SUFvpI215MAUBVMIs7gsMvLSzKcSVzH6su9iQszh1N33L15U62Iqgj+1Ri1CP6yhSFkktdHDDBwAml5yuhniX06ielo9gz+ghFIiPbex/cedfcceaDWbMd9PRVqYdU+7IYExtj05MCoRjv0Uwk78ofDrLyCbNps75Z1pZ08kl2kT12tojLZEOp6EDig4xD6MQ0DiXubaprwP4mAr5Zv51HTCc+SjRagJYyXyh7LdasU7h/RaTc2byKGC8MYhByH5g0ib+F5XgFZIq/PpPz/c24tn1wUADb29R/se5vHD5nzistsis7xTsEn6yHuYAwfrr9tuR3ujFDUpsj7f8b4jhdPHvFar7YCj17EcMsiWLVu2bNmyZQ9BaqVtEwRxlS/9M5WBNducmPcSlzqIjJMbwhecFjm9RZqgFM6IEr2kUQl6HV+BENNUE36GO/7EEdBvfOc7Zmb2w9/7vVvX0UZc5SCb5+7eBfEoiQ6EANrg1Nprt4M0CSENIl9HkE+vrL4LGQ7XKOEHLSVLSiBtYDy+8eGHVV/cVUyIwiwh/wjh6J6HUo7cw9NyNEqBqufHlSdAU5gQwRmIe3MqQiMh/NPrxr2ny+lW/ynmEuWsQYruIUACe+HImRM8/eT6KPLkvwfV4f7d6/U2aFNc2bjTkbNlvq9fr57Rq7unwL0VhBTq4lHROQEBgV6a9Xq0hzFVxIrMMWPPPeg3e4/+fcsLNJG+i9eOccCN3ZTUwhenpzvCYoWIAtHGtExv2oYzkRE/dFf4UASeppLGyTg9PzmxiQjpkMrLe2CWeDTMNu8gUKaGr7R89Lfdu0GYg/EOKeNGI7xUSjJWAuxS3k0gW9rE3Op9cJWD5iFlQ6hsd1qxBl9q6icpzq1N6mo6PrjdCYkwl9ckJZqUx6kQaHnnMWfrstyEH/wZFAH7Hpehj5LJ4+2y2IQzehKSVUlzFa/Tktf9bjf+DiGKRVhhIITPZjKPZvapZIvNsocgW7Zs2bJly2bZQ7Bl6/XaLieTiMv1/dQ1F/Su5SxD4nU83pTI9BMcJ9RIVfNY6N4A1FWdGknJ4RQeZW2JDXLahsAmMXlOpyeXl4Hco7iKX/N7ncxEbDRIhl0QfjUOLSlRzCmVE/2hpNWBIHjuteFwkx4kUqMQlwZe9rbTd8KVi9e0Je5GTHUkRCbQKcJFf+j7v7+6XuL9p5eX8f8gPZ4RpU8pzVy4R8jj1Fr85qaj8m7XPQOtbeITsXSd63qjHjLIrBWQCuwT7hFyqdNtbkGgSp+L4Fa0tscNJHkgqVPTxSLuATeAf/Ns0HRP0vGC8Al6cxSi8V7mHI+Alro+Gg6DWMezY59A1PJ9MSi9jZ5uB1fgNImVmpl97d49M9ugrSD44rVIBLvMNnuh3WxuyMEi8hKy4hD4SLfDq4OYjXji9kSwifuplC99ns3nkdLKviduvU7GzGwzxhfihcETxrhORKqYddBWTxviSrXaDtKPuLV/BjHYr8M7SRvgJ7AX+d5YiiAxjnigKA63Xq93PKeYCpSppC9pl+GR9T1Km+nLkbyz4fAwN2nRreBSCUGVe+HFfCJlsyEAMpczH+OBpGOyDlYyzvTpfDSKduHpol8xR962sXh3GrVPh/GzhyBbtmzZsmXLlj0EqTXqdbt1eLjD6F5IilhLkCY/v5xM4tTIaTEKqMC0ljRC0ESkF/npm/idStDWOX1LsQ5OnTfq9TjZEtsihhdCLH56Doljj98R24J1zWmzLpkSnEppsxYmOR2NIrY3k5jddSlPG2l1LjxzIalsoIyQTUYsRVjCAxFCwiazWSBf4oV1mYM4oUvJaVjj3QTRmSWxY4lnagrU0Bx51WshehPzzpgSb3emfxSp8TaBmCLtTFLgMJDwUFLhaGuz0Yj+k/p3IR4C0lMju8DXxdqzB5Bbfu5tCSEjWQesxZqg3XqtFsgnJFcd4fFv9tSheDjguSj6RnioLRwdTUNUgZvpfB57kfaCzgtpNxYlvUVumDVKETCEbeg/8fC5pO+uyzLQJGMIilRP1yJJlzTbCNGQ6sl+I3WNfpPlw7rDg5CKCNEu1gUxfpXLZt6JzzNHvNtYm8S7EctiDqOsurPzU65OFNDyfjK/eAbCEyoSzFyna491UiPjR1Jmo1S3eFNX6/WO+FFkX/h6D9EgPMPIiJNu6nNCRg3GWuedmO4Ls22PWpSUlqyShWRh7SHIlKSpf5oCR9lDkC1btmzZsmXLHgK1siw3DHiQjv+O0ydSGacSh+p2OvaGx3pAdirm05XTG6dQcne5XovhqBTpmQhrpFkMwXYlpi/M5ZHEsZV9z0m1T/xRhEZ4Jv/Gg7BOGK7KswBdM6YQFo6PK9ShMssj+TeeBTwlUeSI3F5HIy1hhPc6nYg7R6xUvAic0EENI9GM4MTN2COn/Ng9KXcdhZF9ELFE2OvTTR7/SjkixDQvtrMniHFG4Sz/N+uLOHYhqBb0gUeFz9tHR5tn+j2Rj2Yd3/F7a7GjC2kL64px07lVlnXaxvDGIIvsay2kmwUJg1JDvwINALkORNX2YklwMFQ0LJX+BS3jNSC2TdZA6eMwlFx3JMwnwuvh599xVjrWEY4FfT/a24sCS1qcirUXMX+fg8ciXY6X5izhBJiZ3XUNEpAzexbG/Jc8C+j6/r61nM+j88p8s4YoRkRRH+Yi8vbF86bS4MM9FwdyMaZLl5t+dnIS80imBu9Y1iIZMFhLPKtH6knwuT2Q9xBl47/uWUlotYyTuYZ3cShzEUW/xIOomh98Xz1PCylktpQ1zjuu02zuSOCv5e8I92B+8f5dLpfBTfgklj0E2bJly5YtW7bsIUhtuVrZs9PTQOegEOJznPxADDCjS9QFE5VA2N+gy5HkohJ3UyU1lfYFTYBmNH59B1nZpIjQJfE0/yQOp0xsTqb8XAvpaF55Q5C0CULklHpjf996XqQGW7pCH/HDKMG72s7VZaxPpNznnngGooQqbFw5xU8SDgJjCSeBs6kAACAASURBVGpAivfg+v5WGy+OKy/DE4/D8gxin3gnvvb222a20THQHHdO/vRpOp8HMt2XQkoap45Ysj+LuTlIdBXMNvyWiENKvJrsFBBorVbb+d17rrAIktkgueo7Dc+aoN9kOKgHTQvJgGrwbqVcA7wUX75zp2q3/ztY4+7pSbNE0nFgzRKnD24AWRuS189nTfLa0zjrzJ+5FG9D3MOvQ49EZXNZ96FUKaWX+4kiH+NgVu0nXc/E37UkLtfBc2H/s67QGVDuBW3Fq/U2MuaORpuNRuxJMn7g9VBymjawXiLjxz/xrOz7fjqqVx6zKHXdQSXQvTcXLiF+WvV1vlxuMpT8/cdYalYRnkCVNE41UNJxCC6SKIJ+xTUFeN+yHgbdrl27UfWHzCeUCF88rTxqrDnGEOVTnnEsmQ89Ka9+Klk4tCHVTlEOFca8Ml6sG/Zav9vd8YC+jmUPQbZs2bJly5YtewhSW65W9uL8PFDKsZ/kOHWCWokZk5eOPTs9jdjULfcAHIr6WVs8B+gLrIUVzqlzX/KHMUXMq4R9igcDr0JoAIiaFc+iLcpnADnG+IgqnsZxTykSlHxPmbTxc69BgP7Cb9y/X33XT76Rl+6fsOxBn8Rt9b6gl7R0M/2HqU7+c8NjmaXEuq8qwKSlZGkr9wedbnQdHJEvNt+rucb+arFd3lgVx5oyJ8wVBlIArbBWYV9rBsyg09mUP5ZytbTzmWgcgHxpI/fm+3g7VIfgpajorZM4vmrP1yVL5k0fU9YaaCs0NQRRRylmikbBTZAc7yir6+N3PpvFmqI0bijHeRs1H/2+ly2m9DZejmCdUxvC20i8+rFcz/tkPJvZqbeB+D0cimf+Hbx7tB+lQcaFddIXFUq0IxrCpo9iR97n9588iXWALgmap6oJwHc/dA8aHoPgOXkmTf/AC1PxvvFsgtFZtYafP6m+T3np5WoVa1Ozq/CANMWzo8gf1ViyKvCo4Xn69fffr8bP3xvvuKcE70d4sdqtDe9r5rn+555d4/uDuYBjg+c0sm18rPEE4L2iL6yXUGP1+/Fuu5xOY12zztknjHU9ySowSzxIs9mO1/F1LHsIsmXLli1btmzZQ5BarVazvU4nTnQ3Qfl+2tx35KjsafTm7928GUgnctH9BBoVAT2epjUMOD3ideCkxikdFFuXEyHfO/frFstloAitMIhp+c0TcuEl31arG44kL5d4JndnvGbLpa2S+LnZBslxGu5JjvNX33zTzDYxQpBCU/gcnH7VexFaAPLzxWIR/Qj2tHsn5q59gEZ/aO6Tbwx7XPQZotyrxxCvefUzYu7EHNPysLRvNd2O+TEHWKgBCrscRPCuo7LguRA7dPQCsjyUXPiz8TjmgjWmlThBKOFtkiqZyvzn56AU1tU1YXbjvRhNpzsIjz1FZgb1E1B9PDyt+vHAWeYgvojH+ycVKEFpLfGGhR5G4nGbJWz/9BrGnL3HuBF/J/4crHx4Qn79SOoL8L2+sPjTfRntFo8gXoahaPPjIaKtoM6pcC+4jvcQBtpfLJexN1/atkUlQB9L9tw95yswtqE3cLxdij1KTzsX4fHDZ1vjRF+fnZ3taPPjRaGyZs/VQW/5nmP/sGbxXvVlfLgfdQg0W4W5DS/qYhHeS67lvYAOA94rnnEg2UuRzeOfJ6I/AN+jLZ4GMh3azWb8vaD9keEl5Y95Nmvr5OJix5v8OpY9BNmyZcuWLVu27CFIbbVe2+l4HDFwkA6nSZBQHwa4a9WjLjebz4Plvi8VzzhlNrxCFgiQuLuihqXESDlVc2IEWYI8xwnKh0V+4Z88m5Oo1nW/StVNY8AYv69LW9Pa4sEr8HbiPUBZDQTDdWRE0KaZ6C8oWn/oio4PnD2t1cs4+R8OBoFEyNUmdhxIBoYxXhyqRPrcXIomAvH8jYpa9XM8A8TQmaPJfL6J7ZKZQSVNQeP8nLYyd1Tz4/SfKquZbZBhICPJDT9I0CgVKF/4OIDw7vozQFmgLsaFuWEOPvCY+jO/j/IaQC2pjnzMkyhO0n9QJXHow1uVx+D2u5VnZOpenamrJ758WXkGyAAIz9J3UWubzGbxTFXaizoB3kb2E+tA49kX4lHQuhQHUvuDfdVuNGJseW8Et0K8VLE+yIX3dXMjyRZI28AaZ1+RlREZRIkKK0p7J8KZCqVCUQUMzyh1Mvz3v/Rrv16Np/c3vJ0+x6wnrQkz7Pej/SBePESoqJ4mipvpdbSVNaz1E/hU3RK97rnv2XajEVwKfoehPBjvNnmvmn/qGudvAbUxGD/WKl68qHB4fh7aMexf+Gs8kzGOzBhv416/v8Oreh3LHoJs2bJly5YtW/YQpNao1+3m/n4gJE7XnMo5dY8FjcE5eH5yEid38FhLTtETyasFvaJQFtXwuH6+jTph33N653lcd3N/fxMfQ8XQT6Zf9cpwPBOPwFRydEHZ9I/caBACp3JU8+AqRL346TTQBopioMgDULhoz3M9p2TuzekajwrsaFjFxHHVq0MbW41G6HyD5GgLp2zyiUN5jHro3pahaAewHpgrYu6qIkkbW/V6xATp71q8KlGR0cecWClIATQKQsBUXZJ/490I9nSjEWsPdAhaxDMQaFSQDRZeDX8GqJW2as2PPYlbzxeLWLeMg2aPROVIz8Y4uFXd++Cm18BAkdHj0p0PtzkmXa0X4M/ZqYbYaGx0N6hpIF6qaIvUh6gJZ2Lmc6v6CyPR1oD5zrjWazXbE3SouhqXUg1R1SAx9r9mSIVnzp8TOhdkTi2XsdcYq6c+J6yHvsyj1mHBK6GeR9UGYc5bwlG6eXAQHiHacO6aIOyhusTnGeOFfEa10KRyoNlmbnlX4fUh/+c6iHu12tQJEC0QNd4LS7/XTHhBzF3U9hClULV47yyX9oF7Plkr6qW9kHXBuDQbjSvv/3EsewiyZcuWLVu2bNlDkFqtKKzdbMbpkpNfKIsRi/bT9zHoDEXD6TQqXXHSj3oCHpdaSBwOg2H60BEwsfGBnLpXEjsmBou+eC85zatam34G4gE9Ec+nNrjEEsNb4SgEhKgM5tV6HadrYnYrRxGcfBmf4D54P8g20CwCUAjf0zhfxNRRB0s8B5yXo667owHmDd2FmeRAqwdAa7LrOMI21yqA88UivC5rmT/uTVYA8WnWIP3FNH+fT+Kbmp+NQt2HL18GD6Hn98AiF1vi1GtBGnjCVrKGQzXRr0ePAdRCH9rN5k4NeNjzofXhc3H+rQplve2Mb/rZ3XP9CY8xo7LHPpiKSiDPZrznCU+GKpgRu3VGP21gTaLEh14+z8QWk+qeZHiARlUrgzmBrd5utWKMWIvEk1Ub40JQ51q8NPRL9yZ9wxsE/ylVxeO7tB9OQVRrxONxRe0H1UTRjCCt5Ijx72t3rkX21XTkXqxptW7H0hZ4K6oJQx2R646omXfGi3/38czB3hfe1NlotKOKSR0B5YgMxYNwrs+iPoV4nLS+DV6y/9d1GSazWXBDWLd4X66Lrg1rij1YlmXWIciWLVu2bNmyfTr7XDwERVH8c2b2c9/lsnVZlnW//h0z+85HXPsLZVn++Kdt17osbTqfbyqySSy5JrFETmUgrsN+PxjLnOgiV9djYbBhIz7l9zyTHHAQMMpbh5LxoLE04uOnFxdxauTZqpaouvERl5Q2a468nowx2g6ynCe5/6ANYt+cnmHc3vJ7EcdUxjfxeNoEEgaF4zGhT4wzCHtdluF9AWWCDFUf/lLi2F3hYug4gFoaEhMdCXejcM/Tq75LjJN1oVXumMuXouGuLGqeRZxa0f7ldBqIjGvqElfH+DnorBCGNgYCVm4FbUJtM83TXotXjbG9caO6ttN3boyr2718drL1zL1rspadS8D98MDB3h9K29ErOB+PQwUTJBfrX2ozsE9AiHiftEY98Wm4N1F5T/Q7sIcvXgQiY754b6h3riUqmSDfp6hL+s95BvdRrhH7b+AVDhvNuq1H2++5k0SjwGzzLsI7pRUru8LXwNOiKpHwe77yXlUL5Ohu5bHq9Du2dOVOPAR4NDQDiLE/8L3KmibW3ml7ls2s+h7vE9ZZrBPhdPEOOxwM4r0QGU4DX0v71b6h/gr7htoPaGmw1zHVdeEdhReYPr3l77bzySSu7YgXNrIlqIPgexkeVK0orPWdj/pT+dH2eYUMftXM/oMrfvf3mNmPmtlfecXv/qaZ/YVX/Pw3PqN2ZcuWLVu2bL8r7XM5EJRl+atWHQp2rCiKX/b//W9e8etfLcvyp36n2rVer20yn28hO7NN3EZriy/9JHzpyGHY68XJXKsVomeest/NNuiLeNwtR8qKtkA4IIlC2kibTkajiFlG3N1Pk3f9Wk76oIfIXXZkwKl0XzwLx6JRr8hnmPAd4FtwcgU98Cz+je63ZgeAThjzupyMNb7N9XgMIt6XtA+UQLvx0oCIQXh4bYgJgnTG4u3gvlqJEG9NLckkiZg21Rilah1xZ41p8qnIfyGx8X3x2izFq7XX7e7kkTOG1DDg36pkeFV+PX3S/vPMo4MKWfaS2hGoOVL5Dv17rX5Znm97Le7ff2hmZsNn1b1Aeo9dVz+QsfAXuA7Gfxof11irqoeyRyP7gOqmssZ4Fp44zeLhk/HCT1Avih3Pj3IAULNjLpjnm+JRY22fO9IdSWyZdxjXp1Xy4j3nnoC9r3zFzDa1UEbySf+JfR+KMmXUaRGNjbdu3TIzsxv3KiTc2/fMm8UqKo2+eFTpi7BHdd3X4R34M3kXhbdzLlwreV/gIWGc8V69622r1eux/0MzZOraDzqf/sl7gT1HZllwMMS7wzpYJ1kFZmZ7oP3hMP5uMO/Mm+5JfU/yvvik9oXiEBRF8f1m9sNm9tDM/tLn3Jxs2bJly5btd4190bIM/oR//mxZlqtX/P5OURR/wsyOrJLe/uWyLH/ts3p4URRWFEWgVGW6aww1ao+D5mazOLmBOk+kKpky8kF6Az+dg85Hfv0jR0AgS7IQ4C1wWicGVpZlxL77Ui/guaiXoaAGez5iYn6aRv1tKYx4EECgF1HhOxuP40R+x3W7tSZ8xMjI+fU43f4N5xCgs++KdCfPt1Gs6u9TiS5O24m6Hv/PiZzTNMhFa8eDskAdjH2gbb+fKo7BQdDc99F0uqNICOLR+gADUInfkzi3zkGMn8816y34H46cuO720dGOngbrhDWpde5BZyBAUBv7IL7v47HnMdbIPjivPCXf+vaDGA/6uTf0mG9vG3VfnlTelwsZS+YOrsVFst7NNpUsFUFF1TgyQRJtAbIJWIOHgqLJJtLqjax39g3jhLcGTxrjBJKEq5Ky70HlGGsxqj16f6fiMRqKZgbzz/00T39PPEjYtb29UIdseIVE+BtPX1TvGuU+sMb4VF4T/Zv7u+tr771rZmZv/p6qngA8kPC0jEZ2+mzD7WBszDaVF7XaZ2R+oYLo4/UtZ+rjtVXVRfbkm/5eYg4Z9/liEdoHvHvxMvVlvePdxHMEqidrifcr7w3W04loI6iyYKromdYiSf9dJNem43M5mcS8fBL7whwIiqLomtk/bdUa+DNXXPYP+H/p937RzP54WZYffMzn/MoVv/rqx2tptmzZsmXL9reffWEOBGb2T5nZgZn9pbIsH8jvxmb2H1pFKPy2/+wHzOynzOzvN7O/WhTFD5ZlObJPYYVVp1xOiHoS5ATcI47PyTCJ27QF+cGOJa+Uky0IRtEECJATPidb0Bka/nAVNA+5XqtttccsielJfHolucwDQb6qvEdMXXW2UUUDpfTb7Y2HxBHOGXF87+cdz4kf7lVIkbhid+BMb2fu4iE4T+oCmG28F4re6WNkc3S7caquSYyz8DngnsRh0WVIUYPZJqYc/BC8Nj4nPTnxp7FnrW4YXJJEqyAdL6118Mg9Q6xJ1AVBSHgEtCZGqpbWl3XMGgyPj7dXa8Rjqo43p26AXxe1PfA0CWu9LMtYU9x7X1QgVXOeOSFvHAT8xo0K4XW67a1nL2Y+bs+r51CvISo4UiWx2QzEr8gdYwzJSmmLfoOOcVS787ayZ7k/c8f6mkyngWSj0qhwhlhDt4XXgacDrs5SvFv0pS18BjwPrJu9a3uhAhn1AzxzA/utb983s0T7hP3h6ynY9b1qLvYG1Zy+91blEbjxVlXt8eBmNY6oUI5Oq/fKxfFFeCdYo6H06u2vNXxd+Pw+d94Lxvdq7iky3y/wGIKbIXs4KlCigLlcxrtbM3ci40Pe8cx7KNcyJ3BRRIuG9yxrE09EPeHoxLva5zX4CP5M3sGqNzGZzz9VtcMv0oHgX/bP/1p/UZblMzP79+XHf60oin/QzP53M/sDZvYvmtl//t0eUpblD73q5+45+H2v0+Bs2bJly5btbxf7QhwIiqL4mpn9iJl9aGZ/+eN+ryzLZVEUf8aqA8Efto9xIPgoazYa9uaNG1G9ilM6qKTrNbmplx06435ibtTrOygcnffBEA3t7fjbNYkhgiZQDQNRc8JHLS1OxP69i8TjADpHq5/6B1EZDzTqyB6UgubBe3fubLWdPlFHIGKHfiLmk7b3Op0NE5lqjujme+zuzTvbjGPyz8lHvjyr2vbiafVMrTwYOb1UHPPPyCl3NDuazYJpjapZoG73zkS8WaqxgbJ4JsgZfgMIAIQUyEI8Lo1aLcY82OOCNoPZLpX06B9zE5XT8Pr4ffk5cX1VcHx+dhZjEp4gsimoO+HPBpUzpsGLkcqE79yuKhAyd6uFe5ROqnH98BWVKFcSy+eZqu7Imh35OJG5ERoRg872s5fOsRhvZ0SA7phDuAe1Wi3mDe9dVNoU70ygSGpi+D2e+B6lPgfrg7GfiQflTHQ9ZvN56FAshBuilSIZn57oCuAZCC6JX4fn8ZuPH2/1jfutqZY4ncc7CS8LaL3ZciTsbSL2TX0S9jv9vuP1CPrOJdk79NoNN7Y9A+H1Oz6PsSjFozG87qqQoWDoGQ7rqg1v3q68DmQAhFfU+wl3CWtcwbGBV4UXaK/XC08Oe1J1VpbC+9HMqKt0PurCxYAvhvGcdfKsM63xIZVpsVAyHA6vrL3wceyLkmXw3ciEH2XP/bP/kVdly5YtW7Zs2a60z91DUBRFx8z+GasORj/7CW7xw/757Y+86mNYvVazQbdrB/uudT/bRgp4BuZyOiMudTGdxskchMPpejbeVsZaSv5oxPhQWpMaBqr5jxEH5eR/++Ag0GdTTvKc8GHL3vNTNKhDUVoprPwv3XvT2+Ba3B7nJ4/9ZaK2x4n17Zs3t9rL6bXjXIHC89Gpc3/+ojqx3//Ow61xgQGujHeN89LWtKpgaKa7dwXERn+PRbueeC2/17grsXPaEJX05PR+mTDhqVHQ8PbhAdI6CTF3/uy7rl5GDDHquVO5EG17s61+ax7zO7du7fAsRlKNTWs0oNyHIiH6+n3hr8BKHzs6/7YzvWfCvbiYTDa56qLvz1q75+vlUHQp8Fp862G1LvDAsc5Y47/94MFW/0PhTXQK9nq9WCuhqyD7mt/HnvZ74YV51z0k3BtUR1siHi7rgnHZ6/Wif+wdECvz/Ni9cqFIKXub68gc0Xj217zCaVf4H3h9vnn/gZ24Rwc+D+09PavaxDurSzxf6rVoDZDe0DkoXc+Nv6j2ASj/5Gm19o89c6jb7di121451TMQ8E7wHbwK5dqVSefUPKh+zz4IjQ24KoLCVYU03glJtUDUDhsLz5qQuhK8D1SHYn9YeQZueL/X7rW6cG/nB8+emdmm2iqeloFk+Yym01gXZLLpu4Z3OByJZcJZ078Rr2Of+4HAzP6YmR2a2f/8CjKhmZkVRfEHzOz/LstyLj//UTP7Cf/nz3/ahjTaTbv1zi3rDbdTdCC/vHxckT/mvvgi/cz/qNXr9RDC0FAABBJc37EIkKb130MHQTCjLSmCKyFqsTBSYRoWLt+NojMiXYtpmgqb7NSfwcv5zs3qjxMuRVzEUSbY73+0vx8Lud1xF7aHAljYi5mn6p14WpVv/IcPq03DS0gFeAiZcAAgrNGQlKdUIpf/54+jpk192UMkSprjJdOVDXYpqVHchzZEmhGhp+Uy2ssfU9zUfDf+kMsfyEL+2ECmguB5g4I7IqKDnUBsWyziGgRncEdek/WAy1QJS/wB0Bekkgg1nZM/zmdJOAtTAuw3/TDBYZW1p4cVQghnvka1JDnjjV0lrmO2GXsOaYyTloPm4Ms8E6ahDG6Lssb+ff4oEWJiXBn309EoDvLvvvGGmW3S4aJMOn8AKJQkhXYgQGN1+aOF1LemRkbZ7MUipIaf+OFjJGRbDh20pZcQM8028tvPnlTvx8lFtTYpVT2dujywX0fIhfHbG/at5yFVSMWEMcZ+mHj//WpdsMZCihlSsT+Lwy39e+B/hNkvFIFDVlsl4Nfr9YYU7ITVoR9SNC2TEs0c4pox7x4y8ncc8tJ8QngmZMu7/jrk1UYj9gztYk0iyES4IQjRSUGlmoQmXse+CAcCyISvUibEftrMvs9TDD/0n/2AVRLHZmb/XlmWf/13pnnZsmXLli3b3/72uR4IiqL4XjP7Q/bdyYT/g5n9E2b2d5nZHzGzppk9NbP/0cz+i7Isf+mzaE+9UbfD24dxEp47YQXX1+CgOmXjtuIkeHHhYiqTib3h6WCItJSCWDnJaQnMQxEmwr3I6bsrbn2QIKiN0EG/0wmkGwI5fs9r4sLkRMspGe8DbaTtkbolBTeWQmwCSU2m0zhlN8W1HxK9PrZ8np66dKmforuS4sPJHzRGihRuOcZBpZHH02mcxK8JIVOL0EThICnfauJhIMSCBwEUCwrjfE4K2KOXLwNF8B3K/kZYh5CQILwl/REiZ4gBCcmQOVERrV67vSPf2hK3s4oBqcdkIiS5CHPh5fBP9gDG+C+Wy01pZCnzHF4ckRwGTUd4wn9OW4N0K8Wv8Fbxe8SF0rnWgjes90DG3j8VpFLRGC0wxecp5XB9D0dKqI8LQmhmmxDK2j9jjcqejTaDHMUzhtXFdR5kVlIDvbjR+eVoR1irLl6pKH4mpEsVOsMDsBKPEcZ43nIk/D3vvGVmZrffuR0kUUjFozMX2nGhKlz8UZJc1l6EwaRMOt5O5iQErnw9MKe8Vwb9Ho6NnXdU3T0EBtnY743XjvFTSXSe/bbLIx/6swgTscaZy4PBINbISLx5QVSFyO7r5Zp4gD6pfa4HgrIsf8s2++OjrvtZ+2T8gmzZsmXLli3bx7AvQsjgC2Xr1Tri2XAHIAQSz7oYVZ8giycuLDFfLiPGQ5yJOHvIvhLzkcIWGuMbCVmG73MyjDQU/zcn4mGvt4MmtODFQohsigTrwkHg5P++ywOrhCfIBzRS1GpBWKMf9Av0yL/pvxYMmkisF5TG/eaX/j24FBJjRib02dlZtA9UQdwaAidCMU1JE0L29kLEXvg946bchJWgsrvXr8d4lHKPSA+0yoh1HnibSRFUsREQNf0/l/FbyviOE/nkIIkJ8sP4DipfNfGghEeB31MMRmKXoPNRIprUlvgzNhJSGKiqLWmYjC0eI/VaaVlsxkmLHrWazZi38Jj575AHV4nmkCp2hBdyywgciYiMovuuiOAcn5/Hd3Vfs5/HjsKHIiNNW3gvsA7CA+njOhMPyoHH6PGwdQadeL/NptUzvunETb7D/uHfENkQx2LsQ6JZ2oBpumqkHA864W09flKN/eP3q3dNz6Wtr1+vSIeDiYv6nFSofOn9ToXZzDap4rxXWfvsJ+aAvcC67C1XMTZBrvT33yNPow0uha8L+oVHMCSJhZ+AUfCNOT2TPpyPRvFd1i/92RdumRYae3p8vJOS+Dr2RUk7zJYtW7Zs2bJ9jpY9BInNp3N78FsPNgVV/NQK4xXPwFNn5XIS45R28+AgEN/5RXWqJFYVCB+ZVz/Jln4SVKSwlDj2Sp4F4uHEywlxMp/HSZ7TL2kunNxBOJxwtcwpJ17lGmisFVOJ436nEwiGGDexr2CgU0CKUqGI5PgpG4QfMsHeF0yL3tAG0EqKpBhrUOOpnMj5Dh4O7q0FmLRAU8Tk8Tj495vCMr8cjzdj6c/C+zAXvgafeDHoV5SsluJYXB8FprTsrz/n5Pw8YpaM/Vq8UHWJlas1hOkMGucZpyIeNPb7TpK5n0r6VFu4BJE+BcMfqV5B0KxAxhHTOcHzRAyW+G1asEd5Kjc9xn1VKlt4+0DEwoOI1Fq/H56B2PPJHg7vkn+X7ImYV0SNfO7g67CvMNrIGu1L2jPx/sPrVd8OblWI+/rd65FeffKkeq/hIRjIWuP9QZYBcXdSP9nDeNSIrcO5ec8zKW6/W3kI+vveh3KTZaSyyS1SAF00qe6eV8ZS+RykZWrZY7J69mXc4F6l5dnxPo6Ev4Mp878hnsVUoM1sg+7Vk4hnmfcz7+VBt7uTqoppmXfaFp6g5XKHT/I6lj0E2bJly5YtW7bsIUhtPl/YBw+fxIkfVAaCnPnpTBmeoLHLRHiF03I/yc03286PN9ucKiOvWuRN03ubbU6dxO81rgsSMNtlnJLzvC9s6ULy7JeClCMOLSidcyjjQJuWq1XoJIDUGUv6Q/aEltRtSFyX+5BXjldDORSqLTBIxHP4GWgRVICBjFsyd3v+LNU4YD0wd8T9lQeRtlVjuRioIaRnX8FET7+H5yR4EYJKFTnOkzxt5r8m/VT9hKbEL0H4O6JP4tVQgZp9j5HeYP/M54HoldcS4i6gTl9LPItMBYw2X08kZ812MyC4Dk8aCHu+XO5kpKhwE0bmQnjUpPR28HyQ8vU9qvdpyVybbTwDivCVS3Dmz4g4PkhRvh8eRsplC/se1v6ttyvGe2/YSzyh1eeX71ZFiZBmRiNlIFwKFTBLY+BmGxb9TRf6uv6ml0J3zwDPPXtxZh986+HWGA09S6vZoXiTywifewlhvzdz1pF4/lK8NLFGKTfvWRbXXACp7loyjWbDZhMXSfM1h/wznkJF7be8f/CjtjiZHgAAIABJREFUoghef1ugCT7Zy5eV5wSPmkoNr9brWMcYfxd497BPVB65KAprfeMb9kktewiyZcuWLVu2bNlDkFpZljadzUKRDERwIMhqLsz4dsKYjmI0flpESa8p8VY8ApzktWiPImGQwJ4UKiL+v0xizcT49iQGOJG4NLGulqAqEO9aYmKhMCbFXLSk85OXLwPRc6Il5jWSmG8gIwoH+YlfSxarKl7EoGGV0yf3OMwSBBoxYB8zkC6okXFSlT/GVL0woeQmxZDwAgUTONGUIA/+vmdqNIQNjSwwYx/yyrDsyTrw62FJj6W/Wg4aS5UKMZ51KJwSZTBjeFZAXTOKIfkzVXODcQlmf6+3yeDwdjNWtA2kT778jnw4Oe4+F6pkGGsYNUBi71JWeDybxTpg3pVDovyW5hUx43kSv00/2Ses7aYgwWmttpMJNJK8+WDNI+WMjDQFh7x/TfGEtIT3w1yg3PfGeRXP7w17EZ/v9F319MgzGLwteAjWCQpN28D47DvqRqX0bYpfuVpps71dNpi5vTi+CA8QmQt9L5SEOiC6BLx7Yejr3sTUa9XUrBYp2HX9YD+eRxEmPCHvyDrmXnjxUE9l3JptPALbJdxPTqt3ALwy1heeJfbXcrWKvcheO5T9HO9w4SA16vV4l3wSyx6CbNmyZcuWLVv2EKRWr9XsYDDYlEyFfY86lrDPOV0SK0vjtKrqRc0CEAEI6bHH6TjhKsM7tLv9ZAwjlTaAMPler9OJkyua6sq4VS36lcQAaQuIINCsI+DIYhCNgcukVGdbVADJ+ecaxoVTMs9Ygnz93g1hzXO6BiHwvQNBDGk5YeKRIKHIdffYHsgFUgQnehjP80l1gj9PSueabdQlA3XC88C7U93OFqtVxIZhWhNnBRlqHBsPwEA8J1xPTJk5i0Izvj6iZG/Cxia7AK/LWuKqt0QNMnQL0M7we6N5DwptCppFJ/7OWxVCPLjpGu3dttU8Vks8lbEGLbZcPx6Uc/a8embjuNoneITaeFbg4PjcKPMfL0hXFB67iTeoI56RunilomiRqG5GYS33ArIGUfZkj8PriBoXsPBPTmIOWFv4ZFRjn31yBCoXD5FqSagCIl7OUB99+KK6T70W9QMWXqxMeVB84gnS+YdzcOgFiihJHW1obf+ZodYBbXj8/KV96a3qHvAMuAd7j3UQNR7YD5LhQluviQ4B7w8to/6O70cyyWbTeSgR4p3j3areFi17jG5NUXdOybj6xCtD26JIlu/RfcnEmsznsUb424LXJbLK8EahfZEonn4atcLsIciWLVu2bNmyZQ9BavV63Q7292w0cvTlJ7ZgyzpCHgiK30dXfT6POHLk5KJiJidbDF1vEK/G/mC6Khu5FGRBHGqv04kTJyiLeBlogrgT3wVNYsTUYbCuhBnfkkwAVR1MnwkCQt0QxjamDPd5wgJP/82pmnjdwKujUUa54zHnwkszU29itVxFTDB+R2zcPyjjHHnkjmiaS+dGXIy3vqdqel1R3xtLXnqtVttRfQN1gHCYE36vWgeXfk/QJ3N829E464NaEKw72jidz2MujmQdazYBMW+qvd0uKuSHsSZ1PL70ZoXyUKCjlC1or9VpWa3h699BTG/fEc9kWzd+fF6NOZ4l+qv1A1jDoFZi0R3xUKnVarWYNzwaWh+EjJ2GcAiixoHfKzgSsi9CwZDaCKIgOlsuwwvD2gkPiCg0co/nUuY4VCdFVfSmey3e/lJV/njvsHq/MP6oE54+Pw2kjqcMb81csotAxAPhMeH9DN0OVxckQwBv0IVXNn3+YaX49/XvvG9mFZpnrVBpFk8S7UT5ldkMHtcIPc3K4CzRVtay1pLRuhNYrVYE2u6st3lPeCcjE0jexVrNUY2/I1SoPBI9D+a03WzGmrv0frIe9oS3xTMfvajmcJGsqU9i2UOQLVu2bNmyZcsegtRW67WdX4wCdWAgK+L3IAjyrInPdVutODVyD2LFNfk5/IR9qQeAgRw5TWq+OWhlX5TX5stlnJ41Jxl7wxFRVNbzEyXIEaQEKnnq6Iv+05Z9/z1twNPQs81JnmeAkJd4Mrzf+wfbKBK7vdw+5cI2bnU8zut64yAJbDF1xUaPTU8uJ5HvvKCSGlkUtNE/Q2ffxzZywCU+iQUaBd35Z01QR5pnzDj0xLugFfZAGaoB0JW8avgftHlfamKAUhfrtd2Wao94dFjfem+QIiiUNQk6QRODjJrrd6v4L3MEM/z5g+fRf1Ao84k3hjzz85fVen/0aPOd1EDXoLUL1DW9//fcA8Vccj2x4xR5M9bMb9Sgp1Ke8F3YT7pOlFsAZ+CevxfW4s2I2PudOzvV9y7E48faYs4ink02hSg+knWB9n/beTIdrybIPlsNXQdlXdr/8ze/sTUO6qXbF96Faotw/fGj6j2BRwB9k5lzcV68qHggeLGoaXDrrZvW3XNPkXuIppee4fCoUvN7+LRaD6zFmXjU4PN0JUOGTDD2w1z2GZ4l3lfpXg3lUR9b1ZJhH6i6LMYcqR4FHoeU52SWZPt0u+HhiXerZJeoSi4e1EG3a792/76ZZHN9XMsegmzZsmXLli1b9hCktlwu7cXpaZzgFDEQv9GYOyfDRr2+E7OMk5w86951V+2SeD0G0oMBTdyWOJTG9fYT5UJOpLQFhmrUueeZkT9cnUKP3vDqZR6PB7XdOalQ18VZ1QbidivJ009z/1sSywt9f8lVB4X2nBNQ+BEVpM+RlbYQa55Nq/7D9wiehKjPNZJ4nKr+kXdOzFDRdkM8LC89IwQGM6fynrD3sVSvYi2ZKRPir6L335SsCuKztAlvlOo74M1hnGkjz1uuVrGOz0RvAuTK+ma99EQ1j/6ylt+9d6e63tnlTVd9Q+nt+HGFvh48rrQXTi4uNtoEOsbCsbhKeQ/Ep4qPK0FtWjcAr1d4WjqdjffKx4N8e1XqVI6MMvhpGwjy9s1qH8GP4Ppr7rU6dS+I2QaZMh5aq2IlXpx0Ps02GRHsxeA7kPPv3jE4GfBp+Gz3O8HL4Z6MmdYdYa2F14pqmb5O8IY+l0yoS1EGjXdDf/Pum409o8u9So8+rNYMmjC0jfcf8Xcyn2gbSp4NydJg3YRuhXB46Gun3Y55b0psn5/z/ucZkSkk48Y7nHVGG+rCPcDr00myXLr8rRHPAM+aSXZSM8kyWItH+HUsewiyZcuWLVu2bNlDkNpyvbYX5+dxAiSHldMop1DQeU2028uy3NQ9kFx+ZaZjeCGWjtJA71S+4hTKvzm1PvWTMydokEav0wmUEDW+JUdZK+u1O9sKfeTkohbXP/Ba7I789rwq2tlpdVoHOaUaCiAxkMpsup3LT39gF9fqjtbcMzBFT/yiOlUz5qNEzcvs1boDZptc+m6rFWOoqmbk+nLaviqXmznlpE9sWfUdBnKaJx58mujwz0RZDAttC2o0iLeB+cZYm/Sz7c9mXE6kAmOjXo/2MAesTeKyrK228BUwkHIw4+FzNLazUUCjE0d9zUSvoCF7iHkLTXpVlJOcb/YiSOnEUSn6AlzHHmDuo/5CovAZev/ebjIzYn/7PVD+bIqSJXuVtQ4yhBmv+4j78Q54+PJlINRYa3jUQJ+iP9KQXPbw7jlSvnGj4gfB1o/9523Cw4b3Yr1cWc/j9zV/BvOPV1IzmfBSsH7wLDGe8CFYV4xLeEH8/RqZUi/P7fK8mscPnz/fujfrm32N5gPrhvnGwzoTXgNrlXFStcj+K1RKp1Itlnup1gmmtVxCO0WyNJh3qoUyjngoU4VBVV5kbNEdYD3XJQOm1WjscJ1ex7KHIFu2bNmyZcuWPQSprddru5xOd9AGp8+OnHQ5xaVqc8R8Q1Ne6h9w7gvWK8pqfi/Y0md+oh0Kg/+25EwrX2CxXNqF6KLfdhY4sWEQHaz7+Pes+t6l5wuDbEDx4eXobFe9YzxSRUBy+y/85P/Y82QZq5tHVdyZbAEqrV0cV89+5LXCVdMd07rgjDexZcY9jakVMhfMH/N7ISxrkBKogmpmWm885hI2uujyNxuNDVcA1OHtjFrpIBy/B5yAfWLKEltmbul/cApQ0/TryLEvy9Lqki2hudiMGe0PRrNUkgTxhUfAdRpAny+eHm+NE2t1fzAIRj52AtLDs+NrtCtonP2xEsZ2KbwP1sWFPwcvkCLqVrMZ830iGR2xzgVNRtxW9QhENXAtcwCCDqVCf+7x+XmgS4zfBQdGKqvSj6ZkOATPyffq0HX1QynU9+OzDyrVvINlhbQbjUbAwvAQ+SfvPxA/xpgH54KsJtmreBRCOU+0WCJTZr0O7xXvOXgNPdcZQVcEzhHZRXziUWQO2BfMQVSD9b7Aa3jDKxWSpdBqNGK97onHjz332N9Nyrlg7eLdY6+3qJlxBdco9By8TU+dq2S2GVMq7TIXeEzu+P7W+hqf1LKHIFu2bNmyZcuWPQSpdVot++q9e3E6bXnVqrkjZ81XxtK66sqO7ojmelvi0YFW/TTNCXci8TqtgdAT3XnQ2uV6Hd9R5Mt3aRv9JDeZWBan8A8+qOqA959VJ1bNU58LO3vgMcdWs7lBsFKd7I0Oz/J+eY7y5Lw6HZMXzGl5LnXNQztBmN9aqfChn+IXq5Vd82df9/jj0O+l3hXuzdgGuxp2MRoQzqZfL7frTGCqJd6o1eKkzz3B+5z0QX4HoAuff5BMKDZSQQ+ms8w1SEERZrPRCI8F6zhFaGa7ng9FGyjU0ea1e3XwDMAdQLeCOUrz9pnHhngnoo6AZB2ohgY54V1UFz0eixdjLnuUceSTLJR+pxP9Zk8SI2asycKYUZNAOAPsq0up2En2ylhi6KGehwZ+rxf9C8a+qKOCDBWNMq/omeAJWroGAPsKHsP5iwpZvjyrPtF/2Lu2Z33P8HkTdVX30rGHmTPeKx3hlmhFUox+wm9gruFNPHMkXK/VdvbvVWsR7Q/Gnv3A+JBloFUAo5qmr2HeCTfdQ8B+Wq5W4Z1Tz1jMlew9bSuepNYVehVRE0F4UJFJNBjscAh4x5A9NBRPUfwdWS5zlkG2bNmyZcuW7dNZ9hAkVisK67ZacUKEdQyrHAQNAlAd7UGnE6fCrpwOORVy0lsKgqPO/Z5f98QRLtUQiWcu0Kyn6p8gxledthvk2Pon8fuDmxVibrtmPWhifF6dWNHNB/GBYhmHmaCZD5whPJvPQ2mLuDvtJKMBVDk53faIaH45KI25UFY1p+5rV6jwXU4mgT5BLJzoQd/KguZ0Tjz/YN+V2ZxTgQflZLSttw8iJKsA7kav3Q4UQFwRVNVNco/Ntk/6Zrs8BsYcD0rcx/vdFpY+HIV2r22NpWtB+BoCoZE3zhi/dfNmdU88Kf5M0Nj+3qurR2JLWaOM8/XhMFAm88q6jvxwibeXvh5mEt+/CgUpWouqo5J1cbC3F2sy8uUduV7IvmYdaB2FunAxmMuaZPlM5Nm0fZzwWxhr3h83fH2zJpUrw5gyjg+do8M6ORhW48kcsbdp48uXVdZKb9i39l5761pUJGteYTBqMlAPQGLjzD7zrt5QzfhQPZB6rbbJGvJrWZNY3zULrh/ub/UjsotE14I9mGqjmO2qBvJc+rRcr2Mfw2PifYDCK7oLkaUCn0l0KxriDaZvl3g5fFwZD7gby/U63gc1GTtVLlT+gXKtXteyhyBbtmzZsmXLlj0EqZVWnc5mwoSOuKewjjm9c4I+vriI+CponJio5r9yOm4LozV0rQXxgs44EcI2nUuMsZnEaUP1zZ8J+tJ65RPXDR97RgD6AsRUn0sOPCf+BdrtoNOE6Q0y4+R67v08uCLeGLm8ogYJAtAqgSAC+v2qiov0mRP/C8kHjtgdcyXsZ7ImqBcPyqJuPNdxiu8LcsDLczAYxDrgGcz/C1F10zXGXEYc3tuq1TAnsI+9b+Rrsz5mJ+eRT87P0NxnnqkLgEcg1NvEi8E4LGUcxpPq+8zlgeR+v7y42KAhvzf9wXNCzQGyMG5Q1949CKCt4PN4W0t/BnNAbFi1JxaJx6HjnrLBYXXvmw6P4LM8flqh7m98+GHVNn+m5p0Pr8hxZ7/hBWDceTd02u2Nx1CRKkqVPieqXxEaAN5f0Oav379vZmbf+9ZbZmZ2715VL4Dsg/60auux84KePXxuPa9OCGcqKgOi9SDqqMq54d91GRfWLvcLlUmtkZAovyr3Jd5hXqmUAiQ14c5o/RY8lGN5l98SHRj1VsyXy/gZGQihqirvmuB3ocvh99ZquK96J6Wf6mkdTaex59gfXf9ciscMi7ozp6exVj6JZQ9BtmzZsmXLli17CFIbTaf2f3396xErIm8fxES8TnkAaVy4IWzvOEWKNoDqw8eJsLutegbrXnOkMeKewULvdndOpCDA0I13ZHf6rEL+Z+eXW23j9EluMKfSiZxK6xIrTWPwTTmJg5Y5sWuubnAphBPBqVtz4k+TXG6zjZdmX9FJWW68FN6fjjD7QRXEBiP319Xdxq5Bz1iHloDMCQz4MokR86n90fzzuegPKJ+Bz64o8YGUTnwc+D066szlbLkMdrcqmUWGAvfy61RJjbgtrPTu0D0nzmwfuK4FbWAdMl5n43G0AYRLf/EI4FnaY058jkKbHn6H6McrKlIlRFBrykond33vyOtDCFJGI4P1wV7E2BdaiTK0RaQ+xUDUJKfT6cbLRH0ENOnZgz5eeAIYH949fA/1O7g1PCuyDXyOIrvAvV8nx2f2jfcfVNcKC/5SqvKpPgXrpiXvOhA0c40WxLEjYF0f9UYjxoj5HSXZIGZmdeccMS6h1yDjFyhe3oFY6c9Wz0At8XpEBph4aaaiErjDOZJKim3hcuFpoe1ajwTrdzqb9Sr6I9xTdUf6eNT29+2bjx69su8fx7KHIFu2bNmyZcuWPQSp1YrCuu22PXDGLvrxik4iQ0Di2sNeL07PIJaenEgn/vOb5Ob6SY+TLx6Cw9uVl+LGvarSIHHr0WmF5o9Pzrbuf5Lo5Yf+NwxlYtrOKh9KXfuVsJ9Vc7wlMTLudyE58ngibh8dRX+nwrB+IXwEUAjtJ9ddxwfEdyGV0zSOz7+bCRJdSvv3JMbHvZU9j4dgKp6RbR/NZjxqrAt/zh3PMliu18Fcf+L9p/Z5W076eD5ue/wShAD6ml+RpUI+Pl4O7jdN1iGoYyzx+qtUHvEIwWje0aGg8qQjbTxPZK+glseaXi1XNsHbcuLr+Hk1HqBT5hFURq2OUrIQ0JQ49T6wLkCjbVnDxKlBomVZBn9jKpwJMmHQ+L/7VhWHPzqqnnl8XH3vXJQfMfYTnqng9IhGxGgyiflkHuk3KFJ5KayPprDO8U6FMiFZTXizTisP0q1bVZVVvDvtXjvmFVY9/UIDASRPlk5f1xgaD+LVaIlnCc8r6JY5Wa/XOzFxsoaikqqogKLYikVWkT8bz6FykM78Hcj4vulVZ9FkabdasQ549qV4GPFKRHaB9/PY32Fnfj1aB7x34Ef1xEMSHCbemYvFZl2I9gNtQk+DeWaP9jqdHe/s61g+ECTWrNft9uFhLHxcRrg860Jc4g9gT16U6f8zgVrWVEU/mHjc0xQlaTS9YEZzu2ypChhB4KrVavEHi/Zq6go/VwEdLevMdaRdqltWhWvmCfFJXeT8kaHfvNBwdfIHkpcJ/Tr1Z2sYZMd1Lmk6QeZMwji40ZlfXHVRotrlUfmDXna2C/GoTGyECiBT4u70+7E++p1OhBF4aQQZTsrakm4WKVu4ZUXIhz983AcS3VAOO9MkhZKXzETCV1GcCnlfJFgJd/k9OMzxPf4YKQlz3w8Evb3tNU8pXrPNOiadrCl/EBlrFW+5yvgjy0tYSbjPT7bFtYb9foxtkC0pcuXj8J4fCCDkHdyq+nXtjeqP0bmXMSYNVQl/LUlnxSJcmAAIDmNKyOSPEZK7Wi6asGZXCHz8wQhxJfrm+7Iz2BwI6N8eawrxM0ntY03q2EY6JYdz76cKpDXkfZQe5kk7veqP2Vj2HsZhgz3LH1XuF1LW3jfG/q4fBLS082w+34Sj/Bkhky5phvSD/QLQ4DBC2i1rkjb15L3KmodIfqPfj34y/1HGG4E2DrayP7qt1o408utYDhlky5YtW7Zs2bKHILV1Wdp0Pg9ExCkd9y2EjqtKq3ZbrSAHcuKHSHMuaVJ3/IR6784tM9sUDML9+vRxFbZYP3x1YR5OjJyQ4wSdpPxpWl0I8CByBLkJwhplXEVgBcSAmy3kcKX/tO1yPN4p/NISxEvbGMuWpGkq4l8IUYuTPe7HtrSdE/bLs7PoJ+fmONmTwtjdJv+MPP0S5LM32Hbvgyij6Imf4l86IlDxnEa9vimH7T/DHbspONXYuhfX65oDydD2ux6WUFc76w2EMZpOdwSYgtgIifIKudcId/n4sB7wZtx8qxIy6h9svFRmG9Lqiw+rtfydh48DfYXkshCzCGNoKttOmhXlsAkN+c+VfEtbmpISttfr7aSusr4Zu+dPXnobXT574C7uJcIz7rUhJOLEvYkT+ZRUxh5NPW3avxD1gcBJ+i1lrd3DhHse7yVr8vfcvRv9M9t4LwlZPXTxMMIiAy9tbmY29JAZawb3e188oCDbqZDpMPVEKrmU+4Kc37h+fWdtIm0eBdgE+Xc67hFBTE2LGonnjfHcSTWWokDjxEOg3+F9h+ufMA7jwb/3QsBrb2t8EFsKD66EmtLCX3ghdA+yT2rS7gfPqqJVw15vR9ztdSx7CLJly5YtW7Zs2UOQWrPRsDeOjuyakKw4TeIx4GSnaKTdalnXU5d6UrDiOYUwRP6T1CZSn/ZrLs3p8csnD56amdn9J0+q67wNKt2ZSsGCovlUoRBKziJqQ+wKiV7IVCAeTu094RiAEJqCakfT6SZFB5TtbSCurmk/msKJpyXSxCA4XSECEgIl/lxiqMPBINCopk1NkhN5+nONN8KUCFQKmVIki0PABz6I//xwb8/uOgkOz5AKpnDvYyFX0oYTOfVfd3Q+llQxkCB9hZwFsjLbRWygyyOJ42oMPEhk/qz9G/tbn6zl8ZkXObpfrd33Hz+JNvJMyoQPRao4ELOI+IB0e+IZAt1fqtQt6WqQ0qQ4UL/ftX6Cjs3MeudVW/YuqjUFsvv6179dPSvxBJptJMDbjlYX88VWHwYiGsT+SFPr6I9KNnOtkmh5Bx0IKTVIvIhvybh9z717VRspvDT2dMZrQ+vvO2nUOR+t9rZoFF4b3RfhIRReA3uRcVKiNV4dPBEno1F4vN6+VXlMQy68s+1lYf1ouiZ7kfWvQl6ME7LzpERCSo0CRqvVJhVcijgF50b2IvsC5K9t058zDuz1kHDGs2ibfcE6R7IesvUBXJBE5MrMbCzr5XXtM/EQFEXxY0VR/ExRFL9UFMV5URRlURQ//12+8yNFUfzloiiOi6IYF0Xxa0VR/OtFUdQ/4jv/SFEUv1gUxVlRFJdFUfyfRVH88c+iD9myZcuWLdvvZvusPAQ/aWa/18wuzexDM/vqR11cFMU/bmb/k5lNzewXzOzYzP5RM/vPzOzvNrM/9orv/Ekz+xkze2lmP29mczP7MTP7s0VR/B1lWf5bn0VH1uv1zolNswiWwgjmVF+Y2WzqYiReIrfln8r+BvGSqsU9WpHytF3eEiO2NJJUQWQ2l6vVJqYvJWBVchPUzgn2xFOTaBOegv2DDbo0S8rbinAHKVG9TidO/JQ9xsKTIcVI9kWQCPTAOFEYBMTLyRibSCYAyKo2nQbfAGsKj4ET+75kjYA6nnvcdZykMpptENAtH3uVq+Y+9UY95H41Tq9pUT2JOzO/XB/FnhythbQp0tCO8vdeka44F3Y0a1LXmJbLDm6JXxcFVvarT2RlWTcXnlL4rQ8fVs9LPGjhhSHLRjxBIerjzx6IpLeWQ94X+WXl9UwFUZIp8caNIxs45wEp77mz7V88qjgPpFW2x1Ubv+2CLw98PTz2NL03vRgUqF3X1YWUZF4l75eWjP004QKl47MQ7lDwfCR757cfVmN+x9Py3n3jDTOzkCduFi4V7R6CF49e2ND7DVOfNUc/epKyOZIMBt4zrHsjXVXLZZOuiqCT/7zf6cS+5h54MLBIo5TS0iB9Ci2BlFUKmjWOh3UgaJ13YJFkJe28N4TvorwmLe6E1YRTxP570/k/8B7SYkfstalwj4LrgMAd3s9E2O3TFDj6rDgEP2FmXzGzoZn9qx91YVEUQzP7b81sZWZ/X1mW/0JZln/KzH7QzH7ZzH6sKIofl++8Y2b/iVUHh99fluW/VpblT5jZD5jZt8zs3yyK4g9+Rn3Jli1btmzZftfZZ+IhKMvyf+P/v1u+sFWo/oaZ/fdlWf6N5B7Toih+0sz+qlWHij+XfOefN7O2mf10WZb3k++cFEXxH5vZz5rZv2LVgeIT23K1sudnZ4H0+lK0RPNnsTQDgNP/ocfh2l2PBde2hXqQmv3WB9WJHt0BRF1gNh+5QJEWSOGE3BA02qjXo30ql6xMZk7LDWWo+0n1IOLwzlvwMsmIgpBBMRdGbPoMeAqMUcTlQQvy3UATggQZ+5rESpXhjDEetVotTtMws1UGVovQMA7aF2ZdWekIrJAx0PPceuZ8PpkHEgmk4/3mHlFiV0rq8tkWJM24Mn60IYonsU5o6+Vl9Av+AbyCoZTWVeGtG4fVmoRlD6Ufr8fkwsvjOrv+8QcVZ2AtTO/JdBprkqJFyktZS3xWyx5HsZvE62CWICcpXUsuOIgLr9gHT57Z8Mj5Op6TP7zuBcXcczD2fh0/qu6F/DbrBjGgkC73NneStZf+m4wK+jhfLjeeMCmcFBwIWOZ4vtwzhC4B+wH+x9fefrtqGwWlnFuB9w7PAWt0OV/aw4cVQz0KS8HDEa2Ttnj12sItITsjZNgTL53ZZu3zPRB4r9uN+VSRtMgmopS0cG8G7p3TdU8bO5IpwPqj0BJtRw+l1WjEXtSsEzX1pHSEz0Fb2KPshxBmQgMBfQMKFy2gL6ylAAAgAElEQVSXMa9DkbZnXkN3QQTL1qvVzt+n17HPI8vgR/3zf3nF7/6amY3N7EeKokj9NR/1nb8i12TLli1btmzZXtM+jyyD7/HPb+gvyrJcFkXxHTP7PjN7z8x+62N853FRFCMze7Moil5ZluOPenhRFL9yxa++2qjX7cb+fqCL7zx9ynfMbIMMiL0SOyZ+WSuKQGTvP66+GyU+/btIZHIi5fT92E/pDeccwNxGFQ01MdTRHtyv4pmPPZ4fKljt9kaC1T9V7lY9CLUrTrQj2MNXxMYwjQuPptM4yV4HCXr/p8KwRd6Un4+Ri/aTbyiRiWIf6Iv4m6oHghz3+/1AhTCK415+Df1DaTDY4PAXUJsUzwLIL/QMOhuJXjOz43PXoLi83GE9q8ohn/jXQJ9Rktl/XkocMtAIcU2JoadoR+PxjF14hnxOuHco0nl/ytX2/OMRgF0/OvVcd5f+Bs2mud4DlW8l1uvXqieItpF/r/FR9ZiBQgtBWHAN8I406vXI4GFM8QyEkidcId+Tb9+uJIxrje2xH408b98R8Vhkc1XJkrlpNRobRUqZ//DwcE8KZUkGEeOougXhoaMIkF9fv1lJocP/SA0PCPuY+Yv3iRTWWSaINr1uLVyrrvAdogQ1BdlsV2clWP8+VlrMB+N69n94KaQE/Er2OPdH5r2WeC55P6C/QH/Wwl/AlLcCz0uVbceSSbTydRJZPUn5bCTuB6rg6T+HM9bBi52Unv8YXvor7fPwEOz759kVv+fnB5/gO/tX/D5btmzZsmXL9hH2RdQhiLTN34nvlGX5Q6+8QVH8ynq9/n3j2SxOi5zsYGz3hW3L6ZzYutnm5E7sDhUrtOZvXa8QPyf0Q//epRctwgNgfiql0M7SNQFGZ9UJmFN2nAyTEsV4HfR0HPFYf+Za9BSiiIn3k+uJLarCHd/jhMyp1Ww3h50TOagUNj2M4+BtEFcUhjIne5AiJ2YttHRdyr8Out1ASytBHQvJwmA+yTbg3qC0tXAJMJBhR3QryENfLJexDlgXtCGKG0mJ6VB2FFVM9SwwVw1hq08EWc+WSysklquxcI3Hsw8eOnKEU3LtWjXG1CZYupocdTg0g4Q4/mq9DoQDcldGPm1STgnWlNhpx8dxX/g+qnMB54Tx3ut243e//huV4xFE/Jbnwr/5tjP0h16K9uBNMzObeyYRe/b0bDuXXbM2goUv3p7xbBbtoZ/q+Yp94/08cK8NnAHmiP3CemgnDH6zzRrFa8V7pdluBtdFdTpa8m5BiTO8XVI2m/VOnY374mFV79hNMguKYpOxJaqZ1KCIMr+qhUJhJcku4hm3XP8Djo2iec3E6rZam32P18mvaTBHUqhONR+YM/Q9UGbUPYztiebAZD7f9MOvCXVZ1GD9969SJVT+1evY5+Eh+G5ofijXvc53zj9Fu7Jly5YtW7bftfZ5eAh+28x+v1Vpilvx/KIoGmb2rpktzezb8p3r/p1flu+8YWZ9M/vwu/EHvpvNl0t78Px5nAApXwtHYC25q5zi0jgX/w/PgO+gbvfsZXXiveY526i7UTEt6gE82K4wSAWt0G5P4pBmm1P6dLWK7xAfU5U3Zfgr+3mRsKDTZwWbWnTisVFyEm5L/jRlbFGoa5IL76djTs+cfE8lZkyckieCCDUmHXUEEtY5p2viilGVEbY0DF5BSIwj49EXxm+gC+8348X3xkkGxEDjkXgpRIdAVQ4xrbgW6oEyZ/AZBuLV6nc6m0wEUDnoytuvpaSV0Q0XA1Z+xH0vPZsFFOoeJVQZv++dd6o2t5u29oqS47HXf/Br+6LtoPwNnq2I/6YjQNb6UtAsCJL7LZL7Rjls9AO83+y12oPq3/feu1Nd5zyebrPqP9wK1gNzSgyeNvL+IKYc3opEc4K56AtaHPt3uEfq+TLbLUkeXgr0PVxD5Oim65RQRv3C9fcXq6jyiWdMdUsWssamkvnRkf2zFo4S990X3Qv6P5vPd6oYgrpZQ/SXNUrWBP2lHPa7zvOIrALVfhDV1agEm7zLQm/mCqSt7z2yEbTK4Ej3D+We/f547y4lC2y+Wm3KxftaxIvAPoi6Er7n6gn3Zv23WJbB/+qf/9ArfveHzaxnZn+9LMt0ND/qO39ErsmWLVu2bNmyvaZ9Hh6CP29mP21mP14Uxc+gRVAURcfM/iO/5r+U7/ycmf3bZvYni6L4ObQIiqI4NLN/x6/5rz5tw+q1mh0OBoE2Q4GOk6yoRoVim+f0dvqdOJkenlan4qcSA4PJzWmQnH4YznB/YWyDtjAUvboJujDbrjymKJuqdKgG7miMk+ONtwGVLJTqRLmPGCExREWj14bDOMlquzW+BTKg/XviWQEB1SVeqXXhNTOA7y+Wyx1eR01Qp2qWL4S5TNv7CSfAbIOAtK0aQx9Np1fzOgQJMzddv+5c9OOJifLvyNZobitigpjpYzOpuIhni5hoWzwG9If2R/0N//0BnpWe53iTO+8cgr/ze75iZhu1TVj69UZto4Gx8Brxk2ptzmeOjtxTFlUfZZ5Bzm+/UcX5lS1PXL+48Ni6eKBaSfZG6A84ip6OQfbzrfH41jc+MDOza/vVOkDrHy4Bc4SBzs99vMm6uOFzR3x/NJmE54w92hIvVeTRw5kQTkVobAgaDTVS5wq0e84XaW97M2bjWfAJyHzidzrvkfFDZowotYbXy39/JHU08AZiqQduXxRNd/RJvKIkfBWQLO+mUAcVroD53JzK+ODNDO5F4j2M+iCSdTSWLCXe/w3JBHjs73z2/G2fd+XDwANRNcJhtxt7kLW1L/s56mqIfslitdrxVLyOfSYHgqIo/qiZ/VH/523//INFUfxZ//8XSAuXZXleFMW/ZNXB4BeLovhzVikQ/mNWpRf+eavkjMPKsvxOURR/ysz+tJn9jaIofsE20sVvmtl/WpblpxIlypYtW7Zs2X4322flIfhBM9MiQ+/5f2Zm75tZ1Booy/IvFEXx95rZv2tm/6SZdczsm2b2b5jZny5fkfBeluXPFEVx3+/zz1p1SPxNM/vJsiz/u8+iE2VZ2mQ+DxQKktLqXMRWQZywkvvDfjCSqQMACnn/w8fVPcjZ9dN2xN39lE598tYtj8s5GnlxcrZ1PadKTtCgkrLZDMU8rZSGcXIFAVMvQBX6OPly776grWfef54Tccz1eiceHXnUgk4bycl269mCPvj3XDgJxHsVYWPddjvay8n5zNvAJwgI5AYKB9nQf/rA9QuJeyoaNUfv55NJjC1n965wCiJ3WRQd69L2YIB7W6kpPxGWtaL8stXaaKkLzwKPB3PAsyOP3NsKYj57Xo09a5NYOpr41PGYjas2PXhQKRcen59v8sOlvrvajh48qokg6fY2Ylwvt/UZdA/AFKeuwHq9tneve0bK4SB+ZmZ26bUYnj2psiuOHfFRwwP0Hd4r/+TeKH0eOqoD5ZNpcp5wVILj4WuH9U1mz/te5574+1rQZmj0++/3+l4TxD0n9aZ7+1wzgnEC5S+bKzu/2M5cWgq/JXRLyARBA8PXFl4uYuJwaugbc3wMN0k0Q4a9XqgXqmIhMXQ4A3V5L9B/3mnPxQvImr1KfZR9s/K93m21IgtEvY5af4R7Mr97UlcDq4lXcCH9Dw+BX7/X7cb7MSrsyvhE+/HqwSlrNl8rPU/ts5Iu/ikz+6nX/M7/YWb/8Gt+5y+a2V98ne9ky5YtW7Zs2b67fRF1CD43W65W9uL83L7hFcMOhMmOgQxAZ6EBfn9pd9+oKp+BOjp71SkZNvQTKgX6dzjNccIDXfH9w1sVjwFEhKeB/Nx9P9lyGu80m3HiXEo+baBoYdiC2kDEGCdgUHhJHrvkRB9ITvRsPo/v0j9qN5z4ST8UBWH9akVJfwZjD7KG0fvNx9U4EAO85cjxVczgiIn6vYkX1qQNqpOv+cJ4Bl44CgF9KLtalSDLstyqppb+jrYwlswJ46cI+ipFN57JeDGX3O/k8jIU+VAgbFC7QeohhKKcVHVD0X12vK0Xz37oTLeVL0Ev9NVsg9RnUj8hMj38nnuiK6AIUJULm8IRYFzg0aAxAJKeLhY2cc4D1Q7x0vHv4V7VBtTvtFpkS/QbMJAl3h3VH1gn2TtcSzsZO/Ys7yDY9qwXVegMj1zdPW5wMVy35Pxy2wuQaonAc2JvqXdPc/fZL+2Ej2FmtvK115R10RVF0LGg2vefPQukfui8A7gwDfHO4WVh3JTHE9oxwg/SWhdqqJhOms0dFVC+G3oKwhHS/kZ9gYTXldpEvBbBWfC5OanXgzPAesAbzXeVS9KWf39S+zyyDLJly5YtW7ZsXzDLHoLEilrNuq2WveucgIGoYkU8UlAZNp7N7PHTilF8y0+/6AxgnPgx8ks54V2cuc516Ki7WpjrxXdFsxzEdeInx9liEadm8lv5DlkGkdtPjCz5rtkGPXC6hiMRGgl+Sp9LDn2KlDVO2BS0wKl4JR4BzSpQPQJ+/5W7d7fuHzngxNCT+gugZjwZetLntK1xuciA8J/jGeDn9AnEQ94xCIo+jabTuDfxeOLLIGE4BCBgctlDQ0HqDzx1DgXxShjLqvBIrL5Zr9tMOALtK9A0/SLLZn/o68YrcBK3n0wc2XjbQXlwbegLtUGW63Uw2cnJZgdN/Nlv3qi09q8fVh4f2PHEvuElgK5e+DiwFonFgxjxzOCBGiUaAR8+qdbUy+PqHsqhAKWRCcQ9yBpgbpqyjo7cW0WWTpnMgdmuEqBZgib59P7wvoDncybaIB3V33D1SHPAiMeANmqm0Gw+38n8YW+GBwS+j7c79DpoOxoY3lY4OKyLU39W5N37+uBdsFit4hqMsWsK10j3KD/fk/oivC+Woj9Q+PdSZUKzDdqfJlkGwS+QyouqV8JYPvG1OJHsrL5kafFeoOLnLV9f9PnZ2ZmN3JPMvOLh4l2252ss1XIwq/bw32pKhdmyZcuWLVu2L5hlD0FipSPboeTVc0ojtqQxeqxZr8fpt3xWoaLbNyu1w/2b1an5+5yJTb40DG10CKCaHr+sTpsfPn9eXSc1s2kLaGSY5P1z+j3zuBgn3lDCktgu/WugSOYn2Z7/PjwLxNZFyU5jZPPlMpC6nsRpN8iHdtc0Hi3a7sp8rkmcX6v7Ef8e9HqBFvBsXFUxjf6F5gEsajQE5JlRzY48bL8f6K6fKETSf074qne/EBY9aEsV6EBlIGytLxEqkrZtjXrdSqpfEuNG84AYuM9zVMoT1BZeKdjokhmi+hcgFbwXh3t7O/r4rGeQPPFsxvi21/5od6qxxGNWTjxPX5Ah4wXaqqk3KGGEg9jV24DxnaOjau/ecV7P9euV5+TcvXmRKSIKn6E94uN4KGqDnXZ7k12C4qAw2OfifWFNdl/h8TBLctnX255I1efnOdeGw+CbMG9PfA5Apfy8K4qMNfE0Rm4/FRjhB/n36uh5SKXLXrsdHBq8ElN5p7T9931h2/NMshDG3vaodSH1B5irjvA/Uu2F8DrIXtV9P5fsCzwFwZmQ/YE3j3WHkXn1wt/XF+NxvO9WyRiZbTyLsUd9bl5V0+CTWPYQZMuWLVu2bNmyhyC19Xptk/k89NU5jYeGu5z8lIW6LstApk/8xMp3yNkmJjo8qk7LsIBXXs2Q6/ac4XwEH8BPn6rlrmitXqvFKS9y/VHDo5/eXk7Hqip4luTPm+1mKWgFNs2RrScsWT7nEhuNfGLiqsTb8bBIvn0p8UutuAhLWHW8Ty8uNmxoUDlxWIl9gnhURz/qwPspnfg+HoOeagpIPYt+UnFxKnH2lXg+NOtEMx5Ug2wtjHDmEnQ7S7gckcHgzyY7RtnRzAljDPq6UEU+/556cUB3VIOL/P5EF4N+Uy/klo8ha+0Dr5T32PkHA2Gw00bmIOLZ4vVSZAjiupxMdvqNJ+yZo8zf/KBSKPw+1EcPh1v35v1wLsz3iaB12hCeqCT7BE7IQr4T4yQeQfqJBggZEIwje55xZO0q8iO/f12W4W2IkrFSy4N+otjZk/fgQvZL1G8RRr9mLdCXxXJpl8TdpdZH7HdZk6ghRsVZKjDKuuc+bYn/02bWdNQKKcsN7wZOFO8mbyPzGGvR24QiIZ4FfV8GJ0nuk767zcyuD4cb9UN4KMK1Wsh7UjNaPqllD0G2bNmyZcuWLXsIUuu2Wva1t96KuBQ58yAdTsaqGhe60vV6aHK3HAU8cKWx+08qtTZO8lq9jXsdeq15cqGvr6t/06aReB4wUNlqvY6Yd/ozs81JlvaDeNcSdwXJ6ekUtM6ziccSj0vj+cF58M842fu/HzmLtuVIZSlo6kj0FVaCPrUmgGZW8PP9Xi88AHXpJ2MfKoISIwQ5Rdv95/SXf2OhOy+o9fj8fCf/+VVjZrbxoGjNBmU+8/OheAQ09hq6BIdDW7oXikqD8DwUsawlQyRipsJ874uexdiv55lo2cM56bZam7g9z/RnEce+5tkF97xWAfUCNGc7tDFEfwGEvMJz5PtFdQtu7O/bl+5UVQwHw6o/MPSJ9b/ve/abrkuy554D5obxAY3iKVAvllYDTKuNapwZYz3A4O/CHZB9H9oZ/u9g5wv/hfupYt/z8/OoSUI7iVPTPypHTuR9oOuiJ/oeU6kwqXu2noyPZhGo/sS3Hz0ys82614qD9J+MH2X6r6Xf2Fg8rVy/1T+p8sgehfeDB/Kq9wKmXIQlexrlU6qqdjpxrXpjVCOCZy3JuhB+wuta9hBky5YtW7Zs2bKHILWokZ6o/pntMjg7ckrH9vt96/WciT3f1twn1oc2OSe9fVHU4nS97/FKaiG8c6eqGbV/Wl3PSV8RQL/T2a1mKPGyUOgDTYFGhB0ddcv9UxEhaOSBxzMZp2a9HhoObckWQN0RlvyLK5AeJ2JQLPcBdcPz0EprnJCvOzrttFqbOD1xWuEZaNy2rQxkb0vohft4gM4V+XD/NCsBFFATJKT50oGmhDuhtQmYGzwia/HIoB2x51ktnX5nU0HPK2kun23HLmveRtXkZ431hB3OZ4s16+Nx2/ULQN5ocZRlGVwZVAKZf41DNzu+burbmIU+RMVAFDGlJkTEoKUKHndrNhoxdmQwtDvVfB/s723dE92BQN9kBEgGSFc8ATtVMZmjBGFzLWsF07gzc3AhsWJVrNMsHCzeF9RAYe+vVrGXeGb7ivfeVbojA7J4fL2Q6x9qg76nGW/awpruJYhYPWN14RQEZ4oKhILwI8sGrxV8H1WXlGwmKr52ms0d7wTG+mYfELcPfRZ/Fp4i+q+1DUDzmnEUXqyiiHlXLsg1eecw5i8TDpVmUb2OZQ9BtmzZsmXLli17CFJbrtd2fHGx4QSIvnqc7CWew2nt5fn5DoIBVcPsVh1sdOXxOhBbPXmwHTMLxIxKoGjc12A4T6eBApRhHWxWv+dCGMwY/ea6q/LSOQG/4UpbtO1yOg2vRCFxZc3BvSYVBbFAnzJeK0Fj2mbVxK83Glcy0Tl9g1iCI8H4+DgGL8Gffd3ZxCCFyMMWr0WahdJPYpOpzQWFEb+lH8wzyK8t40EONLFy1h2I8uXTiquxLkvrOhIuatuZC6xNkA5jz7gRU4c9Tf9Z2xH39QwZ6m4Eo/9l1baX5+dRCW8te4drmRPGdjjw8eht6xAwV+TI44HDo8T6m0lslfsuV6vITDkVhEzVSvRI4P2QZw5/gWcxN6xlfRbsfPpMXY8nFxcx1uEpZP6kbgI/V/Z9U9YBMfSWoFuMuWJNt+r18J6E7oDUNNCaFVq7g9/D+2FOu7LmeX8GX8rXVafV2vCxxPt0VTXMlXjrWIvsD4xxwUtzLloBHeFFlWW5qfcg77+13NNEj4Z+6ztNvVWsXXgOU8nmKIpiR8G17m3iO3V5XzKWtaL4VDyCfCBIrFYU1QsVOWB/2bAgcIVqIR7SldrNZixgJgX3456/2C4ut1O4WNDhpvbPc18IuCtDgpXiHVL8JU2ZiwMBG9Pv2UKmUw4ATUnhUTJZSJmKLHBd3Hv7SbnXkBL2Fw8vTw4R/HHpiOsXCVN+TpsYJ8iYjL2GTjDGYDmdxjhcVTqVwxgvjWdSQIQ5UcGqOCjKSzrEX5IDGGPEH5V1EuJJx1BTlfTQVspLFfnTjkv+hsStPyfKTk+nQXi9fuDiRy5JzNiS4qeHrnAvy8FwKq5P2ng2Pt+630MnkNaKIkJFeyJEw4tv4uuE/fHcQ24aUtEDE6EH3LyaOscLlDltNRo7ZZ3DxS+HEtYq17MOCKlwcOTAqcQv1oUebher1eaPgRDUIFlyL8ZjIgcFle4eeBsHkvqGa/lSxIMOB4MADuc+N0hNX1XMJ1I6vb8q1FO/Yl8wbrSRuTq+vAzynIYrFFiwhycS/juUFFLmggPCDgkbACXFkRr1ehze9d2Mqbx0HE7kIKhAUkMQHelzhBzX682BSMSzmMfYPxLeGM/+P/bePdi27CrvG3Pt5znnnnv79kPdaknQCINVAYMKYhOBDUSuJKbKxrIDAfOIcGIbUzZGBNkpJ+Co4kpsCkJiGxISQyFiSMCQslx2CUIqSAIXIQFhIMROZCEJ0U2/bt/Hee33nvnjzG/seX5rr3vPufeIbtTjq7q179l7r7XmmmuutcfjG9+YdZIaz4NIGQQCgUAgEIgIAdGktCGNSMgFZCJ5J32EhGrJSXk+w52z4ffB8KxXKqtQFq+2k1fyhtectlOWRCUlfocIJU6mU3uxeEvyHq+hqVFN/qvHQkt1CQEWhZD7CMvJe5OVPej33etwbwGhcfceJCwCYZoZCFkso5KVLg9K10zWuMYyXy79+skL2QcxhyFebasx6fuMnFAUaq+SpDWrpJJXK59bhVXnIL9pny5QBOLjEF6KPGMfg8RSEO1ZVmRDhbq9TEpeNpqu6PzZ7IfrRNdEY5D34hGq8rnW4Xyx8PUwA2mK58uWs1oHKgXWdvI6db4urwySJb2+4+m0dc95hANCTGylq5STvDaW8ZKMqnnnPE0Xi016DjLAfs8hqnUdIlpO0CvzJoEfReZGCO+LbFs3ttJ1lWy2CMGac82l7r0hrr+nzCBlPij7UbRC2ymi4mJb83kr1aoIqMZCMTVFcW5KJtvOwiWyy9++pnF/ifBXi7bRw5f37fe50hPlb0XjuGa9pBjPMqV1dA/rnBTJXVdpC97PbG4naE09tLdnH3v++VY04ryICEEgEAgEAoGIENRIdurRshEKBWq68rx5vXZr+TmQwa4/dGqZq5xqvHO6z+dvnOZXf6dwBT61lIuJe6DvCb/x0Y+a2cYzUK5RnsC0IuHI81PpzaDKXZqZLZGXrqVlzTZWqOZhCY9Hn4vXUOe5PO+KdsdOXIPQDJsVKTcmiM9xAstXXv8hcutehpazz428RXmAuyA91RGO+rzqEq16LJKPdU8TUr5eljUabeR9RQ7qsODJmWBJ0ww5zxUiJJpvL0dVpGSx8H2JNLYvwRWUtjmhDdLMHjGDbKpLFkPwSeescz08OfE5Vflp6xpIahbEVu37avEc9T15iHfAyfFIm8oNt8huZ3BLuO0KHr0iBvLe5c3usE16mV+Vgs0xn77Oer0z16d+PUI5pZ5B3qwH191lk0HC0348yiM5c3GPUvLzaxGYFQEp+2oQMT3hvvG8ZHky14eXA69W/pzUvvdBQqZMvOZJ+9A5sDX5CDwA7ccQYfRr2uttxJ7Kd72pk66bSoIhLz7DfXQCAqeeVQ8h4kh+RErJn4u8fjNcX+7jQT38iBAEAoFAIBCICMEZpGRN+VdDnoIaFilvqXKiqxXLOmFbWXTPPH/axphiNrJc31hkVOX5vHT7rGCPOAQUxZBFV+d13ZoU+xc5O3kAZOaPwMR9qXjA8gAVIZEHRTlZndOVnZ0WN8IbwsD67iMPOcVYBW80JM8Z+fs+GL36e6/KvWu8bD0sPFSiLc6aL+87g1ctabeUCdXzQDGm+XLp10v7Vo5UPINniyyuvBDlvF2QpVxLRSfkOciT8jbSZSyPl9LAx0tJ6JVShWDWblOspk/eSrt47xpbzccwa0uzcu4VgaBU62gw8HtJVQF78CadLQ8PkQ2nvJxV25exzDA2entqNTuZz50Lw9wvWfXahzzmXNbDQ/LsEA0Uz+HFcv8wXy0eybDfb83pFZXuiTuB0jb3JtEwiZEBteRmVEJr1PPgw6HvW6JplNnmfd9qciZpczD9Z+DJ8NrVpYZ8T1VJA1QJaN/OycJ5tqIPiDxwLBpjXdVE6XE9iXTPHZXKlz1E5fR7sAN+2LBEivT88QZEuK+88mE228gZl8/E7+C+BRfLesA2yBEhCAQCgUAgEBGCGjlnW1QNRxKsTuZxJEvcrzzjK2gl7K1mlXcunqDn24qlriiD4HXDEiICE9xZ5pDq7DVNq36eUqqywuU97sAbpTfWSLAF+gs3igekRkX7lddBrQKvWUZ+WZaurHFZ3SdVjXJ9zBGqMNiilPndYeWV9sEaPkBL6evKz4vhW/YxB8tYEONbojJkG3s0J6WNpypPGHLI+8hD02uVZ/BEuWaC1oHW17A6b7Ozgk9sW+0NldDmmlUZlKz2RkJl7hUFUkvWJ8sYFXEYVpGCFXg3C6xrwevny5zqXqNg1S4iDNRr0H41D7X+gTw+cUq07j1CgEiSImpzsMapS6H779Nf+9oz+2tJF69W7qFqvGS0tzxnNd5CpROb4OgYgiJMa+X1y7oZj0Z+PdW+97ky1w08Zebh2Yqb7Y8ZafUW4KiQ2d/ZaTXnuoNGUcIh1qrmq9b8qOdlAJ6IdBw8Eof77ng63TxroNvi97We3ZjzG4ocUOId5+Qy5uWYWpN14ybykTwShMjBzRJ9cMnqpmnxDC6CiBAEAoFAIBCICEGNJiXbGY3a9cXMX3WohE3nc/+/LFC9yluStSnPTlKu4gis4Okyly6wwVKd96RKmyzTK6iTlrXJY7DRjKvpwVrVGOURar7qHKTOX16nrGl5Ucp9u+QuvIdRybuKM8gXf9wAACAASURBVDBBLpBjlmckby3n3PJcyGvwigR5zGILo1bevaqqXrh+VV53CUW/xXLZyn2yGZFAuVfNwxSsakUAtA5UX+5qkWU/2u5gMvF6aF1/6SZoLN6mt4xRNe2zsjbptXL9q0JG/AV5d966ezpt5Z8VfemS0dZa0xpk9YXWtrx3bU/GPLkKk/ncrwmjUoq2aCT0Okdg6mu+qOxIhrxHGqvz0z3j/ATkuIfgMeh8PB+NapxDeKGuxlnGpNbV3rL5+NijlFp7+g4bB1Ed0PP1qM93jRV62lr7Zay11zsFD4OywXNwjHSNPGIoDo3mCdyMFdqM65zE83BOynjs168PvRZXURQvQVoP5X1FWnpYw1Q81PZHFZ+lPuemaVqyxxynopKfUrhBNf9ASpP3g4gQBAKBQCAQiAhBjZSSDYdDz5mRkZrBCnW9AvUAsKrGHw2QvPUs8vDuKYFpSpase9bF2taYlEtXBKLXNB510L5kTdJDHqPmnefprHrl3VCXzSZQNUtb3oVyfoeoXZcn6w12yrHEll4hkiBPaVle5VEtlCMGJ0He7Spn35e8SW88hWvhqnjwVtiqmn0UqDuwkgJZ5Z1prvQePV2pS8oToC4DIwyGOnWvR0cLY41pvlhsvFCcD9saM0+ptceW1swVy7tVlYHrNqiJ0MnJpua/owELVRTF3Fb0RWOiop94ALomc0Xtyvecq1Hul1G/36oq8PsbuguMIFGZsxV9KGvv6XLeXvECVc5+1ePCKxmgjugKnKraQftizYu4CNpOlQwrrFVF2q5WtfDSFREYYaTOgEe35EGX98WD0jkpKvgS8tyMbuWcWxE/Rs5YZfSGRx/dPiY9Z6G6qjFonYzwzJJGQr9pvDnRLrhVregl+DoJUQhxB3R/SHuDWhDsv1E3WOJ698gyWmqfVM87tne/CCJCEAgEAoFAICIENXLONp/P3Vpkjn0fuumy1jyfl9JGzxxdt5Q3lPfONq2ytskA1zHIhpUnoVftf39nx71RWaJjeICyXAVqAshjmshrKVa1xvBY6frI2le1oL1d5YrZ3VBo5QiVQxafQfXnyFN6jrjsR97YCq1Zt/UEWCKHyzzzGvPG/gG6zoSupbw88iIWy6Utyzg95w2ltDrPbtZuNat9k3vQq3LiZu0W1XVem94Etfw5x4xO0FPextyvz028GNXlm1U8E6xBHYPtoH2dgL/C7n1a22SGj8AIr3kwt6txbTs/jlnHeq5U1dQtZ2swcqK17xGZypPW/d1DhItaD7voiql7WPPlinzK32tNI7/f6l8yHPpae7rknjW3C9wXdQ8Gs7Yeh+bPIy6YD1fuVG8D3H9mVWdArNFjRFRZXaLz6oOjQiVCtuzWGn+kRKJ2x2NfK1cQ8XCOEXgvri6qqiTc27o3VXGm7af4ns5lNp/79dVnrykRYCnTypM/Bh9q0DSt6o+LICIEgUAgEAgEIkJQY7Ve253j41Y3KoK5n5rJ3ENOUBaea8+jJt411uEhzWCN04snm3pasYq1zzvgEtCSfab0T3iueAZSUuvD65TXelv5TXgr7hFWynbynlxhDKxZdv5iT3HvGS/+Amq8XfsdrGrBO9jZZk7rPvRmm3w9Ndb78KJYZeF9y+FlDOBZ69r3msbnbIDrpe/I8he3gpoHrKv3/G3xusQM19gVBbiD7oD13HgVRRmL8tH0vuSV69W9sXJs7Vt8Dnl1ukY7VU5eudwTKC0q583KBOlQeB+G8rfwMNQlqVw5xDqaV17bLexbnq3GpOt8rPMo6+Ff+9RPNbPNNWFVzj4qIg7KvewVFlUEgp6qtC38/kAPEHr4Z+OGbc0U1cyv6b1XkTOtB3WlfAicI0W1ninPCVbpUKlzDu6J1pmqkXZRdTBbLHwOe/DYWevP7piK2ig6qQjDlY4+JOSBuQ6KuDjj8ea6MiqpqKUip+BGsC+Ha2OA/8Cxb+tDwN4Vui/0DKIOxfNFA+HW0VFL0+MiiAhBIBAIBAKBiBDUWOdsJ/O5W5dWXqmOxXp1MuXN2rkrV+JCHS1VBeldMvdOzoE88UHFWnf9e+QABY1JrFf3qmR9yiMuY5K3or3It2AlgazuneGwpW1Ab8o9IOXOy74GmC/NsY7B3vPKy+r82adhdzTy6+nsZ/WQL/OiCIAY7fvIM8ri1vc1FuVn97H9ADnV+jzuoLMcNS0UzaDXqvNrkGN2DgWYz8J+3WejvDeAp7LAth4BgycoD8jr6ssYDqXEVrw0bfdoyXteqzgVigTomMfgMWg9q9eD1qSu2YvFE5LXLW+THTkFzkfdM0Pno+vfg0en85SCn+ZSnrOiF9QjIPdiPDhbf66eor2maUUQuR7Yw8AjhdoHIm/M4zOKp/mpK4UUXblW5l68JFWH6JjKY0+RA9+millvp/kUZ0PXro5WtDoLln3oGXOCqJNrBUChUtE+KfgxP6/t9lAxU+s+dPVc8CgTeB8C53iO7x/hWceqi1pdkt1L2XvBVUXVBVV8juAQBAKBQCAQeFBcSoQgpfQVZvYlZvZmM/tcM9s3sx/NOX/dlu9+hpn9aTP7d8zsM8zscTO7ZWa/aGb/Tc75fVu2+QYz+6G7DOGbcs7f/4CnYf1ez15z7dpGJxo5RlnAZCHLmhv1+xtLtVhsYiS/VGp9ZdHL8juBxyfPlzXLZB+v5YVIy1zfH49dkU6erKvdKVeMnJjASIjgegtV3bCZ2Uw5VkUKimexNx77PoZgP9OT6arRVr6NXdzcw8Mx5SnI8r9SVYR4LlwRnbIvWuFX0B/BPTpUAOgYXkFRXsXBEFwtrtdr1T0fyOMnN6T87Rrt0LE4QkUDx3oI76v2MMfwlgV6dvLwp2BTa2x1Hb1Zm/n95COPmNkmJ63+HrqmZhtPZ4I86hDedAZnRnMuX+q50htkF/eNcIJIlP5eLpe+T13PuhdHDeW1NacrePOsDXfdDnn/iiiqplyeYa/n/+e9yU6RZPxPEFkYwAOm106NBD2fDqdTv4c0h7qeCzxzevDG+3iWjZCvZ+dBIeEZkFLyOdYc6j6nKqIUCH1e7Cyk2Ml7nv0nXOekjF3Rn2G/v1EJLN85LHN2hL40GpsiJ4OyfhIitHo+6pVcHa+skE5INU7+9miO+Qx3btED8AfMLi9l8O12aggcmdnTZvamu3z3b5rZV5nZvzCz95rZTTP7/Wb25Wb25Smlb8k5/92Obf+xmf3qlvd/+T7HHQgEAoFAwC7PIPhWOzUEPmynkYKWl1/hp83sO3PO/7x+M6X0JWb2v5nZd6WUfiLn/OyWbd+Tc3735Qx5C3K21Xq96epWLD5ZhPR6d7cwQck4ltb068urrHEx8mUJMl8l9JGHlBqYvDTVJ7tC38lJi9vAfLW8B6olMp/GnCo9IPewtij+0bM5Ljm9Gc6XHqHmRWz7HeR5tT8D76EHT0iYLRZuyd9Cjtu70KkCBIxvehfyBORVuIpYOScx4N1bL+fSNI17trL0FU1wjfayD0VEyPsQevBqV+A3CH7tq5w0telZTeD5Zyg56rrrPlCXS22na/XawiLXvCpn+nSpZlmu1z4eRh24DjQfitrIC2X3O/fOkL/Xud5Gt0zdR5PS2XTbGFhl81xZuwPcRwvwFZQb1zU9AT9CFREPVd3t6NHpOnLfgq7dAPemoHl6GCx9ncvtci49RX8mE9+nc0AURYEnL/VHamMocqbtvXIKkQKPpOpaV3wG1y1R7b8iioiMUAXwSuXZm22eA6ou0fVWRETHbvC81dgXq1Wrsyo5MytEfKQy+lp48WtFgcs6uAItGT1XFmVsV6tKIXbWVCTEFRvB9+lVfASuiYvgUjgEOef35Zz/Veav2fbvvpvGQHn/A2b2fjMbmtkXXsa4AoFAIBAInA+vtCoDGULLjs/fnFJ6h52W3z5jZu/LOT99WQdf52zH06lbm4KsHLFk9bl3lqs67LFrH3sTrOABMB9L3ewunWzlQl8o3pq8uWHFY5BFKy/BtbmVjy6Wq3rNC6pppzoi1dEWyJXWKnDK9bGDWi7ekc6frGiyoyfgM+wiGkHFPn3uEYbhsFUtQP6CvyIvN4TF713coPin+diBcludxyW35CY8V+9mpxpueI5UF9T3R2DZc6zCfLFosb7ZZ2ONaEOvUrMz21QNkF0tz1mv8mpuFM9JudfxcOjXRxoGOh+NQd6n1pq0ItwrleYDoju6X1gT3sXWHm+phPHe8syBK5oBHQ/Ni2ZD64BRoDGuSf18oT6JoPWia9E1x3NEyuTdv1TmTdeKnTvraB91NjxiVPbNqJRzrEoETNdX13SA+0q8qB4ilnVHV0VVtO4H5ZXRBq0LjYXesLgiU0VWodzI54lfS12jXm/D0wCHxtUg8UxWdEFjVDRQ5+sRR3Ry1Ni9AqLsf2808mNIX8ErvLDeFSEZV9EIRkkvgleMQZBS+lQz+6NmdmJmP9fxtW/B36uU0g+Y2Ttyztt1ZdvH+WDHR3fjPQQCgUAg8EmNV4RBkFIamdmPmtnIzP5azvkWvvJRM/tmM/sZO+UqXDOzP2xmf8vMvtHMrprZ1zzoOBarlb1w+3arEkCW82PFQ8pVRMDsrPVG70vWs3Ljsg7J6NUx9otXwXyT8rFSDRPLXgp3O5VmwBr50i4LVef3mlJnrTF7REE17MpbofZV/QPoMTfzedvzLecpi5z6CvI6yPDWecuy11i8Q5+iFOX7flzoFZhtvPMb6hOBDpP9Mpfs5qfzVY5Y+3YPEMx2VXnUnS+925xU7xRJQt92194v+/I8ffE66r7n9fYeYVKnSvAkru7u2nUoD7Kb5wkY6H1UQlDtjzl3ba/9tjQA5vNN3w/W23coMzL3fwUqgu5BIVK0xDUmM36xXLaiEuQn6LtirisvT0U6nfcBqpIWeKXXn3M+U3tefyaPz5X6pIFR7n/Ol7xZdtN0fkDZTpwKHXd/PPYIh667IqEat+5VdpRc4J7u0lIR9Lcrp+r5c/Wq3786hp6Xut569i6re8psw6GiN65XV0Ytx6T33KreyrnFHXLOmNQPwVfR+mDUil0HG4yJ0VCd0+F02op8sD+CjqVIgXA0mTxQpcHLbhCklHpm9g/M7IvM7MfN7Lv5ncIv+ED11omZ/URK6RfN7NfM7M+klL4z5/xr9zpezvnzO8bxQTP7vIufQSAQCAQCv/fxshoExRj4ETP7SjP7h2b2dechJgo5599OKb3XzL7WzL7YTo2D+x+PnVqQZM2u4XUOYIWPKi9fHl7db7yGLNUpclkNvCzlypgLlqckO1fa51J46w8G7rEJJ1CzIiPf2fawpmW5SsGMDF2NtdUtcTBosd+dG4E+3lTLI1N7hWgMezm06vDLuTZVjl35xkfBSJeuvuZUvINRFW0x2+Sxdb6PIlKkiEAPmgup4o9Qs94rOcQNAe9D439IuVJ4l7fFNVA9P7gYrsNQcQzkbWZEEbzDInLj7LjJNSmdAapwyouVZ/m6Un2QUvJj6Totkaf36JwqIOws5PuwlwPXgby7Q/RA0MNlPBw6r0X3UA/5ea1V72GBfep73hW17Ju6HT1c22XlIUoB4gjdT8n30LVgZEDe6gp5b4Gd+rwDX6XWSY+fj2B/HqiiB7wERZLIxndtBTHhdS6qWqjWFSsXtFbniLYJ/twoPBU+ZxuMkV1Er1aVHvX8nMxmLW/c9UnwXGW0gR1WvVsqvrfG5+Qi3D442FTXqDKjzIc/P8u+dL31e7LOuXX9LoKXTakwpdQ3s//ZzL7azP4nM/uanHMXmfBueLG87l3W2AKBQCAQeLXhZYkQpJSGdhoR+JNm9j+a2Z/NOd9v4uMLyutHHnRcy9XKXjo4cGv1EWjTs76fDNanb9zwXJ36BLiWtmr5lRNHlz/t82F0faNnqWMqp8zIwq5tSjQOoawlS/0KdLz3ijUq61x5WdXXUv1O1vt1jFXW/K2Dg04WtL7bxaoWpsiNaXvmluVtyMOSJyjPeL5YbDwbjF/XiJUKrhIH7oiUxlTR4VoK8ARlxfs1Xq3aanXK+aqjIhQp5UU6D0Hs8RLV0P7IMhY0v+Jg3D4+bvEvBJ0Xu68NwIb2fUuhUpEn5EA1X4+U170qykEPXhEORYaOyv1DZT5V1agSQMdWdMf5DmWMrpqndQIG/aridXgXUPIWECnRfcRKIerryxOmEqKuldbVdDbbsP3RpZAe7wCRH4HX5o7y37i/WJXix10sXC1V18KrIcr57GB9+/tl3vRcnCNPfx3KnewhUvczobqjnoOut6EqAegPeAdCRDXr62zWfv5QEbWu6ml1zFT0CVEWeuKshGBVGu9RPav07NJ9WH/P94kqGkapB+X3YDKbtdbORfC7HiEoBMJ/ZKfGwA/aOYyBlNIf2fJeSin9dTN7i5ndsFPBo0AgEAgEAveB9CD5Bt9JSm8zs7eVP5+w0z4FHzGzny/v3cg5v7N894fM7Bvs9Ef8v7VNWq/G+3PO76/2n83sQ2b2S3aqP3DNTkmIn22nBMM/lXP+mQc8hw/ujcef9zmf9mluGcrSk+VGr07eiefvKl6AewPIqwmsRXXvooMFyw6G3h0MudZV1TlM1q8rrKmWGTXdssp1IVhFQea/rPEulvrBZOL7puY2849S5mOHOW3vOU/lzqAhQEbztnp093iVP4R3QU9O31e3N825cxAQETnu6AFR11ArMjBH5ENzKw/GORfl8x6sfXky8ioWyLHKM1b0Q/tfLJfO3Nb5KSrhneWg98/rrLnXMTQfUt57tFSraB61nebx5uGhr2d9h2z4GfgKzKlTkZG5YrLwNV+6V93bW602nBrkrcWZebycjyIImo+bWBfUpGfEYAf3T30u7OLJ/iK6v1XJwr4T5Dvo1blK5ZVevFfj9HobJUI8o7S2FDkSnFMBbRV5tq7gqrUNL15jqasSXIsf/Q+oEaKr3+IzoAusUJ+njmW2eV6Si5SsXV1wBc+FKSLFikb6cxD9M8b4vdD24iaRD3P9ypUNhwL6CWtEnKlPczyd2m+/+KLNFotf6SLQ3w2XlTJ4s5m9He+9sfwzM/stM3tn+f+nlddHzexv3GWf76/+/91m9ofM7K1m9rCdrouPm9n3mdn35JwfOF0QCAQCgcCrGZdiEOSc32Vm7zrnd7/0Pvb/Vy+6zf0g2alFmuA5K+/P2uYjdEHbG4/dcpMV6PXwUJRzVT9YgK7Yh34DyrGKTaoc2wj5qX6vt8kroTubtmXdsEDlrFZfb+hr70K5rc5/rjFXjBQ4Qxv6+p6nhDa5q8eV7agCNyPDt/LieS10zBG4BB6qQhSCTGWdm1Qi5a2r6yE1FuarVctrdG9C+wRXpEGERfDeENI1gA4B89+PFS93OBh4BEMqdvS6j8sx2G+CPQ/olV4p3Q29Q6UUMEsnQvWQqI91G/XmWquKWrjKHebriNUJ4DNk5KAZzfEcbPVdX6OKoKFTnqIZe7iuihR4V8sOBrtHAaUtoMjMem07UAn0vvdQyTuRBgYiBDpvzcsMkTRGKOe4T/pW9U+o9PDN2iqP7F5IrREey3lNUipEpFKoO3H29F1whhbgEOie1L7VqdKVHxG9VJxNkSc9T3fBB+o1TaviQeB5+hour4xWah41v3c6+tjwWXc4nTpXiBES/QaxL4Tm+mQ67eyDch687DoErySs1ms7ODlphWOeKGVTTCXowaemFPs7O61wmsqr9PDQYvNwvsL1aMPZRyh0CZKV3p/hx7lJaZNWYJmMQsXl5qEMMGVU9XBZdoxBWHJMi0VLhOR29aNQH8ulndGOlEIybL38fPmx0Tzr5hORSWG85Wq1MdLK+eiHXw8RD8/hYaoHgI6th6+nkBD63EXItKl+3GdYMzQ6tY8RCExThO91nvrR0d96oOpakGyWUmqVJEpa+DYEdXR999HemYIsmmv9UOrYKp/SQ00Pq0HVWlavWoskB+p89RDl2qS0s66VS/eWcyPpUvff4cnJpuW4PsMPlX40fqe0MBd28KMlQ1PCRUpJaYRe1od0UbJ2Iy0/Hz0fIJLFkuI+0h26li+U86f0sdZNXTr8Esht+5gzraQushrTEpSP5o+zUBszMgT1LNX4jmEA7uJ7JHJSoIyNplhaeRutjCezmf9fzbq8pLsStTJrk82ZMsxl7QreiAmOGBt3LVcra9DG2gW8UBLfg5E+Ggx+b5EKA4FAIBAIvPIQEYIKOWebL5ctK9xJM2g5SeLgbD63SdmGpDq34ItlJ0+HbV/VaMhDZmV/9M4lH+uCJlWYl6SxPZQZ6lgTljaBZKdjz0HsYtg/QU50sVy6d6X3rqC00aWIyzFmaIfr5WbFIpZXxnJLzRc9LRGBro3H7lXcLhY7CYgqJ9M+9jFWgSQ7CdtoXYwQxbhVtZMl8YxNivwYSI1oLe4WL2WN7V0cRgRQpIs0f7cODzdtjcvcONm0nLciBgOQLj0iBHEoj16UazAHsevTn3zSzDZeac7ZSXReXoi1JZB0mhEhoKfHkDhbWbs3X/Y/Hg5bpYoJXuYSYWqFhj3KB3IlJasFFxcqf59U4X0dU/fHvjxfpDr8fmEYG5FGrTPd+5rvltxwVda8g0iAEz6RtuSxXYZbaUuEr3nMK9jvoEp3ijSpcZGwSLKlh85RCqnn4M2qnfGZ7ZAGJQlxdzzehPCROmX6gmnMbXLp9TFcbA2CX3Ns3+v1WqkMErjZup7PkftFRAgCgUAgEAhEhKBGSskGvZ5bW11iObQgveXmYuFWsMu6IscrLsEdlEfJivSSQTQ3ccsZEr+CSFTX9/acnOINX5D7JWFJXugCpW8sJ2okQKNcIaMWaBZkVjWAgviJRzzK92QRXwGH4hCCQ3VLYbNNaZhb/OJulO1qwpIkao9RRkUy1Asg3dELdZEoeDrarzztO5VHyfa7Aolt2qfnqTu+v0abbUVK5LW+BjLNq5w36wEcGRISSSqlPKq2kwCRrp2avDxecq+7u2dJeLPprOWhcq2qhJOth2uRpxqUttYYCF6rlJKXfenarHGd1/DknBSH54O88R68WyfCgfBYc20kl03BLgkQU9iMHIojENQoSKR5YUv3E0SYzNok2jly5fR8BZIMGb3RCp4vtxMb58tlqz3xFORBPRc05z08B0fKoYMnQyJwVkMhEQTL2GreGFuIs3GYxqrnvqK0HgUFOXuFqAQ5WB55rKJa3uSqIqCabZ7dQlezpvtFRAgCgUAgEAhEhKBGSskG/b7n0GTBytOTtSprknmoK+OxW5V3itUopqksV3nyyj8rR6r8pKxNWcoUEhHIc/Dyw9HIvWjlNBVtYI7b2fFqJaz2m2R2l2MwR8ryoropkizaCZj9GreO3ZWnP5LoT7HCle9t5dZVKdBRbnRYRVKYl7spdrUaIsFzZuSgq3XzBJUAlIkd9Ho+TpW0zeAtXdPnaBTkwk3wNjTnRyhHo+SrN6bq9/26KdoiaM2Kuf3sSy+d2Se5Bw08ZJWASpjImfxHp2v6ucLSf/rGDZ9req615262udf8fkCEgLnVJdj08tY0ZlVtrKt59+tZOA5j5MxPwPNgROW116+b2YbXIigioOiFxiKp75qDMUPUka3KydjXNfGW3IoUqAIGx3bvHtUKtRCQvFDdU5pr3TszPIMoqy6sqn3W32P+X/NZ36sj8LP0mXNJEDnQ2vOKCETWnHNU1vQJ+Ax65Tpcrtf+vF9Wz/X6mJRm1usCEVLOG8XZWiJDZX6ydYvf8bm6RmR00O9vVfo7LyJCEAgEAoFAICIENRarlb14547nY9kqU82OPHKg/F1VZ81qAFniyl9fRdOj2xI3qfZh1m6l6VLFkEEVvG6/aTbtjMHo92PA6pwjr88c3xpWtY6luutHytgU5Xju1i23kpk3y4gMrOGNuRWO81MERJ8fV7wNs7Z4jsa+Nxq55X0b1QSS3KWYiTPWVftcPIR9SJhSI8LbRZf96hzvnJy4h0JvibldnzdpHIhDovwuWuhelVaC9AmKx8QITNM0NgSj/cWyzlVlofXMXLl4H2zJKp6CdDp0TPEAPvb882Zm9myJEOSc/V45QJMW6k8s4W0JnqcF94ANZxaIMDlzXhUyvZ7NEQGi50q5bHly8ip1L7qssK4lZIbJ3dFxVzm3JJsFrVl5+la21XnIM2bTo+fKNWVUkyJCWl/Hs9mZdsz1+VNqmFVIAiMoWh/ke/h9Vf7eqXhSbPuuMSlqwTy+3n+kRF2uIkoj+eAZoh1a65Q0llc9nc9bHALylgSPIIIPxUjjAs9X8kW0xgcVv4GVDZorVozx2W22WTv3g4gQBAKBQCAQiAhBjZyzTedzb8bClsTXUCPseexiEZ9U7Uz7yDeJeS7lQjFRZ7Dw9Er5UFnttKQfRl6yhjf1gYXrOcximUrKVvlmcijIbCWLOsOjGA4GLXlSRh08kgILWPMlK3cH3hcVyMi9UD5b1+hoOm1Z6h75kGwsPDlvOATP39USy9i6cqjrKp9ndsoXWSDXR54CG+PIs30JCpe6hmz/LEjnQh6SFUXHxXLpkQtFPDwCAGbyLua8SwpVY9Dci3tyo6wneam6Jr2UPKrEJjwNvEtGRDQGXRutH1aM6Hv0YoW6YQ298jHuE/2te/cAERRdGx1LMtFsi675YdTnDJsckuattdUhEyyowmEf9y6jfh71qK6pvGY+z/bAa6E2QKsRG7hFml+vWkLVQc3wnyEa4dcXUtc6pms/YEzUMdE10+fabon5mFRcjjEqu8aI0omPon0I1PWoo7Zmm2e25lvcBHEQdG6L5XLzHIQUPqMUnOterxccgkAgEAgEAg+GiBBU6DWNPby/7xrWnn+F7jxzQZ5bXK1a1rO+K2/Cc9vFOpT3pAY7rGmnZcjGKVN4WrWetnQD5I29JEY6NPpbTVg6vHGvv4dW/1k/6/ScmX+kVrs35wCrmH0VPJcsljm8Ur3v1R3Fk5B31zTNRt+/HFtzrCoDna8sdVr68q6kT7BEbpRq4QfMYwAAIABJREFUePT+a/VIeRmtCIrY1GggRfBcPNIENrZyjHXkgW2gdd11LW4WT5jjJ49F0Nx72+vijWnuX/foo2a2YfGPKr7EEnn6O+X+IPtbnhJ14qkAOsc6aalOVtr9Zqe587opWX2e+o44JDpGHemosYPqHervaw3vgYOxXq/dk/Vqmd2zY5mcnG1ipX16pFDNwRDF8V4hbBte5q2u6/fmO1D347yoh4cqGlyhs4OTRD2CnY66/nXOPh5FPNmzhddfn6tnhSJivDbUu3ClVHBO1Idkf3fXt9HcKeLlvQiqigSzzfOVXr03jVKksWwn7g0jks5NGY02ypodTZ7I59L5PWhzo4gQBAKBQCAQiAhBjabUw1LDfQHLVxah8vyyfEeDQaueWlazrEvWV/+Oar4RUaAGNy1fWpfCoN93zkB9XmZVu+Iyxl0x0lXZUI4pNUVWAgj03tndLufsFrvOh7XO3qsAOTDmfsnQlafg+xXbtmzvEYNihV/Z2dkwy6GzMAGjeVW8DXIkBI1dnpOs8hW5Buo8WKmv+ZxJq0HVJ8XrbMRnKN4X67I1X1NEArqiFYoMaCz747HvQzlxYQoGu8CW3PJs2YFRudAnSl2+98woY/t4qTY4mExabX6dd4G21axH9/4QZY0pp8x8t46tPK1epWip761z9vNjx0z2hVhKO0JRKt3TZV9Uh3M9A20PfQPvuplzq62znjEepSv7pNen86aGiKI8S3BW2MK7VinV+e7hfLS2ulpxk2Xv60QcCkQYydnYwfOo3peed/qOrqvrmSBi2hUJcOVS8VvK/HgkUp9XkTne3zq2dxzEvOiZfxtrju3hdS7UFiB6TdPatz+LpTOB+17o93rR7TAQCAQCgcCDISIEFbKdWowT1QYjn0vVsIS85HK12rDc5dkhBySvw1nw0uJGxzHl61yZD56ijq26892KfX0LHuAAxxwi5+nKWjhf710v61xWKiohHineuKzaW8fHpqpgeQvsRke9BnmIsoTJcKeGAHuU6xrwmoyGQ59z5sQFeVNeF406aumle808PIYpmM4e1djSqY3nP0Huk8qUzhZH1KIrz0+PuvYWPC/d0cvC51zXQl5U2Z4VEs45QURKXqg4GqoEWeW80ciQwh56cjBKobWpayGvjZ1GqRbJCiFWTpht1vsxNEB0LZznUPEOzDZ5e3n6iiB6JK6MzZnu4rWU9SXFwkG/36pMWeLeI59nhqjWDDwOzX0P2+vcvPNnpdLJevuWJ8/cP6uMsNao3yAeh6q09HkdeXDVU4xfq5ccCEbGHkJPCHm6ijjuVryNev8DRKKOp1Pnwmh8qh6htofWie4Pzc9OWcPkObm2BNYyVWfrfe1B00LH9B4NiM70q+jC/SAiBIFAIBAIBCJCUCPnbPPlslWv754RPCFnlytHvVy65S3LVB4hrUBZyQLryaksJlChTfu5Xj7f29nZ6KHDUletsuxHaa7Tu2bdsaG7oTwmjdh7kJdzX67XPofaRp4P2fXCqKoKMNtY0fJWqEQob21W5WPNNloKunZHk0mrNr3WcTfbRD5kdbMbpOddkd8d4FVwXXmpL1qbgcw+GaxY0TU7xjXS3FO/gX0qZog8NKNRK2cp74Nqka2eDMyBw4NkJcAUa1s9Elar1YaHo26G8Px4H3hFDKIy7LRJFrbA9+t6fJ0nqy484iGGu9TuiueofY6Rh2aHxiUiR5oXKULujkYtZcUh+BdrXE9Fq3TvThDl8KgF1Bep2+Brs2lavA5dPW2r9a7rvECfBPKmyOdhTlvHG1b3vOZoB568a/TjWFQT1KqRVy79igk4E9R7YaXN7mhkrykRAXZcdJ4COBK8rzw6gSol3bt6Ru1izTeKClZKhbrXGFFkRUcdaSXn6yKICEEgEAgEAoGIENRYr9d2NJm0Gb7QMqfVLi9td2dnoxUOy+0YuT96NvIqyMZnno45d1q+db2/19iWnNa4Ukgzq9iv5XNXj0NvdaqBdbFjZb3Pp1ObkCug8UOXgBEQ5rknlSdjtplrz8chf8uOlFfG403eWtcRHlGr4yI7iFU1vmZmL0CJcIl5kndWRwNYR62+GF5lgNygPEHmZ/vgg3A7eUiMHExms1Z9OTXVPSfacX01f7vIKWu+dI5PoAugIlPz+dw15Znr17ZiaM/h4dJLNUSQqNim+RCHQBUBur/qufJoG6oOvAdI2VerFrwcs+nwwlkh4xEWRXlWqxafhWtT+xCuoFfFuOxL1/uGeqMgqsFKAOXc64gdowoeMVLXVFRhaO3p/KjDoXNRTp76LeTB1MfwZ5DmGPe3sIscuz4lC98jZ1gf/lwt66SpcvDsk1LrJtRg1Q2jVNrfnvrZSM8A1Uh1REnXR9dVYzkAL8GVC6ueDMEhCAQCgUAg8ECICEGFfq9nj1y96la0rFNZuGS6el5Setk5tzT599Ahj7l/WsLap/Ku8ggW+Dwh0jBCrWsNvjeDRev97qVeJhVEeLVeOw5NAEYxcsUmJ2Of+ecp8vVXEM3wWnh5J/LK0S1PnrY8QlnJk/ncj7nGnJErIcautnUOiTwZeKHkAyyq/HSNneHQxyX0kRPd1iO+3hc9Jc9T21ko8qCce6/y5obMwyMSojX7ePHwta3meomxeU96eI7yT+SBH5VreOf42Me9qtbKtn1qPjTXK6zzrmiV1o1e3dOCJ7lerzfKlIq64DyGeF/zQe6A1vCROBfoZb+PHig6t37T+LpXJcJJmTP1fNgpURbdq1Sw1D2r+8JVIzGfGUqOHjXs9TbPJI2lPM/muMc8qodKD1aG6JjazishwGupo57iNJA7pTmb8FlUXt1zLmMWJ8c5CYiKeiUAKopUHbYzHPpzXucvpUKtZ43JO5EqAmlnwW65Czw39X1GjmptGfK6rkMtU/vybrEptaJOF0FECAKBQCAQCESEoEbTNLY3Hm+YuOikJgt5BetVufajyeSMamG9jWuKl31NESGg4hZrg6lcxT4DGutoOHSrV9scFquZrFn2Smdu2bkGYmFL4xsKds4+lidZqT26913Om10ZWY1wBB14qgEuUdmxh4oQ9/aq/T5fOv6dwAshL0Hz1kduXR6UojauQ1HOgd4Na59Hg8HmeoFfIC/Sa73l0WG+NHYqOup8d+CtCM58X69tAO+b0Qi+P8B1X4Of4VGvcix1jJsUHgCrVxbL5aY/CPLU8niGqGhg9Mlz55g3RS/kaet+YCdL7X+9XvtnVM+UD64xjiuPrcYCESWBmhCudY/vzRYL90bl6QuKoExQNaA1qfveozZlO3ntnw7VQY9iqJKmUkxV1YP2oeiBtES6NBG0RnXtWOnC+4E6F/Mq4sZOpHrG6nyP8czh/UN9C3FRdI10byuatUQ1Qx25nYPnRI4IeVyC7ndxZ6ilQgXUkypyZrbht1zb3W1xgBpyahDt8/sJv1kXRUQIAoFAIBAIRISgxmyxsI8891yrbwBZ1NRql4exv7vbyrOvYemLZa1tyNR1Sw+5dVmZczCbVUteRyk0flmcCR2xHkHHRHodzI07V6BYsgT5DYvVqsVU97zhPTroMb9Pj4DVGa47T+3/amye84P36XXE8EK9dh/epddrl33LP2BlBDsP9nu9Ta9zsL11/WbI8bKDmqBj6zx5jdgd06M4vV6rUxr5LF6VAs4JK2f0Ki9Gx5K3Spa9M8FHI/8OFfnY1U3np5ypwEjLGGPwyBzuWXm9TXVtWcvNde/XBB0FO9VCoZUh0EPUGHerrnbOiUC9uUfjUF2jtdnDWtacU5FPY9L6Ut+RJqUWZ6qPyAjH6B03EbV0fgc8YM2GPneVRT1vzFrcKyp0Oo8DESZySHRNqGTpWhHgKGh+plXUdIrIlrx0agHss+JD1WaKNOq+wP3G96n0uVitnHfjvUtQNaJIj/fF0PlX/78fRIQgEAgEAoFARAhq9JrG9nd2NkxuqGeJKT4Hm1x/3zw42OSNZV2D3UormtYhe4drf7Imle9jHsvZqFW3K88zos5c50UreYxcqkchiiUsa9XrqOFhCcN+v5PJb3hfx9D8eCSh7GuNfKQ8QX1O9cB9eYJb9MHFEqbWelfdPRm+Dbx8vc5QVeA918v7/aZpRULohTfV9TMzk8K/cuLypuiNdHUoVCRKHlYvJfci2QmPeckBPEatVfZt1zXQ97Q+2H+j5sEkeEvsdkjdCnIiqBrn90H5XGOkFzZGBGm5WrWiEspTaw7Zf0Mgt4brYcgqFd0niMDNF4tWt9LbxXNXXpletfePqLRPzKoqnjL2FwozXtAzTK9XqwiKog2CzvcI+WjnWCgvjxp5nSdz49T5WONevra316po0dzrmeSVGVIHhWIrI6fUDqBCISuJehUfgJoWS3WiLH+rJ4MqE3SN9By4AVVMdejU/nQOGqPmUWO9c3zsirePlmoTjz6VY3r0AloG/V7Pbh0dtXo9nBcRIQgEAoFAIBARAqLuvHUMBrSssTVyz7KQe5UnIYte1p9yWnr1ell0ryPbVpaeM/g7vDFZ53tbdAjobS/KeckbEZRnpXaCH0OKZfBqNMaDSutdFq0sf+WV5X3JX6banzO30VFMHeV0TXhsnSMjDv2m2dS8l+/omuhvzZ2r2qFb3e1yrVxFT9UZZXsp96mLHa/darVqeZ/kAjjTnd4aOAHOYAb/gz3snVug7nFNc0Y73qyt3LjCuPvI77Pz3BRsbGolyFPU/PWbZtMxDhwIRiO2RXjM2vXkrADQPFMdbxce8rjX8/yr+Dqa093ilSnCcwBvXdBavQV1QF0j3YuMctT3/G0oM9ZKo/V4GbU8QM+ULh4LVfMEHe/28bHPg64zdUtY0eDRFvB82G+CmgK8xzXfqaqdd54FImD6Ls9Xzyb2ExFaqpPiUJSOsNpfzUHqihiy30qrmkjRUFTIjDu4Ja7DgIjJ7mi0UbplxUZHNY7m9tbRUaeS7HkQEYJAIBAIBAIRIaghHQJZxO4JwZMQqIo26PXOaKXXIPuXOR7qgC/gMYg7IE/ba8RRrTBdLM5oEmhcZpsIgGvzQ+WqiyXNXPFJ8ZhcAwEd+HLOdgitcOdMsE4eKnjek6Fi6Nfbaexz5BqZ99Pfh5OJM3M5xwYPRvPGyM+Lt2+b2cZz0jy1+gzAc9DnR5NJq45ea+kOOuhpHqSfrzn1NYb58x4GGju8g1WVz6T2Pvc1gNfNNUZ9Cq0S9kKQ96JzTVV0hKx3epFdrHsfM/Lyij4wkjZAnpZRrXXOGw0HeNdLVHoI1B3QvGjfijxRJZLd7KyqLNLzgOubXvYUVSf0EMWPcWa/1nrZv3NKxJSvIm1kxeuVeiVLePYClfG0P80DdV1YnZVSamkZsFKBUQhB+9L8sKIo4fkxwtr0sVaKhovyf0WGtMa6KqIUbfAxlTUobRnxAKSaqbEqinWAjqer9XrzTCrnT60THYNKt8st/TEugjAIKiyXS3vu5s1WcxuWuniYEw/r/d3dVgmPXl3cBwI6ukk87dDRmEILmGV4ejA8VBFd2CBJPzL6YRP48CXpqdX0ByUwbJdbC27QqNJYJO7j5WaQSZ6CPLWHBzobgWjpu3QzpEoH/b5fA4X2PZyOcjuVuI3wg8jmRSybcqIoSHuzKrXAm3SAVEEX9FBRidOwemjUY2E4Vj9mXgo1Hvu4vEmRylJlTEIsS8fQml1gHtjAaxchcrY2rsOx/HFl4zAnKqJUT/AfRojdsLRP56YUXS0/q334Dx8MAK2PNZ4DAkmTI5AyhS5RqrRlHwKJvXwuaG5ZAtlVnst7WuH+verHfYU11BKD6jBKeV5sfqTtHr127cz3awEgGkA1Sbp+1bgp8sRmX0xJCddgzB3A0RoOBr6vK2hCJCNK9+Q1lMRqbXlpqMij+D2hyBil0Os05xCGrc5HBp7GLcn3h/f37Xg6ve+0waWkDFJKX5FS+nsppZ9PKR2klHJK6Uc6vvtU+bzr34/d5ThvTyn9Xymlo5TSnZTS+1NKf/wyziEQCAQCgVczLitC8O1m9rlmdmRmT5vZm86xza+Z2Xu2vP8b276cUvpuM/u2sv+/b2ZDM/tqM/snKaVvzjl/732Meyvkjcm2lHchy46Wsjyvo8mkZT2PUQblcqYI38o79XbJCBnTOyFZyhuzNI036ZGHw5IbndcQUQehD7lklqmNEL7TuYggdTSZtMrGWGYna5rtTHdgCc9AaBK8xXD526Wet0ib6nqeIBojtFrr4hgk9nhZXdWkpv6cQk/9pnEPz0sRy3rYRwRA+9ZauynCGkSxRLaqvW+zdovZurSSKTA2kOlqMKR96lqsESHpmh95mrp/+r2ePVa8RF0vbyCGe4wCMyzNkoeka8pSW0ZBdhA1m1StmDMiGfIuFVGSt8b1w9C5xi5SoUimI0SahNFgsJlLRCfo2WoMjB9y7ilUJcirJdY5b+SBISglkNDI+TIQH13wqkNu2VOMVQSKJaC9jsgJS6m3lbZuGytTciwlpSR8DZYfa91TJljn4/cmBLsWfC50EGPX67Xvg/eJngcup677Q+Jf/X5rjVwEl2UQfKud/lB/2My+xMzed45tfjXn/K7z7Dyl9IV2agz8ppn9wZzzrfL+d5nZB83su1NK/zTn/LGLDz0QCAQCgcClGAQ5ZzcASLy4JPzF8vpfyBgox/1YSun7zOw7zOzPmtl/9iAHSSnZzmjUaslL4s8KxJza0tN32GxFxDZ5DZ/1hjeYmdnVEhmQxftSERR57paf5ukxQQ5iSZg8gtVq1ZmP0ytLeVo5rHJMCve4CAhIQYoUSLBjuV7bzUK0YWlNQqmbPAEeIyGnPIU1zjIlwclUlZfr5DGUQupYLtEKD4dwqVp4W4x29MCPOFP6qFJWlSyB+Env7BqO5eQzeJ2M8viYy2vTNC0pWgprCcpHyuuS90qPT9eGXryXckGG+GQ2a5VTtUStquZDZu2mPi4CBFnkPq6xr1UIGTmXZXfXyV6aQ8rBskWzt0NG0ydGCrSdN0OTGBckgUeDQasxmNaSymx34T0KA+TpJ5jXrnmkh7xcrTZ8DXBHtG8S8PT3a0ubbM0jG3HdRJmu86BErK0EoBaMeEJ4ymWVQUrdx9rT+dX7rsegZzZJqN5+fWdnU4bbETnxluUQU1siKjEGn6kV9YE4V6+K9q1wf7A8vav996qKBN4PXs6ywydTSt+YUvpPyuvn3OW7by2vP73ls5/CdwKBQCAQCFwQL2eVwb9V/jlSSu83s7fnnD9evbdnZq8zs6Oc87Nb9vOvyutnnuegKaUPdnz0pmynliIZrnOVAna0v5Ql+PD+vnMBZA3eQomepHWvFM9Pli2tT1nRFB5agQeg/H1S+VllHcpyV0SALZPJjfAWuvhbVQtj5PUnqDpQCd3tw8ON2Aby0WRcz5CPHcGzmcHa5fZerqYoCEoLm6bZ5DrBPCfj/aFyvvLKM7wtMZKdv9DR9pbNkXpNY005lrxpfVdz1tXcyPP9KLe0cr0pwUqvxEsNU2pFRjT3xywRRTRqhpynKlp0LgMwvJ2bgsYxL96506rYmcNzZZ6drZaZG/a8LAS7GGnS++IwfNZTT/n9IUh46vmbN81sw8GR167rP0X1wQzVGKqYqZue1aijJGyYQ+lyfa7xKzr1+sceM7NNKbGukVp9K8KoyGTX/K7Xaz+mhLkoTe0CVogYUF59VEU+zDZzr3mj5HPN+/AIYjmm1i3LVGsp7nq+eC+SNyU/WsdRNEj72a/az/taw5jYDE736BBVGHzuMoKka6no8UFZX3XprfZ9gt8alm+vcR+scv49FyE4MbO/aWafb2bXyz/xDr7UzP73YgQI18rrWXHuDfT+Q5c+0kAgEAgEXiX4XY8Q5JxfMLO/gbd/LqX0b5vZPzOzLzCzP2dmf+eiuz7n8T9/2/slcvB5Zm02PrHNwjUz+/iLL7pIBXUCZE3LGvyXHz8NgsjyZR6a7XyFETzAHqIZ/X6/5ZXTK1jBM9aYBM+RUSwGLHSxpyfwmMw2XsMumu+oYqFLzpXNbryWGU1evO0nrPk1znWxXLYaIzEv6fm5sk2DnCBlgXWtWEmha9yDJzGdz1v5Q11X5et3wGM4RIttj6iAjd4H94D1yy4mVI2XEQ5KNbcEWBAZcv2G8rk8ox3ku5UHr7kK8sTkPc/h0XfxNzSnOh9Gziiv7I3JypjkWeu+mkyndoA8taS8dX7KN58g76x5oOdLHQL3yjEWoV4TzNsLXboCYuprfRyVsSgyIO/TPWNsP6zu8UZ6GWDiC9Sn0D2tdUMmvPMhiheu5wtF2eoKI1YDeLRK673sQ7okWkecH60nXTNFv1xUrfyt+0jP03p+XPwKOhW6D9hwaoXKGBccKq86pu6D3aoioN6/fjsWy6UfQ9EGcol0freqyi7ts+seOg9eMdLFOeelmf1A+fOLq48UAbhm23GvCEIgEAgEAoF74JWmVPhiefWUQc75OKX0jJm9LqX02i08gs8orx964KPnbMvlsuURdtWLUsp1vli4Vaz3rkNZTpbqC0U1kBaxtjsBG11+g9fXQ27U+Q05217hMYyRh2TzGXn4jyB3qM/lvzh/ocOKp3e3XK9tUeaBzXYYAaCk8zHmb4y8pK6A54bhCchSVhRjulj4uPXdCbYhXCaXOc/y+RKMX80TPcK6ukPH0meMnHjtuzwg6BKssBYFSjtTsa/mpsgrP6vCsNl2WUU0zLqlmXWtvBqnI+LgzV6qqI08s9WWdatx1scmmM+lQt0CWhIuv4ya8I+/+KKlGzfMbOO5TVC7T00DQefPWn95ejvwOru883pcem1xI6Bm53wdyOlqfYn34ZUNHa2NvSV607Q8e7b7bnFLiuerZ5iuaYsXgufOCeS1a+5Jl46AYX20JJzlZYODQxlybw5UttMaJY9muVpZLvegxrCLv6n5oWNq7hWd8aomRFoZYXJOSjXPfl0RfeAca215Jch4bLPFohUpPS9eMRGCgn+jvH4E7/9sef1jW7b5MnwnEAgEAoHABfG7HiFIKX2Bmf3znPMc77/VTgWOzMwoe/z9Zvb1ZvafppTeUwkTPWVmf8nMZmb2Qw86tnXONl0sWjX+ZFuTZVtb0mwhSi4AlflcuRB5PM/LIvfJfCWt1XXOG8sTddDK3ytv5spsZZ+ystlwxlUDYQkz6qHjyYOoQSu535EblafAJjaHyNu71yLPAR6U8x5Wq02zGZ2nKhvAlWjlI8uc8vrTc+riJNTcjSW8RXlCGoNzJLD22DiFNdL38uqE1WplBlU3NkjRWhI7Wl6qPGdFMTRPep/VNieIxGj+5stlq9cE5448jhHWA6tMhri2bD3LfHWdo/dKj5KHvVHmmjX8jAQIbMnLa9oaM/qVpJRsjnwvlfmcG4P8PjlKwgTeZoOojubtsGoPzfr5AaIWjOqxGdgA/I6uXijanuz75Xq9qTISH6HM1Q1V9kCnQGuLz42upj/sx0BtmXqe2EBuhEow6pdo32wH7tU5eL544y3NwxZeTA9ris9ktqhX9KXfNC+/UmFK6W1m9rby5xPl9S0ppXeX/9/IOb+z/P87zeyzSonh0+W9z7GNjsB35Jx/od5/zvkXUkrfY2b/kZn9ekrpJ+00evxVZvawmX1zqBQGAoFAIHD/uKwIwZvN7O14743ln5nZb5mZDIJ/YGZ/ysz+oJ2G+wdm9ryZ/UMz+96c889vO0DO+dtSSr9uZn/ZzP6CnRJof8XMvivn/E8v4yTWOdtkNnNLzzXqy+cDeFDydmpPudU6GHlYdm1jPo0en7wT5cYVeXDFMVijg16vpeal83BvijW68DomVX6x3k/dH8CsHVHQceoc2BEqGDR+zR2V5SbIAdK6ZmRA1jDnub4OrGmmFoCPHwqDPXhv2zrE1dt7tAOtZ5dVlELnqzUkrsB+qe3XWFV9oO6Q1OznsXsYk9ZVnXNlZ0XXWAdjn/n5HrzMWVXzbLbxeCfIdwpaA9PZzL/bB1dALGqdxxL3wRARMubjGWmiPoPOQR7jpKr8mKByg+p+XZDXugOOkfMZkMdlN8CUUqsnifdJwb17iLF5p1Hk69lLhZ06tT/dA6v1urOygVU15ANNMIY68rHtVc+oI6itriotBIEKlqzQ4DNpDi4Au6yyDwfvdfGLVtU4luDSCKwy09x2eebie+nzeg2abeatng/dt1RX5fnqPqk7dz6IDsFlSRe/y8zedc7v/qCZ/eB9HueHzeyH72fbQCAQCAQC3XilVRm87EgptSxC5nHoxdeepnsmyPXIA5DX8GLpWcBcmI7MTnvOCkauTZ5T7eUyR9fFku6q+W/gZdNDVH15g8jDqKpHb3D+Aj0ZMm85xmPqMqDqQqCVXXeukyXulQniQpT8pFvw0Hagp6sxykMYYe6n8DRrDgYZyeoMKY/GuzyWbXVsqQLq1beHyuQc0ZptCm5zeBMDeB3iiOiasfrAezVoe/AV+uBDkCcwWyy8brqPvDO12nW/qD+G/iZPY4VoRVePC/YhGA+HPgZ5rE+XqgPXHbhHPbdUSeW99lHxQGzLY+t6al7E/6EWBqNw7umiRwMrSRjloKe5XK/PRPbMKj4HVPz0Pns0DBHF6Yo0cb7rKB4jHYSem+r219J+QIRM86Y1re21tvXqz8Iq4ki+F5/33k8DioWMCLEXjGtpYF68z0R1rdgdls8WVkdQXfd+8UqrMggEAoFAIPAyICIEFZKdWlpeE1zeZ8TA65aVny3W2esffdT1wGUtP1y8CGeiSqO6o36ePeqpgaCxqNbVrU3V6ff7/l11SusjUkAFMVmF7Aq4j17b7jkVNjarFWTVXt/fb3loOq8xIhvsKKaxKncub4RWOWvfNRZ2S6s9ZGry61pQJbJLX1+WvjwmzS/rkI8qVr3ZWa9DrzvioUAHXtdXHow0IlzDvczjLXSSY85VqNdTV7+DDOVBzlMXL0Zj9m5vZQyuzS5uQdn/crWyR4ry2mseOlUa1/pVT4dKRg/oAAAgAElEQVRnipeutSqFQUVItF50zzFqw+6fisRpvTxWjvvk9evWL2vwjhQKyzbKry+QM3evHWtQ8zMGP2gObobGqDVae8NdmvyaO3ZgHInfU76nsbPPwgrPrlWZL/Gkkm2eTax4YiUTI2fkr7DTqzxnrVFGWOlRb8NDiBCxeoTqoBkRVWEBtUR2PSSPpIZzP1gtgiiojs0Ik+ZV3CM9P8aoTqifG9qnfk/YqVT7VldZRbe6tFXOi4gQBAKBQCAQiAhBjdFgYL/vySddBYzsWoF1tt6be3fXLVpZ12KPe203vAbVmcsrEciGpZKZsAOPu9c0Lc9O3pZUr5R/FrN2DIaz+px/5lOfYmZmu1dPLdrF9NSSvV6s1mdePBWWlOc0rdTG1uAjeN65eBFXcb7OV4BCIeumNXZB1jarFFx7Yb32OZc1TW9Acy/fjGp/PAd5wlJbmCFS5HnK8nlKqZVH1DrR+L2uuGzD7o9aJ7fh0fSRE2akoFbFo+fXq3gWZpvKBta2e5UGOCPCFF56H/fFXqV9r6iTImfMaZNjoPW9x/sDniAVHDVG7U+vj5Zuh/Pl0r2srtr9s2fZ7g+hNfp4iTo4c7+M6fmi5Kf+AjpO7XmTh0TdgB1E+agVkHCfMUcu6Brpnm/Exl+vW88JHUMRL3axZHWVPF0ec40eGYpMeqfBKrKoOWFPDu/aCY6JcAIOFis5+oi4dnVurKMe+q7GcIxeBIKiXHuo/GK0j7wprY8DcDGEftPYtXJ/qJcBq2yoZ6JrdTKbnamguSgiQhAIBAKBQCAiBDVSSjYeDLxLEr0XWdI7yOfUNa61Z2pmdiJVPzF0y6s8XVqutGwX8AjlQSsHrTF6h7Gqn8JnPvmkmZk9WixZ7ZP5WjHeiXtZmTrXE3jxR9Npy3PTeer8xYHQPMnjUc5M6FXRF7NNNINd8p56/HEzM3vDa15zZrs7x8fO3NacaR+aM++AJk0HMtmRW1Veml4b667PnIfWUvlbHr+8S3lZ9ASS1pjGWjwizddcKpKo0tiFUua2MZEbQX34rr+ZS9eedV/IU6aWxvF06tE3wZnn5RpwLsUqZ2XMTXEoyrzIS9P8sXpH3qvWQs651Z1O9xgVCBURokKnrpmOcQX6+brPGL3Qvd/v9TZzamchn9G798FL7SOCxOoKRoPIA6n7DCS8p2eRIkYjaAAoysAugFR0VASF+gy8b3K1D+8UiqoDRrXoKYs7sQS3iM9sHWcOHoPG+PD+vl//KdYDKyGo/siqA/8NKPPCzpusEBN6TbOp/EHEhJULHm2p+Anz5bKzWuNeiAhBIBAIBAKBiBDUWK5W9vzt2+45srf2Cl4KFe6G/f7G6pMGd9nXLmrdxcRmPTlzx8yVUolsLou6qscelm2Uu1T+UNGFw2JV3irel3JkGossXnnS+3fOdgZ7unAHPvr882eOvagsZ1YV9JDjZq0z64xdB76c5wIesr7fQw6V+f6madzT0RzeKB6+OBWytl0VT2p52Bf10ZnnZjdMdpGr96X6eoGRIF0b6evrWlJnnZ0XmTN1D9I2nt0BGNasYa5VL+vzZJSDuc8lvFO9KnJ0MJn4trqOul68rrr32EdB8Bx7WaNTbK9rpXPbQVToaDp175EVP+wnz3y9s8fRzc9VBhFh8L4aqBQZDQZnOoSaVdUSOE9Fznq437VeNNdT/E1lVF6bOkKge43qhjwP78sB/Y2T8rf4MQNEP8lvqb3+FaITuv7O14JqICtA+EzWtdQxWEmhc2X06/DkpKW7IWhszg8rkTA982dYs7p2eva3+FToFVFXL+j/iiT6c1IRVvy+1NHJ++UPmEWEIBAIBAKBgEWE4AyWq9WZ7nJkm3dVG9Rej3KVsiLFyB+DRXvQoQ9Or43WnqxKee/e5a1iKw+Ru1Uuk93XlH+SNTqFZ8huXszjThA5kVV+Mpu1ctfkRLhHCAt3B3oCwgTeuc9TOVflpneK9y+L/87RkUc+fLyoh/YeDh05Q81f0+HdU9udjOgmpVZvgd956aUz+3QPUF5rmcuXUBlB9UkqY+rYOudR2W48GLS2YRSGuVDW9lOBjmqczh0on1NFcbVaubqfPF1qQHQpW7qaGzgnzCXTU9Tn6mjoCpBXrmz0OdCJkpGPFT7XdlfKOhgjP635pO6DqzNWY3f1SDxb5DGzYoPRC+bU9b36XjTb3Ffy2j2quVy2uBGcW91brDIhL0iRNY5JzyjvyAnF0HXOrQoHgfyLVoWXrj/mntEtwnkT6kNQHZfKhDpPqgMes5Kj0tswa/N3GHnQsRXd0rVaV89wdjVkpQNVaXPOdjSZ2P0xCCJCEAgEAoFAwCJC0EK2jccsdHWxkvUuS3Iym9kLxUOVRf44NMaX8DbkCdML8/xbRz6TxxaWq1VrG+bfe7DQ2SHMu/11dC2TVa687DY2vqxgWfz6Lr3LmSIjyC8yT0uFsvp8zcxuKUKA+bx5dOT14Bm5zLoT4N2OpevPa6V5YB8Bz7VqPzlvvFCw3vewT+YIVT9/iA5xijixXrvL6+81TYtXQDBnLOh+oIer8/2UUtnxKY89ZmYbD1LVK//Pb/2WmZ16msdgRXOudZ7uyUIrocHcKirDXDGh/dXVFsyVD3EvsdeHtDXGHdUUfG609PXBTp8tl+4dJnjR5CGwy+cU0Zc17hd2UWxxmMr6Oqy6kZLJr/OXuiQjP0fU/MD5MSJ1iGhQDeoHcJ+KeLkuRbl/Gtw37OVB3gajQOQ61c9PRqcYvSAPhn1IFFkcI6LSwzOQnRt3h0N/jpFnwP4HruRaReEY4boIIkIQCAQCgUAgIgQ1UkrWbxpL8DLIrhWozV1bkK5GhjzsFJULsnzlt9DrlEUob2QPanJU6GuapuWZMB/Pftz1+ZttvFLV2++Bhf1iyWszZ1Z35KKnRj1499jgIZEF7Wp6YObKs9T+5I0y/1krG/IzaRuQC8E8tGv/21nQI6DHKfSaZnO+Gouua7me4iUsEL2g58ToD73aBdaN5m2+XPqcUpNA57lGhKMef/099jpwLXtoKVCX4OGrV1t97XXdjuTRomMiIQ+ZGvReGYFIwLVyjakEOp3NNh0ScYwu5jrzujpPzRa1+VXtY11j7fU2kY+Oa8KOewL7bJDBv4/oBb+/rU6dzzNqYnTxnNRvg946O7Z2rd3hYNDylnn+7B+j891B7xLBK56gsuk8BkaaFO1Yre7a18CsHeWkWijvF3b2ZLdDjrnXNBveSXX/mlVRq457dLXlul4EESEIBAKBQCAQEYIaTdPY/u5uS0VvWjxjegDbPCkya4cd1uDnPPWUmW16HayVCy8ek+rOZVV3dbvSfuUJ1aDCmKISyh+KPbwrlji6dqmDlvLcUs2SR00GbO2FMf+m7ypiIs6AIgmKPrCKgIxlWcjX0CVQ2x0hB91LySMknl9ENcUa6nbb8s1mGy/CzwX5PSqz1XlKeVs6b433GMf0aAs4GPIgd8sci61P/gPZ6HW9Nmu4Nb4FxiSPWV668z+Qz9cxVAnRYO1Ta2OxXLZy47p+D8OD66pwYOSENeGae52j1jq7IjZN01KxI2u+B8VK6iww/+/qmYgoXCnX6iqiQDnnlm4Cu5f24NFrPj5DKqSlN0NCpEzRPY3Va92llFq+t1qvfV0oSrWDCqYG12AEr1vPD1ddxdrT/IlDkMqYditeESs5eA8yeue5f+TnF4iYdFUlLLGeaqVY72WAqhIqLSrCqPviCM8wPZOpJqvXERQcaw0a9TDwni7qiKgKBxxL2/aaxo5nM/89uSjCIABSSv7DRrIYDQJva1luiN3RqNV2lyQXJ46Um0EPI5bA0djgsfUg1A1Ry8myrE431wgPWW93i4cRH8Iz/GCQBOOhdT3Eer3Ww4ClVxkpFYbGnWSnh4mEOLQ//EjpXHWj7FTlOPwB41zvonSHkrXevrXMF0mWvOYyLOpSQYZNGzxE/AevHEsCTTyGyhM/tRD5XAYVTXJk/EmEqobGRxEblqo5Ma3s+/e97nVmZvaYSGYSZOloc6sAcU14YptrfwgipE+Jbl1n/nAKTNt4i+YOQtdoMPAfQJZsdl1XHVvXqA/jaw2DgRK9bN08HA5NZ83yOO5b94Ma6jz1xBNmZnb9odNrkZpSTnlw1vgg+VD3Ub8yhnTe2kbG5gBpziOUJ2pe3lDIpGpYpfNjmJ/rTcc9mkxa60LXzQ1kPA+9PBnGiKBrS0eBLev1HK7Fk0gmbaUvIeC1Qvnt6x999Mz3KWjWSklqDFX5tgxZzQvT0is4XGd+Z0KYKBAIBAKBwIMgIgQVVquV3Tw8bIUrKUnKcFRdrsNwrDy0BUJUv/nss2f2QWKeohQkYbGhyBwhwaZpNtEChLro+Uhi9BYiICQosamNCxmp4RK8+nXOLZlOpSe81Sy8DIEeNMlPA3j7Ryr9gZW+qiILGifJYoxKjCW5SplcRHnY9tqbnCAVoSjIbLHYeJ9ln7sQNRFqz62G9i3P4dmSUvLGTShTogBUTXjVNZC3OAWJio1TtObUDEtjUURojmiQr/3ilb1Qyj6Pp9NWeZ2K3rQvzovSd2wfTSljHrvBNdI515ErSVgrPD/AvntYm0usG7Xw9rA2Whhrzjm/wnSx2BDSdB7yEnWflPdHSGt9vMiGu2hWGcNR+Vulti6AhgiaXpfrtc+d0gxKv+iYJMSusLY+pmZOiiygNI5rUd56TTJkqlDhdBc1gsiT4CI/EK4iAZLPERJo62u9jRRcv07xDPNoBtIa/mxHhNXHDAEwzdtORQL38SMKxXJTPbHny6Wf2/0gIgSBQCAQCAQiQlBjnbNNZjO3wrvIVHuwgOvSIFnqsnDXsFgzcsmy5eg5OylPTY1Q2qKxXUPudb5ces6/buRS71Oem7z2PvJzFCoiz0EWsvL/tTdudmohUyKVgiDOa0BpkzeUqgRT6u3I62DUw4VvJHy0WGx4GR1NeryMCCVv2kcfXjcJk3fgaVPgheJR9fgF8jEmyMvvgDz54WeeOR2LCI3iZCBa4/NfiSO1IhsdXBmKoej8nimyy11NVEgq03zUssTkYXj0RddTHBkRWsuxFRGh8I7fD5p7lO/KKx1VpYaaW7bSNkh5M49/dQuBtz4HzdO9+ES9iujJudc6ZnOn3bIOdE9biRRQInyC+dJ+DnFfDXq9VpSOAkKSX9ecrnHv6XtqxDVAhFX3icilU+Txzdqln0cYJ+9zrj2SS8lzGoFrxdJrEkJrOP8H/BQSnhdYaxRyExhxcGJp2a5pmg33Bfe19k0Br4Hup9boL4aIEAQCgUAgEIgIAbFarzflZMiNOsseedA6/8XqAHnrPVjuh5U1WEOlfw+VfBzZs94OWVZ38QDqyIOiE+IIkPUrz08Rgq5mNvIqBEoWy3plm+hsbUY18/XCFBY6x8jvb5M9rc9/F6WT65w9usL8us5T5UOaL5ZZysuaY66FXYij0CNYrFat0j5d930w1utGQPXfXU1aKJqja0Lp10G/vykLgxSvxsJcpo6tqgKVQinDqhbNd8Bcd69MY6hkdXksCmxRiIbRBi/5EsemXO9WBQmEjdgUaW88brXvZYXPqOKA1Pv2EjiVqsF7rY9h1m4fXFfxzMG4Z1SGEuUsYXOmO3Lkzqkpa9N5UGU/Km9m9VINCuwMqiqiel8HaOGuCMpeeYbpntR24m7UUT6KGGkO9RzUXGo9qwrH5ZIRWWOEjJychGiHsKiqDAS2VidYAcVjaDteWzYmYqVU/ZmPD88uX+9bR3ZxRIQgEAgEAoFARAi24W7ynmYbz2oBD9qs8hbFClY+vqoxNWu3hlV9uazGmrFfvwrUFvCxr9etunDmjLUvVTKcgHksS3YH9bHzjnnR/nTug35/4+GD7U3GvyBL9yrEPOhBreF1KqKiBiz74FSczGYeMZG17XX4YMtrTIre6BqdIJ97gutOMRm2zZ7O563KDTbIUd00GcoSkOnycLyyAdEdzUPd1MZZ8GUfZMNr/PKMdU20L0nUCsope4QA3gzbQfeaxtvMaq1J1Ijtj3cgty1o1biwEbgqLmxU/pbwk87l8evXzey0Zl7zoTFonWhbrYMbaEE9hpCRe/6IJGiN9jpa+y6Wyw1XQLwccIVcZrscU+tEa8xlxktVAXksw3I/jSEI1sX/qMG25opCsKJlgMgTRYXIo9J2NXOezzlGacbgMem+ceEuVAvo2mq+9FzR929DfE5Yrlat+5mSzhqLVzSVfSiSKLhGDKJ/M0RU2cK5bh9PCfhGzz1UuNScmZPZ7L61CCJCEAgEAoFAICIENVJKtjMcdjLazwN6/mwUwnaVzLG7qhdU3+oxmm08xvWWNqD04BltkOcm73MCVjQZuWw1642F4GHWsqOsJlCOyxsJgVV+gn0LOs8ePCd6884aLjnH+niKHjTwOuVNqU5eSm1j1hXD46/lb802nhM9qdrro4ej795Bnb2OKa9VteGCewbl7zm8Uarq1RwEbUMGtsabypjIHj8oa0xeldawat1dThbVHK5OWXlhbAij89F4tQ7YiIltfSnlKva9pHxb0Yqy/9+5edPMTudfc6Yc8AiMbuptuFRx2ecV8Bc013OMvVU5UkWLKDmtu518jENIMFPKmY21PPp1D7XVbWDkQ2BUgtwLNkfTGmejIo61ztnXVTFmG/l05uNd7REaEqyYoA4HK6284ZTmsRrLYovKp5lZX9UG5W8dW9E4zYs0ILp+P1iloL93hsMWj03j8t+XjkZl6/U62h8HAoFAIBB4MESEoELO2ebLZathUFd72AW8laZpWtY1Vf5a9fnydIsHoHy12LVs29rFShaWq1WrRltWJHWxNVY2PeqDJU0dePdGyzG9Drccd7ZY+BiYE61Z72ZmDfKQ9GB4nrwGjOaI+S70msbPqyt6M4OVnXndYZ3Lq7gCvofydq7GV3mpZBbT+6THzzpsgV6XwOqLPq5Vv2la581WsLvIDVM9ju17NcY+vj9CA5k7xWM8mExazHVyJlzHQ8qFWMOuA4/z1NgUtRA0v4pMLSsuCluHkxvS1XrYozDoWcDqA1aIKI+dqqjYQdWe26ztnbNNukdzcD+Ro6L93Mb+u9ZVDY90lNeaG2R2NtddY5una9aucFBUbJsnyyZO9PwZ6SAHgAqpvC/Y62JbxMTvnY5oCvke7Lvgzz5EWLpUFBmJzjn7+mb1De8XzlN/MLBVxcm4KCJCEAgEAoFAICIExHK1arFKndkML581sHm9brGgZdEfSEsdljz35fk1WLK0kGl9C6sqh8SaXPfKOvLv97Iq2UJ0fQ9L16xqpSsuAOaW50V08SHoXSiao25wmv/Dk5NWW19qApANzOvPHgXymHrwjHlthZSSe6jH6A+gcQ8xBuYGhfPyWTRv8gh7TdPqyeDqbzjvbcxrs/ac65qS6S22vhgbvmZHo42XicgOFeOoz8FIEMeyA2VQwdUIsd1iuWxV39CD06srVWLdMIdOjf4FeolQlXM6n28iXrgP6kjGtrEIfJ+RF57L3dB1L/Je1bUi2GHS2ymXa6O1zyjetjE0iDryc/ZZELwLIPondB2HCo81/4nPHt6T5GucJ/pitnl+6By8FXrV0ljvae68+gqRDz6z6+jC/SAiBIFAIBAIBC4nQpBS+goz+xIze7OZfa6Z7ZvZj+acv27Ld99tZm+/xy5/Nuf8R6ttvsHMfugu3/+mnPP3X3DYLSQ7tRDdm+j4HvN1Qr/Xc6+B1iJV8gT+7R21pGGPKgVnHXdofc8r7X6ypglal8x5uWoc6vapLcDIQK2PTpa4wEqGxT08GOaQiRFqg+uqC/Za15G8J4GY7+hZ4Z4xPGp2d6RX1pV73AbyUNaIThBUu2MuuWt+tr3PXDG5BT1cQ3Zco748Nd1XiFKIfX437OA6UsGx1etDSqA4tuAKhVARHA0GvvbYAVAgy548FnY9pY7HCHXs+rxWhGQ3UL2yMoi6HlrLHpXBWiT/hee0bT10RunUA6PjHiZPSNew6Yg4dEW/6vF1VUPw/Kjo6RUvzd193QHy/3WPg3upoQpd0Yd7oTP/Xz13NC5xyHQ/cD3o3jpP9ch5cFkpg2+3U0PgyMyeNrM33eW77zGzj3V89vVm9kYz+6mOz/+xmf3qlvd/+VyjDAQCgUAgsBWXZRB8q50aAh+200jB+7q+mHN+j50aBWeQUnrIzP6amc3N7N0dm78n59z12QMjW7f3fx7UvQwG8EZdQY16BGDVynuQ5XsT+TZtL41yee3eiczMZlDUk5XZwKNjFzsqqym3PoAWwAK59yF4EIvVyo9F70Hf1Zi4rerv9fcedNBVL6wISZ0TNtv0HxhVx1HOjh3gqH/vLHnmbeVVgRci7EAJ0as5qu9R1U3jljcivQGyiMkVuV6qT9j9TGp6XRGCbV6Zzktr1L1Q5bXRm0HzMYdXNii5YkHnRI/70atXW9yAGfLR6qyndcFrw86TXV4t52Hb/M+RAyYYfRE8QoBacHpvHkEo22mkWsvDlFrRpa7xC/QER4j+6Vop56x51DV59tatrfu9GxhtYB8FvWqtSnX1yYcfNrN2dYEiRfMtEaPzRtc0t3o+6Hx1LI35APoN3F5IVYSAID+DKqN6X+enY3VFmOasCIIqY5OSP1tdywNdY8k/qNUhJ7PZfVcZXIpBkHN2A+Bu4aB74OvNbMfMfiznfOMyxhUIBAKBQOB8eCVVGfz58vo/3OU7b04pvcPMxmb2jJm9L+f89CdqQMy9n8d6paY6u/gJXpcO3XhXw4OFKGuTOuqsHGisnYfV3/Ls6MF2eSeMGLjSnfTV1dWsHEfncPPw0I+REI3Qd6/Botf3tW9Z36r197GhskPQ9qrrlurgtd3dTb61eAuKLjDH6zliRAhmiOaIPb2HsTGnXOe9uzTaBWodkOmva8i6fHaH7ELtSWsMDxcFR6n8kYeh661+AJpbary7F1P26znnMsaDqppF41dnyTG6erL7IcfcUmaDRgi7w1EzQdvvjkZbc7f1WKhVr5p+btflBGl/+4jQ1dU5ipjofqCaYRfzn+x4gf0oODato7vlv8kN4NrsYv73wGtw7g00A+6W3yfXSmPRHK4RrWDvGI6Z80auzXkiwnzua4waE6uvnitRGN6Trk+CZ6KwrqJh16rnV31+Wh9H6ImjfY3xXLkoXhEGQUrpLWb2B8zsQ3W0YQu+BX+vUko/YGbvyDlv15lsH+uDHR/djfcQCAQCgcAnNV4RBoGZ/YXy+vc7Pv+omX2zmf2MnXIVrpnZHzazv2Vm32hmV83say57UBdhiwtdjP6WahUsVdnxrHn2vt6os1ben7Xlq/V6061OlnmxJqWGqHy19iWvgd6E54zB5Ob+tV+vx51ON7XuOK8ub4pVCeJOsH+Aa0Nsqb812+Qn5RHeHA5bte9eTQANB4EREl4reZ0aQUZOWVY82fhmm7mUZU9WNL0K7WtSNPi1nc7pvBGCbef3fPFkrqAzoo7BDp2EPnc1TqzxBoz4XtNsOk6qhr9DYZH3i9Y514+uDXXyBXJWao97gWvBngNd9fbcd4PoHSuM5M0xypdS8vPV3F9T7ltVB+igJ5Cv4JUzOBeqTnZVr9TgXHrnPY0b2g46ls5bnRc11/JaqcGxDYyMzTqOJRxCLfN+Kn0uCl0TRmMEcpaajjXbUl2sVCjvoG/IuOxT22jNelROaqI5X6j3DvGyGwQppWtm9u/ZXciEOecPmNkHqrdOzOwnUkq/aGa/ZmZ/JqX0nTnnX7vX8XLOn98xjg+a2eddbPSBQCAQCHxy4GU3CMzs68xs1+6DTJhz/u2U0nvN7GvN7Ivt1Dh42ZAq1jBZ4sqvsRMevdEuprLnnlXjS5U1WZe2sSo5Fu1bFq0YuF3eped5yzFXyCWeFC/+bnk4ebL78NCYK+WY2Yt9IU4GcqsCxyDLebZYtPLLnuuUtgEiIQZPhjlTnb93wevoTHlmHsoxtR5MuXJFeMr3JogcEPSU1oigUD3yPJBnp2uwi66QAtU3XUOhrCNdqx2sUa3dw8nk3F73DqI39KKELo37rohbvX6Yhz9vLfcC59/gujPac7d14VGK8ndX7T7BKiZVa/jY0IdAuIjvyPv9vFCUTs+ZWbmWU+S/t+Gi3u22jomXhS7+hkeSMC9rjMW3w7PK1RjFi8G6U08ds6q3CThWVNUUHnQeXglKhSIT/vf3uf2L5XXvrt8KBAKBQCDQiZc1QpBS+gI7FTT6UM75/fe5my8orx+5lEFtAa3xrtrhnLNb0/ISnrh+3cw2jHxZkbKiVT8u0OKlApfX/IJt7vn94dA9PXEF2OXvXla4vIrXP/qomW3yr/LOFFlQLk0e5rZcs7gA1FM4L+6VQySocT6Zzz3P2EO+jdfvCljDZLpzTBdBS5sfGvauRFk+pxKl4BwCMN2duX0PTsLdwOgL5ysjmsEuoOwBoe3vFkHi+DXnXblzbsf6c3UL1fwtOuZxbzzeRAY0d+eMEFB5UBG0HVQATdAdk1Gd9Xrd2hf1SbqgqFQjTZCOKhRGCLq4FpcJrTnd86yZv58c94Pkxe8X9zqm93DB8+BeXru0RDQv5IHMF4tWVMZ1BnBsRtz6vd4DXduXO0IgMuHdSg0tpfRHtryXUkp/3czeYmY3zOynL394gUAgEAi8OnBZvQzeZmZvK38+UV7fUvoWmJndyDm/E9tcNbOvslMy4Q/f4xA/l1L6kJn9kp3qD1wzsy8ys8+20/Tb1+acD+6y/QOBef0u1BwCfXcM9S4qEp6gCx7BulpqmguTSsGP7OmL6lzLU3601KmrJpYMZXYDnHf0a7gIemCmX5Q1zAqA2WJx7jxbq1vdA6hWdo2L0QVnYpdjnfc8mce+TNxPBKTG/ah93q0//TZQoZLv3wvzxaLFK7goyAPyddPRn0TX+gRKovcD6o90PT8Y7bnMNX0vdOlyvNJBz73rnjxvNQpBlVVWYNXPK6okTu8R4XnQSNHQIkEAAA3YSURBVMplpQzebO2GRW8s/8zMfsvM3onPv9ZO8/7nIRN+t5n9ITN7q5k9bKcKvR83s+8zs+/JOX/C0gWBQCAQCLwakF6O3MwrEZ/oskN53cJ5e2d3QSpqrOt+UO+uxqe/9rVnjiUv5GPPP29mnxhmbyAQCAQeGL/SVWJ/N7zcHIJAIBAIBAKvALwSdAheFXjQiADRlTO8TPzms89+wo8RCAQCgVcGIkIQCAQCgUAgDIJAIBAIBAJhEAQCgUAgELAwCAKBQCAQCFgYBIFAIBAIBCwMgkAgEAgEAhYGQSAQCAQCAQuDIBAIBAKBgIVBEAgEAoFAwMIgCAQCgUAgYGEQBAKBQCAQsDAIAoFAIBAIWBgEgUAgEAgELAyCQCAQCAQCFgZBIBAIBAIBC4MgEAgEAoGAhUEQCAQCgUDAwiAIBAKBQCBgYRAEAoFAIBCwMAgCgUAgEAhYGASBQCAQCAQsDIJAIBAIBAIWBkEgEAgEAgELgyAQCAQCgYCFQRAIBAKBQMDCIAgEAoFAIGBhEAQCgUAgELAwCAKBQCAQCFgYBIFAIBAIBCwMgkAgEAgEAhYGQSAQCAQCAQuDIBAIBAKBgF2CQZBSeiSl9OdSSv8opfThlNIkpXQnpfTPUkr/YUpp6zFSSl+YUnpvSulmSukkpfTrKaV3pJR6dznWH08pvb/s/yil9H+mlN7+oOcQCAQCgcCrHf1L2MdXmtl/Z2bPmtn7zOzjZva4mf1pM/sBM/uylNJX5pyzNkgp/Ukz+1/MbGpmP25mN83sT5jZf21mX1T2eQYppb9sZn/PzF4ysx8xs7mZfYWZvTul9Adyzu+8hHMJBAKBQODViZzzA/0zs7fa6Y95g/efsFPjIJvZv1u9f9XMXjCzmZn969X7YzP7hfL9r8a+nrJT4+ElM3uqev+6mX24bPOWBzyPD5b9xL/4F//iX/yLf7+X/33wfn4HHzhlkHP+2ZzzP8k5r/H+c2b2/eXPL60++goze8zMfizn/MvV96dm9u3lz2/CYf4DMxuZ2ffmnD9WbXPLzP7L8udffLAzCQQCgUDg1YtPNKlwUV6X1XtvLa8/veX7P2dmJ2b2hSml0Tm3+Sl8JxAIBAKBwAVxGRyCrUgp9c3s3y9/1j/kv7+8fojb5JyXKaWPmtlnmdkbzexfnmObZ1NKx2b2+pTSbs755B7j+mDHR2+623aBQCAQCHwy4xMZIfjbZvbZZvbenPP/Wr1/rbze6dhO7z90H9tc6/g8EAgEAoHAXfAJiRCklP6KmX2bmf2/Zvb1F928vOZPxDY558/fuoPTyMHnXeCYgUAgEAh80uDSIwQppb9kZn/HzP6Fmf2bOeeb+Mq9vPmr+N5Ftjm4wFADgUAgEAgUXKpBkFJ6h5l9r5n9hp0aA89t+dr/V14/c8v2fTP7NDslIX7knNu81sz2zOzpe/EHAoFAIBAIbMelGQQppf/YToWFftVOjYEXOr76s+X1j2357IvNbNfMfiHnPDvnNl+G7wQCgUAgELgoHlSYqIj6fIed5u9/2cwevsd3r5rZi3YxYaJPsxAmin/xL/7Fv/gX/87z776EiR6YVFh6CfznZrYys583s7+SUuLXPpZzfreZWc75IKX0583sJ83s/SmlH7NT6eIvt9Pywp+0UzljR875oymlv2pmf9fMfjml9OO2kS5+vZn9Vznn/+NBzyUQCAQCgVctLiE68C67t7Xy/i3bfZGZvdfMbpnZxMz+bzP7VjPr3eVYf8LMPmBmh2Z2bGa/ZGZvv6QoR0QI4l/8i3/xL/59Mvy7rwhBKj+Gr3pE2WEgEAgEPknwK10l9nfDJ1q6OBAIBAKBwO8BhEEQCAQCgUAgDIJAIBAIBAJhEAQCgUAgELAwCAKBQCAQCFgYBIFAIBAIBCwMgkAgEAgEAhYGQSAQCAQCAQuDIBAIBAKBgIVBEAgEAoFAwMIgCAQCgUAgYGEQBAKBQCAQsDAIAoFAIBAIWBgEgUAgEAgELAyCwP/f3t3GyFWVARz/P9JQpdpaiVq1xhUETSrwAaPSRmhrRIhVUanyQWwQEjBawZdEQ0QxvsQPoig1YjTaxCaWpEYNpogG2oISUTS+EEHb2LVBi8UWCm2hWH38cM7ScTL7MtPdvTs7/19yczNn7pk59zl7Zp65L2clScKEQJIkYUIgSZIwIZAkSZgQSJIkTAgkSRImBJIkCRMCSZKECYEkScKEQJIkYUIgSZIwIZAkSZgQSJIkTAgkSRImBJIkCRMCSZKECYEkScKEQJIkYUIgSZIwIZAkSZgQSJIkTAgkSRImBK2Gmm6AJEmTYKiXSnMmuRH97FFgAXAYuL/htgyyV9S1fdAc+6B59kHz+rUPhijfZ12LzJzcpvSxiPgNQGae2XRbBpV90Dz7oHn2QfMGsQ88ZSBJkkwIJEmSCYEkScKEQJIkYUIgSZLwLgNJkoRHCCRJEiYEkiQJEwJJkoQJgSRJwoRAkiRhQiBJkjAhkCRJmBAAEBGLI+LbEfGPiDgcEcMRcX1ELGy6bbNJjWuOsjw4Sp2lEbE5IvZFxKGI+ENEXBURx013+/tFRFwYETdExJ0R8WiN74Zx6nQd54hYFRFbI2J/RByIiLsjYs3k71H/6aYPImJojHGREbFxjPdZExG/qvHfX/tj1dTtWX+IiBMj4rKI+EFE7IiIx2t8fh4Rl0ZEx+++QR8Hc5puQNMi4mTgLuB5wI8o//v61cCVwHkRsSwz9zbYxNlmP3B9h/ID7QUR8Vbg+8ATwE3APuDNwJeBZcDqqWtmX/sEcAYlpg9w9P+6d9RLnCPiA8ANwF5gA/AkcCGwPiJOy8yPTtbO9Kmu+qD6PfDDDuX3dto4Ir4IfKS+/jeB44GLgJsjYm1mruuh3bPFauDrwG5gC7ALeD7wduBbwPkRsTpbZuZzHACZOdALcCuQwNq28i/V8hubbuNsWYBhYHiC284H9gCHgVe1lD+dksAlcFHT+zQTF2AFcAoQwPIaqw2TFWdgiPKhuRcYailfCOyodc5qOg591AdD9fn1Xbz+0lpnB7Cw7bX21v4ZOpZ96OcFWEn5Mn9aW/kiSnKQwDtayh0HmYN9yiAiTgLOpXxRfa3t6U8BB4GLI2LeNDdNJct+LrAxM+8ZKczMJyi/vgDe10TDZrrM3JKZ27N+Oo2jlzi/F5gLrMvM4ZY6DwOfrw+v6LH5s0KXfdCLkfh+rsZ95H2HKZ9lc4FLpui9Z7zMvD0zb87M/7aVPwjcWB8ub3nKcYDXEKys6592+MN5DPgFcALw2ulu2Cw2NyLeHRFXR8SVEbFilPNzI33zkw7P3QEcApZGxNwpa+lg6CXOY9W5pW0bTdwLI+LyOjYuj4jTx9jWPujdv+v6SEuZ4wCvIXh5Xf9llOe3U44gnArcNi0tmv0WAd9tK9sZEZdk5raWslH7JjOPRMROYAlwEnDflLR0MPQS57Hq7I6Ig8DiiDghMw9NQZtnqzfU5SkRsRVYk5m7WsrmAS8CDmTm7g6vs72uT52idvatiJgDvKc+bP0idxzgEYIFdb1/lOdHyp89DW0ZBN8BXk9JCuYBpwHfoJyLuyUizmjZ1r6ZHr3EeaJ1FozyvP7fIeAzwJmU888LgXMoF8MtB25rO23p2OjdF4BXApsz89aWcscBJgTjibr2f0RPgsz8dD2398/MPJSZ92bmFZQLOJ8BXNvFy9k306OXONs3XcjMPZn5ycz8bWY+Upc7KEcn7wZeBlzWy0tPakP7XER8kHJXxv3Axd1Wr+tZPQ4GPSEYL4Ob37adpsbIRT5nt5TZN9OjlzhPtM6jx9CugZeZRyi3yEF3Y2O8X64DJyLeD3wF+BOwIjP3tW3iOMCE4M91Pdq5tlPqerRrDDQ59tR162HRUfumngd8KeWioL9ObdNmvV7iPFadF1D68YF+OW86wz1U10+Njcw8CPwdeGaNdzs/t1pExFXAOsp8DivqnQbtHAeYEGyp63PbZ66KiGdRJqN4HPjldDdswJxV162D7fa6Pq/D9mdT7v64KzMPT2XDBkAvcR6rzvlt2+jYjNzh1J742gcTEBEfo0ws9DtKMrBnlE0dB+DERDgx0XTFeQnwnA7lL6FcFZ3A1S3l8ym/jpyY6NjivpzxJybqKs6UX0uzakKWhvvgNcDxHcpX1jgnsLTtOScmGj/u19QY3dPps6dtW8dBJlF3YGB1mLr4PsoAXUE55LY0nbr4mEXEtcDHKUdldgKPAScDb6IMus3A2zLzyZY6FwCbKINuI2Uq0bdQbvfZBLwzB/0PuIMatwvqw0XAGym/MO+sZf/KlilVe4lzRKwFvkr5MLyJo1O2Lgauy36bsnWSddMH9dbCJcBWyjTEAKdz9B72azLzsx3e4zrgw7XOJsrUxe8CTqT8wBnYqYvr/xJYD/yHMrVwp+sphjNzfUsdx0HTGclMWIAXU26J203p0L9RLkAZM6t06SrG5wDfo1zh+whlcpCHgJ9R7guOUeotoyQLD1NO3/wR+BBwXNP7NFMXyt0aOcYyPBlxpkwNu42S3B0Efk25Z77xGDS9dNMHwKXAjykzph6g/ErdRfmCed0477Omxv1g7YdtwKqm97/pZQLxT2Brh3oDPQ4G/giBJEnyokJJkoQJgSRJwoRAkiRhQiBJkjAhkCRJmBBIkiRMCCRJEiYEkiQJEwJJkoQJgSRJwoRAkiRhQiBJkjAhkCRJmBBIkiRMCCRJEiYEkiQJEwJJkgT8Dw5T5Er/5XEvAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAH3CAYAAADE7Ee8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9e6xke3bftXa961SdOq9+377veXg8TmSNY2zHyEocxYoVEQjEkhGPyBIhhCAr4D+wAEcOAQkkJIcQkUiQ2JBI2CiRQIiQRIqd2BAixHVs4/HYM76vvv0+3X3ep961+WOvz9p7f6vPzO3buem5178ltapP1a69f+9a37W+a60sz3NLkiRJkiRJkvzOlsaLbkCSJEmSJEmS5MVLUgiSJEmSJEmSJEkhSJIkSZIkSZIkhSBJkiRJkiRJYkkhSJIkSZIkSZJYUgiSJEmSJEmSJJYUgiRJkiRJkiSJJYUgSZIkSZIkSWJJIUiSJEmSJEmSWFIIkiRJkiRJkiSWFIIkSZIkSZIkiSWFIEmSJEmSJEliSSFIkiRJkiRJklhSCJIkSZIkSZIk9glTCLIsu5ll2V/LsuxulmXTLMvey7LsL2RZtvOi25YkSZIkSZJ8kiXL8/xFt+FDSZZlb5rZPzKzK2b2v5rZb5rZP2dmv9/MfsvMvjfP88cvroVJkiRJkiTJJ1c+SRaC/9YKZeBH8zz/l/I8//E8z7/fzH7KzD5vZv/5C21dkiRJkiRJ8gmWT4SFIMuyN8zsbTN7z8zezPN8Vfls08zumVlmZlfyPD97IY1MkiRJkiRJPsHySbEQfL+//r2qMmBmluf5iZn9X2a2YWbf/c+6YUmSJEmSJMmnQVovugEfUj7vr1+94POvmdkPmNnnzOzvf5QHZFn2rpmNrLBCJEmSJEmSJJ9Eec3MjvM8f/1Zv/hJUQi2/PXogs95f/sb3SjLsrcu+OjlTrvdvHHt8i5ulCzz7zQafFfuJf/JzfJVYcBYLpdmZraYL2vfaTSLezW4ZyOrvd9sNmvvxzPw7GS8Hw+vXZCvVqZOoHxVvLOcL7xtK3+Wt6F5Qf8a+iy/n4/Pyu+T8xoXlN9ttpu1Z11klNJnlM8q7r1arerve5/0/bXxzczwiql7LPqxKO4xHU/NzKzdbRdtbjXrbZO5WJt/F8ZluVjGa7U9tZvxcsEYx9z5emowJ42vP466bFbLVaxNXUMX9SPGy18Y67hc9kVuT18X3LfRbMSYxtqLftT7u/LXci/W28r3dL7L1kUvat/n8zzPY23FWPPq7Z7PFrV+tzvt2jNVdAnTB8ajtkH8C82WtD/Okrz6staf/KI1KNevfy73zdbXyvpD5YyJZz99X4QRt/KMWg9WF/WtMp+sD22btmztPKQN9Tlde5jsk6d9VrmbmVXW5Kp+T+aX86PVKX5Wm63ilT2r++6ivZzn+Yfvl7Z0tbL3b92z6XT21M+/kXxSFIJvJN9o3XwYmd64dnnjz//4n4ofTCas0+8Ur93ilQlkM3PIrZYrm54Xi+LoUaGjPLn3xL9T3GswGpiZWX+04fcsDpmNreLv4fammZn1Bt2iDb4xWIQsslar420snr1cFgtgNp2WB7IvmtlkbmZmhw8OzMzs5MmJmZlt7hbP6m/2a/3gmSzsVrt4ZXHOZ8X9zo/OzcxscjbxNhQ/Wvkyt85G0f6dq9ve76G3u3hfhf5kWfHs1ao4jGez4hnTSfEM+kafJqfj2n0Yx/7Q+9RsxYG+8HbH364gnR0WtJO3f+VtMzO79sY1b/uOj0Pb22behtzHxX/cfNwYb8bj8OGhmZkdPz623qDn7akrGaEw+RhzyKBMcK/Tg1MzK9ci99MDo1TAWBfFfcYn47gX7W33WENZ7X0EZRZFkrXNWu75GDMOS1eszo+K8Rz73HD9cHto21d8PWwX+6DT69b6PfODbHI2rT2b8eFZHW/7cLtYV93+hve75bfj4FzV3i/3y8Jms6J9c38m62F8Urz/8IP9Wn+uv3nDzMz6w15tnEL5bdbHjx+IM/8+iidta7absQc3Nov2s/eYfwUUKHWsYRQJ5l1/J1qyp0NJrZxx3IO1svRnlj/4We3ZtL/R5N7F5+wLxpMzi/FB5tN5vW+VRm/4ucir7q1QrlxQ3vVcWSyKsV+g1MmZqGddVThj6f9yWV//0X6/9/lxcUZxfly6ecnMzHau7ZpZeZbzTM6Tnp+RnW697avVyhoNzvn2U/vFXCGs89l4Zn/iT/5Z++rX3n9vrWMfQj4pCgEWgK0LPh/JdRdKnuff8bT3syx7a7lcfomD16z8UeeHsR8HoC+YBhulWGTT86l1fZI5BPhR2LlW/LhMzotDeTYpNg0HOz/Sh4Mj2mNmZm20zXb9h0RRC7JcLMtNIIcGrxx8d9++Z2ZmnV671hYWLofHbFy0lUOcg2/qfZhKnzrdjm3mxUH36PYjMzN7uHpYtNeVKg4R7hUbnkPH9z0/AIHWaJM/izYyF2fHdU5pq90KBY7vMj6LRfE6d+VisFX0D0Xn8EExd8w/P0IBOkDMjKsrHKwB7ruYLezJUaEY6uGKMsYaOnCljTngRxdpeNsnVow5P7oxt/65jqfZ+mE6Pp3U2kL/UDo4GGeT4hDiR5o1+ehOEeU7Pjn3rhV9QyljbdK38+Pz+LFFeBZjjKhCwz0YW145jPUHg7ZwHffhR9kvMv+ymZWKLntxKT/GT+4V/Q1rT7O+rugDbQAMMCeszX5lTq++erXob1uUccYeZWVWV4xQlBqsk37RT+Z7LuuAOYsfuco+4kcVof388PE3a5FhQ5EOK2ejrnQwHihG3I/PGZ/ty9txLT+moPG573O+y9k72uPIrwtARGXmP+ZVZaw6Hrzf6rRjH+v856KsL+Us2vDzA8X7/S+/Z2al0sr5ijLG2dbt19vcaDZizFEeWu36Oan7PhScVsMWi3q7n0U+KaTC3/LXz13w+Wf99SKOQZIkSZIkSZLk68gnxULwC/76A1mWNZ4Sdvi9ZjY2s3/8XE/JzRaLZWjAmPHOHQGBHNBS0axBIYPtQWhwoM1AQGJ2V82Uv4/cohBNCs3V0YcjHLRNUE1VeNYMDd81RhBgaS4rnom2CdoCjYBW6AtWDzRnUBf3RdNdLVeBhtRMOnVrA4iFe5TIBbRajC2uAbXG8DfafJgO25iGcT2s1qwLoANErSzhI3TBQoLJEOFZaPPcF+Q0ryCNTNAo7Q1Tpj8T9Fhad7AUuf+6Vffbs0YDlYEg/e/q+op+e/f0WZh8sQggXNfdKNZciYiLccUkWlq16vuiikpBLwwHY8rao/1hrfI2r3zLHz50C5qPC0gZAUFjjsUKwrhjHetWkGS4UAQpq7/23K0brDn6xfioX7cdFqW83qeK9Qf0vDypo7qV8H5UaCt7b+qolP6pK2EiiDL2U57HuVZaIerombMnO6tzBmJPu+WIZzP/7Dv2uvmQg3ovv3w5/u76OYklQMeSc5S9eP+9+7W2MbarJ8feuHobuY7vg+qR6nrDOkV/wk3pbWNPsla5N33ges5DrGK88ixjjZ7Imb/Ky3kTN5++8nmVS8M8fhT5RFgI8jx/28z+nhXsyT8tH/85MxuY2f+YchAkSZIkSZIkH00+KRYCM7N/14rUxX8xy7I/YGZfMbPvsiJ18VfN7D9+3gfkeW7L+SJQy0WEHgStbFLRzhU1lkQ8NPc6El4n5IjfzrVJNFs0+7GQ6dBm+8N+SVjz9oEe+A7oAn8+AkrDJw7yo03hAwzGu6Pw9qp233yVxxgGivC/gz0cyBc/9dz7OfXr65ovWi9IAQkkLKgeLX8+WwTJqZybOkv4fFr0G5+5MrM06mAaFoOzWhsbM7T3hvelPmfFs+trCAEp0g8sAQjjGPwHn2+1iMDraErkyGwys2xaR3xrXBMhxdH+aIO3DR4MJFtFjFhGsvCHN+N78CqGO04y3Sjacnp4WuuX+mtLcpj/PamjoODWLOsE0hgXWX+L2SLQdekLLr6jzP/ZpG4hUr5DIEch7mFJUdTLOpqNp7E39Z5x7QVERayWkJCxqIVlAX4MvnfhN1SfowRWrCdlO50kKJEN7KOGsORP3UK2MYIfUydCsgaCq9JsxBhjUWT9s75ZF+skQau1HYm2+fnK95WDhbWzajWkv/Sf9bwQayyfa5voy0Tmth2kdN+Twq0o+R7tsDKq1Yr513GqWvk08upZ5BNhITALK8HvMbOfsUIR+DEze9PM/qKZfU+qY5AkSZIkSZJ8dPkkWQgsz/MPzOxHPq77LxdLO9ovAxXQxtAAZ/irW3W/VRWtw7DW8LKI4Za/q75uM7NjQgK3CgSFL17Dy9Bs9/cLpu75tGjrZ958JUK7YCj/9m+8a2Zmc0dXL12/YmYV/7Jr0TCbTx8Xfrj9O/NaW9B0g33r6iR+7GAVn8/s4H7RLtAGmi6a79blImAEDXdyUmjTaOPj87rGP3IkBDJCiwfdAFtgW9On6fm0DKOKcLlefGZWzgFoJFjRjiou3SiYz4SbqZUjfI2BpOrhh6cHpyVKgHkv3JF2r137G7QxIRJA7snfGx7Giv9SY8NBK7fevmODXtH+3et73t86+uSezNG9B0WEyNXLRfhU3+cZxHdyXqxV0ErwY5p11jlIcDlfllEUMKwj9KpTG0uicxg3rBNPfF3xLOUasI5CfI0y7nG/PI+9RWQRFkFCZVkPnAm/8pWCs/zZmzeLZ/taY7+BIDU8jRA67sf7R/tHdnRYjGHf71X6392Ssl3fe7S1tDhi8aj7rxlHLJFLsbxUWeknj4s2nJ8V59iQ0GjnRmBJ4Rw8PSraQNTJhkfKhAWyAz+mbnk49u/1+8WcXXEOwWq5ioiDD+4+MDOzzX5xz8vX9mrthcekIbKMwwRLm4QZct4wPowj4wpPqtluxpixzukX++GVV677mLoFKCwIzpnws442wWNhvM4lEgoOB9/b2NyI+UWwADGWrEkNDTczW0w/5RyCJEmSJEmSJMnHK58oC8HHLc1W00aXRsGCxQeIhkhMfbBKHZ0EAlosQ6tG2wNFotnde7/QgC9dLVAX6AEtUxPOLCOqoO7XA4U0JTnO5u5m+d6yeN3dLbRjrBb4b8OH59olWjVodXxc9Hst2Q/Mb/fTnTrKOXbLQqfbWbOUoIGjqeeSia4T+QnqFpOIKvDxwNfM59uO5kAxCNr7cHu4hrr5Ls/EYgCLPg9WcYGu0eCR7StFH0qLQnEdcerVuTAzG10aVdjd+KWdye8+UNoQSMfXiz6buSvRx9jHqWjz1qV6qg4sBHt726VVwmEAaw00+fhu0X6sLiAhtfJwT+aCOe1LzgTahjWnu9GNuHvaAlJjnQ+36+iU9YCfvnzfx9jHA74Cc3pyUIwb6D0iAciJcHJux4+K9Qpiv/5G0V9yQ5R7r5irq7vFnmX9DBy9My74xrFuMC5diY3HMnF8eGLbO0U8fW+znriKsWOfd8UaAWOdZ2FJID6fcwXUyt5EWJuNVtN6vu7hEDGvnHPsZZUyCqHt/fU8FmvRTHU0z7ODc5Tn8YxXG9dr44HVkv1w5laMHV/nJHrjnO2cF89+ePdR7boyAVjxunO9yAvDnGF53Lm6Y71B8Uxdvy+/dK3WfuXQHHjeEtYke5E9yzpj/zB+XMda7/Q6ljWKeWeNtsWSwRhjzXv4sNi7N1+9HryJjyLJQpAkSZIkSZIkSRaCqlQZt2br6S53bzhCWJDJq+4zjjSsFYmsVo5Yt2AFS4Y2NFyy4/WdoTsQ7VyZ3yCCyHPQbMSzaD9+5pnE0TeDoe4I2oguqKNVfKtozNwPHzRMZ3yH0/HMcrce5I06W1xzlUe8sYOIyP8t0Rcg6mDqRsY/78xaqvIy34M+UzOpYRmADb8iFe2SNLmkka5be7QWgiJBEEG727Zmt84pCWuEREdoRAfrhLnQ+GwQQ4mkYcQ7x8LR/3BnWEYk+LU8YwJ73sdeswQGIztyCBR92PXUrEhYrYiz9z5W81PA5M8nT2dCs8bKOaqzrEFbUS+CNs7qTG2QdGSXXLGOinEZn4wjImPncnGtMroR7gH3JtC7r4OI6nE+zHCn2A+gc6w8GjGwtTOKiI3IX+IWEhB/iIM+7sn39p8U5wVzWkYQ1bkqWD2Q4DQtK2gyK1NMm61bqzTdtmYLZIw1Dp4zrLtR5yIwLlmjEWOn1ohIk+xrau/KTu195lMzWF53SxTPwtq5iP3gadvdclS1bkU+Bp+vbU9hzl6aT+sRLPR7U9Ym49azeqrrMguhc9H69bnJV6u4J/MYfLZFfWyx5l67UfAxmu3mU2oxfHhJFoIkSZIkSZIkSbIQVGU2mdl7v3nLNvp1NrlqdBG3TJGLSqGJYI27donm+eRJwQqdzAqN9vqKnN31LHHRlnE9LjcK5hwUPqWNjeK+aKWzCsOddp2eFX6xDS+eMZ17HK2rgfgy41kaCUFO9uO6H/v6VWfduxUDViu1H2aLhR2cOHPWUScMd4T2Tyd1pj/MbZAxloaDJ/UyFXPRlEebxTicnxdIYOJ9bTeb1m17VjdHm0SLNP2ZoMmlcEbwEYIktQjQgc9Fy+eaOefz83ExZ/1uN8aK+WSOkKYUWdFMajPv79LniHV09VKB0sNC4HN5Oh7X2rZ3ZccmOfkoPD7akd6hc0A6WAh8XIhc2durFxHVeHxys4+9vzxzQFRCJUKCdiHbW5t+TfH3yWmxJoeOmspKnOZtrsfTLyPfR/H5uSPn0Vbdv8/apk7F2WRivY4jVh9bIiAQ1oEy2h8cFNcdfVD42l+6XKAz5p/+s980kgjeQKPRiKp0kTnwoI58y4yMdesM48jZ8/BR0SbmH0TNfuCZrPGj46Lt227dMzN7/LiwNgTXyPfo2PfozPuzuVGfVy3chfUCXzvCutE2dNtta3i/Ts6lLoafG+x3zmbGhb3Z36ifL0QbcN+FFANaSvZWLAd8r9qGltRb0bwkmjOEceB8hZ+AVPMNmJXcjeAL9NqxZojMYG8yDnz++Lj4DufrdD6PMfkokiwESZIkSZIkSZJkIahKo9GwwaAfWuIlj9eObIHu/5w6Etp0P1SVva61CtAOQalo3eqvJIZZ8+xr9rBLnQIRKmoJ5n+lmtt4Wi+V2XVEdOSMY7RqNFWNWIj8+u5/jHj9Tj1mPtizrr3O5vOwSjxyDXblWjHxxRNHHar5ho/XUQZIeDQsfKsBBX0O7j8u2LVnXh4ZTXlWsRAgoOgt930yVg/uFGVuQcYgu7E/+9Wb173fRVvR/Ll31zkGRCdEud9hgaSOT87KyIYe5YvrceexbiIaoWgzLOKpo/jwqYIQ3Ie8PdqstfHK1l7t/v3NfhkHP6N0tFswJN5cLUXB7KcKpqMp0Cgx093T4vsga56DNWQ6n9sClDwY1NqHvLR3vTY+iq6Zs7KENdkA69n0om3+bFAu66zbblvX+4t/+YP9Yh1cGhXr4+pLBfKHA8E+eolsgN6GsLy5YOvDAoFotE6WZWUceZd8CxafmRWRCGZmp5P6fjh1JP3GjaIkM7lCtNofViBY6FvD4jr2yaNHB/HeznbR77lYr9ij7GXmZGeHiIZB/XpvA9ZLjUrirBueFmt2NpmuVcGMGgREk3j/gLAR8+9tI/pg6FapPcm1oXk/lItT5egshSPGWuN3gPWgNTA0x0jkVPG+8TvB9VjqDj23RlRDXCzt1C1l235WRf0DF/JtsPa+8v77Zmb2uZs37aMzCJJCUJMsy6zVbtmwXS93zEFZuhDqpL0qQU7LVfLjQEpRkniUaTvroYAIJsLYGGIq1eQgJM3pbHQjMcxoUifo8KNMgqK2b6qoKe8bWUMCtSb502qIm9WTLp2hCPmhiELEgfbED5eR/zAMB95W+uv1wElIpAdBNvEfq149TJON3ffndlqtUHxiQ8uhyQY9pXiTHwD8MOjhQSImFIFITMKGlyQ4nW4nyH6QgEa7o9qzEU2pOuv6D9uifgDSXxRMwhYhBtLHKNndaa0pHVEWu1n/W1MZRwlulNBenRCLYrESsywSptXz8qiKYlSSWIX9ET+akeq7nsI4zM/z4pXDNcKznJwXP7CPC5fT4VHxAztfLmP9M7bzed2VxMFP2V/6x7MvbxXhYrH2pBgQbT04LfaqmtYbzUb5XUk1rUWNMHmfuatg19cma43zhKJOkUbX1wM/+lq4aG93O+abeYqCWf7Mxw8Ld8TYlZJrOzu161DeyrLwJPpq1sajBBAoCK5QnU3CdTL1uei1pZhXsw60UPjuOCB44+VCMSKEr6OJulz0by0TnmVZjVhuVik1LfuF/iuBU9Mka9poroNkuePkXIBmo9VYU8LjXj7GzW1K0NfXop5VzyrJZZAkSZIkSZIkSRaCqhB2qOgcBAj548STqcwk7DDLskC0bRLINOtm1iiEQUpR18KrSM6skpoXNA8hjvKf9wvz5m/evm1mZt/9xW8tntdolGZSdxlAzOk7otV2h0Y7qRdDgmxF20jiAcpAC8dEHKa1YT+0ZsaSa6P8rCMATP2NKABEWWNHSG44YLxO3FyPKfHa3q4/s25So63z6TzIS6RmxWXQdYJSoPYmoUi9WhsgW2FmVRIRJnGsHyBOCJKtdqssGd3y10i5bNHO6jNBWZH+VshV5VjXUScJaIYrT9iDVWCcheVH5wuko8S7QO9i9eJ92kZyHFxtmLf3tuthaUfn5zb1McKCgyVDiYpaWAZLGBYkCICQ67A0gcKjcBHrzwmiXDebzwN1d/0zyIG0P1wh4Z6oWyc2JAkZpmHGeSBJllgnVZLZoRNxt8Q0zNj+3bfeMjOz164UIY/hQvN+QBxmXNQ0DsHvniPpju+7HbcYDHeGa+v8+ktXvF8+Zm6uf92tDfSbs4hxYR2BoE+eFJ+TdheLC27Bh7cempnZ/sFhWC/V6nJ8Uux39vClSzu1cbo0r1vxyrLonmbZkywhGsZK8jnGqdvvRjg252Ak5PL+Btm0WV+jzD+/E5zduP3C4ur3371W9IWQS1xXnX6nLOfs5x730KROhP5y/fnReVi4PookC0GSJEmSJEmSxLLn9Tl8WiTLsrduXr38pf/gR/7V0C5BL4EMHAGRcEVDgk4OTsLHQ9KOKFrkISWRCMNTi+LSimQYkixoclYPFUO0FCc8gKyRrZGCFNHRXvo3CzRdaMCKGEFEtJ3vBZnQvzeshHqBAnglgQ6aP0VKjp942AzJjiiQRJnPZZ17wXpFG0dTpm3MFffv9ru1gjbVV8ahL75Q3uceIBmIaWjgvC6kHDQEKCwPzXYzLBZo8mFBcYSiPvUyPLEeQsT7WGk0XXCgT9/WIOWswvuY+5yw5rB4aNnW8GOKtYK2BucEP+wFHIpqEhnQlXIdGAdSGWu6ZD5nLbJxQFfMGQiK8QFZ8XcQt+bLsi3i42YcGDu1YpBQh9TEkboYC4AjPRLyRHIZ/z7rqt1tr5WqZQ8hOv+agEuT4NAGOElYWjSZVsmn6YV1gT2npZgppKMpuZFIn00SpG+wbvR7i/kyuB8RJur9Am0jEJzZ57Rt52rdcsC9I7WzE8BbwqFQi0qz1YxEXbQprDZ+5rJGOdOiP34mcb1ySeB9YZmkPDR9PXpYFizid2Di/WDMg7dTsWiYmXX6rNGJ/dT/8HN258H+L+d5/h32jJIsBEmSJEmSJEmSxCGoSrPdsu0r22W5Y9HO8amBSlS73Lm6E6hCSwU3rjRq7wfjuFVn3CKavAKtWxMZwXyuhjsG2zfK0VI0w0sDN7jW/H38+6TorbPOtagR99dCTFmjZPByDzR6jVToLes+f3zp9BdURhv0+3yuYZ6g3SoS15TFUb7ZJZC8lKxuRmrmAm31l3XkE2lkQdSu8WMd6laSpQRTmeQ1EuKpkRusB01dzBjr9fRN084yrlmWleWfsXzBsncER1tAqYxljIs8uykMaGStVHeFB9OTBDKl75e0v3Bv6qz7styzo272Was+jhqVgPVH/dhZI4tnaQQDa1D7r2ludU0iW5ed+e9t5H6sySg8NF+srcWSt+GRTpv1aAuNBMHqwOfcW7klZahb3SrS6bXLVNPePuUWYQnhXrEmm/XzAWHfXBQyqqnDV6s8fPn6Gc9GWCddsXRo8TDev/ra1VrbmVONGKieI4Mtj/CZEFZb3x8kMlPL2OhSse81Kg0uip4zjBNhjpt7nqRrlZepqGU9aCTIevnjXrn3P4IkC0GSJEmSJEmSJFkIqrJarmx8Og7EhK8IDVFRKZodbNThzrD08TgrGh8QKBItsfTfOspY1pnMyk9Qa0TEGeOrd2tGq9VaiytGGhH/XI9pRSvH/6xIuSH36RLjK6l8EfzlZuuabaQI9fGhaFGw6UckrKlrxrSFcSMCoilpRWECV/M6VFPnmpW+UkVPMJDhUsDYJ5HThvhGT9wneOxJYq7hM3eWedVXXyIz0p7WLUaw4JlH5nUNlQkSwkKkzGfWGXO7WqziWaAP5iKKzPgYr6OurDZOa/kKuI58HOSxWJHgpSw8pOuXeWTNlOlhiRKoF/MB4YOEWVesZS16g1+X9VDNsaHIFR8vqbhjfQviVV94FJ7x75FkqLQk1At2VS1LjE3wL3zeWA+aNyA4If43807URZQeJhlQ033xvrfxqVcjh5QzUJ0vs3JP4dfuTr9+wS382UhZWKoYJwpvsQeyLAsrEhEuWHbiHjyDV+GQRPSWWFrZb4y9llsPcaNWs9WMPcQaCv7XqJ6Xhn6c+brh7OoNFnGv4vOiTyvJb6AcHM6bZrMZeRfUGklyq0giBofEOWbnx+exrz+KJAtBkiRJkiRJkiRZCKoyn87s9m/djr/x/d2++8DMKv5s8Vv3PU1vo9VY8+198MH92jOGHk9Oxjmy4rUjy5dr/o46KDDTEr8QWiUx07Rha2MjtMewHjgKC/+7xyIrsx9rxP27+7Vn9fzeg0GhIR8/rjPgYdszHvtHRzbyAihkbyNboCLhYPR7Px7sF2k8GWPipmHyk2WRePzrl+vppWnDvbfvFX3d6MackMOAaygMQkw2/WOeDw49m6IXToIZj8WIuduTjIYP3ntQe85kNlvzq0dkAvyT3cJXylyA2hfCEUFIu8t4kk6ZdMsUramWsGWMR5v1tMEU3mpc0EbyLy2Xl84AACAASURBVATXBITrzyJFL+PMHPF9Ut9WkSTXzKRIFXkFiEfnu9wLdA4iJnUx6Iv70ROySTI+UQK60VhDYViQHjwq1mAUWMJyAqrMKKxT7M2HR8X4vXP3rpmZfemzn62NS2Q+FER4cHAc48DuJrUzazIsA1Iu3RwIsxbv7z+utZk5Ys6wsNx9+MjMzK4tivj1h/cfxxiHFU72GOcFeTXy4hZRkCs4JVI2e3FBhr993+Ocbd1Ox/a2i/mGf4OVjn2w72PMuck5Sv4C7sUaZM2yp8NqN68XCWOdkAJ42O9H/gjafeprh8Jy/T5nWbt271vvFL8dpIDmfMXCGlFejK+UOIdfc3p0FpYxrAzMI9YKcn6w/1kHj4+PI+vjR5FkIUiSJEmSJEmSJAtBVZbLlZ2djW33csEiRWOm3C+aIhkAo0Sl+5Db7dYawxNN/96TQivWHP5XPdPeQHyi+PhGkrv9kWvKD/x+lPl97do1MytQiLJcD72wCVaG0JqJx5cc9FWkb2b2uVdfrrUJzfbRQeGPRNsm+9xGtxuoKIqu9MVn58N0eF6Mx33vDxr7jqNuUC3jRk72a5cKy0AUFiKrpLcNNvHp8Vn0B6TDtRRaItf8RZJXileZ2Vquc/y1EW/sKBe0fnhyYkO3mJAHnsJIgWgj73nRRpjMIOFf/trXzMzszZdeKr5PnDJ8CP+bOhy05dBLVx+Px7a7WbKYzUoEtzmknG3RnygIs6rX0UCwYimnJrgrZJnEIkUxmHYzLEILydzJmG35OIHCKJBTjQ4wqyCiO8XavvWgsMpc2pZSzSf1kr3m7v92tx3I7fSgGCPQM4W5IgviRn1vUnL5TKx3FBrCcsJ9WG+PvEQx9T0GvZ49PCz2EJaCG7tevIxseW6FOHzkZaEd+UaWRV/T19xSpvk/ws/vc7nl586Rr/lupxPomNLDnDGgbOw6V33tUrKa8WD9c0ZhYWHcho6UmXOsmVj/mo1GWezstJ5fhPbT3ut7RT8jZ4SPNecEY44lIebM9+y+j/eO7wXawPifjsdldAAcG18Hj/y71E+hQJdyKCi0BDdFc4/MfU3eulNYj1/zOgzsp26vYw+OjmvtU24E/dOzadBLUQZJkiRJkiRJkueUZCGoSCPLrNNqrTH7w/fuaBREjFa6PSxRTMSuOlJFkwWd4acFncKm11z2pc+wHpevrGPKoNKm+WS+hmAv7RT+uam3DSSE9glaBUWRN/91byN+qqh26Ogby8mxs2yxKHTb7dC4I5ufIMInJwUqgyuA75Nc91HtrFtnLJdVDeus4fFRoZVHXLF/fj6ZhO8fXyl+xyjjSiU4MqtRzVLK21JhkfHlevge+Fyps8B9tweDeGZEqDBf/h1Y4BH7Lr7Db3v99eJzcrx7eVQsJ1ggWFegGspAj/r9sEbcevCw1j7ay/g0JB88r2GF8ftsDOrx55SsDgtMJXOlWbHGsbLRf3y/J2f1fO9bm/WoAKIRmDP2KOM0uqAvOo7VynRYBnjmS1eLWgbsYfY3898YN+r9r/B2zNb5HsGToBS3t6lqHeLakc8b47Kc1vk/A38W/WtVKiaalWuSc4L+atQFCJn7zheLWDtUUmQNYW2BC0G/KbndlLZQ7vuS8z8YPyqfakbPqn8fBBz7Q3gotDE4F96WpfeP8cP60sjq/JClFd+jSuTGRp1ztPRz9Pb+vm2eFcg/SnR7/7CQKF+Be1CpEcsR5aI7B8W8Y9WEe8E4weEZTsr8FpQzP/FaFZyXcV742F7xNjEHzUbjucofJwtBkiRJkiRJkiRZCKqyWK3s8OwstFK06OHA0Zf7M0eeVxo/Juh+Op6GRodfOvz2sF79dROmtyMWGM74n+b7xbP39gotnRhXMlTtzesMcOTJyYk9dqQO4ocFD/rAMqBM3PUMh+4bdl/Y/n1nMjsSgFOwmbuP0MftyfFx+PyOXLPF70ZN9V977z0zM3vFK8xdc9/ppmvlG+5Dxnc89H6fgjbEksK44HONPA+NRqAFIjIYH3gc+FV3nDuitdS1clpko/TxvP2giMo49L6itb90/UpcT6w6aCCQm6+xd+8VURGXzgvUcO1GMS5kL+OVWPeIQqDqYbvucwXVIb1uGW2BFQYfuUZydPwVz2hYDsie5scGqBP0AvrEcvLSsugDFerMyjV44N/5dV8Hl3yN4iM+OjmtvcKVAZXjO8cSciw8EHg9IE2+x5y2W61oC1EXwYnAQvKk+Jz1ctnnFa5MS/JOMJ5YArAMMEeMA987Pxnbfa9CGIjd28v47DmKpI3sRca8L+gd6YtFAcGaiWUpr3zOPmA9MGas954Vf7OOqN7IOKoFkXXQIdtqq1f7PmfdZD4Pa1XwdGZeH8bHlHXCOn/tapGBEGtmj3PVz8mu5EKgrWrFYa4Zr+uXLkUbgt/hY/uyV5zEUqDWyJFvGCIEmFPWwYlb9dibyt2Am3b96qWoXUC+DfgZp6fFtawTzg326mq1Cg7LR5FkIUiSJEmSJEmSJAtBVfI8t+lsFoggmPuR699zUnfrVdDQ2g/PT0oLgFsViAkFuXEvMpJFnLHfE9b4E/x543rFtECWrl22JFPfdDYruQCu9WKtQCONaAByAzgizr0+AjHLmhUNifhZyfaF1trrdgPZNMRnzr0+52z5y+6njPhpNHhyt7fqOist0Rzki6XHxvv4VZFg37kfaOaRW9/HbnunXotes95xr02vmKZZIkE3WGK4X2ejRCka6QCnADRCv48cLWydUovd15rPEX5bfOr4aYloYD1E7gX3zc8Xi1gXjDUIBgsAAvqEia3VMvkekQCXdwvEBE9G78t4N5vNWHPnEqmD/5V1gjXnwJEsuTBYu1FZz/8eOXoDlTIuWAruOhKv8mawRrGPWxKhwV4+lnh8rQaKj5x704epcA1aUdHP95+ZvepnzESsNpG/gxwPVL9k3wuTnLkFzd7ZL6xWjDO+c75/6Oui227HemA/0AbOjcGiGAf2EXuPOQDhsjfbktcg6nL4eWJuzIhqiIuF3X5U8JoY86ZwCb7wyiu19sMpiPGB3zKpc7fgVhDFENwE4cWcS5RCtX2sJeVtcLaDzrtiaaOtnIvGuSOcJv27yqnQGh1Y9+Ct8EyitDa63RRlkCRJkiRJkiR5PkkWgoosVys7PjsLtIWmF5mlnDMAkkadIqd9p9UKtB0Z1Ij1d819cQaD3d+ndgG5uakw6JoqMcEIloWuo4zT83H981Yr2s89FD2g0YL4EHx6oIob/cIHDErf2OjX2ky/JxIZ0Gu3ow2gDs17jj9ua1TPUxDZ/ZxTcfjoqNZfBK6GhYWleDYxz5EVbLGMa7Cy4CslKgK0zZzxbCwAa5UrpS/MGc8mEoRsa+PTSXAbVhVLjlk51qw1rA3jcdEGe1Sv8gdSxBICQgDF4HMl8xvju5wvS2Tna+/YUSIWMZA9bQKt9ZadWht5Jc9AVOxcOLu+wmA3q0RpZFmgTJDYVbckhcVEYrqRpjD3WdNklWPdnB2f1/oA6sISxXj1u92w1jGfZM9kXU/FFxuscufWZHndugd7/PDopPa9zeGg9n1y+k/OJjE2mldg4KideY3++d9YAOCrBMr072Oha/ocL8TPX7WwsG/h7ahl8a6jdwSeB0J0wplwUvCJYzlTn3pUsOx2revth6EPBwlLQFsid8La5/06dEsSuQKo2zL3Z3FGYfXqS74C+ETT+TzGmGcRpcWZ8sRze8CPol/cI3IkiGWJcwL+RlP4HczR6el5cAXgRLBGecZCrA1dP0/ny+Wa9ehZJFkIkiRJkiRJkiTJQlCVZqNhW8OhZa5Vq2i2PSpMgTQH3W4wauM7xEO36zHeUe0NZNDDj+kxva4t3nPf56lrxNTwQ/vePzioPW9vayt8ufjEw3fnAkMdP2J76hXyvK3XrngWQP/+wi0jp47K1ecMakOzHvR6EcuM341+NgVdR2ZB8qG36/XtGRfQV9eKvoCE50f1egQI6GY8nZaoyxEvf99wpIM/8cgrwUU2PLeEHO+7j5ScEluj2rNAKTGn3O+wzMMOCiNvBGMGkvviG0WegcGWR5/0yJNePIOKmg896yQWmOCs+HgTvcJ9Ik/D6Tj8q/iIma+eMPD5+0QQX1OQx9iRLvcBxbznzOc3rl8v2uS53Tv9TllZ0C1bmuUQ3zlx96B0uBVEG9Bf1gmIEEsR6w7rBxkuq32CO0DFwBNHZf1KJsHqGDLPUfVwgyqZdc7JpXaB2okswfKA1YfxWiyXcU/GFjStVj3OFdYue5C5jH75++MLmOb6/irPY28yn6DSm/66e+Ix8T4HaiED2d56WOS3uOrWGN6nT/Tlba/5wDl1dXc39gOWATgPoGnlMUX7JXKGM43XK76/sAzAlzji7PN10qtklbzk1jVqC8Qecm4VvJwOtSqoceJ9ICcCc0r0TeRr8M9Z64wLEVin5+fRf62GSlvu3y72GHsTOZ9MLrSyfRhJFoIkSZIkSZIkSbIQVKXRaNig11vLQX7gVa74W2P/kcfHx4Fg0AK5duiIjVrp42P3149BV86Wdz81FgB8X/gatYIaGdrIGz7Y3IhoCBDqletFRkGsFGE58GeApl/SPOGOGPB1XbpSIJ/JWR35gObCF7nRj/4GI9fjaOnHB44mhsKWxb+/5meEfez9xk8GCglWvaOYt+/cib4wNtyTnAdo33AFQKFkKANt9hedWhuj6hsMZUe7VEe84haWPR+v7b1RjBlo7IxcETC8/VlYF8hQ2QlLgaBTkOC0HlXBM6NvXsv+9OS8HDufz4jpJ67eUUn4uiOawHNBbHtGxzacAbeI+HrjbyxMcE/Cx95u2tKv2Vm51cD7ERn4OnWG+qZkqKPiIJaBx/c9b/5u3Sp2Za8Yh6ZYPXoRtVGysenX5q6jMu/frreVevfK3j47cjTqnIFAflS383GhqqYiyN3NzYhY0KgjxjSq/XndELLbEcWk1T/xoRNdEVEYfk6wv0CgV7a31/g7vSHWl3p/2Vs9t9qRZZV9cVWy5lWz51Xl2z/zmeJ9H+dWu2WDhY+JZ+hj7DhTyPp3Lox/LB5v3y/qAmAxgUPysuc5gUNCDRCsIeR7OPQzsN1uR14WhCyit523wZmFYLuIufP9Q9vYT7s+PvwmLCXCiL+r/WNPzbPi7OIs5gzDOg0faHc0SlEGSZIkSZIkSZLnkxdiIciybM/M/qiZ/WEz+11m9pKZzczs/zOznzazn87zfFW5/jUze/fr3PLn8jz/4edt12w+t3fv3QuNF0bnRFAYfhvQBr6wrx0dhS8vNHPQZr9egZC/QXTnR/V46aq2aFZhdrto/gGQ4nA0CJREJkE01IkjnXsPCtYw/uxgJEvVsoj5dV8iMb1P3G9/z9nH8X1yLbTba3G+WCuiqh313r0/mxILzb2wkICygvlL1jfhM4Awv1jJ3NcTHgIM/fv3igp5eNw0ZzuvoHF8vyBn8g3wSp5+8jjgg1wsFlGVDIQXMe4+B7mw7EdkbJsXbdfY+AbRCdSa91fWEdczp9t7o7AWzN1XfkxVRuehgPCaEo8OSz78/cTE+/2AFaBc1s+xo9uoZ7FcRv0DrRAHomsx5s16zQ5k5nwWWDF9H2PWQYYVRLJudsXX+ujRQXxGJAaRHGbwWDzix/cR0SdP9usZ7JB3nDsBWrvqKC6sXn4947492oyIBSKYmDfGFqsV3405cQvBnvMzzn3NsdexvIBmWR+cZfivs0ZW1nnoUVnPzxS3Yp75ut4aYYXxmi5uzaS/IGL6S1vw1z/0dfbZmzdrzxufjmP+WWsIlgE4AtcvFdbOtjD0yXTJ+GD9Yr9g7Wu75Q0LBFFc7P3d0ShqvlCjhLMXLgT9eeD9YWyxtJJFkbOfNmtWSTIhYq3BwjRfLuPsvXOvsKQSwXHD76VcLCyo/U4n5vajyItyGfyQmf1lM7tnZr9gZrfM7KqZ/ctm9t+b2Q9mWfZDuZ4aZr9qZv/LU+736x9jW5MkSZIkSZJPvbwoheCrZvZHzOx/F0vAf2Rm/4+Z/StWKAd/S773K3me/+TH1ajcGbdoW2i6oDpFBMRzR4Wy1crueMaoz3smPu5BNjNqoiOKYC5JzO52JT7WzOye3x/NtyWa4vHhSVgP0Lp5JdYXjRY0CguW2NwNfIiOLmkzGi3PQqNFe0VzPj47s+Gx+0b9mWj4aL70J1jWgggjKxz51IXJe+KoRf19mqmw225HvHnkOPBr4js+PtRWB8nccWvNy66V47dTtKnZzkD9G+MyNwDPgO0cleAkQxq5HkDZ+/vFfGMhueV+zGuO5p84KsG/u+f3Z90x1zf29gJV4C+dS9Y3YsAR1tGx1xOYSQU+YuHJ8X+lUrOgKiCsVZ7b/f3HtTYgwSXw14Ug4oZYjIiFj3669adRqStiVq5pzQR4fHYWvAI+m98v0BgWP9YLfBcQYuTPJ0ue1AhpipWLtc75QZa55WIZ1ob33Ace68CfASdJswjybMaWNYeA1snGCJcChIXv/Mnxsb3u0SBEMhx6nD3nhta0uJwX/niiceg3c3qPqBOJx2c8sKJGdtX5vMxV4ZFMzP+qcraalTUryNMQFUb93pFvgvh8yfQ4XdQrk+74nMIPMCutl2PJAdGTuXnjxo1ov1l5dneF50U/GR/lATCujNP9x4/LqBvhDJHBk/VAG+Osn0zWfqeeRV4IhyDP85/P8/x/qyoD/v59M/sr/ufv+2fesCRJkiRJkuR3qHwzRhmQPu9pas6NLMv+pJntmdljM/u/8zz/tX9aD86yzDqtVqAO0Bq+5/mJs/cdCXMdsru5aeeumYd27NojGjxx0VpxUNnyCBoifjq0azTDnuR2z7IsNFk0V6rwReY5/xwNlr/HkjUPVI9l4Lc9fhhNlnoE25ID4P7hobUd0dJ+MhPuSL57rAvkW5gISkXwDVMdDiQFOmW8GSdQzUa3a3vzQnNvC9+A8YgMjkSROPp40/PMd2SMGdf8pF7rAHR798GDWl+7nU70l34iWBu4BxEL7/s9ftv90qBW+vlP3n7bzMxuuvXipiNmEA/Wn3Mf39v7+4F8omY8teLJyY9/2hEsDG9ius1foxYGkTQ+F+RhwLesMfZN319mJe9kQ9aicmIYU6w3ZA0F0RG3/oqMJ0g6fO++/7CGXNnZKXPTi88VSwkcmU2pAqiZCdUqxbxrHgP2NlaLRqMRew0rJO2nbQOxFEReE4kYiZh2qeZ3UmGfm5UcHL53en4eFfOYE9An+4V5ZO2yX7TNZE1cSpRKS3guet/Ds7PI+sd+ZqzUawynQHMgHPl8YxnYkDwW+PvHUvsDPgfofasSQUBkBvcggoNx2pHIjaht4evnlu9hrYkS1l2ZO+b2latX4zeGzxiznpwXnN3s9/5z1jL4plIIsixrmdm/6X/+nadc8gf9X/U7/8DM/nie57c+5DPeuuCjb/mQzUySJEmSJEk+dfJNpRCY2X9hZt9mZn87z/O/W3n/3Mz+vBWEwnf8vd9tZj9pZr/fzP5+lmXfnuf501MMfkjptFp28/Ll0LrI1U6cOoIWilaJL317OAwNHb0W345WJwSF8Tefg2zALCABfEdooeE78++D/jqtVmjNoXm61k3bQEtTeSZtxUahObGxRkykLz2JZ18sl9E+xoZn0X40Wp4d7Hn4D/4+16Hxw9hd+P0eOKeiH3Hmjji978N+P8YO60wgehCy5JfglbYyz7f8+/ic0cRf8jYpEsRaUc1rqHUyNEIDVAUS5l5hnfF+NwVtgQAZp4VYmtrNZswB2d9YH7yvrHj605UsizPJtREVCj164XHFP21Wxt33ut2wLjA/yocOf7vEZsO2p3/Dyj3N1vdDzCHx+FjiKgg6chtIBcpT8XFHxIu3bXZUjwlnrlhPWqeCCBrWXTV3xFCy2qmfWS1fcEm+8OqrZmY28syU3aZb+TwCCMsJeza4B1gn/L6nk0nMCdaEpljSsBwxN/BeOOPC0sg4+vsgXtYPa5X1w5yOJ5PYF9RNuORcAM41tfyxT+jfJbfKvOd8j/f9lb0Jt0aFNmPl7LTbZRVHfyb7Xdc78xgoXay89Jt+joT38I7vadbqKx6dwHxU+1mtwmhWzifC+af1EZ5VvmkUgizLftTMfszMftPM/o3qZ3mePzSzPytf+cUsy37AzP5PM/suM/u3zOy//kbPyfP8Oy54/ltZln2p2+nEgnjsm4uN3RMzf1dMyePFIg46PuO7HHwsdC1Wwg9cU4g4QWTxV0hll/0HoCcLZTybBcFMEynxDH7I+AHgQFv6D95v3CqMLVe8rSzkod+HRD+E1TAubJTNjY34kUUoY6vhk7fdDIl5Pkr0+iuHjZo6Q9HycbotBVhIstRoNOI7/GguxKwaYZmQLysbsvoMeqTlSvnxpYAVfd8k3XS/H23AHIs5UUO1mGdcLIzHmZCHSEjC/WgzfeLHm/c77fZaohiuiQJcUrZV+6/kMMZrIuRVFX54NyoK5kIOVX5sf+uDD8ysJGhhtoUsxo8T9+xgppX0yRHu6oe6FtYpymL36v32a77mSa040BlD3BaqcPM6EpdMJHjiB9Dbwv769jffDPcCa/KRFJpij26Iuy/M016QjGcwjkGAlVC3KKLm77929WpJ1MUtibla3BKMhybz4cd0Ij9GkU6aEEh+UKVo3GgwWANIrGuUC/5e+r22ccdRMtjnm7OI9MkoY31RHKtp1s3Ks8GsXM+nAko0vPCxmPODbC1nGHt6Js9WF+RJhRiqyhfKZvxueNtUeTVbP2OfRb4pEhNlWfanrfgx/w0z+/15nj/5MN/L83xhRZiimdn3fUzNS5IkSZIkST718sItBFmW/Rkz+ykrcgn8AbcGPIsQLzL4uld9CFmuVnZ4ehqaIFoaJhxNhgEyOHEt7vb+fiDZSFksJvMgw4BKQIigCyGNKMkQSwPElZ5riI8r5uy5mK52HH2iJQfZzZ+FSQwt9FtfeaXWB6wWIEA0Yl7pC6ax8/E42q/JfbjmRFKrIkshXmmCmky0cpDFJmRL7wvhmUdnZ2UaaVw7Ph6R/pewM0kDG5YD/1zT4G5IemrmVgmj3XY7UAbPvOyuAkUJal6lzSC9IemEK8jfrJy7plgMQHPVUEnWLW0CVd73MdP02E0hmSka51kDsW6py6Hbaq1ZMjCvq3UmkCwoXAiwSohtyn7RUEB1QdhiYSNBsHy263uRPQYSjvTQvn8wrbNGw8UgbZ76eLCOWBf7h4dryc6whNBevVeL0FkIw6f1EuScIxr62PNERpQCr5Zd74CufexZi2rxoZ8RMqxkOV+rrCsIfDhcl2KZY+76nU6UxYaYiouAtfaSpyAmbThhpiRwYow/40TncImIO1TPZfZ6oxIOfSQhnJrKnvMO15iSAqslts3MZtJv9urKx1PncjqbrVm0+A5tUbfeV9yy9pkbN54rMdELtRBkWfYfWqEM/IoVloFnVQbMzL7bX9/5ulclSZIkSZIkSS6UF2YhyLLsJ8zsPzWzt8zsB76emyDLsu8ys3+S5/lM3v9+M/v3/c+/8bxtmi0Wdnt/P7Qw9Tk/kVA6fOhoZFd2dsJnhZYY6Upd4+VeikoQLReMhozOh2/8WAheVbSOhss1+Jsp99sRVA5CPvA2YlFQ32loxBDaBI0GQmo2I0kPaAK/K+2En4DGfiS8h6UjnZlwK4K4CJGNkqx87vfHanP3yZO4x6vul2duws/s/ToWgiNjrqlnHwvqnouP/UBKtjYajfA7qn/+sYdDRfEiUBjENO9HX7gi9P+YlM6OWhlfUBpFX7Isi/BAkhrhb535mN5xHgbIT8sAa2Irxk+tHKCyhfjm8zyP9a4FYghtHYlFLUqLexuweMAxCD7EuO5LB3EHwdPXyUElIRJticI34utG6C9rkPE58bb0hVSLfxfEfCI8Bs6Is+k0wuEYa9rP/K1kjDtipUFo82MpdgNPYmvj6cWQxpNJIPWOWAy5V0usMXAGwscuZxiWgPs+p5ukDxay4rRimZyfFu1RdN0RixkpqeNZcFHgBIjVjvOUsxvhLJwJryrPc9vweWWtsE+iuJmc7ZECW3gQ9E/HgbbRxy0562bzecyb8ja4J79NzAVW3Y1eb62Y1LPIi6pl8MetUAaWZvZLZvajT6l3/V6e5z/j//8vzeyLHmJ429/73Wb2/f7/n8jz/B99nG1OkiRJkiRJPs3yoiwEr/tr08z+zAXX/EMz+xn//1+3ohjSd5rZD5pZ28wemNn/bGZ/Kc/zX/qn0ah2sxnI1axEZ2iK+KnQ0rYddcDoHXS7gWzQ6EBJmv6zJVom6VEpMMP1hA+hVeK3xu8U6YYrxS1A2w9cM73i/mrQFpooWjKqGIzvgaBRNN5OxQ9tViYJAVnvVkoxwwJeCnoOBi4MbwkrJKzqvQqyNSu18kjghE9ekp5Egh/vy/WdnfhMQ/4W9IvQLEdr9CsiQ0jq4q/XsUL4OJ8KfwGLQjWkjP6tBDXz/j1/Nkx05mJPrFQkvkJe9VAl7hN+fR+vV9z3Op3Nwoqgli3awncv+3XMN/1iXb3mlhZ86KR6Zm60sBfPbWZZ7KEISfRrftcbbzy1TYwt6bWjpKyEeDJXzB2IEqsG18EfmS2XgS5JcsTe55V2kwyLNhFNoKFgrOWIvvFx2JHEXaD0g+PjmHdQNd9hXTPvWO9IjU5qXyyGGs67hK/ga1B5HcjW5mbwNyKE19vAWH3glqOpWHE0EZNazFh7rKNIy9z3hGDzMgU2+5UwQcaQ+SeKCO4NZxjroi0onjNLrT2clxQk6244P8DT0E/H05KnxJnj/WEuXvWIqM94kabgEHTatXtxdjPftAXeU1gxpOR3nueR3IszJqINhGPGnqte9zxRBi9EIfB6BD/5DNf/VTP7qx9Xe5IkSZIkSZLf6fLCowy+mSTLMuu022vpcyMNpqDdSL3pmuC7Dx6UPilY0sLMxc8EgsG3icYHctL05dU72gAAIABJREFUw5pTAISNRPGgxSI0+8+7Bss98YH2JU4agT2tvmGkJ4x22gyLFvRyWtFS6S+pd0FAWo41kLEUPYp8DP5sbaO6mkAU193SsjUYlKzeXDR3Ihkkdpn5ZA43BWXwDPzzIEAQ0Y4UxzmfTiM9LGMFcgXJXPNnX3UEBBKOwknTelEWxpPxO5PCOlioIrlUpxNrEzQ6lQIqpD+Gf9ESxN8RzgivWJqU8a7rpNVqxf+jCI0guqbM1UyiLyjEA39F1w9WKr7P/RQp5nleIkFJsAWiiwJBlBAW3/Ad8bEvhK/wLb7/sBjxvEhk1GzGOgC5guh5Ro5VQnKBsC4u4vGw/0DQjDfPiXTVlcREXLOSe7DnsGaQC0XLZY82PZWvl5OOeZdS1FGwyMupD/r90nLYf3p57Kacj3OJ3KA/BxIZhHB/zp+ZF8HSOTk/HccYjYb1su88o7QgeJRJt47aKWWN1ZZxIooH4ZnNSX3tL5bLtWgj2s+6eAzfwMfh0Ndcq9lc46U9i3xT5CFIkiRJkiRJkrxYSRaCiszmc3v/4cOylKajNTTGSDvsml9bfMl3Hj0KVAlajJS8lP70a4mTV0Q0kmxeEUdMbDhlMB0BoiHiW57MZoGSlC0PukCThS2/If0L1rQwtTUXAKhkCwZ0Ja72WLLggfx3hSWrHAtQeqQP9ftoSs4TYThrWlGQ+Gw+j3hfUOSvvvuumZl9wZm5V8QvSTEfxrzrKHQb37iPL2WRkSivjPbubTw4Po727EpBFM0Gx9+bpOx11E2ZY9YDCOmuxMgrf2FSYYhXC9qYmX3ZY5dZz/jO4Uxo3o2FWBT0fdoI/wHOwcv+eavRCF/orjyDKAMkCgCBPr1f9C98676G8XO3ZRzZH8wV4/To+Dj2Bwh4JYx1kHBk9pQso1itWOtRyMufhXWPzIeME3N3eWsrxlwLb50K8oMrogW5DoV9Tn/HYqlUqyeRMMs8j/0fadOlCA/CdewLuEbwotruC2ev4nsHMU89BTypxNlv8+Uyzj2sMsrF+sdf+YqZmf3zX/yimZVWONYD1lvOC+ULMUcPJbU16wUEPpnPw2KiRYs4F0irzj4nmyTfg8fCuGjUGm1jzUcuikqJd/qnOXA+8DXZh4Pm/duu8BJasm+fRZKFIEmSJEmSJEmSLARVaTQattHphO8HAdWglasfHBZtr9MpY3glZl9zZmN9qDJLzdYztU2kgEbkzXakedcZ0LRxb3Oz9F37ew/d1wnqyqTELN9FC0XDDD+laLpo7Xx+6veJGPOKlhpMZJCra7JYQGiDolG0Zc2ehsZPm/CtM+46nnefPKnVWDAz+7bXXiv+9jkBqZxUxrD6bC052/FX/PhEb/CKgEpGGxuBLiNaBF+uFFJBohCMRABghWHOWHuBthb1quGgmF63u+Yrf92jBYK5jyVIcrMj3JsysNyHNQrX4vJoVPseFqp5hdlP8RksJlg0IrsfSNFfe6A1bxN+fi0zTkQQVj4y13F/3m81GvaO15NgPb/p/ARiwOFG0L+1eHvhWGg+ftAqUTist2aFjT+VrKhwCIaSN6ApVgmN6ddyweeSZTGiDyhJDWej8l2sbuRG4Kxi/liLyuMJS4D75U+nxVp+24v3hOVRaqp0KvtrLhYfnoWV8nu+8IXiWok2UksifaHtLbGoRd0ZX1catdJut8OCdlTJWWFWnlWcE8z7vo+XFntD6Bt7kfwOIy1wxzguFtGGiIjyfmGVoR8bFHeCI9LpJAtBkiRJkiRJkuT5JFkIniLhn3MNEdSh5Uxvuq9wUPHBohWfSFU2WO9YBkAAaHpkFluK5ocWyrMVSSLE7+9tbtZy6FfbG1m/BL2D1tAs8f1+0a/Hf8t9o+IeERGS+77bbsf/4TbQFs0sh38VTsW3elnX8GPDmSAnOaWHpVrkDL+lVJjrVTTmiO3HP4e27WNIv6bC5Mdqg2858uyL5QRLDM+pIkZlgYOEtNSsVucDEW75HNJGrb+gft9qnnizgp1NqWWNC+deIB+1GMQc+OdPvO1EV8R4yvpaiiVqmeeB+INvImxw1gdzon7sR5KPgHG6TqQDZXKl+p2W8m42m6Wvn2yigso0S17kY/BnaNa/lvAdtO1RktnbVlsXPtag7Uxy1zPvtOmibJGMOXOAJYFxx/pJhrv5chl7pS/RI1i8tqS6KW2B/8D4HR6f1P7WbKt5pd9mlbwnvV5YDNm/YRHFain9INoA1M3c0fZX3PqFzMRyxvnBnGKBORmP7b4jfuaX6JsNadNjyTWDlQeuFjlE1mqdSIQZZxqfn00m8XtBv8lfEhFiVGCUWhiddnst8upZJFkIkiRJkiRJkiTJQlCVVrNpl7e316p3gTIeuMYMqr3u7FK07U6rVWbUIw7YvwMDG1boaxXeAc82K/Pqowmj8UYOAYkUuC551g/PzgKxbUlGNVitTTKG+evn3c/Ks0AR0SZHRGihZBPD2oH/Dg25026Htju7IK8AqAFE8PmXXy7ajO8U1OHPBlGDgJqCiBmPU6lH0Gm3g0uBJYQx19h0+kfbG2JJoa20fSgZ22g72ePow3K1Cr/pOSxwshr6d/CnYkkBrYO2ooY8PmCfd6wcl8WiMhFex+ZgEN9hbWEJol/cQ7kB5GJnbEeSbTITaw2WEa1hny2Xlsv+YH6PnD0NksdCxBhzL3JGHEh0BYgKrgZZOrFqMK5VLgqWs4ssJVPJfx/1M3wcsJCQ9yMqb5K3QJAafvur3rdGJeriTDggWGdYq1Fhz88TjTWPuhlwDfx7vIZFhRwRFe7JvtxzKJEMjCn9xTrB/sDfPdE8Ff6Mu279OxTr5pVKbgSezVnCHtyU84BzFFY9563JmB/7dbqn9TlhSfQ56bTbsQY5q6742oqIDeEzsR+491TmEkuzVgmN6AK4Bz5u13Z2Sr6XjxXPYg31/DVqdcAV2dgI68FHkWQhSJIkSZIkSZIkC8HTJNjkjmxC4/f3ySq3LQzpvNdb8zdHlkPQs2So42+sEWjr5C4H7YcVQnIDoMXiW7qyvR33igxq4gsF6YBa0XhfJde99zdyIEj+7MgTj/bt49aoRCssQXQgVskoBuKFyYufjn4EEsYy4uMYTGgfp0twMhzV8Dcymc1CQ6faITHPwUzHb+9/Y/kJxrY/k7+V0Y0lpo9/XKw+0/k8fN/TCpO4Oob4ZQ+kDjx+TNjF9DMqpkn1x0c+Lg2xoAx6vXgm1hatdUG7QSVaQTIQsrdtWzLwaRU3zfB4Mh5H++gvjHbW9UDyvGPNUIvITc/zEexxqwv8gHOJv6/65PEV78g+xmoD0mLvHgsLP+oOXBCVoVVRw+9byT2h1hXml1ogHdk/73tkREQ2UJlUkLBWV+V98jWwp8+m05KH4O1mf7zuuQ/Iu5FJRAf9JnqCtUq1R/rLXLCnaetILCtmpSUIjkAgY8ZSqhliMeUcvOVWwPf8lWdfkfwmWHn6suZbjUYw9nkm86URDMzVUKIFIjKA7Ic+t5ztnGFaGZe1eXx2Fu3BInYiuQ+YP/YoVq2t8Xgt0uhZJFkIkiRJkiRJkiTJQlAVMhXi04n3YR1LJj805fMK4xf0BQMVv2wwS/E/OgJAq0ZedhSrPi/yYF92f1ZkDcPX5JoiaMas9PGRlQxWK/eEKwD6VCSMhaEj/tc5rGT/Pr5m/HK7m5vRX7Rk0ChojPfhI6D54uvk+4wTcscRDlo7aO3YNf3POR8iWNSLRcS6o/HTb7TwpvcbiVoVUq2MMWeOVoLGmHNQDL7Hbrsd/eE78C/awrbX/PobYhlg7o4F4bAOsFCpJWq+WARyo53khugI7wBUfl5hgZuVURf478/884gF9/tj1QK9DCtIiDHflkyN8HK2pcodqIr5jNz9WL38FUTJ+4wLgu/5JbLK9XpxDdEhwRKHt4D1jugAH3vQJqgetjznAZwb1i7WMKw/nAnDjY0y37+PA/ck+50if9YU0Ub0m33Enld0G5wa7xPZ9JarVcyXZkXdrfjVzco5gceg40T/uTf7Bosq58XT7sM9GA8yNHLmjipWBLNK5Un/Hm18RayAoHDlxbBW2R/wHLqtVlgsGKvYc94m1iJVbtWKQ7+UK/CGV0kEwdOHiFrytmx1u9Fe7k2diSOpFzL3tmGFmM5mz1XtMFkIkiRJkiRJkiTJQlCVdqtlN/b2QotURN0X3zoICo33ZDIpK+tJ3vddqQ0Pmgb5o9VRGQsNEY1QY1pBHQ3xsY+n09DMc4kHVtSEdnnbsx1yzz1hrOMjxF+JNo5FAW2bNhycnkY7X3OtGNTJ2Gr9BFArtelBJ1yHH/vNGzfMbD1HhFbNq/I/QFfhj5c8DXAu8PMfeX+YZ5D0tlQxpE/4oiNvPnXgK9kG8fHRj+CAiCUIf76un23x42JJgV18xddmv+KHNDO7422r3pNcD5oFkns1/B7kLWAOXqFCpT8baxiIGJQa3AvJpthqNOyGXwNK0uyGoMiW7DHWJp/H+hG+zy33sZPXgvGEKR8V65bLQIL4gMkBwJoiCgMEDSK+LtEDrCvyM6hlhXUEgsa/3ciysLoEH8OvZUyxDI1lzLl+IFEY8DuwNCinJvzaVM9cLqN95HJgDek8hzVDKrhy/mGdwvqFdWchERGBwH1d3H/ypMzP4v35jO/ziN0njwkWBEHKu2JJxIJCm1g/zBXjyhwHv2a1ijGMSoNiXcHaWY0ue5rQ/65YP9h3m/56262el7FADwZxtrCPR3r28hvlY4/Vs5ol9qNIshAkSZIkSZIkSZKFoCqtZrPQNF3bvETNbdfG8PEEyvPvjSuol8xzZB7rSsx75NL274AAXxKfodaBVyTA9+85ukdbbTUagSbQivHbI6EV+z1edUSLRowlIbgD4t8eSubDuTKBB4PQUrVCZEsY2SCZaBtx6VQW8zYSZw7igxcA9wCkqON868EDu+bIB99vr+vZvpb1uGHGDZ8n0QMaGaH55K9524JdLPUHep1OoGdY0BGz7NfSBhjusOjxnbafwgkwq1TT9PHDYgQKY82ej8drXIjNzUFtrLjXPUcsK4kFb7R8/U/btXuDXhCNiQ9/98lJ3JPxwBJEG5qybphP2h7cAeKwJTc939sVjs6Ro7rIUDedBsoGGbOHQFsgY+Y5coLAj6GiIBUqWXs+DtFGn2usFFjUjs/P496616hqh7UJnzh+60dSHXIo1kvWzVnFt2xW8j4Yp0ujUVi+Im+E5LzAKpNL1AWfw8qP+hxYL7H+SWRJWE58LjZ6vTXujCJ+1jv7nf4GR6DvmTn7dQsTFiP4G5pbhTa95tyDrcEgeCm5WDaifoDweRgPrbzKvolxI2JGLAZYx1j7jUYjxpy1BW+L3wX6QRQF47ZYrdbyXzyLJAtBkiRJkiRJkiRZCKqyWC7t4PQ0sqSh8UY9bGrSS8aualY4MoBlIHnJagciAH1GznmJXIA9jxaq/mutwPfu/ftFm3u9iBpAlM1Kv7AcaH6CeEa7jgS7gmYQjWNuNZvRLvzSjAtjG8xaOBdS7REBGYF4NkRznormrFEbg14vMqmp9QDUcS68BuYEJNMSpEc/aSvXRcZGybPfajRCg6c/gdCkv8xBcAzEetGXHAf0AV+jWm8ih0CnY2OiJiQbnsZZg2C2JM8Ade2pm6FWIJCgxkrzvE6rFetcK2qC2LAgsYbpt2aHjEp7jJdkcgN9Mkd7Ul10OpvFmGlcPTIUxM98gs5jbwq/g/6eSG0E1gn77vLWVqxnjQrBSlVFfmblWdMWLgpt0rl81xEyWUq1guflra3ynPN+Hvn8DoWXspK1Cf9pJtYqBMsQc8hzIorJ27I1GJTVSd06xbMZU6IpyKOAhfANr1CJhaDZrDP7iVagjVjgeGVuWOtbg0F8F0sqlqItQfzwuzSDIWsxKlbK+YtgYQpuQYUHpRkVWdfBf/Jn0K9q7pxUyyBJkiRJkiRJ8lySLAQVmS8Wdu/RozV0gSZIDLzWtEeDfnBwEAzUG+7r26EuN4gO/5r4+vC7oQm/44j/FfchgjrD9y6x8/gnN3q9aH9kgxN/I34n0AlaJs+mX2i+UStc4o3R/EEdIIej09Pwn/UFPaNtM7agtFvuM+2J9SFqHqARiyUgqp/5HOF7/dZXXime3+mEtk0+hn3qTPjfoFH6EVEmxAWTaU7ikbWtaPEIiLnTakU/TjQjHX5p/+6hjw91F8Jq4c8iCoU+MS4bgs7OJUfAdDaLe2ldCO4NwukLMxvWvVarO5VaCD3pS1hMKuhsS9B0WN0EIWs1SFA4FqF37t2rtYn1j+8Yn/HIP4fnEBn6sizWDnIkOecvygivGfewbkzElwwDnPVEH17zDICddjv2VlTtZA6kWiXoHb98TyIXmG+sGpwvWOQuST4U9vZoOIy5YL5bsq7Zo4F0JbKDcdQ6BCBkxomIACKt4Ak0Wk07Px/X2s1Zy1gyf2/42GlmTs2/wTqhLUQKgaQ170FYP4ovmVl5xsY6kfwEyj2KXCPCnWFuziTqhmgGOEc3nMsync+DI6bcGM5q5oK9Rb6Gbru9VufiWSRZCJIkSZIkSZIkyUJQlSzLrN1qhdapvjNY6miV4fup+JzJeoYmp2x6ECBCzD86HSju2zxWvCt+WFA8iBjEM6wwhRcSc6ss6Iti2aNqnyMZ/M9ooWi8aMaHUlEMdDIaDMoIBMmrjeYLOgUhwfiGBY2gnS/EZxbvw4R2hPC65z1gzuaLRSBWkFzkcycCRCw+fPeJVLtjrHsSC3wkDGb1zR+dnUWsMUiHZ4JCyenAHOwJy3pTMrUthXWvPmjNmrdarSyX7HVU1rzvY4nlC/QESmedMEfh9waVeZv6wl3hb5B3s9FYy8DJ/HWkbkLb+x/RB+TR93szftSSDy6Jrw94DoyT1ueoCvNFe+kfbZsJj4G13RcL4ba3kTZvS6w4gsXgfDKJ9a4V6vpwbvzMicx7WNywOOFjJqLF2wL3gL/hMnFdoPdWK/bisdTRUE5AsNdl7iaSK4K9GtELfp+eWOIa7u/Pl6uwrpDL4VTyduhYs74VxeM9Zz+QB4X+sx9YJ1j7BhVuUkP4LToO9I/vcg5qRMxMOAKMc3C4WOOcF1iR5/Ow6rJ3ODe0euy2WD7OptNYzx9FkoUgSZIkSZIkSZIsBFXJrdD+wp8tLHJQyUOPAAB1oNlVc0hrZTnND09sPJrxWn1uyQUQaEWyD84F/a5Wq0D0iljRvtvSXuqU48NCMkFt+IzRXkHK3Be0ulqtAmVgfdBqj7RXfZ1tfwYI70QqpykrmyyLbamGxvOw2FTfY2xpw674p7UuBAxumOqMK22PnPiwz4nfr0QpEG8/ktzq+A812yOfr4QrEVYZ7/+exPFzn6hRX1l3cCF6UrvgWDIzRhY7bxvzzDrhlb50hXuhUQzB95jPo19IVHWkfoTU0WA/qE94KWsa2fY9iZ8eX/SB1KVYrVZrPAvWGOMQ1f2oa0+/hW3OfaICoTDY6QPfY0122u0Yw8gK6M/AJ7wUX3Gsaz+DOD9oc9fnUmtn0MbI7EiVzOUyUKhWUH3kPBb2JhbGmaxZzodNsoTCGRDrR1jOZH8tlsuwnE4q75mtzzcSLHyxvmiVSM15wNnHmtf77h8dlXlVBNljKdMqsDOZGywAtAGraFi/pE5JVKX1tpwtl3GtRnjxG8R6jjo73v75YrFWdfNZJFkIkiRJkiRJkiTJQlCTPLdlnoeGFTGe5OEXlI+Ghx9nPJuFH41rT4Q9TNRAW/xUvIIeNLsgWia+tdDW/Xl3HCl32+1A6qBsUOdlQZNc95JbBujvB44MtMJc1FuQGGmQz1HFB4m2+57HQd/0yAbaMlJ/vWu85EUHzTIOtDV8hPhYHRHw7CfCh9gbjaKdTWFHay16/Py7Uq3vviN/zcke/A1im73NX751y8zMlj5OV7a27KpbFxhjMkxqpEpkx/M2gR6Ip4YtTdvIV8HcsN54H7/m3uZmrEmiKxqCmrB8VOtiVPsfSAeLgXBIuA/31Qp77z14UPJUfMwYQ6rNNSvo2axcD+rrXVascWbrvvSR5MRnfKjEt8rzGEvmhMgO8FVUwyRbnERdsHY1R73ms+BvrBncf9Dtxj5m7Wh+fOqH0H4iV37boyzgmkR0hkQEML4jsVqQMfPyaBS+bCxejK1aGRCuYxxu+vnRrHBmqkIbQNhweGJPZ1nswbaw6aPao/AVsGpQRwSr7quecXBb5pZ1pOidcatW1WTPTYXR/8jbGBwA/PeS4ZF+ToTHozUGNDqh2lbN08K5T1ZUMiuyJiMyJs8vjI75MJI9j3nh0yRZlr21u7n5pR/8zu8MEhEFdzgQSS8cBXcgdFXM+pj4GnKIoBAgTD73YuKZDVUUjiXEK5QWvy8HQ7/bjdSbmZCcMCN/1UvNYlalDSx8FiqvtJVncWiRRpgfgONKsSMIShDUSD0MSYoxYyFHyVDcFP45JkH6PZQfUK6/4z8oKEH8EN7Y3Y0fbP3h03HhgEMiZa9szo6ML3M8FvM3RZIaWRbzw48yCWNQeDDL8oypmMp5n/FjfOI65kpCoaokuoaYOgkJ7YqJVxXJUIyFRDsTIp8W2uKgYw3MF4tasqbqGLIO3vZw2yAwiouBZ0DGo0+4jCJklsRYKJg+l6QAXy2XkXiGNbbhP+go2YwcaiAkU9oK0Ys5fd33EyV4WSf8IFDimTHodTqxL9izrEWeQaltxhAwci6uNNrAj1iUxZZ9xOecZdvDYbQT87kWlNKzjDa2xQSuRcSm8sMYbg9Sq5MSfLUKdwzzS2prwAd7MZQ3UhJLsi32E9+LBGneZn74cY+yXhYVtxbtHcj6v0eyOMo6+xiGMu7PQBjzSInuc62KFoone/lsMgkFMUqHkxTuAiWNdT5fLOzL779v59PpL+d5/h32jJJcBkmSJEmSJEmS5DJ4mpCYI8q+uraKoJ1FGI0gRrNSw8cMWS0Ba1aiVC0pipaJVq7mTDRn0Lmm8j0+O4tQHIhsSu7CfEhbIqTRtW1MYWqepS2Y5xgHXBGUWr20tRXmZSwFmLIvS1pNUPVXPvjAzMy+8PLLZlai1g3XkJFcSGcQftDmmyCKSggdCYlAURDxmCNC1zRENNJMO7qH4Ad5UC0r9BFCGKFjw36/TCkrmj3oQVMuc92RoA7WCeQpTZKFKRWLCnP38Ogo0BJoa0tTV5OYxp/BeuAePOOyI52RhELSF4ojRdntigsOtAxSe5PUs45oX5YSyiClIMEJ8RPkt+Nrb1MKLbHvWIdx3+Ew3AqsSCyCoFQQHXMBsmWt7kEQ9utAeLhrGOe2hMBVk4zhvmmJhQMrnKY/rqa3NSvdECBs3F64Ss6ximFhwj3AeTOZ2EwIvAjIf09KKJ+J6Zy/Md+zJrEgKfpn7qtnIHuN/a5nEGs3Eir5dV9x99y3vfZa0T/f24gmS2LNqyUSa5mdncW1kZhNUjaHKwxyIARw0tVLGC9rsCe/AVzHeZpVXG1axIv5Z72cSpgye/HK1lYqf5wkSZIkSZIkeT5JFoKK5HluqzwP/xwaP9raE/Exb1XIhGYFytOCKPiOQS5d0fDRjHOxOqDZ4s/DMoAGx3W0IfzWeV4W2/DvapIkrAuEi4X2DNGL8rjiQ4fwhiUAvy1aK33ZHY3WkjrtiP8e1ImGC5EP8gw+UDzI8AB6klaX69GQt8Wvf3J+Hp9B4JrIvKrffuz3gPzUuIA7wHqgEA0WGbR3Xvu9Xukz9/58y82bRT8oKETokSQ9AWVgcXnf0QTkU0iqI0HSW+L3XSyX9gDCKtYVyrdCloXI6HO0I2gbpAvSYfwQ7sMe0LDWW/v7YZ1hrFi3IDS4AwsJUTuphNWalXNy2ddihKf5/dhvWoIYWeV5GfrJPX0+ldinRb8uCWLmOtYi/cV6h7++KZaYdqsVIa+Mg1pp2IOaYhdCZ6S/lSI9YRXkXPE52ahwKMyKdUT/4IhEamF4LYTfQfzzfuxLWWPmnbXclDkaSUgoa3y2WMQ4sI5pA/smQjt9zihZ/Ye+8zvNrJJUy8dNrRbsbcZZOVtNsVyaVc51Hx/4HspTwfKINQ8CNWdWcCmkMBXnEAnvqkXpVmKlwKLDWsIySv8Yy8/euPHU5FsfVpKFIEmSJEmSJEny4iwEWZa9Z2avXvDxgzzPrz3lO7/XzP4TM/tuM+uZ2W+b2V8zs/8mz/OlXv+sslyt7MnxcWiAoFa0713xuQbDGf9XRcNDk9VSxGidpJGN4jOuLZ5KgiKYuTuiOWs6zWC6z2ZraGgqyT5AG1ghQIr7gjrR+LlbW7TUjiakqSR9ATXtyBii6YP4DsS/OBDWbySuIR2qICrGC4QZ3AJ/zqDXW0tFu/LPaH+ENvlcgGKVO8H8RgljkJCUhR6Jhj6eTMIPq+V7ld8RZYy9zcE5wGoD61jC8hCe05QUt3ZyEvNG/8BEWH7woVOYC4TDOEyF78D6Aelo6tu2+FQ3ut211KuM4ab/DYJdynpZVCwdZra2vrB2aZIXxkfTec8Xi5hPjQBSThD9JmQRNPmqI10NPwMxBhoVy0rL1/BkOo2xYx/AR9iVEuwabcT8g0axIMG6Z3xHUmCICKqwAg2HcU9eL0l4MgiZ5EFcx1qkjcyVSeIdrH1EyDAO08oeBqmzv/kOZyx7uN12i+pKkh3JnqN/lEcmiqka2WBWrs0q50ijLsayBrWcPNfFuSllo7VschTB8r+1r+PpNNbvVbHmsqZoA5EtkZiq03mu8scv2mVwZGZ/4Snvn+obWZb9i2b2t8xsYmY/Z2ZPzOxfMLOfMrPvNbMf+viamSRJkiRJkny65UUrBId5nv/kN7ooy7KRmf13ZrY0s9+X5/n/6+//hJn9vJn9sSzLfjjP8599nsaQzhStcVcS80QqX9fWNNnFqtUKhj/XgAhDa/N733ZfMNojKAIWNsx3zSXQEb8tqA7f6dbGRjCPg+VN+/weJAsCPYDKNUEJfRmL7wv00ha3WCSiAAAgAElEQVQeRDX97FzS2ILCyOlATDf+xaGjB3yitAE0Gwk4ZHzDf+uoRdOv9jqduNcATdzHFNQAY5+Y74b4LY8k7W2wkP06rB0w4JsyHovlMlBzRnlaK2Qq/A7QBn7opiBe1suO+HcjgQ+FVqRU68tXrqxZtmgf6PG6WwaU/6Elp/FfYxkiSc5nndlOG8cSb350dhbrl2vmwjPoizWLNuC3p+1aDpzxDKQoFgLd02ZP4dYQu04paolMeE3Wh/qSNQ0zEvkbyHNQSWtObHuMh8Tqt8SSqNwi5XOwn7BSkK8B6wZrINKxd7trqZuxFGrOE54Z/n5/hY+ghYOi/5KnIFj3FetHlJ72+eJZrP8tScil5b+RpbSZ9X/Z5zasW1qQrMLh6gsaz8Vfz/6AO7QhuQKwALBvNn2vNoTfpHyGaklj5rEvlmDmlWdgreS657EOmH1yOAR/zMwum9nPogyYmeV5PrHChWBm9qdeRMOSJEmSJEmST4O8aAtBN8uyf93MXjGzMzP7NTP7xafwAb7fX//OU+7xi2Z2bma/N8uybp7n06dc86Gk1+lEHLxZqW2hKXcFtWsRlMl8Hj48ED5a5J7E6l91X6HGvoN0iU3levV3ouGiEQ8q8fqjSunf6r3vSzpb/I/47SJrnGvpIIWBaJ+0kXwNIGO01PPp1B545kC04UBT3kbQKJnFmoJcIkuaa/Bb0gb6BpLAUoLVY1gZD3zbMLZXwtsA4ajVgWcFeqmkBzUr55hoC+VqVAv1UCBpLKxwMozBYGYe8eMSVQAaJ2olkIFEhERuBVJm+zjtjkZlf6QgENdovDXomsx9PBuEB4pljSo6Wck6/NZXXllj5H/5/ffNrETPfclHQBEw1sVCLEUg5kOfg23h+WjGw2oqWNoH74JnR+SH7H+1AHT83lULSLWNRPOAkDXN7J3HjwPZY2VgzGGsY73bEI4Ma/A9z08ylPh97kshMuaMzzsVNHsksfpz6Q97jLHclVj/U7EgIlgnuD/7Q60UG91urEEsh+RdiVww7p9nnTCGWqqZfrKXsZwOJEX0juR54LnT2SzOA+Y1ih1hrZBorMjEKRytTeELnQl/Ct6EFrTaHgxi7Z2I5bMh80/k0B5lxFut5ypu9KIVgmtm9tflvXezLPuRPM//YeW9z/vrV/UGeZ4vsix718y+aGZvmNlXPpaWJkmSJEmSJJ9ieZEKwU+b2S+Z2ZfN7MSKH/N/z8z+bTP7P7Is+548z3/VryXw92jtLvX3t7/RQ7Mse+uCj76lkWVFLQCJF1Z2PghLtdPFahVa4Huekx1//puepexN97MOR4PaPbWULhoxkQ5DZarCUCVvfKU2ANquapMaDYEWrdnAaJP6KVvCxodDoMhqVol0gL2L9ozvC99dFDERdEmMf/iSJbZdS43CA+AuWFKOzs/XytxGdjJvN/eCbR/RFWJ9ob9L8U9SeOjMNX3Qx6BStCSy4AkbOqxNoCbmxhEyc4KvmTYjWrDpRMoC3/R11O90AtlGHgW/BoQS6BEfrz+LqAx8oMopwHfKnHVlncGEHg2HsZZoC75S7tm4IMtaFGKiDCwREMIa18I6CONTzdfflyiZmAspe0vb+rJftG18riW7H4uljXW1PRiU5c+xxsAF8rnACrWSPVfNamdWiQDxvxlnYv4174eWdjcr+T30hwx8FD/bEksiSLdaMMqsLOnNddQV6Ml+i3obWRZInvnrCQeLMuct2T+gcMa+I2eRnnFa2jwynfrnj09OwsqrlmDOWqwunGFY42g7uRS68jtyJFE57I+I4iHj6fm5LYX3pdkHV8KVIEPlsNdby3r6LPLCFII8z/+cvPXrZvbvZFl2amY/ZmY/aWZ/9EPejt+BVKkpSZIkSZIk+Qjyol0GT5O/YoVC8H2V97AAbK1fbmZmI7nuQrmoAlSWZW8tVqsvHZyehkaIBntWqVpnVqKbQAAgrdPT8PVhCVC0RCW50PA3PRNZo15JriNZzyKHv2v+K2H+8rparUo/Gz48GNz+PlED4c+WjHQadw3auOGoFZ9xt+ts3HkxHvtEEJychE9bS8eCgOAzdPGfUe7VNX6eydiilZ+KVQZfM7j5XFjVDw8PA5WD/PAz4wuNnA/eb3zGWIIYa/oCEt6UzGxR9czXCzyA7cFgLZpE+RhEB6jV5YpzC9Rqw9qEg9AUBE0mt14FMXEtayksIWJtYg1HVk0ysvk4PfS5Yw6536GsM/IZ0PZOu12WSL4g+yNtYY2CHFuyjuCo8Ey+z/pifJiDPcmHcToexzPoV8//VsZ/NY8CY2lWRlvAsYiaHlIrg1cEdDeZz8NHrO3siSWI2H+QMlYoUHxXIlsOZY1yP6xBlyqZEK/6PGkmzyhvPqhbM7EMYLWC+Y51a4o/m2qwwi2462iW9bgzGKyVjoZ3gYVxTyKgVmIRYr+PJMKFuYy5E6tN5DOhtHerFdEmJ1IvgHW+I7lQxt6Wu1RDlDwwnC+5oP3gsPjcM47H5+cxBwhn+aZYOuASwUFqtlrWfucd+6jyzRhl8NBfq79Sv+Wvn9OLsyxrmdnrZrYws48+EkmSJEmSJMnvYPlmtBB8j79Wf9x/3sz+NTP7Q2b2P8n132dmG1ZEJ3zkCAOzAiF+9fbt0L70FY2Ov9FaI3f0cBj/15hjfFYd8cPPp+7rPik0+q/evl17Bqzje46IqtmszEpttMpsBflRdQ1te8ufTRwxfli0ZTTiyKPu9+HZIOsxVf7gWFTyD5gVCBFkj9aLHxKfpsa4gwx5ReMnZ0I1/7tZGSEBcmKc6EO1yiR+atCRcgB60h9Qe2SilDhhUAhtBwFqbXbGsd1qrdWN4BmgbPURZoL4sYhg1QjuiVitNO4eZnjWaIRFCIn++7qI/BT+nagpLzwXLAissw88EkIrs+GTnvpcfObGjQujQ2BYk1kRy8/Ax5r3Qad8j33AfgNBkeENS5Xuu2pW0bbk9mA9Mz5Tbxtj25ZICc0emYmFESQdeQwqnAOsKAPJV0JkC+tYs97Rb9qE5ZFMhxG9I5YVMmCOK2gUREwmQT3vNKLjsXCo2NNwDIJLQM0QrFT+/kjqM5iV65/POC/Zm2FVkYgGxhwETSVKOFhYVLGYYFGK6BOJ1smt9D/j2yfiizFlzLfFcqL1ENQioNlaI6+N5JLI8zyeqXUOIhtqJZ9G9V6dVuu5chG8EAtBlmVfzLJs9ynvv2pmf8n//BuVj/6mmT0ysx/Osuz3VK7vmdl/5n/+5Y+puUmSJEmSJMmnXl6UheCHzOzHsyz7BTN714oogzfN7A9bUaPgb5vZf8XFeZ4fZ1n2J6xQDP5BlmU/a0Xq4j9iRUji37QinfFzSaPRsNHGRhlPTKU+1wR7gvJAv9MKQxatkjj7hjD3N0TTM0GC+BLfcbR2IH7sofiQuM+gEhNLu/BNcW/QE1aFe+6PpP2I1vXmGaeCFGDNgpRedwSUZVkgwWCqS4x7WFKkpjrfA4XuSV51rBQg5gOJRgC13nCLRL/bDT9rRI3Qf9C5MJfvukVkIEhY2fV8vlmJpzZbR29ZlpWVImVOJuKfZswZp6nkCABBgVYaEq0B+jgV5nOn3V5jyR+JlYJ+MaYzYcDjp6QPl4WDgWxWckCYlXPXbDTiGVgl8IHyzF1BYcHXkNoM7AcsJswh47UQPy5rln0z7PfXrFMIbWG8eAZ8Bs2tgSWhhR9fImk4A6o+c7NiDrEMBGNd8uYz5rxPBc63PTskERxDGXOsNVgHQfVhmSRbYoUz1RJfP5ZDUDXrpCccEfakVmZkT8MZAAFvPiUXglZI1IgErJTcEwth1Ckh4kWqyWolT+VTbf7/7L1brG1pdt815pzrvta+nfs5dbqq29U27TQYu50otgMGLAWRiEAQDvgBFMQtIPKAIeGBBGgEQrIEQtiRuMU4ED/EKEiRQhJeQkwutgJu4lhJjNvpru6u27nvy9p7r/uaPKzxG+tb/3l2VZ06FU7R/Q2ptOqsy5zfde7vP8Z//AdaKlR0PT+PscRrAGcqqpf6b7WqoGaf1MI9uhANEsaNPlI1djqfh1eT50RHMhbQNYG/wrVvHxw01BtfxF7VgeAv2eYP+Q/YJkQwNLMTM/urttEl+JO1qCvUdf1niqL4R8zsj5jZP2vb4kb/jpn9tH4/W7Zs2bJly/bR7ZUcCFx06P/40C82f/fXzOx3f/It2thqvban43GcsJTxy/vkfE4lP3nU7wc6Us1tTs0gxZUgfq71MGHqm21ZxFHVjSwDqsWRxUBO9WKx1cQW5TzOsyAV2sJJNU6lfrrmlE18DoazKtBxMgbNtRO1LE7HIFiQCmMLygoFNu+P6p7jeQnkg8fF7w3aSxEg1+U3Eb8XFT9O17Q1WMR+z3d9vrXiHProeEZSPQqz3ZjrdalSSTuJ+TLGjHkXpj/cAG/jI0dtDcayZA5ozrvZFi1Wyj8AsThy2xfNC51LzWXHYzCWcdwXXQPQWmrk2f+fX91ojv3QF75gZlsvw0hQ60DY93BN8JDRh9Cjl/oTqkJpto11E2/WWgzwFoJj4v2kLWOUL32u1IvH9UCYqUY+SBdPwUw8RJVwS5hv9El4jqRZRmbbOewQt6eKpHieatvOI/H5sfCW+BxvHeuaaygvBJtKFgdzddvHkXocB51OIPe3XL+FZxHPPTx+jE9bnhNVwtdJjfFQ1UFtq+o6mG2fD4/8mcx4fP+bb+7ck2vxXNV1ooqFoT0h4/gw0Rphb/J3gPajcNuSvczz5XI2a1S7fRH7NGYZZMuWLVu2bNn+P7ZPY5bBK7OyKGzY68XJDSQIUtD8bU6TNxMt9HnCJzDbsoQ/77oE5PKDZCqv7w3CIyYYyFH0CHrCllalrVG/H7+h/ZxYOaFz6qbOAkYuLif+vuQ4g0rawqIm5gqy6LbbgbLpV6jYkZssmuOc0Gkj8Uhe6X9UDRTFMfqqnpl+pxMoTOOsqmkQrF+qAgoLmHUBSgfxMQeRlQCL3FHr7apqsL0V6ewJQsTjQZsPfRwYezwKrJOOcBI0Q2axXG5RscRrmdcDv5cymOk/c0O/WIsDiZ1eCsoNbYXRqJEnz3x+8fXXd9qr1Q6ZT9VSACHNhbPCXHAf1SUoqyq8a3A+Tn1eI8cdroyvPcZpT9A2NT+IsbP271A9UjyMrNnD0SjmC4tYsY9ZxM5B76JbwFywFulTZL5IRb2OrOVVEmllr0aVPmp/UNvCf4OKIl47ODeVoOzIjCE7yftAX2bucbx5cBB6G3jdGCOyLW5KBgRtqaXNzEk86/zerGE8kn/rG9/YuS7v7w8GkWXwVK6Bl6IjngHlJbSFg8U6ggejtQ1Yq3h1ru/tNXRZuBbPJuaR9899nOq6bnBiXsSyhyBbtmzZsmXLlj0EqRVFYb1222pOZaKBzwmOky8nQfKYl8tlnMy/5rGwtsQAQYR4Btod9xAsXV+fugKSf06cn9O61ldIdfbPhc1K/LBNXQTR5g9db0cZFzBzJQbI94/8NA+CYFzSKn+MA6df+gGaUhQOggEpdCU3nM81B1qRdHASkswKEGxUf/R+4dkgNkpM+ELisZrDzvt4hrgu8T5igiCmfqcT8XU8AFH3wb+rdSaiuqVwCIiV4+Whb6ACVdeDz/De06dxTVA0/cIzwFyRd873YYWHbr6P+VOpmtgSrkbKmjbb1JuAgc86INPlUDQ9LiVTgzXI2L/mXh/WJIiqL5lAGH0DOT44Po5xCF6K1IXA+4KGhtahoIom75NZRBt5foAwRzJX3VaroTiqFUrxjIFC+XxPnkVkLjDvjC9zTLYC/w6FwyT7JDgPfi3aAMLFI6Rxeva9rhOeYQN/fcO5NpoRcOvoyPYPNmPU8uehSRic98uWZ9VMN+P17PHJTr+pjgkvhKwM5pZxCDVKb0sn2X+R8eX7m5XEXOGdgO/Fc+S77t7djENS9dVsO4d4t66J10K9nmVZRvYVr13/Duu3I54f7HI+zx6CbNmyZcuWLdvLWfYQiK3X60AlwSZHu1901zn5wZDvJgzoNPPAbIsIHzgiigqCM1doI+/aT4BYIEU/8So7FjRKjHlV1w10xLWpz46BOkCvmn/OdYiNfunznzezLRKgDyBKlOkGnU6wXoPVLbXEQZdfd08KKApPSC1MWVjYX/zMZ3bGQSsZqgZ4q6oiB/lSPB8xllRr83uHBrvPIci35fFGFNnIw+eUDhIOBcBkPYRuhKiWgRpAdKDRnqw1zZTgdSm58VRexAPD2hz1+xE3Bk3dljoJIH/4HjclTr2U/HvmCtTCfmAOUEa8lmi1h26Go6g3RLmStqi2P23TPPNTQV9ajwFPAiiMmPzTs7Oo9zARPsdQEJ5yhsjOATnzPmOuqI25A91jo34/2gkjnz1EZgvxbLwQjMMD7wdKdrSR8QUlzkQT4UC0AparVXiR4FtEZhBV+qQCIes8zZYw244fr5d+Pd0PPI9QSm1VldVrX9er56NbPAO9gc/v3qa/e0eehfDZTTXZ9dI9qF5f5bunG27KfLK793nWve/jzLgc7e1Ff7RqLM93VUnUPct6gIuDB/WJrxuyb3Rd8Sx/cna29U76vVjfGPfi7wyvvU7HvuUaNh/HsocgW7Zs2bJly5Y9BKnVdW2z5TJOysSfOF1rFStO4cSMpotFnC6/57XXzGx7mlxIzEfrBoBgNK5ElgI5r2Nh14JW0yp4mleuaBPET34tp0u+D4pdSKx8/4p8Wow45nSxCH17Ts/BjUBvQGLeqAbiOSB2DsLlOsT1QO+R8y9x7zJBQFEb3ecC5Mt3VfMgrYhnto19Elvl+6q4BhoD3aVs8kpi2MxvWhHRbIv08U5VklXAHMLwhoWcZhOk1w9uyWoV8UhQgNatB7GA5HqCNlmreHtgefA9OBM3hQF9mngOYLWzpl6TDAUMLxW8jIn/m31AG6NOhe9ZPE54FpRTANq7vr8fGRs9qe7Id/BasYdZa4wDtR64R2TUiAdBPYvUWWiVZfAM4CPQb3gtqo7KvIb2v3JnmKMrGP/0BW2Fs8vLBocCvsoz4YiMZK1xTVX6JAsHZAyyZj+wj2jrg+NjO/7W5l4j4amwH+7J/h8cuHfBuViLuT+L/BFdtjZtYi61pgz2xp07O22ZL5fbjAUqb/p4KIdIa1icJcqkZlsP3J7UZ+D6HZ9jxgmP28VsFl5NxvKJjGnoFODVZS9bU3nzRSx7CLJly5YtW7Zs2UOQWlEU1m217DOOCDmNgs6oQMVpDQRBbP1wOGxUTiO+DoKPkz052sI1OPffVY6uYMuvRHEtYqUosiUa7pzcOV33JRYOEuB92NSqKkh+BPyEkeTKg3aJv4E+ZkmsmH6DbEDyfE6lNAxUji8mYuVShwBUQ18Zn0uJb5ZFESdv+juR7+ipmzaAMkE4qnJXSA58VLQUTYDleh2M633hULC2yHFvSby5I3Ft3of38UzitMF3EK7C+XQa3zkQRUJt/1DY8Lw/FQ5GW9Aoc3Pg4wV6De33orAD6trLb2gb74OQQiUvQdVmz8n8IB/d+/trb7218z6ehHQ8QKPoBcwlQ4N1TZyfNqFUeiRzFjoU7FnvG96y0IHwSnxmWxRK/Jh79qVOAv3AozCVbBVVk8Rrw9rlVbkaVVkG70SvmXpTzHbVUM2atRxUK4XP4UEwXuzHmIvLy60nx7/LXLznnKtQ6nRPIlkpjMsxmgHU2ZD5Rvsf3sIN8cAU5aaVk+ks9oWqIdImvLT74um4JTUEQgOhu6v0eCH7Bw8Dbel3uzYWdU/WHvPIeLAXeVbtDwb2m++9ZyZcs49q2UOQLVu2bNmyZcsegtRW67WdXFwEYr6ZsKPNtlwBTn6RXwxbtN+PU3WgQz81Boqg1jgnfuqS++laq9VxQpxJDHVPtASwYa/XQA0Xcrokl518WK4JMgb5xwnf76VoHwPtEqNPMx1UxfCa1DAIZrKclomdqSeAeN659zHlTqTjRF/KstwytFHQ83YzhlPJqmBcaCO/g13Ov/kclMt1OhLnTnXz6d99j4kuxOOhnIEWOdui4Q/HgPElgwRVRu4TaorrdYzVWBj5oG7GkPkMDwi6A74umEONJauGP5yFQcI9iXoQvt6J+ZPDr14o9o1qKLC/4PtoHj/ZC/QJFj9zNex249r0izngO8TQP+NjyveJCcPBiQqdUrmTVxA0c/rVd94xM7M3794Nbw38i2MfF6yUDBA8Q3PJHmDtRYVBz0J402PkjCefk9UyXyxibTH2oScCT4WqnlT9lGwJxgOPKnOkWiLdnrP0O5v3ifuvVqvg3dAW4u9aV4S1iuf1Xfcg0CbWNHMKTybQveg5sJY7SfYKa7SoUPTczAHv0y/WCdfiuYsnoD/Y5cfwHFJ1zVgnSZ2ai+T5ZbbdU+wb/h3qiImHcPu0eXHLB4LEqrK0a3t7W5e6ENRSaUmzZuGUtPwxG1jdsOoe6ohbCpdgXwREcIXzby0PmroKlRTDH3j+EN7yBYu1cPUiFyzCTLpguVeUNBYy0ny53Io5+QMPtysLWNMpMRb6vqTkUOZ3Ju7+kFUllcl/R19my2Ujjaqr6VEiwEQbIcPxR6WSP9r8vo+b3t/nQYF7crVcxgMY4hHf1T+E4UIX+Ww91DA39DNkdcXdCQFwPJ3GPOpBZyEPHV5p4zV/OPOHcS1uej1I8EcNEZg0jU9T74YJIdesuR84GNKmIzmM6EGpJ8RQxGMI83H/+zduxFitxNUbxE2fC/rDQZFX7nUuoYQI90iKZIjNJOlp9JM/9PxhjBAKa0raOJLnCWuSAwZu+Uh5lKI+vH/z4KBRtleLMIXsLyQ6KblbSeiIP3SHBx5y81TBKOl96al/Jy5ctVhESGgt4QrGbEmpbiFCs+75IxuhSf++hkkDoCHh7H2d+TNykrjaVdJ8Ige9SEMUUHYq4I71xfukM7JHr8nfk8l0GnuJPXZXUoT5bYwPfwdarR0A8qKWQwbZsmXLli1btuwhSK0oCiuKIlLkQjYSNC9lQvdwZ0JsW6/js5DCFDLYQFJ15uLSUkJPFLehoIik64EQaeu6ru3ET5eQIEFwoAZQ6q95gQ9IVa/5q7q6tZQsbcTjsJL3L2ezOJHjXbkuUruVIF5O3dyD/oVYjBTSAUnMHQmQAgaaCUnSdjvQA8Wb+A6voNMzIYCqDWRcFO2GZyApvWy2JYyZJSIk3m9FwC3xPixETIhwBN6qX/nN34x+pveOIjaJixT3q5Z71pQ07jGW0FAIGEmxL1CMygs/FhnitKzraRLKMEuEt4TwCpr+u++9Z2bb9DOV32aPrmQfNQoSeVt7iWRvhO18rGMcREyK8VIX+6EUVnosRZIq9SD52kzTdhkj5kKlvwlfss+RgGb9ILgEWU49CHXS73TczLZjTxgGr0oIL0m4Rkm2FCDCzY9XkP6fPDndGZc5YRy/b6/djn4ShgEhv+4EzPBO+pyQjs3zj1DZQMaP7+H1YA/wb4SdGNd2VcVcfO39981sK6/NPOLVYy2Bx9kvPA/xxGnqK8+ZruzZHlL4VRW/UUE6PEA98V7zt0lT41/UsocgW7Zs2bJly5Y9BKmlpCezJObFCRpikp8AS4m5FkXR4A5wYo1UNGRz/TRJzIrTJid3RbPE6TnFq9gJ6HS1XDYK5xQSX+M0zqka9K6EyEHidTDbnlJncl1Ozjf8pHs0GgXq4qR7LqIdnPhPJE7PiR8kAPLpCzqJlEFQGqWZKU0KKXOxCGS376+aJjYQXoN6KbTojaa8gXTUYzBPiF70D6TKPUEVpFeBYEqJA47FEwJK+Z0/8AObz5GPpgSvIwnQ7q2DgwZ5ci+Zr9SmUmipIx6VrqCXBlHSxw8SJnHf+9evb6W8QUu+ViHyakyUNQeSY35PknKvqc2viLWDnLnvxXQae3Qk4wBfRQnAlxT/8jlj7UWpWknXxEDYWEoAjD3l6wOPBldgHdekOOJZ5FoiuwzCfiLph+rNqxI0qgJdeAY0rRQCq3rv2LNYPAMv3OPga7Ijce9eMi5apIzXKHYl3irWA3wgLCSaff1/1lPIx8Ld6QqiniQeSjhXjCUkwZibhDNm1nzO4s2hDYV4Q4OD5r9jn6zgetV1jIcKudE/nieX8jdpvV43xJdexLKHIFu2bNmyZcuWPQSp1XVt08UiyltexdYEWeopbZ4w2rFveQyLk+gNOW3e8JMuCJrTIqdMivpgETsVkZzINmi3I77MPU5F7hgvBf3QUqpdkQ8lpphK8ZqZjSTtLsotDwbbIkXE2WQspxKn3xOmMyiTazPWMLp5RYCEk3PIzybSxZz4aQtzoTF0UDVeCy2Nql6cSuYgFeBJr/PO06fxnoqeIJ97Dnr3/oNs35BUNto+BG1Jahdy26A52rSfrKOxsMNHUkqbcYoMD29jMNX998R54bdE6WoRwWHuWmUZ4zCSrBMMFD4VhKSywurFAXVd8+sx/6C3E0nXOp9OI4ULb0uIPwm/YS1rmDan+z79XD2LjBd7H07C6WoViPVz9++b2VZYp5J+wo3AM6Ly5LxqNoJmELCOmJOyLLcserwxvqdo70B4L8w7XisQNOPAePF5TzgX6ok7Ho+3acZ47fw7eEBYz7Ql5J/hAUn6cXAn6Ld/jmduLXPHmj/a2wtP1zXxnMXzw18Zc7XIThHRMJ7DjHPINEv59OPz87i2FvMqxfODxwf+y6jfz1kG2bJly5YtW7aXs+whSKy2zemOk+BMRE3UI4AoBiIo10ajOLnFydOvzSlQC1kEY11QWjCREVwhR9X/vZY48ChBniC/e458+E7Emf0akUcNIvJ7gF5VIyCK+MznO+8Tx0tzn0EijEMpcUjaiCwyngAkRrmHSowqgmZOvuElP5mbKMg0GEQsDzSpuf09QZ+3JAccpEec/4l/P/gOXEfQLnN55/CwISUbYiYUqfI20jbmIrIm/PvK49C233GPE7nzeJx6nU4jns68RzEaEJxoA7DOiakS7xR92AcAACAASURBVB8I+gQZgU9YP1FQZzoNbgzt1j2lZV+DryDrX3kQeD1UCnkiMdZUGhoGupZcVkEdxh6ExzihiQAKD1lxb/OxlEdXEZzr+/vhuSiF3xLl0UHR3g+8daw11RlgDvg9zwXlv7SRCF+vo/8H6I/4nITYDxkKCJt5f5lf9gHPJNYV12GND0U86lmSDUU/4DpwTZ4tPDdZH1wTDZAaTo6P51PJNsEDyTpgvazFc3s4GkVbOv4dpKfxeKheCWMbuiSSjaSF2pirZ8KDYbzSZ1ZPuA7nksnA+3hf1jnLIFu2bNmyZcv2spY9BImt1ms7Pj8PuUvNU46THuVPHSkR91qtVjbx014o9fnJjVeKH3HK5MR65qdFLYf8jqMzYofE1GgTmQKcKPd6vUABGncHhVwT1H0gzG88CaD4gajHgU6JjSK2yol40O02uBQoLYIiYJEHiuJUDiLQfHphGYeSI/m40rdWEnvm5H4Cu9uRyqG/XwmrnLaDrkC8nMInEn9U6VLGHfQ36Haj1KmqmqlcLmMMEtRiR9ha+BCleJZQNvsul6412yIc2s8YgylYW1pqGfREbNnk+8Q7IzacFNpK21qVZaPsNRYlYX1e8TZpaekLQXbYSDIilJVNX9h3tw4OwoO2EA6AZtuEKiLoWvYDXp2Z9AFUqtkaqbFOo/iZ7/NT//xcJGyj4JZ4jugX40g2ShRHkvECgXcSrxbcqRPhHLWFrzISxcVDaZNmFmnWhZaiTnkOrEl4TTp2aZlis62EMRacKv+cOWDvBt9DlE0jOynRUAkpYjw7/h325tdcGwMOxX3XTGBOmZNjebYrrwMuS+px4N5cC+7NqUiW69+ZfqfzUtLF2UOQLVu2bNmyZcsegtRaZWk39vfjJNiSuJbG90HtoJZ+p7Oj1me2PUUT0yZGfixFNkKtSgpnXApa03xjyrxSRrjbbjcyGlQHXzkAmglA3rRqeZN3O5N8dvoQzOWi2JYrFtYzMV8tyoJdl1zfqCNAZofoODCueEimSRu4j8adUWRkXDh1M49taZue6ME7Gs8spFRzFFNar+PUrigSJAN6H8jY0//Iffd+8nu8WSAGrC1xzcVyaY8924LvMkbkanNPzezAYxB6Dj6HeGOinDQ57lLrglhxr93eau/DtUGtTmp0sNYuZJ6pp8Dv4D+QScL3tHbIRNF+pxNrBgOpoZsAwtXiRFNZk4wjCnR/82//7Z17f873Jqg31bhX7gCfqVomjHfloChLHrTKv9HNJ17NXLAPr+/tNVjxrG/QKdwZ1gVjHDwHUZdkXLgemS+w94eizXI4HEbmAu3EI0g/b0huP6Y1LTQ7I4r+sA8kcwhjrk8uLxt5/MoRwah1oxylx1LqXuvOLIUHpEXDRv1+cCe0BoMqEVbi1ToYDsPj+XEsewiyZcuWLVu2bNlDkFq71bLXbtyIk+BTRx+18AI40WGwt/f6/UYePChTY7yYxoj5t5Yg5ZVT6Wc8XsUJGD7DINGLXwozVVXNgvXq9+YEG9kGkvuqce4ocyv591VZxjhcCjqnf2eS2YBnoJL421pY0z2JU1J3Yg0LXXTSF6tVAz2Dorj3I8ls4JqgKRTsQAoaCwR1EEsGtaVoDXTJK3nUrB3Nv2aOuCYW60N4LgNHX8HsliqQ48kkUHcp3ABVslSvBVX83rx3z8y2cVmtQwFSoo14vUCUq/U6skroXzfRKDBrahhoyVjWICp3r7t3YyZeihPxwHE/4tkX0+k2Lq01BhhD9pz3K9QUJbMj4v/+7ze8TdxzTxjzaV0BxgovFUqTzA1cAOU1nKHH4fOL56gnHIrwcvh9UPibJd4fjfEz9lPJfGIf9GWO1Bs1E34UngGuQx+xqqpirJeybpnH0DQAlaO14m3SMvFzeW5qbn6sP8nWWK7XWw6MVHWMCrXCXwoFT/E68DvdB3i38Jzg7WR81+t1PB9pgz4/WVPs5b3k2ZQ5BNmyZcuWLVu2l7LsIRBbLZdxsgNZczojNkPslDhUqlWu9bdBi/yWkzzXQGfgVJQKOY1SiVBV9vg3p1K+v1ytIh7H6ZLTJHnTqnoHStXc/r/z9ts7Y0PckXvhreCE+3XXAuh3OnF6PhK2uKq+gd5V9Q6kx3juJ5wAsy1yjnrmaAyIIl2/0wkUALoi3kwbid3BNWB8nklN8o54fx76519/8GAznt5m1WMfdLtxL5AMvANQZQ/dc1ELVLTN7+cSW+X6oFVisLT5qKoCFdG/QsYUW8l6Zw5BHheS8RF8Bu8/Ve2Ym9gfZdmYV+VWRKVBQZsnICaJoUbOt//7/IoshMdSVfL9p0/DowEKZ10zpqwT4vDKzKdqHx4m2Odd4Q2Fqpy3iftWRRHzhfeGfiwEGbYlW0C9D8EZ8P0EcuZecJZAp6yP9mIRCp1rPBhoXIgSJ14GrVMS63ywW8mU5w1tDi8odV2SbBxV/VPuFNfEc1AJ4mc/PPDaJ6xhsrBYi1Gp0tfkmfCH5kn2C/se7yP9AI3DpVHOTRrPN0u0D7wNqgTKK5y0s4uLRn2NqH4oehzRf5/X/dXqpSoeZg9BtmzZsmXLli17CFKbL5f29pMnO6fE1NacrjmlwjLmRDwcxsmdE9wzYXSHYp3EIfVUDfLnc06PwVDmlOkn3fTkyKmXE+2gu1ttTbMCiNNxSo88fOLb0hbNw+YkDQ+g1+k0VLv4riqEcRLG8DoMJLMBVTliiCCEyH3298lfT3UI1uJNCV1wYufK6E7Yvun3OHkzp4wfcVlO6SCGdhK3ZSzTGLbZliW/lFhnvHqbrkLzmusfsVFRm0wreTJmeHwaXglBOCDIrqDxUP8TRUfWaF/WHTofZmYLyQ9njIMDIq+lMNnZg2+5dwZ0r/nrWomSvd1ptbZaHx7LPZD6G1rNDi+WonY8AR3JnGBcaCteiqMkYwDvGh6RWP+i93/pXgq8FrRdNTRYu6qdcIesFrI6kuyL8CJJRUXlxqimA23c29+sj+GBx8CF4c8chsfS1wDZC+v1OtZilcTyzbbPuX15TrAelJcxkIwA9mDqlUn7pjVTuu12PAcZU7y3eOdoa1SipbqsZA4xR1R7ZOz5HfyXL7355uY63ubj83N7y72ttFt1OVQDJZ4DWakwW7Zs2bJly/aylj0EiRVFYb12O2KFqOuBQjiNhToeldNQE3tOlSniQ5yyQU8D8oD980Nhy2o+cqAzQXO0JUWKlXgdOE3e8ntQSVHVzUAKxMIVlWGhluWIibYdJHrjym6O/HOpb76SmCj95SSsCmNPBFHzPWKFI8k/X9d1ILNRouaVXpNrgS4mEtdFR53511izxm9hRIO4qqKIa4KAgjvg11INBNYNcwSfIbQhbGPEry8F7Ws2y8V0GqgQhT4QH8hlegW/QdErhtfqG671joeIV8b3XY/rnozHkQ0Di5pXzfVu1NEQhU/G4z2/NuP25t27ZtasI49+QeotA/mdej9Ys1zrdc/kUS8Xa7Qklu7XDGVTeBwgS6ncmI73uTDY2XMa01avnqqJ0lbWJEZG1ESynZi7rz94EByK61KJFaPdjF3DowTvo+fPj+Xm+0XpWv4yl7VkDu1duxbPEF1zUWcFXRJRCcW0EmXwpoSbwB5lXJStv1ytYn5C9VB0J5gzOCOqcArSj2wSaRNtpG37UlWx1+nEMyfqIcgejTUkdRXUg/iilj0E2bJly5YtW7ZX4yEoiuJfMrOf+5Cvreu6rvz7nzWztz7gu79Q1/VPvGy7Oq2W3btxI3K8Ofm95nm0mCJmYkbDbjfiS5xoz0Vr+4afxiOHXXTUO+IJANUGYkBPnPtI5az9wSBOlxOJ5dLuIUjZT+rUUVjJiZZXEFHk2RMjRclRWLZ1XW9zlSVmPhZWL8Y9QJDo5oMYYPYSf6UNeHGwYPjDvl6vG/XrA41LJbWoKCjqeMypou5AjN4GPAoryV+ezGaBcEFjeIQOHI0xB1qBcSKIQPPttb4EMVLuw9yPer0mUvNX5g8uBR6gqBAn6x0DnVBjnvFTLXz20+nl5ZWxfkyrOu4JUiKL5JseY70uFQojM8ivp0xu9YqYbcdI628Qv+W3oUjpc6WVPLXqHVXytNod+6gqyxhrULmOh6qhsm7uyTPpmlRexGJOqH4J/yXRB4m1JeuDfQMqfSSZGih+Vm3nMVSOkFce/186/8HvpXoFoWQ5mWx5CeIp0XoA6mlU/RaMz1XXRTMd2BOMz8n5eTyDGEv1ak6vyIDYE22EMuExpUb/gychtVCqsrRb3gZqNcBfiUqMeHN9TcKDqaqqUSfkRexVhQx+1cz+4ys++4fN7MfM7C8857O/aWZ/5jnv/61PqF3ZsmXLli3bd6S9kgNBXde/aptDQcOKovhl/9//7jkf/2pd11/+e9Wu1WplZxcXjRhgS5isUUlLYtJlWQYa4FQMO55aA8RXD4+8zkDL4/wTR5lnu1WslLlMm5aCOmDhnlxexik7reBltj3hj4RVD7IlHn2UZAswLmbbEyxtUsWuQBSLRXhGQEP8lrHj9KxKhB050RNbvOmIN/KqYat7m0HMjP9EtNDNEhVE4pHUt/eTfSVxfdrEOEamBHFNb/uJ1HhoS7724XAYbOhT1Umgcpx4VOKVMUfzwlGL1mJXhMR6YTzmi0VkeGjGAmPNNduCnjBQNyj8QhjyC1kn6oEx2yK+x5KzT6U40BV7i3uxzm+Jhw2UxeeMOeMGr4W5ZC8sV6uomBnZQt5GeNqsYZ4HIGXaFIx94dAwjncdQTMHeDciHz35DV5IjXkzHpo1gKEvgOdo7N+jn1PhBzFu58ncwb9BibEjfB6eG+96VgCs+X/+R3/UzMzazh1od9o7bR0ebvpyt+3PT/ccEL9njR8MBg2NDPhJeF/wDIZOhVRHxXqCnFV/AW8e2hLowcCruXlwsKNyarbd9+oZ5hqMbeXjBUdL62mMNVvDrxNZOSi+tlqhcYGxDuCMBNdMKtn2Ox0ryo/PBPhUcQiKovj7zeyHzOxdM/tzr7g52bJly5Yt23eMfdqyDP6Av/5sXder53x+ryiKP2Bm183sqZn9cl3Xv/ZJ3fxyNrO/8bWvNdjoICtOTzB5ideCSt59+rRxgq/kJKsaBoOh16Rf73IOlHWuutrkIxNrJz//Zqu1zeH2ky6oOqr4XVH3nn4/E6XDrngCVhKjom98v7Sr0TYn9JXkKisap5+gb0WAvHIK5/f0icyCVlUFYgVtRN170SGIWg+cwiXHF5QPIiCu91Ryw0FcoJo0h5q19L6z48mKUDYxnJATqZXOeIJauQd9AXXNJXbcqqpoh1aaVMU5DETL+ASClkqc56IiyFwR147c+l6vUWNB5+Tcr0nsnDnhWj3ZXyClEq5En/20uQ/7ZCgM+eVqtVUVFdZ8dcW6YE3TH9buqahmhjqn5P6z9tMMGZ4PjEd4SFDsFHZ5xLOpmOfvH5MjDyqVzAjWS6go+jPs2Xgc60C9CqxrPAL0i2eO6pPg7SzX7v1bOkdpvJlL9XZ99s6dTR+Xy536DmbbNXounr6otyKeRfXykTlSCL8D72ktKorh7Wq3Y58zDlq9E+9jeOmkvgrGHsQzQO2Coei70LfUI8G1VMFR96z2+/3j4wbX6UXsU3MgKIqib2b/gm08dn/8iq/9Tv8v/d0vmtnvr+v6Wx/xPl+54qMvfLSWZsuWLVu2bN9+9qk5EJjZP2dmh2b25+q6fls+uzSz/8Q2hMKv+3vfZ2ZfNrN/zMz+YlEU31/X9cXLNKDTbtsbt29HfB5kzemSU3qgXD8pciIb9fuN3P+OVCk7l7h1qP0td5XqQFkRU3O0RuyMk6Oy+Ou63iJ671foeAu7VdnPhaBMrdVOHYY9Vd0TZNFttXbqO6SfnUrlQc1txzgtB5K8Ii4Gip2IBn4aH4+cdP/NibRBsyW6Em8FhaAGSXxzKkx4zayg7dP5fKuoKJXiok49SBaddB9rvDJ4bYi9o5mg2gHMDb9L+6aVNTVrRNnJIBiNa3MvPGV4OXR8QHOM+36/H54sLBCu/4YxU6/VpWRAaFVI1mBPdPNZ41wvVOY6nW1ut/AtmCvmXb03K7lHVJ6UehLwRfBmwRfoOsKu6zrWedTJkHXelvoZgTp9nPj9kagssp608ibjRR+Koog9xLXgOXFN1hr9x6vBvIbaKu+7E6fVae30X72Ck2TuNXMJ7xy8Jn5LzF85IWPhmnCdWCeyx0Pp9DlZLvrb8EqSNSSenjVZI8Lj0ewr5mIgOh9Lb8uTRMnyuvC4IhPE76Wqh+mz/GWqHX6aDgT/ur/+t/pBXdePzOw/lLf/clEU/7iZ/VUz++1m9q+a2X/1YTep6/oHn/e+ew6+9CINzpYtW7Zs2b5d7FNxICiK4reY2Y+Y2Ttm9uc/6u/qul4WRfHHbXMg+FH7CAeCD7JWWdrRcBjqZ5FfrDXGk/xysy0q7bbbjdzkkSjIBWoSNSutUJXmpJoldb/997SBz/n+Xr/fQILPpJJgxJ28TSAk0Cl9INeb9284sqFvIISu8ADWdR0n9rHUVbgQViwok5x/Yp+gUBAkaDxO53g5JE/5BFVGZ6MfjUbRXz1Ng0ZVBY7xaKu3gTH264Hi6SPxeubkWaJ9T954KM35b84kls4190X7IGLMjhy02l1PkKTmXde2XYOaX6/MfOYmELBwLpjvqP6HiqDPkaJz+rI/GMRnyh0IzXpp20DisnjKdB2B0i+kJoTG6FfJ56q0FxVDqV3g9wh9CakNwr9V44C+MefrBI2bJXM6nW6roKLlD1eGnHepPdCIpX9IvLgSZEyfsev7+/GMwqun3qXQIYDf4eNB5hSGMmHpr+3urqInc3Ca6DCYbcYpKgKSleSvKExqlUuevVGLgAwX6keImqp6O5mLm1KZdLVa2WP3rmB3/FnCb5XnA7LfE25AQ+dEOFlcT9eR2fb5juF1ZJ0s1rsZG/+PV6Yd9novxSH4tGQZfBiZ8IPssb8OP/Bb2bJly5YtW7Yr7ZV7CIqi6JnZv2gbMuHPfoxL/JC/fv0Dv/XRGmOtqgq0qkh7LtwCRdjTxaIRwwXxghqI5XFtdAfecVUzVQvTioKc9Pl9MKMTnW3VyeeUDfeBtl33fpLzymnzviObN50FjNG29511zKmbeBcob7VaBbJTDe47nu8bcVmpFY5SY2QVCN8hcn4FAQffQ1jo6/U67h1KchLrAx0Qn6TNwSnwNhH/B51G7QLa7tenj4dJ/j2xzshpRleB/GKyToSHACKmDcTzNdYc+fZU+RM0N+z1In4+kMwG1NDIMwexwA1YCOpmHFTr/VyyVlhHqfb9nngVyNToiSegoeAJ2hLlztCxkN8vhRGuGTWfv3cvELHuoajK5/di/7D+qc3AtZgT9Ds03j+T9QRqH3a7kQXBnmItMfbMsyL7YNOTbeL3vib1JJj/0FR4joeNz+76fHHPAiVKbwu5+g+8rXhS8FLMp+61wOM2vtwZz9hHsmdv3Lthna57QObOuJ9t2hkeJL/G9Hwzn2fnu/1ifx1LRUq4CN9yPRhF7WPhrLSqqlHdNDRSxAvHmmQPs2dZ06pYqhkC6rXAk9Jpt+M5wLpWZUY8sDzLf/h7v3fTlsHAfunXfz34QS9qr/xAYGa/z8yOzOx/fQ6Z0MzMiqL47Wb2N+q6nsv7P2ZmP+n//PmXbUhhm4GP0qMiixmpg0JgWSfuetw++sdkPyEzmW0fEkrA4p48wDRlDqLPnrj9o/xtux3twvq0iXK1kAtxnYt7ij+QV0lu0qYg9MimGna7DTIPfyw0VZM/NqXILfMHjd+xWcJdS/lnuXe4XBOykR6eluKio5/MQbjxvd+0gY19KX2JIkf+fQ6F15P0rHMJK8SakTas5AB0U6R5u/Jw0nLJkb7pc/UZF/w5n0y28tEIbkkxFi1vrelRWmDrElluCf/EOEOYSw5gSvILcqysqaU8dHtybw5AzKXKBkeohD/28tC9dXAQe0gP/owT/ed7tJF5fcTBWA5GITft14tDHHLUSQlz2kX/kJyO8AXlj1mDpBtSrAgSs8gPsxbpCzLK+yIZvT8YbImsvu9ZW9ybfvF++ofLzGy9crCC+97/qE8vnl/AjPG8+dpmbR7c3N+KGpW76zkOQv6CHPLFmUsNP9yQDudTiH+b8Xnohzb+MFJq+Kp9wtyOJ5NG+XKEmfhurH+eYUhzkyLsY6trV5+ftKGS9VcURYNUrITWzzlYA2ByoKpalf3qW1////WBADLh85QJsZ8ysy96iuE7/t732Ubi2MzsP6jr+pf+3jQvW7Zs2bJl+/a3V3ogKIrie83sH7IPJxP+STP7Z8zst5nZ7zKztpk9NLP/2cz+WF3Xf+WTaM9qvQ705O0zswS1yMmOEzRu765tT81tIaKBhA0hFaRYXS4U9xkuRPNX0DunyyipitvNT9up3OwY4poIKim6riX9pSOpPOdyLxVHwhVfiPei2243JEUXSKwKOYhr4n7fE7nQC0ntVIEZ0BgGesF1vlyvt+WaOcGDsiWdtJIQCMhvKvfgxK+lnSMNS8pitxJJayWT4o2YOgoBASD+AlLg+5AnFRGHsI+gVdZAp6oaUsUgH/qnYjYR/pIiL1PxmDC+Wno6kHPiklcPCMiH9mOB9PEy4AHDTevjEqJJeBS8j1oOFnGdy4T4SDghytX6vafiAdIQyVr2wVjCF4wnaL8toaoQuklQ3FS8C0pCBj1C6JwLQZbnButDQyggyZ6EvybzeXgssIV7LRkrxhBicyd51qQWAkVe5Kg78D2Ip8G/f/vuJgRzeMtDs+2WnZ+4ZLsLtJGyuJgtdq7ZG3qxqv3hzr9XC7/H5abN125uxv7ydDPGD9xjoOFA5pDnRVmWERLR8ucqPMT+OBESn4oGYeH1lRAcktGpLPdgz5/rjvzx5tbujen0PZTQ3g1/1muz8iVKIL/SA0Fd179u9uFpk3Vd/6x9PH5BtmzZsmXLlu0j2KchZPCpscVqZe8/exYIZ0+kXEOIQtKLQEb9TmeLzETshJM5qUi37mxeu30nbjmJpnp/V7oX1IZnAOIfp0uEO0Af7VarcXIHoYQUJ0jR2waqhlSHjUH1/j36SUw0LXdsthtrBfkGuUdEYEDh8BlIE2KMaTNeDU7jkeKG2Il4bTj58/7pxUXE7aPokHh4tLQqpFK8ESr+xByAnECrIKja5+YbnrY5mc+jVOy+ivwIUuGatEnHg7kIbonwWPCCgIhSedm+EJToF4Q0PEUg/scibkNbziRdsy3eIOaaNbsW0l76/6xFJVGBokDfIGDawDiphO81KSyj4kNV4iXBU4ZH4LEUq1H5Zy13zdgTe1ehL+6lXi48ipPZbMsN8nbz7zPheRyIEFmIKfkre1FFfxhnvHd94UctVqvYS3OZT/rLPR4iEuTvf/fduzvfM287fID+yNMZvcjR0a0NEh4deaEiL4q0nC+DG3D2dDMHzx44B+D0fKdN3Z6Xz77mQkud3bZi3LvT2/T34OZmT0dJZic8Pnq68QYgVtauKvucp1PG80HmX59NB7Kn4WBRsGvo8vQtL/K0XDgxcLybpnzz3sZzMtgfxHfZBwsnbPLMXs5cXOzJZrwml1u+xmK++/x/Efu0pB1my5YtW7Zs2V6hZQ9BYmVRWLfdDlSu7HRO1U+RSfXv4UlIY82lxERXEhsHGXd6u6JHnBYDXUnMnTLAjetTXnix2Ioj+bVGjnhA+PFdiTMrI1sRTyqckRrjFUWBFotGfBnWKygV1MHpGq+DehK0JC/3KPx0XgkzPoSKLrYq1nc9Rsd4gJ5okwoUXSUehc0ElUWamo8P44TH4Ol4HKjw7GJXXZs1hscEDwBiJ99ydjjpZLDyl5JJEqluIjI1TNLXmJOFeK0wxhAPScTE/Zr8PtCnZHbMdY2LCMx8uYy1pOl0lfw7Unn9Xuo5oA3qzYuS1I74mIMv3L+/M057/X60a5EgdrMmy57YL5+DstlPS/HyLJO9aLblNQTLnNLmrVZcYyipoCqT/ixBsGZbj9g9T4nEVJhKvTt4O/DI3Dk8vLrIl7eX/sK90SJNJvsDT0Fv5NkL1zdo/sb9DWKGET+bOBfl5CI4AlXLnz2TXQY/NhtvxhRkzzp4Qul2Cor5681rm+fl3vXN/um4h6HlXoyOiyfdXW3Gsaqq4C/QFvpDP+EpnBxv0Dlr98D7iXcClB9ZN+4ZICtjeLDZy3gteJ2cT62sfB14psbTR5v+avEy+o1VZdkYsxex7CHIli1btmzZsmUPQWpFUVg7KR+MRbxThEs0lnw4HDZiuZWga9AH7NlAPC64AcogLqnCLaA3lYvld3v9fqCic0H+a0G8mrMPkukJ+gStTZx9qzLLtGWQ5E4fJ4I4ZtuTOyd6EA7xtipBkWbb+NxIvBLEVpEFbgliaqDUVisQmWoB0G/aSFs6wnAHtUXpVG9LWsbWLJFblkItr12/3tBJYAxpA+NyKfMJImQ8givhbaCfhaxRzSRJvRzBNJccZ+7N2otxkwJTOicY34M1DTehJsf78rKhGxAo3eedODVji+eEuaEfWkac67AueA0hJG9jjPt8HgiYa8DvIE47FW0EzStnfGCjw04PXQtB0lqQ53I2i/8fwYHwfRKeHe/XOy4aRf8PyeiRPHo8TIxHV7KeStEpiOwn265XxnouHg76zXOEuQTFvvHFNzZ9uLvhy4DGC3mezN0zEF6A2cIevPVgMyZnu8V7VO5Zs7ieiehPlBj2+Wd/7Z9u/q26A6zpnnsKqn613avO4IcTgecADsSBZ0kwmHw/5LTdI3D+bOPdef/dRzt96Im3NJ5L02lkCqgmzlq8b2jMnFIcbDb7tpAuzpYtW7Zs2bK9QssegsRW67WNLy8DWUf2gBT7UJY2p9BBt9uQFh6B7KSUZnky3rk35Uq/9v77ZtbM8VckhWeB0yhIaLVabZGcFMhRSU6V4sQ0/h8sWFEooy9RTjjJcY7ynaIIL6mI3gAAIABJREFUpqWGo/QuMXa/Z8QvNQcclUEfT+Ke74knZZDI0nJP4sygo4Eoiu2LpgNjzHiBiK7ytERRGImHL1eriLvyXhQG8nuBDmjrXc9KAAmfSAwZhKh9gGswk7j/eDLZyt36vd51NMVv+sLLGEjJZlZJV2Lsl8n6N9ui27XE+89nM7v09lwX5UnNDtFsCvVS6O9YP5VwFLS4Fm2ezucxF3gGAsELDyFQuX+POdB7Mn6KbqPQjvRlOp9HwbBU5TO1KCnubWPdxBh72yKTRkpWh9aGX+exc1Now3K1aqxjLRdeS9yafqOhcnh7E6cfHW3W0d413/uD3SytS2fVnz72IkdPNm2ZT+bR/9PxZszxBCKrHuPk12J+Qci3xHtLvxmf993DolwmLFWX5HnIPn7NeRpIOw8OXCVWsrWmF87BcLVE9bzhMVJVTs3aSaWLz3wNHsvzgbXK/mCOuq1WQ9PjRSx7CLJly5YtW7Zs2UOQWruq7Nbhod3005YWKMJAOZykQZ69djtObJz2OJnf8+/AeoWBSj4sp0XN6eY67/kJF0PPAOSA6tqzs7PGCZETKMhGCwBx2lT98FHSL7Otl0OzLjDQel3X2zxnQTzniRKkWVKDwdsG1wADpXEyDi+NFAjBM0BMNXQIEjW4oSBY0ARoSmOkGmfkhH/i1wQB7AvaB0mlaCzY8P7dQITelvty4teiPVqCl3Hh/eCWiPpioODBYMuWB6kI8oOXoN6c6govVShUuoeBVcccP0QDvtrGVkGX3/RiMyA15RSAusiywCNyTdZH1F/wfx9I8SfagqcEz9Wdo6O4d1fWEgife53KmsV7MRf0/obr5WN4DuEzMI6v+d7ttNsNrx2vjENb1hQcC80AwJulGTPh9RIvGc+bJ6encY3bjvgrGbu5xO+1gBuqgSuPmZ882rSxro93+gI7/+E3N/ocT9/dPNMuTi+iBgHtmmhGi6ipwt/ge1epqvYlE4z5Z+3reHdarZhP1XpB20PLFrOv8ASxF1WpEO8E10Nbg/3D7/qdTrQfLwRrUevHaEn7tH0fx7KHIFu2bNmyZcuWPQRqZVE0WLFaLhfj9JYq2c2F4Ulp2aeOlkBCI4mvgWyCmeynT06Voa8v1104SuFEOeh2Q1cAhIpx8oUbEWjKT8LEITm5asU1vB3KkNec57quw7sAUuUeGqcO9UepMAZqi0piPg6hXS/lgjkVj5P4rNnmlB9V7HwcGvFq0R2guiG/A11E6VFvS0f4EXFdalskFQoVVXCNhZY3lbLOS4lTx+fCCwF1dK6ILabenMjVllLCzC/ZM1yTscS7cduRDOtnJfwPMmOwyIQoivCIUKshPB6+9mgL60T3XpRzFs+TsupBhiAq9YLNk/FYylgx5qBQxpj1Hvocoi+ARTVQ8cRQ2yCtGaKls7lWT/g9qlPQET7TRZI9YWb2nqBZMj+iCim8mSQzCo0Mrbypa1HHmpLFJ49dydDrCoyf7ZYiRmuAjKq3395kFqTKquwLMjYYa9aWVqbUWh5r4ehEmXnKQPv6uiGKlmntlPC+yDgw/+HV8TZzjxThp+PFmo5Kp/47vF6vu6Ih+3GxWsWYlPKcVE0UrplmNuUsg2zZsmXLli3bS1n2ECRW1/XO6UqV6zSv/2ZS795sc+Lv+umRkx3XAKngKQjdcEGOM0H8qivO6RIEQHYCp82DwWCrfy4xLFC3IpdAI1RgdCQDYnwop3Wu25eYfIrmaW9UHVQ1uERj32zrbUlztM22Yw4i1opxqEaGVoDfDwRQluU2LklOsozLStBVaNH7uIBOOOljfI8YMW09loyHO0dHwW2Y+Jg+EIWxQ2G6M/ZcW2usMxe0WfkcWtlyOp/Hdzv+XZAMYwXSmYinILwvUmP9QjxEjA/rQZHmbLGIMSPWO5H5Zj0QM90XzgXeCngxx5J9wfiAo7QyZ4rutUaFjp1ybpgDje/3hJOjCE3nbJ14IjRrAu9dWq3TbOt9oi2KFLUiH3wA+hbZJj6HPAtGvV4j5lwKNwpTTxLse3QFqpYrVk43Y/3o7Q3/Y+51Wgau4Lde7WpRpP/P2jnw+Z/KGtOKlEvxLEZGkHjQ1EPH+lHVxU5VbXP+5ZmMWqR6SEKF1v/dwmPqv3vk+0gzjFRzgjnpl2VwI/CMhsKm/3YgdRaom1KWZbT341j2EGTLli1btmzZsocgtXVd22Q+b7D0J34KI8bWF/U9ToqtsrQTYqCisc4J9iqGPidXPa3z/kDU9EDMnDZTRTo9VYIq4Cfovc7lFE58knFQrkEwmyWvmt/v9/tbr4G/p/nBnIb3JIYHgx8kE/m1cApEk111H+IknWhIgJrOubcqhYknKDxDMkfBaBfkGN4MHwfmCAR5fH4e/QAJ4hEAqSiPgTb/ltdf37ln6O6DeKl6p1oTgiBv7O83qvVpJcC+jB1o9UwUHjGNpTO3S1mbKb8DRK9xWcYsuCfephHKbNRL8Ht+0xERYzwSBU/6hrdrIN6xh8fHsa7v+HfwvrFP2LuRyYN3wtuARwgPgapQghxDG0PUB9P/j/3h31XUyJp817ON9iSzBQ8bc6ZzwyvevssE7fIcI9sm9XiabeeCtRuqmfBfUPTr7noa91zR7+G7G0/Bs2eigYD3Y7WyNhwPH5e57AfGJ7JtRAMGrwvj1hIeGM+su+KZxOhrVZYNXgt7kXUyF15TVKCEFyQeODg3E3n+Mq6hZ+HjcjAc2gDVVL/GiXsK4YWpB/mzXqFx2OvZk9PTHY7Mi1j2EGTLli1btmzZsocgtaosba/fjxgqRqwHpT6Qhda2r81s7SdvTuzKbj7UuuTCHr3vucyckDWvmO9Hjrxf99hPp71OJ67Nb2Hsco83/DTJCTZ0/6lqJuqKWkmPNqjyFn1stVo7ylnp60Q4EqAEcrRBcrDIlTW+krjvSuK1oR7pbZvM54EamK9KPEBcg3g9/WO+ezJOyirnejNRkYv868WiocCH0V+tB0FbA/FIRsueKD3iUSFnvi9IKGX4gwhhuD/2GOex81IO5d70tyOvsOaZG8b8fV9vZBswh+u6jrVFTB+VRPXWpJUzzbZIEG/FHVdy3JM2Ms4g5asyhDrtdqBNrbR4JlwJ5lHj0YwP64Q9z9qMzA/mQpjwo16vUXvjqhoPWk8hMgDIt5e9C+JmPFkn929sq/rRpsiKACWzpnx9BLdGxlKro5JFQJYBWv5auTVqIPj9nndNVfHTyqSVIHxVKNU1+YwsL1F81OqaKTcDb1aftYbHK8nQMNtqgnANMmh4fvKcnPl6UC8nbaEPF9Np9FPVP/ktehSh25FUqF2Ld/BFLHsIsmXLli1btmzZQ5BaURTWabXCA8A5ixOeGidD0Eu71QoNeq1OBYoMVqwguMhLFzY9r5ymQyPAT7qcHK9R7e38PFBE6L07IkTLgP4pW5YYZ+gOoFHv8Sw+B1kFa12yFNplGSd0+gnSW0mmxqXwFwpBYYGcJMbI+xrHw0BENw8OGpkaeCmULc7cqYJd6MU74r0UZLPwOSXrRLX+V+t1oKQH7723aZ+vj4hxC5ci6tdTJ8ItlNhEiY7Y+y2poJYqYE6F0c9a0hgxaxQjtsz6wbQqJMg41hPrjzmsqua8yj6IjBDhOeAZCia2rLmFxMxZJxeieMfcfu7WrS26wnvj31FdCeYuYuPC5+F9xpc28znPB5A46HacKCDq/NMG8mHY56z3FfFo8ZAFkpbMCfVUpghc66JopUXl3LSFl1B6dkGrs5tt0elt5p9n20j4VOdJXYmoxeHeFl5jn/szJ17FYxA1X/zeWuUxdAZEY4Q+Rh2HxHuoFTZZS5FVI/PN+Km6Im1jDuJZKPwn5nyxXG49wTzXRD1V+xPr5iVUCs2yhyBbtmzZsmXLZtlD0LB1XQd6ixOhn8r25cQPsuJEPUo0APgtmQmVMLFh5hbLXd2Cc4ljYzPJo14LisPKoojv0K4bWlmOjAS5BqdvmNicFnui5Y4SIjE2ajsQtwUpmzVPw5yCiSGTs09LQCucuuFcaJ135oATsqKcVCM/4rKCJqdyktc4tOrgg76Ia3IP5jzaLnHhi9nM3nZNfhAJ8XfijHryD4UyeR8jjskaJB65JxkOaYy0Eu+LerMWci/GRat8qlYEmCpQPMx/yWNPK4mGRr+sc+Z1LGMcvBbJ+Y/qn2RxSBZLKYiY63bb7Zi3taxNzTLS3H/GHK4E1xmIToFmEmmV1PS7LUHnve6ugqXGkrG57C/NAFClT9A649Uqy0aWhNY0CY+JrMGl7LnKOQSFt70/2rQVTQR9dtGXfqcT7VnIszfa7+v7RGp6sMa4JnOC90vr0Gg9E3oEqn86HjfUEJ/6GJPzr56T7hXPAThJUQsCRUN/HmstBHQOFstlPB8iIyFpH2Nm1syqeToeZ6XCbNmyZcuWLdvLWfYQJFbY5jQczGaQsiAjTuHBNfDT7fjioqHrDyKB3RuKa5NdXXSuwcmVNoBKOaUTx42caOKbSSysIxkOXJsTqKJHkLDmLAe7WvJqyceN/G2JeysySq/Fd+kXiBbmuzL6OZWDsDkJ70kVt7kgJMap3WoFKjoR9rjGVUGnsMPxhBCvB5VzigZHsg4CIVBFEC/HcGhD1xMAhZG5ArrAA8Q9x+KVCe+FcC1gk4MUFEFEXvpqFZ8Fx4TPQEAJQknvQRvJgNB4N0ZsHW9YqBB634bdbnh8Yk95fy+Fj/K6f4/5xFir9EXbyr9HkunBeOBpenx2tmW9y5g21A4ddYbOhmgAMA5UdzwTvQbNFIm1ub8fyI/+K4tes0iOJXODudC9Tt/YbxFjl1h76sWZSp78VbUaWCfK9Me0dsH1656/7wqGj493VTrLstx6NkTzgX5rXr0qn2omDJ8zF6y3yPQQdJ5qDjAmWjl1LM9a9jD3ps1TyaTiWV6JV0LHi2dZL2kDlRBTPpLZNnMsvHSJkqFqLLyIZQ9BtmzZsmXLli17CFJb17VN5/M4+XLS0ipgoIxK4tUpw7Mn+fOc9KOmtsTrOF1eiPoZJ15Fq1onOxBjVTWUCUHZnLI5VXJKBpUHa1hO0z2Jlan2P22kr8N+P/gJoI4njmw40ZPrDt8gtPfldxrPJpYMSsOzoEp2afybft33U7cyrYNt7/dkPIg3VhKX7wmDmXs+czTD3ICo0xhpqJUlypJmW2R8CCva+6fxwPAcOVqhTW2ZMxTpzh2VDHu98GRwTdA5iEVj56GRIXMGF0F/h+IlKEM1I+aLRXwXBMRYg5BZs11BethKkO+eaPhjXI9sBDwT/P7J2VnEeLWiZCBjf+Xa9IOx1cqdc0GGUVfD17hWaKzKMtax1ou4lBoE5J2fizYAc6AoU+Pc5MbjOUmzEJSH0BVOAdeGQ5V638y2z5HFbHOd2aXHxB9snnXTi8294E3ti3fv1q3r1hu6t2ridRAebRQZ9/Eceht1DeP1xHOGx5G+wJ3QzBdWOnuZ58hiuYxniWYLDYWfcU30J/oof0omA+O0J9oHT9yjhEeS5+vRaLT1/IjH9JbzMWgb64Nn2Ww+b3juXsSyhyBbtmzZsmXLlj0EqdW2OQ2qahW1xEE3F8lpzGwXGXBC1dgnJ9aIUwraVi7BVcxevq9xIu5X13XEGTk9w1QfiCejLRXWeJ970iZVFlNN/+BLoKWwXgcyi/ZJ/jgIBVYwiAYEDOpIT81mW0REG2Efd+UkjfreYrWyez5/nNA5ucf4CFta54A52xcPQyBfECYVG/199Pbruo72c48n3j9QN4gY71PUKPB/hxdGqh7i1WA8QJowuyMe3Go1qvuBNrVGQWhHiJqgakQshCcDL4Q2an2Cy+k0vlOKNyJi5X4tjWNHvRDWqGTIqAogPBrmRtUH58tl3APUCRrTa4fnQOZAq+FFxoPEp6kaOZEqiq1W8/HbFi9FVIUkI0byzJlD9gH9ZM7Y24MrshNaVdXgRGi/GRfG+Ex4DsE1qqgS6hlVrkNw+nTTf608ee/OTTMzu/7a9aiDgJeh1dm05dbcOSKVq6W6B+Hps5OdNmm1zIXsm46sWcaX52Y30QhYiPdhLR7RlveDeY+MGakrErVgkvWf/o6KtXAyaMtsPg/tD2yOt9e/S/uZOzLJbl+7Zt989KihlfJRLXsIsmXLli1btmzZQ7Bjdb2DsEGdEc8kLuWnNI1PmW1P6JrLC6p4zXO/MVD3iaB5zc/WeuhT4RykKlecQM9FYU0rLRJ3U938SjwA9CXY84JKp3K/VlU1Mhc6SfvMmjFj+qO1DbBSkNNVFQungtaGvV5wKJivWjwgEYcX/XzNKtFsA4yTv6J0xvNiOg2dBfqFfvlQuBPKDh+JV+JM+tAX9KZsctZdt9VqVEhTZTrVmsfLANoEZU1lfBjr645S2C8XkvvfrqroF/3VCoyaLXAhfJeZzBnfm5ALLwgRmwjj+3I2i//XynpcIzxneP1Yu4L0lHtzKpwdjLlj39XW1O5gvkP7wft/XZT7rmr7wc0N6o5qiTJOY8nvN0uUGsVzRPvxYrHWVMmyavlzAh5Ltes56LouQa+/WYv3r9/bXPfWps+tdit4B7y2urtZNYzt4a3Dndf7l3fNzOxyvBnbyeV0p+08Hy/Ek3Iquh0pf6ar+1s0YNSDqJkNC8l8CH0B5wxwJ3gdr/ucYXVdBz8huGi+j+95ttr+oe/JvlSc7LSt89c7Zqf2sSwfCBJbrdf27Pw8XMuQZ6JYjaSM8UBMxWR4cPFH6J0nT8wsIZhImVL+wOPy0YMEhxIVoODQooIjqSuUBdmV9Do9XKicrKb0sBE03bIrB41pkjbDQ7WRhiklQmkDEr4q/znxDc0cKImsI6EViGLfcjft6cVFjPXd69fNzOzQr1GJG5G26rXT0qhmZmtJCeXhosWDIJNdT0oPq3ENHly4BDmkMXf8MeYPBuNI+h3GOOJyTA+DtE/dpB1xn+ofbS1ZreOlYkpzSZEKSedWq0FYxaJYj5Se1jWp++OBE7IYl76E4q6Swm63WvGwDRexjyUHHg5C/NFgXM4lrDFKiJtpf7FSDitxIF0sIlzDPibNrC8hxyhmJgdj1qaW+2VN8rxR4mMcoOfz6IcWCOJVw5P8izmBEEi54/Vq98DQ8j9WhAEGex6i8D9my/nSzp752J/72C693PHZrtv+8GBv5xqlH0ZGRz5X15zo19od68vTzfi++/4jM9ukiJs1Sd1Px+NtQTZfH/tySGPvsXc7Qj4M0OLXiZCUhPtU0vhgzwmUo561O7vPbOShO91d8ux85oBq7OJpszNbzj9e6WOzHDLIli1btmzZsln2EOxYVZZ2MByG+5pTO+65rhDlMJBDaVvUCUK7LaUwMdyOKpurMrmcLjuktIhr/UAIQav1Ok76UWJYTq4IyHAqbgtBpZIQQQjuCFlKUwN5LYpi614kxU28DbRxT1KZaCPEpYcUQKEktcyJej34XkriIywRgkN+DVC4usJD5EMIooxHnOh9vBi3sbhaQQ7r9XqLKuUa0f5N7+zA200ogXWholFrEbAKsSEhV3Lf2XIZ19SwAmhc5ZKfuZdF1xprPER1RBwFm8u+aVdVIxRE+7kHa5N1zxpV8uhdD2fgEQHdQ+DT9YEX4HYiqqXkSDw6hIbUG0FbtAhUzDchOPHqaRpfKgCk3ocYMyUAC+GXcWSfRfhGXOwRehAv0GEi/KQFcbgWz6KQdpZnVTxPrm327tGdo5174znARu5B6I88NdDLJD9590kgen5zcbpbmpoxfvvBBuFffmPTNp5NPF/x0iCGxL16/vpdn98IhJEWrd6MtF2Ix11e7kqYq/elEA8K++Rg3z3M+55a6qife4PuCUESJimKwlZL/87lbshsUnjaqXtSHnsYYpo8X68qxvdRLHsIsmXLli1btmzZQ5BaVZZ2MBg0ZEDjdO6nNE7QIMpO4jkARYRcJWQYRzyc0CPVR7gBz4S4prKyICBO+HAPQCHz5bIhTcw1OAvrCZLTt5Z/VSRJX4ipHUpqTJqGRYxY49aQKkFXERsVNIaBfIkRc/rGglwlJEy4BqNud4t8SUFz1PxM4u9YcCIEdajoC6mjQcpDwhqZWQqxrFYNb4v2j5ixShPjlTkRESHG4XO3b++8r2WlaUOrqhppcngGuBbokvVCm0IOl5Q+EYnC8Iox9i3xOMwXi60HTGRgo8gMJEJZu3hzBipAJN+/4+ur4SER8t3ZZBL3DkQnZcEjpU+8dXzOPM/833i5VEwmikd5m5fJOLP3Qoqb4mfMv/TzmZTDbhDbfKyVB8O6qsRL2G61tsW+1FsjxanwDJIq/L1vvGFmW25Af4QHaff5eTQ58s+dwFd63H6xGd96XW+5Qz7mpB9ieLfYPXN5hrGu8AL+xttvm9n2OQt/6GDf5YYdrZPuCJ+h3WkH629v7Vwa5zMs3XMwc6GlmUsxd3udnWvBa6Bk8WK+6cvFqfMh3CtBG+ZL5y883KQhPjo9jfnn2cLz48HTjWAT6/l5xa40Vf1F7BPxEBRF8eNFUfxMURR/pSiKs6Io6qIofv5DfvMjRVH8+aIonhVFcVkUxa8VRfFvF0VxZUHnoij+yaIofrEoitOiKM6LovjrRVH8/k+iD9myZcuWLdt3sn1SHoI/amb/oJmdm9k7ZvaFD/pyURT/tJn9L2Y2NbNfMLNnZvZ7zOy/NLPfYWa/7zm/+YNm9jNm9tTMft7M5mb242b2J4qi+Afquv5DL9uJdV3b5WwWsTEV5OAUq2VdQVaLBJ2DtkHl/IZ0kmDHSwrPyE/C55K6ckiqmLflVBjuewkTVlG2soXXwibX9Cg8AcqZiHERCU8VyXl0fByeD767EtY4bVHEqAWSYGzz2hbmP9/fQ4JUpE2X67UVgjZBeJoCipehJazwrsSCw6MCkvZxiNK8jkrwFi3KMrwLC+FEcA/mLzJapOASY3uepPCZNdnzaZGT9HW1WjXSDdWDBDIkHYrCSZoaq8JdirDxHASjHY/EYrHlUAjSx2i/tkmzU9gHjHF4okQKeSHIOM28gQUenh0fW+ZiT2SFz8TbELFkSS8DfYfUt7eB66ccFf6ffmrZ30gvJpuAwlH+vopKMS7wIHQ9YaeJuJCWgVbTPQnqZl0Q7+73XQxptEHjN25s4vW3723G5eTkfTMze/LOJvMKSeO6ru3G/U063d03N2mEoOjJ2EWvEDc6ufBrH+18D48CXj84WqWP12P3HHz1nXc2bfFxuymSzsN+P56XDVEs94S02r6Gervzuzz37Btn+dOWr7/33qYvPmfcK/aubSwV59LnQTxbnTPAuuaZw54edLtXzuNHsU+KQ/CTZvY9ZrZvZv/mB32xKIp9M/vvbeMN+0fruv5X6rr+w2b2/Wb2y2b240VR/IT85rNm9p/b5uDwW+u6/rfquv5JM/s+M/uamf27RVH88CfUl2zZsmXLlu07zj4RD0Fd13+J/9eT6HPsx83sppn9T3Vd/0pyjWlRFH/UzP6ibQ4Vfyr5zb9sZl0z+6m6rr+R/Oa4KIr/zMx+1sz+DdscKD62lUWxc8I6FblTZUiDiIJjUJYNsZuB5J424rigKIq6OKrQAjy8RuYDYhkI8/iJcdRqBULTXG8t43yJjCxMXdjggpxCRvgK+VhO2+eJaE6U8/X3ohSoeAqiMAgonFioiINw2lZ0G4gSyV+RWwZRm20RToi7IDwlssrMFW0L/QERrtE5Csa89zU0JOo61k4h31EhnQvJPon++Pe15O5YxKfagvZSOdrIyYftDj/F5+8qPYbQkPC2saoGkhHAekMjAzQTqLzVurKk7DMRA9O1dXCFNghICSnsyWI39szvQFyMx3y5jGsz1oHGKPZDrN9ftVzynvJZ8ErAzZDng8rqVmXZ4I4E10R0J5TPg9FvLVDEPos9LCh/L8mVpz94ITB2jq7VkM8me8IzBOZz19S42I36LhZemM2RM2WQTx5tUPvl2WUz/s69Pf6OBwDm/3S66yFk7Snzn+cq48T+4vuw9Fl/dV0Hgtf55bda/IpnDdfCc7RKuDNm2/0SPA6eL5LVtVqvY21yTcaa9RCF13im4zE6P4/7fhx7FVkGP+av/9tzPvvLZnZpZj9SFEXKWPqg3/wF+U62bNmyZcuW7QXtVWQZ/H3++lX9oK7rZVEUb5nZF83su8zs1z/Cb94viuLCzO4XRTGo6/pSv5NaURRfueKjL5RlaYNuN+JOnOS04I7Kq06TzIKrcvdBMsSyVBugFmSg7HyyDLjePY9/g3ho4+Ozs0b55n2JR4WcsJ86OdHC0I1YFyVq/Xuo4oEcQxVO0Oqg04nfgg4VydLGKLgkyBcdgQp+Anm2wgNQHYKFIIbD4TA+00wE7oUU9Vri7vAfQBmgCGLJYLVGVoevi9Sjwr1pX8SKJW+c78EdCJlpGP5wSnx8VO+Be/O7h44wJvN5jOlAuB9HkvOv2TS8T39R8GtLPJt1FOqTHp+lj8vVqlEymLXYF14LMeBC2NZqIQHtn+OVAHHzfk+0AdJ7qVTtmfAV1COEUikWGhsiF63xXSyNTYdstmQDfFhxJ82+Yc40y0SLZXGffpIhw7OK9ygM1hNvJWsWfQraRN7++GTz/lntKqGPN3Px5J3HmzZ6vP/8ZLPfxq5OuF6ug7F/NnaZX9FQOZXnX6PktGQrKUpmvPAw4QXSMtFm22epZnQMPsR7S1uZE30e4EF619VrVeEyLek9kgwe1q3yWuhHC29XUdjXRVfiRexVeAjQ9bxKbZn3Dz/Gbw6u+DxbtmzZsmXL9gH2adQhAIi8SDLlR/5NXdc/+NwLFMVXVuv1l84nkzjRR6liKV7BKzrqIKV7168HOpgIM1uLEKl6GbHuh35N0BxtIM6rWgGhIub/vra3F6dm+AZ4MEpO9miWi3Y5HhFyvjUnPvLU/boa5wQRHV9c2APPVR5dgey0BC+oqyfKa7WMWzC+0RP334NyaQtzNJ3Pre3XbEmslLGj38RAKO4WAAAgAElEQVTr8MZovF7L3IYmgBR/qSSOP12ttt4FbzeqeAdy4g99eL9WlA6W9fQ+DH+/N9fpC3ufdVYWRQN9qpodXoj3PNcZzQs0MViTcxkHPATqOVIGvdkWdakHRDN6puKVUyVKVW5capxfvBxYKGfO59HuQKHcy7+rhafm0t8o2Y1HSErt8j48Gq4T3Ix2O5BfaF9IBodySrQf7ElQvj5fsMjfFw9aWRQx7+pdw+NDPPuq4l4UJCJrgI0x8YJDj765URdEmW/tWQl8f7laxdjyzJqIh0g9AyuZXzxhHfGAaJ2GrjxHeHbzebvdtg4aB9SHEf4T88tY73mbmMtY28L7ifGioJvUlajEc5v2v5Y5wrSo2Xgy+VRkGbyIfRia35fvvchvzl6iXdmyZcuWLdt3rL0KD8FvmNlvtU2a4k48vyiKlpl9zsyWZvZ1+c0N/80vy2/umtnQzN75MP7Ah1lVlrY3GASHIJChlGbFCxCxtaTq4VJidpjGmQOtidcBC5Sa6MCbbUuxdiWWvJ+oBhJvU5SgyPAqhEdbeR8WLPE31XZ/4kgyrVinWQRDPCLE3RwBBDIUbsFaULmyq+nbXSnZzGmc+H+/04kT+No/u+F69sHzkHk+Fq4A14x4tN9bqwPC9MWOkoqF971sKYhP0Snzq1Uv+T7zfd8V1wLhEFtG6Q39Cv/8M37f9Xod86QolP5f5Z2IzBni2aKzz9iPpV4D66adjF9HeDfKIQChsG5AO5qto3nZgda8zSAnMiNOJJNivlw2PEAYnhCyTkCG4SGSvaqZDBj3gl3OM6GV3Je1pjoDexKHxuOmnALdN6rjoF6tQNTJ3ISSp3hr8Nqx72HqY6zhizPXY+juPm8uz9yLRyXD6a63Bs/JxWSyLcEse6gl8XDlq2gtD77PmmXP7st4osPA/frJ80KzzLTeBntNNR7wdj6hzLFogjBnqkOgZZVXq1Wsa54toTsi3gbmDPsIWX4faK/CQ/C/++s/8ZzPftTMBmb2S3Vdp6vng37zu+Q72bJly5YtW7YXtFfhIfjTZvZTZvYTRVH8DFoERVH0zOw/9e/81/KbnzOzf8/M/mBRFD+HFkFRFEdm9u/7d/6bl20Y+Z+qMkjM6Ko8dOy9p08b70WcVuq9a9U/rEhie2ZbZKinUa00hy2Wyy2yl7jjVHLg96QmASfhc1FLwxT50TfayO9mi8VW1U9yuskTV3a4xoIDQUs8TLMKNIbGqX6cKLHRXq4EiuY3bYndaZ2JS1ELnAi61ayT0JpIMgBA+ozhUNQew1vj9xoIA/kyGdvU8MponQbmBDRb13V4gED+C4nb0m5tG20HRQ1E54Lx4fogokCliTeE9igSpH/sMeXvgNI1QyZi4n6dlniYMNAXbb99eBjf0flkTJ8Js11tJHnlEa+Gfc86kPHDHp2eBqqkv8yN8jA0y6AUlj3rgvXFeBSyV1lPz6u/0hH+wYK1hUaGzzP9gxdz/GDjvajXu2N++mSDch8/23xOdoJ6f8qy3GoaJLFws6aCKetaeU9Rr0W8XXB21DujcfZUY2Ymz+jIBJHxmsmzrCd1ZTSzStU0lR+RZlbEZ8JDaAtfwXwcuNf48vKlahl8IgeCoih+r5n9Xv/nHX/94aIo/oT//xOkheu6PiuK4l+zzcHgF4ui+FO2USD8p2yTXvinbSNnHFbX9VtFUfxhM/tpM/uVoih+wbbSxffN7L+o6/qlRImyZcuWLVu272QrNH72sS5SFF82s//oA77yzbquPyu/+R1m9kfM7IfNrGdmf9fM/gcz++m6rleNK2x+83vM7A+Z2Zdscwj+O2b2x+q6/h9fsgtWFMVXOq3Wlz5z82aczoidaf1zkI/G3Ou6DjTEyS5OlxIbVM+A1iDHFAGD+pk1zZVuV1WcbImbRpU6WNDCLQCdgYDbEqdS7kRHOBapwpbZ5gScKsKZbb0HfEeZ+1rjgDEfSY6uakFwWgetcD9i8e1WK36j8Tf6q0qMjbxrvzaog7YRSwft0kc8DLecq9Brt2Me6YfuO/U2cOKPtSaMd9YXaxC8QxYC10+RJd9Vb8xc+CyKPhknxpTMBtqSqkGabdcPSEvV4dJxCBU379+eZImci14DBpIGbaly40TWcugQgChXq+hXLZ6/eBUkq/Hq0ICgVr1UXmRc3nu2qWIHsk6VMPl/1gxoM6r/yRoNJnrSj7Rtqoo4F96DZiX1Op1YY4po8TLwW55RjM8957P84Hd/t5mZHV3b5XyfHG88AuibLBKtfrVanlFaeTN4T4L8MdYP/WLNqeqmsvb1uWPWfCbpcw9PCWtTVQO1Ton2ieuq15fn8HgyaVTHVd5WPNPFE3t6cWHffPTIZovF/31VRt0H2SclXfxlM/vyC/7mr5nZ737B3/xZM/uzL/KbbNmyZcuWLduH26dRh+CVWafdttdv3txWZBMkXROHEqSFFUURMZ5AGZKLzelxT+LUaG/P5BStTGUQEbHSWtDeYrmM2J+ynjFO0eF1EA/AQljV7ef0M+1/IZW3qrJs1G/ndKynaWXug3TpD/oLl0kmR9p/sitg8T/v5A8ynUv8Ok7u3l8yOyKjI9F2SPvA7267B6AvPIBLQRDnk8k2PitINdjV4ukJT4mPD/jlUirt9SVLAw8JCKOTxLO1joR6gk5FDZLPj9RTJnoG3AP0Sb8Zz9RDk64Rs0TtTn4beeaCkCM2LJUGQxnTx1UrfOL9eOb76mI6bdTDAKUHV4LcdW8j90ax821XnFP0qSp71yQ7J7g5q5W12dfKPBcNEPXuKFdJa2GoYqWi0vBYrdeNuPuBfwcPqaqhXoiGxG+8/fbm+2e7Wd9jyQTAFJW3yjI8H7QLj07LMx20wqS2ST0BVJw8lVoqZJCoByYysIqi4YVkzS7EGxPo3ft1lsTxU+MZxXVYX23xQHGdoiga7dKaLT3ZcxPhkn1cexVZBtmyZcuWLVu2T5llD0Fiq9XKTi4uGvH9ShCmngBnCcP19tGmTjc5zBNh2YNsifVy4l/IiZ4TLTyA9z0OqXn2IMHQDpjN4hTZQC4oqvn7B2QZ+Kl5Kf0D6b7rynV4NUA8yiVIMySUNQ3a0mpssIZpf7CF/Xs3PW7dk99jkVcsbQY/pbHnkdR0UKYx/cI071w130NFTxBPg3PRbsd7A0H0laigqR4FHqfIs5e2a7U39RgwR1WypgPBi+4/74OIO4KMF4JaJ5LpcpXePrH06WLRULuLzAbv11WxXl3/rNmOertQz/TrgcKUMd5ptQJV4RHU2g3qKQplQl8X8Xupbklf2JvB6fE9fzNRqVTlvWg/egt+L54DkS/P80Xy8vk9+0UzZrC09gH9vC7rfy6xdF3DF3AlRFWwEk9J7Au/Lh4Gxu9wOLShqMFG/QzJZEFLA6TPntXKlKyj27TVf4+eA3N0kOi3mG08sxPhlmCq7BneW58T2sS8qyeO5wd7nWdWrDO0BsoynsHXJHOB9aLqqHiDj8/PG9llL2LZQ5AtW7Zs2bJlyx6C1NZ1bePJpBFDLCVet/bTJfG6s0Tb/6pYDid0zUzgFE6sXPOKOcmDzkPz3O9zqsiwKCK+pCdTjadGhTC8EzCRvc1p5kJ6Dwz00ohnFkVDP6CUNpwlOgFmZiNhYLckpqhM8NCklxz4axJzRPHLbJtPDWIFVYUyn9RdYH4fODoFjTQUxjymrOpxacw4uAAyB3BFuNZIlChVXZLPaYMywwMBS278eDKJ+aJfsJoV+YCQGJeh6A8oeo+4tdQZCJ4A1ynLaL+qu4Gez6U/C0H2mHoEgr8gcVzVrdC2m233R0ORUVAZxhqFt6LjotlI3BuvBtc/S9Ao2v3hUfNrqt69VsaL+ggSlyaDYipZPexxPk8rLqq6qnJEeK4sxTtVidczGP6SvUPb2EdkrSxXq+Aapd4ks+1zThVbaeuZ8jLcQpdCOBfq9dJshVZVxTMElUvmSDkmjCHXZM/O5DmjGTKst+DPCCdnfzi0A28D88YaihoNwmdJK+6+TOZg9hBky5YtW7Zs2bKHILWiKHa0rKkLzmmUE91VCmeL1SrQpKq6veY5u6p/j6m+QFtipaEy6KfP0MkmXpmcKC9EWQ8rJfYLSt8XdbSOxBQ1b30lcT5OwqHE1e3GqZnfcpK9CgGCKlRfnveZC62BANpAs18r07WrqqFmxliTJRC6AsJ413z0rjDasagm6d8HSUVGRFVFXFXZwxFLl7x8VYPUuhNXsY+DVS6qeKv1OpAKMU50EmphmWvMGIs1KxoHtzwmrjoWIKpURU2VN4l9hqIc65t7ipeOfdWVcQONKtolTsscpwibazKWF6J5EBkPEgsnVhyaAahkoq7nnidFalpnYH84jD3GvHFP5RLgrWTdh3fKr03b6SfjxPd0bvjeZD4PnQ2tK1GIOiTPIPYwY/7bvud7zMzs9rUNf6ooN/08G2/GAYXCm+y3vs/BavP7p2dn4dHTOLv5WOOl0udDrBfJ6Vely31/vescr8bvE08SY8n8qpaMVoWMmijiGVKNCfV+at2WRdIW2qXZZqzBNdlovr7DS5HwlT6OZQ9BtmzZsmXLli17CFKrisKGvV4wOAOlwqKWEx5IkRNlYc1YZynxopEokZ1LRS1Oi8SzOetFPMvbwul0KHHv6WIRaEBjfKVwASLWCfIXzXWQLm3RugmY9nm5WjWQyMhf8UZwLWX8j0XVDu4EyOhEcptjHNH6l5oA7ST3XRn+GPPLaTxqygtrvJS4dS1xXNYH90tVGlWDXmODbVlbWEvmTFXw8AGB+vl+xNJ9XFplGWg0sgTEk6TIRfUb5r5WQwUxYeybbeca1j5r93l6GOFNgeuA50z0OrT2AXO0J1wKjXfzqvsDNFeVZXgPFCF3hc/CfgiugcRvVXVTvWAHSdXLnTEoiugnc6FeGtUMUa8D+4Kx7koGDOPFv/k+czyZz7d1Arx9rCXml/7SRtY1HqbXX9uo1V9/7fpOv/ePN7yAvcebPdzq7PZletGsmaJVYdFUCdVLeQZpXQDlEug+o+JpZHP5+zzjOp1Oo16MZpmwJjWbgn9T5ZTnxEQyHNLKimlbWE/9TifWN+0q/d/M25lwj/Acdjudl6plkD0E2bJly5YtW7bsIUht6TXjOXVVV6A5jdGkKES1wxWhgGSIR+ExCNa8nyIjn15qGGj8mvvgpUhjo6EKB4pCaY+qfv6qsUFOrCmaMkviV1LVTcdntV7HNVbEesnh5n1i6KAyqcKm9c6xVGEt7dOF5EJ3k7ahpQ4ipD/XRIlNz9WclmeCOtai1IaBqJbJOJhtEMZKmMZYW2LhEcfWSmviYdBMEZ1b0AqM6aIoGjwE0BbXBj1qLjg8h6GgePXW9MSLwRyyB66NRtE+UBM6HeybiKFLfHYpXArmSjXuzyV7Rb04rIFOq7X1dEj2TPAxQOv+Pruef6s+A3bP+Sygu8gMEn5Iu9Xaxoav4GsoJ4I5YS7Q6QDNPpWaHprdoxyb9Xod2ilHommi6xvuxA25Zuy5viPfPdf7ONxcb//Gpo2njzb78OG7j80sqY1QVdGGGHPxnOF1Qv1Q9Tf4HNTNM48+kMUQ3AtRNB0nmWV4ROArqZdOq922Za2RMRYqgj433JvXM/EOpzyXlXh4WKOVeC8igyPxYuhaehHLHoJs2bJly5YtW/YQpFY6h+BUdNJBKeiqwz6NGFCS2xuxPzmhHkvlwZHoCkQ+OhXVJAeaNijjVzW8U9Tx0HPwz0TljNN4T5jLgcbQkRflNrwTmn0AKqOP7aoK7wEIMK3kZZboC5jt/JuTMf0KdTRhiWNDYVUTa4bxnX6mjPxG3QOQjs/7gcTlFYUthKMBSjmgXoOP1/l02lCmhEsByoqcZuEQRF0E74/GgEPR0q+vNSK4XxpXVA+Q9m8sKPuGcAQUdfO7ZxJTp+20bTqfh1fmebwTs+38aYVOEF+wyP13yndQDgbjpsqZnaqyGb8RJj6s8K5kOGDsUbw53AO0dinZCdilxOC77XZDb0NV/VS5NFCmt0GrXXKdjniW1COXolz+H+8Jz5aecAquqptx/GzznGn3XK9guMv4n018XR1v1sdjfy6B9lfrdaDkyJ4ST6h6YxhbrR4a2QJUj6WmCloh3ge8HaD7ReL9jX76vVUtUj09qqbYF+6Ras/siSYJ+62fPON0zamngPHh+ZfWKfn4/oFPqPzxt4MVRfGVUa/3pR/4/Odj8+BC6wr5Y3KFO78qy8bDkAXJNZEtZZOx0B+4W5vfH/pDScMT6jJmca5lw6fXZrFHKVEp5hKlYUUMBzcbqS0Q/LpCdNI/7ovlskHI4t4PvZ9s0HC7yQNMC+Zc9ZDSEqL6AJ0tl9vwhcr9ymGrkoel/sGMok/izlf3vpKK6rq+Mp0S0h+HUCVT8tDhYc3v9GCkaVaaKno5mzUOQHxHiXn0XyW8Gfue7AcelHNxMTdKFNv2wcYfUW0TD3wNkXBIZTzu+KGWe3CQYB9hWvI7FXzioLuQEAGmYYcoNS4uZJUm5vu0jeI2zG0a3romYkVaupwQSkPQivCX/+6+hClUuKt7xR+5xWrVOODwXU2zw1LpZbNtGeTDA4o4bb739GTzh/+hp2JHeqs8j1Z1HXtt/ZzQjtkWhOhhRMmB9Jfr6IFSTZ+v7bKMgz17krHmWU5b70oquY45+0oBpIaQaGsqLsZ7mo7bk0OZPqvMzP6vr37VxpPJxyp/nEMG2bJly5YtW7YcMnieRalUyuEiSOMnQS2IsUpOvCcimXokEpSaqrIScowJScYEQZkU2gm3Nq7nxaJx0h8KyuJkDlqjnz05wfI90DgeBYwTLv1P0e+FfwdXoJIJOV2r6zvQCpKljL2k/tEXkCbjpaGFfl03kCunb0JAhFRUNraSueB9RKDoC2iOcVfZ1FZVNSR08QxQrAXkisSxlt5mHCZCaNJQiyIkrFVVsbaU5KRtOxIxGBXimgk6w9RzoMTSsiwjVMK1mWf6qyGxkEVGbtnbwBzgpteCUuwrTRFNi0eph089JSrqAyq7xn4QGeY7nobHeE2VvCmiTFVSBIz+RsloCT2OJSzxxu3bO/eeiVtbwzoqN8y4PhuPtyJokAqlOBXPGE15Da8n/V7uPge4lxYBYx1pmMvMGiW6QxbZn6taPjtKsZPq6HOi8tHMhe6PvggeVd3udi26V2Io5FDWBffU5wXufBVdUxIhc4pAWpSbbrdj7LiWhkYw1mzqUcukwmzZsmXLli3bS1n2ECS2rmubzucNklUUnhHEpAS2y+k0ToGgaeKnXRGr0dKZFPrQ0spXxp4hFUla3ngy2Z4a5becG0ciVYyH4NRfFRETf1VBn4h7Mh6kMtX19hSM2BFkGB8XTtdaQpfvgVY4yVcS7w4EJCdm4n6PQQaLRdxLUza1CAtzciqpTdyzJ2maGJwSJFpniUhItJVSwwitiLASNlaxHClaRBtYT/xbUYEWWEklTVUyVTkFtFs9P2kBlfR9LbzTFf4HBabqum6QHbGFoElGhTUY8Wz//UL6hz9EyytrqiQehtVq1Ujtu0pgiH7jAWGemXctzb1I9kFqiu4W67VNhH8RXBB5BulcKTFW05Qx1s8Q1Csx+HvXrm3JbEK+ZW+CfLsyThNJv11Im1R0K0iVFC7y6+8NBkG0I+WPa+EZjLRDIeCxTsZXpOuqt5M9zTqE78M+nC2X8TxUYTeVnqY/l7IOeF5GSWYZn5RUarZd+ydJkTwtg856YJ3HtYSMvkwImh/HsocgW7Zs2bJly5Y9BGplUTRY6Pz7YVJK12x72k5RLYxSENqJpPzhMWgJg1czF/pXeBa0JOtEToPp6RKUqehyJfFl3udkSbxWWbPpKTQ1kEMIdxTFjiiPWTPeGixnKaCi8WxQfPRBeA4RQ7xCTrhKEBPXUgTDnClHAk9B9FOyMcorEPeZpG8djUY7UrFmW8SrmRt8jpjSnHQ58SSwrmg76A5rpJlVVaRYYeqlCM6DCM9ghyLpzdpjnUUmiI9TpO/5HF9Op41rary5JR6QlJ9jtp2zmazBkJ71dQaSnIhIF+vlbDLZZrhIloF66egPUr0jQbMqwETcl/Hges8r5TwTLySejatk0tMy52ZNZKypgcrRwUfBfuwkXJWQUcYz4L+NjB/JttDibg2PpLfxiZToZe3fuXYt+hoo/DnPMzOzCu+KxOt5zkY839eoFqxitRxIdhep0niiWlUV+5v5VM/wWNJN41kFP8G/F2ndPNN4NlHyWjLQGP8yaW8qYmWWZK743tLU1qqq7N0nTxpezI9q2UOQLVu2bNmyZcsegtSqsrT9wWAbS7yidGggav/8UVImOUR7OOH7tZVFfiC56pzCKXak+bZRclTiWprH3e90Aj0QL9XYJe0+FoGdyNkGrRIjFPGjWpAw3+NEPez1tp4MmNsgQekPJ15FyJzCp8TnvO2ah6vIUYvAzJfLOE3jpQHhgNy0UMhSkGJP0PdVojqVsI5nSaw0YpTS3oXPQTCV5RohgiICPJqvjcegEETM92fzecj/tgQBMY/HIt7CtVayPkbi7RkJL4Dvv+/559jeYNAQXlqLt0Y9BqzVpaAozdPGS7EWHgBtPRDvzzqJtQ5EQGYoeeW04VRY4jo+ZAhwHawrGRSp5oLOL/MWXihB+pqdxD0fuuQ5hgAUa585Yu2esr8SzpRqNYDkLyXDQyV9+fe5FFYie4fnZ3hIYMR7W1M0q/sXETD2veoscG31emKNEtT+2havRvpMV0/OQngNK+EhKLcCS70vZk2PW/BFRFvFrMnP0OwQPEs8X9cJN0mzf17EsocgW7Zs2bJly5Y9BKmt12sbTyZxGtNTp6IZjY9PqipQJr9dSzyNk/+ZX1OLc4QMpsTxQ1ZU4nYavxtPJttcZm8DaDNyuonpSilRTp1azEUljjX3XTMByrIMFLWS7AGN+dPWUC2TcePUPRQlwuA7CMNdY4fz5fL/Ze/dg23LrvK+Mfd7n3PuPffdLQmBUBW2UsZGJcUmAhscuZKYlI0VBwJGENmJbUzZGBGIU06AUHElDgUhsQ0VEkMhYkjAkLJcdgniVFADLkKCGiNCCJaEkJpudfft+zzv/Zz5Y89v7Hl+a6/7PHBb6vFV3dp37732WnPONdc8c4zxjW/4GG7BY+KFVBQTF9u+7OQvVIWBzNZeDS+PjOJOujfCdsWI1zGUHKW3QfDyveifoP4R+lyelloiOcNLo36db5HiJkdC0Hg6f6FkyHCcqM+wNLNOGVN5Clz2GTFdZk3ovroktqSekW2h81GuWm24Wbx5R5PJujAMuBONGHB5lcdI2hGuXAgWuq6h95fL+Ohe1Kp5GnPXhoCaaB/3gHoDGmupB+paF8CeV//vIJOoW3Om4F1aVl62+lqMW6u/PXBrMsZRa59b95X6qBcxkr4ImPzqv5QbZUHfhobKuOVVaq1k/ntbSl9m8/laO6W8Uu6ZvC+dYwDvDtdFen+W8HZqPo0GA3+2xEuY0ruC56ZWYX0c7eHwEAQCgUAgEAgPQY2Ukg3qfG1Y2LKkqBNfs9e1k2M8zt8jy0DwYh0oncvSu9TVpzejLs7h+fXlmIvFQvmsohIoC0C7bGe2o4SzdqmqQyBLShYWrZAbd++uY9mlLdQZ4G7a9d8Rb6XKmazwY/A61H9ZJ7Ko+/O5t48eDhZvmivP3uxUGz3bRN4fxAp5fvfqVGVQB+iXLJZZC+PYLWfMB2GCe6RxoiqjPBF1id9jqLUNwPeYIm5PPQLneRSLUVapMmh0r/R5zVV4qfAKPG4NNj2L93TBe6BypeLa8gjsQKdAMWjNTZ2vjtdyDAXW09A5WGqaWSuaB665gOejX/VFzxCzh9qK9rgmRrmGajqwLXqmeV7xYbyWRErOoZB1yDmY8EyxqI8XwypZWLJiNUe9VHPJ0vDMqfL9jbt3vb26F1QglBdCoJfTeTAqIlZ+dw3XpPeL68zWaOT8C67vutY++FyqVaH538ec1nhpdmkN7MHro7V+2Os1NDJG8LCSO+bF7pbLdTGJR0B4CAKBQCAQCISHYBPceqeaGqxysdPFzj6eThvlNbfB7tXuOSlLAHF4ltRV3KlN/Yz5+7PaIsZ3avcBqna5Lj5y5dV2Vr3rwEKYIuZ2fmvLd9my3BqKauVcjE97v8SqhwdB4+Osc1n3yISo+3xULPVjqSaWfi2ruJuZNdjWbjGxtCq8FibrHOe5WHEQmBUyx/30MtnFwtGrWPKyaMVB0OeM73rZXM3RYjnV80b91ZzUb3WsLOARlevEJpelCyuf1izLSvd7PY/Dy0vh1in0KajIqHtwAC0J11Kw06D6orJ6aoVDV+SEF4J6DPK5aF7I86G57WWxlW0EL4c8jOqL0O10/B5Q+0SYzk7nk2seSNlU4yHvnqx7ZjZ4Tr14DFUVTea6a4yUuSHUufp1m5VZ9cZr18ysqmmBjAjPOIK+ycl0uh57efw0R8G7OMHaJB0PZSORk0PrnnOUMflut2tJ3JEyhm1VCgWWN+Zat4dsJnFJ9LdiE39KHBvX11Cthapmjdn6/p+qehi1DAKBQCAQCDwOwkNQYbFc2p2Dg1bVO88Vx261Vu5zzXQw+N1yVZy1paqXrkEWqeL4B6rAiJ2t0Ot2G+x3xpWVwcBIkywgWVOy3vr0lCg/G7mwV4vVUu/SPQYORj8r772EmulSMZNFrPPcgBXmHpdyPbdKKxVJWp86xtnlslJhxbs3AjFjWVTUk6fCXx2DpjY5FeQOkVVyCZXW1FbNA4PFM0VuvOKaw4pjwVi5e0iQ009dCXFn5DHQq/p7qXhCnC9S7umnbtw41aZ+r7eet7C+3ONTvDkaY/J2BFrUB8iu8Eqf0OmXV2DY7ze8bTrnDFkYHbSFOvrOX4Hio6sliilfPtczvjMe+3jouzFz15HRo/514N1TRoxbm/Q8FWvfvRdVhoSO7eHZGcIz6Foi5Rpq+wg8lfFW0XUovwcmzjkAACAASURBVDs6Wt2bVwrH4PlXXjGzdcZDSsnHRM+7ng+1cwIrWs/LDM+VOEjkVDBjhjovGp/rd+74+kUV0SW8TjqnvHnM4mrUCqEOgZ55HN9JaZ0BU67tVWBRf0WeA9ebGI9bva4PgvAQBAKBQCAQCA9BjWyr3Ryrds0Q8xJoIZ7b2nLL5hg56R5fwjW145P1qt2o53Qjf9r1xsvvO4qLlx32he3ttSoe2jAA45j9lBVFC9hjysjtbculn8xmjV30MVjBQ1jbsnBcHQ7VyRjzY2U9j81LI0LH9/un4oN1+3lOWSmMv3Nn7/Xjwbo+ZgZElX88LedQDF1xe891lpIlxpTa9D0w4Zl9oJijXsVc3j868vlAFrmu9YaSfULOyATWieffQ01RmROs9uhenJT8Pg1hyc3AS9C9qqsTmlWMfigadmGdM9+cHoZup+P8HbWX+vGu/qk4bjmHajjcKJYh8/Op78Ca9bVeA8fjtvTyxf1A5gKVKC8Vr5wsa+rq6zwaz3PIhFksFmtuTItqZA9jO8G6oX4rq+YOqqfKUzIBt6L2oElXQda22qs1ZoQMFtcEgafUGf6Itc+1xpV7yYqOWje2RyOfMy/evHnqnPLaCfIQ67lgBohzUDjPyntxjPTM6/NbBwfOCXEuWcua5eco/co526MzCMJDEAgEAoFAwM7IQ5BS+goz+1Ize6uZfYGZnTOzH8s5f+2GYz/PzP6smf1bZvZ5ZvaUmd02s18ys/8u5/zBDb/582b2w/dowjfknH/gMbvhSoU9WJKssEcFwJp1y1rxspC1K27EkRTbaqnepe9lQXjuL5irtX76FmK8jEsqpknri/W6teumNr92520VCrvdbkP9jRa9oF0289E9bx9xfa+wJotAFiHi4rU3R8xstUHtlzWiazNmqmuq/1tg3euarnFeWRlmays9pdSwqjzrBOxqzQPFa3VO1qzXeWR9qU2CW+1VjJXqllRIY+46vS9eobFYo9SBp1eI8drlctnIs18iFvpUyasX2ngNdRzebJ0DrvGSsuenipXHzI+t4dDOqa5IseQ1t25Bu4A8H+fzYOzHmCcDeAX5TNexXo3HAO2kZobaxBg5lQ41DoqDj/Dc6Tx787n1YHUuZdlqfVAsHHNYmVKag6wOe0u1HcRNqhRd6z6lbrdRa0LeJo3HFJ5DaiTo89uo8DpGhgefVd0TZUrUXqynioaBKzYiu4DZI+QvCT5HCy/KNUOg2Kg5emlnx64V5UlBYyweBrMm9JwMer1GNdqHwVmFDL7NVhuBAzN73szeco9j/5aZfZWZ/YaZfcDMbpnZ7zezLzezL08pfVPO+e+2/PYfm9mvbvj8Q4/Y7kAgEAgEAnZ2G4JvttVG4GO28hQ0rPwKP2Nm35Vz/hf1hymlLzWz/93Mvjul9JM55xc3/Pb9Oef3nU2Tmxj0evbZ1655HGUKy1m7yj7U9mptbq+yhvxRWmcDMFdvI2dXMXVvW/mdOAWKT+6W94rX7R0eujU1AB9BVoSOFTt4jLii56mjfoDHFkubasU1s9PqWXeh+64dPXfTslTUFuXoCszpdutTcf8qdmZWaZ9XjHrPhwarnrm9rB9BbX7t9AfgTPCeClLJyzl7v6mx71aSYuFiOEvlrrxX/FGxVs3RRtwbGTK1Xr/uP6uyac5Rg173RvNjt8xJWXystCaP0xzPi85z9+jIr9XIyYdXTnPL1fFgEeqaJ4jLkv/h2viyrKt7RM0D1hvRvVE8l8x+epYYMz6E+t4Ic2A8GDRy/wWtHwL5PuofMyFkSfI8HDd/TlJq9KsLj4HG+ACeAHlOfRwRj9c6pKqHVBV1HsTOjj9bzPVnv+Wd8nOXNmlN070YYu7R0+pZDcgkOJnN/Pln3N7QRnolyWOqNS/qtrA2gjCpsjfkq+Q5vXZHi8eQ9VQeFmfCIcg5fzDn/NHMlWbzse/jZqB8/nNm9oyZDczsi86iXYFAIBAIBB4Mr7YsAwVp2go6vzWl9F4zG5nZC2b2wZzz82d18UXOdlBVO6TWOy1u7QBry0u7Slm2s7I7lqWnHSpzoF3jH/EfZwMj9sx4re8Uq3bJClhKcxu14Wew1nROWpJb2IXKWmd2gXsYlksfO6oaUimMVfw0bhpHehS68LRo930MS7GOjytDQ94Exrz1W92Dq4jfiT0tK6QHj4j6onHdFFPkDv429CSG4Fiw6qXupcd5S9u88pwY4Iolo9b69mjk/5d1Ra5IUlxV1jmsV1l68zIfBGY6aGYzpjro9SxV7akh64gW7jkoNTJ/3FUW1XZUlusVFj75AMfT6bruCPgc5Agt4I3w5wCWIutPqG181rcr3QuuIQKrfupc1JvQ3HQeEF41b6hvUs/dRWmD+udVS0tb9P5KeS7IA3EPAnhDrlhYzi9vofp/sdzT+XLpvA16UpeYQ870L69PK5sE3twjZFnQ46R7rrbfKLH5Tqfj7aciJzUBmCFET5Pr2YBLwxoX9IacqtBajvU5A86Ec7Cq54qVQh8Gr5oNQUrpc8zsT5jZkZn9fMth34T3i5TSD5rZe3POm+vBNq/zbMtX9+I9BAKBQCDwGY1XxYYgpTQ0sx8zs6GZ/Y2c820c8ttm9o1m9s9sxVXYNbM/amZ/28y+3szOm9nXPHZDcrZFxYRmnFO77ilYoTuIe5tV9btlwZSd/BCeggGY7YyJdhDP085XFiZZ2qMqLrkou2OPYUpnoFxL/VCMVOcSf0Ga7WrDoaoBIv+Wu+9et9tQ7WKcXdY49c1p+QnUrtf4yQqRBcS89FG/32B9Uw9cn1OJkvXsddz1Yk3QAhYDWOMli2qrsoYTsirmiHVSJVPv33jlyqm2yZIWp4AMdq9UWSn4MWuGWgWy0sTYV7s1T8QLUT91DTL/mfFQZ44oPs0MnbZ4LK1rzQ/1S/OBrGtZktRU0O86nc7a2wI1TfeQIAde4yBrvm09YJbJHnLmNa7DXs/nIK26WrXObM0ZknfHFQvFDQAnxTN+yud3cB3FzvvdrnV0f/ScYN3TGLMapCBGvOa77r/0CDQuF6raHmZrq37/5MT7swDfZ1BxYOr2+/OPV83xIdYkcoz03JA3Nej13D1Nlcc+1gnWXTiGnovuofge/nxg/JyLtUHZ1NcFaalUCqxmTRXaXq/XeP4eBk98Q5BS6prZPzCzLzaznzCz7+ExhV/wc9VHR2b2kymlXzKzD5vZn0spfVfO+cP3u17O+e0t7XjWzN728D0IBAKBQODTH090Q1A2Az9qZl9pZv/QzL72QYiJQs75d1JKHzCzd5vZl9hqc/A47bFet+sWMPXSXdteLGrFEMH4NVvvZLXLFPtVO9k+lPp6iFMx1uex+HJ+7RiPFEvSLt6quLSscFQCZJ65M3DRRlkEE2QZsE4843YppTX3oYXRr7GU1cm6CMxgcEuyjIfXnC+7bs+gKDv/GuqPLB3tqts0Huit8POUa35WsdZlGZJVrHGRFXIynTaqXsqrxJxhZjioLfIcsa1U0/TYuca5UpMjY/sudO81P2TZ7GNeM5uECm4XkEt+gNx5s/UcYZU2qkdOEFd1ixbzguhWfIX6PbU5jiYTH3tmsGiM9ZxLd4BeGNcUAWdE94q1MzSHxQs5TsmfD/ekKc6M+zzBcy54zjvuv1fsbOHu1F6wuuqg2dry7SOeTzVI3TN5Bi6WeaA+TcC52EXNi0kVv9ezIi/V8eS0Kqxn1cATwmwaKlJq3lBdlRostfKlLPoJuFKs7mq6v+VarrIqpVJwUsRlYvaC7lXt5dQ6pvsn7y5VIXVPdqustIf4E9rAE1MqTCn1zOx/MbOvNrP/2cy+JufcRia8F14pr9tn1bZAIBAIBF5reCIegpTSwFYegT9jZv+Tmf2FnPOjyit9YXn9+OO2q9vp2MXtbXsZjOdNOuhmlRVWMVydzQsrnTXCb5XdIi1gWbq6NmOqXj2QWQeVlee526jyx4p6roxVdvYejxQTu8WaY064qiNql15b1tRJdy0HxuPEXC6/k3XCmLH61KXl1JJ/20lpzchHhUTdE1ZS5Pj4eJbzDGDlu8Vddu2zKh5ptrqHh8iD91x0xPwZ/2OWxpTeGnmUMM5UQjyeThuWgzOukfniOd5Swyyvc3AGlI2xDe6FZz48AJhnrayCi9CNr7X3zcwSrDaNhyv2lXHSPVIbx1WGxB70JWRFUslR56alfIQ8e2ZtqC8arzH4DLPFoqF+qieHlRPp3aKGvyzIXWRjzFu8XXUVTI2pvI2s6jdAjJsaCeTcCPKCPg3N/tkGHsgR1B81HxblvbIA9KyKU6G2UceBc1pWO5+jBdbX2WLRqCOitngcH3wGnZNjrTVpD3Up+KzvSKWy8sC5kieeWd1Xen669Fo9In7PPQSFQPiPbLUZ+CF7gM1ASumPbfgspZT+ppm9w8xu2ErwKBAIBAKBwCPgrGoZvMvM3lXePl1e35FSel/5/42c87eW//+Amf3btvoj/oKZfccGVuQzOednqvc/n1L6iJn9cvnNrq1IiJ9vK4Lhu3POe4/bj5PZzP7lCy80Yn6MIQnc3S821DLoI+7KWgWMhTpHQBYydpWy9rWr99rsFWfBlRWlvV524tTuJxPbWdRlt77AOAjMu+1g1z2dzdY8BmmIl/Z6lbKWWPC8OkcNWXFDWNgC9eF1/Kjfb1SA8yqV5bfahTt3Asxl1wSAEh9zmgXPKKniufTs0ALQeMmyUf9PZBmjzgTrJkhXXr+jzv6o3/f7zDnp97uFMyJd/Tp/3qzKPhFXoOKQ1OfXeeq69wtYReq/fiOGuqwsqumdgG1P7oDuP+eu0O/1vF9kz7OmxwycE1nj/tzfRxVvBMuxX1neZI/LyuQ9UT/EX2HWjWcjtaxVevZ74FR0Ox0fK/1W/aAyodooa13cgTdeu7Y651bJNjm3st5f11l9PjtZtXHvzoofIG+A5vTWcLiuCAhvJu8ndUbOQT30BGsY12P9XuMhbFIhXbR4b9q0YKhXcL8qkuyb1pvFcunnEqdCzzXrJ2hdfen2KjHvZDp9LLXCswoZvNXM3oPP3lz+mZl90sy0Ifjc8nrFzL7jHud8pvr/95jZHzGzd5rZJVt5lp8zs+83s+/NOT92uCAQCAQCgdcy0uMwEj+TkFJ6djwcvu1feeMb1yxjVNhinjVzflNKjR0pVe0U6/H4q3K9y275LuKR2l3SIqAFLeyMx75z1W7ZsyagIa62ifWs/HLFzq6VynOyyqn+pZ2tYmp1jrRitooFU0fhDhTWnFOA+KTaNoNVTmt1jrh9XZNc/ZbFo3GRlTkDZ4B5+syMoAXZiPvLgi7vyQyv++3a5GL4o61d8BiYTy1QE78HD81isXAuBevbL2CdsR9qUx+xYtchUJW/0ka1wbMspJvf7TY8Z1vw9FAlk0z3ZRXrrdvGGDFrgWhu615e3d1tjBnr23McyFeRl4qV+tRvHa+qeezrfLn0/srr5FUty1hqnqhNslo1ptLIkLfPPSylDeL/kNfhc9eaNU24vkmhk9wCz7q5fHnVz7JebMs7A70PnUf8qKNqvWBWlmddINdf66OeG3l59NyTY8MMMc2TGTgpdaVKr0bY8nxTt4TqmeqX1mjWLKDHiTyYbBVXDO3jPaK3bjKf28dffNFOptNfaUuxvxeeuA7BqxH8o6s/KJwoeq3LwfIYLmwUpBGxaQLXqKeltZT91DUbaXyHh74IkGhFsuESristXGqbu2VFRkTa4Rx/IDe5qvQd+6GJrf5q4ntaJly9R5WgTN12yTJTiKcWU9HC38UfOKGNwKjP3aVajucf+EbYA+GBnLOPDWVNBW6MtNCrn7XAUN02FtYRjrFZvbiz4/eNi27bH1+X7C3H7StVC6V1uy3hCk/n0x+G6bSxmWSpWD0HTshS6KN8TxGktrAeN0yUFb57eLiWE8dv+cpyzoI+Z+ooU0N9PDb8IfDnAKTjA5CKncALKec5/lA6oQ1iQhpnrkM12ZCS7boXTGHUBkLjplDRp27dOjUODHuwoJs+v7i97ZsLD/1ALp5FnZ6/ceNUvz3NFM+VCrRJbEvj7WELEPwms1nj/jN1nMYIN1tulGAekPDqqZI6T2WcuwFYfkO5cc1/D7VVRPdHlyV6gmmHgUAgEAgEXj0ID0GFZKvdnHbCEnvQe1kt2sklWU4i35ycrNMDJSgkIlGxplhgx4lJSB+jG4kFhbSX9LCAyIbLZcNiHSO1z4V0JETSQo5heuEYxC/tWl3AqUpznJf+nWBX7OWOy25bLr8xUgB1Ti+whNStPqxYSj2rr8PRqCHy5Klu8Fo4kam0XYQevbKIjaf8IQ1Vu2ylnnYrlyOFp2RduBeqjBMFq3QtyubOFAaBcBFlmOsCRG7xweJ1yxBywLLK1L8xSHWy4r2MMoq41IQ53XcWyqK3SZDXylN9ISssUMhmUBG06vPW7z1NDM8WU9ooDjSCd2uIezpD+qV+52lmFeGRVjm9CF4WuqXkNMXTSL5MeKbpmaq9G05cLmOpcJ9CIlrTlDKtuejkZAmAYV1kqiCFruo2yQqnfLLKv7+ujN3lEnKV55AetAOEJU7g3eL1uDaarZ9jX9NVWhveG3pxBM2TkdbsFkG3KcJo3W63QWClhDOLvDE886gID0EgEAgEAoHwENTodbt29fx521fMXOVREUNjzKguRMI4LVOQZOGypLB2y9rR3ioEHO18WZiGaTR1PMollpHuRM4A089kKdFK8Thn6a967+QacBPq8sdOpoR12cVumv0RzoO4qPFQQSaS8yjkYba24NReWQlHILDpnrAcqfp/AQIrbaWdFVM9KJZ1fU1ai4IXo4Es7AL3hlY44fLEGzwpsvRZWEpxyn2UknZeA0RwSFgkB4Hx+jqeLyuSRZ2OkbKoa3kxIgo0oaCQW9/ywMHjpN8rnfH2wYF/t4X00RnitALLGet3FKbROOt4pojVMWTyVzT75/CUMC2T8sjb4FQk9H8T10h9pSeEfAxZ/DO0cQtcAvdqlFfxnDReTJHWeB2cnDTKX3ONlbfpWvEYSYBJ46Jr7aDE+21IIlMASeety9Lr//0yhufwLPF+65Xn1njN1O/SF8pNC3UqKFOAScYdwsun8bt7eNjwgjwMwkMQCAQCgUAgPAQ1pvO5PXfjRiNdxC1LWWtl13ZMVn2/bwPECZ2BjRKzssq0071YWOU7VZEis0oEA9ZZF9a7dpAHJyd2UnbFlLcla5osWGcil50riyC5tC0KEdGzcC8RHFk0soDmiL8xFUzpU9yVU0iEaUuK87GMcn2OKax1T/2DFUam/0kL94KoUx/bWPA6pwsv8Z7g3PUY19dgWqo+r5nditTKgtDYkDvhDHZZ+BLcQf8o4CVQJKqWgGVKFuce48tM8dL3ajMLMGU8o0zbk//o4s6O/7+tABezZhrZF4pPq/gR0vHkQaBlqOdy//i4kU3jcWl4utzqhFVKT9wOimgZuBNeDEcSx9X8oiCVxvaQpbUxtixBzvXyADwXZsRM53OXDZ/CK6cxVebU9U9+0szWzwkLLlGoSJAHZQdy3R14nGpvls7NZ5BcJM7V80hDFXTP7pQUWD2rV5WWWnFuPFuKaZKQfqd393g63eglfVCEhyAQCAQCgUB4CGpMZzP7nevXnV17pVjtijM1ZGaxM0wpuVXFcqNimorVSm4BrSxZgC7Mgx2il8cF23gym3k8lkVJKLXaVppZsiz3i3d7OVj0odfprDMRZGVvaKeZWa+0YYK4s3blW2DZzuCdcQ4BmN6Xyz1c5rwuIa32Ip7vbZGHBNaFvlcbyLLfr7gCZpVnoLw/ms0slfZSepRWI4VVWHyF41rLI9dw2d3KkvRjMS+os8FxofaB7A99LmtOlpH6Twwr6eJjCFTJYySv0w7EbQTyWlhqmh4Xxui9uNRo1Mj19jGHt4Hemhk8TLpHsj7PF+u7oU+BUtZmzSJNCRYgpY3lOaSgHL1XmqO1HO6m4/q9nnt+WACJ2TNe7h2aGZr/yvX3eabiaYV7o3tCD1UtaU1vptqk+dHQ25AFXb7XORvaCaVtFJFiufHL586tn1FkIKj/9JBQTpzPouaXuEVc83WeWk5Zc4teCM1ReTLI7zk3HtudgwPv18MiPASBQCAQCATCQ1Cj1+3a1d1dZ5Nr1yhmspf/BKPVC/LM52v5SlmVZUc3LhardtFdsEMb+gWykIvVIYvKVdPkUUAxoNl87u06h6IltM5dG6DE72gJaycrq0LeCu1OtZMek+FceRTEdei3WLBjsXxRnIQqkab+oQ+Muet7WS39Xq/BhqcXR/3QWPexc2fclrnybfF/nX97NGpYMILsPPeulFePESNLg6qAXqIbGRMs4Wu2tkBoXTIbRa+6d27xIEbOcaWaGpUyu51Og6lND5ArFSLrwMs5Kw+/tN2liotVrnshzGDN1nn8R3ymwB0gt8KzbXA8PSkbirWZWfP5SCk1mOnkM1CPhIXFOC+cna4xx/jJ21mPEzM8GJ8mr4M8Dc2H15fCS8oE6A9PeyaPj1fXUYaQ+jzq9+11RfZYVrTmtebmGBwS3QP1hxYxs5aYp3+s4lla8youksbQlQnLtTXH5AnrlzHUXH2lrKP7yEZxtVasO4IrelYS6uRSae3V/OWzV3NEHqccQXgIAoFAIBAIhIegxqDft8+5ds2tdK8voHzUsiOk4pZ2+UeTiceue4i3anfp7N6yY6WFIKiwkHZ+10t5S+XOD2EpaAd9bj73cymjgRYLNezVFllCVGo7Qp66GL8s4CQslsuGdUELRt/Lkp9D/Y0xVEEWoqwQ14ZQ/Feeg0q7fAjvBPOlZdlpF86CUoz5sW/MEWdMsd/rNaxtZ9mXNulz5zFs8LbU18iyjMBj0HxSLYRRxQ+RNd7wCCAzQfAYOfo7hRdniDxtMvxZ2tfMGvdE46NzLcCZYU0MehgaCn7Q8KfuxbL6zLOHqiJMZmsVTRaQcZ4LOBmas41CVS3Fw67s7jayAvagza/POSd5D08QS2ccW5HzLvhPnZQaynmGYwWNk9ov61zP/+2y3ixhYXsGVJmjWpdultfaom2r+7DEtbt45ugRcD0P1B2gF0zHn1Q8GdbZkGbDy8Wz0cN6SY8gvTtUOmQbZliPR4PBWg0T68YS5yL/x3qP9yc9PASBQCAQCATCQ1Cj1+nYlfPnrQvrlHHePhifNSNeGQqsJubWJnZ+bRagM3Kl5lUsIcWB59hl1ueh9cSynN7f0h9nzZbPpbQmC1A7eZbHleVzFyz7Qa/nGRqqiEdlPVY7ZD42KxTy2uptW1xf926Zc4M9vYAVKXhuM6wPt3TRRvWIjGbVr3BG92Ti47BT+j2FFeF515hbOofaKquWpZipZCZo3OaLxTqvGt4atWEb1jYtGvIaBM2z7Zbyx3XbqGYouOeopTqf+k/2tX+Oa6ovYvzTu2NmNhfPApZdt8VLIwtZfhQvva02l8/JZ1Hf5NWS52HU79tUKneqLAjPgOBcgZY6CfQMyJup9WYGPows4vq5Yo2GLtYoL11e1gON7ZufesrMrMG9kldTnAFqiUyQpVG3j945lnlmJkDG8yJdgz14HCbQFqGewXyx8HNwHZV3l6XqvX4KSrzrHmnGuTcQfJg5OFuDft/nUuN5Vm2c8lvqc8zmc7t+505jzXtQhIcgEAgEAoFAeAhqpJSs0+n4bjOB0cnqXK6aV6y/6Xxuh2VHehfx03Nld+kx3e2VNeXW593VcS+XmuJu+ZQdrRiszjovbaZaXqfTaeQ/C7LgZPEzl70td3tcaWzXbXDFRuTXDvv91iqNc1gqjLONEcfO8MoIsoRYNXIfVc9m02kj1r9AvFHnokU0A3OZdRZonbZhvlx6bFT9oN64K5NB+0FtHsESYBvItqfOwbnxuFFrgQzuNs8A26p5QG8XK1Se38D4P2zxKrk3Dm2cIK9+F/1jTQS3QlWJUV6Kcp3aM0e+AePKel7OQROh7V7Ro+hsdVSqc17Eculjzbj7OYydLHpWWCTrXM8m1TWZzVR7P6hA6GtKSw0LQuPn8f9yreuFM0FlT86nTkqtefNca/S8Xy3VDuWl6PaLB2hZMl5OVvNHVvyN4qV4oayv4txovL26aK/XUH/0zCaopsprQW6J61tofcTc1Dg4HwCeyOF47M+xnrXjMqbnyntlq/WwVu8fH7dmuTwIwkMQCAQCgUAgPAQ1FsWSoxIZq7sJm/JKZ4jXb0M723NOJyWOOztdIU2xL6piMd42A4dAXoG6jdyJN5jZLXnHrB0uq52Ws9qkXeyoYh+ztoDH61s02OmFEY6YIy3LpnzvFdjEhC+fy4Ka2GmNhrq9HgPWGEPvnTXmmfMrULmN1e0OT04ale/IIWFu/zFqHfTKa13Vsh4P14SAzoWQc7Zsp+GxXGgYUCe/zUIkc9/14KH8V8dpZdFSQY/Wk/N0ivfNuTRlHGXhqW16zmRZMX+fmRI55zX/Av3JiJnrOPJgyKnoQ8eC0HwYVvrz8oRwrPlskStAbw49IHUFVrO1iiK5CPU52taLBbx5V5Hh05YBonth5ZVqhFq7bh8e2kvFcle7R9D2EP7f554zM7PffP55MzN7/aVLZlZxC7Deal6Mrl41s3XNGD3zmvO61yfTqc/fPXgEhqhuKTDvX57WzyuZYuKVsVaK1nxxMjzbq9drKJL6XCvXcE8ovH3z5TKqHQYCgUAgEHg8hIegwnK5tP2TE7cUtLPbQV3vm6pWBX36Qb9vC+SmMk9clg/14rUb1feqmqgdm7PoxRBHvLaOFZIVXOfYmllTZ6GcUzt67a517lvYweo8skZ3octweHLiOf0893YZU8abBecWlPeyZE6g1+B8BcWxy/F98DwWy6Udod6BoHGhFgDZ0FT/o1ogLQbWWRgPBo38aY8jttSmEHQOzR/FLbvlfNSEkIaEsjxkGU4Xi/UcRJ4970FDT0B6Ci2s+ymYz/JeHMDC7nW7eSBQQwAAIABJREFUDY+X5keblr1AdU1de4TjNX/cC6b6HLK0Ks8U+y3rMsOC28PYq43byHFn5TlySzQ+pyrqyYKHzj+rg+r5pjqgeyOQdUFdB3rDat6P+kPODLk27Gcq7z/vDW8wM7MrVy6eOu5g7/BUm7cxvjcrZb8RsmyUJaLPOW+kHqux3CkcAWalaN25VjgHyvYRp0tQhgQ1VcwqhcnyntoP5GB1enpOrPR39bqYnfZmOt+nXFPe4U/duuXcB1bc7OIZpHevE0qFgUAgEAgEHhfhIajQ7XTs/HjsuzKv/lbeTxGv1m6zZsYfwmLT7u9KibtdvrDaqXa7RVu76HsvsAsXqMHtldXKbtQ9DMWKOZnNGpXztMsmA505ycw/7imuDWuEFiQ1AnLOzgpnvvgAVscxGMi0DDV+GgfqOshz4FoAumeVBvgcHgKqnzEOy1xwqqDRiqfOvldVrOLVzNCYIU5Py5CxcWUZCB5LhiWocZAnpVbA1DFbiCfPYPE4PwVKhbxHajuzL2qtfrP1M9Hv9Rq1C6h62KgSClU8fc5aB7SgfU7LktrgkWD9hGPodLgKXnl/ghx21jQQWI+gj3lX1yHQPDjeYOmZrceWmgbkuawvfnouk6tDdUqzJs9H/dKM47rgXi1kOoy2Vvdo6/xqXdy9ulrrJkeTU6/7d1fWvTKydre3XeFVOETdFLVWz5jmg6D5oEqtapN0W/QcqI/O+ynHyaN2YWfH10c9J7qWZ4vQQ1TWcr0uFyXD5WC1Josf8fyNG6vvqxonZmtPpNp4NJn4s8ZKu+SS0Bswmc0aOiEPg/AQBAKBQCAQCA/BKaRk3SqPnwx2WkSMEXY7Hbc6WK1KVsjk5LRFO8fO3xnxLTXX3ToBO1+x48PKIvY4o3gJlRKW2lv3I8HaFNQHb5OsMNVw2MAqb2RkyBshS618rnYzl5c1EBgjrhm5ZhUvAuPV63bXuu34zQB8Dqoest/USZd1UesvmDV15OfzuVsmc7HHlTVRLGa3AKuKZzUaliAgL5X6RMb3aDDwz8QloNohFRndO4HMBd6jEXK5yaGoLWTWD5DHQO9lpZNjMUV2jau/IXPGvVjw2vA69bmZLaQ48nlZitRhwFyUNavxYaaHM8Bx/NZw2MiumVaeLbN1rFygxr1X3qPXDh4k3RNWEZ2dnHgb5PGkJoRAj6Cs6kuXVp4AeQZ6gzIHp8XzUGLnN2+u4vyymNXm112+bDtbhUMxP61T4pyA8l68g09ev746DhkO1IbwLI0NnpH69y8VDsLN/f2mLgDWdN4DVvkUNMZttU50T/RkH1fZXeL3SI9C4yGegSDug57V8+Ox3T08bCi3PijCQxAIBAKBQCA8BDWSrawjWUjaTbruN3bdwnEVo6aiHrkBV1+/qhl+7tLpmNnezdXO74XnXjKzpkrWSzdvmpnZyyXDYQEvhayOOr7dgwqgYlSyOrw6F9T+bpVdqCqFifG7hZxo7aAHG7QRFPsbIR7nufyljc4hQJVDgexwna8D68tkvcPSqsdjU2zfbG0R83uhDwuP1iczG9RmjcHxZHKq3kV9Da9VAE9RXfmsbhtzxmnFUd+gVpNkdoDA7Alq9DOToa3+hMAYqbxCtw8OGpyHmTgfiI3y2WNOPK9B75bHu0ubmJWzrLIMyI3h/KBnUJkLfXgxpJq3i/od5PnUfAbNBzL4pcT3dMllp2Woe3WIbB6BvBDXBiixes84qtQjF9U6Vl/Dn9m2eYN5MD1eXfPOKyur+/qNVU2D/cKcl/dD1u/e4eEpnonZ+v5NKwVWsyrHv2Q2aJ7IStfYaq1TLQOtG+IkLXBP1bejycSfGXon9fkt3IshvHPk1LCOBmtf6Oi60ic9PcJTZV48VeaFlDtHVZbOhz76UZ9rD4vwEAQCgUAgEAgPAZFsvaumBSFotzpC3nq301mz63W+skPdAkvc2b9Fe1vMVO2QWTnPmbyoMa7rbFWxaG8PrcQWJvOQWuzQKRBXgDvhcYvy2HyxWMfMYakIVEXsIP7KjIC6eqGZ2QLxfVrO+nw+n6+tC50D47KA96ELS1+6+/IbjMnilQdJLH3kc48GgzUzv3ym9tOaYO0C7dhZs0Dg+C2lKlm+r3PInQ2vWDZin22V9lh/gpDVtoW5KatPHqiru7uNHH3nOuCcmlue2w1VvNr7Ul+TzxnnuubJyXTq1qSeqa2WzBiv0FiO0xxdwHJmZgc5K4Ji0jln74f6J8+APB/McHK+hyxajTF4MYsNHqL6+1FVBbKNn3KMrBMqddJ61U3s9E57mlzpsYyjPAMa36P9/bWOChRYWQtFegJSHBwjC6XhKRFvpngnxEG4Xd5PsC5tj0Z2EboM7oWBt8K1ZFT1EJ4zeppZkdS5KmU8NC6jfn+tXIq5yTo6rvZYtGKWObc+pw+C8BAEAoFAIBAID0GNnLNNZjPfhYl1q12arDPtorRL1+5zvlz6Z7LOx4hxikUrj0B97RrD4enYsSoq3irxf9Yb8Bhqv7/WF4Aa4jGU47RDF+tX52J9e+3Ce9h967y0cutjFW/VsfvFenILVhZcOYfGnPm32gl3EAdn3jrjflvDYSOnW5YP28/fCqxfzqptzLtn3YVaPczvc/nuGDnw1G9IsDoaNR1gCYofQtVFs2a2hI7R/Ja1pCyEARjwrAopjKEqx8yYWvmRVjetZ3pCaO3o2vKgeMy5RUVRcG9e5YHSsa5hgdoebdlEC3i/9LzoeMVvR1D0rJ9Rs9OeI8a0+Yz6NTdUCjRbe0wWuLdXikVN71UdY2atAo4pOUaa/56FMy3P0Xzzmqb5JOXX8yX+rfPd2Ntzi13eFV1THiJZxJ8qa9VzJaef80h8p0vyIGCevO7yZTMze/2VK6f6XHugqIHAZ1RrmObFEJ5FZ/wja0Pg3xevMltlCPGe6Frkgb1SOGW1+uUR9DQeBuEhCAQCgUAgEB6CUyg6BNyND2D1e1wbXoDJbNaw7LRjvXhxtWPdvlDUAreKVTEXO/40E3UyOR07PFA1xLIjZJXAuh4682IbVljZfe6gohiV6gbY+bpOOqxygfHNup0eQwfbm1yBu2Xn67UdyrXPoz44NQP0+21UnMvVMa6tr1x/xQKR4yxLV6+s1eCKlWqD5kdL2+o5pWt7ZT1YsrIMNA6yTtQvxsjJqtZxsj5qXQJZPmpXH3Fn/UbXkKUhL42YNLTaExT8ZrBmfLyWy8ac4X3TmLN/sjI1B8e4Rzxe4Pe1zocz++VtQ/sX9E6AS0QVQecF6XtUrNO47lb3RmN8qHojVChE/F7zWv3U73VNn9vlfGPEnp1Vr4yCfr/BghfmeLbcmoYexe07q+em1z/9LB/ur+6Z9ApG8KRondo7PPT7wjoqVKDUb0/g9eQ6eL08y8oqkBKi1hE9+/KOqW3j4dBz+12hEdwqXfMImhnkTNDjdrdSDa2P03Mirtb1u3d97ozxvOtYjQu9ffRGPCxiQ1BBaYeUfiRRhYQoLVLLagE5lDtai8xJcaOWcsd6lbvt+GB1o2+qkJDcrEgrlAuQJCtPkVosGgQjgeV5SZLRYqMJr0WjIxcnUv7cDVmurQ1GSqlB9lviGEGLZRs5Sm3WZmUfZEI9AHRrqpTx0WTiaXP6I6wUSBcakWgN2upCPFqMUeaZ47vAQ6w/WvPFwt2M9ys8MoOr8ALSivw4uCu9mA+EeNTH48nEj5XoiRZDL7WMUrxqwxjEJs33YxAa9aeeISctnLcPDhqFcpgmKehe6A+Fi0GBdOsFqPDHiyQslxlWCdrp1BdggX90SDbUtRfV3DIzW0IWeYhrMvSgudDtdtcFskob3I0sWXSkPN9BSV65pZ3oh5LtFJNiSLNuHwV4PPUTpZh57wQXqjpX0pWL8TM9KeWEb6z+SCtEKSLcsN+3z33qqVPXUvt9E1Hus6SIP/Hyy6fa4G2XWJjus8Kit1epjy8XASKBfZkvFn6uSyhuR9ntOk3QbL1GyXhTgSKRkrWGE1pv6rXBC+rJOMV6qvYOSptETDy/tWWfvH7dNl/p/jiTkEFK6StSSn8vpfQLKaW9lFJOKf1oy7FvKt+3/fvxe1znPSml/zuldJBSuptSeial9KfOog+BQCAQCLyWcVYegm8zsy8wswMze97M3vIAv/mwmb1/w+e/vunglNL3mNm3lPP/fTMbmNlXm9k/SSl9Y875+x6h3Q3UZVFVfEMpYu4SQqpUr3Kpa4eqHZ6HAOTiK2602aQQ/krBD4l3nID4p2tN4IaiF6N2sbk8MIh2TKdiqp4sonOwOk5gpVEOlaWcc86NdEGmSVH2Vta2zjmAC5CWIclY9NYIO+NxYydPKWPt7E/obgaJriECRCuXYYHKau3Ak+FEJJRSPoAV0YU7V/2UVU93rluEkH4d9PvuCtWx9AzoN0xpahAiC7yULtosq47hjX6362RKymYrFCbviuagzqVr6P724LXSXWeIygW+IOS0WCwa5DmST+l1kWUvQh7lYXVvt2FJ6jh5WtxD0+830u3k0pblPyteFh33crF0/flqEVMawGLW52pDLXw2h2eMIRC+6pm7UIh5Knu8c3Hn1HH7t1YegDu3V54BeT/3ipWvZ388HPpcZOEkeQaUovf0pUunXn2NAuFP1vkhw0HwQAxRPO7m3p4/i7qGSoizYJSg36oNFJnSuLJQF+Xaa7ExElm1Zl0rRfKuFWKm5lItcPXhj3/cx+FhcVYbgm+21R/qj5nZl5rZBx/gN7+ac/7OBzl5SumLbLUZ+C0z+8M559vl8+82s2fN7HtSSv805/yJh296IBAIBAKBM9kQ5Jx9A8BY4Bnhr5TX/1KbgXLdT6SUvt/Mvt3M/oKZ/eePc5Fet2tXd3dbS48K3NHJ2ukvlw2iliwapYloN04RFIoBzWCtUdSCPAaPuVWpTE5uYVxR9wjWg47XcZ5eB6JbD7Fz8gWGlbCGLJUFrA6dm5LG49LWISwZjZ9+JwuKRD6O56LqrwrkKKbH9DnnVCg+BwEmQdaMrHmdhYIjNZFQxCJvX/EgObETYjcnIIay5KrG9RiSr7r2CBbiYrl0q6n25JhV6WXgmCS0oS0GqueF5DTF2Gu5YrWXkrr0FE3gfaJXriE/DZ7PMZ5ZWsGdlNYeD3AAKEgj0rD6t4NUYvJXnBcjifDSBj67nZQaRc30jMmS1bmuFw8KJZx7uHckZ+o4cQ90vXqd8sJP8AR0WC4c66Ffa6fM4UKU9tTqcvwrJW4/w9q3U3ki9Ux95FOfarTPbP2cXClxffcglX7qnohjpXWXxD6No4tHaf5VaZrTlvlAjglJprV8cH1uL5JXjnPeSPlefbtUFSpyCW7wNuhZ1Dn0rE1ms4aX9GHwJNMOX59S+vqU0n9aXv/QPY59Z3n9mQ3f/TSOCQQCgUAg8JB4klkG/0b550gpPWNm78k5P1d9tm1mbzCzg5zzixvO89Hy+vse5KIppWdbvnrLMmebzOfrtDHtFGUxwwphKeJOp7NOh1GsX6xQ7CYH49NiJdvlOFmjJxIgwm6SpVSd2SrBn5TW8TEw0AVZoc5+lrVVvufuk1K2ijlrV08hjrp9zrRGDFw7drW7B+5FD14algNmjE1gGdjj6XRtqSMNU7twytoy3s9Yn/bfDQY7LOQ6ZUrXpBXtIj6QvyXzm94MMtdlSet4WUa1BUlhHLZFcexFZcHW40Xvi8ZvG/OLqX9eLGk2W3uTwFvZgeeD8Xk/h5j6Zf5wrut1G54nL2FeeQqWuAeKr/sYls+Z6nsOXh3CJcBRJEiQhyqPx+v7A8tPRbp64qOAryL/h54nlr3eq8TSzNYWJFNOa49uF/NY16RIErMLukWqWGWPOyWFejg+nZ0xwLyr2/oyxniKuLyyC8ShoAfB01AhaOTpuuX965G2ybmcbP3c0rPKkuICxaOUjfTZJXPickm77A9KWXSfi6d5LfUaT8+YnnfPXCjjobk0r447RvbMw+BJeAiOzOxvmdnbzexi+SfewR83s/+jbAKE3fJ6t+V8+vzCmbc0EAgEAoHXCH7PPQQ55+tm9h34+OdTSv+mmf1zM/tCM/uLZvZ3HvbUD3j9t2/6PKX07GK5fNvdg4NGARbqEMhCluiF2Nu9Tsd/I8td7xu52Qdri95svcOTh4ClUrmzPw+J3zpmOIdF3LDYwFBucCbALlcfmONNz0PNriUjuY+xUhEXWWPaCWsHLIuAedSyvhQr151p8xiYNTMyyPQXyKUQFrDuKeXcJq/bK8f1ez3ftes+K8dZbfH5AuuUWQQEsy/Ivah1Hch9EZgHvYAlyPus/j5dGM+yxnQPJPBEi3AynTYyHKj1MG/x0riljyJYmge7iClTFIj8kJSSDVry6QkWSKKEuWcp4Hf0aul38t7s2XoOLsBbYHlv9xxQshqlldUTL7ykrBRwMmoJbJ2b3CG2n+Mgb5ayCYTloni7bq+eYUkWj0fSFChZCJWX0MtYq/3Qq2BRK2Zv3SoZDL52lfNonqiMtNZN6hfUWgNvgGeQFrx7J4qXV54QeUbkAZDGjDLK5kV7RgXtuv3uqfdHx6t7v398vC7XXfohz5jWR3EhXKpaWRn30Tm5H1410sU557mZ/WB5+yXVV/IA7Npm3M+DEAgEAoFA4D54tSkVvlJePWSQcz5MKb1gZm9IKb1uA4/g88rrRx734ovFwm7u7zdy6A3KbYqZkkU6s/WOvAtLZg4LwC0cMPn1vY7XzplyxMxDdwui07ERJHZZ7KKNFc1SusxhPkKuMPO4Vf52OBi4pdpWEEltYxzeLSYwniUFrbYdQYaXbOS6RClZwrIm6H0QFM8eYZwmsF6p5+DWDLQRDk5OGtLCnj0ALw3VAWnptmkCtL2v5XSpXqdxYcyRMrcsXa1+3YK8ciMb4R7qjORleFYFrFU/vnwudjm1MKhfIVDpbVmNCz07veoZMlvPJc2tE1jZjMO7dxA6ICfgcyimfG408nM4L0dckJZMEHlCfD1RmykjDq6GQLXSuj8eVy+fcx1wGeTy+Y3iCXr5lZXyoCxdxcpT9/Sc3js4XcBov9JzkLd1VLwJGjtZ9Mr0EDRf5I1i3j29pFq79Mo5vV1lkvQw1hdKm+TVu3BlZYNunVt976XcDwv34LjM5ePpqWv6XGQBKyqkptRQKtWc3FaJZGjGSJ9gvDO2F27efOQCR68aD0HBv1ZeP47Pf7a8/skNv/kyHBMIBAKBQOAh8XvuIUgpfaGZ/Yuc8xSfv9NWAkdmZpQ9/gEz+zoz+89SSu+vhIneZGZ/1cwmZvbDZ9A2G1d5/GSGM57H/Nw6fkMlsQEsYI/bQx2McXrPaS7nZQGVnXKcLPLZfO7MU+0StSP3uBoyAHTNc6gzMAOvgaV5qa+/rOL8zo1AqVgylmUlUP9fVgnL4fZhOXqpZ6nuIS+/tpDIQPec92IZ6beyxjwOqzxi9RvMfzEOxOxWmzZpk7NAFmsPMMZONjTV8zzHGVaHl/ut4tbUG9BYdlFi9gRWNz1CXv5W/aQFBI9M7YlxzxCeoU1aFnVbmfPN8sZUuvOaAOVeL8q8qoviNMozK3NDc0jjgzoKzFoh90L3mONF5dDj6dQ9A4KU51jDwzkmYL5rHH2skXVBVT1fPyo+AIt3ebEdqfxhXlA7wuuJlJh6f4iCUijU5muc5t1s5mvVPjykusuyjJ++uipffP7Kysui+H3qlHs4LR7U/VUfbr+y0kBQLYOj0jfP28d8rMfmSFyP69fNzOx3Xlk5sJ8utRikKqn7fhdaM/JWsQ4B+UAaF53n4s6OPVVUErfGJVumeF+uFB7Gm970BjMzG58rpZOH5e9Kt2u94aP/WT+TDUFK6V1m9q7y9uny+o6U0vvK/2/knL+1/P+7zOwPlBTD58tnf8jWOgLfnnP+xfr8OedfTCl9r5n9R2b2aymln7KVdPFXmdklM/vGUCkMBAKBQODRcVYegrea2Xvw2ZvLPzOzT5qZNgT/wMz+HTP7w7Zy9/fN7GUz+4dm9n0551/YdIGc87eklH7NzP6amf1lW6WD/4qZfXfO+Z+eRSc6Kdmg12tYSlUbzKw9LrdcLn3Hr13gxbKLvFTihrKAqUjoZXxxTjK1pQfexiZeLpduBRxhty2oX9QXkDXKrArq67fluo8qdS1ZMvSeaMfPuDKtyS7i2BofxZhl5csCHMMCrGOvI2Qy8Nq0qphtwKwMXcP5IlBdZKywk1JDj4F55Ywz6h7p+LbY+ALWuPpAr858sfB+OW8FZWhbY+rlnOeqapb17zuwiF1FUTF3zZN+v+EJmYFLIWheey54pTBoVsW3W9T0qORHzYG9oyM/xmsvSJdCVT+RocDyv156Gh6FuhR53abtYokrO2M8HPp9k5Lg5ZJ9cx6ZG7rWx4rqn2cvQRF0CI6Aa6pg7tc1EFjNU94Vja28eFN4yt549aqZmT31ulVNg4tPXTw1Tp57cGf1P/cKSUVTa1evty5DXF7Fptc9+FhRMNSz9zmqnnqxZOsMTz8f8hj0S0lmZsq4h05ekMq75Z4iVHv0TKjiCdBfAXkn1QdxDbT2X0U2DtVXtX48dWk1fuNz48b6xwwPvb/7SlFe3Dv0cVPl3EfBWUkXf6eZfecDHvtDZvZDj3idHzGzH3mU3wYCgUAgEGjHqy3L4IliWapMeUU5xMwGLZXF5BXoVOxQ7eiVL6r3rEWfYDkyG0HfM9Y4hqV1VMV7tYtUjEvW5gxxxkHl2TAzm4LBTmU7t5RKGzxGCotpMp26xUKd9CPk45M9LQtBNjyzCASy0P2eKfugYv5Tga0RA0edCFq+vN/uEVHFvUpvwOy0SqLASoJsN7MM6BliVTtB88itGsS1hVrB0rUcFPtVf8pvb0ODn4p1HI8JPWZoa912j8djDtI7xewcryAJzgF14TvwMGm0mAGxWCz8GHmZ2jQc6L3SfabVJkzhpaJ353Zl/TKjSePCa2g8xCbX3BI3R9Dz5bod8FoI9b1sVPEsr9Ta573we1Ti9qrc6tco3IErr195EM5fOqcTr9parNq9m3trj1HJ2b9x5+6p/mhMb5esglcKJ6CNg6W2yTMr3ZOrl1bjp0wI98iVDIHbBwdrFcByn5xThIqqumeXi0fgSrnWU0XzYPd8WetLjYdB4VYoY+rabH6qz0LO2U6OVu2RXo17owoH4nrxFHmGQ/l+/+jokTMMzF59WQaBQCAQCASeAMJDUGG+XNqNvb1GPNLj37DKnX1b5dZTkVA7dcUZl7BGtZMVaMWz6pt2pczTrxnNjaplyJoQmNPuMVCwh+eIY5Flrf1tHTtP+g5MbY2L2qv+ueY6LB9ZX/5qp7GAZUy29ajfb8TjXNsAli6V/GRd0nL02CKUHFkjQON3Mp26dTVCLrcsG40Dq/d57YdiGShmrHFcgrkuC+LFwoRWPLiuajdQPfbSzkNko7iVLu8OLEN977rx0I4QJ4EW9HK5XPMuWix63Xc9U32Mpd9n5M47DwTjoDbrPLJ2+73empcCFVBmAFHH0HPa5W2QWlwZB3m7yEkh/yHn7JZ+XRnTrGKmY71QRTzNB2lqUF1VcX96J4S6T+6dBEegjRXvOfFlHm3vrtp0rngAOkV/QJaxexrL+/nstBfrwtULNtoenbrm5ePLp37rSn0lZv78yyvG/wEUXX0OlnH97RdXsjU3i6eWWRyuuVB5A/vIRhrh+df7LXiW9Dy4lkpRJrxVMh3keZNHSr9X21+8eXPVtxs37Kq0Kspc0ryQ9oPutz+D5Vl949Wr9snr1095Jx8G4SEIBAKBQCAQHoJTyPkUG9vV3srX2nXr/RKxpK3h0HearkmOmPD6UqetUlY9c2tVbGnVwxYTupxnAkZ8ztktNLVBr7oGq7XRcnbVripf2qypuMYKdHW8k/nlGjO12+PY8qTA+qa+vPcf4+j5+qVt4k3UFfq0A1c/GKclmPvOjAlyDVjzgp6HTqdjBobyHF4IarfLc0RvhcCa5x3Ee3fgiVmWuW229gh4NgpUMOkha1R5Y+0GKPyxnsAJxq8eG1ZzczU86CzQi8U6G8xW4POmuVtnlKi9qgOgYzR2rfcT3BpWmhzA06BnWJ9fqPL+pWqpZ/SlYiXK8tW4KD9f89z1HFDlcNxSZ+QIuha9yvPmiqPyfEJvYwS+k545f05U7bAw+r3qoVRF91d9ufniqm9Hd1fv3YMwTHZw9+BUe90LOz/tzbv09Co//+pnrTIcVBfBvRvleGkf3Li+4hp89PlVhvtvFY8BdS/U1l5V24GKnppb4gxozCfI/DhC1k4PHieubcxiGPX77kncKXNF88BrwRQuxPb51XrXH611R5759V8z2z9dX+JBER6CQCAQCAQC4SGoka2p7GXWrGo2hJXix23IN/e4oiy38nquWLKMM2p3KdW7JSwhxqtpvcyXS2/neVyDdQRSuRYt/n3U2HZ+Aixq7cqp+DadzxuWndBWa10YIRd8CQuKSne6W9pRU6HveDpttIV59+RWzFr6JTSyT5BtwTzm+WLRiFfzGq6iCAtP56ImBvukvgxh1dV1KzbVFDBrt4TrSol129lvr8hGjXZ40PqV1eqMbVhVGjP1363slkqUigkzP7vWxKjbXt8HZg/Uz5CZ2RgV5HSc+k0NEGYbuOetvN9HJcNhr9f47QBehjk4BeQYaLyEDjxzsvq34Hk5rLRFuniWhFSOrTOYzJpzVx4AVk09vLNaw/aL9S/ew+ULpdJp8RBMjiauKKiYP9cqZQm8+Y0rhT4qFY7PryzpnioOFsijcOXaivn/kd96zszMXrhxY3V+ZKnMF4uGzoyg516ZY51qvavPoXunZ7GLedGv+E1mZldK5ois/2G/b+OdUkejqD/K69It/ZNnRBkKx3tFXfJ44lUVHwXhIQgEAoFAIBAeghqdlGw4GDTitc42Rh6+W1Tl/Xyx8J07K8ZpF7lX1QA3W8f8xGxdIqbKuKxbMahmNqwYrs5UB3+hLZ9elr9aIsT0AAAgAElEQVR2hwvk3zeyLmApsE54vSPmbnkOi59Wq3MqMOae866qdiW2dq7EezkutUXIXO82S7kPq8wZ7LAMB5U1UZ+PjHHNk62qUpu8L6xZwbhlw1orr+7VwL0RqJcvjYFOv+8Wicd2VWFP3BB4CqgjwHxsxkI5PwRXbKzOwWuMkG0j63sJb4vuK7Nz+Jzp+aI+QV2hVL9hzF/n9rZu8ICZNbkVtOIJzzIo7/N4vG5f5dEyWz+77I9nDmG+UDWRGiLUb6j7Xqv0ma3n2ukRbtZy0bl3kGXg3BPVFSi59J/92a8zM7Pt3VLMtlzo4PaBe8BU34A1PH6nWPSfLHUFxPPYLV5QPWNi5V+4cO7UOB0WL4bmEavK8vkzW3sSydeh1gdrF/izLc5IaaP4AFQ+lfdDmRZmlQJpqZg4m5YsimL9a0w/VbKJxD2ZzOc+Vx4F4SEIBAKBQCAQHgKi1+k0KquxbrXHHMv3XmO7UohyBr5iu4jHyuuwh3j9BFa34Dt+xbuhF1/n0NP6Emj5MOfd85HFepWVjVi7shPGiNvXGu/HyKtfwOLXuc4j44Gse479AHE5xjPpzanrKtAa9XoCiH1SHU590et2i7IdLeNaD4JZEl5zAOdgZgjj1bKkZAWoL+Km6HhXbqsUAL2/8JDIyuK1nZHewvsYSk9eGQ3QYWBV0FkVt9e5T5BP7bFz3P8eMkOYTaDxHYFzQe+V16fodKwP3QmBc47cgAYvBvPIM0QwL6jL0K0Y7YLnsotLg3Oy5oV7+3ROZBeQH+HHV3UnXBMC1UypWKp5LwtXc/CwKA4qzu2Wc9EbkC6BPAZSBVQcfDlf2rVrK92BK8tVrL/Te+Op/ssylma/6gCIa/VSsZR/47kVR2CCrBJyu+hR0j3fGg4bNTl2ynvdG+pVyJo/RjaN5s+t0lb3Cku3QBVtoa56eHKyXu/Ab9pDJUrOqe3RqOHhfhiEhyAQCAQCgUB4CGpka4//mTVz4GVZSJns/Hi8jsdCs501C/TbCawR6uRTq3qK6oiKc9X14afIa1UblvJaqPYCrA/GWxl7d/U8WeWImer93cPDdW14cCAG4BnIElyi9rp7XcrnZM3r/BqXk5aKfWbNXbTuIpXYWE+C3IkpxtwzRsrrqOIKmK3juSeTiR0ivu4KgrjPbhlDN13jdrkomLEio1vOsl42eIlOkINODxItYsVlOU6ueAhvTRdz1z1GlReHFfM0N5mFQSuH1qpXNYSFLMjmz4r/YzzrbIXG/IDORFt2gSy7gzJHh+g320y1wXNbW94PVTH9VIkFUyOEOgIcvzEqbR5SRRFcnlp10/U0pPZHrwPqTui+q80vv7iK7w9Gq3mhDIBrn134AMertt+5vsokeP6Tq0wCeRi3z62ehbpdgrwK8jYMR6txudovefhSS0QWl7g6qhuh91zbJlUmkD7X3JHnhPVHdA2tm54Bhiq5umf70LnQGk8eTK0PomePHgLdX1ZWPFepH7LOy8MgPASBQCAQCATCQ1Aj2coaoHrgCHFK190vu09Zczujke8eGxYPrDHmxNNDwEwBKhd6LKycT58vlsuGQhYtYGEOa5z6+QdQW+wijsu+6DoXy67VrMkSZw4/1dGEXhUTq0HVwDZmdx3Hdm8CFBdl2SuGnhAblUWtXbpXloT3ooPPBa9XMRp5TPMY+faMQzJGTItG712HAOPiVjysj+ls1qgoqDFiZgYtQ94jzTndS1qW9FqMKq8OvVcEr02dBfJeqNnOrBQdt0AGybTKPhG66h/0BdQW9td/B0W7BepzaH7IItS8GkJTwWztOdKYybui1x7WAa9kipjzGBwEgeNzMp2uVRwrfQSzyguje4XnXuMhfYE7L69UASeFI5C6JVOiMOVv3lp5CBT/P188JYfHx/7ZC4ULIG4APQZaW54uufuylPV8OQ9G9SbwWiuYmq3vZV2HhM+e5rVqEbxSdAjI/6AXh1wun9Pl+ANkWsljcnFnp7HukSulOaRaFvJC5Jz9u0dBeAgCgUAgEAiEh6DGYrm0/ePjhnXKKnisdz6quAVTxPgExogV+1OOKrMMaN3L6nAFRO50y3Xmy6W3s40tLLTVd6c1ph0y8/LJzhdSSo3Yl2dolPdbqJfgsWXFbWEhsuojPS/iGNDqnS8W3l5ZF7R422LFA8TlGY+dggHPGHM9/n14GdzCg1dBn4tN3Bbvb6jGodYFOQXL5bKhbsmqmPSAnWCeM27v9xgMfo5jbZU6wx5jv0nTw6zJCmfb1WZyMU4wV3lP6xoXdUZKfU5Z2c7BKW07hmaA+iTrnhoCjSyGigdE79sVxYTLuaboh+L2et41jjoP2emsN6J75Fr5o9HaiwKPxkTseXj1BPVT8z91Vu9PCmdgb39lUeve6ZpPwao/mkysW9r7VLH8mdGia2g8fh3ZBFSTpPUuz63Qts4cT6frrAtlVZTf0KdFboHGR55HVnbtYI5Tx8UVT7vdxlrsmU7ISGg801UtnkdBbAgq5JxtNp9blmRnWaxHSLPj4lWnyjVkXZHC5iIU5VyayCpmokkyxvd0sbJAT0eCHvO5u7YovMIUHP+jiQXLiZBqA77nRoPFg7opNVI3SdySS5DpdwkPqHrNP6gkavkfGgiyLBaLxmZjhj+Es85mR5lfE2EJbsoEpoDWxD7+MXVRH41lOYcWrt3iTmV6mcAQC927m9L7GiWAJVVdFhm5bfkHkmEZku98LiLdcNNrW+jMhXUQrhF4rgEIfITOK3c2BY1SSk3Zbyyygp4Pkk1ZQIiFuVjS2FMjtZ4MBuv+s/QwNkwnCFfICFEb/H5LuGvDhrA+zu/dYNBwu3exuZQ8NMdBm5anLq1SBS8+XVIG9ftCALxx4/apcWKfjyeTBgn7qbJOeoisXFNzlOE8gcYMX2cY5yW+Hw8G3q8trMHcfDTEn5C+zWtyk0uhK7n/J7PZumBe2VSQuMvf6pVz8mERIYNAIBAIBALhIajR63bt0rlzre7do6ogiFnTndvpdLw4jT7TTlY7N3kGmOpHaeLawq0/p2ANhTVSSuvCOPAALGGp0B1PT4HAVC+JKclGVVvkKltW6WU9eCXcwm/Z2Tdkc2WNKhQgKwX9piVQu+1JVCN8jNXf8tomzUv3s0ZtVu6NewpUznQwaLgsSQbztsAV3pBuBimP6WTu3VFfqnH0sYH0sM6heXMEomubMJWX5i3Ha/waKXHVXHe5ZKS+ulCVpGghH02iIt3yLP6k857f2jr1uZ7HxWLRSJNk2qnaSGuU6WIC5cSFutSw2emQo49lufbd8mx5eiG8TfKM+LxpSYkj+dRDBWj77YO1bLD6NwIhMeEeCRqfl26uiIASGpIEr9+Dc6t7evvO3qqPxTtYzwV5Cyi3rnZrXA6xBjNExL5wzGlpa3zrUOQxPCUMrer+M4XTCcMo7kUCtODPFwTg5otFo8gZ12BB61wdvuG69TAID0EgEAgEAoHwENTodjpu5Zq1i+ik6vj68+Vy2RAl8Vhm2dlqZ3oiD4B2uLCYvBhQ2TV6yU2cX2IYsvLr0sPCotp5mplNwSFgGpWPB8hyTDecITav3fl8sVjvUinM1FKchdYoy8L2wS2opTrr8zOWmlJqCHW4fCtjxfDGMN4o0Csja4aEvtrbQWKnOCLHSItSP49wDXpaKIKzhAeJgkY1B8HTI1H+msWMSFAjeZLnPoT1L8wqy5nlid0qF9lW9wYWnLCAVUUZ6hMQ/Yh6XnbgxXPLvRw7BneIxGChzcPAVFHNC0k9n9/ZWUtZyyovMXI9e0w38360WL6+FmH+aFxoUc6rNWuMEsmepluuqXi284CK1f5iEVNSG0cHp72dsrhv7a08BEy3WywWjWdsD1ySCYiNjNerP7Ks6Q2s+2tWFZrasD75s2qnQdGnQ5SzFmjxC+SWsEiS0O/13JOse+EFqEgmxjqZc24t3/wgCA9BIBAIBAKB8BDU6HW7du3iRbfS3CpDep12pSNYmCez2Tp+hJQmpioK2oVq5zdUXFPsYeyMxc6Xh4Ft6nbWxZmm8BRQ9IgpT35cS/zaY8s4ryzk2nIki5cFdZjq58WNxDZHrJzWuHb8jB3T09DtdNYxvJbYrntCIEDFzACOGz0sTJkjB6W+Fhnnsr6YXimwZPU2pE3VX7H0F4rrV20nc5/zd4bYJ63THViIlDT2LINyHOffqN93vgU5IJSJZTYBhVooAkMhIvJk6P3IOTe8D11Yyhofli6XB4Spjuq/4r6M42ueyPq1W7fW5YsxDmT+H4nhjqwTz5Qp47YFD2OHngOsS52UGv3r0fqWCFSxiPvwGElMSCmRXC+YeeX3qFpnZZlyzmlMTQWjYHVPWyxljZfaQk4Brei6EJfm5qHWHHAruI5qDaJIVrfyEJqZLRHb1zs+091u1+/77TKmHXgW6TFkZsOjIjwEgUAgEAgEwkNQY7lc2sHRUcOipCVJZirFVerfHqGUrOJn4ipQgMNjZii6oV2os8khxVrnm2uXp3bPINPJeB1FPGSdUKjG1F/E6z0vv7KwGwx9xOUYn1uAOyDIQhi1xOcFMqBlKU9ms3WGB+6f5wXrfooD0SIGRBlhgXFNt9orjoWLW8migZaFwKwJWlVLWF/qp2sEyBqT5Vl5BcjgpufLeR36gcYUMsnuKYFnaQpLuA/Larlcev+Zb+/WOvgusoSoDaD47T4EnOhJoOhO7VFa4DnWfdR8lyeAXqohmPqUfE7wdtAb5h6DxcI5EzpWBbK8VDmkqKmpwWtNoFdAi5Gs9WkljkSJXX3uhdRaSkpL6ngIr2VdarruP/Px63bSK0GRtT68tsw+YiYQuVz0WtGT0knJlhQeq76rr8E1jWuQfkftEc9OQtaPi2lVbaQsNtsvLKo17XG8BOEhCAQCgUAgEB6CGsuc7WQ6dea+CkawLCx3nYNKNYyxUHoPGPsRfKdfdoC3kdOqHaLimgnWnjPjJxNX4hMWsAClUMdYsKwuWZ1bsFaopaC2ylplrrRZlW8PmU7u9AW3OlpyvduyDuhRqS0FXmOO/mo/zVLVjH12MG6eEw9eALkKKaVGrFsgB8Ljq8i3FxgzXsL6VN59b4O14qViW2Lcuo93Ck9Fr8IczwV1CTguAq1as4rlDau8rZwx75Wwi/62qUdSqrYeV+oKUHmT838BC1jjIqU5cm9kCb7hyhUzM7tQlP9G/X5DPZOqiTOsI5w/DS0UZDbwfELt1XJLvnzn7S7vXdWwvFd/vFAV5g+VUQV9rnumNhxPp64zsIeCcZ6JIB4Lyhy79V6uwawcPst6BtQ38kjMKi8eOEKM9Wu9oFeT3gnpvwxQAp5qo/KOZWt6cYUTzOdNEvGPwyIID0EgEAgEAoHwENSYLxbOlDVrxsZZMpO5wLP5fJ3Di9xmKm/NwdSl16HBIlVcE3E8j/NVjG/GFVm8iO3XtZhvfbfkRE+hmsV4nFst5TyT6bSR70xVL+1iqUBHFi2Z70NY69RQkAdlXhVDoZfC865bLFtmB7DADssFs5QzY6adTqfRf6JRJwAWDjMXaIW0lbh2Dfvl0hJY38zdP4DSokClPY3LBFwB5s6rbdKGT72eexd0Lc/o0fNQrtn2PDB2rnEdwHPWFkueV54C6i24lwleF+eOlLY1dCgQQ2/zJGocNYe3R6OGF0Ft0rOmsZXGg7wQ9IRRn4Nescb31Twin4frHefkAusIrewjeDe3qG8Ab97+8bF7gKhYyri7wCI/VNMUOB/I/xFqrRI+o67ACR2CRsYYuFV+v6E6u4eMkkaJ85Q8K4uZYHrvnCqtuRWfra2PD4LwEAQCgUAgEAgPwSYoXkXrg0xX5tpPZ7N1DEs7cWQF0AIWuKtzi0i787K73IZqILkK0/ncmcbeH2j1C+IA+K5TFs59YujaKY9RWav2HGjHypKfVHk8QvxthDgbLQRniyN+6W1GPD/3eq38DVml2hW37awTcqKVIeL1KqoyrvU41Mp1VFRjFTcvQYyKgd6G8rrE3GRpZoEaAePBoJFfTyY3dfO3EFvXPewg86GDOK6eF1re9bEaQ+aRt5Vo9jsjj5raBO8NdT/o7aizVdx6hNqfSpIvYaUJPWUJQMOeehzkluj7fjUPyUB3bws8G8xgYVljZjIIDWsXnpK6NDdj26562cLMdz0C6Hc0eEHwgtIb0Ol0vIaF4PcPzxQzZcRfocooeR7+eyoYYk2bL5cbnx2z07oJ9W9OsNY5j6ccp/7elVqtrinvrry+pU2jwWC9npXP3BMEj6FrpVQZcY/uHwgPQSAQCAQCATsjD0FK6SvM7EvN7K1m9gVmds7Mfizn/LUbjn2fmb3nPqf82Zzzn6h+8+fN7Ifvcfw35Jx/4CGb3UBKyTqdjuc2C77zV4wUGQGu4T0YrC22ljizW/LaHZdryL7TbpT51IewGDz+ibjkznjs2gdu+YGJT3bwlG2DRcD4VYceEsQxe52OJVRvZEU9YVO1RrMN1ms5vo8dvay0BSyfWiXM6x7AgmMMeYHddkJ8nnF6soudwQy+x2w+b2jWO7dC44BqbWoD60i0eQTIqmZFtrqewhzeCFnrtGhkaSw29MesaRGTY0Glz8Visa5FAL0B1oinF8772cKxaMv80a/V9tqbQ/a4smoaPAw8c7slS0BM9zZODq1zegF63e66siI0QjxrCJUXmcHSpo1B/YoJPDE1D0aqfvpNW90RX8PURj2z5ZpZc1zqktA8YObEpkwgfUbeE7NEBNcE0LnKtcfiGGF9If8hl/P1K88cvU2sB8EsGr/P5ZqHLeuvPAdcj6lz06l4YP6KNZZVXetMnsfRITirkMG32WojcGBmz5vZW+5x7PvN7BMt332dmb3ZzH665ft/bGa/uuHzDz1QKwOBQCAQCGzEWW0IvtlWG4GP2cpT8MG2A3PO77fVpuAUUkoXzOxvmNnUzN7X8vP355zbvntsLJZLu3t46DtB7eBc41u7SewQ691rHzErqqAxT7ahOY5YGHeCjP/6daqcaMYRtaem9nZb1gGtLvW/jzb7eDDWXO1QGcNjFT69UpGxoVxWLCTmkfu4Qlughtqp+PFCY9iiB96Ble1KhvKogGXMqnbUo691GZbwELGfZHazwiB14sXaFxinrq131jsQyGc4RhU3WozurUBMVYqYmn/yBtXZDFTQI5dG11AtiyGszh4suraqhkIXc3ZSecforZrDGudco0KdvA5qi+7yMTxHQg9ck26369cYl/ZJ+0HPHDURWH9C/gLqDdBKbFjK4gENBs6ZYN2DKbIB/JpYN3rgNXDtk+dsFxay+ng4mZjBA9AHd4hehYb3RZ4Qrd3lc7//eJaZjeC1EFJar0ktfJ02Txi1P9osdVWipNd0UHG46gyM+poCdRr0ujMe2429Pdc0eFicyYYg5+wbgMdIefg6Mxub2Y/nnG+cRbsCgUAgEAg8GF5NWQZ/qbz+j/c45q0ppfea2cjMXjCzD+acnz+rBiRb7QLPQ0mr1qQ327ATVlxuPm/Vydfuz1nF2NnR2pzi99zZbyGHXpbDJCW3cGRty2qetjCSGZcTN8Jr1MtSkiWo/uo8iM91U2qNs+3D8hG0CxcTnjrqXXhnuGOmRrssqvli0YiNumY4uAOeyytVSIwxc4B5XsbahV6n05gzAhUWWUOdmg86Xte+srt7ajyoU+FWR9Vfas7LYlW/PcZNxUHU7lBbJvAwuSJied1kJEzAY1nAM8I5yXzzGbQj+Bz4eIs3gwyKYb/fiFvzWRSY0aDeDCuLru5DGytfn2v+nbfmM+jjwpoetGihbaDMD2qDkMOjtmjcZ4uFqwTymdKxXuVP46U2lDaKgyJPg+byS3fumNnaI9Wt4vT1q1mTG5GZm18+78IzRI6B+FDOC2IWE7g8Qr3GkyvRQ3u9psWGOghmzUyQxjWgIUDv8HyxWK97eKbIudEzWnvtmBXzMHhVbAhSSu8wsz9oZh+pvQ0b8E14v0gp/aCZvTfn3PQVb77Wsy1f3Yv3EAgEAoHAZzReFRsCM/vL5fXvt3z/22b2jWb2z2zFVdg1sz9qZn/bzL7eVpvtr3nsVqTU0FA3a+bAywqTxVTvylkrnHrxnmeMfGuBVhgZ3efLbpyqgrUHwWPi5ZyycJjjTUtojhgpddEF5r7SepnnbKkllknVM0HHyZpoaAWgn7RmFrAAhUGv51YFrSY/F5nsiFtmxPwmG+573Qav3FhZGGRNC21WGOO5J8WKb9M4p9YCOSYLa3oR6J2g/sQC95Dxe/VPbVObNU7yVNXPjWK86sUUFnGb5oW+76MNRNv8mlYcG7PTHgK1oYtzD+BJafB7pFynqoiohkgLUpDH7nZlzclKV8zYvRDI1lFGwLxlvvs4gBdDHQzdu5RS61idIDPDvTCoPOr1N5SFUTwFT128aGbreXanKJ/ulT7WWUlqj+7zRBoIjNOLDwRLX8/NCJlSXiVQfDDF5AtXg2tCt9ttZPYY+idPiDhGuhf7VYVVs1Vdmfp7Qc+X1rpNnluNoVQ+ueYOwKlhPYlHxRPfEKSUds3s37N7kAlzzj9nZj9XfXRkZj+ZUvolM/uwmf25lNJ35Zw/fL/r5Zzf3tKOZ83sbQ/X+kAgEAgEPjPwxDcEZva1ZrZlj0AmzDn/TkrpA2b2bjP7ElttDh4ZOWebzucNBqdAC0Kv29Xv57DsXUEKrG9mApDB3HZNfctKa7XanHagZCS7JYS4pSw86RckxMpZUc09Ji0a8L1OpxEn1Ks8BwtYo2RJu6ULC6iLeJ122Rq3S+fPm9lal2E2n7tF5hwBxAbbahgI9OLwPVnYHist73PODZ0Fnsst4RYrfYZxYeVBgSqBssoms5lbIq5618Kedn0KzDEq2nEOu35FGe+GzsNi0bjfei/ejq4hT8Ix4vH0yshTNkAcVqBVX3NTlvDseBwaXos2BT6NgyxFViRkbJkZD/1er6FE+PrLl81sHZfX/b9V7iMVCmURTvBsD8BvcAsTbUspNbxtzIHnOrjAXHy6eAKuXLhwarzYNoEeuvFw6GuNxp68hiXWh2Nwa+gZokcug9HP78XrqMfCs4vAlaEeAWubkM9ysdxLrsdeibO0YbccN+j3GxY//65o3VNbaq8O+ScPg1eDUqHIhP/DI/7+lfK6fc+jAoFAIBAItOKJeghSSl9oK0Gjj+Scn3nE03xhef34WbQp59yICXexKz/BDrne8Xew2x7AIpxhN8m8WLKmN0dKq927zisW+nzeUEeUtaz2u0IWvBey0oQ2Zjxjh1TcGlY7Yar/kYlL9nyHFg7awPr2gue6yyqpFP/cSyOmNRTj2mrHz+AB8VxoMLdpbdBrU/9G92AJy1DQ2FHvnP0nu5pqetSMGPT7Dc0HekJ0L3QNfc9sCuaEy/LdLlZeQzVPfez31/rv6Ae1P+g5YLx/Aq6NW8DgQwhu3VcZMvI+ed0LzV/81lUUW7QT/Li2LJNyvJQNhdpjwgqZZAb4832f+a/xIBdHkBqj5sdssWhYqm3QH4u5PAiymMurZ6uUtr5y966ZmVeQ1bxhPY9lzmvNA+T+N7hCiPlzPin7pAt+jLgG8hAM4dXpVF6NY/B1yLFYwNui+aNMAPG89L5b9bN+r/mge6vr3jk6Wlv+8GpqfVugbfUcu31w0PCUPSietIdAZMJ7pRpaSumPbfgspZT+ppm9w8xumNnPnH3zAoFAIBB4beCsahm8y8zeVd4+XV7fUeoWmJndyDl/K35z3sy+ylZkwh+5zyV+PqX0ETP7ZVvpD+ya2Reb2efbimD47pzz3uP2o7SrwaqmFnebMpVZU/2PSoNdWKeyrrQP1m671tY2q/LPUXlxU/yPVcW4yyRjlZae2kgvBnfjgo6r1b90Leabk1NAFnQPsXNasTNYgLTWNuXx05JnnJI52t4HxJ89q6S8urWB7A2Or9naijBUcRRcM0KV81ri9LIQqb5Idv6mOcyYMDXX9cq4Oy1+t7bhxXJFv/Ke964+t17Jlhba6teTFX5C6xbaEbx3hxULO8PCY2aD0Jbpwvut54DV8NRXWdAemx6P/TmfVvH0TfDqfuVVx0vZMKNCH5+zRiXGqq9tGhece4ZzCjf3Ti+9ipXr+aDyodYZzY/9kxPbK/2gp0jzW5wKZhWouqmuNYKXSp4ScW0053UdWeWjShuAXhvXqTg9Gg1PqWaq7vNBudYhOFr0xHCd6XQ66+e2HEMOQcZvT3FC7uPpuRfOKmTwVmsWLHpz+Wdm9kkz+1Z8/25bxf0fhEz4PWb2R8zsnWZ2yVZrznNm9v1m9r055zMJFwQCgUAg8FpFepzKSJ9JSCk92+103ra7ve1xS+3GF7CMyb6uLen7VQwTGnnV0IdX/IkqVmxbrTimV8WZtDN1lj1ywNvyj4VGPLvFK0G2dr/bXauzIaaZELdlji5327QcF4gx9qpYaN22ukaAa0IgN7uRb1xAq5KV+ViXgc8QNfy7nc6pegZmzfs2BRO7LdNFGMMz0KYdUXt/WOXRORKylmCdMe+aHhQyu+d4Tqi9Uc+3Y1ho1LRoy/hoq6/Ae0N+D9UVe93u+lzl3KwnQT0CYQauBVn0RB/eHHkBtodDfxbV/jeULAM95/IYPv/Kijt9BA6BnisqVDIbpzFeG+Yu1x5mieg3Gi9d43yZH1eLaqZi6LqmLGZpAGi++XM1nzeqUZIHRY8a1yp5EK6VTAdWHpU38HbJ1qBlXSs6yguh+3yrcCCEbfAwBI0P57SPp3gwUKykmuS4UlGcw1NG7RuhfraPp1PLOf9KW4r9vfCkOQSBQCAQCAReBQgPQcGnizCRxwShnsg83UAg8OkHWYeyKmU5b6riGQjcA4/kIXg1CBMFHgJtBXQCgcCnP44RvgkEfi8RIYNAIBAIBAKxIQgEAoFAIBAbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAq08xUEAAA1bSURBVBYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAhYbgkAgEAgEAnYGG4KU0uWU0l9MKf2jlNLHUkrHKaW7KaV/nlL6D1NKG6+RUvqilNIHUkq3UkpHKaVfSym9N6XUvce1/lRK6Zly/oOU0v+VUnrP4/YhEAgEAoHXOnpncI6vNLP/3sxeNLMPmtlzZvaUmf1ZM/tBM/uylNJX5pyzfpBS+jNm9r+a2YmZ/YSZ3TKzP21m/62ZfXE55ymklP6amf09M7tpZj9qZlMz+woze19K6Q/mnL/1DPoSCAQCgcBrEznnx/pnZu+01R/zDj5/2labg2xm/271+Xkzu25mEzP7V6vPR2b2i+X4r8a53mSrzcNNM3tT9flFM/tY+c07HrMfz5bzxL/4F//iX/yLf5/O/559lL+Djx0yyDn/bM75n+Scl/j8JTP7gfL2j1dffYWZXTWzH885f6g6/sTMvq28/QZc5j8ws6GZfV/O+RPVb26b2X9V3v6Vx+tJIBAIBAKvXfxukwpn5XVeffbO8vozG47/eTM7MrMvSikNH/A3P41jAoFAIBAIPCTOgkOwESmlnpn9++Vt/Yf895fXj/A3Oed5Sum3zewPmNmbzez/e4DfvJhSOjSzz0opbeWcj+7TrmdbvnrLvX4XCAQCgcBnMn43PQT/tZl9vpl9IOf8v1Wf75bXuy2/0+cXHuE3uy3fBwKBQCAQuAd+VzwEKaW/bmbfYma/aWZf97A/L6/5d+M3Oee3bzzBynPwtoe4ZiAQCAQCnzE4cw9BSumvmtnfMbPfMLN/Ped8C4fcz5o/j+Me5jd7D9HUQCAQCAQCBWe6IUgpvdfMvs/Mft1Wm4GXNhz2L8vr79vw+56Zfa6tSIgff8DfvM7Mts3s+fvxBwKBQCAQCGzGmW0IUkr/ia2EhX7VVpuB6y2H/mx5/ZMbvvsSM9sys1/MOU8e8DdfhmMCgUAgEAg8LB5XmKiI+ny7reL3HzKzS/c59ryZvWIPJ0z0uRbCRPEv/sW/+Bf/4t+D/HskYaLHJhWWWgL/hZktzOwXzOyvp5R42Cdyzu8zM8s576WU/pKZ/ZSZPZNS+nFbSRd/ua3SC3/KVnLGjpzzb6eU/mMz+7tm9qGU0k/YWrr4s8zsv8k5/5+P25dAIBAIBF6zOAPvwHfa/Xcrz2z43Reb2QfM7LaZHZvZ/2Nm32xm3Xtc60+b2c+Z2b6ZHZrZL5vZe87IyxEegvgX/+Jf/It/nwn/HslDkMofw9c8Iu0wEAgEAp8h+JW2FPt74XdbujgQCAQCgcCnAWJDEAgEAoFAIDYEgUAgEAgEYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkMQCAQCgUDAYkNQ401PugGBQCAQCJwB3vQoP+qdcSM+nbFnZrtmNjGz33zCbXkt4y3lNe7Bk0PcgyePuAdPHp+u9+BNtvp79tBIOeezbcqnMVJKz5qZ5Zzf/qTb8lpF3IMnj7gHTx5xD548Xov3IEIGgUAgEAgEYkMQCAQCgf+/vXuNkbOq4zj+/QGhSLVQiFqlxqXcXpTLCwzKNkC3RoRYlVuBF0CDkADRctNEQ7gZlfBCFKVGjEab2MSSlCiBlFugLbeAEgNKRG1j1wYtFlsodBcK1T8vzln68OSZ2Z3ZnZmdmd8nefJkzjxn5jz/s2fmP8/lrJkTAjMzM8MJgZmZmeGEwMzMzPBdBmZmZoaPEJiZmRlOCMzMzAwnBGZmZoYTAjMzM8MJgZmZmeGEwMzMzHBCYGZmZjghAEDSXEm/lPRvSbskDUu6XdLsTretl+S4Ro3l5Rp1BiWtkbRd0qikP0m6WtLe7W5/t5B0jqQ7JD0u6fUc35Xj1Gk4zpIWS1onaYeknZKekbR06veo+zTSB5IG6oyLkLSqzvsslfT7HP8duT8Wt27PuoOkgyVdKum3kjZKejPH5wlJl0iq/O7r93GwT6cb0GmSDgOeAj4C3EP639cnAFcBp0laEBHbOtjEXrMDuL2ifGe5QNKXgbuBt4C7gO3AF4EfAguAJa1rZle7HjiOFNOX2PN/3Ss1E2dJXwPuALYBK4G3gXOAFZKOiYhvTNXOdKmG+iB7HvhdRfkLVRtL+j7w9fz6Pwf2Bc4H7pW0LCKWN9HuXrEE+CmwBVgLbAY+CpwF/AI4XdKSKMzM53EARERfL8CDQADLSuU/yOV3drqNvbIAw8DwBLedBWwFdgGfKpTvR0rgAji/0/s0HRdgCDgCELAwx2rlVMUZGCB9aG4DBgrls4GNuc6JnY5DF/XBQH5+RQOvP5jrbARml15rW+6fgcnsQzcvwCLSl/lepfI5pOQggLML5R4HEf19ykDSPOBU0hfVT0pP3wSMABdKmtnmplnKsj8MrIqIZ8cKI+It0q8vgCs60bDpLiLWRsSGyJ9O42gmzl8BZgDLI2K4UOdV4Jb88PImm98TGuyDZozF93s57mPvO0z6LJsBXNyi9572IuLRiLg3Iv5fKn8ZuDM/XFh4yuMAX0OwKK8fqvjDeQN4Etgf+Ey7G9bDZki6QNJ1kq6SNFTj/NxY3zxQ8dxjwCgwKGlGy1raH5qJc70695e2sYn7uKTL8ti4TNKxdbZ1HzTvnbzeXSjzOMDXEByV13+v8fwG0hGEI4FH2tKi3jcH+HWpbJOkiyNifaGsZt9ExG5Jm4D5wDzgxZa0tD80E+d6dbZIGgHmSto/IkZb0OZe9bm8vEfSOmBpRGwulM0EDgF2RsSWitfZkNdHtqidXUvSPsBF+WHxi9zjAB8hOCCvd9R4fqz8wDa0pR/8CvgsKSmYCRwD/Ix0Lu5+SccVtnXftEczcZ5onQNqPG/vNwp8BziedP55NnAK6WK4hcAjpdOWHhvNuxU4GlgTEQ8Wyj0OcEIwHuW1/0f0FIiIb+dze/+JiNGIeCEiLiddwPkB4OYGXs590x7NxNl904CI2BoRN0bEHyPitbw8Rjo6+QxwOHBpMy89pQ3tcpKuJN2V8Vfgwkar53VPj4N+TwjGy+Bmlbaz1hi7yOfkQpn7pj2aifNE67w+iXb1vYjYTbpFDhobG+P9cu07kr4K/Aj4CzAUEdtLm3gc4ITgb3ld61zbEXld6xoDmxpb87p4WLRm3+TzgIeSLgr6R2ub1vOaiXO9Oh8j9eNL3XLedJp7Ja/fGxsRMQL8C/hgjneZP7cKJF0NLCfN5zCU7zQo8zjACcHavD61PHOVpA+RJqN4E3i63Q3rMyfmdXGwPZrXp1VsfzLp7o+nImJXKxvWB5qJc706p5e2sckZu8OpnPi6DyZA0jdJEws9R0oGttbY1OMAPDERnpioXXGeDxxUUf5J0lXRAVxXKJ9F+nXkiYkmF/eFjD8xUUNxJv1a6qkJWTrcB58G9q0oX5TjHMBg6TlPTDR+3G/IMXq26rOntK3HQQTKO9C3KqYufpE0QIdIh9wGw1MXT5qkm4FvkY7KbALeAA4DvkAadGuAMyPi7UKdM4DVpEG3ijSV6JdIt/usBs6Nfv8DrpDjdkZ+OAf4POkX5uO57L9RmFK1mThLWgb8mPRheBd7pmydC9wW3TZl6xRrpA/yrYXzgXWkaYgBjmXPPew3RMR3K97jNuDaXGc1aeri84CDST9w+nbq4vy/BFYA/yNNLVx1PcVwRKwo1PE46HRGMh0W4BOkW+K2kDr0n6QLUOpmlV4aivEpwG9IV/i+Rpoc5BXgYdJ9wapRbwEpWXiVdPrmz8A1wN6d3qfpupDu1og6y/BUxJk0Nex6UnI3AvyBdM98x2PQ6aWRPgAuAe4jzZi6k/QrdTPpC+akcd5naY77SO6H9cDiTu9/p5cJxD+AdRX1+noc9P0RAjMzM/NFhWZmZoYTAjMzM8MJgZmZmeGEwMzMzHBCYGZmZjghMDMzM5wQmJmZGU4IzMzMDCcEZmZmhhMCMzMzwwmBmZmZ4YTAzMzMcEJgZmZmOCEwMzMznBCYmZkZTgjMzMwMJwRmZmYGvAua14li8j1v7gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAH3CAYAAADE7Ee8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9aayla3bftd49T2fvM9ap8datO/W1uz1gx9iJpSh2hKUIQQiJpXwAokgICEFWkD+AACMHhASfHAKCIEhskXxIkCJAYTCRkhAbAoI0OLaD3bfvfKtuDadOnXmfPb98eNZvPe+zdpW7q27a1dX9LKm06+z97vd95r3+a/ivoixLyZIlS5YsWbJ8d0vtZTcgS5YsWbJkyfLyJSsEWbJkyZIlS5asEGTJkiVLlixZskKQJUuWLFmyZJGsEGTJkiVLlixZJCsEWbJkyZIlSxbJCkGWLFmyZMmSRbJCkCVLlixZsmSRrBBkyZIlS5YsWSQrBFmyZMmSJUsWyQpBlixZsmTJkkWyQpAlS5YsWbJkkawQZMmSJUuWLFkkKwRZsmTJkiVLFnnFFIKiKG4WRfGXiqL4vCiKaVEUHxdF8eeKoth62W3LkiVLlixZXmUpyrJ82W34pqQoijdF5O+JyBUR+e9F5LdF5B8XkZ8Qka+JyI+XZXn48lqYJUuWLFmyvLryKlkI/jMJysDPlGX5z5Rl+W+WZfmTIvILIvIlEfkPXmrrsmTJkiVLlldYXgkLQVEUb4jIByLysYi8WZblqvLZhojcF5FCRK6UZXnxUhqZJUuWLFmyvMLyqlgIflJf/2ZVGRARKcvyTET+dxHpiciP/W43LEuWLFmyZPlOkMbLbsA3KV/S1/ee8fnXReSnROQdEflbL/KAoig+EpGhBCtElixZsmTJ8irK6yJyWpblnef94quiEIz09eQZn/P+5je6UVEUX33GR7ca9Xp9b2tzmzdqtYIviYhIuQruldUyGClWqxX3DNfXa1Kr15L3RF0yK1wzZXLLyn/0Y73ncpE+o6bXFbXUqIPLh+sWy6VdW6/Xw3e4No6Btbf6N/fi1Vrm+mLXrdzfevmqLO27NW2vPYtrVmm7xV1f2NAXyb39M+1+bpzrjFdRrI2x6461we5p40fb6+574brlfCkiIvPlMm2rm5OiKGwuaq4tS9f/eu3p64fruE+9UUs6w7gs5ov0er1fvV6L9/Tz7ebCz4F97san8Gu3fPp96o26Xe+fyQTauLjFGu+p47BMx9zWei0dD3mGK5T71Wo1m9+1MdR7+/WQ9rayJsu0bcxRs9HQZzHeon2Jc+7H0O+x1TP+9uum02pZv6qts3Hz+4wzoHKeVM8QkfW16NtQc+vAj1NRs/8lf9sU27it7JkNnqmvpeuvnSv+XKjMq4isza2dw3p28z1b67VqH55xvvl9IHQv/M/mVf9u+N8CJ7ZC3f2LWi2uGb1ktVgmz2ZP1Z7ye3BwdGzj+bzyqigE30j8b96LyHRva7P3p/7oH7Y32r22iMQfs/lsLiIi45OxiIicn4ZwhU43XNfb6Elv2BMRkUYrDO1SJ3I2menfYdE09fN6s560fHIxERGRs6MzERG5vJyGtjSbIiLS6oaNzyKjTRcXlyIicnh2Jh29dnMwCG3RA2q+CD8WrXa4R1/bWm9qW/XHZDFbJM+gjRx4fD67nCX3ZdNO5nPzRW30ejY21XvOpuG7p2dhDDl8ut1OaLM+s6GHKptyquMx037Tt8lsZs8WEem3w5y0ms14MLkfejbweBzGfKbfben4bQz7oe36ypzNp+G6k4Oghz48Ogqfa1tpy+VU567Vks2+3kvbxVidjsfJuAx1vFrt0AaUjjO9bjTcCNdth1fmZjoOz3r0ICTanF+G9cAaGGz0pKn35FncmzGd6Jx0OqGNzMF8Evo71fFp8oOn90OmusYv9NnM/XBnGO7XatoaYz/QFr+umW8UHPp3fBL2xYMnT8L3dMzpJz/Gy2coaSgS3XZbNjc3ku8wDk9Oz3Q8wt+sh5Zbi9yLdXNyEdby9jD0d38nYItOP4znSvf+5XkYn+VqJa1WOob8YLGnGHNex5NJ8iwOvO957TUREenrPqONl5wnOidIVxWIbrdjv5nsg4OTsK5HOn9tvXaq63qs48I9Orqma/ZDmK4Pfrw4E/mbuT05PJWj83MREdsnbT2j5noN7edc6eoz6T9zxZrr657lmZxZ47Owj/jBZLxanfC8erNhP9Ccrex3zjv636xHRVck7nd+pDdHYX013RwjXpHk/p1+x357WA/nR2F8WAcjXbudQTe0QQdmdjmT/+K//Rty//Hhx0996DeQV0UhwAIwesbnQ3fdM6Usyx9+2vtFUXy13qj/0GgvPqK/qYtKfzCZsOPGsYjEw5jFN9gaSKffSe7LQcbkd/rhO+1uqmygHZqCoMLC4FDme402P+LL5Lp+v2tIZDAK7arpBpxpWzoboY1bVwJ9Q7PTTNp6cayKjval0DbO9MC8PA8HB5usqctoV8eu3qwLkR5tPegHW+HAZuMxHqZU6KZbmYVkmYxPQzcVmjLfR5lZ6Obleyg99WbdUBLXMJZzbf/mlWBYYp45yGgr42DjqOPA+6wZ3ycOvLIs4/zoWqGfI/1x4FDhOn+YcsjQJq7jeyiSKF7nJ+EAQaEa7g7XDkde5zZ2oU0d7q2KFOthcRDWPfuCgw40N6yH63eWYRy6g46+dq0vPIsxQhFgXfPMlbOQMVe7+qN18/xa0nae0XBKGz++fM74NZoNm0+UFH4s+rpvWFsoRgvda7bBUMpVkWIvMlfD3XAsdXQcVjouYwUSk4uJzYG1S/c1/UdqjRQJ8iyE/eUVb1PSjsN64IeF9dMddG3MUdL2JjthHNw888PFmLIuGOuOm+/+aKB/h/dZy6ZQ6feGO0O5oT98jANzY5YkUHk9tQAs9XtTXf/0hf5xDiCMB4Lizbqp1WprZxBjzfhwTrImeXZrHO413B1Zv0Kfnq4QsE54Hnu4Vq/buUkbGFP2NfO8ocDA9lizIa1fTvv8PPKqBBV+TV/fecbnb+vrs2IMsmTJkiVLliy/g7wqFoK/o68/VRRF7Slphz8uIpci8n9+kYfUG3XZ2N4wTTD6OVXrdIgQqZo/0WxBo6CO6E9VBLBKzYegTT5HYwUprgZpvALaNdoqpqN2t2OIJ/rwgvRGqfne0Jlq0+2K60Mkoq/JhVoGzi6TZzI+tBV3SbPdktkkNZ/RPtCC7wfjgPWB93kGbWpvY4bTcQQhKGpHsCgs54uKCyR8Nj4Nzzp5HAxK+7eviEhEhgjWCcbJ/HWKVrobmOvUFeFMoaC8dq+9hlxpExo+KMTiGbTfnV4YL9YH1hwz+y9SCxFtAN3R5manae3B5cW6Bdn1R6mrgDaypkeKeLjP6ePTpE1XXruStJU+WPxIrTCU7C05LV17xNDMFrOkP4wfYi6WtlqlHIJmvYwUrZn7S+9Xb9Zt7YxP1RU2VbSu8w0yBrXaOsDlpN+fqcXJ/NTOX8992MvsgcuzSzm8f5iMGc+wfc254FxDzVHzqZ/78WKNNsy6pWdVxXdO++gX54BZOPQZWEhqj46Te2GdwPWCBYB+DjbD52bN0r3K+G1sb9j6N4uYzqe9r/0zq6U7P7AYLJyVhr3ZxNqnbfIuq6rFjX7VWqlVjrYxv96ae6GWH7OKbqZuC+bOzhW9L1YOv8ar7evq2bpQVxLnJe3mHOmP+jYPLyKvhIWgLMsPRORvSoie/NPu4z8rIn0R+a8zB0GWLFmyZMnyYvKqWAhERP5VCdTFf74oij8oIr8lIj8qgbr4PRH5t7/4I0opy9K0LzRYNGi0bdOkVTs7PTyNd1im6MD803oP/M8EpKGFoy2iRU7VVwqy5m80ZtAsKB500mg15FKtEsdHoV1omdt7oS2gpwtFimi+IAM0Vp410fE4VmSwe3NXRKKlBLQHoqw36jZm+MXwszWcVm0Ba+N0XNCyQVVYWszX6vzhPIfnEg+wWq5sjGLGQxrYSP+5t/fpsQ5iQCRtpk/hWcwJ66Pq/yOOgf4VtWXS3kVtkYwLbTILUz3V3bGInKtvGKRduOuaLUU1i5X1F1/w0cMQDDlaagwEUdQ65hbYR4yBrgdQLBYn/JdYiGir+ZpPVE8v1uNTGCPWLN9hPXh0TgwJ48Y6mSqqY61iIeH7tk7svk1D9mcEbBGwqujRxwIY2tb5Zn0sFbWxxxuKbvmcOQIpV+NAYhxGkXyG/5mxZDyOHoQ527u1JyJxDuifrQe9D3PCOcSZdfbkzO7L+ra4pnYat+MRp52Duka9tc6vVfONu1gmEHWj1bQ11nDzyvpA1vaizjvWPvPv6x4lIHi0F8ZzY3uY9NViVsxaNDYLn8WDaRMY2/FpWKvb17b13mH/7FzfTvrfdPuItdfWuRFu7yyKUsRYD5/RxJo81fmzQES1JPY2es/MsPlm5JWwEIiYleD3iMgvSVAEflZE3hSRPy8ivzfXMciSJUuWLFleXF4lC4GUZfmZiPzJb90TCqk3G4Z4Fi4N78n9kOqE9o7vrOqvtTQpRRv4MKOPV7VvRRndoUaHkqdO1kGZ+ufxx/m8fnxHaLjLxdI+ww+HzxjB9zXY0tQVTYsql0TJp5kRW1dDNsL29e3kPminICqzEDQbpuHXm6lfnTgEvmNxCXovLAht1XhB840iTfniWT7/GGvNZj1mDoC2EdO6VSPHYsKrl8d3H2ub0kyBDZ3/5lMilUXS/GP6i/aOz5x7FBZjkn53bimeYU5As48+eSgiIheKrK+9flXvm8Y7GKo5u6z4XUNbWLegSIuFILoe/oArmm2g6wjETNsRj055BSGeHp4a0mHdWjqpxqkwr+xBrDvHjwIC3LwS9hNzgLVjcqBpt+qTx9Jg6N6sGOF1tVjZOMxcJhB7qbeTpqSxp1mzoDRbc9o21pH3nTO+hqzbTfNpn2j/eFZfvwuaZH3sXNcMgFFqAWHtcR2ok/dbpJLytyHwla05n5bKvIG+Qcy8coZhxfKZI9UzSSSuM6wazO2jTx/ZvXZvBOsj88WcMMZnn54lnyM9lz5oqdG67558/iT53FtMqvexOB84PbT9nPdYBLBm2FmtfZBnxHmxh+EY6Nf7SdsZj9WqlB09/7CIzZ2Vjrb4GIPVavWFcu9fGQtBlixZsmTJkuVbJ6+UheB3Q1aLpfmIQNrRV/h0Hxna6HQ8NY0N9GWR587XjdZo5Ee1p+tmk4vUT21+Lcc2iJRlac+0iGKIMzSCH8H3x+eLpWrELu8WtFJ3vlGQAf6u7WsBvXQHnUh6o/2k/YaAFOHQH9rqc5RPngQ/I+iLNvFM0AaIE0RY9S16f6FF+KuW7XO8vZrMvBsHhENjoHiLeG6k1p5FJWec9nn0tJyH9hoHAhaWempRqjdi7rZIxZcMIRYkU4qcyahYzs/k4f1g6YA46c4bN0UkRl4zF55Ax0eNk7vtESX+2aaPllbI0uq0zd/ueQNYU9zLMhVKcvcDwsPyZFH5up6wYpHxQGyKoVYXKd5oNWRDLWTETmClYi1hOfMWQmIxWNsYgkCh82384aFvA9s/SvRUyawhhoDzwlujGEssZx45M25GhGoR8OneJoYHK0c1E4Y9xNqx7CqVqn9dZJ2Jkj6QQYIFhVgDj8IZF1B6rVazswSLolmraml2gSH9droOiNFpunOUWAmuI2OKvnhirEa7YfODVcKysHopxwyInxgZ+sX+8eck73fupGu7qKcWhcVsYWuwhoXoMvTr5Ow4acPIxrCw/q5ekKVQJFsIsmTJkiVLliySLQSJlKtS5tP5miYf/XQaEa7atfm1DoMW+ujRodx+K6AutG5QBL7fowdBw93aD4iGiHWQL7nd3Nsz04FGL1XD9fzxrU7LNHSLBr8S2oKWDMowDfZBuBcIYQHd8iVIaJK0BUvDo08Pwv0VCYD+lvOl9ev4YdBo0YKNV4EcbqKB9R6gsSP9nmnK+MR1HEGviGnfimJ5zmBrYGOKL5T2g3jR4JkrYiuabfyNo+T73oIE6uL7PttgPp1btDO5yd4/i/UhIpnwOZHYPg7CYgXcWmVc+T6v/VFf9uC+OEvZEUGXtH/pEI7lX7s5i9cvkzZgBaHPZMrMJlOZ6Niz3omd2VbfOEK2Dusb37nnp7Acf5dLf3gvxBKYf9sx1A22BhaZTTzHxKxZ9eR97o1VhjkTDQrHYuD5SVj7Pj6ItXt47zDyh/R0n+v8E4/RNeZBSfqPePY8LEOsJ4QofiwQjEu5LGVPeTiwZDH2ZKFY7ITjTNm+GmKKsE5h5fCxRWRG0H9bH9q34e4wztvnYd5YJ+xn0Pmd77+TjAMWAM7XyAEwSNrK9WShwBaJ9XNUsdxxr76joff7hraxFtmr3mp1RceX687VouBrHBjN/XS+Fr/GXBg3hsu6mWr/jh4e2XdeRLKFIEuWLFmyZMmSLQRVWa1WMh1PTdMjsvnGW9dFJCJKj+YfPw7aW6vZXCtkgWaKRuorYhENbEVsjkAGyr3uNP05Ef2uUNHmtvqS6jXTjkFXnh+cZ3rWPNoAuu5UOOhFos+cyOet/fBMK7zhcser9wABeTYuYxhzWQOgiLa1XYsfrfR++JgVzWBRIRoX7Xu1Wq3VGLj3KFg2rsw2k3Ew/7siZON4d9wRJ6caTa+skjv7aT4yyNOeO5kZDKefPAtrBJo+HBD8jc8T5senMauJxPx+43B3lqXeRs/a58catPjgwwciEpEe6wjkAtoChYEYsebgc/dR5nFcl3Kq1rTH98Ic7GjcScN85cro6AqJ2XogV76RFiQCUWMp6jp0R5+rLIKeW58YmSeKaPku6JR9QRtAgOxBX+yJdUXmg1kKGsSWLNYqKhKfIWa1wZoV1r0xWzo/cZyL0ParmnXi6yx4P/fh4bH57T2HCr7xjz68KyIie3rGbCqfCeNnPCQUK9J94jNGOFcPPgtzT/xLvV6PllRF/PSHMYP7ZI1NVNuA5S0yvmqsCFbPTsyAEqmwrOp1WHMW88Va/AqCJaTKdlnt31C5DiwTzLElsqZ93JhlCuh9mq1mLHLlLH+Mi1m8XFm/86NzO79eRLKFIEuWLFmyZMmSLQRVCbUIajHX01ULRNOL6E6ZxxQRdQddQ65odGiR+Ns8u9mlq3a3eyP1pVIGGaS0sRMQAggQFAeqK1elITbj8VbUca738pHMaOe05cbbN/UZaZ5t6aqAffJ+QA43b1+z/tNHNPC+xlL46o4+k8F8mlRJVIuCsecpImJceVbRSvkJ8B0/fhhiNUabG4aMGbtQKFbWfG2M9ecf3g9twDoB97giweu39sOzXXlocuMZb8vSGPYNPYEWfYT+Z+8pCruxp/1LI5rxVw+vKFLWuWMciao/0PvDSllFO1Q+5Ls+Y8MsBrrWjtRXPnD8DCAlmwNXD54Yjc9++7PkeaPdkfmyLcJfn4mfGaFiHHuMNWeWIEVOWAaI7zErhebdWyU+l0Nf1IqK5Su031cKNK75eWpd8LECZjlw0fRm7aIGxArWuYX2cSiXmgVCDA1ZEsQlTSwuhTohGsfkMlvYJwOtMOiRJHucPm+qda8oilibQfvHWsWitruV5uwz1szz/Q/CfgF9s3Z7nJ9UILRYDY1dOo1xQMbNr9dwL5A/Y8nZZZwGOm60FQuJrxWCYL2Ic5hm5dQbdTvfsVbU6jCZKmvqaWq1AukzbmuZX8y7ruFDzZQgywlrMNdVLUfM270PPg/j4co6W00TbX9n0F17/vNIVggqUqvXZLC1YWaq4wOKeKTpRSwAFjyLqygKO6BOHmFGpXBMuNZTFa9coJeZioySOLyYuQqzoyuHy/uzxdwOuKULfpy5tCozfdUxuynRjjPr+yJPyPZ2Sl28RtAhFdeHtpM2PNHgSguKVDOX1RxX8yL95MCgjvmtd4LSQuDfuZrMCfjq98NzBxXyHKtTrqk6BGgS6MmzN3dT4pFnCQeEjZujKsXk+slvfyqjLU3Jc6VQSdXa0IMcIiYroOJSIjngLQ1RlRHWoC+4hJvn4uQiUlS7H66qW0EkHmw+dZbrIrETbo1wwPOjDoEVpFxct1qVpjwjRg+sP5oE6DG2HHwoKZbCtUwPzOhK0WJH9XSP1h3h19nhmbn3fHnrjnO7xPanplj6vXAKA23yygv3Y90tZnMzM3vaZ/vx1Gew/h998khERM7PNVhyrkG5ndCHHQUei7PUXD9wJFpV1xPt4zN+AK38+zgttY77y4ILdb6Zf/YgIIhRQxHwUk2Ti3szpRs3twxFy5yCyJhbSfZ2GgA+HYd15YmqLO1XXxu9Ziy8RcqfS/Fmv6Mw3FdX2+lZOPu3Noc6TGGcPnsQ5uz2javJuLDWUWIY36JeRKVdz6T+RkrqFEuK+7N69YUUguwyyJIlS5YsWbJkC4GX1WJp6AoTMNrqyUHQRr2pp0oG40u/ghJB/mjAUBaXFmMYnolJ7N7X74X3tS2kKRq6bxKgVE/aeHk2lgu1UhBcYkiWdg/S4iSkMBL0Y6lLLQg5nm4Kpc1o6fR9Y3sjFghSs6IFLuo4EEyHFQOEz7gwppj47j4O4zLopumJFtCjmv/C6D9X1ib62bJUtTS9Epk5syouEl9aGFMpRDbNdpryhcWF8bj97mtr5VZBieKCKFknBAk23dyR8vfo04A6CLbyRD98n/Wzsb2xRvrkzeieohekhIn0czUNX3vjqj6rmVxPAKkR1nRTlF+uSrOg+TVkpuwrkXJapJLqVU+pe2O5XApJpcGYrCvolrG8VNMT2TO0BVS5VsZ6hcssHb9qAS2RiJCxfvk0Ph9s2Ww1Y9CbPqtVi+7H6jN4Jvtndz9N+WOuPDEabbYCQ5Qjr7hOiJ1jjWKdMFr0Vdp+0u2ixSMN5KXNIF/+BhEPlcDKrF9laWMfS0SnBEy0gX0zNUImdU06qmcf4MnZxnpivKOlREs8z+ZmEY4EY0o13UlTpi0NU8drT/diLBKnrmdt26PPcXf09bqULKsatMjvhn22EamJRaLloDfC4hP6OZ0uvjuKG2XJkiVLlixZvnWSLQQVCWlRp2u0siAcAnssAM6hnKJeM4RCOohPlwHZ+2AwEAD3Iugnkqek/izv36oS9uCPtaCpIg0utNQjUm9cehXap09PI54B7dWKfxBsWAnMaTUhzkhJbtDUrUyxPntbU7iqaFKkUmjmgQaJLVLN3gK68BHjn1Mtf7VaSbFM6XCZgxU+YEU4IADmHeTrLQRYGM5Pwpjf/dpR0qb9OyHoEAtTq9uyfoCQQRdG9+sImxjLMnVbG6pAWD8+1ZHvk6ZajQsBJVoRo2aKgKwsrX7urVIIfnn6ScqsEbuM0jStWr1mc4AFgzHEAkbbPH0u6WGs+7JVSemUSkoo5bOJiximvuJqcTC+S2qnBWi5tFOCcaeuCJKn+q278eJz7oO1zJBiWa7tMWIj+I4F9OorcRmk/FrcigtcY+2ePgnWu3ufBT/37TdviUgk26qOGSmK19+8nowhe5V1gY+aeQXNT4fhmcQKWPnwFdabNGiRM28+nZsVquEolz2NsFl1iL3RQGHWd4vAR1IpdVxA7UYbjeWplp4N7W7bLDusHW/15azlDCeGwmIwiHuopYR2WPlsjbvfDyzOzXYzxjgQTL1IyaIImr79TphPsxjXa2uxXs8j2UKQJUuWLFmyZMkWgqrUG3UZ7Y5MC/UlNNFs0Ri9z3G1XMnMIRG0SL5rkcl6b7RNuxfodZlG8vKMKYjPRbQfPVJypHYrRk2rJg9iW7iSqCAWrA9QdS66+JJTAiZ8gGirFg/hfMfjs7GRl1hZUr0nbXjwcSjfa+WhVYP3vkOjA9YoarIH6BtzE0vuKpo5Aa0GdFdtL4jWZx1gGWGOzG8/SclBPOUoCIG+4nOs0uYyz2eKsjY16wAhYpl5Zd0w9tYHRdJYgbAYGApVdMb3x4uIhBgjEB8xExezNMqc8WCefRaJWbdqKY0uPuGHGt+An3e2pZkRrUaSgSIilgoZyzUTc5Pum0izDIlQmvmwo+m67CubIyLEzSoSs3ToL/NtVMONNIPHZ8JACgbKjDS5aRYGmRGMJ9dRkGY5X0Rrne53Yh2I1Ce6HhIf+sW6NwpoHQ/mHwsM++Tma9e0zal1c2NrYKl9tRqU3eqXdsQ6FkOh+4E9y94m02V+N/2cGB5im0D7Nle1mlkRrMjRZfgOBaWIHYEMypOqYbWcXabnI3FCWJhYBw/vhfOHiP/q2sYS0nalxKFf53ylLewHxtzWKJY3R3mPJbbOnnXxEK1OSxZ1XWOPU4p2W0t6Nnmq8p3rOznLIEuWLFmyZMnyxSRbCCqyWq3k8vzStFXTxlXrBMVZyVmNC8B/NZ8tTGPnWvP9O0Ie/Hb4bTsNJaLR4HN8hJ5GE9ReLWYkInLltVhAw7ebgh5oph49WY4/UdVLMiS0IJMiJywIVoJZuI1GF0OWsazF8qUgsrlaD9RXCHkJ/tmuK8EL8iP6/tabN8L3FUG0XdEStPCuI9E5OTgxqlSi/70/mTaB3Ij7wCdMxLrlNDtLApYBricmAT/u5Gxi7ULD9xHac1cwyLgjFI026qn/Hipj0CzxIMYpsZUWd2l325GfwmJjwpiR24wwHqwLrge10lasOfQBMqA7XwkFaKr7gnGxaG8lpQFlYRlgPXgrF/7VJ1YoR9FaL0bLi1RiMfC5asS/L9A03B1Gch9t/5XXQ+xHw6FtSIK4x/2HIQaAsYZEyWIKdK8yrp6/gBiDoihkrMj26IGShXXTdc+68WM50/E61Tkx7gg9k4hBwsLAvvn1v/9bIiLy9ruvhza3GtEa5UoF0w/OKqM4tpLUcEKkNLucj5YBBdX7IL1vlcYbfz1jyrm5fS0geF++2ltcOW/f/40PRUTkxp1gEWGsYwnj9NVbni7GF2bZ4Xww/g3dY/DTsNbo990PA3kQ9sNrSh9tsSlYi2eUx04LFfH55dmlrXtvUTNrbquffMcyZVrNNQvm80i2EGTJkiVLlixZsoWgKsvFUk4en5i2ZQhSNUYiPvHJozGDEGeTmSE8UKbRoVoRn6Ad7jiKYl/WFx+xj0RtuCyFopdyJhw/Ol7LjiA/vOVYys6Nr2CZPBtUgfBMUAsoBGRgGfEyZtAAACAASURBVAGKhM6enFoEOho9mu0bP/CGiEQkDGK899695B67N8L4gQyuau77yhVg4e+aRTx3kvHbub4j+3fCd7GU+KIsFpmtiBBUgU+42U7pT83iom2zUsbKTsm4sgZGu6PICukK6swPU0a2m18KDIygBywA3urjOQVAgKyLY23La98TiJqbnab5vCkxi1WpPwxjFS0ImuuMf1rnf+f6bnId+fUxNqWZfA7Kwdq1WpXmw17taS5+O43AJtvE38Oi8VdpbAn9t2I2tKGeorsYya0xLZ2m1DYUhbFPjLFQy1arr5y9xf7AqtF0z4LPg3OCtQvC5vs79RijYLTnG2khsb5ZH8MzsBhNrICYlmQ260RqGfKskozzD/7oV6Qqs8nMxpZYArOQanYOKB1hvWNZAcVa0R7GXvvPPuq6EudWTnsyM4R/eBDW5q13Q/R85EwJ9yTuiTHlc8br7R98K/w9TJn9oEsE3dMHK7yklpr5dG7faTmeAJ8ZhYXkfK6ll5vhc8/UiRWYvYulbUufDTMm+/L40bHNI/NnJe07aZE44lIsBufkYu2MfB7JFoIsWbJkyZIlS7YQVKWQgCSM45wiHYoqfMEQysWC9vujvqEHy0TQe00o02o52hrZW08jmhGY6CyKWqNs+RsECLolwnfr2pbl6MJqB7MeDGpkAPgoWW+NMBYw5dknr7y/mUbpoyk/+OiBjZcxL94LvlFQN/nmPoKbMbTxIvJb+2m5vV1qF4Rx9L7317/yuvaNPPRe9JUrQgEBMU74bS1GQJ/9UPuDhWHDoS8fGU1++a23QrwDyHK1WhkHveVNuwwVX6TKZ26AOi1GAj+sthn0RaQz68sX2wpfDd99+MnDpC2ekdJnwFCQCPQOqgJ1YZVhDuu6f0BI5bKU86Nlck3M0U/rhaym6diCtnjGfCOdd+5nmTLEB7h6BI0Kl8LUWUC4F2PN2CNYBvHnd620dztpG8V8YBVk73JusCe6g66tTeJ72u4cILMHhAya5H24AxpN1naaEUEfKarFuFRrQHAGYX0hs6Vao0UkrjFYAeFc8Vaqj3/zYxERuaZ8BlgIQLkzlym1XCztDLEzaZFaumg36501vFZPQsec84Y9TjwPZzivIG1ie2q1WrQQ19MsC/a78TA0U54XYpA4LxH2Ec/av72v36cUtZ7husbJGAtjBytkGENqvGAxwrLSqGQOYYV+EckWgixZsmTJkiVLthBUpdaoy3BnmFQCE4kaIRoe2tlojzz8GHXv80It17aeVnVDmyY+wfNko/HhnwONGVf5KK1Ex/2a7ZYhFPJ+z5StjJxvNHTPE27WC0UALWPPS5EA/riySKsgopUH5NNIxgzBj2Y5uvoM+M191LDFKVClTttIlDkoznjXXS2AoijM1+nrA1ApEXRhUdM6HmSRWK0HHU8rA6tzQx/2rgUkWGXmEwkIAwRCJHfpMlmIrgbReAZLxoNx82je1wLw3O/nR+eG0LAIMTe8H3OxU74KLGGr22n532jlAmGrXxYkqRYSZLVa2TxZRLUiNeIvmH+QkS8xzvsgyIv6xVPHxdC7scylMQu1Su679+366oTcm/3AvLLnEBCeVZzUuWV9XboYlovji1h7QV9h2Jxa7QtJxovzAz83rHqn6lMna6F059DJozRTwMa107ax4VzABx75VlpJ/608sr7a+Oh4YRkAqd5XyyTjwbg9Pgptun51L7J76tkTY2bCePjceqw4fkytXLa27QhWVWqpWLxQuO+sB5MnVuGuxe0wtk+0XDF7l1gLq7tAlVD9nN8HrvNR/4zz/DRdP0hvo2fWg5YrwY6Fi7Y9vBssj/uUTR927bfmRSRbCLJkyZIlS5Ys2UJQlbIsZTFfmoa3q35tNGUQk0V64kNSRD6fzM3/g0aPfxrNFfQR2bAUbbbwsypa18jVQ83LvrhIUdyd77ktIhEJVWux8wzQc8/l5qNV459DrCa79od8eyJ6vW8N8Sxh3UF3je8cpMK4mCXF1UjnffyYVkfAGByJ4I759SIx4tksL/p67717hmiN3Wu8SvoPlz3IICLl86RtjBtjDtoFIZt/W9sC73iz3YyxIooqiO/gbxAP3zEUqWPrmR0NaS/Sqo9klICssHrMLmfmhyZOASsEsSW+Yhx+bfLKrc6CVRpMuRF8pLyvX3H25Gx9vWON0bVnud0uEt1nEyAw0ZkfvEzjZ6KPPT3qao2a1BQP8QzWB+KfjZWC+Wbfcy4Y77x+z+ftg1LZl8O9kVkIPMcF1hZ8x7Y3XX2S0rJs0mwUz29BzMH2VkD/xIO0e+04tuyxRRqlznqwZzjGPssEmafxCVjk8N8zDoNGeDbnUm/YszO17Wq0WFbVIs3cYH8zpqw1Q9Qu/oO+dTXWApT+0W99IiIiQ/X7797ctTWI5YyxJG7noe5Fq8yp80/sEWcasRNm1dJ9g7UP6zDnip3TtWjNtYyHdjoHxHPtl8pgCWdCty21zEOQJUuWLFmyZPkiki0EFVnOl3L88Mi4ykFn9jk1x12UNdJoNcxvipUBNGYsfk6DN0vCVuqvRBPEr7/b3E3u42MVqoxcoCFfz57IfPi7eQaIABRhecKK3nzEO/0+uh/QLJo/vsfz4wtpUzNe2wuy87nLIF7E/Gv6/Y/e+1RERG7eDsxj5iN0Vd0MndZ5TujDaC9yABg3v1USVEa5jbT2PG0YT8O4eRY8EBACYqSCHCgFpDAdT23ezZIDetY5sVr0ahFhXEBftLF0rHcgbtp07upWLAzN12xtwe7Hd0Fb+PGZT6u+ZjEXaY156kQ81AwKLCTkikPZVuUOYL0yT/TPVwhcaD/IYKBf1Ypw1bYiDTIFiDEgv3ySouB2rx0zXVZpxoYxceqt4WXw/Bvs8XElh736/dhGHa8naV2K7qAba064eIRY9TH171smALUMQN+ucmltFvpJzE08d9Jo/fq8bmPe0vWwcrUraBtrjGdgZViz2liNgrQyK33tbKZreTqeGr+C7VViYNy8MQ6WXeIquJqVYwVHBpbatOaHVZFVJM79Dj47sPORtdYpwyuxRLGSZkDpVh0Ty8kgzTBjXRCLgKXJqh/qOVzlsMEyhIULaybf4dlY2o7Vsjifztf2xPNIthBkyZIlS5YsWbKFoCr1Rl1GeyPz08Uo+zQKH5+PsUTVoy8SDRZUjZbIPSz/lQj1gUYuO/819QTQVtEMfaTu/Q/uJ21o99prfnfjynb+yu2dcG80W3x++JStuplq/PinB7CAwdA4TfNea7XCnu055Dc0mwBfYTX2odo2vnftRmDT875nQ9yw5Wkbx5fjpK2j3ZFZEUBLIDWYF3mW55ngeyA+rD+gXCwuN94O7IKDrbQ2e2+mWQpnY7v24MNQV+Hu45CL/uAw5If/yLvvJv0ilgBU6utFILSFqnAgJuYceHpxfCESXJ7WH3LWvR/2TGtYtI9Sa0V3oDwVNWpgEBcSvs+4Xp6laM3qTAy6aznrngWP9d/updUr6bdVIFVfO2LWO7VKRF6CMH4XolYtHdd2t2O8EmJraZmMC/t/qNwRXEe9BWJrPIcIPmKQI33wrIsXxxcxk0ktApFfgAqbZTIu8BDYuldrpsXSwMtxSbXD1J/8WLkyqlkX7GOrsaDtnOueZK5AqeyTm1+6lXwvroOzpE+el59YnclF5EgYwhsxSa2UM6ubkfJpfPr1uyIisn8znA89z4KIxcRlM8XYhLTK5kLnvtlummWAcbE16bhTItMpTI/wlGhdFscZ4eM8OPtYq2Rz9Id9awNrjjgozmSE8WANXpxmpsIsWbJkyZIlyxeUbCGoSK1ek+6gayjV2ORUmwQZLVwed5UtCx+5RYw6P6qPXEbLRKNduipeVAHrmMUBf1/Ksw36PfjsIPqdFR3hj4INkFx3fMNLF6nNPYn0bxjCU+bGYao5i1oWYEMb7gwrPAqphm4MY+pfnzs2RXxhFsHdTPuLzFzVR+Nw76b5+cvl0uYTBMsc+FgAnwHRdBYiNHwif+suct0jh1mFHY17E5lMbMnbr99KnmXWHVfVDeuNoXtFNFgzIkIukvfHWLOG/bWqnaxRng1aJxYAS9GDz0JUdc/Y9FLkQ0XGVZlatbx1qN1rW842qJJ1jj+e6GrPkWER6fBv1FP06ceJ90Ft+IyrTJm0D8sffmxQNdYs9h5SON4Nn4UESqVPH30tWPGIXRkNw/c2r4ws/qTpfOAWd7HQ+bVzIa1NwPh55MvfoE/qasT4jmhxYowtE0jbSfsX05Qd0GdsYDFh7D2TJ++3XAYBr5tXNs2aAkMrY8o1VvVS5+Kdf+zt0KZlGmPBOYIFxNgjh2lGCWvXYlfaWs+i1zGrHHJ6EMbBMxOybhgn1nbH1V9oSej3zrWUsZIYHF+htCzLtTorZhFymRyWRcLePjo3hswXkWwhyJIlS5YsWbJkC0FVAg/BwjQ4i9htpCh3T7Vty33X6NNyVUqpypnPWUfDRTPF/wgK8VXwzDpB1Pw09ZkiaIwgiOHO0CwYh8qZzr1BtsQM0AZjUtO828d3w/fwr/k+WK63aqUgSVBYs9U0FFq6HG/G5ehh8EeibfuKaNRFML5vdx/L/VUUTgYB4xUj508if0QXxjW1NjgUha8ctHKhvnTQvc9thokNSwBscdyXzw8/PzRNHusKvm0sIcQY0G4qC3YqLJgiEd2zPkBSHpWCMKnJ3u61bZ4Rxnqr/3T++NOzgOwG/V7yLOOk1/51WmE8Pd8DiJA5OnpwtPZZR7T9OsawBSL48Q8+C7EXV40VT/nxdTxAetwfdkXWvs+UmY6n0iT33SF8Y8ckk+c85QAB8fK3sWg63znju70dxuVU1xPVH9vdtpxoFoXntGA9gHjbxpqYMoCCOqOlUZlOdZyImYA/f/T6KOnj6eGpjS1jZAyWp6HfnBegba5j7zK/Hvn7mihWS0WtZKzhZrsp9Xpoj2VAwXXiLazG8BnexyrVcdZLs+LqOEROAd0Datxkjqosk5Zt5PgZmHf28mO1iDaYs9OUTZYzmb+x4tKma29cSz6/qLAq8htkNWuobutiQsjCoM3b+1vScFkfzyPZQpAlS5YsWbJkeTkWgqIodkTkj4jIPyki3yciN0RkJiK/ISK/KCK/WJblqnL96yLy0e9wy79WluUf/6LtKlelzCYz09LR0vAVjVXLBM2af7LCDueZpdCOY85yQIC7NwICROs2znX826p141NDQECmXTt0W9RrlhcN0sentzULSNBXd+NZaKHe3w+qP7x3qP3XKFrVyqnmxvcnF5O1qHifN3zltcCw5SOv0YiNm9xVhUQTtja4V++LH2wOIrcDUc96b/zQxG9cWjS18sKrxn/ltSvJuDGHZCngc6T/CFHGjVbT7gWKnDXD2mI+zaeuiBBUSr+MidD5VmEBxLLAuNG2TdBorxMtGfjryXRppfwCyN5+ymrn/bggy/nCxdw4hGL1Gpp1OTtUy5GuLRAvY7V/+0pyD66zfHR9n7xyMgWIjAeV7emcwfgH4l5VfM4LZ42gX8b/r+O0czXNhAB1V7k/RGLMDjEI3q9fnQsRkUajbs+0fjqWUTgBsG4Ra+Bjb0qrXTHX69SaqSyTtm7UIjUbR+vmha6dw8Ow97rt0J9Nyy5JGSh9Ng6WBJ5NnAb7hTOANWkZQfrcja0Ny5YgXgGkDyrnWixrXM+6oJ+00TKqtE3nlmEU1t/WNY0laafMh4yPSIwpgSuE9b7Usd5V64xf93zv/ochdgTLGb8bPraGudnWc3S1WNr8+qqOFlOh66PYSmMsWt32WmzT88jLchn8tIj85yJyX0T+joh8KiL7IvLPish/JSJ/qCiKny7XGRb+gYj8d0+5329+C9uaJUuWLFmyfMfLy1II3hORf1pE/kdnCfi3ROT/EpE/KkE5+Ovue79WluXPf6satVqu5OJkbNp29OsF7QsmOl8bYDYh9zdGraOhG4+589/6ut6+vj182RaJq1p3NYdZJNYPR8ucXEwMAZq1opMy0qF9Ru75sAw8zwL39Ght5urIt1x+7mwyM02bCmEgZCqhkTds/PiLNHMDNIUmDAoDCVINLvLut5O2JPzh6hjz7Hhzhx7w4RHBb8iomfqheYZlH6Cdd9LqicsKSyBCJL9n5rPqazDQ6RzhUwd9Vu8lEqPyfZYF1qtqjjzPwip1Tg0Kx5KIxSNyYqyS77N+zLrhLAggaB9VvpguYiaGjvGFxt9MztM8ceYf9jyQIHO1lk3isgyI1WE9GaNdpXoocQbsE9Yaa8fHCNCGlcMpMSsFPoPw+flx2IecBZaVpPtruViuoUWyKMgKIBvFYmQsayflaahyoVTHyfayWiVsXWm8S61eM0sA/WQtgjQZHy+DzTDvFg/jrIKsE2+B4v5YFrsbXYsRoL20H6sCc8L7CJ/7OCefi895tLEDu2I6F1gmTw5ObG0+vB8srGSFVM9Ykbi+maOqhVQkWoFZq7z/SJk9WZNYVNh38+l8jVXUuE+0/3xulgQdv639rVePh6Asy79dluXfqCoD+v4DEfkL+ucf+F1vWJYsWbJkyfJdKt+OWQbQ3i2e8tn1oij+ZRHZEZFDEfk/yrL89X9UDy5qRWBIK/lb/daKyqyWOtH2MJqplt7qtAxtGaqC99shQmOFM1YzzTt1leTQPo2L21WyGrua2uWqNAsGaLph/OApUxa+cLROeAnweZFFQL95P/oSQx88l31/1DdrBP437k3OMrzgjMMzI5XrKfcDlhRyeEGn2/O0hjtSjWcwVjhy/Gcpxzhz5yO+sSwwN1gnHt89SNrAOJ0rSgV9bO5v2pzQPpAvMSNET4MIGFvmnzYwXj4nnLVKG1lPXH95fhk5+9XKBBpjXKxtrmIc95JKLIBIjFthXVjUuWO44/u7N3fXItPhusAnbFkAl3AC1JJnNldhjMlS4RW+DqsNoOsL33LP5ZaH91JOBOYRAXVicQM57moGCP58e6buJ67DegM6HauvnXXR6rbi+TDaSNpJJLpZunQMQZGgzmqlVZE45mYZ0uPC0LquUSq5iqRrRCRG+vtKqotKJpPIur+eV4vz0HXF+6w/s7RVuFT8PPNd2maVW425M7QdawziWSM9cyxCWwqNVbDaCdO5/X9T5wTeDXgFGHuusywkV03Uzmr8/o20bgdxLbway2gnrgurUeH4JXwGGP1udVtJHMTzyreVQlAURUNE/gX985efcsk/of+q3/lfReRPlGX56Tf5jK8+46N3v8lmZsmSJUuWLN9x8m2lEIjIfygiXxGR/6ksy/+l8v5YRP59CQGFH+p73y8iPy8iPyEif6soih8syzItP/icUqvXpD/sG4seyGA20SpfjTRatm7+36jFWu2CVep3RSyKeJL6Dj3/ua/qNrecd616VqbatkX8nl2u+X4tOlzvWRhverjno0eaPaD55CAgq8fgeMDRQImmJhL6ieblVuvKg3Bo34NPQmzE2WVAI/u7AY2AfFqu9jrjGWvLh/uCUhhnxu/JA63AaPnKRfSrnsD2FzT8oXJAWPVDN278Ta4449YyTT7c55FGH9dqqXWDcT95fGL9KByXA2iaHG3Wi3HXd9Ka8/VpisrMigWLmmPT7CjS6A/75le3im8ONc2eYaVBmG/iEzwXgu8TfQYJ1uq1SvzGIvls2B8m38VqhVORuI7f+M33RETk7TuviUglu8aNOWKIuZvm8Vctabyyxoyx0lX7JF6HmhWdbooc8fNPdByxBIC8rS5DpSIfSA9U7RFgw8UieSsO8zy51OqQVm8gnEmffPBZGK8vv5H0sVFv2H24F8jXMna0vTxjpnPj436mlymbYsvVKfEon7ngTFvMFraW+rq2LGIfFtiZs05oP8jK8VkCWDN8hUEvWCKqmQI+Jop7s55ZY3AbECfFvFrFTldxVFwsivE+OCtftV4J94hZBM5S7OI2Wp3vEAtBURQ/IyI/KyK/LSL/fPWzsiwfici/677yK0VR/JSI/G8i8qMi8i+KyH/8jZ5TluUPP+P5Xy1X5Q9NL6d2KPFDx6KbWpEKgszSoLtOr7N2IPlynQTz8D6LjyAhXAOecIYfDBYCgSg8j/s/+uzADsm223hsDg5FNvh0Hj4fDcNmNBIkFzxF27vDNMiIjf/4YTS9e3PjybES6qhSNeqn6YRdV4IYxYkNwcZFOGQxpXszpv04Xc5MURmPKSyl6YNqVvYpe0ZuMgnPPtDvc88tShNbEJprm5qGj86ViGYwsDRD2s0cMT78mLRHpCqmJawXvmytmWVbybj5xJxqgBFjGtPhoEfGJRBeLLCRYFk9lFmT/HD4lKiaO9DM7FmZC9JIIefB3cBeI4iSH7ZI6Rue+cO/5ytJW9iLU0eFzX3526jC57Essv8R5jPWOVTcBIdZERoOX9JKUSR0DonMQsEi1RK3SCQbm5uCbyZ9VVp9QHPDFUljzAnKRCEmMJZ188aXbofxcIGD1X1lLjEotyfpOefLIS9n4W/vcurrHvTpyoxzVBTSNN/qs3iPfpp7Un98AWt87pVWzO8+xRgg0tNzifG1YF6dh1Y3Kkhx7CGs0iBT3Ht6/vP74Om3EXPvOYI0FIBI9KYF3mZzc5mx5jiTcDXiaoPqncplzVZzrQDS88i3BTFRURR/WsKP+f8nIj9RluWTb+Z7ZVkuJKQpioj8/m9R87JkyZIlS5bveHnpFoKiKP6MiPyCBC6BP6jWgOeRA31djxp6TlnM5vLw44emKa+lNqlmSAqdp6Zsd9tGMAT6BmWgdYLsvXkVZNQdBDRi6UguqAS0b6lQLkCsO+hIf5QWrRHN1LFyraqhorFe29/V/iv9LRSsRUpZGgl4NK2OokgEuLRjaVZfbAd6z/FEU3J2t5LxwEKClgypB8/mc8xhHiEsHHWrERR1W5EoRce0igZEYnCZR8Cgtp0r4fuffRbS1FrHqWfKyiNrMBFkJ3a/XruC+CGQCWMIuozpUIoeSbNTutvJRVqIyawSYaoMFUSq53T8aYdIXIusGdAl/aWtXN8dpqW8cbGcH6WELaTKmTtnCQV0GK/+qF8x3afkRcwJY3b1ztXkOj73AVuW6qUoDdTGfUZKk8t+tOJjw54cqyuoNVNTuQuuHO4EVD11FN0WZKkCwp5a6d40FYxxPPgwnAWXMw1e7XZldyOMGesWdA7aRNh7uKXYq8yBBbRVUteq40W/oQ3GKnR+dGZo2aNxxIia9PywNEQFoivXT8QKTen5gKsFl1u1LPlI3bAI/SOIkDXlyeIoSoQloOaKoiE3NN0ZdxfC2qftG9sb1i5vjWO/YM1jHVjwLJY29cQx/7SZucAVwx63oFXOroqF4frbod3sybrekyDatttP89l8zbL7PPJSLQRFUfwbEpSBX5NgGXheZUBE5Mf09cPf8aosWbJkyZIlyzPlpVkIiqL4ORH590TkqyLyU7+Tm6Aoih8Vkf+3LMuZe/8nReRf1z//yhdtU6PZkL1be6adWlqJIqKrO4EOtbBAoDSNpN1rx4I36oc3giLn14lFSlISHK/5oxla4R2H/EjjQ3tvtpqGcEFjaPBox9wT1GUpTBQjWaU+ryotZlVIr0M7v/VuKOUrRWFxCFg+KJE7mac+XbRw7g2yBxEsrcxvGvDG+BDAiKUF5EMAnFlJKtfWdkJ/0MwtpcmCy9JtAXp4fBwQ5TZEJRRU4XuUor44S77fq8RcgJZjcauN5BUfKfEezMHDw/D3/rYGto00sK/jAj6dT3VZ8f9a2iW0uKST6ZpjPfhCQVg8QKG+TDQCgrK0V9eWxWxh8+7Xd71CGCQSLUL4bfGhQ4JDv5l30Bf04oy5WUXaaanv7qAr+6/vJ+2GDIxnX72zn4yP+eexfOj65/uff/C5iMiaRYo1+Nb3hcC+eYUcKJJghfYz/6BKxvDee/dEROTml26GfrlAThAxaZYEvGLNY66xIER68v0Yp3T/SfLZs9YU50PVClcV0CpBmEca6Mt+g7YcYqK9W3sRbWvqppVw36BYUWjj5++HMea8WOq5Us5Dmzb1nqwPzhErG+xo2lnrjI/IeqonVj3G4eDzx8nfXU0VLuvpuLBWfXEkK3d8NTybIHXGtSzLtUJaFpCp1j2sCx0LTAz3fPjJwzUL1vPIy6pl8CckKANLEflVEfkZv+hE5OOyLH9J//8ficiXNcXwrr73/SLyk/r/nyvL8u99K9ucJUuWLFmyfCfLy7IQ3NHXuoj8mWdc83dF5Jf0/39ZQjGkHxGRPyQiTRF5KCL/jYj8p2VZ/uo/ikY1Wg3Zvblr/kgKx1zbDH6cjktRQaPDx3Z6eGqa5+mToA0Tce7JOIiqBwk8vBf8sNs7m8l1/WbQMq10sZXKVBpiV/5ytDdaizTvK1qimA9Ip2bZEaFfO0pWAoIBpdK/djcSqoQ+pYV3QGPT8VQOPz+1/4tEJHPj6l7SNktNUpSFZo8/Gu285ZCwL7ji/dUUGKnVlmtUzaAOT1ZCP0GAjBfPePfO7eR7WC9iaeMwV2jtRGfPp3NbDyCgs3F4xaeLWNve0f4pmrj+1o1kHHxqFOjLl1m2LI9HJ9KZpP51PzfEChjhDBH50xQJMwdYFPx9QGXmM8a3XJbWrqFavLD8gIQgxbFURSOk0bLRWEaI/Nb+GRmSRt0bDfUqTSFljbZ7beunL3516dIF6QeItm6ZMGka5w2dI09gg/h0zdVqFdu3TCPzsazdV3rlXX22+brVekO2BvsEi0BzraCQ+qs1Oh3rSKfXtTkgq4R9AFGTj8tgfiENw9pjsTmiKZFqeTByLcsISSPoO4OOjT2ZGJZl4IiKbn/59aSflipcIRYSiefiWipxBYWLVAnTQh+KojAL8MDFq2ARtiwR7R9zgUXNrw/W9o132MOp5Za5Matxs25jSRYJRG607YrOH2cUZ9bNd25aWe8XkZeiEGg9gp9/juv/ooj8xW9Ve7JkyZIlS5bvdnnpWQbfjoKWTvQ02fdoCgAAIABJREFUdLKgVk+aQZnhxWJhvjsE7RgkCAJEQ4WCd2s7ICY0VjRjtFGfhw5ZDvfBF3b6+FTuvh/8jZRtRXNFOyZqGg3Yt8nIfxRdkEftiVparrBQlboWTR3Zv7abXIMvE/ThKUgj6U2KVn1Boq62HS3dt6XRapgVhvmqIjSRqMGjfSOLlXvm+Thpu9HI9mM5W5GIUnhuuSrX6JONvMnFRDDPrANfvMrnoSOs0fowkt6IRKR0/PhERjrGzLdlj7jIa9AIPnFy+tcR9CTpE2uc/h/eC/sC1N/f7Jt/3mI8WqnFA9TEs9g/Pp5hvYBUmrXAeJK9wbhWKcLNr76Z+tWxLhALgOUHzgc/v1g9eJYVBWPvWibEpfa9Zt9jLxIL5Iv0eH+wL95D/yOJTvoM1hHWCiwDMTtnbvwTRK5zjcUnTLSAliuY5eOb8M8TM7Bapb53K/XeS8sALxdLefBxsIT4+BZibViDcABgSdi9ESyORiO9THk7yACwokjalp7jyKiuv9JZJ3zcCwXKaJMntmJd2O+HK2HOswz9n6dW5Mn5pa13LGPTcZrBQtaMlbPWZ45Px18ohuDbgocgS5YsWbJkyfJyJVsIKrJcruTi+MKQwuZeQDzep7iwKGuNEK7QDKNxRppfsc9EolZtSHmY5g1bhsMyzWHl2ebPd/EMhkD7HdlspMWXKKoyMGuFZixoP7BSGMXvcVpiFJ8o/UYrNdSm/l7u1x10zWLhS78uzMeZlqMtWlqkxVkA0HZpI88AtRlFcS2NLaiWXAUl+ZgBX/bXCz5CH/AKi5758V2+MbEn0O62ey1DCSfjgHjwo/occJ81QH/xKY5dUSjGk7lgPbEOraDKaGC+fCuiQhaKzjv551Bak4eP9cEK6ejnE/U9b6sVo02J3cuUlZO+z2fzmE3iyhLjnzeWO20LzyJGgv4hVoLbeCrSQmQIc4IPfbC1YVYlYzskhmSeluImbsPopynRrOeDZyC0/eCY/2gDvvd2r233xrri4388qgT5gy7howBZe0uZ8TtgQdK+EqPQ6Xes3awDoxvX7x6fKv+AnnPsza1rWrbXLCjhmb54Fs/GkmKcCrCsXk7NysA8W4xQPeUAYJ65nvHr9JSWvVCrzCIt4WyFyYgt0n1hhd1giu20KlwvkowtGRxbavFirK2gmh4TcIZwhoPqbU9T/MqVVTfrYLtp65d2IWcai4RVk2dzjvRH/TUOhueRbCHIkiVLlixZsmQLQVXKVSmzySz6fBxnvzH5qRaLVo9vbT5bGIth07G9eU51fHr43dDGvRaNtgevgeW6H50ln3c2KKvbiv72KdGrKWc7ke6P1cf75FTvRQTr1YDWiDIGGeLHAqXSVjT9WMxjvXK1L8aE1m31BPSVfj68H9o26IbrI8qEp0HZFBVtgcaIe7BaCsvVWjwDgp+S9hsnubKXkX1hfmpK8yqXAlo6yA9kQPaFofVVGa1Mmmc+2krbaRaUWRo9Ha1S4X1iLkAQse5AynBnvPuU7G7UzJrCWPs1eaS86Bfqd92kJob6zmc6/1acxfFX2JpXhAyqJQK+2Yookz3TNn97Lem/WS1gU1QkNzlTpkuN5+ltwOCXYhsiwo1jYZJQmEi724prUa+F5a5aeyE8O6wHimFZ/j2+8HpaP8OY/R4FZA3itEh61vDxeWSDdNYrriHDgYwV5o64DOIWbJ6dDx6U6mt8YM2p1+s2hp2+WgCUHXOh64AsJW9RgxvCCpGJ5t+P0uh85hBWQaLgmxVrKXEcvrQ81heQfCzrnDKWkiHBnrXsE50Ly05Sf//U4onStoTvaizVMzIdWFvGLkmNGx17zkvuybMYVyy2cCh4TpK9W3txLenYRWZTjeewzIaU/TG048WLG2ULQZYsWbJkyZIlWwiq0mw1Zf/2/ho6Qzv30aBwAdQbMX/U54dbNcNO6tMkQht2NO5JPIKvSmbV3VykN4ihVsmZnzu2xNo8rdqF1m354orWnjzSylnq+0Zj5XtYFojcRbPFL4ss5ssYtUtcgmr4WEbQuk3D17aCzodaDXEGs6FqyG03vmR43D0IEb0/8IPvhjbrnJyfnMvdu2GMd7eCRcdX+dt17GZo2yBDBMTMOBjyw8IwSatkmh+/VjPEZznNzTQH3jIerE5GWicCBIVYbIGi+2rlOJHKehpE7gWPdPya2lUfKTnetBnLARzuoytEfBOjEp497YX+D1xeNnM/GU+T7A+RmJkRUXla/hj0CVp7/9c+CG2vWMSqfWD8QO08D6sGVr1mu2lcFSA+UDbrviC/3nEcIKDzWldLOnsroI6v8TZQ66DC9EisBEjec9OzVk8184HzwVhUK8yL1XGw6Ppjqh+m9U3m2pbGoGt+d77LWB98qmW9XQVXIt+5ztgFdRzXKp3qOeH5K/i70+8kTIEicR1YRcVuGp/w8W98JCLr84/liDWOFc/OD7V2Tcwyy2vMfhrq/Fvcjo4l6Jz+EEuE8DlnH+XWH9890PeVA8Nid5QJdt9lN80WMebhMq1hYtYWql9SgrqyHvxYPo9kC0GWLFmyZMmSJVsIEimClmsR3M7/iGaPBukjmReLpWlusH8hVq1P3Tugq2tvXAvv11PtGjHGLkU8VsNdNeLZZZqPvlwsrd0+Upd+gPQ8r8L29eCXRNvuGOrw/jrNfFB0Eysvxprz3s866gZU6ccWJES8Ahz9nnnMGAhhUdM5AK3AsogQRf0Pv/6h3N4PedWEDeMjbzVTljLQhvcFG3fAKI3kB52DqDf02WOsNyfr9d5HrmY87SSXmWc9+DTU+doyRr8UrfiIdtA47JLN/TSGoCiKNX53nulRFsJ8XnvzWtJmPz5YiIihYK13HcPdkwdPDOHQFvpDRgZoHQuC+eN1nPZ0zYKoQWme0dDy7HWdEVsSOfxLqyXP3BA17vkovMUQvy1zYHwk91KOe6wRVplSBdbK3rBnUfNYeCYuZoRId/zSnh0V8ZHloFjGrXSokXGoN+pS1M6SdoP04SNgjJlH4lOwxrDO2YPNAZY2PfPqae0Q8vi532K+tP6bBa2e8o+M5+Ok3XAAsBdbLlOINpExFTNpNDtDzzbOHcso6bYs5oW6EuxJb8UiY4HPeQZVMTm7iL3iWdHKQ5xE6OOJjvNqtbIsCuIxWMdWHVevZT2wPopindPleSRbCLJkyZIlS5Ys2UJQlaIopN6omzZm76v2BW84yMryl1WTPHp0ZEgHRBLruad+SGPiUxTl882N7Uw1f1AYUfX7t0PlRXyIaKdVLgSql4EIh8Y4p4jfR9O6ut9WX4BKcdpG/galoAmD2uezufn2yS8v2uqjU184zwbJgCYbHe0v3Pzq+/WRy+Ly9Hl2zfmO37pxw7ICGKN2h+hw9f1Tl12jgIlTWFkdBc31VuTEvVcX1LzQrAv4KHT9nJ0HBDXc6MvOtTAOZK7QDdPmdc7IUb5x55qOZbgXvOieg72KeEVibri35swuY/YM65d7Y40xBIjly/EvWJyKjjH34ZW1S1tYT1jN9m/v21gh+FtBUUcPA/IZuNrx+JBBfOSEg4yjz10Z6IhvUEQI4iKSfnx2sZbzD7McYpwhuucuj8J+YC3yTPYw73suEosnUsTM2dBoNdbqHVh8jmYoEFtD+7HaYP1jP106qxTxL7s3dpPrLNOhUgsA1OmZSNlTtAnLj68f4vfezLOU6lnlrYK0Zblc2rySyUFdDebA0DbZNHpuGNsmcQ2wsWJZgulQxy9mY4S5OdOYJaylnX6nwvQ30nbPk2s5c3yGiM2JrgP2MsJZxm8AzyEboZpBxJrBesmY8wyybo7UGkH7a7Wa8SG8iGQLQZYsWbJkyZIlWwiqUqsV0t3ornHd4xtD21yP0lYLwpUtQzRW+Yv61arhom0PW1Qh01rkyv8NEgRRxipv8GXHjAaRqG2iYY/aI/PxXdX4BHyYIDt8YMcPg3YJusAv5xn4QBCgdsuAqDBrVcdjdGXT2o+fkfHwFb6wusScddW+x+2kbY1V6PemImCE+3gGSO7X2+jJ+HEY2xk5zWfKM9DSfHnNSMAygIZvrIfOIoKwLnj1Vf8eHwW0O5vO19BCZD9UlsMpnPbn1u7QBq21Ts4z7HHqQ8SHCgI0FDIN66LKWMfas7zxJ2kWBdkD7S5Wq5gvLxIZ56wqIohQ24S/GuRYtVqJBCR5Vf3ScFgwb6w1YgQQkOzuda2FYVaKlD1z7NYZqBWE3NS5rtc15mIUsRD8E8T9nB6cJu1mv3DPpeME8Nk4VZ6BqtBHvj/YGki3D9dJWlnTuDPCkFYq6Sm6drwNnruf+IW+q1cSa6SoZaXelKIgr17rACxg2lMLgPq+mQvLs3fjQ169ZdTUqBIYnmkVBevsUfW9L5Y2NkBUi0Hqcg64mAlnOSDTy7gNrqfZLL7aJX/HOIboo7dsASxlZVoDxKxRrTSGLGZNqEVV9zwVbxHPLsvehxtiY3tovynGeOuyk7C6YLUgm6LWqNm8vYhkC0GWLFmyZMmSJVsIqrJcrOT04DRq2VrtDI0u8dNIRFqGjPdGke/f+V9B/nC5e8Q3dCgDBHCsPlVfk5yYBK7Dl3by+MS0Zmu3oiSLV1ikuf+eyx+N3nzGqpUOVgGlEB9w/55Gwm8qnwEVuoY9aXTSfGpfrx7kbyhTUiY5kI2xg8FZD1OZAgpjcCOqWFGIsRA2amsWgE0dK9D0yanWTRgzLuH9HVjflqlvtVq7QiTOIf5vsi9gWXxwdCQ1WNsULdAf1hrzaj5w54c2Cwi12rfSCoXMufGqqzy8F/zix+fncvtmsBg9/CjwMoBg4OSPEf8pkjVfJ5YzYjEU0cAOZ/5djXeZagYMFqutq1u2pkCPkd0NhJwiZeq8w0+xoxHqsOtNJz7avp58zjjOpsqRoChvuZyZZcCzP7KXfD0Jxmfq9h7o0ufXw/fhszeqWUujvTSbAIsX/ffcEVZR9JKMDo0h0Tm7+aWb2v+UZRWLkmUeNSP/w3ArnHPTSejf4eeHyb0PdL/DXQBvyaZa9/ojOP2pU0FFSq1LopYS2v7519Mqmr2NXqyL0vExFWG/PLl/mLxPHAb3MG4RXauRRTT0iYyS17/v9dAHbfOskzJ9Ti4m9n/2HOcdc4TlgDgWy0JRCyJnlK+aSwwG2SzcHytqzA7rmPWBe3BmE1vDOeGZcFeLlZ2NLyLZQpAlS5YsWbJkyRaCRIrg3yJ74MGH90UkamE+HgA0Rk5ruVoZMxhaZGRag7UuaMmTS60Yp8gZbRHN1yNDfEWH9w6Tz308Q71RjxHWippPO5pn7FAYSAhEACOdZQtoP/FTgxjQ5q+6WIIT9b2ulqVp7MYjoFowUfX4+iy//lFoK8ieZxB9jn9353rqY/YatM8Zb3Va0lArBNkFoIPlIK3eGJFvO3nm3Y8Dorl+M/i/mROuBzliBQI5bmq9go1h37gPnhwGpLZzJaAyrDfcizgNxPsQO8/IeX50GObuyk64ryEI5VrYHY0qLJG0P/T/+CC06e79YPGZ6/ujnsavdMLaOhtrxP4g9WeDRi03nIhveB8UIdbqdUOoWBFgcxvpumfsLN9co8NBVVbvfhHWVa+vUek95cKYpxaDTid8b2MjtZyIxL1GzQKzWun+H2yH77KfqqhapMoKmFYiZU0zzlQXxRqGrJZLs1JMrZplGI8trSC5rVk6sNs1msRjDNf6UxXW4uQZVTUZ51a7K7Ua+yOM0ZZaRuH+GGhMjYzSzA8sP8auSPzDTJ+tfcMSB3MjllZQfFXMYoTPXM+qbY1JsnPRLCfhnsb0qWvtwUcPkuut/zoHz8zymszsDL/QrCN4J7h3x1lZ2Fe8sic5s7GoPFJukdJl9SB3379nfeoOOCeJZwtjirWBfeTP//Pj9eyZ55FsIciSJUuWLFmyZAtBVVbLpZwfnVuNgp7lwgYtDSSMTxVE3Z+SG9wxzRW/GbUKsC6gXaLBV/1oImlurkiFPUzf53o0QtALGnKj2TB/PagDpEtuLhokGiy+b6wa9NNrsCAoEFDP/LEph8KjTx7KqWrXRFJcTlPmRmRnO/ghjRe+lsZOIGj0pxrJTowBlgQsD/gxGefp5USOT86Se2AR6HRSvz2om/4Yg6GiMpjLyAhhbqi8ePjkOOmTsZ812pGBkiyIClOcSJzHWPcen6jWlj9NOSEKV5mPSpX48T2veq1ei0yDz+A672g/6S9ZGIbWa0+PdMeqgWXNeC+oCVCphnikYwf6hAXR5/bDAWG1OhQpMg7M+9bVZdIW1jRR5/2RVolrhLkjun4yOZcHHwYU6fkXrP4BFeYaqSWk6m8WiePJnFj8SzdFnz4LpVgWtubgF+Fvs0pov7gHrz563vuNzVqh54yUYS4ZT6ux0mrJXGMgJhdaN0BRN88ApXIvGCmx+pETzziAWomlYX0wLi2zdmhWxnxh89ZwVToXs9Ax1gftXlgGjH6vkf6UXXvzul6fZgLE2JS0IqzPAhKpMLZ2dazJmjELYZncgzOY8eqrZYDvjTRWB6tH4aoSUitlOp7Y7wNrDisNr8wvZ3w1I4o99CKSLQRZsmTJkiVLlmwhqMpqFVi76lYfndrcQcNDK/X51Y2KRuYrm1mUs6slTrYBSAirw2xBxPpR8izEs4VRW9x89pN5JXJdn6XfgUMdbdxqESgaAdX3HOvXbK458mr1+OST4FP/nq+8JSLRnwlj46fv3ZWJWgS67Xby2lOmONqPgMZBJZGpUZEy7H+Kxr2/3/vS+Ht80jBEY1zkitTQ0HmmzQFxDfDKK3p48iRYJx4rr8HeXoh4Rzu/7nKcafP8/NIQDvNEJsPUqq2FZ37+IPgIb926KiLR/1iMQlvhwjBfsK7Rq1dDxDOc7lToK+ul9dHiUE6VU35jIxmrW6+Dqqi7kdazp61YAGgDqNOeuZX6SEGEl+eX1n7uwdgxB/h4LyfKvHeWsmbSVvz/fi3b/Ov+4vvTizBn+IzLMloVLGtgVk+exX7nmcYrP0+tNrbHdQ79uRGtPxrD0YgcCjOrkBi+yxqEkZCxx9/++fth773xA28k4+azUhgHeBsYd7j8h5WaGjWzgCjKbIbv+niMWAsltJF4Ftp88jitUEkbQNCMT91VuBxsbZjlk1gg7s18+SqvzLfnQmDtsj6M34Dx0fFgPO99PfjtLVtre2g8G8QdgMZrLvMDi+u5q3rKvVn3liFi3BHheubKLK1q/bk4uVjj6bC4Je0PmU59Z0Eqy1KKL0BVmC0EWbJkyZIlS5ZsIajKarkKaEcVLGMBU0QAE5uvNId21t/smxaNlmhVCdWPj5aJXwntE7SKNn12eGb3rAqIiPtFRruItECVZA/QJgTfHRHu5rd1/kvT7CdpfYUf+JHvTZ5t0df6vdHmhgxLjQpX9HCp1gOLbobDXjX7j+6GjI4vvXU79IeKYFQpc2xfj5Vl8fg8oJKrOwGtX3ktMHi1K5YCItVPD8P8kZu/odkTaN+ixhjmdUt9fqASIvnhNaAPtBUBMZ8ener4NMxnzjwbmjSkH97f3dK8aseChvja9CAhELHlxrtshPlsIeel8i0ocj3SsbsJ26FFkStTpfm3U+4DfKRW3dIi/7HiaPyIrn2i0Jvtpq0ZItm5l48NoF8gJauboRHrngWPZ5G9YNY7429Iuev7o4EMrZJkWIOgTixhrH9ibK5o3jl7sqOZCxMXm4O1i/tQzwPWScZzcjGxe2M1YA8xHvip8U9bPRIQrY4T2RTESFi2zWUYD2hRyHhg7dYbdbMIdLvhXsulzuNxWO8PPg6xFnCsbGsGhI/7YO6q9TNEosVgebm0Z1bHsVrh9aJSIVSkYimsp/wskSX26TFXPMPXWzE2SSrX7gyT96ucEYsKYheJc8P5SVVHfiew6hqz5zyNwTI21nkai+bX6mq1srH1HDFTq8CYVp7E6vno00dmgXgRyRaCLFmyZMmSJUu2EFSl3qjLcHdo0cc14xVPIzm9xLiAVoygRXNTDbVaXUwkojQ0OwSt+bUvB6RsEc9Uu1sFRHFPfYkw4MFQtrm3aQhv+2pAzeQiw264aqySZ/EMYg/Ml47PTzViombx73mWNGQxX5hPsOkyF4hMBvmRXUDetVUSVHRKFC0VCc8vlOlQYxSIiD8fayW6k4vk+/PZwhjzrMqhzis+QqvupxKjqDUWQ9E3fn3iPrBueF505h70sVqtjGlvPCHaXXOYV+HaLpwWvRRVEPfhI9WJa4iV5siJD20m6pqc8bIsDcGxjm2edW0xZiAMrFxW1Y+sExcnc6SWs2u395P7g3pBTBtbG7L1jvIkuNoTxMawf3g/WtCU20HZ8QrH9Q6DG3Ez9r1x6k9l3BezuT2LGBsqDLJ/sLSBPkG6zAH9t4p0Dil7y5vPmCiKwuYPK4WvVUFNAmM/dOjP771aDQuBWneUY4A+WuXOWrQktFrUpmjZe9Vn0m72BRYCs864qo5m5YAjxFUkxaLGepqOpzaGrFestIxHo5nGUnHP+SodD85Z+lsz7pU0FslnXHGG12q1SgwQZ25aYXT+DATOvMf6CE+vXwKvi8U0+Xizy1ms7kglSl1DZs1U4QxiP1y9c1Ua7adbF78ZyRaCLFmyZMmSJUu2EFSlqBXS7nWshgEIx1fiM63VRYDKKmqPaPIL8xeRTaD+OY0RAH0TTWt8BA6NLJ22uaFseyfqp0bzPT08jbz/7TQDYTaJ/RSJ2jP+SYsihlXR/LPhe0Rf+zoK5HzTN6wDVUFr7mr/jHnNsf6BJmMNh4AmyL89PA4ojhz57e2UBc6i9itxExbzoSig1wxtYF5BiqR0YwHoD1PGPWNiW2qch1o7RF9hJiR+wSK9iyLy4h8oWlQLx6V7vaJjuVBf4bHmWft6DLPxIhk/XmFhZB3icwdxisT5jtzpcCSI3kstHJW86Oq9OtuhX1S0pBaC8S504bRXv2wla4d1TNQ7AhIuy65dWx1D+uP90wi+dPoEKxx/U8mR+86nc4tjoL1YqSwGQK1Nl6dpvQnWy5mrFrmp/BOgTduTGteAj5n77NzYMX806Jt2b2vNBs4PY0/U+cVyxLi0OuFvi+shA0QtRrQFyxwyuZhEa90IK12aJ88+Mb+1IlCflQNDH2Ps+faJc/FWoHqjvpaRYHwVxGLB2OksQ8bj4LKWjBtAzzLOroZbk1RexKJ0eT5ZY0PkO2YpUQZGsgasRopar2JVTGVP1OwtxifWk9CKjZM0O6XZalbYLtN+MRdkesDxYJlBtSIeZC8gWSGoSLkqZXoxMUIizJhjDgZdVCw2fhB5PV+e2zVs8GqKkUg0t/uUFFM61DxJeh0/jCxYNjbff/v1kPpnNKqn41immCCYtv5gE/yoP66xyEpahKXVToPmOHQ4KGmjp2Il+EZEzKzccGbUyVnoB64C2uJ/pLi+7VKbbixC0CC0zF07AGvJ+7T59OxChhtpEBjX8CyezUZHKTG3g47PxWWY293dcHBu6Q8mwYgcMhAVkY5ZrlZxzei4bA1S870FXmEKnaQBe0OlOubAv9KGwEWLPalYAKyav1cVmtRnBSpaURq9F8rs1NHeVhUckbh+6BuFZXBRdVwqaFmWFaUzDarlx8bGA6IhVZxtjigg003dYhA58X1fkhoFhB+perNhY+VL6RoBF/2o/IBXn0FxG9rEj6+dEzqH7Ef63BvFQGH2zEOl2rUARDWr+32PgkxgGmsZJRyFmKBE2gT1Ly44fqSa7WYMVN6fJc/m/EBh8CWIeRZjzJnHj69PGSaIuTiB+Enppzd6pnT7NGuUKO4NLTbuONYBCiJpphB/sX8YR1+Yi2DLalE0fk+9EgHwiaAjtH+0p8XSps59MUvnyJRhdbGZ+4/0ZJS7XtvOf/YB64K/PX0+/Ts5ODFCrReR7DLIkiVLlixZsmQLQVUazYbs3ty1IKtTLdbjEWMsLEQpYr3+yZmZwinGAgpptlOyGlBD/ThN2QN9gLZ8ehFmJuhUjaBGEWaj1VhL6Zs68yqIAK34195/X0RE3rweiGl2doLpiyIkIEezLExTsy1mPVDcdD6X0aZaADTYazFdJN81C4iasiEBajbT9CIQIMhoV4sbTUaQhaQkUggmx26rVaEmDmOMdQKNnHLApxehHzN1fRD4yXzvbweUbsVMXEla0IiVbK7QDzOvmMYtPVDXAyVWcR1QkKmpqMSoixXlgwh4pQALwVIn6mrodqOFpafPBAHybIJofWEt5soHXYLyH30SzNsffhbIXa5oGd3BIE2FJR1RVjGo9PpbYa2xpmIhJDURqymXQK6WM8tS9OrxvTBurBNItbbUouIJwRjH2XS+RlTFWoT8Z/9OCCKFghnrDO49zgNS5VhHoHLWG6gWS0vbzL4rmz+sBowHli+CTNmzoFaezZyZKZk9SClqrIXaVywFuCSKoojjoOeFpVe70sucNcwR56JPS+b6GHw5T/rAnLLODj47sPXP/mCN2lmr5+qz6MWxALFWaz6N27l3MP83HA1xd9CxezBPrIvj0/BKobqvffCxiIi8+84dEYl7kfOGdUFQM/uBvYrFDhdsZ0V5+mVMQ9W5OVVLGRZXnuVJnhaLxRdyGWQLQZYsWbJkyZIlWwgSKcvEhwUSaDntlPKYaGJo0t1BJxYhWaYBN2iq+OM2HekNJWgt0Euv8xSWCP7uw/shUAU/cLvXsWAXowd2/jnzlSoa/eHv+ZJ+Vylah2khEYJjsHYgVuRF03NAhptXNk0b5h6gTSOxmVFQJfSD1D5SG9GQQTz1SqqWiMjqLLx/8iAgAxAVUqUlxhJQXMQiOyIimpklJ0rQ8+mjgHhv74f0uY1eek9iCawgis41KZE8ZzoPr/vXgjWjP+pL0dVAzjqWHGivQ1tGioymSpp0cBL6RczB/cNAMvW6Kw/NOENJi1Vi/+YV/TyWxSZ1jxgB8x3P0wBY2gQSwncM2sQnCtK7dSU8CwTdtgAxtSQ8CG2v1Wpy/davOw/7AAAgAElEQVS+tiE86/MPAhonkBPkyrzfevdWGJ9dCJvSgjsgJiwPnjaX2BPWGX3uDDprJDbsNVJ4LZjsLE0X9AWmQK/4tX0gJOiT+4HEF/NFtADqd+O9RZ+Z0uV2aml6agyIpRhSuG5LLSkExhKrwJxwXtTqtUqszDwZM09QxhgijIvFQZHq58apM0gDon1QdqvTsjFfoyxXyyLnJGsOiyBU70vtw5aeH4wLc+DpxOkzZxj7qLvRjbFX2j4fLEhbvrf5ZjI+pIJva7AqcwoZlE/T9uNZTVNljMz6qGeNJ+7iXszZ9tVtsyK/iGQLQZYsWbJkyZLl5VkIiqL4WERuP+Pjh2VZXn3Kd36fiPw7IvJjItIRkfdF5C+JyH9SluV6/crnlMViKU8ePFnzhaFdEjXcdtonvrKDzw4MbVhKk/PtIWi6IGZQOT7QanqUSERERtGpyGLLfKqhDXe/9pkR8JBqhR/fSiWrdkyMABHaRo5CJLhe37G0IWIT0jQZUAka9cb2RqVMaTotEKP4KFlP+oRmbORBrgSrH09Qr48lmE3nZn2gaIlp4nqPzZGmC7bSiH3GjRgK/LcXiozuPwnWma/fCz70t2/cEBGR3WG4H4h6Pp1bu/Cng4Q90u3o+HSnOoe91B/vsxGKFsQ+KXJquxKzjVZjLZPDCGW0v6D0ol1L+s8cGqnLPLUw9bopmZInfdkcbdhni3lqGWIsGQcrOc1as1LeKQmUp01m/9An/NxEqRMnwf7qbnTt3vN6WmzGx+AgjLlZDOppwR2ux9Iwaof9x5xbOiN97LTWqKe5B6RYWLMYe28xIEze/PO6DjzNdM0VObL1Q5i9rFshQZqGyl0mD+cD97p0Ufm2zijVrdeTfkfcx8b2hj2D9hqZ0yQ8Cxp2YiwYY67DEkIbLYuFzCEXa2CWWj0/sW6VZWnxTcRxWTxYXdeupuFuafvt7HHPRlhPyHRKRoRmpZym49bqtux3xNJNzXKaxhAw9qsK0d2zypt/M/KyXQYnIvLnnvL+uX+jKIo/LCJ/XUQmIvLXROSJiPxTIvILIvLjIvLT37pmZsmSJUuWLN/Z8rIVguOyLH/+G11UFMVQRP5LEVmKyB8oy/Lv6/s/JyJ/W0T+WFEUf7wsy7/6RRpTFEEDMx/7WZpPi1j+KOWQ8etuDkxjJ4q15/JmQQIIvkCiatHwPeFGadSV4fPRbhrXgKa/eWUz8glQ8EY1dNrNM0CAkRwlvH/4edDgyacXjYoFTMRSrWlsAehmsDWIFM2L1O/O+2ukQKrUgi7FWWewDID8oOY1n7OjhwWdHJ6eyo5oqd1pGrls5Db6jN397WRcsGYg5DaDartqUXjnpvo/lUaZDAGQ9Ptfuye3rwaDF+RF5FVbHIbyMzDPV5TrAMsA6yYiZM1ecRTAVi5XfcaMR3eja2MEai5dNLKVAW5QkCulsLU1qX93tZR10/EbTNXSVJqFiVK8hSEaSkgvdO/cUEuQR8w8m0hv9iJWKeMnKCdJW1iTB5+FmIzrb5PVoMRN05lF09NOUBj9R2gDRZvmrnwtiJn9ZUWvdO7ImPBlthuthvUDFB2RrRbzcjTTzN1yvpk8q3B73CihO6nfmvdBzDs3dmyssbYwR61OOpbm14Z/hYJRek4Q52EFu1wEPHERnIVVemr2wTqNONwgF0kbfGEgI0uiIJFmDGGNYL8xHt4agizmyzXrpbj1zxnMeUA8BufouXI8sBcZB1/UyKicB2nWT1mWZpXjmazz5VTXgWZR3b8b4p7qkEHV698VPAR/TET2ROSvogyIiJRlOZHgQhAR+VMvo2FZsmTJkiXLd4K8bAtBuyiKf05EXhORCxH5dRH5lafEA/ykvv7yU+7xKyIyFpHfVxRFuyzL6VOu+aZktSxlfHZp2vRjjfhGi495+erPhka1kq/Ne2jbRN6CPtBM0XTt+kXaZawTc4uKVaZD6FPx0cOGVYky96iAHH/QBb47fMYUCEFjJzIdH7hpurVYtjW0KS2XfHgart843VjLWMBHB4Kxe7uyxjwLywE+QCt2BAqjpG49nQsrNKNa+a3r+/adQy2ZTIwFSG+kiMWK0rjsDCtuo8hoX0ssb0+V6lbzsY1Nrp/mqb/VvBHZ8PSZZCbg+8SShHUCROBjD+hLtdx1aGqZjItFtjcjAi1WZFmEMfv0nvIPaJyCL0RlrIBGXZsiIVsHWiwrZtuEtoG0QMjdQdfee/3tkD3AuqCsL2vPR4NXo8BDPxXVztNxsXHTPXvn+9/Q53ST+4hEdj/WDBTD+6/v6z3C2MMWKuoK5h6+MBl+aW+JY7wjJW48dj1DH88EPfoCZDzjgTIbVmNEqs/Cv1+qpYiMqVhMSfkZum377uQojf2gTdzzyu2w7tnv08tgpcAvz9rDUuCzEzw/wUPlsWg06jEbS/fHhlolyVghC4GcfV+sCKHfRlmtbbn+posx0awUYi8sFmHUt4wfz+FgheYYO3cGc05AL23xTov07PZ09DWjXR/b82r1lNvkWJlHjefGsYdiEXz04HDN8vc88rIVgqsi8pfdex8VRfEny7L8u5X3vqSv7/kblGW5KIriIxH5soi8ISK/9S1paZYsWbJkyfIdLC9TIfhFEflVEfmHInIm4cf8XxORf0lE/ueiKH5vWZb/QK+lWs7J2l3S9ze/0UOLovjqMz56tyxLKZerNT7wWM5V2eNAUqr5odWOz8bmdy70Mx9/gL8RRG9+yFV4VumYuGJecpgqr9F6xqpOvxNRtmqwsPzBfx99ouFe9Bdfb8NQRnjGBx/dFRGRt94IqA5LifHuKxIAWa2WK9NoKZUK8kFrthztCte+SEREnhfetGttq/k7KRrlyks/eBysAbeu7xvnfIxXSHN3Y17wNLmXoQ91rGEpoo2MeSzVnPpv6dvJeCw3t8PYIA8+D9Ynijb5vHl8hPiz29008wUfIzEVZFBgkaKeQNVyRNQ4qOvaXmCtg2mwrzEBPGN+qmM8TusHgPiNRU19piv9e0P5KOgTaGawObA1iWWAduPHtnWiFjQsI1a0B9ZJZ1HDkkYMCvddzVPuDRB2q9O2vWllaV0Eu4/YN/4JXXPGgEkszSL1tYNWfVlkEGKtXou+b8e5z5ql36wlLD833rmRtJ05Yw9Twpm4H8tn17bCW9Ed9mIcisYE3P/gfuiPcaKEsey1iMzX4m9qnbt2R/fLIuXnYF+A0rk/zIWM93w2t7MWa5utHWUVxVKGNYdzcE+tdfjzOS/IDCBeAT8+haqISfEZAMvF0qxU7V5klBSp8LCkFbUjD4M7X7jel0u2WBLq22gMAoyW1XLQNSuwB1sk8T3UpAj7HwbK629dl//h//m/RU6e9VP5O8tLUwjKsvyz7q3fFJF/pSiKcxH5WRH5eRH5I9/k7ZiiF7eVZMmSJUuWLN/F8rJdBk+TvyBBIfj9lfdQd9br6gYZuuueKWVZ/vDT3i+K4qvlqvyhycXENPk3fiD4H9Fs0eZBKaDf0W6sdkW1rZWLggVdgJDxGw0UbYKMiArvtCLDnEj00+E7PFJ2vUE3aO833whR1MPdodVYaDgEhMaKdk3U9ND5o0B+cCl8GfQ+TNFsrAJWT/qwmC1Mg/XV5sjhpU0+4hikF0vq4tdWf7QihUfEd+jfm4pCrHz0SYwgR4NnXrknlgDa5jncW4a60oqUaPxcbxHdjguA521f3Y5zoCjyytWg0RsfxSKN8EZOda6GIezD/JPwD9QdL8HRsZaNVQQ4nmi1vNXK1sqeogki+r+XmAeXv7zj6gFgjQDxbzpf66VmFxweayleshZqEeUwRqwDYif8PIOUeQZzwpiDoBDaRAlj0OnxSUCCxAdUq2f66qUg+36lGmFoE9lE1D7Q0tSKMrHWsG9A94itK+pTaF/ns7lVIq0tw2fsB6wPWA7GiqBPlNFU3P7xlgEyADxDH3uWvV3UikrWQ2jX7S/f1kekVS1rrrppq6UZEFoOfDIObWSsWU+wj2L95ByKTI9tO1uoKBmtLDCVpta5ntWHICtFa13oeomxJGncPOMCAyYZAVbJdb6sZGml8ThYn6i7QJuIRWHd8EzOSTJdbE33QxtZJ2b9ULTfHdTWYj2MqVH3D+cc5yTr5IvKt2OWwSN9re7Kr+nrO/7ioiga8v+z9+axtmXbeddYu2/OPvu0t6vm1XvP2CYGYxKjxAYcsARKAoSg2MgSTRAQAiJ/4EAQIgYZESFZCkLYkUITy4FYwkZGshTi8E9ik85CxGCiiID1GterunW70+19dt8t/pjjN+aaY99bVffeMrf03hxSadc9Z++155prrnXm941vfEPkiyKyEZGv/dYOLUeOHDly5PjmjM8jQ/B9+lr94/5XRORfEJHfIyL/g3v/D4hIT0J1witXGIiE3fOd9+6aktVqV3VXzU7P58yt3rgoZKo5MHOScrlOehacKkojYp/utN7cHMrqKepc647wWJFx7JO+NZSFYxW7TI9kyVlZXbV+B+yG9RhX3YONVY+Lc6O5v1Xmwfd9ABnzHsvlau54bRUbqbYAHwOOR+6TWngqBEDasDdfePd+OH6nbWPguvmcJkiAfggffSOwMOTC292gmfCIkvM25McY1CMB58fJ9SR2NtOffU11Ge+9E5iddSfqUEREnl5qvTnzwLV0nSsJxnSj9desn456JayXS3NBBG2DTDyrZa5thfozqGaE89q5TnO3U/XcaIfjsybNbx6Uczuz6+frx7neoGeqCQzplbr+lSHxTp4gTPsc9dtobTrp/bhZb6ySB9TMebIuzNNB1485mOqa7el33l4FRHx4mjqDgvL5t3VFpdNps77nS0JwXyyd3z2+G9yT3OvLeVoRYVUtTunP84P7b7Pe2H3MuEDPoO+u3gec5+WjgJCP76bMCPlsrhnrCCaO9eLRf+egazl/xusV/tbLQufUqo1g5agIUdaGbph4KXCtfe8HxkLev3fSszHQSZPv5jM8oy8fXiZjuaN/D/quDw16D7sn+2k/CuahrFQ18dxnzjgvGJDWHSp+VMc0q7iQvkbi/I0wBEVRfFdRFCfP+fkXRORP6z9/tvKrXxCRCxH5kaIovrfy/o6I/En955/5LRpujhw5cuTI8U0fb4oh+GER+Q+KovhlEfm6hCqDL4vIPyWhR8Evicif4s1lWY6LovjDEjYGv1IUxc9JsC7+/RJKEn9Bgp3xa0WtVpNOt231pd5Bip3j+x+8LyJx50gsJgvb7fHZJ++HHuk3o5AL/vJ3viciERkZIvyGZko0jUv+GgTAzhAPAVSnLfMAj/XoXuXLzt0HuTDy9vRF2LqcKOwDbnpWfaHqY9AKxyuKwnbioAqCcYO62NmbV7/+G4cxkCC6B+YcpEN+z8ZGv3jy4YdRFY+vwDMdJwHitXrqRqqNQNdBMD/NUv33p5PkHAylqjq51W0Z8iXn/+5bwbkQxBoZIO2VrkgIBf+Vejw8vQ7MwRN9ffs85CGPB6rk76jzZS/tLzA46EV/BB3Xag1zJPrdB8kr52PucYo8qE4BxeHMaJUDXEuXi51P5nZ97n0xnD8IjTV6+uA0mUOQkXVDfHCSfNe8CMeLHT55pKXMGqiOvhTr5cquK6jbdB4OnfkKGOuSiNak45wa8URohwlrVjzqReL8SrlfR48mgPfin8D7YNC8pz1zTQ6eYH15xgRPktvLW+usyhxxrxH8nFcWzJV2WoWNYM0y5+ZoqMdBMQ8jyfublY6kjJdnDop/3svc8/uNc//j+QLiZ62C5pmvB18OzBz+MFxj2DKRqvMizKmyWHo/mAZAzxPtxML1dIAF8veFMQNWjRJ1I16X0nE6nxu9fuYVoX+zDoZ9Y7heJd7UhuCXJfwh/wclpAj6InIjIn9dgi/Bny+du0JZlr9YFMXvFpE/ISJ/UGJzoz8mIj/p358jR44cOXLk+PTxRjYEajr0v37iG/c/9zdE5Pd99iMKsdvtZDFb7Pnss+Nix2d5fN3Vdsq0RlwkOmGBJg/7qQLVOse52vXpbYrmUYL7Ln6oaim4rPYRMG/yTdrRjFx60+1cebVe5A26laEeTtF3tY95NXw3PZG4s78dpW5+XvHfcLXQICXL/bnvshyy5uTRKHAOIIfZ7cwUu8zHk0eBtYEJoMoC1ImLIA6P7Nb9vEVvc9UMaAUJtdT8/vBsGFFUizw8eddJMl7Gz/zYtZuHsdCR8eSQwpoQbe2j4OuuZ+N9dggmhLEYs+E6Tnr0CvKF3UFVzbWxHKjO12IV1s2jh4H9Gk2n8uUvaN+HXtr3nvPmfMkB23erDgEUxn3R0zHUrfNg2leAeUXp3jDviK2Nn/mApWDuuZ/NLdLNB4whzwGYM5gTcsiwPmh6qJSp1YtYfz96ftUETADMABolmEWuBcwAx7beCGgzGmlfAlDu8f1j867g/jA3UatwGSTHXruOo3x+6bwvbEyuAyXzaMzram3H4JmLsyJrimtUNxYiHJP1YJ9zlVKEdYvFh8Gp9nlOtTstu548w30XTKq4dhU9Svju1MnTOhDyPFFGim6xVJgxVpiZsiwrnjCpZuLhbwTPkLU+76g2g3G86bVNj/Uq8XmsMsiRI0eOHDly/P8cn8cqgzcWy9lSvvJ/fMVyiiAFcjzsKsttuqNDEdxsNfb6vVvnL/I6+uLfV803i1Trj7X3ODW8ujNETczYiLe+/a29HBU7cfL57MaJWG9LTksRj/YRGF9qvT1+DDgZbtJaX45bbsuoDRik+UnO2/p76/s8OgEhepcvy6UuUpTiuwIaE7PeGMIHLVttM2iKJLqWWaOKPjwKyIjqAd/1j7F4N0pDQHoNQYwiUUOA2n6irztFiPfeCUplcse1k/D+B9b1UVkbZUY4ByoeQKUEKvXVcmVoo1dxRKsG52E9MHRsIB7YmmePQz727tvBJc5y4hq874mq0bc69vunp1HVrT8DyHFvwa6QEwWF8X7q9k0rsi2T33PtWNNUgFA5tLaukAtDwCi1uRcjU5b+nFfWHjoX7gMQJeiOMe75VaAnadatOoJXNBPoF3x/ictHYe5hs0CtjM3rIDgeTnYwi1UtBded71oWYa5YL6wD1j33LmuNe5f3MX/oemB3UN9Hxo4OpVN5pop+1v2xBJ8Ec8O8TH0kuK6wNPizEJ4VhJ3gGo0vUssa5rMoCptDz2xcL9U9lM6CzfTPJ/eV733A+3mewgqaW6TT6kyuJ3KlHWe9myaeB1xvOqoa87NtvpY7X2YIcuTIkSNHjhyZIahGrV6T3rBnO+HLj8JuvOl6AJC/BDHPRmntt0jc8dO1i50qO3922ShZyTOh3CUfvXUICeRrHRnVke/OadhRox4Wifk2jjUah+8+GqY5c87P+iSQ66RfuY7t9G5gTlCAe1RiXSDnq+j65vJk5JfJozHX1q1QEWLNMQecL2i9JmmNOzlG7xpWL+uGknxt/tWtMjyuqoSKDs8INLv0P0/7DoAgGDvzynZ7MV1a7rdh10Q9EZSFAF14HYd1waOnQaG5Vnqx65jJ8xrKm6fd/0bjiRzqHPZd/wTGZMyGdWFTNH2boveeImB+T9ga1bGenh4lP6/X63sdE33AiE2+8UzHGN5PLTdz67UY5LW5v8jNU62z0p9Xu0wyZ4wXZM+8sAZtTmGvrsIra5w1x30R2YvU+dF8DJiDVsNU8bAU1by6SMXNj/4Tqo4n0PlwX8VrGF4Hlv8P7+c+Yf0VRbwWnglFd3HiHPjsGQQSrtELIrx/osp+89nXyigYBT5HdVJZlnJXOynaWHiProcqAhaJ9x7PLJ7VeMN4dM5zY9BAz6HaBGUKqs8Z2KWqq2U1uI6wvdFNMDwPvdbIOtTSqRBGDbZKzxH2otVtSWcd1tLD90Nfib5WD+GVwbPKNBO7yKAZ4/kKkRmCHDly5MiRI0dmCJIotIZeEaPVBFveKkWtICYQ4nwyt1310Z20vjX2vtZ6aUUEpmRWlNK8TFWv5GfZhdJ/gM896IZa2CoaoZoAFElu/9u+64vJv0FZ3u+b3Sb+BLAYvocBLId53esOdzFf2tyBUKnNvbrS3J2+kgOn0565eDnVuXdHZO7XihzGs1kyL9U8ML7t5tioyKWnu2xzLkTRr3Mc89wpOxHnTVHdJkUZIAGu6XK2lLlWagwURfVdrh9UZjXujVRjwhrj97Efujo9vqCjGnqYdrdt5xH7aqjjoiJbr8xuqPMg64Xz9z0bqN32Knq+B+S9Xq1lM6KefpUcy64vzoNDFPpoTVKdBv/ebdMulyAnNDisF76P+dput7HTKFoJZWXKHt0vyfmG3+M3AOvlXUV5vzEu6oWwnqj7pubM65Wa+vmaY6faIavkUKZxt0urJvaqMuhYypp2/Rh4PrTO08qpclcaa+D1OLAPa13HXG9zYaWahO/upn4F8T6o6xiV9VzTGyLW4cO+rGopc2hd/9ApOadBxoqvhTGRrpfMYVd7RDg/EKsg0THNb+e2BlnHVBVUe1BUzx+WamturOlzkmAsMAd8z9Ixra1OK/bNaaRsDPPA/Hj/lt1u91o+BJkhyJEjR44cOXJkhqAa7FTJDbIbBUGaGn8D6g07O3Z6zU7T1LAgEXaVXrnqncMAZ7j/eZc3c/+iA5kinqeq+Ga3fXZ2bLks8pJ+R3qkjoSxVj8gPHKhMCEos6miiKrr8HPyd+xiQWONZn0vjwUCoJ7+sKc58xY5cUVIVAQoKhveCWNCFb1qp7lxkFTDoZcLUy339qoofOc05pY+7eZMRh+BVYo2fT16u6s5wk6sNhGJDEs1Xz6+CXPG9YUhYV6amtP0SuXDYYqU45hBVMpm9FKUD/pbLlay1MoEqidwpiRY9+R69zp16u+ZY/L5hrpBjKj1nddAu98xFsH7cFi1DT09uqmanPuK854U2qVOmSKuKTnWfidcW5TsnBPz8cH/84HdB75DHuua8yaPvdWxwe6ANpeTtMsfKJ/5MD2LjnFaGbPNsc6Hz32jCeI8Ye/8swnGyHQf+gwgn48O5N6XApK2PgPbrbEK9NnwOgaedwSMiu/tYXltfaUrJGP2KJfnynw8q3icpF0vOfb9L99P5oWAQeKetWqCEdUE4Zp4Vsc8NFwvlfHl2K63Z4B8J1Lmx/dZwBXRd3BFO4DHgnUofXqdvL/VbVt1DT/z/SL8vYaurdFq7DF9LxOZIciRI0eOHDlyZIYgibKUsiyjul53X+wyCVCIOVdpPu/2amzo+vqxdqvTnZzVeJOXVkTHzn/rOgya457uLiNK0V2qbtrpce+rD0Tibtq7IW6eg1xFYi7LuwJOFNUuJnTxQ88Qfo6WwPJzleNyPjAfD1xdre8s5zsnRvX0TI9dT34PuwGSnC21hnoTERfHJtd5QF4WPwk9j5Gi0OFxqn8wf3XUxRpWO6+fJ8cO0qoiCqsbb7eSz+I0Rq8CHC19BzQYAuYR5AsiModCXQe4S4LmJvO5rRXCFNjkK9FEKHPEWvL++XVJUbvl83XMT58GhNRFg6AuisPzoSHZakWKSFwzJ4qiWIMeIU1MSyHJ+YIUjWFapf0nVotUN1Fv1o3hW/Rx4tTabjoM6ndw73301aD4vq8oO/auUA8IRZ1UHXlnO+9LX2/U95geY93cnFIp4+8nO9atvv+GrqBhfXHvg4gtV6/H2Ww29iwxHYtjI1lLXH/WB783BpIeBau078CtPj9gILkX1pUeMV6Jv5yljotcV8bo+4tYfr6XjoXnBfcLz3LuGxYS6L1f6QUwehrZNRGR0lWNcD48g9ami1Gdg6vW4hpuPkz9S2Avqnoz6ycBQ6j3N/cP15Ex8v5Or7M3zpeJzBDkyJEjR44cOTJDkIS6VEVXvRS1U0FgugCryw27OHrYi4gM+6nK1/eg9wp2duls0bxaFlTvc9BD3TnGmtmdOfKZn7uyCuSrQS67TrqDJX/L7to0BprPtw6CNl2pTgDNQqPVMMQDy8LOH8U/Yer5rvaLcDXxPo/Zttr58F2WQwUh6nyBZoqiiPqFSXoeXDc0AJ0umom0Dtl84UHlOh9oJ9jZXzwJHhLM9517wR2uN+gZGiIHuN6kKOvoQPOLqqkwB0Idmyn63bXg58y35b2VGYCBmMxm5hi4c/oEcukwHOsxHeTCsfBcBxGzNkFrXEOc/2BpRtPwc+6F/lF/L+9sCL+fskygd98RjrpxEBN++b5uHcTEGvaahd12Z2vz6fuh18LxvbA28RPgvXz2RH9vTo76XZb3xx3T1a3jSMc6tB4o/U7s9aHj/eArwav+/hdCPT33ak9ZLc4HvYrXInnfEl45F9/JcLPaWE7bq+J3ep7+O1quvt67h/r+AN5TZO00OLVGzZ61nX76jCImet+QW/djBfmjJYCFODwJ64R54/6DmeX5wTVvNGMdP+fDs5tnCtcPZhH24lj9FqiQYb5YJ7hs8l3Mk2fDVvOVrRWeQXRkbbZSbZoxSOMwlsFma1qXV4m8IahErV6T/rAfTU/04UXrYhZ2hzJER3+/89a9vSY9RqM1XlDiRykYgja3YeDnPOChX1n4fLcZ/syW++1ZXeMPaxmqnynMWnOe/JyGRPyxbdTSRhvcdCx8KOTuoGclj4MTTJzC+cYFnjYG0gqt+MdbNzVNnTc2X4gpowBHHxx6DzBPzF//KF5PaHduRC/4hAIs9VixIRF/pObJK/PLg2+gD+2p+wPQbDXtvfwh4+E40D+MtDl+ehNoxYX+UX1wFtJTBJ+br3TDpa+9dtqIZ6WWpgNNE2BclYz3dJCcn5ngdFWw5KyN7Q8DqRToeT3f8e0k+e6+fvfwIJanQu3zoPZtvlHXsknxJjb8sYU6tT+M2GjrQ/v4vpaa6mbe0mOWNlvvCe9YF8zLQAbJd9na1FI45oHzp0TwYJiacZkhjTvOdDyLAmb9o4AdNPeq2dpS8qbrv+3K7xBwMp+8DwEw9DXnv+Jcbia2zmOpW5jDA72/+Szjpp24NWbSDSHldsVOcCUAACAASURBVGZghMVvi1bv6fOF9Ge1qZY953Q+GEtNNycdBJrOyImxMdeANzCLFxta2lTHVk3dWJMhew6wwUlLX29deTLi2phCSVMD3gCKTQwbBf5GrBYr+7txcRFA5vk8bDZYmzyzuHaddjS7ysZEOXLkyJEjR47XiswQuChqhe3aby9jO0oRkcvLVNhjVDKlUr22NCRtc8tukZ3vh99QK0rEgLqbG6mxzv27ARFuKoIbkYp4iGYtigDY8c7mSn9eX8s7dwLKgMKCGkdEV23kIbJP4Xm6kZ3w8XlAbZS4cDzoLBDBR994LAc9tdRVSq7dSUsfodsQVxIjTYlAnbcdGwNSYusPEpppOmCsNDW09dluF9uzqthv2ArjR2iGiIxrBMrk2AiyrAGT0q83T8JY7+o1s7a5es25NpePryxFYEI7RTK0WP6NDz4QkYj4rexUGQPfqvm4fZzMg4nvnBAyov+4bq0pl6IwGCOQL58FudHEBxqftcY14tyIgaYIpgs1XNH75Oj8yChahKigzfULmDNffksbJROhebMox7B1nKDP1vyyEU2QjtJ2xyBDykdbx1oa24ntzavzQVjrbr0/rE22YxKIVru5Z3JDeqbWSNlHaP3Tt86SsfWdARGCVtAmx+N7YBwR71YZNO6taEnMPKRGW6NnY/2usJ4OFbUyn5R2WlvsHdbVqfUx1Hm9UTea2z+bLEViaYq0xBXk7y2xq029qmM28yVanZvNdDQygslBTMn5YKjE+O+8c56cp5lF1dJ70cY0x15bGSkrsVSWQ6/dzejWzp/nhW9Bz/VjvR+pELosy2xMlCNHjhw5cuR4vcgMgYtyV0Yr3qnuHp2Ai2DXfjBEENUw9EiZi9la6o72aKgGEk3asioi1GPCQpydBQTIzteQstmAhu+5+DAY8Fxo2drRwYGhMG9Jyw4eRmDrbFAJEOTWiQh9KRy7cMr52I036nVDmY8/eCIiMX8PaiLnj1bACx/N8li/wyOAiPTWye/fVZMZduer+crmCi6C3Cf5VdAWGgITU6oYiDGAmIfKlPCKuJDwgtDlei0XivQPNZ9+Uj/U7w4o4UsPQtMa8qqUCJrQaJOK4xiLISqzC04brXCNy7K081lvU6Gq2QY7pMJ19efVcCWefL6t+hZ+D9uxrljVMidmROTy0xtn/oJex9qGs3b1HLhX96yuXbtwkHFS8ufuZ9Dm1SwwIpQRgrLN0tusn8nnp2Y3L2qHbToIruGgK+1t+CwoFDYO8Rw54yNdaxgsmeBZz/+Gz2uLc54Bnt3i3oY9PDjq29rZupbsXqDrA4Tv0TxiRO67aA+cMmw2T0VhzxIzYKMc+TZtFEUbeb4DTQmfZwxco1j62bLzFYkMDOdMNFvNinYovFqr5RVW31pC3E11DsZ+6hyD6lkfPI+JmyepIREMY6ffiYZDp5gehe+AIeA70CRRurherm2OXiUyQ5AjR44cOXLkyAxBNcrdTpazpe0yye+j4CQn6ksFQTn1Rt2QGwrSp4/UQldz6n3XAhTUcdTQvLaiDl5RDRPs2mEeLJc6irtZ0BM7cW/a0eAYG4x0NA+vOU5r6uR2wKXtylP1bHObLqNarYjVDzo3c4c6MPuAEQBdMsc3qgVAbU+cDsOOeajWx+zWKUcE7RsaWazk2XVA53OnyDf75H5U6FZjpYjA559rjN2aG22e+3nOfbXZWF6d8wGF0+xoWA+voEdr6qOMCMh/5MyAYEx8e22vNC7LMqIs9zsQHOp4yus4Hyt51e++vlZ7brOdTtXpoHHOH43B1ePrPbYFVuLZw9Du+O67Qf8CqiodK8U5cBxQN+jN2mS7luU03jp9EMoUh+dDOz9QF8ZDoLFYqjfW82wl3wWrYSZaeg2uHwXkFxm58AoDYRVCtSKaPWFc5lg5KheosoHlQZ/CPOw1HHLz7DVIxHazlfUy1UKYwdZNWHMf/sbDZF58lQ46FvLxzBsMWv8wRcY8Z5iPZru5Z6xmzIdrXR6beoXzwV791ipFWsn5E4f91Gxs9CgwKij8ubbT8dTm0Czbm1i2p1oj1i4aLdM16LW5Ugagq2Nl7DCKXBszKKq0mea90JrWQhxmwzGofLbRauwxXy8TmSHIkSNHjhw5cmSGII1Cao2a1LdqeqNImV0YRiuPrkKOsaV5+/N5QFSHJxvbyYGmnuh7O9Ow27xfBoSC+rntGABQGigfdJLaicTdOTv+00NF9e2m1WRfP1FkrKrwrprcUOvt23Fafl+DnSb5PObh4Tcei4jIZpfWpVcbOHUU8dPW2AyHKjnt6vmbUnelugzNoc8VUT+6DHa47z8O3/32earw3emufebaoh4M+9J2rWVBmbQkjvbIaU0zugbYHQLdx1Lr7bvkCA9pYpPusxePV2ZNXFf1N+ZAeD2029RPk4emJlmVx7qelspyHNbTmnaujbE2VFZMozrZ0KirIgGN+dbRzBPfwVo7VkXzjVaEcI1OTrSCQNkNrsGNMgrLxTI2gnGtt++/F+yAQUZmQatsA6gLLQFjNN8FZVB821vOjfV3o/dEo9mINf763jvvniefefZBYC3IYzNmWAZQGeuGvC56AM7NVxsUO22zfTOxuY3q91QbwnfiG0Czo71jK2M4mqgifpLmxjn/1iEmOGJjN6SLOt4xYuZ5YOwLDddSwy7fHp37wBhLPQea/6CUb7QaFY2A8zBop3l88zFxTbK4J2/UuAr/Esbk24PD6n3lq98QkWgMdnb3xHQapaFw1cLod/FZNEjR8yHca1fXYQyDXqr3gO3wzIA1y6v4fsC2UHXVw2einRo28Ww2z5lOyzQhrxKZIciRI0eOHDlyZIagGrvtTqY307gz1t0oNdP39H3slLtONTodTe0zR2rRSz7eWw+Tn0aRbfl6dsKWEw/ohRxZdP/S3PE6tSotisLaj4LUyGViLTtX1ClOHQyK8C1Z6zvqh8PY3nr3XjIPS6dGb3fbldrr1KoWRM9O158HYwEpd3e6m6a9sSJkav9BGezCsW0ujN0QEffdnp3g2lxqvX3doZRnVwGVgSLMNW4ePtdcaV7WtR21ddRsyp3jsB48Y2J20U6hDEIkOloDjx9BrJCIjYNEKjaxazQF4XjL9VoGsDAHaT7ZnOXqqVqasXnnS1NFK3PCegLNE1zbI5i2ycLQVNfZ5YIevWWrOVFqWEWDY9bMChmLZ+dYaVqTCgvmVfHRJji8l7bI1gholarw0R4wj/ybtWtOnjBptBE2i9plZOFc22PTb1iL8llynnyHMWTMi/57qDXye7qWTeoyKRLRKAjW+2kwH2ZN7NidouMqO3TM1lTM5fMZe5VR9LbA/PueMke8l2eNb/YGE0BVBnNtVS1adeOtjb/0xbeTsYpENgothVX0qBbCe8HA4n70NOjFTBfVS7VJ5uypY+dvQAsnVGUsl3pckajTYbxm9V2m1x/m8XVaH4tkhiBHjhw5cuTIIZkhSKJWK6TT79iuyxrSaCOMme7gQPXNVaoub7aasZnPLs2rUffa0/zTrSJZWvF69Ep+rlZTBaq+D6TgmwZ1Ncd0eXVjxzi9r3oFRWNb13QF5zBf42+5Lc1LghzGt2HM53dPknMDQVRblTJOvsOjK+v5gEJXd/ogIM6Bz7HvPT5KKyDi+8LnYDeoX6/Va5bLpPLDK/n5zG6sjpTqGdBFRa+7b647VQkdRVCMHQYGRqGq9OcY9MUgx4kTGWMAAaAtIHg/1Rf0C/D+6hHlqx+Brtlmo2EoEnU33gacV19RyGaFb37aMpja+Meqizk/UufKYcpE4aVx505Yf7TqbTQaxoDABIDC7Z5bpor8zTrN1+JMaK2bHYqjmoC1CYvF2mddXjy8iK5vh2l1BToG1jPrhYY4Pse+Wq+Sn4NGQbkg7dZBWrXT6bUNZVqrddWKWFtvXbuwFKBM7lnOe3A8SP7tGZRqX43qWJez5Z6OAZ0FzZ74DPP19b/zm2HMygyd6fOA54DXcTSdYyGMxJP3g0eJKeolVsmwLmBYvSYElG3n5RoFwRDwDIfVsCZzrsXzpqIP4P+bbq3Z9V6mjBHPonunYR6sv4A+k81rY63sl9NsscaZ58HJIPYs8c3AGimDxHWuNtDaOG+Fl4nMEOTIkSNHjhw5MkOQRK14breodgVtisTOdPjQg7Dmy6Wpx0+aaW4UpTKubQcHqRd1zbmB8XPQhDmu6U7xRNE/CGK61brk9XoPBQCvPXowtbzTAER0nyp7z9opKjeXRadqnU/m1goYB0XyatT+n/RUbd5IVcQcC9SNWx4Imzwlmgq6KZoPPWPTXXxZKevmPbGNdewuVg2u/+nJUfJ+cbXwddMB0CY7nOtC0ftYWw8P+v14PXFY3KDsTlkaEAyMz2gcjnF1G84Xl0Hi8dOg2O6PtTteN/VjgMVod9rSGaTKfPPPcNfZK/ep9QetwAyY/gU3uG6quWFNs07qjbq1K2YtWmdRRY/kwEFCOC6aBkDHuNd5EL0D/QQUWdLLYalMieWH29GRzrw8FOn5PiK+pt9c9HQ+yk3ad+F2lPZAASmad30lx+57GTBegmMyRu4Lq0enZwUdLBVt810rdw5jzXdX69vp2cL5H7qW6ozptH2ajIXr6u89a1XuWArGgsbp7e8I+fv1Ym3Xse4cXOmj4a+/12/5dsnWubOXthbmmvqW1cZEdJp7zouwTozRWs+rboeW7rOuVgY8CwxL7VBZ4X4YO/eFebHoGoYNtB4Pre6enoe1aiyU859I2N3X0BFkhiBHjhw5cuTIkRmCauy2O5mNZrZrZwfYGxza70VizpEacdzjiqKQwwNU77q7VLRNrTaOfOxg+S4Qkfmhg64UvaLgjqrSlEFgZ33//NTOh9117BWfOmSx8yf/5p3UON9uS6sWTukxDkIKu1P6KeAVUBSFeRRwvgO6O4KUncIdNAp6aLse8qDU66tQ44tan7x2tXeBSNx1L1YrOT8/SY6N3mCsNcsgODqG1Y2lSF3jmBdTieMRoMeZqMsi2oP+2ZkeZytNdCfKdDAvEQlHlbNI9DgAEQ7V6RCXQfL/18pCwLzgY8H6oiZ+US6tIsPW1m2Yq/FtWL+wLayt2Js+oLKT+2EeQSXk1E3nQc8MV/NN7rg/7Bvbgq+799gvWXP6e6oRqop0kX1GBYTt+460raolRd6NVtPWDp9hPTNetCJD+mO4Hh6MJTrQhbGgTQEBMo83ihyJ7Xpr15+qG4450fU7ck59MEsnd46TeeMaPPi2B8n8THE21GvFWKt6h+GdYfIZAOb146CFAdnCIPh+EeaJ0kxRrUexXidTvZbWOfZZ6m3SbuMjkObFPZthWhNlguz5opiX+QTl+3msdo3kGXLxUXie0e8AXQNaCa439+7IXV+eD9xPXkfF2ude7unEz0Yzc3Id4OlBXxrXT4M55G9VvVF/Ye+JTxOZIciRI0eOHDlyZIagGvV6TfpHfVPVg67O3g5IjzyO+aarCp/d/fh2Itc3AW1ZrbuixcMDh/x1F+r1Cr56gO+YTMJO/+AgrbvfObfA1XId/RN6YXfJrpKwjnFFuutGud6uaWewk/B5z1qwI6ZbF94AuCWOZzM7r7uqvO27XTU+ASD7djftb88cM1bO6aQIu3SrtpilNc4gw0NFQt3F2uaUXTcQyPsxkG/He9xyfJp3NYcxWJl66mg52JA71322Egyr5WqvPhhU5a8//7b6fB0zrolLRRO4oA10XYFituauGH5Pzn63LW3NwAShHSH3v1RHS1sfimBgCMxNTs8bRoGKGNY0812zax1ryJlLXPGsTwbOjYrgYMb8vMGQ+XkCdTLnvqOeV5PvNls7lnU3VRQdNSOS/Dx2Mg3zAjr1HQhRwPvOnN7nI1TApGjO1PP6XYMvpBUPMCEg5vYL8v6saX4+PEtZTqss6JZ7joNUy6BDYSzk0mHrPEvj+0cwT8cHx8k5mIeA/v7g+MAQMNdxpKwb19/rfUD8aJAK1+EPRtUzb3gg+L4DvK/T79h1OnSumcbqLtNnE69WVdKjcijV1nj3ySffeJqMzeZtuzV2yuZFn2tLZZrRLVi1VkUj8TpOBJkhyJEjR44cOXJkhiCNQmq1muVjonua5vHraZczUDm716PhwBAdOSo8qE09r7ti393r8iqwElvdEd89T2taOQ515fhle4ezw0Hfds0gNvLug4H2d9eaZWrYzYFMPzeZUQNdT8bAd7Cb5vxx06LefHh6aEgP5ArK8LnglesIZy6AOJY5FT7B/IEEPJIEtWxWG6vdv9VX4kzV8jAGsA3eRRIE8EQ7V/JdLdUBwKwcDpRRaWs99m5r59RwCMfm0OWGmUsCjQDaAXwLYAzaIGA9/vVFui7I/+62O0NV3jlu6RzofMUHtfH+mnCflEWaO7ZqFnoi0IlxNDV2wnLm1idD0bfrdUF4VbjP27/ITZCcMV4cxHQ8jevedWs0d0eHeLlX6YJn1Tw71PUpa7dwWgNjxyrOj767H6+cn/X+sO+mj4BWNOhYO84fn/eDdgk0B6y/Vrcli8k6mauIylMtBAwBDELfuefBuDBm67BoviZUglBLH3PrG9dPJM556uTJWHimoVui+1+/mzqb8kzjecrahnll/YHey7I09hGtGOcDq2DdKq3XQ+olYtoRnS/WNM8w3CJ7es2G5qEAE7e162c+Gru0MmHbTP/NPXpxM7LKrFeJzBDkyJEjR44cOd4MQ1AUxb8iIj/zCW/blWVZ1/e/JyJf/5j3/nxZlj/yuuMqy11Sk84OH1RDT3Kf/zR3vH7H6qnpiDhfpTXuk1nYfd49UeU7eSZQdiftnIfj3m6oLnO661w+1p2xIcXoPcAOl7GgyGc3PB2ltdtWu79JNQUgHZADKAy0S+c688KnOmGzM3R9qT4Eh3Rzc+5dk2kY62QeEMtYUfxMc2V3tQdAe9pK3kf3wLdUyX8yUA9zPZfpbXToQ+F/OtRufN0UTYE+8Ey4o8wBSJcKiJ1+NygdD3LO5f2PHomIyHvFfRGJ7nFFrWYowaosyC8rqty46gEQDl0jjYXR+fM6BsaIXwPr+OLhhY6xNARr/gB8ppa6/ZF/Rk0PgzLWtevz96BQ1ofVqatGYz6OjBKSCfOR0DlinY+vUnTjPew5ZszPpp0sJ3qvfu0roYvdg3vneqDksLJZbmy8sCggPebWuwV61mIMenVeAozF60PwIrlU9fp8tjCWiQqQKqMjEvP6nH9rq1UT3dTjfsXvHasBI8B6AO2a2n613mMwqJKwvDSOfFSb3AnXm2cRa4x14Lumxt4PC/29Y8HGUXN0qFoHtA+x62s4j4uLoFuaakUPzNmp3rO9jvo16LWhQy33nXdV5ZpwLyxnyz0Wk+sOuxt7YITvYA33VM/DfcT7zOlS5/zZs/C3gUqi+9qXhe9bTBcynYZxnZXh7wSuiRzrWisavNPt8cGBPTteJd5UyuDXReQ/ecHv/lER+UER+UvP+d3/JSK/+Jyf/53PaFw5cuTIkSPHt2S8kQ1BWZa/LmFTsBdFUfyq/u9/85xf/3pZlj/+WzWu9Wojjz98aggQRSpB3T4KUHKI1s1qs4vqepCMIjZ29G+374pIRHbsMlHygzLICa0W7eT9pgDXnXPD+exv11tDmeSZ794/S8Zgfcmfht32jeapOcbZMNa0iohMFAk8UY//L9zXc1BE4D0Adrud7X45dp+du3XQC3Paa6dogkoFlP6W8yvTXOs9ZQ74OYiCeeTn09HUzpNcv2k/6qlXOf4B5O1NK4CSu58eG9fJnlZIfMfpe8n7yZUupwu5Un//nnYIpKLBULp+hp2+5SFBQuYuqLlPnUfe3++EsYEsQWV0YJvM5/L3vBuc4e59MXSQi/Xl6TXAF/1aq0jQhpy7Dnp0WKNvAspwrhmoxliMxcrQZ1/7H4DU8B84f+dO8m9QFmtta6hrnbyi/+D3MEam+HZVHbXjmt1LVBWRt7ceFzq39MAgbMyu34bpI/RawhySM2bdda0b6cB0PFY94VwQN8s0/+y7onKPWn8KvT/oQ8K9aZ0IN2l+v3/UN2Tve514dzyur2cvhq7vAME6Wu/pAtTZsZFqUapj4PkGKcP58ixjLmEtWINeQ/OFtwNbR18GGAI7h21aWTGbze0exYG0Xkuf1TznGLf1JHBrMTpTpn0JCLxFrCIC34bVylhMe87vIgtdnSeezZxvq93aY6ZeJj5XGoKiKP4+EfldIvJQRP7iGx5Ojhw5cuTI8S0Tn7cqgz+irz9dluX2Ob9/UBTFHxGRUxG5FJFfLcvyb39WX16r1aTX7ezVRpOn817nl49CLvAQP/1+J/ZSX4XdIy6Gdbf7bg40d+hyWrHDXNiFfu3rH9rYRKIj3dGhdgizKoNYpwwzAOIHLVoubJ3qDsjT8znyc1124bxP83Tkt7xLFrvX9WptKt6u7p5NNQtDgNMi3v1lmFtQSfSNjyhbZL9HO7t2gnwuqKfVbSX6CpF4PVFmb3vqXa/oCVfJW3Lmqh2giqDjfdO1jhu2xnwq9PvKsjQWoXS6De9tULj832AZxorXA9fIcqTa6wCmhXNjfr7YfUtEAuPgneasbhp0Wk/X0vNqnEXitaRG2ndXMwZlmToWHt87tusCct26vvXe9a7VSHPmvqqG4LhUUhxpnTa+FhFRKqNyFPtLHN0N65r72txBdfwHyhRyjNk4RXpoDGAWvHsiLECzFa7J2urWa3b+aAT2mAy9RnwGvc5ird4ayiTBXjIPjX5aGVTYK34M4dxuL2/t+WC+CgPnaElfEPw7Jun933OuklFTFdYkuXPzgNB5bNTw32/sVSP53hQ1N8fME/NDB0U8Eqg+QFPTmXST46NriXoPEZGgk+F54XtY4FTo/RZYJ7C61vOgnjq+Ejineg1TTeeg2+/YdaP6BhYB1s2eLXpMOIGb0djO6VXic7MhKIqiKyL/ogRrkT/7grf9E/pf9XO/IiJ/qCzLb3zK7/m1F/zqOz/dSHPkyJEjR45vvvjcbAhE5J8XkSMR+YtlWX7gfjcTkf9UgqDwa/qz7xaRHxeRf1xE/nJRFN9TluVUXjNq9Zq5Ai7VG+DB23ftdyIiK92t3eiOkF06OVmRqKhFie53/jhkkbsip8wOEEREPp9AZW5e5PNUq1B17CJ//0QrHk40P398nCKBpeodOObggJrcdG6apXamW6eqanKsMASdfsfQN+hidKtIVrUEdVd/D+JF6X/fsQ/kd33nMfOX1zGhxq/qPzh23eqfU5TKDp1r1XId59AKcC523HU6duqKrYNlLVZfGFqQNJ8M2vKOdR51cy25JOhcqKBAN9LQMRbOfW42W5h3RXRgDGvP0DR11JojBV17pqDZTXtggLo5X64N/h3V7oHeT4BgLYGIQLBeyV29x0TieoetYKxU2nh1ffQQKQ3Z2rVx/gGsLb6TY3udh+k2qBHHLdLq9NFQhN93mlHXAGJlfHg3oIVZG2tBlYWej2oLmq4DaezmqIwbDByMm+tDUNQKEQWUxuJxT+EKqBUh5PE5L9YuyJh5tMoHumWOU2fDA9WPMI/b9da+g3WATwVhrK2OEXQNI7LUdWBdDqnK0fOGreA43qUSHcm90xNjIa3PhL6X74aF8EwYVSmwecw1zyTzY7A+L+mYTDey3kq9nj58+ZvUWigDpGvxXLvemovuYi3N/z19fr1MfJ42BP+Gvv7X/hdlWT4Vkf/Y/fivFkXxT4rIXxeR3yki/7qI/Jef9CVlWf6O5/1cmYPf/jIDzpEjR44cOb5Z4nOxISiK4reJyPeLyIci8kuf9nNlWW6KovizEjYEPyCfYkPwCceT9XJteafjE61bdwiBfCceApfav+DieiQHioB7/bSbG/WztltUNEW9/dUoHIPPg/hBn0vddZLfJq9fK9IcW1EUcqiOhKenR8nvrAYeNIoyVdkI1LM312Es5NCnmkMfqCqWzoUE5+h9wUUiQsV7f+Xy9OgV0Dvwik4BtLFrpopuxjZULcUJHSid2ni5in0E7twJu2n+DSp4//FjERHpgLqp3IBR0H8PD1Nl/MIxKxNFpegmqmpf8+pX34XGIj1f0Hn0QW8mc8m1u74NSGqtjMhBLzqsiYjMrsOYuurbwPHXm42M9Tou9LMP8D6YpzlimB7GAAK61O6ZZw+C0pua8UYjzYWCzteOrZhcT6KLoZ4nqJLv4h6bB5IhHoMabVVwmyq/VJ+CWYq0QX5tp2FB3zEfzyzvzGfI09atnr6lY4mufiLxWlCF0HB+JFRngHIPT3vJ8WBmlvNY8x4ZRD1vKhecuySv49twr53fpVdIX4+T9ktgvkGlN0/1vtDj9I/6lpfnvFgHDfMlGOjvU+0Jfvovuv9h9fArIXzF0Px2bt9Rr6edRvl3ZPX0s+Zwmvp7oAc51O+EIRlYXwLVOem6unlyo/MWK45gF32Of3rB+albrD6zYYQYAxVV3P1UN8F52NpvpG6rVCPUK+wZ7C1/B/hs1zlTVvUvvnfNy8Tnpcrgk8SEHxfP9LX/se/KkSNHjhw5crww3jhDUBRFR0T+JQliwp9+hUP8Ln392se+61NEWZYyX63koK9VBbobA1WwAybvh+d/s4JuQb7kkSzP5JT/5Kk7qq4/VlTGTpbdJmjrqToTgozJIR84v+35bCHH5+rapeia2uOFuveZ65siQ9t9KuI5UrXxiR4HlE/+3pTLupNlF2sd5bZbY0JQLjfajeRY3iWRXfjVVVpHTBS6dQXx3X8r1Kubat1pKvj00XCw5yi554uvzIdpAfChUJYHpMdunOjrTpz+EubtTmWEIqBarYgd1JS9YR5ADzejgBpLZZu8TwXr5xxHNh0jzoxWX95M84dUJfQ7HattBpkwJtY3Y1g/CZ+hlp/rjN7jg68/DMf+apD6WD2+fheVMGeKXqkVX8lSLrQyB38F1jGMGtURBMjNOw16FgPk/OyD4Ltg6FQ1KDXrmaBIe7a0ocveNQAAIABJREFUig+OAcqGCWCtRQ96auRVJe/QGZ9jbKBaPg+LYf75Bz17L9cZPc6NOtExJjQUzCX6HvLZrBevhGfN1ssUKQ+OoxaD76656irrTTFInU7RiPAdvgrL+kq4vhReu2KajG47uhfqec0nt8kYfC8T63mgY2Jejg9S9pJzswqHLdoS9QzQ9YBTZPegu+f+CYI3vxKtpjjWdQDLSXUCz2T0IGiV+PuBZ4RVodCvBh1Ms2Hf3Vym3x2ZMF2L+HTgXNqoi7xGv8M3viEQkR8WkWMR+Z+fIyYUEZGiKH6niPyfZVmu3M9/UER+VP/5s687kKIopNVoxDIsZ2FJaQ8L/ERTCkaZTef24GZxQO33MRbS3y/0gh+pwA8xodmfFjx0NH2h7yPVwB+fLpR6xS7VNx9qtp4vMjEhiv5BQ7iyUzqS74SeinRuOP6tvg8KmnTHwUEviifH6eL3GxpajBp1qvPUbqclnlYKpn+82voAWKy0ZS8iPL02tCTuH/bjZkFvfh5I3MjHBwfJeVbb04rsl5F5ISBiQi/GYqPU6bbtu59cBzoZk6OzO4F2PaexCWtJ5+1Wr0nTNRwifKMl1gePhFpl8+PLoFi3ftPKd5lQk3bYKjblIe2b11DKxbxir9quiA4Rz3rLVTY0pHGgbSnp5YF/eBrWi6eEeVCyobAGTS5dxh+to1qcD9YUrZPhTbneCGT5Q+Aba/m2yFb654x9SD2ZyVAnmsiYodCGFtOx8U91jPwBYL/MBgCq3GykdWzMByJFf87b9Ta2RNbzYK3GtJVuonTdM1bed+cLQXTN5ovPISaElieVwgbamvucDcXt/2Or7Vo6D2wA+P3sRtvCH+mKL/U+orTRXQMTvOq5Ivg0E6HVRmYLxJJqxETaU59VBOv+nQcPRCTeDwaMTMga5ovnxdI1sopGX3FDxlqxZ5FrijfTOSSVDADbLUrbsL5KfB42BIgJn+dMSPyEiHyXlhh+qD/7bgkWxyIi/1FZln/zt2Z4OXLkyJEjxzd/vNENQVEUf6+I/CPyyWLCPy8i/5yI/EMi8ntFpCkiT0TkfxSRP12W5V/7TMYjQVB2qTazmyeBfsQEiBaqIIcZSBH00WgYM0ATnr5rtkEqAdtKBCmrke66dee6dDa7IGpaGINma3XMMbb2ec9w+Nap9U1qWMTYzNpX5wPqT9y/r1TYhtXvyVDZi0r5FiiS5k4gwI1+V6kosjNPadmhshKIx57oNQApML/zeSroQwjKbpvdem/Y30MfmEWRviEizUp6Q9vZbtIdN7t3LH1BF1ZmpTQuaHi329l4oe29DSrHZJ4QTXFeNFziWhkVqusHu2V+P1TaHmFpq9MyRALKgBJnPSMWJUVCqZa1iq2nDWhiCVupxwtzflKPJlkiIpObMLbrm7ExGaSlBqe0MdaUiv58MSG9labeRL+bdW+sDPeNMgVcw7U7Zyh4qUWUvHPmSNwXvq0v84eZ0FTPy4x39PMgSRgFKwlU1sdaNDcXNkcrZ+JUbccrUrFwdi2UbZ10UutrLwj1jZpo6jOfLKR3mJbLWimfa/Pu0bkxb/ocbDv77ZgSSEsjCydmXc6W0humokjEfzCfZr2sc7dZp9eK8xmSLtVzMovnZjpvMEdmO610/mK6cPR7vB9IezaLtJTc0nuOabHngD6LfOknTCPPI+a5FJFDLc3sH6WNpig/5RpZygnG5Ha2xyK+TLzRDUFZln9X9rKDz33fT8ur6Qty5MiRI0eOHJ8iPg8pg89PFIXUm3U5Owh5XRAEuXUQBDu9qjBHJCApENpTbQS0dQiWsrumKzdjt9lSNG/lhtZgQ3Oh5JBUbMhOmXz19WQihxs1DnFiNxrK1PWq+1wT/7J8GywHOVDdvZ8qI7Bcpnn9eqXcjvFbDptSLafLwHpXnAWv2eq2UoMSRHQLFW/WnTZD9OfV0ht2+CC7vkNfoIwrbYKEPgE9grXFRUvgWrKaAU3j+YhyOVtari82KVIRGTqMedr21xsu+dbUMC8rfUVsCANhpV3zWLbHXFkOc36bHNPYB13nIETmkvLbUhfKXO+LWy2NY15BLQRo5vT0yDQvaEdA08wtczZthXnxjA/iwNvLMHaaPTFmEPHOhH9avrtNm4YtFytrGQxK9GY3ddfWGQbg9iocg3VzpKiU+cFUafQUtiLVoJBLX86Wlts3ARrNdpzZjwljeU44NL7XoneVGjFdPQolo7G8k5z5Wi4+TJkL/5yz0jaMuFyZ3dxpC7BJhjHg+cC5NJxGZbVYydKaUzWSueWVa2KaEGWIWBc3Wmb85MOn4fe0Uz7SckMn8Ks2Yqu+Vg2RYMTQr/DMiqwOjNE2GYs3Jhs9C2ODgW04PVDbGYBt11tjfpjzPetunQezrm/EtftN09woR44cOXLkyPFmIjMElSgKVWOD9OphV9ajbETNclY3ahPrSsN2ZWQIsAlmV4hmoKe5MXa8tuukLFF348N2qmgFAfhytNVSFbGzaKdJPhk0fbpLc6Rm0oJdajMtxwN9UhEAOzF0ZjKY7Fyp3fAdbZI0PBpY+Y8vYbrFenieNohhnlC6kwOnCgOUYkpoZQJ4P3oGkMHV+NZeT4+09LGZLndT2zOXisKvLybJMY+dMvtaSwOprmhfqH6hkaJR2KFGrRZzgJu0kRKMCPNk5lEOZZg1tR4HbQrR7aJwDv+GcWBdFLeFfYb8ZF01AuTrt8tUl+CNirjuPhfctKZOmMQ47UnFJMia6mjeHVTEsUG0/nXtyq+YY+4HSiN3rnIClF9zLYvbnZZpXmjrO3k6SY7t2QmYEc6h5WyDCdYV68WbJVUNnFjPvpIHFMqziN+PlZ3wJWt8J9UFoHNvEe3LGXvDvqFPxmXMkDsvj5BB77YOQLoNxrRN5oGqDGu93IzWMZTi+fF2XRkhY4SF4PrDTk2VOaWstRipcZUrjfYVQfMK4wh7C7tAZcdiot8Nc6DXn2tkfwe2aXtnAv3YaJZWDmFP31yp7fZ8IaNpmA/7u0HVhbsHfdOj143MEOTIkSNHjhw5MkNQjdV6Iw8fPzOUaXl+RdDUeoLu2IWCkJqNhnTJN9FClnwkinbdgpGvm9Nik8ZAvdSohN24Kbod2gdJYgazWK0MNYP0rK2vohH+DXpEXY6vwnEjvIIyR4q2sV/2Ne/U8lJ90Ot1InLZpA2ELLfnLHdXekyv/Dd9Ai1kNQd65Cob2CEzrxO9NpejkZ0f5i4cC4QD88MOnjGYXa7OA2ZSVHx4hGzVJr3UyGW1XFu+9NjZPvNzEArBekF7UnN5QUPlqLAdMr5VBgakcefoyNgpay3caSev7Wk7mRfGz5yDdKkvx0vD10Kji7EwH4+G5cJRpl/oMTGGIXyemvVea5FTV1bGqccXtJ7eoXsJx0NrANqr1Wr7TAdGO50wlqbzHVm6qpt4enpt9IV7nrV49TjcN2gPuCfKsqywD6mdNvN0cv9Ez0PbODuNARVRZ2fKzp2nNsFUQPhW1OYPst3uNV7zr2YXrOcPCudzfWcmZfPqrL+7e8p/GJi2zRnaKBgD9Dv2PHHPRUyT6m7O0QHBDHmmgaoCUD6vt5OpPQe6upa8yRMMCsyatwrmWcTY8dSAxWJN49fx4dOge6ACqygKOVZTMJ4pc2U4eA7g0xK/iwq4TdLg7mUjMwQ5cuTIkSNHjswQVKPVbMiDO2d7iu9qPblIRN5WU47Cd7eTHZaTjTT/yG6bemAQndlcuoYXoAiQQcM12qC2m/w3r+vt1tA3TmBedwDSG6hFMztcs8VspIp2WhazO/WtSB84u9x2p23j3hbKTtC+VRGxR9U0DjLHsIoVc3XspnOYp3ahloPV454eBaR01O/H9rw6t1wTdvC0ij3i/JVBYd5ACKBWUXE+DBE7fcvvu8qS9WYj4+k0OQbnj14DVAKb4RkAWAvmC0RkY1unLUDa7pq0mk1bU1fkkbELHqQID7bC1NLTFDeA1o6UcSCnyjxSnQHaiw1q4phMuQ7bNkpb5FrtviJFoIt3HKSVrt03DkF7FgBnv0azsecs+KL6bWtNrN/ZVMTndT20bsYel+NTW39y7yQ5blmWe99p+pN16oGxdC2ZaRjUdW3GOc+2s0/2an1r3LNYW9UDDACIFp0B77WfH+EZoMwCbeHnqTUxjAiVROhn7Fpofvz8nXN7pnD/EjAZ/rlgVr74VOjzAa8YvDMIb18OsjbvBZ2ns82p6TpgEXjWmi8B68C1mLZKD66dy/sfaEUJ/h7HymbgZ4N/TLPVtCoDz/zBKDJez7rstttPruP/mMgMQY4cOXLkyJEjMwTVaLSacve9u7Hpj9uts1MErfnWoldXI7lBHaoo3bt1GVqi6Qg7dTz6G2H3aMxCzeXzHOIhr90qYrtb2ILxKK02ADVSA84Od+WQMbvmie7OHz4LDSVRzcOM8DpQj/vnNQFinOSvy2k4huXhdT5gAjw7A3LmnHyY+xf5ehDDNrYLBXWAQs3NzvzuafOa+kqAFFDExz4KyiiojmGmTa5inwr9nGo0trudIX7yhDNdJ1wb/AR2Oi+0UAaVcF6gDe+Ct5IUIQ7wcaCXxiA20ukr6piZW52296Vd75B6+k3yCnq39rD1NKfKOvI5VMbYbDXsd+UudVgD1ljTJz1fkK81sSrS8x2tR8l3Ra1JOJenD58l51Rtg4yuwNfyg0Ktj8bcza3eP/EeVZ0DrJbO59b5z/t69XqzYcj/8qPQ9Ak9i82ZIlrWJrlizoN1zzF5n/UpURW6r2JhzW832+hNAGtXT9mbxaWyC+rUB3NgVQg6ltjkiOqVcC5nb50lYzWnRj331Xxlc8bPUP8Tg2F6b071/kEPdarsC70vWDe0e/YsBxoU2CyeQ+WutOvFdcdn40DXyYsqQrbO8TI6W6Yo31eYHTgmpixL2U3DZ9Blef+S1cU6OTb35nqxtve8SmSGIEeOHDly5MiRGYJqlGUpm9XGdsYodD1CIEDQm0qnwVNVh/Z0J2+1yprTwh1wPdeWyppnpf2rZwbYZbKD3qujXaY76cVqJde6q2QXTD19yyEA73rV7aTOZOyAq22Nw/titzaRartfrX2/ubXct1eLMwbbxbr2vuTaGSPtfNEewFJQv28dDHUXD6MAMjYHQxFp6s580Bsk58cxLrU1L/lKFMqgCPL3nsUwPwqX5yP6nY7pNUAfIEGuVcdVLvgwV0W93uabTpWCnvfJYXpu9XpE4pYz1/Nrd8K/P/zoiYhEFobuj2hnapJ6BLA+rDtkJ1Xj2zXR+2OmjMnJ8NDYKV+jbTXudPvTuT6gMqSRojbuC5gA6+K3TLsC3nv3js6DdmRUZfjNs5u9Wn6Qr7VW9lUGev4XD1knqY6DoA+HsXgwELtUW7Hb7OL/04KcXh06Z2ghvAbAGEfXkpsKkNj1UJ8PuqzqnbTHw3a9tfM1FqqROun5fPvSMYpURlkfAnLsrdTpMTJFaVXD7dVt9GjQ6+ZZTf+sYkxNUQ0NfShgq/RZZJ0spWvnK1KpnNDv5Vlfb9b3/Ep6vkJBdS1oZ5gXjoUmoOMYMtqLcz/wXG64Z2L1+cHz0le6cd1jq+3YV6F4gRbm00RmCHLkyJEjR44cmSGoRrkrk1pjq78m5wU6052c1eHr7rXT6exVFZDLMoct/XnXdcBq2O461RAYWtGxGDLSHSH+6Zbfniz2/P/t/Mp0V1xX9EynMNgGalzNS8F5jzMPpp5VFIfidbveGioALREcs+5QyO5Wc7uKOmACzGNcd8j0UWA+LC+30520zsuiwpwwV7Gffeotz/W1bmNbnCeL5FiwFOgAzC1xk37eo/zRdGq/G6i2xPQcruslCIAcKkiJ4DigDK+xmGn1xW6Wzt/p6VGi8q/+zr7zBZ4IXUWA1Hz73vKgFfL/lgdmbMYSxXnB9c+72XE/3HnnXEREWlQd6DWBKeOaoSr3tf+8L3oupCh9MV2YNgT2gXvQd060NQZzpMiQ36OE913tCOaDsRGr+cp6kXRczbqfU+4bng8EY8WhEAYElO41SOLy2JvVxpz1qMAgH42WwrtFwmpwDNT4sBPmraDfNb5IWQ6Ob30tTg+NbfCsTWQ6lFFVJnCiY6BSxlgvejy0nfuqrgdfpcI1qTKvkVVIwzt3ch5b10cDRoFnFPNneiplA9FgmVtnRSfAuGBOrcILLYRWLBhLq8/iTaOWfQhy5MiRI0eOHK8XmSFIopRytzMk1HLudxc3QbEKGrt7EtzBqmrqwveC145wIMKm27myG7Vd+CLdndYq6leRil9+Qa0rtdCx5nV4lPZBsM5hq9h9TyTm40wNbV3KUsU2jMKA/J2rCUZNbPXJ7aYdk9dYbRBQAfNkPdEVnZJL9x7/Nl/6nbwaUzIEWYX5OTRf8V1Uj+t1vH4cOr+BsnGkBKWh+zA2B2Ssc42G4GYUkM9D1QGw44ehsbrr3c66Xz6+Ct9Nr4uWqz4AEVC5AZPCuqByAc3Anj+D/ryOO6AefzKeWtUJvgnMi2ct8Fd4omM+2x0mYzFPDb3uM3c8NM4H6l9xUHFnZM0xrrLUagiHfLkvfBc/0Olylp5/rEtXdK/rCqQIC2b9K7ZbyzMfWBfQ1OsD5GuIX9P1nllaOR2Pr0Nfuq6K7UpXUIA7CNk0ENu04yQaiLb1Qqkn3z25DmtwcKoaDRAjte46b96vonvYteec10pwfxOg9a5DwOg48ALg2hUqXKDywbMeMHatbsueA/Ra4Bjc3/ye+wBmAJQO8+Fr/xkb3xmdXqNbpEiF0Z2v7Bigb6+5Mh2LdcHcJN/NPFnnTX12w8RtHcvX0M/z3G632nadYAphyDgmjAfzYfdVqymSkoovFZkhyJEjR44cOXJkhqAa283OvAbCv9Pd9Lvv3heRmH8iD8rOWIrC1M0E9c9zpxJuO61BzXpvPz/3x88t/y/UEYcdImrk+WolB+qlDxJh9zi+CSgBZfupotShdhTkfdZpTr+LnXxPVdh0e8NNizHtriIqx52M+nt29Oz8Z6jstTPjXFFmV1Hl2vVhMMS0TrUYy5vw3UfqBcAuHKV0vV6zXTUeETACdP/zyv/HFwHFw1Lgomiq6Ek4zo2OHd9xmIGB61dwOR6b3uDe+XkyH4a29bvpwXBYpDljUMrU9c/oOr0IXSQ5DnqJRq1mSJ054r2PLi5ERKTlqlEairovtJvlretQafMzSBG2d8OrdrzknonOnDAgyhQpmgbR81nvF8/9go6BNQtyYp7u3DsN56SVMdT9X1xc29wduBp3Y7PUo598LevE0NkoRbEwS8ac6XeZsl3PZXSjTn6zmTE6zDVrCLbGWBytUvGMkGkp+mn3S9gN5oWKKI53ciewm51eZ++8Rs8CEzq+DZ/hecJ8+O6I/hrx3Zbn5v0wKjt0D7FiBMTuPQ4YEwwHUXN9AZhznoMTfR6Qez84SOcPN0WC56tIZB/pmDrmGaXX6v5J8Dw4Pw+vMCU7xzqY50Pt+doitFlUQlnF2UE3dj2li6d+tNVM73c0Woy5LMs9ZudlIjMEOXLkyJEjR47MEPjYbXdyqTlm0CnVBHTQAgGhcCZnMxvP9uqFLWeJMh0FtiIhEGDbKZTZjVsufp06UoGMyB2aC91hP+ZyUc3r+Oit/fgy1FGDti0HquJyUIdX+oLKOH7LdQFjjOvFWo6Gg2S8po5Xt0AQrCnRUa4rCj1XpHR6prvwVlplAQI4GaSucVZJQS52szXtxLUi3SF19i6nxw7+zlFQW/se49TVf6Ddyd46Cw5sJ8fDZJ6YTxDTvZMTO3/fv350G67jWM8bh0vLVy7SDnM+/w9zAoOAbgE25J07oQ7/7HhoCNY6SOq6NpaKahmdFxgUKh1A1FZ3retnPEn9Bjhe5zn9FEBT65UeS9c3qJI5q7mxma8CjMIKv4GUxfM+Hawb3AXP3w7X7K1vfyuyVbomQZfUcYMaX6QFOL57rO/XahS9t0G15qLple6K+trNpt070YdBXe50bKBH1jsVLz73DRNp9fmgVh07jAB6mFqlvwR+AdYfQ+esN1bvDDz87dql2gnOG4QM0wjb6q+ldYF8FJ6z/WHfxm1+BGhItlR4pFUkzJtpJXTds36Yn5nrxEk+n/uE589OtTn1oojda9FtwJw1vf4rrVAwlkKZFTxVuI/Q6jC/PJhZZ1Rd1Bu1qJlw6zz2uNE/3YxFz2c0nSbeKy8bmSHIkSNHjhw5cmSGoBr1Rl2O7h7tOXKBDFB00rNcAlA0VDuazeRM8/J495s3u9Xwh2Ox26QL4D3XFwGkwK7dcmo36lioqOT+l4KugZ3kermOPcSpNdadK3kzxvD1x4/D+xTx3tXcGE513rGL/K/1OtDc2kNlHOhedjg42EPXzB1zRZ76zvFxMj+GCHGW07m3emzUw/p7jmfeEDAzm6hBgAFAM9F2zAA7au+iaGhEERIOjd/21lvJ53wu1XuVL2dLQySgaDQSpUPf/Pzp5XXyHaB55sXnKakqoEcE7AU7/uViZZoQmCEYAb6bz54o8vWumTBhUdkerv/tU2WcFG3BRHE8YrXZyNPH4b0jReMtqx9XpkwZJe49oiNuLARshN4/eGH052EMVU2QiMhGmbdmp2UKf9Yq9zmsm+l9YLkUbU+13p76ekO3qM6pFFFffTQ4zCf34XK2NMSKuRy5YNYL+hVfN2/PB/w8nJOjVQz10mdB07F66+VaZsp8eWdCKhZm43CP4eTp2UrYKRZbvdInQSSifpAwPQ8Y6+x2Ju11OzmG9dHQ70K3Q5XN3fA2WbbSdcLYj1rpc5NrN5mmTBs6mH4r9rOAUUQzM9Hv7Lh79MllYDiss60+07lH7+qzzTuYFlQf6Zhhg9B5NBsNm1uuu+mXlH241Qqghu9ku4tVVa8SmSHIkSNHjhw5cmSGIImylO16K62BKn17qV8+iGDlO3Fpbqjf6RjqnDu/e68OZmfH7hL189Tl47cuxwoTMFB3wKKVViPMJ3MbL4gErwIQHVUG1ML3HJJDVb69DiiV/SY7WlPnK6Lg3+ygm62G7f7xYeB8T0+Pku+iNh7F/pGyE+yqN+gc1tT0xp2wSNx1kzP3efDjgwPrJubzy8ytuQJy7RQhrGba/ZHzVpW+9adQdge00dqo8r+XIsJ6sy7Fre7wFaFQiWCuf4vU0RHEz3mPdH4YAyzOYED3tjC/XHuYE1O2T6d2Xlu0MXgg6HdQLXGg6Jp8LPlZrimdKfEp+E1lmr7jnXdEJLov+rzvZru1/Lx5NOh5glzJs9s86Lq5HAd0Sn6W8zo+0jWsyL/YpfcD+Vr0AU8/ChUVy9XKqiNArl6vY/0RYN+U5aK7JWuW+59KgLqODUR9fB7WPN0CQfNFvWb15VNyxs710vfN8BoBu94O5fN5ni8gTbQUVYc7cyaEfXDnf6D+IgP1E4BxZL5A39ZXQR8Y46sw5zBojNmc/XReR+OJzLWyh2fJyUnQ5RwM0z4JhDkOtiOyr84DLM2JPm9MD4Uj7LSZnBPHkaKQNY6tF9pJ0/VF4Z70WhruSfxYjNW9Tdc0wTPR96OYzxZy9SQ8o7uu6qTmmELWOazcUOI1f5XIDEGOHDly5MiRIzME1Vit1vLh+49MNW49pvHw1lpxr0qnxrXRbOwp/NkNH6AgdTngPdTq8tJ078J3vWU9DXSXSp3qFh/+Uqa3KVoAPfaGYQzf1npHj6GoxOXQC6dcBYX7GndQvO2MK+fI+Ml9t5yPPigDdA3yhUEAwYBazD1Nx0p+bw2DsNkkv1+TG+x0pJgraqyntb3Wo0KRM+iE82BOQcQjZSFmV2EsMCsdp743pztdL8vVKnZ/dF3tcEdkx4/GgH4CrIszrXwgTwkKsN4QrkPlchzGcKVsz2K9js6BimhhU1bkJ/Va3L7/oYiIHDrnRTQCsDN3dUxvq17Buh1S1aGujJxbr922/+e7cTlkXjodXPwk/F4ZA643zAn3EfckSHrjtBlcG19J0Wo2TbHP/cEr64LKDhgfU+bjbKnXn3uWagvvnrh7EuaBiOi2KUKPAhAg4+Te1dfrm9QLgms51O6WsBC+8x7VNjADfa1GYN3sNtu9nHMLPYeyChwDrwiei6aR0bn3yH8xSVmv2OE0/fedO6d73Rs5D3NZnabH4rnBWPyYYAqsI6Hd++n6M9X+IFZU0dtigFZC12TT6RI2pvxPPVNguVquE+d84qpwdG1unMfKaDq1604VFff1dpZWGaGlalmfjdoLO6Z+msgMQY4cOXLkyJEjMwRJFIXUajVz2RuA5nSHCHKcuR0gMbudGVKFNSCP7N3KUEX7Pu/02l7Uw04QRTed4mJ98TZ5f9Wz3GqXlVXwin/QlHW70/Pwtcte4Q5SbDjtAPXW7O6Xs6WhhYEiEqsLpludHpvcF8wHHve+tzhz3dR5aK3D+0DOoDT8DNit30wmhuRN9e6qANipWxc2Kj6cLzqoBcc/5oVzAdVzPF4b9bq9x/cz51p45oB1hMIZDMd5mkeAothikqIC8tqwPqPZzK5b0zkR+p7ruChy3r6ffcchEObaxojnguuSud1ujV0onQYE/QLIzcaIqyS9LfQ7YBJQ8JsPg64b3ACfjUIemAoYzrHdqJna3Xdv5Fr16KTnqnV4P2MyVKqolXXA+hjRf0J/jw/GWXG41xmx1PWOJga2BSYFZLx1FTP0NuD+AVF6HdHI9QpYL9Z2r+IsGHVLOh/U29dAuopSKw6tItGnxOufYF5wIbS1r8fZrDd73Uth2ehieOfd4KdhOh+dJ+uFcpHqeQ5Uz8FYeE5eKmNGxZFdO73209uZjPV6nZ+EZ0vPdfmMupcyGUOrlrJRvsfFoWpWFov0ngflc2/vylLu6Ph4djOXrE1zHXWMWrU/xqtEZghy5MiRI0eOHJkhqEa528litZJDRVcWum1iFzugQsDtajerjSEckB/5Z4+2o9NWikrJ9Rmi1prnRx8GrwB2zqZgr6fObfVmI7q5KaLuqI2oAAAgAElEQVSpbdJ9X8f5FMR+76kbHArt21HqONZyKATkxOtuuzN9Abk8kI6pYrW+GpSGAptY3DpHPo6NE6GiUnbXd+9q3X0j9WW/vBkbyjw0hbXuqnVazCVuneZA7Xw7KRNEZQRoBeYB7wnmD5V+sa1JbV0kn6EXBdeCuSbn2aQfgNOYTNEYKNIhx9h2roA9PS7alUGvFx3yuql7JOdD+LFYb/Z5WiPPOoCtMGRUYQREolJ6V5aWd+e6oa3wNdycL/dJtxm+g/tqqSjL8rp11S9orpkKAMKYgV6sqDHHTc1fDxtBO4SX/xNVvptXREWXIhLz8NZ5E28M9EP6Cpo7H4bj8wzYlaXpFKy6wOlyvFcGzxdYiIfPnoXPPdUeBYosfe6Z8B0rd7udaSm2l8oUrAOS7wxSBtDKjJSm4T6Zq08B14Swe7uVsn7lLO1T0Gg27P955d45PNM503XAfUP4zqvohAyFO19/72xqHRh1ngfHsSoJbcSTR6EyhXXQdo6FbX0+HKr2rNVJdV74PBAgeKvmwOdkp94Dzabd/2inWAc4UprOS/8ecNBWt/VaGoK8IahEKeGGNIMOhHA0MZLUFnOqFxrRTbPZsLQCAZ3kG8PUrvQ7oN+UnuaB1XFUIg8hys8w6OAB26mWzehNYGUt/g9ULRUD3WgTD0+hEzxMezomEwSqoGvtSsjqtZrdNI12+qCHIuazlJHxe/7I8EeH8zTr52V6g2DNy0OdTZrZLddqlU2F0ofLlAr1HBvpi7KRfo754w+DlR/RerTynSIiRUP/uNdEyq02FNI1Qzlmr6vNnFZp22uuEdQ/8wbljljwif4coSB/SDC82WCyMpvZ5pEHtFmuIorTuebfPCT549pzFqxt90fWC2RZ83y+3WoZdc9GiGuAYJXSSKPlKXHl2JIGmxnWoG1W3AaJ+2arJbdlWRptbA9dpWXZvJoBF+ZXOqZDLfU08xjWxzj8nnMkmBdWmVl+N+oxLbVMxYSsZ2tNvowbfpFKOaH748Rmg7AGbW6NVxtRDRwwMEviefpH1Ur23PXm/fYcbGFxrK3dF2nak3NmTN2D5l5abqXXYKQmcE+dsRupQeaaFsuUEXbXuoF8ga0yY/MbsoOD3p7tPHPN5to3M+I5Or4c2ZyKRLBmbeT1bwEpaQTEbJj5Hn8NRSo28zfpZpw1ybx05kvZuKZ8LxM5ZZAjR44cOXLkyAxBNeq1mhz2elGUV7GSFIm7SBAESAkqularGeXF7hrkS5mQF16VurvmO9jRgsIP1IDo9K3QxnUwD//G/pQGGtVyK49oQFdnSllWEYpIKPsRqbQmdqUtHLsNg6B0Gzthmv6w423U60YFY+7D+bKz5XwRAT1Vkxt+T9oG0SGfZze9chQrNC/XhhLBbqtllC1IBeS6dEiQYGw9R28TvlnLo2fBgIbvoV1sVZyJKBJ6sddIG9+AUh9rqR7zRyAi5f2IKUkpwBxw3oWifYSD6+1WFpy3oo2mo+cxS4pNsWi920++i+sMQ2J0LmV7buxm0LJYmOlVd6n0u84xc8exWcOwFowNRsWo71qa1nhydZ28H4EkaI71VisKmwfo97YTVXbWaTto3nczCvdeU1ku39Sp60SlVZtgkVhCuNxsLK1CcB0bbo351/oLBKFmWGOIO0XlWN8uKoZf0OiUV1q5rUsBmPnZODW9MnRvTX9SpoAyXzN+cgI5kfhM2up3+zm1tJ9jX7ietw9nyTzA4sG0iBJGiJSvlCnyqZjb+XzP2MeEjvrM4bngLZp3jom0Ukd9n7FBXDvHYsV2yTVZLtNnFczZHXuGK4NEKpVy5Ho9lx3myJEjR44cOV4vMkNQibIsZbla7e3G2UVamYjbQVLSst3tTAyCUQQ7vYUzdTEkPEhtdWEWajvNuWNp7PL2lM9caFnVPW1M1Gk2Y36RphuVxh0iMYdFwHSQI0Qc5xE1r+SpLR+nO+cLRfmnw6Hlfq0kDZGYM+PwwjOPLkEGJq5C/EMrUf098wti6FSsPkEbJuhDUKVjeqTCLFAq6JuxsN8m742Py2YZfs98+0ZLoJRdWVqelZ39ZpYaDxmbQ2MtPRZWzlZWp8jOW5py/uTrzRIbs5TFQrp6TfgMc+9thAnmo9tNra1Zg4+0qRVldR1n8TrVc2DM7VZrD9n686ZtNjbACN5Mk+LaR2/XqQGYFwQzVqLawtnuSVAibMo8LRH2AbPgDb282Mzeh6mSHh/dT6PRsPXqrc3RzvRYk6p34BjeuMqzWPO5li0j8HTnUi1f9QI15hgBm5meVcTT1fPrOmE0jIgX78J+ItIjarWa3R9cC64Nzw/uA4+6z5zWauNEhKbhonwXYSDXDPvuXWxC5xmenZs7Y5aUjfMaKu4D7lmsv/kOwqze3TNuulhYubE9S/TeRVS8cG3juZ6Xt7c2nleJz4QhKIrih4qi+KmiKP5aURTjoijKoih+9hM+8/1FUfxSURRXRVHMiqL420VR/DtFUdQ/5jP/dFEUv1IUxagoiklRFP9bURR/6LM4hxw5cuTIkeNbOT4rhuDHROQfEJGJiHwoIt/5cW8uiuKfFZH/SUQWIvLzInIlIv+MiPwXIvIPi8gPP+czf1REfkpELkXkZ0VkJSI/JCJ/riiKv78sy3/vdU9iu9vJzWRiO0CC3Zkvr0K5TN52tdlEJEylAshG/03+CVQBIzB1eVkJKS5Tj9ZcMwtyypQyWTOU9dq+e+V2iuxIDw/6eozwmWs9D5TrvnmR2QKDePTf7K7JR2I/XJ0TxjJ0uT9yduQE2cGjieD9lOS0dF7JKZP/35HfpSERLUb1XFu1mo2Xpk6Wl9TPnmubUjMwcmwF81PX72Z+er00T01DK0NlFeMnq+xQ1gUTm5Vba4wNRb+VqzoEyLmA4mFS2q5CZFBZu8wxTM7YnQ/tr+36KwME8kMzwivzwn2wcIZHBGzF6XBoc8w1ASFz/WCfQJlNX52i72edgJS5z1CdwyBxDtxnjHnQ7Vo762KZlkty/qDQmaJtxmzNm+qpZoLrbaXFMA46D3y3WUav14nupnos2CZjcxy65J6cukoOnhOeQWo6E62qtbO1Ggd90ihMvwumC4M2X8pIw67lTWArWcOm41B1vrVDrpiGiQT078tQeX7wXGPdWFnqMrVdj3bSqtugssqhe+4jv65o+NXvdCy378sMvUnQtsIqVN/PmFjTvuV93bGaS1euu9nt7PlnlUFcV9XQQFPCQFft9L0m6mXis9IQ/KiIfLuIHIrIv/VxbyyK4lBE/lsR2YrIP1aW5b9WluUfF5HvEZFfFZEfKoriR9xn3hORPyVh4/C9ZVn+22VZ/qiIfLeIfFVE/t2iKL7vMzqXHDly5MiR41suPhOGoCzLX+b/P4XC8YdE5FxE/vuyLP9W5RiLoih+TET+soRNxc9VPvOvikhbRH6iLMvfrHzmuiiK/0xEflpE/k0JG4pXjqIopNlsWq5n5lrSsoskb/O8lrz8Pzu6Y1djSrCLZKcKMmq4BhoYG7F7Z9e5djtfaxpTi80tyCtZIyDy9RWLzOr7QEagb94PWm3oDhekiRIBdIaV6dViERs/KUrwal6/uwYtMKZLRcDX7udWj+5y0HW37kCSi9XK5oY8JGEWpP7a6HXm/OtO8c18gu64hiAf0GuLXGSzaYwQAWpgrusuD837maels7BlPkHCqO9hgTh/zsWr2UVEjjUv7b0fdrO0ZTX+C6AuDGb4rq2OYeo1FDTgQe/RaNh5g3xAkcw16m/PMnA+aGYunUocrQT52t/27rsiInKHagyXp726vZXuspX8zuf+ty5fW3fX2czDeB/rwVXSEPyez3cqKvOnel6+4oP7/WsffZSMDatntAWgeM4PhM21tba5+n2c62yxiHPj/Cc6DpXT9vmZMkwwbL4iqOa0V9fX4+TcuF94NnA8kchS3VXWzu5jPW+eReh5Wlo9Akv1wdOnyXfxHdYsaZlWTnDfwUAMBwexsZrqEfAMQbfFNbgcpe2RX6Q5aLpqAq+fIux5VK/beka9w/0BM8g3tB0DvVyvX6h9+TTxJqoMflBf/5fn/O6vishMRL6/KIqqkunjPvOX3Hty5MiRI0eOHC8Zb6LK4Dv09Tf8L8qy3BRF8XUR+S4R+ZKI/N1P8ZlHRVFMReTtoih6ZVnOPu7Li6L4tRf86jvLspR1ZYfFTpDd+lB35b72m6iqO01x7Wq6fY6XPC47vYMyfBf1s1YbjM2qa39bVaaKBDSDyxffdeic5Xx742oTHpF95zp2/Kb4d6paj34bjYaNC7TBzrbpEAvIF9QEGrc8K610cWhUFAo6eUsRxalqKc4VERKL1crmBiTHvFjDHNgYcnquIgTmxDMBt4rCxq4BkeWgK0gJZG+Og3g7UA0BY+J0H3PXHtjP35PrUHdPztnQKS5pFfTL78gve2dBAjTC+W/cv5nPpV9nihCtpTEVDhW/B9bv3FWFVFm26thAPpwvCPK9e/eS8/W5d5Cg6VtokqTXporOqvobkXgN+O6uu2dhszgHAiaBuWdsM+dzwBpt1uv2O/Q3bXd/MzZU5zQ9Kt3zoOtss2GM8BLw2gFrny2VZwvrQ8/H6xY45nv9+8l3wSBZy3adhxe5j5rlr87rneNje0YdHoVnLFD1SO1/0eCwDsxVcZNeA5gTwq8j5mvpNEc8n0REeot28p6HF6Eq4iP1CLG1qM8cX73jdWLE1q0zooruRQLTZgwqXhaOAfXVV8zHyWDwXKfDTxtvgiEY6uvoBb/n59Un+6f9zPAFv8+RI0eOHDlyfEx8Hn0IXAuNz/YzZVn+juceoCh+rSiK395qNmOunRypc6qqORRG7HY72/35emuvnrWaXpB0RfUrIlLHzYvGMjTz4bvV56DbTHfhl+Ox5VEZN6gC1M13eSe+sat99YzBylU8NF3u1WqIl0v7jqlTAbMbnrsa8Bd5J1h+Unf+I93Jz9xY+DfIr1HZnfuqi41jDKjYANmMXc3yQTetdbZKAJ0/cvG+koSYLBaxbtghfZ9f3Dndhl2badogBXQFCkfX0Xc5021FQ8Aamjs9hm85TPh2yfRF2Llcs28LazoRV3HTqNf32AjuMZiMmkNCL0K2tl7a6fyxzshK76nQK54cHNvc4HRdgPg67tpsHSq3pmBUOKhGxdB3pYGQSLwmm0o+mPsAN0hj/vQ9sBEwH94jhbWKhoDnAnnwdjdlwfACINq99p6/AF79HMOfhz2TXK+CsXPH9M8Pqls456pXiNeevWjuGKtfD8ZOLdNqEtZqx92TXEPubdNbVTwACL7jrdPT5LthI9A7WI8DZUx29KFQ7wR6zLDefEt07vV2qxVdVN315rlqzZj0+ch91Oq0zBnyVeJNMASfhOYP3fte5jPj1xhXjhw5cuTI8S0bb4Ih+H9F5HsllCkm+fyiKBoi8kUR2YjI19xnzvQzv+o+c19E+iLy4SfpBz4pyrKU9Waztyslxg5ps+u0vF+9vuegZ+had50faT7qq48eiUjcoZ7qbvNKP08bU3an5htf8SBnzCIRCdVqNUMbHo0tXI4cROR7FliNMrkwPT+Oy84etMuufFPRAYBMvV+8R8ic517tP54BOnaQL2Ogu5/tsnVMw0HqaLZeruX4OHxHBz0G49bW0tRREw/01cbu6olheZhPWIw6XRBde+Buu72HfL1Hu/dL57XqoCYS57rj6syJG503FNDVHhIeZYFofY584fKqrGWuAdcMV0Grz1YPd/oy+L4Ek/nc1jtzZsiVOaZroY6BtWq17d7Lfp46d1LZcajfw/GpXkDf0Go0jIUxVk+vF14G1N2DhBljV+/VF6nFN+6+MObIVZL02u09/cpH6prJGgL531EU6qtPTB/0CR0IYVLwlDCd1GwZWbrmCzz80QYou8C9BYNg/hSOMSSsD4n5O6RallqtZteb6+iZEB+wTsyl14HwPIAPGTtXQf+M5F6/nU73GGKvvWKsvg8L+pSWqxTC74W1ynqxNtgwLxXXUqsUgwlwDBLrZe7use31TlbOrfFl4k0wBH9FX3/Pc373AyLSE5G/WZZltT7k4z7ze917cuTIkSNHjhwvGW+CIfgFEfkJEfmRoih+Ci+Coig6IvIn9T1/xn3mZ0Tk3xeRP1oUxc/gRVAUxbGI/If6nv/qdQe23e3kZjrd88dnB023QHZvOPt9qJ7urUZD7ulOvuPU1NRNs0MFZZFvtn4CfLdzMLNuiC+oR59WPBOsHlg/ixre73wJX4/PdzzRnS87WFiMT1KpL9ZrudIcnkd41lscpIibGbk878gGSsehDk8Fh8KpBAGddSuVE+zQPfNDfnXpXM/MYY5cOSp7p3fg3EA1pppWFXmrkg9mB2/KdUUToEi+k8qHmkMPPqybm+tT8aJ5Our35VAZAUMuVA3oGECbJzgx6nd4lXzP5avNRVGHampqVPeVSgDmrOP6YXimixVlHQRd5cbCMQiGtqg20HkAX86d70O/07E5hG0Bldt1n6cuilxD1iyfF4faubtAjKxhxtzUc+2323aeM1cfz5hMg0S1hH4n14rvfPgo1N9zLfB+8BoLOrhaJUhZ2pzW11qhsE0rPawe3/lM9Faqru+kXR1xhWTOWcuHjtXjmVVuNrGPxAvQOfOD34D5KujrQcXrQiTOOb/31QcrV+3DfHdOTvZ6ARgjiiZLn+W+2gYWgrEcujFZR0qn1WFeYfWajUbiSVCdF55va1eVVdW1vE63w89kQ1AUxR8QkT+g/7ynr99XFMWf0/+/wFq4LMtxURR/WMLG4FeKovg5CQ6Ev19CeeEvSLAztijL8utFUfxxEflJEflbRVH8vETr4rdF5D8vy/K1TIly5MiRI0eOb+X4rBiC7xER32ToS/qfiMj7ImK9Bsqy/MWiKH63iPwJEfmDItIRka+IyB8TkZ8sn2O1VJblTxVF8Zt6nH9ZQrrj/xaRHyvL8r/7LE5iu9slinB2l+Ravb+2Kd0r+R46v02cV4FH197NCqRHv4Bq3lVkP5dm9euuP3qn1TKkyjT2XG677lTAPlfOGD3qZlc68ipcV22x3m4jYiNfjaMeHQD1mB9qztTX19sOH0c7/fwDffUIkXN7rGxNVf9Bzo5dtvec933sj/Ra+Z299X9/ATPCOaEMBzFU2RuYkR05PzcWvy62TkvQd66RIEhfpeE7+J0fHe1VP1g9uB6LPDRIr01HxlGq6ObYIxzo9HgeMTFWYr3ZyK2+x1fbeNc/xgaTBkpbOY0F8SLdizFU+j7WUVEUdixWCsccO88LX6fvwyo+nIdC060vxlh1EGWdwzZyvfDVYP2jfIeNOnKIlzXHtTEmqgzzwTPtsdbSV+9ZKl1858yGXiPOz98HzN9inHoBsA74rhMd67G7r1iP08Viz0GQfDsuhjCsrAPW1oEe02sJqs6t1fO1ShiqcNB4odFZLIyt5Hx9hZi/VgTzQcWDd370XWW9bwPzsS3L2C/lBV4pBHPJvKw3G3l1fuCzsy7+cRH58Zf8zN8Qkd/3kp/5CyLyF17mMzly5MiRI0eOT47Pow/BG4tCwq6eDnpnLs/vFalWh6ruaUVR7NW0s6Njl2ioxO0uYQasp7bL8xN899K9v+pn4NkEVL19dpEoahV1rF2OHKTUcLXh1lEP9OXUtgcVtzXTSii7cvACjYDV4NIJzPWM98hxRedBN3+Wp9TvqebeyKt7jYDvXuld4QjvBsZ52y4e1O4qBkA5h/1+dJRzuWGYDvKSt5pHZP4Wjil5+/w8OU+PHFZuXVSdIkE2vn+7dVJDJe2c5XCL5BrtXD7TNCugLnKteq2KClL2jADzwmd5nbmcv1V46LVhjKCxnuv6CGIyd0nmkc6Lh4eW+8ZpDy1Jy7ERjMXYPe5xN9f8e+ScDHeO3am6dPqqG77Del28gL3jfEDv9/QZxLyact2teVAq59bvdOTAMTkTd7/U3PNg5+4DNEpcG56XsByMmXP0Hiy9dtvmHHbGOzLSWdWzlaxp7nHU+DAkMFLk53kOsWatB0SFKbDnIr099DtZ1/48vGOr9axwzpfcD013Lp61mM3npvHouOvNGGDO+o6FWm+3L2Xg4+NNVBnkyJEjR44cOT5nkRmCShRFIa1mU1YO5YM2QNqFy2Oad3mzGXO7Lsdb9XMXiQgY9AXK3nPscx3HNj4f7nQBRVHYzt3n9uENOCZVCBzDsxcgGssRO4ctdv6GfCrd4jh/WBSbBz3PG+e8Z+G6d1Hh7Wu9PcIGpcydan+z29l5g1xQYoMWPANkbAsqfNfdkEDfwXd6pz9TG3e7trNnnHAQzCWoy3LHOn7WBUgIp0YYJdYkqJV15qsXarWaXR9+xyudNi03XFnPIvtuaYwxsjtpvTXve6Z9Fviek8HA5mjq+kWAdA2NkWeHEcBnAvU8Hea4P56jthaJ7nnk3qtdD/2xDE3r+M+1YojrDHolQMSsf3vVdeWrlJiXemU+va7Hh2dUGItVoXDNeK44JfvasRzmpVKpyuA9h04db2yDGwNdTbn/7TnAedMF1nmK8HNfpbTe7fY0L9ZJ07FRXcck8TnzfHDMEOsCN0Gvm7F5rfSCIXiOGkvnnEi9gynvZwx2LdBeOZ0HGi3GxLV9eHVlnz12HVpZz7yeOn1GlYV7lcgMQY4cOXLkyJEjMwTVKIpCmvW63NfdpPf+L5yTH8gQVNPebveaKvDvutvRwgxwjJHuDo/JbSna8J4B1gXLsQB9ck2rleVdwbO2+wahoLjV33N+9j6HRkCdqGx536HzTqjWa/tuhuTsLPdL1YHLq1r+zbu/4e2uO2PzSNCx0nmMngec62K5tDn2PQrI6Q2c/7/3K/j/2Hv3YNuyq7xvzP0859xXPyTUAoU0ijFKDEYlORBJNmC5kkCKh0KkgHlEdsDBlJERQXHKCRAqrtihUDA2UFYCBJGIRARciMIlsFNBzaMwNjRGhCKOrCAhBJK6+3b3vfc89nvmjzO/sef5rT3vebbO7b7jq7q179l77bXmmmuutcfjG99YIc8r70LXgoqV9Gpmi0VHh2GOqIw8E48MlflyfXxUhCjioP4C8qT30WlOY+hXEQKhjwiSd70Uh6DsS9EcV98sY9D8JOQxF+C5eA+Qfn8dncL1VpRKkS/lurW9X//ibWptKrKgsWl73W+6RvK06nX5h+X6L5F378NLFdhhdBdaD3yVvgP5RK7KWXnGg4rzYrb2RskH8oiA1gFq+g+gV6Dz1rzouaJ7YHs0WmsZFBVVzaV0K8QxGBXlxlwiQb7moJY3QcSM62KGbqu7BwcdHos85GcVQZVCJ7g4dYWX2fp509O6Qa+PXWluIDo4r543WiNag1fAx1jh+lM1VOep2qI+ohJ19LKePz2f6sgudQYeaFRVCOeJDphFhCAQCAQCgYBFhOAI+r2eXb961S0697Th8cga9bpr6Y4vlx2LjbXLykc9CStakQGvzVXeEjm/OTxKWd9XKsv/AN4mIx2rqgNe/b6z5dGf23sVIDJQezr1967t7Pg4nynjVx2xLNtPKR49c6fM48uyf7LkgMmPYK37PngOtYc1Q4TnYfUggDqkzpeVATo/1iW3tAQOkP+vj63veMdBeLSsdOiDWyKvXWOQVy82Nnkwy9Wqw9R2r4y1zmBJa81qrt1rl4cDrQzNvfNdynYHk4nPoeZIPAWvYEH3T+1b5ytP0fkOhT0uj0+5VHrY4j3U0R3pDOwjL6+IB9emmN/y5DRP8hClzsloj7gKwhSRBLOqXwYU9NhBkjoVgp5FCzx/Wt0idS0n06mfj46tyqAh8vE+fmilsNZ/WnGJzCpuUnlflSHjioPk0YXynOD4tXbJ0J9WOX+z9fw8WdbFU+Xe07NO10rH0zXSM2BRRfNYIUWdBl0zqXsMEEESnDuCe1znv4No8LO7u37PMArJCiCe/3K57Bz/NIgIQSAQCAQCgYgQ1FiuVnbrzp1Ov/sbxVKUB/mxwp6WVS5PMqXU8eQF71eOiIH+VmRBzGX97XlJWMTu+SBnvszZreFd5JtH0BG4Bpa1PF+xqd2rL5brg9DC1/ekzb5VzYPGTXb0GAxj5tB1THpI8jaop6/P5dVfQc51fzr1udT5j5DL0zfce4IWhDwlzb2iFcpP7qBiRPAc6WTS8Q6EnXIMbfvxcv2lgaGxHpT3tebk3U5wzCvwNh4ofRV2xmP3nrQPzb28aVWdzJTTRP8FzT3r6bUeFAnxfhsY27O7u8790FqR98X50TVj1YR7o8hPC65bADU9agn0+v21Hoc8XeR6XVei7Hsf8+J8GGhCLHDv+9jK++qO1+v17JFyfTSnfg+W6617+cUlwqHtFogA6X3OI3tEPAuNhJ3xuKOBoPPX/OxBl4Dqfrq39Yx7UTkn9tfQ/Imr4AqQw6F74w+j4kUVCnouUKnPNSAQYZE64ssefvjI+zp/RW1cOVQRycnE17Gu87Uyt+IabYG34mtVEUZULMzx/NGYb0NTo9aK0P2hOWLEkLo2e1VUj789p0FECAKBQCAQCESEoMZiubSbd+50POYHoOjm+f4NPellwZJJqjpo+YdjRAYOilXnuTJYkwOpeknJTKpo8iQqz3MPuXBZqvTw9htsYHlZnseVhV/2/xA0yZ3hq/rj1WqdI0Y0QbW4N6GaJ+9EnQLZLZJem77ntb/FevcxVFwEahOw7lyeDuFVJFAkk8cgFTTxJPRKlcD5YtHxwsj4VxSnj+suPgtrt12xDUp03gtC/BB1tVutOp6u9ql9sNufoLmfwcMVdC00X8r3y/O+XvUP0PXzKpNy3RRdkbdJtLTnGXHr8HrQydB70ff7vlbkfXqlQnU/m609xdvQHbiBKhtdu0egkTFtRDm2RyMf56LsW2uSSqT75E6AhzDCmIUxeDDDEmmouSxaF/J8txF9e8ArFaSieLR/yIvK9ldQwaB7l4p8n/HSlx6OpVKR9Eih+EqIcLwYvR00T1ZIEAAAACAASURBVOIYeR8B9SHQtVSeHuck3QGv1qkiLq5VAJ7SGL8L+3g+DPF8UTR0Li5RefYpIqCIK3VcJvN5p4+G1ruiDT08F15cIorzxcI+AM7HaRARgkAgEAgEAhEhqNHv9ez6zo7nlTJyrjUr1mztnUwqj1rfGSAvxOoDzz8hv8/udVJF3JeHA4t2G/kss7X3JU/ndsPr8k6C0IGfKvIBHe0+csmdfgxQyzNbW9HyzDR+elkck9eXax6Up8T7zFfrVZ7C9dHI9sq2U3iJssLllbrSHGrlD6QwBg0IduaTF3INCmbP7u35eQ0qr8is4oyUedG1k7fNqgp2sHwIvI4lcq+6ZjtVNYbWovL5Wu9XUWWiSAhr/TUmdizUfKmC5KVFX79fsfZbVdJDcAoE1lWLwT7WWkSXTHnjjBzomg8q/ojWkng49Bo1x49grslzkOenNaf5GpRjPlX2q+3FDxn2+35+rFCR5/+SEjF7CN0NM+5pdlQcIKKiqI3XxJcxTmczj2yRzzHCWpXypvbRQySM97jzftQ9FZwljXHQ79sKOfKEcTJiyp4vurc1FkVn9Frzeeq/r5cxO6fg+vV1ZEOVCVA13EcVjqtfNnob6L7yqp2y/6fLPcq+FDlnH+czZW3pN4jdbaXAWP9ukFdzGoRBUGFVLoSXukC6lRKcXJzDXs8f+Pph0oOdTVe0eDwEqFAohElIMnIZZYSF6v3pxr4OacwPffzjZla10NVCVrlUOa9atMSsK8Pcx8NmCoPhynjsC1pgSJPpC+1b+1K5kB4E2jelXHVzKYztLZsr44REPv0I64Z0owNhWc215kU3p6cpytgkujREusdb2V67tiYHqXStPIRVgkUjgs1p9D0dUw9rzfKcBiPOuSYa6fw07j4e7PsKdZfvbJU51g+n1peu2S0I1Gi/MkJ0D9y8fbtDsGIqyB/0CnWXfWienm2U9vmPdDlH/U3BGhfZqRpw8UEueMoHPzIsBdS9qh8SiWfpHGUA+PyW7XLObgDqfh6jIdIUpEjOEwm++lERJPgkkSGeY02EVQpMP443UB7oaxJhbAoT+b5RdriN0rm6fNEli3Xdy7ZaQ7pGt3EPevmujFg5N0ih0eDyH1AQKOvnlreeRtn1ARwBD+vDmOMzj4aznu2ad63dQa/n8yCRPJJr+fzT640rV87V/jhSBoFAIBAIBCJCUKOXkl3d2uqEpwQ282Dp3KIiY40RstyHx7yAB+PEpKqNZb1PNuBZ4Xu11S2ijaxiea6f9bKXHY4Nlis9Xnoyexi7h8jQBraOIGj8CrOyZbIwAZmMgjokHcqjkpUtb/VPIBpSRxoG9B4a5UM+JrSc1d/a/oHiOREaowsdVdK/bJ0sj0feBr2KK5Dg1ee30RRKx6LEtaeUyn52Dw46AilbIFe64A7C7loXigQM4a1SbOiPb948PAeQpfamU1/vOyXa4NdExEXMuQuwqAQORFmXWxaZEqVywhAplb3pdN0SGeteczrEvaUx/XEpm6PMsrbXvTrEPTvB2h8OBp221STi6TnikRPIZLNVL1NL2v4q7g+VRu6n5GJOD6KEeQtEPI2/I5qF1CHD/Tq2ylrnmIer29s+9xSsGuG5wYiqIj+6Zl7urGtoR6FrpvWha1VHQVcgNJLgy3tT988eIgcU+tLnQ0THdI/2q6iPIiMs3+Zv0gMSiVMb54okehZEhCAQCAQCgUBECGrknG26WKyJPvAcSHBibnqZs5fNUFqYjVK84UtVgmS2tlhldVIOVdZ7J1dWWZfyttXciPkmWcMkkRnysPIgexi7GqiIOHm1vMpbmc7nXlJDcpcLpaAUiYQ9eWUam7yTXrHseY289A1tplO1b8q+aj725I1hXrQP5e1uQlZV14qlkAeIrOScPS+r6IK8bfESnH8AT4jlU/JOhAOsMz9veBLDwaDTCIaENkVfdO0WIF+S16HyW45tgmsm9FJyka8ryA3PcV178ErZzGtAHgzuRQrOsHR0mJItUNKnbXU+TojF/fMAWtIKzOeTkzOpuAOCl4uWv7dBkpuBpyOwbFVgCTDz+2NEOfv9/pojgGMpWrNCRJHkQp1NH88ylh+SfOsRuOnUPWIK8Ygz4GWnIFXr/qfXrv0oPy8CLHk+Wts1x0vbkK/EKJyiVyJlkgjKSPOz2E7zfAcCYKPh0KxIL/tzrxxzGxENHVs8h63hsENgPw0iQhAIBAKBQCAiBDVWOdvBdOqtM2WlT8BQblmK+wcHXuLH/CNB9ivFcbx8plECw2Yn7glMJh2ZX1moymU9VazPhwv7WV4rvS0vVVKJF86bHid5EfV5sf3vlqoGcL7apwsyaXts9wxK3si6rsfGMjGd51WUj+qazeEZs1xMljxzw95gBkI/vV6vE7nQNdL19H2rtA9lUtqXzlNjHIJDsMSx5Rne7vVcvEQ5b41f3AFdP1YAyGNWlQHnR7nRHjxA8QJqkaABctyKqImZ7/ln3DcD5PUT1p6LAKHihetOmC4W/h22u65lwOt9yDtjdYGL/KDkT9uJi+P58apSpOY0mK2vm8ZEQR2eF+/JFaI+zGfPOT+2rkTQ9dQYnEMCZrvel6iUIgUuhY0qmzny/XwmppS8mRujsJ3rhucJI2a8/rq/tuC1u7AXZH4Xq5W3uaesvDAGV0jr+xbuWUVxtZYlrkTOmcZUH48NozSHfs8q2oDy81s5H+GynRYRIQgEAoFAIBARghq9lGxrNFp7p/I6xYBWwx2IXsiT3j04cFEWr5+V98xmR6xUgKiHLLURvFfmo5i32xoOO8xkWcPK21K+U14F2+DKen6i5PH0/UeK4MzVsv0clQE9q7xkeFGmnJgYuqoFL2N8GF645zMVUYHHw0gLtSEWy6V9/OmnD/eBZkSstiDT+wA5X0VhBPIeVLf9AHLwk9lsLcWKuWKLYM/xkguABjOudYCqCkYramEjzRHb71I/YBv5WJ2ft5xFDtQbcJWxSfBI94A4CYN+vyMkpbWqaA35F1rXrMv3++dwdnwevXW1IkuInDAXX7+3hfx6q45c3jw5Fd5gSPwHaUgU71fzI692tlz6uHwdwBMU14S6I7om4hjJK9fa3kJ0h2tY99v21pbfQy6aBQGvjv6IonTl/OXT61rcLBFI3otaJ5QlXq5W6ygMxi3fXGMi74Xtv6/g3qZ4lDg7nVbu4m4tFp1mTSNETl2YSPOjiGOJCOj7d3DtKCKna3i77E9jHg+HnUigjqnrq9e6QZTmhVUfp0FECAKBQCAQCESEgOin5BZsH3k7MqDl1dQKfbQqTa9oZ9lhTxcLVx4T82xquSwr9ArkMOWt9Hq9jrSy9imuAFsSUz1OUQpZ6d72GG2AWSmh4z5w5Ypb5nuoWWdkgA1f6IUvMTZ5iMyhaR7IeB4OBvYitY5FPlbXWbwPqeCxhlvnwvrhPt6n5V/nO71+GlGIHeSlhdp7qtHJjaOl847mq1xz94gWi44EtbwuKTbuQdZVx5Cno7WtdXQVKmpPFs9Q11KNuEaVdztHxIz5zhWiWfKqXCtA8wKuBBnhWtu6xltVnblA3QB9V8z0IXgeSxz7BqR4vWUv1iajfWx+tQle+1/uh0+U+5/PC+aYGXlSJIbPMF2z+TPPdFqNa1vlvL29t1rtooGUzoN5fVYIuY4FODyz5dI9fb8/0BhKEINfkUTyYCaI7s0xZm2v/L7uL62X0WDg61f3zgDz4foaaNk+QxSY14r8Jup81Pf2bciqa61tMbKM35HRcBg6BIFAIBAIBM6HiBBUSClZr9dbtySWlQkvZoZ8/qzydsnwZx6Sno2OsQ0PhxYvvYppY2z9Xq+T251Ka11WJCIB8tYUSVDbzwOwrZ1boBpg5a+QW5zN5x3FPflCnfrhYm3LElZPAuZl5Se4hV8sZmfsVhwKs7Un2UvJc+O1Yl49liFygO4BwTuRhV+rgpmtPQl5OTvwbnspderCPcpQjq0Ijyx9KjJqfpbwoJ01LQ4KctCuItjrubfMipWXl3a08g6ony+uCb2sq9ACkNKdttvH/O1sba1VMKXepm3L3zpvr0ZBpITNa9wLh3KlsAUOQp2LlYpma479+pbrusSxyBmYoVKmf0zUp2bUU49EGCAi5DlvcSOgs8BICSOSK0RMrl296sfWs0bnK8/XG2kVr9z7SpTPNae63lovOgabfumZp/tlbzLpPCfVJl370j3HRm1D8Bu0dhWt0rG1NjUmfzaCL5FScu7YFiJcGn8fnAJXYsR1p9IpK0jI3RCWq9URTlgNKjYyQkitldMiIgSBQCAQCAQiQlBjuVrZrf39dT6rWHSs05dFTEWr0WCw7nwnLxutLrVvWePydGU17kKJS1A+W2Mgw10W9JXx2L0JjfMWog3svKjz6IH57freqC++Ae+VOcTFcumWt3dGE98ANd2qVWe+Wud3B96GoHPTOSmnKJa+5m86n3c8Yta4UyXSuQCKnGCe2H9CuUVFFDRmnct4OPR9aFuy6ZlHJBu64wnA27fySkW+Og+8RH7da9bBBpfnr+ss/YIDeCeCd3tDFERj1jWa1pGjcgx5YTfU5RPe0hzn5xUN8LLrznk1dL+p8uOBqoWxPOAe8uvkaSii9HSJ4mi9aI32yj63sb6oy8GKgpoN7hoIuKcyngeaW4/SQaFS35thPrX22S1xmbMrEu6hQkPrQMf0ShaoprKS4eOF77APzQnem1o3W6NRp6OiR0zI+8E8LBVhQsXUpz788JHzZtTXoxrl1XulbG+vtUIQxeX1lK4L1wsjTGxZLF4ZNVgUSein5L8Lgp4T5MZ4Z9uKlxDdDgOBQCAQCJwLESGosFytbG8ycctP1hiZ/azXd8u/UsUTZFWzayGZpyMwTgVZp0d0rqtj7qoWtjqurEevly1juIYuf55vxDyw4+ABPIQV8tOybOvOi8yXuQIfGPiyhPW5/l4gF04PwmuaweynJz3o9zteAfOuVCtbIuIxgucn70zz4q/oEni9YqG3dBK8GqN4AFTFcw8Y7PE+vAxXzYM3qp5/8+Vy7Zk12O0PILo1r/KqZmsP2FXylI/VGix/f0phguuaaD63RqMjvAqzbl71CvpIaF7EqdH58n4hp0JgFKw+t5vluv3xE08c2YZjEMdG0QXdw2TuC94FD2qjrtSnecy5810dk1EsQduz3p79NqQqqQohzrewWC7Xz4nymVQzt3C9WYWge3hbkUNVn4ArsIRXr7F/+otf7GPTtoou6Dw1fioudvgYjXkSlrjPOj1AVPe/WtnRFVR1RESVgCIou/DeqURIfQ89dxjl266iINqX8xjKsZ0PJf4B+FvTg4POb9BpEBGCQCAQCAQCESGo0e/17Nr2tltdzh4tn3s9OnLJNbPzWTCSBarjUYNd+d0xIgEj5CPZMc37nJfj7E4mHbWzMWq5te8hcmXKebtlj/PzfuDFMh6jJlYVAquc1x3wwESnZe/d6Mr4WUesfZOl7wzfsn/NA7kGOWe/XlNwKOSFNfO28Lb3GxrhGrvPM6IBo37ft/EcIDx9qT96/TmugeZR5yAvZCbvDT0u+vDy9yYT9+z0mda1RyGgYMjcqSv5SbkTegXyvnUPsNPnKmfPU7M7nV9v6FaQoa2xaL17ZElrsni3OgfNt/c6qHQLNFdioFNngsx3RoI6nSfB5Oea5bo48l3NdfE2dW02KW8entghx0TPFT0/WroEZKHLU16tVj6uhxAB0fzIA34WnQd1r5H57utMXje89QXGllJaP9fKNuR1kAMgrpXze/B8YZS35hSZWScq4v1Kbtzw89caYuSIzw0+c7QvVpOw1wkVMev58Oe+5qriF5itnzXOPSnHHvT7/t5ZEBGCQCAQCAQCFxMhSCm90cy+0MxeaWafa2bXzOwncs5ft2HbzzSzrzSzf9/MPtPMXmJmz5jZr5vZ9+ec37fhO3/JzH7sLkP45pzzO855Gjbo9+3ha9fsTrHYyFh2jW/kmOvOeso3OoO20qeuv0OtdebnvR9B+Z4qBW4WprN8jJcUtTgdZzKfuxcmC5TqidRk13nJq1BFhLwvMfjpOdBbVf5/NBh0cnheFw8GP1XwGEGhEt0IHsEYXorqj+WlXNveXut8q34YVrfAygVdoz3wFka4lqyyoIewV+lT6JURI/af4D5a7Ht5hlNEmrQOvWvaYLDmusCz7+nvcv6safdoD6+RuBSot2YUaLfqZOfVI+W6U71vH3Opa6b8vbBExIza78w1M2IwWyxc/57Xgh7fAfgbVBHdQ1WJxqSxO0+oeJieO87ZP6MaILt4ck61b0XGqEugMT0N9U3elzvjsXvAun63b948ss0c5+1aEQ1eEFX09Jyh916fKyu2llVkqwY5Wfrbe75gPXmvF/UA0H1T5klVKHVu3qsEylieLc8UPRfZ84LRT4EcJUaGvEoF1Qjbo9G68yH6zJB3wIjqsN8/F4fgolIG32GHhsCumX3UzF5xl23/lpl9lZn9npm918yeNrPPMrMvN7MvTyl9a8757ze++7Nm9tsb3v/NM447EAgEAoGAXZxB8G12aAh80A4jBR0vv8IvmNn35Jz/Rf1mSukLzez/NLPvTSn9VM75Yxu++56c8zsvZshd5JxtuVq5dcqaeFf3KhZyv4oMCPpMtqCrBsLK7uRn4flO6SmU/T1SIgJUSaxz6mKLC9qG2uOsj9WxxRKnehp5DwK1/JerVUdLXBUOPTCwmbenZ7Rd5Z/NzBnA9AgGYl8XL0yexd506h6Ks+OlyFjmXMcQH4EegmqclUt1Zi8qAKQVQSWz2Xze8XQEve/sctSLD8Bv8Lwmeqi7JwmVSr2/Mx5bkieIqhFdK+kOSIlO88Q6aUZEPCpR1rgqAuQJblU6D2PkRjmnQ+RnqccxhHfOKgxyUxQREK9B98ZD1651NPwF1voLjN6IU+JdAXHttH9qTNSfS29CuIL+KILWu3LHVxGtY2SkjpDVY57BQ94Zj9d9RqSGWL7D82DnPfJ4GDmhSiB1KlxtbzDoch8QCfD7vJyXtpOH75GCDT0r6mPpOaKxvaxUOjhvaLHwCJoiSKq6YCSgVkM1M+vjftkH56SPe5x9TXRvLFerTk8XdmblvVtHHhmpOA0uhEOQc35fzvlf5ROMJOf8ThoD5f1fMrPHzGxkZq+9iHEFAoFAIBA4Ge61KgO5novG569MKb3VzLbM7I/M7H05549e1MEns5n93kc+stZRl540aj7lT7Cmd7uytlkfK0tX3uqBNLphXcuDkR6+90UvlrC4BMyNCovlstMZSxasPDZ6Lhor2bSeY4a3wkoHWa/yRmprVtrj7NYmr5IqeYJXD2AssrI1JmqSe81vOfeD2axj2fM7srKpSa75kkb7ps5iZuv8NvvFy8u5s7/vFjzzr6xwEEdEf+sYvM5UcPP8N7TwnRcxn6+9RikQgq8hr0tetXxX79SI+upWR0J5VKxS6aXUyRUzJyy4zkTZxzZ0KBaro3lS721QsefN1tfq6gYNDo2P0Qp9Z8DIF/wd5srnuK+ca1M+Vw5a33vw6tVOp8Qeoo7MkSv65B607l1GpfhckNeqfhTl/TvVvc0olu7ITlc+VZWUsev+kQYCuQbkiQheQbJcdvhYOh/2HthvPMN4Dnvlb7LwXYVQ/AZ1tqxy9jq2erU4N6bK05t1uURc03XfjPqVY1AkWmt2PBz6nK2wTx5D97T0Ghar1cYqlpPinjEIUkr/upn9BTPbN7Nfbmz2rfh7mVL6ETN7a855c0y2e5zHGx/djfcQCAQCgcALGveEQZBSGpvZT5jZ2Mz+Rs75GWzyITN7i5n9EzvkKtwwsz9rZn/HzL7JzK6b2decdxzDwcA+9eGH3fJTLkna9KyFltXp7Nz9fc/xCdQvp1a39sGuXfRw5M2qFlifb6M21mztle9C37vFWGd3RKoheq0uPCRZ7xpz3e1sBa+TeXkyuSfImbGu2LXbNW+o16dKoHcmHI18rulNz5CPZ/WFtpfqm5VXRWueKuxjoaNopohB5QEJmocEzoQiROx7rmt5uxz7TrnGimKw3wJVFs2qHL/6aTSqL+i1M3+ta9eDZ0T9BuZxJ7OZ3S4REPYyaHFINDZqZmR1HgTXZAv53QE6GvIc67Fwntg3Qh4+IySaF3mQutKuJicNgbI/eYS39vb8GJrTBTg2+6in13rn9dYaZrWFPyeUz0e1xmK57EQZNqk61scWNMfsFXIV0c2OLgWeG9PFosPIZwTAo0zSJ0CFi6K326jPZ1RwgoqRG2U+am4LtR84l5r761BZJSfFO02iM62qdTS/vCarSsGSER+OYdP1Z5fN0+DSDYKUUt/M/lcze52Z/aSZvZ3bFH7BL1Vv7ZvZT6WUft3M3m9mfzGl9D055/cfd7yc86sb43jczF51+jMIBAKBQOD5j0s1CIox8C4ze5OZ/R9m9nUnISYKOec/TCm918y+1sy+wA6Ng/OMxwb9fkfrXVYnrUxZgHUudQ7LVVjB0pOFJ+v8qeI5yRPwPJN6hxevQt93ngAV6qqcoLOBoX8ui5aMdc/vy+JXbrhYoV7DjVp6XTDlJ2/t7bkH63XTUvWC5+us+nIMea+fKKqHmnsytPvIMW6jjlte2P502rGidb3EphbIwFYEQGO+Csa292EAd4Bs9NFg4PvQ+nCGMeZnB9wAXdcB5q/VU30LXrzW13Q287n2iI7076Ft4QpqDT19ekBUD2S+d1SxrweIYOiVXhYfA4oMaA3Kw9c50XvVehCoD5JS8utF/QnyNahjoTF6xIAeNrbTtZ5s4DNk5Kmp/08tA6oodvQJEGFkzwfO62K18nHWevj1vsiDooaKoH0rUqiozgDeusamc0vLpe3rupa51xr0qhKo/U2Qz6fOCyMOB+A9cT7qCixGk7TmWj082HmWOgAJ9/AMvyOMKk9ns05Fj+B9VXC+NWeEkdzT4NKUClNKAzP7383sq83sfzOzr8k5t8iEd8OT5fXKXbcKBAKBQCDQxKVECFJKIzuMCHyFmf0vZvaXc85nlVf6/PL6++cd16rUf8ryk7UkT1B66QfIW9fMYP1f391FnShzPyNwB7zmFxatxqD9yip9FnXMo+GwU9M9auTTmNeXd8oqA+/UCC93FxUEtFrruZHa4TasYXqhVCira9jrY7jqGSoANC9190RGU8jc1Xh1fRlJ+VhRbpNFrzp974qHnB3t85RSp6ZdXqKuu2vt8zxw7cjvcBU8RQSYW5UHNRp1tBvc20S/DGruL+EJeS60fN/noZybvK1N3JQe1pTWkHMfyj50Ptu4ZqzKmMPz134VodK117rTPO9Np75mBK8TRxSG6qK8v3iPUslRnJ4+ohvD1apz/fS35tgZ6A22ObUP3MtHLt4VIhFZGlbdQHXP6V5jNK8H75vVNuzo6aqk0i/Q/lVZZYfoWbfOvsVPIWdop/B6dGzNm9aFzpMRFebZJ1V0VNeV6qlaq7dR6cV9U0WQUTH2KSHHqd/ve+dDV5FFVEGRYz1rdDZ15Oss+KRHCAqB8Gfs0Bj4UTuBMZBS+nMb3ksppb9pZq8xs6fsUPAoEAgEAoHAGXBRvQzeYGZvKH8+Ul5fk1J6Z/n/Uznnt5X/v8PM/gM7/BH/IzP7rg11k4/lnB+r/v7llNIHzOw3yndu2CEJ8bPtkGD4tTnn2xdxLpsoDLLSp/DCZFHXrH23SFWLWzzBW1C9Y8SgX1mHZt2e68wR9jHOWpGOmuye26tq0s26/bvl4dDCdGYuGK7sZFjnf7WNq9zBkxdY8aCxjBBBEVgrzfpqMsAHvZ57S3uoFnEPQPwFMLlllctTEtP/lio9ynxRXW4Gb7+ued8mU59VE+W8loyAlLFoXZDhrGurtUqORb/fX1e6wCvfRuRnD/X4njtFTwP2yOC6GYG7MRgMPK/sHRK5DdaDr9W9vSPvk51PD5kKkJpPfT4eDNzT15xpH1Lq1HkpJ66KDtXfj+A5aj97iPZR36O+J+Qtq5JFY9J173TSg9a/jr2FnLurqMKbdw9Z+ftq35s6hdb7FHRf6HOdd/0MqrfT53PMRx1RosKiRy+hZKo1RR2BVJ6z1GPwSKMiszhHKlvuz2b2ECKEft80+AfkVmnOXWVU9zKqVxgl3NTzQMfWOr4BxVetE3GvZlXFxllwUSmDV5rZm/Hey8s/M7M/MDMZBJ9RXl9kZt91l30+Vv3/7Wb2eWb2ejN7yA47zn7EzH7IzL4v53zudEEgEAgEAvcz0nl0j19ISCk9vjMev+rf/PRPX/cwoLfZYELXdfrsce053eJdqFpAeXdnHJft6TEwjzeFdy9Lse5ESOYx9QfkjcrzkXetelhtp3r8J8pYqXnv+fwyh3WNLyMltLJZsy908rWoryYreIFcqbyQacXSfajMpbxqgdoGM3gdW6gXdk+wvLLvgM+3aqgrb01z5J4clApdHRF10loXzudAXps5P+bYtf1iuVxXx4DlzbFwPnS+O1DV1H5amgLswLhVKbCRyd3SutDngveBx3ogq1xgbr6eH+9OWMZ5Been8T+DjoGs1mB1CWvhWWGk/R1Mpz6n4udQE8K1MhAxI3ueniSjeJzvecXzuIZIV0slkhwC3nOKSjCn7pwlVBnU9zQ5IdTo9yiL7knMg85P97rGqqjfbfQ80Dxv6hGgdS9NEG0r7oCeAzuIlA0R3ep0KMU8aL6oXDidzzvXT2CkRNAa3p9M7Mlbt2y+XP5Wq8T+brh0HYJ7Db2UOi2JSa7bg+CPX7zx2Be2yH5saqQfXS3sFR5o+r4eGt54CMQULUqNRQtnOBh0Qr1s19n50ShjfKKU+nm4HyEyGgxedsNQYEp+Q3t5WZlf/s0HgP+4Ysw0iPRKQp+T8KobRj/MfJDxurJUVGJJN9WuFQ8nPhD1QLiKsN58seiUuJFc5yWi5e8X3bhxZB/6YVCpm8aiH0imnvSzquOkylB08mCj5awkqGVASZq5WVaJ0tc5OwTHzwAAIABJREFUjJGaGOaCM2V8IzyQdQ10v2gulWrQvvdxD7IsVeD6qMs163umPi+GqTUGGmFKkCzx46Vj0Ejxc6rIq5Rg9qZM5fy0Lq4hvOxGWHmO8HkgcF4oGFbLkmucblSD2Ky1pRG7QwTpZhr7lHxmG/V+r+dz5a2SNR+QdKaB52mYsp1+tHkN3VhDWS9Ji/2U1s4cSH+UgqcwlTAF8dGlkFVCirQZS0R7vV7HuNC10XNA13uAFBFl5k+LSys7DAQCgUAgcO8gIgQVkh1aq/RKay/LbG2lynqv23kOEMpZILTNMO1VeCmyBD3UxUgBQuiyTmURb/V6HoaUxzdplBXpPPS3zoOREU9baJ4g0CEPqi4F3IHF2hImkhfu5XdlrPKEVa7oLadFPgMZiN7ooAoJUpqYMqCUKNX5K9pw/Rjy4BJhvCUiDjnndUkWwscaNxsrTeB18lpo7vU5xaI2lYD6+kUY3sWLtK8yNj9ftGJ28SsQmwSKqSjFNBgM/D5g6kshT5auSQ5Yfi8FuKY4tq71Cp4fmyflxaLTmpxNazwSpOY9RcBJ4WeWEDMs73/jml+rmv5o7p2YhpI0pnm8zAwEvheXiJIaS5E4rNc+njt1u1yNpQ8PmJ4xI4NM6zDdR1Iiy1/rtLXPPUL6Lv4mMTREX9hQ6A6E3Hx/eP708SwbVSH6GSI+Wv897ENotW5npIRrVtdQUcFBv+8RMEWKWXbbigRsSaod1+SkiAhBIBAIBAKBiBDUmC0W9pEnnnBrcbsqXTPrSm9SwMWs26zoAKV+sj9JhpIXqmYbn/aiFx05hrwwShxvbyAutchOOyinkaV6B96D8pU6B23HkkCBYiH7k8laoAle5RL5MjaxGaEsymVw1S4a0Q3NoyISntetiJ+aG5Uc6foqYrJUeSEiJvT41NSI+UnnCkBkiuS6+nwFeSgzeMgC29/KU2K5FHOhHaGmXm/d4lUlWVVky2xNouIxdN1J+CQXxcursObr77v0qtpTq51to5mP1oF7q+AceHldw0vltagjeCw77UgZI/qidSPimkfl4Akyr6trqPz2HeS5zboloJTLZo6YTb/Ig/AWxcpFg/hW59ApxCTC7li5b5aKljGzERHL8PScYetm5sMXy2WnrTnl013qXU3eyr2oa6X1oWujqJQ8bLZN9kiTntPVM4xEZnKv2ARugPtAd7vOz+XFQQCnWFkdzWKpK0vJBUacU0od3sxpEBGCQCAQCAQCUXYopJQeHw0Gr/rXXvziTg6UXh2t9Jq5TN6BwHae8iLYtpPNKkbIs7FhkTBFrtGsy9TtWN0oE1M+P8EbkYejSICs+etVbtjsaAmgrF/OR6tkk1LFsvTl+VDsh94HWcP0YuvPNghhHfncr2t5X/Mi5je/r2unvKw8B4356Tt33NvssL2Rr1d+md4WBatYKqj9HcCz0LXfGo06JY+t86f8q0DpVV07VZ+4ZK8iJ+V7dRWC1qTWASNH2ic9YkUQJuDtkN/h0r2UJWaJZUqdBku87wVWAM3gGbcY6yyhZDvcW3t76/JSRAQo7CVofQyxjrQVpc3Fd2A1Ui03zFy+5pClwrXIVX1sRsx0P2yjmmCBNa+1PV8uO5EQVh15OWFZDxIHe6I0IGP1ktCMnICzxaZzGlf9HgWEBFY+tDgZQ0SiFDFSRZrm4GrVdE3H0rN6BxUNczxPJ7OZ/cETT9h0Pj9T2WFECAKBQCAQCASHoMZssbAPf+ITbsHJmlZu1dsBs71pZV2yrpptar1JBRisLe/Va2DlfaGOmHnvnPO6WgCSw2RRy9pks5LbkCIdIL9HERnlYHeqKAfr672Gv+GdLhGtcA8X+WntVx7gLXkxYOuvKulnRg0YddAYyRbn59qPNCQo+tK6djtbW82af88vNtoCb4P3wRwwORiUvHZpV+tyXlhvzpymwMiQzptCNjqWa25IEKripLCNsXNNIMjTR/665b0rR8wWtWyW1IdoVL/fd2+oVWWge+0A+Wdtv0SEgJ61rq04OdvwJFNKHc0Q7XOK82TESNeZzZy8BTOY7ZpP3rs7lXaKwEqOBdr68v6g6JaOqTFx/4wGHYmsImKqZ5c0UhiF0fcUCdEYbpRnNnUpBDZ0qrk7vI6aU28pjuotjt3XlaSbEVHT+3pWvfThhw/HWo3BowvgFLFCSs8mgb8/p0VECAKBQCAQCESEoMbWaGR/4qUv7eTOGTHw/LTyXcVaf3Zvz+bFKhYoE7uE5yxrcxvqXs4lKGOQl8LcuKzNfs0ylWeitr+y3OHh0Nqs56E+f8ktk+kub0X12V6dMRqt88aSMIZ1TQXHbXg8bKjkzaLKOVHBzNUI5X1UDHe2dXYWOPLTXneMXC8bSwmUYqWMcr0felfeQhcaCWxryoiIc1DwPa4z/t3v9z0qNUEdNL0o8j7kbfH8OQ9kvBPDfr9ToaLqEaojsqnTGLwXeVf6nK142UaYKoOT+byj7eE8hbLeeR6cN3pj0isgf4EsdOHGzk7H22aDKd3fugajBqdGYJRqjGigwNyzWXedc63x2eQqo+B1HMBr1RjI91AUYHcycU4AWw+T4a/tyEfgWP25gMoGjf0qmiEJKaWOGqqqcWbgGzAaw2o0wqvTyve2G5yelJL/MIsz49dGCrfYd72OzsMLjAhBIBAIBAKBiBDUyDnbpLKwlrBCPYfc0EAf9Hqefx8gp+u5r2LJqcWqRyOU04KmPVtkenMORAGE/el0zXpXPl39Ecq+lXftwUOi5S4rVJY9VfNG8Bi94Yx1LXeBDYB6UPdjvwDl7aiaRv6GRwbUFlatqXs9y6p5l4cH79OjNcivTpBb17VkS9kEb6Sn71etrjVeVxDEnLWQkM/V1h69Uj4bym1sxNNLyb/b8fykDdCITtEbOVCraURvtku1AVtX6/u702lHOVBz+4nCFtfaG2Bt8Z50XQF53/AEqUwo6JpP5/OOGh5b5rKPCCNCvH/06rwPcG90b2uM13Z2OhEiqmMKunZsMU1ugMaue19rVqhbcpsdXmvm9On59hAxoEpqzYqvj0GvXGt9U4MhcoSEJaJvWi8HDf0BHcOvc7mHx1hXreZJlrO/xx4tzk+RjosiCE8/fbi9dF/K2FlBo3V2Db0xvJneBs0QXl89u6kW6xHDio9xFkSEIBAIBAKBQEQIavR7PXv42rWOFgD1sqnEJWj7GuwY2MoZCl7LilwYWeVk8bs1ulx2247CAxBYy/xk8dKuVDrnZlWODJr2wgTtYs2qulhUU7B+/lnkBN3bVG24cuuozhBoDWus0gVfrVY+Rzo/9jtodYXUq/oqaD6ZC6VGhKITyyqy0GFWg/tAZUd6FYqUyLOZqyugPte6wjWtuSZUVtTMTVS7jxw5Gfted46qDc1HD96X7pOrZX/9fr/Djtb611xfQ6txqgdqn/Qk96G7QM+Yyo2L5fIIz8Ss4sCU7/JzjV2RI61dQdE6zYfmV5EBKV3q3OQZ1sfQNaIugeDeNdbLFnLtgtfzl/fH4FiMh0MfzwTRA+6L0QnNx+2y3tmfQ5BHTF5HXWnjfTNUbYFqAn1OL53KhloV5EO44ikiDNQUyDkfqQ6qj1X3aqnPnz0/BEb/9Jc6VG7hWoirlat9jRB9ZIdaPtNHw2FECAKBQCAQCJwPESGosFyt7OadOx0Pmcx+1bw+i65nW6NRR2luk4KgWbcfOS1jdvHbQp5SluEBWKjXd3bca9QxNF55Ns5Uhucji1aejzyYLTCUl/D2ybaezecd1r/GQl0Bffe6NNzRpY8qiq6GVnUlM1t7joxEzJdLP2/qxNOSdi13sPF1TVRHTqU+6htcAwO+X1V+9Mp5qJulvNAB8tnalzPgxZYvY2UvB6rnuYdURUO2oPUgvos8Hh67tU4WuJb0lDVfV5Er7aVkWdEYeEeu3oZ6+oRIkcbo/RHKMeWVM5fOyhF5jOPRyO85eqzyzsTVlnc9wvphrlnry9n3WCcPUNFxufRtqB9BHovGMEAEKZXtqLuwQDRjgmtc39O6Xjp/vzdxTIGVLYwIkJOkv5eIPNSaAuzilxAhIDeGfULm0IIQvJKonJue2Xpf10RrYbFadXQYuBa9SgsRFVZxcT6EvYa6Yh0N9sgytEN4/oKqdXYPDpr8mZMgIgSBQCAQCAQiQlAj52yL5dKZnPK+B2DCyzbrWPWrVYd5rm1bvQ3Ut3oLLFi9sgscVbF8f5U+9gDeZQ9WsrzRq8jLUYOdHfU87wgPmx7DfLFYM++lyY5tqJvvugOqTkCVAb1NWuPuxcDDms7na8U0WNV98DQ0BnEANFYpVXZUKOGdU/GONdSbMFM0pxGtYbfIMaI1ikA9g6gOFd+2RqNmNOEqcrxkx1Prn/Xo1DzYgnKlqhdGw+H6vBARk6es8UuZzqtNEN3Q3TSHV+86B9AM4Tqp+QzUF2nBNQ7K31qDGrPWzyZNerP1unCvtWKTk++j8yVXgHX17Pqn/enZpHtcx2SHvt2DA5971tPr/NgNkdUDWmPM82t91ez5emx6/87+vkcAt1ChQS7SAbgnjN72sB5aPSH2qioks6M6KJqPZl8MnPcM146RZZ0nlS0FPZVcVdK60Vfv/wA1UI/qVRHR4BAEAoFAIBA4FyJCUKHX69m17e1Offq0WOECrbJNOutebw+Pj/oEzI3KutOxqcwly/AG+itoLAfTqXssbqnDomeXNnr6GpvXTxer9KmiSKhzkUfg3cCqXBtVvXgsKvWRLTxFdQI1+6lbsIA1X3dVlHekedE2zP3T4xGY65MXw86DVJmreyE4nwAeP/tDCK70KF0F1CGTm0FVTd3Yen9rNOrkj+nZd3gJuAYCvVAd03seIAcrbYjZctnpGMgo1BTMfp4X1SW5vz69r0Z9+2Q+b64D5md1zN3GWlQNvHgsepU32+r2l3PurD12BaVWhEfYyth0Dcjz0Brkeet70hJcVp1JWfFBlr1Vqpf1eegYB+AocR0JvHbzxcLHRS4Qq2U8CoWoWx/RrAkiTny+sCJAGA+HneqQlqIrPXGOYYmInPL816Egy0jbKudO1NErXsQ5QtR31eAWnBYRIQgEAoFAIBARghrJDi1yam/TW5nDeutVHuQKeXhZbLI2ySiV5d/qIKc8pOfzEEmgR7XMuctLkCUKb6ulf+9KhswFou+C4HX3lRdHtm9LkU+Wu895iXyw9pfdzTI8bIP3Vlcr0DOm2iH3TZ6DQK+CnRzZf6H2kPSeK/GheqClG8+89qL87R34EDliZ866kyU1K3Q+qp5g90t6eJ63xXxyzK169cVy2ezRwMqFMfgaU4yhU5UDxTmPRJW/r0LvYb5YdPpB0JP12m8dAzyEmqdSH5N5bSIpolbdE6yCcBVEVOtMsWYZrXwW0Sk9P7bhjda9NZy3hGidvHXvN1Geh9RK2SvH4jOM99UEFVd6vg4HA1/PqnxZ6vqBO8IKIEYlGLVcIGqniIp4LYxk9nq9TiRgG2PQvu5Aj+ZF168fObY/X6EqyGgpK6+2RiN/T9oE4gp511NowxyJlEUvg0AgEAgEAudBRAgqZDtUxGPulJbcAu8Ly5w9X78H9S5Z6rQetZ0s3lbNv6x41uMuYYWPh8NOXpWVCUtYn/QQPDeIunN2EvN8Hizo2WLRzX01vEbW+mr7JXKfZLwv4VHyWmheU0odpi45FKzo0L4Hx+SUtR9FSPbAAHaPaTzuRA1aXenIHhZcN73qj1BD8zOBt1ofh90KXfddDG512Gtcb9dwL2tVXS494lLOUfvpw5vJOXfOf4nrp22pIy/eBjkmgmvhY82zkqTmvzDKJiVBeojedwH9OeildSKH0sSQl4/a8uFgsFbKwxrzboZQj5wgosI+DDqXG8X7lnfLKOAmH1IRJEHrRevY1wn6AHi/DFQGUE2PlSCaj4Pp1PfJyBefl7crdUezqtcLopm83uxgqPm5BpXNnHPzOc81OsJapfomuUcCe0awN858sbBd6UdgPjS3WqtU2aRC52kREYJAIBAIBAIRIaixXC7t9t5ep15bICPetd3L571eb60Qhnw9a1v7DWuaXqZr0YMJzJrWOoohr2OMCgTPx5fxylOZwfNhB8VNHdLqMdCbXc5mnYqFVjc+qn8ZPCLvO6DuX4h2+PyAfSsuwnyx6HhP1HSgQl8fnrO8DCodMkrB+vyaP6Lr63oCigigWxm1/unZaD49KmNHQZW8umJEUSh6Oh7xUddDVCFwfWh7MtnlrWnuidVq1elRwAgZ8+7byqvCA5zD62TEbIIIHb36ftUVjtdmGxEP9Y1g90NWa2gMI3hr3isAPR7qyJOuFz3/EaIQD5eKBvbA4PPD+3Gg2+piQ+Rkp6rBN9vA64BWBN/X/SJFVEax9Le88j6eHwezWYcToCoqvfJ5wYoOrQeet67RIw8+eGRMAqsQag9b3vlUvCTpavCelQIjol66h6nKyYoorQLqpJhZR/mWPVGubehqGToEgUAgEAgEzoWIEFTIdmj9ujeBult2zqJW+Xyx6FiggixZWbDypsg2n8AK13bUw2ZkoWYnj2HJrhC10BjGxfqeIm/P2m9qAmg+DspYbpZugLPKSn+waIQ781z9AMCRmCAiQA/Ru5QVL8MrBcDKpz5/bX3LI1khSsFIj95X/bXsbHqSupZkPLNrojCdzToqhvIeXCcfeVg/b/SqEFh9wKgWGfC9lDr5enlRVOqbIyfKNeleK3LB3lsea7XmmpB/QQ9I14L7VsdJ5dQ19iHY4ntQmWR+2zuX5rzm5SDXfUUKpDgP3hfUvGcE5QB54AkiTrPFoqMayYgAa/zZk4B5+z6ift4LBUqo9edUNhXofS4aUZ0+IqfkDrBLoOD9OgaDTrRO58/KLkbM9D3m4QVX7ESEiNHCeRXNoGbINjRjsrz0RnXJqIpC1fAoZ8WdMFurTdaVI1SwZDURORXiMZl1tSdOg4gQBAKBQCAQiAhBjV5Ktj0arb2qRh0x660PoGhlVmmHw+vSNvIy2R9gBzoEzK3qfVmGsgZlIW+PRh1VLuamnOUKr4w5LfZQd60D6BKwu1e/1+sobTknAozsjocvpndVk1tvx7y2IItaOUdZzE/fvr2uXYdKoNckS6Gv7GuJMY+RW2eUQ9fyNjTt60jETtmXPBJqAmyhmoReB7OL9FI7niDy1qucOzltdnFj7tPzq+VzV1iD3vyssVa3wIDfm047CnTymqT2Ry4AeRrMX++hwoNeviJsnJf5YuF15NLnoEdHhTpGfmqvrAarUrQOOmqUg0En8uOdRMvfiqC4EikiBcwt+74brHM+C5Y5WxIvqbxHz569Terx19tRr0X3RYub0av2R06U8xakcYLPyddh5EnXTNdIUUKtXeqV1JEHMvYHjegstR14HwwRKWDnTarUCvPl0mZVldSR80F3VD92xfPaxEU4KSJCEAgEAoFAICIENVar1VGrH4xmqocJNfuUuT9uI8hrldeprmRUC+vU8soiLjl6spJ3xuM1exw58hnyb4Jr8SOnSgU6evMdfYYqYqCcr593OT+B7HDmAifIHZrmvIzRmdDl8xG8UX3v2s5Opxa7By+Efc1d3Q0M7QP0l9D+2C+eVQyDXq8TdXJviT0ZkBNmVQpVAtlrnhEGoVak0z7vgAtBJTWto07ul7l1cWka3ouP4XAgZlZ1d9S84NiCz2FDuVLzqegF7x/2NtB8L1erdUe9cp7XFKUDh8A77un6l8gJx+IVMdDnGJd7lffLbLHwyIZ3M8Q1onYGK358DTa0EQbwTrXfev6ov1GrGJqtPXl64YvGc4Vd/9j9j2NeVP0UGEXhveXXr4x/iCgmVRFZhSUu0grPnTp/38O95hFhREQniCx55Rh+A1q8KHbbTFW0b4nfHs2K94spf+s8NNZ+Snbn4ODMUYIwCGqkZL1eb92aF6G+Pn5gXbiifH1na2tdUoMfSZJeWs1Y3OhAWJekqy28X/9o+48JQvsknNGYUNhWn3voG4uTP0oLGExXt7ebYk5ubGDBsvHLFASsHbQz1X4UlpTcMsOa4+HQf3xJyNGDjPLRDMOxJXEfP3itxkp1ExMvUcVrJzVQ5oWphV5lXNTfZ9qGgk91wxVJ5moNKhxNERvKpvZKGkffY7nhCj/OHiouY/cSsOHQJWO17kWoug2RLDbMosz0AYyQTqmfDEf8WMvw3h6P/frUbXjrMS3x4GcxF1vUusAX2ghTllg/hAezWVMumWWZgpOJtc7xo6R50Xp5oBgjnhZDOmDQ6/mPK0udKevLtbeE40DpYl07GYwyqK9ifuYVuZLkQpbybSNFQIK3wHQP0x9MB9bthf3ekXGh9J4MPa1NOidIa7jcMtI7dCz5XK5LYvuYW6Y3if3p9DA1d0Zi4YWkDFJKb0wp/UBK6VdSSrdTSjml9K7Gto+Wz1v/3n2X47w5pfTPU0q7KaVbKaXHUkpfehHnEAgEAoHA/YyLihB8h5l9rpntmtlHzewVJ/jO+83sPRve/91NG6eU3m5m3172/8NmNjKzrzazn0spvSXn/INnGPcR9FKyK+Nxp2lRqwyR4ayD2WxN2FMJikr/QLxJ1XfM1uHbbRDddAxGDmi91yQtfodlYTqWnzfDcvBOtG82N6G8sIdae70O4ZKWP6WNmYZR2P4KSFFs5iSQCKToRa/X6zTzoaXeapVKAhyvYSu8qXKteg7GDa+C80AP0D1ihGM9RA5yleZb62qI8HW9rcKnOrY8nx7GyHXjIi5ln2xmQ1Kil7htbbmHTngkqfw9R2nbLgS7thDV4bEZUWO6aFGlDDppCoxNniK9NA/PI/LEck2X3S77m2q7yWQd+kYahp6x1p574ZShRqqJcsyUCPc13uutI4IIcTMyqPO9UkVZjswTojsu5IVwPkstU0q+njulzxA/EnSeXrqoSBIihGwWxXJt3Se6dg9du9Y5rwkiHJQe1jEUSWLUSpFXb3mPa8prXRMDWZZN4ibTEsvlusX4WXBRBsG32eEP9QfN7AvN7H0n+M5v55y/+yQ7Tym91g6Ngf/PzP7tnPMz5f3vNbPHzeztKaV/lHP+8OmHHggEAoFA4EIMgpyzGwDnkU28C/5qef3vZAyU4344pfRDZvadZvaXzey/Oc9BlquV5w/L/s2sItEgZ7hEDnk2nzdLVEgKmiNvtA3hEFnKLMOj9eplSrKQFwtboazOvSqQ61qkKCfhlfO7CVEY5hLlve0+/bSPawflPXN405TNJdFR5y8v1iMA8k5gnXPeNaZBr+dzRi6FxqTzGCG/PUBOlY1hKNG6XUUlzI6W0LEUTfB9NvgJzjFAxIjlWdy/7sJa6KVVFqWIhjdlaYj6PFPWwYT5e6wLriONcffgwL1nlo1dRVTFRa4gnqQ1rPOj7OsBuBeKainSpO0ns5mplQ+9c0r1Ugrc+S9YPx7lQMmt8vZ7ulcrAZtWC+WmLDhaMLcEbFiO1yrnnC+Xa6Iy7ikviYVYEEs4WVb3xzdvHhkzCY9cF9P5vMPH0HUSH2WGOSbvx7kXaDjGCIATBhtjSSl1Ip/06Fd45urYNzT2Bs9lC7wYrTpGdHspdZo0sbW6PlfUrv4deL6WHX5qSumbUkr/VXn903fZ9vXl9Rc2fPbz2CYQCAQCgcApcZlVBv9u+edIKT1mZm/OOX+keu+KmX2ame3mnD+2YT//qrz+yZMcNKX0eOOjV5itLTIzswRLeYKcaqctZr/fYdcfNBimzEPqc3njLDsjq5welovBjEZu4Yol7mWTGC+ZtywBlCV7HfKy8nwUMdgFJ2E0GHQElxg3YtMnL6ODx3OlzNONwpZ29jiaGVEcxUuhcnaruiVFLStb+VYxs+U5C2TyazsymSl1PF8ubYWWwJQHplgSy85cwhr5aq4LsrUPKs9iG56d9q02xvK6fG0qklTOv24dbNZloytiMoDnVJf6sWqgh7Xo26JCRtdb5azkiggas66dxqYqlNoLE/bhTVKSWNA86by8egXRG1ZdcO27HPVy2bn3+ogAuYdfvqt5YSUUWxLr+6ogqZtc1fNya2/PFJu7wuoZCHp5xFFiPrj/dS10XwhsSKV1wqiFWbfCiRUe5BrdRglo65g8B10rjwJV58qKJz4/xw1ek58DeCua6ydv3TKzddRK62cfvyujwWAt/gVBKm2judY61/vXdnbs6Tt3zixffBkRgn0z+1tm9moze7D8E+/gi8zs/ypGgHCjvN5q7E/vP3DhIw0EAoFA4D7BJz1CkHN+wsy+C2//ckrp3zOzXzWzzzezbzSzv3faXZ/w+K/e9H6JHLxqsVx2vA7teBuWMz3mvaqGldGDTh4aEYAZrVDk0uTxdtqklrHKSp/MZkciFmZmY3i6ynFSWMM5BuAI0GMgw7WWTdb27vE0zmcOT5YWvYukIGKwxPaMdsxxbY6MGy1WdX6ywtkMSvvSecm7IKOZwkybqg880oMIhsC8bctzbonDUKZ6VMaoJlPbo5F7YhJW0vVXS11vWlU82F2sMRdDgbyuR23K34q4aF3sVAJPWqe6Bs5Eh9elz1mHL/gcV5yf+ljeHrpxn03nc39P1533PXO7S0R1FIEbIpI2Ri65JYIzmc+b3BKBkUTXEAHvRZ/7PVu+z/PW3xN4nGZdL5rRKG/QhWPqWslbZzWGR1og3y3UOh2K0jHSQQ0Y8n8EPgcYFfXIGvUMqqoDPbNY6SNMIcnM5yb5UYziHVQRIrNKlKridilqRZEnSbNTXE33yX4lD34WXCaH4Ahyzgsz+5Hy5xdUHykCcMM247gIQiAQCAQCgWNwrykVPllePWWQc95LKf2RmX1aSumlG3gEn1leP3Deg69WKzuYzdzaYo2rvBg1qmETkF7FCHb2c8PKZC6T+gK7yLMJ7vVDfa+2RqkwqDpY5Zu2kCvutBiFpG9Ll4EM5rqigOxX5l0HOF/W2zoLGBUC9AhYV01vtdfrdRoiyapWTTwbyPi+0c6UHp7OkflInfZGAAAgAElEQVRceUA1d4F5ezaEIrOdFQ3UBuA8kFm8SQWNrZaFPq4NWzTThyUfxvU4yny6hgTaKuec13MKz18erdaYV2zAyyLI0SEznmqSsyq6RX7OijXf8C47HiAULPeP0YBoRX82gbX8nUgY1AMH2LdX0pQ1yueJrsnOeNypyde+madm5IOe/ksefPDIeWsMqpRSBZdHTcur9CrMulU2Xo0FLRFdR3JmdN1b96yiGB5xQJVHPX5KFwutpnfOTSK3DL8jjB6/6Pp1M1tHmMzW0TtFCjR34tBQ0rp+njxfqww24d8pr7+P93+xvH7xhu98CbYJBAKBQCBwSnzSIwQppc83s3+Rc57h/dfbocCRmRllj99hZl9vZv91Suk9lTDRo2b21+zQIfyx846t1+vZTqVU2PG+wTL3hiFVvtwtTnjp3psAebkJWLDyWmm5zpEj9jrsDUxdWuDMXbH9pj7fQ96KjVDo3bP2v44oaO607862yKXr/N2rlHUuTw/nS4VG7+UAhcj96bSTh9a12OQd1Me4BW+i47U0vHR5VnU7YXoybNZDVnAPxzopa9g17ZmnHQ473hL/7kRfoEi5wLqgEp+uAXPI9bluw5P3agu0MaY+h/bl1RfgVAjsATBCpKDW3R8j6sRcL68vPXquOYHrRXlx6u3X+9D5sT8EdV0m4L9oXbGuXjnnGaJWPJeUUucYrlAoZUrkq9mKnKqkGT0xWr0c6r/ZWp3PYFYh6fxa96Keh3qfXrk88E1RmjnGoO+w7TnXSafR3IYIWb29c3ZwTVc5dyIguj/YQIltsLfHY9ufTC63uVFK6Q1m9oby5yPl9TUppXeW/z+Vc35b+f/3mNmfKiWGHy3v/Wlb6wh8Z8751+r955x/LaX0fWb2n5vZ76SUftoOpYu/ysweMrO3hEphIBAIBAJnRzqO5XqinaT03XZ3lcA/yDk/Wrb9BjP7D83ss83sRXZIVv6Emf1TM/vBnPOv3OU4bzazbzGzf8vMVmb2W2b2vTnnf3QB5/C4mb2qfu8acqGuclYsYeaBa3Y5vS56Ot5Cs1h4igxswfIlY50sW3bO6qfUaS/KsVBxTB6AvCpXBwOTV5Zyp6tZQ6O8/m4PXgitYta+k8HPCIP2521uydQt2+0eHHQiANRyYD7RrxXY9TtQzWMk4Ylnnz1yTt7zYbXqcAJadeet893kXZ4EOpft8bjDFtecK+fv+We0aqZ3pSoV6sYLI+RMvYZ+tW7rytw+157gmgdYY2TTk5Oja6w17uzsKoJCdb9NehpmG9QCoWuxVVVRmHX7UswRiaivOb1Lgfln6poQ7JoptLg39bqgWij7sVwv64Mtxhml88oXRDkEVp3UETpGG1wNE71fhrhnqdch1GvOrM3X4LOwn9Ka11TmwzvVghuh8+Q10vtUa9UY2PmWEdpn9/Z827o/TH1sPtM24LdaFXV3w0VJF3+3mX33Cbf9UTP70TMe58fN7MfP8t1AIBAIBAJt3GtVBpeKlJJtj0br6oHyvl69V7tyxOrkVz5/8OrVDhOXzN05rGhZ5/Iy9SqFMVmTrIFmXmtU5SCZq2IOL8Ej0HnVHQLN1nkrVkwoV+jVClCu25tMfN8cL3uJC9R2kOU+Qj5y2citzmHVzzaw8clg7yMXqh7iuv7s6uZ5fXhzujatvgqDft+7+NFja7HnBaoH0jOgfgG90poh3+JCiLnMagxB0Sute32PUQ5Gg6jLP9ngCbY6R45bDG/pWjDihmoVKoL6/YhKALP1Wqm95vq8qJmhz50HVPbpUQpcC8M9X0c3dG+NwXXg+TC65/ymRhe/1jphpG61WnkfDY2F3ClV0wwrJb0a5F5QO8X5G40xDHo9vz+8iyF4Bt5ZEuev7RXd4boX/JkHbpdQ9yVwpUmsSc5hSyuE3CRWAngVCnqn1LwYrr19PGN0/pt0V86De63KIBAIBAKBwCUgIgQVeinZ1mjkOVXB6/ORg5UFXCvYtVi9ZIvLupRXvgMmb0cljDkyRCA8V2briAXZ3uwfoPHfQa6Mfc09145aelnAT5bced3fu8WKlwdPvXh6r1Ru1DXxeuJKmbHejp5Bv9dzr4LdHxeIeBi8LuZr2S2SERgdexO7vpVfpeJaS9mypT7m0Z/yt+f95a1vyFeTwc1qAnrVziEox9iBNgR9E+ai62vNqILnlaFhz+vYil4IXJPsxzHEte31es17ipoYAnkefmx5/qiY6XQaBIeg5mDobEeIoHG+qFQ5Qy8MZ7hD+ZGVIHVUhwx/rVvn54A7RJ6PRxjBtViUMehZqHuWHRln83lHidP3gecle78ssKb53GVHQj8nePX63qDf72h9TKENwsoHVjqkhiYIK1587SviXH1Pc1n3nKi/S65MrYlzEgXMFiJCEAgEAoFAICIENXLOhxrnYijDo2Q97gK9tCfzuVtqrPln7keW/Bi1rcpHMvfO3Kt7mOIBVPXVHXVDHRM57mU59l45lvrdy5Jlr/AF8vML5DWFVc7WU6SjvKcReR61UftOrsF2w6vX3/RyyfSezued3C5rlD2XB0Yy87jyCKjAp/fJFq516D3f3MhhEvSU6DETvs7Kdg8UVn1dM+6ej3KajX0l5DSVn9X5qPqm9vDMjnpZZuuoTs3S9y6MZVvNvXgKqfRecLVH1Hq7GlxDx8Fr5XG/qSZcOJhM7Bl2ItX5NPLwx4HeG+8L6l/UYO37SeH3cqV5YdaNKOhBTzXSmnPEviLU0WfUQtUm1Cfw3iDlmNqv97EQ50Ick5zdC9c96j0u0JNC2+3jOSiwKoV8BXIuqHRZRzb7eG4IzgND9HaKCBHnTd/Ts00KsldRdTCq1s1t3HuaS13nfehtmJnNn2fdDgOBQCAQCNxjiAhBhZSSjYfDda10ed916NGRj3W4dT6u1Z9bHgvrST3HdYwyGeuN2aHvzv7+mt2N/Bo9X0Hvy6Njvo3ePbuAjZAz359OO9YyoyycH3pGPIfOMcE6dgUydYOs9A28Bzz6jq+wL9b6kkMwQq59qfx8+ZzcAc3X7f39jmLjCFwJgt7pcRECVi1ov7VyHXur+zY8NuaQY9I18O5+VHDDWtX2OefOutX1EpNdnr+rIyJHqrG3IkM8f7LQ68oH3hc6W1a6HFfLTt181qMfV0lyGrCTKSMBHbXFau7N1mx17q/ehuD9oftdW6s/AL9N7om8903zNMSzh2Nq9QlhdEPetiJCOvam7o71OdUeuN/fDZ4P+5K4bgM0Dcjd4jNtD/0l6ogb9RWcK4b7gX02zNp8o5MgIgSBQCAQCAQiQkDknNecAOSXqJ/u3fEqq1b5IXphgixc1vIK9DZa/b49pwoPfFRp1rtVXSxR1sNq/Or25/kp9DRgF0DW8np3yKoTo6IN2pbeNiMi9MYYUZF3ofNm3TFzgooGrPr9jr4C85K04L2PuxjqyFezaxuv2Ry51eFg4J6sQPb4pq5l9byw3r4ViRKG+F7Nqtf5ypu6jus/wRrO8DJZrUK9gR7O6Uh0A3oSWjvy3Fhfz46bfn6IOM0QURDoSdUVD5p78jpamhktTgGvwQrzRDBycrdtyJJn1IERAB6zpZ1Rf04v0+cIx/YoVGOunXMDXQaBUbK6oog9SqhHQHDu2IF00ViL/vzE/Vd3fOU64LFYybKFyCCjNVxfo3K/sYKojnpSkZOcIlVJ6PkqTsig3z+XJkFECAKBQCAQCESEoMZqtbK9yaSTC/bPYV3KUnTPczjsWL8j5Pip8sYuXl7JAPU0gV4X6/frGmrWemtstTXM869B7QQyfxMs5ZofwLzYNrx01sR3oi4FspS9EyPUvui9il0+LOc8Xy7tmd3dI9voGJwXKg2SS+EeMLQPnFuAnKNr2lfHpGfH6+frp5w/PZwW54Bgrwyztcen83YdiVu3zKyKJhzDV/AcMqJVdVVFfW61x7SE9+JrCToS9OQEV+YEd4C5YHpU7HGfUuoy23Hvtuac3rvzeDRm8ILIQajHzGMJ9Jj1yq6ogtffYz0J5AHUXA3dS3y27KDHxwTbUbOfHJUpIkhcD3UfEl53Mvep8Cq0lPsYkRziXtbqIKdlORz6XDIi5JVcUi7tbfanGbXkuYlzofn0fjaq3rFuVRnvNT2LWhogZ0VECAKBQCAQCESEoEa/37cHrl51a1LWFvsReN3yBg+IHi075JEt6zk/5Ix0TFrAW9Q+gBU+HAw6DHzmocnwZpc3enrUf29Z+sK0Uh6jBU4vYgFPn97GssEZGMCbb3lzOec1T0FzqL4PUCpkl0KvC4ZqpPdLKMfymncoten7s8WiU6tND0igB0cVQYLaADrOARTbVqvVOrLV0EJgZUIf0ZpFw/vS9vSMyEbXOMzW94eO2WLquwJlQ3+Ax2TVgUB9imWly0Dvm1E+gp4+oxitfD6jGDVfSTiuftzvhzJ/fJ/wSKUikWTxV1wKZ9FrHnBfd7REoFNA3ZY97Fdwlb1qLXAd0KO3Rl6fz0uB3As+08jZqfsO8J7kWMidGWLMjF4J7Jop6Fnw1O3b/n0+/zgm14Y5o95ACxEhCAQCgUAgEBGCGqvVyqazmc2R56ZFzAqB3aqelF55q9qg5dHK2laOkNuRCczca69oKdTbUg9bdmsrU9zJ00FhbYJ6dEYk6hw0LfiOiiJ00Tu9Gcr2zB3rnHZRy7upNwJ13XUsajz4+TY8JFYVcB3ozJhr5f83gXOn82GtMuE8FqwDspPreVCUibleHcHVAFV10ogosCqDlRSMHPVT6uS4W94mvfQDRLPo1RKd+QRPpJdSp5MkFeX24IVz351j4HOO8bh74TRonbeOyeoDHmtZRUw6Hjwif3oOqvqIHJM75XWBqI4wRPRniajOYrn0ddDhYzRy6YRXAm38tIrIlvVzGm0I7ZNaKtonNS7ILdnG84fdZV2FUdyTKspL9VP2TbhoRIQgEAgEAoFARAhqZDv0DsawkKmLzbxfnWOmgpbvG3rprRpXWsLMjbU8ze1KZ585XX1HeWbl0qVFLr3sOaIQwgzVBkRH8a06J/2f9cXyopjTbNXhd7xNcCuYU541OtZtAr0qHWsMxTFWRlCfQFY8PcOTeIIL7JOVG2TnE1wnrF7IOXc0DNhvo+7aWW9Hz4eVIfKUZiUCpWtyo/RTqCNVkypXa3a0I6RZVZMtHgPmUp8zx7qJO2LW1ZKo52ML3iirbnTduXZ5raidcVyP+vNEBlrPDfIfXKmwfN7hvdzFo+Z5yN8fIhJIXQtW3eh7+4hEtfqXmFX6IcdoORBepYP1wuod5x6caK+H0HzcAdeKIK9BkULdm3ou6znMCpI6AsH17H0kjunhkVK70+xJEAZBhWSHE0qBGd4YbD1Zl5ANEHYUPGxY/vYHdsPo0I+SyIit8LZQh9rUrIglKrfKzcbyMn1OueHjwrICy2vq5hz8oRJYukQDgfOnczmgcAnC997ut3yv11u3P+a+eF4jXAvOn+AhcqQ7WqVevZQ6paot+I1d/j6r7C1lVnu9dethPsj92PhxJYnWU01MS6hBUXnQLRHm3KpKZ1siRzSAW3KvxxnUPP851pdV55JwXUkyPA6ttS2cRIDotOC+jktPEDIsWxLi9XcVCndidKONr7a7WUhxFAKj/C7bhq9yXpNJGynFXmVUbho3CbEs96ZTQwOKxv554MZro4SWRipTM3f7Qe+UQoMsu6lx1mkQKYNAIBAIBAIRIagx6PftxTdu+N9swdpJIUA0ZrVandjClIUqi1aW3gHaHjN8TzBkvlgu1w10lMoon90qghiUGmZb3+M8JYq8MHw1mc9P7RVRiEfNfzxM2RLwobCLPMnqWrFds8AUkHt05XOGkN06RxpE88XmP3WY8qRhvItshFOPqR5PJzICD58leq01TYIry3FJNpzN5+uwMtZOqwSSqOVu7/Y5iW2U4U4pdcqKW+B5tsLZ3O483uZJowuMtJ0Um8ZGr5niaUoB6bo6UQ+EQLYqZypyk1Qvm/kwRcjIAFNiLIklkVirQeF6Eq7ryNNxUZbj0jatVCEjz8vqeWl2VESMrcXZ9r2P6AvTeGdFRAgCgUAgEAhEhKCGiFdsc9xHnmlyjOd0ErB5BXNostQo8MMyLBJTBv2+N6thvlYeoCxRL00qxzquxa7A8x41yhxPAyfqlb9Z0sXWqR7FkHUNL13o93rrKEp5z0vdGnlIeiNeCsr20A0uiVB7zCflY1w0aj4IuRPylrVeSCYcIsLEsZPQR89J16ImjpLoyhLODq/hlJEm5ybQO8Pn9ViOAyXLO5wZlFuyRPgs1/ykETZyCFjGybXKe7NuhkOxm1aU0om7ZV+MMAqLRgRB95Ovq+XSuVXk+7QImsfNKTknzhXQuWIdkrtzN/D6n/Q6i2sxAcmQ6Pd662eL5h5lxGxNL5z3+RIRgkAgEAgEAhEhqJFzttli0ckBKX8t25qCLLTKT4Pj2MDCcXlOYbFcuiVK78E9tWKZyrueNmQ/WzlT5n0p4Tno9zts3lbejV4W296STTvA9v0GU3deXZOTzl1LYGmneD4Si/K2uYhK3K2CgNwHXneWsF1UJKGOQGmOhohKaX7ELWk1XiL0eadBUfmc3t61nR33DllVINEbyoSvGh7iaeFRv6pRl/LJx5WVtXLFrRbm9NaFTinpBVzjVttgPybGxCqeeozHtSSnAA+bu5FT4OWoiCDxWZBz7laFqMoKXICW0BvRkgRnlOc8IHfKpakhOMSIC3kPlAg/mM2anBDNKdfeRVW0RIQgEAgEAoFARAhqpJRs2O+vPSfk+WmVDk9Zr1+DXgY5BWdFzZKVNcwcOgVqCH1Pnt9xERDm3muP8rjzoRcp70LvK29PEaARtBR20EZaNdGnmU9WV8ibnRSrXK9LeBmzY7QF6m1blv9ZeBenwaamLULrfeWEmd+nhgAlfjvXtGx35+Cg0+ClNR+MTmiMjFac1CPaJFwjb4vM9ePWzAoRMo6lJbzTihycBycd60meL8eNq9VQSM8TRVwEevPbiCTVHBtyqPg3eU6UKqbwlNbLRUfc7gYdYx+NxYRWC3g98+pGcIxo6HzYFOyiERGCQCAQCAQCESGosSocgjtogEHPiPnruzGhW9K6rbad50XO2T3YHbQjbVnLHVnPhud3mjGcFKyjZi23+A0rnIPmUduJuftskc89CVp5t04DJrDt1YpV/tRJqzMuE8cpJG7CDF75SWWUeS0VadgaDjseDz2dln6AcNYcKdUW60ggPeNWhINVOy2OQOvYF92q9iQ4j2esa3On6JesUEXAplhstMX5annOm9CRYMaziXN5GXPbQosrwmc9t6s/p97Acx1BFCJCEAgEAoFAICIENaRD4Gx51awiJ78FLW/5Ximlpsb2ZaJzPsdY2y0lQkYYngurnD0fpK4oyJr2fgxQ7DoNn+M4b5P1xtvSW4AuhTwfRVQ2eeNnzX1fJOj5tnLeiiwx10lv5aS14LNKwVFrphWxWGLOLwqsIFksl00NkHyX5jt3A9eLVyedosnVvYhe4zz0fNB58r4gd4J9KGq0elW01tpz0SfitDguwnhcJO1u1SaX9bsREYJAIBAIBAIRIaihTocjeFIrWHCuEgV2svZRf3bc+5vGUOM8FrC8ZnmurJagAhnbnlL7/zKs8SGqDXQtyBWQVysmb93drKWX3zoWORXOpSg51G0wmtktchPuBe+Q+gD0wqgH31rDPXh+rdpuRmtmp+CknJSRf9L7alOlELt6njfixbFcROe8ewHU2eBzQ+etqqT+Bl0Ss25EalP10gprrIV74X467xhaWiSL1aq5b793NYbyelHR2ogQBAKBQCAQuJgIQUrpjWb2hWb2SjP7XDO7ZmY/kXP+ug3bvtPM3nzMLn8x5/wXqu/8JTP7sbts/80553ecctgdpJQ8L2a27jy4i+6AZMCeJN9zUmvyQnunl1d6gMJJ646fC3TqicXERr76wWvXzKxb4yxv5ABqaF59oM5t1u1aKFCZrdVBTfsUV2AMDYR7gSdyElCtT2gp77WqbJQbda4JPMEhtDV2KwXAk/IYLioyIHi+tnqPfRQ2sb1PcowhzukyIgPPRa+MVo8G9knQ/SCvVetjiYjTSXDS/PsLAVzDJ+Ga8L44b3dD4qJSBt9hh4bArpl91MxecZdt32NmH2589vVm9nIz+/nG5z9rZr+94f3fPNEoA4FAIBAIbMRFGQTfZoeGwAftMFLwvtaGOef32KFRcAQppQfM7G+Y2czM3tn4+ntyzq3Pzo3FcmlPPPtsPSYz63qx7EF9L2HQ7/t4vbMXutsxh9zKGT+XaHmGrNnWXFOpTpEceaMHYPqfxCs5zgvVPF0v0YkRVPakfeC50GOPeLlgZEtgJOCk3vem/gBHPt8QOWnV/FM3/6QVIMfBowDl2o2q9eURInAhTgp2nmOk6JPJhH8ulPi43rlOXBFVnADc04oYUJ3yLJoYLySQB9Dq6HgSXPR1vxCDIOfsBsA5yoW+3sy2zezdOeenLmJcgUAgEAgEToZ7qcrgr5TX/+ku27wypfRWM9sysz8ys/flnD/6XA2IncSeD6g9sFYP8VYOWbZmK6fO/VwEs7Vl4bJqwLcHR0B/q/PgRSg/spslPT12LvRufw31vXsFJ40AnNWjPW7uU0odvkIr/04t+rN62+yzUeOiPNXWGr4XmPDnwW6j+6MwAG+BEdW7VRPczzjuuTns9ztaMZ8s3BMGQUrpNWb2OWb2gTrasAHfir+XKaUfMbO35pxPVNOUUnq88dHdeA+BQCAQCLygcU8YBGb2n5XXH258/iEze4uZ/RM75CrcMLM/a2Z/x8y+ycyum9nXXMRA+r2eW2eygIcN9nWrB/lzgdN4SLJAyQJmD/pWHn95SdZpjRab1iMC5RyYx7wIsIshNdqVW11hHdxLeuqbcFkeKzvR1WMRs/q4DpzaXvs6LX/nucjn328er+5BclHYoVSzctw1qitO7vV755OJk6ztIfgvFxW1vXSDIKV0w8z+Y7sLmTDn/Etm9kvVW/tm9lMppV83s/eb2V9MKX1Pzvn9xx0v5/zqxjgeN7NXnW70gUAgEAi8MHDpBoGZfZ2Z7dgZyIQ55z9MKb3XzL7WzL7ADo2Dc2GVc0dpjBbbvaCjTTj7fjDojP+sXQsvE/IUn7p928zW3gnnvKWSdxHgdR+CHSyEd3OIVhWDogBbw2GHce4d8cp3j+NfnLWyZ9P6oCZCXMfN0L33UNEEEf9DkTM9X8g1Ou5anWS+78Vn7WWA0RlqqFwUH+ZeUCoUmfB/POP3nyyvVy5gLIFAIBAI3Je41AhBSunz7VDQ6AM558fOuJvPL6+/fxFjqi1R1ovK05FVttrwnecKJ63Lri1FrxK4IK32TybkjT9w9eqRv6eoJlgdk3u+SHjE6Bj29f2K1vqq167msKPSVt6X98nP9XqR7Ovn0/1wGWDvCkUC9tXltaG7cJE6A/d7ZECg9oPmWBG302potHDZEQKRCe9WamgppT+34b2UUvqbZvYaM3vKzH7h4ocXCAQCgcD9gYvqZfAGM3tD+fOR8vqa0rfAzOypnPPb8J3rZvZVdkgm/PFjDvHLKaUPmNlv2KH+wA0ze52ZfbYdEgy/Nud8+7znUcbV8VqI54vO9vOZBa3ozE6p8d8qugQjVBcsGx7nJ2Ns8pzOozR2P+EiNCICnzwcx6UKXD4uWvXxolIGr7Ruw6KXl39mZn9gZm/D519rh3n/k5AJ325mn2dmrzezh+wwWv8RM/shM/u+nPOFpAsCgUAgELhfkcKrOUSUHd6buLGzY2br2v999CwIBAKBQAe/1Sqxvxsum0MQCAQCgUDgHsC9oEMQCDRxa3//socQCAQC9wUiQhAIBAKBQCAMgkAgEAgEAmEQBAKBQCAQsDAIAoFAIBAIWBgEgUAgEAgELAyCQCAQCAQCFgZBIBAIBAIBC4MgEAgEAoGAhUEQCAQCgUDAwiAIBAKBQCBgYRAEAoFAIBCwMAgCgUAgEAhYGASBQCAQCAQsDIJAIBAIBAIWBkEgEAgEAgELgyAQCAQCgYCFQRAIBAKBQMDCIAgEAoFAIGBhEAQCgUAgELAwCAKBQCAQCFgYBIFAIBAIBCwMgkAgEAgEAhYGQSAQCAQCAQuDIBAIBAKBgIVBEAgEAoFAwMIgCAQCgUAgYGEQBAKBQCAQsDAIAoFAIBAIWBgEgUAgEAgELAyCQCAQCAQCFgZBIBAIBAIBC4MgEAgEAoGAXYBBkFJ6OKX0jSmln0kpfTCldJBSupVS+tWU0jeklDYeI6X02pTSe1NKT6eU9lNKv5NSemtKqX+XY31pSumxsv/dlNI/Sym9+bznEAgEAoHA/Y7BBezjTWb2D8zsY2b2PjP7iJm9xMy+0sx+xMy+JKX0ppxz1hdSSl9hZv/QzCZm9pNm9rSZfZmZ/V0ze13Z5xGklL7FzH7AzG6a2bvMbGZmbzSzd6aUPifn/LYLOJdAIBAIBO5P5JzP9c/MXm+HP+Y9vP+IHRoH2cz+o+r962b2hJlNzezPVO9vmdmvle2/Gvt61A6Nh5tm9mj1/oNm9sHyndec8zweL/uJf/Ev/sW/+Bf/ns//Hj/L7+C5UwY551/MOf9cznmF9z9uZu8of35R9dEbzezFZvbunPNvVttPzOw7yp/fjMP8p2Y2NrMfzDl/uPrOM2b2t8uff/V8ZxIIBAKBwP2L55pUOC+vi+q915fXX9iw/S+b2b6ZvTalND7hd34e2wQCgUAgEDglLoJDsBEppYGZ/Sflz/qH/LPK6wf4nZzzIqX0ITP7U2b2cjP7f07wnY+llPbM7GUppZ2c8/4x43q88dEr7va9QCAQCAReyHguIwT/vZl9tpm9N+f8j6v3b5TXW43v6f0HzvCdG43PA4FAIBAI3AXPSYQgpfTXzezbzexfmtnXn/br5TU/F9/JOb964w4OIwevOsUxA4FAIBB4weDCIwQppb9mZqa0BEUAAArTSURBVH/PzH7PzP58zvlpbHKcN38d253mO7dPMdRAIBAIBAIFF2oQpJTeamY/aGa/a4fGwMc3bPb/ltc/ueH7AzP7DDskIf7+Cb/zUjO7YmYfPY4/EAgEAoFAYDMuzCBIKf2Xdigs9Nt2aAw80dj0F8vrF2/47AvMbMfMfi3nPD3hd74E2wQCgUAgEDgtzitMVER9vtMO8/e/aWYPHbPtdTN70k4nTPQZFsJE8S/+xb/4F//i30n+nUmY6NykwtJL4L81s6WZ/YqZ/fWUEjf7cM75nWZmOefbKaW/YmY/bWaPpZTebYfSxV9uh+WFP22HcsaOnPOHUkr/hZn9fTP7zZTST9pauvhlZvY/5Jz/6XnPJRAIBAKB+xYXEB34bjveWnlsw/deZ2bvNbNnzOzAzP5vM/s2M+vf5VhfZma/ZGZ3zGzPzH7DzN58QVGOiBDEv/gX/+Jf/Hsh/DtThCCVH8P7HlF2GAgEAoEXCH6rVWJ/NzzX0sWBQCAQCASeBwiDIBAIBAKBQBgEgUAgEAgEwiAIBAKBQCBgYRAEAoFAIBCwMAgCgUAgEAhYGASBQCAQCAQsDIJAIBAIBAIWBkEgEAgEAgELgyAQCAQCgYCFQRAIBAKBQMDCIAgEAoFAIGBhEAQCgUAgELAwCAKBQCAQCFgYBIFAIBAIBCwMgkAgEAgEAhYGQSAQCAQCAQuDIBAIBAKBgIVBEAgEAoFAwMIgCAQCgUAgYGEQBAKBQCAQsDAIAoFAIBAIWBgEgUAgEAgELAyCQCAQCAQCFgZBIBAIBAIBC4MgEAgEAoGAhUEQCAQCgUDAwiAIBAKBQCBgYRAEAoFAIBCwMAgCgUAgEAhYGASBQCAQCAQsDIJAIBAIBAIWBkEgEAgEAgELgyAQCAQCgYCFQRAIBAKBQMDCIAgEAoFAIGBhENR49LIHEAgEAoHABeDRs3xpcMGDeD7jtpndMLOpmf3LSx7L/YxXlNe4BpeHuAaXj7gGl4/n6zV41A5/z06NlHO+2KE8j5FSetzMLOf86ssey/2KuAaXj7gGl4+4BpeP+/EaRMogEAgEAoFAGASBQCAQCATCIAgEAoFAIGBhEAQCgUAgELAwCAKBQCAQCFhUGQQCgUAgELCIEAQCgUAgELAwCAKBQCAQCFgYBIFAIBAIBCwMgkAgEAgEAhYGQSAQCAQCAQuDIBAIBAKBgIVBEAgEAoFAwMIgMDOzlNLLUkr/c0rpj1NK05TSh1NK359SevCyx/ZCQpnX3Pj38cZ3XptSem9K6emU0n5K6XdSSm9NKfU/2eN/viCl9MaU0g+klH4lpXS7zO+7jvnOqec5pfSlKaXHUkq3Ukq7KaV/llJ688Wf0fMPp7kGKaVH73Jf5JTSu+9ynDenlP55mf9b5Xp86XN3Zs8PpJQeTil9Y0rpZ1JKH0wpHZT5+dWU0jeklDb+9t3v98Hgsgdw2Ugp/Rtm9mtm9ilm9rN22Pv688zsW83si1NKr8s537zEIb7QcMvMvn/D+7t8I6X0FWb2D81sYmY/aWZPm9mXmdnfNbPXmdmbnrthPq/xHWb2uXY4px+1dV/3jTjLPKeUvsXMfsDMbprZu8xsZmZvNLN3ppQ+J+f8tos6mecpTnUNCt5vZu/Z8P7vbto4pfR2M/v2sv8fNrORmX21mf1cSuktOecfPMO4Xyh4k5n9AzP7mJm9z8w+YmYvMbOvNLMfMbMvSSm9KVfKfHEfmFnO+b7+Z2b/2Myymb0F739fef8dlz3GF8o/M/uwmX34hNteN7MnzGxqZn+men/LDg24bGZffdnndC/+M7M/b2afaWbJzL6ozNW7LmqezexRO3xo3jSzR6v3HzSzD5bvvOay5+F5dA0eLZ+/8xT7f235zgfN7EHs62a5Po+e5xyez//M7PV2+GPew/uP2KFxkP//9u4txKoqjuP490/RkFPahcDKiKzswbKHHqqJdMbIiiKMoF4ysQKN6PpSCJbRhV58KAzqKaGHDOat0C6oo1EUSgRFVkIzSWFppKUz3ax/D/91dLc5lzl75pwzc/bvA5vFWXuvOWvWmnXOf1/WGuD2TL7GgXu5bxmY2VxgCfFF9XJu91PAKLDMzHrbXDWJKPssYKO776pkuvsfxNkXwP2dqNhU5+7b3H2Pp0+nBoq08z1AD7De3UcyZQ4Cz6eXqwpWvys02QdFVNr3udTulfcdIT7LeoAVLXrvKc/dt7r7W+7+by7/R+CV9LI/s0vjAD1DsDil71X5wzkMfAjMAK5qd8W6WI+Z3WVmq83sYTMbqHF/rtI371TZtwMYA/rMrKdlNS2HIu1cr8zm3DEyfueY2co0Nlaa2YI6x6oPivs7pUczeRoH6BmCS1L6TY39e4grCPOALW2pUfebDbyeyxs2sxXuvj2TV7Nv3P2omQ0D84G5wO6W1LQcirRzvTL7zGwUmGNmM9x9rAV17lbXp+0YMxsClrv73kxeL3AucMTd91X5OXtSOq9F9Zy2zOxE4O70MvtFrnGArhDMSumvNfZX8k9rQ13K4DXgOiIo6AUuA14l7sVtNrPLM8eqb9qjSDuPt8ysGvvl/8aAZ4AriPvPpwOLiIfh+oEtuduWGhvFvQBcCmxy93cz+RoHKCBoxFKq/xE9Cdz96XRv7yd3H3P3L9x9FfEA58nA2iZ+nPqmPYq0s/qmCe6+392fdPdP3f1Q2nYQVyc/AS4C7ivyoye1otOcmT1EzMr4CljWbPGUdvU4KHtA0CiCm5k7Tlqj8pDPwkye+qY9irTzeMv8NoF6lZ67HyWmyEFzY6PRmWvpmNkDwIvAl8CAu/+SO0TjAAUEX6e01r22i1Na6xkDmRz7U5q9LFqzb9J9wAuIh4K+bW3Vul6Rdq5X5myiH7+fLvdNp7gDKT02Ntx9FPgBOCW1d54+tzLM7BFgPbGew0CaaZCncYACgm0pXZJfucrMTiUWo/gd+LjdFSuZq1OaHWxbU3pjleMXErM/PnL3P1tZsRIo0s71ytyUO0YmpjLDKR/4qg/GwcweJxYW+owIBvbXOFTjALQwEVqYqF3tPB84o0r++cRT0Q6szuTPJM6OtDDRxNq9n8YLEzXVzsTZUlctyNLhPrgSOKlK/uLUzg705fZpYaLG7b4mtdGuap89uWM1Dtyx9AuUVpWli3cTA3SAuOTW51q6eMLMbC3wBHFVZhg4DFwI3EwMuk3Abe7+V6bMUmCQGHQbiaVEbyWm+wwCd3jZ/4CrSO22NL2cDdxAnGF+kPJ+9sySqkXa2cweBF4iPgzf5PiSrXOAdT7dlmydZM30QZpaOB8YIpYhBljA8Tnsa9z92SrvsQ54LJUZJJYuvhM4kzjBKe3Sxel/CWwA/iGWFq72PMWIu2/IlNE46HREMhU24DxiStw+okO/Ix5AqRtVamuqjRcBbxBP+B4iFgc5ALxPzAu2GuWuIYKFg8Ttm8+BR4ETOv07TdWNmK3hdbaRyWhnYmnY7URwNwrsJObMd7wNOr010wfAvcDbxIqpR4iz1L3EF8y1Dd5neWr30dQP24FbOv37d3obR/s7MFSlXKnHQemvEIiIiIgeKhQREREUEIiIiAgKCERERAQFBCIiIoICAhEREUEBgYiIiKCAQERERFBAICIiIiggEBERERQQiIiICAoIREREBAUEIiIiggICERERQQGBiIiIoIBAREREUEAgIiIiKCAQERER4D+67OCK652VGAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Cats\n", + "Predicted: Cats\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 251, + "width": 258 + }, + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: Dogs\n", + "Predicted: Dogs\n" + ] + } + ], + "source": [ + "# Print predicted and acual labels for Spectragrams\n", + "dataiter = iter(testloader)\n", + "model.eval()\n", + "for j in range (2):\n", + " images, labels = dataiter.next()\n", + " if device == 'cuda':\n", + " images, labels = images.to(device), labels.to(device)\n", + " outputs = model(images)\n", + " _, predicted = torch.max(outputs, 1)\n", + "\n", + " for i in range(len(images)):\n", + " imshow(images[i])\n", + " print('GroundTruth: ',classes[labels[i]])\n", + " print('Predicted: ', classes[predicted[i]])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Print accuracy of test predictions for each label" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[542 26]\n", + " [ 12 488]]\n", + "Accuracy of Cats : 95 %\n", + "Accuracy of Dogs : 97 %\n" + ] + } + ], + "source": [ + "# Network analytics\n", + "class_correct = list(0. for i in range(len(classes)))\n", + "class_total = list(0. for i in range(len(classes)))\n", + "model.eval()\n", + "allLabels=[]\n", + "allPrediction=[]\n", + "with torch.no_grad():\n", + " for data in testloader:\n", + " images, labels = data\n", + " images, labels = images.to(device), labels.to(device)\n", + " outputs = model(images)\n", + " _, predicted = torch.max(outputs, 1)\n", + " c = (predicted == labels).squeeze()\n", + " if (c.dim()==0):\n", + " continue\n", + " for i in range(testloader.batch_size):\n", + " if(len(labels)<=i):\n", + " continue;\n", + " label = labels[i]\n", + " allLabels.append(labels[i].to('cpu').numpy())\n", + " allPrediction.append(predicted[i].to('cpu').numpy())\n", + " #print (c.shape)\n", + " if(testloader.batch_size>1):\n", + "\n", + " class_correct[label] += c[i].item()\n", + " else:\n", + " class_correct[label] += c.item()\n", + " class_total[label] += 1\n", + "\n", + "print(confusion_matrix(allLabels, allPrediction))\n", + "for i in range(len(classes)):\n", + " print('Accuracy of %5s : %2d %%' % (\n", + " classes[i], 100 * class_correct[i] / class_total[i]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python3.6 workshop", + "language": "python", + "name": "workshop" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/03_Running/ResNetInference.ipynb b/03_Running/ResNetInference.ipynb index 1ebade7..70299ae 100644 --- a/03_Running/ResNetInference.ipynb +++ b/03_Running/ResNetInference.ipynb @@ -9,12 +9,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from importlib import reload\n", - "import RealtimeAudio as RTA" + "import RealtimeAudio as RTA\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" ] }, { @@ -33,21 +35,153 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---\n", + "Predicted:\tCats \t| Probablilty: \t0.14\n", + "Predicted:\tDogs \t| Probablilty: \t-0.15\n", + "Stopping!\n", + "Stopped and Done!\n" + ] + }, + { + "ename": "TypeError", + "evalue": "iteration over a 0-d array", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0moutputarray1\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0moutputarray2\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0msamp\u001b[0m \u001b[0;32min\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mlast\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moutputarray\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0moutputarra1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlast\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m0.9\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0msamp\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m0.1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: iteration over a 0-d array" + ] + } + ], "source": [ - "RTA.RunProgram(targetLength=30,AmmountOfClassesToDisplay=1,ModelPath=\"../models/CatDogResNet.pth\")" + "array = RTA.RunProgram(targetLength=30,AmmountOfClassesToDisplay=2,ModelPath=\"../models/CatDogResNet.pth\")\n", + "array=np.array(array)\n", + "outputarray1=[0]\n", + "outputarray2=[0]\n", + "for samp in array:\n", + " last = outputarray[-1]\n", + " outputarra1.append(last*0.9+samp*0.1)\n", + " outputarra2.append(last*0.8+samp*0.2)\n", + "plt.plot(array)\n", + "plt.plot(outputarray)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "reload(RTA)" ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "outputarray1=[0]\n", + "outputarray2=[0]\n", + "for samp in array:\n", + " last = outputarray[-1]\n", + " outputarray1.append(last*0.9+samp*0.1)\n", + " outputarray2.append(last*0.8+samp*0.2)\n", + "plt.plot(array,c='b')\n", + "plt.plot(outputarray1,c='r')\n", + "plt.plot(outputarray2,c='g')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "over = np.array(outputarray1)-np.array(outputarray2)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(over>0,c='g')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/03_Running/ResNetInferenceInteractive.ipynb b/03_Running/ResNetInferenceInteractive.ipynb index 7f04d9a..3f81a07 100644 --- a/03_Running/ResNetInferenceInteractive.ipynb +++ b/03_Running/ResNetInferenceInteractive.ipynb @@ -301,9 +301,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python3.7 (ImageCalc)", + "display_name": "Python 3", "language": "python", - "name": "imagecalc" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/03_Running/ResNetInferenceV2.ipynb b/03_Running/ResNetInferenceV2.ipynb new file mode 100644 index 0000000..2e5d9af --- /dev/null +++ b/03_Running/ResNetInferenceV2.ipynb @@ -0,0 +1,172 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load library" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from importlib import reload\n", + "import RunningResNetLibrary as RTA\n", + "from IPython.display import clear_output, display\n", + "import os\n", + "import subprocess" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Run Program" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This involves creating an audio buffer that we continually update with information from the microphone, then creating an image and running it through the neural net. This happens as fast as possible over and over again." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def DoStuff(Input,Probablity):\n", + " clear_output(wait=True)\n", + " print(Input,Probablity)\n", + " return;\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def FullOut(predicted,prob,classes):\n", + " clear_output(wait=True)\n", + " print(classes[predicted[0,0]], prob[0,0])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dogs tensor(0.5714, grad_fn=)\n", + "Stopping!\n", + "Stopped and Done!\n" + ] + } + ], + "source": [ + "RTA.RunTheSystem(TargetTime=20,ModelPath=\"../models/CatDogResNetNew.pth\",CallBackFunction=DoStuff,CallBack2=FullOut)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reload(RTA)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading all relevant data.\n" + ] + }, + { + "ename": "KeyError", + "evalue": "'resolution'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mRTA\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRunTheSystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mTargetTime\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m15\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mModelPath\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"../models/UrbanSoundsClean\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mCallBackFunction\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mDoStuff\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mCallBack2\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFullOut\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/GitRepos/RealtimeAudioClassification/03_Running/RunningResNetLibrary.py\u001b[0m in \u001b[0;36mRunTheSystem\u001b[0;34m(TargetTime, ModelPath, CallBackFunction, CallBack2)\u001b[0m\n\u001b[1;32m 160\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mRunTheSystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mTargetTime\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mModelPath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"../models/UrbanResNet.pth\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mCallBackFunction\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mDoStuff\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mCallBack2\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Loading all relevant data.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 162\u001b[0;31m \u001b[0mStartAudio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mModelPath\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mModelPath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 163\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Starting Running\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[0mt0\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/GitRepos/RealtimeAudioClassification/03_Running/RunningResNetLibrary.py\u001b[0m in \u001b[0;36mStartAudio\u001b[0;34m(ModelPath)\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0;32mglobal\u001b[0m \u001b[0mstream\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 67\u001b[0m \u001b[0mModelData\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mModelPath\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmap_location\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'cpu'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 68\u001b[0;31m \u001b[0mInput_Resolution\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mModelData\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'resolution'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 69\u001b[0m \u001b[0mSpectrumVariables\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mModelData\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'SpectrumVariables'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 70\u001b[0m \u001b[0mclasses\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mModelData\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'classes'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'resolution'" + ] + } + ], + "source": [ + "RTA.RunTheSystem(TargetTime=15,ModelPath=\"../models/UrbanSoundsClean\",CallBackFunction=DoStuff,CallBack2=FullOut)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python3.6 workshop", + "language": "python", + "name": "workshop" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/03_Running/RunningResNetLibrary.py b/03_Running/RunningResNetLibrary.py new file mode 100644 index 0000000..a5ff0b9 --- /dev/null +++ b/03_Running/RunningResNetLibrary.py @@ -0,0 +1,172 @@ +#!/usr/bin/env python +# coding: utf-8 + +## Load library +import pyaudio +import librosa +import numpy as np +from numpy_ringbuffer import RingBuffer +import matplotlib.pyplot as plt +import pyaudio +import torch +import torch.nn as nn +import torch.nn.functional as F +from torchvision import datasets, transforms, models + +import torchvision +import time +from numpy_ringbuffer import RingBuffer +from torch.autograd import Variable +from threading import Thread +from time import sleep +import cv2 +import time +import pickle +from IPython.display import clear_output, display +#import rtmidi +from IPython.display import Image +import os + + +model=None +classes=None +ringBuffer=None +Input_Resolution=None +SamplingRate =48000 +SpectrumVariables=None +ringBuffer = RingBuffer(28672*2) +pa = None +stream = None +RunningAverageSlow={} +RunningAverageFast={} +timer = 0 + + +def SmoothingFunction(PredictedClassName, Probablity,CallBackFunction): + global RunningAverageSlow + global RunningAverageFast + if(not PredictedClassName in RunningAverageSlow): + RunningAverageSlow[PredictedClassName]=0 + if(not PredictedClassName in RunningAverageFast): + RunningAverageFast[PredictedClassName]=0 + + RunningAverageFast[PredictedClassName]=RunningAverageFast[PredictedClassName]*0.7+0.3*Probablity + RunningAverageSlow[PredictedClassName]=RunningAverageSlow[PredictedClassName]*0.9+0.1*Probablity + if(RunningAverageFast[PredictedClassName]-RunningAverageSlow[PredictedClassName])>0.25 and Probablity>2.0: + CallBackFunction(PredictedClassName,Probablity) + return + #print(RunningAverageSlow) + CallBackFunction('None',Probablity) + +def StartAudio(ModelPath="../models/CatDogResNet.pth"): + global model + global SpectrumVariables + global classes + global Input_Resolution + global stream + ModelData = torch.load(ModelPath,map_location='cpu') + Input_Resolution = ModelData['resolution'] + SpectrumVariables = ModelData['SpectrumVariables'] + classes = ModelData['classes'] + foundAModel=False + if ModelData['modelType']=="resnet18": + model = models.resnet18() + model.fc = nn.Linear(512, len(classes)) + foundAModel=True + if not foundAModel: + print("Could not find requested Model. Please provide a network structure for model:",ModelData['modelType']) + exit() + model.load_state_dict (ModelData['model']) + model.cpu() + model.eval() + print("Opening Audio Channel") + cv2.startWindowThread() + pa = pyaudio.PyAudio() + stream = pa.open(format=pyaudio.paFloat32, + channels=1, + rate=SamplingRate, + output=False, + input=True, + stream_callback=callback) + stream.start_stream() + +def callback(in_data, frame_count, time_info, flag): + audio_data = np.frombuffer(in_data, dtype=np.float32) + ringBuffer.extend(audio_data) + return None, pyaudio.paContinue + +def infere_Class_Type(CallBack,CallBack2): + if(not ringBuffer.is_full): + return + N_FFT=SpectrumVariables["N_FFT"] + HOP_LENGTH= SpectrumVariables["HOP_LENGTH"] + FMIN=SpectrumVariables["FMIN"] + FMAX=SpectrumVariables["FMAX"] + N_MELS=SpectrumVariables["N_MELS"] + POWER=SpectrumVariables["POWER"] + mel_spec_power = librosa.feature.melspectrogram(np.array(ringBuffer), sr=SamplingRate, n_fft=N_FFT, + hop_length=HOP_LENGTH, + n_mels=N_MELS, power=POWER, + fmin=FMIN,fmax=FMAX) + mel_spec_db = librosa.power_to_db(mel_spec_power, ref=np.max) + image=mel_spec_db[0:Input_Resolution,0:Input_Resolution] + image = mel_spec_db; # convert to float + image -= image.min() # ensure the minimal value is 0.0 + image /= image.max() # maximum value in image is now 1.0 + image*=256 + img = image.astype(np.uint8) + colerPic = cv2.applyColorMap(img, cv2.COLORMAP_BONE) + if(int(np.floor(colerPic.shape[1]/Input_Resolution))<0): + return 0 + OutputImage = cv2.resize(colerPic[:,-Input_Resolution:,:],(Input_Resolution,Input_Resolution)) + if(OutputImage.shape[1]0): + timer-=1 + if(timer<=1): + os.system("say I think I heard a "+str(Input)) + print("I heard a "+str(Input)) + timer=50 + +def RunTheSystem(TargetTime=30,ModelPath = "../models/UrbanResNet.pth",CallBackFunction=DoStuff,CallBack2=None): + print("Loading all relevant data.") + StartAudio(ModelPath=ModelPath) + print("Starting Running") + t0 = time.time() + while stream.is_active(): + infere_Class_Type(CallBackFunction,CallBack2) + if (TargetTime>0 )and ((time.time()-t0)>=TargetTime): + break + print("Stopping!") + StopAudio() + print("Stopped and Done!") + diff --git a/03_Running/cat2.jpg b/03_Running/cat2.jpg new file mode 100644 index 0000000..5d0de30 Binary files /dev/null and b/03_Running/cat2.jpg differ diff --git a/03_Running/dog2.jpg b/03_Running/dog2.jpg new file mode 100644 index 0000000..bd4023d Binary files /dev/null and b/03_Running/dog2.jpg differ diff --git a/04_ProcessingData/Sampleaudio.mp3 b/04_ProcessingData/Sampleaudio.mp3 new file mode 100644 index 0000000..4000e1a Binary files /dev/null and b/04_ProcessingData/Sampleaudio.mp3 differ diff --git a/04_ProcessingData/Transforming Datasets.ipynb b/04_ProcessingData/Transforming Datasets.ipynb index b94b90f..b0e0424 100644 --- a/04_ProcessingData/Transforming Datasets.ipynb +++ b/04_ProcessingData/Transforming Datasets.ipynb @@ -117,7 +117,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.1" } }, "nbformat": 4, diff --git a/04_ProcessingData/Transforming Datasets2.ipynb b/04_ProcessingData/Transforming Datasets2.ipynb new file mode 100644 index 0000000..b0e0424 --- /dev/null +++ b/04_ProcessingData/Transforming Datasets2.ipynb @@ -0,0 +1,125 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sorting Urban Sounds" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following script is for datasets where there is a csv with file labels. It will look at a data folder and use the .csv file seperate them into the different folders." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**HOT TIP:**\n", + "If you write your own code, while testing, instead of calling ``os.rename(inFilePath,outFilePath)`` first print out the path like ``print(inFilePath,outFilePath)`` and compare them by hand. Not only can it be a if the code does not work correctly but if you are not careful and move files into or away from your root directory ``/``, you can mess up your operating system really easily. In other words, make sure your code works befor you start moving around big chunks of files." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "SOURCEFOLDER= '../AudioData/urban-sound-classification/train/Train/'\n", + "CSV = '../AudioData/urban-sound-classification/train/train.csv'\n", + "'''\n", + "The Urban-Sounds csv file is slightly differently organized.\n", + "Each file ID appears in the list and has the actual class written next to it.\n", + "We can use the class name to create and use the class folder. and move the files to where they need to go. \n", + "'''\n", + "\n", + "with open(CSV, newline='') as csvfile:\n", + " readCSV = csv.reader(csvfile, delimiter=',')\n", + " for row in readCSV:\n", + " if( row[0]=='ID'):\n", + " continue; \n", + " targetFolder = os.path.join(SOURCEFOLDER,row[1]) #row[1] contains the class name \n", + " if not os.path.exists(targetFolder): #. checking if the folder exsists\n", + " os.makedirs(targetFolder) #if !NOT! then we create a new directory\n", + " filename = row[0]+\".wav\" #Row[0] contains the id. \n", + " inFilePath = os.path.join(SOURCEFOLDER,filename) # Creating source path\n", + " outFilePath = os.path.join(targetFolder,filename) # Creating target path \n", + " if(os.path.isfile(inFilePath) and not os.path.isfile(outFilePath)): # Checking if we are not overwriting something \n", + " print(\"Moved file: \"+filename)\n", + " os.rename(inFilePath,outFilePath) # Moving the file\n", + " else:\n", + " print(\"Skipping file: \"+filename+ \" as it already exists\") # if the target file already exsisted or the source was not there\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract audio from mp4 video" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apparently the files in Audioset are movies instead of audio files. How should we handle these?\n", + "\n", + "Install [MoviePy](https://zulko.github.io/moviepy/) : `pip install moviepy` (I could not get the conda install of moviepy to work)\n", + "\n", + "Code below includes contributions from @SK:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import moviepy.editor as mp\n", + "\n", + "fileDirectory = \"../AudioData/VideoTest/\"\n", + "files = listdir(fileDirectory)\n", + "\n", + "for file in files:\n", + " if file.endswith(\".mp4\"):\n", + " fileName = splitext(file)\n", + " video = mp.VideoFileClip(fileDirectory+file)\n", + " audio = video.audio\n", + " audio.write_audiofile(fileDirectory+fileName[0]+\".wav\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/05_Interaction/Interaction.ipynb b/05_Interaction/Interaction.ipynb new file mode 100644 index 0000000..ad00b19 --- /dev/null +++ b/05_Interaction/Interaction.ipynb @@ -0,0 +1,287 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Tidbits for interaction" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The requesite libraries for the code in each cell is imported in the cell so that you can more easily cut and paste the cell into your own code." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Text input" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import os\n", + "from ipywidgets import interact, widgets\n", + "\n", + "text = widgets.Text(\n", + " value='',\n", + " placeholder='Type something',\n", + " description='Name:',\n", + " disabled=False\n", + ")\n", + "display(text)\n", + "\n", + "def handle_submit(sender):\n", + " print ('Hi there, '+text.value+'!')\n", + " \n", + "text.on_submit(handle_submit)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from ipywidgets import interact, widgets\n", + "\n", + "def g(name):\n", + " if name:\n", + " print ('Hi there, '+name+'!')\n", + "\n", + "interact(g, name='')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display images " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from IPython.display import Image\n", + "\n", + "fdir = 'emojis/'\n", + "\n", + "@interact\n", + "def show_images(file=os.listdir(fdir)):\n", + " display(Image(fdir+file))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import Image\n", + "display(Image(filename='trashbarrel.png') )\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display html/SVG conditional " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import HTML, display\n", + "import ipywidgets as widgets\n", + "\n", + "def f(cat):\n", + " if (cat):\n", + " html = '' \n", + " else:\n", + " html = ''\n", + " display(HTML(html))\n", + " \n", + "interact (f, cat=False)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import HTML, display\n", + "import ipywidgets as widgets\n", + "\n", + "def f(sound):\n", + " if (sound==1):\n", + " html = '' \n", + " else:\n", + " html = ''\n", + " display(HTML(html))\n", + " \n", + "interact(f, sound=[('cat',0),('dog',1)]);\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "from IPython.display import HTML, display\n", + "from ipywidgets import interact, widgets\n", + "\n", + "def f(sound):\n", + " html = 'I think thatis ais a'+sound+'!'\n", + " display(HTML(html))\n", + "\n", + "interact(f, sound=['cat','dog']);\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Play sounds\n", + "### Sound files" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import IPython\n", + "IPython.display.Audio('OptionA.wav') # load a local WAV file" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Play Youtube Video" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from IPython.display import YouTubeVideo\n", + "YouTubeVideo('8N_tupPBtWQ')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Text to Speech on MacOS" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# This works on Mac OS X\n", + "import os \n", + " \n", + "mytext=\"guhsundhighd\"\n", + "#mytext=\"guhzuntite\"\n", + " \n", + "# Playing the converted file \n", + "os.system(\"say \"+ mytext) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Automatic email sending using python\n", + "\n", + "As it says in [this post](https://medium.com/@sudarshaana/sending-mail-from-gmail-with-attachment-in-python-3-5837ce7cc721) you will need to turn on \"less secure\" mode to make this work." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import smtplib\n", + "smtpObj = smtplib.SMTP_SSL(\"smtp.googlemail.com\", 465)\n", + "smtpObj.ehlo()\n", + "smtpObj.login(\"youremail@gmail.com\", \"yourpassword\")\n", + "smtpObj.sendmail(\"sender@gmail.com\", \"recipient@email.com\",\"Subject: I'd like to teach the world to sing.\\n ...in perfect harmony...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/05_Interaction/Interaction_osc.ipynb b/05_Interaction/Interaction_osc.ipynb new file mode 100644 index 0000000..4d6e05c --- /dev/null +++ b/05_Interaction/Interaction_osc.ipynb @@ -0,0 +1,126 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Interaction OSC" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "! pip install python-osc" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from pythonosc.dispatcher import Dispatcher\n", + "from typing import List, Any\n", + "\n", + "dispatcher = Dispatcher()\n", + "\n", + "\n", + "def set_filter(address: str, *args: List[Any]) -> None:\n", + " # We expect two float arguments\n", + " if not len(args) == 2 or type(args[0]) is not float or type(args[1]) is not float:\n", + " return\n", + "\n", + " # Check that address starts with filter\n", + " if not address[:-1] == \"/filter\": # Cut off the last character\n", + " return\n", + "\n", + " value1 = args[0]\n", + " value2 = args[1]\n", + " filterno = address[-1]\n", + " print(f\"Setting filter {filterno} values: {value1}, {value2}\")\n", + "\n", + "def count_banana(address: str, *args: List[Any]) -> None:\n", + " print (f\"There are {len(args)} bananas:\")\n", + " for arg in args:\n", + " print(arg)\n", + " \n", + " \n", + " \n", + "dispatcher.map(\"/filter*\", set_filter) # Map wildcard address to set_filter function\n", + "dispatcher.map(\"/banana*\", count_banana)\n", + "\n", + "# Set up server and client for testing\n", + "from pythonosc.osc_server import BlockingOSCUDPServer\n", + "from pythonosc.udp_client import SimpleUDPClient\n", + "\n", + "server = BlockingOSCUDPServer((\"127.0.0.1\", 1336), dispatcher)\n", + "client = SimpleUDPClient(\"127.0.0.1\", 1336)\n", + "\n", + "# Send message and receive exactly one message (blocking)\n", + "client.send_message(\"/filter1\", [1., 2.])\n", + "server.handle_request()\n", + "\n", + "client.send_message(\"/filter8\", [6., -2.])\n", + "server.handle_request()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import HTML, display\n", + "from ipywidgets import interact, widgets\n", + "\n", + "def f(x, y):\n", + " client.send_message(\"/filter2\", [x,y])\n", + " server.handle_request()\n", + "\n", + "interact(f, x=1.0, y=1.0)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "client.send_message(\"/banana5\", [6., -2.])\n", + "server.handle_request()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/05_Interaction/Musical_Interaction.ipynb b/05_Interaction/Musical_Interaction.ipynb new file mode 100644 index 0000000..5032dfe --- /dev/null +++ b/05_Interaction/Musical_Interaction.ipynb @@ -0,0 +1,191 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Musical Interaction" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install music21\n", + "!pip install pyknon\n", + "# Also you need to install MuseScore https://musescore.org" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Play sounds\n", + "### Sound files" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import IPython\n", + "IPython.display.Audio('OptionA.wav') # load a local WAV file" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Midi" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from pyknon.genmidi import Midi\n", + "from pyknon.music import NoteSeq, Note\n", + "\n", + "melody = [9, 9, 9, 7, 11,9 ]\n", + "\n", + "def makeMidi(notes, name, filename=\"tune1.midi\"):\n", + " notes1 = map(Note, notes)\n", + " midi = Midi(1, tempo=90)\n", + " midi.seq_notes(notes1, track=0)\n", + " midi.write(filename)\n", + "\n", + "makeMidi(melody, \"Melody 1\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from music21 import midi\n", + "def playMidi(filename):\n", + " mf = midi.MidiFile()\n", + " mf.open(filename)\n", + " mf.read()\n", + " mf.close()\n", + " s = midi.translate.midiFileToStream(mf)\n", + " s.show('midi')\n", + " \n", + "playMidi(\"tune1.midi\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from music21 import *\n", + "\n", + "converter.parse(\"tune1.midi\").show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from music21 import *\n", + "\n", + "# requires installation of MuseScore\n", + "converter.parse(\"tinynotation: 3/4 c4 d8 f g16 a g f#\").show()\n", + "converter.parse(\"tinynotation: 3/4 c4 d8 f g16 a g f#\").show('text')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from music21 import *\n", + "\n", + "environment.set('autoDownload', 'allow')\n", + "jeanieLightBrownURL = ('https://github.com/cuthbertLab/music21/raw/master/music21/corpus/leadSheet/fosterBrownHair.mxl')\n", + "c = converter.Converter()\n", + "c.parseURL(jeanieLightBrownURL)\n", + "\n", + "converter.parseURL(jeanieLightBrownURL).show()\n", + "converter.parseURL(jeanieLightBrownURL).show('midi')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from music21 import *\n", + "\n", + "environment.set('autoDownload', 'allow')\n", + "jeanieLightBrownURL = ('https://github.com/cuthbertLab/music21/raw/master/music21/corpus/leadSheet/fosterBrownHair.mxl')\n", + "c = converter.Converter()\n", + "c.parseURL(jeanieLightBrownURL)\n", + "\n", + "converter.parseURL(jeanieLightBrownURL).measures(0,4).show()\n", + "converter.parseURL(jeanieLightBrownURL).measures(0,4).show('midi')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Intel Emotion Based Music Transformation (in progress)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# this doesn't work yet. The code depends on docker, need to figure that out.\n", + "\n", + "from emotransform import transform\n", + "\n", + "transform('input.mid','JOY').show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/05_Interaction/OptionA.wav b/05_Interaction/OptionA.wav new file mode 100755 index 0000000..e5b7ca3 Binary files /dev/null and b/05_Interaction/OptionA.wav differ diff --git a/05_Interaction/Widgets-Overview.ipynb b/05_Interaction/Widgets-Overview.ipynb new file mode 100644 index 0000000..f6b5c52 --- /dev/null +++ b/05_Interaction/Widgets-Overview.ipynb @@ -0,0 +1,1441 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction: IPython Widgets\n", + "\n", + "In this notebook, we will get an introduction to IPython widgets. These are tools that allow us to build interactivity into our notebooks often with a single line of code. These widgets are very useful for data exploration and analysis, for example, selecting certain data or updating charts. In effect, Widgets allow you to make Jupyter Notebooks into an interactive dashboard instead of a static document." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run the below cell if needed. You can also do this from the command line. If in Jupyter lab, [check out the instructions for that environment](https://ipywidgets.readthedocs.io/en/stable/user_install.html). " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:15.249992Z", + "start_time": "2019-02-11T21:59:12.848653Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enabling notebook extension jupyter-js-widgets/extension...\r\n", + " - Validating: \u001b[32mOK\u001b[0m\r\n" + ] + } + ], + "source": [ + "!pip install -U -q ipywidgets\n", + "!jupyter nbextension enable --py widgetsnbextension" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These are the other imports will use. " + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:16.649010Z", + "start_time": "2019-02-11T21:59:15.252863Z" + } + }, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 7)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m7\u001b[0m\n\u001b[0;31m import chart-studio.graph_objs as go\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "# Standard Data Science Helpers\n", + "import numpy as np\n", + "import pandas as pd\n", + "import scipy\n", + "\n", + "import chartstudio.plotly as py\n", + "import chart-studio.graph_objs as go\n", + "from plotly.offline import iplot, init_notebook_mode\n", + "init_notebook_mode(connected=True)\n", + "\n", + "import cufflinks as cf\n", + "cf.go_offline(connected=True)\n", + "cf.set_config_file(colorscale='plotly', world_readable=True)\n", + "\n", + "# Extra options\n", + "pd.options.display.max_rows = 30\n", + "pd.options.display.max_columns = 25\n", + "\n", + "# Show all code cells outputs\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = 'all'" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:16.677478Z", + "start_time": "2019-02-11T21:59:16.650547Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "from IPython.display import Image, display, HTML" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data\n", + "\n", + "For this project, we'll work with my medium stats data. You can grab your own data or just use mine! " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:17.739135Z", + "start_time": "2019-02-11T21:59:16.679089Z" + } + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'pd' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_parquet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'https://github.com/WillKoehrsen/Data-Analysis/blob/master/medium/data/medium_data_2019_01_26?raw=true'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'pd' is not defined" + ] + } + ], + "source": [ + "df = pd.read_parquet('https://github.com/WillKoehrsen/Data-Analysis/blob/master/medium/data/medium_data_2019_01_26?raw=true')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:17.847235Z", + "start_time": "2019-02-11T21:59:17.741021Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
clapsdays_since_publicationfansnum_responsesread_ratioread_timereadstitle_word_countviewsword_countclaps_per_wordediting_days<tag>Education<tag>Data Science<tag>Towards Data Science<tag>Machine Learning<tag>Python
count133.000000133.000000133.000000133.000000133.000000133.000000133.000000133.000000133.000000133.000000133.000000133.000000133.000000133.000000133.000000133.000000133.000000
mean1815.263158248.407273352.0526327.04511329.07466212.9172936336.3007527.12782023404.0300753029.1203010.95763820.3308270.7293230.6090230.4360900.3834590.315789
std2449.074661179.370879479.0601179.05610812.4176709.5107959007.2847263.15847533995.6364962393.4144561.84675674.1115790.4459890.4898140.4977740.4880670.466587
min0.0000001.2186290.0000000.0000008.1100001.0000001.0000002.0000003.000000163.0000000.000000-13.0000000.0000000.0000000.0000000.0000000.000000
25%121.00000074.54382223.0000000.00000020.0200008.000000363.0000005.0000001375.0000001653.0000000.0521150.0000000.0000000.0000000.0000000.0000000.000000
50%815.000000245.416130136.0000004.00000027.06000010.0000002049.0000007.0000007608.0000002456.0000000.4215251.0000001.0000001.0000000.0000000.0000000.000000
75%2700.000000376.080598528.00000012.00000034.91000014.0000007815.0000008.00000030141.0000003553.0000001.0993665.0000001.0000001.0000001.0000001.0000001.000000
max13600.000000597.3011232588.00000059.00000074.37000054.00000041978.00000016.000000173714.00000015063.00000017.891817349.0000001.0000001.0000001.0000001.0000001.000000
\n", + "
" + ], + "text/plain": [ + " claps days_since_publication fans num_responses \\\n", + "count 133.000000 133.000000 133.000000 133.000000 \n", + "mean 1815.263158 248.407273 352.052632 7.045113 \n", + "std 2449.074661 179.370879 479.060117 9.056108 \n", + "min 0.000000 1.218629 0.000000 0.000000 \n", + "25% 121.000000 74.543822 23.000000 0.000000 \n", + "50% 815.000000 245.416130 136.000000 4.000000 \n", + "75% 2700.000000 376.080598 528.000000 12.000000 \n", + "max 13600.000000 597.301123 2588.000000 59.000000 \n", + "\n", + " read_ratio read_time reads title_word_count views \\\n", + "count 133.000000 133.000000 133.000000 133.000000 133.000000 \n", + "mean 29.074662 12.917293 6336.300752 7.127820 23404.030075 \n", + "std 12.417670 9.510795 9007.284726 3.158475 33995.636496 \n", + "min 8.110000 1.000000 1.000000 2.000000 3.000000 \n", + "25% 20.020000 8.000000 363.000000 5.000000 1375.000000 \n", + "50% 27.060000 10.000000 2049.000000 7.000000 7608.000000 \n", + "75% 34.910000 14.000000 7815.000000 8.000000 30141.000000 \n", + "max 74.370000 54.000000 41978.000000 16.000000 173714.000000 \n", + "\n", + " word_count claps_per_word editing_days Education \\\n", + "count 133.000000 133.000000 133.000000 133.000000 \n", + "mean 3029.120301 0.957638 20.330827 0.729323 \n", + "std 2393.414456 1.846756 74.111579 0.445989 \n", + "min 163.000000 0.000000 -13.000000 0.000000 \n", + "25% 1653.000000 0.052115 0.000000 0.000000 \n", + "50% 2456.000000 0.421525 1.000000 1.000000 \n", + "75% 3553.000000 1.099366 5.000000 1.000000 \n", + "max 15063.000000 17.891817 349.000000 1.000000 \n", + "\n", + " Data Science Towards Data Science Machine Learning \\\n", + "count 133.000000 133.000000 133.000000 \n", + "mean 0.609023 0.436090 0.383459 \n", + "std 0.489814 0.497774 0.488067 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.000000 0.000000 \n", + "50% 1.000000 0.000000 0.000000 \n", + "75% 1.000000 1.000000 1.000000 \n", + "max 1.000000 1.000000 1.000000 \n", + "\n", + " Python \n", + "count 133.000000 \n", + "mean 0.315789 \n", + "std 0.466587 \n", + "min 0.000000 \n", + "25% 0.000000 \n", + "50% 0.000000 \n", + "75% 1.000000 \n", + "max 1.000000 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simple Widgets\n", + "\n", + "Let's get started using some widgets! We'll start off pretty simple just to see how the interface works." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:17.894781Z", + "start_time": "2019-02-11T21:59:17.849710Z" + } + }, + "outputs": [], + "source": [ + "import ipywidgets as widgets\n", + "from ipywidgets import interact, interact_manual" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To make a function interactive, all we have to do is use the `interact` decorator. This will automatically infer the input types for us! " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:18.144261Z", + "start_time": "2019-02-11T21:59:17.897741Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "896fdb06a938497a9d025019b5a9524a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Text(value='claps', description='column'), IntSlider(value=5000, description='x', max=15…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "@interact\n", + "def show_articles_more_than(column='claps', x=5000):\n", + " display(HTML(f'

Showing articles with more than {x} {column}

'))\n", + " display(df.loc[df[column] > x, ['title', 'published_date', 'read_time', 'tags', 'views', 'reads']])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `interact` decorator automatically inferred we want a `text` box for the `column` and an `int` slider for `x`! This makes it incredibly simple to add interactivity. We can also set the options how we want." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:18.251039Z", + "start_time": "2019-02-11T21:59:18.147133Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6a9ed18d11cb49dda4a6517c600111b8", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntSlider(value=3000, description='x', max=5000, min=1000, step=100), Dropdown(descripti…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "@interact\n", + "def show_titles_more_than(x=(1000, 5000, 100),\n", + " column=list(df.select_dtypes('number').columns), \n", + " ):\n", + " # display(HTML(f'

Showing articles with more than {x} {column}

'))\n", + " display(df.loc[df[column] > x, ['title', 'published_date', 'read_time', 'tags', 'views', 'reads']])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This now gives us a `dropdown` for the `column` selection and still an `int` slider for `x`, but with limits. This can be useful when we need to enforce certains constraints on the interaction." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Image Explorer\n", + "\n", + "Let's see another quick example of creating an interactive function. This one allows us to display images from a folder." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:18.359381Z", + "start_time": "2019-02-11T21:59:18.253803Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0326a9ef77e14e139dbfb98bec4c85fe", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='file', options=('tenor.gif', 'tenor-2.gif', 'lead_720_405.jpg'), v…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fdir = 'emojis/'\n", + "\n", + "@interact\n", + "def show_images(file=os.listdir(fdir)):\n", + " display(Image(fdir+file))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You could use this for example if you have a training set of images that you'd quickly like to run through." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# File Browser\n", + "\n", + "We can do a similar operation to create a very basic file browser. Instead of having to manually run the command every time, we just can use this function to look through our files." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:18.526419Z", + "start_time": "2019-02-11T21:59:18.361052Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 23368\r\n", + "drwxr-xr-x 26 williamkoehrsen staff 832 Jan 26 10:09 \u001b[34mnature\u001b[m\u001b[m\r\n", + "drwxr-xr-x 42 williamkoehrsen staff 1344 Jan 26 10:35 \u001b[34mimages\u001b[m\u001b[m\r\n", + "drwxr-xr-x 18 williamkoehrsen staff 576 Jan 27 09:55 \u001b[34massorted\u001b[m\u001b[m\r\n", + "-rw-r--r-- 1 williamkoehrsen staff 5978832 Jan 27 17:02 Widgets Overview-Extended Work.ipynb\r\n", + "drwxr-xr-x 4 williamkoehrsen staff 128 Jan 27 17:30 \u001b[34m.ipynb_checkpoints\u001b[m\u001b[m\r\n", + "-rw-r--r--@ 1 williamkoehrsen staff 8196 Jan 28 09:03 .DS_Store\r\n", + "drwxr-xr-x 38 williamkoehrsen staff 1216 Feb 11 09:20 \u001b[34m..\u001b[m\u001b[m\r\n", + "-rw-r--r-- 1 williamkoehrsen staff 5968304 Feb 11 16:59 Widgets-Overview.ipynb\r\n", + "drwxr-xr-x 9 williamkoehrsen staff 288 Feb 11 16:59 \u001b[34m.\u001b[m\u001b[m\r\n" + ] + } + ], + "source": [ + "!ls -a -t -r -l" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:18.608223Z", + "start_time": "2019-02-11T21:59:18.528880Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3deae969e7ae4dab90d4ebe35a2256c8", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='dir', options=('GeneratedData', '05_Interaction', '00_Setup', '02_…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import subprocess\n", + "import pprint\n", + "\n", + "root_dir = '../'\n", + "dirs = [d for d in os.listdir(root_dir) if not '.' in d]\n", + "\n", + "@interact\n", + "def show_dir(dir=dirs):\n", + " x = subprocess.check_output(f\"cd {root_dir}{dir} && ls -a -t -r -l -h\", shell=True).decode()\n", + " print(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dataframe Explorer\n", + "\n", + "Let's look at a few more examples of using widgets to explore data. Here we create a widget that quickly lets us find correlations between columns." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:18.682329Z", + "start_time": "2019-02-11T21:59:18.610843Z" + } + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0minteract\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m def correlations(column1=list(df.select_dtypes('number').columns), \n\u001b[0m\u001b[1;32m 3\u001b[0m column2=list(df.select_dtypes('number').columns)):\n\u001b[1;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Correlation: {df[column1].corr(df[column2])}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined" + ] + } + ], + "source": [ + "@interact\n", + "def correlations(column1=list(df.select_dtypes('number').columns), \n", + " column2=list(df.select_dtypes('number').columns)):\n", + " print(f\"Correlation: {df[column1].corr(df[column2])}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here's one to describe a specific column." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:18.734969Z", + "start_time": "2019-02-11T21:59:18.683939Z" + } + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0minteract\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0mdescribe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdescribe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined" + ] + } + ], + "source": [ + "@interact\n", + "def describe(column=list(df.columns)):\n", + " print(df[column].describe())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Interactive Widgets for Plots\n", + "\n", + "We can use the same basic approach to create interactive widgets for plots. This expands the capabilities of the already powerful plotly visualization library." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:19.742380Z", + "start_time": "2019-02-11T21:59:18.736434Z" + } + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0minteract\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m def scatter_plot(x=list(df.select_dtypes('number').columns), \n\u001b[0m\u001b[1;32m 3\u001b[0m y=list(df.select_dtypes('number').columns)[1:]):\n\u001b[1;32m 4\u001b[0m df.iplot(kind='scatter', x=x, y=y, mode='markers', \n\u001b[1;32m 5\u001b[0m xTitle=x.title(), yTitle=y.title(), title=f'{y.title()} vs {x.title()}')\n", + "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined" + ] + } + ], + "source": [ + "@interact\n", + "def scatter_plot(x=list(df.select_dtypes('number').columns), \n", + " y=list(df.select_dtypes('number').columns)[1:]):\n", + " df.iplot(kind='scatter', x=x, y=y, mode='markers', \n", + " xTitle=x.title(), yTitle=y.title(), title=f'{y.title()} vs {x.title()}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's add some options to control the column scheme." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:20.056907Z", + "start_time": "2019-02-11T21:59:19.745853Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e7c2a01e69894b4198e110fe0918b58c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='x', options=('claps', 'days_since_publication', 'fans', 'num_respo…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "@interact\n", + "def scatter_plot(x=list(df.select_dtypes('number').columns), \n", + " y=list(df.select_dtypes('number').columns)[1:],\n", + " theme=list(cf.themes.THEMES.keys()), \n", + " colorscale=list(cf.colors._scales_names.keys())):\n", + " \n", + " df.iplot(kind='scatter', x=x, y=y, mode='markers', \n", + " xTitle=x.title(), yTitle=y.title(), \n", + " text='title',\n", + " title=f'{y.title()} vs {x.title()}',\n", + " theme=theme, colorscale=colorscale)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The next plot lets us choose the grouping category for the plot. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:20.694691Z", + "start_time": "2019-02-11T21:59:20.059308Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "af9543c50e77482ca705ee384e73d712", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='x', options=('claps', 'days_since_publication', 'fans', 'num_respo…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df['binned_read_time'] = pd.cut(df['read_time'], bins=range(0, 56, 5))\n", + "df['binned_read_time'] = df['binned_read_time'].astype(str)\n", + "\n", + "df['binned_word_count'] = pd.cut(df['word_count'], bins=range(0, 100001, 1000))\n", + "df['binned_word_count'] = df['binned_word_count'].astype(str)\n", + "\n", + "@interact\n", + "def scatter_plot(x=list(df.select_dtypes('number').columns), \n", + " y=list(df.select_dtypes('number').columns)[1:],\n", + " categories=['binned_read_time', 'binned_word_count', 'publication', 'type'],\n", + " theme=list(cf.themes.THEMES.keys()), \n", + " colorscale=list(cf.colors._scales_names.keys())):\n", + " \n", + " df.iplot(kind='scatter', x=x, y=y, mode='markers', \n", + " categories=categories, \n", + " xTitle=x.title(), yTitle=y.title(), \n", + " text='title',\n", + " title=f'{y.title()} vs {x.title()}',\n", + " theme=theme, colorscale=colorscale)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You may have noticed this plot was a little slow to update. When that is the case, we can use `interact_manual` which only updates the function when the button is pressed." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:20.751182Z", + "start_time": "2019-02-11T21:59:20.696239Z" + } + }, + "outputs": [], + "source": [ + "from ipywidgets import interact_manual" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:20.859857Z", + "start_time": "2019-02-11T21:59:20.753440Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "672948c1f1da4ea49b694808966eadbe", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='x', options=('claps', 'days_since_publication', 'fans', 'num_respo…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "@interact_manual\n", + "def scatter_plot(x=list(df.select_dtypes('number').columns), \n", + " y=list(df.select_dtypes('number').columns)[1:],\n", + " categories=['binned_read_time', 'binned_word_count', 'publication', 'type'],\n", + " theme=list(cf.themes.THEMES.keys()), \n", + " colorscale=list(cf.colors._scales_names.keys())):\n", + " \n", + " df.iplot(kind='scatter', x=x, y=y, mode='markers', \n", + " categories=categories, \n", + " xTitle=x.title(), yTitle=y.title(), \n", + " text='title',\n", + " title=f'{y.title()} vs {x.title()}',\n", + " theme=theme, colorscale=colorscale)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Making Our Own Widgets\n", + "\n", + "The decorator `interact` (or `interact_manual`) is not the only way to use widgets. We can also explicity create our own. One of the most useful I've found is the `DataPicker`." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:20.916568Z", + "start_time": "2019-02-11T21:59:20.861736Z" + } + }, + "outputs": [], + "source": [ + "df.set_index('published_date', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:21.047340Z", + "start_time": "2019-02-11T21:59:20.920596Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "01f5a46fd1854010b895745b3de75f5c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(DatePicker(value=Timestamp('2018-01-01 00:00:00'), description='start_date'), DatePicker…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def print_articles_published(start_date, end_date):\n", + " start_date = pd.Timestamp(start_date)\n", + " end_date = pd.Timestamp(end_date)\n", + " stat_df = df.loc[(df.index >= start_date) & (df.index <= end_date)].copy()\n", + " total_words = stat_df['word_count'].sum()\n", + " total_read_time = stat_df['read_time'].sum()\n", + " num_articles = len(stat_df)\n", + " print(f'You published {num_articles} articles between {start_date.date()} and {end_date.date()}.')\n", + " print(f'These articles totalled {total_words:,} words and {total_read_time/60:.2f} hours to read.')\n", + " \n", + "_ = interact(print_articles_published,\n", + " start_date=widgets.DatePicker(value=pd.to_datetime('2018-01-01')),\n", + " end_date=widgets.DatePicker(value=pd.to_datetime('2019-01-01')))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For this function, we use a `Dropdown` and a `DatePicker` to plot one column cumulatively up to a certain time. Instead of having to write this ourselves, we can just let `ipywidgets` do all the work!" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:21.284716Z", + "start_time": "2019-02-11T21:59:21.049952Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a74cbf5512d645438d4670e35f37b202", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='column', options=('claps', 'days_since_publication', 'fans', 'num_…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_up_to(column, date):\n", + " date = pd.Timestamp(date)\n", + " plot_df = df.loc[df.index <= date].copy()\n", + " plot_df[column].cumsum().iplot(mode='markers+lines', \n", + " xTitle='published date',\n", + " yTitle=column, \n", + " title=f'Cumulative {column.title()} Until {date.date()}')\n", + " \n", + "_ = interact(plot_up_to, column=widgets.Dropdown(options=list(df.select_dtypes('number').columns)), \n", + " date = widgets.DatePicker(value=pd.to_datetime('2019-01-01')))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dependent Widgets\n", + "\n", + "How do we get a value of a widget to depend on that of another? Using the `observe` method.\n", + "\n", + "Going back to the Image Browser earlier, let's make a function that allows us to change the directory for the images to list." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:21.382907Z", + "start_time": "2019-02-11T21:59:21.286742Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "62525add0f8948c78862cc59528dc710", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='fdir', options=('images', 'nature', 'assorted'), value='images'), …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "directory = widgets.Dropdown(options=['images', 'nature', 'assorted'])\n", + "images = widgets.Dropdown(options=os.listdir(directory.value))\n", + "\n", + "def update_images(*args):\n", + " images.options = os.listdir(directory.value)\n", + "\n", + "directory.observe(update_images, 'value')\n", + "\n", + "def show_images(fdir, file):\n", + " display(Image(f'{fdir}/{file}'))\n", + "\n", + "_ = interact(show_images, fdir=directory, file=images)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also assign to the `interact` call and then reuse the widget. This has unintended affects though! " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:21.616488Z", + "start_time": "2019-02-11T21:59:21.387700Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c01e7415a1d84c2a842dce775337afc1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='tag', options=('Towards Data Science', 'Education', 'Machine Learn…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def show_stats_by_tag(tag):\n", + " display(df.groupby(f'{tag}').describe()[['views', 'reads', 'claps', 'read_ratio']])\n", + " \n", + "stats = interact(show_stats_by_tag,\n", + " tag=widgets.Dropdown(options=['Towards Data Science', 'Education', 'Machine Learning', 'Python', 'Data Science']))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:21.815239Z", + "start_time": "2019-02-11T21:59:21.620545Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c01e7415a1d84c2a842dce775337afc1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='tag', options=('Towards Data Science', 'Education', 'Machine Learn…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stats.widget" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now changing the value in one location changes it in both places! This can be a slight inconvenience, but on the plus side, now we can reuse the interactive element." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linked Values\n", + "\n", + "We can link the value of two widgets to each other using the `jslink` function. This ties the values to be the same." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:21.947232Z", + "start_time": "2019-02-11T21:59:21.817802Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f8fbc7b1bbc44bc7897d704e60446181", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntText(value=100, description='column1_value'), IntSlider(value=100, description='colum…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def show_less_than(column1_value, column2_value):\n", + " display(df.loc[(df['views'] < column1_value) & \n", + " (df['reads'] < column2_value), \n", + " ['title', 'read_time', 'tags', 'views', 'reads']])\n", + " \n", + "column1_value=widgets.IntText(value=100, label='First')\n", + "column2_value=widgets.IntSlider(value=100, label='Second')\n", + "\n", + "linked = widgets.jslink((column1_value, 'value'),\n", + " (column2_value, 'value'))\n", + "\n", + "less_than = interact(show_less_than, column1_value=column1_value,\n", + " column2_value=column2_value)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I'm not exactly sure why you would want to link two widgets, but there you go! We can unlink them using the `unlink` command (sometimes syntax does make sense)." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:22.001784Z", + "start_time": "2019-02-11T21:59:21.948880Z" + } + }, + "outputs": [], + "source": [ + "linked.unlink()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:22.072554Z", + "start_time": "2019-02-11T21:59:22.003500Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f8fbc7b1bbc44bc7897d704e60446181", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntText(value=100, description='column1_value'), IntSlider(value=100, description='colum…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "less_than.widget" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Conclusions\n", + "\n", + "These widgets are not going to change your life, but they do make notebooks closer to interactive dashboards. I've only shown you some of the capabilities so be sure to look at the [documentation for the full details]. The Jupyter Notebook is useful by itself, but with additional tools, it can be an even better data exploration and analysis technology. Thanks to the efforts of many developers and contributors to open-source, we have these great technologies, so we might as well get the most from these libraries! " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:22.128193Z", + "start_time": "2019-02-11T21:59:22.074179Z" + } + }, + "outputs": [], + "source": [ + "cscales = ['Greys', 'YlGnBu', 'Greens', 'YlOrRd', 'Bluered', 'RdBu',\n", + " 'Reds', 'Blues', 'Picnic', 'Rainbow', 'Portland', 'Jet',\n", + " 'Hot', 'Blackbody', 'Earth', 'Electric', 'Viridis', 'Cividis']" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:22.211843Z", + "start_time": "2019-02-11T21:59:22.130241Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7be3c5f5f98049a992d708dd400d7ffb", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='colorscale', options=('Greys', 'YlGnBu', 'Greens', 'YlOrRd', 'Blue…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.figure_factory as ff\n", + "\n", + "corrs = df.corr()\n", + "\n", + "@interact_manual\n", + "def plot_corrs(colorscale=cscales):\n", + " figure = ff.create_annotated_heatmap(z = corrs.round(2).values, \n", + " x =list(corrs.columns), \n", + " y=list(corrs.index), \n", + " colorscale=colorscale,\n", + " annotation_text=corrs.round(2).values)\n", + " iplot(figure)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "ExecuteTime": { + "end_time": "2019-02-11T21:59:22.438146Z", + "start_time": "2019-02-11T21:59:22.213746Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "964144e410ac466cb6c10667659cc9c5", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='column1', options=('claps', 'views', 'read', 'word_count'), value=…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "@interact\n", + "def plot_spread(column1=['claps', 'views', 'read', 'word_count'], \n", + " column2=['views', 'claps', 'read', 'word_count']):\n", + " df.iplot(kind='ratio',\n", + " y=column1,\n", + " secondary_y=column2,\n", + " title=f'{column1.title()} and {column2.title()} Spread Plot',\n", + " xTitle='Published Date')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "hide_input": false, + "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": "3.7.3" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/05_Interaction/emojis/lead_720_405.jpg b/05_Interaction/emojis/lead_720_405.jpg new file mode 100644 index 0000000..11fa2d7 Binary files /dev/null and b/05_Interaction/emojis/lead_720_405.jpg differ diff --git a/05_Interaction/emojis/tenor-2.gif b/05_Interaction/emojis/tenor-2.gif new file mode 100644 index 0000000..9d320ca Binary files /dev/null and b/05_Interaction/emojis/tenor-2.gif differ diff --git a/05_Interaction/emojis/tenor.gif b/05_Interaction/emojis/tenor.gif new file mode 100644 index 0000000..e08f189 Binary files /dev/null and b/05_Interaction/emojis/tenor.gif differ diff --git a/05_Interaction/emotransform.py b/05_Interaction/emotransform.py new file mode 100644 index 0000000..d11cdc7 --- /dev/null +++ b/05_Interaction/emotransform.py @@ -0,0 +1,349 @@ +''' +Emotion-based melody transformation script +Alexey Kalinin, 2017 + +Requirements: python3, music21 + docker - for running BachBot + +In case of update music21 (if needed): + pip3 install --upgrade music21 + check: + music21._version.__version__ '4.1.0' + +Using: +- call from console: + python3 emotransform.py --emotion JOY input.mid + output: transformed file JOY_input.mid + +- from other python script + from emotransform import transform + transform('input.mid','JOY') + output: transformed file JOY_input.mid +''' + +import sys +import os +import uuid +import argparse +import music21 +import subprocess +import random +import xml.etree.ElementTree as et + +EMOTIONS = ( + 'ANXIETY', + 'AWE', + 'GRATITUDE', + 'JOY', + 'SADNESS', + #'SERENITY', + 'DETERMINATION' + ) + +REMOTE_FOLDER = '/root/bachbot/emo_src/' +CHECKPOINT_FOLDER = '/root/bachbot/scratch/checkpoints/trained_model/' +SLOWED_BPM = 80 + +# bachBot checkpoints +NN_CHECKPOINTS = [] + +def initBachBot(): + # ensure that bachbot image started + subprocess.Popen(['docker', 'start', 'bachbot']).wait() + + # make target folder on start + subprocess.Popen(['docker', 'exec', 'bachbot', 'mkdir', '-p', REMOTE_FOLDER]).wait() + + # get checkpoints list + global CHECKPOINT_FOLDER + pipe = subprocess.Popen('docker exec bachbot ls -1 \ + '+CHECKPOINT_FOLDER+' \ + | grep checkpoint_[3-5][1-9] | grep .t7', stdout=subprocess.PIPE, shell=True) + res = pipe.communicate()[0] + pipe.wait() + + global NN_CHECKPOINTS + NN_CHECKPOINTS = res.decode('utf-8').split('\n')[:-1] + if len(NN_CHECKPOINTS) == 0: + print('No BachBot checkpoints found!') + print('Please check that BachBot is trained and Docker folder with checkpoints is {0}'.format(CHECKPOINT_FOLDER)) + quit() + + +# init BachBot on import +initBachBot() + +def transform(filename, targetEmotion, targetDir='.'): + ''' Perform emotion-based transformation. Output - transformed midi-file ''' + if (not os.path.exists(targetDir)): os.makedirs(targetDir) + + src_score = music21.converter.parse(filename) + src_key = src_score.analyze('key') + + print("Source scale is", src_key.tonic.name, src_key.mode) + print('Transforming {0} to {1}'.format(filename, targetEmotion)) + + (_, filename) = os.path.split(filename) + (filename_stripped, file_format) = filename.split('.') + + part = None + + if file_format == 'mid': + assert len(src_score) == 1, 'Not enough parts in score' + part = src_score[0] + if file_format == 'xml': + part = src_score + + currentScale = None + if src_key.mode == 'major': + currentScale = music21.scale.MajorScale(src_key.tonic.name) + else: + currentScale = music21.scale.MinorScale(src_key.tonic.name) + + # ANXIETY + if targetEmotion == 'ANXIETY' and src_key.mode == 'major': # do not apply degree change for minor source melody + notes = part.flat.getElementsByClass(music21.note.Note) + for currNote in notes: + currDegree = currentScale.getScaleDegreeFromPitch(currNote) + minorsDegrees = (3, 6) + if currDegree in minorsDegrees: # change to minor (almost) - halftone lower III and VI degree, VII - leave untouched + currNote.transpose(-1, inPlace=True) + #TODO: add syncope + #print('Beats ', currNote.offset, currNote.beat) + #currNote.offset = currNote.offset - 0.3 + #print('Updated ', currNote) + + src_key = part.analyze('key') + transpose_interval = music21.interval.Interval(src_key.tonic, music21.pitch.Pitch('a')) + part.transpose(transpose_interval, inPlace=True) + + + # SADNESS + if targetEmotion == 'SADNESS' and src_key.mode == 'major': # do not apply degree change for minor source melody + #slowing tempo + #part.scaleOffsets(2.0).scaleDurations(2.0) + #tempoMark must be present in source xml files! + tempo = part.flat.getElementsByClass(music21.tempo.MetronomeMark) + tempo[0].setQuarterBPM(SLOWED_BPM) + + notes = part.flat.getElementsByClass(music21.note.Note) + for currNote in notes: + #currNote.quarterLength = 2*currNote.quarterLength + currDegree = currentScale.getScaleDegreeFromPitch(currNote) + minorsDegrees = (3, 6, 7) + if currDegree in minorsDegrees: # completely change to minor - halftone lower III, VI and VII degree + currNote.transpose(-1, inPlace=True) + + src_key = part.analyze('key') + transpose_interval = music21.interval.Interval(src_key.tonic, music21.pitch.Pitch('a')) + part.transpose(transpose_interval, inPlace=True) + + # AWE + if targetEmotion == 'AWE': + #slowing tempo + #tempoMark must be present in source xml files! + tempo = part.flat.getElementsByClass(music21.tempo.MetronomeMark) + tempo[0].setQuarterBPM(SLOWED_BPM) + #part.scaleOffsets(1.8, inPlace=True) + #part.scaleDurations(1.8, inPlace=True) + #part.augmentOrDiminish(2, inPlace=True) + notes = part.flat.getElementsByClass(music21.note.Note) + for currNote in notes: + #currNote.quarterLength = 4.00 + currDegree = currentScale.getScaleDegreeFromPitch(currNote) + + # Transitions, which should be changed + # curr next + # 1 -> 5 + # 1 -> 4 + # 4 -> 1 + # 5 -> 1 + transition_degrees = { + 1:[4, 5], + 4:[1], + 5:[1] + } + + if currDegree in transition_degrees: + #lookup for next note + nextNote = part.flat.getElementAfterElement(currNote, [music21.note.Note]) + if nextNote == None: break + + nextNoteDegree = currentScale.getScaleDegreeFromPitch(nextNote) + nextCheckDegrees = transition_degrees[currDegree] + + if nextNoteDegree in nextCheckDegrees: + #note change - connected with prev degree + if (currDegree == 1) and (nextNoteDegree in (4, 5)): + shiftInterval = music21.interval.Interval(nextNote, music21.note.Note(currentScale.pitchFromDegree(6))) + nextNote.transpose(shiftInterval, inPlace=True) + + if (currDegree in (4, 5)) and (nextNoteDegree == 1): + shiftInterval = music21.interval.Interval(currNote, music21.note.Note(currentScale.pitchFromDegree(3))) + currNote.transpose(shiftInterval, inPlace=True) + + # JOY + if targetEmotion == 'JOY': + # pentatonic, replace 4 и 7 degree + notes = part.flat.getElementsByClass(music21.note.Note) + for currNote in notes: + currDegree = currentScale.getScaleDegreeFromPitch(currNote) + notPentaDegrees = (4, 7) + if currDegree in notPentaDegrees: + if currDegree == 4: + shiftInterval = music21.interval.Interval(currNote, music21.note.Note(currentScale.pitchFromDegree(5))) + currNote.transpose(shiftInterval, inPlace=True) + if currDegree == 7: + shiftInterval = music21.interval.Interval(currNote, music21.note.Note(currentScale.pitchFromDegree(1))) + currNote.transpose(shiftInterval, inPlace=True) + + # DETERMINATION + if targetEmotion == 'DETERMINATION': + #TODO: translate to major if needed + #TODO: rhythm: add syncops + + notes = part.flat.getElementsByClass(music21.note.Note) + for currNote in notes: + # shorten note duration, except last in each phrase + if currNote.quarterLength <= 1: + currNote.quarterLength = 0.5*currNote.quarterLength + + # GRATITUDE + if targetEmotion == 'GRATITUDE': + notes = part.flat.getElementsByClass(music21.note.Note) + phraseFirstNote = None # quasi first note of the phrase + for currNote in notes: + if currNote.beat == 1 and phraseFirstNote is None: + phraseFirstNote = currNote + + if currNote.quarterLength >= 2: + currNote.quarterLength = currNote.quarterLength/4 #2 + + newNote = music21.note.Note(phraseFirstNote.pitch.nameWithOctave) + newNote.quarterLength = 0.5 #0.5 + + num = currNote.measureNumber + target_measure = part.recurse().getElementsByClass(music21.stream.Measure)[num-1] + target_measure.insert(1,newNote) + #part.insert(currNote.offset+0.5, newNote) + #part.insert(float(currNote.getOffsetBySite(part))+0.5, newNote) + + phraseFirstNote = None #reset first note of the phrase + + # TRANQUILITY/SERENITY + if targetEmotion == 'SERENITY': + assert False, 'SERENITY under construction!' + + # transpose key signature + #for ks in src_score.flat.getKeySignatures(): + # ks.transpose(halfSteps, inPlace=True) + + uuid_part = str(uuid.uuid1()) + file_format = 'xml' + newFileName=filename_stripped + '_' + targetEmotion +'_' + uuid_part + '.' + file_format + newFileNamePath = targetDir +'/' + newFileName + src_score.write(file_format, newFileNamePath) + + return newFileName, targetDir + + +def nn_harmonize(src_filename, targetDir, targetEmotion): + '''Perform neural network harmonization via BachBot. Output - transformed midi-file ''' + + (_, filename) = os.path.split(src_filename) + (filename_stripped, file_format) = filename.split('.') + + #if (file_format == 'midi'): subprocess.Popen(['musescore', filename, '-o',filename_stripped + '.xml']).wait() + + # copy file to bachbot docker instance + subprocess.Popen(['docker', 'cp', targetDir + '/' + filename, 'bachbot:' + REMOTE_FOLDER + filename]).wait() + + # random select of checkpoiont + global NN_CHECKPOINTS + global CHECKPOINT_FOLDER + checkpoint_filename = random.choice(NN_CHECKPOINTS) + # or set best one - checkpoint_5300.t7 + print('Randomly selected checkpoint', checkpoint_filename) + + #run BachBot harmonization + #NOTE: remote file name must be without extension (filename_stripped) - JOY.xml -> JOY , due some bash/zsh mess + harm_args = [ + 'docker', 'exec', '-ti', 'bachbot', 'bash', + '/root/bachbot/scripts/harmonize_melody.zsh', + REMOTE_FOLDER + filename_stripped, + CHECKPOINT_FOLDER + checkpoint_filename + ] + subprocess.Popen(harm_args).wait() + + # copy processed file back to host + result_file_name = filename_stripped + '_harm' + musicXML_file = targetDir + '/' + result_file_name + '.xml' + subprocess.Popen(['docker', 'cp', 'bachbot:/root/bachbot/scratch/out/decode.xml', musicXML_file]).wait() + + # remove old decode.xml + subprocess.Popen(['docker', 'exec', 'bachbot', 'rm', '/root/bachbot/scratch/out/decode.xml']).wait() + # remove related files from REMOTE_FOLDER, * not work via docker call so remove explicitly by name + rm_list = [ + REMOTE_FOLDER + filename_stripped + '-harm.utf', + REMOTE_FOLDER + filename_stripped + '.utf', + REMOTE_FOLDER + filename_stripped + '.xml' + ] + for f in rm_list: subprocess.Popen(['docker', 'exec', 'bachbot', 'rm', f]).wait() + + + #patching musicXML file! - bachBot removes midi-instrument element, + # but music21 fails to properly convert to midi without it... + + tree = et.parse(musicXML_file) + root = tree.getroot() + + midi_inst = et.fromstring(''' + + 1 + 1 + ''') + + score_part = root.find('part-list/score-part') + score_part.insert(0, midi_inst) + tree.write(musicXML_file, encoding='UTF-8', xml_declaration=True) + + + # convert to MIDI + midi_file = targetDir + '/' + result_file_name + '.mid' + score = music21.converter.parse(musicXML_file) + + # insert tempo change, if transformation needed (bachbot removes it too..) + slowed_transformations = ['AWE', 'SADNESS'] + if (targetEmotion in slowed_transformations): + measure_for_bpm = score.recurse().getElementsByClass(music21.stream.Measure)[0] + measure_for_bpm.insert(0, music21.tempo.MetronomeMark('', SLOWED_BPM)) + + score.write('midi', midi_file) + + #remove transitional files (comment it for debug) + os.remove(musicXML_file) + os.remove(os.path.join(targetDir,src_filename)) + + #NOTE: debug convert to XML->MIDI via musescore + #subprocess.Popen(['musescore', musicXML_file, '-o', midi_file]).wait() + + return result_file_name + '.mid', targetDir + + +if __name__ == "__main__": + if len(sys.argv) < 2: + print('''2 parameters needed!\nUsage: emo-transform.py filename --emotion EMOTION ''') + quit() + + parser = argparse.ArgumentParser() + parser.add_argument('--emotion', dest='emotion') + parser.add_argument('filename', type=str) + args = parser.parse_args() + + if (args.emotion in EMOTIONS) == False: + print('Please, specify one of possible emotions: ', EMOTIONS) + quit() + + newFileName, targetDir = transform(filename=args.filename, targetEmotion=args.emotion) + nn_harmonize(newFileName, targetDir, targetEmotion=args.emotion) + diff --git a/05_Interaction/trashbarrel.png b/05_Interaction/trashbarrel.png new file mode 100644 index 0000000..209290c Binary files /dev/null and b/05_Interaction/trashbarrel.png differ diff --git a/05_Interaction/tune1.midi b/05_Interaction/tune1.midi new file mode 100644 index 0000000..1387877 Binary files /dev/null and b/05_Interaction/tune1.midi differ diff --git a/Improvements.ipynb b/Improvements.ipynb new file mode 100644 index 0000000..65da456 --- /dev/null +++ b/Improvements.ipynb @@ -0,0 +1,1442 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "16777216" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "2**24" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "256" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "2**8" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "16777216" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1<<24" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "InputArray = np.arange(0,1,0.001)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "IntArray = np.uint32(InputArray*(2**24))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "outARRAY1 = np.uint8(IntArray)\n", + "outARRAY2 = np.uint8(IntArray >> 8)\n", + "outARRAY3 = np.uint8(IntArray >> 16)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#plt.plot(IntArray,c='y')\n", + "plt.plot(outARRAY1,c='r')\n", + "plt.plot(outARRAY2,c='g')\n", + "plt.plot(outARRAY3,c='b')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "TestOut = outARRAY1 >>8 + outARRAY2 >> 16 + outARRAY3 >>24" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 0 0 =? 0\n", + "0 1000001 1 =? 16777\n", + "0 10000011 10 =? 33554\n", + "0 11000100 11 =? 50331\n", + "1 110 100 =? 67108\n", + "1 1000111 101 =? 83886\n", + "1 10001001 110 =? 100663\n", + "1 11001010 111 =? 117440\n", + "10 1100 1000 =? 134217\n", + "10 1001101 1001 =? 150994\n", + "10 10001111 1010 =? 167772\n", + "10 11010000 1011 =? 184549\n", + "11 10010 1100 =? 201326\n", + "11 1010011 1101 =? 218103\n", + "11 10010101 1110 =? 234881\n", + "11 11010111 1111 =? 251658\n", + "100 11000 10000 =? 268435\n", + "100 1011010 10001 =? 285212\n", + "100 10011011 10010 =? 301989\n", + "100 11011101 10011 =? 318767\n", + "101 11110 10100 =? 335544\n", + "101 1100000 10101 =? 352321\n", + "101 10100001 10110 =? 369098\n", + "101 11100011 10111 =? 385875\n", + "110 100100 11000 =? 402653\n", + "110 1100110 11001 =? 419430\n", + "110 10100111 11010 =? 436207\n", + "110 11101001 11011 =? 452984\n", + "111 101011 11100 =? 469762\n", + "111 1101100 11101 =? 486539\n", + "111 10101110 11110 =? 503316\n", + "111 11101111 11111 =? 520093\n", + "1000 110001 100000 =? 536870\n", + "1000 1110010 100001 =? 553648\n", + "1000 10110100 100010 =? 570425\n", + "1000 11110101 100011 =? 587202\n", + "1001 110111 100100 =? 603979\n", + "1001 1111000 100101 =? 620756\n", + "1001 10111010 100110 =? 637534\n", + "1001 11111011 100111 =? 654311\n", + "1010 111101 101000 =? 671088\n", + "1010 1111110 101001 =? 687865\n", + "1010 11000000 101010 =? 704643\n", + "1011 10 101011 =? 721420\n", + "1011 1000011 101100 =? 738197\n", + "1011 10000101 101101 =? 754974\n", + "1011 11000110 101110 =? 771751\n", + "1100 1000 101111 =? 788529\n", + "1100 1001001 110000 =? 805306\n", + "1100 10001011 110001 =? 822083\n", + "1100 11001100 110010 =? 838860\n", + "1101 1110 110011 =? 855638\n", + "1101 1001111 110100 =? 872415\n", + "1101 10010001 110101 =? 889192\n", + "1101 11010010 110110 =? 905969\n", + "1110 10100 110111 =? 922746\n", + "1110 1010110 111000 =? 939524\n", + "1110 10010111 111001 =? 956301\n", + "1110 11011001 111010 =? 973078\n", + "1111 11010 111011 =? 989855\n", + "1111 1011100 111100 =? 1006632\n", + "1111 10011101 111101 =? 1023410\n", + "1111 11011111 111110 =? 1040187\n", + "10000 100000 111111 =? 1056964\n", + "10000 1100010 1000000 =? 1073741\n", + "10000 10100011 1000001 =? 1090519\n", + "10000 11100101 1000010 =? 1107296\n", + "10001 100110 1000011 =? 1124073\n", + "10001 1101000 1000100 =? 1140850\n", + "10001 10101001 1000101 =? 1157627\n", + "10001 11101011 1000110 =? 1174405\n", + "10010 101101 1000111 =? 1191182\n", + "10010 1101110 1001000 =? 1207959\n", + "10010 10110000 1001001 =? 1224736\n", + "10010 11110001 1001010 =? 1241513\n", + "10011 110011 1001011 =? 1258291\n", + "10011 1110100 1001100 =? 1275068\n", + "10011 10110110 1001101 =? 1291845\n", + "10011 11110111 1001110 =? 1308622\n", + "10100 111001 1001111 =? 1325400\n", + "10100 1111010 1010000 =? 1342177\n", + "10100 10111100 1010001 =? 1358954\n", + "10100 11111101 1010010 =? 1375731\n", + "10101 111111 1010011 =? 1392508\n", + "10101 10000001 1010100 =? 1409286\n", + "10101 11000010 1010101 =? 1426063\n", + "10110 100 1010110 =? 1442840\n", + "10110 1000101 1010111 =? 1459617\n", + "10110 10000111 1011000 =? 1476395\n", + "10110 11001000 1011001 =? 1493172\n", + "10111 1010 1011010 =? 1509949\n", + "10111 1001011 1011011 =? 1526726\n", + "10111 10001101 1011100 =? 1543503\n", + "10111 11001110 1011101 =? 1560281\n", + "11000 10000 1011110 =? 1577058\n", + "11000 1010001 1011111 =? 1593835\n", + "11000 10010011 1100000 =? 1610612\n", + "11000 11010100 1100001 =? 1627389\n", + "11001 10110 1100010 =? 1644167\n", + "11001 1011000 1100011 =? 1660944\n", + "11001 10011001 1100100 =? 1677721\n", + "11001 11011011 1100101 =? 1694498\n", + "11010 11100 1100110 =? 1711276\n", + "11010 1011110 1100111 =? 1728053\n", + "11010 10011111 1101000 =? 1744830\n", + "11010 11100001 1101001 =? 1761607\n", + "11011 100010 1101010 =? 1778384\n", + "11011 1100100 1101011 =? 1795162\n", + "11011 10100101 1101100 =? 1811939\n", + "11011 11100111 1101101 =? 1828716\n", + "11100 101000 1101110 =? 1845493\n", + "11100 1101010 1101111 =? 1862270\n", + "11100 10101100 1110000 =? 1879048\n", + "11100 11101101 1110001 =? 1895825\n", + "11101 101111 1110010 =? 1912602\n", + "11101 1110000 1110011 =? 1929379\n", + "11101 10110010 1110100 =? 1946157\n", + "11101 11110011 1110101 =? 1962934\n", + "11110 110101 1110110 =? 1979711\n", + "11110 1110110 1110111 =? 1996488\n", + "11110 10111000 1111000 =? 2013265\n", + "11110 11111001 1111001 =? 2030043\n", + "11111 111011 1111010 =? 2046820\n", + "11111 1111100 1111011 =? 2063597\n", + "11111 10111110 1111100 =? 2080374\n", + "100000 0 1111101 =? 2097152\n", + "100000 1000001 1111110 =? 2113929\n", + "100000 10000011 1111111 =? 2130706\n", + "100000 11000100 10000000 =? 2147483\n", + "100001 110 10000001 =? 2164260\n", + "100001 1000111 10000010 =? 2181038\n", + "100001 10001001 10000011 =? 2197815\n", + "100001 11001010 10000100 =? 2214592\n", + "100010 1100 10000101 =? 2231369\n", + "100010 1001101 10000110 =? 2248146\n", + "100010 10001111 10000111 =? 2264924\n", + "100010 11010000 10001000 =? 2281701\n", + "100011 10010 10001001 =? 2298478\n", + "100011 1010011 10001010 =? 2315255\n", + "100011 10010101 10001011 =? 2332033\n", + "100011 11010111 10001100 =? 2348810\n", + "100100 11000 10001101 =? 2365587\n", + "100100 1011010 10001110 =? 2382364\n", + "100100 10011011 10001111 =? 2399141\n", + "100100 11011101 10010000 =? 2415919\n", + "100101 11110 10010001 =? 2432696\n", + "100101 1100000 10010010 =? 2449473\n", + "100101 10100001 10010011 =? 2466250\n", + "100101 11100011 10010100 =? 2483027\n", + "100110 100100 10010101 =? 2499805\n", + "100110 1100110 10010110 =? 2516582\n", + "100110 10100111 10010111 =? 2533359\n", + "100110 11101001 10011000 =? 2550136\n", + "100111 101011 10011001 =? 2566914\n", + "100111 1101100 10011010 =? 2583691\n", + "100111 10101110 10011011 =? 2600468\n", + "100111 11101111 10011100 =? 2617245\n", + "101000 110001 10011101 =? 2634022\n", + "101000 1110010 10011110 =? 2650800\n", + "101000 10110100 10011111 =? 2667577\n", + "101000 11110101 10100000 =? 2684354\n", + "101001 110111 10100001 =? 2701131\n", + "101001 1111000 10100010 =? 2717908\n", + "101001 10111010 10100011 =? 2734686\n", + "101001 11111011 10100100 =? 2751463\n", + "101010 111101 10100101 =? 2768240\n", + "101010 1111110 10100110 =? 2785017\n", + "101010 11000000 10100111 =? 2801795\n", + "101011 10 10101000 =? 2818572\n", + "101011 1000011 10101001 =? 2835349\n", + "101011 10000101 10101010 =? 2852126\n", + "101011 11000110 10101011 =? 2868903\n", + "101100 1000 10101100 =? 2885681\n", + "101100 1001001 10101101 =? 2902458\n", + "101100 10001011 10101110 =? 2919235\n", + "101100 11001100 10101111 =? 2936012\n", + "101101 1110 10110000 =? 2952790\n", + "101101 1001111 10110001 =? 2969567\n", + "101101 10010001 10110010 =? 2986344\n", + "101101 11010010 10110011 =? 3003121\n", + "101110 10100 10110100 =? 3019898\n", + "101110 1010110 10110101 =? 3036676\n", + "101110 10010111 10110110 =? 3053453\n", + "101110 11011001 10110111 =? 3070230\n", + "101111 11010 10111000 =? 3087007\n", + "101111 1011100 10111001 =? 3103784\n", + "101111 10011101 10111010 =? 3120562\n", + "101111 11011111 10111011 =? 3137339\n", + "110000 100000 10111100 =? 3154116\n", + "110000 1100010 10111101 =? 3170893\n", + "110000 10100011 10111110 =? 3187671\n", + "110000 11100101 10111111 =? 3204448\n", + "110001 100110 11000000 =? 3221225\n", + "110001 1101000 11000001 =? 3238002\n", + "110001 10101001 11000010 =? 3254779\n", + "110001 11101011 11000011 =? 3271557\n", + "110010 101101 11000100 =? 3288334\n", + "110010 1101110 11000101 =? 3305111\n", + "110010 10110000 11000110 =? 3321888\n", + "110010 11110001 11000111 =? 3338665\n", + "110011 110011 11001000 =? 3355443\n", + "110011 1110100 11001001 =? 3372220\n", + "110011 10110110 11001010 =? 3388997\n", + "110011 11110111 11001011 =? 3405774\n", + "110100 111001 11001100 =? 3422552\n", + "110100 1111010 11001101 =? 3439329\n", + "110100 10111100 11001110 =? 3456106\n", + "110100 11111101 11001111 =? 3472883\n", + "110101 111111 11010000 =? 3489660\n", + "110101 10000001 11010001 =? 3506438\n", + "110101 11000010 11010010 =? 3523215\n", + "110110 100 11010011 =? 3539992\n", + "110110 1000101 11010100 =? 3556769\n", + "110110 10000111 11010101 =? 3573547\n", + "110110 11001000 11010110 =? 3590324\n", + "110111 1010 11010111 =? 3607101\n", + "110111 1001011 11011000 =? 3623878\n", + "110111 10001101 11011001 =? 3640655\n", + "110111 11001110 11011010 =? 3657433\n", + "111000 10000 11011011 =? 3674210\n", + "111000 1010001 11011100 =? 3690987\n", + "111000 10010011 11011101 =? 3707764\n", + "111000 11010100 11011110 =? 3724541\n", + "111001 10110 11011111 =? 3741319\n", + "111001 1011000 11100000 =? 3758096\n", + "111001 10011001 11100001 =? 3774873\n", + "111001 11011011 11100010 =? 3791650\n", + "111010 11100 11100011 =? 3808428\n", + "111010 1011110 11100100 =? 3825205\n", + "111010 10011111 11100101 =? 3841982\n", + "111010 11100001 11100110 =? 3858759\n", + "111011 100010 11100111 =? 3875536\n", + "111011 1100100 11101000 =? 3892314\n", + "111011 10100101 11101001 =? 3909091\n", + "111011 11100111 11101010 =? 3925868\n", + "111100 101000 11101011 =? 3942645\n", + "111100 1101010 11101100 =? 3959422\n", + "111100 10101100 11101101 =? 3976200\n", + "111100 11101101 11101110 =? 3992977\n", + "111101 101111 11101111 =? 4009754\n", + "111101 1110000 11110000 =? 4026531\n", + "111101 10110010 11110001 =? 4043309\n", + "111101 11110011 11110010 =? 4060086\n", + "111110 110101 11110011 =? 4076863\n", + "111110 1110110 11110100 =? 4093640\n", + "111110 10111000 11110101 =? 4110417\n", + "111110 11111001 11110110 =? 4127195\n", + "111111 111011 11110111 =? 4143972\n", + "111111 1111100 11111000 =? 4160749\n", + "111111 10111110 11111001 =? 4177526\n", + "1000000 0 11111010 =? 4194304\n", + "1000000 1000001 11111011 =? 4211081\n", + "1000000 10000011 11111100 =? 4227858\n", + "1000000 11000100 11111101 =? 4244635\n", + "1000001 110 11111110 =? 4261412\n", + "1000001 1000111 11111111 =? 4278190\n", + "1000001 10001001 100000000 =? 4294967\n", + "1000001 11001010 100000001 =? 4311744\n", + "1000010 1100 100000010 =? 4328521\n", + "1000010 1001101 100000011 =? 4345298\n", + "1000010 10001111 100000100 =? 4362076\n", + "1000010 11010000 100000101 =? 4378853\n", + "1000011 10010 100000110 =? 4395630\n", + "1000011 1010011 100000111 =? 4412407\n", + "1000011 10010101 100001000 =? 4429185\n", + "1000011 11010111 100001001 =? 4445962\n", + "1000100 11000 100001010 =? 4462739\n", + "1000100 1011010 100001011 =? 4479516\n", + "1000100 10011011 100001100 =? 4496293\n", + "1000100 11011101 100001101 =? 4513071\n", + "1000101 11110 100001110 =? 4529848\n", + "1000101 1100000 100001111 =? 4546625\n", + "1000101 10100001 100010000 =? 4563402\n", + "1000101 11100011 100010001 =? 4580179\n", + "1000110 100100 100010010 =? 4596957\n", + "1000110 1100110 100010011 =? 4613734\n", + "1000110 10100111 100010100 =? 4630511\n", + "1000110 11101001 100010101 =? 4647288\n", + "1000111 101011 100010110 =? 4664066\n", + "1000111 1101100 100010111 =? 4680843\n", + "1000111 10101110 100011000 =? 4697620\n", + "1000111 11101111 100011001 =? 4714397\n", + "1001000 110001 100011010 =? 4731174\n", + "1001000 1110010 100011011 =? 4747952\n", + "1001000 10110100 100011100 =? 4764729\n", + "1001000 11110101 100011101 =? 4781506\n", + "1001001 110111 100011110 =? 4798283\n", + "1001001 1111000 100011111 =? 4815060\n", + "1001001 10111010 100100000 =? 4831838\n", + "1001001 11111011 100100001 =? 4848615\n", + "1001010 111101 100100010 =? 4865392\n", + "1001010 1111110 100100011 =? 4882169\n", + "1001010 11000000 100100100 =? 4898947\n", + "1001011 10 100100101 =? 4915724\n", + "1001011 1000011 100100110 =? 4932501\n", + "1001011 10000101 100100111 =? 4949278\n", + "1001011 11000110 100101000 =? 4966055\n", + "1001100 1000 100101001 =? 4982833\n", + "1001100 1001001 100101010 =? 4999610\n", + "1001100 10001011 100101011 =? 5016387\n", + "1001100 11001100 100101100 =? 5033164\n", + "1001101 1110 100101101 =? 5049942\n", + "1001101 1001111 100101110 =? 5066719\n", + "1001101 10010001 100101111 =? 5083496\n", + "1001101 11010010 100110000 =? 5100273\n", + "1001110 10100 100110001 =? 5117050\n", + "1001110 1010110 100110010 =? 5133828\n", + "1001110 10010111 100110011 =? 5150605\n", + "1001110 11011001 100110100 =? 5167382\n", + "1001111 11010 100110101 =? 5184159\n", + "1001111 1011100 100110110 =? 5200936\n", + "1001111 10011101 100110111 =? 5217714\n", + "1001111 11011111 100111000 =? 5234491\n", + "1010000 100000 100111001 =? 5251268\n", + "1010000 1100010 100111010 =? 5268045\n", + "1010000 10100011 100111011 =? 5284823\n", + "1010000 11100101 100111100 =? 5301600\n", + "1010001 100110 100111101 =? 5318377\n", + "1010001 1101000 100111110 =? 5335154\n", + "1010001 10101001 100111111 =? 5351931\n", + "1010001 11101011 101000000 =? 5368709\n", + "1010010 101101 101000001 =? 5385486\n", + "1010010 1101110 101000010 =? 5402263\n", + "1010010 10110000 101000011 =? 5419040\n", + "1010010 11110001 101000100 =? 5435817\n", + "1010011 110011 101000101 =? 5452595\n", + "1010011 1110100 101000110 =? 5469372\n", + "1010011 10110110 101000111 =? 5486149\n", + "1010011 11110111 101001000 =? 5502926\n", + "1010100 111001 101001001 =? 5519704\n", + "1010100 1111010 101001010 =? 5536481\n", + "1010100 10111100 101001011 =? 5553258\n", + "1010100 11111101 101001100 =? 5570035\n", + "1010101 111111 101001101 =? 5586812\n", + "1010101 10000001 101001110 =? 5603590\n", + "1010101 11000010 101001111 =? 5620367\n", + "1010110 100 101010000 =? 5637144\n", + "1010110 1000101 101010001 =? 5653921\n", + "1010110 10000111 101010010 =? 5670699\n", + "1010110 11001000 101010011 =? 5687476\n", + "1010111 1010 101010100 =? 5704253\n", + "1010111 1001011 101010101 =? 5721030\n", + "1010111 10001101 101010110 =? 5737807\n", + "1010111 11001110 101010111 =? 5754585\n", + "1011000 10000 101011000 =? 5771362\n", + "1011000 1010001 101011001 =? 5788139\n", + "1011000 10010011 101011010 =? 5804916\n", + "1011000 11010100 101011011 =? 5821693\n", + "1011001 10110 101011100 =? 5838471\n", + "1011001 1011000 101011101 =? 5855248\n", + "1011001 10011001 101011110 =? 5872025\n", + "1011001 11011011 101011111 =? 5888802\n", + "1011010 11100 101100000 =? 5905580\n", + "1011010 1011110 101100001 =? 5922357\n", + "1011010 10011111 101100010 =? 5939134\n", + "1011010 11100001 101100011 =? 5955911\n", + "1011011 100010 101100100 =? 5972688\n", + "1011011 1100100 101100101 =? 5989466\n", + "1011011 10100101 101100110 =? 6006243\n", + "1011011 11100111 101100111 =? 6023020\n", + "1011100 101000 101101000 =? 6039797\n", + "1011100 1101010 101101001 =? 6056574\n", + "1011100 10101100 101101010 =? 6073352\n", + "1011100 11101101 101101011 =? 6090129\n", + "1011101 101111 101101100 =? 6106906\n", + "1011101 1110000 101101101 =? 6123683\n", + "1011101 10110010 101101110 =? 6140461\n", + "1011101 11110011 101101111 =? 6157238\n", + "1011110 110101 101110000 =? 6174015\n", + "1011110 1110110 101110001 =? 6190792\n", + "1011110 10111000 101110010 =? 6207569\n", + "1011110 11111001 101110011 =? 6224347\n", + "1011111 111011 101110100 =? 6241124\n", + "1011111 1111100 101110101 =? 6257901\n", + "1011111 10111110 101110110 =? 6274678\n", + "1100000 0 101110111 =? 6291456\n", + "1100000 1000001 101111000 =? 6308233\n", + "1100000 10000011 101111001 =? 6325010\n", + "1100000 11000100 101111010 =? 6341787\n", + "1100001 110 101111011 =? 6358564\n", + "1100001 1000111 101111100 =? 6375342\n", + "1100001 10001001 101111101 =? 6392119\n", + "1100001 11001010 101111110 =? 6408896\n", + "1100010 1100 101111111 =? 6425673\n", + "1100010 1001101 110000000 =? 6442450\n", + "1100010 10001111 110000001 =? 6459228\n", + "1100010 11010000 110000010 =? 6476005\n", + "1100011 10010 110000011 =? 6492782\n", + "1100011 1010011 110000100 =? 6509559\n", + "1100011 10010101 110000101 =? 6526337\n", + "1100011 11010111 110000110 =? 6543114\n", + "1100100 11000 110000111 =? 6559891\n", + "1100100 1011010 110001000 =? 6576668\n", + "1100100 10011011 110001001 =? 6593445\n", + "1100100 11011101 110001010 =? 6610223\n", + "1100101 11110 110001011 =? 6627000\n", + "1100101 1100000 110001100 =? 6643777\n", + "1100101 10100001 110001101 =? 6660554\n", + "1100101 11100011 110001110 =? 6677331\n", + "1100110 100100 110001111 =? 6694109\n", + "1100110 1100110 110010000 =? 6710886\n", + "1100110 10100111 110010001 =? 6727663\n", + "1100110 11101001 110010010 =? 6744440\n", + "1100111 101011 110010011 =? 6761218\n", + "1100111 1101100 110010100 =? 6777995\n", + "1100111 10101110 110010101 =? 6794772\n", + "1100111 11101111 110010110 =? 6811549\n", + "1101000 110001 110010111 =? 6828326\n", + "1101000 1110010 110011000 =? 6845104\n", + "1101000 10110100 110011001 =? 6861881\n", + "1101000 11110101 110011010 =? 6878658\n", + "1101001 110111 110011011 =? 6895435\n", + "1101001 1111000 110011100 =? 6912212\n", + "1101001 10111010 110011101 =? 6928990\n", + "1101001 11111011 110011110 =? 6945767\n", + "1101010 111101 110011111 =? 6962544\n", + "1101010 1111110 110100000 =? 6979321\n", + "1101010 11000000 110100001 =? 6996099\n", + "1101011 10 110100010 =? 7012876\n", + "1101011 1000011 110100011 =? 7029653\n", + "1101011 10000101 110100100 =? 7046430\n", + "1101011 11000110 110100101 =? 7063207\n", + "1101100 1000 110100110 =? 7079985\n", + "1101100 1001001 110100111 =? 7096762\n", + "1101100 10001011 110101000 =? 7113539\n", + "1101100 11001100 110101001 =? 7130316\n", + "1101101 1110 110101010 =? 7147094\n", + "1101101 1001111 110101011 =? 7163871\n", + "1101101 10010001 110101100 =? 7180648\n", + "1101101 11010010 110101101 =? 7197425\n", + "1101110 10100 110101110 =? 7214202\n", + "1101110 1010110 110101111 =? 7230980\n", + "1101110 10010111 110110000 =? 7247757\n", + "1101110 11011001 110110001 =? 7264534\n", + "1101111 11010 110110010 =? 7281311\n", + "1101111 1011100 110110011 =? 7298088\n", + "1101111 10011101 110110100 =? 7314866\n", + "1101111 11011111 110110101 =? 7331643\n", + "1110000 100000 110110110 =? 7348420\n", + "1110000 1100010 110110111 =? 7365197\n", + "1110000 10100011 110111000 =? 7381975\n", + "1110000 11100101 110111001 =? 7398752\n", + "1110001 100110 110111010 =? 7415529\n", + "1110001 1101000 110111011 =? 7432306\n", + "1110001 10101001 110111100 =? 7449083\n", + "1110001 11101011 110111101 =? 7465861\n", + "1110010 101101 110111110 =? 7482638\n", + "1110010 1101110 110111111 =? 7499415\n", + "1110010 10110000 111000000 =? 7516192\n", + "1110010 11110001 111000001 =? 7532969\n", + "1110011 110011 111000010 =? 7549747\n", + "1110011 1110100 111000011 =? 7566524\n", + "1110011 10110110 111000100 =? 7583301\n", + "1110011 11110111 111000101 =? 7600078\n", + "1110100 111001 111000110 =? 7616856\n", + "1110100 1111010 111000111 =? 7633633\n", + "1110100 10111100 111001000 =? 7650410\n", + "1110100 11111101 111001001 =? 7667187\n", + "1110101 111111 111001010 =? 7683964\n", + "1110101 10000001 111001011 =? 7700742\n", + "1110101 11000010 111001100 =? 7717519\n", + "1110110 100 111001101 =? 7734296\n", + "1110110 1000101 111001110 =? 7751073\n", + "1110110 10000111 111001111 =? 7767851\n", + "1110110 11001000 111010000 =? 7784628\n", + "1110111 1010 111010001 =? 7801405\n", + "1110111 1001011 111010010 =? 7818182\n", + "1110111 10001101 111010011 =? 7834959\n", + "1110111 11001110 111010100 =? 7851737\n", + "1111000 10000 111010101 =? 7868514\n", + "1111000 1010001 111010110 =? 7885291\n", + "1111000 10010011 111010111 =? 7902068\n", + "1111000 11010100 111011000 =? 7918845\n", + "1111001 10110 111011001 =? 7935623\n", + "1111001 1011000 111011010 =? 7952400\n", + "1111001 10011001 111011011 =? 7969177\n", + "1111001 11011011 111011100 =? 7985954\n", + "1111010 11100 111011101 =? 8002732\n", + "1111010 1011110 111011110 =? 8019509\n", + "1111010 10011111 111011111 =? 8036286\n", + "1111010 11100001 111100000 =? 8053063\n", + "1111011 100010 111100001 =? 8069840\n", + "1111011 1100100 111100010 =? 8086618\n", + "1111011 10100101 111100011 =? 8103395\n", + "1111011 11100111 111100100 =? 8120172\n", + "1111100 101000 111100101 =? 8136949\n", + "1111100 1101010 111100110 =? 8153726\n", + "1111100 10101100 111100111 =? 8170504\n", + "1111100 11101101 111101000 =? 8187281\n", + "1111101 101111 111101001 =? 8204058\n", + "1111101 1110000 111101010 =? 8220835\n", + "1111101 10110010 111101011 =? 8237613\n", + "1111101 11110011 111101100 =? 8254390\n", + "1111110 110101 111101101 =? 8271167\n", + "1111110 1110110 111101110 =? 8287944\n", + "1111110 10111000 111101111 =? 8304721\n", + "1111110 11111001 111110000 =? 8321499\n", + "1111111 111011 111110001 =? 8338276\n", + "1111111 1111100 111110010 =? 8355053\n", + "1111111 10111110 111110011 =? 8371830\n", + "10000000 0 111110100 =? 8388608\n", + "10000000 1000001 111110101 =? 8405385\n", + "10000000 10000011 111110110 =? 8422162\n", + "10000000 11000100 111110111 =? 8438939\n", + "10000001 110 111111000 =? 8455716\n", + "10000001 1000111 111111001 =? 8472494\n", + "10000001 10001001 111111010 =? 8489271\n", + "10000001 11001010 111111011 =? 8506048\n", + "10000010 1100 111111100 =? 8522825\n", + "10000010 1001101 111111101 =? 8539602\n", + "10000010 10001111 111111110 =? 8556380\n", + "10000010 11010000 111111111 =? 8573157\n", + "10000011 10010 1000000000 =? 8589934\n", + "10000011 1010011 1000000001 =? 8606711\n", + "10000011 10010101 1000000010 =? 8623489\n", + "10000011 11010111 1000000011 =? 8640266\n", + "10000100 11000 1000000100 =? 8657043\n", + "10000100 1011010 1000000101 =? 8673820\n", + "10000100 10011011 1000000110 =? 8690597\n", + "10000100 11011101 1000000111 =? 8707375\n", + "10000101 11110 1000001000 =? 8724152\n", + "10000101 1100000 1000001001 =? 8740929\n", + "10000101 10100001 1000001010 =? 8757706\n", + "10000101 11100011 1000001011 =? 8774483\n", + "10000110 100100 1000001100 =? 8791261\n", + "10000110 1100110 1000001101 =? 8808038\n", + "10000110 10100111 1000001110 =? 8824815\n", + "10000110 11101001 1000001111 =? 8841592\n", + "10000111 101011 1000010000 =? 8858370\n", + "10000111 1101100 1000010001 =? 8875147\n", + "10000111 10101110 1000010010 =? 8891924\n", + "10000111 11101111 1000010011 =? 8908701\n", + "10001000 110001 1000010100 =? 8925478\n", + "10001000 1110010 1000010101 =? 8942256\n", + "10001000 10110100 1000010110 =? 8959033\n", + "10001000 11110101 1000010111 =? 8975810\n", + "10001001 110111 1000011000 =? 8992587\n", + "10001001 1111000 1000011001 =? 9009364\n", + "10001001 10111010 1000011010 =? 9026142\n", + "10001001 11111011 1000011011 =? 9042919\n", + "10001010 111101 1000011100 =? 9059696\n", + "10001010 1111110 1000011101 =? 9076473\n", + "10001010 11000000 1000011110 =? 9093251\n", + "10001011 10 1000011111 =? 9110028\n", + "10001011 1000011 1000100000 =? 9126805\n", + "10001011 10000101 1000100001 =? 9143582\n", + "10001011 11000110 1000100010 =? 9160359\n", + "10001100 1000 1000100011 =? 9177137\n", + "10001100 1001001 1000100100 =? 9193914\n", + "10001100 10001011 1000100101 =? 9210691\n", + "10001100 11001100 1000100110 =? 9227468\n", + "10001101 1110 1000100111 =? 9244246\n", + "10001101 1001111 1000101000 =? 9261023\n", + "10001101 10010001 1000101001 =? 9277800\n", + "10001101 11010010 1000101010 =? 9294577\n", + "10001110 10100 1000101011 =? 9311354\n", + "10001110 1010110 1000101100 =? 9328132\n", + "10001110 10010111 1000101101 =? 9344909\n", + "10001110 11011001 1000101110 =? 9361686\n", + "10001111 11010 1000101111 =? 9378463\n", + "10001111 1011100 1000110000 =? 9395240\n", + "10001111 10011101 1000110001 =? 9412018\n", + "10001111 11011111 1000110010 =? 9428795\n", + "10010000 100000 1000110011 =? 9445572\n", + "10010000 1100010 1000110100 =? 9462349\n", + "10010000 10100011 1000110101 =? 9479127\n", + "10010000 11100101 1000110110 =? 9495904\n", + "10010001 100110 1000110111 =? 9512681\n", + "10010001 1101000 1000111000 =? 9529458\n", + "10010001 10101001 1000111001 =? 9546235\n", + "10010001 11101011 1000111010 =? 9563013\n", + "10010010 101101 1000111011 =? 9579790\n", + "10010010 1101110 1000111100 =? 9596567\n", + "10010010 10110000 1000111101 =? 9613344\n", + "10010010 11110001 1000111110 =? 9630121\n", + "10010011 110011 1000111111 =? 9646899\n", + "10010011 1110100 1001000000 =? 9663676\n", + "10010011 10110110 1001000001 =? 9680453\n", + "10010011 11110111 1001000010 =? 9697230\n", + "10010100 111001 1001000011 =? 9714008\n", + "10010100 1111010 1001000100 =? 9730785\n", + "10010100 10111100 1001000101 =? 9747562\n", + "10010100 11111101 1001000110 =? 9764339\n", + "10010101 111111 1001000111 =? 9781116\n", + "10010101 10000001 1001001000 =? 9797894\n", + "10010101 11000010 1001001001 =? 9814671\n", + "10010110 100 1001001010 =? 9831448\n", + "10010110 1000101 1001001011 =? 9848225\n", + "10010110 10000111 1001001100 =? 9865003\n", + "10010110 11001000 1001001101 =? 9881780\n", + "10010111 1010 1001001110 =? 9898557\n", + "10010111 1001011 1001001111 =? 9915334\n", + "10010111 10001101 1001010000 =? 9932111\n", + "10010111 11001110 1001010001 =? 9948889\n", + "10011000 10000 1001010010 =? 9965666\n", + "10011000 1010001 1001010011 =? 9982443\n", + "10011000 10010011 1001010100 =? 9999220\n", + "10011000 11010100 1001010101 =? 10015997\n", + "10011001 10110 1001010110 =? 10032775\n", + "10011001 1011000 1001010111 =? 10049552\n", + "10011001 10011001 1001011000 =? 10066329\n", + "10011001 11011011 1001011001 =? 10083106\n", + "10011010 11100 1001011010 =? 10099884\n", + "10011010 1011110 1001011011 =? 10116661\n", + "10011010 10011111 1001011100 =? 10133438\n", + "10011010 11100001 1001011101 =? 10150215\n", + "10011011 100010 1001011110 =? 10166992\n", + "10011011 1100100 1001011111 =? 10183770\n", + "10011011 10100101 1001100000 =? 10200547\n", + "10011011 11100111 1001100001 =? 10217324\n", + "10011100 101000 1001100010 =? 10234101\n", + "10011100 1101010 1001100011 =? 10250878\n", + "10011100 10101100 1001100100 =? 10267656\n", + "10011100 11101101 1001100101 =? 10284433\n", + "10011101 101111 1001100110 =? 10301210\n", + "10011101 1110000 1001100111 =? 10317987\n", + "10011101 10110010 1001101000 =? 10334765\n", + "10011101 11110011 1001101001 =? 10351542\n", + "10011110 110101 1001101010 =? 10368319\n", + "10011110 1110110 1001101011 =? 10385096\n", + "10011110 10111000 1001101100 =? 10401873\n", + "10011110 11111001 1001101101 =? 10418651\n", + "10011111 111011 1001101110 =? 10435428\n", + "10011111 1111100 1001101111 =? 10452205\n", + "10011111 10111110 1001110000 =? 10468982\n", + "10100000 0 1001110001 =? 10485760\n", + "10100000 1000001 1001110010 =? 10502537\n", + "10100000 10000011 1001110011 =? 10519314\n", + "10100000 11000100 1001110100 =? 10536091\n", + "10100001 110 1001110101 =? 10552868\n", + "10100001 1000111 1001110110 =? 10569646\n", + "10100001 10001001 1001110111 =? 10586423\n", + "10100001 11001010 1001111000 =? 10603200\n", + "10100010 1100 1001111001 =? 10619977\n", + "10100010 1001101 1001111010 =? 10636754\n", + "10100010 10001111 1001111011 =? 10653532\n", + "10100010 11010000 1001111100 =? 10670309\n", + "10100011 10010 1001111101 =? 10687086\n", + "10100011 1010011 1001111110 =? 10703863\n", + "10100011 10010101 1001111111 =? 10720641\n", + "10100011 11010111 1010000000 =? 10737418\n", + "10100100 11000 1010000001 =? 10754195\n", + "10100100 1011010 1010000010 =? 10770972\n", + "10100100 10011011 1010000011 =? 10787749\n", + "10100100 11011101 1010000100 =? 10804527\n", + "10100101 11110 1010000101 =? 10821304\n", + "10100101 1100000 1010000110 =? 10838081\n", + "10100101 10100001 1010000111 =? 10854858\n", + "10100101 11100011 1010001000 =? 10871635\n", + "10100110 100100 1010001001 =? 10888413\n", + "10100110 1100110 1010001010 =? 10905190\n", + "10100110 10100111 1010001011 =? 10921967\n", + "10100110 11101001 1010001100 =? 10938744\n", + "10100111 101011 1010001101 =? 10955522\n", + "10100111 1101100 1010001110 =? 10972299\n", + "10100111 10101110 1010001111 =? 10989076\n", + "10100111 11101111 1010010000 =? 11005853\n", + "10101000 110001 1010010001 =? 11022630\n", + "10101000 1110010 1010010010 =? 11039408\n", + "10101000 10110100 1010010011 =? 11056185\n", + "10101000 11110101 1010010100 =? 11072962\n", + "10101001 110111 1010010101 =? 11089739\n", + "10101001 1111000 1010010110 =? 11106516\n", + "10101001 10111010 1010010111 =? 11123294\n", + "10101001 11111011 1010011000 =? 11140071\n", + "10101010 111101 1010011001 =? 11156848\n", + "10101010 1111110 1010011010 =? 11173625\n", + "10101010 11000000 1010011011 =? 11190403\n", + "10101011 10 1010011100 =? 11207180\n", + "10101011 1000011 1010011101 =? 11223957\n", + "10101011 10000101 1010011110 =? 11240734\n", + "10101011 11000110 1010011111 =? 11257511\n", + "10101100 1000 1010100000 =? 11274289\n", + "10101100 1001001 1010100001 =? 11291066\n", + "10101100 10001011 1010100010 =? 11307843\n", + "10101100 11001100 1010100011 =? 11324620\n", + "10101101 1110 1010100100 =? 11341398\n", + "10101101 1001111 1010100101 =? 11358175\n", + "10101101 10010001 1010100110 =? 11374952\n", + "10101101 11010010 1010100111 =? 11391729\n", + "10101110 10100 1010101000 =? 11408506\n", + "10101110 1010110 1010101001 =? 11425284\n", + "10101110 10010111 1010101010 =? 11442061\n", + "10101110 11011001 1010101011 =? 11458838\n", + "10101111 11010 1010101100 =? 11475615\n", + "10101111 1011100 1010101101 =? 11492392\n", + "10101111 10011101 1010101110 =? 11509170\n", + "10101111 11011111 1010101111 =? 11525947\n", + "10110000 100000 1010110000 =? 11542724\n", + "10110000 1100010 1010110001 =? 11559501\n", + "10110000 10100011 1010110010 =? 11576279\n", + "10110000 11100101 1010110011 =? 11593056\n", + "10110001 100110 1010110100 =? 11609833\n", + "10110001 1101000 1010110101 =? 11626610\n", + "10110001 10101001 1010110110 =? 11643387\n", + "10110001 11101011 1010110111 =? 11660165\n", + "10110010 101101 1010111000 =? 11676942\n", + "10110010 1101110 1010111001 =? 11693719\n", + "10110010 10110000 1010111010 =? 11710496\n", + "10110010 11110001 1010111011 =? 11727273\n", + "10110011 110011 1010111100 =? 11744051\n", + "10110011 1110100 1010111101 =? 11760828\n", + "10110011 10110110 1010111110 =? 11777605\n", + "10110011 11110111 1010111111 =? 11794382\n", + "10110100 111001 1011000000 =? 11811160\n", + "10110100 1111010 1011000001 =? 11827937\n", + "10110100 10111100 1011000010 =? 11844714\n", + "10110100 11111101 1011000011 =? 11861491\n", + "10110101 111111 1011000100 =? 11878268\n", + "10110101 10000001 1011000101 =? 11895046\n", + "10110101 11000010 1011000110 =? 11911823\n", + "10110110 100 1011000111 =? 11928600\n", + "10110110 1000101 1011001000 =? 11945377\n", + "10110110 10000111 1011001001 =? 11962155\n", + "10110110 11001000 1011001010 =? 11978932\n", + "10110111 1010 1011001011 =? 11995709\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10110111 1001011 1011001100 =? 12012486\n", + "10110111 10001101 1011001101 =? 12029263\n", + "10110111 11001110 1011001110 =? 12046041\n", + "10111000 10000 1011001111 =? 12062818\n", + "10111000 1010001 1011010000 =? 12079595\n", + "10111000 10010011 1011010001 =? 12096372\n", + "10111000 11010100 1011010010 =? 12113149\n", + "10111001 10110 1011010011 =? 12129927\n", + "10111001 1011000 1011010100 =? 12146704\n", + "10111001 10011001 1011010101 =? 12163481\n", + "10111001 11011011 1011010110 =? 12180258\n", + "10111010 11100 1011010111 =? 12197036\n", + "10111010 1011110 1011011000 =? 12213813\n", + "10111010 10011111 1011011001 =? 12230590\n", + "10111010 11100001 1011011010 =? 12247367\n", + "10111011 100010 1011011011 =? 12264144\n", + "10111011 1100100 1011011100 =? 12280922\n", + "10111011 10100101 1011011101 =? 12297699\n", + "10111011 11100111 1011011110 =? 12314476\n", + "10111100 101000 1011011111 =? 12331253\n", + "10111100 1101010 1011100000 =? 12348030\n", + "10111100 10101100 1011100001 =? 12364808\n", + "10111100 11101101 1011100010 =? 12381585\n", + "10111101 101111 1011100011 =? 12398362\n", + "10111101 1110000 1011100100 =? 12415139\n", + "10111101 10110010 1011100101 =? 12431917\n", + "10111101 11110011 1011100110 =? 12448694\n", + "10111110 110101 1011100111 =? 12465471\n", + "10111110 1110110 1011101000 =? 12482248\n", + "10111110 10111000 1011101001 =? 12499025\n", + "10111110 11111001 1011101010 =? 12515803\n", + "10111111 111011 1011101011 =? 12532580\n", + "10111111 1111100 1011101100 =? 12549357\n", + "10111111 10111110 1011101101 =? 12566134\n", + "11000000 0 1011101110 =? 12582912\n", + "11000000 1000001 1011101111 =? 12599689\n", + "11000000 10000011 1011110000 =? 12616466\n", + "11000000 11000100 1011110001 =? 12633243\n", + "11000001 110 1011110010 =? 12650020\n", + "11000001 1000111 1011110011 =? 12666798\n", + "11000001 10001001 1011110100 =? 12683575\n", + "11000001 11001010 1011110101 =? 12700352\n", + "11000010 1100 1011110110 =? 12717129\n", + "11000010 1001101 1011110111 =? 12733906\n", + "11000010 10001111 1011111000 =? 12750684\n", + "11000010 11010000 1011111001 =? 12767461\n", + "11000011 10010 1011111010 =? 12784238\n", + "11000011 1010011 1011111011 =? 12801015\n", + "11000011 10010101 1011111100 =? 12817793\n", + "11000011 11010111 1011111101 =? 12834570\n", + "11000100 11000 1011111110 =? 12851347\n", + "11000100 1011010 1011111111 =? 12868124\n", + "11000100 10011011 1100000000 =? 12884901\n", + "11000100 11011101 1100000001 =? 12901679\n", + "11000101 11110 1100000010 =? 12918456\n", + "11000101 1100000 1100000011 =? 12935233\n", + "11000101 10100001 1100000100 =? 12952010\n", + "11000101 11100011 1100000101 =? 12968787\n", + "11000110 100100 1100000110 =? 12985565\n", + "11000110 1100110 1100000111 =? 13002342\n", + "11000110 10100111 1100001000 =? 13019119\n", + "11000110 11101001 1100001001 =? 13035896\n", + "11000111 101011 1100001010 =? 13052674\n", + "11000111 1101100 1100001011 =? 13069451\n", + "11000111 10101110 1100001100 =? 13086228\n", + "11000111 11101111 1100001101 =? 13103005\n", + "11001000 110001 1100001110 =? 13119782\n", + "11001000 1110010 1100001111 =? 13136560\n", + "11001000 10110100 1100010000 =? 13153337\n", + "11001000 11110101 1100010001 =? 13170114\n", + "11001001 110111 1100010010 =? 13186891\n", + "11001001 1111000 1100010011 =? 13203668\n", + "11001001 10111010 1100010100 =? 13220446\n", + "11001001 11111011 1100010101 =? 13237223\n", + "11001010 111101 1100010110 =? 13254000\n", + "11001010 1111110 1100010111 =? 13270777\n", + "11001010 11000000 1100011000 =? 13287555\n", + "11001011 10 1100011001 =? 13304332\n", + "11001011 1000011 1100011010 =? 13321109\n", + "11001011 10000101 1100011011 =? 13337886\n", + "11001011 11000110 1100011100 =? 13354663\n", + "11001100 1000 1100011101 =? 13371441\n", + "11001100 1001001 1100011110 =? 13388218\n", + "11001100 10001011 1100011111 =? 13404995\n", + "11001100 11001100 1100100000 =? 13421772\n", + "11001101 1110 1100100001 =? 13438550\n", + "11001101 1001111 1100100010 =? 13455327\n", + "11001101 10010001 1100100011 =? 13472104\n", + "11001101 11010010 1100100100 =? 13488881\n", + "11001110 10100 1100100101 =? 13505658\n", + "11001110 1010110 1100100110 =? 13522436\n", + "11001110 10010111 1100100111 =? 13539213\n", + "11001110 11011001 1100101000 =? 13555990\n", + "11001111 11010 1100101001 =? 13572767\n", + "11001111 1011100 1100101010 =? 13589544\n", + "11001111 10011101 1100101011 =? 13606322\n", + "11001111 11011111 1100101100 =? 13623099\n", + "11010000 100000 1100101101 =? 13639876\n", + "11010000 1100010 1100101110 =? 13656653\n", + "11010000 10100011 1100101111 =? 13673431\n", + "11010000 11100101 1100110000 =? 13690208\n", + "11010001 100110 1100110001 =? 13706985\n", + "11010001 1101000 1100110010 =? 13723762\n", + "11010001 10101001 1100110011 =? 13740539\n", + "11010001 11101011 1100110100 =? 13757317\n", + "11010010 101101 1100110101 =? 13774094\n", + "11010010 1101110 1100110110 =? 13790871\n", + "11010010 10110000 1100110111 =? 13807648\n", + "11010010 11110001 1100111000 =? 13824425\n", + "11010011 110011 1100111001 =? 13841203\n", + "11010011 1110100 1100111010 =? 13857980\n", + "11010011 10110110 1100111011 =? 13874757\n", + "11010011 11110111 1100111100 =? 13891534\n", + "11010100 111001 1100111101 =? 13908312\n", + "11010100 1111010 1100111110 =? 13925089\n", + "11010100 10111100 1100111111 =? 13941866\n", + "11010100 11111101 1101000000 =? 13958643\n", + "11010101 111111 1101000001 =? 13975420\n", + "11010101 10000001 1101000010 =? 13992198\n", + "11010101 11000010 1101000011 =? 14008975\n", + "11010110 100 1101000100 =? 14025752\n", + "11010110 1000101 1101000101 =? 14042529\n", + "11010110 10000111 1101000110 =? 14059307\n", + "11010110 11001000 1101000111 =? 14076084\n", + "11010111 1010 1101001000 =? 14092861\n", + "11010111 1001011 1101001001 =? 14109638\n", + "11010111 10001101 1101001010 =? 14126415\n", + "11010111 11001110 1101001011 =? 14143193\n", + "11011000 10000 1101001100 =? 14159970\n", + "11011000 1010001 1101001101 =? 14176747\n", + "11011000 10010011 1101001110 =? 14193524\n", + "11011000 11010100 1101001111 =? 14210301\n", + "11011001 10110 1101010000 =? 14227079\n", + "11011001 1011000 1101010001 =? 14243856\n", + "11011001 10011001 1101010010 =? 14260633\n", + "11011001 11011011 1101010011 =? 14277410\n", + "11011010 11100 1101010100 =? 14294188\n", + "11011010 1011110 1101010101 =? 14310965\n", + "11011010 10011111 1101010110 =? 14327742\n", + "11011010 11100001 1101010111 =? 14344519\n", + "11011011 100010 1101011000 =? 14361296\n", + "11011011 1100100 1101011001 =? 14378074\n", + "11011011 10100101 1101011010 =? 14394851\n", + "11011011 11100111 1101011011 =? 14411628\n", + "11011100 101000 1101011100 =? 14428405\n", + "11011100 1101010 1101011101 =? 14445182\n", + "11011100 10101100 1101011110 =? 14461960\n", + "11011100 11101101 1101011111 =? 14478737\n", + "11011101 101111 1101100000 =? 14495514\n", + "11011101 1110000 1101100001 =? 14512291\n", + "11011101 10110010 1101100010 =? 14529069\n", + "11011101 11110011 1101100011 =? 14545846\n", + "11011110 110101 1101100100 =? 14562623\n", + "11011110 1110110 1101100101 =? 14579400\n", + "11011110 10111000 1101100110 =? 14596177\n", + "11011110 11111001 1101100111 =? 14612955\n", + "11011111 111011 1101101000 =? 14629732\n", + "11011111 1111100 1101101001 =? 14646509\n", + "11011111 10111110 1101101010 =? 14663286\n", + "11100000 0 1101101011 =? 14680064\n", + "11100000 1000001 1101101100 =? 14696841\n", + "11100000 10000011 1101101101 =? 14713618\n", + "11100000 11000100 1101101110 =? 14730395\n", + "11100001 110 1101101111 =? 14747172\n", + "11100001 1000111 1101110000 =? 14763950\n", + "11100001 10001001 1101110001 =? 14780727\n", + "11100001 11001010 1101110010 =? 14797504\n", + "11100010 1100 1101110011 =? 14814281\n", + "11100010 1001101 1101110100 =? 14831058\n", + "11100010 10001111 1101110101 =? 14847836\n", + "11100010 11010000 1101110110 =? 14864613\n", + "11100011 10010 1101110111 =? 14881390\n", + "11100011 1010011 1101111000 =? 14898167\n", + "11100011 10010101 1101111001 =? 14914945\n", + "11100011 11010111 1101111010 =? 14931722\n", + "11100100 11000 1101111011 =? 14948499\n", + "11100100 1011010 1101111100 =? 14965276\n", + "11100100 10011011 1101111101 =? 14982053\n", + "11100100 11011101 1101111110 =? 14998831\n", + "11100101 11110 1101111111 =? 15015608\n", + "11100101 1100000 1110000000 =? 15032385\n", + "11100101 10100001 1110000001 =? 15049162\n", + "11100101 11100011 1110000010 =? 15065939\n", + "11100110 100100 1110000011 =? 15082717\n", + "11100110 1100110 1110000100 =? 15099494\n", + "11100110 10100111 1110000101 =? 15116271\n", + "11100110 11101001 1110000110 =? 15133048\n", + "11100111 101011 1110000111 =? 15149826\n", + "11100111 1101100 1110001000 =? 15166603\n", + "11100111 10101110 1110001001 =? 15183380\n", + "11100111 11101111 1110001010 =? 15200157\n", + "11101000 110001 1110001011 =? 15216934\n", + "11101000 1110010 1110001100 =? 15233712\n", + "11101000 10110100 1110001101 =? 15250489\n", + "11101000 11110101 1110001110 =? 15267266\n", + "11101001 110111 1110001111 =? 15284043\n", + "11101001 1111000 1110010000 =? 15300820\n", + "11101001 10111010 1110010001 =? 15317598\n", + "11101001 11111011 1110010010 =? 15334375\n", + "11101010 111101 1110010011 =? 15351152\n", + "11101010 1111110 1110010100 =? 15367929\n", + "11101010 11000000 1110010101 =? 15384707\n", + "11101011 10 1110010110 =? 15401484\n", + "11101011 1000011 1110010111 =? 15418261\n", + "11101011 10000101 1110011000 =? 15435038\n", + "11101011 11000110 1110011001 =? 15451815\n", + "11101100 1000 1110011010 =? 15468593\n", + "11101100 1001001 1110011011 =? 15485370\n", + "11101100 10001011 1110011100 =? 15502147\n", + "11101100 11001100 1110011101 =? 15518924\n", + "11101101 1110 1110011110 =? 15535702\n", + "11101101 1001111 1110011111 =? 15552479\n", + "11101101 10010001 1110100000 =? 15569256\n", + "11101101 11010010 1110100001 =? 15586033\n", + "11101110 10100 1110100010 =? 15602810\n", + "11101110 1010110 1110100011 =? 15619588\n", + "11101110 10010111 1110100100 =? 15636365\n", + "11101110 11011001 1110100101 =? 15653142\n", + "11101111 11010 1110100110 =? 15669919\n", + "11101111 1011100 1110100111 =? 15686696\n", + "11101111 10011101 1110101000 =? 15703474\n", + "11101111 11011111 1110101001 =? 15720251\n", + "11110000 100000 1110101010 =? 15737028\n", + "11110000 1100010 1110101011 =? 15753805\n", + "11110000 10100011 1110101100 =? 15770583\n", + "11110000 11100101 1110101101 =? 15787360\n", + "11110001 100110 1110101110 =? 15804137\n", + "11110001 1101000 1110101111 =? 15820914\n", + "11110001 10101001 1110110000 =? 15837691\n", + "11110001 11101011 1110110001 =? 15854469\n", + "11110010 101101 1110110010 =? 15871246\n", + "11110010 1101110 1110110011 =? 15888023\n", + "11110010 10110000 1110110100 =? 15904800\n", + "11110010 11110001 1110110101 =? 15921577\n", + "11110011 110011 1110110110 =? 15938355\n", + "11110011 1110100 1110110111 =? 15955132\n", + "11110011 10110110 1110111000 =? 15971909\n", + "11110011 11110111 1110111001 =? 15988686\n", + "11110100 111001 1110111010 =? 16005464\n", + "11110100 1111010 1110111011 =? 16022241\n", + "11110100 10111100 1110111100 =? 16039018\n", + "11110100 11111101 1110111101 =? 16055795\n", + "11110101 111111 1110111110 =? 16072572\n", + "11110101 10000001 1110111111 =? 16089350\n", + "11110101 11000010 1111000000 =? 16106127\n", + "11110110 100 1111000001 =? 16122904\n", + "11110110 1000101 1111000010 =? 16139681\n", + "11110110 10000111 1111000011 =? 16156459\n", + "11110110 11001000 1111000100 =? 16173236\n", + "11110111 1010 1111000101 =? 16190013\n", + "11110111 1001011 1111000110 =? 16206790\n", + "11110111 10001101 1111000111 =? 16223567\n", + "11110111 11001110 1111001000 =? 16240345\n", + "11111000 10000 1111001001 =? 16257122\n", + "11111000 1010001 1111001010 =? 16273899\n", + "11111000 10010011 1111001011 =? 16290676\n", + "11111000 11010100 1111001100 =? 16307453\n", + "11111001 10110 1111001101 =? 16324231\n", + "11111001 1011000 1111001110 =? 16341008\n", + "11111001 10011001 1111001111 =? 16357785\n", + "11111001 11011011 1111010000 =? 16374562\n", + "11111010 11100 1111010001 =? 16391340\n", + "11111010 1011110 1111010010 =? 16408117\n", + "11111010 10011111 1111010011 =? 16424894\n", + "11111010 11100001 1111010100 =? 16441671\n", + "11111011 100010 1111010101 =? 16458448\n", + "11111011 1100100 1111010110 =? 16475226\n", + "11111011 10100101 1111010111 =? 16492003\n", + "11111011 11100111 1111011000 =? 16508780\n", + "11111100 101000 1111011001 =? 16525557\n", + "11111100 1101010 1111011010 =? 16542334\n", + "11111100 10101100 1111011011 =? 16559112\n", + "11111100 11101101 1111011100 =? 16575889\n", + "11111101 101111 1111011101 =? 16592666\n", + "11111101 1110000 1111011110 =? 16609443\n", + "11111101 10110010 1111011111 =? 16626221\n", + "11111101 11110011 1111100000 =? 16642998\n", + "11111110 110101 1111100001 =? 16659775\n", + "11111110 1110110 1111100010 =? 16676552\n", + "11111110 10111000 1111100011 =? 16693329\n", + "11111110 11111001 1111100100 =? 16710107\n", + "11111111 111011 1111100101 =? 16726884\n", + "11111111 1111100 1111100110 =? 16743661\n", + "11111111 10111110 1111100111 =? 16760438\n" + ] + } + ], + "source": [ + "for i,val in enumerate(outARRAY1):\n", + " print(np.binary_repr(outARRAY3[i]),np.binary_repr(outARRAY2[i]),np.binary_repr(i),' =? ', IntArray[i])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2, 2, 3,\n", + " 3, 3, 3, 4, 4, 4, 4, 5, 5, 5, 5, 6, 6,\n", + " 6, 6, 7, 7, 7, 7, 8, 8, 8, 8, 9, 9, 9,\n", + " 9, 10, 10, 10, 11, 11, 11, 11, 12, 12, 12, 12, 13,\n", + " 13, 13, 13, 14, 14, 14, 14, 15, 15, 15, 15, 16, 16,\n", + " 16, 16, 17, 17, 17, 17, 18, 18, 18, 18, 19, 19, 19,\n", + " 19, 20, 20, 20, 20, 21, 21, 21, 22, 22, 22, 22, 23,\n", + " 23, 23, 23, 24, 24, 24, 24, 25, 25, 25, 25, 26, 26,\n", + " 26, 26, 27, 27, 27, 27, 28, 28, 28, 28, 29, 29, 29,\n", + " 29, 30, 30, 30, 30, 31, 31, 31, 32, 32, 32, 32, 33,\n", + " 33, 33, 33, 34, 34, 34, 34, 35, 35, 35, 35, 36, 36,\n", + " 36, 36, 37, 37, 37, 37, 38, 38, 38, 38, 39, 39, 39,\n", + " 39, 40, 40, 40, 40, 41, 41, 41, 41, 42, 42, 42, 43,\n", + " 43, 43, 43, 44, 44, 44, 44, 45, 45, 45, 45, 46, 46,\n", + " 46, 46, 47, 47, 47, 47, 48, 48, 48, 48, 49, 49, 49,\n", + " 49, 50, 50, 50, 50, 51, 51, 51, 51, 52, 52, 52, 52,\n", + " 53, 53, 53, 54, 54, 54, 54, 55, 55, 55, 55, 56, 56,\n", + " 56, 56, 57, 57, 57, 57, 58, 58, 58, 58, 59, 59, 59,\n", + " 59, 60, 60, 60, 60, 61, 61, 61, 61, 62, 62, 62, 62,\n", + " 63, 63, 63, 64, 64, 64, 64, 65, 65, 65, 65, 66, 66,\n", + " 66, 66, 67, 67, 67, 67, 68, 68, 68, 68, 69, 69, 69,\n", + " 69, 70, 70, 70, 70, 71, 71, 71, 71, 72, 72, 72, 72,\n", + " 73, 73, 73, 73, 74, 74, 74, 75, 75, 75, 75, 76, 76,\n", + " 76, 76, 77, 77, 77, 77, 78, 78, 78, 78, 79, 79, 79,\n", + " 79, 80, 80, 80, 80, 81, 81, 81, 81, 82, 82, 82, 82,\n", + " 83, 83, 83, 83, 84, 84, 84, 84, 85, 85, 85, 86, 86,\n", + " 86, 86, 87, 87, 87, 87, 88, 88, 88, 88, 89, 89, 89,\n", + " 89, 90, 90, 90, 90, 91, 91, 91, 91, 92, 92, 92, 92,\n", + " 93, 93, 93, 93, 94, 94, 94, 94, 95, 95, 95, 96, 96,\n", + " 96, 96, 97, 97, 97, 97, 98, 98, 98, 98, 99, 99, 99,\n", + " 99, 100, 100, 100, 100, 101, 101, 101, 101, 102, 102, 102, 102,\n", + " 103, 103, 103, 103, 104, 104, 104, 104, 105, 105, 105, 105, 106,\n", + " 106, 106, 107, 107, 107, 107, 108, 108, 108, 108, 109, 109, 109,\n", + " 109, 110, 110, 110, 110, 111, 111, 111, 111, 112, 112, 112, 112,\n", + " 113, 113, 113, 113, 114, 114, 114, 114, 115, 115, 115, 115, 116,\n", + " 116, 116, 116, 117, 117, 117, 118, 118, 118, 118, 119, 119, 119,\n", + " 119, 120, 120, 120, 120, 121, 121, 121, 121, 122, 122, 122, 122,\n", + " 123, 123, 123, 123, 124, 124, 124, 124, 125, 125, 125, 125, 126,\n", + " 126, 126, 126, 127, 127, 127, 128, 128, 128, 128, 129, 129, 129,\n", + " 129, 130, 130, 130, 130, 131, 131, 131, 131, 132, 132, 132, 132,\n", + " 133, 133, 133, 133, 134, 134, 134, 134, 135, 135, 135, 135, 136,\n", + " 136, 136, 136, 137, 137, 137, 137, 138, 138, 138, 139, 139, 139,\n", + " 139, 140, 140, 140, 140, 141, 141, 141, 141, 142, 142, 142, 142,\n", + " 143, 143, 143, 143, 144, 144, 144, 144, 145, 145, 145, 145, 146,\n", + " 146, 146, 146, 147, 147, 147, 147, 148, 148, 148, 148, 149, 149,\n", + " 149, 150, 150, 150, 150, 151, 151, 151, 151, 152, 152, 152, 152,\n", + " 153, 153, 153, 153, 154, 154, 154, 154, 155, 155, 155, 155, 156,\n", + " 156, 156, 156, 157, 157, 157, 157, 158, 158, 158, 158, 159, 159,\n", + " 159, 160, 160, 160, 160, 161, 161, 161, 161, 162, 162, 162, 162,\n", + " 163, 163, 163, 163, 164, 164, 164, 164, 165, 165, 165, 165, 166,\n", + " 166, 166, 166, 167, 167, 167, 167, 168, 168, 168, 168, 169, 169,\n", + " 169, 169, 170, 170, 170, 171, 171, 171, 171, 172, 172, 172, 172,\n", + " 173, 173, 173, 173, 174, 174, 174, 174, 175, 175, 175, 175, 176,\n", + " 176, 176, 176, 177, 177, 177, 177, 178, 178, 178, 178, 179, 179,\n", + " 179, 179, 180, 180, 180, 180, 181, 181, 181, 182, 182, 182, 182,\n", + " 183, 183, 183, 183, 184, 184, 184, 184, 185, 185, 185, 185, 186,\n", + " 186, 186, 186, 187, 187, 187, 187, 188, 188, 188, 188, 189, 189,\n", + " 189, 189, 190, 190, 190, 190, 191, 191, 191, 192, 192, 192, 192,\n", + " 193, 193, 193, 193, 194, 194, 194, 194, 195, 195, 195, 195, 196,\n", + " 196, 196, 196, 197, 197, 197, 197, 198, 198, 198, 198, 199, 199,\n", + " 199, 199, 200, 200, 200, 200, 201, 201, 201, 201, 202, 202, 202,\n", + " 203, 203, 203, 203, 204, 204, 204, 204, 205, 205, 205, 205, 206,\n", + " 206, 206, 206, 207, 207, 207, 207, 208, 208, 208, 208, 209, 209,\n", + " 209, 209, 210, 210, 210, 210, 211, 211, 211, 211, 212, 212, 212,\n", + " 212, 213, 213, 213, 214, 214, 214, 214, 215, 215, 215, 215, 216,\n", + " 216, 216, 216, 217, 217, 217, 217, 218, 218, 218, 218, 219, 219,\n", + " 219, 219, 220, 220, 220, 220, 221, 221, 221, 221, 222, 222, 222,\n", + " 222, 223, 223, 223, 224, 224, 224, 224, 225, 225, 225, 225, 226,\n", + " 226, 226, 226, 227, 227, 227, 227, 228, 228, 228, 228, 229, 229,\n", + " 229, 229, 230, 230, 230, 230, 231, 231, 231, 231, 232, 232, 232,\n", + " 232, 233, 233, 233, 233, 234, 234, 234, 235, 235, 235, 235, 236,\n", + " 236, 236, 236, 237, 237, 237, 237, 238, 238, 238, 238, 239, 239,\n", + " 239, 239, 240, 240, 240, 240, 241, 241, 241, 241, 242, 242, 242,\n", + " 242, 243, 243, 243, 243, 244, 244, 244, 244, 245, 245, 245, 246,\n", + " 246, 246, 246, 247, 247, 247, 247, 248, 248, 248, 248, 249, 249,\n", + " 249, 249, 250, 250, 250, 250, 251, 251, 251, 251, 252, 252, 252,\n", + " 252, 253, 253, 253, 253, 254, 254, 254, 254, 255, 255, 255],\n", + " dtype=uint8)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "outARRAY3" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-57.41504 , -56.80455 , -55.564915, ..., -80. , -80. ,\n", + " -80. ],\n", + " [-56.495453, -53.36073 , -51.10501 , ..., -80. , -80. ,\n", + " -80. ],\n", + " [-60.158234, -56.800068, -53.58922 , ..., -80. , -80. ,\n", + " -80. ],\n", + " ...,\n", + " [-80. , -80. , -80. , ..., -80. , -80. ,\n", + " -80. ],\n", + " [-80. , -80. , -80. , ..., -80. , -80. ,\n", + " -80. ],\n", + " [-80. , -80. , -80. , ..., -80. , -80. ,\n", + " -80. ]], dtype=float32)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Spec=np.array(pickle.load(open( './01_Spectrum Generation/lastSpect.pickle', \"rb\" ) ))\n", + "Spec" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "NewSpec = Spec; # convert to float\n", + "NewSpec -= NewSpec.min() # ensure the minimal value is 0.0\n", + "NewSpec /= NewSpec.max() # maximum value in image is now 1.0\n", + "NewSpec*=(2**24);\n", + "\n", + "NewSpec=np.uint32(NewSpec)\n", + "\n", + "\n", + "for i in range(0,Spec.shape[0]):\n", + " for j in range(0,Spec.shape[1]):\n", + " OutImage[i,j,0] = np.uint8(NewSpec[i,j])\n", + " OutImage[i,j,1] = np.uint8(NewSpec[i,j]>>8)\n", + " OutImage[i,j,2] = np.uint8(NewSpec[i,j]>>16)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(OutImage)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "Spec = np.linspace(Spec.shape[0],Spec.shape[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "ename": "IndexError", + "evalue": "tuple index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mSpec\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mSpec\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0mOutImage\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mNewSpec2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m255\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mOutImage\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mNewSpec2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m255\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mIndexError\u001b[0m: tuple index out of range" + ] + } + ], + "source": [ + "NewSpec2 = Spec; # convert to float\n", + "NewSpec2 -= NewSpec2.min() # ensure the minimal value is 0.0\n", + "NewSpec2 /= NewSpec2.max() # maximum value in image is now 1.0\n", + "\n", + "for i in range(0,Spec.shape[0]):\n", + " for j in range(0,Spec.shape[1]):\n", + " OutImage[i,j,0] = np.clip(NewSpec2[i,j],0,1/3)*255\n", + " OutImage[i,j,1] = np.clip(NewSpec2[i,j],1/3,2/3)*255\n", + " OutImage[i,j,2] = np.clip(NewSpec2[i,j],2/3,1)*255" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.clip(,0,1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "np.clip(0)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python3.6 workshop", + "language": "python", + "name": "workshop" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/ImprovmentsV2.ipynb b/ImprovmentsV2.ipynb new file mode 100644 index 0000000..e1424b1 --- /dev/null +++ b/ImprovmentsV2.ipynb @@ -0,0 +1,1481 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pickle" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "16777216" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "2**24" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "256" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "2**8" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "16777216" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1<<24" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "InputArray = np.arange(0,1,0.001)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "IntArray = np.uint32(InputArray*(2**24))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "outARRAY1 = np.uint8(IntArray)\n", + "outARRAY2 = np.uint8(IntArray >> 8)\n", + "outARRAY3 = np.uint8(IntArray >> 16)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#plt.plot(IntArray,c='y')\n", + "plt.plot(outARRAY1,c='r')\n", + "plt.plot(outARRAY2,c='g')\n", + "plt.plot(outARRAY3,c='b')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "TestOut = outARRAY1 >>8 + outARRAY2 >> 16 + outARRAY3 >>24" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 0 0 =? 0\n", + "0 1000001 1 =? 16777\n", + "0 10000011 10 =? 33554\n", + "0 11000100 11 =? 50331\n", + "1 110 100 =? 67108\n", + "1 1000111 101 =? 83886\n", + "1 10001001 110 =? 100663\n", + "1 11001010 111 =? 117440\n", + "10 1100 1000 =? 134217\n", + "10 1001101 1001 =? 150994\n", + "10 10001111 1010 =? 167772\n", + "10 11010000 1011 =? 184549\n", + "11 10010 1100 =? 201326\n", + "11 1010011 1101 =? 218103\n", + "11 10010101 1110 =? 234881\n", + "11 11010111 1111 =? 251658\n", + "100 11000 10000 =? 268435\n", + "100 1011010 10001 =? 285212\n", + "100 10011011 10010 =? 301989\n", + "100 11011101 10011 =? 318767\n", + "101 11110 10100 =? 335544\n", + "101 1100000 10101 =? 352321\n", + "101 10100001 10110 =? 369098\n", + "101 11100011 10111 =? 385875\n", + "110 100100 11000 =? 402653\n", + "110 1100110 11001 =? 419430\n", + "110 10100111 11010 =? 436207\n", + "110 11101001 11011 =? 452984\n", + "111 101011 11100 =? 469762\n", + "111 1101100 11101 =? 486539\n", + "111 10101110 11110 =? 503316\n", + "111 11101111 11111 =? 520093\n", + "1000 110001 100000 =? 536870\n", + "1000 1110010 100001 =? 553648\n", + "1000 10110100 100010 =? 570425\n", + "1000 11110101 100011 =? 587202\n", + "1001 110111 100100 =? 603979\n", + "1001 1111000 100101 =? 620756\n", + "1001 10111010 100110 =? 637534\n", + "1001 11111011 100111 =? 654311\n", + "1010 111101 101000 =? 671088\n", + "1010 1111110 101001 =? 687865\n", + "1010 11000000 101010 =? 704643\n", + "1011 10 101011 =? 721420\n", + "1011 1000011 101100 =? 738197\n", + "1011 10000101 101101 =? 754974\n", + "1011 11000110 101110 =? 771751\n", + "1100 1000 101111 =? 788529\n", + "1100 1001001 110000 =? 805306\n", + "1100 10001011 110001 =? 822083\n", + "1100 11001100 110010 =? 838860\n", + "1101 1110 110011 =? 855638\n", + "1101 1001111 110100 =? 872415\n", + "1101 10010001 110101 =? 889192\n", + "1101 11010010 110110 =? 905969\n", + "1110 10100 110111 =? 922746\n", + "1110 1010110 111000 =? 939524\n", + "1110 10010111 111001 =? 956301\n", + "1110 11011001 111010 =? 973078\n", + "1111 11010 111011 =? 989855\n", + "1111 1011100 111100 =? 1006632\n", + "1111 10011101 111101 =? 1023410\n", + "1111 11011111 111110 =? 1040187\n", + "10000 100000 111111 =? 1056964\n", + "10000 1100010 1000000 =? 1073741\n", + "10000 10100011 1000001 =? 1090519\n", + "10000 11100101 1000010 =? 1107296\n", + "10001 100110 1000011 =? 1124073\n", + "10001 1101000 1000100 =? 1140850\n", + "10001 10101001 1000101 =? 1157627\n", + "10001 11101011 1000110 =? 1174405\n", + "10010 101101 1000111 =? 1191182\n", + "10010 1101110 1001000 =? 1207959\n", + "10010 10110000 1001001 =? 1224736\n", + "10010 11110001 1001010 =? 1241513\n", + "10011 110011 1001011 =? 1258291\n", + "10011 1110100 1001100 =? 1275068\n", + "10011 10110110 1001101 =? 1291845\n", + "10011 11110111 1001110 =? 1308622\n", + "10100 111001 1001111 =? 1325400\n", + "10100 1111010 1010000 =? 1342177\n", + "10100 10111100 1010001 =? 1358954\n", + "10100 11111101 1010010 =? 1375731\n", + "10101 111111 1010011 =? 1392508\n", + "10101 10000001 1010100 =? 1409286\n", + "10101 11000010 1010101 =? 1426063\n", + "10110 100 1010110 =? 1442840\n", + "10110 1000101 1010111 =? 1459617\n", + "10110 10000111 1011000 =? 1476395\n", + "10110 11001000 1011001 =? 1493172\n", + "10111 1010 1011010 =? 1509949\n", + "10111 1001011 1011011 =? 1526726\n", + "10111 10001101 1011100 =? 1543503\n", + "10111 11001110 1011101 =? 1560281\n", + "11000 10000 1011110 =? 1577058\n", + "11000 1010001 1011111 =? 1593835\n", + "11000 10010011 1100000 =? 1610612\n", + "11000 11010100 1100001 =? 1627389\n", + "11001 10110 1100010 =? 1644167\n", + "11001 1011000 1100011 =? 1660944\n", + "11001 10011001 1100100 =? 1677721\n", + "11001 11011011 1100101 =? 1694498\n", + "11010 11100 1100110 =? 1711276\n", + "11010 1011110 1100111 =? 1728053\n", + "11010 10011111 1101000 =? 1744830\n", + "11010 11100001 1101001 =? 1761607\n", + "11011 100010 1101010 =? 1778384\n", + "11011 1100100 1101011 =? 1795162\n", + "11011 10100101 1101100 =? 1811939\n", + "11011 11100111 1101101 =? 1828716\n", + "11100 101000 1101110 =? 1845493\n", + "11100 1101010 1101111 =? 1862270\n", + "11100 10101100 1110000 =? 1879048\n", + "11100 11101101 1110001 =? 1895825\n", + "11101 101111 1110010 =? 1912602\n", + "11101 1110000 1110011 =? 1929379\n", + "11101 10110010 1110100 =? 1946157\n", + "11101 11110011 1110101 =? 1962934\n", + "11110 110101 1110110 =? 1979711\n", + "11110 1110110 1110111 =? 1996488\n", + "11110 10111000 1111000 =? 2013265\n", + "11110 11111001 1111001 =? 2030043\n", + "11111 111011 1111010 =? 2046820\n", + "11111 1111100 1111011 =? 2063597\n", + "11111 10111110 1111100 =? 2080374\n", + "100000 0 1111101 =? 2097152\n", + "100000 1000001 1111110 =? 2113929\n", + "100000 10000011 1111111 =? 2130706\n", + "100000 11000100 10000000 =? 2147483\n", + "100001 110 10000001 =? 2164260\n", + "100001 1000111 10000010 =? 2181038\n", + "100001 10001001 10000011 =? 2197815\n", + "100001 11001010 10000100 =? 2214592\n", + "100010 1100 10000101 =? 2231369\n", + "100010 1001101 10000110 =? 2248146\n", + "100010 10001111 10000111 =? 2264924\n", + "100010 11010000 10001000 =? 2281701\n", + "100011 10010 10001001 =? 2298478\n", + "100011 1010011 10001010 =? 2315255\n", + "100011 10010101 10001011 =? 2332033\n", + "100011 11010111 10001100 =? 2348810\n", + "100100 11000 10001101 =? 2365587\n", + "100100 1011010 10001110 =? 2382364\n", + "100100 10011011 10001111 =? 2399141\n", + "100100 11011101 10010000 =? 2415919\n", + "100101 11110 10010001 =? 2432696\n", + "100101 1100000 10010010 =? 2449473\n", + "100101 10100001 10010011 =? 2466250\n", + "100101 11100011 10010100 =? 2483027\n", + "100110 100100 10010101 =? 2499805\n", + "100110 1100110 10010110 =? 2516582\n", + "100110 10100111 10010111 =? 2533359\n", + "100110 11101001 10011000 =? 2550136\n", + "100111 101011 10011001 =? 2566914\n", + "100111 1101100 10011010 =? 2583691\n", + "100111 10101110 10011011 =? 2600468\n", + "100111 11101111 10011100 =? 2617245\n", + "101000 110001 10011101 =? 2634022\n", + "101000 1110010 10011110 =? 2650800\n", + "101000 10110100 10011111 =? 2667577\n", + "101000 11110101 10100000 =? 2684354\n", + "101001 110111 10100001 =? 2701131\n", + "101001 1111000 10100010 =? 2717908\n", + "101001 10111010 10100011 =? 2734686\n", + "101001 11111011 10100100 =? 2751463\n", + "101010 111101 10100101 =? 2768240\n", + "101010 1111110 10100110 =? 2785017\n", + "101010 11000000 10100111 =? 2801795\n", + "101011 10 10101000 =? 2818572\n", + "101011 1000011 10101001 =? 2835349\n", + "101011 10000101 10101010 =? 2852126\n", + "101011 11000110 10101011 =? 2868903\n", + "101100 1000 10101100 =? 2885681\n", + "101100 1001001 10101101 =? 2902458\n", + "101100 10001011 10101110 =? 2919235\n", + "101100 11001100 10101111 =? 2936012\n", + "101101 1110 10110000 =? 2952790\n", + "101101 1001111 10110001 =? 2969567\n", + "101101 10010001 10110010 =? 2986344\n", + "101101 11010010 10110011 =? 3003121\n", + "101110 10100 10110100 =? 3019898\n", + "101110 1010110 10110101 =? 3036676\n", + "101110 10010111 10110110 =? 3053453\n", + "101110 11011001 10110111 =? 3070230\n", + "101111 11010 10111000 =? 3087007\n", + "101111 1011100 10111001 =? 3103784\n", + "101111 10011101 10111010 =? 3120562\n", + "101111 11011111 10111011 =? 3137339\n", + "110000 100000 10111100 =? 3154116\n", + "110000 1100010 10111101 =? 3170893\n", + "110000 10100011 10111110 =? 3187671\n", + "110000 11100101 10111111 =? 3204448\n", + "110001 100110 11000000 =? 3221225\n", + "110001 1101000 11000001 =? 3238002\n", + "110001 10101001 11000010 =? 3254779\n", + "110001 11101011 11000011 =? 3271557\n", + "110010 101101 11000100 =? 3288334\n", + "110010 1101110 11000101 =? 3305111\n", + "110010 10110000 11000110 =? 3321888\n", + "110010 11110001 11000111 =? 3338665\n", + "110011 110011 11001000 =? 3355443\n", + "110011 1110100 11001001 =? 3372220\n", + "110011 10110110 11001010 =? 3388997\n", + "110011 11110111 11001011 =? 3405774\n", + "110100 111001 11001100 =? 3422552\n", + "110100 1111010 11001101 =? 3439329\n", + "110100 10111100 11001110 =? 3456106\n", + "110100 11111101 11001111 =? 3472883\n", + "110101 111111 11010000 =? 3489660\n", + "110101 10000001 11010001 =? 3506438\n", + "110101 11000010 11010010 =? 3523215\n", + "110110 100 11010011 =? 3539992\n", + "110110 1000101 11010100 =? 3556769\n", + "110110 10000111 11010101 =? 3573547\n", + "110110 11001000 11010110 =? 3590324\n", + "110111 1010 11010111 =? 3607101\n", + "110111 1001011 11011000 =? 3623878\n", + "110111 10001101 11011001 =? 3640655\n", + "110111 11001110 11011010 =? 3657433\n", + "111000 10000 11011011 =? 3674210\n", + "111000 1010001 11011100 =? 3690987\n", + "111000 10010011 11011101 =? 3707764\n", + "111000 11010100 11011110 =? 3724541\n", + "111001 10110 11011111 =? 3741319\n", + "111001 1011000 11100000 =? 3758096\n", + "111001 10011001 11100001 =? 3774873\n", + "111001 11011011 11100010 =? 3791650\n", + "111010 11100 11100011 =? 3808428\n", + "111010 1011110 11100100 =? 3825205\n", + "111010 10011111 11100101 =? 3841982\n", + "111010 11100001 11100110 =? 3858759\n", + "111011 100010 11100111 =? 3875536\n", + "111011 1100100 11101000 =? 3892314\n", + "111011 10100101 11101001 =? 3909091\n", + "111011 11100111 11101010 =? 3925868\n", + "111100 101000 11101011 =? 3942645\n", + "111100 1101010 11101100 =? 3959422\n", + "111100 10101100 11101101 =? 3976200\n", + "111100 11101101 11101110 =? 3992977\n", + "111101 101111 11101111 =? 4009754\n", + "111101 1110000 11110000 =? 4026531\n", + "111101 10110010 11110001 =? 4043309\n", + "111101 11110011 11110010 =? 4060086\n", + "111110 110101 11110011 =? 4076863\n", + "111110 1110110 11110100 =? 4093640\n", + "111110 10111000 11110101 =? 4110417\n", + "111110 11111001 11110110 =? 4127195\n", + "111111 111011 11110111 =? 4143972\n", + "111111 1111100 11111000 =? 4160749\n", + "111111 10111110 11111001 =? 4177526\n", + "1000000 0 11111010 =? 4194304\n", + "1000000 1000001 11111011 =? 4211081\n", + "1000000 10000011 11111100 =? 4227858\n", + "1000000 11000100 11111101 =? 4244635\n", + "1000001 110 11111110 =? 4261412\n", + "1000001 1000111 11111111 =? 4278190\n", + "1000001 10001001 100000000 =? 4294967\n", + "1000001 11001010 100000001 =? 4311744\n", + "1000010 1100 100000010 =? 4328521\n", + "1000010 1001101 100000011 =? 4345298\n", + "1000010 10001111 100000100 =? 4362076\n", + "1000010 11010000 100000101 =? 4378853\n", + "1000011 10010 100000110 =? 4395630\n", + "1000011 1010011 100000111 =? 4412407\n", + "1000011 10010101 100001000 =? 4429185\n", + "1000011 11010111 100001001 =? 4445962\n", + "1000100 11000 100001010 =? 4462739\n", + "1000100 1011010 100001011 =? 4479516\n", + "1000100 10011011 100001100 =? 4496293\n", + "1000100 11011101 100001101 =? 4513071\n", + "1000101 11110 100001110 =? 4529848\n", + "1000101 1100000 100001111 =? 4546625\n", + "1000101 10100001 100010000 =? 4563402\n", + "1000101 11100011 100010001 =? 4580179\n", + "1000110 100100 100010010 =? 4596957\n", + "1000110 1100110 100010011 =? 4613734\n", + "1000110 10100111 100010100 =? 4630511\n", + "1000110 11101001 100010101 =? 4647288\n", + "1000111 101011 100010110 =? 4664066\n", + "1000111 1101100 100010111 =? 4680843\n", + "1000111 10101110 100011000 =? 4697620\n", + "1000111 11101111 100011001 =? 4714397\n", + "1001000 110001 100011010 =? 4731174\n", + "1001000 1110010 100011011 =? 4747952\n", + "1001000 10110100 100011100 =? 4764729\n", + "1001000 11110101 100011101 =? 4781506\n", + "1001001 110111 100011110 =? 4798283\n", + "1001001 1111000 100011111 =? 4815060\n", + "1001001 10111010 100100000 =? 4831838\n", + "1001001 11111011 100100001 =? 4848615\n", + "1001010 111101 100100010 =? 4865392\n", + "1001010 1111110 100100011 =? 4882169\n", + "1001010 11000000 100100100 =? 4898947\n", + "1001011 10 100100101 =? 4915724\n", + "1001011 1000011 100100110 =? 4932501\n", + "1001011 10000101 100100111 =? 4949278\n", + "1001011 11000110 100101000 =? 4966055\n", + "1001100 1000 100101001 =? 4982833\n", + "1001100 1001001 100101010 =? 4999610\n", + "1001100 10001011 100101011 =? 5016387\n", + "1001100 11001100 100101100 =? 5033164\n", + "1001101 1110 100101101 =? 5049942\n", + "1001101 1001111 100101110 =? 5066719\n", + "1001101 10010001 100101111 =? 5083496\n", + "1001101 11010010 100110000 =? 5100273\n", + "1001110 10100 100110001 =? 5117050\n", + "1001110 1010110 100110010 =? 5133828\n", + "1001110 10010111 100110011 =? 5150605\n", + "1001110 11011001 100110100 =? 5167382\n", + "1001111 11010 100110101 =? 5184159\n", + "1001111 1011100 100110110 =? 5200936\n", + "1001111 10011101 100110111 =? 5217714\n", + "1001111 11011111 100111000 =? 5234491\n", + "1010000 100000 100111001 =? 5251268\n", + "1010000 1100010 100111010 =? 5268045\n", + "1010000 10100011 100111011 =? 5284823\n", + "1010000 11100101 100111100 =? 5301600\n", + "1010001 100110 100111101 =? 5318377\n", + "1010001 1101000 100111110 =? 5335154\n", + "1010001 10101001 100111111 =? 5351931\n", + "1010001 11101011 101000000 =? 5368709\n", + "1010010 101101 101000001 =? 5385486\n", + "1010010 1101110 101000010 =? 5402263\n", + "1010010 10110000 101000011 =? 5419040\n", + "1010010 11110001 101000100 =? 5435817\n", + "1010011 110011 101000101 =? 5452595\n", + "1010011 1110100 101000110 =? 5469372\n", + "1010011 10110110 101000111 =? 5486149\n", + "1010011 11110111 101001000 =? 5502926\n", + "1010100 111001 101001001 =? 5519704\n", + "1010100 1111010 101001010 =? 5536481\n", + "1010100 10111100 101001011 =? 5553258\n", + "1010100 11111101 101001100 =? 5570035\n", + "1010101 111111 101001101 =? 5586812\n", + "1010101 10000001 101001110 =? 5603590\n", + "1010101 11000010 101001111 =? 5620367\n", + "1010110 100 101010000 =? 5637144\n", + "1010110 1000101 101010001 =? 5653921\n", + "1010110 10000111 101010010 =? 5670699\n", + "1010110 11001000 101010011 =? 5687476\n", + "1010111 1010 101010100 =? 5704253\n", + "1010111 1001011 101010101 =? 5721030\n", + "1010111 10001101 101010110 =? 5737807\n", + "1010111 11001110 101010111 =? 5754585\n", + "1011000 10000 101011000 =? 5771362\n", + "1011000 1010001 101011001 =? 5788139\n", + "1011000 10010011 101011010 =? 5804916\n", + "1011000 11010100 101011011 =? 5821693\n", + "1011001 10110 101011100 =? 5838471\n", + "1011001 1011000 101011101 =? 5855248\n", + "1011001 10011001 101011110 =? 5872025\n", + "1011001 11011011 101011111 =? 5888802\n", + "1011010 11100 101100000 =? 5905580\n", + "1011010 1011110 101100001 =? 5922357\n", + "1011010 10011111 101100010 =? 5939134\n", + "1011010 11100001 101100011 =? 5955911\n", + "1011011 100010 101100100 =? 5972688\n", + "1011011 1100100 101100101 =? 5989466\n", + "1011011 10100101 101100110 =? 6006243\n", + "1011011 11100111 101100111 =? 6023020\n", + "1011100 101000 101101000 =? 6039797\n", + "1011100 1101010 101101001 =? 6056574\n", + "1011100 10101100 101101010 =? 6073352\n", + "1011100 11101101 101101011 =? 6090129\n", + "1011101 101111 101101100 =? 6106906\n", + "1011101 1110000 101101101 =? 6123683\n", + "1011101 10110010 101101110 =? 6140461\n", + "1011101 11110011 101101111 =? 6157238\n", + "1011110 110101 101110000 =? 6174015\n", + "1011110 1110110 101110001 =? 6190792\n", + "1011110 10111000 101110010 =? 6207569\n", + "1011110 11111001 101110011 =? 6224347\n", + "1011111 111011 101110100 =? 6241124\n", + "1011111 1111100 101110101 =? 6257901\n", + "1011111 10111110 101110110 =? 6274678\n", + "1100000 0 101110111 =? 6291456\n", + "1100000 1000001 101111000 =? 6308233\n", + "1100000 10000011 101111001 =? 6325010\n", + "1100000 11000100 101111010 =? 6341787\n", + "1100001 110 101111011 =? 6358564\n", + "1100001 1000111 101111100 =? 6375342\n", + "1100001 10001001 101111101 =? 6392119\n", + "1100001 11001010 101111110 =? 6408896\n", + "1100010 1100 101111111 =? 6425673\n", + "1100010 1001101 110000000 =? 6442450\n", + "1100010 10001111 110000001 =? 6459228\n", + "1100010 11010000 110000010 =? 6476005\n", + "1100011 10010 110000011 =? 6492782\n", + "1100011 1010011 110000100 =? 6509559\n", + "1100011 10010101 110000101 =? 6526337\n", + "1100011 11010111 110000110 =? 6543114\n", + "1100100 11000 110000111 =? 6559891\n", + "1100100 1011010 110001000 =? 6576668\n", + "1100100 10011011 110001001 =? 6593445\n", + "1100100 11011101 110001010 =? 6610223\n", + "1100101 11110 110001011 =? 6627000\n", + "1100101 1100000 110001100 =? 6643777\n", + "1100101 10100001 110001101 =? 6660554\n", + "1100101 11100011 110001110 =? 6677331\n", + "1100110 100100 110001111 =? 6694109\n", + "1100110 1100110 110010000 =? 6710886\n", + "1100110 10100111 110010001 =? 6727663\n", + "1100110 11101001 110010010 =? 6744440\n", + "1100111 101011 110010011 =? 6761218\n", + "1100111 1101100 110010100 =? 6777995\n", + "1100111 10101110 110010101 =? 6794772\n", + "1100111 11101111 110010110 =? 6811549\n", + "1101000 110001 110010111 =? 6828326\n", + "1101000 1110010 110011000 =? 6845104\n", + "1101000 10110100 110011001 =? 6861881\n", + "1101000 11110101 110011010 =? 6878658\n", + "1101001 110111 110011011 =? 6895435\n", + "1101001 1111000 110011100 =? 6912212\n", + "1101001 10111010 110011101 =? 6928990\n", + "1101001 11111011 110011110 =? 6945767\n", + "1101010 111101 110011111 =? 6962544\n", + "1101010 1111110 110100000 =? 6979321\n", + "1101010 11000000 110100001 =? 6996099\n", + "1101011 10 110100010 =? 7012876\n", + "1101011 1000011 110100011 =? 7029653\n", + "1101011 10000101 110100100 =? 7046430\n", + "1101011 11000110 110100101 =? 7063207\n", + "1101100 1000 110100110 =? 7079985\n", + "1101100 1001001 110100111 =? 7096762\n", + "1101100 10001011 110101000 =? 7113539\n", + "1101100 11001100 110101001 =? 7130316\n", + "1101101 1110 110101010 =? 7147094\n", + "1101101 1001111 110101011 =? 7163871\n", + "1101101 10010001 110101100 =? 7180648\n", + "1101101 11010010 110101101 =? 7197425\n", + "1101110 10100 110101110 =? 7214202\n", + "1101110 1010110 110101111 =? 7230980\n", + "1101110 10010111 110110000 =? 7247757\n", + "1101110 11011001 110110001 =? 7264534\n", + "1101111 11010 110110010 =? 7281311\n", + "1101111 1011100 110110011 =? 7298088\n", + "1101111 10011101 110110100 =? 7314866\n", + "1101111 11011111 110110101 =? 7331643\n", + "1110000 100000 110110110 =? 7348420\n", + "1110000 1100010 110110111 =? 7365197\n", + "1110000 10100011 110111000 =? 7381975\n", + "1110000 11100101 110111001 =? 7398752\n", + "1110001 100110 110111010 =? 7415529\n", + "1110001 1101000 110111011 =? 7432306\n", + "1110001 10101001 110111100 =? 7449083\n", + "1110001 11101011 110111101 =? 7465861\n", + "1110010 101101 110111110 =? 7482638\n", + "1110010 1101110 110111111 =? 7499415\n", + "1110010 10110000 111000000 =? 7516192\n", + "1110010 11110001 111000001 =? 7532969\n", + "1110011 110011 111000010 =? 7549747\n", + "1110011 1110100 111000011 =? 7566524\n", + "1110011 10110110 111000100 =? 7583301\n", + "1110011 11110111 111000101 =? 7600078\n", + "1110100 111001 111000110 =? 7616856\n", + "1110100 1111010 111000111 =? 7633633\n", + "1110100 10111100 111001000 =? 7650410\n", + "1110100 11111101 111001001 =? 7667187\n", + "1110101 111111 111001010 =? 7683964\n", + "1110101 10000001 111001011 =? 7700742\n", + "1110101 11000010 111001100 =? 7717519\n", + "1110110 100 111001101 =? 7734296\n", + "1110110 1000101 111001110 =? 7751073\n", + "1110110 10000111 111001111 =? 7767851\n", + "1110110 11001000 111010000 =? 7784628\n", + "1110111 1010 111010001 =? 7801405\n", + "1110111 1001011 111010010 =? 7818182\n", + "1110111 10001101 111010011 =? 7834959\n", + "1110111 11001110 111010100 =? 7851737\n", + "1111000 10000 111010101 =? 7868514\n", + "1111000 1010001 111010110 =? 7885291\n", + "1111000 10010011 111010111 =? 7902068\n", + "1111000 11010100 111011000 =? 7918845\n", + "1111001 10110 111011001 =? 7935623\n", + "1111001 1011000 111011010 =? 7952400\n", + "1111001 10011001 111011011 =? 7969177\n", + "1111001 11011011 111011100 =? 7985954\n", + "1111010 11100 111011101 =? 8002732\n", + "1111010 1011110 111011110 =? 8019509\n", + "1111010 10011111 111011111 =? 8036286\n", + "1111010 11100001 111100000 =? 8053063\n", + "1111011 100010 111100001 =? 8069840\n", + "1111011 1100100 111100010 =? 8086618\n", + "1111011 10100101 111100011 =? 8103395\n", + "1111011 11100111 111100100 =? 8120172\n", + "1111100 101000 111100101 =? 8136949\n", + "1111100 1101010 111100110 =? 8153726\n", + "1111100 10101100 111100111 =? 8170504\n", + "1111100 11101101 111101000 =? 8187281\n", + "1111101 101111 111101001 =? 8204058\n", + "1111101 1110000 111101010 =? 8220835\n", + "1111101 10110010 111101011 =? 8237613\n", + "1111101 11110011 111101100 =? 8254390\n", + "1111110 110101 111101101 =? 8271167\n", + "1111110 1110110 111101110 =? 8287944\n", + "1111110 10111000 111101111 =? 8304721\n", + "1111110 11111001 111110000 =? 8321499\n", + "1111111 111011 111110001 =? 8338276\n", + "1111111 1111100 111110010 =? 8355053\n", + "1111111 10111110 111110011 =? 8371830\n", + "10000000 0 111110100 =? 8388608\n", + "10000000 1000001 111110101 =? 8405385\n", + "10000000 10000011 111110110 =? 8422162\n", + "10000000 11000100 111110111 =? 8438939\n", + "10000001 110 111111000 =? 8455716\n", + "10000001 1000111 111111001 =? 8472494\n", + "10000001 10001001 111111010 =? 8489271\n", + "10000001 11001010 111111011 =? 8506048\n", + "10000010 1100 111111100 =? 8522825\n", + "10000010 1001101 111111101 =? 8539602\n", + "10000010 10001111 111111110 =? 8556380\n", + "10000010 11010000 111111111 =? 8573157\n", + "10000011 10010 1000000000 =? 8589934\n", + "10000011 1010011 1000000001 =? 8606711\n", + "10000011 10010101 1000000010 =? 8623489\n", + "10000011 11010111 1000000011 =? 8640266\n", + "10000100 11000 1000000100 =? 8657043\n", + "10000100 1011010 1000000101 =? 8673820\n", + "10000100 10011011 1000000110 =? 8690597\n", + "10000100 11011101 1000000111 =? 8707375\n", + "10000101 11110 1000001000 =? 8724152\n", + "10000101 1100000 1000001001 =? 8740929\n", + "10000101 10100001 1000001010 =? 8757706\n", + "10000101 11100011 1000001011 =? 8774483\n", + "10000110 100100 1000001100 =? 8791261\n", + "10000110 1100110 1000001101 =? 8808038\n", + "10000110 10100111 1000001110 =? 8824815\n", + "10000110 11101001 1000001111 =? 8841592\n", + "10000111 101011 1000010000 =? 8858370\n", + "10000111 1101100 1000010001 =? 8875147\n", + "10000111 10101110 1000010010 =? 8891924\n", + "10000111 11101111 1000010011 =? 8908701\n", + "10001000 110001 1000010100 =? 8925478\n", + "10001000 1110010 1000010101 =? 8942256\n", + "10001000 10110100 1000010110 =? 8959033\n", + "10001000 11110101 1000010111 =? 8975810\n", + "10001001 110111 1000011000 =? 8992587\n", + "10001001 1111000 1000011001 =? 9009364\n", + "10001001 10111010 1000011010 =? 9026142\n", + "10001001 11111011 1000011011 =? 9042919\n", + "10001010 111101 1000011100 =? 9059696\n", + "10001010 1111110 1000011101 =? 9076473\n", + "10001010 11000000 1000011110 =? 9093251\n", + "10001011 10 1000011111 =? 9110028\n", + "10001011 1000011 1000100000 =? 9126805\n", + "10001011 10000101 1000100001 =? 9143582\n", + "10001011 11000110 1000100010 =? 9160359\n", + "10001100 1000 1000100011 =? 9177137\n", + "10001100 1001001 1000100100 =? 9193914\n", + "10001100 10001011 1000100101 =? 9210691\n", + "10001100 11001100 1000100110 =? 9227468\n", + "10001101 1110 1000100111 =? 9244246\n", + "10001101 1001111 1000101000 =? 9261023\n", + "10001101 10010001 1000101001 =? 9277800\n", + "10001101 11010010 1000101010 =? 9294577\n", + "10001110 10100 1000101011 =? 9311354\n", + "10001110 1010110 1000101100 =? 9328132\n", + "10001110 10010111 1000101101 =? 9344909\n", + "10001110 11011001 1000101110 =? 9361686\n", + "10001111 11010 1000101111 =? 9378463\n", + "10001111 1011100 1000110000 =? 9395240\n", + "10001111 10011101 1000110001 =? 9412018\n", + "10001111 11011111 1000110010 =? 9428795\n", + "10010000 100000 1000110011 =? 9445572\n", + "10010000 1100010 1000110100 =? 9462349\n", + "10010000 10100011 1000110101 =? 9479127\n", + "10010000 11100101 1000110110 =? 9495904\n", + "10010001 100110 1000110111 =? 9512681\n", + "10010001 1101000 1000111000 =? 9529458\n", + "10010001 10101001 1000111001 =? 9546235\n", + "10010001 11101011 1000111010 =? 9563013\n", + "10010010 101101 1000111011 =? 9579790\n", + "10010010 1101110 1000111100 =? 9596567\n", + "10010010 10110000 1000111101 =? 9613344\n", + "10010010 11110001 1000111110 =? 9630121\n", + "10010011 110011 1000111111 =? 9646899\n", + "10010011 1110100 1001000000 =? 9663676\n", + "10010011 10110110 1001000001 =? 9680453\n", + "10010011 11110111 1001000010 =? 9697230\n", + "10010100 111001 1001000011 =? 9714008\n", + "10010100 1111010 1001000100 =? 9730785\n", + "10010100 10111100 1001000101 =? 9747562\n", + "10010100 11111101 1001000110 =? 9764339\n", + "10010101 111111 1001000111 =? 9781116\n", + "10010101 10000001 1001001000 =? 9797894\n", + "10010101 11000010 1001001001 =? 9814671\n", + "10010110 100 1001001010 =? 9831448\n", + "10010110 1000101 1001001011 =? 9848225\n", + "10010110 10000111 1001001100 =? 9865003\n", + "10010110 11001000 1001001101 =? 9881780\n", + "10010111 1010 1001001110 =? 9898557\n", + "10010111 1001011 1001001111 =? 9915334\n", + "10010111 10001101 1001010000 =? 9932111\n", + "10010111 11001110 1001010001 =? 9948889\n", + "10011000 10000 1001010010 =? 9965666\n", + "10011000 1010001 1001010011 =? 9982443\n", + "10011000 10010011 1001010100 =? 9999220\n", + "10011000 11010100 1001010101 =? 10015997\n", + "10011001 10110 1001010110 =? 10032775\n", + "10011001 1011000 1001010111 =? 10049552\n", + "10011001 10011001 1001011000 =? 10066329\n", + "10011001 11011011 1001011001 =? 10083106\n", + "10011010 11100 1001011010 =? 10099884\n", + "10011010 1011110 1001011011 =? 10116661\n", + "10011010 10011111 1001011100 =? 10133438\n", + "10011010 11100001 1001011101 =? 10150215\n", + "10011011 100010 1001011110 =? 10166992\n", + "10011011 1100100 1001011111 =? 10183770\n", + "10011011 10100101 1001100000 =? 10200547\n", + "10011011 11100111 1001100001 =? 10217324\n", + "10011100 101000 1001100010 =? 10234101\n", + "10011100 1101010 1001100011 =? 10250878\n", + "10011100 10101100 1001100100 =? 10267656\n", + "10011100 11101101 1001100101 =? 10284433\n", + "10011101 101111 1001100110 =? 10301210\n", + "10011101 1110000 1001100111 =? 10317987\n", + "10011101 10110010 1001101000 =? 10334765\n", + "10011101 11110011 1001101001 =? 10351542\n", + "10011110 110101 1001101010 =? 10368319\n", + "10011110 1110110 1001101011 =? 10385096\n", + "10011110 10111000 1001101100 =? 10401873\n", + "10011110 11111001 1001101101 =? 10418651\n", + "10011111 111011 1001101110 =? 10435428\n", + "10011111 1111100 1001101111 =? 10452205\n", + "10011111 10111110 1001110000 =? 10468982\n", + "10100000 0 1001110001 =? 10485760\n", + "10100000 1000001 1001110010 =? 10502537\n", + "10100000 10000011 1001110011 =? 10519314\n", + "10100000 11000100 1001110100 =? 10536091\n", + "10100001 110 1001110101 =? 10552868\n", + "10100001 1000111 1001110110 =? 10569646\n", + "10100001 10001001 1001110111 =? 10586423\n", + "10100001 11001010 1001111000 =? 10603200\n", + "10100010 1100 1001111001 =? 10619977\n", + "10100010 1001101 1001111010 =? 10636754\n", + "10100010 10001111 1001111011 =? 10653532\n", + "10100010 11010000 1001111100 =? 10670309\n", + "10100011 10010 1001111101 =? 10687086\n", + "10100011 1010011 1001111110 =? 10703863\n", + "10100011 10010101 1001111111 =? 10720641\n", + "10100011 11010111 1010000000 =? 10737418\n", + "10100100 11000 1010000001 =? 10754195\n", + "10100100 1011010 1010000010 =? 10770972\n", + "10100100 10011011 1010000011 =? 10787749\n", + "10100100 11011101 1010000100 =? 10804527\n", + "10100101 11110 1010000101 =? 10821304\n", + "10100101 1100000 1010000110 =? 10838081\n", + "10100101 10100001 1010000111 =? 10854858\n", + "10100101 11100011 1010001000 =? 10871635\n", + "10100110 100100 1010001001 =? 10888413\n", + "10100110 1100110 1010001010 =? 10905190\n", + "10100110 10100111 1010001011 =? 10921967\n", + "10100110 11101001 1010001100 =? 10938744\n", + "10100111 101011 1010001101 =? 10955522\n", + "10100111 1101100 1010001110 =? 10972299\n", + "10100111 10101110 1010001111 =? 10989076\n", + "10100111 11101111 1010010000 =? 11005853\n", + "10101000 110001 1010010001 =? 11022630\n", + "10101000 1110010 1010010010 =? 11039408\n", + "10101000 10110100 1010010011 =? 11056185\n", + "10101000 11110101 1010010100 =? 11072962\n", + "10101001 110111 1010010101 =? 11089739\n", + "10101001 1111000 1010010110 =? 11106516\n", + "10101001 10111010 1010010111 =? 11123294\n", + "10101001 11111011 1010011000 =? 11140071\n", + "10101010 111101 1010011001 =? 11156848\n", + "10101010 1111110 1010011010 =? 11173625\n", + "10101010 11000000 1010011011 =? 11190403\n", + "10101011 10 1010011100 =? 11207180\n", + "10101011 1000011 1010011101 =? 11223957\n", + "10101011 10000101 1010011110 =? 11240734\n", + "10101011 11000110 1010011111 =? 11257511\n", + "10101100 1000 1010100000 =? 11274289\n", + "10101100 1001001 1010100001 =? 11291066\n", + "10101100 10001011 1010100010 =? 11307843\n", + "10101100 11001100 1010100011 =? 11324620\n", + "10101101 1110 1010100100 =? 11341398\n", + "10101101 1001111 1010100101 =? 11358175\n", + "10101101 10010001 1010100110 =? 11374952\n", + "10101101 11010010 1010100111 =? 11391729\n", + "10101110 10100 1010101000 =? 11408506\n", + "10101110 1010110 1010101001 =? 11425284\n", + "10101110 10010111 1010101010 =? 11442061\n", + "10101110 11011001 1010101011 =? 11458838\n", + "10101111 11010 1010101100 =? 11475615\n", + "10101111 1011100 1010101101 =? 11492392\n", + "10101111 10011101 1010101110 =? 11509170\n", + "10101111 11011111 1010101111 =? 11525947\n", + "10110000 100000 1010110000 =? 11542724\n", + "10110000 1100010 1010110001 =? 11559501\n", + "10110000 10100011 1010110010 =? 11576279\n", + "10110000 11100101 1010110011 =? 11593056\n", + "10110001 100110 1010110100 =? 11609833\n", + "10110001 1101000 1010110101 =? 11626610\n", + "10110001 10101001 1010110110 =? 11643387\n", + "10110001 11101011 1010110111 =? 11660165\n", + "10110010 101101 1010111000 =? 11676942\n", + "10110010 1101110 1010111001 =? 11693719\n", + "10110010 10110000 1010111010 =? 11710496\n", + "10110010 11110001 1010111011 =? 11727273\n", + "10110011 110011 1010111100 =? 11744051\n", + "10110011 1110100 1010111101 =? 11760828\n", + "10110011 10110110 1010111110 =? 11777605\n", + "10110011 11110111 1010111111 =? 11794382\n", + "10110100 111001 1011000000 =? 11811160\n", + "10110100 1111010 1011000001 =? 11827937\n", + "10110100 10111100 1011000010 =? 11844714\n", + "10110100 11111101 1011000011 =? 11861491\n", + "10110101 111111 1011000100 =? 11878268\n", + "10110101 10000001 1011000101 =? 11895046\n", + "10110101 11000010 1011000110 =? 11911823\n", + "10110110 100 1011000111 =? 11928600\n", + "10110110 1000101 1011001000 =? 11945377\n", + "10110110 10000111 1011001001 =? 11962155\n", + "10110110 11001000 1011001010 =? 11978932\n", + "10110111 1010 1011001011 =? 11995709\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10110111 1001011 1011001100 =? 12012486\n", + "10110111 10001101 1011001101 =? 12029263\n", + "10110111 11001110 1011001110 =? 12046041\n", + "10111000 10000 1011001111 =? 12062818\n", + "10111000 1010001 1011010000 =? 12079595\n", + "10111000 10010011 1011010001 =? 12096372\n", + "10111000 11010100 1011010010 =? 12113149\n", + "10111001 10110 1011010011 =? 12129927\n", + "10111001 1011000 1011010100 =? 12146704\n", + "10111001 10011001 1011010101 =? 12163481\n", + "10111001 11011011 1011010110 =? 12180258\n", + "10111010 11100 1011010111 =? 12197036\n", + "10111010 1011110 1011011000 =? 12213813\n", + "10111010 10011111 1011011001 =? 12230590\n", + "10111010 11100001 1011011010 =? 12247367\n", + "10111011 100010 1011011011 =? 12264144\n", + "10111011 1100100 1011011100 =? 12280922\n", + "10111011 10100101 1011011101 =? 12297699\n", + "10111011 11100111 1011011110 =? 12314476\n", + "10111100 101000 1011011111 =? 12331253\n", + "10111100 1101010 1011100000 =? 12348030\n", + "10111100 10101100 1011100001 =? 12364808\n", + "10111100 11101101 1011100010 =? 12381585\n", + "10111101 101111 1011100011 =? 12398362\n", + "10111101 1110000 1011100100 =? 12415139\n", + "10111101 10110010 1011100101 =? 12431917\n", + "10111101 11110011 1011100110 =? 12448694\n", + "10111110 110101 1011100111 =? 12465471\n", + "10111110 1110110 1011101000 =? 12482248\n", + "10111110 10111000 1011101001 =? 12499025\n", + "10111110 11111001 1011101010 =? 12515803\n", + "10111111 111011 1011101011 =? 12532580\n", + "10111111 1111100 1011101100 =? 12549357\n", + "10111111 10111110 1011101101 =? 12566134\n", + "11000000 0 1011101110 =? 12582912\n", + "11000000 1000001 1011101111 =? 12599689\n", + "11000000 10000011 1011110000 =? 12616466\n", + "11000000 11000100 1011110001 =? 12633243\n", + "11000001 110 1011110010 =? 12650020\n", + "11000001 1000111 1011110011 =? 12666798\n", + "11000001 10001001 1011110100 =? 12683575\n", + "11000001 11001010 1011110101 =? 12700352\n", + "11000010 1100 1011110110 =? 12717129\n", + "11000010 1001101 1011110111 =? 12733906\n", + "11000010 10001111 1011111000 =? 12750684\n", + "11000010 11010000 1011111001 =? 12767461\n", + "11000011 10010 1011111010 =? 12784238\n", + "11000011 1010011 1011111011 =? 12801015\n", + "11000011 10010101 1011111100 =? 12817793\n", + "11000011 11010111 1011111101 =? 12834570\n", + "11000100 11000 1011111110 =? 12851347\n", + "11000100 1011010 1011111111 =? 12868124\n", + "11000100 10011011 1100000000 =? 12884901\n", + "11000100 11011101 1100000001 =? 12901679\n", + "11000101 11110 1100000010 =? 12918456\n", + "11000101 1100000 1100000011 =? 12935233\n", + "11000101 10100001 1100000100 =? 12952010\n", + "11000101 11100011 1100000101 =? 12968787\n", + "11000110 100100 1100000110 =? 12985565\n", + "11000110 1100110 1100000111 =? 13002342\n", + "11000110 10100111 1100001000 =? 13019119\n", + "11000110 11101001 1100001001 =? 13035896\n", + "11000111 101011 1100001010 =? 13052674\n", + "11000111 1101100 1100001011 =? 13069451\n", + "11000111 10101110 1100001100 =? 13086228\n", + "11000111 11101111 1100001101 =? 13103005\n", + "11001000 110001 1100001110 =? 13119782\n", + "11001000 1110010 1100001111 =? 13136560\n", + "11001000 10110100 1100010000 =? 13153337\n", + "11001000 11110101 1100010001 =? 13170114\n", + "11001001 110111 1100010010 =? 13186891\n", + "11001001 1111000 1100010011 =? 13203668\n", + "11001001 10111010 1100010100 =? 13220446\n", + "11001001 11111011 1100010101 =? 13237223\n", + "11001010 111101 1100010110 =? 13254000\n", + "11001010 1111110 1100010111 =? 13270777\n", + "11001010 11000000 1100011000 =? 13287555\n", + "11001011 10 1100011001 =? 13304332\n", + "11001011 1000011 1100011010 =? 13321109\n", + "11001011 10000101 1100011011 =? 13337886\n", + "11001011 11000110 1100011100 =? 13354663\n", + "11001100 1000 1100011101 =? 13371441\n", + "11001100 1001001 1100011110 =? 13388218\n", + "11001100 10001011 1100011111 =? 13404995\n", + "11001100 11001100 1100100000 =? 13421772\n", + "11001101 1110 1100100001 =? 13438550\n", + "11001101 1001111 1100100010 =? 13455327\n", + "11001101 10010001 1100100011 =? 13472104\n", + "11001101 11010010 1100100100 =? 13488881\n", + "11001110 10100 1100100101 =? 13505658\n", + "11001110 1010110 1100100110 =? 13522436\n", + "11001110 10010111 1100100111 =? 13539213\n", + "11001110 11011001 1100101000 =? 13555990\n", + "11001111 11010 1100101001 =? 13572767\n", + "11001111 1011100 1100101010 =? 13589544\n", + "11001111 10011101 1100101011 =? 13606322\n", + "11001111 11011111 1100101100 =? 13623099\n", + "11010000 100000 1100101101 =? 13639876\n", + "11010000 1100010 1100101110 =? 13656653\n", + "11010000 10100011 1100101111 =? 13673431\n", + "11010000 11100101 1100110000 =? 13690208\n", + "11010001 100110 1100110001 =? 13706985\n", + "11010001 1101000 1100110010 =? 13723762\n", + "11010001 10101001 1100110011 =? 13740539\n", + "11010001 11101011 1100110100 =? 13757317\n", + "11010010 101101 1100110101 =? 13774094\n", + "11010010 1101110 1100110110 =? 13790871\n", + "11010010 10110000 1100110111 =? 13807648\n", + "11010010 11110001 1100111000 =? 13824425\n", + "11010011 110011 1100111001 =? 13841203\n", + "11010011 1110100 1100111010 =? 13857980\n", + "11010011 10110110 1100111011 =? 13874757\n", + "11010011 11110111 1100111100 =? 13891534\n", + "11010100 111001 1100111101 =? 13908312\n", + "11010100 1111010 1100111110 =? 13925089\n", + "11010100 10111100 1100111111 =? 13941866\n", + "11010100 11111101 1101000000 =? 13958643\n", + "11010101 111111 1101000001 =? 13975420\n", + "11010101 10000001 1101000010 =? 13992198\n", + "11010101 11000010 1101000011 =? 14008975\n", + "11010110 100 1101000100 =? 14025752\n", + "11010110 1000101 1101000101 =? 14042529\n", + "11010110 10000111 1101000110 =? 14059307\n", + "11010110 11001000 1101000111 =? 14076084\n", + "11010111 1010 1101001000 =? 14092861\n", + "11010111 1001011 1101001001 =? 14109638\n", + "11010111 10001101 1101001010 =? 14126415\n", + "11010111 11001110 1101001011 =? 14143193\n", + "11011000 10000 1101001100 =? 14159970\n", + "11011000 1010001 1101001101 =? 14176747\n", + "11011000 10010011 1101001110 =? 14193524\n", + "11011000 11010100 1101001111 =? 14210301\n", + "11011001 10110 1101010000 =? 14227079\n", + "11011001 1011000 1101010001 =? 14243856\n", + "11011001 10011001 1101010010 =? 14260633\n", + "11011001 11011011 1101010011 =? 14277410\n", + "11011010 11100 1101010100 =? 14294188\n", + "11011010 1011110 1101010101 =? 14310965\n", + "11011010 10011111 1101010110 =? 14327742\n", + "11011010 11100001 1101010111 =? 14344519\n", + "11011011 100010 1101011000 =? 14361296\n", + "11011011 1100100 1101011001 =? 14378074\n", + "11011011 10100101 1101011010 =? 14394851\n", + "11011011 11100111 1101011011 =? 14411628\n", + "11011100 101000 1101011100 =? 14428405\n", + "11011100 1101010 1101011101 =? 14445182\n", + "11011100 10101100 1101011110 =? 14461960\n", + "11011100 11101101 1101011111 =? 14478737\n", + "11011101 101111 1101100000 =? 14495514\n", + "11011101 1110000 1101100001 =? 14512291\n", + "11011101 10110010 1101100010 =? 14529069\n", + "11011101 11110011 1101100011 =? 14545846\n", + "11011110 110101 1101100100 =? 14562623\n", + "11011110 1110110 1101100101 =? 14579400\n", + "11011110 10111000 1101100110 =? 14596177\n", + "11011110 11111001 1101100111 =? 14612955\n", + "11011111 111011 1101101000 =? 14629732\n", + "11011111 1111100 1101101001 =? 14646509\n", + "11011111 10111110 1101101010 =? 14663286\n", + "11100000 0 1101101011 =? 14680064\n", + "11100000 1000001 1101101100 =? 14696841\n", + "11100000 10000011 1101101101 =? 14713618\n", + "11100000 11000100 1101101110 =? 14730395\n", + "11100001 110 1101101111 =? 14747172\n", + "11100001 1000111 1101110000 =? 14763950\n", + "11100001 10001001 1101110001 =? 14780727\n", + "11100001 11001010 1101110010 =? 14797504\n", + "11100010 1100 1101110011 =? 14814281\n", + "11100010 1001101 1101110100 =? 14831058\n", + "11100010 10001111 1101110101 =? 14847836\n", + "11100010 11010000 1101110110 =? 14864613\n", + "11100011 10010 1101110111 =? 14881390\n", + "11100011 1010011 1101111000 =? 14898167\n", + "11100011 10010101 1101111001 =? 14914945\n", + "11100011 11010111 1101111010 =? 14931722\n", + "11100100 11000 1101111011 =? 14948499\n", + "11100100 1011010 1101111100 =? 14965276\n", + "11100100 10011011 1101111101 =? 14982053\n", + "11100100 11011101 1101111110 =? 14998831\n", + "11100101 11110 1101111111 =? 15015608\n", + "11100101 1100000 1110000000 =? 15032385\n", + "11100101 10100001 1110000001 =? 15049162\n", + "11100101 11100011 1110000010 =? 15065939\n", + "11100110 100100 1110000011 =? 15082717\n", + "11100110 1100110 1110000100 =? 15099494\n", + "11100110 10100111 1110000101 =? 15116271\n", + "11100110 11101001 1110000110 =? 15133048\n", + "11100111 101011 1110000111 =? 15149826\n", + "11100111 1101100 1110001000 =? 15166603\n", + "11100111 10101110 1110001001 =? 15183380\n", + "11100111 11101111 1110001010 =? 15200157\n", + "11101000 110001 1110001011 =? 15216934\n", + "11101000 1110010 1110001100 =? 15233712\n", + "11101000 10110100 1110001101 =? 15250489\n", + "11101000 11110101 1110001110 =? 15267266\n", + "11101001 110111 1110001111 =? 15284043\n", + "11101001 1111000 1110010000 =? 15300820\n", + "11101001 10111010 1110010001 =? 15317598\n", + "11101001 11111011 1110010010 =? 15334375\n", + "11101010 111101 1110010011 =? 15351152\n", + "11101010 1111110 1110010100 =? 15367929\n", + "11101010 11000000 1110010101 =? 15384707\n", + "11101011 10 1110010110 =? 15401484\n", + "11101011 1000011 1110010111 =? 15418261\n", + "11101011 10000101 1110011000 =? 15435038\n", + "11101011 11000110 1110011001 =? 15451815\n", + "11101100 1000 1110011010 =? 15468593\n", + "11101100 1001001 1110011011 =? 15485370\n", + "11101100 10001011 1110011100 =? 15502147\n", + "11101100 11001100 1110011101 =? 15518924\n", + "11101101 1110 1110011110 =? 15535702\n", + "11101101 1001111 1110011111 =? 15552479\n", + "11101101 10010001 1110100000 =? 15569256\n", + "11101101 11010010 1110100001 =? 15586033\n", + "11101110 10100 1110100010 =? 15602810\n", + "11101110 1010110 1110100011 =? 15619588\n", + "11101110 10010111 1110100100 =? 15636365\n", + "11101110 11011001 1110100101 =? 15653142\n", + "11101111 11010 1110100110 =? 15669919\n", + "11101111 1011100 1110100111 =? 15686696\n", + "11101111 10011101 1110101000 =? 15703474\n", + "11101111 11011111 1110101001 =? 15720251\n", + "11110000 100000 1110101010 =? 15737028\n", + "11110000 1100010 1110101011 =? 15753805\n", + "11110000 10100011 1110101100 =? 15770583\n", + "11110000 11100101 1110101101 =? 15787360\n", + "11110001 100110 1110101110 =? 15804137\n", + "11110001 1101000 1110101111 =? 15820914\n", + "11110001 10101001 1110110000 =? 15837691\n", + "11110001 11101011 1110110001 =? 15854469\n", + "11110010 101101 1110110010 =? 15871246\n", + "11110010 1101110 1110110011 =? 15888023\n", + "11110010 10110000 1110110100 =? 15904800\n", + "11110010 11110001 1110110101 =? 15921577\n", + "11110011 110011 1110110110 =? 15938355\n", + "11110011 1110100 1110110111 =? 15955132\n", + "11110011 10110110 1110111000 =? 15971909\n", + "11110011 11110111 1110111001 =? 15988686\n", + "11110100 111001 1110111010 =? 16005464\n", + "11110100 1111010 1110111011 =? 16022241\n", + "11110100 10111100 1110111100 =? 16039018\n", + "11110100 11111101 1110111101 =? 16055795\n", + "11110101 111111 1110111110 =? 16072572\n", + "11110101 10000001 1110111111 =? 16089350\n", + "11110101 11000010 1111000000 =? 16106127\n", + "11110110 100 1111000001 =? 16122904\n", + "11110110 1000101 1111000010 =? 16139681\n", + "11110110 10000111 1111000011 =? 16156459\n", + "11110110 11001000 1111000100 =? 16173236\n", + "11110111 1010 1111000101 =? 16190013\n", + "11110111 1001011 1111000110 =? 16206790\n", + "11110111 10001101 1111000111 =? 16223567\n", + "11110111 11001110 1111001000 =? 16240345\n", + "11111000 10000 1111001001 =? 16257122\n", + "11111000 1010001 1111001010 =? 16273899\n", + "11111000 10010011 1111001011 =? 16290676\n", + "11111000 11010100 1111001100 =? 16307453\n", + "11111001 10110 1111001101 =? 16324231\n", + "11111001 1011000 1111001110 =? 16341008\n", + "11111001 10011001 1111001111 =? 16357785\n", + "11111001 11011011 1111010000 =? 16374562\n", + "11111010 11100 1111010001 =? 16391340\n", + "11111010 1011110 1111010010 =? 16408117\n", + "11111010 10011111 1111010011 =? 16424894\n", + "11111010 11100001 1111010100 =? 16441671\n", + "11111011 100010 1111010101 =? 16458448\n", + "11111011 1100100 1111010110 =? 16475226\n", + "11111011 10100101 1111010111 =? 16492003\n", + "11111011 11100111 1111011000 =? 16508780\n", + "11111100 101000 1111011001 =? 16525557\n", + "11111100 1101010 1111011010 =? 16542334\n", + "11111100 10101100 1111011011 =? 16559112\n", + "11111100 11101101 1111011100 =? 16575889\n", + "11111101 101111 1111011101 =? 16592666\n", + "11111101 1110000 1111011110 =? 16609443\n", + "11111101 10110010 1111011111 =? 16626221\n", + "11111101 11110011 1111100000 =? 16642998\n", + "11111110 110101 1111100001 =? 16659775\n", + "11111110 1110110 1111100010 =? 16676552\n", + "11111110 10111000 1111100011 =? 16693329\n", + "11111110 11111001 1111100100 =? 16710107\n", + "11111111 111011 1111100101 =? 16726884\n", + "11111111 1111100 1111100110 =? 16743661\n", + "11111111 10111110 1111100111 =? 16760438\n" + ] + } + ], + "source": [ + "for i,val in enumerate(outARRAY1):\n", + " print(np.binary_repr(outARRAY3[i]),np.binary_repr(outARRAY2[i]),np.binary_repr(i),' =? ', IntArray[i])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2, 2, 3,\n", + " 3, 3, 3, 4, 4, 4, 4, 5, 5, 5, 5, 6, 6,\n", + " 6, 6, 7, 7, 7, 7, 8, 8, 8, 8, 9, 9, 9,\n", + " 9, 10, 10, 10, 11, 11, 11, 11, 12, 12, 12, 12, 13,\n", + " 13, 13, 13, 14, 14, 14, 14, 15, 15, 15, 15, 16, 16,\n", + " 16, 16, 17, 17, 17, 17, 18, 18, 18, 18, 19, 19, 19,\n", + " 19, 20, 20, 20, 20, 21, 21, 21, 22, 22, 22, 22, 23,\n", + " 23, 23, 23, 24, 24, 24, 24, 25, 25, 25, 25, 26, 26,\n", + " 26, 26, 27, 27, 27, 27, 28, 28, 28, 28, 29, 29, 29,\n", + " 29, 30, 30, 30, 30, 31, 31, 31, 32, 32, 32, 32, 33,\n", + " 33, 33, 33, 34, 34, 34, 34, 35, 35, 35, 35, 36, 36,\n", + " 36, 36, 37, 37, 37, 37, 38, 38, 38, 38, 39, 39, 39,\n", + " 39, 40, 40, 40, 40, 41, 41, 41, 41, 42, 42, 42, 43,\n", + " 43, 43, 43, 44, 44, 44, 44, 45, 45, 45, 45, 46, 46,\n", + " 46, 46, 47, 47, 47, 47, 48, 48, 48, 48, 49, 49, 49,\n", + " 49, 50, 50, 50, 50, 51, 51, 51, 51, 52, 52, 52, 52,\n", + " 53, 53, 53, 54, 54, 54, 54, 55, 55, 55, 55, 56, 56,\n", + " 56, 56, 57, 57, 57, 57, 58, 58, 58, 58, 59, 59, 59,\n", + " 59, 60, 60, 60, 60, 61, 61, 61, 61, 62, 62, 62, 62,\n", + " 63, 63, 63, 64, 64, 64, 64, 65, 65, 65, 65, 66, 66,\n", + " 66, 66, 67, 67, 67, 67, 68, 68, 68, 68, 69, 69, 69,\n", + " 69, 70, 70, 70, 70, 71, 71, 71, 71, 72, 72, 72, 72,\n", + " 73, 73, 73, 73, 74, 74, 74, 75, 75, 75, 75, 76, 76,\n", + " 76, 76, 77, 77, 77, 77, 78, 78, 78, 78, 79, 79, 79,\n", + " 79, 80, 80, 80, 80, 81, 81, 81, 81, 82, 82, 82, 82,\n", + " 83, 83, 83, 83, 84, 84, 84, 84, 85, 85, 85, 86, 86,\n", + " 86, 86, 87, 87, 87, 87, 88, 88, 88, 88, 89, 89, 89,\n", + " 89, 90, 90, 90, 90, 91, 91, 91, 91, 92, 92, 92, 92,\n", + " 93, 93, 93, 93, 94, 94, 94, 94, 95, 95, 95, 96, 96,\n", + " 96, 96, 97, 97, 97, 97, 98, 98, 98, 98, 99, 99, 99,\n", + " 99, 100, 100, 100, 100, 101, 101, 101, 101, 102, 102, 102, 102,\n", + " 103, 103, 103, 103, 104, 104, 104, 104, 105, 105, 105, 105, 106,\n", + " 106, 106, 107, 107, 107, 107, 108, 108, 108, 108, 109, 109, 109,\n", + " 109, 110, 110, 110, 110, 111, 111, 111, 111, 112, 112, 112, 112,\n", + " 113, 113, 113, 113, 114, 114, 114, 114, 115, 115, 115, 115, 116,\n", + " 116, 116, 116, 117, 117, 117, 118, 118, 118, 118, 119, 119, 119,\n", + " 119, 120, 120, 120, 120, 121, 121, 121, 121, 122, 122, 122, 122,\n", + " 123, 123, 123, 123, 124, 124, 124, 124, 125, 125, 125, 125, 126,\n", + " 126, 126, 126, 127, 127, 127, 128, 128, 128, 128, 129, 129, 129,\n", + " 129, 130, 130, 130, 130, 131, 131, 131, 131, 132, 132, 132, 132,\n", + " 133, 133, 133, 133, 134, 134, 134, 134, 135, 135, 135, 135, 136,\n", + " 136, 136, 136, 137, 137, 137, 137, 138, 138, 138, 139, 139, 139,\n", + " 139, 140, 140, 140, 140, 141, 141, 141, 141, 142, 142, 142, 142,\n", + " 143, 143, 143, 143, 144, 144, 144, 144, 145, 145, 145, 145, 146,\n", + " 146, 146, 146, 147, 147, 147, 147, 148, 148, 148, 148, 149, 149,\n", + " 149, 150, 150, 150, 150, 151, 151, 151, 151, 152, 152, 152, 152,\n", + " 153, 153, 153, 153, 154, 154, 154, 154, 155, 155, 155, 155, 156,\n", + " 156, 156, 156, 157, 157, 157, 157, 158, 158, 158, 158, 159, 159,\n", + " 159, 160, 160, 160, 160, 161, 161, 161, 161, 162, 162, 162, 162,\n", + " 163, 163, 163, 163, 164, 164, 164, 164, 165, 165, 165, 165, 166,\n", + " 166, 166, 166, 167, 167, 167, 167, 168, 168, 168, 168, 169, 169,\n", + " 169, 169, 170, 170, 170, 171, 171, 171, 171, 172, 172, 172, 172,\n", + " 173, 173, 173, 173, 174, 174, 174, 174, 175, 175, 175, 175, 176,\n", + " 176, 176, 176, 177, 177, 177, 177, 178, 178, 178, 178, 179, 179,\n", + " 179, 179, 180, 180, 180, 180, 181, 181, 181, 182, 182, 182, 182,\n", + " 183, 183, 183, 183, 184, 184, 184, 184, 185, 185, 185, 185, 186,\n", + " 186, 186, 186, 187, 187, 187, 187, 188, 188, 188, 188, 189, 189,\n", + " 189, 189, 190, 190, 190, 190, 191, 191, 191, 192, 192, 192, 192,\n", + " 193, 193, 193, 193, 194, 194, 194, 194, 195, 195, 195, 195, 196,\n", + " 196, 196, 196, 197, 197, 197, 197, 198, 198, 198, 198, 199, 199,\n", + " 199, 199, 200, 200, 200, 200, 201, 201, 201, 201, 202, 202, 202,\n", + " 203, 203, 203, 203, 204, 204, 204, 204, 205, 205, 205, 205, 206,\n", + " 206, 206, 206, 207, 207, 207, 207, 208, 208, 208, 208, 209, 209,\n", + " 209, 209, 210, 210, 210, 210, 211, 211, 211, 211, 212, 212, 212,\n", + " 212, 213, 213, 213, 214, 214, 214, 214, 215, 215, 215, 215, 216,\n", + " 216, 216, 216, 217, 217, 217, 217, 218, 218, 218, 218, 219, 219,\n", + " 219, 219, 220, 220, 220, 220, 221, 221, 221, 221, 222, 222, 222,\n", + " 222, 223, 223, 223, 224, 224, 224, 224, 225, 225, 225, 225, 226,\n", + " 226, 226, 226, 227, 227, 227, 227, 228, 228, 228, 228, 229, 229,\n", + " 229, 229, 230, 230, 230, 230, 231, 231, 231, 231, 232, 232, 232,\n", + " 232, 233, 233, 233, 233, 234, 234, 234, 235, 235, 235, 235, 236,\n", + " 236, 236, 236, 237, 237, 237, 237, 238, 238, 238, 238, 239, 239,\n", + " 239, 239, 240, 240, 240, 240, 241, 241, 241, 241, 242, 242, 242,\n", + " 242, 243, 243, 243, 243, 244, 244, 244, 244, 245, 245, 245, 246,\n", + " 246, 246, 246, 247, 247, 247, 247, 248, 248, 248, 248, 249, 249,\n", + " 249, 249, 250, 250, 250, 250, 251, 251, 251, 251, 252, 252, 252,\n", + " 252, 253, 253, 253, 253, 254, 254, 254, 254, 255, 255, 255],\n", + " dtype=uint8)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "outARRAY3" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-57.41504 , -56.80455 , -55.564915, ..., -80. , -80. ,\n", + " -80. ],\n", + " [-56.495453, -53.36073 , -51.10501 , ..., -80. , -80. ,\n", + " -80. ],\n", + " [-60.158234, -56.800068, -53.58922 , ..., -80. , -80. ,\n", + " -80. ],\n", + " ...,\n", + " [-80. , -80. , -80. , ..., -80. , -80. ,\n", + " -80. ],\n", + " [-80. , -80. , -80. , ..., -80. , -80. ,\n", + " -80. ],\n", + " [-80. , -80. , -80. , ..., -80. , -80. ,\n", + " -80. ]], dtype=float32)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Spec=np.array(pickle.load(open( './01_Spectrum Generation/lastSpect.pickle', \"rb\" ) ))\n", + "Spec" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "NewSpec = Spec; # convert to float\n", + "NewSpec -= NewSpec.min() # ensure the minimal value is 0.0\n", + "NewSpec /= NewSpec.max() # maximum value in image is now 1.0\n", + "NewSpec*=(2**24);\n", + "\n", + "NewSpec=np.uint32(NewSpec)\n", + "\n", + "\n", + "for i in range(0,Spec.shape[0]):\n", + " for j in range(0,Spec.shape[1]):\n", + " OutImage[i,j,0] = np.uint8(NewSpec[i,j])\n", + " OutImage[i,j,1] = np.uint8(NewSpec[i,j]>>8)\n", + " OutImage[i,j,2] = np.uint8(NewSpec[i,j]>>16)" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(OutImage)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "Spec = np.linspace(Spec.shape[0],Spec.shape[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [], + "source": [ + "NewSpec2 = Spec; # convert to float\n", + "NewSpec2 -= NewSpec2.min() # ensure the minimal value is 0.0\n", + "NewSpec2 /= NewSpec2.max() # maximum value in image is now 1.0\n", + "\n", + "for i in range(0,Spec.shape[0]):\n", + " for j in range(0,Spec.shape[1]):\n", + " OutImage[i,j,0] = np.clip((((NewSpec2[i,j]))*3)*255,0,255)\n", + " OutImage[i,j,1] = np.clip((((NewSpec2[i,j])-1/3)*3)*255,0,255)\n", + " OutImage[i,j,2] = np.clip((((NewSpec2[i,j])-2/3)*3)*255,0,255)" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(OutImage)" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-85.00000000000001" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "NewSpec2[i,j]" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "255.0\n", + "127.5\n", + "0.0\n" + ] + } + ], + "source": [ + "print(np.clip((((1/2))*3)*255,0,255))\n", + "print(np.clip((((1/2)-1/3)*3)*255,0,255))\n", + "print(np.clip((((1/2)-2/3)*3)*255,0,255))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python3.6 workshop", + "language": "python", + "name": "workshop" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/models/ChopinStyleResNet.pth b/models/ChopinStyleResNet.pth new file mode 100644 index 0000000..799e4a5 Binary files /dev/null and b/models/ChopinStyleResNet.pth differ diff --git a/models/GuitarClassification.pth b/models/GuitarClassification.pth new file mode 100644 index 0000000..996c35f Binary files /dev/null and b/models/GuitarClassification.pth differ diff --git a/models/Pitched_vs_Timbral_Sax.pth b/models/Pitched_vs_Timbral_Sax.pth new file mode 100644 index 0000000..422a7aa Binary files /dev/null and b/models/Pitched_vs_Timbral_Sax.pth differ diff --git a/models/ThunderstormWashingMachineResNet.pth b/models/ThunderstormWashingMachineResNet.pth new file mode 100644 index 0000000..5444c46 Binary files /dev/null and b/models/ThunderstormWashingMachineResNet.pth differ diff --git a/pdfs/2020day1NN.pdf b/pdfs/2020day1NN.pdf new file mode 100644 index 0000000..4e44fd5 Binary files /dev/null and b/pdfs/2020day1NN.pdf differ