{"cells":[{"metadata":{"_cell_guid":"4dbc794b-ab2f-42e0-a579-f0d25f0861af","_uuid":"2adacbc4448c40140686dbe13d6781e8d84be740","trusted":true},"cell_type":"code","source":"import numpy as np\nimport librosa\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nsns.set()\nimport os\nimport scipy\nimport librosa.display\nfrom IPython.display import Audio\nos.system('tar -zxf ../input/train.7z')","execution_count":1,"outputs":[{"output_type":"execute_result","execution_count":1,"data":{"text/plain":"512"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"zero = '../input/train/audio/zero/'\nrandom_zero = zero+os.listdir(zero)[0]\nAudio(random_zero)","execution_count":2,"outputs":[{"output_type":"execute_result","execution_count":2,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source src=\"data:audio/x-wav;base64,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\" type=\"audio/x-wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample_rate, samples = scipy.io.wavfile.read(random_zero)\nplt.figure(figsize=(12, 4))\nlibrosa.display.waveplot(samples.astype('float'), sr=sample_rate)\nplt.show()","execution_count":50,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"X = librosa.stft(samples.astype('float'))\nXdb = librosa.amplitude_to_db(X)\nplt.figure(figsize=(12, 5))\nlibrosa.display.specshow(Xdb, sr=sample_rate, x_axis='time', y_axis='hz')\nplt.show()","execution_count":52,"outputs":[{"output_type":"stream","text":"/opt/conda/lib/python3.6/site-packages/librosa/core/spectrum.py:983: UserWarning: amplitude_to_db was called on complex input so phase information will be discarded. To suppress this warning, call amplitude_to_db(np.abs(S)) instead.\n  warnings.warn('amplitude_to_db was called on complex input so phase '\n","name":"stderr"},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x360 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Change pitch and speed"},{"metadata":{"trusted":true},"cell_type":"code","source":"y_pitch_speed = samples.copy()\n# you can change low and high here\nlength_change = np.random.uniform(low=0.8, high = 1)\nspeed_fac = 1.0  / length_change\nprint(\"resample length_change = \",length_change)\ntmp = np.interp(np.arange(0,len(y_pitch_speed),speed_fac),np.arange(0,len(y_pitch_speed)),y_pitch_speed)\nminlen = min(y_pitch_speed.shape[0], tmp.shape[0])\ny_pitch_speed *= 0\ny_pitch_speed[0:minlen] = tmp[0:minlen]\nAudio(y_pitch_speed, rate=sample_rate)","execution_count":58,"outputs":[{"output_type":"stream","text":"resample length_change =  0.8854672988271951\n","name":"stdout"},{"output_type":"execute_result","execution_count":58,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source src=\"data:audio/wav;base64,UklGRiR9AABXQVZFZm10IBAAAAABAAEAgD4AAAB9AAACABAAZGF0YQB9AAAIAP3////1//P/+v/7//j/+P/x//X/+/8AAAYADwAIAAgACAABAAAAAwADAAEAAwAIAAoACwAKAAoACwAIAA0ADwANAAsADwALAAgACAAKAAoABgADAAgABgAIAAgAAwAFAAYABQAGAAgACgAPAAsACgANABAACwAGAAgACwAKAA8ACgALAAoACAAAAAgACAAFAAoABgAGAAYAAAAFAAYACAAIAAYAAQAAAAEAAQADAAgACAAIAAoACgAGAAUAAQABAAEA///7//j/+P/7////+////wAA///9/wAAAAAAAP3//f/9/wAA+v/7//3/AQALAA0ACwALAAMABQALAAgABgADAAAAAAAAAAAABQAKAAUABgAFAAAACAAGAAEAAAABAAEAAQAAAAAA/f/7//r/+v/2//X/+P/7//r/+P/z//b/9f/x//v/+v/4////+v///wAA/////wEA//8AAAAAAAAAAPv/+P/4//b/9v/1//j//f/7//P/8f/w//D/7v/u/+z/8f/1//b/9v/u//D/+P/4//r/+//9//r/9v/1//j/8f/4//3//f/9//3//f8AAAEAAQD7//v//f8AAAEAAAAAAAAA///9/////f//////AAAAAAUAAwAAAPj/8//u//b//f/9//j/+P///wEACgASABYAFwAZABIABgAGAAgAAQAGAAMAAQADAAUACgAKAAoACgALAAsABgAIAAoACgAKAAoACgAGAAYABgAKAAgACAAGAAMAAwAAAAEAAQAFAAEABgAIAAUAAAAFAAYAAwAGAAYAAwAKAAsACgAKAAgACgAKAAsACwADAAMADQALAAoABgAFAAEAAQAAAAMAAwADAAEAAwABAAYABgALAAgACAAIAAoADwANAAoABgAKAAoABgADAAMAAAAFAAAAAAADAAMAAAADAP////8AAP////8AAAAA//8IAAYAAAABAAYACAABAP3/+v/1//P/8//u//r/AAAAAAAAAAD6//X/+P/2//j/+P/4//X/+P/9////AAAAAPr/9f/z//H/9v/4//D/9f/1//j/8//w//b/9v/1//v/9v//////+//7/wAA/f/4//j/9v/z//X/+v/6//X/9f/x//j/+P/6//v/+P/4//j/+P/4//j/+P/9//j/+P8AAAMAAQAAAP//AQD6//v////7//r//f8BAAEAAQD////////7//v////9/wAABQAGAAEAAQADAAEAAQAAAAAAAQADAAYAAQADAAAA///6//b/9v/6//v/AAD1//H//f8AAAUABgAKAAsACAAFAAEA////////BgAGAAsADwAPAA0ADQALAAUABQAFAAUACgALAA0ACgAKAAoACgAIAAYAAAABAAMAAQAAAAAAAwADAAAAAAAAAAEAAQADAAMABgAGAA0ADQAQABYADwALAA0ACAAIAAoADwANAAoABgAIAAsACAAFAAMAAAABAAEAAAAAAAAAAAAAAP3/AAABAAEAAQABAPv///8BAAAA/f/7//j/+v/9//v///8AAAMAAwAFAAUABgADAAMAAwAFAAAAAQAAAAMAAwAGAA0AFAAUABIADwAIAA0ADQADAPv/+P/u/+z/9f/2//j////9//r/+//2//r/+v/2//X/+v/6//v/+//6//r/+/8AAAEAAQD//wMA///6//3/AAD/////+//7//r/+//9/////////wAA/f8AAP//+P/1//P/+P/6//X/+P/4//v/+//4//P/+P/2//X/8f/x//H/9f/x/+7/8//1//P/9f/7//b/+v/z//r//f/4//r/9v/4//r///8AAAAAAAD9//3/AAADAAAA+v/1//X/9v/6//v/9v/2//r/+//6//b/8//2//r/+P/6//3/+P/x//D/8//6/wAA+//4////AAAFABAAFgAUAA8ACwAKAAAA//8AAAAAAAD9//v///8DAAAAAAAAAAAAAAADAAUABQAGAAgABQAGAAoADwAGAAMACAAIAAMAAQADAAoADQAKAAoACwASABAACwANABIAEgAQAA8AEgAWABQAEAASABAACgAGAAYACAAGAAYABQADAAsACwABAAEAAwABAAYAAwAAAAAAAAAAAAgABQANAAoABgADAAMAAAD///v///8AAP3/AAD9//////////3/AAAAAPv//f8AAAAAAQABAAEA/////wAABQAFAAsAEAAPAAsABQAIAAsACAAFAP//+P/z/+7/8f/2//b/AAADAAMAAQABAP///f8AAP3/AAAAAAEA/f/7//v//f/6//X/+P/4//r/9v/2//j//f/9////AAD4//b/9v/x//H/8P/w//H/9f/z//D/7v/s/+z/7P/2//b/9f/1//P/8//6//v/+v/6//j/+P/2//H/6v/q//H/9f/1//H/8//1//r/9v/2/wAA+//4//b/+v/6/////f/9/wAA+v/7//3/+//2//P/9f/2////AAABAAYAAQADAAMAAQADAAYACgAIAAEABQADAP//+v/z//b/+P/2//b/8f/w//X/AAAIAAoADQALAAoABQAGAAAAAAAAAAYABgAKAAoACAAIAAoACAALAA8ACwAQAA8ACwALAAsAAQALAA0ABgAAAAMAAQADAAMAAQAAAAAAAwABAAUAAQAGAAgACAAGAAgACAAKAAsACgAKAA8AFAASAA0ACwANAAgACgANAA0ACAAIAA0ABgAGAAYABQAGAAEAAQAIAAMABgADAAYADwASABIAEgAPAAsACwALAAsAAQABAAMAAAABAAAA9v/6//r/+//9/wEAAQAAAAAA/////wAA+/8AAAYABQANABIAFAALAAYACAADAAUACAD9//j/+P/s/+r/8P/z//j/+P/4//j/9f/w//P/9v/2//r/+v/7//v/+//6//r/+//4//b/9v/4//b/9f/1//j//f/1//X/+v/7//r/+P/6//3/AAABAAMA///7//j/9v/1//P/9v/x//P/8//2//j/9v/4//j/8//1//X/9f/2//j/+P/4//3/+//4//j/+P/4//j/+P/4//P/9f/u/+7/7P/u//X/+P/7//v/+/8AAAAAAAD///v//f/7/wAA/f/9//3/9v/6//r/+v8AAP3/+v/9///////9//H/7P/s//j/9f/x//X//////wEACAANABIAEgALAAgABQAAAAMAAwABAAMABgAIAAUAAwAGAAYAAQADAAUACAANAAoADwANAAsADQAQAA8ADQAQABAAEAAQAA0ACwAQABAADwANAA8AEgAKAAgADQAIAAgABgAKABAAEAAPAA0ABgAIAAoADQALAAgACgAIAAgACgAIAAAAAwADAAUAAQAAAAEAAwAFAAAAAQAFAAMABQAGAAMA/f/7/////f/9//j/9f/4/////f8AAP3/AAADAAMAAwAAAAAAAAABAP//9v/2//P/+P8AAAAAAAAKAAsAAwD//wUABgALAAoAAwD9//r/+v8AAAAA/f8AAAUABgADAAMAAAD6//3/AAABAAAA///9//3/AAD6//v/+P/1//X////4/+7/9v/6/////f/2/wAAAAAAAP/////6//v/AAD9//3/+v/7//v/+P/2//b/+P/6//r//f/6//b/9v/2//H/8//x//b/+v/6//j/+P/2//X/9v/2//P/8//z//H/+v/4/+r/6f/s//D/8f/1//P/9f/4//j/9v/7//r/9v/2//b/+v/6//r/9v/7//X/9v/2//X/9v/4//j///8AAP//9v/z//D/8P/6//r/9v/w//b/+/8AAAUAEAASABYAEAAKAAUAAwAGAAgABgAIAAsACAAIAAoACwAIAAsACgAKABAAEgASABcAFgALABAAEgASAA8ADQAKAAgADwAPAA8ACAALAA0ADQALAAsACwALABAAFgANAA0AEAAQABIAFgASABIAEAAPAA0ADwAIAAgADwAIAAMACgAKAAgABgAGAAUAAQAFAAoAAAD//wAAAQABAP/////9//H/9v////3/+P/2//3/AAABAAAAAQAAAAAABgAKAP3/AAADAAMAAwD9////AAAAAAMABgAIAAgADQAXABAABgAIAAUAAQAAAPr/9v/z/+z/8f/1//j/+v8AAAMA+//7//3/9v/2//j/+//4//X/+v/9//r/+v8AAP///f/9//3/+v/2/////f/4//3/AAD///v/AAABAAYABgAFAAMAAAAAAAAA///1//b/9v/2//X/9f/1//X///8AAP///f/6//3/AAD2//3/+//z//b/9v/x/+r/6v/w//H/8P/1//v//f/6//X/9v/1//b/+P/4//j/+v/4//r/+v/7//v////7//3/AAD///v/+/8AAP//+v8AAAEABgAGAAUAAwD///v/9f/q/+r/8//6//H/8P/z//r/+/8BAAgADQALAAsADQAIAAAA/f//////AAADAAYACgAKAAsACwASABYAFwAbABcAFwAeACAAGQAUABQAGQAXABIAEAAQAAYABgANAAYABgAGAAYACwAPABYAFAAUABwAHAAbABwAGQAZABkADwANABQAFgAWAAoABQAGAAgACwAIAAYABgABAAAA///9//r/9f/6//3//f/4//j///8AAPv/9f/1//b//f////v/+v/1//r/+//4//r/+v/2//b/8f/z//P/7P/s/+z/7P/w//D/7v/z//X/9v/9////AAABAAAAAAAFAAEA///9//j/9v/2//D/8//7//3/AAAAAPj///8AAAAAAAAAAAMAAwADAAUABQADAAUABQAGAAUAAAAAAAYABQAAAAAAAAAAAAAAAAAAAAEAAQAKAAUAAwAFAAgABQAFAP//+//9/wAAAQAAAP3/AAAAAAEAAQD///v/+//9//3/+P/6//X/8//2//b/9v/2//v/+//2//j/9v/4//r/+P/1//D/8//z//P/+P/1//P/9f/1//P/7P/1//b/9v/6//X/9f/6/wAAAAD///3//f/7/////f/9//r/+//4/+7/5P/q/+7/8//s/+z/8//9////AwAGAAgACAAKAAoABgAFAAMACAAIAAgACAAIAA0ADQANAA0ACwAIAAsADQAFAAgACwANAAoAAAAFAAsABgAKAA0ADQANAA8ADwAPABAAEgANAAsAEgAUAAsADwAUABAAGwAbABIAFgAUABQAFAAUABQAEgAPABAADwAQABIACwAIAAgACAAFAAMACAAGAAgACAAKAAAA+P8AAAMAAQAAAAAAAAAAAP//AQD6//b/+//9//3/+//9/wAAAQD//wAAAAD4//j/+v/1//b/+P/w//X/9f/1//3/BQANABQAEAAKAAsADwAQABIACgABAPv/+P/7//v/+v/9//j/9v/7//j/+v/4//b/7P/2//r//f////3//////wAAAQAAAPv/+//////////4//3/+P/1//b/9f/u//X/8//z//X/9v/2//v/+P/1//b/9v/6///////9//r/+v/z//v///8AAPr/+/8AAAAA/f/6//P/9v/7//v/9v/6//X/+//7//P/9f/6//j/9f/w//D/8f/1//j/+P/1//j/AwADAAYAAQAAAAUA+v8AAAAA+//7/wAA/f8AAAAA//8AAAEAAQABAAAAAwD7//H/6v/w//H/+//1/+z/9f/7/wAACAAKAAoABQAAAAAAAAD7//3/AQADAAMACgALAAYAAQAGAAgACAAAAAAAAAADAAMABQAFAAAAAQALAAYABgALAAgACgANAAgAAwANAAsACgAKAAsACwADAA0ACAAIAAgACgALAAgACwADAAUACwALAAsACgALABQAEgANAA8ACwALAAsACgADAAMABgAIAAUABQAIAAUAAwAFAAoACAAKAAgACAAKAAEABgABAAAA+/////v/AAAAAPr/+v/6//r/+P/7/wAA/f/9/wAAAAAAAAAAAAAAAAoAEgAQABcAEgAFAAoADQAPAAsAAQD4//r/+v/2/wAACAABAP//AQAAAAAAAQAAAPv/9v/6//r//f/6//X/9f/2//b/+v/6//P/+P/2//b/+P/6//X/8f/1//X//f8AAP3/+P/////////9/wAA///6//r/9v/1//H/8f/x//D/8//2//b/6v/1//H/7v/w//P/8//x//H/+v/7//3/AAD9/wAAAQD//wYABgAFAAMAAAAAAAEAAQAAAP//AAD7//j//////////f8AAPv//f8BAAAAAAD/////+v/7/wAA/f/9//3////6//j/8f/p/+X/5//p/+r/7v/q//D/9f/9/wMABgAGAAoACAABAAEABgAGAAgACgALABAAEgAPAAYACgAPAAsACwAIAA0ADQAPABIAFAANAAsAFgASAA0AEgAPAAsACgAGAAYABgAIAAUABQADAAYAAAABAAgAAAAAAAEAAwAGAAUABgAKAAsACwAPAA0ACgAQAA0ACwAUABQAEAALAAsACAAIAAUABgADAAAAAQD//////f/7/wAA/f////j/9f/6//r/9f/u//D/8f/x//v//f/9/wMAAwAGAAYABgAGAAYAAwADAAgABQADAAYABQABAA0AFwAQAA0ACgANAAoABgABAP//+v/9//j/+v///wEAAQABAAYAAQD7//P/+P/6//b/9v/1//b/9f/6//H/+P/4//r/+P/2/wAA+//4/wAAAQADAAMABQADAAMABQADAAUABQAKAAYAAwAAAP/////6//b/+//9//X/7v/2//D/8f/x/+7/8f/z//X/7v/w//D/7P/s//P/9v/z//X/8//1//P/9v/2//X/+//4//X/9f/2//X/+//7////+v/6/wAAAAAAAP3/AAD9/wAAAQABAAEA//8AAAMAAAAGAAYAAQABAAgACAAKAAAA/f/4//X/9v/7//3/+v/4//r/+P8AAAgACgAFAAUAAwABAAMAAwAAAPv/AAADAAgABQADAAMAAwAAAAMAAwD//wAAAAAFAAUA+//6//v////7////AQALAAAAAQABAAMABQADAAAAAwAIAAYACgAQAA8AEgALAA0ADQAQABAAEAALAA0ADQAKAAsACgAFAAUACAAKAAsACgAGAAgADQAGAAUABgAFAAoAAQAAAAAAAwAFAAMAAQD9/wMABQADAAUABQAFAAYACgALAAYAAQADAAEACAAFAAEAAAD9/wAA//////3//f8AAAAABQAIAA8AFAASAAgADQAKAAoABQAAAPj/8P/s/+7/9v/7//v/+v/6//v///////3/+//4//r/+v/7//v/+v/7//v/+P/4//j/+P/6//r/+P/4//b/+//7//v/9v/4//r/+//7//r/+////wMABQAAAPr/+//7//3/+v/2//b/8//x//P/8f/w//H/8//1//H/8//2//j/+//z//b/8//2//b/AAD6//j//f/9/wAA//8AAPv/9v/9///////7//b/+P8AAP3//f/7/////f/6//3///8BAAAA///9//3///8AAP//AAABAAMAAAAAAPv/8P/w//X/+/8AAAAA+P/7/wMABQALAA8ACgAIAAEA+v//////+////wAAAAADAAMAAwABAAAAAwAIAAEAAQADAAUACgAIAAMAAwAGAAgACAAIAAsACgAIAAgACgAIAAoACAABAAMAAQADAAUACAAQAA8ACgALAA8AEgAUAA0AEAASAA0ADwALAAsAEAASAA8ADQASAA8ACwALAAoACgAKAAMABQAAAAEABQAFAAYABQADAAYABQADAAYABgADAAAA///9/wAAAwABAAAAAQAAAPv/+/8AAAEAAQAGAAEAAwAGAAUAAAAAAAAAAQAKAAsACgABAAAACgAFAAEAAQD6//P/8//w//H/9f/2//r//f/7//v/+//7//r/+//9/wAAAAD///v/+P/7//v/+P//////AAD///j/+v/7//3/+//7//3//f/6//j/+v/9//3//f/4//3/AAD7//v//f/6//j/+v/7//v/AAD///3/+P/7//v/+v/4//v/+v/6//j/+P/9/wAA8//4//3//f/7//r//f/7//X/8//w//D/8f/6//r///8AAP////8AAAMAAAAAAAAAAAABAAAA+////////f///wAA/f/9////+//4////AAD4//D/7v/u//P/8//z/+7/8//7/wAABgAPABAAEAAFAAAAAAD//wUABQADAAUACAABAAAAAQAAAAAAAwAAAAEABQADAAgACgAKAAMAAQAKAAoACgADAAMABgAGAAUAAQAGAAoAAwADAAEABgAIAAUACAALAAsADwAUABQAGQAZABYAFAAUABYAEAAQABQAEgANAAsACwAPAA0ACgAKAA0ACwAGAAgAAQAFAAMAAwAGAAoABgAIAAYAAQAGAAgACAABAAEAAQAAAAAAAAABAAMAAwABAAAAAAAAAAUABQABAAMABQAGAP////8AAAEAAwAKAAoABQAIAAoACAADAP3/+v/z/+7/8P/x//j/+v/2//3////7//3/AAD7//P/9v/6//v//f/6//r//f8AAP3/+P/4//P/8f/u/+z/8P/7//b/+P/7///////7//j/9v/2//j//f8AAPr/9v/4//j/+P/4//v//f/7//r/+v///wAAAAABAAUABQAIAAMAAwAAAPr/+/////v/+v/7/wAA//8AAAEAAwABAP////8BAPr//f8AAAEA+//2//r/+v/6//j/9v/z//D/9v/1/+7/7v/x//H/9f/z//H/8//z//j/+v/6//3/+P/x/+7/6v/2//j/9v/2//v/+v8AAA0ADwANAAoABQADAAAAAAABAAYACgANABIAEgAPABAADwANAA8AEgANAAsADwANABYADwAKAA8AFwAPAAUABQAIAAgABQAGAAsACgALAAgACAAIAAoABgAGAAsADQAQAA0ADQANAA8AFgAQAA8ACwALAAsACwALAA8ADwAPABAAFAALAAoADwALAAoABgAFAAoABgAAAAEAAQADAAUABQAIAAUA//8AAAUAAQD9//b//f/9//////////v/AAD7//v/+v/9//b/9v/2//X/9v/2//D/8//2//3//f/4//D/6v/x//H/8//2//b/8//u/+r/6f/x//X/9v/6/wAAAAD9//3/AAAAAAAA///9//3/AAAFAAYABQAAAAAA/f/7/////f///////f8AAAEABgALAAgABgAPABIAEAAPAA8AEAAKAAMABgABAAEAAwAAAP///f/7////+//2//X/+P/x//X/8f/s/+z/5//n/+r/6v/s/+n/7P/u/+n/5//x//H/8P/s/+z/8//z//P/8//z//X/+v/9//r/8f/q/+r/6v/i/+X/7P/q/+n/5P/q/+n/5//q//H/8f/w/+z/9v/z/+r/6v/n/+D/5f/q//H/8f/1//j///8IAAoADQALAAYAAwAAAAAAAAAAAAAAAQAGAAUABgAIAA0ABgAFAAgACgAQAA0AEgAUABkAFwAWABsAHAAgACAAIwAlACUAJwAjACEAHAAbACAAGQAhACcAIwAhACAAIQAgABwAHgAeABcAEgASABYAHgAWABQAFgASAAYABQAGAAgAAQAAAP//BQADAAEAAwAFAPv/9f/2//X/9v/7//j/+P/w//P/8f/w/+7/6v/u/+7/7v/w//D/7v/x//b/AAD/////AAAAAAEAAwD7/////f/7////AAAFAAsADwANAAsACwAUABIADQAKAAEAAAAAAAMACAALAA0AFgAQABAAEgANAAgABQABAAEAAQABAAYABgAGAAYA//8AAPv/+P/7/wAAAQABAAAAAAAAAPv/+P/6//r/+v/7//b/9f/4//b/8f/2//P/8P/1//X/+v/6//j/+//7//r/+v/x//P/7v/n/+n/7P/s/+7/7v/q/+z/7P/u//D/7P/p/+L/5//q//D/8P/q//X/+P/1//b/9v/1//j/9v/1//3//f/6//r/+v/6//X/9v/2//P/9f/7//v/9f8AAAAA//////v////6//j/9f/x//j/AAAAAPj/+P/6////CgAWAB4AIQAgACEAFwAWABAAEgASABAAGwAZABsAGQAPAA8ACAADAAAAAwADAAYABgAGAAoACAAGAAsAAwAAAAAAAAABAAoACgAFAAsABgABAAAABgAFAAYACwAKAAgABQAKAAUABQAAAAMAAwD/////AAD6////AQD7//j/+v/6//P///8AAAUAAQAAAAMAAQAAAPv/AAABAAEABQAIAAgABQAFAAoACAAFAAgACAANAA8ADQAKAAoABQADAAUACAAGAAUADwANAAsADQAIAAEAAQAGAAYACAANABcAEAAIAAUAAwAAAAMA/f/4//X/8//u//X/AAD9//3/+//9//P/8//6//3///8AAAAA//8AAAAAAQD7//v/AAD7//P////6//H/9f/9//v/AAABAAYAAwADAAYABQADAAgABgAGABIAFAAPAA8ACwAIAAoACAAAAAMAAAD9//3/AAD///r/+v/1/+z/6v/s/+z/5f/s/+X/2f/Y/9T/1P/U/9T/0//Z/93/2f/Y/9n/1v/U/9b/4P/Z/93/6v/s/+n/6v/w/+n/5//w//H/5f/n//v/8P/q//P/9f/u/+7/+/8AAPr////7/+n/4v/1//j/8P/z//j/+v/z/wAABgAAAAoADQAFAPP/8//1//P/9v//////9v/z//b/6f/u//H/9f/1//r/AQD7/wAAAwD7//b/+//9//D/6v/6/+X/0f/Y/9T/yv/O/9b/zP/K/9j/3f/n//D/+P8IABYAJQA9AEwAVABrAIIAjgCfALIAvgDNAOwABwEdATsBXQFoAXUBjwGhAbEBygHYAd0B6gHxAewB5QHsAfoB7AHWAdYBygG3AZwBiwFtASwB/QDSAKEATwAeAOX/ef8P/8r+cP7t/X79MP22/Cf8yPtu+836UfoJ+qX5LPnb+Jr4J/i393/3SPf99rv2jfZQ9hX2EPYW9h/2GPY+9nL2kvbF9iP3fffQ90n42fhv+Qb6mvpC+/37vfx0/Sr+8v6s/18AHQHOAXICGwPDA1wE2QRaBeQFTQakBgwHdwe5BwUIZQiqCOEINwmWCdcJGQp1CtwKJAtmC8QLGAw8DI4M9AwhDV0NtQ3ZDeAN8g0DDu8N8g35DcUNgg1lDUcN4wyaDIIMNQy4C4YLdQskC94KzQqhCkkKHQoNCrEJPgkGCbYIHwifBxYHcQVuA/MBiQBA/q/7yflW9+jzNvHK7n3r9OeI5XnjuuB/3szc+doi2SrY49dO1y/X99dG2aHaJ9wl3hPgAuKC5I7niep57avw5vPi9sz5tvwq/2QBywMmBucHPAmQCo0LIQy4DDYNIQ3NDLEMvAx2DNELJwuhCuMJJAnACAQI1AYeBskFHAUxBEgD0AJNAqwBqAGqAa4AoQA0AgwCegHmAqQDMQNkBMkFFwUhBUUGugbhBlgH1Af4B+UHIQjACOcIlwgtCeEJkQlTCmYL7QpIC0YMDgw5DaAOWg1LDvoP4A47ELsRmQ/BEJYSIhFhEaQSOhFXEcgTjhCsD6cS2g+0DUwQUA/CC4ENbg6HDAIM+AtNC7EL3ApWCfAJTwqrCbMIlQYeBOoB6v/Y/Qb74/fZ9FHxiu0t6vrlwuA53SnbTNiF1WjTvNBQzjLNqczlyxrM/My1zTbQH9Po1GHWH9ms3DXgQuQ/6OLr1O/88+j3LPvo/UwAJgM8BtEIwQowDEMNEQ7TDj4POQ/zDu4O7g7KDjUOTg2PDKoLrwo+CtcJ7gh8COIIXAi2B5kHywbmBfgFIAapBS4F6QS+BGsEYAP1AnMD2gLCAqIDHANPArkDLgTrAtUDfgW7BC4EvgaBB/MEVga7CN4GqQZOCkUJgAYMCrkLlghwCjAO/wioCl4T4gpwC3oT+gsCDNMVAw5WCVQVihLOCfISSRSuCBUPcRbsCjAM0xIJDFYKDxM8C6IFzg6AC6EG4QaOCfIIkgSUBXsGXQbmA9wDaQRjBiUGhwJUBrYIwgRf/8j/2QFC/j76OPnB96fz9fAj7Xbp5+Xv4DPe791N3DvYNtUP1LTSUNGd0I7Q4dCb0prUita72OnZRdsb3hjiNebT6ezsI/Dt87r3zfoC/Sf/wwGeBH0HwglsCpUK8QsQDYwM0gyrDbMM/QurDREOlAvNCogL5QrqCigMWAt0CTYKjwsAC5AKegq9CZoJJQq1CXgJGghqBv8FrgVgBlIF/ALpAToCvwK8APD/RgHHAkEBXf8pBB0FXQCLAeIHSwdJAGYIGQnjA08M/QQUB3cRQwJjDPEOWAOcEbYOAAABFFgQpwWdEvYLDg6CEnYD7hEAEnsGfA5gErEEVglUFaQGWgjoCmwGYQiLB+QETgclBiwD0gNNBX0CiP+JA6ABcAGDAWgBbANlAjUC4v9BBe4FqQIwBSkIxQjcBTgEugOPAbL+dP2R/Bf6R/XA8mLx/Owp6Zzl3+Iv4Qvgu96U3A3a7dcP1wjX1daM1m7XZtma25XdYd/k4IviWOVw6Q3tMvA18/31Bfjy+pj9Jf++/1ICZQUZB54HbwnkCWwJ1wmZCw0MmQseDMoNqA0XDUUNfQxTC8QL6AzSDC8MIQy4DCYLtguFC4gKzgkRCuoJuQh1B4AIOAX3AjYE4QKbAtP/0gBzA8b+ofulASkBq/1sAKAC//3uBHQF3P3gB8kFuf9gCh8FgAPaDKACCwkbC4EEegt8B78N8wssCKENbQ6tB9UQxAtwDQUL9QytERUFuw8dC0sM9AZVCo4MXQcjCrEBDBKCA3D+3wx3BO0DfgT4BMYD3ALNAPoFxwFo/UEFmwWB+1H+Awa/Ayn/bwKmBA0DFwOmBBICJwRPBZ8DZQX3BfIDAQNrAbL+yv62/c36ifpy+VH1+/Kd8ZDuievy6UvoVOdo5srl1+PB4VbheuFg4MLgpeI541vjr+XK6ATpyOcu61TwafFI8YP1vfpo+pL4Af1EATUBTgDXAj8H4AeZBbYITAkaCTMKCQv2CzsNLgvxDmkO8Ay9DhsOxgzcD3gNKQ+xDj8Llg6jDqwIeQy9DIcJqgr5By8Jzgj7AeoDpgcCAqX/DQRvAwj6g/zkBdf9IvVYAcMAJvSnAfYD0POs/zL+Of4qAKH19gaVBmDzNAem/5X+Wwny+scFKAMLBkwEdQT2A7UAiw3oAzQD3wU2B2YIdwTFB9oFzwQKCG4JKAO4BgILnAPf/e0NBwvK/LUGKAlQAhICmQgPAwkFoQFgA30G5ALTAmUGowHdAl0HRwMfAsoHyv+RBVcEOAUsBNUC4gLpBAkFQQF/AaMBwATf/3UBKQFuAHr8rPm5/F37ofjD9AX21vX78djvt+1o7XjrYupz6NPp1erX5pLlWeee6Qvm9+Y06gDrbekf7LHvYu0T7d3y8/XK8s30k/p2+j343/zlAWX+Uv0SA2AFEAIoA7EI4AemA9IH4wo7B/AFcAozDp0GswYtDV0JWQlqCLgJhg4zB8oHfAo0Cl4IzARkCx0KYQVhCMkG1gQeBy8G0P1fBNIH1v6i/YgFmABm+Gz+awRb+zL6RQM2+5D4yQi/+iXylwh6/zz5HACWBl//2PNrB60KRfcz/34StPlKAkQFXA5yASD+ThHbBwb7RRN3CKkDCwmNCmYEUATeDLwK4gJHAR8PXQZ9ALYE8w9oBNn+qwdJBAoH/wQnAe8AwAf+BWb7TQn/Apz7fQNLDLX34QLrBlv6GgJXBGH5PwLtAgf9JwBOAeb9/f4oCW32oP3EBfz9qf0AB+L8Kf3w/XoAfPnB+lv75/YQ9gT5L/T98cTwZ+4e7gPr8ez677Ho+edK6r/p7OmW5uLr2ulO7I7txew883ryo+sd9eD8SPR999ACzfiE+hoGZQXL+lQDCAqLAFwH9gr7AfMKNw+CA1oF6xU4Cwr/WRJAF4MEKQUfGUINDwA2FGUWzQBPDMsTNQT8CBQRswa1AoMMOgstAD4DvAfIBEz7j/9qBrb8DPkNA+cAfvI9+NgHivq97+MA8QdU6XT2XhVZ9CvslAz+ADzpeQRAFB31BOrRDq8HlfXkBQoLvfkRAdwNBQFzBo8E+gQtENz94wbwC0AGiQcsBOYG7Q3+BikCVQi9Ao8IchGJ9ekEuhDjA3wFLf35ChsKGPzwAmkO6ALbAyYGFwNzBlsD5QFECqMB7gGTBZoAVAU+BmT+Hv2DBzIJCvjLAw8N5/9x94kHAArQ/q0BCQKSB7QAg/yTA8D7t/q6/tr30vf093P0G/FW7o/vdO9r5erlJe8x58HkNuI85ijq2duj4bLuVeWF4rXqlOm86ITrEu2G8mnxbO419Sr7+vqe+/T3MP0xBjkGhQFoAlYQPg0T/FwPcBXrBeIKxxTgDssJCA0GEs4OTgozDnQOagh1DrQNiwYcCdQKCQhWBikEAQl9BtMBdAKUAssD4QCO+4gBKgHW/ov8Tvz2AMT64Pnr/Nf9ov3X+O78/PwR/Ef7vgFC+2n7uwRa/Kv9BwGoC9H8qfqbDLYHbgBaBUYMKQJ7CMYMnwYWCg0J2gz7ARoOehFSBXcEjwtlDXoNYgz3/bEI5xIiCrYChgEeE64TFPt1/E0WpQsK+KQGARCRBiP+VwUMBLwEmgYX/W8DCAkLAu795PxnCYYLNPR791QMUAg3Axr8GQDtCfQH9QGQ/ssK6AYkBLQHhASlBWcAbf+e/+z8rvkX+yL5Yu5x7kXuJO1C6Grju+Ig4rLiHuMV3XncrdsR3kPjzt0d3ofjT+at5B7nUurm7R/vs+0G85n2yf3p/ff2RfstAw0HqgIsBEUK7QV2BlUHCQ/TDO0CPwgkC4MLRAo4B2oJTwaRCTEKOAiHBvQJxwslAxYH2QrHB6YGtwQdCAEJbAdvBXgDcgHCBPUEQP7F/4kA7v0P/3b9Mvqz+Rn+uftr+fL6W/ok/Ir62/to+j/9jP7C/Mz8ev52ACQBPQAABBUFmQGoBIAGoQ1jASwEyhHfBlEJoQ24CTsGSQtND74KcAdOB+wOdgn1BEQIsg4zB/sEXw2TCs0EywmRCdcJ+gFkB10QWgfdAav+JA6hDdQDi/6dBusPmAa9/MD/jg3KBxP/owBaBHEPUASh+CoDcA3oCfACQwI7B9QOkwnDBM4I1w2RCFQAo/9OBE4Aavq09V75GvcN7n/q1+Ma56Djv9yz2ezclN6E2JDUw9Tn1W7YD9cn2Lbbr94M39Xf0+MN57Pq2+w871n0kvZb+Oz5B/wT/3sCWAPSArwEiQZfB+kHQQgECJ8Gygd0CTMLxgqRBm8D2gVcCE0INwWRA9sEyAbZA3ABGQbXBroDgAKLA/4GnggaBbUC4gLEA38ENwNrAewAHv60AP4AW/0U+6L6mv7M/7P5APnj+k787fuk+yn8XQBr+/H5//16AaED7P8D/h8C6wXqB3YGHAbsA4UFTQjODgIMZwkLBtsIfQ1lDyIOmQQPBqUOcxCbCRYIWAt8CxEKugkkDp0Q5QsPBr0FWQ8DE0gMtAQmCQsN4g+MD7sEHwj6DF8NbAxjC68KggxPDNgMBQqvB8sJDwt6CtcNSRLGCvMI3QukECoTBg8MEWASYxN9FgwURQ2MBS4E2AUrCK8Bkvk28mDuSu1i59vh1dnL1IPVXtY+1LLNn8dOxIfGJMs0zofPUc6yzjHSW9oJ4K7gtuJW53Dv9/ZU+jf6XfuB/xcF7QlpC/MKfQoYDIgPqhGyEEcNGwpOC6kNoQ0mC1MHXAX1BAQGXgZtBGgBWgCDAY4CFAP/AoUCoQGAA5EGrwf0BiEFnAaXCqwLaQokCKIGKwa8Bj8H7wQfAgUA/f9FAAX/8vqn9kH3TvkD+/D5FvhS9lr2mfgz+2j98f6Q/6H/igG5BPMItQogCs0KgwwPEZoUxBXgF4oVGRP9FagaFRwJGTsWYxPaE7gWYBluF4IToQ49DpAQWBPPFMYTcg++C9APpRFZE1gR2Q0aDpoQBxTZEQgRDhIKEYUPTw9bEOsTgBPyEi4VPBYiFZ0SRhIyFR8ZAxvnGrcacx6WIKUZjgoT/8QCswh3BeD5Uu906Qnjj9ldzZrGAcQvw6nCwL6It0iwi626rIet6bEPuhDAZMBQwWvEN8pK0XfY+N+m5V/u3far+9T8KP6JA40K1BH2FPYUExV2FdYV8hVdFPYRXRDwD5AOGAyNCI4DlP/M/X39SfsA+er3svdF9+P15/Wd9rz4Ifrq+2n+tQANA4MEBAZ7CAULaAxFDdsOihGgEhgScRB3D3EPPRD7DjkNOgsZBMH6b/Tk84P1K/ZL8nLrpeWy4vLj6+bR6ErrX+4h8aXy4fNv9oj5JP8cBs8LPA8vEUYSbxOwFrka/x7yIGAg6R6iHUEcXRrzGLMZ1hofGysY6hMbEFoObQ9GEdESKxICEfkPdhBcEgwUDhbbF9QaAx3hHe8e8h2kHRAfGCIvJgUoiiY0IxgitCHeI4InQykzKBgoHi5eMlwpShMs/tP5TQK4BcT6aunA3NPSX8UJthCsDKt5rl6vtalCoNCZF5hymByZ9Z63qu22l70rv6m/qcNkzdPYBOOq60D1z/6cAw0EggNRB+YM6RHsFUkXqBekFlYUQhCOCs0HcgcuCKsGoAKJ/n36Jvd99A7zC/P89GP3U/im+ID5WvtG/Tr/tAEXBq8LAxCSEUQRABK3FG4X9hgbGnkb7Ry1HEoasxaZFHcUVRT8E9MS0w9SCXgAB/hs81zzRfS/873w/+sj51zjwOKb5Ufr3fDY8+vzXPPj9G74EP34AVYHpQzpD6EQog8+EJMTXxeiGbUakhvfGx8bXhk9F+IVdBasGB8ZwhaAEwsSlxGPEaISoRQ5F04YPBicF74XwRn5HB4hmiSbJo4mpyUuJNojrCaXKqEtFC5HLYgr3CmbKfIqyC1RMLEyqjVHOuI7BjH9GKgALPgL+1j7VvVL7KTgp81CtHqdvJN2mNygAaNOnaOU8oxYhwaFA4kolQumhbVOvYS+uMCnxqXP4Nh+46fw/v00B44JSAnZCWIMbQ79DgQQexIuFDcSrgzVBfr/6fqP9qrz6vIw82byiu8u663ns+ZW6C/rqu9n9cj6Jf5z/woBOgQeCQcPchW9G4cgjyIQIjohOyHjIf8i/CM7JNEiWR9nGsMULxBgDS0MFQscCaUF0wE0/vj5CPUf8M7sP+th64DsTe1F7bbsLuzz6zftSvFB99r8LAGwAwcFPwXYBf0Hawv5Dz8UhRbFFfISkxDmD4MRnxRfF1kYcBckFSUTaxKFE90VpxjlGj8bFBqRGGkY8Bl7HCsfwCEXJKgkdCNDItEiRCWnKAwr7ivzK0srpCmNJ+QmSygHK+ksxCzHK8sqECp7KlEuszZqPS83GiIdCNb1C+2r6InnuegU53Pa3MCJop+MUofzjomZraGbpSWj+ph7iwqEh4sknzS2UMjY0lbXZthk16vX794e7tv/tgwMEooS9xDKDUAJDwbIBm4KGQ0bC1AFbv9c+tL0Xe4t6QTnXeeI6GvpBOqH6ifrsusV7JbtZvLi+RICqwm9D8kT/BUqFysYbhqXHs0jByhmKUkoIiXvICYcDxjrFUYVLhQPEVsM9wYOAgH+ZvtW+nv6UftR+3T6X/k0+AD2XfJJ76Pu8e9Q8vv0WPfW+Lf4v/aV9OP0+fd1/AAB9gRFB+sGGwRLATEAzgGTBegJZw2UDtwNFwwsCvwJ0QsTD5QS0RX+F3AYpBcIF9YXhxldG+0cHh5zHikeXB7fH0siWyRTJQ8lOCRxIyojAyRlJnEp+yrLKm8p+CcnJ3YnvigGKr8qRyt+KwQsqy7lNJE8jDynL4IZ8gKT8WTlz9413x7kouMC1vm8uaHejXCETYWUjlqdPavur1SpRZ34lDOX0KI4tcbKb99u7qDz0e+y6mbrm/Ir/aAIYBO5GhYb6xMiCn0Cxv50/e/7C/q3+P32x/Jm7OLm+uPx4nDij+KB5FDoF+2c8Vz1Hfkf/e0AOgTzB3wNYRTbGggg/CNWJlkmWySVITUfPx5yHrwevx3hGnsWmBAzCpcE2wBw/zD/Kf8t/in8rPmJ99b1CPUd9pT4l/sK/hH/5v26+gT3/vOG8orzGveV+9z+B/9m/CX4afSC8yb2WPvZAKoERgULA4j/kvzG+/z9zgIzCF4MNQ6YDXoLHAkmCNkJcw3qEe4VfhhzGQ4ZHRg7F+oWKhdNGKYagh3mHw8hYiFOIakgmR+NHiAeuR5RIHciuyQGJxgp2imFKOkl3iMvIwAkZyYhKhEuKjGkMy83dDrBN54rxBjkBHzyc+GQ1eLST9eq2ZHSPsLUrUSasokBgA6CFJADo0KxA7fAtaaxPa2Dq0mxBcEk2EbvMf/3BgAIqgRM/0T7XvzIAyQOBha2GOsVzw7eBDT6XfF87LfrTe2y7lPuj+wf6oTnOuW05N/mLute8FX1V/oGABQGzwu6EAUV1RiWGy8dXR4qIIUiwCQQJtolCCQaIBIa7hKKDFQIFQbbBPED0gJlAJT8A/gr9Dryi/Kc9Nn3y/uZ/zQC8wKYAnsCPQPPA08DDgJwAEf+Jfsi+Ij24fZQ+Fz5QvlA+DL3YPZo9iL4nvu0/+kCSwTVAzICBwF+AbcDNgcgC5sOtxAPETkQPA8/D6sQAxORFfQXihkAGngZehirF1sXoxdrGJ8ZAhs6HCYd5h2gHicfLR/1Hsge9h5mHyogUCHHIkIk1iTyI/gh1R8zHn8dXB4iIfkkwigrLNMvcTOUM08smB3ECz35ruag1obNHs320M7QIMpavlSvSZ43jg2FRoiDlVimp7VYwRvIC8noxKHAXsIizN7bpu0s/jcLEBIzEZMKfgI6/U782/7uAvsGVgnsBw4C0vg478jnMONz4cbh5uOn5q/ox+mr6nfsQe9u8hP2c/q2/0YFuQr3DzwVTxpAHkwgjiCWH+0d6RsZGhoZHBloGYgYmRXIEP4KqASo/hz6Ivhk+Pr5pPvJ/Bz9X/zO+iH5qvg8+pP98AEaBqIJBwygDDMLJAjlA/v+DvrZ9QTzNfI18zj1bvdT+E/3cfTy8GfuX+638e33Uv/dBdoJdwp5CF4FBAPrArYFtQp6EEQVqxevF6cVKhNYEdUQsRGyEyoW9BdvGMYXahYCFQcUrRMUFCcVnxYdGJYZGhuFHMEdch4TH4MfuB/dH38gyCFbI54kHSXRJNwjaiIsIe0g7iHZIzQnKSxpMoI2/jO0KNkWAwF76VbTMcSlv8TDxskzzDPIB77SrT+as4n8gnSIl5dmq1W/ds9i2LfYZ9MKzhjOydU548zzowQtEgQZyxchEK4GMf/p+rH58vqk/aP/NP6++A3xfOlB48DeT9xZ3JfeTOH34yPnqOtf8Sv3lPyFAfIFjAk1DK8OIRIbF9UctCHZJPMlsiTyIDAbAhV4EEcOjg1TDfoM1Qv9CBMEKP74+Jz1gPSc9Yj4mfxDAIACJQP/AtoCNwO5BHwH7QpdDSUN+wmDBDH+Yfgo9OnydvSk97H6Uvww/GD6m/df9fv0Lfd/+78AdAW9CEoKDAq7CKUHtgdFCdgLsg77EIUSNxP6EisSVRHxEP4Q2xDtEB0RixEVEr8SYhPtE0QUdRRuFK8UhRUvF14Z3RtVHkAgUyFsIdIgECDFH0MgfyEZI6EkryUSJnQlKCSjIuIhQyK4IxomwSm0Ls4zIDXsL5UjwxFN/GLlbNCjwke+48A4xUXHBcWEvVuws5+nkbWLxo9nnFyuXsKQ1Lfg4+T94l7fad4W4mPqQ/ZEBMoQchhzGa0UuAwpBID88/bV8x3zM/OD8h/woOzI6GblmeLB4ALgseB54lflnunH7173hv8dB08NvBFVFCcVMhVoFdUWrBk0HWcgTSIaIlkf6RnCEloLOgVBAaj/uf+cAFoB+AAC//b7u/iz9lT2pPd2+nP+swJPBnAIagnaCTYKlQoFC68LcwzSDBMMYwmSBD3+kPc58SHse+mp6T3s2u8f8xv1t/WJ9Sr1WvVF9wj7BQAcBVkJ9Qu4DAcMkwpWCWAJvArNDMoOXRBzEbkRJREXEGUPVA+gD/kPShCYEOAQKRGoEZkSRxSMFskYhBrMG7Mcah0pHkQf1CCzImckVSVCJV0kKiPpIfwguCAeIfQhtiJNI8sjSiQiJRcnvCo6L4ExWi7CIxATmP3P5bjPHMBGuRG7e8BfxTDG1cAnteGli5c2kFaSIJ6VsKfFw9ix5vPsa+zd6EbmYucG7UH2YwHJC4AS5RNPEJAJwgFo+lj09u877V3rrumY53zl9+Od4yrkJ+VK5q7nMOn26lLtn/Ev+JAAWQksESoXwxpSG2cZjhbSFOwUmxYTGacbFR3RG10XnBAoCVsCMP1l+hP6gvtx/dD+H/9H/q/8VfsR+0v84/4XAmMF9AdDCfIIsgf+BTsEjAJHAU4Abf9x/mz9Kfz1+uL56vgn+Hj3A/e09rv2lfck+Xf7X/5fAeoDrwVvBmUG/wXiBY4GJghHCo4Meg66D/kPMA/lDfkMpwzfDIcNwA4lEFARDhKAEskSQBPSE4sUkRUDF5kYMRqZG/ccLh4LH5Mfwh+iH0Qfqx49Hu8dzx28HdwdEx4bHgUeuh0+HdIcuxxzHRofECKCJhkr/yxNKb4edA6b+Q7jsc5ewAW6eLprvjfCLsLavPWy+aZnnBOXdZmLpOm11siP2QnmYO3b77XuSu1V7qzySPl9AOsGcAvXDM8KLQY4AA76F/Sc7rTpbuUx4mXgTeDR4Xrk7eeJ60DuOu9X78Dv5fFy9lz9IAaPD4gXohwpHogc6xjvFCsSlBGgEo0UORZdFhYUYA9WCVgDR/6w+hX5cPkS+//8VP4b/43/AQCkALkBUQP4BA8GXgbcBeUE7ANTAwoDnQK7ATEAF/5/+8z40PY49g73pPhP+pP7NvwR/E/76fpx+zz9AABYA4kG9whMCuAKrQpKCigKpgq2C+YMzw1+DuIO+w6jDmMOZA56DnAOYQ6qDjIP0w+tEO4RaRPpFP0VBRfWF4oYShlAGmEbohzBHaAeFR/sHjseex3cHIIcNBw1HGMclhy2HPAcEh0BHXQcTRwGHaseKiHoJJspeC1VLDEkKxU7AX/qCNSEwYm3XLVhuIq8lb4VvMq0X6q1oAKbypsIpPKyGsVQ1nbjb+x68WDzlvOH9JX3JPxrAIwDPAV7BfsDMAF+/RH5W/PW7BXmlt9K2nDXGNhI3BTiLuhq7RLxfPIz8gLyEPRB+QkBlQpHFDIcxCCDIfoemBoSFsQSYREvETYRsBBbD4oMRAhMAxn/Qvxq+jL5/fjb+YL7if3i/6cC/wVdCTIMug2mDSMM8Am+BwgGBAXDBM0ESwRvAh//0vqF9iHzR/Fq8VTzVPYk+fD6vPu++8b7TfzH/TQAZwOnBlYJGwsEDE8MJAzRC2kLFgvgCo0KOQoBChIKcwr0CmMLgQubC34LVwuZC6QMUw5vEIoSpRRbFpIXVxgLGesZERtsHNwdER+uH5Yf9h4DHvocDhx5G0IbQhs2Gw4bxhqVGqsaJBvdG4IcxxwDHb4dSR/gIb0ldSqcLWgrWiFvDzr5muFGzJq8BbW+tJa47LvCuyO3Pq8Tp6ehD6FbpruxI8H50DPe2ecM78/0B/m1+9f92/8MAZ8A4f5B/Zb8U/yw+8L5d/Vd7mHlgNy41Y/SCNRK2k3jAuxX8t71YPfG90L4t/ovADwICBHKGC4eriBRIAoe9hrIF6gUlRGhDmYLzAdaBNYBkwDK/9n+n/1O/KL6Cflb+L/5cv2lAhsIAA2kEIgSgxL0EHUOtgsmCTsH3wWNBNICtABM/jP7eve/8/fwnu+x7znxN/TI9zP7y/16/3oAOAHYAQQDzAQHBzwJ+QoNDFsM5QvqCs4JyQjpBykHwwbjBnUHPAgQCc0JUQqECssKOgsYDF0NMg+aETsUphZ6GJsZNBp8GqYayxopG9YbnRxzHeMdrh3aHGEbfRm3F4kW/xXwFTwWKBeIGPUZExvOGwkcuBtEG2YbjBz6HtAitScNK/oo+B6jDQX4+eC3yxy8HrQIs1+1ibfrthqzPa1vqGSnnKqVsXy79MdB1drg4ukP8oL6zgHOBboF0gJk/lf5TPWR83v0Y/YX9+X0wO6l5fvb+9RI0s7TntgS4Ono0/Cp9u/67P4yA0cH7ApuDuARGhUMGA4b1x2YHzMfsBwkGI0RxAmlAuj9B/xB/D/9ZP7v/l/+Af0J/Gb8Lf4AAXAEJAiKC38OGBGTE70V6haWFkUUBBBaCsgEnwAW/qX8hvsZ+sj3ePSK8Bntfeta7JbvL/Qu+Z/9AAESAxkEtARcBRoG3gaNBwQIJwjlB74H0ge8B9kGLQVZA5wBiQCCABMCsgRpB1IJ+QkNCjsKCQt+DJQOBxF0E2gVhBZHFysYgxkfGzkcbRzHG7karhkeGRgZjhk9GnMa/hm9GDsXHxbiFYIWtxcHGQEalRrjGk4b5xulHFMd0h18Hocf3iB0ImYkuSVeInoXVwW072XaA8hTuq+yxrBHsb2x4LAHr1Sthq2VsTC4cr+Yxg7Pedld5Gfufffd/4oFQQYoAq/7qPUn8U7vPe+A713uQuvz5hbiHN0p2cvXItnH29fe5eJc6fbxxvqAAo8Ijgw2DhoOjQ3jDYwPSxJ+FXcXrhY5E3cO0glcBSIB0P3I+8L6L/pD+q37Kv4HAV0DEwUyBh0HagiTCrwNRxF/FPQWPRjWF6UVvxKkDxIMeAcMAuv83fiN9lX15fTQ9EL0svKF8KjutO788GL13Pr1/+EDpwZ8CF0JOwlrCGIHOQa7BGUDvQIKA8MDNgT8A8YC6gAn/7X+rf/CAZIEdwfwCYULWwwGDfgNbQ/vED4SGROiExYUeBQFFaAVSBbkFmAXxhcHGCYYYRivGOYYzBhoGC4YXhjFGE0ZohmsGawZxhn3GScadhr+GpQbvRthG4QauBlZGdIZCRuqHH4eQCDPIMIbIQ+X/DHojdVPxhu7SbQ7sWKw1LAcsrOztrV+uCG9M8J+xtDKyNFc3E7oDvMB+2sA0wKXAdr9G/mJ9DzwoOzr6V3nv+S74lrim+Kf4TzfGt2q3AzefOGd5xjwZPlCAUcHigs1DqQPnxB+EVERDRC+DjoOPw7LDb0MLAuvCAIFgQCU/FL6AfoA+wT9fv/nAWEEOwdkCigN5w7cD1kQghB2ENQQHBK/E6YU1BOBEboNdgh+Au78a/gR9azyuvEM8i3zmPQV9nP3B/jj96T3MfjH+QL8l/5cAdcDSwWPBc0EIQPnAK3+Uv0G/Tz9s/2T/vb/QQH6ASMCgAIhA+0D/QSABl8IXwpLDFIOCxBiERMSQRIMEmYRfxDhD/UP5hBZEgUUohXrFssXSBiBGH4YThgkGEgY1RizGcsa1huHHJ8cShzOG+Ua3BkrGRMZcxnjGUkaURoFGnYZPBmJGUUalBs5HdQdYBnPDTr9eOvg2yLPAsXSvGy2V7I4sX+z7rfSvDPBisWYyb3MF9Aj1rjfdOpD8zP59fwq/8P/E/8T/er4d/KI6wzmWuIE4GTfk+A84j/i4eAc4Bbhm+Py5irrLvDx9Sz89wLqCakPKBN1FDoUnhIXEN4NvAxADDgLKgm4BrEE9QI4AWj/ff2O+y/6fvrF/DIAzQNhB7IKfA1cD6EQoBFhEq4SchL6EVERvxAxEL0P+w4vDQ0KngUgAJH6BPZo84byiPL48vrz4PWB+Ab72/zf/T3+Gf73/Rz+rf6N/6sA1gFZAtMBlwCE/9L+Pf5n/Z78Vfzb/Dv+LwBQAtsDqgQzBeIFpwZuB1QIaAmBCoALigzGDfEOlg97DwQPfg7PDRwN4wxKDUQOiA8KEcwSkhQvFpwX1Ri6GSoaTBp2Gr4a9BoDGwcbERsbG9saNhptGaoYxRe1FuEVhRVlFVQVaxXyFcQW5xd9GbkaeRkhE04HYfhh6R/c5dB/x7W/kbkLtiW2EbpQv73Da8f3ymTOYdEJ1R7bGuPQ6gbxJ/ag+i3+gQAzAYr/oPqx81ft+ujw5WjjBeIk4ufifuMy5NnlUOjJ6rbsCe9a8tX2yvzsA9cKuw9UEgcUSxWWFWwUJhJ7D6AMsQn7BicFKQR4A6kCgwHk/2T+yf1Z/qb/8QBIAikEIwfqCqMOqBGLEz8USRTUExUTJhIuESAQ3w5sDTQMLgvGCTEHagP7/tD6ffcY9azzzPIu8g7y5/LZ9Fv3pfmH++X85v2V/jX/9f+yABsBHQEFAf4A+wDqALIAIAAF///9ov0h/j3/iQDzAX8D/wRnBq8Hvwh5CdkJFwpxCg8L6QsSDWEOfQ8PEAYQuw+ODzUPow77DZMNtw2SDkoQdxKmFHkW5xcJGcIZ5hmOGRwZyRhpGPkXmRd1F5kXgRfTFsAVlBR/E4MSqhETEbUQdhCJEC4RNRJPE2QUSxXdFNcQQwix/FvwguRt2YfPR8f2wEC98rxUwKPFpMrbzgvTHNc72sLcJuC15FLpDu3L8AP1PPly/Cz+CP7f+qb1RvDj6yDoTuQl4TXgn+FM5JfnQOvx7s3xwPN49ZD36fnA/FoAegRvCNULLQ92Eo4UehRVEgYPaAvHB5QEGgJkAJT/iv8hAAwB8QHOAqIDTAStBOkEiAXlBjIJxAs4Dh4QoxEEE+MTqxNqEnYQEQ5cC98IBQfaBdkEeAOvAaD/Uv3y+s349/YD9TXzP/Jf8p3zePW/91L6yvy1/v//0AAlAdwAIwBG/3r+7f2s/cL9C/5H/jH+F/4Z/jH+Sf6J/hH/4P/0AHECHQSnBdIG0gfrCAAKzwo8C1oLSQszC04L2wurDFQNtw3ZDQMOLg5JDlwObQ6hDuIOVw8PEDERmRI0FM4V6xZOF70WrhW5FOETzBJrESwQjA88DyMPWw/aD1EQrRD5EC4R+RB/EDQQZBDcEHMRLhLaEuoRow3wBTD8BfLZ57fdSdQzzAnGkcKIwunFncrzziPTl9eG21beoOBq40bmj+j56nXu8/KC9z370/11/tP82Pm49l7zJe9U6nTmv+Tv5HTmFumS7BXwGvPP9ar4RPs5/Zj+8f9yAe0CqAQsByIKfQyrDSAOWA7LDRcMnQnmBikEvQEbAKD/BgDPAP0BtwOHBdoGqAd3CAkJLwkVCSYJfwkjCicLbAydDWQOkA4RDpQM6wllBlkCNv45+v32v/RU84/yTPLU8tHzCvVm9uP3SPk5+u36GPyx/VP/vAAEAiUD+wMTBLMD+QLTAVgA/f49/iD+T/4D/0oA+gF1A5QEswXjBtEHXwjRCE8J6wl/CjwLQAw2DfsNoA5FD9AP/g/5D9gP0A/pD/cPFxBYEKkQERG2EXYSCRNnE4kTmhOnE7MTgBPaEhwSgRFVEYgRzxHqEQISCRL/EQASFxIaEhUS5RG8EZQRdxFHEZUQYw6kCbECBfsC86vqM+KA2gvUFs9lzE/Mcs5k0XbU/df222/f/uFz5P7mKemr6mTsA+8g8ur0Iff0+An63fng+J33yvXd8nLvsewZ62Xqaepa61zt0+9t8oH1Kfl5/Mv+TgC3AekCxAOjBPwFngfmCLMJxgr1C64MigzEC44K4QgRB4IFZgR6A64CVwK7AroDwAS0BcYGpQciCGYIgwh5CEgIAAjDB8EHzwfKB4gH3gaNBZEDOAHW/pv8oPrv+N/3gvfB95n47vmQ+yv9gf6G/0UA2QA7AYEBlAGPAacB/wGPAhIDewO5A94D8gPxA9IDvgOuA6sD2wNdBOQEiAUlBtwGowdQCOcIVAmkCd8JBgo+Cp8KGwuiCz4M6AxwDc0N/g0PDucNjg0bDbgMmwy9DAMNXQ20DQoOSQ6hDvMOGA//DqMOEQ5rDQENsAxoDEMMKAwLDNgLrwugC4ALKwufCiIKvQlzCRwJfAgRBxsEpv9t+uP07e586HfiUt0c2RDWqdQn1eHWF9m32+DeMeIM5XXns+m16wTt2e0n7/DwwvJe9Mz1Ofc5+Kb4rfhn+Jb3H/aA9FXzsfJp8mPyAvNW9Df2a/jt+oz93f+oARUDSwQwBcQFJQZ9BggHjQcaCMkIigkeCkkKOQoeCvAJbAmGCJUHwwYDBlAF+wQJBU0FqgUeBt8GlwfiB8UHYQfSBuYFoQR6A2ACEwGs/5r+Fv71/e797f0Z/k/+bv5z/oT+kP5z/lH+df7S/jr/i/8IANAAsgFjAuQCcQPyAy8EMQRABIEExwTzBDwFzgV4BhEHjQcpCK4I4gjfCPMIKwljCZMJ4QlTCqsK5Qo9C8ULVAywDOQMGw1CDUcNPg1UDWQNVg1YDXANlw2cDXwNXQ1HDRkNwQxSDM4LNwt6CrgJEwlrCM0HRAfrBrMGhAZnBkgGJQbkBYcFIgWyBBQEQwMYAmkAyf0w+vb1Z/F17HXnyeLD3nDb4tid1/HXdtmD29LdneCg42bm3ego6xftG+5b7qPuZO9D8PXwtfGx8sDzpvSL9Yf2L/co98n2j/Z+9jz25fX49af2zfdE+S37eP3K/98BtwNSBYkGMQdwB58H0QfxBwwIQwisCBkJVwmiCf4JIArjCW4J5ghBCHgHqwYDBn4FGgXeBNgECwUwBRAFrwQUBE4DVQIzARwAGf8o/mj99vzu/D79q/0Z/pD+DP9a/3f/nP+3/5z/Xf9S/5f/CACQADgBBwLrAosDLgTnBIgF4gUSBkcGpwYUB3UH4wdZCMcIOQnVCYIK+wpGC3cLtAv6CyYMUgxvDKQM6Qw7DaQNEw5uDqoOwA7ADqoOeQ42DuENbg3pDHgMHwzfC5sLOAvNCmwKAAp/CfwIZQi0B/YGPgaWBQkFegT+A5ADIAOqAkECzwE2AWQAg/+c/oP9Cvwe+sv3CPXo8ZXuROsg6B/lhuKY4G/f+d5N30rgvOFs40blO+cz6ePqP+xM7SPuwO4277LvLvCw8D3x9PHR8sLzq/R89TD2vfY79673CPhY+Lv4N/nd+cj68/tU/cv+LwCgARUDYgRxBT4G3gZOB3wHtwfpBwkIDAgMCB8IJwhDCEkILggRCOwHvgeUB1AH6wZsBtMFKQVaBG8DdgKLAbAA2/8f/53+Zf5O/iz+Vv7K/mP/7P9sAPIAegHdAQ4CMAI+AjkCIQIGAgICFQJcArsCQAPlA5AEOgXOBVsG2gYsB0UHUQd1B5AHuwflBysIhgjhCFIJ2QlfCsgKEwtYC4oLqAvFC+cL+Av6C+kL5wvgC9UL2wvfC9ELxAuvC6cLiAs3C80KXwraCTcJiAjxB10HxAY7BtoFjAUzBdMEgwQnBJgD6wJIApQBugDU//L+Hv5S/YP8xvsI+1v6p/ns+Bb4KPcd9vT0rPNB8szwWu/57bnspOvD6h/q0OnH6QPqbOoB65zrVewa7d7tk+4s76Dv+u9h8N/wWPHX8WHy5fJo8xf06/S79WP29/aH9xT4tPhQ+fD5jvo5+/T7x/yr/aT+kv9xADgBCwLXAosDHgSQBP0EXAWqBeQFFwY2BkAGNAYgBswFVwXZBFwE5gN1AygDGQMtA0oDoQM1BM0ESQW9BRwGRwZRBjsGAQakBSkFxwSLBGgEXwRuBKgE9gRDBaoFJQZ4Bq0G0AbjBvcGBwcHBwwHEgcuB2YHqAcACEkIowj3CEAJhwnCCfAJ/gkPChcKFAoRCg0KCAr+CeQJxAmVCUoJBAm2CFcI8wd8BxkHvgZgBv8FnQU4BeIEdQQYBLcDNgOxAjICoQEbAaYAHgCs/zH/0P5p/v/9m/0t/Zz8/vtP+5P62Pkf+Wz4q/cB91L2u/Uk9ZX0//Nm893yR/Kh8QXxbPDY71Lv6u6k7n3udu6O7r7uD+9v7+vvbPDm8F3x3PFm8uTyUvPH8zb0pvQq9bb1N/bA9k/31/df+PT4hfkJ+pH6Bvtz+9z7TvzT/Fv95P19/hT/sv9HAMgASwHFAS0CiAL3AlMDqAPyA0YEqwQGBUQFiAXVBQEGIQY+BmoGkwa6BtUG/AY2B2wHqwfsBxMISQh+CKAIuwjECL0IuAizCL0Ivwi5COQIAQkXCU0JhwmfCaAJmwmYCZAJdglZCSQJ+AjTCKUIdwhlCEkIKwj7B8oHlwdfByUH7Qa3BokGYAZKBi0GDwb4BdoFqQVmBRUFrwREBMoDTgPSAlwCAgKyAV0BHQHnAK0AdgAyAOT/lP8p/7f+QP7O/Vz99vyS/Dr82/t4+w37m/oj+qX5E/mG+Ob3TPe29if2o/Uv9b/0WPT+85bzKfOy8izyofEe8ZrwJPDD75Lvg++q7wvwh/AP8avxXPIL85jzAfRZ9Jz0yPTy9Bj1VfWm9QT2m/ZH9wX44PjF+Zr6WPv5+5n8HP2C/cz9Ev5g/sP+H/+P/xkAvwB1AS0C2AKAAxEEiwT/BF4FpQXnBRkGQQZzBqEG3AYlB2cHowfYB/kHGwghCBsIGwgKCPYH5wfYB9gH0gfdB9sHyge2B60HlAdyBzoHBwfhBrwGjgZxBlEGTwZBBjIGLwY5BjwGIAYUBv8F4gXFBakFfgVUBSsFAgXPBJcEaQQsBOgDsANiAxUDzgKIAksCBgK3AYYBTgEWAdYAkABiADkAAwDZ/8L/pf+E/1X/Nv8O/+X+uv6c/nX+TP4s/hD+Bf78/e795P3c/dD9rv1+/Ur9Df3M/JL8VfwY/Or7xfuy+7n7yPvU++j78/vt+8H7gfs9+/f6n/o0+tv5mflc+UL5P/lX+X75qPnK+ef57vnw+eb51fnF+az5mfmn+bH51fkL+kD6cfqu+uj6D/tC+277jfuh+7r74/sa/FP8kfzO/CH9YP2p/fL9Kv5g/pL+q/7Q/v3+LP9V/4r/t//p/wMAKgBMAFQAPgA+AD4AMQAtACgAOwBlAJIAsgDlACABRgFGAUcBOgEbAdkAqQCGAGAATABRAHEAsADxAEwBmQHnASMCSwJlAoACgwJtAlcCWwJZAlcCcQKbAtwCGQNRA4IDsAPhA/4DFAQZBB0EGQQABOYD1wPGA8ED1QPSA9UD3gPsA+gD7APlA8MDogNqAyYD8gLCApkCYQI5Ai0CBwLiAbIBkAFhAS4B8gDKAKMAhgBsAGQAaQCEAJUAqwDKAOMA2wDNAK0AegA7APX/qv9w/z//Fv8O/xT/OP9o/5n/zP8KACUAIQASAP3/wP95/y7/7/66/p3+gv6L/qT+yP7m/vf+Hf8i/x3/CP/j/rz+jP5Y/hn+Bf70/ej91/3h/fX9Gf4c/jH+OP4+/kf+Rf5A/kf+Tv5Y/mT+cf5x/nr+f/6B/ob+l/6m/rT+wf7g/gL/JP9S/3L/o//I/+r/AAAoAEIAUwBdAGsAhwCuAMoA5QD4ABEBJQE2AVUBcAF8AY8BngGxAcIB0QHiAfgB/wEBAu4B2wHIAa0BhQFuAWsBYwFmAXoBlwGnAbsBvgHMAdEBsQGKAWEBNQEDAecA1ADXANkA4wDvAPsAEQEUAQcB8gDcALcAhABRABwA///g/87/yP/M/8z/2P/i//H/8P/p/9v/yv/A/7f/o/+b/5n/nv+U/5D/mf+S/3X/ZP9m/1r/Xf9r/3n/kP+q/6//yP/g/93/yv++/63/lP+L/4//kv+b/6H/tP/M/+X/+/8BAAAA8//q/8z/tP+b/23/UP9H/1D/WP9h/2T/bf+E/4H/gf+P/5f/d/9u/1j/X/9r/2H/af95/3L/ZP9C/zH/J/8Z/+z+9P4I/x3/RP9w/6z/7P8XACMATABdAF0ASgA9ADgAQwBWAFoAgQCuAOAADgEsAU4BaAFpAWEBXAE9ATUBKQEnASABKgE1AUYBUAFSAVIBSQE6ATABGAEOAf4A6ADPAM0AwQC+AK0AmACCAHUAWAAlAAEA3f/F/6H/nP+B/3P/a/9d/1f/R/86/y7/Kv8z/zX/TP9r/5D/rP/K/+f//////wAA+//l/9v/2f/l/wUAIABfAJMA0AAJASkBJQEwAR0BAwHcALIAkgBwAFsAZwCEALQA4QAJAS4BSQFMAUEBNQEnAQwB8QDUAMEAuQCuAKMAnwCXAJMAiQBxAFoAVgBFAC8AGwAQABYAEgALAAsACgAAAPr/3//C/6r/lP9//3P/bv93/4j/l/+c/5X/kv+B/27/Uv8w/xP/+f70/uz+6P70/gr/B/8I/w//D/8M//7+4/7S/sP+v/60/r/+z/7Z/uH+7/4O/yr/M/87/0T/Uv9Y/2b/aP+I/6P/t//C/9//9v8LAAgACAAGAA8ACwAKABkALABCAG4AgQCVAKsArgChAIkAegB9AHMAcQB6AJAArgDUAAUBJwE/ATEBGgH7ANIAvACQAJAAkwCYAK0AzwDoAPkA/QDyANwAvwChAHoAZwBaAGkAbgCCAJwAtwDPAMsAxQC/AKMAhgBpAE4AMgAnACgANgA9AEUAQAA+ADkAMQAnABYACAAIAAUABQAFAA8ADQAIAAMA9v/g/9P/xf+0/6//r/+x/7n/w//M/+D/1v/Y/9H/u/+t/57/of+c/6j/sf/H/+D/9v8GAAoABQD6/9//yv+x/5z/kP+G/4T/kv+c/6j/tv/O/+L/5f/2//j//f/7//j/AwAQABsAGwAjACgAKgAqACoAKAAjABYAAADk/9b/zv/K/8//0f/g/+n/8/8BAA0AFAAXABYAGwAZAA8ABQAAAPX/8//u/+7/8f/2//b/6f/g/9v/3//W/8//2//w//v/BgAeADkARwBPAFgAVgBOAEMANgA0AC8ALQA0AEAATgBYAE4ASQA5ACEAFAAGAAYAAAAIABsAMgBHAFQAcABxAG4AZwBTAD4AKAAbAB4AIwAvADQAQgBPAEwAQwAxABkA9v/W/8X/tP+y/7T/t//n//r/BQAAAP//8f/d/8j/vf+2/7v/wv/O/+D/6v/s/+D/xf+v/5X/iv+G/4P/gf+N/6//zv/4/xYALAA7ADsAMQAlABwAFwAbACcAPgBHAFsAZABrAGUAYABOAD0AMQAZABcAHgA0AD4AQwBOAFEAWgBOAEkAQAAxACEAIwAZABYAEgAPABIABgD6//r/9v/q/+X/2//P/8//x//R/9j/4P/s/+7/6f/i/9j/yv/F/7v/u/+5/8X/zP/Y/+z/8f/1/+7/7v/s/+r/5//q//j/+v/6//3/AwD4/wEAAQD4//j/9f/x//D/AAAGAAsAGQAbABsAIAAeAAMAAAD1/+r/4P/l//b//f8LAA8AGwAtADQAJwAbABAABgALAA0ADQANABQADQALAAYAAwADAP//+v/4/wAABgAQACEALQA0ADgAOwA9AC8AJQAcAB4AHgAcABcAGwAgACoAKAAcABwAFgAQAPr/8f/u//D/8P/z/wUADQAUABYAHAAQAAYA///7//b/7P/s//D/9v/7/wAA9v/6//r/9f/q/+X/5//q/+7/5P/d/+X/7P/n/+z/9v/7//H/8f/p/+r/8f/z//D/+P/7/wMAAwADAAYA//////P/7v/s/+z/7P/z//X/7v/q/+f/5P/d/93/3f/f/+T/5f/n//P/+//6//P/7v/l/+L/5//u/+z/5f/u//v/FAAlADIAQwA+ADYANgAsACgAKgAhABkAGwAeACUAIwAnACMAIAAhACEAGwAcACoALwAtACoAMQA0ADQAMgAoABsAFAAIAAAA/f8DAAUABQAKAAYAEgASAAsADwAFAP/////9/wEABQAFABIAHgAhACAAHAAWAA0ADQAFAAEABgAUABcAHAAlACgAJwAjABsAEAAGAP//8//1//X/9v8AAAAA+v/7//v/7v/1/+7/7v/p/+z/9f8GAAoAFgAbACAAHgAWAAYABQD9//r/8//x//P///8FABQAGwAgACUAIQAbAAsACwAGAAgAAwD//wEAAwAAAAYAFwAXABYACAABAAAA/f8BAPv/+//9//v/+P/1/+7/7P/u/+z/6v/u/+7/7v/z//H/8//z//P/9f/1/+7/6v/1//X/8//4//v/+P/2//b/9f/q/+T/2//T/9T/0//O/9P/3f/i/+n/8P/x//P/7v/u/+n/7v/w/+7/8/8BAAAA8f/x//P/+v/s/+r/7P/s/+z/6f/q//D/8f/2//P/9v/6//H/8f/w//D/8P/2//b//f8AAAoABgAGAAgABgD////////6//b//f8BAA0AFAAKAAEA///////////4//j/9f8AAAgAGwAoADQAMgAvACEAFAAPAAAAAQAFAAUADQAXABIAEAAXABkAFAANAAMAAQD//wAACAAIAAYAFAAgACEAIQASABIAEgAKAAgABgAQABsAIAAcACwAMQAnACgAIwAeACAAFwAWABcAGwAhACEAJwAjABwAFAANAAgAAAAAAPv/+//6//r/AAAGAAoABgAGAAYADwAFAP3///8DAAAAAAAFAAYABQABAAgACAAFAAUAAwD9/wAAAwAAAAMABgAKAAUAAQADAAEA//8AAP///f////r/AQAGAAoAEgAZACUAHAAXABkAIwAlABYADQAGAAAA/f8FAAYAFwAeAB4ADQAIAA0ADQADAAUABQAFAAgAAQAAAAAAAAADAP//+v/2//b/+P/4//3/AQADAAoAAAD/////AAAAAP3/+////wMAAAABAAgAAQADAPj/+/8AAP3/9v/2//X/8//k/+f/6f/u//P/7v/q//H/+v/1//b//f8DAP/////7//3//f/s/+7/8P/z/+z/7v/s/+r/7v/w/+7/7P/s/+X/7P/z/+7/5P/p//D/7P/l/+z/8P/w/+r/7P/s/+7/7P/u//b/+//7//D/8f/n/+L/5//p/+r/9f/n/+r/9f///w0AFwAcACAAFgAIAAEAAwADAAEABQAPABIAFwAhABsAIAAcABsAIwAUABsAFwAXABwAHAAQAA8AEAAUAA0AAQAIAAgABgAAAP3//f8DAAYAAQABAAsADQALAAgADQAZABkAGwAXABkAHAAbACcAIQAjAB4AGwAbABYAFgAeACMAHgAXABkAGQAUABIACwAQABYAFAAUABAAFwAWABIADwASAA8AEAAKAAgACgABAAAAAwAAAAAABgD9////AAD///r/BQD4//b/+P/1//H/6f/u/+n/6v/s//P/AAAGAP//7v/1/wAA///1/+7/5//n/+f/5//z//j/+v/4//X/+//z//P/8f/w/+z/7P/x//3/AQD4/wAAAwAAAP//+//9/wgABgALAAgADQAUAA0ACwASABYAGQALAAsADQAFAA0ACwAGABAABgAAAAUAAQD4//j/+/8DAAMA+//6//v/+/////j/AAAAAAAA+v/2//v/AAAAAAAA+///////+P/4////BQAAAPb/8f/k//H/6v/s//H/8P/2////+v/4//H/6f/x//D/7P/z//v/8//z//D/7P/x/+z/5//s//D/8P/n/+n/5f/b/9j/2f/k/9//2//g/+T/8//1/wMAEAAUABIACgADAAYAAQAAAAgACgAQAAgACgAQABAAFAAKABIAGwAQAAoACgAcABkAEgAQABcAIQAQAAsADQAUABYADwAQABsAIQAjABYAGQAgABwAGQASABAAGwAWABAAFwAeABwADwAUABwAEAAPAA8AEgALAAsADQASAAgAAAD6/wUACwAFAPj/AAADAPv/9v/w//D/8P/x/+X/5f/p/+n/5//p//D/7P/u/+z/7P/s/+z/6v/i/+r/+P/9/wMAAwAKAAgABQALAAYADwAPAAsADwASACwALAAoABwAHAAjACMAFwAQAA0AEAAFAAMABgAFAAUA+v/2//3/AAD9//3///8AAAAAAAD9/wAAAAAAAAAA///9/+r/7v/2//H/6v/p//D/+P/w/+n/6f/z//j/6v/1//j/9f/z/+z/8f/x/+f/4P/g/+f/6f/p/+X/7v/2//P/8P/q/+r/7v/w//D/9f/7//j/7v/s//H/6v/p/+n/6f/1/+r/5f/n//D/9v/z/+7/8P/p/+f/6v/z/+z/9v/6////+//1//H/+v/4//r//f8BAAMAAAAFAAUABQAAAAAAAAAGAAUACAABAP3/+//9/wAAAAD2//P/+P/9/wMADQASACEAJQAjABsAGQAUABQADQAUABAAGwAXAA8AEAAQAA8AEgAKAAoACgAKAA0ADwASAAgABQAFAAYABQAAAAYABQAFAAAAAAAFAAsAEgANAAgAFAAQAAgADQAPABIAFAAWABsAFgAUAA0ACwAPAAsABgADAAoAAAAAAAUACAABAP3///8BAAAA+/8BAP//CAAIAAgABgAKABAAEgANAA0ACwALAA0ABgAKAAoABgAGAAgADwAIAAsACwADAAgABQAQABIACgAKAAMABQD///v//f/7////CwAUABwAFwAUAA8ADwAcABwAFAAKAAAA/f/4//H/+v/7//v/+//4//H/8f/1//b/8//x/+z/8P/s/+f/7P/z//D/7P/u/+z/8P/2//b/8P/n/+z/7v/u//b//f/4/wAA//8BAAEAAQAGAA8ACwAFAAMAAAD2//3//f/w//X/8//2//j/+/////v/+//2//r////6/+7/7P/2//r/8f/1//j/+//x//j//f/2//H/9f/x/+T/5f/q/+r/6v/p/+r/6v/n//D/6v/u/+z/7v/4//v/+P/1//D/6f/x//H/9f/x//3/8///////9f/x/+z/7P/q/+z/8f/s/+r/9f/4/wEABQAWABcADwANAAUAAwAFAAgABgAQABYAFgAPAA0AEgASAAgACgAIAAgADQANAAYAEgALAAMABQAFAAoA/f8BAPr/AAADAAUACwAPABIADQASABcAGwAWABsAHgAgABsAHgAgACAAHgAcACEAGQAWAB4AHAAeABwAGwAZABkADwAQAA8ACgANABYADwASABcAFwAQAAUABgAFAAUACwAKAAoACAAFAAAAAAAGAP3/+v/7//r/+v/1//r/9v/1//3/+P/6////+v/4//3////9////AQAAAAUAFAAQABkACgAGAA8AEAAIAAAA/f/p/+T/5f/q/+r/6v/1//H/8//1//X/+P/2/+z/8f/1//3//f/6//r/+v/9//j/+v/z//X/+v8AAPv/+P/6////+//6////+v/9///////4//r//////wEAAADz//v//f/2//j/+P/2//X/9f/6//r/8//6//3//f/2//X/+v/6//j//f8FAPj/8//u//H/8f/s/+7/8f/x/+X/5P/g/93/5//x//H/8f/z//X/+v8BAAAA+////wAAAQAAAAAAAAD9////AQD9//3/+//1//3//f/6//v/+v/u/+f/4v/x/+n/5f/n/+T/7P/1/wMABgAPAA0AAwAFAAAA+P/z//v/AAABAAAAAAD///r///8AAAEABQAIAPv/AAAGAAoABQALABQAEAAXABcAFAAWABcAFwAbABcAEAAQAAsACAAGAA8ACAANABAAEgASAAoAEAAUABYADwAXABIAFgAUAA8AEgAGAA8ACwAKAAYADQAFAAAADQANAAoABQANAAsABgAGAAgADwALAA0ACAALAAMACwAPAAgAAwAFAAYAAAAAAAMAAAADAA0AFgAPAAYABQAPAAYAAwAPAAsACgAUAAgACwALABAAHAASABIAAwADAAYACAD///j/+v/u/+7/9f/z//P/9v/4//j/9f/2//X/8P/x//P/9f/w//P/+P/7/wMAAQAAAPr/9v/4//v/8f/s/+r/9f/2//X/7P/1//j/9v/z//3/AAABAP//+v/7//r/9v/2/+z/8f/x/+7/9f/x/+z/6f/n/+7/8P/x//D/9v/4//r/+P/2//r/+v/2//j/9v/4/wEA+P/2/wAAAAD2//j/8f/z//3/+v8AAP//+P////////8FAP3//f8AAPr/+/8BAAEA/f8AAAAAAQAAAAAAAAAAAAAAAAD7//P/6f/d/+X/7P/1//b/8P/z//j/+/8BAAYACwAIAAUA+P/6//r/+v8AAAEACgADAP3/AAABAAEAAQAAAPv/8//4/wMA//8DAAUAAAAAAAoABgANAAEA/f8DAAMAAwAAAAAAAQAGAAMACgAKAAYACAAGAA0ACgAQAB4AGQAZACAAHgAgABYAGwAcABQAFgAWABYAFgAUABcADwALAAsAEgAPAA8AEgAQABAACAABAAYACAANAAoAAAAFAAYADQASAAsACgAGAAYACAAKAAoAEAAIAAgADwAGAAUAAAD///3/AwADAAMAAwAFAAMAAAALABIADQANAAsACgAQAAoAAAD7//D/7P/q/+z/8//1//3/AAAAAP/////2//P/8P/s/+7/5f/l/+n/8P/p/+T/7v/n/+r/7v/x/+r/6v/u//3/AAD4//H/+P/6//H/8P/4//b/7v/w//r/+v/z//X/8P/u/+7/6v/q//D/8P/w//D/8P/w/+7/8//z//H/8f/1//j/8//w//r/9f/q/+7/8//w//D/8P/4//X/7v/1//H/7v/x/wAAAQD7/wAAAQABAAAA///9/wAA///9/wMAAAD7/wAAAAD7//////8BAAAAAwANAA8ACAAAAP3/+v/2//b/AwD1//P/9v/2////BQAKAAsAAwAFAAAA+v/4//v/+/8BAAYAEAAIAAUABgAGAAgACAAGAAoADQAIABAAFAAPAAoABQAGAAgAAwADAAMAAwABABAACwANABAAFAANAAoADwASABAAEgAZABsAEgAQABcAFAASABIAFgAPABQAFgALAAUACwALAAgACgALAAMAAQADAAEAAAAAAAMABQAGAAAAAQADAP3/AAAAAAMA+//6//3/AAD9//r/AAAAAPv//f/9//r/+P///wYAAwADAAMAAAADAAMABQD7//v/+//4//b/+v8KABAADQADAAsAEgAPAAYA///z//H/6v/1/wAAAQAGAAoA//8AAP//AAD///j/7v/4//b////6//j/AAD6//r/8f/q//X/+P/2//X/+P/2//v/8f/z//v/+/8AAAAAAwABAAgACAAFAAMABQAAAAAAAAABAAAA/f/6//v/AAD6//j/8//u//D/8P/z//r/8f/2//H/8f/1//P/8f/u//H/+P/4//b/+//7//3/+//w//P/9v/6//3/+v8BAPv/9v/////////9//b/8f/w/+z/5//s/+X/6v/s/+z/7P/z//b/+v8AAP//+//7//P/4v/q//X/+//z/+z/+v8KAA0AFgAXABsAFgAUAAUADwALAAgADQAPABIAEAAQAAgACwAIAAoADQANAA8ACwASABIADQAIAAMACwAGAAUABQAFAAAAAwADAAYABQAFAAUABQAPAAoADwASABQACwAUABIAEAAUAA8AEAAKAA0AFgAQAAsAEAAQAAgACwAKAAEABgAIAAoABgAIAAUABgALABIACgALAAAAAwAGAAAABQAFAAUABQAFAAMAAQABAAEAAAD7//r///////3/+/8AAAEAAQADAAAAAQAGAAAAAAADAAgAAwADAAsAEgAeABkADQAIAAsACwADAAAA+//z/+X/3//z/+7/8/8AAPr/+P/7//b/+v/6//r/9f/4//j/7v/q//b/8f/x/+7/7v/w//v/+P/2//b/9v/7//r/9f/2//X/+v/7//j/AAABAPj/9f/1//b/8//x//b/+P////r//f/6/wAA///2//H/9v/1//P/9f/4//v/AwABAP3/AwAKAAYA9v/z//3/8f/2//b/9f/6//H/8f/w//b/+v/6//X/9f/9//r/+//7//b/8//q/+T/7v/u/+r/8P/p//D/8//1//j/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA==\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Change pitch only"},{"metadata":{"trusted":true},"cell_type":"code","source":"y_pitch = samples.copy()\nbins_per_octave = 12\npitch_pm = 2\npitch_change =  pitch_pm * 2*(np.random.uniform())   \nprint(\"pitch_change = \",pitch_change)\ny_pitch = librosa.effects.pitch_shift(y_pitch.astype('float64'), \n                                      sample_rate, n_steps=pitch_change, \n                                      bins_per_octave=bins_per_octave)\nAudio(y_pitch, rate=sample_rate)","execution_count":68,"outputs":[{"output_type":"stream","text":"pitch_change =  2.9363180570032563\n","name":"stdout"},{"output_type":"execute_result","execution_count":68,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Change speed only"},{"metadata":{"trusted":true},"cell_type":"code","source":"y_speed = samples.copy()\nspeed_change = np.random.uniform(low=0.9,high=1.1)\nprint(\"speed_change = \",speed_change)\ntmp = librosa.effects.time_stretch(y_speed.astype('float64'), speed_change)\nminlen = min(y_speed.shape[0], tmp.shape[0])\ny_speed *= 0 \ny_speed[0:minlen] = tmp[0:minlen]\nAudio(y_speed, rate=sample_rate)","execution_count":69,"outputs":[{"output_type":"stream","text":"speed_change =  0.9979356751528617\n","name":"stdout"},{"output_type":"execute_result","execution_count":69,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## value augmentation"},{"metadata":{"trusted":true},"cell_type":"code","source":"y_aug = samples.copy()\ndyn_change = np.random.uniform(low=1.5,high=3)\nprint(\"dyn_change = \",dyn_change)\ny_aug = y_aug * dyn_change\nprint(y_aug[:50])\nprint(samples[:50])\nAudio(y_aug, rate=sample_rate)","execution_count":71,"outputs":[{"output_type":"stream","text":"dyn_change =  2.2849864231513264\n[ 11.42493212  -6.85495927   0.         -13.70991854 -22.84986423\n -15.99490496  -6.85495927  -9.13994569 -13.70991854 -11.42493212\n -20.56487781 -20.56487781 -11.42493212  -2.28498642   4.56997285\n  13.70991854  22.84986423  11.42493212  11.42493212  13.70991854\n   4.56997285  -2.28498642   4.56997285   4.56997285   6.85495927\n   2.28498642   6.85495927  11.42493212  13.70991854  18.27989139\n  15.99490496  11.42493212  15.99490496  18.27989139  11.42493212\n  18.27989139  20.56487781  20.56487781  15.99490496  20.56487781\n  20.56487781  13.70991854  11.42493212  11.42493212  13.70991854\n  13.70991854  13.70991854   4.56997285   6.85495927  18.27989139]\n[  5  -3   0  -6 -10  -7  -3  -4  -6  -5  -9  -9  -5  -1   2   6  10   5\n   5   6   2  -1   2   2   3   1   3   5   6   8   7   5   7   8   5   8\n   9   9   7   9   9   6   5   5   6   6   6   2   3   8]\n","name":"stdout"},{"output_type":"execute_result","execution_count":71,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## add distribution noise"},{"metadata":{"trusted":true},"cell_type":"code","source":"y_noise = samples.copy()\n# you can take any distribution from https://docs.scipy.org/doc/numpy-1.13.0/reference/routines.random.html\nnoise_amp = 0.005*np.random.uniform()*np.amax(y_noise)\ny_noise = y_noise.astype('float64') + noise_amp * np.random.normal(size=y_noise.shape[0])\nAudio(y_noise, rate=sample_rate)","execution_count":72,"outputs":[{"output_type":"execute_result","execution_count":72,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source src=\"data:audio/wav;base64,UklGRiR9AABXQVZFZm10IBAAAAABAAEAgD4AAAB9AAACABAAZGF0YQB9AAAZAAEA/f/m//n/7v/q/+b/0//X//P/EgDz/8r/EgDu/xwA9/8pAA8ACAAAAP3//v8EAAEALgD0/w4A7v8RAAkAAAAVAPL/EwD1/w8ADQAsABEAEQALABQAAAD9//X/AwDr//r/BgD2//r/FQAdAAwAEADe/yMAJQAkAP//FQAAAAYABQAYACIADQDx/wsAKQAJABUADgABAP3/DwDq/xIAEgAbAAUAAAD//xQA9v/t/xIA/P8QAA0AAgAXAAAA/v8gAA4AAAAEAAsAFwAGABoA9P8oAM//AAAOAAgA3f8KACUABgD6/w0ADQD6/+n/BQD9/+T/BgApABsA9/8CAOn/CgARAOD/2//z/+T/BQAOACQAEQAYABQAGwD//xUAJQD1////AAASAPr/BgD4/+P/+P8gABYAEAAGABYAIgADANP/EAD3/wcABAAhAAcA5f/8//X/CwDf//f/7P/v//3/GwAYAP3/5//9//L/9v/e/wEA8f/t/wQA8f8TANv/5v/j/wcA7v/9//n/7P/0/xUAGQD2/9b/DADw//P/DwD6//H/7v/2//P/7//6/9n/AQAHAPT/CwDn/+j/9f/x//n/3P/p//P/EQAOAPL/5P/m//7/6v8JAOn/DwDx/wUA6P/y////9P8AAPr/5v8GAAAABQAAAAgACgDr/wQA8f8YAN7/+v/7/9//GwDj/wMA4P8AAA8APAD7/wIA/f8FAN7/+/8UAO3/2//z/wgA6f8JAPL/GgACACQAJwD+/xEA9P8ZACEA///7/wgAAgAAAAMAAAACAP3/+v9EANz/DwAFAP7//v/9/woABAAsAPT/JgAKAPP/FAAKAPv/7/8aACoA+v/v/w0AHgA1APf/FAAFAOv/IwA1AP3/BwAcAAsA6/8IAAoA6P/z/xIABQDa/+r/CQAmAAYAFQDe/xAABAAPACcADgAEAOb/5P/3/xsA7P/n/xQAGQAHAAIA+f8gAP3/EQABAA4ACAAaAOr/AAAYACYA6f8RAPb/BQAWAPH/+f8NAPz/4f8AACsAAwAzAOv/6//2//7/9v8FAPr//f/9/w0AAwD///j//v/b//f/9f8XAA8A8P/y//D/1P/z//P/9v/o/wAACAAFACIA1f/o/9n/CAD1/+b////g/wwA9v8BAA8A9P8DAAsACAAGAOf/y//W/+r//f8GAPb//v/u/9j/8P/a//j/7//9/xoA8P/d/wAA/f/+/xUAAAD1//b/8P/z//b/9P/d/+//CgDq/wAA5P/N/+z/4v/1//X/7/8GAOn/9f8LAPj/8//1/w0AAQDv/wQAGwD5/9z/IQDt//v/FgD2/+T/6v/6/+T/FwD6//r/AwD0/+n/CwAAAA0A7f/1/woADwAbAPP//P8ZANv/BgAQAPn/GgAdAOr/AADi/woA+v/8/xkADgAcAOP///8NAAYACQD4/w4A+v/0/xIA6/8GAPv/EAAjAAAAIgAWAPT/9f8mAOf/3/8eAAIA/v8VAB8AEQAXAP3/HwDk//3/DwDw//3/FgAHAD0A7f/7/xkA/v/9//f/9v/9/+3//f/8/+T/7v/t/+T/EgDn/wMA3f8LAP3/DgD8/x8ADwD5/w4A+/8yAPD/AgA9AP//BQAGABwA8v/6/wEAAAAZAN//CQAKABgA7f8AAO7/GADt/xwA8P/y/xEABgD5/wwA8/8CAAsADQAaAAUADQADABUAAgAAAAAADAAcAPr/CgAPAP3/6P8DAAQACgAXAAcAJQAKAPH/CADw/w0AAQADAAwADgD8/wQAGQAcAAUACAAJACAADgD6//7/CwAcAAcA8v/2/+7/9f/q/+T/CAD3/wYA6f/z/+//9f/w/wEA8f/c//j/FAAGAAkAEwAUAOb/8f/8/wkAIgD0/+n/HQDq/8v/7v/o/wUA/v8IACcA6//7/wAA9P////L/DAD+//X/+f8LAAAADAACAA8A9P8IAPb/8P8FAPL/8P/v/x0A/f/7/+n/6//b/+T/AwD0//j/5f/7/9T/+v/x/8//4/8FAN//7f/f/+L/6f/4/+z/9P8DAP//+f8MAPn/7v8jAAwA/v8AAA4A5//o//7/5//u//3/+P/f/+f/5//c/w4A9f/q//P/AAD+//L/8P/5//f/AAAZAOT/BgDS//r/9P8GAOb/+v/2/wUAFAAJABUAIQASAAgAKwAHABwA+f/V////HADr//D/+P/5//H/JQD3//X/5P/j/wYACAADAAwAvf8eABMABQDs/wwA6/8sAPv/AwD9//f/CwDy/+b/6f8eACUA5P8XAC0A8f8DABEAGwArAC0AFQAPACAAGAAFACQABQAZABMAEQAWAP3/GgD6/wwAIwD1/xEAEgAWAAQACwAWAAEAAwALAAsADwD+//z/KgANACoABgANAA8A6f8KAP3/BQD8/9L/9//z//f/CAD8/wEACAAJANL/+v8IAP//+f/1/w4AEQDy/xsA/v/0/wIAFQD5/wAABAD7/wEA/v/z/woADADr/y4A3v8PAAoA8f8UANj/+P/m/9z/9P/q/wgA6f/n/xQABQD4//L/EADj/wkACQAFAPH/LwADABoA6P/T////8//4//X/6/8BAPT//v/m////4v/x//v//f8QAPP/+v8OAOH//v8OAAUA///3/9r/1//w//P/CwAAAPb/4f/+/9//FgDY//n/5//n/xEADgAMAPr/9v/y/wAA2f/u/wUA8f8AAPz/4P/b/+z/3P/d/+H/5P8DAAAABwDx/w0ACAAEABQAEAAAAOX//v/7//r/+f/x//z/5//i//n/9P8IAPb/AgDr//T/HwD8/yIAHgAFAAYAJAAFAAwAFQD3/wQA+/8DABUA//8GAPz/9//v/97/8f/k//T/2//t/wQA/P8mAAwA8//7/wQA+v8UABAACwAPAPr/DQAMAPL/BAABABoAIQAzAAwAGAAEACUAKQAAACIADgD6/wgA/f8BAOj/BgAEAAAABgARAAUADwARAAEA+P/z/xgAAQAFAAgAEwDx/xkAEQAaAAoAHwD6/wQAAQAZACEADQAHAAYAHgAIAAQAHgD9/xAA6/8XABEA+v/u/xMA7f8LABIA+P/5/xcADQAFABYAAwAhACcA7/8jAAUA/P8OAA8ABwABAA4AEQDt/wUACgDz////AQDv//3/6v/o/wAA+P/2/wkA+//j/wsAIwDq//z/7/8XAAYABwAUAAwAEAD//wAADgATAAUACAAJAAwA+f8BAOD/EQABAOv/+P/M/+f/8/8ZAB0A6f/S//3/9f8BAPP/+P/1//j/AAACABIAAQDc/+P/AgAHAPP/+//r//7//v/6//b/+f8EAAMA4//5/wIA8f8QACMAAwAbAAAACgDj//T/3P/2/+D/6v/0/wMA2v/5//r/DgD1/yoABgDx/+n/8P/z/wAAFwD1/+7/AADw/+//8f/2//P/8P/5/+j/GwAAAOv/4f/2/93/7/8FAOX/8f/i/+X/6P8LAOT/GgDo/wYAFwD8//f/BAD0/wAA+P///+L/7P/z/wEA9P/o/wEACwAKAPb/7//t//D/BAAEAPv/4f/i//7/5P/y/w0A8//y//n/4v8PACoAFAA7AAkACwD5/wgAAgAaACEAIAAIAAMA9/8XAPb/8P/1/wkAIQD4//j/FQARAAAADwD5/x0APAASAA8AAwADAN//+P8HAPP/GwAeAAQA+f8FABIAIQD//woA/P8dAB8A+/8CAP3/KAAKABUAJQATAPf/EAD//xQA9v/y//3/GgALAPD/IwAHAA0ABQAKAPf/DAAAAPv/AgDr//v/DgADAPv/AAAqAAMA+v8MAAMA5P8AAAcA8v/0/+v/8//7/w4A//8OAOv/+v/1//3/8f8NAPf/EQD9//7/9P8GABwA7f/r//j/EADr/+z//P/d/xwABQALAAMAJQDy//f/BgD5/wwABQASABsA7/////D/EAAGAPH//v/9/woA6f/w/x0ADQDz/+n/5f8VAAYA/f8aAOH/EAD+/+f/4v/g/+z/DwACAA0A/v/q/wcAAwANABsADAD7//X/CQDx/+P/6//+/+r//f8AANX/IgAGAO7/BADp/9r/BQAcAOz/7f/8//H/8P/u/+H/AwDe/+v/+P/2/+j/GwALAOT/4f/j//f/5//v/wkA3f/7/wcA2v/u/wsA/P/0//X/8//v/+H/8/8BANr/8P/3//H/+P8MAA0AGADc/wkAAgDZ/wUA6//u//3/DwDu//P/1v8HAOX/3v/7/+D//v8cABUA///o/97/8//q/xEA6f8QAOz/9//7/zQA3P8IABoAGgAxACsACAATAPz/4f8CAAYA8P8WAAEADgAQABwAHAAjAPv/EgAXAP3/JwAMAAkAAwAcAAcAGAAMACIAFAAGAP3/JwAeAAUA8v/l/+//EQAAAAkA/P/5/woAGwABAA4A+v8GAP7/FAAkACMAIgD1/zoAHAAgACoAJAANABAAFgDv//3/NwAGAPf/HwAhAOj////9/wkA/f8MAPD/EQAeABIA+v8bAP7/BwD9/+r////+/wkA7f/1/wkA+P/3//n/DQAAABIA6//1//X/6P8PAPz/+//7/+z/KAAOAPT/AwD//wwA9v/x/xsABQAJABAABwD7/x0AGwAHAOD/8v/x/xUAz//q//3/8f/x/+//CADi//T/BQAFAOr///8FAAIA8P/2/wMA3f8FAPD/9/8IAOv/2f8EAAEA+v/2/yIA9//u//z/BgAAAPb/6f/y/w0A+//9//r/3P8BAAQAAgAGABAA7f/o/wMA9P/+/wAA8f/u//r//P/3//3/5v/5/+L/9/8YAPz/AQD3/w8A/v/p/+r/6v8CAPL/2//m//7/7P/p/+7/9P/g/+v/5f/5/xEA4v8IAPn/JAAPAPf/AgDe//3/BAD5/+f/HADk//b/AAADAPr/BQD5/wAAAgASAO3/BgASABAAGwADAOn/DwAYAPX/DwD4/9//4v/3/+z/6v/7/wgA6f/f//r/BgDu//r/5/8LAAIAGgD6/wsA+v/7/xcA2/8VAPL/zv8QABcAJAAWAO//8/8XAAYAKgAqADgAEQAjAA8AQABAABMAGgAXABkAHQAGABcAAQAfAPn/9/8FABEABQAYABQA7f/n/+7/8/89AAQAHAAlAA0AIQAbACsAEgAWAA0AAgAJAPj/LwDz//b/BgD//wcAHgACAAUADQADAAoA8//4//T/9v/L//v/8//d/wYA1P8cAAsA7/8AAN//7//w//j/3//j/+v/GwDj//L/EgD4/+z/7f/L/+X/zv/x/wwA5P8CAOr/5f/f/9H/BgDS/wAA2v/t//D/+P/r//j/xP/Z/wEABgD1/+//JAD4//f/DwD6////6f/j//X/AgD1//v/DgAJAPn/7f8KAC4AGADg/xsAEQDi/wMA+f8AABQAKgDw/xAAGAAHAA8A2//s/xEA9f8DABsA4/8YAPH/CQD9/xAABwD0/wEAAgAGAPX/AwAsAAEA/f/6//3/+P8QAPP/CgANANr/8v8JABIA8//k//j/8v/s/xAA7v8IAOX/0v/h/+//9//t/9b/7v/u/xAACQD8/+T/AADv//D/7//6/9j/9f8QAPX/9v/t/+v/8/8AAO7/9v8BAOj/AAAIAAAA+P/m/+L/AgD5/wIA/f8OAPr/3f/u/9b/9P/7//n/AAALAPb/DgDw/97/7//e/wkA9f/Z////7v8KABAAGwDu//n/AwD3/xMA7v8BABMA+v8DACcADQANABMA7v8cAPn/HQD0/x4ABgDm/xoA8v/z//r/DgAsAA4A7P8GACQAFQDy/9T/FgAGABQAKgAjAAAAIwALABsAFwAHAPr/HgAaAAkACwAYAA8ABwAfAAkAHgAsABAALAAGAP7/9/8gAAwAGQAZACUA///8/xYA7v/8/wEABQDz////EwAMAOb/AAAOAPT/5v/z/wEAEAASAAAA9P8BAB0A9f/S/wEADQDf/+3/EwACABEA6f/+/+n/EwD3/+j/AAD2/9//CwDm/xEAzv/7/9j/2f/p//v/5P/2/wIAFgArABMA+v8QABYAEwAiAAkAKgAIAPD//v8BAPT/CgD0/wYA9/8HAAoA8f8AAP//9P/o/9n/0f8HAPf/HAAFAAYA4P/5/wkA/v8AAPL/4v8JAPL/HAD9/wgA3f/+/wAA1v/z//D/DgDg/97/6v8HAO7/7P/5/wgA4f/0/+P/AgDX/wAAAwDh/woA+P/p/+7/AwDt/wMA9v/v////8f/q/w8A6P///+r/AgD+//v/0v/5/wsA8/8DAP//9f/m/wQA3//3/+//FADv/93/AAAKAAIA5f/q/wkAHAD//wUA/P///w4A///p/xsAEwAGAPr/9f8WAPz/3//i/+7/DQD0//f/CQD//wkA4P/d/9P/8v8TANX/5f/v//r/9f8DAAcADwDw/xoAIgAQAP7/8P8LAB0AFgD1/wIA8/8PACAAJgADABIA/f82AAYAHAAhABEA7f/a/xkA/P8OAPT/+f8zABoA6/8WAAQAHQALABQAFQD2/wwACwATACkADgAWAAsAHQAFABoAGQATAPL/FwD8/wAA/v/W/w0A7/8AACIA7P8QAB8ABAAhACUADAD4//j/9v/7/wMAEAAWABQAAADY//r/BgAfABoAAADt//7/AAAGABkAGAAeAPD/AAALAC8A9f/9/wIABAAUAPb/BgD9//b/8/8OAPn/JwDe/9r/CAD+//r/6v8BAAYAFQAJAPn/HQD7////AAD//x4ABgD+/wIACAAnAB8AIwDt/wkAAgDx/+H//f8EAOj/8P8MAAEA+//1//b//P/d//z/7f/r/9D//v/7/+3/AQDx//X/CgDs/wgADgD7/wAA8P/c//T/BgD6/8n////v/wMA6f/7/+//8v/+//T/BwD4/ykA3v8NAPP/9v/d//T//P/p/wEA5//p/wgA7P8CAOj/CwD1/xYAyP/i//3/zP/l/wAA///u//D//v8XAOX/AADy/wAAHAAPAAAA7/8FAPf//P/7/+b/8f/7/wkACgDz//X/CgAHABsA6v/9//H/+f8PACoA5/8TAPv//v/+/woACQABAPb/9//q/wQAEgD1/+v/+//m/wAA6f8PAOH/AQDd/+j/3P/z/wUA8f/x////IwDk/wIABgD3/xUACQAcACwAEwARABgACgATABwAHgAgABgA9v8JAPD/IQD3/yUABwAkABIA9/8SABQAFwAaADsA//8SABMADQD7//D/EgAAAO//EwD7/wkA///X/woAEAAQAPr/IgD8/wgADgAcACMAGQAVAAUAHQD9/wcAEgASAC4ADAAlAPj/LAACABYA+/8RAAAABAAaAP3/8f/9//n/6P/n/9//8f/o/wIAEQDk/+T/BQDf/+P/8v/v//n/3v/z/+3/9v/s/+//FQDs/wAA/P/z/ykA+P8AACYA/P8ZAAcABQASAA8A8/8AABYAEQAGABUADQDr//P/LQD1/wgA3f/d//7/+v/h/+7/+//2/9n/2v8YAA4AGwAAANH/+f8cAAIA2v8NAPf//P8AAAAACgAIAOj/+//l//f/FAAPAP3/2f/9/+L/AwAOABgACAD5/xAACAAIABsAIAAGABwADgD6/wYA5f8QAAUA7P/9//z/+v/q/9j/AADv/93/BwDj/wcA5v/e/93/DwAAAAMA3v/G/wgA7////+j/AADx/+f/+f/8//7/8f/s/+v/7P/n/+P/5v/Y//D/9v/e/wIA8f/3/xsA9v8HACMA8f8JAAMAAAD7/xAA/v/9/wIAFgAcAPj/9//k/wQA9P/x/+7//P/1//v/5P8AAPv/zP/n/wcACwACAO3/9v8CAPX/EgARACQAEwD0//H/8v/+//v/CwAAAAoAEgAHABcA9v/+/w8ABQD2/wAA9P8UAPf/AAAAAAgABgDq/w8ABgDV/woAAgDo/93/9f8NAPT/7f8YAAAADQAEACoA4/85AA4A+v/5/zIAFgAPAPf/8/8oACEAGQAFAAkA+v8EACEA4f8RABAA+v/z/xwADAANAAcAKQAMABIA+/8IAPz/IQAEAC0AFQAOAPf/IQAXAA4ABwD5/w4A8v8NAP3/GADn/wAAAwD+/xAALgD+/wcA8//a/wQAAAAbAAYAEQAFAPz/9P/7/w8A8P8JAPf/8v////L/BwAKANz//////xIAKQAYAAEACwD7/wMA+P8HANr/4f/S//H/9//x/xcAAwDm//z//v8gAPL/DQD7//H/AAAHAAIA7f/u//v/9f/4//3/+//7//7/3/8EAAAA9v8JAPH/9/8HABEAEwDt/+f/w//+/9r//v/x/+H////+/+z/GADt/wwA7v/t//n//f/8/+f/CQDt//n/8//3/+b/z/8DAAYA1//e/+7/6f/5//7//f/s/9n/6//0/yMAIgDb/+//9//3/xIA7v/+/93/DQD3/9T/8f/+/wYADwDy/wcA9/8UAM7/9//x/8//AQD9/yIAAgD7//z/CQD7/wgA9//5//X/4/8jAA8ABAAhAOr/AQDU/+n/2P8CAPf/BQD9/wkAFgAUAB0AFAATABYACgD9/wMA/v8DAPD/AgDv/wMA7//m/wkAHQAMAPP/EwD3/w8AEwDs/xEAJQD8/xAABgACAAQABgD8////BQANABYAHgD9/wYADwD0//v/AgD7/+v/AAD4/ycAEgAPABwAFAAUABYA6/8SAAoAKAAVAAwADgACABkAGwAqAAwAEgAcAAAA+/8CACYAAwAzAB0AAwAAAPv/+P8SAPT/7v////j/9/8cAPf/CADl//r/DgDx/wAAAwAiAOf/GQAAAAQA///6//3/AwDy/yQA+//9//b/FQASAAoAAwATAPf/3/8BAAYA3/8VAAUA+/8OACcA///x/xIAAAAEAAcAEAD+/+r/CQDv/xAAAwDs//3/7P/u/+b/7//r/+f/7v/2/w4A3P/+/wYA6f8GABsA7v/+/+b/HQAGAO//7v8AAB0A/v/i//z/6f/2/wcABADs//f/8/8GANz/1v8CAAIA+P8IAAQA2v/0/xoACQAAAPv/EQD9/+7/7v/2/yAA6P/5/wIA9v/7/9X/EQD9/+r/BwDt/wgADQDm/+v/IwAeAPT/5P/+//v/AQAJABQA6v8CAOf/BwDg//n/8//6/9v////u//j/4v8YAAcAAAAMAPL/+v/5/yAAAAD2//f/HQD0/wUADADx////BgD0//v/DgDx/wkACAARAPz/6f/w/83/CwAkAAAA5v/g/+D//f8TAPj/AQAYACoAJQABAO//6//g//D/BAAZAAAA+v8YABEA+P/n/yYA8/8KAO//HAAMABwAFgD6/+3/BAD8/xsAGwD3/yQADAAaAAYADgDl/+7/EAD5/wwA8P8cABYAAQAGABAA9f/2//j/NAAkAPj/FgADAAoAMQD9/xYAEAAjAA0AAgATAB0AGQAnACUABAASAPj/DQAIAB4AAQAvAAsAAAACAPD/+f8TAAQACgD+/wwABgAAAAcAAAACAAoAFgAoAPv/DgDx/xIAKADL/wQA5/8HAPL/AQAgAAoA5f8DAAMA+v8LAOv/FQD7//T////y/wYA2f/6/xcADgAcAAsAAADs/+v/7P/5//z/CQDs/+3/7f/s//j/8P/5/+v/5v/o//j/7v/x/w0A8f/j/9r/6P8DAP7/BAD6/wAADwAYAP//FwAqAOj/7/8AAPD/2f/n//j/5f8qAOP/CwAJAA8ACADw/wQA8P/4/+P//f/4//z/FQAOAPf/1v/z/woAEAD1/xcAAQARAPv/HgAhAOT/GwAOAA0A/f/s/xUADQAAAO3/8v/p//f/DwDk//H//v/6/wYADgAEAPr/DgAAAPf/AADr//7/HgADAAEA3v8WAAAAIQAXAPn/+f/u/wgA9v8LAPf/z//5/wsA9P/z/wgA3f/X/9L/8P/5/9////8HAO//BgDo//n//v/u/+7//v8VABEA5v8FAPX/AgDt/wcAGgD+/x0ADwD+/wgAFwABAAIADQAFABkABgD2/yUAJQAPADAAHwAHAP3/BAA6AP3/HQAZAAsAJgD3/xMAGQASABcABgD2//7/HgAEAAAADAD//xYA4/8JAA0AFQATABQADwAfAOP/HAAbAB0AGAA0ABcA+/8XABYAIQAgAAoACQAXAAkAFgAeACYAMAAaAA8AEwAYAPz/AAAAAAgAGQALAAMAFAD2/+H/EwDp/wcAHAACAP7//f8HAPj/6v8TAO3/5f/8//f/DAD0/w4ABQATAPX/CwD2/wEA6//z//f/8f/a/+L/DwABAPH/vv/6//v/AwDv/97/+//D/+v/6//t/wUAHwDe/97/3P/7/+j/1f/n/wAA6f8LAPX/8//5////CgAJAPn/8v/3/93//f/4/xMA5f/o/wUAAQD+/wsA/P/W/woAFQDp//n/4v/8/zkAFQAFAAAA+P8BABYAAAAHAAgAEwARAPD/8v8FAAEACAD+/woA7f8AACMA9//w//b/5f8MANv/0f/n//7/3f/l/+b/7v/m/+7/5/8AAO7/8//q//j/7P/j/8v/wv/4/wIA7P/x/+n/5v/+/+L//P/y/+3/7v8EAOD/AQDq/wEA6v/s/9b/5//1/+P/3f/8/+T/+P/5/+3/+/8DANr/1v/a//j/+f/h//P/DADd/9v//f/o/wQA/P8AAPz/GQAIABMA9f8RABkAGQAEAPj/AAAHABQA8/8OABEA5/8vAAAA/v8HAOD/GgD9/wAACAA5AAwANQAEADUAHwASAAgACwApADUASAAMAE0AHgBNACgAKQAUAB8AKAAOACwAJAAuAAcAFAApACAALQAyAC0AGAArAAkAIAD9/zIA9P8AABEAGgAqABIAGQAAAPL/5P/2/w4A+f/+//z/3v8DAPv/DAD8/xEA+v8AAAUA8P/l/+//8v/k//X/5f/5/+z/1//e/wIA/v8KANP/AAD1/+P/5f8QAPn/8f8PAAEA8/8AAP3//P8sAPn/9f8IAAwAFADj/+//IwAbAAEAHQAbABUAGgAYABUABwAMAAIA+f8/APX/BwD//ywAEAAPABwABAD+/x0ACQAXAAMAAAAHAOz/AQD5/+n/CAD1/xEABwD1/wYAAgABANv/IQDz/xUA9f8EABsA7f8JAPb/+f/9/93/8/8SAM//FwDP//7/CwDt//v/4//w//v/+f/Q//f/FADh//j/5v/j//v/3P/n/+j/z//o/9j/3P/3//z/+v8AAOn/3//k/+P/+P/4/+f/wv/8/+j/0v8OAMr/DgAGAP//DwAkAAAAEQDt/wUAEQDl/+L/8/8JAPH/CADz/wkACgDq/xoAFAD+/+3/CQD4//D/6P8JAAoA4P8JAPj/CQDt//j/BAD+/87/9//o/+L///8BAAMA+v8VAA4AFQAgAPr/FwAvADQAKQASACIALAAMABMAIQAJACoAKQAhAAYAHgApAOn/BQAEAAgAAwAgACQANAAEABIADgAWAPP/1/8RAO3/1v8fAPb/5P8iAAkAAwD0/wcADAACABMABwACAPn/AQAUAAIAAwD///7/9/8AAOP/DgAQAPn/BwDv/wIABwAFANb/4//0//7/5/8BAPP//v/s/yEADgD0/xYA/P8GABEA9f/r/woA7P8GABsACwAmAPf/AAABABMADQDl/wcAPAAVACYACwABABwAAAAMAAkAHgD1/y8AEQAWAPb/9/8dABMABAABACQA+f8JABgAFQAOABEA+f8BAP//4f/3/woA6P/6/+X/AAAAAAMA+v/r//n/FwD7//7/5P/u//L/+/8TAAEA9f8YAPf/DQD5/9//4f8TAAoACgAAABYA7//+//P/8f8BAO//IQD3//L/+P8hACYAIAAeAPn/8P/w/xMAAQAUAAYAEgAWAAwAHwARAAIA+P8WAAMA+//3/8L/BQAKAA8ACAAMAAIADADa/9f/8v/z//b/4v/L/+H/3v/z/+z/0P/4/8r/3P/c//f/6//X/7r/8//W/8L/AAAAANj/7//0/9P/zf/p/+P/+f/Z/+P/5v/7//n/8v8LABYA7//r/+v/+v/x/xMABAAKAPD/7P8RANv/2f/K//H/8v/a//H/CQDs/xQA4P/+/wQAFwDv//T/+P8SANL//v8AAOH/4v8XAAkA2//y//T/8//a/+7/9P8bABcA7v/y//v/BQAVAPT/+v/o/+//BgAUAOr/6P8BAOr/yP/a/8T/zv+r/7f/z/+8/7T/y//c/+D/3//m/wIACgATAA4AJwBOAEwAQwCSAGoAhAC1AIkAxgDgAPIA9AAtARoBTQFSAV8BdQFwAYsBowG3Ab4BxAHCAcEB5gH3AfgB/QEFAhMC8wGwAb8BtwHFAbwBpwGKAVgBRAEMAdwAxwCMACIAQgDr/4b/Kv/p/pv+Hf61/Wv9Q/3h/Ej88PuO+wX7h/pK+u/5uvlr+fT44fhQ+P73w/ea93z3I/fb9pr2jfY29iv2LvY09jn2UfZS9oH2vPbB9hD3Tvec9+r3dvjO+Fv53/l5+tL6ivsQ/Nj8cP35/cT+bv///7oAZAEEAo8CEgOjAyMEiQT8BIYF+wVUBp8GBgdhB8oHuAcZCFsIkAjQCBMJhAmnCd8JFQp8CtkKEgtHC6gL3wsEDEAMpwwJDeMMQQ2NDYoNrQ3BDeMNug3NDcoNxw2UDWgNQg0iDe8MmAx0DF4M6AuaC2oLOAssC8sKmQqKCnEKIQr3CQcKugkjCQAJygh5CO4Hggf8BrIFwQNQAksBAQB2/Tf7xvnV9570BvIP8MTte+pY56Xl3+NY4Vff2N043IraI9mW2FfY4teb1yHYOtmm2qfbCt3u3pvgQ+JU5AHn0Okv7MLuz/G+9Ar3qvkw/Jf+dwB5AooEkwb8BzIJRApMC7kLOAzdDCoNwwygDHkMzAxrDAAMVAvaCm8KlQnsCKcIEwj9BjoGAgZ6BdkEBQQZA9wCewLlAXEBtgF5AXQAogAyAgUCIAFCAt4DagMqA7UEzAUdBfAEBgaWBq0G4gYxB7oH1QfNB/4HjQjrCHYIbQhMCcUJVAkAClEL/Ap3CvQLJQyxC00Nlg42DV8N+g9pDxYOAhGiETEPbBB3EjwRKRA1Ek0SLBBnEY8ThBCfDoYS3RH9DM0N3BC9Dp4LGw3dDucMlQsUDLgLCAuQC6kKPAmTCUwK6Ak1CU8IGwb/A+8BJwCl/kf8nfnM9kb0BPHF7dTqTOfP4pje2tzf2hfYzNUX1MrRTs/rzaLNGs04zNfMt806znHQHtMh1RrWh9e02sXd4eBw5PbnDutX7gfyl/X8+J77CP78/4cCPgWmB7IJUwtoDDsN1Q2UDv4OLQ/0Dq4Ouw7PDpIOHw5SDaAM0gvsCiEKMwpgCcgITwjWCJwIoweoB30Haga8BeAFCAaYBUIFEgW5BKIERQRBA98CcwMJA4UCQgPQA7gCLAK0AzAE4AIrAzYFuQUQBCMEMwdyB8cEkAXfCBgITAV5Bx0L3AhiBnwJTQweCUYHRA1wDjIH4go/Ez8Lxwf2EwgShAZbDlUXSQ1wCLkUvhbCCJYKbBgbEsEGTw9TF4oLBAg/E90REwgCC/8TLQsdBOcOQw6fBl8GHQf+CbkIagRoBTcG/gYtBZkCPQRYBEsGWAb8AdsEYwnnB3kCI/4lANUBrf6o+hT5ovkm9ofyw/D27OPp5+ZO4uPeWN5h3tnb3ten1bnUjtNO0knRO9EV0anRhNNN1eXWDNkM2vratdzr34/jL+cn6vLsfO+Q8kr2UPm6+3z9Wf+jATAEtgYSCXEKSwqCCicM6AxyDG0Mlw09DZQL1gs1DsYNZQuqCmwLDQtFCm0LcwyiChwJCQpkC+YKVgqUCkkKbwl7CREKggl8CbIIcgb5Ba0FmAWFBhsFJgPmAcUBPAMyAqn//P9xAeECkAFi/l4CVAfNAtX+cwKcCEgHUv9QBtINwgHLBYQPEAJ1B+QRSAGlB9AW6wPJAuwXbwxd/6gTKxSbAHEPvhXpBFoRahIrAzsRkRWKBcEH6hR8ENIAaQovFZwGPQaMDaEGHQZECQ8HrwRFB8MGIQNNA4AE6QUcASv/sAOzASQBXgL7//UC2gPdAUEC3f/qBCoH8QG+A5sG6QiHCI0FLwQBBGICS/+n/Vj9TvyP+Rj1JfNa8nHu9eq957nksOJ34WTgWd+i3VjbHdm113DXodda1//WxNdV2WnbOd3k3lvgxOEK45TlG+mD7Gbv2vGK9Nb2hvhN+4n9DP8W/9IADARSBnIHkgdMCcMJbAkfCaQKSAyPC1YL6guWDYIN0QwcDcgM8wvYCs4L8wy8DDMMcQs0Db0LaQoIDBULXQq6CRAK5Al1CcsHUgf+CKgE6QJWBJ0CTwMLAaL+FgLBA0P+qvuBAT0C+f00/TkDRQLe/HgF3AUh/LgFQwyq/VQB+A06A4kDxQ0yAvUDGxL4Am8Fag1vBpkNYAxEB38KORJuChUGrxPMCjcNawugB5MZMQYGBO0UsQhoDJYGeAiLEV4BcA76BoX/OxUIA7r8yQ6ZBXUCNgUNBDIFjwMGAwAAJgaCBUX8vv6tCLkEnPoL/ugFOgYL/qEA1AMcBYUCNgPRBLUBPAPtBXkEygJNBsgF/wMAAx0C6v5U/j3/0/xO+r76pvnf9T7zt/JQ8HHt8+r46YPoyee85n/mMuX04pPhzeHh4bDgIuHO4sXjMOMe5Ernw+ku6SLo/er27wzy7/AT8qj3mfs9+pD4VfwaAfQBFQCKAB4E/AfJB0oFXghuCZcIlwmOCvUK7QsSDbIKog5pD+ALtQ1ED3ANYQyxDxgNZg6lEOgKNQseEDUODwhADFYNfghwCxYJqwY0Ck4InAGKA3QIdAMD/0IAiAYdAqn4qfxbBlkBSPJh+msIAfyj8ccD/wMw8pr+gwKI9w8EB/6S87sIqwev78wFGAoG8lQIjQnf92YG6QLQBQsH1f6lCmT/OQGDD4oD8wL0BT4FPQpeBlkD5AhpBbAETQdqC+QDGwJ1ChgLogGY/cUNlA6r+mQBNg29Ba4AVwKbCNsCOQWLA/H9OAmrBFIC5wI8BrwBGQGiB6kG/v8+A/wIu/52BT4EawS/BmgA7gTyAZQFDAUoAeUBnf/SBUcDWP0NA5wAUADX/LP4Qv3s++/6OvcY9IP27fVp8rXwC+657Zzt0urJ6oXoAerZ66HnD+bA5TfpXOqY5XLnVuqc67PpoOmO7yHwsuyO7R3zePYg87vyz/hw/F759PeT/doBw/4M/M0APQaBBNwAwQP+CPkHEQPVBaMLegljBQkGQAsMDrkGpQThDY8L8gbMCmIHFgpQDisHpgbPCoQJgQr6Bh4EJgwyCqMEnQiiB4kFQgRzCI8FSv0EBEUJ9wA9+u4BFwio/Wj3vf4MBff8NfbDAccEGPXP+ccKrfoW7yEJhgZU9Nr9QgEDCIr+f/PIBVYP3v4N7RUOJBSM80YDgASID7kIdPJCDIgUuAK5+ckTDQmtAVoKlQZ6Dhb+OQaNDakKEwSh+5IQQwznAC0AqQW+EKEEq/zXCLgEjgOMCb4C0wDjAG8H5gmC9vME9w17+7X72wQzDOn2QP9vDin6tfpsBpIDLPgoAiEEbftZAVb+owMQ+/L/tglq9qj70wY9A0/3cQLXCHz6P/2J/RECwvp+92P+Vfks9kr2Ofmc9Ozx7fK67XrvxO136oftU/Bp6bDmNew16HDrnOlc5o3s/ukD7BjvUusl73H2KPHg6pn1u/1e9eTwrAO7AVzzBv15B1MFQfqf/yAOYQPq/WsMggotAXAKyhD1BcH9bw+KGvQD7/1TEz8YSQaB/YYUvh13AYP/hBcZFuT//QfOGYkIjP98DqsRIwWZAusLzA5XAWv+SwfKB/wDifoZ/8gHGwAU9UD+igZV/jrwxPiQCOP9E+7L860PvwJN4Dz6WRXT9qrjJQdMFdPsbedTDdEUt/Vf5LUL/hXd8h34lAx2Con4CACHEAIBCgHxDDH+qwfAESP9IgbBDbcECAnqBfICJAigDtsGJAEVCZYF2/1gEpIQ3+1WB+oQvwL0CTr6cAGJEtEF2fmDAwsPRAPIAQwIsgObAu4HdALEAfMKZgLV/qMHhgPk/m8HKgZd/ur7DAT7EBX9mPMtDDgNrP7p9rAFyQ5j/pL/WwNZAcoITwDZ+/oERP7d9lD/ZP6e9UL49Pfz9CbytO5y7hXxt+4M47Pma+/q53TlUOQn4Cjsi+nw2OPieO/U5vPfhun17H/ngukw7FztqfKt8oXtsPCN+pb7ufrA+wn4B/x9Bc0HlwOW/94DqRNPDKD7FQ1oGlUIPwKyEcsV6AxPCX8MBRLoELYJ1gpvEGENcQd1DkUOTgYtBzcMOQlDB/wF2wPcCAwHxgEeAs4CUQKABMf/SfuKAa4B3/6N/uf5Xv4JAiH5Ifrf/EH9LgDC+Er5nv8A/Bv8PftDAj79ffSjB5cBYvkw/1oBtws2/nr0ewv5DfoBnv/CBo8M5gGsBooQ4wP1CfIJgQiADVkBZQ3uExMHpgFxB1YOxgwvDTsMDP1xBD8VUg6iBeEAqwHkFAYURfyt9HgQDh6/+3j2uQoSECIHxPxVBHIH5/9mCL8FZfunA4gJsgKs/636Wf+pD84JCvGb94wMHglfBYL/4fgQBH4LhwcRAkv8PAqmCxcAQgfFB7wDvAWUABn/LwA2/nH7k/hV/Lb4T+6z7rvuMO4Y7AvlGeMj42riIuN55BjeUNwE3nXaxOCB5LPdS94640DnN+XI5HLp/erN7lDveO2Y8if1tfmZAsX6lPVE/E0DiAdqAz8ApgqYCb4DRgcWB+0OeA4QAlEFfQzICRsMkAn4Bm8JxwWUCLQLBAhOCK8FtwqnC9YCmQUQDFsIDgdRBhgErgj/CJ8HwgWMBKABPwGMBjoEev2e/wcBjP0B/yb/A/x7+cT5ZP76+wn5pvt++aT7p/yy+WH8afoJ/R3/yPzU/O38ev/QABwBRQCQA2kGCAFiAsUGWAaJDw8AmwOhE/IGkQbWDOwNngeqBYQLeg/XCvMIwwNPCxURPwarBCcIIA/nCD4BSAsuD3oH4QNqCksJ0Ao2A73+HxSiDJ8EGgF4/gcO/Q5QBiH+Af87DCYRCARv/JP+ig0ODT79SQE8ANgFzxAWBNH34//VDN8NtAVfAYwCmge6DmcKQQTqBbkMdg5WBfX+pf+JBEYBDPwk90T0UP1+9PLsuerm4+LnM+bx327aI9qB3gjfE9km1ULVJ9XE2BvZw9ZU2abcG9+T30Pf2uIs5nDoTOwz7a7vR/Rq9hz4P/ns+vr8GwDgAkoDjAImBGcGaAYnCJgHZAjmB2QGpwfFCNsKZwvwCZ4EAgP9BS8IygjmBXMDvwPXBTMHAQNQAeEFeQc9BIwCfQJSBBMImQgCBaICtQJaA58ETwR/Ag0B2AAp/oYA+gFZ/v/7fvq0+rH/5//S+eT4Fvq9/Kz7Dvx4+3H8eACr+x75DP3B/1wDyAN//vb9GQKPBWAIDgbqBkgFBwMoBkkIog4mDCUKJwdNBI8Mlw2QD74NrARvBJMMdBJdDZwGkgjKC3ELHAreCOULvBEAD60JtgTQBTcPPxPGDiYERQWRDP8MYhAvD3oEFweCDIwNhQzkC/oKiAp/DBMMDA0lCxQHNwiwCvYKSAqdDcwSaQuuB/kKhwzMEu4SWg7lECgS9BGJFqIVDRJjChcEIwSjBd4I7wNV/DD2au8f7mvtb+fO4qDbMdXb1Y7WDNf502PNRMj8xDPG78qYzQnQXNCazofPtNLJ2T/gx+CG4XbkPukl8ZL3ZfpI+l76gf34AUYH3wpZC84KPAomC08OKBF1EcMPOQycCS8LeA3cDZwMbwj5BQgF+gTXBWAG0QTkAQsAwAAeAr4COQMUA4kCYwFlAsYFegeiB4MGyASXBkwKoQsAC+4ICwcjBiAGtgYfByEF1QJcAIj/VAAxALv+qfrS9if3uvj6+jf7G/nD90D2bfag+Nb6/vw7/sz/bP+t/+IBzwShCM4K0AkvCi0LEQ0QErQUfRXIF3wWQxKXE5IXlxvBG18Y/BUjExgT2RS3GGcZHBarEiIO2Q3dD2USexSlFNYS9A1OC7QPRRH4EiYTuA2ZDR4OCxH2E4IRnhDsEYQRlQ8fD/MOXBDnEzwTTBJ+FK8VIhblE+ERERIUFZYYpxrzGu4Z5RotICggOxhjCuD+6QD1B0sJrQGp9bPtVumg4+bbY9BTyNXFAcQxxE3DU78Oueix+q4grnitVa9gtCu8GsEnwZnBy8OyxzLOHNSD2jbh9uWO7Zj13Pr4/JX8Bf+vBNMKdhGzFL8UoBT8FFUVoxWqFegT5hEwENoPZQ9CDQMLZgfPAn3/yf3a/U38n/mK+LD33Pdz9zD2BfYw9hX47vl++o383f7iAOUCNQRmBf4G+gmMC4MMLA2+DioROxJZEtkQew8YDzAPNhDWDiYNaQw8B+n+2/Zf81X0nPVr9nnzVO2y57Ljl+I85cbnK+ln6wjuo/DI8hbz1PRA9w/6Wf+PBeAKVQ5jEJgROxKRE7kWQhpDHn0gfiBHH8Yd8BxsG90ZmRg/GRgaKhsqGgMWdhJiDywOGA+pEI8ShhJREZIQZw9/ECISjhN6FbIW9RjwGxMdpB2pHpUdGR0NHicg9iM8J8snfyWAIqMh8iBdIt4lQSjmKAInqSf/LSgyhSzmGu0DuPdz++IEywWq+hTrK9821w7NYL8xsqGrRayqrwOxX62JpB6dkplvmeCZhZrNn76pZLVSvdG/OMCPwD/Fbs582OfhVem58Gn6qwE1BPADZgOmBoUL9w9PFM4W9hZcFwsWIxTlEHoLEwgwB4YHdQgjBmgCz/4w+/33bvWc8xfzVvN29aj3SPib+CX5nPpX/Nz9lP/lAcIF4ApKD2ERNRHaEFcSGBVYF5kYdxmtGk8c+Ry2GwUZyRU1FDwUCRTZExgT7BEdDlkHSv8V+LvzTfNo9Jn0V/Oa707r/ebS497izeRH6QLvD/N59Aj0e/PP9M33svsdAIMEdwnvDQsQVxB8D4QPNBK8FWIY0BmPGlEbgxvfGpoZkBcDFjwVrxbLGNYYjRaCE+YRkBEbEYsRvBK4FA8X8xcKGGwX/BYLGEwacR1iIRckHCZFJpclsCTNIrQjKCdvKvYsjy3rLL8rqynUKAMpuCpxLYcvnzHVM3k3Ljw+OrwrLhR//xj4o/qy/BX5ZfEd6ffdjcu5tOafmJS1llOfCqXYo9ecJZWCjnCJToZ0h2aP9Zx0rD65n75yv93ADMWrzNvU3twB5+3ykf7zBoAJPAkECX0KTg2tDuAOvQ/eERgUUhNhD4YJkAO2/nj6rPb289/yWPNU89TxqO6i6snnAecw6Gzqte2k8rb3NvyS/ob/1wBXAzwHRAy9EXAXvRyVIC4izyHhILgg/CDPIewiyyPBI4UirR9qG3AWABJuDowM0gvNCicJUAa4AtD/cvxU+OHzqe8X7WzrZOuV7IPtpO1n7dzsVexB7BbtI/A99Zz6Hv9MAgcE6wQeBXEFJAeeCV8NrxEbFYwWYhXUEqkQpw8/EHsScxWEFw0YBRcUFRgTFhJcEjEUaBbmGNga4BoVGmIY0ReIGH8aAx08H0whniNIJIMj6iGkIfsiqyWxKJYqZSt0Kx0r7SkbKEomUCb1J10qUyxNLJsrqirfKVEpGyoMLsc10zy0OlYryRMu/unxLezD6NXn7+h+6QTj3NCeth6ceYvUiHqPKJkfoTqmpqd/ooaXg4u7hROLA5sKsIbCJs/n1XjY+tj/12bX/dum54r3bgZUD1ASURIJEVUOZgpxBlQFrQdfCzAN8wqdBXgA/vu19x3yc+yJ6DnnuefH6H/pIuqh6vrqkuv2617sl+178c33CP8SBkUM9xAVFM0VtxafFwsZJxyOID4lYCjmKMAn+yR7IVodHhl1FkoV5BTLE9YQ2Qz6B6wDzv+C/An7X/qY+ln7f/vh+tn56/jo90T17PFe78Tuou/B8Tf0TvYa+A751fjl9r30gPSa9oP6ff5SApwFTgfzBmoE0gEBAHoA6gKzBosKaA1vDuANiwxwCm4JIwozDFwPZRJXFY4XQBiwF9kWnBbtF10Z9RpYHKYdEh7gHYcdNx6yHwci2SPjJLgk/yNRI6civCKfI+MlrShNKpAqaCkyKBMngyYGJzwoXSkKKooq1irrKswrti7wNJA7KD3nM74hbAx8+i3tquPk3nnf/eNO5tLeIMwds/ObyIyzhVWGdY3amQ2oQrHhsDCoFZ1jlnuXd6BTr7XBFNUe5jzxIvQL8BbrMOpG7+n3wgHOCwwVxBohG0cVhAySBOn/IP5I/cv7BPre+Kn33/SM76/poOXh4ynj6+Kr4iXkE+cr62zvF/M49pb5F/11AEcDLwYWCugPBRaRG+UfXSOiJUQm2iSWIiggPh7IHfwdUR7OHc4bahj7E0EOqAjRA/AAi/8Y/1H/6v5o/Yb7P/l69wH2EvXJ9Wz3RPrM/KL+E//y/QT7yffE9PHye/J09Dj4RPzY/k//Rf3E+bX1Y/Pa8//29fu6AGoEnQVJBD4B+f3i+9L7IP6EAnwHiwvhDS4OnAyvCpIIIAiBCWsMXxAvFEQX0xgoGZwYsBfpFnsWoRY2F8MYJBu3Ha8fjyAAIfAgeyDGH9cexh2pHWoewx+tIZsjhSWmJzYpVCm1J00lgCOiIhMjgCRtJ+kqOi7lMBUz8jWXOdU5izIFJCESFQFc8Vzi1NZp0sXVwNqm2V/Q/L/frcycd42SggGA/YdHmBKp4bMsuDa3s7OyrzCsLq2Ktc/FMdtZ7yb+NwaZCMoGsgKr/dD6rfxuA48MnBSoGCkYtxN4DCgD5/n98QTtleu07I7uM+9n7p/sR+oT6NrlxeSx5croD+2W8dD1SPpX/5gEnglJDkkSBRYbGUsbzhyqHQwfOSE6IxwllCU2JaUjPiAsG9kUeg7eCSQHjgWVBNoDBQNAARf+Uvoo9lrzE/K88rP0Svfc+lf+YwHAAucCaQJuAioDxwOFA5kCYAHR/7X9o/og+J/2yPYK+Ez5kfkT+Q74O/eK9lX2ifcz+un9aQGiA18EnQMeAiEB+QCLAjgFgQjvCwkPfxD7ECwQHg+yDmwPERFcE5QVuBcOGbYZcxmMGKwXOhfuFnUXJhgKGUEaeBtQHDMdwx1PHqAexB6ZHm4ePh6dHikf9B8vIUYioiNIJBckdCJ+IKEeVx0EHe8dQiCWIwEnHSr0LHkwejO7Mvsrgh89EAAAru+s3wDT6szhzXfRUtLNzbvEubh9qhabfo13hsuIi5Nnotaw1LyBxQnKwMmnxWXBh8EjyC/Uz+NT80oB/gvXEbsRqwwoBdT+8vuZ/GX/+gKrBjsJLwlSBRb+VfUl7T7ng+Pw4dThc+MJ5groa+lF6hjrsuwn763x0vRW+Ij8eAEfBhMLlg8eFNIYxhw/H04g7x8KH4kdqxv6GdgYhBgJGScZ+xfQFGoQmwvUBX4AtfuX+OX3k/gQ+sb7vPxO/fn8w/sl+tf4wPh4+lb9IAHzBEUIDguJDGgMvwr2BzoE5/+R+4P3WfR48jrygfNo9Xv3mfg1+Cf2C/MT8ELuku7I8eT2lP3cA40IlgrxCfgHEgX7AnsCXwRTCH0NbBInFp0XWBeQFUgTZxF+EL8Q7hH1Ex8WmhctGNQXqhZfFS0UfhNeE+cTtxQZFm4XmxjrGXIbgBx1HQ0edx7/HkQfXB+UH3sgkSEhIx8kmCSEJOAjrSJEIVggjyB5IVYjISYsKqkvwTSLNqYxxyVXFRMCi+0T2Z7Ic8DJwFrGW8vtzL/JqsHUtAKkfpJrhgWEIIvzmEeqdLzjy8XW+9pJ2KvSP86qzonUqt+b7dP8+go/FZEZURdqEOoHvgDs+7X5uPmS+x7+nP+G/l36xfO17H/mweFj3ozc3tyj3ifhXePu5Qzpe+268rv3ovzhAMoEbgj4CggNMw+IEhsXKhygIL8jiyVwJVkjaR8PGpQUixAyDncNMA3zDKwMZgt5CCgE7f7j+YP2rPTJ9FL2T/nm/EIAWQIiAxgDygLOAl8DDgV2B7kKFA3KDccL0AeLAqL81fcq9NvyAvTB9pT5//um/B/8Tfqy96v1pfQX9hf5of1MAjIG1AhDCjUKEgnEBzcH8geVCQQMrA6hEBwS3hIfE4QShBHaEMsQshCXEL0QwhAFEYsRSBK0EkEToxMZFCsUORRfFJwUfxVIF0wZaBueHWIfoSAfIeAgISCCH0cfnB+1IAYihSOwJFclpSXYJMMjcSJ0IVUhYCIPJGEmIipsLggz7DQNMg4pUxvdCTv2J+Ik0NbDyb5mwJjEuscwyOnERL1AsZSi+5Q9jU+NV5XbopmzHsUC1VzgSeXi5EDhWd4Y32LjVevB9TMC7Q2zFvwZYRicEjIL3APO/M73XPQ981DzfPNt8hbw5Oxd6XTmzePJ4ZzgU+BD4Qjjh+Ud6TzuifSp+6cCFwk8DrMR4hPGFN4U4RRvFWIXIxpnHQ0g8SHtIVUgVxx1FgUQhwl1BD4Bu/+v/yYADwGHAYMAf/7G+8b45/YZ9gD31vj7+7j/PgNqBjoIIQmFCfMJUQqUCgALhAtZDMQMXgx9Cg4H8gEE/Df2vfBg7Pbpj+lW60Dun/EX9Ir10vWd9Wv1E/VP9sP41fyBAeAFcQnHC7gMXgwaC74J1QhhCdYKtAx+DuQPBRGSEWMRihCrDwkP9w5mD5cP9A9eEIMQrBAEEWwRahKGE38VxReAGcoayxttHOAcsx15HtIfZCE3I2EkDSXCJN0j1yKmIcQgISBKIOIgoiElItciPiOcI0MkMiWVJ3UrXS/7MDsuvSVuGN0GTfJ93QXLE785unq7LsA3xeLHDsYHvwuzQ6UOmciRtZHtmT6oRroEzcHcBehI7UXtG+oB5ynm4OhH7wr4HwIhC6YRKxRhEmoNjgbP/375XfSM8PztEOzF6jrpJOdt5UXk1eNv5EzlP+ZL57zo7+mP66bth/Hu9kX+AQZWDZwTKxjoGuoaQhmlFrEUOBQjFRcXTBmRG6gcyhtKGAMTYwzQBUAAOfw5+h/6U/sQ/aT+RP/+/vT9hvxZ++761/sK/rMAxgN9BmcIPAnWCLAHUgbcBDsD3AHcAAgATP9r/qH9bfxV+276m/mx+A74kfcP98P2r/Y891X4CfpE/O3+dwGsA2wFVwaIBg0G4wWbBZkGAQj1CSAMvw1VDwAQnQ/ADpANywxnDKcMBw3bDQgPYBBFEesRLxJlEsUSaxPiE7cUmBXbFkIYuBnqGkEcUR0/HtMeSx9VH0QfzB5LHvEd0x10HWUdVR2YHaQdnR2pHXQdMB2GHFUcShwkHXMe6iC4JPgoiiw8LC4nbRyqDXv7iee31GTFq7zmuQa8478mw1zDj78HuJStIqPWmtiXPJtUpTO0BMXL1Gbhheos71rww+6A7fTtLfGF9tL8GQNGCLwLugwXCy4HFgKi/ET3VvKu7Zvp1eXc4uDgV+BM4fTi1eUM6TLsd+5W75bvcO+Z8FfzE/ie/pkGuQ4GFmobxx2qHR8bqhc7FNsRPRH7EbYTeBWEFtAVMROgDlYJ9QNO/8D7ffnl+MX5j/sn/Xr+Dv9U/7P/OwDZAA0CmAMQBeIFbgb1BUsFTgSLAx0D/AKdAtEBpADS/rz8Uvor+Jz2YPYq94z4EPpG+y/8bPzq+yz78/qK+7P8Dv8IAggFlwdzCWEKrQqmChQK3wkqCs0K9QvrDLENdw6dDuEOsw4pDi0OPg5QDjcOSA6YDtkOXg8UENgQBxJHE7YUpRWDFmcX+hd8GEUZKRpGGzocMB36HbMewh4tHowd2RxdHC4czxu8GxQcIxxPHFIckxyrHLgcIhzhGzAcTR0kH5EhCyVLKe0s3Sx3JywceQyo+UHls9Elwta4ArYWuP27Or+lvxi8/bSyq+eizZxmm82fBaoKuTnJ+9dd4+Lr4PBx883zyvMT9U74d/wvADsD7gS1BQoFPAN2ACH9H/ks9Ibuz+jC4kndNdmD18vYqtyn4SDn/esN8GLyv/JL8i3y8/MN+HX+cgY/D24XnB3mIPog4R4rGwAXcBOFEeAQARH4EIQQXQ9EDekJeAUaAe792vtA+l35CfmO+eT6jfxR/m4AGAMjBisJrgtdDdwNJg1NC0QJSQfwBf8EnQSoBLIE3wOSAWT+b/qq9ofzn/E58Unyh/R195P5Avu3+9n7y/sH/M78if4BAdEDywYdCb4KwwsFDCYMzwu+Cx4LzArPCnYKIwrTCeAJBgpfCsYKSQtaC3sLZQtVCzULeAvRDGEOEhAlEuwTpRXSFqoXABjlGKIZeBq3GxYdDR4mHy0fJB+YHqIdshzPG2kb0xrbGuMaxhq4GmkaPRoxGpsaIhvGG0ocYxy6HDcdjB5eIHAjYiewK4AtRSqGICIRFf416STVX8RSufK07LV6ubi8fb2Ruli0r6wYpiWiWqImp6ewrr0GzADZDOOH6kjwIPXk+FL7PP0a/7QALAF0AKf+K/2v/FT8MfwV+5D43/PQ7LHkBd3V1kDTHNPl1i7ei+bW7ery6vVs9+73+/f6+Cn86AFZCSYRCRgNHQUgrCAGH7scyBkVF0gUnhErD2wMPwkBBmADPwGnAMH/+P4K/uT8mfsn+sL4bfgU+jv9pgGGBgML+A6UEYISLRKBEGwO/QvBCbwHfwaABT4EkQKuAJP+F/zV+GD1kPJr8KXv5O858c/z5fYa+tL8uP7q/5IAVQG9AdECNATrBQsI5wlQCxMMNQzQC/cKAAoACTwIjwfeBrIG1wZYB+oHuAhQCQMKUApfCrMKCguyC90MNQ4hEGkSphSgFkoYMBniGR4aURpVGoEa1BqMGzQcGh2JHYgd6RzaG5cawhhDFzAWqhWJFbsVXBZhF4cY2BnIGm8btxuLGxQbzRpQG6wcEh+AIrgmiiqQKn4kKRiCBujypd4pzAS+orV6s+60rrf7uI+3vLNhrt6pCajIqbCu87WNv9jKkNa84Nro5O84967+CQRjBnUFtwLh/lT6TPbS87HzMvXh9jP3EPXz71LoR9/c13LTpNIK1avZG+AI6F/vDfUF+Xj8DQDtA2QHhQqpDaYQtBM+FrcYaRuxHRMf+h4WHbIZqxQgDv8GNgFc/Sb8SPzq/Cf+2/4h/zD+zPwT/Fr8yP0uAAMDSgZSCT8Mlw70EC4TKhWjFsUWwhX4EqEOjwmiBPUAd/4O/Q78//q8+U33NfTv8G7tx+vb68rtkvHV9Sv6G/7BAOQC5ANlBOUEjAU6BukGhgfhBwMI0AeRB70H2QejB58GIAV4A/QBowAgAMEAwgJGBWIHPAnoCf8J4QlXClQLwgy+DvcQ/xLbFP8VuhZBF0kYmxkGG9EbORyjG8IawBkJGcAY1Bg0GdMZIhrkGeIYixdFFoIVjBVFFk0Xlxh0GREaYRqiGiUbrhtMHNscQB3ZHZYemh8JIWkiLyQtJcMigBo9DI75b+Yv1BnFFLrFs+KxCrLMsrOyLrFzryiuxK5EsvG3Zr5zxOnKQ9PR3DLmB+/a9nr+pAQpB0kFBAA8+gf1NPGQ70fv7e91767tdepu5hvirN352THYytjk2m7dNuAB5CzqvvFw+XgAfwbkCpENTQ7+DWYNoQ3pDgIR+ROlFp0X/xV/ElUONgpnBokCG/+k/Fj7jvpB+jf6dftr/QAASQIABG8FRwYABzYI4QmNDJwPkRJKFTQX4hePF5sVKBNuEKMNTArOBcUAi/wP+cb2qvXx9Bz1BvUh9I7yjvDl7rfuGPCG8yP4+/xUAUoEnQZWCDwJLgnhCLcH9QbOBWoEegOtAuMCqAMkBFoEzwNrArIAEf+L/jP/0wAVA7gFHAhJCmALKAycDGQNfg76DzwRShLhEmYT6RMjFKIUERWSFRcWuhYsF34XmBfaF/sXLxhwGIwYXxgFGN8X/hdjGK0YIxlRGUAZSxmHGZgZvRkJGmUa9xqBGykbDhsSGmcZExkZGQUaVRvPHHUeFCCPIMMc+RLwA5jxOuDQ0FnER7totYWyl7GLsY2ys7MztRK3nLnavULCMcZqyf/NS9Wk3y/qWfOf+pz/2AK7AlkAe/wN+CH0k/Ag7dvqpOhe5hfks+LL4uriGuLz3+Dd59x03UTf8OLp6Kfw0fgUALEF/gn4DLcOqQ+dEDcRTBEWEOYOHQ7/DScOgA2BDAML7QgXBjcCI/5X+/H5GvoS+8n8Ev9BAU4DmAUzCAQLbA3EDo8PGxAnEEQQERDkED4SkRNOFN8T+hErDxELyAWXAPn7G/g09Rnz4vHk8ajy4/MH9Uz2uvc6+Br4sfe39/j4bvqk/Pn+RQGtA0YFowVBBTgEbQJpAIf+Q/0r/S/9of34/Rf/VwBqAQACLQJYAs4CgQM8BGsF1AaJCFMK/wvNDVMPpBCrEQoSFBLjESYRWxCzD4IPORBTEacSFxRoFYYWcxfSFxIYShgsGNoXzxf6F2gYERkzGh8b1BteHEwc6Bt8G5caqxntGKgY6hhAGZ0Z6hn+Gc8ZQhnYGBEZUBlHGo8b4BygHYEagRH2A+Tz5eRS2NTNV8Ucvja49rMEsq6y77UZunC+NsLnxafJsMztzpjSQ9mM4vTrP/Po+Er80/7E/7r/tf6n/Kf4zPK77Hvn6uNG4cHfu99C4bPi4eKB4XLgoeBo4iPlTOjq62nwfvW8+qEA8QayDA8RghM3FAIUsBJgEDMOwwxDDOEL1AraCMAG+wRXA9sBcQCu/gT9O/tL+k36FvwQ/yECbQWKCF8LlA1HDz8QNxH4EYoShhILEq8RGxGDEAMQnA8xDygOMAzZCMcE2v/3+p/2CvS48o7yv/I282b0A/Zv+L76jPys/VX+Nf4L/un9J/6k/l7/JABdAVECWQKBAYQAff/r/mT+sf3t/IP8Zfzr/F/+CwAVAogDVwTJBF8FCwaxBlEHLggMCfQJ7wrfC8QM1w3BDm4PbA/hDnMOAQ5QDc0MyAwpDQAOHQ9iEOkRfRMKFVEWkxekGG8ZxRnHGQMaMRqKGqca0BqaGtMazRqDGkQabhm3GE4YTRdqFrgVUxUjFSQV/hRAFbgVfRZ6F98YZBqPGmMXaw+pAyf2HOmD3WXTuMqIw0e9wbh0ti23JbuIv7zD68YeyinNDtCM0uDVcdto4k7pHe/38x/47fvF/pUATQEmAJ78rPZ+8JPra+jy5cXjWuJo4hnjq+Mg5OvkyeYE6Sfrwuxw7lPxmvQe+ef+UQUyC2IPyxFkE6EUgBUlFa8TjREcD5UMEgp6B6IFfgS/AzEDiAKAAQYArf61/eX9vf5XADkBhgIXBK8G+QkzDU8QfxKsEx8U+BOeE/0SNxJDEZsQdw9FDhINBwwZCxEKFggKBYEBWv3v+Uz3KPXw8wvzg/IK8jXyjvON9aT3r/l3+7X8rv1N/tf+Xf8iAMIAIQEhASgBEwHlAPEAwgClACIACv8L/pb9u/12/qn/wAAXAmYDygT2BR0HHQgQCWwJxwnXCU8KvAqEC3AMjQ3DDnAP+Q/0D3APbg83D7AODg6GDTkNhQ1RDtIP3BG4E5gV5hb4F+8YfxmYGWMZ2xiTGEoY4hd5FygXMxc/Fz8XwxbpFdUU3xPuEhkSXxHHEIgQNxADEJoQQRE0EjsTGhTqFCMV6BLPDJQD2/j87bPjPNpL0b7JkMNevz69Gr71wcvGLsvvzlfSN9aU2bXb7d0B4VXlbum37MjvZfNK9736I/06/hH+fPsJ9zby1O2H6m3n7ONT4bDgoeHm45nmqun+7Frwb/L183z1SPdn+Yv7Vf6yAY4F0wjJC7QOthHuE7wUoxMdEQoOzQqUB/QEowLSAMX/af+G/2YANwHoAbACdQMnBIcEvQThBIUF3AbeCEgLXA1OD7QQ7RENE6kTZBNZEsMQpg5iDAkKAAiSBqkF2gS2AycCawBV/mX8Ufpt+OP2MvWD857ybPIO82z0I/Yg+If6yfx4/tX/cgAdAUEBmQDw/0X/qf75/cb9wf3J/VH+Sf4c/g/+TP4x/jL+T/7F/kz/BwAGAUYC1QMvBXIGLwcQCBYJDgqYCiALLQsSCx0LHQtIC9sLhQwUDYgNpA3ADfQNGQ4RDkAOMA5kDsEOBw+LD0kQkhHHElIUnBWoFhQXthbMFdkU+xN7E2MSOxEQEHcP+g7yDvgOXg+6DxYQghDDEM4Q2RCHEPwP8w9GEJsQIxHSEZMSjxJrEA0LigN++r3xzOjw33LX2c+WyQnF0MKJw7XG7srbzkTSHNYO2i3dXN9U4bzjZ+ZZ6Dfqy+xC8I30efiS+8b9mP6+/Sv7UPjC9Z7ywu5t6t7mR+UG5ezlwOd46qjtwvBo8771M/iF+on85f0A/ycAhAHCAl0ERAYNCXILIQ29DfQNJw6wDWcMIwrsB4cF9gIcAfn/kv/9/5UAewHpAmYEGwbrBrAHZgjdCOcI9wjbCA8JewkSCisLLwxZDSUOYw5EDnEN2QtICSkGiALt/l77JPjm9Rn0OvOy8mzy5vKg89D02/Uf97n4svlX+ur6/ftQ/b/+LQBVAWECQwMIBCsEuQMzA1oCDAHO/8P+K/46/jz+xf6+/zUBzgLdA8kEwQW+BqUHBwieCM0IUwn1CWEKJgsBDOoMxw0iDsEOVw/LD8UPsw+uD5cPuA+9D7oP1Q9LEHMQ0BCFEQISmRIWE0ATSBNcE14TbBNbE78SERKCEfsQNBFXEZoRuRGwEdMRxhHAEc8RAhK9EcwR1hGSEWkRTREbEQoRKRDeDXwJRwPB/K/1ne4b58DfetkZ1NHPNM2vzDfOmtA/0/LVNtnV3MPfAeIv5HbmhOhD6j7r7+xF7zfyyvTB9l/4yPli+s751Pi49/f11/Oy8OHtEez46ofqneql60/tV++k8Qz0+PZS+kn9F/9CAGkBpwJzA/0DBwVdBqoH7AhFCX0KbwtvDKoMKgxDCzAKuwgjB5IFuwTdAyMDawJHAtICsQN3BFQFUwZlB+sHPwheCG4IfwgrCOgHvwedB7IHygeQB34H5wbzBUEERQI4AP39I/x2+hL5HfiH97L3IPg1+Yr67PtC/Y3+eP8SAKMAEwFdAW8BggGuAXMB3QFZAvcCUQOdA6ID8QMDBM0DuwPCA7gDlAOVA84DZATXBHwF/QVqBh4HywdoCNgIOwllCawJzgn7CVQKoAoJC58LNwyUDP0Mfw3JDecNAg6pDWgNFg2wDGUMjgyiDOoMVw2GDdQNHA5eDroO7A7UDsIOSg7JDUoN6wyDDDcMKwwVDOkL2Au0C34LfQtqCy0L0go4CswJhwlSCQ0JhQieB00F6AGB/cz46vOq7g7pnePw3gfbr9e31Q7V9NWx14HZwdtO3mThL+Rf5mvoQ+oQ7Dzt7O3M7nfwzvF988j0D/Zj91P4jPjG+ML4QvhK9wb2fvSA8wPznPJ08qTynvP79I32p/jD+hv9U//3AGUCcQN/BEUFzwUjBk4G3wZZB7IHQgjOCGEJ/gktChQKHQogCpUJLwlOCF4HuQYkBo8FyQTtBAMFZAW8BQ0GqQZpB+kHuQepBzIHiQayBZoEcAOnAnsBUQAT/2r+E/7j/RX+Bf4S/jb+Zv6J/pj+lP6p/mP+VP5f/pX+/P5a/5P/KADAAJ8BXQKvAhoDtAMCBDAEHAQ/BGEEqQTbBBYFawXZBWYG/QaOB/UHjAjTCL0I1wjOCAwJMgl3CaUJHwpjCrAKygo0C7ELLwxfDKsMBQ0bDRsNHQ0KDR8NNA0nDUgNPQ1nDWsNUw1cDSEN/gzfDJkMQQziC40L5QoyCnkJBAlrCMwHSAfxBsMGrwZVBkkGOwYoBuQFrAVTBdsEmgT7A1ADWAL5AAv/Pfyr+K30w/Ba7NPn5+M94ALdgdql2AvYwtj12b/bvN0q4KziWeWW57rptutm7Uvufe6H7grvBfCb8DrxBfLW8tLzn/RO9S/2Fvde9yv3Avex9qf2cPYx9un1P/bz9hn4bvkN+xX9Dv/8ALICJgSaBaQGBgdCB2wHnAfCB9cHCQhQCI4I/gg+CW4JrgkdCtQJmQlACc4IPgiCB9IGJQaGBToFEgW2BLsECgUYBQoFzwR0BKYDQAM2Ai8BQwBE/3f+2P0y/dX8G/1M/Zr9/P1h/gL/SP9i/37/nf+t/5z/hP9e/1n/wf89AMUANAEYAswCYAP5A30ELwWqBfMFFAZKBpgGCwcyB4kH1QdPCLcIGwmwCV8KwgoGCyILVQubC+8L9gsjDEYMVAyQDOYMNA17DdYNUQ6CDocOiA6MDoQOHw7wDZ4NPA28DGAMAwzJC5cLWQv7Cq8KVAr0CYQJDwmfCPoHaAezBh4GcwUWBa8EEwTKA3YD/wKbAjcCyQFmAbEA7P8Y/0H+Vv3m+0T6UfgA9irzcvB/7aHq/udf5RnjQeEY4HvfVt8M4APhPuLY42LlCOf46HXq2Ov97MntX+7y7mTvte9U8Inw+PCP8UzyCPPr87T0dPUP9pj2IPeL9+b3Evh5+MD4I/mi+TX6Qvs3/IH91v7+/08BgwKgA8wErwVJBuYGQQdsB5oHrAfnB94H5Qf2BxgIHwgqCEUICQjxB9sHwwenB08HLwf7BnwG8AV3BcwEHgRDA30CrAETAT8Agv/B/q7+Yf46/i/+UP6P/hz/tv8aAKIABwGmAd0BEgIqAjMCJgItAiUC5AHbARgCUAJ0AuYChgMZBL4ETQXvBSYGmQb1BkoHBQcuB2kHVwd+B7kHvActCIAI2QhOCbkJXAp4CtEKBgs+C2ELkwuiC8MLywvQC7gLsQvLC6gLvwuhC7gLpwvJC4YLjQuMC3wL4wqkCigKzwktCY0I9AeQBxkHiwYNBtAFjgU7BdwEpARCBPIDYgPRAigCkQH5ADkAH/+g/tv9Hv12/NL7RPuD+hD6X/nJ+Pv3H/cl9hz1CfTA8obxU/Dt7tzt8uzv6w/rdOof6vXpHupk6sjqWeu363PsH+3o7YLuKe+f7/zvR/DB8PLwYfHd8Vjy1PI486jzSfQL9c71bvbs9nD3zfc++OL4Zvn4+X/6Dvun+1D8Hv3j/cL+jP88APcAwAFpAhUDsQM6BIYEwQRBBYoF6wUCBisGIQZIBgoGCgbGBV8FGgWmBBYEzQNXAw8DAAMbA1MDMAPJA1AE3AQpBYcF/QVMBj4GIQYZBsIFlwUaBckElQRhBEYEUARYBKsE8wREBWoFCAZpBoUGoQbqBt0G1wbxBgYHAgf3BgsHGgdjB58H5QciCH8I7QgcCUIJawm6CfIJ1wnlCR8K/wnhCd8J4QnJCcEJrwmmCX0JUAkECcYIeQgnCMsHYQcBB78GhgYqBs0FcgUEBc8EeQQpBNsDZwPmAnYCBgJyARgBqAANAMj/Vf/s/rb+Qf4X/pX9NP3d/ED8rvsp+3f6uvkq+ar44fdQ96/2C/ae9fj0tvQp9IDzIPOq8hPyfvEM8X3w/u+B7zLv8e7L7sfur+797h3vPu+p7zTwi/AJ8Vjxw/Ey8pHyG/Nw89/zYfSk9CL1lvUI9kj24/Za99j3RPjY+Er53/ko+rn6FPt9+877K/y4/DD9V/0o/qj+Df+U/yIApAAPAXsB6wEmAoYC3QJHA4IDxwMKBGgEuwTzBEUFagW+BfUF8AUfBiwGWQaOBpkGzwbeBhIHMgd7B5AH7QfsB0gIaAijCIcIoAjQCKsIlwjFCJcIjgiJCKwI0QjXCBoJMwlwCa8Jfgl/CXwJWwlfCUAJJAnrCOIItQiqCHkISwguCCEIJgjQB74HYAdZBx8H8AaxBocGmgYuBk4GHAYLBvAF1QXeBbgFVgUXBc0ERgT6A30DEAOtAkUC+QGxAVIBKQEUAfkAdABzACcA4v+3/1H///6I/iv+oP0z/ej8nfxB/P77x/t0++P6pvon+p75L/m++Bz4ufcU96b2JvbT9Uf19/SQ9E/03PO28yfzz/JI8sHxevEG8YTwIvDG76bvxO/L7z/w0fAb8YjxH/K78njz7fM59IH0ufTh9N/0GvVq9XT1xvUY9qn2Nvfx92X4a/ka+sv6pPvh+4z89fxx/Zr9AP4R/ov+xv4N/3z/6v9hACMBogFUAs4ChAP6A3MEtQQwBXwFqwXnBRQGIAY9Bn8GlAbcBicHWQeWB68H2gcLCAsIBQj2B/IH4AfQB8wHywfDB7YHtgfAB6UHjwe6B5EHggd2B0sH6QbSBsAGrwZlBngGRwZeBjQGKgYtBgQGMQYtBgIG6gX9BecFuQWWBZcFZAVuBSkFDwXfBLwEXQRTBDAE6APOA0QDPgPqAqsCUAL7AQ0CrQGEAT4BRwHsAKoAcABKACYADwDB/8D/nP+b/1H/Tf8k/x//8f6k/pz+lf5L/j/+//0S/hz++v30/fr97v3j/dX9mv2A/Vj9Hv3e/LL8dfxG/BL88/vf+7771fvt++P7A/z3+/X7F/zM+3H7Z/sR+876cfoi+tn5tflX+Xz5evls+Xz5uvnX+eX5CPrw+Qb6Cvrn+eX5x/nS+Zj5zPm8+fT5D/pJ+m/6dvrr+vH6Iftp+277nvuj++H72vsW/En8ZfyS/ML8Bf0s/Zf9uP0Y/hr+YP6V/oT+1P7h/ir/K/87/5P/nP/f/+r/CABFAGwASwAiAEYAMwA7ADsAHQBgADgAbwCuAKUA4ADoADcBLAFXATABSgEgAcwAkQCTAIsANABfAGYAewC8AOgAJAFwAcwB/QEXAjYCTgKTAn8CaQJZAmkCSgJcAloChwKEAvECBwM3A2cDfgPDA9oD8wMHBBkE/AMZBP8DzQPsA7YDqwOVA9MDvAO/A80D4QOxA8MDyQPxA7cDywNiAyYDFwPSArQCZAJ8AjMCLgIRAusB2QGcAXoBTgENAfYA4QCyAKQAqgBrAEsAewCJAIgAqwDBAOgA1ADoAL4AuwCFAGcACwDD/6P/Z/8d//P+Gf/+/i//Vf9z/6z/9P8oAD4AIAAvAAcAy/+q/0P/Of8G/8f+tf6f/nb+kf6p/tD+8v4D/y3/N/8D/yL/BP/P/tb+oP5o/ir+Hv4F/gD+9f3V/Qb+AP4n/v39O/4z/jD+Uf5G/lX+Q/5Q/mL+X/5x/nH+f/5//oz+rv6J/oT+jP6J/pX+qf7F/vb+Av84/13/RP+P/6L/4//Z//H/QABSAE8ARAA3AHMArAC4ANgA6wD0AAMBKQE6AVQBbwF2AYgBnwGUAaABvwHPAdsB2gEcAv8B9wHLAdsB0AHAAaQBbwF8AX8BUwFGAVwBfAGmAbgBzAHCAcUBxwG8AZABdgFkAToB6wDLAMUAtQDAAL0A4gDeAAMBHAEAAR4B8gDQANcAmgCDAEgA7/8UAAsApf/V/77/yf/I/+D/9v/5/+n/7//g/+b/1P/e/7P/n/+b/5H/hv+q/27/l/+f/5T/a/9e/2f/Pf9e/1z/jP9l/5j/0v+6/6j/3v/n/97/y//K/6T/mv+g/6T/jf+a/6r/l//E/9f/8/8JANb/AAD8/+j/+v/Z/6n/mP94/23/Nf9P/0r/Uf9U/3//cf9//57/fv+L/5z/j/93/1//Pv9V/4H/Y/9N/3r/h/9u/03/Vf8s/xf/LP8K/9n+/v7w/gz/av9O/3v/rv///z8AQABOAGoAWABmACYAQgBQADQAWABcAHoAoAC8AOMAHQEWAVcBeQGDAXcBNAFaATQBSAEPAS0BIgEwAS4BPgFwAUABPwFeAUYBKAEvARgB+QDmAAQB9gC4AM4AuACtAKQAqgCRAFgAVgBdACgAHgDH/9T/y/+f/5r/d/92/2r/Vv9N/0L/M/8d/zf/G/8z/yr/Vv9e/47/fv+f/+v/AgDo//r/GwAOAPT/7P/e//n/z//r/xsASQB5AJcAzwA7AVEBLAEnAR8BEgHsALMAfwCEAFQAbAB8AHkAkwDPAO4AIwE3AS8BSAFDASIBIQEXAQUB9QCtAM8ApgC6AKAAxwCPAJ0AlgCGAIQAcABbAHgAJAAFAB8AAAAPAB8ABwAJAPj/CgAUAP3/4P/E/6j/ov97/3//e/+F/3//jP+c/4n/fv96/6j/aP9N/zT/Ev8E/wH/8f4O/+n++f4L//b+Ef8T/xL/OP/7/hH/7/7z/t3+zP7t/rL+rP62/uD+xP75/uT+Hf8//y7/Tv9f/0H/Qv9T/17/bv+L/5v/sP/P/93/2/8EAA8A7P8DAOX/EwD6/wkA9f8jAEEAIABwAIAAkQCiALsAnAC0AH8AegB7AHEAdwB3AHwAewCvANQACAElASgBJwFDAQoB9QDVAM0AjwCVAIMAkQCrAMQAwgDiAOwA/gD/ANIAwgC7AKMASABUAF0AiwBmAHwApQCzALcA1wCyANIApQDpAIMAiwBqAEUARQAfAEIAQABPAFsAUABKAE8AJgBaADgA//8EAAMAAwAnAAMAIAAHACQAGAD9/xkA3v/P/9D/of/B/7f/wP+n/5n/u//P/7b/7P/m/8v/vv+x/7z/mv+V/6D/pf+r/7P/uf/L/+r//P8DAPL/AQDu//T/z//d/6H/rf+U/2//Zv+m/6H/pf/E/47/2//m/9z/+P8aAO7/4//t/93/DwD8/ywAIgD9/wgAKQASABsAJwAhADAAHgADAPP/vP+8/+j/sP/k/9n/9v/Z/+P/5f8XADQAHgAAACEALAACAAgACwAMAO3/DgAHAOL/5f/p/wEA1f/b/+7/3v/a/8z/s//p/8f/2/8LAP//IAAZABIAVABVAFMAfQA5AEwAOwBDABYAMgAbADAANABNAEoAXwA7AEkAVwA3ACQAFgAFAPv/EQAEACgAJwA8AFAAdwB3AIgAdQB+AHEATgAqABoADAAHACMAPwATADoAPgBZADYARgBTAC8A/v/g/9X/pP+i/73/vv+//+3/AQD2//7/HwD2/8//0v+1/8j/uP/K/6z/zv/N/+H//f8GAN//2//I/5H/j/9z/4//qP+a/4f/s/+5/7//BwAxABIAMABGADMAIQAnABoAIwAmAC4ASgBTAGYAQwBYAGoAcQBoAD8ASQArACYA/v80AB4AOwBKACYAPgBPAFkAYgBLAFkAOgA0AAkALgARADwAOgAPAP7/HQANAOb/AgD//9D/+/+w/9T/5f/I/8X/wP/U/9T/4//l/9D/6//c/9r/3f+j/8b/2v+x/6z/zv/R/+v/6v/H/+r////x/+j/5f/2/+f/0//n//v/5v/b/w0A5//m/w0ADwDw/wAA7//m/9//BQAkAA0AHQAXABsAPgAZABMALgAiAAgA6//8/9v/1f/L/+T/CAAAAAgABAAWACkAOAAxAAcAFAATACwAHAAJACoAHQAMABMADwAHAP7/EgDt//X/0P/7//D/EgAXACYAGABOAFMALABGAD0AGQAlAP7/GgAxACMAIQAfABgAJAAWACMAKgAeABkAAwAgAOX/BwD8/8D/0f/5/wAAEQALAAoADAD4/yMAGQAAAPP/7f8EAPT/2f/k//P/EwAAABIAAgAFAOL/FADo/9L/4P/4/wIA/f/W/+//u//x/+7/3f/E//P//f/1/8r//f/q//r/FQDx/xQA9P8FAAgAMQDh//X/BAARAPT/DQAOAPj/1//Y/+z/AADY/97////k//f/3P/s/9f/1v/W/9r/3f/5/8r/7f/4/wkACQAAAN7/yP/d/+j/3f/q/xAA4//w/yEAKQAoADAATwA+ADAACwA8ADIAJQAjAA4ANwAxAA8AHQD5/wQAIwAIACYANwA3ABsACAAmAD8ARQAwADwATAAzAEAALwAuACIAKQACABoA/v8GABEABAAFABEAAgASADsAIgAnABUACAAGAPv////y//L/6v8LAPf/8/9HACQADgATAPf/DgAHABYA///v/y0ADAAoADcALwArABYANwAHACEAEQDv/+7/AQDW/9///f/q/wUA0f8AAAQA3//Q//X/yP/w/+3/5f/z//3/DwAJAAQAGwAnABoADgAJABYABwAKAAAA5P/d/9f/3v/w//3/FAAgACoAGwAkABoAMQApABkANwDv/wsA6P/+/wsAJwAKAPD/CAAqABAAAAAFAAwA8f/9/xMAAgDx/wYAGgDo/+3/AwDU/+j/3P/Z//b/9f/t//z/8//2/xkA8v/z/+f/7//9//X/8v/f//b/9f/5/wMAGQDr/wYABQADAPD/AADN/7b/6v/R/9L/7f/S/8X/0v/q/97/7v/t//X/BwD6//L/8//v/+z/AAAXAOX///8TAAIA6P/5/xAACwDx/8D/3//d////4P/t//n/+v/q/+j/CADS//T/6//+//z/3//v/+7/FgDy//D/6f8CABQACwAOACAAIgAXAAAAFAAIAO3/7v8AAAgAHgAXAPb/CAAhAAYAAQAEAPb/AQD6/+j//f/s//r/JAAOABoAOgBNACcAMAACABEAGAALAAQA/f8dADMACgA9ACMABwArABgABgAMABkAIwAAABcAHQAGAAcA+f8WADEAAgAcAA8AAAAAAC4A///8/wAAEwAjACwAEQBSACwALQAuABUADQASABoALwD4/wIAEAAmABUAEgAzACUAKAAZAPb/AgDb/wAA9f/9/+r/CgDn/wwA//8WAPr/7P8MAAgA+/8DAPf/9P/q//z/DwDD/wgAOwD//w8A+/8YAAQA/P/2/wcA9//9/xgAz//4/yoA//8UAO3/9/8NAAoAAAD9/w0AAQD2//n/7v8IABAABwD///H/HwAgABoAGAAhABoAJQANAAcAEwD6//z/6v8HAAUACAAOAAQAIgAkABAA+f8AACUAAQAaACsA8v/p/wYA+P8GAPn/DQDf/+T/9P8CABEA///r//P/9//z/w8ACwD4/+n/AwDr/+T/DgDs//X/CwARAO//CgAnAP7/2v8QAOX/+//i/wEA7v/g/w4A9//o/9z/4P/9/+z/AAD1//L/BADs/+///v/7//b/CwACANb/AQADAOj/7f/2/8f/+f/r/xQACADo//z/CwDa/9b////f/9X/AwDw/+L/2//1/+3/5v/+//n/2P/T/+//+v/i//r/8f/j/+//IQD0/83/xv/5//D/1P/1//n/0v/H/9z//P/2/+r/DwDS/9f/6f/m/xMADgAZABQAHgApAPX/KwAaACYAFQD3/wQAEAAMABoAHAAvABMALAAuABoAFQAVABQADwALACMAJQAlABoADwAwABAANAAOAOz/KAAQAAkABAD6//j/KQABACAAAgD+/yQABQADACYA9f8NABoA9/8PABYAIgA1ABMALAAzACoAIQArACwAEQAbAP//EwANAEYAPgAkAAIADAAAAGMAJQAHABgAIwAcACIAEgAhABYALQAEAAIAFQAYAAwAEAD8/xkACAD7/wQA6//y/+L/EQAKANr/FQDY/wEA7P8fAAQA7f/2//X/7f/6/+P/3P/h/8v/+P/c/+f/+P/w/wkA3/8HAPP/CwAMAPz/5f/Q/9//6f/c/+//8//s/+b/+//3//r/9P/g//n////V/9v/7P/1//f/EwD3/xUACQDl/+r/7P8BAAAACQAWAOf/AAD6////FAATACEAHAAMADIAGgD0/wMADgAtAAsAAQD9/wkA9//1/wAAFAAFAP///P/+//D/9v8KAOj/CADx/+n/7//v//T/3f/x/wAA8v/P/+z/HwDo//f/AAARAO/////w/wUAHwAoABcA///4//f/7f/f/9f/6/8MAAoAzf8bAA4Azv8GAPL/1P/4//H/8f/d//T/GwDk/wsA/f/y/8z/8//R//v/1/8YAO7/AADq//v/1P/n/9z/zP/j/+b/yv/l/83/7/8AAPT/EAD9/xsA4P8iAO//DgAGAOT/5P8NAPD/HwAWACYADwAAAPL/6P8RAPf/HgAcAA8AAgDu/xsADwAyACEA+f8aADkAHgAAADoABgDq/wEA+P8qAAkAFQA/AAoALAD+/ygARwAMABoAAgATABkA7f8aABIAHQAQAAwAIQAZACgA7/8YACIAAAABAB0AGAAeABYACgD5/x0ABQAQAA8A3/8LAA0ABAANAOv/8f8GAOn/3//6/9r/6P8HAPz/4//0/xgABgADAOr/AAATAAAA/P/6/+L/6f8AAPr/BwDv//T/FgD6/xcAAQASAAAABQDn/wsAGgAjAFAASABGACYAGwA2ADgAQgD4/xwAFgAKABMA+f8NAAYACQD0/xcA/f///w0ABgABABAACgAWACQAAAALAN7/JgDy//D/+//p/wAA1f/e/wwA8P8AAMr/2v/3/+r/+v/0//D/3v/5/+D/z//p/+z/EgDx/+f/wf/2/wIA1f/9/8r/0P/a/9r//P/G/woA6P/P//j/y//c//z/2P/7/+v/AAAIAB4A6//h/+7/1v/m//L/7P+8/83/7v/u/9L/1v/s/////v/3/x8A4v/v/+f/8f/5/9b/+P8IAAIA4/8WAPL/GwDm/wIA6//r/wMAIQD3/wcADQAUABcAAQABAP//+//z/xIAFgAXAPT/8P/z//3/EgDv/9b/AQD2/xAA9f8QAAsABQAWAC8AOQAgACgAGQATABQAMgD8/xIA8f86ABIADAD+/+3/HwAaAAAA9v8VAOn/GwACACEAHAARAAUACgAxACAA+f8XAO7//v8AABEA+f8qAP//+f8AABAABAApAAcAGAAtAA8AFAD8/w8APAAmAC0AIAAWABQACADv/wEAFgD+/wMA+P8QABkABgD6/wAA8/8LADAAHgDm/wIAFgDy/xcABAD//x4ABwAaABEAFwAUAA8A6/8JABQAJwAIAAkACQDd/+T/+//x/wMAKAAPAAkA///9//b/FQA5AOr/8/8FAAQACAD//wYAEwACAPv/9/8cAAIAHQDw/x8ALAAcABUAMQAMABoA8/8EAPf/6//w//7/DQD7//P/+P8QAAwA/P/d//3/v/8DAPz/AgDf//P/8//A//b/0f/r/+r/3/8AAAcA1v/e//P/9P/3/+L/7v/c////5v/y//z/DADc//X/DAADACoABgAKACAADAD8/+X/9P/k//b/6f8DAO//8f/r/9j/+/8KAOb//v8IAAoAEADm/+L/9f/r/8L/AwDy/9//CADx/+v/y//6//v/AgAAAOT/AQDz//7/8f/2/wAA8v/i/9//5v/+/8v/6P/S/+//EQDZ/wMA5v/l//n//v/m/9r/6f8OAO3//f/+/wQA9v/e//z/+//4/wEA8f/w/+r/8f8EAP3/5P8AAO3/5v8AABQA+v8aAP3/AQAMABcA+P8NAAoAAAAQAB0AEgAFAEAAAAAJAAIABgAJAAMAEQAdACIAFgAZAAIAHwD9////FwAeABAAAAAEAPP/BQD//wYAAAAVAC4ALgAbADcAFgAPACgAFwAWADMAIQA1ADEAGAArACAAGAA6AB8AGwD9/zIA8v8jABoAGwAjABoAEgAhAAUAEAD2/wUAMAARACEABQAVABcABgAlAAcACwAMAAwA+v/3////CgATAAoA9f8hABgA+f8HAAIA+P8EAPX/8f8BAAsAAgD4//j/7f/f/wgA9P/q/wAA3P/7/+P/9/////L/FAAOABcAIQAbAAoAFAAEAEAAJAD1/wkA9//J/9//7v/X//f/tf/l/+P/HQDt/+X/FwDx/9H/BQDk//b/2//q//3/6/8EAO3/BAD2/wwA1v/Y/wwAAQAAAPL/AwAEAP7//P/9/xUA8P8GAO3//P8kAPL/8f8MAPL//v8AAPL/AgD5/+T/EAABABEA4P/l/+z//v/5//f/8P/k/wkAAADt/9z/1f/r/xwA5v8FABMA/f/4/9r/8f/n/xAA4v/n/93/4f8SAOb/vv+0/9r/1v8EAPH/9f/2/wcA5P8LAAAACQAPAO3/7f8DAAMAHgAEANT/+P8KAAoAAAACABUAAAD1/+r/8/8FAPf/6f/y/9r/0P/j/+H/AADa/+r/8//k/wUA///z/x8Axv80AAAAEQAKAAMA6f8DAOf/7P8EACUAGgAQAAoACwDm/xgA7/8SAO3/IgD7/w4AAAAIAPb/EAAHAD8AAAATAC8AFgAEABQADgD+/x4A9f8bAPP/QQD5/woAFAAVAP//EgDx/+r/IAAYAB0AIAAwACUA8f8jAC0AEQABAAAAJwASAPv/GgAZABgA/P8BAAUABwDm/wsAFQABAAUA9/8JAAsA6v8JAB0AHwAZAB8ADAD0/xsA8f8DABMACgACABMA9P/s//f/BAD8/wEA9f8CABgADwD+//T//P8FACAA9//w/wkAHQAAAAYA7/8cABcA/f8QABEADQAlABgA7f8WABsAAAD6/w0ACgDr/wAAAwDO/xUAzP/+//7//v/n/+b/9//k/9v/6f8FAPj/6v8AAOz/7v8tABYACQD4/+H/BADt/wQA3f/3/+H/7//v/wQA6v/r//v/EgDq/97/3P/y/wQAGgASAOH/5v8GAAEA4f/g/9r/z//x//z/3v8BABkA7//s/8b/8//q//L/1f/Q/wYA+P8OAPv/6P/+/wIA8/8AAAcA5//y/+b/9//n/wgABADt/+b/8//7////DAAFAOf/8f8PAAYAAgAYAAMA+P/m/wYA6v8BAAAA8f8AAAUA9v/v/+r/3v/q/+z/7/8HAPP/6//y//n/EQDi/93/1//d/+n//v8AAP//5f/2/wAA8//3/wkABgADAPb/8P/T//H/9f/n//7/1P8CAAEAHgDl/xUABwDo/wAAAAASAO3/8P8OAAoA+f8FAAgA9f/q/wsAPQANAAAAAwD1/wkAAwAPABsA+v/7/+n/LQD+//L///8aAAAA7f8gAAcABwD//xMAIQAIABoAKgASAAAA8f8hAEQAFgARAB0AJQD+/wcALAA3ABMA9f/o/xYAJAARAAwAEQAkABgA/f/2//n//f8OABsAEQD2/wQACQAKACQADgAdAA8A/f8FAO//8P8BAOn/JwD2/xAAEQAQAA4A+f/i/wwA7P/w/wQAAgD3/xMAFAD7/xUACgAUABQA8v8SAPL/BwAYAAgA+v/v//v/vv/M/8P/7//W/+P/+f/8//r/+//t////AwAaAM7/2//T/+X/AADa/wIA7P/1/7L/9P/z/+//1//1/+P/1//r/9T/6//s/97/BgDl/xkA9f/j//H/BgAAAPX/AAARAOL/FADc/wQA8P/x/wUA6//v/wAA+P/W/+L/8v/j/7z/DwDv//H/+//z//f/DwDb//X/7v/v/wAA6//u//T/2//e/+P/0f/p/xsA8f/m/+7/+f/n/+//6P/9//b/8v8aABEA9f/z/w8A/f/r/wcA+P/z/+f/AQAZAO//8f/v//v/AQD5//H/HgD//xwA+v8AAAMA//8gAB8ADADd//P/CAD1/+f/EgDo//r/+/8pABkAAAARAAUA/f/y//P////v/wAA8f8BAPv//f8EAAcA+v8IACIA/v/k/zYAHQANAAgAEgANAPr/EADj/wsAAQD2/wYAGwDr/+//HwDi/xwA8f8BAP7/JADx/w0AHgAjAPj/9/8FADUAEQAAAPT/FwAEABUA+f8QABMAAgAKADoALwAQACoANAAAAAkAHwD8//n/HAARAOv/6v8VAAEAIADn/wsACAAMADEAFQD//wAA/v/7/+H/6f8AAAcA+v/7/wIAEAABAPr/5v8LAPj/AQACAAEA/v8LAP7///8TAPf/DAD6/zQA+f8FANL/IQD0/+v/3f8iAAUA+f8RAAIAAgBBAPn/HgARAPj/9//a/+D/AAACAAEAFwACAAoA/v8FAPz/AADp/9r/5P/4/xcAEAD1/wMACAAPANz/CwDj/9//9/8IAAAA7/8KAP7/EgDg/+7/+v/v/xEA7v/0/wcAAAAHAAkACQD7/+//BQABAAIA9/8zAAYABQD5//b/BgDt/w4A+P8AAPb/CQAGAPP/6//4/wUA8v8aAP7/4v/p/w4A7//1//v/9P/Y/xgA+f8DAAQA9f/v/+7/9/8OAPr/EAD+/xIAAwAAAPD/7//p//X/8v/t/wAADwD5/+T/AQDv//D/7f8BANX/6P////r/2v/q/+//AAD///3/5/8NAOT/zP/e/wAACwAHAPX/xf/l/wAACAAuACEADgDv/xwAGwDe//b/AQAMABoADgATAA0AHAD6/w0AGgASAPD/JQAAAAkAIQAmACcAEQAPAPv/7//2/yIA+//4/wcABADj/8f/DgDo//v/BQAIAPf////0/wsACAAhABIA9/8EAAoAFgAVACsABAARAAEAKgARAA4A/f8AAP//GgAMABcADgAJAAAAEgAfAB4ACAAIABMA+P8WABgA/v8iAB4A/P8bAA4ABQAKAA0ACQAQAPr/+f8GAAEAGwAFAPD/FwALAOT/FQAGANr/GQAOABYA5v8gABgA+/8GAAwAEwAcAAAA9//P/+L/NwDz/wYA7v8HABcABwAMAAcA+//5/+f/HwDz/wwA4f/S/+P/9v8SAPn/+f8AABoACAD//w4A5//y//7/4v/6//X/9P/8/wYAAgDl/+T////l/9L/9f8PAOn/6v/t/xEA8P/X/xMA9v/8//X/EQATAPD/8P8VAA0A/v/g//v/9v/s//T/AADH/xoABwDX/+X/9f/u/xsA8v8FANr//f/b/+n/EgDx//T/9//u/xsAAAARAAQA9f/2/wcA9f/8/+b/+v/J/8X/GQAEAPD/BADl/+f/6f8TABAA/f/9/wsA5v/p//n/7v/U/9n/t/8DAOz/+//Y////+v/d/+L/7f8YAA==\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## random shifting"},{"metadata":{"trusted":true},"cell_type":"code","source":"y_shift = samples.copy()\ntimeshift_fac = 0.2 *2*(np.random.uniform()-0.5)  # up to 20% of length\nprint(\"timeshift_fac = \",timeshift_fac)\nstart = int(y_shift.shape[0] * timeshift_fac)\nprint(start)\nif (start > 0):\n    y_shift = np.pad(y_shift,(start,0),mode='constant')[0:y_shift.shape[0]]\nelse:\n    y_shift = np.pad(y_shift,(0,-start),mode='constant')[0:y_shift.shape[0]]\nAudio(y_shift, rate=sample_rate)","execution_count":73,"outputs":[{"output_type":"stream","text":"timeshift_fac =  -0.12732494711350065\n-2037\n","name":"stdout"},{"output_type":"execute_result","execution_count":73,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## apply hpss"},{"metadata":{"trusted":true},"cell_type":"code","source":"y_hpss = librosa.effects.hpss(samples.astype('float64'))\nprint(y_hpss[1][:10])\nprint(samples[:10])\nAudio(y_hpss[1], rate=sample_rate)","execution_count":74,"outputs":[{"output_type":"stream","text":"[ 1.86334634  0.60460948  0.88883567  0.01433704 -0.53360726 -0.47694444\n  0.65080978  0.69553757  0.48178374  0.47946004]\n[  5  -3   0  -6 -10  -7  -3  -4  -6  -5]\n","name":"stdout"},{"output_type":"execute_result","execution_count":74,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source src=\"data:audio/wav;base64,UklGRiR9AABXQVZFZm10IBAAAAABAAEAgD4AAAB9AAACABAAZGF0YQB9AAAEAAEAAQAAAP////8BAAEAAQABAAAA/v8AAAEAAQAEAAUABAADAAQAAwABAAIAAwADAAIAAwADAAMABQAFAAQABAAFAAMABAAFAAQABAAEAAMAAgACAAMAAgACAAIAAQABAAMAAQACAAMAAQABAAIAAQAAAAIAAwADAAQABAADAAMABQAEAAMAAgACAAMAAgADAAIAAgACAAIAAgAAAAEAAgABAAQABAACAAIAAQABAAEAAgACAAIAAgACAAIAAQADAAIAAgAEAAQAAwADAAMAAwADAAQAAQABAAEAAQAAAAAAAAAAAAAAAgAAAAEAAgAAAAAAAAAAAAAAAAAAAP//AAD//wAA/v8AAAAAAAADAAIAAgABAAIAAAAAAAIAAAACAAEAAQAAAAEAAgABAAQABAAEAAEAAgABAAAAAgABAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAP//////////AAD+/wAA/v/9//7//f/9////AAD+/wAA///+/wAAAAD/////AAD/////AAAAAAAAAAAAAP//AAD//////////wAAAAAAAP7//v/9//7//v/9//7//f/+/wAAAAAAAP///f/9//7///8AAAAAAAAAAP/////+/////v8AAAAAAAAAAAAAAAAAAAAAAQABAAAA//8AAP7///8AAP//AAAAAAAA//8AAAAA/v///wAAAAAAAAEAAgAAAAAA/v/9//z//v8AAAAAAAD+//7/AAAAAAAAAgADAAMABgAFAAIAAAAAAAEAAAAAAAAA///+/wAAAAAAAAAAAQACAAAAAgAAAAAAAAAAAAEAAQAAAAAAAQAAAP//AAAAAAAAAAABAAAAAAAAAP//AAAAAAEAAAABAAIAAgAAAP//AAAAAP//AAAAAP////8AAAAAAAABAAEAAQACAAEAAAAAAP7///8BAAEAAQABAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAAEAAAACAAEAAQADAAIAAgABAAMAAQACAAAAAAAAAP//AAD/////AAAAAAAAAAAAAAAA/v8AAAAAAAAAAAAAAAD+/wAA///+//7/AAABAAAA///+//7//////wAAAAD//wIAAgABAAAAAQAAAP7//v////7///8AAAAA//8AAAAAAAABAAMAAwAAAAAAAAD/////AAAAAP//AAD//wAA///9//7/AAD///7/AAD+/wAAAQAAAAAAAAABAAAAAAAAAAAA//8AAAAAAQABAAAAAAD/////AQAAAAIAAQABAAAAAAAAAAAAAgABAAAAAQAAAP//AQACAAIAAQAAAAAAAAD/////AAAAAAAAAAAAAAIAAQABAAAA/////////f/+//////8AAAEAAQABAAAAAQACAAEAAgABAAAAAQAAAAEAAgAAAAAAAAAAAAAA//8AAAAAAQAAAAIA///9/wAA//8AAAAA//8AAAAAAQAAAAAA/////////v8AAAAAAQADAAMAAwABAAIAAAD//wAA/////wEAAQACAAIAAQAAAAAAAgAAAAAAAAD+//////////////8AAAAAAAD///////8AAP//AAD//wAA/////wEAAQACAAQAAwAAAAIAAQD//wAAAAACAAEAAQAAAP//AAAAAP////////7///8AAP////8AAP//AAAAAP///////wAA/////wAA/v///wEAAQAAAP/////9//7////9//7///8AAAEAAQABAAAAAQABAAAAAAAAAAAAAAAAAAAAAQACAAIAAwADAAQAAgACAAQAAQACAAMAAgAAAP7////9//7/AAAAAP//AAAAAAAA//8AAP7///8AAP/////9/wAAAAAAAP////8AAP//AAACAAIAAgAAAAMAAgAAAAEAAAABAAAAAAAAAP///v/9/wAA//8AAAAAAAAAAAAAAQABAP//AAD//wAAAAABAAAAAAABAAEAAgABAAAA/v8AAAAAAAAAAP///////wAAAAD+//////////7///8AAP7/AAD+//7/AQD//wAAAQAAAAAAAAABAAAAAQABAAIAAAAAAAEAAgADAAEAAAD+//////8AAAAA/v/+////AAABAP///v/8//z//v/9//////8AAP/////+/wAAAAABAAMAAAAAAAAAAAAAAAIAAwADAAIAAgABAAEA/////wAA//////3//f/8//3////9//7////+/////v8AAAAAAAAAAAAAAAD//wAAAAABAAAAAAAAAAAAAAD//wAAAAACAAIAAQABAAEAAgAEAAIAAQABAAIAAgABAAAAAQACAAMAAwACAAEAAgABAAAAAAAAAAAA/////////v///wEAAAD9//7//////wAAAAAAAP//AAAAAAEAAwAAAAQAAgABAAEAAAABAP///v/9//7/AAD+//7////8//7//v/+//7///8AAAAA/v///wAAAAAAAAAAAQAAAAAAAAAAAAEAAAAAAAIAAQADAAEAAAABAAIAAQABAAAAAAAAAP///v///////v8AAAEAAAABAAAAAAAAAP//AQAAAAAAAgAAAAIAAAAAAAAAAAAAAP//AAAAAAAAAAAAAAAAAAAAAAIAAQADAAIAAAD//////v/+//3//f/9//7////+//7////9//7//v/+/wEAAQACAAAAAAAAAAAAAwABAAEAAgAAAAEAAAD//////f/9//////////7//v/+////AAD/////AgAAAAEAAAABAAMAAgACAAAAAAACAAAAAAAAAP/////8//z//v/8////AAAAAAIAAwACAAIAAgACAAIAAwAEAAUAAwAAAAEAAQAAAAAAAAAAAAAAAAD+/////f/7//z//P///wAA//8AAP//AAAAAAAAAwAAAAAAAAAAAAEAAQAAAAAAAAAAAAEAAAABAAIAAQABAAIAAQAAAAAAAAD9/wAAAQAAAP///v8AAP7/AAAAAAAA///9/////////wAA/v8AAAEAAAAAAP//AAAAAAAAAAAAAAAAAAADAAMAAwADAAIAAgAAAAAAAAAAAAEA/////wAA/////wAA/////////f/+/wAA//8AAAAA/v8BAAIAAwADAAUABAACAAMAAwADAAMAAAAAAAAA/////wAA/f/7//z//P/9//3/AAD//wAAAAAAAAAAAAABAAAAAAADAAEAAQAEAAMABAACAAAAAgAAAP//AQACAAAAAAABAP7//f/+//3///////3////+//7//P/8////AAAAAAEAAAAAAAEAAAABAAAAAQABAAAAAAAAAAAAAAAAAAAA//8AAAAA/f/+////AAAAAAAA//8AAAAAAQACAAQAAwAAAAAAAAAAAAAA/v8AAAAA/v8AAP//AAAAAP//AAAAAP////8AAAAAAAAAAAAAAgAAAAEAAgABAAEAAAAAAAAAAAD////////9/wAA//////7//f/+////AAAAAAAA//8AAAAAAQADAAAAAAABAP//AQABAAAAAAD///3/AAAAAAAAAgAAAP3//v///wAAAAAAAP7//f/9/wAAAAD9//7///8CAAEAAQABAAEAAgADAAQAAgAAAAEAAAAAAAAAAAD/////AAAAAAAA//8AAAAAAAD9/////v///wAAAAAAAAEA//8AAAAAAAAAAAAAAAAAAAAAAAACAAAAAAACAAIAAQABAAEAAwACAAAAAAABAP//AAD+//7/AAABAAAAAAAAAP3//v8AAAAAAgAAAP//AAAAAAAAAAAAAP///f8AAP//AAD///3//////wAAAAAAAAAAAAD//wAAAQAAAAAA/f/+/wAA/////////v/9//7/AAD//wAAAAAAAAIAAgACAAIAAAAAAAAAAQABAP///v////3/AAAAAAAA//8AAAAAAQD///7/AAAAAAIAAwACAAEAAAABAAEABAADAAAAAAAAAAEAAQABAAEAAAD+//////8AAAEA//////////8AAP7///////3//v/+/wAA///7//7///8AAAIAAAD//wEAAQABAAEAAAAAAP3/AAABAAAAAAD+////AAAAAAAAAAAAAAEAAgABAAMAAwAAAP//AAAAAP//AAD//wAAAgABAAEAAgABAAAAAAABAAIAAAAAAAAAAAD//wAAAgD+//z//v////////////7//v8AAAAA/////wAAAAAAAAAAAAAAAAAAAAABAAAAAQD//wAAAAD+//7////+//7///8AAAEAAAD//wAAAAAAAAAAAAAAAP3///8AAAAAAAAAAAEAAQACAAMAAAAAAAAAAAABAAAAAAAAAAAA//////////8AAP//AAAAAP////8CAAIAAgADAAIA//8AAAAAAAAAAP//AAD/////AAACAAIAAQAAAAIAAgACAAIAAQABAAAAAAADAAIAAAAAAAAAAAAAAAEAAgABAAIAAQACAAEAAQACAP7/AAACAP///v8AAAAAAAAAAAAAAAAAAP//AAACAAAA/////wAAAAAAAP7///////v//P/+/wAA///9//7/AAABAAIAAgABAAEAAAAAAAMABgAAAAAAAgACAAIAAgAAAAEAAgACAAQABgAEAAQAAgACAAYABgABAAIAAAAAAAAAAAD//wAAAAD+////AQAAAAAA//8AAAIAAAD9/wAA/v/9//7//v////3//P/9/wAAAAD//wAAAQABAAIAAQABAAAA/v///wEAAAD+//7///////3//v8AAAAAAQACAAIAAQAAAAEAAAABAAAA//////////8AAP//AAD+//3/AAACAAIAAgABAAAAAwADAAAAAgACAP////8AAAAA/v/8//v//v////3///8AAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEAAQACAAIAAgACAAQAAgACAAAAAAACAAEA//8BAAIAAwADAAIAAgABAAAAAAAAAP7//v/+/wEAAAD9//7//v////////8AAAAAAAAAAAAAAgAAAAAA/v/8//z//P/+//3//v//////AAD//wAAAwADAAQABQAEAAMABAAFAAUAAgABAAAAAgACAAEAAAAAAP///P///wAA///+/////v///wIAAgADAAIAAgAEAAQAAwAEAAQAAwADAAMAAAD//wEABAAEAAMA///+////AAAAAAEAAAD+/////v////7//f/9//v/+//+//////////3/AAAAAAAA/v/9//7//v8AAAAAAAAAAP///v8AAAAA//8AAAAA/////////f////7//f/9//3//v/9/////v/+/wAAAAD+/wAAAAD9/wAAAAAAAAAAAQAAAP//AAAAAAAAAQACAAAA//8BAAEAAQABAAAA/f///wAAAAAAAAAAAgABAAEAAwADAAMAAQADAAQAAgAEAAMAAQAAAAIAAgAAAAAAAAAAAAAAAAAAAAAAAAD//wIAAwD//wAAAAABAAAAAQAAAP//AAAAAAIABAACAAAAAQAAAAEAAgABAAAA//8AAAAAAQAAAP//AAD/////AAAAAP////8AAAEAAAAAAAAAAAAAAAAAAAAAAP7///8AAAAA//8AAP////8AAAAA///9//v///8BAAAAAgAAAP7/AAACAAQAAgABAAAAAgABAAAAAQAAAAAA/v/////////8//r//v8AAAAA/f/9//7/AAABAAAAAQAAAAAAAAAAAAIAAQAAAAAAAAAAAAEAAAAAAAAA//8AAAEAAQAAAAAA/////wEAAAD+/wAAAAD//wAA/P/7///////9//7/////////AAAAAAEAAQABAAIAAQAAAAIABQACAAAAAgACAAAABQAGAAIABAADAAMABAAEAAQAAwADAAAAAQADAAEAAwACAAAA//8AAAAAAQAAAAAAAAAAAAEAAQADAAIA/f/+/wAAAAD//////v///wAA/////wAA/f/8/wAAAAAAAP//AAD//wAAAQAAAAAAAAD///7////+//z///////z//v8AAP3///8AAAAAAgADAAMAAgADAAQABQAGAAcABgAEAAIAAQABAAIAAAAAAAAA/v/9/////v///////v////z//v///wAAAQAAAAAAAQABAAEAAgACAAEA//8AAAAAAAAAAP//AAD///3//f/+//z/+v/8//z//P/8//3//f/9///////9//7//////wEAAAACAAAAAAAAAP7/AAACAAMAAgD//wAABAAEAAEAAgAAAAAAAQACAAEAAAAAAAAAAAABAAAA/v8AAAAA//8AAP///v/+//7/AAAAAP/////+/wMAAgACAAQAAAAAAAMA//8BAAIAAAD+/wAAAAAAAAEAAQAAAAAAAQAAAAAAAAAAAAIAAAAAAP3//v//////AQD///3//v8AAP//AAABAAAAAAAAAAAAAAAAAP7//v8AAAAAAAABAAAAAAABAP//AAAAAAAAAQD+//3//v///wAA/////////f/+/wEAAAD//wEAAAD//wAAAgAAAP//AgADAAAAAgABAAMAAgAAAAMAAQAAAAEAAAAAAAAA//8AAP3//v8AAAAAAAAAAAAAAAACAAIAAQAAAAAA//8AAAAAAAD+//7////+/wAA/v8AAAAAAAAAAP//AAAAAAAAAQAAAAEAAgD//wAAAQAAAP///v////3/AAAAAPz//f/9//3//P/9//7/AAD/////AAAAAAEAAgACAAMAAQACAAQAAgADAAcABAAAAAEAAgADAAUABAABAAAAAQABAAAAAQAEAAMAAAAAAAAAAQABAAIAAwABAAAAAAAAAAAAAgABAP///v/9//3//v8AAP///f/+//3//f/////////+//3//v/+////AAAAAP////8AAAAAAAD//wAAAAD//////////////f/9//3//P/9/////v////z///////3/AAD//wAAAAAAAAAAAQACAAIAAgADAAIAAwAFAAMABgAGAAUABAAEAAMABAAEAAMAAwAAAAAAAgD///3/AAD//wAAAAAAAAEA//8AAAEAAQAAAAAAAQAAAP7/AAAAAAAAAAD//wAA/v/9//3/+//8//z//P/7//v//P/7//v//f/9/////v8AAP//AAACAAAAAAAAAAIAAQABAAEAAQADAAIAAgABAP//AAACAAAAAQAAAAAAAQABAAIAAgAEAAIAAQACAAUAAgACAAQAAwACAAAAAQAAAAEAAAAAAAAAAAD//wAAAQD+/wAAAQD+//7//////wAAAAAAAAAAAAABAAAAAgACAAAAAAADAAAAAQADAAIAAgAAAAAAAAAAAAAA//8AAAAA/v///wAA/f8AAP7//P/+//z//v/+//r/+//8//3/+//5//v//P/5//z////+//7/AAAAAAEAAQACAAMAAQACAAMAAgADAAMAAQAEAAMAAgAAAAIABAABAAAAAAABAAIAAAAAAAAAAAD//wIAAQAAAAAAAQABAAEAAQAEAAIAAAD///z/AAAAAP7//v/9//3//f/9//7/+//+//7///8AAP3///8BAP///v8BAAEAAgADAAQAAwADAAIAAwABAAMAAwADAAUAAgABAAAAAAABAAAAAAAAAAEAAQAAAP3/AQD/////AAD9//////8AAAAA///////////9////AAAAAP//AAD9///////+/wAA/f/9/wAA///+//3///////3/AAD//wAAAAD//wAAAAABAAAAAAABAAAAAgACAAEAAQADAAEAAQADAAEABAADAAMAAAACAAMAAwAEAAIAAgACAAEAAAAAAAEAAQAAAAAAAAD9//z/AAAAAAAA/v///wAA//8AAAAAAAD///3//////wAAAAD+//////////3//v8AAPz//v////7/AAD///z//f/8//7//v/+//7/AAACAP7/AAAAAAAAAgABAAEAAAACAAMAAgABAAQAAgADAAQAAgACAAEAAwACAAEAAQAAAAIAAAAAAAAAAAD+////AAAAAAAAAAAAAAAAAAACAAAAAAAAAAAAAAABAAAA/v/+/wAA///////////9/wAAAAAAAP//AAAAAAEAAwACAAIAAgAAAAAAAAAAAAIAAQAAAAAA/v/+/////////////v8BAAAAAAABAAAAAQADAAIAAAACAAEAAQAAAAAAAAD///7//v/+////AAD////////+//7/AAAAAAAAAQAAAAAAAAD//wAAAAAAAAAAAQD/////AAAAAAAAAAAAAAAAAQAAAAAAAAABAAEAAAAAAAAAAAABAAEAAAABAAIABAAEAAUAAQABAAMAAwADAAMAAgACAAAAAAAAAAAAAAAAAAAAAAAAAP////8AAAAAAAACAAAAAAD//wAAAAAAAAIAAAD//wAA///+/wAA//8AAP///v//////AAD//////P/9/wAA///+//3//////////f////7/AAAAAP7//////////v8AAP7///8AAAAA///+///////9//3//////wEAAQAAAP3///8AAAAAAAAAAAAA//8AAP7//P/+//7//f/9/////v/+///////+/////v/9/wAA///9//7//v///wAAAAD///7/AAAAAAAAAAABAAIAAQABAAEAAgACAAIABAADAAEAAQADAAEAAwACAAMABQAFAAMAAgAEAAMABQAFAAIABAAFAAMAAwAEAAIAAwAEAAQAAwABAAMAAwABAAEAAAAAAAAAAQAAAP/////+/wAAAAD//wAA/v/+//3////+//7////+//7//f/8//z//P/8//7//f/8//7////9//v///8AAAAAAQADAAIAAgAFAAUABgAFAAYABQAGAAgABwAIAAkABwAIAAoACAAIAAkACgAGAAgACAAGAAUABQAEAAQABQAEAAQAAwADAAIAAQABAAAAAgAAAAEA/v////3//P/8//j//P/8//v/+//6//j/+f/6//n/+P/3//f/+P/4//b/9v/2//n/9//3//f/9P/3//r/+f/4//r/+v/6//n/+//9//z////9//7//P/7//z//P/9//r//f/7//v/+//6//v//P/9//f/+P/6//j/+P/3//b/9//3//T/9f/z//X/9P/1//f/9v/5//z//f/9//z///8AAAAAAQABAAMABAAHAAYABQAJAAkACgAMAA4ADQAOABAAEgAQABAAEwAVABUAEgATABQAEwAWABYAFgAUABYAGAAYABkAGAAaABoAHAAYABUAGAAVABQAFwAUABIAEgASAA8ACQAKAAoABgAFAAUAAgAAAAIAAAD+//7//f/8//j/9f/2//X/8//y/+//7v/u/+//7f/r/+r/7P/t/+n/6v/q/+v/7v/r/+v/6//t/+3/7//x//H/9P/2//T/9P/1//X/+P/2//f/+P/4//j/9v/2//X/9v/3//b/9f/0//b/9P/y//T/8f/y//P/8v/x//P/8v/x//T/8//y//X/9P/4//f/9//6//v/+//8//7/AAABAAMABAAFAAcACAAJAAwAEAAQABAAEgATABYAEwAUABUAFAAUABMAFgAVABQAFgAVABYAFQASABAAEQARAA4AEQARABAAEQAQAA0AEQARABEADgARABMADwALAA0ADgAMAA0ADAAKAAsACgAJAAYABAAEAAAAAAD+//z/+f/6//7/+v/6//r/+f/7//r/+v/4//n/+f/5//v/AAAAAP7/AAACAAMABAAFAAgACgAMAAsADAAMAA8ADwAQABEAEgARABIAEwAMAAwACwAHAAQABAAEAAAAAAD+//7/+//6//r/9v/4//b/8//z//b/8f/v//L/8//z/+//7f/v/+3/7f/t/+z/7f/r/+j/7P/s/+j/5v/o/+j/4//l/+P/4v/h/9//4f/i/+H/4P/h/+L/4v/j/9//5v/p/+j/6f/r//D/7//y//r//P/9//7/AgACAAUABwAKAAwAEAAUABQAFwAZABkAFwAaABgAFgAXABgAGAASABAAEQAMAA8ACwAGAAIABAAFAAAA+//4//n/9//1//T/9P/2//T/9P/0//T/8//0//X/9P/2//j/+v/8//3//f/+/wAAAQAFAAUABgAGAAUACQAJAAoACQAMAAwACwAMAA4ADwAKAAsADgANAA0ADgALAA4AEgAQAA8AEQAQABIAFAAUABcAGgAbABgAGwAgACAAIQAdAB4AIgAfACIAIwAkAB8AIwAiAB4AIQAgACEAHAAbABsAFgAYABYAFAAPAA4ADQANAAsABgACAP///f8AAP7//f8AAAEAAQAAAAAA///9/////v/+//////8DAAEA/v/+/wAA/f/7//n/9f/z//D/7v/v/+7/6f/j/+H/3//a/9X/1P/P/83/y//I/8f/xv/F/8b/yv/H/8P/x//L/87/zP/N/9H/1f/U/9L/2v/b/9z/4P/j/+T/5v/o/+j/7v/v//D/8P/1//n/9//9/////v8AAAIAAwAEAAcACAAMAAsACwASABEADwATABkAGQAbABwAGQAhACUAIwAkACUAJQAlACcAKAAmACEAGAASAA8ADQAEAP3/AAD9//f/8f/q/+n/4//d/9n/2P/Z/9f/0v/O/9T/0f/J/87/0f/O/8v/0f/V/9n/3f/i/+f/6v/w//j/+v8AAAIABQAHAAoACwAOAA8ADwAQABEAEgASABAAEQASABMADgANAA8ADgASABQAEAATABIAFAATABIAFQAVABgAFgAWABoAGgAaABwAHAAaABoAFwAaACAAGwAgACkAJwApACoAKwAvADEAMAA1ADoAOgA5ADsAOwBAAEkARQBEAEgAUABLAEcATABOAE8ATQBSAE4AUgBbAFYAVQBXAFsAUgBNAE8ATQBGAEQARQA/ADsAMAArACgAHgAbABQACwAGAAEA+v/z//P/6f/i/9z/2P/Z/9D/x//F/8D/tf+2/7H/pP+j/6H/lv+W/5P/jv+L/4v/iv+F/4P/gv+D/4j/f/99/33/e/99/3z/gf+C/4X/hP+I/4//jP+O/5P/l/+U/5X/l/+Y/5z/nP+f/6b/qP+o/67/rv+r/7H/sv+z/7b/vf/C/8j/y//L/9D/1//Y/9n/4P/r/+3/9f///wIABAAMABYAFAAaACcAJgApADIANwA/AEQARwBKAFEAUwBXAF8AXABkAGgAaABnAHEAdwB4AH0AgwCCAIQAiQCLAJAAkwCTAJMAjACJAIwAiACLAIcAgQCGAIcAfgB5AHYAbABlAGIAWQBNAEwASgA9ADcAMQApACIAFgAUABQADgAJAAkADwAKAAUADwAPAAkADAAIAAcADAAJAA8AEwAUABoAJgAuACwAKQAwADMANQA+AEoAUQBYAFwAXABhAFwAWgBWAFQAVgBQAEwAUgBKAEcARQAzADAAKAAeABUADgANAAQAAAD7/+//6v/i/9f/zf/L/7z/qv+m/5n/jf+D/4D/dP9h/17/UP89/yz/H/8e/w7/Bv8B//X+7v7d/tf+0/7G/r7+sf6z/rH+pv6b/qL+ov6W/pv+pP6d/pr+nP6k/qf+p/67/sP+z/7V/tj+5/71/v3+A/8L/x3/LP84/0X/U/9g/2j/cf99/4//nP+j/7f/xf/V/+7///8PACAANwBHAFgAawCFAJkAqwC+ANsA7QD3AAsBFwEkAS8BQQFUAWABbAFxAYwBmAGZAaABqAGwAa8BvgHAAb8BxQHJAcoBxgHKAdcBzgHNAcgByAHHAbcBswG1AbIBrQGoAaYBmgGPAYoBfgF2AWMBUQFNAUMBKgEXARkBBgHuAOAA3gDWAMMAwwC/AL4AswCpAKgApQCWAI8AkQCCAHgAegB1AGIAVQBLADwALAAlABgAAQD5//H/4//Y/9P/z//D/7f/rv+h/4//gf90/2z/XP9G/z7/Kv8M//f+6f7S/sD+rv6d/of+fv51/mX+Tv5B/jT+Hv4N/vr9+v3j/cj9x/3E/bT9n/2V/ZH9f/1p/Wj9bP1h/Ur9Rv1Y/Uj9Nv09/Ub9Rf09/UD9UP1Y/VH9Xf1r/Wz9YP1o/Yn9lf2R/Z79tf3I/dP92v0A/hf+IP5B/mH+gf6J/pX+vv7c/vX+GP9E/2n/h/+f/8X/7P/7/yEASgBtAJcAsQDnAA8BJAFRAXgBkAGoAc4B+gEcAicCSQJ6AoMCggKmAsoC2ALpAg0DMAM6A0wDdgOSA68D0wPuAwwEMQRNBGgEjQSxBMME0QTzBAsFEwUdBSwFMAUqBTMFQwVEBUMFSwVYBUwFOQU7BTYFKgUcBRwFDgX0BOUE0QStBIAEUgQ0BBoE4QOaA3cDSgMTA9gClQJpAicCwQFxAScB6QCEAAUAxv9g/8n+Mf7H/V/9vvwJ/Iz7H/t0+rf5NPnX+CP4UPfo9of29/VX9eX0mvQT9G/zBfPM8nPyC/Ky8XPxKfG88JXwgvB08GPwQvBb8IvwoPC38ATxbPG58Qzyj/Ij87rzVvTr9In1Q/YI9873i/hJ+SP67/qy+4H8VP0U/sr+iv9LAAsBpwE3AucCiwMFBHgEAgWbBQAGYAbqBmoHxQccCKAILgmaCQMKfwokC7cLIwyZDDUNzQ0dDpQOTA/TDxoQoxA7EZQR0xEZEnoSohK+EhQTVRNME0ATWhOQE24TIhM/E2ETMxPdEt8SGBMDE9MS4hIWE/sSuxK1Es0SkRIGEsgRoxEqEWoQ5Q9aD6INRAtpCSQISAZFA3UAfP7T+9v3jvQe8vHurOrI5l/kBOLS3hfcItod2M7VuNPn0oXSn9Ep0afR0NIr1FnVCNct2RrbCd2H37vi8OXi6ATsb+/B8sj1v/jT+2r+mwDnAnUFxwdWCZgK7QsBDYIN8Q2IDsQOSw7ADX4NaQ0JDTUMKAtUCpIJaghjB8oG5QVJBP0CggLrAdQArv+Z/gb+ev2V/Cj8lvwq/Jv64/rC/J/8Rft9/HD+tv0n/Tz/mwCO/1T/xQCSAaEB+AGuAjoDYANSA4cDVAT7BJcEZQSnBWIG8gXOBooIJAiQB2oJIQqPCYsLRA25CzYMzQ8eD6gNpRGmEr4PlBGeFAsTHRLwFHcV7xJpFLoX+hPXEWMXuxbVEBgSfxYuFGgQ2hJDFT0T8REGE7MSNBJEE3ISnBBjEaQSJxKYEYYQ8Q1uCzIJIwc/BZcCK//2+8P4zfS78DbtAen+4uLdt9t22d3V9tK50MDNtcoHyYfIsMe2xmjHY8gKyaLLHs9t0Z7SfdQk2Azcz98z5I3oU+xW8L/0KPks/WYALAOZBXoI3wvFDh8RtxLxE80UZRX7FT4WGhZjFeEUrhRcFOoT9hKkEYcQcQ/bDbQMMQxdC/EJEAlbCa8IKQe8BkMGnwRoA1UDSQOGApgBDgGFADMAgP/z/V396f0c/ST8H/3Q/RP8U/tD/aP9s/vs+4b+3f6H/L38bgCmADb9Df5DAmEBif1tADgFPAIc/zQDzwa3AjoA4geDCSQA6wTVD3YF9wDdEGwOvP/vCZgVrgjNAsISuRX/A6IGwBjdEE8CfA1AGGIJGAXPE1IS/AXnCd8VwwohAhgQ/A+FBpcG2gdiDA4LHgbHBzoJ2gr+CCQGkQj6CPQLNgy9Bq4K2hBJD+AInQOHBkQJlgXLADv/LwAT/Kr3zfUw8WLt5ekc5OjfX9+s343cgNeZ1IfTGtJz0E/PM886z9LPQdJx1IrWMNmY2nvbr92B4SDmhupP7o3xx/Sp+OL8nQBWA0MFbwcmChQNFhDtEkMUyhPyE6gVeBZqFSoVUBaMFQsTMBOOFdIUOBHhD64Qxw9iDpAPkRAqDrELngwSDi0NAQznCxwLsAmfCfwJBgmUCCYHIwRZA6cCEwIIAxsBHP54/A/8pf1B/Mb4Bfmu+iP8U/of9vP6+wAY+8z1N/rpARUAr/WR/v0HWfh7/QAKavhs/9wMD/du/xMTifoI+VYUVgVc9K8OOg/w9S8JPRHC+5kLMw2E+ckLmREU/e//IhGfC5b3+gNqEqz/aP8uCXwAEQCmBMwBKv/ZAoYCOv65/tAA3wIk/UP7ggFj/1T/QwHk/iUDqwTUAr8DHwEWCF4LIQWiB8gLQg9MD8ULqArnCn8JTwaVBL8E5gMRAbH7Xfn3+CT0DPAx7JPoMebF5MPjjuJv4MzdGNuI2VbZmdlc2RjZ+tkQ3LXeuuD34pbkD+a957rqKO8b84b2ifm+/Fr/GQFbBBcH6Ai0CH8KSQ7TENwRzxHBE/QT6BJXEqQTeRUOFEwTqhNBFcwUVBOjE5QSIRFTD1YQSBHDEMEPew50ECcOOQzqDYMMDwvaCesJqwnECDAGUgVBB3YBJP/QAGn+QP8N/Ij4A/0B/5L3CfSO+3X80PZU9SL9m/uC9Fv/sv/J8gn/RAck9O34Mwkz+2v7mwis+dz7Lw6Q+l79wweQ/qkHCQY1/zADPQ3uAjv97w4/A5sGRgQ4/4gWbf3V+rYQvQC9BY7+wgDaDOz31ghP//71MBKy+rvyhQqR/g770f5V/Vb/av3f/IX5xwFNAbb1WvnDBgACjvVZ+v8E2QW0+/D/HgRlBr4D9QS/B00EvgarCnwJ6we/DLsMugo+Cp8J+gWmBXsHvgTyAfYCFgKz/eP6svrx95P0xfHj8DHvdu6L7Xft7Osq6Yjn+ecm6LjmF+ds6Yrq3ena6pXuo/Gu8OfuI/KC+ND60PgX+twAwAV5A8MAKgW7CnwLsgiSCKIMRhGLEOsMXBAzEaAPLxAWET4R8BHsEksP1hOTFJgPYxHfEmsQtw54EuAOFhDgEhILIwskERYOGgZkC5IMKAa3Cb8GWwOkBzcFVfzI/kIFeP7g+FL6gAKh/FzwhvUCApj7GeiY8p8Ep/Q454v+5f7Q57734fym7uv+8vZG6ZQEGgMq5L8A/gX/5qgDOQUc7ugAPvzK/1YB5/b5BVr3sPn/C8b8lfue/6H+DgXv//L7XAOW/q79DgFSBoL8QPo5BdIFxPmO9HAJkQon8b35Swnc/2r5l/sYBJv8IgAR/vj24QUQAF39fP5HA579Vf0YBiMFBP2pAZAJ0vwUBvEExQVWCYEB1geXBNkJkQlDBb8GPwTcDAYK/wLYCmoIfgiJBJ3/EQazBCYE5v89/Mb/pv9z+8b5vvap9sf2cPON8xfxKvOS9U7wM+787Ubyo/Ni7bLvZPPR9B3ysfH/+F75c/QF9ej7p/+4+q35FQEhBZUALv6/BMoJKQX7AJIGBA0GCrwE7wcrDlIMZwWRCHEPJQwvBrYGzgwnEBMG/AJ6DtcKsARpCbMEugcxDaEDvQL9BxMGXgdsAqL+4gg5BjX/EATeAgAAjf71A1UAufWP/n0F5vpD8lr8bATX9kPvqvgUAYr2/e3t/BcB3ewL8xUJV/QX5f8GkQMp7JP45vyVBTf53OqQAt8OnPli4u4M3hSJ6qT+GwBHDm8FY+ifCVYUIP1u8fMSOAVm+5YGmwHUC7D2IgF8CqIG+/0e8y0Ohgim+ej4DAAKDpT+ZPT8A87+af1OBbP8K/qM+iUDhwa77Z8AXAzS9Fz1WwFdCxXwLfs7D3T1wfY9BioD6vRbAn0Fv/rtAtL/Ogd+/JMDvBAR+IT/hA5uCqb7bwpEEz0BegVjBs8M5wMxABUK4gNWAN8AJQXc/7X8aP4R+JD6kPis9KL4ffyX8yLwM/cd8hj2g/P47tH2MvNV9c/4cvMF+M8ATPmi8MT9jwcz/Ib1Kw3gCYL2VgLbDpsLafyQAs4UPwaX/nsQaA3HAGUM8hMqBTD6ahBwHpsAcPikE6QZ/QFQ9tsTjB/D+gD49xbZFCT4WAJtGTMDc/euCt0Ozv6M+9cHmwt2+hL3xwKTA9r+FvNB+Y0EAvsr7SL5SATB+ajn9vKxBzH6pOVX7XgR3ACg1Df2axnQ8UTZ9wZlGV7lG974Dn4YKPCi2XEMjRkG7IryzwzbCW/yBPwWEbn8h/zLC3X4iwQeEXD21QGbC53/6gSvAN38RQNlCz4Bn/mvA03/zPRoD78MzN+rABINgfoIBHTv2/j5Drf+Hu+3+7gKgfvk+ToC3fyw+9UCK/y++/EHYP31+NIE9P+r+jgG+gTN+2L5NQSrFYz8MPF/EUITQAHv9/QLKhh5A6sFWQuACcoTawl1BN4Q/gg8AJkLQwteAK8E5wRoAV7+WPqN+mT+0fuw7NvxcP20857wFu+86Qv5ifWr3y3sBPy48DTn9PLp9lfvd/ES9Nr0A/tD+uTyB/b5AZkCogARAVb7tP8hCyQN1wb1AOEFmRk2DwT56A5ZH4EHS/+hEm4XdwuHBiYK3BAtD5EFqwbDDbIJtwHlCowKEgBfAcIH4wN6AQEAd/0uBB4CUfs9/Fb99vwfAFj6n/QX/Xv9T/ov+j/0ZfqB/x/0d/V1+Sb69P2M9E/1sv0g+Vj5T/g8AQL7WO8ZCCwAQPW7/E3/jwz6+kHuiwujDr/+g/tyBJ8Lgf1MA6EPFv+qBkUGHgRlCk/6hgm8EbsAnvmRAO0IEwdjB5gF2vEN+4AQWQcJ/KP1gPZDD98NQO9/5UYJ9Rp67ufnMQKKCfP93vDr+iv/tPUdATT+OvFz/HcEHvzM+PDyfvlDD14IA+ku8gQORwo+Blf/kfeyBgYRkgxqBrX/dhL4FPkG9hBXEucNVxFsC5wK1gzvCjQIMQWyCtUGKPpI+877vfuR+czw1O4075Pul+9f8Tbp7OYW6WLkIOzG8JznGujn7ZzyY+9B7q/zBPUZ+Qz55/Wx+zT+DQPKDbgCW/sPAzQLtw+rCdkEgBFOD+AG1QocCkcTKhJvAR0Fug3qCXYMuAjRBMAHjAK3BYsJmQSOBCUBbQePCBn9lADLCOkDbAJtAbv+vgQ3BawDYAE8AJD8iPyjAwABfPiQ+5P9SflZ++37B/jX9J31rvuc+OX0gvi49XH42fkn9mz56vZM+sj8rvmX+W/5tPwV/lL+zvzPABYE3/wZ/lADWALcDUH5hf3lEf8AAQDhB8YIOACM/XYELQkTA0QAAvlbAo8JH/ut+Pr8kwUr/Qfzvf99BIv6iPUL/qz8bP6S9ATvygoWAeL2uvKK78wDgwWP+pvwGPLcA5wKYvrs8F/0VAiKCM70zfpV+mcCdxHbAdnyUP7fDxUSXAiMAw8GpQ2gF+sS5wsQD74YDBxSEQEK1gvuEs4P9AmNBKcBVg7QA8L6fPhT8Pz1hvTL7A7mK+Yo7BPtXOVg4NPgPeDu5Djl1+G/5I7ocety63TqaO4T8jL0Y/gB+R/7cgAmApYDDgScBRwHVwpFDfMMPgtlDIkOxg0jD7EN4A2KDCAKuAq2C8YN2A2BCxUElQEFBXMHpQe3A0cARAC8Al0E6P6L/FcCKgQDAMv9hv38/7kEqwULATT+bf5B/yUBDAHr/kX9Tf3q+TT9W//G+vv3+vXA9vb8Sv2Z9WD0/vV6+QX4f/iK94n4zf1T9+nzo/gM/BAAfgBA+S74LP0SAVME6gBZAcv+cfvl/kIBwwj2BMYBWf0w+TUDSQQqBm4D9PZb9mkAkAeqAEv3f/kp/UX8Q/qJ+BX8XAOm/6f4HvKM86P/IAV4//DxfPMr/Sf+4wK+AXT0RPi2/8IBJwHxAFUAhwD0A1YEeQYpBbkAQwOGBwsJJQnXDoIWTA5iCtcP9hJOHJUdsBgfHQIgzSDkJwMoZCTKG6AUwhXEGBMeqxjUD5sI/gAZAMz/v/hu88Dq5uLR42HlXuZt4h3aitM3z7PQetb12c3cnNwK2qXaON7u5o/uYe6Z7nbx4PZWAIMHRgohCXUIfQtMEDgW5BmZGfUXZRbTFtoZ4Bx0HEQZ2BPYDxkRVhMXE9MQHAsqB0cFvQTHBbUFYgND/6j8F/3T/kf/sP9U/7j+KP1g/ooC4AQbBa8DcwHXA8EIngrRCXUH9AQ4BBAEJwXgBYIDdQCI/Yz81f2W/bD7b/Zh8brxtfNs9pb2g/Oi8S3vT++M8Rn0gfa49wr5Nfj29yj6Rf2hAcoD9AGRASYC0wOICRQMXQyWDvsLFQbxBmQLCxBiD4cK3gaBAuEBhQP/B5UI+AMY/xL5WPiT+qn9XQBFABT+xPdl9FT6lfxb/93/Wvm4+f/6i/8pBNMBYgHzA6oEDQN3A7AEiQdUDdgN2A0bEhsVIBeWFU8URBaSG7sh1SXDJw8ozCogM8Q0ECyiGyQOPxIEHfkfbxc1CSkApPt19YzsiN491czSCtHe0Z3RAs0uxXe8yLj1t0K3vbkGwAPK/c/WzwXQSNLN1qHehuUg7dT0GPrzAnEMSxIYFJ8ScBTWGr0hBikLLPMqrCkOKUEonSd4JkIjZB81HN8aCxmMFacRNwxlBVMAX/3D/Br6+fX781byAvLm8M3uaO5X7ozwjfI38+j1n/gg+879f/8NAVEDHgdICawKsQvNDSsR3hIAE08Rog9dD7wPBRFqD3MNnQz8BXj7BfGA7LftpO9J8FLsQuS23CnXjdVb2FPbtNz73uXhmuR/5jnmyOc86gPt9fIb+iQAtANNBSIG8gWUBuUJhg2lEZ0TiBIXEGwNZQvfCNwFhAOeAz0EDwUaA2D9fPjz8yfySvMq9Z33m/f69UH1N/S99Xf40Pre/SgA3AOiCOIKwQwqD/oOsw9iElYW9hyYIuQk5COdIVMiUCO7JlgtUTITNYY0NzcZQbJIbUN5LtsS9wSfC70ZyxxAENf9FfB658nbn8vou7a0srYHvO2+C7uPsKengaP2o+uk+6XTrMy568gN0yHWGdZg1rzb/eZV83z+bQcvEJEb8CMkJqEkxSKPJcMqGS9oMzs1IDQ0Mz8wLiyWJgAeVxjNFdwUnxSAEE4KcwSN/nP59PRo8YnvAO/Y8Kjy6/J68kPyivND9cv2mvgq+wEAJwZyCxsOvw0xDfUOmRKTFU4Xshg1GnAclh1UHAgZBhVEE3oTmBO1EwUTcxHnDFcEJ/ro8GjrDOt/7NLsEetK5n3g5Np91hTVG9eo3IDjQ+jJ6XboPedf6HHr0++B9Fn56P64A7kFLwXkAvQBNgT8B3cKGQv8CuoKIApcCJEF/AEO/zb9Pv46AGj/0/tD96D0tvOg8uzyPvSS9nz5ofq9+jf6tPmV+//+lAMiCaUN6RACEi4SABIfEZUTQxk+HyIkdyaCJ7Yn5ibWJwgqIi6tM5c4YD1qQl1Jj1FHUeNArCQMDMQEXwoAD1MMwwQM/Hfvo9kDvu+kC5gznMOojbE1sYSphKDqmBCT5I/WkZOci67hwlDTWdob28vcAOJa64L1+v5hCwYaFijVMRU0lzIcMbgxFzQ8NCcz9DI+NGE1+jJbLPoiqRnwEbYKOQQS/y/8JPuS+T72lfDu6d3keOLV4mnkdeeo7Dby7PYU+WL5RPq+/DEB+wZ7DW8U+hqXH0EhkCBFH+secB9uIPQhBiNII8QhRh5LGecSVA0rCSkHgQaJBaoDLgAF/GL4TvRj78vpjORA4YLfdt/E4Aria+Li4QDhOOC7337gFuRe6qzw7vWZ+TX74vtS+wL7UPzR/rsCWwfRCr4LZAkWBR0BnP6E/ooAaQMEBZoEVQK8/lD7+viT+AP6Nvy+/nEAEgBW/vD7q/qE+7f9xwC1A60Ghgm9Cu0JcgiFCNoKCA/VE0MXTxmaGlwbZBszGpcZMxv1HvIjHSgaKvkqwSvTLDguZDHAOOVEWVDcT1M+4SFXCNj6jvVt82P0BfjO+pD0PN/vvoOe5IoyiXaTTaETrfG0rrdQsielbJapjyaXUqzExwzgZ/AS+Wn82Pwu+x36Zv+1DcMhJTSpPotBV0BmPeg4ejILLDMpqSr8LdsuUiohIqIZORL4CjcCIPlp8hPvE+7R7VDtgeyB66bq+Okf6Szoiug87CnzWvtyA2oKnA+5EhoUrxT2FE4WxBkEH60kbCjvKDEnmiP5HpYZNRSzEF0PLA/tDXcKigWq/yn6bPWz8dzva+8j8IHxA/J18Yzwn+987pfrYedE5Jzj9+SL56Lqje3w7xnxWvCv7bfqA+px7NbwuvUv+tr9cP82/mr6J/Y088jyTPVJ+Uv9GgBzAN3+Ifx0+BP27/W097T6r/10AF0CfgINAfj+Cv7O/jkAvAEHAyAEewTvA1QD3wP/BeYIWwvdDBsNjAwbDOULmQy7DpkSKBdYGsobyBtNG00bQhyOHtMhGyXMJ10qvSzGLtkx5zfsQe9MyVBTR/ExsRi9A9z0xuqk5onprfGt9tnuodgiuieeJIzGhAWHpZHqonW2h8P2w5q5/6v7oxam5rFtxXjddPaBDM4aIR6qGKUR+g+uFQ0g8CsLOMJCM0lgSLQ/BjNxJ94fHhyiGSkWdRJvD1kM/QZw/k/1ke6m6jnoGuZ85KXk9ea66t7uN/Li9OD3Mftq/gwBlgPNBzYOaBWfG4EgVCTJJvsmzyRmIdYdORtfGqIaABtLGp0XdRO7DaoGtv/o+TX2xfSw9Ef1L/XB84vxDe8k7aDr0er667/uf/I+9u/47vl++B/1EPFt7QfrtepN7SHyNfeS+tn6H/g487ftV+p06iXu8fOi+bz9l/4W/Jb3lfIJ7xLuQvDv9ED6kv63ABwAWv2C+df1BPTW9K33tvvS/60C7gOWAxICOQB8/mD95/wZ/a/+egF9BNQG7gdUCG4IEAg3BzsGjwXdBVoH7AksDagQRRQWGFsb1xwvHKAa0RlqGpIcXyDmJYEs0zIZOOs8+0LcSVJMN0WnNNMf8Qu3+bDoIdy+2PzegudL6NPd68o0tbKgkY7tgQGAtoudoVy4hceYzQTNIclGxDnAkMGAzKnh8/y+FmcpgDP1NQEzuixSJaUg9CGIKUw0ST0/QVg/KzhHLe0fUxKbBrX+TvsW++X7KPt0+Jj0M/Cr60DnPeT943nmpupB73Xz2Pf+/LcCZwhXDX4RTBWgGMka3xuCHMYd8B9DIkUk+iQgJLUhUR3SFtEO5AYHAZv98vsT+276sfnE90z0re/v6sDnveYL6PvqAO/j8+r4M/2j/yIA8v9KAJMBvwLEAtYBZQCn/hL8bfgn9TjzQPPJ9D/2qPar9QL0dfIe8XjwY/FP9Fv4OPx2/p/+7/wh+q73wPaw9y/6iv3qAIsDjwTUA9UBWP+l/Vv9hf5IACECwQOrBIAEQANYAWf//v0s/Q39dv1d/pn/ygDIAY0CWQM7BPIENwVXBYUFKwZFB6sIowoODeoP5hIwFQ8WoBWuFCQUURSmFcEYwh0kJLYqxTDLNns9s0M4RdY+JTGiHzkNbvoP6AHaeNTE16LeruHE3dbT+cVYtQSj1ZLxiiOPBJ4TsmfFi9U/4V/nPucc4p7cc9yh5B30kAcQG1IsZDnoP98+EDcfLL8iqx0CHUYflyK6JXInpCUwH1gUNQci+8fxXOud5/HlUOb751LpkukA6YjoOenq6hDtsO/x8j33bPy3AeAG6QsREU4WzRqSHWAemx3cG6AZGxfHFD4T1xJ1E7ETQBKhDkQJHwNa/K71AvCs7D7suO1R8M7yyfQG9ij2QvW784ryFPPB9Rr6g//VBJ0JjA3dDysQYw4FC4YGRAHC+7j2q/Jb8DLwn/Hj80r2dve59r/zRu/b6uXn0uck6zPx1PgoAGwFQgejBbwBDf0++YL3t/id/OIBNAerCnsL4QlaBjcCmP4j/Er7tftL/Rb/FQDj/37+UfzY+df3Wva19ef10/Y4+L35VvsO/e7+tQBjAo8D4AQiBkMHXgi4CRYMDg9ZEj4VixchGSIajBrOGskbDR60IUMmLyy4M109uUZgS5ZHvjocKNwRyvnY4TLP0MaOyfzSvNvA303dwdSjxSKxJJzHjXmLeJViqEW/1dZl65/5zf5g+9TzsO2k7c/0MQJ6EzUmaDd7Q7FHgUMxOcws7CExGs8VKBTNFHgW4hbYE5cMbQK79y/uNuYg4EHc/drd22Xd2d5w4C/jkuf07DfyF/ea+7f/OgOnBYMHpAlEDZMSnBj+Hb8hpSNHI40gRRtNFF0NKgh6BaQEoATCBKAEZQNDAAz73vQ170briek26v/sd/Hd9qr7Cv+pACIBZgHkASADqwV4CecNjBGmEqYQyAshBS/+DvjA8zryofMZ9/j6vv2c/qb98vpj9zn0oPKp8x73OvyPAdEFcwhLCVcI9QVjA5sBXwGSAocEjgbvB5QIWggvBxIFvQKLAPT+xf1d/Db7JPpv+ez4kvhg+Cv47/eO9yn3b/bz9fL1zvaV+OX6mv1vAPECtgSzBbsFfAVXBfcFeQfnCfYMLBBGE8MVuRehGBMZURlRGo0cCyCdJCEqQTGsOTNCTUcoRmk9RC6bGuQDjez317bKysYQy63SDdml2zDZDdH2wlqxI6EqmDKZM6REtljMc+Px96oG9gzgC88GuAKmAnUHtRA0Hfkr8DnfQwJHRENnOjkv7yOCGSMRDgvkB0cGrQSyAeH8JfcT8YLrXuY44gLfN93l3Jfdbt+R4rXnj+6M9oT+kQUMC74OwxAREXQQsA/wD9sRJBXsGDIcSx50HjIcGxewD0EHOf/7+BP1b/Ot8x31x/bX91b3QPVF8kbvb+057cju9/GK9gj8bgHzBewItQrJC6QMlg1zDn4PuhAFEvMS4BLoEKIMXwb3/qT3uvAu69TnSOeC6TXtOPEe9IH1fPWq9JLzuPJr8/n1U/po/yoEygfBCd4JSAiYBY4CWQCn/ysAOwEoAqYCwQIcAogAMf6c+6n5YviG98n2C/ZZ9bD0E/SK81bzqvPQ9MD26vjK+h78Nf3//dD+w/8qATkDugWqCBkL1gybDc0N0Q3bDU0OWA9zESEUUxdUGkgdNCA0I2smeio/MNA3xT+cRPdDBjyYLawZ7AGH6ZDUj8eew9THE9Ck2PndTd3J1eTHUbdUqNGfhaB2q4i+DtYy7ooC0xARF34W0hHgDP8Kdw2FFI8eGCqSNKA7Vz1gOVEx9yZxHJ0SRgp7A3X+i/oH91fzEO8i6+3nDuYB5YfkM+Qn5GPkqORq5efmh+ps8IP4kgElClkRcBYIGYAYtRXQEdgO1Q2zDgkR0xOjFhAY/ha0ErMLhANp+6j02O+x7QfuGfD38nX1EfdX95r2T/V+9Nv0oPb0+fP9fgKLBqQJOgssC0IKxAhHB44FZwRqA8gCFgI6AUwABv/U/Yr8g/tf+oX5nPjY9zL3rfYC99f3l/nf+6z+YQGJA+8EMAWVBCUDwQHCALAAfgG/Ai0ERwXbBW4F6ANgAY7+PPx7+ln5nfiD+OX4Qvle+QH5a/i+9033//bk9g/3r/fY+Bv6cvuw/AH+V/93AFwBCgKGAssC+wIPA20DIAQCBVQGtAeHCXkLbA1nDzERBROYFKQWIhmwHDAh/SaPLvs2Vj7/QEY9ZDIEIkoNY/an4JzPvsaYxZXKs9HY1yLa5tZfziHCnbXdq76oqK0wu6jOYOSn+LQI8RNaGSQaehfJFFIUOxf+HMEjkyrHL8wyVjKPLgEovB8WF1cOMwZy/mL36/Bo61vn9eR65D7lLue36Ubs0e2s7XfsDOsl62btYfK2+dwCoAwwFTUbkR2OHK4YlBOpDmALQwrzCu8MFQ93EKsPVgyvBv//aPmq82Pv6+zP7HTuLfHi8/X1gvej+Mb56Pp1/H7+AQFvA0IFVwZ4BgoGPgXCBKcE0ASzBBcE0gLgAGv+XPuc+Mj2gPaM90T5GvuU/HD9c/2Y/EL7dfqL+tv7KP4wAWYE9waWCPUIlwh2Bw4GuATtA9MDHQRLBBQEpwPsAu8BXwDC/l/9S/wv+/H5t/jd91r38vbD9uH2lfdn+D75tfkq+n/6uPoG+3j7Xfxw/b7+9v8jAQoCgwJqAhYCCQJBAu4CwAMIBaYGgAhuCmMMrQ7gEPwSoxSkFogZgx11Ik0oti/9N3U/R0I7PpsyBiFsC8bzdN3Jy07C2sCpxdLMAdN/1YbStcriv5q1h654rZazbsHQ1N3p0PxMC6MVsRs5Htsd/ByhHY8grCRCKLcqkSscK7sosSSKH4QZvxK2CskBa/gn73vmlN+q25Pb6t7V40npHu638UzzdPJc8OLu3+/38/v6MAR9DgYYDR9dItchVB7PGOUSzw3UCrYJfQlLCYMIEwdHBO7/aPoL9Rvxm+4K7RTsG+xP7XvvMfIe9Yb4aPzhAFIFUQknDFIN5AwrCysJRwf1BUQFXgXzBUoGiQUIAyj/Z/rQ9f7xlO8k76DwovMq9wz6uftU/BX8tfuP+z788/2NALwDvwYjCZEKEAu8CvQJqwhhB/EFmQRMA+IBcwD5/sX90Pw6/J/78vr4+fj4w/dr9kT1vPQg9SH2j/cF+Zb64/u2/Bb9IP1X/c/9oP65/xMBaQJmA78DewPoAikCeQH1AOAAYgFeApUDzAQBBj0HtAh8CtMMpQ+rEo4VERjGGhEePyJxJ/Mt6jUhPlJD7kE6OAInEhHA+GvhNM4/wuy+SsIGyQzPp9Fuz9/IEsBxuFS0ZrU2vLXI5Nl+7ET9Awo5E04a/R8FJFkmySchKRgqgSkOJ3UjOyDsHR8cJxo5F1ESigrw/9HzI+hi3gzYNtag2VDheepX8mb3xfkw+k759ffr98P68gBoCT0SBhqcH2oiMCJ8H5IbQBcSEwEPFwtkB5kDYP8E+zz3wvSV88ny6fG88JPvKu5z7CvrNuuo7WXyt/iH/woGjguED4gRnxFPEBoOmQsiCUMHFQZGBTwEsQK+AIX+lfvf98HzH/DI7eTsZ+1M743yhfaU+s79DQBXAQUCawKvAmsDvgSfBpoISApNC5gLBguxCcIHiwVwA1QBaf+P/Sr8SfvO+on6YPoq+s75Ivkt+Gr31fav9vT2wfdH+Uj7Yv0q/1MA2QDqAKMARwDq/7b/4P9rADMBGAK7AtkCfAKBARgAe/5D/dz8OP0x/pz/swGZBOMHNgtHDg0RchNZFfQW8RjuGxkguSXNLA01VTz7PuY5Vyx1GH0B0emL1HHE5Lshuym/hcTtx8bHScTXvhq607jJu9XC88y42czo/vclBXYPVBiAIX8q8TA5M0MxriyoJrcfVxnSFEkT8BOtFJcTSA8pB6f7nO4p49vbH9l32uHe0+VH7i32BPy4/48CqwUiCUcMAg+iEUsU4hYSGUkbqB3DH6Mghh9cHDMX9A/nBmP9a/VS8CruDu7y7kPwVPFl8Vrwx+4E7rbu1vAx9Eb47fyLAbQFcgnsDFsQkxPtFQEXLBY7E2oOawjSApP+AfzJ+h36X/n/94P1AfLn7SfqCOhJ6DLrBPC49Wj7SgAPBHUGpgcfCH8I8ghqCdMJFgoWCq4JxgjABxAHXgZIBS8DUwBN/Tv6tvf/9b31H/c6+TD7Kfzj++j60/ky+W75Ovq3+4H9P/+fAB8BHQEWAXwBfAKbAyoE8APUAkcBt/9z/vv9FP7I/rT/SgBaAKD/fP6N/WH9XP5TAO8CwQVZCKoKvAzCDiARwBOjFn0ZIhwBH0Mi/SXuKTku7TKzNvw10S1+HdMHKfEC3LjKdb5XuLO3+7mWvPO9pb2hvBe8272Cw5/LmNQI3dvl1PBa/bAJxxTTHlIoxy9XMl8vBSiAHwAYKhLJDmENwww4C2kHyAFG+z/0Iu3a5v/iUeJ/4z3lPue86v/wRPngAY8Jtw/7E/wVjRW5E80R3BBGEfYSoBX4FzwYXRUKEMEJvAMG/nb4jPMB8N7to+zK66jr6Oxy78Xyz/Ut+P/5TfuN/D/+4ACeBBoJbQ1eEVMUARbgFRIUdhGmDqoLwgeyAgH99/cq9Pjx8vDO8E3xpfEm8XzvVu2V65Hrxu1O8oT48/5yBIkIcgt3DYIOYQ5qDewLZAqNCFEGSQTiAm8CmgKgAhkCogAR/v36GPho9jv2Q/c8+Y/7sv1H/9f/qv9L/yH/of9eAP0AVAExAdYAbAD6/7z/o/+k/8D/yf/P/8f/sP+A/4D/sf8DACoAEADW/+f/cgBlAbMC6QP7BNcF5QYxCKwJMQvrDPMOVBGSE04VnhZ9F4sY6hk8HHYfTSNZJ6ErzS9nMsQvTyXLE2/+0+nZ17rJr7/hua+37rdwufW75b7lwUrFgcmQzxPWs9ts4IjmdvC0/VELFRcRIG8mCSqJKcklASDJGdgTFA7rCLwE1gCv/JL4i/Vr9G7z+/Ds7LXoFeZb5WLmvOn/74j4vwGbCZcPxxNCFkMXQRcVF9MWnhUpE2EQTw5SDW4M1gqxCCAG0gJY/qb4CPPc7rrsjOyc7bPvU/IC9Z33nPoc/tsB9gQBB1YIQAnlCSkKmgrNCxMObRDcEa8R9A/NDAgIAwLH+1L2B/Lc7ofso+se7KftqO++8dnzvvXF9vH2xvYd96349PrC/ccA6wO6BokI/ghcCKIGFgQJASP+OPxI++b6s/rF+mP7ZPz1/Nv8L/yu+3T7Zvt++/b75/wm/nX/qwAEAiAD+wMmBLoD5gK4ARsARP6s/L/73Pul/Oj9VP+yAMABegLbAgwDFAPoArsCugIzAyMEfQUzBxsJxgoPDMMMQw20Dc8Nyg0RDgwPvBDHEsYU0BZ2GN0Z8ho7HDYemCB6I/4m0ypYLTIrmyHLEe7+Qu2K3qPSLMl1wVu7S7frtfO3Sr3HwzfK7M+a1QPbSN/W4unnw/DT/BIJwxKhGQke2SDVIUwhix84HGcWQg51BeT9UfgD9CvxKvDv8LTxpPDl7VPrdup/66ftavAt9Lv4+P2dA+kJyhAnF5wbkh19HQAcRRlkFYoRsw4vDc8LhAk2BrgCq/8N/Y369Pdu9b/yNfBv7m7uf/AU9AT4C/z1/5oDpAa/CE8KpQvdDLEN/Q3UDZgNNg3vDLcMqwyNDKALagnEBdwAAvsl9SbwHO0K7ETs8Oz27anvUfKi9eT4g/sv/S3+ZP5I/jj+d/4S//b/EAFgAlcDSwMaAksAuv6I/YT8Kvug+Vv4vff29wT5n/pn/K79E/74/cv94f38/RT+Rv6y/i//k//f/10AFgGkAZsB3gDA/4/+Tf3h+7L6K/pb+h/7O/ye/Vz/SQEpA+kEhgYBCDoJDQqOChIL0wuzDIYNOA74DtYP0RCfEQsSQBJ+EtAS/RISE2ETRBR7FdgWORjuGSgcqx51IbwkHCjhKVcnmx7UENAAW/Gn4+rXBM7Mxf++C7ojuCi627+uxqjMfdEU1praut5E4urmIe4/918A3AfrDSMTsBcRGx8dih2zG3AWOA5/BXj+nfmo9RLyhO+W7pbueu787RjuZ+9Y8RTzPfSn9fn3ZPsqAJkG8g2kFBcZQhtTHBYdQB3/G0MZqBXcEesN4AnuBd0C0ABx/zD+x/wA+8b4lfYp9Rf1HPaR9874Pvpa/JX/ywM3CC4MJg/pEJERqxFaEdcQFBBLD3kOiQ1iDBgLHQpeCVsIOgbPAkb+lflt9TryBPCx7vXtbe037cHtd+8s8j/19Pc9+vr7Qv0m/sD+Z/8yAOYAKwH+AJ4ASAD0/5f/G/9o/jz9hvvA+Yb4Mviv+In5dPp1+5b8sf2s/oX/NACgAKgAVAD5/8b/2P8oAMwAtgGyAlIDUAO+AgUCdAHSAP//9/4R/pb9yv3P/rAAJgPDBSsIJQrXC0gNVQ7QDuEO1g74DjIPYg+PD+UPkxCSEXMSwhKTEi0S7RHOEc8R9xFvEiMT9xMEFZYWzBhBG60dDyBrIrwj8CE7G2YQhQOn9nLq+d6E1J/Lh8Sgv8u9tr83xQDMLNJi13fcpeEL5ijpKexu8Mf1APsz/yIDhQdSDIYQWRORFLUT8Q+xCb4CsfzI9+/y5e3Y6TPo4uj86r3t6PB59K/3z/kF+yL8mv1X/3QBSwT5B/QLhQ+GEo8VsxgGG1AbMhlXFb0QDwxsBzgDv/8Z/Ur7dvpe+ur6rfts/C399P2o/hH/Pf92/0sA+QGYBJUHlAoSDQsP3BCEEoUTYhNCEmgQHQ5hC6AITQbHBOsDGwPpAUcAW/4g/Lv5UPdH9XbzffGN71LuKO417yTxgfM99i75/Ps7/sj/yQBZAUUBjABm/y7+BP0D/D/74vrG+sj6hfrs+Vr54fiA+BD4tPeU98z3Pfj6+Bz6e/vJ/LH9U/7w/rb/awDQANQAkwAcAJL/Jv8N/4L/JACeANIAyQC9AMwA3QDkAO4AAQFFAaUBOAIKA1QEBgYDCC4KUQwLDg4PGQ91DtQNdg0lDXkMkwvkCt4KSwvrC9oMJg65DzYRlRLjEzcVMBbEFjUXGBiEGS0b4Ry4HsEgyyHvHxgaKBGyBhX8bvG65ojcd9MGzLXGfcT1xaPKZtC91ava7t8h5TjpF+yp7s3xBvWQ98D5y/wmATYG3Qp+DvgQlBHADwQMzwe1AyP/cPk78wbu/OoK6ofqKezg7kbyc/UE+En6xvwt//kAAAK2ApgDnQSXBc0G3gioC0wOxg8eEAUQvQ+0DoQMdAkQBqoCUv+F/LX6J/p3+iz7P/z9/SEADQJjA1MEUgUhBoQGkga1Bh8H4wfxCGUKIAzSDSMPzw/pDzoPaw1eCn0GKQK8/VX5efWd8rHwie/u7truee+Z8PPxbfMC9a72Dfjj+Ir5mvoo/N39UP+EAJoBgQL7ArMC6wHFADj/Lv31+hL57/db9wf3LPfv90T5nPqI+yr88PzA/VP+ff55/oH+sf7x/ij/of9kACcBuAEnApUCEgNYAz0DAgO/ApsCngKqAr4CBgNsA+gDiQRwBY0GjQdhCO4IZAnjCXYKAgtWC0ILAwviChgL5gv8DBoOHQ8lECQRDhL2EhAURhVgFmMXRRg+GT0aQxs/HBkdJx1MG7cWBBB2CJIAXPil7y/nvN+T2efURdJA0r7UiNhm3F/g2+Sk6b3t2fCc84n2R/k4+5D8b/5DAX0EWgeJCU4LlgywDHMLjQlyB9EE/wBM/OP3p/Sf8kfxnPDx8FTyP/RG9pL4qPsS/8YBZgNTBCsF3QUwBkwG0gbmBx0J1wkuCswKuwtrDEUMUQvwCTAI+QWeA4gBBADa/rv93vyo/Ez9gP7D/+4AQAKKA4kEKQWWBekFKAY8BjEGIwZPBrMGCgdMB0cH3QbOBQMErAE3/8b8ivqK+NT2sfU39WD1GPZp9xX59fqr/BL+JP/q/3sAyADxAOwAtQBmACsAJABiAKEAuwCwAHIAIwC8/zv/nf7//V39x/xJ/BT8JPxA/G38lPzb/EP9of3e/QL+B/77/dj9mv1u/W39o/3s/Uf+vf5F/7//GABDAFkAUgAVALv/T//8/vP+Ov+z/2MAGAHPAYwCRwMfBP0EyQVkBsUG6AbsBvsGVAfTB2QIHAntCdoKvQuODHENgw6YD3kQCxGWEVISJRMEFM0UWxU0FZwTQhDBC7oGZgGN+zz1L+/s6Y7lHuIF4L3fReHD45Pmqek/7SfxtPSQ9wj6WPxF/m//+//LAC8CzQM2BUwGPQcjCJoIbQjHB9MGhQVqA7wAD/7m+0P6+/ji91T3lPd8+OL5kPuT/cD/uwEzAzQE8ASFBcsFwgWGBUgFTAViBXUFrwUYBpYG6AbbBpQGSwYGBpIFugSdA40CqwHkACcAt//K/zAAxABmATECTwN4BD4FkwWUBWoFAwUwBBUDDgIhAQ4Au/58/cL8lfy1/ND86Pwt/Yz9y/3d/dn96/3q/bX9af1M/Xr9yv0B/iP+ff4a/8z/RgCAALAA5ADxAKgAKwDD/4f/V/8Q/8b+wf72/i3/Tf9i/5P/uP+T/yH/o/5c/jH++v2//aj9yP3m/db9y/38/WX+0f4O/yr/U/9//5f/lf+h/9f/DgAzAGMAuQAwAakB9gE1AoIC5AI2A2UDhAOfA64DrgOVA4wDqQPVAxAEYATmBKUFfAZWB0kITQlVCkcLDgzODJUNSQ7ADvoO6Q5kDvwMfQoYBzED/P5j+qf1H/El7c7pFOc+5drk++UW6JHqPO1O8Kzz5Paj+RP8S/4AAMUAoABJAF8AxgD+AP8AGgF3AeABFAIvAmwCmAI3Ah8Bx/+e/qb9jfw6+y/6vfnq+Xn6W/ux/Hr+YwAaAo0D0gThBXwGiAY6BuMFmwVNBe0EqASeBM0EAQUaBUAFjAXJBboFWAXPBD8EngPiAhsCeAEMAcIAmQChAO0AcQHyATICLALtAXoB2wD///v+/f0P/TL8a/vZ+qH61/pP+9X7VfzU/Fr9vP3j/eP96P3S/Yj9Ev20/Kb81Pwa/Wf92f1v/gr/aP+x/xAAbwCVAGwAIQDp/93/3f/S/8z/3//y//7/FQBWAK4A4QDdALoAkwCHAHoAXABCACgAJgA3AFoAmwACAW4B0AEcAk0CcwKKApICiQJ6AmACMwL+Ad0B2gH/ATICXQJ4ApcCxALxAhUDPQNoA3sDfgN9A5cDzgMgBHIE0wRNBdkFZQbsBoEHGAiUCNYI8AgLCQ8JzggiCAUHfwWCAxIBT/5z+6L46vVG8/rwQe877tbtFu4E73vwR/Iz9DL2PPhL+hT8fP1//iz/l/+//7v/rv+W/3f/WP9I/2P/m//e/xkAQQBFACgA7P+j/07/5P51/hf+1v26/dz9Qf7z/tP/xACsAaACngOGBDwFuQUCBh8GDgbTBaAFcAU+Bf8EsgR0BFcEQwQ/BDUEEwT1A9gDrgOAA1wDKwPkAnoC9AFaAbgA+P8e/zb+V/2K/MH7Avtq+hT69/nv+er5GvqK+ib7wftK/NL8VP3F/Qr+H/4f/gb+1f2L/TT95Pyu/I38k/y0/PH8V/3N/UP+sP4J/13/o/+//6f/Yv8p///+0/6x/pj+lv6y/tX+Bv9U/7X/EABTAIEArwDQANwA4ADwAAsBGgEZARABGgE0AUkBbgGsAe4BJgJaApEC3gIqA00DSwNFA0EDLgP9AsUCqwKiAp4CkwKrAvACTQOoA/oDXQTGBBsFRAVaBXcFigV+BVsFOQUjBRgFDwUCBQUFDQUaBSMFHwUSBeAEkwQfBIIDwgLUAcwAsP+R/nv9fPyX+9P6O/rj+cn56/k0+pn6FPuR+xT8lfwQ/Xf9wP3a/cz9qP2M/Xv9ZP1P/T39Mv0e/RL9KP1W/YP9lf2J/Xj9W/1L/U39T/1V/Vv9cP2a/dr9Nv6m/ij/nv8KAGIAwgArAYABwAHnAQICHAItAjQCMAItAikCCQLcAaQBagEBAXcA3P8+/6r+HP6c/UT9Gf0U/SL9YP3U/W/+A/9+//D/SgB7AIQAcgA0ANv/Xv/K/kn+7f2j/XX9X/1o/ZT9zf0I/ln+uf4A/yT/Nv82/y3/JP8Q//T+4P7Q/sn+3v4J/z//iP/J/xIAWgCXANEAAgEuAUcBTgFUAVkBVwFgAW0BfQGOAZ0BpQGqAakBkwF5AWMBQQEaAewAtQCPAHoAagBcAFAARwBDAE4ARwBLAFkATgA/AC8AHwAFAPn/9v/z/wYAEwAvAFgAfACmAM8A9AD9APwA8gDWALcAkABqAEcAHAAAAN7/z//H/7j/rv+Y/3r/W/8v/+r+nf5O/vf9n/1M/Qr93/zJ/L/8zPzq/Bz9YP2o/fj9Rv6M/sD+7/4Z/z//Vv9e/2D/Xv9T/1T/Xf9m/2v/cf92/3f/df99/3//ef9r/17/QP8f///+3/7W/tX+2f7k/vz+GP84/1v/cf+D/5b/mP+Y/5X/nv+i/6P/of+g/7L/0P/g/+T/8P8HAAwABwD9//z/BAAHAA8AEgAfAD8AYgCFALMA4QABASQBRwFeAXQBdgFtAVkBTQFAAToBNwEtAUQBZwF2AZUBxgH3ARECHAIeAhYCEwL3AdcBtgGLAWYBRwErAQwBAQEAAfUA7ADYAMgAtQCcAIAAYwBKAC8AHAAQABMAGAAeACgANwA6ADIAIgAGANr/rP9x/zH/+f7F/p7+iv6A/nn+hf6a/rD+v/7U/tv+1/7O/rT+kP5q/kb+Jv4J/vb97f3u/e/97v3u/eT91P28/Z79b/1B/QP9wvyH/FP8KvwL/P378/vw+/37/fv5++n7z/uj+237L/vl+qX6bPpH+kD6VPqS+vL6afvq+3f8Df2h/SX+hf7I/vL+Af/z/t3+wP6h/pf+mf6q/uP+Mf+P//n/dQDmAEsBmgHNAfEBAQL4AdIBoQF0AVEBQwE1ATwBXAGPAdMBGwJoAqoC6gIXAy0DOwM8Ay4DFAP7AuACxwK4AqkCpwK5AswC2QLmAvAC7gLrAtgCtgKaAnwCUwIuAg0C8AHfAcoBvwG1AaQBigFwAVsBOAEXAekAtwCOAGwASgAmABIA/f/4//j/6P/o/+b/7f/q/9f/z/+//6z/mP+H/3L/V/9D/zL/IP8O//T+5f7V/r3+pP6R/nH+Vf47/h/+Cv7y/db9vf2y/aL9k/2J/Xf9b/13/Xr9fP2F/Zn9qv2+/cj9zf3c/d/94v3j/ej97P3t/fj9Bv4e/kH+Zf6L/rX+4/4K/yr/OP9A/0H/Nv8l/xH/Af/s/uX+6P7z/g//P/92/63/6P8gAFMAeACBAHoAZwBMACkA+//I/6n/lP+I/5b/rv/T/wUAPQBuAJcAtgDAAMIAtQCcAIIAXwA7AB8AGAAPABMAJQA5AEgAVgByAHgAcQBqAF0ASAAnAA0A7f/d/9L/0f/O/8z/2v/c/97/4v/X/8X/sv+e/3X/VP83/yH/Df/8/vb+7P7r/t/+0v7F/q7+hv5Q/in++/3E/Zz9cf1Y/Ur9VP1g/W39iP2n/cL9yf3J/cH9rf2M/Vr9Lv0K/eX8y/zD/M386PwX/Uv9kP3O/Q3+R/5w/pP+o/6z/rX+qv6Z/pb+nP6a/qb+x/7y/iv/Y/+g/9b/DQA6AGkAgQCYAKAApACrAKMAngCfAKoAtQDIAOwABQEkAUgBawGJAZUBpQGoAZwBkAF4AV0BQwE4ASsBJgEiASIBPAFHAVEBXQFdAWEBWAFIAS0BGwEGAewA4gDZAN0A5wACAR8BQQFsAZMBtQHCAdUB1gHEAa0BiwFoAUUBLAEXAQ0BGwEvAVQBggG2AesBHAJTAm4CeQJ4AnECUQIrAgQC2wG4AaABmQGRAZ4BuAHRAfIBDQIbAi4CLQImAhgC9wHTAa0BhgFgATcBJAEQAQwBAAH5APwA+gACAfYA7wDeAMoAtQCfAIAAYwBOADwAKAAQAAQA8v/a/8v/tv+j/5H/hv97/2f/XP9R/0v/R/8//0H/Of87/zz/M/8x/yr/K/8s/yz/Mf81/0P/UP9g/27/fv+G/5D/mf+c/6H/pP+m/6X/qf+u/7j/w//S/9//8f8AAAcAEgAQAA4AAgD8/+v/1//O/8n/xf/I/9L/6P/3/wUAHAAkADIAOQArAB4ACgD3/9r/vf+u/6L/of+h/6b/tf/B/8//3v/k/+f/4f/Z/8//uf+l/5P/ff90/2z/bP9z/3v/hv+N/57/q/+1/7j/uf+4/7D/r/+w/7L/sv+6/7//y//Y/9f/4//o/+j/3v/W/9z/0v/R/9f/3//m//X/BwASAB8AMwA/ADsAPQA7ADYALQArAC8AKwA0ADkAPgBLAFoAZgByAHkAewB2AG0AbgBbAFMATQA7ADMALAA1ADUAPABGAEoATABaAFgATwBRAFQAUwBHAE4AQwBGAFoAXABbAGkAcwBwAHEAZABcAE0ATwBAACQALAAuADMAQwBSAGIAdQCSAJ0AmQCmAKQAnQCTAH4AdgBpAGsAbwBoAHUAgwCWAKgAuAC7AMMAyADEALQArQCZAIMAgwByAGwAZABnAGoAbAB1AHEAcgBwAGgAXABRAD8ANQAkABkABgD3//n/7//w/+z/6v/k/+P/5v/e/8//xv+6/7T/pv+Z/57/i/+J/4b/ff96/3H/bv9p/2X/Yv9q/2v/df+B/5P/p/+y/8b/1P/h/+T/5f/p/9//2P/V/9b/2//p//L/DgAlAD0AXgB0AIUAiQCXAI8AhwB6AGYAWABJADsANAA5AD8AUQBgAHMAgwCSAJ0AngCYAJEAigB6AG4AYABSAEoARwBGAEMARwBGAEQASgBJAD8ANAAyACkAHwAVAAoAAgAFAAMAAQABAAQAAwABAAMA+P/x/+3/6P/i/9//3//f/+j/8v/4//v//f////r/9//x/+b/2v/U/8z/y//K/8n/0v/Y/+b/4//n/+v/7v/q/+r/3v/T/87/x//D/73/wv/H/83/0//a/+D/7//9//7/AgABAAUAAwD/////9f/8//7/AQD9/wEADQASABwAGwAcABoAIQAhAB0AGwAgACQAJgA2ADUAOgBEAEoASwBIAEQAQgBEAEIAPwBFAEYAUABVAF4AagBxAHgAeABuAGsAYABUAFEAQwBEAEcASgBRAFsAagB0AHoAfQB6AHMAZwBcAEwAOQAvACMAIwAeAB4AJAAlAC4AMgAvACsALQAiABoAEAAGAPz/8f/s/+j/6//l/+v/5//j/+L/4P/g/93/3P/X/9f/2f/a/9r/2v/d/9v/2f/Z/9b/zv/I/8f/xP/B/8D/wP/D/8T/y//N/8//1//S/9H/1P/H/8b/wf+9/8H/v//G/8n/0v/d/+b/7v/1//f/+v/6//P/8//t/+n/5P/k/+P/5f/q/+3/7//z//n/AAAGAAQACwAMAAsADgAIAAgADAAPAA4ACgAOABEAFQAZAB0AHwAhACYAJwAnACMAIwAjACEAIQAhAB4AHwAgABwAIQAiACMAIAAgAB0AHgAfABwAGQAXABYAEQARAA4ADgATABIAFgATABAAEQAOABEADgAJAAkADQARABAAEAAUABsAHAAfAB4AIgAeABsAGQATABMAEQAPABAAFAAYABwAHwAdABwAIgAWABMADwAMAAwACgAOABAAFwAhACMAJQAtACsAKAAnAB0AFwAMAAgABAAGAAcADQARABQAHAAcABsAGgAVAA8ABgD8//f/9f/u//L/9P/y/wEABAAHAAUAAQAAAPr/9P/w/+7/7P/y//P/+f///wUABwAHAAUA+v/1/+3/5P/i/+H/4v/k/+f/9P/8/wAADQAQABAADgAMAAYA///9//b/9v/3//r/BAAEAA0AEgASABYAEgARAAoABQAEAP///v8BAAIADgAOABAAEgAPABMADAAKAAkABQAAAPz/AAAAAAAABQAHAAoADwALAAYABgAFAAAA/v////j/9//4//b//P8AAAQACQAMAAsACQAGAAQA/v/9//n/+P/4//T/+v/7//7/BwAEAAgACQADAAMAAAAAAP//+/8BAP/////8//z/AAD3//3/AAD2//j/9P/0//L/7v/2//j/9f/8/wAA/v/7////AAD0//X/8f/v/+v/6P/u//H/8//7//v/+P////3//v/1//L/7//r/+v/6f/q/+j/7f/z//T/+f/5//n/+v/5//X/8//z//P/8//y//b/+v/6//3//v8AAAMAAQACAP7/AQADAAIABQABAAQABQAGAAsACAAGAAkABgAJAAIAAAACAAAABwABAAUADAANABEADQAUABIADQAPAAsACwAJAAUABwADAAcABwAIAAwABgAKAAgACAAGAAAABAAAAAEAAgD9//r/+f////v//P/+/wAAAgD+/wAA/f/6//3///////z//v/+////AgAAAAMABQADAAYAAgAAAAAAAwACAAQABgAGAAUABQAFAAUAAwACAAMAAwABAAEAAwAAAAQABgAHAAoACwAMAAwACwALAA0ADQAMAAgACgALABAAEQAQABYAFwASABEAEgAPAAsADgANAAcABgAIAAoADAAJAAwADQAKAAkACwAJAAcACAALAAoACAADAAYACgAHAAcACgAJAAcABwADAAIAAQAAAAMAAgABAAMAAAAAAAUAAgAAAAMAAAD9/////f/8/wEAAAAAAAMABQAFAAQABQAGAAMAAgACAAIAAAAAAAQAAQAEAAEABAACAAEAAgAAAAIA/v/+//3/+//9//z/+///////+//6//7//f/5//7/+//8//v/+f/6//j//P/8//7//v/+////AAD///z////7//7//P/7//j/+f/8//z//f/8//v////8//3////5//3//P/9////+v/9////AAD9////BAACAAMAAwD//wIAAQAAAAMAAAAAAAAAAAD+///////9//7////+/////v////7//f/+//3//////////v///wEA/v/9/wEAAQAAAP//AgAAAP3/AAD+/////P/8////+v/7//3/+//5//j//P/7//n//f/+//z//f/8//7/+//9///////+////AwAAAP7/AAD9/wEAAgD8/wAAAQAAAAEAAAAAAAAAAwAAAAMAAAAAAAQAAAABAP////////7/AAD9/wEA/v8AAAQA//8AAAEAAwABAAAAAgAAAAEA//8AAAAAAQAGAAIAAwD//wMAAQACAAMA//8DAP3/AAD///z/AAD//wEAAQABAAIA/f8AAP//+v///wAAAQAAAAUABQAAAAEAAgACAAIAAQABAAAAAgAAAAAAAgAAAAAAAQADAAQAAQAFAAAAAQAAAP7/AQD//wAAAAACAAQAAAADAAYAAAABAAUAAQAAAAIAAgAAAAEAAAAEAAMAAgACAAEAAAABAAAAAQAAAAAAAwAAAAAAAAAAAAIAAAABAAAAAAAAAP//AgAAAAAAAAAAAAQA//8BAAIAAQABAP//AAADAAEAAQACAAQAAAAAAAMAAAAAAAMAAgACAAEAAQABAAEAAAAAAAMAAAAAAAEA/f8AAAIA/v8AAP////8CAAAAAAAAAAIABQAEAAEAAAAAAAAA/f8DAAEA//8FAAQABgABAP//AQABAAAA//8BAP////8BAAAA/v8BAP7/AgADAAAAAQD//wAA//////7///8CAAEAAwAAAAAAAQAAAAIAAAAAAAAAAAABAAAA/v8DAAEA//8CAP7/AAABAAAAAQD//wEAAAAAAPv///8AAP7/AgADAAAAAAD//wEA//8AAAAAAAACAP//AwAAAAAABAD//wAAAAAAAAEA//8BAAAA//8AAAAAAAD+/wAAAAD+/wAAAAAAAAAA/f8AAAAAAAD+/wEAAQABAAAA//8AAP////8AAAAAAgABAAIAAgD+/wEA/v/+/wAAAQD//wAABAD7////AAD9/wAAAAAAAAAAAgAAAP3//v/9/wAA//8AAAAAAgABAAIABQAAAAAAAgD9/wAABAD8/wIAAwAAAAAAAgADAP//AQAAAAAAAQD6/wAAAAD+/wAAAAD///7///8BAAAA/v8AAAAA//8AAP7//f8BAAEAAQABAAAAAAABAP//AwAAAAAABAAAAP//AAD/////AQABAAEAAQAAAAIAAAD9/wAA///+/wAAAAAAAAIAAAACAAEAAAAAAP7/AAD//wMAAAD//wEA/f8AAAAAAgD/////BAD///////8AAP3//f8EAP3//v8BAP//AwD+/wAAAgD//wAAAAD/////AQACAAAA//8AAAMAAQABAAAAAQD+/wAAAQAAAAEAAAD+/wEA/v8AAAIA/v8AAAAAAAD+//z//f/9/wEAAwD9/wEAAgAAAP3/AAD+/wAAAgD//wMAAQD+/wMAAAAAAAAABAAAAAMAAQD+/wIAAAD7/wIAAgD+/wMAAwD9/wAAAwD///3//////wEAAgD/////AAAAAAAAAAD+/wAAAwD9/wIA/v/+/wEAAAAAAAMAAAAAAAAAAAD+////AAACAAUAAAABAAAA+/8DAP7///8CAP//AQACAAQA//8AAAEA/f8AAAAAAAD//wIAAwAAAAMAAAD//wAAAAD+////AAAAAAEA/v8AAAIAAAD//wAA/v8AAAAA/v8CAPz/AAABAPz/AQACAAAAAgADAAAA//8AAP////8CAAAABAACAP//AQABAP//AgD/////AwACAP//AAD9/wEA/////wAA//8BAAQA/f8AAP7///8AAAAA/v8BAAAAAAADAP7///8EAP//AgACAP////8BAAAA/v8AAAAABAAEAP3/AAACAP7/AAD//wAAAAAAAAIAAAACAP//AQD8//7/AgABAAEA/f8AAAIA/f8AAAAAAAAAAAAAAwD+//7/AAD//wEA/f8AAAAAAAABAP//AQAAAP//AAAAAPz//v8BAAAAAwAAAP//BAAAAP7/AQD//wEAAwD//wAAAAD9/wUAAQABAAAAAAAAAAEAAAD//wAA/v8BAAAA/f8EAAAAAAAAAP7//v///wAAAAAAAAAAAAAAAP//AQD///3/AQD//wMAAAAAAAMA/f/+/wMAAAAAAP//AAAAAAMAAQAAAAAA/f8BAAIA/P8BAAEAAAD//wEA/f8CAAAA////////AAD//wAAAQD9/wAAAgABAAEAAAD+//////8AAAAAAAACAAIAAQD9/wAAAAD+/wEAAAAAAAUAAAD///7//v///wMAAgAAAAIA//////7//v8BAP7/AQAAAAIAAgAAAAAA/f8AAP////8BAP7/BAD+/wAAAgAAAAAA/v8AAAAA//8CAP7/AQD/////AAAAAAIAAgAAAP7//v8AAAAA//8CAP7/AAADAAAAAQAAAAAA/v8BAP7///8DAP3/AwADAAAAAAAAAAAAAAACAP3/AAAAAAAAAwD//wEAAgD9/wEA///+/wAA/f8CAAMA//8BAP////8AAAAAAAACAAAA/v8EAAAA/v8AAAAAAAAAAAIAAAACAAAAAQAAAP3/AQAAAAAAAAD+/wEA/////wAAAQABAP7///8AAAAAAQD7/wMAAAD+/wIAAAAAAAAA//8BAAIAAAD+/wEA//8AAAMA/f8BAAIA//8AAAAAAAACAP//AAADAP7//v8CAPz/AQACAP7/AwAAAAAAAQD9////AAD///7/AgAAAAAABAD//wAA/v/8/wAAAQACAAEAAAD//wEAAAD+/wAAAAAAAAEAAAAAAP7///8AAAEAAAAAAAAA//8BAAAA/v///wIAAAAAAAAAAQD///7/AQACAAAA///+/wAAAAAAAAAABAD8/wEAAgD//wAA/v///wAAAQAAAP//AQAAAAIA/v8AAAMA/f8BAAAA/P8AAAAAAQACAP//AQD/////AAACAAAA/v/+/wAAAwAAAP7/AQAAAAIA/v8AAAIAAAAAAPv/BQAAAPz/AAABAAEAAAAAAAAAAQAAAPz/AgD//wAAAQD9/wIAAQACAAIAAAABAPv/AAAAAP//AAD//wQA/f8BAAMA/v8AAP7/AAABAP//AAABAAAA/v8AAAIA/v8AAP3/AgADAP3/AwAAAP////8AAAEA/v8BAAAAAAADAP////8AAAIA//8AAAAA//8AAAIAAAD9/wIAAQD8/wIAAAAAAAIA/f8DAP7//f8BAAAAAAABAAAAAQD+////AAACAAAA//8BAAAAAQD//wAAAQAAAAEAAAD//wEA///9/wEAAAAAAAEAAAAAAAAAAQD9/wAAAQABAP////8DAP//AAABAAAAAwD///7/AAD//wAAAQAAAAAAAgABAAAA/v///wEA///+/wEAAAAAAAAA//8CAAAA/P8CAAAA/f8BAAEAAAD//wAAAQABAAAAAQACAP//AAACAP7/AwAAAPz/AgABAAMAAAAAAAMA/f/9/wAAAAAAAAAA//8CAAAAAAAAAAAAAAABAAAA/f/+//7/AQADAAAAAQABAP//AAD//wEAAAD+/wAAAAAEAAAAAAAAAAEAAAD+/wAAAQD//wEAAQABAP///f8AAAAAAAACAAEA/P8AAAIAAAAAAAAAAAAAAAAA//8AAAUA/v///wEAAQACAP///f8AAAAAAAD//wEABAD//wAA/v///wAA/////wAAAQACAAAAAAAAAP3//v8AAAEAAQAAAAAAAAD//wAAAwAAAP//AAAAAAAAAAD//wEAAAAAAAAAAwAAAAAAAgD8/wAAAAAAAP7/AAACAP//AAD+////BQD+/wAAAQD9/wAA/////wMA//8CAAIA//8DAAAA///+//7/AQABAAIAAQAAAAEA/f/+/wAAAAAAAAAABQD+//7/AAD//wAA/v8AAAMA//8BAAAAAAD//wAAAAD//wIAAgD//wAAAgD///7//v8DAP////8DAP7/BAD+//z/AAAAAAEA/f8CAAEA/f8CAAAAAAACAPz/AAABAP//AAD//wQAAAD9/wEAAQACAP///P8DAAAA/v8AAAAABQAAAP//AAD+/wAA/P8AAAQAAAD///7/AgACAP7//v8AAAAA/f8AAAIABQAAAP7//v8CAAEA/P8AAAQA/////wQA//8AAAEA+/8CAAMA/v8CAP////8AAAAAAAD+/wAAAQD//wAAAgAAAAAA/v///wAAAAD//wEAAgD//wAAAAD//wEA/////wAAAAADAAEAAAAAAAAAAAAAAAEA//8AAP7/AAADAAAAAQD//wAAAAAAAP7//v8BAAAAAQACAAAA//8BAP//AAABAP3/AAABAP//AgADAAAAAAD/////AAD//wEA/v8AAAIAAAAAAAAAAAAAAAAA//8AAAAA///+/wQAAAD9/wAABQAAAP7/AQD/////AgD+/wAAAwAAAP//AwD/////AwAAAP7/AQAAAP7/AAADAAIA/v8AAAAA//8BAP3/AAAAAAAAAAABAAIA//8AAP///f8AAP//AQADAAIA//8AAAAAAAAAAAAAAQAAAAEAAQD8/wAAAAAAAAIA/v8DAAIA///9/wAAAAAAAAEAAAABAAAA/f///wYA/////wIAAAD/////AQD//wMAAQD8/wEAAQAAAAAA////////AgD//wAABAD+/wAAAAD//wEA/v/+/wMAAgD//wAAAgAAAAEA/f/+/wMAAAD9/wEAAAAAAAAAAAADAAAA////////AQD+/wAAAgAAAAIAAQAAAP7/AAD//wAAAgD7//3/AwAAAAEABAAAAP//AAAAAP7/AAAAAAAAAgAAAP//AwAAAAAAAAD///7//v8AAAAAAgABAAAAAgAAAP7/AAABAP7//v8CAP//AAADAAAA//8BAP///v8AAAAAAAAAAP//AAAAAAAAAAAAAAEA//8AAAAA//8BAAAAAAAAAAAAAwAAAP7/AQAAAAAAAAD//wAA////////AgAEAAAAAAD9/wEAAQD9////AgAAAP///v8AAAMAAAD//wEAAAD+/wEAAAAAAP//AAAAAAAAAAAAAAEAAAD//wAAAAAAAP////8BAAIAAAD//wMAAQD9////AQAAAAAAAAAAAAMAAAD9/wEAAAAAAP7///8DAAMA//8AAAEAAAAAAP///////wEAAAD//wQAAQAAAP//AQABAP3/AAD//wEAAgD9/wIAAwABAAAA//8AAP//AgD9/wAABQD+////AgD/////AQAAAAAAAgD+/wEAAQABAPz/AAAAAP7/AQD//wMAAgD//wAA//8AAAAAAAD//wAABAD+/wAAAgABAAAAAAAAAAAAAgD//wAAAQAAAP///f8EAAAA//8BAAAABAD+////AAAAAAAA/f8CAAEAAgD+////AQAAAAAA//8CAAAA/v8BAAIAAAD7/wAAAQAAAP//AAACAAEAAAAAAAAAAAAAAP////8AAAIA//8AAAQAAAD8/wEAAAABAP////8AAAAAAAD+////AgAAAAAAAAAAAAAA///+/wAAAgD/////AQAAAAAAAAAAAAMA//8AAAAAAAAAAP3//v8BAAEAAAD+/wEAAAACAAAAAQD///7/AAD+////AQACAP7/AgADAPz/AAD+/wAAAgAAAAAA+/8BAP//AgABAP3/BAAAAP7/AAD///3/AAABAAAAAAAAAAIAAAACAP3//f8CAP//AQAAAAAAAQD+/wEAAQD//wAAAAABAP//AAAAAAAAAAAAAP///v8AAAIA//8AAAAA//8AAAAAAAAAAAIA//8AAP///v8CAP//AAAAAP7/AAACAAEA//8BAAAAAAABAAAA/f/+/wEAAAACAP//AAAGAAAA/v///wEAAAABAAEA/v8AAAAAAQD//wMAAAD9/wUAAAAAAP3/AAAAAP7/AwD//wAAAAACAAEA/f8AAP//AwAAAP7//P8AAAIAAAADAP7/AwAAAAEAAgD8/wEAAAAAAAEAAAAAAAEAAwACAP7/AAD//wAAAQD//wAAAAAAAAIAAAAAAAAAAAAAAAMA/v///wAAAgAAAPv/AwD//wIAAQD//wAA/f8DAAAA/v8BAAAAAgD9/wEAAQD+/wMAAAAAAAAAAAD//wIAAgD9////AwACAP//AAADAP3/AAAAAAIAAAD//wIAAAAAAP//AgACAAAAAgD8/wAAAgD//wAAAQABAAAAAQABAAAA/v8AAAAAAAABAP//AAAAAAAAAAD//wIAAAAAAAAAAAD/////AQAAAAEAAAACAAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA==\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Shift silent to the right"},{"metadata":{"trusted":true},"cell_type":"code","source":"samples[(samples > 200) | (samples < -200)]","execution_count":75,"outputs":[{"output_type":"execute_result","execution_count":75,"data":{"text/plain":"array([205, 212, 215, ..., 214, 207, 211], dtype=int16)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"sampling=samples[(samples > 200) | (samples < -200)]\nshifted_silent =sampling.tolist()+np.zeros((samples.shape[0]-sampling.shape[0])).tolist()\nAudio(shifted_silent, rate=sample_rate)","execution_count":76,"outputs":[{"output_type":"execute_result","execution_count":76,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Streching"},{"metadata":{"trusted":true},"cell_type":"code","source":"input_length = len(samples)\nstreching = samples.copy()\nstreching = librosa.effects.time_stretch(streching.astype('float'), 1.1)\nif len(streching) > input_length:\n    streching = streching[:input_length]\nelse:\n    streching = np.pad(streching, (0, max(0, input_length - len(streching))), \"constant\")\nAudio(streching, rate=sample_rate)","execution_count":88,"outputs":[{"output_type":"execute_result","execution_count":88,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize=(12, 4*9))\nplt.subplot(9, 1, 1)\nlibrosa.display.waveplot(samples.astype('float'), sr=sample_rate,x_axis=None)\nplt.title('original')\nplt.subplot(9, 1, 2)\nlibrosa.display.waveplot(y_pitch_speed.astype('float'), sr=sample_rate,x_axis=None)\nplt.title('augmented pitch and speed')\nplt.subplot(9, 1, 3)\nlibrosa.display.waveplot(y_pitch, sr=sample_rate,x_axis=None)\nplt.title('augmented pitch only')\nplt.subplot(9, 1, 4)\nlibrosa.display.waveplot(y_speed.astype('float'), sr=sample_rate,x_axis=None)\nplt.title('augmented speed only')\nplt.subplot(9, 1, 5)\nlibrosa.display.waveplot(y_aug.astype('float'), sr=sample_rate,x_axis=None)\nplt.title('amplify value')\nplt.subplot(9, 1, 6)\nlibrosa.display.waveplot(y_noise, sr=sample_rate,x_axis=None)\nplt.title('augmented noise')\nplt.subplot(9, 1, 7)\nlibrosa.display.waveplot(y_hpss[1], sr=sample_rate,x_axis=None)\nplt.title('apply hpss')\nplt.subplot(9, 1, 8)\nlibrosa.display.waveplot(np.array(shifted_silent).astype('float'), sr=sample_rate,x_axis=None)\nplt.title('shift silent to right')\nplt.subplot(9, 1, 9)\nlibrosa.display.waveplot(streching, sr=sample_rate)\nplt.title('stretching')\nplt.show()","execution_count":89,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x2592 with 9 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"collapsed":true,"trusted":false},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"name":"python3","language":"python","display_name":"Python 3"}},"nbformat":4,"nbformat_minor":1}