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Building Audio/Video Capture Objects
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Building Audio/Video Capture Objects\n",
"\n",
"The best way to proceed is to have a module for each modality but with a common interface."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import threading\n",
"\n",
"class SensorSource:\n",
" \"\"\"Abstract object for a sensory modality.\"\"\"\n",
" def __init__(self):\n",
" \"\"\"Initialise object.\"\"\"\n",
" pass\n",
" \n",
" def start(self):\n",
" \"\"\"Start capture source.\"\"\"\n",
" if self.started:\n",
" print('[!] Asynchronous capturing has already been started.')\n",
" return None\n",
" self.started = True\n",
" self.thread = threading.Thread(\n",
" target=self.update,\n",
" args=()\n",
" )\n",
" self.thread.start()\n",
" return self\n",
" \n",
" def update(self):\n",
" \"\"\"Update data.\"\"\"\n",
" pass\n",
" \n",
" def read(self):\n",
" \"\"\"Read data.\"\"\"\n",
" pass\n",
" \n",
" def stop(self):\n",
" \"\"\"Stop daemon.\"\"\"\n",
" self.started = False\n",
" self.thread.join()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Video source\n",
"\n",
"import cv2\n",
"\n",
"class VideoSource(SensorSource):\n",
" \"\"\"Object for video using OpenCV.\"\"\"\n",
" def __init__(self, src=0):\n",
" \"\"\"Initialise video capture.\"\"\"\n",
" # width=640, height=480\n",
" self.src = src\n",
" self.cap = cv2.VideoCapture(self.src)\n",
" #self.cap.set(cv2.CAP_PROP_FRAME_WIDTH, width)\n",
" #self.cap.set(cv2.CAP_PROP_FRAME_HEIGHT, height)\n",
" self.grabbed, self.frame = self.cap.read()\n",
" self.started = False\n",
" self.read_lock = threading.Lock()\n",
" \n",
" def update(self):\n",
" \"\"\"Update based on new video data.\"\"\"\n",
" while self.started:\n",
" grabbed, frame = self.cap.read()\n",
" with self.read_lock:\n",
" self.grabbed = grabbed\n",
" self.frame = frame\n",
" \n",
" def read(self):\n",
" \"\"\"Read video.\"\"\"\n",
" with self.read_lock:\n",
" frame = self.frame.copy()\n",
" grabbed = self.grabbed\n",
" return grabbed, frame\n",
"\n",
" def __exit__(self, exec_type, exc_value, traceback):\n",
" self.cap.release()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Audio source\n",
"import struct\n",
"from collections import deque\n",
"import numpy as np\n",
"import logging\n",
"import alsaaudio\n",
"\n",
"class AudioSource(SensorSource):\n",
" \"\"\"Object for audio using alsaaudio.\"\"\"\n",
" def __init__(self, sample_freq=44100, nb_samples=65536):\n",
" \"\"\"Initialise audio capture.\"\"\"\n",
" # Initialise audio\n",
" self.inp = alsaaudio.PCM(\n",
" alsaaudio.PCM_CAPTURE,\n",
" alsaaudio.PCM_NORMAL,\n",
" device=\"default\"\n",
" )\n",
" # set attributes: Mono, frequency, 16 bit little endian samples\n",
" self.inp.setchannels(1)\n",
" self.inp.setrate(sample_freq)\n",
" self.inp.setformat(alsaaudio.PCM_FORMAT_S16_LE)\n",
" self.inp.setperiodsize(512)\n",
" self.read_lock = threading.Lock()\n",
" # Create a FIFO structure for the data\n",
" self._s_fifo = deque([0] * nb_samples, maxlen=nb_samples)\n",
" self.l = 0\n",
" self.started = False\n",
" self.read_lock = threading.Lock()\n",
" \n",
" def update(self):\n",
" \"\"\"Update based on new audio data.\"\"\"\n",
" while self.started:\n",
" self.l, data = self.inp.read()\n",
" if self.l > 0:\n",
" # extract and format sample \n",
" raw_smp_l = struct.unpack('h' * self.l, data)\n",
" with self.read_lock:\n",
" self._s_fifo.extend(raw_smp_l)\n",
" else:\n",
" logging.error(\n",
" f'Sampler error occur (l={self.l} and len data={len(data)})'\n",
" )\n",
" \n",
" def read(self):\n",
" \"\"\"Read audio.\"\"\"\n",
" with self.read_lock:\n",
" return self.l, np.asarray(self._s_fifo, dtype=np.int16)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"class CombinedSource:\n",
" \"\"\"Object to combine multiple modalities.\"\"\"\n",
" def __init__(self):\n",
" \"\"\"Initialise.\"\"\"\n",
" self.sources = dict()\n",
" \n",
" def add_source(self, source, name=None):\n",
" \"\"\"Add a source object.\n",
" \n",
" source is a derived class from SensorSource\n",
" name is an optional string name.\"\"\"\n",
" if not name:\n",
" name = source.__class__.__name__\n",
" self.sources[name] = source\n",
" \n",
" def start(self):\n",
" \"\"\"Start all sources.\"\"\"\n",
" for name, source in self.sources.items():\n",
" source.start()\n",
" \n",
" def read(self):\n",
" \"\"\"Read from all sources.\n",
" \n",
" return as dict of tuples.\"\"\"\n",
" data = dict()\n",
" for name, source in self.sources.items():\n",
" data[name] = source.read()[1]\n",
" return data\n",
" \n",
" def stop(self):\n",
" \"\"\"Stop all sources.\"\"\"\n",
" for name, source in self.sources.items():\n",
" source.stop()\n",
" \n",
" def __del__(self):\n",
" for name, source in self.sources.items():\n",
" if source.__class__.__name__ == \"VideoSource\":\n",
" source.cap.release()\n",
" \n",
" def __exit__(self, exec_type, exc_value, traceback):\n",
" for name, source in self.sources.items():\n",
" if source.__class__.__name__ == \"VideoSource\":\n",
" source.cap.release()\n",
" \n",
"class AVCapture(CombinedSource):\n",
" \"\"\"Auto populate with audio and video.\"\"\"\n",
" def __init__(self):\n",
" \"\"\"Initialise.\"\"\"\n",
" self.sources = dict()\n",
" a = AudioSource()\n",
" self.add_source(a, \"audio\")\n",
" v = VideoSource()\n",
" self.add_source(v, \"video\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Testing\n",
"\n",
"Some rountines to test the objects - to be moved into a testing file."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create Objects"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"s = SensorSource()\n",
"assert s.__class__.__name__ == \"SensorSource\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"v = VideoSource()\n",
"assert v.__class__.__name__ == \"VideoSource\""
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"a = AudioSource()\n",
"assert a.__class__.__name__ == \"AudioSource\""
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"c = CombinedSource()\n",
"assert c.__class__.__name__ == \"CombinedSource\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Test Capture"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8380cac048>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"v.start()\n",
"assert v.cap.isOpened()\n",
"g, d = v.read()\n",
"assert g\n",
"assert d.shape == (480, 640, 3)\n",
"plt.imshow(d[:, :, 0])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[!] Asynchroneous capturing has already been started.\n",
"(65536,)\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f83703b9c50>]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"a.start()\n",
"l, d = a.read()\n",
"assert l>0\n",
"assert d.shape[0]>0\n",
"print(d.shape)\n",
"assert d[0:20].sum() != 0\n",
"plt.plot(d)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-4138"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d[0:20].sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Combined Objects"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"c.add_source(a, \"audio\")\n",
"c.add_source(v, \"video\")\n",
"data = c.read()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f83780b5630>]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(data[\"audio\"])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f83780ad7f0>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QUcrWIYRq07jkZyv9ebjjDdhcwORqxvozL5vl9rmXCwHA1l/Zm9/EouYmDAjN3u5f4iIEKbyOSRUGcVETfWOjXwJmZ6VF6HwdFnAs6g+94L/sEwJQyAJuAkkEAVWHPo2lAWqU6uOtoCtYs9JCBowCJAZl0gBPdhONMP004PgXZkzTgiKE42lAmgOml8oKwqIPTjwKhtuEcLcg/vgrIDBkiKDFEUFA90f9++oNKCXQNGH4IUFe3AAAjt+5wenDiLAow7w6JOSRcfyQkXaEcJQqrUl7Y8pQNgd21iQKoFHBZLgTkAjCURBGgdhD7OJwCWqiC5nUxYCtAp400AmzAedJkHcqnwkzsFwxhnv1y7qWEL1JGrsXofXl0eMzs5s1oszJ9IozQaL5YTf3VPMz6t3qbBWAbqco1YJVzkD9HWqAKaxoJwHIQVCF73VQbd36TLAg7wjUqyI6cx7Q61SCXSvSz7LjOna9LvbsCVAGRhkJ4+uknyeTHtl1IWObDqaPae8FaJ61S+rdze9l4fNI+na7Cz5P5vIgID0UtX4wkNMBkIOkZyF585eAM0oBmpuh9l8gDqwGnL3LyT9vraKzl8eGCW+ZqB9fFeafWN0U0W5wBwqWCpyrrCcCZDbzpk9LidJubPcb23biLoqowClRcPoWwFMGAbg/jJBCKHeD6jMNWPafLRhfnhC+eAOUApkGUMqgeQFSBsZB0Scw5HgCmVxC5gUoGTjNoN2E/d0B080V8rMJy4sRac/gJNh/kXH/jaDsZtFjC7NmEQkD8U5F4NzpRGkGwlFZcDyqKTi9VDNxKFKZFLu2Edon2ylcrkh9faFdTAfUeMjmZlDGFI8KjNMrFXHnwUAi2j12wQ9oAof1Psy8pcUBmjC+kSo7cv1oOBHKIKCsJrpEPd48mZ/QBPjkwFdvwvUtuGKh9hJRVwadrQcAnGmt4zSXz6oZ40TQgJ6OhVoAp7Ot+SQAUQuCze5DQvXjuu2n0fl1YO8x7f0DzUtg2S+rTg/9rIJurH/fgGUPlFvAfFfbAiZTE6p71Jq7dfx3j4Lr/jeMt2POmjLJFQD9ux93k1LpMYntA/123bG+zXSvekwAOSnrwxwhN0lZYOzcFSTm94GyRx+HM0kLKuiTTtXsVkZpn6XbDm378QvGfM24u59Q5gA5BtDJhMknwe7zGcOX98oilwTZjaCUAWOYkhIwL6DQrqWkBL8RaBggIsCyAGECnWbE04z4KmL56AqHPzeBF8H1TzMOHwWUwfx/WfdfIhCP7SGLJ6nyHUCBMByLpk8yQIUrGLdMIH94Ud94w72a/fGoudxusueRsDyL6qe9yygTGyignj9XCOSBKqOscihjh27Cumi9Ls+NiaoJbvdaJzVaPWLFVALUTHhl0r6dvXSFarBH7D9npR44WmUa9YbQrNF7YUAGvWfcp7kK9MxYBdr8JbDsCVd3BXkkhFNB2msgqIwdmBrTBIC8CwqkFoyiDIRD7pj1I61XvI+guRJkPcw4uctscblNz84uscx37rpniJbNs23bSPlq3OIg6fIhDUG6vIaEGsh1/fSAedZn17YA2a+zjexvmWYP3CIECgXxdkAZRC3txSLXHXsnFiB6qicUMGOpJuxqLD3YNmdTuyDWR7hn9V3eB2QB6C5q8KcAuy8Eu89OGH7ySv1S8wJJCZQSagnD4mCe9Ub37yGo9CQwJDvrz8DLIxCCAmkuGI8zSD7A8mwApYJ4ZORCyNP6lJagQDXcC+J9QTjlGsHnUwYfFkAEMg0oE2O4L1iuGMKEwVP6iiBdMY4faD59PAqKicWFWtR92RPGN7BIPCPe67EtNxrcUvaozHY4CI4fMYY33fXs2Z2BVh4s6OO3iDR1QDGTWhgoo4BPtLpUTUwvNXedRBBOGkhDAQjGELvA0DbNspcINb2tgy1WUXLK+jLxyP5KjgQb/9KYcd639E5Pn5RIKmQnqJyoM83IZEm8FHASpH1YnbOvwzbfP9Ds2spEJQH1pvWWXfWAtAGWnl0+FLg523fnx+zbKrpdUw6lmtWlcF3Hx9x7yldMsu6sjd9N99636n316/fstPa9AcoWsV+b8iKALIwyGHsyMXrNGGKpbEKBsyhwmiwI2RgoEWrhjtGOc27RgerPhJl1mRBOCqjjlwHphiFBH8bxK8LzHxwx/PQNKBc1wUsBMUNKUXAsRls46r7npWPDxnh4AJL5PAMr+ySCnGb9fn9A/CyA5yvMH04Y32SkPaNE1UjGkwLaeFcQTgXxPiO+PIGy7puOizLIqwmUM/jlHfanBfl6wvglIJHBS0beR+3nVQLPguUmIA/a73zDjRvYrfD6VyOe/XFCnlhzphfBcJv1eyFlVLPKZ+JdlwaJBlTeHydlyrX/jodwBoaD4PAtvQ7hYBKiEeB5Y0Kb4LymNBKqrKi2ZhQBrO77VbqrRdL9Xeo+UUBfGsJSGexiJSj67auZ333mZH7NHdUg2nArWJ41cbuyzC6SbnnoYCUH4VSQJ1YQzQUl/4L5NHvdn5vSRIIQM9ISbR06s/QArNnV4xn2g60GV3i9rJgcyP+2nXZvfAvsVL8kN92EA2VdBg18AYCYaqACpsmh+pcl9S+D3kfqwTFzU3hGzyqoVllfV/1pNDbWR8FfDZCd5vzRLmuBFHtg6knhnpJ0J27m5otiAJ3I2NcNJ6omF1vUmhfG+BL48A8WjD95oz5LuyFkdqpECoSDUbOUgOwAOgJSoA5Z+40JMi8gYR2HgSjFnX7+4iuE17fYf7FH+sYz8AcT4rEgHIsykiQI9zMoFdCSQccZ8uYOtJvqPsLrWx1njKD7I/h1hOwn0OEEGSLCOKgcZhrAx4zxK2Vs6WYAFcGyZ8R71Ytmky0dPg5qrk+E3Zd6PMNdQp4CKLOys0KIJzEQVT9pPEhjTGae1wSAzmRW5qcAM9xyLVhRpUDmB60Sn6RmtrBU3asG+dvL0G5Hvb0KLj6jFQQDqs/UGxX1pbq1oRH1tn+XgNV7iXTMLJrhNL3MKCNh+mpBPGTMLxQvwkldHRJZ/cSEWsBDSKVpwvqSy0zm+3xcey9Ak6ixQTdtBUBOa858yR/5GNa4bQ+xzR4MHwLKMx1lZzKb68r2sQbJaqJ394zYy6EeiwOaO8k3LLP2+Ui3gzN1BT7Xt9KZKQ8AtLA+FMcAmTpdKNm/ghbwMWavImgb44n14Sqqm6NFWaQ/JHxkZQmzPuzKAAjDLXD104LpsyPoOCvDdCEuBwNINc9pAGgcIKeeWhU1zb2Zmc7Xg7LLkUHEylKXuTHSnIFlQdhPCHcGzkuCjANkCuDbk7LYJUECAx+9AO6PjcUC6jqoTuKiPtgiIFl0vNMIzAmMiHwVQUtBPCSk/YjhUFBi0Mwj0aAToCCx7An0gZc4C4i3C0JgLM8jAgsyaaBoviZMrwuWq2ZeVx1k6AycDjSFCWHJGlByP2gHVPA+HLhcE2q+U7JgoZvOVbDe33DoI/l0ZrZTpnUQq6z/9shbTeeOLXvaZdqrjEiIsVxFhFOpulZK2hnPRRUSXmqPaRUpDye1JMr+8VD4XoBmzzRXpjSaiSuFz7S0P0t7CGR7MOz9lj1g+vJLAnQfY/1bWaMuq8B6KUJPctZnD4w5MThI7dODTDX1sKBmFbnoXwqjbNM4RUvsxaEgZ7JaigKwQMaignUShFtGfmHbBH8aoWZ5p+/kg6X9uTsiG/AWhow2tlhAJ+2Xsta1HF/pb/vPBGEBrj85IH7+Bjgc1ZRelgaafj6u9kBKkGOLLMiSzM+4KFiyMVIiiD00FeQmZYmSF6AUwHyOdGsCxJQhN1cgEZD5K+m4QAKrxCkX7Z8ZyFkZq4iy4RhBfSAhFxCSvgCGqIz1sGgQNwQMkwYl4kmQiEDHBnAedc+jAstyE5AnRrzL4EVQBqmR9eEAlEiq6dwbKPS1KldOfgUMIU3ZrCDZs7i+CapA/fSCsP+igGcAuzVI9m52Su23vmiIBL0pfT+uzWxJJJ3ryMz7Co6epeT7KlowxRlnug6gIigjAcS1lqiL1wEg3C/AlTF/0nNWYkA8ZGWYgX7xAkFEl6VAQMfUuCCwoGRu4NVt89D2j2mXQPBty1fg2bNAIRXok5ybKQZ2Vci9YbX1M5eLOtRtxN1rjaov0x4Yd54LALQc7/rsuC+pMGB+JiwEGQqqNCUTyk4U6KCBm/Qsg0+MsisrSUi5yeqzWlTwx0cARfO9w5eEeKdib8qC4U5BKh5K1dPxLJi+PIFvZ42MD+aP9LcoExCjyosc/LoHjHZTY6WXfDPRbu+S6wNEMTbTfoiQu3tdtpsUHE9z255Z/aurPkPbvm+zATeR/p5VFlXZ8xDV9cCMkYF8M9pFCcijMSBjf661LJEw32g0uESNEk9fLaC54PCdnaVd6nGNJrBXQFizt14EL4Fw/HhohYu7gsSVOXanUn2nGrwKJ2mRbi/a4i9uQi1wAqALTomNR7oxOXrqsaZB6jIJghyAeE/VvVCGBsIavEJl5nffZnz0eyfMH5gbL6igiOdi4Q2BRL0/qeizQIeshZkjAVMA3y8Ipz/jKkf/tO0hACwedLCr+rOCJHDZRN9m72yZZa3V2f1+iSH2S4jLKh/+wej7A63Pfrp4vA6cvl7nI1ilVxoLZSvNBquwLbs22nhQ/xJmwvBGzem8E/CREY6E6YuIeK+m13DbVdGZUc2tdKURTM8PV/mO5gN78dl4KOC5IN4v4GMCu9lrQR8a9EkWsWi4sU6KAZIc8EbdxjNvnAmWDnBl8yAQgSbre1nUlPbvr94oyO13CuBEUDrqD7gxX7+QIVQgJ2ZIyqAQlMUym89JIMcTcDoBIWj20n4Hfn1Q5mVVxOfnwep9Ug3whEVfNsLq+12uCZwIeWDEpWD/kyPmDxV40xVrObQMkOlO+xx+lxtRsWkrirJCxO5x6v2MndsaApTJgNOAi2daV2BC66cP3Hhjk7etGCbQmGTR33q2l3ct1dVlSFU+RahVldIV4fiNAfGuWJol2fbKJPVzrKAZ7hbQUoDIKAOrJVEK0jTgse29BM2+lcLVz+nf+1Z1kRcA5W2Rck9z7EHMs3e20p4t8xOY77UwstWFrAGZfmyhG7e0SkRiwPYQk+334z7Onp3Wffmb2/1PFyoysVUW0sBaMaYOjXbfBb2ZRwBJAbPsBHwkxHvg7rszvvM/q34QBORRb+w8mmm0Vxakom2pOkdh1KkESgSWZ4Thjcp3xpfJTKyM8OrgJ1hB5XhU1gcFTBSBwICzJJRXdwp8+52BWPc28geOac0+HeyMbUo6KuCSgqosi/4eo/5+OKqfcjDxfOyAEgByqZImlzEhBPW1GkDSbqf91v1TY8tEoPsjwps78M0VMERMNzscv7XD/Tdiy333eyhLNUuXKwtqWNrf+HKBREKeRsSDYL5hY5uohXZr4ZPq6yR88I9f4/ivvajmO9nNVsvDAWgFnAlpZ5cpACUIwtI7HbuPnVug95d6kQ9Y1tQqpZSwPmC07fJoBUK8ILP5Nl28X1gZ5+u/EHD9Y8LVpwvioaBELeDh5n+ZNKpKQsD1gHBICG9OmH/pGV7+pQF3v7xDuhLgf33r41jbewWaPTi+c90LQZvdbkFK6ssrZa2zdFPaq7uf9dMFc9y8riXorLkbAZ2vks9KANHZcayKbQhW4xKhNbjm5rvlbkwOmKXTedaKTJmA2CokMSlw9RX8dcqQTkTP+rTIoCa3532jAGUQDLfQyu1ZEA969wkz5hu9YdNezfv5Wv1E8wdAmUTZ6ygI96rLJAGG14SbP7FKQ4PKPMKdmq2UMuT2HrSbKmDagVYfpTBp1s84WPhWARWduL2j8nrGYtTAjweJctbPebM+oOsNowGrM3PR8aTcADgl9WH6iQ0jKIbKKmkYUG7vgJg0MylnBfiOlcpXL0HX18qiT8p2GUB4Nqoc6ZqrrtIZltfydJDJe4bY1BZ6fQpOL/Q4+2rs3prg3A59YPDSsoLaivYnA8WCepw8Ek8qNB8UqIS7EmzOMQQ4y+aBLne5kRaatgAhdWOVdZaTitvXltNqnL5vA9/7bzFAA8bXBdOXJwARPGv0vFbISipP4sOCP/7rH+PwnQI+6Zjj/S+YT7NvbzO5H4qeS3Ff4fk2PZusVZDEHUNbAAAgAElEQVQ2qYXFrihb3reuZH+3LPOhiHfHAi+Z7UwCBDkzz/u++jRHH2PpgkrrdYHmrLTz424Lk2d5FN6nA1lpNZcu7918R8JqelW24tF7L+SaBacPGcszQZ40KCHRI+Z2zhhgyyYhAsI9YXwFy98WhFPB+OUBtGRlcZbZU+VFgIKNMT2JEXJ/UNOXGPBpCZj0u9PtnI1Blva7C94HhiwwxikNTIkbmJasLoDAkOMR4NCi4zFCDgezfQNQDACXBbTf28kvkNPJAkVFATd0by4m3ZYD5P6g4x4GNUlTxvTJS3B+jniIOL3QQFEvs/HSdiEDxfxxac+I9+rqALmJD0gkhCQKUKmdEgBaTGQIDYwnNFmPLSvRTPCucAZEpyGJB16DGOnvdOrE7sB5GVeX7xrYVq+HVTeqmU9Hs1AG0cATtfHX4iRZ3QsytHsXBBw/YkxfZSzPx+qjpFQQxLS3n77Bq7/6MT77t3cQq6gV7zSx4OrTgu/hce29A813tcripAGMt5R0FstLJvw2et3Lbi6ZySWHs+CL6yqV5V1mxVuf5oOtBnHOAc3HWbrI9Fm1pO63s/CnkGY5cgsCib0Y6r6KM0s9FglqCuV9QTgwygiURX1lwz0s4qravvmFwCdJkyhA0kg6Far1L8OBEBbg6sdaEGG4VblNuE+aybFA/ZAh6D8XqgMKODGquQuAiCDZfYbSdJhRarBH5kWlRX3NPz8dxyMkFxBmZaz7vUbAc2nsNWs9OkmsUXnf2NZ1gKbdDmJATTFWFioeCMpq8tPNtV6XlU7U2DET5KhBJ8oZ2E2QISK+OqFERpwYaacpk8I2YVpBdY0AKlAvkXD8MODqM2kpkqHzA3bMDdA8cs5aRo8zkIKK4POogOw3i/tEeUGb4G3jh+ybzyvkfs16W9pLeGXCJ32hV5+rUAM+oFaN98BQb/LXAFnoQddvcF1+/+2I6x8vyi4DAQXgQ8Lp4x3+5N//JuYPitYUWIBn3wd2L7OVCvwF02m+rXE1RRvzepcvMGxnnwTOzPL2Q3elHYiFVgApHUhKjdZLM7ULKuhxKMgm3Tnbx2a/RQgsHWDaepeKFa9y6Ula4RcDwlI2+7zQVvpOr0QEAGwpnmw39UI4fSRAoVXFdMqC3WcCSlwDQfGgfrfhLjeTiTTtTgXtgni7gFMBnbSqBGU1sWle6t3v6Y80mb9xMRA1MKVgaCHqS1bAKsDppP7PECDzDBpN7J7OHwJZkgKmazvnBTJDgfBkAD1NoMEei2lCFbB7cCcG0G5nIMv2j3TcKSnpGcfmQthG2s0cohAg9/egZzfAkpTNX03gVFSUzUGnc0BHnr2cnZiWUywr5pRRwrC+5drlqCasA1DecZXx1EnZgMoSPciTJ9TUy3hfkD4MK1lR3cZ0nrToc7QCzii1yIdwZ/24pXTJKmboSxXd786EZb1cDJP9GJdrwutfHfDij4Dh5QnhblZT/Ntqmsd7wviK8NHvJZTBgVm+Vsb1ewOaqtS4wBCBCi7cpSSuTGBqhSh6E9xF3bhgumswpnf6NXBcmcG+v455cgfKbf6hxmSZpE4a5n3XcXaMkdBA+OI5qefGNZ/68liZ+M5sSWpJOSdbvV+29sVm550YvBDyqOBYS7wREI+E08cZWLR8WjyQiYIJz3+QQH+opbRIpGoIVzo3UnN+fLWAUgEnAzFGzbKpvkKX9BApA1sWM21Dze5BMTN6iACCBmtsHUkGduOghMOBM+cWHAKAUlSi5JKjlFb7oRh1/ZppZJ8dIMX9pB5C5naz2fjlNCtzDUFF8Q6QRE1H6tsM0YDzYFH7PfiL1xhfMsKHzxBOEyADclel3YMrJIAX/NWpNQjLM6o+u37SMq8TqVV/dHnecY2gl9jUD2Xw/hpQ51Ff5IePY+17uZF1XnsirVHQV9kq1PLP7Wauj1Vp+6l9GMut/MWYqOs163FX06l/QGzboF2XgfD5Xx1RhhHLja48fUl49sOiVacsNdQLruQdA6fHM82fXbPzp9z0nsw2ydb6AC5WM98A3uVOz9ndu1rJwfyWDdDcJwig043Kg/npGs0/B8weIHnjZzybHvidI3XQ7fyUNchj39H8m3Xe9MJaxq7ecN342cztAi0ce3JagCo6ZnsrD3cJ48ulVpSJh4zhNoEXzekd7hLCMYEXBRwS6/cwK1DGoMDjKZMp12AKclZzNyUFKgM0D65UAGJS0XsIKAdNtqYhQuYZxZgjQoAsLkRfVP7jKZn7nZrLZjJXV4GfRBHNKhJpBUNch1m6e7SI+jST5Rl2EbgzwCRumlOLqsvtnTJrW87HGfHNyQooNwAE0CLS9uALqbwGsKgytfqdAFYvMzGApaIC+Tr82PbhKZh9k6Csk6QrApIInK2+QOfLrAWFbaya194Y8trH1I9B1kyy3z+v3Qy6LWoFewdan8t9uQFOH4pV6Sc8+wHw8e8lxJO0aT82/X+d9l4wTWeEKnHrTmTHJquIvWef7wLBrVncB0oe8EvWwiAXEvhr3Utag2Vltd1+enlfv70OqwWLVhlPq0h9W96Xmeubd70qltyrAC4cG4eCtHSFDYK5GQp0Th8/JQXgYhrLjlEVq3bNcwFEMH3h+X9tpr/dlzPC7ayM0vpCZPBxVra4JBV9+/gt8FIlRMFkPukCAFklI6+dSYH1u5nnYuu19MYMGkdloF7Aw6okwat1u7lefZukyzIs+0fvBZmXJphnUh+rXWRJSc32ZTaWirUaoGelfdpnLqDrq+oPhQjo9R04F8T7ay22271CvSBxNl1nPALzM616VAZY5SRagWJfCk4nHiOMrzJe/SWuxS/q79L2QYJa8q3ENjd4L5hfAY6pL/oiHABq8eESvUq7768Fuzi1z3X6EGeVfhy92W9muZfIG24VuF//ZViOPhBfAS/+MFc3h1c70n2LVXMHgknqHtveC6bZ30+lA4etrCiE0kqddcEdAGegEkLBQwzUmVdbIGbCNyB10OpZZl19JRla79vBvS63vpmlpT127I/cZ2vj6GfE3JruZ/UxgdqvlOZecAlTdQd1kff6UjIfUbtTbWWLoALKNn0OFU9B08wOu/GS6nP0r4ByAc8Z4fVshS7UPEcgBVDLz6aUIUPUnO4Yqp+RYmw3g2fUOCjGqBk8na/QQdQDOjxNoHEE7fctqu2NuTG+rLU5ZZ47KZKmRopof3I8odwdIFaeTk4n/Xt/D5RswSoTs/uYllmBFdCXQ68d9ak7z6c81ReOl78rAjCD5gXjy7me956FaYYOUGdTTPpyc/F3D4TbJoG0ypK/jIoxNifS7srf0KkyNLBDB5bVJKe2rDFNWq1To+cb1PHJ3CRIV0kJtV/to43Rx+s1UMdXgv0XBfffaXnuN38EfPgHSadMWfw8mYC+B2RCSyJ4ZHsvmCaAlexn2x6cE/xCxNnXrcEY67cCh4NgV+hXd6LR8W1RjJq26EGaULr87sZcHfiaHxLwcI4URulq9m/N8r5ye5vsrQEdAWcaDkJjrlsZlLNkX9Kz1rRYRSWfm9yr1fjKNjVBrWjuz4Tl90okYEYFScr60MMYDM8JfH9SMBkiyjSA56S/eYqiM8kQqk+zAqab0cStLFxXJKMvPNzOBSlwBgaBGjBVuU85266a2waikgtqNg8ADAMoGCAuS2WyfHMNORwtet+AkYYBcpLGLnth+6UpUr35ufCxWmYUStFpPo4jTs+1HmdfN1NNarKZH6UqIXyaDXLrYX2iVo9MGaFztjthZpwZZhIAOjWWGk5UZUHbvlcpmwD6lNu6WjWP2jb1EexYaq3BiU2fZuIPt8Duy4J4FBw+Ynz66wwhwf6nhP1Pxc6XyuRcn1oiXTT/y0QIh1/A6HmbLgIWE1gDZTWBH5LZdOsCGqzR6klo6z8QxdbtOn+jB3o22si+/5WJ7hWtu6IdQHtWVuBmueX+svP6mttsn7dVMvL8dQ9O9RlCuYSt4kZxz8x/IoFkgkwFfNfmCKoZICSaNjcVxE+jVRrvyrzZw0NddJrmpJFTGOv0yHIu4NNSAVau96A39wBy8yUCLaUxGIMchwZgs+Wldz5HndKiNPMYUOADqlm+CsK4UN4rv/cRbJM16YllM+PtxRKjRtBN10ll7HSdfpwRYM1mEhfE+4XvBfielUQMiOXCbys0SYHMyoKx3yG8vMX4YkIe+UG/m6sbapAE0CwhtKrp1Ry2iDkvVnuyrH8jZ4tk4FUUIDWZAbj6qSAc2o6EBexmeFbz29nu6v7z6H3qwFaUWVZR+4XptcuoWkoPTPX1NJ/9cUI4CX7y6wPKKBhfEq7/RBCWYhlspNMPC9W89zoXmTHOrargse29MM+BZr3gAf/dmY/xAqhUECOxrKDOR9jXtnzIbDfT9jFzBa3m2+nXMVNcRMcshS9GyFemc+cSeCgrirp99dHzVsAD4CC1GpIW/mhjAlBlVBzdWQW9ee3t7TsSWn/3wbqfjJIg3JkJfspq3gwBwqz+T2NrPp8PHWfQkrR0mmXQ+PQVYgJw6gEU0MBQtid5muA+TOSsjHIc7fgtSNP7MZl0HSL9jammOzqzpMAauGGufVCMat5PkwK3S4+IGxMk7ZfGUVMjAcjdnTJdIgXJbWqnt65qE8wPq0ElMR9ragBvga346oR4KOpP7Fi//22gp5/TzsDCIuP1/tlE4IV0RlDdFmtQJliGmCYwgJSVxqMGUtJeUKLUdM064ZtLiyyqrxPT2T0bLRHCAYqxnqUSqMEldfno7yjNb+nHv/9MZVlf/gs688DuM8KL7xcEM8U5KzCyCfXLQHWCO/fp1upJ1sr4eCh8b0DzXQWEz4I2nXaz+SRxEUwv9fWQOH29YuvrLEpO0rKJ4KDGFbCZ5WwffcWmflmdVO0dLJN7f27XziLvb2OpnrIZBKt5zcmWLVYX0/oc37Sxij0IgPrGKBXVF1ppLRJRsbaDxpIa1SfqXvVaKAEA6HBqpnMpCiy9tpE80MNNzuPsbIigcdB/Q9QamavzIs30BprZbgxTjDVSjFV+RIF1vSI6/s41AP8thAaORUD7nQJ0v66DbE3vvKzX1PPR28S2b5Mj8d1Ra0Iuay2h++CE2kyTQo159gL0PjXRzWwQtUrt1Jhqb9K7vrIEMXO5gWwNFPl++lupewnnUTOTxLLMvJKTmLytvbxJv5euP8GKmVJRl9Hui4zP/6UJx28KxteE6aXorJTukTOfa3U7dP7LPLEG13zsgjOx/rvaewOaqwm9Lq5A7W/1B36d/rmWb3v7OrT6/vDKVAM6fY8PbeP7v1TB3X2ml8DuEit2+ZB+bssf6mM7tmJyIs5AnWzNcoHjK7uDirKLMniKpD1A9l3MFyeDmbICZZnm4yQDHDI5Tg2Y+DQWlneOcdDiGFbZiGJQkDO5kX8nK6hRAbVPn3RgNKG5zIsGc+YZknML+JBFz3Ne5brTblINZ5d6CQdokzatIvuXCoUMnVkOtCj79iIB8HRK3Tm39d390I2ZTjPGV7MW15XGjryKFInKwPhUVk9zCX2UGvpC68Zx/ckB8QCbAwgVdPza6zh9ewWZ+bmmX8aDyorqzJTboFBnxVCx/twVsHWvccckgQqWPQvswZAz8NVfGTC/0JTL3RfS1tn4R7ePwiqHJBDyxMi7xuAf294bnyaAtwJa37bC9nd2ewGoSg5tuokHKqI3baasTGM26U5fAGM1vhwA5BWDvARm/ZxCDxU4XuW5c4HkoOSNGuAVK1LsWUHcjbsfXZVSOfkJAAXRVOqpQOcGgurvkhZomG8Yw52etzQRhgIt2jowCkYbI5mprqa1AmZWIJwXZWXOMmMAjicFkmlUNjcObVpe2HPDJhaPCi6VLRroyZJ02x6QSoEsyjAJUFPb9+tVhoqa4ZJLy/wBGqg6cG7raHJAzRroUzWLOwNl3Z+eGFQnfd8sz321b6D6OVVrqsEwuT8ivD5ieD6iDLGa1256K4cgpOtgch+ss7gqs4Sa0MUKdQgQDsoAe11nX03I/Zp9ZSJh3S5dt22ADjDRL7NTlxrwtmi4WTruRxXUfPBaoMQYrefUUwHmZ+rrHG5Js9OyzuvkrDKPVPdRCyEXdSVI0KpcJBYUyu7mQJMlPaK9F6Dp+eIrf942aNMHSlznaNHuELOCwQMAeskU55BXgZoH0yzrGPW3EIqlLTbTnC+Y2Hk5D8j4WPpg0WpaDdNkPsQWa8BoY06wT4jWna9iSoSe+dbq9wSAgbIr1ecEFs3sQHsAppeC4a7UB2m4b3IjBRcz0Y/LKtACAGL1CcmDL4FVm0kE7CYFTmd0XoLN61iOg9737rsLQUXmLhfyMWQDZhOW13qWRUCTRbb9ImQDuqBjJ2fFzhQdDEsLUKHW0CzNvM4uTJc1Y0RRtljlD90958AuHTiW1NbzCkt9NpJnREkBvblHvN3jYKXjwqxTAQOoqZRkADS8EdN2NnDlZK6T7pEqu4DhXud552Tl4xYg79CCLlYuUALAM638ij349YJ21WIqSLrO8xJgujWuC/Q3SlSn6SCB5qEndGXtdL2rn2ipQa8R6i8SL3PnRUfSpDtxQX4eqYr382jjY6oTuj22vRegWUuubYCSQ1kFcwCsa17a9zrvjaz77JM4gHMrqf/+NsAEsCrkKx1YwrJszo7pAcu+gqv/BVaazZIJFNp3/71YlJIvRBm9MZc65/oWMAEz3wEIiZb+SqwTsgXRKkA2dzklwvAG2H3ZAg3hVDDcZp2+ds4aDQ868yIABSqbRVJ2lj9eLGR5PCnYVv+emdLuF/TMIPNBOuMEE+T+2ADFTmotgGETnRVPnfTz0H2uQBs2bxqXA3nzXHafT6iI1dg0Jukgu76YHbB2wNh/f5vcyFNEPfMJqZr/dWSWmRTuFwx3E5ZrXmkKi73MtjrD86wXo5rubxQFjrRTUKnRd+9GNhzEgIzEGFwBEHCmxazjilKBtgdS12mGk1WY7/2WQDXjK/sMyix9rqnxpb4YqpbTxusvilqrMwOuJ/UCJFqjk1BuoGzbsqe+bvT8vQBNAO0K9XrDQitWBjxsSusydOtRx07P19laTWf39cb3UsX0fVoCOgYaM0qhVT75NrCzNdOJiwZcOtlTX86tH9LbwLKfL6gte9gfWyduS0AuCpog1Kl8AVi5Ls+a0KkOeNY8cspafIMXM7OHqGwvsAWDCiQG0GlRSU/JWtBCqDFK5vbXL0YprQL6OLTKR8kALBfzV+ZWKs4yfmoBD8/60Yum/VbtZGdSn5/E9pdIH2QHTKABuoNvEV1nlZlhQNz3v72xXGq0ZaSeSSQFWPyctpcIzU2o7XUwtTCKAiIveg7Tteagcx8RrwxPgYeToIxsftE2zUaf/60bdPdM0dqpVTw/yNk6/XfN6fbq65YgQbJ6rGrRDt9HbttTQRXYO4vmubkPKMOmCQFoIKQrqqm+ZWj/hIDjR14tqgGq/+apl2mTC/G29v6ApjV/+NukYGvT81IUfZsZ5DnhtWCHteqbJMHWzXTWumBLX5TN61ueRcapkQoOBTmFlahc17kMbA9GyzfaTaBjppt1V3PCX2h1/nWXH3leeSEVtB8ZMgjSswKeGctznSZ291VGOGSVcJySToDmuslcNHe6z8PuAkEyzwqW3XJ4wKZvuVRwIcsSqjpIK/xL46iViEoBX101lshRI/ZMUOqzYXarzwaCrpkEmnntrLHXWHrAx2+WLVv1/qVzGWxb1Wf6eAFQbO6AGK2iOwPbbCEH6XkBlYLh7hqnDyYNCpFJggTgRQsR88Ia6Y6EZQLiQaxgcGfG2g10+kDnWT98U6sj1SJZBmYOYD4VRYlqusd7IN65XxBa9GMEqpBdoCmklTFKu2n7G5exipQLC9hNfJtWWEjBmQQ16LTcAPNzm26DNLJPouOCaLk7BcyWyum+Ua9A71WU3F9K0kz4x7T3DjQBA8w+1OV/z6Q13e++rJv2Vqx6+xl4XgLMDYsspRXp7YNA60LA6iN0XyyzIOemM90Caw+mdVI04IxNXxyX99H5QL05VrqZD2BV7b2fzdMZc01nM1NNNXQEJJWixFtguC9aOHgp4FPWauvZhOkOmA5wrr20oroQ0XJq/Un32Rw91bAzyyUlNbFNpwlLZdSCxFYz0/yZ5P5TD7wYC61A7tfHzXgvmlHPTOlYYx81sfNcUwzt70PvoktA6WDrffVztHsLQX2izalu++f6YqizWzqYLwm0FGV6xrL6RkWqr5OSICSsqh1RbkFBlSkBw6sZwIBe5A6oTCgcqQKoS3KWa9IcbzL2B2laUCf3C9D7N9eRdL3nuYu6u/9RwRk1ZVTv0cZGSRS0q1Xm4oNENf0ShJpJxORznaP5OwVNq9qBuE8H8tj2XoBmE4TTilWdBXbO9Ilr66mVh/M8cmNVrMhApC+3qhbp5vbpm67fgEY8Yt4J46XwKqUSwMr/GofUmKoJ5p3lih+LdGXipKVoavQdK5bajplW2wEKhD5XkQNliLnOG+8zZMaYNZMoKaukQhhuZqTjYHMFFcQ3GmzYfU4IJ8HweoZPESBD0NRGZ4MOisxVrK7Vyt060CpBNI2NGbr8yFIFvcQa7Xct4l5TGgkI5t/MmgEkyGtgEtH1c4akdlaoezOKyDoVs8tvlySrLCIah3U+umf5vCs3uQdGV0X5jeZVkfx8WcYUWdCrmvmWQ18ORw2UhQBirVyPGBFfHTF8PGG5UgWEplOSMrMipteEymg6eY+vF5aW980JSNfRJETAbIyrDAZ03N7VbJPwxQNUlyv6PcxeWtDAb0QL+giqb7L6H5PUvhxk8yStWEfVfNq4fa4jY73pWpmzMkgDyqAugHTVpudQv3xHjqj1k8cGIw60Z+mm72gP23P/DFt9Gcm5C+ih1mul/Xvt7wHpkgKcXZBN2Te2FELugPahfvoxX2KtpddRGpCG2IqN1D7sxmYuHUPGOXu2MTqAr4/JAz+NVQJQRmsi/so4qZ0DKlps2AEVBeB7rX7EixYPDqeigHlMmip5e+gHtbpgwqSAeZoraHo2jmopO9AYB4BtWgkHUTffU7L5zY9Vu1hnp5znBmBkbHdJWuzCgcn+VcByAO9/MzD0dVYpl8AaMGspuLfcmBdE9S6sX/22KidnY8ylBY6sDB5Pkx73frfudwhVPuMZLxANBkmgpuX0l0cHCFoZiVA8EaHA5s/pQA2oYNcHgkrUzKC806ygCjos1Qz36Sy8jx5Z+lRFYamSJv9Ndb+C3M2MWieHq1lGzSVQCxtXVopVkMmPyVllX42JSvON1rFJ+/0x7Z2rEtHfJaKfEtH/1y37iIj+JyL6A/v7oS0nIvovieh7RPT/EtG//KhRuFCcsKoG1Pa3/tubq++Kem/9haVQZXLbyPx2vyppahWI+v6YBOvqRp35342LLhyPbx9MKrQqM0dazckj8xzK2Tzr4mQgFIRoWlOh+vnSMUX7LQRBWQJcQFyrLBWCREG+KSgRGN+ICqSz6MO+JGWTKWtK5JLqnOC0mIid2aLQjX5XNgWoWZ6L/k0Jnv0jswWMAjeTnZ1ts6ZW5qzVi0Jo26VW6Bfbvw6S/tmbA33/Ozqg6/PTO4C9ONe5b5tzA2Jf7y3rr5iB+W2rtMmDYJa73weM6P5kAR8A1FiTzgXOlXXWAEsHDP63VoFPgumze6vHiVrwlxdqc/YYeNZhB2WsWrC4/VBNXuujTOuCxH0dzZoN1G9rQU6eAZ/qglOTObm573U+VXNpmuLkQNzKznmQqc9g2y7npZ2LGgR7ZHsMvv7XAP7aZtnfBvAPROS7AP6BfQeAvw7gu/bvNwH8V48fijbPGe9naATWwLmtZXmpvV1zqYzsEpgBMDNX9xVirsDSxtLE6Gf7kQaW22Na6bDNfbAVs3uO/eoY0RhmHykX65O5aUe3Qn49X6VG7olEq/cArTgs6U2H54u6+/YmGj5k0EHLu5FXWjcdZM0vP841JbKmHTo7A9SvmDJWM0d69SI0k5jcT1pN+6I+UdZouLPMrald26Ugje5g/a9frhen/a3sL6/Mex/nxbYyy11+tWaU9fs2ANYzYvddFtHc9+p3sm1TAt0dEN8sNk0yQUirHHledTx194wJ2h+IMaJEwvJiZ+bupd+xZo9mgTjw9Oys5po7OOfWRwWmPpJPjb1Kt07bOVbPW/WH9u8+lyQ5LpjVJgGrqX59PL2A36VM/bmJ95fP06X2TtAUkf8FwJebxb8B4Lfs828B+He75f+NaPuHAD4gou88fjhrc5c3DOzxfbQKRJdM7EuMrG85czNjH8Be7vax3vl5ZF3HYb5F80nWghokKLlVOeqLcRShjkCt/b0OpH1qZg+YNWWym5ajmfB2bgYPSOmbe3c1g2cCnwjjm4Lh5RF00ql2UbN8YtNXWlCIPE/bTUygmrg0TYAX8WjOXwUFJjW9HUyWBeIV0OelReWLpj2uzN0QKrC0Qh28voEeArqtb+fsWm228/Fu2aOz0PMOzpdtAbNbVnPWnW0ac9WxdkGieUF8fYQEkwkFDQopeyPsvlhQLLNFSH2LD5mdzk7dxD9rpkzvGWWJGhxc4ZkDa2eyv8Wr1diug11uywE1vSWab6BngAac7r3qJ1xb9V/dAN2YAiAD6jnrx8FJZUdfJ5XyZ/VpfltEfgwA9vdbtvyXAPxxt94ntuxrNZXsNZNd99Mxpe5f22Z91NU83ug+t8330SRD63Xq/DwX7oS+fmc/dq9ypKnKpfpMNQtpPW6PnJdixwdYdaS15tOF733AbPuvP17Pcur9mfV4MlcpCJFAZgYtjOOPrjF9wbj6ieDqh6/rAdUJ0Lag4Z1uo+HMbd4d833Km1vN6jETXDy6bsxRlkV/P53gs1QSs25nMz3qdBKlBWWs2Maq6Ead7Iwvg+NFJ/Sll5y89fuD257lmfNlwKzDseykKoZn8wVbFaZaZIT15fH6DvvPljrnTwUJY1eUDCQMIOq0vr1fz+ZLD4WwxdsAACAASURBVMeMcJSaf+4ynjotcwD61B0vRq192N+CNglax+ZcM1nXKVgB+KowSKYVs1xVhDeA1WpLGtUPR2oM1fyc2qdmMLWiMr4D82PmZpbzAqukhOr/fGz70w4EXXrHXLzbiOg3ieh3iOh38uu7trKt7cCz6uhCEOS832Zy+jqravBbv+WlnNkL4EoPMMsenGtACc03u923B2e2gRugvSh83CHm+o+4IAz5DBwB1Bz6labVWKqCcV+v1KL4rDdZuo+gU8D0BWP/44DxNXD9aYaEUHPJZT9B9lM3f44dU+4COLVupLEnEY2EB64Fe8kF672Jv9J4WtaPZwWFALrag58/s30ES5vsroPP7+PXKcYGRDqQ/iKeXb+zVtytQW8Fu1V7TARz40Ndtc614CXtiKhN/OZ60ZyBZcHw8ljLnHmwJx4K8l6nXpZA1f/IMzDelpWZXCIh7diKVpilUQEVeu9sfZJQAAYcjMXArAMnAJ6iu+qzkKZymn9SgzYNJ11i5L959o9YXyvpElArJFVg75cDKzO+fhdUdApzE8aDvp7cCPjZQfNTN7vt709t+ScAfqVb75cB/OhSByLyd0Tk10Tk18JzTf7kjR9wE6C17dbMql/+NhO+dL7AClgXniGPoq/G4Sme72hbv+Wlfff735rVvWRoOyY3w52tbn+vUw5DA0R1yosV27zQf2J1vtthx3t7GPZRKxlZwQyaF6tneeHBt4IcMg0VPGkc9btPyxtMouSl3biBmsyzAuEQN8UrxKaY6KL21T9IaxmQR+/7CdJsfw18HmB9DyzvgXPr41xt25sqftLbyV+v681vlO0slYBVbKJqqtcydTEq+ySqUzh4HU2fLdSDMT7VrqYx0kWWVyIp07TouUarsbrXe0CRqHnuwlphyO+bB4MoFRQ3gSGgpS927/kSzPopGpBa6YlrJFwq4J75V4Uq0DoLpwS8+H7B/nNBvEeNnvtx+bkaXz/ePv9ZQfPvA/ib9vlvAvjvu+X/oUXR/1UAr9yMf2zb3ncelAEuM0Bv298cgN5GAHKmGqTpAa/PSlKC08ZQtZ8OTN0+LkX+Ly3z/W2DUc5KnVn2LHkYE0LMK7bqIFjrd5rDZ/W9Oxcty0rgc7LAIo9pL0h7IF2RVYrRIg9VUjQOoGvLNRNR/2Y9kQbQRRrzZILXbZRlUXPTqxtZoEXMLK8ZRsWtAytK7MzTsma8buYqqKTVl1FlO54dFHhdJ7Nnn+9oZPMRYTDW6kzQ/54VF2ZQCPrPXQRbprsFZR/Pti8ioGRgmlrhZEDHIxYksqr5aU9qLpMHg7QvXkwKZMCgBT1sOOyms07DzIvpL9O5idr7BT37xiv592mOb/MHar73ho36bx5AutQuLK+So64K07bSUphJzW5zCXzr/17w0T/8FN/+H76PX/l738ezHzTWzZYoIAG4/vTxdPOd4nYi+nsA/g0A3yCiTwD8ZwD+CwD/HRH9xwB+CODfs9V/G8C/A+B7AO4B/EePHgnWPseSuU5ZsWKaF/yIAC4HZd7SvzMw6TWOJMiZz5hoTnwWsT+f17wBbU7hLNi0zHFlivfbExdEr1SEUkEvhIJlCattcuZGSpwe1mPqwJ3WY1xVkWLz+0wZHAvKKUBCQGatkJNH80MGAoGB09zmAvIoN9DMgJp6aAxptij6NEKOVmTYM32srmZlU0ADTCnAfqfPgfswAZ3TvKg0ibwqkqcnSlGfaK2cHurkZqtMIJ/CImfIBsBahXdb7vnrqcs62jafcXKVbWT9AS1I5HVE1ztcjem8b/Pnuhsj2FiM+dOSG1Pq/H81+0eAHDWN0lvNrvHPokDLGciTmtm8NBMc0ubT6bdNOw0SLjfGCrMdcH+IBatoOndBmzrJmoGuoIF7zRQCVsx0VV0JaHO1u7fI2GmvxQSAb/4/C67+zx9optmgpQE//N9+iP1f+Q6++u5YXRNUgKvvbWPdD7d3gqaI/I0Hfvo3L6wrAP7Wo/d+tn3HMDeSIwA1JdLTIh8DlD3jyrkHzQaUleGFBnwrU/6Cb9L/OjBdnFoDWAGjB322vs4QGlgrsJEFw3RZSqz6SterGXNMZqeQBYd60BTzacaYV4DZAy4P+lLy+c5L1AKz8SiQwQI2pbSXuZduA+xBNkG5pzEui5mPDK0LOdRKRIgBdDg2P2bSOpq026mQHYBX/CEr90ZkZqWnT05jA4+k7JSmSafDmBedKbITqrs8iWKsDFSk66eWjeskRg7KyeuJ1Yu0itw7m8YwNgnUSlZlTNv0pN2Nh5oNVG8Se4kFMqDMkMNsL6UC+HxMRCjPrkFLahXQScHDq7dz0qyZtING0g04z4t3ANc/vAX/+WscP4pN7zk1MBQWEBp4cibMHwDPfqQBmXylFosHa9oxAjVv3XPPzYyvpQghIJ9DXaBzTHV9VIkRG4CyXgsJalrXepvujigtMBZOWgnp+FHA+M//ecSv7kGvbvV+nhfsfvcTPNv/Kg4fB+QJ2H1VagnDx7T3Io0ScBA7N7HP18Mq+PKYicgcjLdg1e+nB6QeBC8J4BW4zysLOYim1Njqyp9pr1w3+/tjJ1KAUxDnSk5iLJjnUCVQ58fTvwCwkhbpvtaAqXOfC7KBbUk6uZr6jQTDG33wkAVIBWQTj2kFo2CRbV4DaFK5kaccymLRdpvjvM5542AzWVWixYJCHDRqbkU3vIiwLDrPuOQCORza/OBEVtQjt8CNFwbhzgzPCkCVIZuJLw7e0LRFcDd1cJVShVYg2Y+xBqCaHEju7uDTZFAcLeItdSyAge1bzPSWRpn1JXI4VhYu8wK62ms6KhJkCFi+eVWzejgDaQAgwP4nJxw/2K9ZZSexafsESiCcvnkFSrLOiLkAgO4nlKymvFAnIsd5W03v675Le7y39TcrKzVw7OdLRwf0NeVRmnnubNYf/Wd/JPjG//456HBCeXENSgVlP0DGCFzt1Fp6cQOx6ZFJBpyeB1z/6KRpq49s7w1oAmvw8sjvReB0QMp82VTfmPTeLgFmv7yxPakSIGdsTWJIFZguASuzYBwzUuKz/lfjszz0YSjV5O5fAP3+fJtVxJzl7PxsAdPlSdGyipgEKXOrgpZJAXRmvfEKmQbO+ghWhCMXDeq4RMhyvX2Kiv5k10nObq41Uk7U+Tn5bF0ClE15ZD0AOJ0g04RaGs2mryAHM68IlLMy4UHZIcWg1eCPpzqlL2JogD5YRSZeauWkmsfeM88iqMBoy8WPOQQgm8/Vgk6kGQSraTraBVGf6IOSpW45ecWjbXOf8X6P9MGE5SZiOBQIc2eSCvJVxP7LguML1hefoKYRrrJfoMvm5wHPf/81vvwXP6jl0tgKD4NkNbdONa3F54LSgMpDQSAvgExo4FrLDXJXjMNUHDrxGkBLy0WvQphENcc8D8pu3Q3BmcAn4Fv/14zdp/cou1F90OZe4lf3Kpmzmgnpgz14HhFfHxFfHnF1PCnIvnp9+UAutPcGNB2cGmCtzWDgAvhsgighdOZ717Yssi7rtWFm3oqJzR1k4qAPT/a5xC1bqe+zH6cD2WWWrGZ4CAWFCDG6/7Ksjtt9mX0gx8fIXfAohLLycdZCJbRe36szBfvs4DztF6QloFgwId6bm+KodTOR29uCUm+aFgDuW/SATac39KIbsWOm3ZtM7g7m+1wU5LxfLI3N1bmADPB2neRpmRXghlEBk6iBTS360YCzakL9OoxDrb8pB43MS6cKIJuwTbODBDSGrioSqnkv8wKaRo3ui7QSde5zRfNnroqCXPCDgri5Nmw8NA7N1WEMfbmJSHuL6BdLpfQIOWmxaIC7nG43tX0/dlo9GDQGy2XXdEph8zV2GlDA+hqAdAWwzU9UJotEZ2o55cCqxFxlmjAm2T0WK0YKWE444WJgyZglz6iAWqKe4g//IGN4syhI3pplNEXTo6osTmwOJwkMSAJ/dVtnF/B7AncX9nuhvRegSSTV91aZZqE2vxPLxh+53l4KqUlbOkkNtcpJgJq5DjLLHJGOEfwygjJh9wVh+kow3ApufjSjBEI4FZQhQOIAngv+8DdGlGcJPOWqodwyzF7UDjTmyJtal1tQ1Si5fu6DQO4CUNbNXZ/nbDLUikvtN9dmKhgTkn2WTEDU6HuIBrwFluurRTrKEEBTAO6gldj93B9OVYZUzeSt3vKSoLw3pWNoaZQV7DSPnLxQRpAWIPK50LcV2Jkgx6NFu4f+xCvrZIZc7ao43wsj42rfGDMMoNj24S1GHYMfwn4H2u8b8BODQtZ9X183N4Cb8XluJr5ejHacOSt2eaFhYBUtFi+H59s4eC0J+58c8Oq7Nj8DaWFdB04AOke6J54F0meiA0CfMyhPhPmacZ0LymhZMYS1DMhE3zxrFSG2Ir7CZH5FAWXu5zrsDsJYppn7Yu/a0smBLsmgmklPVrHdfzdccP+laOCKE/Ds91/h8EvPwHkAP58Qb83tA8tYGwdQUXY7/PilTrsSgxIBs0r6l+a72nsBmn2rNSlFH24RghdtGcbUmavNf5jmADkF0MzgAyOcgHhHiPfA9EqsaKtW7hnuihUc0LdjOOb2VhRBnoIWMdgHhFPR6VOPCR/+7oTTByNu/3ICv5hRijLFtSnvjJkMsMRSMqljgb17S2qA5xLO+PzlpXAFfKCx3rau1P5jKEiZq0nuffl2IRgFyYT5NFSQ1aKt6uuaP4iYvlpANpWFV2Kvfoolrc3zfierHZb21wGPNY8cp1MLonQBlMrE3KxnghbOcL8sN8ZHBOz36hv1AFG//3HQsRvLIHcz2DHV4QYGdjsFPp+h0segaV2AT91hledpGusc7RRsCoqTzXvEBVWk389wCZgPt3cDoKkIbKqNKnGqBYwZIgny+g3CNCL86hWWPSvTcly3LsJcQJn1yfZut3hACjYkaur2msmz0ICxO9rpdv10vJSpmwyNUHrrygDYJ27bjqGvdAScr+NFPHpFwJng3nygpz93o4qBkUFJn+EyjRg/vVOAFNGX55JQfvq5KjSur/RFakFICutn6m3tvQNNN5udEUli8KuIeEcYXpFlPwjG14L9F1nfKkFAaYFEAi0F6Soi7wN4NibB5lTxcy4wcXB/EbqpHRYDMvPtlci4+jxDOGD8MiC/gL4yYWzNL3D1f679jM1t0MCzlznp7+tUyBYQIowxIfUTpEkL8PQuhxhKNcEdMJuro2AIyuZBApobY4tDxkJA3lnBAyY1zQENAOVS/UJwPyGNWNHqrS6x/2tpkzBz9mwucaDKhLAskGFAP92sM9k626MDcPQ8eCtSvJ8UDEsBouW8e6DJTTOyqvIx6Lbz1EXi9+04hqjuA3dB+L6Z1f9aCshcFGLTctB+DzkcIEtSd8LSseVOh6qnRZqPFmhMNUZNDDC3QZ1cjkiLPgdGOAnma3/RKwClHWFkqqa7RLuXBCirHHX1WzpQhld3AL3Q6us9Y7QgS4laUd1lPWUQ3H0r6PTPHSstb5mOpT57gpXovi8MDKBF2711QSlK6g6o54/1uMMMLNcB4+tUnadlClrx6WYEf1Uw/8VvYfzky/+funeJtSXbroTGnGutiNj77HPO/WW+zPfx87Nlu8q2SoVxiSohuSzoQNGoFkI0EEJIRaOQQAIJhKCLaCGgg2SJBiWVhJCKv2hQKpUFNCgoCmNjP1x+n7L9njNffm7ee89n74hYa00ac84Va59782VaKqHrkDLPufvsHRE7PiPmHHPMMRUw/fz69fx5PPKPWd4O0LwLGP72NXYfVxx+cLILpepJTIIyAmRzTSCCvNf5y5Qr8iGdzzPew06wP6lU+hFPRX+3sQ28FPCLW8jdERQY5Rvv4tVPX+DufcZ6ATz5dsH0fG03r/etlkHpgDj0prbS0ueN36zIOSCl0gowTkMACnpnhR0SvUZIELmiPPi785MEmH/mRjj1UeVaQnNO0nUA4eFoDkuB0pCR19DaKiUCyzWBM2P/A2ulDEFrAb0208GoT2n8Sd2/1mk4iQiIZvNmYnSKAbJqVCbLouLw3U4BhgPQuarLPJstXN08NvsqfgwNMCXFloKBtJilhrb6NzFZEbnHZ1/Qsqq/xKDi9qXTlwK6Pf+9gbIBIglArODuHU7YHgg+Z/1s6SdfAgqYXsiKtu4YgaIRNp0W8FIRZ0Yet04fvwfCLKhPgWZSHIBQ0PhFAFtHDRMkRdQgNtIWmpG5uTAA70WvScAg6xgC4i2wXHfXVD33s6RM1sPufz9Px2tAm46hc4S29eiDwO6j5qep+6XOSAKIdiVRAeJ90X8vFXkf4HOQTu9MyN/4BvYfLqhXe9Q/mME+757NJd80w2fUzBcsbwVoxnvBk2/PqJGwXKXX0gphAD6nmMj4CY06w1HHAPCcwS/vIRcT1sc7zE8S7n5Ch8Hfvy8oFwESK2gqiCNhNwnGNIJpQBXCFG8x0A0GAGtlfFbfw1f+bkG4z4BxnOnIOlYUfr/Q63w+dXPHTQMqtHGTwHnEmULBWkL7XBVCqawRY9lW3kehD+3k/L1evApcW2Tq5sUpFM0CuUKyRpvTsGImwXwatqC7AuOrAqoCXtQ3s6Wm/sXPosDudS8W+d97gw8vKMW4XayVFDDvO18uqQDM7ac/rr35sHUZESxi200bX+kOTLE7doMWi2RIG8foNIP/7rysj/Do9//h941p+64xgnKGQI8RTaPytQ+c4r390SvprwEoq2zJNazkvqT9fPTjCVIF40dH5IuDjqHNKmQnAcqOkW41I+rvkYd841lRSKQZdQAOpk5IwqLNDWiJVBM6vFKjD541+jzz7nyQip8BZ1cg+tylD4KMSgC2/fAl73XiZU16PaebFRy0S0pIs8lypS5c/NktMCTw9dV2Pt3o+eYWn/6lnwP+2o/Zp255K0ATANLzk4p7mVD2CfPjBGHg5bcClkeC5WkBX2or4fXhhMAVu3FGrozLYcbdOmDOESncI/ItBiFMJBhDxloCRktxqxDmol87WgR2ERdELrhdRxRhPBqPOH0imwN2MUPeCtTrFcmq5yF4NJlbFNgDmkeAmwmHRphD3G6owAKfguvg55Ghp90rwlnU+XApHUD6SI5AghhzA+dt/XbVMRoHeqoaTUgQLNeE45OA4cWAdFK+kWw8w1mxp6XmXZRlgndZ161C7OLubnCYS4QaT7mbFHisbVBOM5oA3I07+kjA5EMAtHPGBemeQgftcAKTFq5qBcYBdYggZpBFyTImUK2a1uei3Gf/PZl1PaVsvK5vvwfdEDblDTOwLBZNe0q+RaeNs+0XEUAKpI0EJgNse3j4s2dIoHEAzyt2H56w/tQOJVF74PEqGJ6fUH9uaOkrCWF8UVFjH83paaMqoHnRPvIHbFWzZTN5T5jJHOLRnIHCaQNkMbE9Nbx1egctDe+X1kkEBenm35lh5h6kKX8QVBj4hy1yBSwKJWA9MIabguVRQjhWsF1XPBdMHyx+44EfXeu1MQ2Qww5/+E89wvG9inBPeI33/THLWwGa64HwnX9zwMXFCYdpBmEDtKf+HgOGfVrB0G6YxEVBMEcwCVIoiFwRqMIcrFrEtXRR2y5qulSF2nZyDZoWFwZTRTLjCl8kkg6fN75w6Gze+hlCAFQ4DkuLK5+pADQSFJRK7eeU9OYrld4IusAGxsFS9/51B81kph2bNnOLUIdYtgg4VoilPaUyOAhq1BG8+aD9xRIIdZ80IHDTisX6xF1KBGjoEWgbx+uLFVIkZ5MfPQgtiLSA8oBPEueaYABjg8mkFVAqaL/bIt4HYnHpXY9ygeynTedYij6YYwQdF62eGlBKItTDTtUDa1Fz5RT1uwadFXXWby91MxjJ9Zy2qAJEA0wbzds0qf3SR+miqX0/WqOl9W54UqXpTuug17O6FimwlZFM8aFUkliklkdq42sBNP9LsQ4jt0tzMG1Jh7EhZybF1bjFE8AzqUu7nEezbxTXr9hQFTi/t6yyLu37aIGHKkFaLyfajrnY3uVH656QbsmoBILYgzweM+ioNI1cXQAfP4e8+xgf/soT3H5dxyHHW7WaG188PDmfv7wVoCkBeOfJK1wNMyoIDMExayThQJAr42o8bQDBBXOJuEyqy8rCGAMQqaKCGkg6V+jgErhiHxcwCW7XEdlAA9DPrhDcraPZaQkQCCUxqMjmjG2FKvVlOH+EOhA7IPo+hO41fx1w3rG03/2np+pD1EjZYroGmGQPCV//WkLjPdu+GC8aTb7kx0QqAYWQrfOIQ0XYFdRTQN4V5EPC/CiCZ63+hhvZUvS+F9tlO26uAWiE2A8QI1bBuhc6SoW4A5OPdHjTYiDpXpp9dZP6dLpqkUpi0ALWkDaneGZIZGCIbZ3ed06BrRhkEaHvM5F+xhyaxMCe1tI4VCq1udVT0e+8AR+hieVj1BbP40nn/nT7oNF7dyyp+0xkTdEDTL5UldaANOCuAyNP1Lwk3fJNBt6c062fvG2i5xU9ibqeEO+A5TG6FLsryND2fpcK5QmYPlW5U75E6x0HDCRNPKA7oel7TUA46vocOxu4PuA9z7w2K9BbKTkItzpGBZZLwnDj7Z6MeF/AuYJPOq+KjhnlyQHP/5mfxfM/I6hDQXrJGF4SDn9UsfvojzG/F28JaMYxtyioRZGd1VkVwkXSL+Zptr8/C59FeUPIiFRxjwFLDShV1zVwxkIakS41ItIGOG07dmJezhOufjRjvR4Qj3pF5L12XxBvuYbzlC4cB4DQRZIAGlj2S58y90v/rtKJ1J1eYpIzUAQ2YOxfj80WbtOtemEpFyOn2B8oJnyPRTPIqFZhyyVjfBHAS0EdInjRinMrjDhIeCrrspyHnpF1i5yUrectkirrlsKmAYSldd5IKeDdpFHe5wErayVfzAGo7YOBuYwuaFY+XK3u7G6+Nz3qYWgA3VydmFH3YeuM8tebB6i0wpik2Lqm4C2YMTZ9KULYXNgf2szZQ7mBrS8u3geAcdRIM0WlEpL2+Yf7DCAhngwcDbhK4nYhuRYydJ075+mtYHmUsP+o4vgVjbhasajbHXImBoAkNHcjts7DM09Lo51bp6kAyAZoXvnx9dbt35xpG7+CLhV34xDClrK390D7IUZ9YAw3FVQE6fkJvOT2kP/kLzzD819A60oKmfDkdwT7Hy0NwMvwJ01ypJF1k8tcxhnHnM6izGjFDS92DJzBFMCQBnZVNHqqRGDSggLZe7OE9rMKISNsKW53JlMo+OTFAY+yFkNq3NK95WDv54pknUJaFD6/qZe88ZIa3fp7xarZmmswSV+vQAqbyXCbMknn1e9auYEiABu8Boydq5J+FmfvK5UwxIohFn2yG1XALFjmgDRkeFAy3AD3XyFc/gEgSYHTNo5W8HHnHecSa9WWRjfHCEELPgCaX6QDi4cWznXGCKxLiyoBaMFk2cIkAawtMm7yJSvwtBPh6a4dVAlBW/6yRYwVBmyKAmJFIwkBkljnikPT1vZepwCY9QEQg8qw5lUjW2bILmoRygfQAZBazoEWVhBqTkph21/YtsydvfG/blJCpEWg60s7mZoNBEtPPb1Od1ptJ4GqRPy+SF36bQuJNL1yGQjxaHRN1DZGKoAkRavGWwYBymYgHE/yesZtQFh7ByKLUsV50nYxA25YXE3v6b3pPbr63wDjVgdp6bqwpv7jq4Lpo5NSK/cz6uWEskt49a0dnv8C2qC2/Yei2u1FVNdZ5Txa+RLLWwGagSqe7e5wsgJNFsbloKJTL86Uohymc5Rz0fGmY8iYS8RqBRROGk2Vyg1MP7q/bIBUhXAYZkSqGEJpgFmhf4tUUe4S1ktL96o0c9fTUwIPW4TqKXQfSfbpsMrzpAVaUhlDLO3hMK/6fQMLou2fp+hVBIk9rSccl9SiYl+fbzexYMnnxaL2N3vwBPPn1J0H/Erp3eIpE2TRDo9wQpN28Yk0WmDWSMcnU3rLpH/3riIsLjZf1s30wt2Juk4coILExOtmWoFat/X2TupBuVTa7dDGBQO6H14h7yI28kjY+FWSCqwVMkTUi0kjN48wzWlIQC2KFgu7SMTG3W48bhsmV+vWYgo02oCGBMk6A0lOJ7XI2036PVyS1DjKrkrvBh6VgcHGHJN1tby6BWJEfv8xjk8tEmbTXFrHCxXtbFsPWrjZ+Es97w287HM1EC5/sODFnx4Q7ww4B9FuHFG+9MxwjBQ83WWJzYezy6Dh4vnaBQR6HO2QeYodlZf06LZFkWwjehnNmLhfeNFe9TZpUlR2xLcngAjLV6/x6c9PuPmWNmxcfR/YfVoR7yp4reAsKJMpDPyWWL98JeitAE2CAiUATEHzjFNJWEtAFsb9avwmV4wx47gmFCEchgVziVr4iRWnnPDx/QVyOY/0lhxwmhNKYQxDxnPe4+6jC3zjWx/jajxh4IyBK04lYR8X0H0wjZkgrBU12Y3lEXHowen8YGsxR38SCZIVYLyA00+yHFM+A7uzn13EuWTjZx+k+g6Eq2lAAwvWHJBiwRAKioFw5KqD4JzGIL05s4nn2SNcApAqwqxtdmozVjU9ZwYig1/dt4iqpcO2uMhbD4RGmzQOpjkMmz+kR1EeHXapbF91B6CgRqSthWbFJsuyzRfqFjXktf/anHNoUcZfI1J+stEKBKxVo0+vHlqnTNPozqum9v43r+rPn8OFmTyKnKf0tkiXTPnCpJFl+7dVyzkA62z8bAZFbrSDXF1gvRoQT6J2cEWM21Rhuw4L6zhAr6KbuJ2wgZfqIQnzY9OTdlFgi+i4R0P/jE6+LELbxMk+na/dtoynbPyq851iAbUXrRp4nW9L16cg6SBOojRBJQHMEu7jPzPhaSCcniV89nNW97gh7H8kOPyw2IOPUGLQU73Usyi5/olLz7FVubMwIlXMJeK4Jnx6c4FiusL1mPRBPBTUzHj5uxPA+mQMJ8J6JQjfugX/35c4vVcghwwK23zxugRkrhiGAj4xiqX6+7giccFFYOToSQAAIABJREFUXHCXBwwv7YIjoAbWAxwD1ottoJtgAzmvhAPnGVfqqt8Pxer6XsEQS4suYetcDUhTyO1zo1XYvaBFXdV8iAWBBMc1YhrWs230oF6E9DoUjRyZBAgV6xIRxwXzoE9vrcICZSLwwoirp5rVOoTKBmq9hMaAolnDQSPO5p4uYt1GaJ/1ziMA2g45jTirTBebR+7HJ2yDx+yAaeRnxRiJDJqLFVMqSEwutnYgLAJJXn0mIIVtP8r5OQIAGaJ+3otPVvxyLaREfXiQ0LlY3WVUtapofVlVF+gdQsAGlKVaqmopei8AJvPZfHKN9dkedWTknYJFHghZky7Eo/8UzI/8s/qfsBZu2ncy4OIsuPj9W/zol68QFmhnkH/OF2W6tio36XETcu5xcyVqka37unTr6OeQC2+gSpW27alAAnUwmkDQilJeJJKglXudPKD7WhPw6S+OOL2jOxDuCZd/qG3Tmv7T2RA61Xz7Nun8+37B8naAJgFDKFvrHwhPpzv8vf/j53D9u8DNt4D1IEiL8RrWCeCzi3klteyvhOV7B6zvVMQ7xrrXIWJFAE5qaLE+n5Avsuq/hFp6vtaAU4m4TidMH9M27a+qxq0mgiSrNIdqHOwWGfaC9iUH5Q5xDloPRen+GoeyFXu6dNrPY7L2SABnjkW+BC+CdbymPxACnQvmCVDT4rDtD1n3kn6QsB6A6VNNi8rIABKG535HBuU0R7VVIx+560DgrYAe8Xnk6L8DGokta4sg4bODdGfOnjxkhSDyuT/AVj03fhFD0tSauRVvJCo4VtdwSt2AM22A1E6JR5lh23ajXwM1XpSsNRddBd12Sgtl60Y/IEZAVtDhAnJ/VMPkZm9Hbb/ae2uBt3xC7MFUCrCbUJ5dYn424fgstpk+ErpUN5ClzYSw6LlrMh5S6dDZYt87TwS+14j5rDZZ0U2cVIf3OkoTuPu0yWakYXxnP1r3YbdS37nn4Hr2d7bI0cHR76/uff4fos0OWjT6RASWnYBnwu4jwXBTERb1htXjREDUhwQVoEysms61ouxCo9m/zPJ2gKYoGBzSjJNJje7zAF6A22/qxRDv1WklLIS8U3fq4qbgx62dbHhFkDvC8f2MuMt60Vg/exgqMCpAFQauhhmPR+1G8ar9RZwNkLXziGR7kuadYB9r16ZoKXgHnsAGXiLUqIKHaTyApkf1QtdssiFfinGwzoH60lfqi70eTRPa96gHS8u9Eh8c3FkBzotqADANK05B09J4QnOzqaMVGu5OrS1RRd7mErNU86X0IlHeJEdv6gwCNmCs0swpml7TO4JMrnSm46w6aM3F8cp92iVMpBV+5wRFUHdJ5+lYMQhr1ujQq+h9O6S7F7H6FyAYMDNAx9WkTVUfGD1vWiqkA3mJwagcUv41pTamQ45HrdKPfE4F9OsLDJlNekQMenSN/OwS8zsT7t6NKFMXNVlUpm7mCgZUBcOrFVQNfO3vXuXrR0JoJkXqQenA1CvKLHos0yYql6idXMNtxbq3Sj0pwDZus19/xLnO09bbeuEJEDOL0eFpymf6GI82z2cl9O2VHinXpPenz2efPgWGWzFDEu1e0p75LXtEAtK9IH12AiKjDtyfgi9c3grQZFLtpIrGM5YSwRAsTyr4yFs71WLgaFIE+foRdWWUm4j5iZ64q+8y7r+ioXctGmlSEJSbhHC5qpdlYdD1gjHmBjpzjRg4YxdWi1rQ+tfzRUBYBCRkRU7lFh9GmJ4uO4eJBxHhm86L95oDwNjJrJpioANGYIsqHWwdCH1fnDsFNtBNBrqBa2vZFGzgziy4ux9BK4Eeragp6fFlAJWU173agW9O/Y4rQHi66hGorlCryrd3m6P6w7EPIQC1G6jmxR8XeKdBpTfbRaLONO4GHxgyDq0LyYtAkqwSXqUNIPOfvh5JvPXSu2h+s56CjBbRFjVxQTKplZuVVIFMBtxz3mROsGumGy6HCtDFXi3sLkwR4K2ebc5Rlyr650oFHXaoV3scv7rDumOU0XlbtA4cp7j1dUEZ2Zy6CMVMOOIRD4wx7KcAXATzuzsMLw30/NkV7Q1CTbrkfKIWeiyatYwP2ICwATBDd7DStv26/a2MYhzsZiAiRrf1IM7dZeBjd5vm1IpF4US4/H3tkS8DoSS0Ge1s8831GGswdP0bnzYvguG44vZnu0b6L1jeCtDU60Q26U/I+PR0cfaecALKTlB3Ar5nLM8KDhcnEIC7NKHcJOx+XyuK4wvCesWgoE/FehfbmSyFUeaA6bBodFnV4CKy8oITr8i77cISJnORMUC0qzQXRoqblMjTbADnHKX93DqPtr/5a28a2+FV7xQKpASkB5Gqg2rPmQKmE7UiEEGBM9rP3o2LYkUMG596eTjis+cTQMB6AUxH//7A/Chhf7dunUAP+8/9d5vg6KYWrQjk7kIxbvzcWloaLq6xBLZ0VSrEuoy8hVLWFZgGdTA68/RUoKPis42Uu91MWxhULcqEXgrVBO8kot4Ay/nxbV+N9Ti6WB6AAl2Rcycmr7h7iu4PA//uYQ+563rse3d499/0SZb+/fcT8uMdaiSsF9piTEVaPutRYQ9SGnFKA5aWpnN/TW9/EwLCXPvZgOBMKObSXkZB6OdfZX1fHlW3zCuhBGmBTQ+MDpjAFlWSc5Zp02HqG3wD276dRRl9BBteT/njSc1m1CR5A1eNRhU441EfhO/8n3egmzvjzwX337rCuv/yoeaXLxn9/7D0ess5R3UzYeVRJOqX94sAhxVTytgNKx5f34EWwvBKL/JwUhdyT8vT1faoIii/edjNpuUERs5IVBGp4hBOWA92Aa5b6rVc6BPXJUVsleuHBhqecqeOk+yXaBZtDpg9WPYp+MNlteKPv4+79z8s9vSR6WjtnkPQKr49bBFixRQz9knztl3K8CFYy9NyNslQowrZuDqmlqq/5g3p6aaNnjhzXO9zIEs/QVYdPxs+ppEYTePWCRSjtk8aMMsQUacB9WJE3auWUVKnfexSZj4t2hYZA+rFaPwfWVqpxiQAIIE3yZLNXYdAWy+7rqK27lo3MO3G9srOvrNHlCZpopS2HvqHo3t9REPOAKvb0/LVK5yeDlh3VjVhtBnmNem/887TbDQtZhm4cZ5t7ETdgOvMETEof28KvnNPy3jOwXu02AAJW/Gp8ZUPnz1vmGCg7+u+v1Xf5U2AWfvi1KYhbTZ29r68A+bHwHohWA9AmdSRzL9XGbST6fHfXxC++0Pl5EXw8s++gxc/HTFff3kofCtAU0yUPnBGBeHlssNHLw6IrwLCvZLQeqKU76ACrYpzRbT53+mGcXqqF5ME4PL7AD4aIYsRLUlQM6EWQjUvyUOaEbngMp1wmU5IXHDJJ4TZLzIyXkaryXUQjCYhSqG2lNzPXR9VOrB5T7wDnn+mCjUg9OV1+ZLqTYegUbD/u3//a7Zv9l/PV0Y7TokLdmlt0ysBNB41V9ZuoMyQqClOW2eBjhHoOoCEeZvgF8MGorpj+jMX86pkSC6Q7JE5bQAsFSICHsetCl/KZnQ8jqDdTt2DYoAMUcGRNM22CwgSuaVjOubAXosbmFEu4OMKIUKYi/Gb1NZHAnCunf6RwGtp6zkvIJko3psfvBXzwWiPttTaRdMP/ubRdSnAbCOPQ8DxWcJyYE2zrXDigOkpcTxaSrsz4CyC/Xefq5t77tJYwVmk6YBDVRDvMp7+P6UBYosYPbqz/9Wx6nbJUnM5T8fhf3JgRbc9/3fdflLu7u0HRaFtw9tnfEIlr+cGG5y390pQsKeCVmyiCqRb4Olvr5i+9wlovwdywat/9Kt4+S1WTemXd4Z7O0CTSLCPS4v2qhDWuwHN+r6TStRJT1y9TTgtCcc14rPfegYJwHpVcXpHUAY1AZGk6cF6PwDZIs9PR8SPE45LQhXGIS4IqBg5gyG4qZOBpqVfJq0oO4JcbOl460zqeEgADcQBnEV8/dIXcn7cUoyHfNPibkb+uxd9HCDHsBl0BKqN+ghUUTNvVXrSVtApZsDnTpMg3Yn/qjfRZFfVQ99BbyH0TiGPPv0/QAsgLe02CZEDjXGYsixNWiRlS93pYg/ZjZBpRL3aQVJAHU1XGBl1UOCqUd3TqxV4RJ8cus1lbbpNCQQ+2Tz1Ii2yrCmg+nqs7VL5O02zJYWNMx2TAnQgK7QE6yqy9NppB+ttFx8J8hqQKq/Z2kRDAE2TVsvff4I8MfIE5Avt2qnmmt5SWI/K4BGmpfC5IMxb+l4H2irW2N7vkZ1ERjx2xR5Lt6kHRpMGeXoc5/Pr8rXRFc5l5vN7oG+5dIDlskXJbV11e+0sejWwrwaOPdjWpAUg13q6oB8EHD6ouPjNH+o1sCy4+eWv4+brAcnmAvG5Uu/HLm8Fp8kQjFyQOmNdugtIt4z0Soc5VdMQhlstDMVXAfU90nHI7y2IY9YI8pMBp2dAuayQXQEKgV9Fe0oHffoKcDrpze/AdiwJd2XAh/M1pk82Ur8GQlhFeU6bq5PNaq5vn3yowXSHIwBN7tO+LwlWOXc0OjcOtgjVq9/WP+8R6lmLZpemOzfqfGf/WgUhUcXtMoJtTMcurs3EowohPZp1PMf9NgdbANBAKBcDgsg2AsPNf71q7mNq1wy52Kk7+phMTC2WjpNqMQGtKuesD8Vx3ITc07T5SUYFHJkSymFUjrIK6i6i7JOlaARhHU2iOjBC2WvqxbmC75fmsyk7c3O3/nONkrRV1vlPyl36LTYryavvgSAIKkFa6qbp9P7xPrV1HaePCYlB+T03MWlvdMrD7O9SxPr+I8xPxs0/UrbokjIABthAsUzaWy4+C1wE6/uPmkFGHc+jNy5ASTgbyFZGxvjZguXaLO4EW6siukh1Jqt0E5aDjttId8B6jTO9ZgNQB84eDHEeDdrdsxV4uhhE1QAP3Nw9jRdsLZ1WtOVFBfk1CShs8qd3fmPF/rd+qNfTaQYxY3iV8eR3CoaXi3YSMeM38eWWtwI0fTmWBIaCxOX3dZA7Vb0oymIpYYGe1CiYl4j95QIeignggfLIIqYkmoYurIPoWW2g4r1yWTlUPBtvz3jEy3jCj+YrlTIJ4DNTatRiUBo1QolddPl5PpdeGHoImL70ESmwpdPhARD7eryA1BuZsBkY+2fc0cnXLUJnwN7AFcA4dCYpLFgNkMXtuBoxT1uBpUK5wWlQYPHIKdsda9GU7AZtUyyljeaVaQQtqwmaFWgJ0Iq594qnqJGfbGAjKaAcRpTJokvWim8ZWAsYwXg569py31NezKl/zmf72kTtFk3WYOoML7J4lBgIQsYNmkmHBLUNRK4qW0rYKvOk1xgKXnducpmWMGrveGQ8JhHpILhaIRc7LNeDGsR4VToLyqTXrcQNOIEuErT7wo+fpqV6PFqrYxddbsbAgjoy+NMTgB3CSYs/VMwl3b6WnrftlK8X1AattVQYG43mVIK3bpLdT62i7hei4Lzd04tUDNBqfe9C7fs2700/tKKqmjIJ/NZwUNUiF7D7u98DpkkBM0bIfsL8OCG9cpeTem779wXLWwOaLjR31510o2xwHYB4D6ASyglYrwRlVAAchoy7edCRt5/twI8WIOqskDLbGIehIiwB08esxgVGIo+7GdmUwUcJ2PGCkTO+M7+zTcArOoRt3THWC8Hlbm5AM8Z8xi9+3tKL0ns3JnSvAziLOgG1qcvgFjVG3lJsN1EOXlSyDirXY/ZGJ+4Ildi8Rrnq8+ABdVAqo3az2qkr7OggLeu99nQc0CjTBqzJ8aj6SXMcXx9PavRBhHDKxjcOoLIHHW2MiEmHQIQ6JtQpgkQQnt/pa/sB69XYzCUAqEs3qrpyT6FFKHlg8KoRIZulG611A+RxQD1MJl0rqDFBBjZuz8TrQcMYfw+xgVC1VN0Rw7qN+GS60E4QfyZdahGoPSRKVROTsRt2451VuQDXBzVKFiAeK06P1f+gTBsoUbZocdiABtCIshSV05Rd1NR81qpyjQpMzaCrPRA9Uifw3QmgqzPOEUBzT9qui43nDydBvLeIsW5a6SZ4Z7EHSR/qehaHJkV6jTZwgLcKvhcovR/dU/RNliQWNZ+D8e4jwXv/y3PQ5QFye9/Oy/3PPMX4fMX8JGH8+H6bB/Ull7eC02RSh/XICgDfOHyG+bEaDqRXOk1yfKF8xfCSsP8hY31Scftyh5sfHVAKIz456axmAMGdfDKBjgHDC2pEr/fhxlAx8oqRV1yE2VLmgM9Ou+abKUEvfC5yZlvlRZk3tUX2wBjpHBh7oOrf25t/rCW0z0WqGFhNRfyBUkENLPvFO4X6JbJ+3mkPd5GXSjb+YjPGTaEgpgIphHD0q18vao1W1OhCDmYAHEMbI6EHS3SomLmu14FR9hHrVcTp2YT1aoAE5SDL9YR8PSE/O6AeJpSrCeVq0Cp2FdSrHcrliHwYjL+y/Uga+dWBUXasXVrBxoms1vnhEbGYfZv3h5sTE5hQp6ifi9RuvDp2RR7rbvLuIpUl4UzvqYUgMp1qd9yd3/VimPtu+pC28wvm7J90dwTPK8KpNFF2Lzb3B34rWvTRmRUzVCJHG3do73HwO6ue22fzjlEvJwUeT8tJQUoBUs7kRB7Vjjd2ffsImD7AFmhHUceLvnHpKQ3jKv3zZxFlmzlE4IXa9yLrSmrtmFBOc7iBAuZx3gDzyTWQM+J9Qfj1v4ebrwXQWlCneO4T+wXLWxFpMgku4wkv1h1u8ojrdEQZtTJYE2F+DOw+tqfJACyPBeGOkTkCUWeE6+hfRp61W4Vvo9rYi5K8vOpn86SR6+U4N6BykLsMJ/zo42u8P3tPsbZPhkUgSYeW7Ye1pb8POcmHUWPFuTQIwBnf2L/Xf+dQ0IuVGJsnZrCrPdd4Bs4OpG9akqX2XrAiEtRTwPg0t30JwSRSrPPGqSiPCxg9MlcbbBcgu6Rc4e1JU+8YFSgB+FiKvEtYLhXUalRA4yxYLwKita7xYn6WQ0BN3FxmvJ/bCzsu+al9102g1uHRPnPGJ9rfqmhqPA6o+0HdzjtLuHbDiqJEi06BrajUNmIuSe399iuzRppFOffGX3qxq51IBk6zFn68X5+sEBag2k8E5YSZkCf97rxuxSoVchsIBQBWNXawqtE0l7xFfQDOhe0dbjsQCgPh+a1GmrYdNfqQBlRlEruHzMItQOcRvcuazjtN4FFmND6zUDMmfi1Ecx1nH2n2aT50e/pAkNadJPDrknD1PcH9+0oXSNCMhBfg+nsZdH8CjidQYNSvPFFtbYy4/fqAJz/zU4j3gvx4D55zM5v+MstbAZpNb0iCi7BgqVGNUwWqudoJju9q++T6yC7qCyNSCjUpz+FwwqsPLzH9kWo8w1ElDcu1rivdoqVz7vi+61wMEhW88zdHcKmbAS2A+ZIh+7XpKxvX+AB0zwT63TJwaS5OHkU+nN2z1tBc5wPV18Tw/u+5RIvKt+FpRRhj2PKo3tRjLhEXcQFTRZZw1rXUr78KaacUi/LF14TpeTX5DrBeJvAaEG8WBa2DCuDCy9ttbMWQIPsJ6/WAMhCyCYapApWUk6tZzTUc2OKdTQY95pbm+gUc5qIzrMNmRFs7KZSQ8n0PXXZAUG/MVaO+erVT7rBUCNlgPlKwLWNo7X/hpMUsB24Ebalsxhxm/OHFMACgUiBha+V08xDy1lH30/TZSX1EY0pvmWctAu0mzD/xGC9+ekC6Fyv+UAMxPTZoVXOfKc7L1lK8HgLSXdHuodhNqwwaODwEUIH9e83qJAQ61xfLFi1CCBIryiBYLxllNFellZqms2VkAhAsNSdLobOu/aGms5ccnZ1DkyOJ67PdJQnqP3H5B4LDDxdcfydjvUo6ttj46cNv/LBF+fW9p6Dbo86Juj5AiPDyz76Dw4d5U1j8MZa3AjQJotwbBC9XvRkpA8ON4O6KsDytkKSTJCGAVMLh0RFMWgxiVjPdm1c7pBdq61YjQIMVLAdBmAllBPJBEE/URl5MvGIVNTMuwnj87Rvc/NRhM6uxp3HcZYwpnwEm8CBS7I1TQWf/jlQbcD58T7HvTiQIkAaIQyeC7yNW14EWYQSqGMPmZl8qn7m+BwPiU1aFcOAKMHA5zN1ANuBuSWpoXAIkCeL9VjBwSqNGGwUhQLmI4LWCnlyCX94ZnxlQDjsslxol+rHLEykIhO3m1XMsgIiC5pK3WdRXOz32QSvjDcTsulDOSsC2b+06KppCS18h34+oQ9j8EknBhDr/RAddfb3b1kOPRYtct64dUdG7dwf5IDqnBHqHaRHIvGiffltfaVMqdRgc6whaAE1XKQJYVN2PtqC6RZ0OmC5kByxLC1DAtZTcwenhSImS/NgaQAsAtugxSGthbsWjQlgv9eHiqTplan3hZwDIyk22yj/w5nzdUv+Huk9YoamvymuUCUyfFeR9wA9/dQCEMH4GvPt37zH8g4813c4F2O/UN2FIyFcTeMkYbmvLVOoYwGsBnb48p/l2gCYpEMxVjToAM8GdyA64EsocK/b7uVWFV5PLLHNCfT5g+IxbekBFIybtk7ULakR7gnmEudpdt0pAooL1Wq9ArUIqUMyPCeO0vhEofekB0v0wH84tj92VqhMjz29K9730bbgcaAgFkQoyAhKXBto+S8iXatIiABh5Kwb5IDjfLsXajp9HzlPKmFNBXnWb7F0XDEAInIulRxHhlFskXqcECVfg+xkyJUhirHs+6zDhrMeRsw6z0ujIwHKt55HbaQYHVv40aFGkmht5OBY9r8lS/4FNOwktSOQKdpcjJu0h9/10EGXapowCrRqvw7jQ3tP2x0fhOp8pooPUXEjfD1WznvHm9u7if3dxqrWN8G2D0nzUxuUB9WKCsAYLum6gjptT+sO2Qs7dQ8P+zlmdqXhROVK8B2Toz2W3iu4ZvnzrXcSTcZijNHekdkzswUkrt30rI2/0AJvCTrbzrp+z79IMOWyDbMfc32sRpAN8A+gHFITv95PfzQABP/gnGNPHqhDgDMSbGU0zzIT1/UeIH71CHZNy3ETY/eiE9WrQa9KmEsiue5h9wfJWgKYv0Sq8/+8H72IfgPVya4NCEETr9R5ixmlJymPmgPR7O9QgWA8CiRXhxF0FHMYwA7CnXd7BdItFgdJGYNzXAfFuBZ4m63wAwipYL4HRWiPflIKPMWPO8by7x4s5XZrdOxr1S/9av24HOoagikajfVrdV+bF9JtvsINsUe7DaLe1rVZNyYgEdQnbxQs0aQ6ANkeFVzbLOCBapFivdpBAWA9JK6LeZUHGtS1WjKgKUjUR4m3ZJjkCLb2l0wLkgnA/Q+gAnjWl1jRR02xeCNUAviayinNRHjqwAnvWm8Q7h3gu7Yu19LvCes9NmN9u+q4gYjOBmmOSR5VeFTe5SpuhZB6abdIlaUTtjk5thjugr9n78mFAmAWOVMKMMlIDzD6tfSgh8lG5NcAs0fQ6R/f3hwJuLzRRBU7PBgwv1XegjlA+kqVdjWTjcmVS7XOZAvJELT13J6Q2srdQB5h+zLuLs2uj7Hvhe22oS5rewHiBF+vmGjYek4qoSTYA5IxXf/6bSDcZkQg8r6icTPaknHi8K+0aea1I92OWtwI0CYJEBZUIA2esNyOWK2B+WlGnqgdtYdQd4f5uUn3i0Up2pwC5EJRDUTlEENSiJgO0AlxIXVIEwAqwEPLBog8h3JcBySrML/MOZYqWCtgQegHyoWKEgkribY6Pg+Tn9Yz34PgQKN/0vj5qHLi8luID52l+P1MdcLH7BtKNd4V3L2XUZWoXrM9UmueEeTTROQtkUB3ilg5pdKepFmG9jKgDgRcB7tB6uYUI+WKTAbWBZnyeXqEKiLW7hkoFCsz/MmzRmV3E4Wh3eq6QnZ5zPuWtpTEob+2pfg0BXGoDQbGuHS8ASdwiTVo1MpXE241DOOOzeTGes7eYy0XF/f2NVurWVgqgje0IYeMxbW4SNaemrVdeUkQdAyiry30dzMPVUmzXQvpxbO2RQHMfCos6qkOAdCNYLmkDIi/USEe7dOn6+NmK459jxDvTaVrlXKKAFz6XDhkQl6RRMGdgMdBUcJUzgPQUv9/nBogAemMPwnlUScXX59ei/jc/CrrvNosj3Qmuv6f+AgQgf+0JTo8ZYWHIkPTaEYFYWs5L3da55LNs54uWtwY0ex0j7zLmP5U1kqgApQpZGSUHyKcj+EjYvyTMzyrKvqI8WfVEDgVyjKg7PTvDPZuziXYVgYC8F9SvnXCdjm37HnF+d34HN9+w8b2i/cvhVFEHxmGaW+tib+cGAFNY38hZAm/QX/6YtsiHANkXmXx5uA3vvweASEUj0q6Q5Os+5YQqpAUj1rbVgTM+WK9QV0YMBZxN21qpGUNABGVixHvTd0btwqKMzf2azS19DK3dT+UvaGlTWHWYlfYwayagFmYADbGlnsF7y5vRBQAG+HZWec+ytjSLvUo9pNZjzscMGbW1skmGalcEyvqdwqK0gERGde9JaLrNp1WvO+9/B3SbDoo+xkIEcn9s0yYpxa2/3M2GY9TXvSW3lJZly/GoHOeofw/3WUfwVmCNQc04nAvsIs0z0wznK0m1m/MlY3pZEFYfUGZA0wm/vRVTo34F3eO7Ay5+SDg9Vf5Sgj1ATJfJvdaStJq9XGn75ZkDURJ4U8iWim8R8WuGHkBrtdyyG2x94w+tWO3zL3+K8fjvV3z9fyL88FcrnvyuYPy/vge8+xTre5f44a9eYPpUkHembnCbQN+lLG1ENYqc+Qp80fJWgCZgFV87+PUuYng0Yy0MyYyQKnJh1NuE/Y94C9crgRbWlEHUiINOjHinN+VwA8Q7QViAfK89vBIIp/uI1J2NVQJONeHVOmF6UfQJb4dXAiHccbNmc8B0fjIL41TS2fcA3gx4/d/9Pf6aA2YWMy6xdNqXHiy94j2EgimsZwUioDQe018bOCOzUgAv5wkctPB2PZzw0f0lIDrkrXUMXWTEk1bRjsDRAAAgAElEQVQEhAkVll5mQCa7aQOBs0cyou2Lu9i6p1rfsGXEeXQQ5uaaJAwzwtDUP94XFJM0+aRHmpXHlItJo7B5bZo6WnSshogo1xZYvS9Pxmsms4sjM/BIGk3yWhstoJGdhlxURIX3taq+z6ZOgklt3XoPTK+OJwNFn33kr4cNiHE8mVeoXVN398pzpmSfT6iDcm5SCPkyYN2dG0mUCRtAGnXkRRjoYUWNRj3d2Thb0W6n5aA1gqbV7J67Nejr6abg+q7g+G7aerqNKTjXX1JLt/NeC07xCLRZQp38yQ12UPXP+hDdKBCQNPNi4BxUW8Hv4WLhchkFN19nPPpexuX3Ai6/80IdtV7e4IO//C6GGyDvCfQx2iRSEoEUe9gLUKYArARaw5+8SBNAA7HrdMLwSUR65x7Lq1Ft7YXALyLi0VvkVHM5faKP2vidEXUATk8F6XY7KeNnotILPykFcBuqKnR2UhIVfHBzhckiLOdYxCq+RIJIFZOJ8L2biEm0SGOMvIvQH1bV32QU5xKjh4CZu5LwmyRMvt1DnHGZTqjCyMKtU6hfBrtTIldcBFUMyIOnvRSyIW9R+3lzaK1vQsoZ5ouA8bMVuAXWS/17r5WsSdOlGuksrfcb3dNGFYXDPt9NeARUIhMDCsXWkcSsfCOtZesg6mabI/BmwVatN55N22hVdLZun77LyWec05LB1SRmZqhMWbdFi0BubhuwiW1Dv7CY3tK3/4ab7sEQNUpJZ7nbuA+EADy+Rr2YUC4GlF3UsbKiLlPrnqxPe4su2+wdwyhUQLzTDcB6SaCP7GuSg5f9u9uds8iTgeVaNbRh1uKT6yLVf0CA1SZAWqosk2UgR5186dy1F6feVCCnLr3vu5LO34RWNPKRvj2o6k+VOC2PBOue8fS3Z+UyxwGvful91KDcLGcg3petmGWu/q9pMplB5UHr049Z3hrQdH3iyBnL44Llsx34NphWK2J4peYdvAIgBUTy8J2A5YowPrdhU3tgeKnpSpj1xIdFL779h4LTN7bterfMXCNu7kfQtV4I0drxjk8Gm/+sS2zVay/CBFQDOwANTH1x0Ptc8OteZ5Iz8F1qODMaPvscqXFyooq7rnWiglrBaQrqRJ9rwEkIF3HGkiMoyBtpgt2w4g4waVd3YVmBIe8D2MTTZQCS2a9V6DnIu6BpJHcA1a2Dz6rW5gifVPzeZvvQdmPRqkJ46otFwJYmlwKkCc1BqFYgpq14VbexxT5vnJeiFfVcVUtpvfVnkyWXVQ2PAfhkTHFjYUBBL9kcJKcRugmaHmW2IXDmgETMwPGoPOc+tv2SFLRjihSw8qgu7X0hrQeOxmkaOJH1lrNzlaTKE/2+1qlat8/0C3Uperwr4Bytat5JiICmRPFmdD7quU5HwWyH6qya7x/tpUTt3G/UwUOuU0g/Q1mlgg1EsdE9vt8A8PKnGY/+m28D770LMGO+ZAw3up54FKTbvDUfACj7AetlRJlYOXkAcpGQjv8Q2yiJ6BtE9LeJ6NtE9NtE9K/Z60+I6G8S0e/Zz8f2OhHRf0JE3yGi3ySiX/rinRDsecEfHJ+ggjB9FBFeRIyfMMKJGidyeiaoA8z9BBhfVqT7ingSTJ9WjJ9pu2WYdc7x+FKQrDeWispS9h9XXL5zCwBnrkoAlDM1XSEVAEWwPCLU3da3XYXsP0Z1wXq3nti1PX4eUL5peRiJbmL4TWK0bUOr+C6b2oUV1+loAMltHxMX/Pr3fwb/3LO/g1wZidTXUyo1SkEAvQlIcFwSQIJxt2oXFFPT/WnkoMWxVsW1iABMyPuNl3SZTutbtgJEW8R4xqwXNYmYSF20saCaBlAAt3Tjm+M2a92HsfmsIACun2yGHKQ3CuWqnUD+HhHbZ2jUuGaNKudV/zstDTCJSMd1dAWbFj06BzoMm4NTGkAXF6pZJd7Sc+atjdN8Q+XqAMkZshtQLvR75D2bHZxyyoABZGed9rCS/pBGdwDKE6t5b1+Z1gutRV6b9ZpaAY4f3emYiAeRXTtewKblJAVSXnTOOi1qA0cZTY/ZOFWLiiV6Qch3fvuO/rPxtW/4Xr7UDsynTwT1eNQur2XVopg1PAy3pnpYi0qidhHrIWK9YLz8VsDxacDpqT5kvcj4ZZYvBE1os9a/ISJ/GsCfB/BXiejnAfzbAP6WiPwMgL9l/waAfxrAz9h/fwXAf/pFGxAQTjVh4IxX64QyCMq+4vSVgvCnbiBPFixPCvKFYH4kOH5FO4TWvRUs7Gk13AqmFxWPvlMQT4J4qghzRbA2Pu1hXzHPCYc4n+1D4oJ8jFt3yKw373IN7J4ezwpVuQZELpjiin08n32t5ho/nh9hej3Ki1QwcFaQhFIB+7ggS0B8yIZDec1P5wv85vOv4sPjJZYaEblgqRG/89F7jSf9lZ/8Lv7G819GFcbIWYfBsWpAm9/nHPDibofdsAKZUTK3m8lvtpI0VOCix7IkQt4z1kPEcpV0oh+Z7dikRit6frbP16hRFADluawyHV/NmoLnPrJhLFdJZSS3J/Tz1RGCOi2lqB6WJv2RaYsyJQXUw4CyTwqazicmrVCjKidKuYDurChoaT4NA9r89WkEXV+Brq/UaMMck2iaQIeLVvihlJRTGxKQUgNbGoatX59ZXXYuL3RbTx6B7ufm4am6ZIseZaOWzqIwW1q7YbDWwmi99xEAEa7+gZppA2gu7/45dqcw19GT+nWq/MaiOU+Lu4cdZdIOPKum6yzzqoYidno4k/aCF7QKek39Ss5/Fx97AdtmVJ8Hn7jZOFz4A0HAxeYfAXjvf36O+K1vAkPC/S+8r0XHWQOq8bPczKjBjDoG1JEwXzH+3X/lr+Pmm3rMX/3EoMPzvuTyhem5iHwA4AP7/YaIvg3gawD+MoBftbf95wB+HcC/Za//NVFH2f+NiB4R0fu2njcuRIJ9mHGzTvjg/gryk0fgGCFMWJaINGaslLRRn7S6Nz8WjM+108QPerozg+LoT3hSnZs9rcUkM19/+gL7blrTKkG7gsYCqglsfdcS1N1oH8tZUSZ2wnH9d21TNH+ctMg/+zDd3lJ9Ta2Xsj3LdErm65U9N+P4xScfoAhhLrF1Dd29nJCfBsw1gqkikQ6sU9AHQqh4Mt63SBlBR3i47nPaLQBGFYizXrmtvzm5w7mgJAB7RrTCi/Jx283t6SKABgYwjpTXbniWtV9J1H7vMnETodcpguZkhH1u4FcPu62LCFADERs5UfdDa9OsQ4AEQgkBPGvlujkatYPc8aTuvl4DMA7qCXpaFPBSglTReebHowJpnts65HgE7XZtf1x32hyPAmuK3nUKyTiAc8Vybek66abLYPnsa7wg4GYWrdOmavTmjQRUBen5PVB3+nDKpt8sHS+4PQ83nvn+ZOdDt0GAWgUmfSgRiTUqbPvjfe7aIolWM6BMIM9SrJVyqxHIeUr+ptCN0UYoAds29btoHzyE8OkvPcHuEw1t1wMjrPpAD7M60quWM4FPK8LdihgIh1XwH/17/zy+/uERy1XCxe9+ei4X+4Llj8VpEtFPAvhHAPwdAF9xIBSRD4joXXvb1wD8YfexH9hrZ6BJRH8FGoni0fuqYL9MJ3w/P8FPfuVTfOe77wFCqKvqDWlVg1Gy2crhpGR1WKXNKHdvRapAGaldXDWSZmasv49cWutk4gwWTV37FjNhwnql8qUxluaM7lFmv6g4/fOjy/5v5+2QWlBymZCvix8A9GJXTLOJI41mHw1HPIr3KGAcS8L//tE38fzVHt/46nPrNWfsbJzHXCOOJensc5LWqx5IAEt3IlcgVdSqomrOAvaph93Xaw48ftGbLKZGtDtRb2A5v0nt2NZAKBNjLRE+8TEsFTUQlkdqGE0CIBHKMYLmAdz5HcrVBeo+qUazA1KqFWWnbkrLo6QdRFXPeR0YHAnpVs0Zzjp5TD6ElFq/slxdaFdSZO2Gyl3FPLCm367DZAbWVUXr1oPfItsxNZ628bzenw6oPMqNSYwPdrB08JKumINqae4DoNGCia4nzIJyObZOHdVEmk9qR5W4ZlPcb/Q0G+ABder4SQIQBFLovAgFz8rQHpYE/XsdpAGo73cT2nO3XqD1pW9fBo0HhUW7RPZaL7fKgptvEk7PEoaXgjwRLj4qCLNger6i7CMwF5UW2fHnIhg+OiHdRqACw2eLdmIlBr6HL7V8adAkogOAvwHgXxeRV22eyxve+obXXiP3ROTXAPwaAPzEL17JnhfcrBNyCbhfE9x3Lw4qJndep1oqMrxgNeM48HYzRkYeqWm82MwmEPSA5T0hzBXPpjsUYTAVrDUiUEUAEH4w6QXWkdkyFcSg0aHrIN8EnF586adNAhpF9m2MW2tkfi3i9MjvYfrerzNXBhg4hBk7XlAs70pU8Bff/w4+enKJY0m4XUfcrSOWNLfRxIeo/ebe0jnXgLWyjgLp9o1IsBxY9ar9hS8AzxW8Y5TkY1k1Hea1IkRu6Z2EjbQHcN47bFF/TQwYleSi+HAy/86goO2O6e5WBADlcgJEHZJoSts8oCEi7+NZpbxZyLHegXVg1Mc7jcRiMFf3sHGjpQIpou4Hc3G3WUjmIUqDOc5fXqBc73V20vOX2wC4IWllPXEb3nU24zyahnQtGhEnNSSR4MCGphBpnLEd+/ZAygS4d6T/YAWqvCM7nql1YDXQpe0B55/zijcJgBi38blegDH+VIKAnYu0H3XUIhhnIBwJZa+ptUui/LtsF4F9vELlgjCO06vqVY2Ne9KwFa/sAbA5U+n3ykHMvYwwvNT3nx4xhhvWOVDZHiYpgE8Z8cUMKgXp9oRyOel3DdSynS+zfCnQJKIEBcy/LiL/lb38I0+7ieh9ACZ0wA8AdPVpfB3AH33RNgIqHg1HfPbyAs8e34BOAXwi5HWC7DNwqKCZ9YlHhHwhWC+oiWv7qpqnLH4BaUufnhDKWqFv26WKPS9IlLH/gMClWisbtKqaGVfD3KY5VlHA6ztu2sHsWiad6+y7dx4CqvKk+hldV2kpev8eB2Tf1sAZ//7X/wf8RDy8dhyLVNVVAphlxXdsXsqvffIX8bPTh/jv6y/qnPM84DKdmmlHzgElFL2YSQtowrT5Gxa7eFkfYOVglnkM+CCz2gabwQw+0IZeCWuqxwZmNRJkh+bXqQ86aS5GbMJ5iaxdWrxXIDR39Ra1MSvojME4Ky2mcBEIKc9avWOJ9eaOx6Lc5jgoGJre006EVrrXsgmeiSDLopKmMYAu9qgXPuawNCAl1u4TiGhKX2WbG9TRAZSrUQjbTCJge7C0S8r5PMdcN8/IdN6uaLpKB5+aCDyr01FaBHkgdQ3rlp6vFEuF69OrTS4UNHSker4vmxRPQLJ1fPEKLFbtfmO6/abFrrWe02mKgJ76NK2vO9AD3UdYqYk6AuOrilff1HN2uo+YngMxZ/VLOGY1bllU94tSEe4WYNZJpSH/Q0zPSUPK/wzAt0XkP+z+9N8B+BcB/Af287/tXv9Xiei/APCPAXj54/hMABAQ7uuIuUTUlfHJt59h/5E6redFgFeDGcyKVQ81pSuTXihOnC8HwnCrAlYhQrKbOluqDgE+/At7fN36zideUUA4mdPr8ErTybBI84GkrCd20zsW+7nxkF50cc2lSodUnO6dQm+ad/4QDPu/+eLr7nvTswT8xx//Cv7c4fv4+fEDVCG8khHPywEf5atmQjLXhE/WAwoYv/PZe3iS7tSEWIAnwz0qSEf4ElArqU6TdOJmGVSm1Wv8aiSgCqaPZ8xXO03Ti1IidVTR+lm7JKi5aXNFa/cDtrTQuc1q1AoW/T0dBTwb9cIBPsTMI0IyZyHX3JUpog6M5XLrRw+zWESrEVw+MACNRMfe1cZNlX0AWmAdkwGA8goZkla8WVtFMSQVxa+Wtg8J2I0KqrnoILgUFZBjMIu50gBVkna6IWkPt90EkGAR060WLUkIlZ3akAYSNcqmPXTArApkdTBaagxtqmo8dtnTm+4/tqFs0bI2D0A8DSdRz0/nJd2RnaBieNqulc3piNBMOVjpNd+WXhDnkTKJoM1ID13+D2zjNLrErEZs2acNgjs+ZSzXGqWfHhHColE8r1bgul9Bp1nbgg8+U/6A9PyE8OL28w/Qg+XLRJr/OIB/AcBvEdFv2Gv/DhQs/0si+pcB/AGAf9b+9j8C+EsAvgPgHsC/9EUbcMhgEkzfGa0XVrBca06RLzTNDjbHnIoWg8JRtVhloPYkmq/0qSoEYLXe2KI3Ildgfix4Nrx+gBJlTC8K7p8FcLauFZOXlC4lH7q0/GRicgdJAE1bmSsjhs8vCr2p7ZJNQP/wdQdq5zYZgt9++T5+71Zp5GNOeHHc4cWrPWohSGFMB3WDqlXHglzvTni+XmBeI4hUl5q4YC4BCGqtt64BqITTGnGB7gLvIhISjf5crO4cEy9qrOuTBdE+b1GhRTaNv2M3eLDoyFyQPKUrg/KOFToLqAYGowLdDdT6zUeVO5WR283U9I1hu1m1sqoRdNkP2m1kEzSlH0GsJ6NFJLRm7WleswLocTZaop4BrQCa7udi3UnKiT50UaHjArmcbIQIUCalEB6SWO4sBGwpthAUwLqKOmegDkY12kOlJt6s2OQ8in2ojfTjk69GeKH1bC65GQpL1M4rWhliJ3m92GRGva5zO44GhkYPOB/ai+tVWqbXjlfaey0nHgAmumhcCOq3CWB+ql/Oo9V1r3OeyhBw8YGAUwB4BNailn4V4Fmd23nXjSD5guXLVM//1we73C//5BveLwD+6pfeA2hqfqoJI2eEk9pZNbNZI6ZB6tTshPL4meoutbdZGq/JpfMXtOjSiWOqwPpEz5YbW7gbemurtJstLILhswVyEbCL6xsLPa6XfNOcn8ivg98Zr8l4bfzFj1tyDWfR7Fwi/ujVFdY1gllF3Pv9rLIh29ZhmJupxy6uKEJg3sixuUQsOYDM9T6ECrAg56CpkN9cBPAqjbZw67S8o8Z7anePIJ50cqe/xxULnKW5jSv2k/VHw3whpV1lVLfzyqs2GQBQ4Kw2e7vA7N600p6ngHWvqTqLuii5JaDvg/bEE4L1ogOATAPotLQIUV8U1XBW04XWClBUgKxV2yvXrFXxaVSRfBUVwSd1MJLWg27jf6HnnO/VwamO0VzrqY20COtW4Amrc4kOINt1DHaAtE2MNgZi3d7Di1FF+w547HwgAtQZZrhecz3owycfpAGVRAFmBgaTadVtw0LA/JgwfSKIR2nmHk3HmzsTZN5S+2YeUlT+dvawqNTkTuSaUvu+jet0fpO37+C99+ozQFiuVUYVR0E6inLmYcL4wQ3qpC7+bkRT9ozTV0bgt990572+vDUdQSr70ZScszSpkD95PHoJi/6e7vREgQC2mc15tHkxdlD7qCPvlIPbv3PXtsfGZ3oBpoYtjVeOSBDHLR33mewAXhtl8dBr86EF3BCKpdb8+UBrX7Lva9d1PegyooqLtODxk3ssNSJXRrH3+gA131bkikOccSpaPS+FMQ0rdmH73hTq1nDDmqr7MT+b01LV5ICXAn4cgYms+6faWAZ9n6sZ+vPmN0Gx5gRPCfs7pk/rywhNT1MAFS0whaOurCRW8CfB5rwU2pjbStTAXrWmWz98jYR4J1iuB4y5IizrNs+n72LyTh9gKwb5n3wccKna/x6dYCTU/diOY3NLatViUgkTs66D7TXqqtJtI/Y5/44VrUOof5g13lMsso6CdUeYPq04fFjw8ifDmYLBg47WkumvQfe37Crine6bpKrRXnuYbb/7z+VSMH3sxaStkOXjLvpr4OxYVGwpui1l7MCStv1yW0cHzm3y5hapuv7UabxsfDwVwnijNE+sgrofUMzx6PYbE+6/wli9NPBf40stbxVovlx3WK4F4wuN9NpT0g9OVsK5f+q6hIUsZHfNYOub9ZvT1nExKSPuzkZVGKsEBKrIO9o8BwngU8Y4bfuYhc+AD3g9QnSgnEJuqbovFfS5NnJvWpoPZtOFhsZpKvByiyT77qbeeHgKK3LXvaTcpWo4AwkCC2pmhFgVLEV1nC2NqmjSFBAQX50AIsRTtajcHjRVgMjm5ShnHS2vLc7NEZoQ2vvUhTQV1dY+Pa/Bi0fJ0kY253XW6LPsGGVA63sPs9i+n3c11Wiv2cOxDgEhBu0K8ojSAFKSdfkEhnBtVnAtjc9l01v67+bR2cYFd16k3o0kRBAbR8xFUNm4WRti51Kt0o31gFeQPT13jtCyIp69+o7G4a772Jzdqegx3VJhO68PqJQysUZ/K0ADNh7ZadckgKXuAuU1OfvoZPuaYoDJaCMwGlfZF7nsQeA1CRfCN5H8idr6XCYldiz8fT2uarcRNfqiQiATIX0gOD4lXPxI1zc/nXD7tYTbn6BN85rU0OTLLm8NaH5wusb/R92bheq2bOdh36iq2fz/anZ3zrnn3HuPbidj3RucKLrGWHkIsjB+yItfEmwCJpCAIa9+D/FDXvKUgJ0Ggx6cQBBBoCSYOBBiK1GQEURNJGPJkXR1pdPd0+yz917N//9zzqoaeRhjVNWca+1ztkB2dgoWa62/mW3Nr0bzjW+8d/1QVoxZ3JPlTC4qGIhnGTkAyyU0hkLqEqAmbbg+5O3DShmludeff+uP8U7/QkEzYuGABMLztC8VGf2tlIcdv3aGXf8co19XC4iykLsbk1RTIbhUFOiBtdXZ9vYp39NYZjvabZtl2gqFjFoy6cjBaRvfOdceQGedSNmdklRa7cOMS62CGrqImD2eLqPQuZxtn4FEON9NyOG8xCfLA0lUqDJuYbggROLcEyz+S6m61u2Dv+V1WozRHnSJQxsNRZWVIG69ZcODcXK1X/n0OCB7kh7cVn+9VIA3xaUcqGTynVJQrFSTOw/MTi1SFsB0VPmazgGdACKdZgE/q0ICJEM+dmDviwjIqkNnS6IHJCkUM/xhxuntvVqI2m3TKbjpOaSRYTJr5Rpq4iftrMGZUG5cFAoQPZzR3fZwS8b5exOu3z2Hj4xkJHQNYRXubfOspI7gJrLJXBGJIMCnyaairkRCcyrWpZdySgFJrq62NVkza3qzkBoroMQ8UT9jQNmCZxql/5dY3top1kMrlGQhdpHQPxfVJzcDz3/cYzl3mjwG/BHoriT5O1xVxsyrjNcCNDMcblOPp1dnGJ7VZSUcJFaznFcXJD5agMXBxYD+Ria/lFRREYRIxvFrXBh/AvpbadtrFUAd+WJtfrKclQkMiAr40++NeDyeijVp7nnM/t4YZKtY1IJja222gLntVPmyMafQZObzas6ZKpJoaFpFkZfXWLL+JkR8FiYhtncRj/tbHK3+XBNs3mcgEm6OA86DxByZUClYzCrAm6TagoLEEfWaUZLFyTLhtVBAjpUiVnEooD68JUGkw0IDhSuYpWxT7qVU9KSulh6aOEvZbtl33W5WCbr+qJUiJj4M1KqkBuTYqQrTkgFHyGe7kmiR5JF8n53TuNv6XprcmOmD0pLAg7iG6XyAP2YRRVZ6Vo076vxdDPQFLMWAMKuNkUYxt8ywAImX4GeJ4fVPT7AKrPa6cgNILSC7JBl7uVjqjjuIVRkYrAtOjVNKKWV3lMUTYZNdaq+FWbQeYinHGsIxVgU7vl/l3cmC4mdN+M4a2lLpPEpK3Ict7ij94eOOcPoGw590ri1AuCGcfcRaQSixzzuL2xeM1wI0CYy3hmvMn+zRR5SHwEY4AhNDxIW1R8lykbGcSX9jy5aX8kmbfKQukq7iqRe3+pB75WbKpHaU8fF0ueKGxdFjeqg16daqQt1z4K4YMFAtzZj9vW0tjDrU0oxelgDaZtG34h9ba7V93RJOJgIilUxSNWRG0KBgmjLBD1JeOM8BlAhjv5S4V7vbUjkCgFJG/2zC9CiUzLd8SHrcLOdKY2kSAUa2hrZYKJU/wAowAJSKJHNxJcat7+kkX/Y1iQJYthwASFxejWvnTkI4fmosQcOG3sP3XW3qZvFNkxFzDugDaG5imkRKiBbrkpiVx0oFhOkUBXCJACShMAVJO+YhSObfA8hcEpl3tNSgllzj1hJL7A9a3QP7muWdosN06bF7KmrkLa/REj6lqoYbMKNqabbJnnJvLPmyGWkncnKpo/JsFmBuFNnXJ9WGbsTNZ0YBzPp9+3zzXducxjb9pBbnXFtuhJOcw/EtRhqVm3tQy/Larmedrz4ycP9jeO+4/8n7lzxIuY3UdrzTlROQCxhuCdxn0C4BQ0a6TEgj4fTIYdlLxjx7+b2ciVRc6mthv4vA599zmHLAQLH0BlrYY6SIj08X8rlU3bfTOwmjjyWWaEDWCg1vx5z9nVimud5fBpQvG3fKNlksyZUFq0S8tAFTA/DMhGPqVUBcunAa4Z4AkJNkEC3C1zTLhxjadoEQdyrKq8kLNydZrc2tYokZWhzNBHSL1WdcvyaOZsH8QklBfaDNrc6dkuz1si17h/mMYNQVIz7kTW8si2daFhpq1ZrlRbNYkADE5TbAdNKwzRSBTOEdUGBU17U8ePZ6+3B7KlVEAFTNqNfPOsSdVEBl7buUg1jNJednbiyr6G8WbckcBGTMla0xQb1m0cIKBPfiBqlfY3EBTOAeN3kbRqnAUihjVvet37fYqlQa2UKDWhbpqgW43hnuDnXziyt/30dsodXjLKIjFnqYBSCXC7GC/ZFw/h5Lhl/jlt56yTdx5D/JeC0sTQbh3E+gRKVNwukxiSI0Sb+Tw9cY/YMJ3kvt9HTqQbFDGis9iT2wnMvFWh4mYEzwQ8I4yl3+xsPnOPcTRresYpodRXzw4gGclu9RyginBFxmnFLAqHXajjKCWhJtkzOgWnXtaK3N3kV4YsR0F3StNHKbNbf38mbGtaLH2/eGEMv7VvbZu4RTCriNPZiFh5nYVU7p5NHtMsZxwYGBi90J7sV5AZ1CO4qsddektBrC7kdH4O2dZtYz/JLhJ4/jE4f+BWBdng0AACAASURBVJfGXa31TwwRQg71IWC1HIirC1h5ntAEDooryw2oF4J0kxle9aCRzcjcauJmefQIN4tUB5klafJxJlRr4sTkNWGjoNSoNUmWWzecWKzQzpftsvdI5710idRumoAAG3sRlQGaa0EoC37Lq5SQQBMfbC1Nc2cnj+ObhPE5gC6s1dqpOf82i6LDRaHyzZdNaANyfqTkeu6bkBIDLlKRaquK701c1D7YZt7b28KQ8BBxw0HlSjeC7AN222zBUqBmXUAMNM8+pCJAPDwl9NesLjyK5xKVUijb5qLg9arjtQBNjwxPGX/1Z38VAJDgMOcgCQw349xP8JRxUFNi72YMbsFH33uIjhIu/Klkw1+kHRb2GMgEKTI6SkggeI0JGjfTAHPhgBcv9ngS5Sb01wlp8HjrjecYfcQYNAOdJfvtILHClgpk7nMpn8y+NEcDDNxyERcGqttso60iKv87mT32mhHqA6Uq7qFJqTV9yahScgz7IJYlbaxcZoLvM5xjzLNs+/nNHo80w9zGopgJ6dEF3BwRPhfqFvcBZz94oTFCqXQJZwHjM5IyVgPEtg7dXMNoD7yCMgBkKrJg7CBKN1xLYosIRAOYBiCrBEWrwN8AZRrkAQm3Cs4EyZir0hF3XoDPKo46Kc+EawIklgQiqmClOp2ioFRr2eX7QXisbGGChOyduKWDpZ2hNfxU/2+AMXcGDuLWs1lynqXhmSZdaHKFeoV5kVLK24112YAl+wrKTMDD31vwyU+pi6CITZFkf+qJ2PHJ9dRwh1m92lPovtDmnVp0VHylXC31sojaYtu+bnHQRm7OFgR/kIRw3BP8SUI386UyKjogz7KYxp1IF8q+q67Fq47XAjQZwDvdc1yMJ3waL+DBWNgXoAOA6zQiscM7/fNCE/qx4SkW9jikyuY38LQfeS0WQJnUZ+z0KV4sKPa8A+V1MuFimO5YkK4pqbSx8wtuU5stlwdBZOBqlt013EwTCq5N0bTckt0dvmY72gRTZHG9e4279l7jr/4uEd9RLrJwnZdF6nqufKoQZF/lmUibzC8DYIb7449q3C4E4OJMhC+yfCcrnQbqorMlcwAlwdf4WnkwUH+bFVkqhDQuaS78KtSm7jZw17IsFTCtu0kCyB5SbmjqPPYeqXAxPImF2AmZHaHJltto2r4W1XlNDN3XDtYlqWriQOBkLu09/ExA2QRNfAooNJ4SBlFXGYQq3gFoP3KJ3/NuqDxMi22mDSDZdc1yzbvrBXCdhAS6zYF5AWWKQDqT60EnV3oT+RtXXrdse4lpth0n9RjElecKmNWAXaseKdCXBXbj8puX4mfC8U3JrucBiIvNNUKM8jvcovEMUKhubi2v+4XjtQBNImDUQInFGg0w907c6b2bcJ3HEocEUH532oisbZa2dxMOedBtRizsceYm9Opqnyzgpp/df1iDZhQZce/Rk1iGonCUV5Zca2Uu7LDzSxX1RQVMAKWSB6iud+ui52Jm3QXKFkS3I5AoUreiIPIdX4DVLN+OMh52BzjHRTez86bkDiyLl9BHBohqD+sCROYCX5yjJFOsxLCTnje8HwASsFuVBZaHHCUZ0W6zUJCUakMJ8IlLqKYtJ2xH63qK+1XfKx6kWVHm/it3EyQq8ey1DFD1NK35Fntxr3OvnMo54s5owEg6Xcr23CnWxQOQzHwWFzd3vui1UhLaU27ipXEUjVj2IoUINIAZNX7ZMfKgoBW1vLEBJAtn0OEEt4gLml2DSLZolbgoYLzWNPpCdapmIATwAtcsPuTcuWMsZ05LVAnxUpvcGUg2WfDVAmaJItu/zg8wtBtmM0/sMNT7J43vAgAPlbPqj8ByqRY5Q3onAWBihINYlPMjCA91rPQkfwLy2d3b+7LxWiSCHBgX7oSOIs7chIf+gFGTNe0wQB3VSrSWEwKuqlTkJv1cKKAK1FJNYA2YAPAi7QGgxJByryWBTaKlutRNgselkqS5r0dQAUT9ewtudTsv9w1eBphATf5st3VfZr1NJnVOqFcxO+kZ5MQCjZZE4KoK1A7KAA+9SLRZXFNJ4KRNzdgRkGu7XvkiSo10a1kWMvdSQdEM9tbyBFDifu2xAChCFGHiwr20fQLVkvQzl1LN1EHCbJr4yWOoikZZq3w0E+6WJCWXGlO8M7JajG1SSIWH2/YbpY/7KelCIK1DjPFh5+knrkkvsyYtbusYecwljlfKHF3tM25A291k5EeXCId6qHGsCZZVQghmmROGH91KFprl4ol2J1fLERvXmyVz3t8IrUeOixsL066TWXZ6zI11bAtjuaS2WGyOcRt3dDPBHa0ts8wvKeFVbmgTxkkjI+3kWnIn3kzaSfIw7bTb5yuO1wI0AYk99pTw0B9w4U4Y3ILBLcUi6yhhpKUA6Uj3rPzNEB6mfPaQBwXRgOu0qy65jq90L6QBW5OJy33tKLmNJ7ajo1x69XS0bnVRKnk21uKqU+U9ZZR/kmGxS3PN5+Q3LX1lURpcxE0aJIapr9vfzkk1EJEG9jWuWKwRoLpOnTQVyxe7ehDMIrbbS921U4K7xZpSX4U8Wktze7qlTNCteYs2Vlaq/R9FtKXN4LfJnhJfs3ABVeqS6WwWtSQSwC8q8BCXmxjVpbMfq/QxQZCW3zncXczy4BXUZZtpkEqmuHMASaxzXZBh7riuOBngIUsM06zFpJacWm3sNd4ZgLhzWN7cY3jO5ZrKcd69D3WngLs5lPtm7XdX4h0G4Pp3qeRJFci34GYguQLBdt923wzobJiakoF1855xSEk5xm4hLBdYS+C1x2LXwOZx86yzX1Mcv2y8Fu653QOLM3YEvEVX5f3EDre5L5ZjAmGkWqXTuuwdRZw4FHfdasyTAuXWjU8g/Or1t5F6EQoJJ5mUT78bsE++ZM7tt4276u1+9d62Xhy4Pzu+fa8dBqhm5QZaW5EGmG1CybpXtkmoOXvs/ILnyw45S8nlSFFiqMmhH2K1Mg1gWK2zUDPoxACPQXqDJ67ivaqeTnOEYwZ7Bz+Lf2+nmn1doVv33Iz+leVoFsL2wQIKQdlFXsU3/cJFzFcUqoTRQASkpsQPMKtUt9dJb3WhsLhS1eNmcbHdcQH3oehGVt1Ns2jFF1zFgDW0IQkNQtx7zA8CwiGDWCqcxOKtgtnGJbakWBoIeUxSYQOsAUDBhcHFAkVgYNFkVYZUyC1Zj5uKJdZyYws4tnFVTeoUd7kF8sY6RCaJcTIhngHhPUZ3g+ZEUACPoFaqAXxutmG3tynVpCjXtHBM23PPKKplJZMOObdwKxNEklN1P1J0IVl+dlUlvla6rUM7XzZeC9AEAIeM2zyUxI+pEI0kROsEQk8Jn8ZLPPC3uM5i6bQWZTsW9ngRd7hJA6YccBsHZCbM2eN6HvHJzTmub0ekUwAdPLpLxvgU2oAtY7moEySjxucc4V7l9vtG+Uyuf1sXSNPhtPEya3RuwNey6XfKMPXgWh7onL2We0oN+mfTOTwxQhBBjwf+VsjtyaHvI/ZjxM1BYsAhZFjWG0CxGiVo3lRP7IYq4Gt9yHvp7VQqebR9gykTbcnV5Rw0gVH2SxU0xY2vYg5eY4LWD8fEjw1snVnIHqX+urSRbTpfkmbJmQjkCVhQ47T7URuNKSguSTmadlFsNci1vhzQUEUSsnvnEfdBSoOj0K8Qm9AH1fM1AjsD5Tytt04bsyyxwtAkXCzG6HlN7SFhMOSOigp8ODGWPdX2Jc2hMwE89nXhsiqbhlnPo91AO3apyHNzln2k9t7j7mjiwIDGRx2qS68XweKbdl9Zr4NbCLHnQkOy0V+p99A3roYlkDyQc3X5sVlEy+uvOF4L0Hy27PFfvveXwEx4dtrBEeP6OGCaOuTPBoSDZOz656KVefG+3PHh2QJ/jEpUBdySReZ/SqVMzrhwlBjHNzuEo/TtHs4IoSONdWmci1AytsvDhMv+VLLlBpQdSfb5mLqVkMaiV90+dx+o3md9bkebWQfuVga13M+tsPH2f7M6Y3bY9QumHJCUJ2qLjmXNrT94+xCVCit9PY5OpM3a+uoGPKDJEEAmqjS/Yq3uQVVyt00qONhrRpoufEqoS+3lM5YoMq0BQP7vThnLmSv7ZYib1ia8SxaZ9fuzgr/2xM69h5+1asfOLYl7SHMWYE0MVvOFO68E/1yFObJcKHYOeZDFY3oU0F8LsOZA4KZKys7NklXZa2UNFKjaRFPYnMxWcciA1LegI0pgy0W9jyZeU9SrWO+LtXlJso3s6/ZLsskxWOOc1lcKnrFcShMzf+pqnNWSmxlrV9xeKwkhWRAsuWMloSvleF0IU7DPo/QgclG+xyTq7TaPcq+hA1aDx5KJBK2fb319/InGawGay8cjbv/O18EOGLLc2Ae2Cpu7hRo/iYNczMNXegB9tVrM5cmmvg4FQtkPk1STOK0iCZqwsI6LgPLolgz/MK2ENC46KScw4DsLs/TYYYdOP5M3XMl2fBlghrKNege31qdZqcgaLnDymmX3U3aAdqmcs8cJ0qrYrNXrOEjCRwnzS/LImbAfIpaooY99BuaAogaEah2CIYo+5aCbczJrM+eqVenEzTQrscQb24cdjZV1T+LJPuNnqGvJ8CepG06DCBSzPuDiaklM1c8ZqXMIk8ynrKJFxepT3mn2rng1NV6ZACfdFdnrFx0k7smsVmuT/HEOvKUkwY6bpaVxoBUQ2Xxtr4eLYgnGkVYVcfDqfhODLKZp10gbngGQ7DxEzMNip+PnCafHrlZNWQ60TnmJ57dueFMX3o4cnQKZcmAdg1UoRE4AawDKWGfQW9fcBtdMeNm/nmKJu7bhhE3Yhp2Id5h7T4nQHVWQ2M6z3bfNKSXTU2w8oVccr0ciiFBK9Yx8bK+bRQE0Vre5V/cGiFGsxzBxpao0bh87VAUfTQqIJSST9fhGj/1+WnWGlHJEL/JuoJX1l0Figbq0kmjzxCuwbLPn1l+o0oQqn9Pk4LbqSr2LNUuvnw1U2wtbgmdLdN+HGTs/4+lJeBVL9ngcbirfMwmAAmIlpMWpm1ldR6vh1h3Vg1LgpKRgSQR/WMo1Nb3Lcg9dfRhqW+X60LYx1XJP7ZlLIoTsF4lZhUNabdcsY6dlcpRlgS1WFdn+NSZowKfZfw5aPtlZyj4LjUjLRlsL2y0iXFIsbQsRaJmlhTKcKjNJvTxWx1IPHjXrr8MWfPZi7dZApAAlKUfTxFaEZkPlu6buNH561PuqP67uU65p85sBdKHQt9zJ3QU5O45Ism/IfVwuOsmeM8D9PYaDk++Uv1+S87QYI3SeIBPywMhNf/QtwHc3KnrSy/5DK/Nm39FrUGO4NaTzJwFM4DWxNAGguxG6ioAnSnlTODGmB6oQ7mXFjjtX3reJuJzL6jc/ZPiTQxoZ81tJuWAkHLddgu+1UqYTjqL34saO/YLBZQxBQOmNMBc3eOcXeGIkJhxTV1ruZnYFJDOMy5kx54BAGbfxbkruPvHhbXxTEj5yJ++TiGuz+hH1WMwyDi7hlDrE7HBKAS57fPPBZ/gny7eQs1hW78+PZd+ZEHwGc8JhGuAPDqlvkkKoQOYSkM8H6cDYWpkqRIGcNSaYMH46Y7rYIRy4ZibNGlRrwZIg7CHdF3OTxTRLi0WhKndibbooD6k/5TLvCyfUvmMmJdX95K667al3CMesOpCSLCoycQDo1Dz00yzJrU796CxAyRojBKDuOSRWpvFNihnLkwE37wQMV3XxZgK+yOkoFYgR4F4OnjqZh+RY6GDRwXUZLmgLvQIAXOLJqXegUY7HLWLtAgKkVkLYxq2zWrzzm2ei86CgZe11KRMoZGQ7+EYrMw+M5UKSfrSQ6G7Crg9X0yxswNQBpRCAa1IMQK08alTc3aTcVbPQNV59/kHG4S2H49sZ4ycOpyfifrPnIky8usZ6XMWTaRNhrzBeC9CMjzI++feP6EICAxiCtM3tXEZiwoNuluZmpt7TAM8+zCXmKPqRckoxe5x3U+k8aTHH8zDjmDpp9aDfMXcWAHqX4CgXtzdmj0gZ3kvtuPzIcdjvlryeG2uxJmbyyuLclk9+4bVpsuLbJmzbERqr2L4TXMZFmOCR0fmEeQrofcIpdwLCWWhHh9SDvGoTbtwlEbwgJA+J6w0BNMVCbOchAF6uO00RWERhJ0yMyfiVCmhbd2tbtdOGAorXkBpLCNUqa2k+Ys1V4GVHJTsdR9RkiIVhAhV9TaH3aMzSO7VS2xiixRlJyi2BDWBy8zkGgsNy0WN64JFGQjpy9WhSVbgv59pYnSJ31nxGgcbccuclrkj6w1rMz0oZYwUxk8qzWn5qwUMNV2MzFUqVxnvDgRB3AHpuRDgYUAV9OZ4MTk6oRElaPjutumHUcBrZF6zt8CpzXudZ22myqLO3QylG5fgtohKlF5AVQsi2qJRZGnUOjQFQEpsaP90WRnzZeC1A87yf8JPvfIDgEryVO6ZQkim+saxsZKYCVIEyzsOMq2XEPsyI2eNBd1q1pNg1rq6JbezDjMElTNnjIkRMOcBRRkcZcRPUSUzlONrXANwREQ7qqttYTH+Tq7W4Tea8LJu+7ad+n1J8zO6llUMxi7LTu/1TnGIotfM3aRDdzSngwXDC9XGUOexQs7GogAkNd+QxSDJIe+UACqRWcuidam7mQsPhQMCyjsXZA1uA0yw3ncQGsEykoh8iQkwlpghAlbpzoFpvTQAWeVha0rQJNrTJKNbQAXsnGW+gKMKzk97k6IJyO4WO9KW6iw7IwWG59CKOvHABbGdWKNdzbwexVO6wcV3HKCLRxIUJBGI4D/hgC7Yk82KUfvZgQtorQhIQz3tNiug5G7WnOY2WJQFH6J+LZWpucj03rjShTXgh7gj9FcPNhHyeqyveftfGPXJxRmuTfzbXRelKnGm1qAJAfy0hlvmRWI4uAdFceaqx7lJMEVWwulF08ssXW//b8VqApiPGG8MNbuOAwUcs2WNRqy7pQ24AWkoTiXHmJ0T28nnlIk7ZY/Bx1cFx5xfs3Fzqzh0xOpeKhWqJnDNVNo+6jSULUXxhB8eMuLnZBqKt+LC50x3WS6Ula2rfn7t6mzba2OZ9wwC2bQ2cucaCHWUEPa69io380+O7iMmXONTeS/jBhVr5lGetIT9pfNOsILaYIYpVRUlBM2fQMYIkdAYepVrITQv664TTQ7eaZVtyegHHe+JcOWg4z1x5AG6uVmaJUSuoW/+o7AV0bLsSr2ZY/2wucSx1Q+1ckEtDMjlA0s6SHqaNua3JL1ZmI+KRdgHTpUcOkggbXmSJrUJjqO26Z4Z408td1JSAfoyYjioU3XynAKa660TSTTRneS8vfbHQpUxTrE6r+18NO5VsQC7VPcdWaZ3Ugixc3oYCpduIO4i27QnlOaEtOG4TQzZ4va3C8Gs8EtkeViWUlIHdx4zTG4TcZUkIuXqP3SzWpItSYglosu1o/ePlR1q04JXHawGagFprLglI6pNlQLjzcwHHtoxxygEd5QJ2x9ShU1cq6nc7P2NhhwRJrhzV7e5d1M/nUjveAnKboAkNAJp16YnvyMO1ILdkXyy/Bev45Lb52lbpqPz9EmBtKUk2TCS5andmZPY4xA69T3gUbnGYOnmoGjPBVI+8y+ICtuDVWoZN9tu+XcGmGSbmS4Rws8DPncihKRnZgAtoVntz25t9GWWpuGFKaCat4gEBfpIMOrAGVivhJKfFCoTK5YRafKysDKcK7kmaxpXrkliQyot6e+kuCcj5aT+hrZAHO8Jy6ZE6aPJItmWOTgGAGlZUUKpWqCmSz1OQa46qTkWoYGn3T6q5GF2XkZLD3MvxUsxlu24RNz0ceIVRJYuu9ybuXOmzJV9EnQfq5lIW0RHqcgHS+QFj/7Ho3t7Rvmjc4zK3mnl2p4jBjkdBtjwCtPm8Tsb5AZeFnTIwPBPPw83QRo3A8ILLfAonxnxOJRl58YdHhE+v8KrjtQHNmD0uwwlHzQQ87I6lskY0ISNS42Z7ZFzFHQY/YVFR3stwwpQDjqnH4GIBh/NGuqgjcb8GF1ef98ToSFx0QFzs4HNROL9v3AeYBqQGYFGTRUv2CI0p1YYO7m2doS78lpc5l17reQ2oGYjwTVIol4ohALhJo7bvrYMB5EQ47ybJvBcBBYu/aYxcOaxpIPjbWqfG3lV6Uds3x67PnEDMWMYq9lrcxOJ+YyUFZtajdDdEeajNtbVkoWxD9CkpaV+nuO5fA0gsM/VUqUnQ9h0GZoco1ljvIa14ISDpXF1aGvdcNqqAyVx/A0KU7x1u3vYl1klZ9m/nXxgJG/e2BQRjAuTJw+8inBPpvhS9ikUTnMva9y2X+ULE6ELCtIuYzwLc4nD2O8+Ru3PkXoAk7gn+yCVEUABR70HcES7+8Iin3zuDW1RH2Y7VLE3P4n539buUCcS5CCavrOmXZMvZq8Vq05TqbyGzy8bdLMklNzf0JCbsPiYcvqK9lBRAnSYLZ3X3w1E8lvFZxuVvfgI+34GDw6ffv4Dq3ch+P/v87gG+ZLxaNuJf0rBSyOASBhUK3vm5gOfgIjITfHMHjlkA8kzB0xEXy7N3Ishr9B4bHWXtDUSI7NedHDcu8bqXeY2xtvHDLf1IAOtu3/PVdtGUPt4Ti7wPSGtztlRaCgPVIq1llfmOunsC6cPGOA9TqaLyIeNmGXCceiATeMiVCqRubFu/jZiQ+yCyY6kF7eZvTaZMT0ZpoWD6vk3EovAy7cHlGtdqA/PJ2vJa18vGKos7KhakPzH8MaO7iQiHBD+Jq+0W1ky5gGX/IoEKZU1+3JLRPTuCliTACQFO6X3OlezejpL15aK/CQfEM13UIheL2ACznLvG3l6W0zMtUMyuAKbcq4S+TwghgQjolenhXVZPzbLsNXYpL9T9m8W/cVQqWHtC+MFH8hntTVT4jaV0FKDopGc5ZHvCeyR0tyxx13mzg+2jkKr73iYH5Zo2X5tpdaHyqOpXgTE8Z0yPeTWv+heMN/7vI87fV1nBXq7FzTse+Oxz/N7fuIS7OpZwEzvg9NYA2jVaCl8yXgvQJLCq7ljVTSqgsbCHh6jyACgAGJy45Wd+7Qx45AKqZqUaGE+5U13JXP5fNhHgi3DCzguvEZAVvOVfxuxXEnA2luylidlLuAvdpkoouIT+JYIe7Vi1AGa6U2m0/d66zYYsDIfY48+N7yMlV3qaFwUoq0DKJDhAjO7KVetHfxu1K1+M6q5+QUKEpNXC1Tc7+IXhZ4l1uQVF97KsJxrDKn/raN1Ys0jZCe/SlN2lpYYBk1lPBJeyAGOycklR/QnHDLfITzhKczgwBCxnyfrLzg0MSKhV95xryz2FVhaxd4jnvlrHWpTRtjNu43NOm3/duXzaMgROYpUGmn0f0XlZML2TDgbBJwSfsesX9CGJ5UlcLHXeDbIv5TuzBLsrDumCtbofF2di0RmYOfthoNf5FaWLqYGp9KlXAMtKNlfBj3uHWZ/3MAgqS6J5LUMz+PWD4cSFWG/x8avvAMtlwIMfHOXaZnHR0wjwaYKbCOnhXuaQMi5ODz3S1998yYHef+ivzTAwk+SLiHBIiaJYTGYdLqoX6ZFLfG9rgVop4+AWzDngVoWKLW6Z4Mo+F+0BBIjcWmaHY+rRuVQSQkBNELXDmq05ktLK9v0W0BKTcCd1/+3fth1TbW/V29thFKjtuK+EcvSLJHqIMfoFCYQHZ0ekKAvT3s04LQHx1OHxIPph0gNM9AXtoWq5c2FiIXubApB1cOxCsTopZWCJ+PivvCuB+k8jzj+QBchO109rNZpVJvclWCwPFqk1JJVfuWuz51R/q9ivcPsEJMFqVSZGOES4KcHFDH87gY6zWJUAEJMwAZYIOFcXBwdJPmn9+cpKtNCBd/DHLLGz5sEvPcGb8MTqvIC1NcvynbM3Vf/UqytOjKDtXoYuovMZu249H70TfYE0AOGQRWxEk2P3WZirRQsoia0cRNTXTTX5s0WLPJucnpZZJlkUQahczUxr8DRt0FwtzfY62LUu078JKVkM3C3A+InD7TtOXXbbhtT337wTkAbfeCZyPqef+XN48zcyfvRvXKCxGUAZuPr2qwtqvjagaZbP4OLKDXfqSk+5hl8tCdKKES98F0wMYG04JX67plKnayzPeizu7mtN216vMUtA3GwrpRwa9z1rQssasgHSq7xVZX8ZOLbVQdthrrl97otGK3T8abzEzWkAOUZHGYkdvGPwSRJmOTnJrKsFJ33Aq3WUA2E+pzWH0d3dPweP43ee4PZdwvA8o7ta0L2YENo2wDryJqJOSgWx0EBbH81OrIJV1tw1x+el/7rFPCkyOIhmZWmgFVm6QAIwGTiaImia5cd6nyeu59aCWUlAcP3ZjLRTKz3X77SZWdMUtax2OfemIigNhO6G8d/91M/h+FS0GPouFm5m8GJpjkHi7d5l7LoFY4gIPsH7jNxJW4101sNZ5tzk+e5xhkr4hQA6TqJ+Xgjszflr2wujAJnaUe4ZYeIqtNHuo92hvlcAk9VruMc9v0PJKokjuZ/LOYo1LAk0Ktfvxbf6lbdEDHz+3Q43X6t4YPMG0Jr8VxyvBWgSSdXNuRcS9sISv0wQMrdZhQlrWbetupGB58K+xCsBKzWsxHgDzMEtCC7d4XDaSExIjSVrscreRZz5uSRxBgXiNjZqFmdwCZFdIca/bBQwVbf9PkA1y/G+79YGbqn82OLSu4TEDoebAX0vCTJPuRQLAJBsbCS4XSxWoGVy0wDMD4DSibHs2EsCCAAPnWTT+w5/9G85DE+Bi9+/gb+d4I5CPyqVKAp43UGAkhirthXmWlr1T6HlkCVXxN10C5fYqHEu085hOffIvWpVOogCT2SEwwJ/ihUwlwyaZsl2pIxSN79E8K6XskqtN3fHBe4wlV7m7TA5OUpScplV5Db3NXRgwsLtsRYQ0EXBXP54BozPM/7VfsQv/pW/K5VMLsOr6n7nK595CBHnvdDHOp8whoiLQWRfXQAAIABJREFU3SQu6eCRdgHdgdfc1Ptc4QZg+HwvvYosFsvSJwiLq7J0vrrmgPzvT+ptzE7OOzXbVVCmSFI1ZNu4r5BCP+snWoUOaFGSvmP0z+V7VqpbTkXBNJ6JgAc3lnQOKJxVC++4xHcW7y8br0X2nBkFLLegaDFNQJI+oen9c9/YvmddGdvtWYbZwNhDMuqmVtT2+OkoI8KXZFQLsEbGN/e9zVabe2880ymHOzShyNLfp28AfTvahNKq4VqhFvHqe23WviX2X/gj+OgRe4czLz3fZ6033/lZGlY1tcStpRD3hDToyjx28LczuPNInXRoTDsFTpIVfvyUcPFBgrs+AEMPurpF/2zEfL6705u+zRo7e71JXJT+O157q6vVUESKuYKsAQJl1D7pJinHGk7ISSYcQahGzqmyj6uZcK+tigGAGpX/nEGHSdx36zETa3w370KxglvNAxdNvYibeB1r9ZJSXxyDISDb3VS2wAO34PZ6xOXlEYAsvEHjmU5pb6v54kS45fj9A9xveCyXXriToy5QEEBnaHyZ6nEWC0/rz0toppDazaRjFO4ZAVgAWqRAwE9KmTKgtG1vH1kDy1zLJ9t47ypk0NKUFFTlfm6EYJr5kHoIqOtiVeaTWvpedSmkNLfel1cZr4WlCVRXO8E1lp0oju80PmegZP/bsExxZI+jdqy07fXaP2j72VaI40bjnVYNNPhKM8qgldV439j5GZ2rbXXLOX1BmYGBW9sOw0ZVXq/Jo23ZZVumadvqfbrj/ktsM+GQB3SXM+IccBmE6dv5BLA2oxu0TbETUYxikegkNP/p9EaPw7vnyJ3QatxhRv/hFW7f6fHJ9wccv0IYP2PsPp6AvpNs+9PP0X30XCT4tD89mm2bLmb7sIglwIWmE47SvyhMQi3ys1mj4k5nT4W+JMrxFWwrr09EOUy+DhALubQlhgJro+RExxnu+ij8U0Diqt5VNz5LrT2IcPjKoJaL3lNrEuehalpmuVXL0qzvkt0OgJsZ3bUcw69PX8WTxzcIPpeGecbZtKq4tsOoA4t+wns79E8PYCJJxml4pIRflCGxLeFkR4iPdgi3hMoSl/tPiYR2lDTW2XTEpCytPGTBoKJZubUDVopGBpi464qX66/7kDLJ+l0TByksDPVW/Exw5ilp/LO7hYQo1ESkBDz8gwUPf3/Gk19/huFFfimT4b7xeliaoOJSd5RWpYM7v9yJVx5VIs0sUwMny3gPLpY4jJHaS0Y+A8/nHQZfFYNMjciA1BI77RhcLbPM7NTFlSstVqRag5tOkJll/1MODQD6laVov2WxcHesx6Bm2LZTZauWZCDagnGNaTpcJ6FUGE3E2iHDM465L1n1eAxVTV0nZOoBf7QyOUZ3vWB+3OP5dzrMF3vEM2lcFQ6AT8DZjzJcqUGPQN+VpNGqHYHcfPlFjUiEJYy0vK0AIEE5l2JS+BlY1XQ7EmB0opblFomx5Y7Qv5iL7ip3XrpCdg7u4FXZJytFSBI9hbieklQ5Gb0q+DXVymKfzFh2hHCsx+tmiIvoCYjNotDiRqNZKm6+CAR//t0B//mzb+Lv/PpfwpPHN4hJ9jP0mlRj0QwwWTsDTmbCrlsQn4jivB0LUBNBwjqoAO6aggOLOfsZq1r1e0cjfswdw58iKPUIBydqZRlCfyKUHayoVxZ6oXrf/SRCG0woWf5S/NAA8HIu8y2eaeUTdK7MwPmHCVff8Biey2Lx4Pdu8eG/ebECxuHDG7jDCewI+/duMH/v8iUneXe8FpYmgYsLbplxG1vANPe7TQI5EhL6uReBDuNrAuJ6x+zvuMefns5LnDGQVMnUiiDZ3jYGKQkgf6etrw2hM/G9cUfbnifGzi84CxU9zOXfguXLxpYD2nbKNKWlrYpSRxE5O3AiDRs4HOcOcBJeKJrCvbhYJVMdgPEpY/cJY/9JxPijA579xA5X7waQaikuby3oblBoNOPns9Snd0Hc3a6vfzejJIUIypdUqysJncRFSS5YIidMjHCq3EsDBMqMcJvh57yiJ6WepBfP6JBGAUbJ/kuGPXsHHoOA+mArBQnVyJTozX23oSpOAIpbbj3f7ZJ7lSZzkeGmxp20ZAs2bjHaJIf+joxfefYdjPsZMbkCiu2zYdS7XmlIieVzTv1VWlK1ejsqWX3iGoIx4LTjk9fV7XUNWNmxF3K5WZQa6nCM5byDtdYwkeJiHRoNKtW4Zrn3qZ43q/o85Waf9n+TbT+9WRfgVsyluxb+LmXg0T8/4sHv3cK/OCLtUEIAHIDjNy7Kgrs8HNeC218yXhtLExBATFgDplXRmNVpf9twCkIeIpLhmEuVj1mLxvE0oL3oThh8xM7NxartKBXXPmscdOfmFWgHSqWcExDupYNMmswCqsfUSfmmVgFZXHPbN8gsQTsnU2MyaxGo7n1wCQH39x2qx1b7pjuu1UadTtr358dIs4Mf5Lg+ni5FQ9Mznk57eJ/hrz2yTWYhbcItUq7oIrD/v36I3/3b38bufVHQ724Y/GdvQT/aY7kAuivg0f+zSGVMcKDTIuIdwYNT1vhddUcp1RYXaECEWMShTYsyHHKJZRVyOwNuYphLwV4tS1e7LlqIIY4ObvYFpNPghcR9lPimtPFlWPlnOf9WoR4ocU9xy1MxOQgOT/+1s9p+o0exfkyA2YjULYVrBZztM5tRnsyUHPzASFvdA5dX8cxAGS5Ie5MleXz7Wx+Dlh0oM/YfHHB84wLLXqy/3PSiB5rj0ms8PenhJ+D0hlpxs1roBAHNIYNnVy1QU17XRcRoR6UxHHGxsNlpGABAmxySlh66PWrbe+jnvR67h7S8GBnjJ4T0dgVNysCDHybcvK10I+Xufvwzb2L3sXgdt18DLv4IePGNDjm8CX/KuPlad1dV6QvGawGaLZEdADLE7e4o3YnlZSYkOBXnqIef4HDK3Z1EUsth7Cih8+Iq7/yCBBHfte/s3FyA0+KTBqZtkscAcefmEoO1B8hvrEUDPqM7SdthKq+1snELOwyb/UwpwDbeWqJbxafi5kNq+E3T07b7ONyCHGMcF3w8XeIf/dZ3cfG7HZ68YHzyD76NNyeGP81gTzi+QSW7S1ljiCfGH/6Hf0ZUzQEMzxhPv58x+oz5cgH9aMDwnItLl8cO4eoAjhFEBAS/UiV3i1qQJvPWuOflvDpLTMlDJ7FW/U5m5M4VFSEOQCbN2qrlZB0ea0sTJ1YkALdkTWJ1CEuqIGkJoWmG1imCpgUcvFicBqLqxtOS8PFPP8Cz7zHe/DV1Sdt4oYUFtd2HWcIvGy4pUEfgR7eXiEsANtXcW0+mhGmshJcczsKMm3feFAm8qyOYLsr1KxYl1uGQlvM6PGPcfFMap9ngzgKvapkWJBXgy50TUJzFwiyycAaY+rhay4rt/S6bI8AQmUkW6Paa5U7U2ucHYtWztmSmXNuF+Jlx82M7DM9iYWhkSG08JYZnxnTpwY98abPyquO1AM3Wa2vd720m3CPjVmNze7cNjmlskSo9aDuMtynAhcLZtP29bLQZ+8i+KKg74tLJtf2sufkGroBYkkKcb891DZh2jDYWrZBqM/RbF/5O7FOHQ1VyAoB/+PG/gv6HIx7/RsAPr/4svsMJcQ+4Sb6Te6lmyZo4YQ9Yl+QcCMPNjPmhhz+4YhX5R/Iw+14swfF5EjV10hp1ax0xSAM2PzGWvSZRdB8WZ/QzV3kuqnGscEigJKR0iow0OM2eK/dSqUfsSNXl1WUmAVtRtckl0cQQy9JH6f3jTnqS3lWC+7womHN1zXOW7pspQ0Q+xHLNfcD1zxzALwZ0h6bpHIBSHtqvAWLrqrfDtB7ZAR8+fYDcSKx5t9EbgHhd206pZT4cE3LnQPMi1ytrm4+8BstyrKQWMQHjiyS1/QuaGDeJhRm4WsdLNRjs2kvisDlXhliO6uqX/VpIAPpac2olk96W3gJFXBgAlgvG7hPC4R0ua9npEWmAEzg9JCz7btU++vwDa6yn29T16P93LXzthF/WVbKj1LivcraH3MMjF+6mJZJMUQhAqSKKjcvfUcKCWhnUDkdc2j4MLpbttsfSukT38UHLtpT0vk7eJBy5K4kay8ovWdwJk6gzt96STkBN7LTqS7JN+c4phSK8nNnh95+/gc9/5wm+8T8v6K4mpIcD3h6WYmmASdTPPcEtWShH3DzcG9cxnnfonzuknSaSvqL90TMhzQ7dtYATGOg+PwDTDL6+qSsiCWUojcq/0+sorXdREhKF1aJZ6HCSWnFrkAdHSMYXzRAAU+vEnxL8TAr8Yomy14WhSK/Jb3+KcMdFMukmwOFQM+faihhAJZ7b5wApJQ0Ox6+eYXkOXP7zgNRnaccxSdiBvSZZnPWsorvg2YQdzK0Vl57gf7BDfrdamUZut7na+VTm63bYXGRrAaIMgzZb3cZRbZpbBn14OoPSALeoSIbxMgGsBDn0VuY+Y3rgi1VNS/2MddUsMUqq+y3HUihadIe7mbUy1ShEFu9kkqTj4R0qYLxciJXcnqPwVGWe2RzzcwayhJ44NELSrzC+FDSJaATwfwAY9PO/wMz/MRF9C8DPA3gM4NcB/A1mnoloAPDfAPg+gKcA/hoz//CVjwi1xLGtErL/d35ZS6ZlrSJCxFUc4VFX4+J2awbe4o07WnBM3QpwW5X19W9u3GlGZmx4nGnFBZXj1Kx/cncoTzYsmbRkL0pIjSttsdKk4h9twzbT0DTr4o+uH+E4d3hxtcfDXx7RX0sHwouriN0+I555xP2+lKC1fXXS6CogNROZzBK08J4CbTipi8XygOfJA31E+LjXSh4FNgPKeZEEkFUQMYs0mfaCCidG1E6VBp6t+9gdk7jtvTyAcSc0p9TELMMhF4vOlIXK1SYBcn9KEmNNImLsbzRRZfzMzArC9TjZO6FMMYOXWGKTwmGUWnWagY///APsPpRwhWTPqVQ1gSuftAL2xsKzwfW3Van0VwR/Jh6Vd1ySjDYnpxQw+Fj0XK1aLLI0zsvWtmQ/lqZuRq9c7drAzEAuyzUCDciBwb2oF1Giu8Zxn4HZgbJweSlC48Mba3YD1tLQTOPbjDLZJGtej9DCoTY3hYBChQ43XxC6K0Lac2EFuChAOXy+gDIw/uBT3QCBxx707AoI1jCPwKcJFF7dfnyVT04AfpaZb4ioA/B/EtE/BPC3APxnzPzzRPRfA/gPAPxX+vsZM/84Ef11AP8pgL/2hXto7oTEZiSK3lHCVdwVq9Le3/lF3xsBVHC1pMo2w27x0S6kVcllzB7eSU8fS/pYxnznF9zGAY6yuv1uJfaRlQSfTb+TJcYJAJE8buNQye0NTanNfFdSfL7jlneaOGot1Y8Ol3jv00cYfnuPN39rkVI5AGeOcJ4YlJJkDo02ckyFiiPlh1Qsy9Q7jb1p4zEn7lXlEaICUWbknrD7mOFPhOUMmB4z+o864IMOGESE9vjEw88O/dMAWiLobC8nFALgpHOkDaMOuYTScsKBkKEtWoM8pHEvZkZWHc3UqxCwii2k3q9V0ZO64zHDH5M8uMrNNFdRJpLELqX3j/Q1z6P6aA6gKZVKH/SdhBGmGe72KFVQRHj2/TewXGR01w7ji4TjI1+AyTo8KotI+lmpFSlUG40FtmClnxWeKeH8vQz3swcsSeZp5/Iqpt15iflbZZc1/wOkmd7Thx3YA+lyLF0xLd4LoGSSLQxDGhf0iyj05yGDroJkuy1MYHETTdAohkn2/EysPLcApc98A5ylTtwxrPePxSJz0F7mehFKzLVNnDVltRa7nh4RxqeM250sUJ7Fyn/ym1dwz29EQ6AL4vlk6WkvE1Dj2N4LYHZ/iqDJzAzgRv/t9IcB/CyAf1df//sA/jYENP+q/g0AvwDg7xIR6XZeOsyS2vtZlNjZhDpaZaBqQdr724z6ZTitXOq20qgF0SN3JatuWfQlVYvxmLoCkPfVpwsANse2+XuBr272PcErA8JOhZHvVHZQxrPY459+8A76f7bH49+VxnNvZwY4FXI0pUrVAQlVJxwSUu/gm37dLmbk4Ap4Wstdgvydelf7xUAfninXmOOUMQIIk8P+4xnulPDZT+7x/Kcn+I8GuCTcOfccWMvEeSWAR/hTRJg6zOeErHJvQYG0VQ0ilsZpUvVR38tBLQytDmJy8iAFkb4zi050PkX/MtwIcMITsnafTOeiLs9O3dWcNc4qv6WHuAMzCxfRk6ggdaHE06avPZBY71PCcsGIQ431holLK+nszO3W8IBedwPQlVqSnb8Czf6TBaGbccUDmKn2iHIZM3t0PlV+ry7I7dwqpYKnqNZdM8fUUmtTAwZuqSP44wJgkPgkAxxYulMygESNOy0/lDTptmjP9EzSk9zzXeuaazhA9rt5PqziSDdvVTzZrNT6NuIOuPhjxu3XxWNJowDp+3/5IX7s51/I4hgFIMli7HoP8u0B7mwPXhbghFcerwSvROQB/BqAHwfwXwD4AwDPmdki0O8D+Jr+/TUA7wEAM0ciegHgCYDPNtv8mwD+JgBcvLMvr7cJDwA4dxLT6SgVQrYB5qX26rQsemtpTjmsADMzYXQLEruVm2/DKE1GnG/HfUmlLUjGbQmogn2rNm9CHy1gTilIjTsIg0vI2eFXfv/bePJLA/obxpNRBDKsOKM7Cs9Q2jLI8ftjKgo84aiiIVNGyd4qXUPoHWqRRYnJ2YMrDbgciAUowyGXUsTycKsFevVjA559FwhHQvfegHAjIJgG2Y67OUn22bnq/mrljFmyIOuJTpVnR9KKwLLlkhDRh0e5k8F4j1kssmTScJaxBoFJrKowAWn04CiamQCQtS86h3pcACSxsyRVbJdrY/3OSwWRSA3JnHsUJKb2IePZ95pyyNYN9+Jqr8BKbYdty97yXZL9uBnoXkx4OB5wNUvFWtK4NjNJNVeZf9V7Ma/mrfEa7ycpRrAum+11aqe0X7hkzoUeRZje2iPceKUnVSUhMpEOKHDFSj3KvSzaEqNVZNP2FmV/jiXeaeGwmWp7Xm7in/eMwi/VW2E9odzC8JND6sVzyR7wEbj6C1/H5a/8ENjv5As5A0MPHnscvvkA00OP4xOHeAbEPQP/0f373Y5XAk1mTgB+kogeAvhFAN+972N2bl/wXrvNvwfg7wHA2997zECNXQJYZaVL5rrhatprVkWUqMZBrUqitThLq12mkkAKTrQ3pVonq25nVW/fZvKNvrTarlqwYWPJGp+ztTRvmxRdZir8zRfTiN/+8Ktwv3OOyx8wvnqbMT2QjF53yIWvWF1QLj9iBVhyQlu32sVz8sCSyqKBBAAoMfLgkTRT6uYMJoeAXOKb7NVKUcCwU+5uM/jc4eKHEsNaLqlYLezVOh06EcIAZJXX5Ik7zEo1QuUuarWMHL9kd1tGTQEXJunt4gFAOk2aaAd7Ae0iC0A14ZE7tS5V5T0HAql1K9Ql/Y436zuXa2xJFDkH0n5BDumB1tBbHNjCGc0ofc+TxffWFUtFib75jiQralIj7TrpWKAWpicuGXSjF1kxQ79Z2PdulvhoT0iDx3bdL0kYS0RxBVN20vbCH9fgZsr+5cDbHJR+PxwzDm8EoSeZ9abAyaF+XxTe18dU+KLVHijE9wL0rh5v5foSuisgvSGv2zx48S2P1H0LD3/zM8w/9hg3X+8xPXA4vSmfs9p7ifW/BKnvGX+i7DkzPyeiXwLwFwE8JKKg1ubXAXyoH3sfwLsA3ieiAOABgC/Wkqe7XE0bLfUoaEwnwWG/IZ6bFdmOjtJKeQio4ImsFqqrJZIWn7TvtsR3AHcA044valbdXHbjdQZf69GXxsLMLP3Tnx8v8cH/8E3sPss4PxOX00Wh5QRtSeBPXPrA2yQBADgVsND2swBW7rVTNXFaMrhzxc22NrNuTsWKtISBubd+ETAJs1SUmFiGP2XkQOhJLK3TWww3EeCFL2duVHy0R1hiFb1oyhPdIucYdyJ6bBZaOGZRJYLGt1KlEkn2WbKdbpHjtQZn/pSLpZwG1wCAgL/LmoW/FeALxySLhHfwVxufzBJDFm+cW1FiArxDPhtw+OpOaDgMwAEXP0BTrojGykSp87btGEe1Wm5c+rbHoc7fcBKwPQ9SEbTr12TCtt4cqM8GAESl1sXRob9OYm1v4otlO4ziRRTX1xH2HxwQvnspIH7ZxCAhrrpYbkDboTKNXIQ+/GGzo6yuul4zG0yobYJ18ZXP65pE9ZhLlp2A3OvcgxQzhJNoaWKptCnugGffdXjxnbcKlSt73XaWOetn8b7+VBurEdGbABYFzB2AvwxJ7vxjAP82JIP+7wH4H/Ur/5P+/0/0/X/0ZfHMNif3wB/vteQAlGSQWYftaMUxMtcWFlvakH22vO8SDtpTqAwHlZBzRTSklG3eQ/GwrpZAVVVqSfFtL/QpBfzqD76J81/bwU+M3bWc0+5pLi0S/CnBLVl4kx0VjiEgrpPEKhVIWDO0rmpGupTLKk6J4eZF+nkHh9w5hCkinXWltWzthEjlIaeY1ZpSAFGLNfde3LcHQHdFGD9nHN+sGpfTA4fdR0m2tyxA1wmwk7jC4Tai2zssZ9XSYFKLUIU2Uk+IwaFLueozlslCkuBSzqafMvwpiiTb2GgllkQL1yqkyAAz/M0kLre5bDasSVzOVSqutRB3PdIYtB4eABi0SNLHuIAWd83acz07lAfSkhoVMBuLPtUFgkmUpY5v9tI6ehvzA8BMmJNfcTQzE+Yc4IjxwfEh5nPC8ALon52QfryXpF8HbTCWSxKw9AE3K1ArocKtyNSR8i4pQ0Q6SC1Fx6CjL6WUkj2XOdk/d1jOWDid7e3LFp9uuJImUuyhYsYaCkI9JqMr5SDH4ibSfTIOX5F52F3Jtk3OsIDjJKXApeskc6GCSalrnSOvMl7F0nwHwN/XuKYD8N8z8z8gon8G4OeJ6D8B8BsAfk4//3MA/lsi+n2IhfnXv2wHBC4ZbkCsxlNexxa39d5tzLB9zQDRtuXAxSo9NO7x6nuUJAHVlEiugLJJJFksdAvEQfUrpxwgbb5rUim4hNulx/u3D/EHv/tVvP3LhDjIqju8EHBy0VxTLllMioDLWeM9XBR7xFJS60CrG9Lg7+WauVkUyK2W2gGaMa7WEcOAUx5id1CXXPuKuyjWXXe9wC2M4xOP7iBWsFh/ek3PrBOghwualfSu1nADcFOEPwb4k0Pu5CHIgZBniWcCKC1300DFspAkQwZUfd1NSUMU8hq6xlpWoMydKw+Dm8SydlPUmCnV9hYGlq1EXBTg5+ALsKazAcuFkKWTEvNZrRq/MM7/+IC476QbZS+ZdBdRSfu8Bqdyj5IKVFiq3aFktH/r6VfRBxXlpnUXylbsxWh4mSW++eHtAywXJG72xVD5mqo/aUUMLWd0m5jqrxnxrP5vcXUklISYn0i4u04WDlOYcouCq7bcvRu+0N+xzjs4AcxSebm5ToUuxc3/JDSj3BG6W5mDIGB4Duw+y+quc50XavW72QRaJETk29bNXzJeJXv+WwD+9Xte/wGAv3DP6ycA/84rHwFQas8BJYzr/54yJg6S2GkAz0Cx5Veaa9K640Iwvwuq7b6W5Atgls8piB5SX/Q8q5I8Iyq/0xHfAc/7SPEWv3z/l9/Fo49YVIMWRnewmaOrnvVxIanQaW+kgZqfUrnRpPzC0ipBvUj528wGKt9v2+0Si36jbcfqr4Xrpvw+b5tak8WZgN2nta0De+D5TzDyWUJ304lFezbCLxGlNFGtN387o9sFhMnjtKcq1tA8JCL9xog7J2GJNpHiJCZpcVz2rohwlKQVCNyZ6+blIT5GqSqatN48OFBWgDRrswB8s0BbouhsRNoHUUcyVxLqgjOw7An+2QG5uwAlKRmVRBpUHm7tMVSrru7KOLLJ1cRL5zKOS6ctLtYuelsdtC2tvBxO+OgNxuPfzWqR12RPudY2bVy1kg1IaVrEC1Hgy4FLvNF4qAZ4JaZNde7UxW4NmGZhUq6xc5d06sYm4WSxTft7AVwm5F7naKt6rxZody0JQCllFd4se+nH7hIjq/HQHXS+BLsnTaz2FcZ9NNv/z0YLmG0memnc7b2fca4yMokFvPZuxoNwxKDLs/0+5B4ZEt9JLL18Bhel94+qIu1VKsX2Z03UDDBt/0a4n3Iof9u+7WfnlzuUp0ndpd/+5KtwMxAOEr+TLLFNWHFvsAEPEYZgbdOQK88v12wwRflu+W3JDU2GiDvtaha6lSLTbafelf/dnGs53JRL64vUOywXAf6UMb7I2H0aEaaM1APHrxDo7RPQizudewcevIC0UWx61a1kaZtb2uhmc1OpxE+LdbihyFhPIOmUKJOePSGdCQndGqkBQBoqudta9IIlk8xONTXvaddRrE5aLzKmhEONG22WpOwDoNsjuh+9wO6jA8KUi4ZlVjK/KUe1cboCUo2h46K5j4S/9e3/FZ8/k/41h6W7w/iIjZaBNd7rXcToF8xvGSlf9w87Zl2c1eUtfzevpYsRl38ozclsYSsdJlvAbO4PMTBf6iIVJe7YnqOLVIVB1FK1JFpLdaOM4loDqPfccW3ZoTFPSyhKKS7gNFQSdxZnJcQd4fTQSSgiiYDL9NBXo8AT5od/uuT2f+HDgTG6tW6mgR1QwelEHTorp1SX3q/uHMprS+5w4SuAObC8rsuk/Z100nUbHcx2e+Vvl3CI/Qpgt0LDbeLqKu5wTB3+t9/7CQz/dIfdJ1r3qhOHotrYTgAh98Z/s9WYK4iQ9O5GYlEchwJkEy6W+GUqIrnm5nDvhI6g7l/unca3qvtKmdHdRMSdnI/RbFqXzS2sbo0kguJIOLxNiDvGu28+w/ufPgI7YL4M0rhsP4A+vy5gKRsk0HFBOCSEk0xkcyKE7UXathUl1mRAz06qg3iu/FFzeXno4E8J2TsFTEJ3nRRoCegcEnVCy3oxCSs7A5RzscZXw8SIVWwkjRLLlbbBKMkxdgAWiuYLAAAgAElEQVQtaqk9uYT7/Bo+ZZzfTji9+wCg0JQoqkCxLpL31X6Xe6khmT1NYJb2y9vkD3C3G2nvEubsMacA6mXRc0ABIatsktCO7tpV8ALE+lvOQwn3uJmQRgZHAcs85pIAYrllYDI1J0J3mwvBvZyehRxcPc/WcrVzrlVojYtuwNouNql+lrLwNa10FUBtOeKlagiQOLGVefqZESYqgHtvldZLxusBmsR3qnjKexD1llPu5L0MdK72uQGw+p31+wbCDoyJQ4lripBFpS1Zxv2Q+xUAW2lmBhVgXLLHXpWNYnY4pL6Q8YGaqMoksc3H/S1+4Zf+InYfO/gTMFzl0gvHay9uMCN7p5lnq5ElScR0lT5UKEbQiU8VDACIao+JSzhIX2kW8HNTRNp15XO5dyuLLijPE8wItxFpFJBwauFSZnQTI+483v/ZnbRjWID5Ql2jb5xwXDo8enCLo9ujtqCVmc6nCeSULO4cqAsItxGUOuTRYpgCinEvakTdgcvDblqH9tDHvS9AbhU2UnccVq+V5NKchNzeOfnbro8CJivpvbbuVZc9eHAfcHr7TMB3VeapCve+upTzkz3Gq4NsZ4kYf/gM4wcB8XIEBwHzeOarpfolY9nL4n52cULQ/j+1rNchqAEhZbZVfKZXlavzhweE2w7Ht0dhRcxQi9cYCqiMC0ahb5m3s1wGVdmvAituAXKyIgORcBPepQpp6CXsrhl+VlBtANOpC86ORWy4qxZsWeTtt4H4dk0zsGysTvbAfCmdVJcLSwZJfFgLB4uepzAfCIc3nFyT/h5x7C8Yr4V7bnO1tQoBcbMNTD3lYn0uOdwR0ljYF2m4rfBHsQwpFUu13a5ZhwaghQPaLP2dSzj3lWgfXF4ll9qmbqak9Iv/y09j/MQh3LZuXG0IJg83a7YSNZFD0NK/GsDejuImEsFNqXAB9cDLyL0XoMrG62TwxrIqMczOlWOx2KUBbBw9br8SAJJJeXoi53R6KyN0UfQdidFfSfZ7OQ+gm6PEILsOReyCGcgZfkoIJm7RWydJFHX2NBDiaFVPgJs1tpkB6zjJXnipRtlhbwRtKgsQaagCSVkF7bzrapJn1V2yyagvj3dKb0LJNpca6Db0aRZLkLAELREUEzAvCM8P6D6+wvjhNfqrWGKbrdrOdjCJ9fQ8nUlL5hBLEkg4m/c32bMRs8O+X8ocMWuqSPG5tVssk6rG1XNH6K5iEWixbLlpDxixnI27SfI7DaRq+RYPRbGi2bE82Vm3B9TyTNw9Fnnf+vjUz5hAS3HN1Z1Pg7EQ1q690aDY1XishJEI84XMveX8Hm/jJeO1sDRtbLUwT7nDXoEqs7tjjS4slp9V3CwaHbbMe2KHpNvafqZN1izsV5apVQ2Z5dk5OZZEbmUVmzbntkzzehnxv//Bn8HFe9qZ0AH9i9pF0Ub2BFI33TfuMOBKVYxxDq0O3C0MRC4Th1jim6zfd4v07U67oPXTqFalcjr9MSJeyDWqCQ2CT4wcHMIhIe59UcYBZNI9/wmAg7jn/khYLoB8HtF1CXMMuD316EfCi+94PP4dluoLIs1wS6dKSnJ8NEf4OcONXsMTcjCyiIhb5SDWiz+xWtIqAceVp1kUwtVC8ksu1o6L6sarZSntdGtPH1qEeF+roXgFmHnsJeZ7FhDHdZkpgFIqCVRLhayXkHMK+NonPkhMtf/wCuBLkeLbv9xmETaFw23uEXwu881TFaQx46KtWGutzbfObjAfB62YQaWTqScgYMIV1EiA0SWZk+N7LwB+S65FyGI5OqA24FPrssGb6SHh7MME91DYAyt33NpjOKwV2rG2MN2Cqr0ZJPxhn4FFU1qMs0XeLOa4fi93Qjsq1mtzH0tt+8vXn7v35tU/+i9uWI+gwS144I8Y3QJHeQWY7fCrSSJlYwaGrnHVL/ypWJfLhtdZeuRAXHn7vXX5bbSguLJAGyC3hnDH1OHhPx5L/DIcubRoYCK9SUKdEVV0LmWQVk9uIFmSOwqQbSIHkMld3JngxBIjgjtpPK6xKovUmSVNFKCgFJ02VmrNytwibSSGz46Ib81I5wkcGMsbEfNXF6xaENwMuPqpCYevJ7iFES/HYlkCELGEpqdOd50QjhndDYv7xqhCHGppLnuH5bwuIhzkmKRuOv+/1L1LrGXbdR025lpr730+91bVq+LTIyVKJPWXYjGO4AiyJSSA1TESI3EjBhykkYYBdwO4kU8zjSBww3aAwAiiWEHSMIQgioTIRuJAtj6WIzkSLUOSFYuWSIkiRb73SL763HvP2b+1Zhrzs9Y+tx5ZL0mjuIFC3Xvu+eyzP3PNOcaYYyJMcgzNmUn2H3KzxICSSMyHIVCFE0CtK/uapVS3bFjt4fJVj/FDPeYHQbLfXjqRLEuTYwnH3LoXcz3mjT4UpYjjk7Zt9u/eon9vRP98RTrlLeGFBssD8IX5ic8Hak1dWleuQOxjn0PTUvlkuEOYluq6BMAMRUpqKpiLJIsJMgb5MHhpHmzeOW+fh0Kb8tm9N/VcXA4bIMh70Crtsxv1ADdPsqBubZOq3QwLeTm/GfHMWqpnSVCs0yn3NVA6BrrW72EM/geJhK9F0AQq2fOyrXUmsu1hPGtP+fYrtJkkIMHvpNMm/W8XZFK7GWGUOWw6jNr3s0wUwD3J06dv3sKn/tH3Is7w1T2sKqtoZCelD0BpMCRrqyMraxo2WINoMZlNIKzH5NpDebAGAb8Z9KYVo44AGx7mxh1qpZbu1o0+D4A7Epkg/tn3XOHwYMTxzRPikwnHD53w4PEdjp/pwEzIhfDkQzegVPChXw/o7uQYk7VR5sZhBgBCQFgLulslK9TpqKTKeApJJIFqPUZZDOaCMBfp7FkY3WkVQb+SVLUHXTbrcimqm5SxvvrdLGg2LDmWVTLjEDA97rDua6A0/WzI8M4mC6BhZcSvvKiLwprrYtHoVOUBklnw79yifzpheLZs3HzkNfL70/WAoavH7dKEuL0GAXE6sgz0GGeU44B1F2DdQKzHoO3r989kc8bX73k31mPoXU12gVxAC1ry5sGOE9dAVpr3KBrsTCnSBE77zn7+9OfS1edYGIhnCZ5hpU0FULr6HEAqgDRWOOJy8fh/s70W5bl4BBbP/gRfNPIlbQKZZYVj6VxGFEmm8h3CvMkg/b0oeHYYwP6ejm9CVuxTHhAUE80UnF23zzQ2vjUBASRg/sIffxfo7z1GHgjXzbjW/oa1PJL/80Di8XhWraFZlmlWR0tBPqTmKoGQGE3vuQW7MkSku8UJoDBZoCrgISmeo67WROAUEKYV8xOdTGlBWY0+PNiyGPqWTjK1/tmC9/78gmPKuLndY3+YkELBsy89wIMJmNYAIKH8xkO88Q6jvxWWP96pga5pNQHt307AWpCenkHrDnkfUFLAupf+cuvrVt5Pb/KIqO2l3a1+zyIid3QAF3nNeojiGdpkLTRX6EMy6qhWceoCZcFciapyvcfdx68xPYzClOtdkk6MuECJOCFqHJueAJxHYL8DxgnYDTVQliKl6LLKQtlcn/G9BeFqj+PdgvnxzjFaImln/Z3nH8G+qyOrWys4u3eAOqnUnP5v1wH7OAv5lRn9LbDowDFWHHAjPbLDpVVN6Qjl4QFhbkroLK8NC4TRD00w5Pq8PIRaIrNkdpbtAU3Gp4HcgmvbRhnU1MNey23fO9XXbvYtAOuREM81Sw3Q7iDDVwtQBgBT3XdreX3V7bXJNCMYu5b4aS4tK5ULxA3IHusoYxeWDfnzUi/NsG7xUjM1bkr2paTNc3bN4JCW4LH3NO3mwhGfvnkL6y8+ARWgu2P0N20NYzNqqmlG/Vsz1lU1k9D53daNQ7kSN6619G4OwSDbkhcA1mtZOKTMq5IhDgQbDNZ2DxU16C0xSJ+6tg2GWcreF9++R+oyUiwoq8iznj874PBHCTfflXF9mHD3zlEY7CPVmTzHQYiR21NlpEsBTSugWXOYVqS77PO//eZieIklwD255GfdCwNdMyM9viujfzp7lh7H1TuHZLwsK1wAGfpWipTlNsd8nEHTjOnNgwTMpDKWoFVDqZnauqsB0ycwAhIw7fTaQqFEHKIAb2Si/xBkfPDdiPD8hOGLt9i/c5ayfZSAMeWEh/3o+swWzzS3fmv5tcQgN4t5GaKfTwBu9dbKtS7xPAtq+WDAYi2DqX2C6SYz+f9yvARaMZ1mKylCe051H8w4o8UizS5uU0hSDYZG5kBxTo7y/u6Yv8ADtvsE2Pe2tysQApVr8H2V7TUJmnKARl3SLWC2pXag7fQ9C4Ztu2VHK8L7lNZXccQQFg+YLS5pcibDNKuPZt4ET3vsEOZNpvnZn/sEjl8q6G+lk4VJyjfLbAx0t8dLtCFUDUal5SmtteyzwAgIK9j2x5oQ3QJn6VPtoGi0lax2Zlby29/tsG99LOtqXgYpZ+NY8JV/jbEuEc9vd9gdZzx7esTxd3bgH3yBJx97inmNSA9nTG9lhBUYvjKJ8LwPKI+OoMNOsjAAIjDXm1H3t7tZtC+YPRsAoBCCXx6O9VlXDlD3n1rJlbVXQrLuMK9o+8zDrEFrzfKvHZiWC5YHyd8/znLu0qgLwUDiB2pfQTts4ljA6+oyK1mcFCddZAY8LEDn4gEaa677qrZ6cVyxf/uM/o7xud/85s245nYzl3b7ub0/ChOeLQddYID+pnilItcbPPtyXFZZdsO5w5SRzrWUtgDVjvH1EwMJdKVnr1gsS3VxOsnrPaDZv0wyVkMZeWIgmB2d71sT2Kj+a3WbJj1aruy7yf14r+w3vLWXIFv0c191ey2CJqESOIZRGnvtxIyW4W1WWTigC6tnnwvflyKdSn8Pt7SgvAsLdrTiOo6IVDwAW7COTfAcaHXMtd2Pv/+570N311TTehNHFTynqQbPoJIZAHLkm5IFgJM81DgXuQMRUIPHRaYYVgkYYV4RpkVW3tQA9I2+E4B6cdYsYzMMzEsoyeC++v0DyqMFx8OE5WZACIzD9YSHf/ZtPDiMOPYzHu5HrGPC9/w3z/HN/8tnxcC2SAZ7+pYD8jc9clxT9qN4lkfjijBn9C9yxSNtH+ymUfyJCc7mly4gd0E6nlSs7108+j9H+Tt3UW9cJcoiSYeSdSn5hSEZ53IgHSEMrRTkz+tALsRvO1jiLJABdbqAt62ZL+tvN/w5BNB5kt+tx50I6cs3AIDrP7jDR/5Pxu/9449jyU1GyYS5RM8+27lRp7XH7TIoKSTOVGFl9O+NnmUK/ot7m+GQTPCOpHhuFitjntfKmlugMskVZSBMxSuHOJMHZe/2YaDpdq7SJ7uHCJv9s2YQ62cXBh+wyZ8t6WSqkqIwQljVgcu+gy0KF7j3B2HPXwtME8CmLL/sA29/lrERMss8cNHecM1M9edDOmEyMTwkuGaQ/C1MeJ4P7qZkz3kYz7jJOx9pYRKndl8sgx1Lh8KEX/nyt2P89EM8fo/95o4Tb1ZAPxl6YtOYse6iZ3nmsA4CaGEla7T8JIY5r9vcFaaGZWcWllxLUzPS9TneurUZaklBgrMFowAnpMJckAftCGIRs998R0EcMuY1Yv/GGTEUHIZZTEtywLTscJ46fPePz6BlBV8dQHcjIhHKGzvMVwHhm3Y4vh2AGEDjLBKcZkAZ5hX98xnpzYS1KSVzL27cYa03rRkWcyKsQ2zYVQkQtu8GaRT13YxTBpYMSkG/egYXHTIbNXiFgPk7noCDenVqZ1acRXtqWa8TVx4IpAkAQ1+nV46TBMaUHJZA1xiYlCIjGHTEMZ0nmT+kXUjh+QlIEcfPFXziD4C33/0w7n7sPRyGGdf9JF6aoWzsBtv5QQBwt/YYnySkkVGG5NldWEUDagu7dwS1CzgJvBAXxhLELNr0qpJxEmzAWku+WbeYBFOpmILatbUdP671ZOh1vs0kOQJxVEOUZuSvXDOQsb3t8zUYmtFJzZj1+9p61nZBWRBvsNRX2V6LoElgFA4e/CyLM8LFZUQoWLSEv807HMKMSOsGawQkSB7ChFMR1vw6ngEAd2VAIMbDePLPtky0JZCWkgQ/1bPUdgVdxQkLR/zkr/4wjp9LOJ4Bkw85M0nisG46PlqlvHZypbeMEkBADZyK0ZVG+sNEm/k2BEZJsWETCcxBSqZckPe75sDqlWNYTmGEUrAOYjkX1lqOu//knFGGiHf+1A6nT55BYUEIBcucsN/PGKcOyxoxdCumJeH87gHf97eea5mbPfiEFEFlQFyAp9/ZoXvxJrq3n4PWLFrGUlAeHlwzyYGwe5pxisklMlauu36vwbxMhZD7oPIZQlYtpZkNS0eT3HR5HxDPEel2BgUAHEDrCu4iwosTME7gNx7g7iMD4sweKH3Mud6gtg9i0afZ1MLo/vAdyVxt6zoJkssqWWQ7L93+TxHUsOpOSBGB1uyziHgIePM3Tgi/1uOzf+EN7P7UH8tcKZKFNOlVCog+EwGYVaa07gLikhFPM0o3eLCIM3z2vH8+ajZZEmG5TuhvGOcPkWR1AU7MlAKAGCEH8ALXXQJqYDwxuhuZQ7UetXwnKbvt500BSAZrkWe7rcmxBV9/rWk3LZhKkYA4Q6cIyL84CRlrzRPSeSYeEO32DYhpVjwSgGd7l2X1wkkfX+9loC0BZO5Hg5JEmQNmTt7mKATOVppUe9bTPdLHzIwDMd5drvGTP/8jePQ7Cd0t0N3qTG7rOoh2IqUskWyJq56yGQBWV0727NF+t+wx6lxuAcqLOKm7zAg+foEYGoA0kKZ6c7K5kgMA3zcdti4gREKYM85vdjh98oyyBORRjlM/rFjWiJRkQF2KBdPY4Xv++5O8v/Vw9x3EiWhBej6hf77i0WdXfPlP7pGfXHlPN60Z4daGTrNaxhVpNdWyeGOGofvojK+RY9oHvuwDloOSRUNwMq10BBv3K33swXvzMS8IT2/Bd2cgJcxvXXsmtO6lMSH3hP2XF0RVQLR90yFLZbF7d0J5+mwrK7LsEqjZZ6MB9fMRQzU+DmFjRUfnCeE0g6aMeF7ARPiOn7pB/htv4Us31z5y2vD5tUTMRgxxwHvTActRg1MIrmt0gi3WqY6Xm48Rnk2nuc305J98blj0fdVkOHeoxF4SbFM8PNUmzgKmg5qG20vZX3qu58x6zH1x1x3U4O9lvmKlrX62JMJ6UFf/M29xTX2ve1KkV9hei6Ap4vatON1+vvy9sAS8+62S6z0808ry1pXI/n/Z81vyqAXVrf+9MOEf/uQP4clvyiRFytuyom2Ls6zTcZSG0b348vVHM9DQ53IiEZwb5ljE2sxaLzlSnQuigvWWKTdcs90HmQqZpRsnFyd/LGjHuxlf+ZNGikiGUXIEM1wv+OLdKzz861f47r/yaQTFL9ElmJsRH/fgLiHMq2B9RQLO7bfuUR5d+f5u5vOssj/prAunLirG2pYoesnlIC2WpRNoo0Ty7IGpGjBYK6YTOpMI28Miiw6dJiFg1hWkQWt+lHyhW3ciZk/ngv5LL3xmOGV4JkqFsXtvRnr3Bejhg03WBkBK9HWVYV4ArJ/dRsdizTJLCdjoOk0cb3Z6RmTF8wIwY/jKiG/+zwO++NMfx9NxjzlHnxBgDRZWvi/XkrmZxjdqC69vRqq0D+miXzoxiXm/oMKRqzicdcSvZn1xKtvszZ04zH2LN+9Lhby0DguJCcrFfrakoGGktqWzZJVAvd5LV6VEYRHJGNAsAPrP4J9X3V6L8pwh0wQDamC7JHAWjtjRgoIqLD+EyQ2LF06bkjyiOPPddvdYYLTAW99LNJ5mN2efaf8iFfzkb/wQ3vqSmQbLjqex3kAuDNYWPyYgTcUzScpiwtG/WLHuZG5LnIp3uzi7rSewRDkmhk9yFMMJZ+WXIsw4B4RxRdklCVCjjjgIpCUX+fJYUhB2Gahsaanyonw94Nv+jwlhKpjfSJivI158vEfu9/jwzz4DwKDpGfL1Dvx9nwCdZqn8Dz2oF/0lAJn8B7t4a9k2vXXEQITw7FaC1rSKUDYF0VzuIoabjGUvdKtlmVQqCSSZsw5Vg2YcqKW83Vi5I7egk+cxaMkIL2bBDplFV3keUZ48wHwMbilmMqPrz96Cu4Q0FSz7gDRJZ1f/YkH/mXdRHl2DRh0i13oEWNaZs+Cabd97ilK2m+yo2QzTFF1tFJyYGYEZ3GtiMa0o+w5v/fotwj9K+Mp/ccSbx1sZHtg4uScqKja3hVX+WV/4Rudo2KbqFgVLbioorphka6bh7wsAQWCR0mC/pauuSkIUWaqOe4FPPr9qST0ZyZKhbmYKMXz0NBSXdGmTSZIMR41K5oWmnE8Gm8l1Ydfoq2yvRdAESJnwSpldBsxWt2nB7hCm5rFqxCGlPt9rhRxL50B5G5Q3IzVUsmQ/W3vk3/lnP4yrT/cACvrbgnVHbiRw6XgtF9nW0gzQ0bIW7NSCrXQBgTXjcxMOAEHF7sa8z1ku9GTZKCQDzRIIbONA3g5pkiRjxzmJDKYMnQRqW7nVzMIJFAbWqw5hKjicMq7+SAL1eqW478MBtIh7EkJA2Sn2FiFaRCJgySr9kfcMq1h0hSUhnnokPsrflUXnFUBhpDH793DyxzIQhTisL90FyywBddWhpt1JFqE0iWIhTmIQQoUlw5wXwQuZUR4dcfuxt3B608Yby3t2d4zDl1ctETP2b4/Ah3dIp4LdH98IiXN9EL1pzjIG9rjXDiiSbqzkLs7g/SDBVVl9sjv8kl0HgFJk/1IUll+lUZQLSFUCgRll1yEferzxXxJ+999/A9/9/V/AXKox980yaFZF6P7gbeBjn6jyIjU3ceNrNUq2ctwW8DhlhEWwWhoVF+wAjkXMNkgt4XalcWGvZXvpZTpoNdoQ7LM1MDafTCeLFFflKIENBSCuDu8e6DWYt2oLJqhzEmCeBnkQu7qSSA1iKsRQbxy88vZaBE2C4I+3ebchfgBsCKJdWKq2T4PkwtuvcAjTJlhujTlkXG5r/iGPV8ONU+l9SBoA/NH5MT710z+AN99hMZaduZkRU6sO0UvWwGkzZEoixJFrNrkyyiG6+YYJ3pkkK7QgF1bN/pYsrYwpiBmHutYQuJbmgSpznurNV/qAoEa4tOh7xWo3Z0bGAFwoHqwjqdQyLu/E3SiOWU0uJCiUfScGH7ezyH6sRA8Evuo9w9m9NyOsHU4fisgD4fzWgL0TXIxwXiSYDRHxbtmQYdxmB4rhuukJNy7qZAuY/EtnRnezSsA8zVKa35wlSK0r7n7gw3jve4VRnh4zhmeCu8WR3cZv9+VRSmMNILt3JqT37lycvj7eIX7uHYAINAxylVrwi02JHaMETB050pI/MM1qO2rDroM1A4Y/xwCOYm5C0yoyvdMCHuS8f+ffYYQXV3j3hx9j+Ivv+OTK5SiLRv7Ih6rbOdfFviUE48Ju1GuTPnMfpH87AnkvYywoA/EctiVtQzCtB+j1DcEaUXXCpJ1bHNlt4gDJSDejgu32pHr+LYi2gd9u9XWvz81www8TzJdenPXTxMAtwA90VpIWIbYAv+r2WmCaQA1cHa2bx4X0WTeZJAAdNZH0tckJm8vs0gLm3ARXEahPm9/r45LtWrb5T/63H8DwVCzyTbgOCEMLQh2rax/LXE8wwzNQw9NoyTXrMZsu7QMH4MFKhMC1rDK/R07Bg5H3p+sIB5RS9Zt2Qdt7M+R5wD3TDwDeWQPAW+9MFkXaHQTod9JsSR4grFe96CFtpIaW/bkLtYUxM5789g2uvjCju81YHiRMHxowPxqQr4YNHkhLQRwz4rl4+6lo++QYlCR4o2Wi1pEjWaWUz3EsiEtBWLJkKktGud7j9P0fxos//THM1zKj6PZ7Fm+jo1Wyr+4k8iU/J0FGWaTnZwleXQL3Hb76A1dVm6nnoyXc/PzlukDLARasEssqmOY0C/Z5uYUgz1H8k+z8FnVOCnCMO55m5GOPNz59xv6vPcJ56bDkiOWxXHfnjx4dPrLFJawq2jdCxYJp1smeBGTtW6cMxBPVElkDDhU5D+lGFzlSlpvEOCMsNdCRldmQz6/zzk3SVLWVm8ikkIAL8e2x3FzngGhwQ81YrQphUgNiJ1qBdNe8LF68z9fZXotM0/a3DYwW7DKCs95j6bx18UCz/z1oGW0Y56XIfXamfAU43QvAp9J7lw8ADEmy3s+c3kT/HBieSx+wBAXSTJP9hjVA2yYkSkuinegaaOm8iMRlzqDceWYq2BGrbVmRMvVu9YsFrAQQcx3Hm4AwyShaa0l0w46lOKYIZslKA4F3yZl3M++oF6HZfrHDAl5mTYqzMXsGiEAyPAyQi17bE8VwloEVQBdQhqhD2VasVz3iUkBnxnKVML4ZsQ6E47uE0j9EvFsQ5ixGwaaz1LuH1DMTVLtxKlOqEMAic9nJJWBUcd0UwF3E7ku3CF99AZ4XPBpHhMeP8JV/86PIg9zg3akJ0qdZS+VmaN28ACFg/uYH2L9XwOcz6HCQLNHkRW5mrOcgttoZ/duy1L91929DMxahNYOLma2I1ofGWV5TAGQp5WlegUGILJoLHv71K3zmL0XENyZQIezfPmN8dOVBBVDMd2ncoVgXD2vDHAjHz77AVz75GN0tMD7hOvICkOysCDu+7lnLdXn//sWC249EMdto8hizk6OVwImrsN3+foFxGtMeJ6Bp/vP9NQzbsNdSL0nHaA1uMfa8u2XM17SBAr4hJUc7E14BPsTM/l1uhzDj2JThxzAhI/gNFlGwo+Ueww5s2flDmDCERQNmZdMjGKfc45d/+U/g+E65Z91l7GzrzuP2bWqC2paKQL0wKAtL2rrA2MZEyA96cfneJw/StRWSkL2XWAJBsNlBSwZr617p601q+CYAlC6iDNEzSgCOoVpbp2WQ5mYe1lL70Zu5Od7zrZMqswZHQDPZAJ+aad8DBCw6nCyNGYd3Vxy+msEBuPtwj+VBj3xQ/CwX17HKm4rm0LuYGgyZibzzKg8i7DN7IyUAACAASURBVI+nFelmQvf2c8TndwIFzCvCu0/B6nkZro7g04gnP/t/4/HvnDA8Lzh+/uzNBuH5nQdvJgImIZDK1YDzmz12X56ANx5Wwbq1ZgJwizjz0mwdhcZJgmWM94gg1qBLhV336e2hRVtFtUkAaxaiaJCup/j8jHgzIowL0rMJ3/u3bvDm391hftB5sHayssECN5d2c6mXKLCPvA6ecYb14qXU/E9A3snCGadGNqZyJ1qVHS9wXNMerwcBsHlZ98w5uP5vFZ3db+YP0KiYfN9k6qldL7XEt+z2g2yvRaZpTHfbR27M903eb/DLISzo9XfLPIE6uqLFOC0I+vO588+6K8MmJbcS/ybvMKLDT/7GD+HJv6xZIACAZSjaug+ePZYIxGyZp2SABqR7absUCSRJMwUNdIBeDGstfwF9bSIUCKkSJrVuSzUohUmCWYFik0VQ2DKIgDkPQcsuEcaHWYJ1jl29oIwgMkMJyA0adLqjXbwc5XuZVyeCsPCiGZXgWJLgkKULSGfVlur72wTNoqNSvetoZfTPV9BS0N1GjE86zI8S9l+eEU8rwnlEmDvZT0qSATEwXyvRZdMwAyPZ2OEIxLkgvRhlf4dOcMSnL4DjXgi6mxvQbgCvAbQbgONDpHdf4MHnv4pnf/qjSOeC/RfuwIedHhMlyIYepYu4+zaRTXX/4o9AD64lwzSZUK8u9YtIjZgZlGIt1VPcBtlLe7bzBL7ay+vnpS5UIVSjD9tSFGb9xVme13cwQxYAKLsOD3/3BjxElCEhZHZYwxb8r7VxAMYPH4AirYh4WION3Q+AkC5B3aBohbqii9Kg9CIf8sAamgAYgBIEJ3Xs2kplC3yq2bWuH1Bz29rzClwrGpqS3UnCJLrbBEZ30gokbSvFyyz2a22vTaYJ4J45hm0WCIewoDBhLBL8LkdbtE7sdyo9ap9jruszv3ytMMOQz42P8eC3eyEGpnaFlgwgKivteKY6r9jWsn9ODrUJM1WiozLA2wuYVhWdv88ZkvINctHYbHMnEexN7KIg1+kBNau0/fLBaWsdjVs0M0SDn0op1nxRbe80M2Mxx1Cj5QZP8jKZ4X3zrdEGdwG5D+hfZIU4os7zWZGejUhPzxjem7B/e0S6y+hOjDTasa+jI+S7iQEzx4hwGkEv7kDTDF61W2ldEd54BAwD6LAXOZBlhyni4S98Bi++LcnNPXRCdu3MnUNK9eUo+k3a7bbsd5caQbsETPm51OeEUANoaIOn/s0GurXOVZqpGpZqOtiNjEkrA1q0rXZaEG9GeUx9V0kJHg46xM7L2+Yco8IeYVVCKEv2GGbaZGkAwEl+iBM5lgkGxiei0Ahzrbi8ZxyWIernrs01q9etbxpkZZjddt9si7MF6pe/3sxJTElgzSjV5PsbsDxn0CbLBID31qt7WeaxIW8AwSj7Jq+3OeSXQdEC7INw9tcIbpo2melUOjxOt/i5X/skuhu5McVmil2zZhefZWt2QqzbJ071uelOXdlT8CNNq5Ss/bMZCBDnbs0GAUjAaIkadTcK4yI6TRvda11DuXgJ5Z0kRR3h5+I96yKGD94p4YL5oJiljgsuQ9SAXXeB1nLhHFTdmzabsu9Fx+tWx5riky+NGfdMWwN4yNK/3T9fEU8raC1YH+7kpokRQa3dutsFw3vyr7srSKO8xkZH7N+eEE9zdTLS4EJXB2lbvDoCQy+Z5n4Az8Jqk7kQBcLwvGB+Y4fSR6wPBpSd2ZELzhhnOQa8rrUENww5BCF2lCByokgDXj2vWXHmHohxayNnrkspNo5QvDnHL90UHjB3eu6TL4LxvODw7ow0skwSyCLFsc4dABtCzTrF+qeTZ3NbbFLjY6z4oUjidDdjlQi12CQcXhEmvZ0R1L6XKE3gxh0bGKspyc2FqSRU82GuwbUdBVySLBa5o3oONXvdjMj4OttrETTbzbLNbSvjumG7263t4mkDaERBaDDRzISZIxZOmHnbKmlbRxm/d34L/VejtMjNNVACGngCYH3PrmdjNNjdxQ6yirstm7QsDACKZn2k3Ts6TM1x0FWeT6uwpmFcNMPkGkznXF2MzD6OatZgFl9hXOXGdHbeSvP2oq0MKBg1eDqpVJ/vwS80LZumKc1mcVfk+1/goAB8P0sX3FTZu6m6gHzoUIaI9Y098oMeed8h7wTnTXcL0mlFf7Ogu5VZQyUC+y/dId4toCWDTqNkZkMvmVkS/JC7tAly1Pc1EIUASgmP/8k7Mgc7ENLtgng7gfediMtVxE4M4Pp4r0KQrh+dimm4ZqPX9PbKlHwf2vnqfk5a4bsukLaPaMt0wz0VIuBBAiUrXBDuJoTbM5AZ6WbG/iuzT6G0+VUb5YIRl2zXbnBCJVxmhCz4JNBgiBoorQozJls0UvDnth1AQBO0yPZj+3+bPfq9pyRPC3VZRurC+Ka1svQCLfn9oYv6+7WSvt/22gVNQAgaK6kvS/brOOIQJg+Aljn2DSPeK6lzKgMygveaW1ZpLjCDj/KV12YO+Jlf+ddx/CI3uAjXYIT7Fw0Ax5BkpSTHSe4/3y58ePYpbWiVLAm5bHqDpSy2pVJfbiWxdd9wnTFk++zBzFzeddzDet3V5xZssdRcNIDb9Mpt+YcmYHq/vO17c1HHs2SKZlFnGs+wKsGyFHEeGrPDBz6VEzXgkzrZh/Naj4Vme2FaRc5U5HlXnz/razIwLyjH/TagWaA0JltLch66rdGGOrnHiTE/GkDnBeHZLcLtiNO3XuH84T2WY8D+8y9qsGknWjbHST5XA6CZmVjpXcq2DL8ghGy08Mbgo2mzJGu7tO9h7D3qtUVZM89xBuWMcF4Q7xbs353Rneucct/3hiza/A1wqzUA3josCUX1i/UgFFSBQIqFAhUKsNcbX9aQNmGWzzDvAfvcDREE1AxWLeksu3UNJ1CDr2adbebp0IInDvhA22sRNAm8GWNhpMwhTNXjkmVEr/1+KoMy3une6F2ZQhm8XDeTYWuH3IXFS32RKyWMnPAr73073vw1mVEeZ+0kOctgsajav7Co85C1MtrJz2YjVtsiN76QATVLWQvS7Yw41lEXpFKfdacORqGZxW2xK5LPBTLjidKrUP68IB8HsX4LNYAis85PFwKqe7bN2Dfzw5dSe9oJm0FrUNDcvAhbjSllyS5DM1bYAmA8ZxHFqzP8uov1/fWmNHkVB1LJlQRW7lQPqsy948ClZmdhyYjjKn3nu06gCiJxUtJAJPhfbkpdZaCdlZZg5xrTwjj+yu/j+SeSkG9EoNOIw+deYPflEU9+46mcxxsV+/UdeOhrMASAZamYZuEaIC34pSjB2p/TLFCKbVL7WOv4HpuMWY+NLAgBNK0CZUwr6Dwpu94h3Er0CqcZ/ZfvcP3ZO+y/qsoQzZztX7A24CCNDcMzxsbukODSI/I55k12lwm33xxRIiGZl6WSNWbCYe8DyxRbssf+pv+semvd3T17BVy2JIw8PCj2zxnpxJ4hcxDcMy6sMqY6iuYbzrAjI+Im7/33Uxk826y6SxOy175z2zpaEWDuRyuOYcIxTOj1cXlOdiIooNzDPTvK+N0vviV2Ukujy7RyXI0tLLtznEfZ8ZDZA2qY9WfXREICn4maM0upGcn7qR0gT+TYTpiMoJBgW7ros8mDtk66hrBhYkUeBCdppCyXQMNdlP1dSzU91rK77JI6oKt/Z24y1mKZqD7XWkIb+ZKXOFRLzDCtqkuVVsbudkW6WxHPoggwpt2DsHcCKb62ZBnHUVhHV5SaqRO8dA2rZp+lSDDSvm35frwJaFa2++dqsPRRw2dhoz/8c2/j9K1XyE+uAQDhxQnpnecyriMXyVr7zrFKY7kBbDPaLlUtpov/pbcckNLa9lV0t1H0lxYUASGzUvS/yQ5RxToNAhmUjFJpG/edLwicgpfuYVzQP1trsLHFv8nmDH5KZ6C7YTFgboOaLqCtA5Hjl0XuIzOPvidv0gDnnXVmIAyrvur7GFRgsMJmayKYZ6wL0L1Q/LzpgjJTl9yJGYkJ+4EmkL/C9loEzZdt5tp+SRABwMj9S14Bd33PELPgHS3oqc7zOYYJmQlRM9COsnp0Knb66QOMTZNZ21UkDSU0ogq/AfioA8f2mguqtS4rnQYeY7ezeFbm3n7XTC6Rv857trWLCIBkn4sSPFmCpDj1FDdzkM+U9+GojGph0fJFma8DyP65UTE3wY+oBuFYMcj2SmEiFHUY8gUFFpwgx6SXAM8qs5JyU94nzBmGmZogvqSgC5FmOYkcv3XJlwVJQAOqsP2llwXICCusTTtpUXZaMU1nuZtSdDNBMoRK3jy/xfFfvofxrQPKoyuRIGnG50EuNJglagZs5sKbstuYcaLKmgM1I26CLndJyLqmfKfCla1vt6ZMp2mVcnzN1WbOvmsKissCKED/fEb/bK1ZHbeld1M5hIpnmr2c4Ily/bO6TFkJT1lKbcs+4wTPJG17P1chJ5zKNkjKPVmfZ5mhBWlH8Uj2Jw+E0ss9Zc5XVvHV19r+X0bir729FkGTLlDYy1bKr7W1zzXNZtSs07bwPmdoKh1OZXBDkOMXq0Qijrm2DppVG6l0xy4sdwdqvoteoIY7ltQEnmZGTOkqE26buQ55y6Bljpppur1bQ/KgWKCqj/s4i0gonWUzcrNKmUKV4YZmoKFicW6CrKWb97gDYuLLFU8t+lr7B++xLx6U3UKPAZoLzBs03Uyabdes1V6TexWyhzpAzfBCn4GunxPPi5akizQPAPLcTXCrl7oFFW8yMF2llcNDDxoGUAygccLhD58jH3vMb10JqbQfsH7TA5Q3H4F3w32PzDXXjizt7HF5kZE+XZIFL8UNGSe/N7elmjsDEPzVg6gG3pxBk0aMZRVYQmGdTSUQgnhzqs0cLSvC7Yj+6SijRpQYaTfK0EYExrojz/rcWs0Mrq20b18XURUnFyYb927HJjDaFlrMU4N1O2g2zNtS3JoezH3MCsk2M3WiMUE7n9ghgk3F9HW210LcTuB7gXIs3YYEalsfI1UH961xx4rMFfNEU8JbRikCeOlAOrFoOQMV3OQd1j1hdxIMkyMJdjdv9ZIGjrdmp3647QQ1ZaqfqIsbw8wSSmd9t5JVWhA2FlPc1MU0Iu8i0lnGWRQy2ABy0qcZdOjRrj8+hgGAsfDoVZSuJA1bUDc5VcNuh6VmKdZl5KM2SlOOqfaQIyE2IL7Jq/JBNHvu0BQIXBi8S9VZSaEOC+Rh5YrftgSUQiA+kvi8gs6zahiTZuUMOs+1pTG3Q9cKbAb8hmSx8nlRzathhoVB44z4IiAG4PSxB1iuZLTv9R+eEU8zUEKdl34eNaM1I8cLHLPUwGnO7Ggz0lUnXpl8rCV6SFphZZKmwAo0L7XkB8ROTrNMhycKoewGWewyS5+72gPRktF/9YzcH8WZvbDLheyYd3cF46MAs1wzcibMMo4iTPCxwCYhyr1AT2FlZEsGULNP2a96rVoJf6mXNBF8i1vaFlbUNk39W1uYendQ2WamKNv3Mp+IV91ei6DJzRJngXLre7neM/PoQkZmQk8ZM8dN8DTndvtbYe2ugQTZgtC8vzz+E7/1Z/BwYfR3QvaULqC7kxGwMIaXC6gPQAaizkuxIEqr2nb5yq4l/VzLS+6i4mEZ6XbB9HhAmBpbuVLLISAi3SzSDRQjoCe29GYNRzo6YpVgM/QuYHcWfRGsryiZkQ/i6mNyJSB4GUyqw8y7pMESrq2kzBKcLIB2wZlvYoBbZYFZxAFaKgXXeIYla4BUaGHKiEsGrnrQUlCGiHhe1dFJbthwXrQjqGZs3AUt8VkyyyAL3MYsAxANpH6WBRkAjg8SguOK1uctpXMW67dlAZ68AZoX+e4Z2P/RDY63Jw1gvRBP1gn07EbmBE1zDbxG5oUgATUl8M6II0hw189HDChXg0im1qIBXq+nvqvB375P0cmeZh9n7vlKVHKX6iKYK2tPZnysTvI0Eg5rwe13PPAqh/U80rkgMqG7Y+S9Gghr4GsmYEvWp/ALA8h7CVBhkaww7+AlumOVVrEt9b3iJI/72F00AbUx8uCgFm+5gQ2stNdrMfcXxFETWMMKIarOrCbWr16ivxbluZE127G7KzLLrB8hhdZ7NnDea94sE8aaPwgiQeltXMVLHJQkuBb86nvfDn6vR3cHRHUOd+InF8XV5PEwF/UYLFXkbuxj3gq+TXYhVm/FySCxCYNntCE3JAdQL5ZIjkHVHmALiNXUopXWWEkmQmPylkUjU0yGdKkNbKUaxm5XHaFm3UsW0w3NAG1f/WJtvqu1YrZyLcmW5H/DaSkz4p20C4Yx+zwk+y4mUjeJlO2rO+NnbhjzVbJe65yJ0QMMdwkclAjRYOJjL4wgSlFK4MIiTjdpT9udE4A6lkKDoY2xGPqaNRqbTtrJs+sluHUJ5cEe0FnzGzG7Bbys2XGLX9r77JvhbbZPL8NGW/mQyZGm2WVPTkIptkprwfHzp5oEsHpcDgF5HzA9rvOuNtIfJW2C4pwmQQLEQSmoQN0xzrUpvS2QmbuRlvI+cE2rKAukm/bIoI9RzX5LxIb48axUP6N1xbqXkX6A8vy1CJoAfOY4IKW5YY3byZQNfsmEmRNGrt/esswdVTPjjOCsen/RcnkIE055wD//9U9g925EWFhKLyNkCI7zQYNiWErtiNEszGVGejOXLkgvthlYRA12du/tlLnVGecAnLjY9PaiYjLl0FWMqqBmOEVfG+sNx1T3GcCmnzwaIx8Am1oZ5qLltWEONThv2i/75OSQu9OQEGTt55Uh3mvbNCLIRe1Dqlcfq0jfPrfVV64izKdFrdGWikVK5p0kOBK5HtEMTpCCBMEYNAhkyfSBSrpo1xDvBvG9tIw0EOj6SloptQedQxDIQbFFbtsmrXvHNbVF1Qpa5i+rd/6QGUcby637Ux4eRLEQyc2K3dgDqN4DO5Uq6WtpnLeSpSbbtIzX5EcmWdqM1HAWP2+lNwyESauOBMQzo2h2J/tsF6yWvaQXLGM7ItjgXTOTVtTN5o3X18KNNSxg2nu7sN4CH9X3NVkSp5p5QndtI8i3yyrU18aJxcXs5b0zL91em6DZbjsdiHaZWb5ss+4eG4Nhr5vNWk6jztIEWDP2eJ4P+B9+5UeR7gLSCa6Z9Aym6cmuWSAj70WDZnIhG4CWbuf3XbXyEGtWQuRCb28dS+IoU0wMbp6bnuFmkQOtWupOq5AuFizHpWozUYNwK6WpguHgBI5vqu10sXrTn16G2uZnTkuAZoLGWOvvThD1UV9X8UgQiXtTlBquDElmkkfpCjLnJtn/5qYuBWVIyMd+8x03jvWtsYVmX9YV48oCDXTOfjNrIBNzX8cak+G3cq5cu9reLaXAWjx9S7FmnOZuBNTPU5eiqoZQy7cYxKQDcAjES/FSwPte1A6zLh7nuVYZsIxb8edWBA/UAGn4aVQ3eH0uDz04RoVNir+fqz9S8FEQXpJT/V+GpaF2kdk11sv1YBpIm3Ig1x9Ev3mBX9pnhEWzxg5S4WgAtYW6lSJtcFE7P0WDp3qDbjTTerriaMFag/w3chulbcsFTrn9W+3sKZpxApU9b59j2eVlaX4dz/jx3/xRhDG4rVQxQwCCkzFoOnKCOp/Hc64XRyIXjt+bnaKbn1jtbQbkhvfJlIzNnPLWaKPtKxfyqGYJNiIDzIKFrYIbxkmZf8OYNGvhAMczXSpkZOy0Imp/NwBnzu17chclyzQmu22/7KoxMncakDejPiQI+hRMPZYgC9Rhkx2HaUW8neX4JwlqYZFMuQzJJVHcRcm+gn7PvWCMbBmm3hQmv5LjrpnmfqhZlpIDm7IXkAyPK/Hkm3UmASCT9BhhY1npfpCAaux4LlIW23FTDNKs4Hxx0WYBAIKNKnlEOfv+8dDD2HE+DMDQV2y22bhLFetsS3f7ewxyzIYI3iVpDvBRFQapyHP75zWj5KA2bJY5rpbVVQilKDEU1bfh0obNWjPrzqAG3Sb4WoBsGwN9AqVlqdAS2x63x/Q9ZAhivQ/FBUxxVt3K/cP3vtsrB00iikT0z4jo7+nvnyCi/4uIfo+I/ici6vXxQX//ff37x1/1M17mfymP33dzbydS9op/mu7yZa8x8udUBjzPB/yN3/0x7H97j+G9gHSn8giWAxxHMZ0gM8fQTJNWsRyL5wXpZkbIYhbs7X3MiEtBlfZI8ClJV+NGRE3nGelmAooA0pSLzAFK2JTn4byAhw5533l57QHXAifVG8362B2TnXXfGehuhVQxSVGYi7QiavBdHvSwXnq/KVVGRIu04UHbN1tG2zOTFndSCCOoWN71p6sI8yWDCbV7KBDCvAqG2X73GN1SL93OiHczfCTxWkRmtJpuVeYVXWpWTe/IbYsjEXg3eHOAZYPC0K8Vx7T/7Rhr541lbqZ9LFcShKtInSo5ZaVwilWilOKWRGoySV9cu1Sx7C6C971AJPq+5WpXF1XIORN8smKWph5gmzdkyoOrPcqjI/K+8+eFcXHjmTwQ1r2c2/5FVriJql5zhjdteB+4YZNmYqMsfB5IR2DA+90NU3RnJDstij3K1E/5P/eoJXWDvdtmWGubLXqA1EzSt1IXhDjWjPmDbB8k0/yPAPyL5ve/BuBvMvN3AXgK4C/r438ZwFNm/k4Af1Of90rbwtFJoXYrjcGw/W74ZxtoX2ZYPHPEyH3TSik3FP/jN4RF017XKtjVTMv7yYN2ZlQTBGGsgXSzeBnvjGeB44YmebDNV/l5AY2T3ACa1balspEnxPBMsvZjZ+/uaLE/z4YIsH7s2kEjM4bM2HjT563BtRw6lxyZftTKPu8qmpfaLjrW4y4mHSKXCnPe9JB7mQ3AxOu0FoRxRTwtvhhtLOfs+Dclohw//Y6hls2e8RnWaaM//I2aOyJqxhcCyr6r2XEDIWwMmlWG5O2s7T4Am3JYzktjCgIIfro2BF/rSAVdjJdVSR/9/qpAoGnRDDT6d+YkBBot0hLKUUYfmxmxQzFE1bezJbEah3juogZIIygBHjqZowOIFK7B1y3I2YgJE7RvOomUDLTfXZ9rYneqgW2DSTbZZYs/tg5EVgW2lZw91uZHVu2V/n722LL9lqXmTsTvcWG86vZKQZOIPgrg3wbwt/V3AvBnAfyUPuV/BPAX9Od/V3+H/v3HiOhrxvKC4H3lVX+59co0ckh2Wo6sj8RgY9GLt1Ga3AiowVSyzD3+9u/+GZc0yMporkXsP8e5VJPeIYpl2z7V8kPdecSZqM6TSS9Gv/kuZwGBIISAkgPVz0/xJbvguBIwvO9UMN7crK0LziyZlnfvmB5T9630OnBNM0xn11tBOgEoFxeN4a6QQBGWfG8sA63sGaX1EJs3puBeQd2/m5bLIs47NC21rc+6qRpRN0fJJNEK9I0kKTXIuBBcA7plYS38AWjgfdllaN/RxObGWFtQXl8SzBWf5C7KAmqQxrw4+UPTKkGrLZujQgmGfdqoimWt9nv2mSoLcggGEHG67V+AEFt+jkId3tYw8ZsFpBQ/hzRLeyvrPpkXZxzl/dJotobyndOZEc8s2KSWulEHmNlI4JC37DUAV1bUyQWaQerj99oim9fGuVq/2WfaazZFaYN12me2elC7x9r9CDNcaJ878nHQr7K9aqb5XwH4j+EhA08APGNmi/FfAPAt+vO3APg8AOjfn+vz33drO4JaI+GWOd+F5Z49nDHuu7AgI2z6ye/KgIUTCqQkvyk7LBzxE7/2o+h/6QH6G+jUvTbLrN/QJTPMyPtU540rYw1Ayz7U/u9VSt0wF8E920BkpUUIIofZ9fdu4rJPIvNohqwBErSrXZj0DbckCFSvaZvLcwI2mS6g5bvjcZolKym1kS6ZKB5NJrxmzYwv3tQkIC0RZUYeFlQVpw3m9ThUj8rNoLZ2X3fJxw5zEzhb3SsiSeDsOy2/QyVCLr6PZaMSILffgUzj6Aua9OnzkOR92+fbebMMrYFHADkOLnHqouCnuj/i2n8/E+QuKimm5f/Qozw8VnjBhqmZxZ1loJekTymiH9VKhFr9puGofScjVY69wyEcxXug9JUMrNcLxFYNqF04BVh3UN2jLlZcg5cEulpxyP92YrcYpfxRM0TLKBPcvs42ky6FdZtdtg5Kfih0plDpUUmqJkjnQd/feIwPsH3dpxPRnwfwLjP/0+1XvLe9BG2497f2ff8KEX2KiD51+7QewbYLyLLOoAV6SwjNjbtRu43cV5bcR2GsKBzw3/7TfwNvfKpzgWs8S485B0nPk7oOxSkL9jFlzA8F5yt9rJmOuRKpeW8tDedapgfNtJoVzOa7WOublMK17Gv7rwGAXbIUPIOw8hqABOk2SLTHNyvTrlnm5WvNws6z6RiQTpq9KYPvZ67o3PVd13QY6X62OsHMjgMD8EUH1kefi9+cHMmNPODZbhOo7TuGmi37+2pvvWGx5gYkLuU65nmzT7nqQk1Yr8fFF4A110C+ZiFI3Oez1DvFCa/oRBpp7zfp7KF2MaRpAZbVZWZs7L7NMvfsNNZrx1h/m0+v1YMx8KVP8HZRa6U0YX5TxmNZq7Sq8QwV8izUTNOrpzp/yo6/TCmQqiIuzbUZrQQH0p2leHCWGwC6Z1PVe6qMKKw10/Rs1KIDY6PTlHuoKcu1XLeyPZ2a91IysJrjVMbeqynA2yyNZwgZOl8Kr7y9SkfQjwD4d4jo3wKwA/AAknk+IqKk2eRHAXxRn/8FAN8K4AtElAA8BPDe5Zsy848D+HEA+NifuGZgGzB3YcEOy/tinA/CGTNHZ8ePYfIRFzMn8ddkKd1/6+5b8Us/84N4/C4j72iT3pee0N2wZ5ttSd1KjwxHTJAbIagdWXcz2Rdyl/B4XsAzgYaEkjpwL+NivURZBXeLdzOWq+SDvMR4QGf6mJSnaS0Ukw3N4hAqYRAT8nWlAmuve9WS2ndyEsiCW2bRTOp3KNriKZmfklOWdQwdm2jlMwAAIABJREFUlgc94lSDSJyymHO051aPm7VhVoOTAGRGXDLyQRlg/Y6+P+41WepMpRJQdp3jq2SdRcb+202/u59ByvEuPkXS2i25i0powWU9NC4b7M9aP7lPCHeTBKOTyH0oM7i9Nq0stv03oxLv37O/o563pQl0BGCIwAKZzz5O0nmli0AZOskK1ywBswC0yP5SAylwLwsbjbOcQ28HFVMX7pM0OuixJzWE4SFiPSYnAs0f02wQ+xuZ4Ohtrotmc6bmmlRmRAYvAfPjHTa96lzL5qKC+NqKuz1n8dKxnetz3HMzANCe9GIazeY1/vzGdMeuz6CNKDLbfSt2/3rb1800mfk/Y+aPMvPHAfwlAD/PzP8BgF8A8O/p0/5DAP+r/vyz+jv07z/PfFnPXXyGLgOX7PllwIxUUBAQUHBXho1Y3bZJCR8r1Z/nA375f/5BXH1BAqZ/ZqjpuohnGwxyFexNPCtFj1nNLci1eV7apACfYx0IdJ5R+uSzwG0kLBPkYlbmle5GQHWPxuwavkdKqkiJVYe0+WaZwypTKGuHDt8r+42pBuBlkGdihoVqec3t74AHVJPtxGmbScrfoK2SSvIoY1764HpNYjEdjhez192FqSFYDJukcVWPzFAf13PgfdRaAsvOAjb4TfYvaKms3pWKMXqPumpAaVpBp6m6nwc5x64J1dlJG4zUpEHGoO+6yliH6kbPSj6Jr2UvRBXpPpnG0zxDrU99XgCVWcGE+lYRqKxKxPsRl91EyA0RZtfCLCoEL9lzhSqoFNC8ILw467Xf4IUs56ckGYthFoGW9YUZNftL2BgOiwFxVn5AO4N0Brow2HDm/WWbSZZIS/FNi6RlodoB5DgqNQHYLveCTWOJPQ8M9Lcs4z4I4AvS6GttH7Ca32z/CYC/SkS/D8Esf0If/wkAT/TxvwrgP/16b2Qu65fjJ95va5n0WW3fsmo2F44oHHCbd3ieD/jZL34SV18oWPd60xUJkJbUEsOHdIkVGRDmLNmi9laHrG5GinOWvZ4lIwlUhE1r9lEEYVy9fGPtfIBmrG17XGuQIT9oScRcSyvA/S39JmmdcNogiIuf7XsR3P0oeOmrf9egV1IQQ+CXZGuAlPBh+hr7DoEFovp1tu73/jnGrJun5wUeSNNSA2gK9UYlzVTdEzPWgWf2+tabVOVY4bxUFyDF9YzA8+NoYnjDVfuq8fSgVSBZnnXZ2Gco4bQpq/X5rFInb8V0uEIz5ml24skyaJpXmT3UdxVWMZcrW9Tss+ZFCCOq3px2DAFsHJhYmyukE6tNHhQnJRL1w8peyhrBRwVIZ1ayhz0LhFZs7VwfeZ2Kx7XjzO6vTTniC1t9DQCFx7CVD1nm69dYTXraf24/1+yHCN3Zy/02xIjq4yX79nW2D2TYwcy/COAX9efPAvihlzxnBPAXP8j7in6yx+PmsZeV5Zmr1AjYitlta7PVn//K9+DFT38Eqasnl2DlhxylkIHuZESIHMiSgkAkcwZyBcVBItCOo9qIqT8iLewdGdL3zQjjjLJLmv6HOi41RbnYIVmneVIK2yyftR5kuBlHEhedTq7IsJqWU8tWNWHw/m67aFBLZACqB4R3R9jsHwehTY/J0rlEmt16OQUo4ULgfruwGWmQboW55T4pjFAABdkLBZE/seJmyqhjzlvyKBAwdJW4ABBvZ7nRDXEYkgTuUgSiACq+12w0raqdNEsz9qBm53KTPaohhmgag2aJaNpbWbLUpPvfJ0CngNIiTHj1sIR/BgDwrgedxloBlAI615LaRfWKdVLT216zQ11sNGA6xttkmbVbSofomfC+caynxTI1uYaCYq7okgZlbIOP/mwDBgEhgMwj8x5TDXjGlweFgjQQ+4hfC5ipvpYJ6O4a4qdFPpr3t9bdtvWyDahCEnHNLh3LVJtG3T9n4tWx64O4HP1/yTT/f9sOYcJHumfqvp7vtVC+rJ1yFxZ3ObrcMgi/f/4m/PFPfQIAHLSOM9DfMLo7wzWkTMhDUMNh6zqJ3idtshoX6zJ7+SYf1pRDbjJcREOnGUU7JqOVDvE41c6iTgKrsZQAZIyDlp7WjeTZR1dNdb1l0kB81XiaAkDs5XLFq1pW36DEtSAPtZPHNnM/qg9UqMKnU3INLu0NDmhWy5Cgu8kCFEslOHTAUfSkUhHIe7v4OojsKeg4DAAywmG9WFwtcCSZYAnAu4SgNmri9VnxUQ9c2gtuWKZ0CdVSt4UBAEiZrzij+Fvm2mHkWa8GLr02yi7VMReqhgAkO6TzLMTQOEl/OfTzDSe1cSmnSXrJTyP49tYXddLWS7e+A+A+npodm5mLLLrbhcQWbTs/tjEB3W1WzS3qsDKqAdBuQzMp5gSseyE2l0OoHEIjaict2cENPnqZLTI8ONux9yxTeQgLgq4Bte+wqpH4RYtktMqyrjG46IX5mttrETQJ7XAz8n7xdmsDp2WTBUHKcybvEFo44u9+6ZP4pZ/5QenumWrqLj2tpL2vDJ8TomapIgiXdsJqAKwdNJagaAZm5gkb/NDKvECgcUKYM/Iu+FEOOpPag+tuqO2XBCxXUVyWWAO0tRpqx40bCVt3jsEBCtZbSWr2a6bLhJV0tpuBkHdxI2YvQ9SRHcWhCGoWA7IApP6btBSUbmvMgcygca3leICy9JLBFutZZ1SSq+lpBzR4721EA/n+CiEWGvZdR3fM6qepx0tmwEMaB+xYE9VAp1KdonImzMuGWea+cyZb9lWJpxRAt2cllORc07hqy6YQgL6YFc0IDYqwcrmvRBX3nWCatvBMq2SqL26BlJCPKlMKGlBV0ub61KfPwfMCur7eXIMWMF1xoTKkcJpdyRAmG3yn31uz7HS3yrl3IlH+i2NGPK1gksQjTuxCdOv+MYNg70+34MZAf6OOYGuT0Vlw1EyxdKgwFuCdRU5IBflcuVbgovawMELT0lmzfLgOekMyFfms3VMhAdedxIPy8mEQL91ei6D5ss2CaGlcitrACtQS/lSGjSvS2//woxieCm6ZxjrbuMVd4ix/b7seOOroWDWRkBWoZqCXzKx1ClHbUwxd8UsVC1unUeliFU/nImawYbu6b6bpKasqmI7VJ7TJruzxtq1xMysIWq7o+F49cPoF6nfJmu2VuO0R926YtgPJSkVtzwzTuvn+rUjfOp5EtlQz3813tc/RLZ5ra2RrEwc9pv69TXMamjK7Fcg32a9jlCmouTPV51/qHQG07uneEbYbvH3y3ucxV1PhAMc1PWtWMTwbMdUsGO3oDBp60HEPNt/UtitKMVI8v5GMOQbw9WGz35djijlIf3k52EykCn14BqtSJnfAApz4a69Hg5g8mww1wzQtpJfXQdonrS3TbRJJILHSAeaN4KOE7aOaQGm4qcmEbF/i2LT5XpA8xErwcHMtZuUytKNNJiro/xcl/tfbXsug2fpjXmKb5lCUmdTZKG1wzP/ut3/EOwm6OwG23R7KKrdJ3KntAMZJGF/HhBxz0XLI2gM1WIVVxlU4AWOu3UC9+UqRLhUNVEHJHcTGvTvGxr8Q6F7kKsRt5ToqASLGFstSw4fSR5cUyY4rdmkXVbMZmUWqvaTcfG8nbGjzmGWZ1upY5UTNY0UCq0tZCm/2qZ1i6WJ5Y3L9OVxLJiUwwrRWxr2ZQNlcLBWiaETnjnNaWWvzgUpBGBcZkXGa60LQnLvL6wCAZrGa3RvZ0xAzZJimZpoCn0BJJ8FCnZDS80dj41Zk0qFODIq3Bi7kZTQ9vwWmCaAAvjp4cHdy0ezobGxG06dfP6fi4i2Zma2JwgNNPXduTN2a2mimGceacQK1Z9wdvywrXdjlSJZ5tpmhP9ZsVdnCnom2tnOudgm4Bz1J5VT3JczwfRHughyu+IYNmpF4EzABKctPTXdPu9nQtY5WXMczTmXA8M8P6F/IQY4LC26puBplYQEB7QgIqCvhXDuALjdbcYml5HUHdMsyWh9FW731fcKYxdRDu0F8IiUAxIA4FS+RXSztqzupjjLCrNt8s35jZbTNKWhz0ZjhSC7Ih7QV5s9yE5AGpDKEDSSx6YdvFpEwqdnGRT+4laNmwGEB26VOsEDpJ9uDvf8NQDCtJLDJ/qS7qNTMEFCpVUAZOiGgbJFrzsVGJtQnEbATueicJsERfdFrTDLc6dyCiwnbG0MQMwzeBCDAfQjs+PvrLKstBXx7V79jc90JgcX+Ppah+oLZ9SBddGtbpQbLxvbOs8oWQlJSzCzmyAT2xx3Si7GWx0YWklYU8+pmwE7kkLyfZWqSgFRH9bBW8qg7NfcVSym+kQYpPulTKXn7vt6RVOpr8kCiu3Y9dfM1U30PThYoUbFQtgyXvEXzVbfXI2jqiWqxTAueNuqinV9umz1+KgPG0uHTp7fQ3ejKl+GloI8GtVVrFqwzzkB/mxEnc1DXIGMDxbSks4undBHW9eAAvt0odtOtGa11mMtEliKY33nSjEcyyHRXsw/r0jG9aElBGXgLfhqUzJFnLy49dhOH+aJMjlKqFzVn8K29mRsGedO+yVwzSWWIuRPdZctKyndWt6F5VcKHmmy2Zm+t76MNqDPYwOGFTjIkKzE3GlMNMEU7WkgVBFSKy6Z8U62k9aq3C5ljj31XS1l9Tdl3oCmj7JPb8NGiRI8F7KYryDJEPuwkwGo2SWsRE5RYvUeFZW+Y8ONBr8umXDaZGcHhB291te6fFIFd46pkx0tfy0OqkycvN207pWmtM5TURKX1BnXcsMiiXfYd3BdzkXsknbe+CiXWYAkA04O66JZIyD3dM9eQY9OcNsU9W6NhC86V6MHmOjctKXElszbP1e9iuKV1BVlm+tL+96+xvR5Bs8XW3DRYun0k+xRW3Wah2+aGHQgYucPP/eq/iv6G0d8azmcnXoOlqv/nY5DAOUs2kIewzTCtpFAPR2krbDwZS71prD3O5CIAakAd543rD1KofcgA0CWsx64GLZ3AaMRTGaKWLWo6bNlDUsy1YbWtVTDoiGFzE7J/rSjd9tcyRloy4lleF5eycTCyrASAKgkk+FsADKcZ4TTV0r5P0gFlg9iatrwwqQLA3IRYslrpudfM1KzPXFal79uy0YAE6IZUC9NamXArQaP0uJv7kJ1DGXmh4vW+u4dnll1ykb5ls+5LaZIiJXu4T3JOVYvJXZQgrgulk3mDMOakcA5e3AqmrS2QtAgLz4cdsBaZyTTJbKIwZ9C4VOPklO6Nw3DvzEa9YMbC5novJGUAD1Gy6xd3mp0uoPOEMM5YrmKFZ+z8pACaMsy5yPwsfSKB3mvGiJsMKWt2GBZGmtgD4iYoWqZaKma6wTJhEIde56Vmr2LjaKOuWeZxGUJF8NIc0Ox3lYw3nQvm64D1YPZ3NXt+le31CJoXkT4zbYJjR/neZMqC4I8VDvj77/wrePjpIGUAAelcM5zWcioPKlhXLZeZ2+auMcLVLZxXhCW756SXl035yM3IBMEpA/g0ugyl9FFebxdiK0pnyTQ5koysvcCS8tAYWWiZRcbAk2J5ymC7/EcnV6Jw9WdsS/simGCbIaxXvViBqfifLcPKxTEzM86gLJ1TYa1YJO86DSbsZTtlRtRhbCHX4Fd2cdvh44SKHNswrtW5x9h5xlbob6y0MvC2fzzETZnrs4S6RqqlkAdlFslS22hgQnPDkl09AJ/v4x1HQc4/zWt1PRo6+PgR6/E2Q2RAyBhrhCAC23kMdQEsQ6efXyqc02iC0alcqWltFQwz1GvQs8/gulnosaYitnxgBh/38vnJIhKhu6uLvIv0CcjHrmokqYFaLEk3tzA7NyxQWBxXXyTj3JybhmOwEtw+zzgIH8MbaiA2Es/x+uaWtTldca6ORpxqCR4ytANIAqUZj3zQ7bUImpcwomGXI3fOiJtrESA4Z0BxTHPkhM986tsEr2w0ZyaaDYscSHssjUoAnVXIzHZSGgegXPwCEwKnnqA6J1wFxLlsynM67GBjBhyf1MwPAHz+9bxU4wy9GW01B9SeLsD1iwBq5qPvs5GYWGDNQnbUAyoLyWU7YttfbxhW3mumkXR8hMMLWbFfDSxTdoLo3kkszXurrvKlPeEGY+TqBm/Yr7T51eduOpGyZkyR3DbP2Hbrr7Z9DnOWLFRbGk276VMgAQ/GvB+2i9rLGPl955nmve9NtBXam+xIA6MHLzMDBoQYPJ09281H7QSy19n5mpvzaZCGeh3IMb+4+0vZmKeYdtSlUEHG/9oIYN7JwLawsFcdrnBQ7XIaWfwnO/jfrCSvB0izNoPtT4JRx4kVT0UVuBM2/ecloUYkru8r97Xcx0Gd4EPTGx+VmQdQ5YXWO2CsuQb1sMoMd/8Mg5S/4TJNYEPymHtRR3nDnmc1H45U3FtzFxb8g3e+D9d/gGokyvUgxGYiJAC3KpPVqP4L7QVG0AtFCJ749CSORv63ioV4GxoA18XZFgLSM5mK6TNc7DmLlGbBy+cserVEPrZCXIqK3vyNj+I0++fQooFTA5BnVFqWln2HsouOV5qvpsuRNHvYMt06wtVF84L1AUAZkmOtknEFyWjH2b9n/a5wkbe9f1QM10kizxqLuLK3zH2krdSqWPvhohirlMKe8QPynFaTqhipv4cRKjaUbLkI/AYJaFYmjkTS7umEjBlytO2UrU5TMeDW7xKQLBoBoBd38tkhyH6oooJ3vQvOfZEhEhz8+S2gBh0IQcp4C76hLkrl0KM8PGiFAdHz6jmktYgo3vwPgl6Hpgporn8LMMYJUGEx2VixYcoF14RndnKu4ZMl14eD6qDZrzMnZjI8s7SplbRy893h/eVx5uqBqa8TqIBhg9eMVW8NQgDVlmr2OV2b0qQGTJfFveL22gTN+9IiOSs+phcF5QKxDcR4lg/44v/+beju5GCmkRGnIqL1xo1ZMBcNlllkRsYQcyDHNYm5ZmSWvqeI/BIHHZEAaUfIutZV3zLPeVHjhuLllGCJ0W9al6/Ye6oY3QgX95osqAHBgoB1n9h3bOQr99J3/Z7E7CJzJvXm9M4h8se9x/l9Nut6spZHVn/ITbdRw8bLixQqWetNca9/PdaA4XpZQtM1RDU4QTNv/dlxVNo+BwGO+Voww9BvSn6OujDocbb99bEVdpytbDezDy9lAzZi/SgLV1EypvpiAnzYgdvMsBRwKSiPjhWeMOxWAzzFIGW0jQO276nXhus/G6IqnCyK6OdMOrVymjd97xa0aZy0+YMco/aN4dmdkz28rYxKqsmJiduXQ6qvX/T5lgUW2TeZ4aN94MYdaSeeaanb7h0EKbs3Ol8NlLXUh2bEEhO6u+LZrI+fSU2G+Y0YNAG4tMg26Q4KOv9HjrSV5Luw4Hne47/+uT+HwzuS/osvHitYXDydb6UusiI2wVQlDuLAbt00qC44APL1IK8h1IOrmKFYswXYEC7Mmg2sq7OZpFidsO7bwFL66LKj9RB89XP9md2UarjAJmkq7B0mYVyrrycAa/8jrhhjPGcneLyrSYmX5ZFk7d5zTvBpmZuWTbaOoRXxZkQ4TW5DZtmeEU+y05Kx2Yhg8W/cyqKMJGLDXVviR/fDreUG7QQKQbIozdzM25LUXQlJjSlWwRxpytsgBIDuzhL4LQipuW8+bj3C7LvQuDSifnY4wMZZUC5A3221tID0dis5U3QQHE0zyHDEXj6P9mrtFyDXlXkZjLN3CZmxBk2LGCk3mCt3otfd9NfrObDsvLWJM8ydj/uascaI0ts4FL3GW2VDqPdMUBYdnnjI7+ksGWHpgLwjlwpxImRrcjLmXdsci/a7F23TNONjMzJuDTpYM896ftTgw0r5UQPwUgNmGguWQ0DuyV9/b7DbB2DQX4ugKVUTuzP75axzC5i7sDj5M5YO/+Cd78Pj3zKROvsJFJZSAo/Z9xPXA1tPdFOi2r5YqWX3vc3wNqcjvzklw2o1l37BWha5ZsG11obBBHyFN8e80gesOzE57m4lABpu6iUyUDOgcP+0ecno30EF4WkbpGlp2uTsu0IyuRKpalfnpsTVvvG870QA3Uhbakmr+GvakldesmkAd6OUuXiAbmf94DLrvvye+jn1gZpdl0NXHd5tzlFqJmWqDIfGWSY6AvW8Fa4BXY2Cq3CdlWQhHT7WZLJBYAPTyXIkaQPVjLUcBSf1llC7Zkxwv0p5bvsTtDXTTUsMirFjbuoDPe7WrSSvXZqWy60CAiH43CG3pDMHJj8+EXHie9paU2JsOmwuTo0Ze/tsewBBiR/jFRxn1PdxgpbgQeueVpolyIU2wDWfyVGYcQukxYxlNOj2N9Ktl3t6ubRIE6EPIjt6PYLmxbiLhdPXnXl+CBN+/7c+CiqQ+R4GmvtUyewrZpxLw7yhuYCx+X89SIDkQJLZFdSRCqnxrLQyc8kbA1jJLsUn0ZhRc3PfdAqVAs6afS21XZAyfKa47ZNkzK3zuJZuWoIbdiUa0HkLIZSyWUE33UGuDbTjJhCCTRD0gLHkStJo1rfpItIAwJqpuZbVPtOOuX6O4akbSGLVzDne/xs35bplpZI55U3XEqeAeDc3M39CbSgA0LZLbuaa2+d0yQNDSbXklw6fBo8GfHGw9+Wh1ywOVYTvmGfFQ8O8umQM6+r7Yzi3ZJA6LK0NbLudBmktz4+7GlS1LN/MUjfplUmUFKPGNINvT14FbRa3LL6aps1khURMIkSZsXuakQcpzbOZatupUgLGL69VsMR1F9xasQ1OIcNF7NWJX4+tBT7bPRb5kmGhgMEC9fe2RdpeMzyXqbLzUaR8Egvq6/1/qr+/yvZaBM3LTUb0fm1vzUiMq88FYe8MDpuKZJ0rO84DwIcmtW2TAFyLdm+jOuagNNmbX3y2yrcSpZZQ8C+S0DLsdJqqGF63koJgLHb/d+SMvuyk/mCQAeABgObqgmTWZf4V2v50bckEFPezAEDCkBtJ5JZxyTBVEs3gUrzTx2QaNaNbXUng+C3DWwvbY2qbBzvbBxW6G9PNXXTDitYSLYwrbOCaS1vWUnFEqhkYUPfRZTv2fo2Y3c9pCu6oVFti5bXcp83ANSNVDB8E4DIfP1+2qK1q9GtqAIMf5lkqEiWDJENXM2rt9KLbk7xPqpkot/uu15IL6ht3qDaDBoBwcweeJlkYW/zdjs+8yDWqGKVl3aZXdbLQKwfUaY8Eb3HcDjNDVVFo9edseZNdVqctKdd9WB9qWd7+HMfmNUvNWC8t3uyzWWNEq9u2FlDro/+GC5rSTx6dEbftMtu8yXvHNH/x2fcK2aPN/J5BFtEFli64rVvVV8qBDBo0bYi9bW7eYVmpOWTbFkXX6WYSLetIJNkjIDdD4SoTaZnzS4IG/0971xZzSVaVv7V31Tnnv/RcmBkmEyDiJMbIg8IIwmSUGEWixPjEA8ZEHjQm6oPGBwMxMfFRHwzREBBv0QQUQURCooiACWoYGOQ2MI4MSKTDpRmhu///P5eq2nv5sC571+me6WkS+pw/1ko6//nrP33Oqqpda6/Lt75VDINQ2FmoVLza3JaCzyhct/wUgKwwGwDO7yiEyvlaZADgoP06nDIUgY3iRWawEf0GGuNB6x74rXRB6JOEilUPurfjVW2T3Aafi2Ps7TzTvNt2z3yfpUBn3zXYKNsII2xmm6OejKAkKz4xFw+u3rQs56zeHqnHSoZxNaNWgegdlzsI47uEvR0oZQHF91txpN3zGmNqnzUkcAUlMnwmZu0o7DZMLpo49p5t9roP9kug5aasDYMVrTbSsgmAQgAdH40RH96Kad1o6jH37IbPHIm6cOKtkJBnJ+ikyri26ALoju266QSDXBkormBGoRhTq74Xshcl6LCquX63FJ7E6NXtl7KWdZkckGKyx8e9un49p+kGclMkxN8poafQ3LxNy2leiCucpAM82V3Av7/7B3Db5ax9o1IICp14mqkNzsjs/dhEmoCW7pi0FZ469EWLIZSUosxCQ618er60q4iIAQl5APAwgIiAnAC0EvIsZgphUW91KF5pc3mJ4eg24dLUDcCIZg2vFw236F5G8SC8VS7IVjpKBUC8tzSPbpRqIoh4VbwkGfUbNHfE7lU4y7zOLvfpgsxCZbbphIjC2cdnoJQ0txdLboyB5rQDrToMdx3B8pjOvoSK2xHiOfmzqQ8Oz8vETx9qtunAh7OSPlDSEKtM00ZJNlgf1mHw/KvNJreCSDqc6UaREVa9E28IrdravVkfcdJGcGwRTlal5dPwtrYxqlfLc/HCw6qXollKoLb1TZbNkGY1xNA0zHpzzYZUh+IjeJat4RhLZ5B6j8KmFaUCr9cNC3VQ1hspMpl3TjoAj7UoY6gKYjQnHZrVzBEeJUfJHh5bkcWgSLkpToEBzDkDRlANzXc6pRwk2oprna5gHqsa2FhzntS+gMKgLJq07qLUkkOSAPnO2LHPO6cssMRzidMMyF7o2R7Va3I5Sa/uWx9/CQ4uiZdJWl0Tfj650aUdi+RCGu9eJ54UN7KjNmeDjHcwQ2ieZ9bwvpXeZ5v/7VhG+71iiJEcpXpnlq9KNu1PCy5KMDs+8aDkAUFbIHVnD5LPjNep/FpLX1404zxllb/jueIonRCifG5NmoGmKlJo3jZ06tURPMfkRTbTI2fwwRw+K9wMhYaj1lXkMKdZFGJg9WTtegqgXfWxED4EbBMTO9QnQDxAbVscjcrY2jC8Q0g9rpHH11chqn2vYjR5y1Ah5zLat7V+bTUyi9nIsDlrvcLXaFXlWc2wpiyGki0NoJ5rHV6bp6lFJ+fd7Abvqed59KYDwXm2Iw9SWisHSQXYOokR0FB/xMyl59BeWVddWITcChxPmhxCVXC1E5YwPc2ohMhqAPvDkh/nQJhdTaPKdY3rHLGzZ/aQ20g3zMDZ2N3QV2xKCaMiL1WGs12xG/PyXYRmzY7nTBXx9zORvTCakdgZ2LfxmsaVucxzZA5402M/gvYjFzQXITtEbgs5RNJd3V1vz8Gwsx0J6YUYTwRg9q2N92wbpAaMD5APAAAYcklEQVSQkNBhO3rDxHMtc7ilAKQ4urCVh1X2dthDblCkYZz/LKS/QN0Jwg25h8kxOifids/1NsTEYFOAVLw9/A+EbB6TFXnq9cLlfe4Z25+cLk1gSp5js3yisgPVFewa60eaF3UMYbdVXAFKkUwNj+dI9f/79TYj1zbXoANElzimjwNKQ0GNj1QPlUNAXOm0SiJJSWj6xSu5df7act4V0bAXkqprxUQy5bLOscaorFjs64FsNIUZduYx1dtiNm6a2DrXcj5BwO2Hmg9ed+C+L7o3jReunKS4WksOys8lpRU7icwkvE7ekliLFH3YQ/IwAHlG2kgCGbDGLOOsq7DeKdm4GL/toNPbJy1oqS8DV7nMrTVgdYsctZ2z4zJyBmJkxSaIcc3xmRvOvQjPBw7uRW5PpASg1fSIN/7zK3F4MaA9lWFNpAawPUtozwapekYSu5MVqB7s5pWun2D5MRXfQVG8OZ7bOAs1YgFAJhBL62W4uioKEmE0cDNW4HVAFurBHHT1VB/68QMgMBoda2E3NovRzAvpHQ4G7TnV760q+aY3txF02knasm00FzQ4DEggWNoWai2MRqsVy888C9I37rjPUgCQ85OngwMQVuo5NxFhKVM4of3+wmaunrblXuuHnAHr1hKgfRbPtlV9zcBugeyluhzGiAYAea4jaNUgechfM+KkqnCkFWrHwEa5NzKfXo2zeWG1gbeNzTe4anOwPKr+nRILXZvmnHnRlrWh1W80At0iIwUhAtYbMDNoPhPQfQgIy85nmnse0/SzUN2Yn2xsxqYTYuMK53ldsc30ZIVwNBcqQQJsVzUss5Nl9CV1MrR6CQKAJIbKQmqbz0R9RlwrckHvu80sNy+wJuowz3Ik6uHarKE00ygyFSPv5MKt5FA950kkKSxbKxHFUGrq7pnKXniaABxmJIxGQ3VMes/f8rmHcOGLAc1ShsQb1suKOcNBgzQL7n7bPzGWUvwp1TQLx9SDsXWUGPHKCmHVS9eMPTiaE7OHIKx6GaVqDDnDMPKq/HVKHrrSppMQnkIJywBgSEK91RbcqBVp3AAQ3LuB5WhRDLzBcACIXvPikdbcl/Jm/Y42imdoTErqFVjxpu6W2RZjCarzkPaZrldV1UYgAYfr/wX0WQw08hBGBMaWY7Yimn8JlzEfqeBM/bqFKod9dQk6W+l7K3yqQneEu5RHm4bjNI0YZUjiRTcB1vc/moe00tG/TdDoJbiX74asiRKm17wBuaR2YJtY3YmkxwweJddU5xfZxmND1mo+gE2SvGjXAzmBFgsxmMaCBEhOddODV+sCbbJwPmc03zxD2AhlYonUAGM4SjNyL88q6M6qroYtrgXkLoaQHPpXF2q2Pcgw6Ayv5bUGLG5KOB86y0VCNt1Q0Cc2z1zadJVaz3SsoIbEUOYlVga0a77yKWUvPE0CYx56nKYFTtIBgEIs/Nnlc/CPb3sQx1dkymPsgGadPWch7ZISyqXDIDN2rA1Qd6C4SR6W+3cahZqR8HIjg8jaBnzQltyUhYNBNAVQHgwNzX3WyzBUjDFBPAX9Pl7MgeW6GMxscJHO0wgcAXRiKGT+dFZ8n3q/reSjbLIhzytas0zSfUIkD0wT5YE+mitnps4ib2oPW8N43eGtcinQHbmmed56JV3+j+IhDXIVAygH/zslxZS2EaHX/n2wcDzOZJJkOtSUAZduEyvCOJyHedSJRFXHEZoIWvbgQypMSEAZJNcExJONFKlyI4zqBso3SRmYNWCIobNzJusznwlzUDhdl3VjBr8JMokyUaGW0xwmtCPJ0jieXpkL3jN0QvlWxm1EmfVjVfQYJfe9XCHcdSfyoi1dVoF8bHE41eFrBtnKEJ5VhUDxIMUmxCh96iGANqdyv7T4RRX6AkHWC/oeRPLMDMd677WAyFHm3idljTLsIyUgQFJlUT2/9Z1y32IPWRuBfGP2SreG896HDk1pBKBZjz1WQLChxUs1w6qMR40QdxguWGjiSkjODQqzWeVkBBlRO+oyupHshafJIFzqbwMABPU0EwK+MVzAOz/yEhxeYt9p4qYkeYO2GTpLuIaWnmcyhp4RVkxDVKtIa8eIjT/gNkq1WXOMI6xhRtndrRhgfeQ5XZt3yiy7urFp+wlXuUIdCQtg1A1hMJqwGXwhAPAw95owy36vIDX5+LCMqTW8nhqWa+YFAY5lc/KPKn9o146MpTxIZd29YeNtNBxkFu8obKSNsbDr6Gbk8BJ7IgqUxoyAMRI5k5GS+Pr91TZSp6qr8rDchFI9DmF8b5iVHV02pWzVeF0zNfWczf3xyZXamul5Rwv9k0zXdDC8iRn9qkFhJFnLyeoNcyDwagWaydgLv6/94N69bfR+LbKuC+NYtWJjjMLcZGvVxhQzi2Huey8KCe1cA16vwWcrhMtno/xiyefDEStyjeA8mTL2QiK/2JWuvHRgoX4hyjB4n+coaesfLO9Y3iOhOLzv3VMz+n2hH+tmDEjE4mjJZyq3p362F6Ouc2ueSvbCaALAs9uraCkhamyzyS3+8vMvxd0fizqzWEGtgF945LJ79Mda7WXIIvfcoCyq0CXkqOMaNFwYjabQn3nRlFyTGTfDeKVcvDnIzs7LtSw+QBek7dwkr7W3WAzNtYaOVpsyeiKxpgvIWYZyG72aiKrwUFdZnSqtCY49lOuUywMGOJbVq+DaCODdGPY+I6nQhe6zv5OyHyk/5AjrZ2FntSE4U7nm/ritvD1LA1SG2cZV1JueE2xA7rfkqSXnmWexVJIt/2gtf/a5pmM1FsKM+oip3NoTLVTvBvG87D6bLjVI3owUVeQg2b4DcPJi++4MCfdXVT48xMJbQCRecdfrcWWQ6oZyHjmLN+moCG2ZTcJghJwF9jaficFsmwJ1m7VyzBieFovRWuJAootCp9iIYyDGJWjHlFGrWX7TR0tkuNGzMb/uyERSHgG9j7nkNH29ZDhfBABnR6Kqe8gMZOyhG2YJraUqX2jjjK0pKgFy1H50Z13S6xc7dqP6TGQvwnMAmJGQL2QmJAT88WMPYfavF9BsMlJLfnGt6kWJ0ayl0jccNAWekLQFTKf5BcVc1rkuT7ibECFcOXPsnnE35pnkNbPCjmTUbVvyXSGIR9DBJ0vKQ5+A0AAUJFQ2QoRcGXLAjfEIa0cKOAcQ+iTFLS7QGvFkuFTSrdpsRYe0dfMN8G4eV2JQ0CKZ5oNC0lC7yjPaplOYsCUR5B62hrEEKAFxBjetEodou2AICJvejaH3+3PxCIkZbJ6SFVyy6q1GmvQ8/RJtuvH1rMTPs76etpFUjQD2+aMZQm0ENoN3UHHbSEHF4EbIbtzss7cJMmwujxMkB5IbnYV42IenrTfF+9WIBCkB3IAOD0CLOXIIgnvV2UI+4bKJYvCb4LygpBRvvNkU3azfvLofvsFVRtcLUadLITkGgE2H5kSgSp7SyVnzkhGxE2PJdnoNdD4QwQg2DJye5oT2qm42mtY3+FDcwNmI3DtNACv209spuRR8hCquhOg+OFE/P+hUBkqM4SACUblUe1v34hSYxxt6xg26tkeyN57mOrfIOr/8HRd/ELN/u4CD/82O/yq4MNl5mqXwTeYYlHWlGKLSVpk8zJWeaQspshdPhH0oCwxjPpPdkOEeHwCF54ihCDoHB4ZPTBpeWcibWbwEO+75zirxH6gUiczgMTzdAGjoWrHN+HcDpWJqPwMK2N6+A+Lp5Bp+o5AeqkLZ7eJY3VURujT63Qx2yfFi1L9s19+99yaWThw91xFrvIpAWer8Gtzb94cdGMN/migwoVzdU21VdLwmkRdS7D3QziFrb2TVKZ5uJFebxl6IfZ9Rr40gPszeqZMPylPns4n8BAXs7xvHalUZTFkn3PfglEvUovfV0xLZ7lm1KRiiohPDyGsJxejgQLg5h1Tuz3ZUoPPfR5vsfDz8O2yGgpzQzUJIa0q6yEiF3cu0cJqVfUhHzHizhGIoOUBD5wpnbR8ZzGsEnLUslUJl7EQfVho7/wxUn2PpqF76z42Xsy4MGaSKEiNsrt2An0r2xtNMCNhoi+T/PH4vnnXGI9ApZaBdZjTLjPm3hJIszxtvN8xtyQsi6/yfpG1xgYE87otGYtQjWMVwRq/qIkb39Lx90vCWpEZPQ6HSAZJKNdJgR1VxiGKQezoMDlHiK1dB/d3AohRFrO1QODx1h2ZGnjWSHrBrksRDoW6QIknOIGUB5+NDUBCm9dJml4vn2YkRy8fBF1rSeefMAHp5UYDn+lMr4cYm7tVtg7NoRdvaGLlplEhEWjMLA72SnmwG984kbEsjw2Q5WQmlNazk6FRogoNFhSyQe0ubDlitQQcLMZxZinzpeD4qOvE8ysZJ5D3tPt/HsLV1OqNPDu2R61GdD1CGrbmnWXLsfm+rtIBfcMP4ZpZ10urcJCvyKCbZgfNDAnpNHazWvs7o8MDnUHFQg2pr0NiSmKWQFYJEQVqE4uVaxgPPdJ7RaiYdV2RGkXwdkJ5e3W1j+cyQBNhuxZ7YSx423d5oFV2mKORGpwZY2sf2kVhBgCxfqWk4A9fL+ak66nBQJ58TOx2U2GXHkAYtEsk8dlnzlgbgeA4hR1kNZs8R77r4QtzzseC7V92nSuqi11AX1qpcNNo27ybYugi2U9qis4dLe3b5QDo7fM7IyaYUg/rshQ5etGI860KM5dzqhyEzQAE8DOCNzteOsUBNAPnM+QzNt5YlbK12cSdLAEaku34+9nPQuS42RqOtiG+toMM87qOH7LrNyaZUsAczPKwY0cItGZRB3kbKgtl5NKXzJ3h+ra5Sh/WgM7ir77b7ox1KnjOti1x1sawqzri4Zxu8QGfsPmRGRR9+v06VAawLNpYbRYBXp+3+2L10YwnAIUUOH6rgTLY26/QP1EseSodYyZdfBzvZjMPxumsLzAWkn9WDX5mHuRAYnHU75SrC0U4k/72CGvm51k0XNvDNcrZKlBI2Cc1Kpn+meaFljD17XjM3YpDalYHbGeF0hfby2tNooZeWZhufa7nHuBE2JctLmtEzAHvclNEs7TKjPcvu5RrvQOgkjRB0qqtHmAzv+pPNUe/NViPHjWQvPM0n10f4ww+/Au2ViIOvEdpZ4d6LnUIZOqA9TYhL7f3VNRTXSS7YQECu8phGvmCVUMPBZWEc9wKDhZt1irMawxowOKDYcoL1iF5P4gOyMPsKdlQXhcwLbaS1jczQAKPcXNbQ0UbhemukFSC0d5r6VIiTD3WcK5uHoudpfekECdM7IUK2R1TyiQRjRreuKAB+nc2gZAoarsGLMWRMOkOSFIFiMQ0pwKIwaLVBuvt2YMiI1rvteTLAiYRXnVe1zWsVUo8qn7kVOjMBUOIPDprja2KFIqhurHlvFl0AiCcbz3HyrNGRELrJWW/4vFTQOSrmtG0c1ibepKaFAsqICTWUdaHMWaG0fxtZN+CcirdpeWPI5zmYvU+CO40RPhvq7EzIjy8ci8FUD59Ol+M1autwm2036CZruqonSosFkBLiyRrEC990uQ0ICchgNGvJYYrnqF5nklQZB/X4iOQZ1YLo/HJCWhD6wwADlQvyBc6onuaSf5xflsgwLYJAnRYBaU4jmKGl2dKB3INmmUueXmkIm6U5FSW6tMhUCk+ltfeZyF4YTZxFxLOAuCKBDVRA09EI3o0MyqI+YbhjUVrtchkZETfawxvU7V5Lu6STqVrYpHAZGfOqvbieMyyenQDTBTDMi9Zzhw5Fst3Zkvl2LAbJeFs/Ori8N0SghXR9rNYIm67kNIESQltniy70Qqarnl49uMvyU1qxdcPaSgdGc3XtvI7l4uqDy1Wrm8ZIrAUwyvL9NVOSJdVdNFeFRjGGZytpDQR0JO3gOEv3WjRXl+dNQQY4GD6MPGNjIZJrW8DmJjUYHoACu7PoE4VQhGfa3lnTyhlQvAmeujCv1tMOvqGyY1eB4tVI/lIbBKybzPTeJMGUnizBxwcAgpBl9EMxZJkhliEBkWVTnZcGhRE/KqDRhJ7T2QqcMsKFgzL3POXiZev1Eran6vpaa+9Mu5MM29t3rhd3PShnpHvv8AJqbgLicgDfM3PDWecSJZqQY/Nv9ph/4osAZ9CFC+BOOtUOry49NdLfezsQhNgZIWDQoXK2gcd1wnDUgPW5MLC9VM1l95fCEGH+pBTE0mEZSxOXA6DjNmwcNw2M9mxAf9igWZXmkFEDxQ1kP4wmA4dflZDcPcve8hPqyi8TwkYox7Ix0kAe9jyzQgF8I+UqFPeDgbzy7UbPHiBmeUZ6NXKx9QdGKMKqimkI1/JnpuR5SgLgrZIhisdZzwlKQ1nA6tFEhQZRlXe072OStIQvfgCFv1IN67ovBZgsD5ZBluJKRy4wAz3AiJ4DBRWQsiTvU7k21t64RYQB6KZyMBeg9qJU8qkf/IHlJsp1OtANbhGAgf3aeAfRpoJs6ecUWFcJu0Un+b950YrnW3uedVXbJzWmwmgEiOdqOVnNX0rY2cPGaGDWAuvOgevUDwLOp4BwspLv0g4bQoRR+nETpFvM7os2GNi5UdcLA9N2aFwJHYkBlI2CyrVQtAL6HtQqv2dOksO0JoeeSxrCcu9K2EHHR+VLquKYX5chgfsBVHulStFXGhAGhV2JalHZ2IU9vSA8jr58Bn7kUfDRkazTy1d8/fBS4VYpIX79GzA+UUD8CL9/ms5qiET/g4Py/DQNiAj5bClIg6NDTwm1sxZ50SBcWYI2PWLbYHj2bQinXZkltWgw32yQ59GLoJS3PPCnEeKbsLDfKSGiEwCP71qPb0PuBvDkrpW4SZl0vnVyHvX+/6zzdzHzPTd60354msDjzPziXStxs0JEj5w3vSedb52cR70nnW8se1E9n2SSSSY5LzIZzUkmmWSSm5B9MZpv2bUC36acR70nnW+dnEe9J51vIHtRCJpkkkkmOS+yL57mJJNMMsm5kJ0bTSL6SSJ6nIieIKLX7VofEyL6MyK6RESPVseeRUTvJ6LP68879TgR0R/oOXyaiB7Ykc7PI6IPEdFjRPRZIvq1c6L3gog+SkSfUr1/R49/NxE9rHq/nYhmenyuvz+hf3/+LvRWXSIRfYKI3nsedCaiLxHRZ4jok0T0iB7b9/VxBxG9k4j+U9f2gzvVmZl39g9ABPAFAPcDmAH4FIAX7FKnSreXA3gAwKPVsd8D8Dp9/ToAv6uvXwXgHyC49pcBeHhHOt8H4AF9fQHAfwF4wTnQmwAc6+sWwMOqz98AeI0efzOAX9bXvwLgzfr6NQDevsN18hsA3gbgvfr7XusM4EsA7t46tu/r4y8A/KK+ngG4Y5c672ShVRfjQQDvq35/PYDX71KnLf2ev2U0Hwdwn76+D4IvBYA/AvCz13vfjvX/ewA/cZ70BnAI4D8AvBQCWG621wqA9wF4UF83+j7aga7PBfABAD8G4L36oO67ztczmnu7PgDcBuC/t6/VLnXedXj+HABfrn6/qMf2Ve5l5q8CgP58th7fu/PQ8O9FEK9t7/XWMPeTAC4BeD8kArnMzNavWuvmeuvfrwC469ZqDAB4A4DfRGEFuQv7rzMD+Cci+jgR/ZIe2+f1cT+AbwD4c02D/AkRHWGHOu/aaF6v4fM8lvP36jyI6BjA3wL4dWa++nRvvc6xnejNzImZXwjx3n4IwPdd7236c+d6E9FPA7jEzB+vD1/nrXujs8pDzPwAgJ8C8KtE9PKnee8+6NxA0mRvYuYXATiDhONPJd9xnXdtNC8CeF71+3MBfGVHujwT+ToR3QcA+vOSHt+b8yCiFmIw38rM79LDe6+3CTNfBvAvkHzUHURkrb61bq63/v12AN+8tZriIQA/Q0RfAvDXkBD9DdhvncHMX9GflwD8HWSD2uf1cRHARWZ+WH9/J8SI7kznXRvNjwH4Hq04ziAJ8vfsWKenk/cAeK2+fi0kZ2jHf14rdy8DcMVCh1spREQA/hTAY8z8+9Wf9l3ve4joDn19AOAVAB4D8CEAr9a3bett5/NqAB9kTWDdKmHm1zPzc5n5+ZB1+0Fm/jnssc5EdEREF+w1gFcCeBR7vD6Y+WsAvkxE36uHfhzA53aq861ORF8n0fsqSJX3CwB+a9f6VHr9FYCvQgY/XATwC5Ac1AcAfF5/PkvfSwDeqOfwGQAv3pHOPwwJRT4N4JP671XnQO/vB/AJ1ftRAL+tx+8H8FEATwB4B4C5Hl/o70/o3+/f8Vr5UZTq+d7qrLp9Sv991p63c7A+XgjgEV0f7wZw5y51njqCJplkkkluQnYdnk8yySSTnCuZjOYkk0wyyU3IZDQnmWSSSW5CJqM5ySSTTHITMhnNSSaZZJKbkMloTjLJJJPchExGc5JJJpnkJmQympNMMskkNyH/B8rKs9NEEu64AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(data[\"video\"][:,:,0])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"c.stop()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"del c"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Making It Easy"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"av = AVCapture()\n",
"assert av.__class__.__name__ == \"AVCapture\""
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"av.start()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_items([('audio', <__main__.AudioSource object at 0x7f83781d0d68>), ('video', <__main__.VideoSource object at 0x7f83781d0f60>)])"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"av.sources.items()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"source_names = [name for name, _ in av.sources.items()]\n",
"assert \"audio\" in source_names\n",
"assert \"video\" in source_names"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f83848073c8>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = av.read()\n",
"plt.imshow(data[\"video\"][:,:,0])"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f837b1d3c88>]"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(data[\"audio\"])"
]
},
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"metadata": {},
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"source": []
}
],
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"display_name": "Python 3",
"language": "python",
"name": "python3"
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@hendryman
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Such an awesome code collection. Thanks for putting in the effort! Is there a way to use pyaudio instead of alsaaudio? The latter is only available for Linux, while the former is cross-platform...

@benhoyle
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I played around with PyAudio but I couldn't get it to work, especially when threading through an object.

That said they might have evened out the bugs since I looked at this a few years ago.

AV support is a bit of a nightmare cross-platform as you need to have all the system drivers. Docker is probably a way you can avoid that pain - run everything in a Linux container in Docker Desktop on Windows...

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