{
“cells”: [
{

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“# Jitterplot Gallery”

]

}, {

“cell_type”: “code”, “execution_count”: 1, “metadata”: {}, “outputs”: [], “source”: [

“import numpy as npn”, “import matplotlib.pyplot as pltn”, “import scprep”

]

}, {

“cell_type”: “code”, “execution_count”: 2, “metadata”: {}, “outputs”: [], “source”: [

“values = np.concatenate([np.random.uniform(0, 1, 300),n”, ” np.random.normal(0.5, 0.5, 300),n”, ” np.random.beta(0.5, 0.5, 300)])n”, “labels = np.concatenate([np.repeat(‘Uniform(0, 1)’, 300),n”, ” np.repeat(‘Normal(0.5, 0.5)’, 300),n”, ” np.repeat(‘Beta(0.5, 0.5)’, 300)])”

]

}, {

“cell_type”: “code”, “execution_count”: 3, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x227ff47e7b8>”

]

}, “execution_count”: 3, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, title=”Continuous color vector”)”

]

}, {

“cell_type”: “code”, “execution_count”: 4, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x227ff5cbf28>”

]

}, “execution_count”: 4, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=labels, title=”Discrete color vector”)”

]

}, {

“cell_type”: “code”, “execution_count”: 5, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x227ff65d5c0>”

]

}, “execution_count”: 5, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=np.round(values, 1), discrete=True, legend=False, n”, ” title=”Explicitly discrete color vector”)”

]

}, {

“cell_type”: “code”, “execution_count”: 6, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x227ff6bd9e8>”

]

}, “execution_count”: 6, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=np.round(values), discrete=False, legend=False, n”, ” title=”Explicitly continuous color vector”)”

]

}, {

“cell_type”: “code”, “execution_count”: 7, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x227ff719470>”

]

}, “execution_count”: 7, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, cmap=[‘red’, ‘blue’],n”, ” title=”Continuous color vector, list colormap”)”

]

}, {

“cell_type”: “code”, “execution_count”: 8, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x227ff7c4f60>”

]

}, “execution_count”: 8, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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9Tp7bsstXi50/2OHq09uFTrEix2poe36b3e/6kWJ1pgfyyaVfjVXScjLv41hf+Obe9kVfP92KRePxeHqOiNyC1cQP1n4IpyEiT2MHzyml8nrKAxF5EDhUVYvZ5wecYREu2OMpU84C/q0/hLunvBGRZOGchTPjvpeBm7wuSXe8aDweTy9Q1eNK5/IME44FfunmKNdh5yevwZoHb+7qxIHEC3iPx+PpO+uxE/dXYxcqNWIXsH1DO3dhHnC8Dd7j8XiGKcNCgx87dqxOnz59sKvRbYyxq9qDwE+BDBS+jweeodrH8+bN266q/eZvLiJTTz7l4DUvvrCsWsss5vywEPDTp0/n1Ve7WrRYXtTX1wNQW9vXWGqezvB9PPAM1T4WkWIxqnrNNdeetWblyq388Md/18ggbnxUjKE19Ho8Hk8ZISJTFyxYy+/v+wL/98tnyV/JWg4MCw3e4/F4BoNrrj1rzfnvPZqamgo+fuVphGFQVlq81+A9Ho+nF+S094suspEIrv3MWWWnxXsN3uPxeHrBNdeeteb8C44it76purr8tHivwXs8Hk8PEZGpr7++hosubr+Wrdy0eK/BezweTw8p1N5zlJsW7zV4z5BAyaL0ZVc8j6d/6Ex7z1FOWrwX8J6yx7AQw70Y7kN7vC2nx9O/XHPtWWtu+NrFHbT3HDktHhuLZlDxAt5T9ihvYsNvpzEsKXI8Q8TfiHgGZU+H4x5Pf/LC80s71d5zfOrT7wa738Cg4gW8ZwhQi71VQ6TIxveGBdh9V9ZjeHrvVs2zzxGPh51q7zkqKuJQBjZ4P8nqKXsCzkZZDlQjTCuSIw2t9vns3quYZ59EUaIo1WWeKMrspdp0jRfwnrJHSCIc3unxgGMw7AFaCDhp71XMs2+iit2bvassXR/fW3gB7xnyCFWEnD/Y1fDsIyiK0a7fFEsd31t4Ae/xeDw9QjGm610YjfEmGo/H4xl6qKKmaw291PG9hRfwnmGDsgtIYXdM83gGCoVSJhhvovF4+g/DGpQXsZ5pU4CjBrlGnuGLQaPmLnNoVB4C3vvBe4YFylogwrpJbhjk2niGM6qgmi35KQe8Bu8ZFgQciGkV7FMHtS6e4Y5CKRu7t8F7PP2HMIWAC7GLnsYADYNcI8/wxQt4j2evIwytzZ89QxNRg0Rdu0lKmdjgvYD3eDyenuI1eI/H4xmGqDfReDwezzDFICWCjUnkY9F4PB7P0ENBSmjoYspDwHs/eM+wR4lQdLCr4Rk2KJio6083o0mKyBgReUBEGkVkjYhc3km+R0WkIe+TFpE3S5XvNXjPsCbiNWARUEnA+QiDvk2mZ6jTLRt8tzX427C+vROAY4CHRWSBqi5sf0m9IP+7iDwNzClVuNfgPcOYCHjb/d+CsmIwK+MZNiiSTZf8lEJEqrHb+t2oqg2qOhd4CLiixHnTgdOBu0tdw2vwnmFMAFQALUCAMHKQ6+MZFqiWtLG74xNE5NW85DtU9Y6877OASFWX5qUtAM4oUYMrgedUdVWpqnoB7xnGCAHnoaxAGIX4EAae/qKUCcYe36Kqp3aRqwbYXZC2G0qu2LsS+E6JPMBeMNGIyOdE5FURSYnInV3ku0pEooKJhHcPdP08wxuhmoCjvHD39Bui3THRdGvDjwZgREHaCKC+02uLnAbsD/yhOxfYGxr8Ruxocx5QWSLvi6p62sBXyePxeHpLd0w0psvjjqVATEQOVtVlLu1oYGEX53wCuF9VuxVsacAFvKreDyAix2MDdXs8Hs/QRbUbJprSAl5VG0XkfuDbIvJprBfN+4BTiuUXkUrgMuAD3a1quXnRHCsi20VkqYjcKCKdDkAi8g/O9PPqtm3b9mYdPR7Pvowqks2U/HST67CWja3Ab4DPqOpCETldRAq19PdjbfRPdbfwcppkfRY4AlgDHA78Drt7w/eKZXaz0XcAHH/88X4Vi8fj2Xv0gwYPoKo7sYK7MP057CRsftpvsINAtykbDV5VV6rqKlU1qvom8G3gQ4NdL8/goqwn4jWUuj6Ws5OIB4l40O3d6vH0FrUhg0t8yoGyEfBFUOwGm559FGUrhrnAIgyPoXT7tbcDhr9hnRYaMLzcX1X07IsopUMVlEksmgE30Tg7egwIgVBEKoCsFmxaKCIXAPNVdYuIzAZuBH4/0PXzlC/azlvMYFd0x3tZWpI2faGiL9Xy7PMoZEuEKsjuOxr8vwDNwA3Ax93//yIiU52ve85B+SzgDRFpBB4B7gf+fS/Uz1OmCAfQZoY8EPoQRybgFGA6cCABJ/a5bp59GLeStctPN4ONDTR7w03yJuCmTg7X5OX7MvDlga6PZ+ggJAi5CMUgfdRFhArC4t5nHk/PKTWJ2s1J1oGmnLxoPJ6i9FW4ezz9inbHRFMejn1ewHs8Hk9PKekm6QW8x+PxDDlEtWQoAvEC3uMZHJQNGLYRMB1h1GBXxzPU8CYaj6c8UbZheA6IMCwh4ANIr10vPfssJSdZvYD3ePY6HX3rU/Tet96zz1JKgJeJgPfuCZ59Cutbn9tPYRpQPYi18QxJVK0GX+pTBngN3rNPIcQJubBffOs9+ygKZEt40XgbvMczOCh1GFYSMM5p9B5PT1AoFUxMvYD3eHqMDTjWAIzslgaubESpR5iOkETJYHgMyGJ4GxhBwPl+otXTM4aIDd4LeM+QQWnE8AgQAaMJOBfpIuBoGNuI4TVAUZYScjE2YFm+9lWPshLhkAGtu2cYoZQOJhaVh4D3RkjPXkHZQcRTRMxD6V0gJmUjVrhHwE6gscv8QVDn8hpgDxFvoATYwGU5BCm5VbDH04ZiLTSlPuWA1+A9A46iGOZgtefNKFUIh/a4HGEsVi+KAQlK7eGezUwlnlzrrivAWygrsK6R1cBYhPHg7fCenqB4E43H0578lX+927hDGE3ABSi7ECYihF3mV60h4AMYXsTuBAnQ1PpXGEHArI7n0egGpGaEEwjaafweD+2tfL05vpfwJhrPgCMIwqnYeO7jEGb3oayRLsRAspv5QwKOwGr8Aq2DQkBnPvCGhcAeIIP63Z88hShtlsKuPmWA1+A9e4WAqcDUkvm6QlFgHUrGecV0rcHnEEYR8CHsk1mPYTHCSIQZneSvcrZ6A0QoW50px+OxqOl6N9FyscF7Dd4zZFDewvACyitur9b8Yy0onQeAsm8RAcJIQk4kYHarB451nVyEYYlbAHUYbdq9YnhpgFrkGZIoduwv9SkDvAbvGTIoW2l7993Rmh4xD1gKhM51smcRIg3PA5sAQakn5HhsOINc3BqvB3nao9mu7wktk5Ws/s71DBkCDsPa0AOEw4Gc2WYJVmXKYFjei5J3kzPHwC6X1pR3vOvXcc8+hgJGSn/KAK/Be4YESoSyB+FoYDpCHCVydviR5LRtYZw7IyIWX4eh2tnrO9dlhGNRnsduDni0S63GTrQCjBiIJnmGLAJaQoCXhwLvBbxnaGD4G7DWfVuDshNrkjmbgHNQViPUIkwEIFHxGmFsM4qg1BFyXKdlB0xFmeLeBupRWgg4BcObWKF/5AC3zjOkUNBsCRfdMjHReAHvKXusoF2Vl5Kzv2cxvIq1NCrCCa05grAOkdxM11IiFgOHEnJs0WsIAYYXUecvH3AWIe/o34Z4hg+lTDBlMsnqbfCeskbJoryZlyJYk0ng/t8ObIXWnZosmdQhqIrLo+6zmIhdGOqctl7IKnJOzKbdgOLx5COolv6UA16D95Q5AXbHpbT7/0QCDkBZgTK/IG+b0DamllTTyVRWhygv5FKBR5y4H1skWNk4bIwbJWDSQDXIM9RRwJTQjcskVIHX4D1ljRAQcB4wqzVsgBAnYDY2aFjuFq4l4DQADIuoqHqeZNXfgD0IJ9Ix3sx2oLldSsCZBJxMwDkIUwayWZ4hjGLdJLv8RN0TrSIyRkQeEJFGEVkjIpd3kfc4EXlWRBpEZIuIfKFU+V6D95Q9wghCZ19XNmFcfPeAk4BDgCSSF3ZAWYVI1Pp/wDtRNnQoV0m009+tR07fVtt69gG6YYLpwX4ft2FfTycAxwAPi8gCVV2Yn0lExgJ/Ab4I/AEbe6OkFuI1eM+QQVmL4RmU+Rged6tTx7QT7gDCgagGqAYI090CqcJZrwoCr994eosJSn9KICLVwAeBG1W1QVXnAg8BVxTJ/iXgMVW9R1VTqlqvqm+XuoYX8J4hg2EbbZGcOpsoBaggZ48XxjpzSwx7u9e4/1swLBjwOnuGIQomCkp+usEsIFLVpXlpC8Ct4mvPScBOEXlBRLaKyJ9EpOTrphfwnrLExofZhmGt23ZPnY977tV4Zl4smYiIl4n4K4Y1KAsQUUQMhjcRRiOch3A6MINcuANlYa83H/Hsy0h3NfgJIvJq3ucfCgqqwS6jzmc3Nk5GIVOATwBfwNoRVwG/KVVT/47qKTuUNIY/Ay3YYAQhwmyUzbR5yqTz8i8BVgAGZZtNUwBBZDcR97icATDZ/Y2wZkyv43h6TjejSW5R1VO7yNZAx2XSI2gLgpRPM/CAqr4CICLfAraLyEhVLRwkWhnwu1tEPudGr5SI3Fki7xdFZLOI7BaRX4hI94J+e4YZ27GbguSEeeS268uPFmn/V1Iob1BoY1fN3TrpvFQDbHVeNYe7zbbLw1/ZM3RQpb/84JcCMRE5OC/taGBhkbxv0D4AQu7/Li+0N9SXjcB3gF90lUlEzgNuAM4CpmPfpb810JXrC4pB2YGSKkhPoWzB0ISyGUNzUVOA0oCyFcUQ0UTEBtTtdmTLVpQmlJa90p7yYTT2vs3dnoIwi4BTsHFnxhBwvDu2s8j5MUyUKyOfENgfYTrQiOEhIp7c58w0Ssbdt/tWu/sPQbNhiU9p0aqqjcD9wLdFpFpETgXeB9xdJPsvgUtF5BgRiQM3AnNVta6rawy4iUZV7wcQkePp2q3nE8DPc+5BIvJvwD1YoV922H1Gn8BGHxSEd7iFNwJ5Al8JsRoo2B2NRlBZvQPEYFDaFvJYn2xDABwLzHfHjCv/VLdpRn4dDIansUv3DyXkiAFr795EqCTgYmA7SqXbFLvebb1XS8ApCHGXewy2/3IrVkciTCPdsj/JqpcIwzrsoDCFgDFYE00dsM7l344NFbxv+L0rLc78FQFVBLy3WxunKPVuUrrSBWQLCMItoEmKm4wLz09h+3o0QlWf2jDoOA2+yyzdX8l6HVb53Yp9kD+jqgtF5HTgUVWtseXpHBH5OvAwVpDMBTr1mc9RTjb4w4EH874vwE5S7KeqOzo5ZxBpwd6wVkhb4Z4uki9fS2oCmpB2g7uhvenBYJue2xcM7HDyNoU+2tY0scl9W4AyY+g/PA6hEmUcQhqowvAw1myzB8NCQo5x+ZIEXISyBGUhsBNlF/HEdLLpGcQrD+4gwLTddn8Kw6TPuoOyBXtfZbH3426nrLyAjedzNAHTMGSB1dgBdYJTZpqAAEMzkCFZuQUAw4kd9q21k93LEKYgzMz7/YSACzu4tg45Sq5k7V4xqroTeH+R9Oewk7D5aT8FftrNGgLlJeALZ5Rz/9eSv7uDw81I/wPA1KmDsTglia1yEz3dgFEVpMsBPkmb0Lf7iOaiJLYrh4aC78PHoqxsdRtfg7XWSesR2IXS1DqYCUmUynZ5YolVwCoMmwh5T7uyhSoCzsSwmoBJCGMGvD3lgrCfe5uMuU8thr+QC42szCViN7CY3OboEQfQFh/fkNvAPHcPK+sgT8Bb0+OL2DfX7W5Qac47vhEh3+w8xFAp6QZpysT6VU4uBIUzyrn/i80oo6p3qOrxqnr8uHHjimXpN5QIw1IMy4l4g4hXgBQBF9C2iXMWay6YCa3mg+6S3+wkbQ+DYOdcjnV12NzuLLvpRU6ojSOgsofXLV8MK2nzeV9BwLuhdaemLRgeIX+LPuFAYGzbd8kJoK2taUqGiBeIuBfDcwRM2+dCEgg1BFzoQjJc6ExdhSaaN8kJd8u6omXZycaAgINQWoh4nojnChQPBda3P69gzmqooVgvmlKfcqCcBPxCaN1tAff/lnIwz9h9QOejvIy9+ZdheMo9HLnJbAXGE3IiIR8GLu60vI7a+x7aBHWKtve7EDtYvAIsQpmDtppkIGA0AR8i4GICzulTG8sN+8YSYrXM8QjjEGf6p4sAACAASURBVGbT5uKYJV8rFGKEnI1wKjbaX85VMiLiXjfpPQ/rPpzBLnTaN/daFWoQpiJUABBwOqXt6FLw15JJHYQw2fXlGuym6POxcxoV5A+6OYJhsIF5bqV0V59yYMBNNCKSexcMgVBEKoCsqhbukHwXcKeI3IM1LP8LcOdA16977KC9GUbJvbIGnIrhFawdN03Eg9jdgLZ1WlouTkV7QV+4KjOJDZBV1y6PsqOduUZIYP25C65BA1YA7tflbkblSsA0lCpsP1stW5iM8jq2r/ajwETpzpuOcgANjTtIVr5IGDZgt/KbBx3ecCoGsglDBqGWkEswLEd5xaXGyNnMYRJtWrjSNqENIrnHON+tdRf2xfsAYBr2Wcg5FLwLGeoCXqVkMDEtExPN3rDB/wvwzbzvHwe+JSK/ABYBh6nqWlX9i4jcDDyFfRLvKzhv0BCOQvmb+xZib+YUEasRMm4budDZHbPQ7hV1DMVc+VTj7uFQrKAZCWzBeswc4/YfBWUDhmWtNbEufl3TZr8WYH9Czuhpk8uCtu33ct8rCHg/duCq7nTGQQhBK1EzAsIm7BtRPXYgTGJ/v/EEnAzgXAY3IEzscM3hivWmeRnIEnACQi0BM1FqUOoQpmHvnxYMSQrNLGAVlFhiNcphCIegeeYw+xxsBDbQJvjHEjJ5YBu2lyi90Kk8TDR7w03yJuCmTg4XzhL/GPjxAFepxwTMQDkAEOeWuMUdecnduorV2qN2Z1mBfCjKLuxYZlFTQUvTyVTVPuVSrJ+78GGU1UAapQWhAmEyAedj2Oleq0uv/TKszavLemzMlkYMbyFUIxw+JLV6yEV87Ki5d8gnLUTZccTiDVgTWBb7u+U2ChmLYT7CFJSXsBOCi5zb4PDfg9UK9/VYZ9vnCTkfAGF/hP1RUu5er8cGObTuvp2hvFokdQzt/SO2unmT7Sjb3P08spPyMhjeAiICjuzWfb83KWWC6UE0yQGlnLxoyhIl6x6GOgKOxU6I5twjlTZ7eW4uOATegaAo21A2EnAkhkpgHiBIkCUIWsh/1bUCZgXwulvktJSAixDiCPsRsp+rzy4Mb7v4KrOLarEBUzAsJyfIBCHiSaDB+eULMoR85q1Q2In1cS/+oOcCjwmCkqai6ikQQ0ehlPu9Frqz1tHevlxs9fhwJCL/3ivEhn/Yie2vlxHORVmEXYTWBKxFTYQSYmQRhbH1LfXYTVTaQjUbdgBP0zagXurMjO2xz9xa7AC0h5Aze9vQfke19CSq39FpiKAsxU4eGQzPIHwIOyGVRYljFyTlD9dJQg522sc67PZvWxGORolhNUmDksB6hexy50XYCdzcw9aE4S9OyOeCahkMjwMZlLXYOOgzOtRZ2N95+DRhw0xD2+KrCKWxz/2yt7AD7MPYt5zA9UdlQZ4656edQTjRaoViXEx4u1+r/cSxAitnR45o77A8irb+Gt4EnIDheayJ5pQiOSpoG/jiwAiECW59whiUVSARgUTQYXvD3Crk8QijsWEmcn3ekFeuYgeGjgIeGmn7bZqKHB9cTAk/eFMme7J6Ad9DhBDh0NbvEfXYkBI5RmFYjJKz/QKkECa5BTYGE41BzQgCLkBZivIabS6BAflvBTZMgZ1oVcbR5h+v0EUIA/vqOzLv+zudF1AlwRDS3q15pQXb7hjKVmcfbsOusLQDmDIP4QOoqYKgCZHcQLoZ+wZwNFCDMo/29uGQkPP2SovKAaGmRHsPwmrgDe4N9EnsIrJSVADHYWP1T8UqM1uBXQhHO4+bt7HLXCbR2dtSwDuciUgJ8jZTLwvU2+CHDcIsZ0OvI3A3bvvjCbSdUN7oNJbJWAHbhPBO7IrLS4A0Tc1pcI+Atrr92dLgVOwqZLAC7Vl3fUE4BOE4lAVYYXVQt9sRMB26MUFbbii1tNnNbXz3HDbYw1PQbn1ADUJIS9MZSNBAZXUCeAIryOsQUgj7A2dgeAt1dl7vUdOGEqE8Rlvk2hG0vWm2IVJs0V4K6wQ3EavYVBJwGjY08zqEEQRcCEQIMZQtRGwi4ADEmSEBZ5b84MA1sk+It8EPF6x/dceIn8oe7DZwE7GvmTtp/xBsI+SyDmcpq4glmsimD0SpK5icisAtGbefNNbenzt7AyEXArP7oWVDhdyCJwUqab813wIoWPwF+7u/ASIZ4FnaBt8IZSfW42k0drJ2JtYEUINhB0GekNlXsStPc/fybjdPMYHCvi4uxBRYhbIWJUbA+1DWYMNIRBg2EXCZE+67MTzl0hcTcAlDIdSGwpBZyeoFfC+wHgZ/wQoeQTgHSKA8TW7JN0WWYhteA5YTTxjCcAdwBO0XjuQmXbUgDSBgSC/v7iXKbtrecBpd2h4ndApd9wRr1rL5Y/HltLexK8pilMUub+6TJRfvx3AmQZGwEPsKNoLphoK0txAucGatVdjfI0Y6NZNEcnEnJeXmNxrIxfW3ZN1c0gJyk6gWwSpK5S/g6d9gYwOKF/C9opG2Gzhwr7MCHIxwGmBXmXbECisRkKAeZTwwHvtKG2J38Nrgyg9dmSMR3uG8aUpH7RtuBMx2bp9phGMwbEZ5spPcCmxwawBOwpjR2FAF+QNmTuDnBtOw3XFlJexjAt6um3gd+0azmY4eMXuAdYScSESa3NyFAKqxvMVOHUs2rCPgEGe23INwDMImlGW0D7I3Hoo+M+VJSRu7t8EPZUbRplnnBIYCy/LilINhN8py7KKccQhjULahGiHSgvIIwrkIyTxPmWOARpQYduFUg7Mb7zsBsfKxNtsPYgVKQMTvSpxhsCsns0SZiZAcBSzD/j75C84StO3q1EzryswiXknDGRtJ8ilw/ukdV1Tn8uVi/+X2xYUwtp2WxrOoqn2W4m6SAG8Bswk5N6+sXKjmHAEMqfg0pTf08Br8EEbaTarmCMAJYeva9ybtFjcVliFgzQn3oexHwDnOQyfARvh7Dbswx7jAWJdhH4IEQ3WRUm+RVlNK8aMde3cClTWPYwXR/gSc54KX5ceemUrATGAEdpOVlS7vvmiD14K/OQ4D3gaSrq/Azlm8CYDJjiRZ9TescK+gM68uZRXCIXnfQ6xNfxdtsZfqsG8Ko4oVUVaoQmS6jqEfeQ1+qDMTWkMIgDXPHOled+dRfKchS8dgY7uxmtH+bXkI8h43wTAXa3MOgUMImN3pop/hjHAa2jpxOg1hppts3YOdlB6P7cctiCjW/JWmLUxujs3AkQgxhBjFN7If/ghCwOnunq0vOFaD8BHs/E/upm3T1GPJFbQNvJ257AbtJsYNS5xbMNhAZNtxYapgCMWI926SwxxrG7YbPVuWo2xEaaa9bbEjHYONKYXR/ITDXVn17v9n3LUMsBDDBkLe2z+NGUIETAY+hl252oBhJQGHY91Sc65324gInAtfDMML2GXxp6KtXkr1GOYX9ZDqDeo8pKxb7MFDbPCtwNq/29+7yjw3eE7HCt8tkBfN1LpJlvIHfAfkxZ+x0VBzk+Z1BJyPsh1hEtLjMNuDhTfRDHtsvJKjoVUbiWivARUzHQBMIZOqREmSrJiEsBUb5Kq99mLdM08Ccn7JCdq0JKXNW2dfxThPpjR2m8NqIOZWZYZE2bEEwS4kTGHXJmxBOBs7kOb6rpH8jUNKoWx0k4bTnC99/rEl5CJdKmuHzOBr9xl4guJKSW7x3ZJel2/nntqEXcAhbl8Ddes6RiFDwCyTj6pfyTosUTVEamOyC1MJ5V0YWQk0YIwNQQCCSJxA3o2yBlieV0KSkDPIZuxAEFbUQjeiFwqhW/W6BBsjxDCUYsn0BdVmlDSBFAalytAmlHLRIsHos0AjYazwCYtQXnAmnpfJrVswPGz3f9UkRrciUk0gHYOZWZ/tZ7E+26tcyISavOO7aNNMi+5Rs9dQNURmHsoOwuBYAukq/EKxeD0AU0HXdj71QYiJEgRhs7smiJ4CwWu0j9PfSGS2tYbUjsm5BPJ+7NvW0DHJFGJKLHQyZbLSyQv4bqLaQir9IEEsZV9N2YCynYBzMbqG/Ak84WAC9scQd140uUKOpSX1F+xT884eXV+oQjgW5WjswzFUXmd7T2TW0ZL5I6DEw+NIxE5rPSZUYMxE0qlXiCf2IwySqBqM7iQIYohIkYU4TQiKcBSG58iFP4DdpLLziYz9rSrilxIGhTs9NdE+KFkz+VEtAw7FsA7IIu32rdn7GF1CpDaukYk2kQg/gUhHgZSN1pBKPUYYryUeC0Dsug6oAjMZI6sQJ8gEKRD200inRpGsnOe+K+noaRJyGcgj5FyIYbTz0rGDcCaah+hIwnAaRao0ROhGsDFvgx9apNJPko1Wk4hNIBfASqhESBAw001SpUGFlqY5mPT9VNZeTRB/H9ZveDLNTfdizFrsk9KE6sVkmp4DTROvejcSJDGmnkzTswTBaGKVJyMFM7KZ1AJSjX9AgtFUjbiGIBi+vvGZaAE5LT0TLcCkd5FumUssdhCVtZ8knVqNMS2kUlsINCRKbQYJiVdMgWwDEq8l07iWIEwQr5xIkBhPqvEpsql5hIkRaCBkWzYRBKsgKRDEERGy0ZIiAn4CbWsWJlG4U5Ewynk6GQo3+d7baLvNN0zr/yaqI934J5AqkjUX0dxyL9BC1LKRdKYBCKmsPZcwdjLZ6BWy2oCIIBIjJociYQs2/K/ajbmjKowBEWPfGlLrMbKZWOxi7PqDsc78VYG93w0tTbk1DAE1NV9ECDHZ7UhsIunG+8imF5GofA+Jqvb76JYT3TPReA1+SKFEqGbJpLcRhCNJxi9B3Ku8iBDjfCJdRCb1JlHK7mHZVPcTYqmI5LgvEiZrUK2jbVK2jtSee8k0PQMo2fRSqsZ8nuYdt2CyduFTUptJVJ/Vrh4tDfcAaTRqJN38BBXVl+6tLtjrhDKNyEUqDGQc6Wbrr53NLCWbfoNWIda0BW3cSCAxTOV+ZOvssfxguKZ5O4mRl5JpfgxIk2lpgkBAI7RxIdIIxCrRUYcTBgcWVgUhQNIz0UwtQeXRSNBRQ7O25sEV7gChzMawHmUXoZyAiK1Tc93/YLJrgQA0DaFrQ6Ye1O7Bmmp8hSA9l8hsIqyeijZtxiRGEBtxDgFTsROtVZiWLUjdLWQaa5ARI9HdiyHTQKbyD8TG/jMibQHhYnIekS5ETRN2JWwaSJLNLCa9/Q4gi4TjMEEKJEOq8QFiyaMIwvJ1WTUlJlFLHd9beAHfTZKJM1GzG9UmEuGFBNJ+kk1kFDE5hXS0AghBIzAtaHYnqe23UzX5h1RUXERz8++x3X46UeYP5DY3Ntn17u9WcpNbJtN+s2PN1CFSgWoaCFsHmOFKPHYkQTAS1WaECWRad9UCCWqpjF9Cc8tDaMMbCIpqGsk0g4TQbkNuAEWzDbT3+Y6DyS1yUsimScq7iIUdFztFTW+Q2vBNQAgqZlJxwM0D1Oq+I5IgEes4yatmNzlPLGN2UVX9UVrSf8UEoJF16xWSmMxSe+9ueYlcmN/05msJa95JYso3EQlJbfsqEu2AlhS6O0Ira61bQctbaHYDEp+SV59aYnISKilSMs95N1VAersbWDJodjMk8udZBn+g7ArvRTPMCKSGqsorSuarrLmMVFM12aZXoGUrECChNaPEYrOorf0G9fV2Ei5ZeynNO/8DMCRrPwRAovZS0vW/B6kgXt22kXZ25Tcx2x8lHkuQHXMAQXwK8dHv7u9mlh1hMLX1/6oR15BunkssMZugfj3Rum+QqD2SdKwKTKOdjE4ej5pNRNn1IKORIIBoBxLUkKg+myB+ANnUS4SJYwhSKTLBckz6ZaxBOEYsPqtoPaLGeaB2taVpfsutRi5vIVRIxYgrad79cySooKLmAwTh/lRXfhJNNtOy+27MzqeI7ZoPtEAQkK0ehYQxUAOZFlj/Z7KZCmIH3gASIKkmgsZdaCyOqah2fSjojueIohTBhA8hsTYlRCRJTc31GLONIBiLyWxyvsJJJKglVnUOUeZt4pXvJgjL17NGvZvk0EabVhG9dhVkdxMcejMy7hxI74TEqJIPtUgFieaxxHbWElXNRivGkBh9BdqyBd3yGDLyKAgPgqgFWX4XlYwlmPVlgri9oZM155GoPhOroVs7n2brMdsfBc0QpNMkNr8NsgLZbytUDI89LrtDLD6LWHwWGjWRXfoua2ZoWU1y2rVkg1120Bv1ISCgoX4rUEntiBGoaQZJIhKQqDyJeMWJRK9fjjYuJq4KB1xJtPtZwuRhMKl42OCw5mSydQ8BQlB15JAT7gCx5OHUju+4I6YElYTrniRsWmKFeS5/Jk203yQwhthut03lhruJkgeQHP/PpJZ9DmlpJEg1Q0szMuMKgsZ6zLLvQDqFWXsPsZP+2m4eSSROGE4CIExMo2r8d4kya4hVHIUE1cBFA9oH/YJCVMIGH3kbfPliVv4ntLj9Khd/HVnxc9j2LFROIjjjCSTReVAkrZuPmXc1mBRhWE34nldBEpjnzoBsvY2ocvSviC/9GtpkvTbMrlcJTvuLPb/R2kilOm+SL6yC+BjI7LRCDUDiEC9fLWfAaWlCmvZY08Diu4mndiGH3YiMdoJX8nzbGzdgFt2C1MxADv0ntGUzuuMViLmHdPGtxFAI30ZHnohMfF+Hy4WVs6mY/jM0u52gYnhE9VRVqFsIiRFIcn+0eQVoBrHhEpF0E8GaZciMqzC6EmlsRNIpSD5MOPkKtOYqgvVfsoEkMtuJVZxHdvGV0LTHOoKnF2FW30F44DWd1iGITyKIT9p7je4nvAY/lKmYBEECTMYK0e0vgGYhtR3d/Fdk6kc6PVUbV7rXTgWTQbe9BDVT0cxuaNgDKoQrf4Y0rbTaUhDAnjeJHjsXJp8Db30PEOSEWwkOsiYhkZD44Xdjdj6ORk0QNRKMvRAJh64fcZ9o2U6wYzuYNDQ3Q7gLNIPO+yw6+WIkcFvANW/CrLsbXfZjSO9AwySa2QNL7kCiJkgk0bFjIZ2yv0NIOw22kCA+FuJjOz0+1DDzb4AVvwSU8KSfYpJT0Gw91L0ILZsg1YLE9yOc9El05Z1IU6Odz9jwNNqyjWDHfMTt+CEmi1n1e6R5D2pM2zK/3W92uK5GaXTDHMyW55AwSXD455HkEIokSTcmWTtfQLBX8QK+CMGML2CCJKS3IVOuRp89z06aosjIw7o8V8afBytvg/ql6M400UPvB4nBmHFIg10AEi75LZgAoixanXRzfM8ju98A47aeW/pTOKjN5i+JcYT7Xz5QTS57VA1mzqfQlffB+OOA0GqOQcytmQeCOOQCsUUpKh4/E5OphyqxY67JopuegWyTPSXVguzYAWEMqich+5+L7H/xoLVxr7P61xC5hUqr7iU8+vswYhoQYZb/GJpXEcz4IpIcTzjru+i8f2zNj2aRpm2QTkM8DpkM+vx3YOxhSOUeCEDCKoIZ13a4bPToe2HrS1YBCmNEW54ndsFje7HhfUW8m+RQRoIk4YwvtH7XM55ANz2KjDkBGXlk1+fGawlPm4PuXk70m6Mh65Z779jRtrdwZOx8nQg0pCALGgbImMnQvM6+Hk86f8DaNyTZ9hq66o8QpWDbG3DA8VA/D8acAtXTYNuLMOM6JIihJiJ4438h5VaXpiugshJqZyBjz0J3vmbNEwZIZ5FjbiCY/eUOaw6GPRPPhQ0Pg0aYFc8TvXYCMv5IYh99gnDWDa3ZVBUmvw+2PgfbnkMO/ixSOZHsgZ8mtumP1iTTnLUO4juWIcf8I3Lsl5FYrR2A81CThc3PtSVEWdizYm+1uF9Q9W6SQw6zeyNm5QsE004gGNN+U2epno7M/Ey3yxIRqJ1m7eQ5v3cNyKyvhlCReBYyVgMIqtNEjXGCUSHBGQ8S1L9lvREmntP5BfZFKse1RWlTQ3j8j9CWDKn/uxTRp5BYAt68Afn4EZhljxL+7b/QGiAJRHGC814lqJmMpnYRLf5fyNaDVBGc+zBSeyjR0jkE42cRjD6g9ZLRxjehqY5gxqnWG2eYEZx0B2yeg9k0H33+RxC1oNsWojuXIGMPJ7PgfrIv/De65W2IJUhc8Vti77i19XwdcRjNxzxIxZq7kRV32UQRiI9E4qPIzvke0Rv3Ex75AWJnfc0umgpiMPls2DwXzbagQUj4zlsGqQd6j7fBDyG0aRfNPzkTshkQofL6ZwhG9c07RcIE4cV/IvrzZWAyRLvBZEO0JYYkU62xUqKGJEQhmY0VZL7/LpKX30b8iHNLlL7vIbVTCd77ALrsd8j0i5D9jiT9qw9DpsHexVEawiS6cT5m85tINkV2cyUqYDIVyP9cTuL9/07m8R9j1oWE00+i4hO/QxK1NP/kPejuTYBS+ZlHCCYcQua1+0j/8SsgQuzwi0he9p+D3AP9jwQhTDqHoGIa0dwfQqwKpYLMknkEWzeRefB6yLbYcTXdQvqeTxF85kmafvMFzKa30XEHEmx5nVQQEj/+GkLzGoycRbauhuju62DVw4hpJvvS7YSzz0emHGeve+bvafnegWimErIh4ajnqDxwKC3YE6ISsWiibsaiEZExwM+Bc7Gxk7+mqr8uku8m4Bu03xnlKFVd2VX5XsADZtty+6qYaYJENWbTwj4LeNOwi4YH/g+z63iqP3YT5oFPkt3jglA1J5HRu5FAwQR287PIgKZJP3Yz8SMu6IdWDT+Cye+ByXlL2MccTLT0JcKgwa5tStTQ9PwTZJfOJ6gYQ6yqHpOOkWmMI43riH72cTBZRCBauYRo2QukF89Dt61EMBBLEq18gWDCIURv/Qky1t6cXfzXIRX8t6fImFnE/u4ZzNq5NN57G9HvvkcQy5IYkR+ETNCGOvZ883TAoAphah4SKpgsmTceJ3njmzQ/civpp36CRCkUQcIkJooT7tiCWXkv0e6tSCJAm2PkIq6aZc8MTsN7idINDb37Gvxt2KW9E4BjgIdFZIGqLiyS93eq+vHu19QLeACCSUciIyehdeuRypGE00/sU3mqSt2tnyW9/E2CWITe8XmqP/ptMvd81Q4k8Upa9lQj2WaCRIRo5DangOy61Wz/0pmM+udfEpswrcSV9l1M427qn3webRqDicYSjplMYtrJRPPsln7G1BAddyXpx39DlIohgSGMMkTNlaBCrKqFcNlrtDz3exKVQChIGCc8+AwAwmM/TLTsGZCA2DEfaLtuSxPNc/9MMGosFe94z7Cw22c3r6Hh0fsIqmtI16URVUwqJIgnCOMZnNckJhOCqpVdCos2G3ZHGUZXCIeMbaHpsV/S+MefgwmIVQYgQtRYCcCeO24AxL5pAcmRYt0xgfip/zBILe89/WGDF5Fq4IPAEaraAMwVkYeAK4Abujy5m3gBD0i8gsrPP4HuWIWMmYrEK/tUXsvLj5FethAIiNIBtCjxI99LauLPMRuXwOgpmLUbwCSI0jHChCLaBCiZpiRqttH06C8YcdW3+qV9w5HMyjcwLY1kGxSRCN20luyWDcQr0wR2N2j06MtI//FByHk0JGtAnVaerkXDKogM6T3VSFIY9fXnCGrHAxA/4r2EE+egLXsIJh3Vet2dP/wc6ZWLQIQRH72emnM6d5kdCqgqO777KczuHZBIEJiAMG7Nh6nmCYQNO5AgQgkQVVSVuxfXc/uCehbvaLMWzJ6Y5ZrXf8DlUwJEhCiTaB8tMpvOuybUb9qPWDJNOPNkqk/9+73V3P5Bu22DnyAir+Yl36Gqd+R9nwVEqro0L20BcEYnxV4sIjuxEe/+W1V/Wqqqw2/mqJdILEEw4ZA+C3cAU1/XbquP8KBTkHiSmi89ROLqX7F9eS3p7EgQIRgxlprrfk78+A8TxSejmoBYgnDC9D7XYziS2b6VhnkvE46fDhpg8vbG1Ciiqa6a+tRUFh16JS+8vogldSk3NytEjEIlgCAknHQwlWdfRTj1MKR2P6r+7oetwj1HsN+BhJOPbqelZ9YuhUwK0i1kli3YO43uB6I9u9nx+3vYPeex9rswqWIa6rCxeLKEM4+ncU81u7eNon6T0JydhlSNpyU7lVRjguvn7OT6OduJjz2M7371du6+9a9896u3Ex95EF/86xK+/OI2NJaEmeeSqT2sLeBbzVRUbQjnKBsnSsdJ1dfQvGgZmXVDzIsGITJByQ+wRVWPz/vcUVBUDbTuZp5jN4Xbu1nuBQ7FbiDx98C/isjHStXVa/D9zK6nn2bPK8tJ1oxFG7ZDmGDEpdYDR4KAbXf+L9G2rdRlEySmHMeM79xJEIsRHHAUqbFPEqx5laqZs6g8c2hrhgNBav1aVl9/DQjEx4xl/JX/Ruq2r2GigCAwpFIx7l68h7vXLGHZz+e0nnfI6Go+PXscl+xfSyywK1xTW+sI5r7EyC/dw/pbb2XLrfcw6vS17H/tdV2aXWouupr6+29HYnGqzxs66xLW/cuXSK1djcRCTGM9oy+2sY8kCBjxd1+h/ne3Eu43kcRJH2bXKzfblaiREmVCRv3gJZpvuIq75q3g7sW7ue6KG/jyNd9t108fu+TvueX2r/PTX/2AQytG8P71bxAkEoz54JcZ/dGrWPuR00FHAFD1ztPhrRcgkwaFcOSYQemTvlBqIVM3Fzo1ACMK0kZQZMcYVV2U9/UFEflP4EPAb7q6wF4R8AM9UzxYmHSG9Xf+mvSWrUy5+nKi+j2s+9GP0FQKSVQy67YHSE6chCTa4psEI0by5vaIulSKkTtXY776NQ7+0c0s+/wXSG/Zgqoy8weXWQ8HTzua31oAxqDpFJmtWwjGHkBzZjSSbSaVivHNN1Zw/4YNHDHrWL577TVMnTSDtRtX8tuHfsZXXpzHK9NS/Ouhs/j/7J1neBVFF4Dfvb2kETqEToAQOoQO0hGkgwgIH0URBQEBK4gNUWlioUZAKQIqTVQUkI6I9JLQQgmdQEjP7bvz/bhwISaQKCQkeN888zy5O7OzO3v3nj175sw5oEaW4cKc+ai//QHnVbcHTey6dfjWb4BPzVr3PAff2f0vBAAAIABJREFUTs9hbtEDSadP873mdhxXLrkX1sku7OfS/pzMrZ7B3MqtUKTu2wUqtfs6Cwm/7gOxRl/EVqAG86LWUKVCzXTCHdyuwa+9+BE7/lrPgtNnaJuvHJINDJHHKKhWYwipgf3sCVAU/J58Gtp2xXb4T0wN26AOyL1hge/FQ3KTPAVoJEkKFkJE3dpWHchogjXdIbhPvq3b5JQGn60zxY+KK0t/4NqKHxEOBynHTlDm5UHuTEKAzapi/4DXMQeXpcpn76M2Gpg/fz6fLv2J46fumNzKRR7h9XKlCbtwwb3sW6Ui5chRzKGh6Y4nFIUb2/cgIVGgaRiSSsXNP/YSNfELNH4+hE4Zj7FE3ovrcS+EonBh0UqST56hZL/umKrXQlKrwWBEW6gw52YuJiUxHzpFzeorl1h1+XKm2mW1ggXpVKgYFosa7A6Iv4Hu9mJYl4JKn7m/jMrn7+kDcz8F+j7Hja9nozKZydf56QzbuFKtWBx6rFYNWknGrpixK/6cemEUUXGxRCUkMvGFIfd8w5Ekid5dhjBuykucS7VQ1scM+YNIjDhFobHTsB87gKZgEXQlywFgrNEw28abnYiHFGxMCJEqSdIq4ANJkp7HLRs7A+kujCRJnYHtQAIQBowAxmZ2jGwX8DkxU/yocMYnIFzuuOOupGR869bFXK0aSQcP47CpQXGRGnWWP3uO4NPzh1kTsdetXb4+x6NdLlsTzpCXX+aZ6jV4q3gQklqNf8MGGR4v6ouFXF7zOwBBXVsTPHIApyfPwpWUjCs5mfPzllLp/VdzbPzZTcyvW7mwaBWK3U7C3iM0+m0xZcOX4Lh8EX3ZYPY82QsAp0rF0ksXM9cu925kudVBv3adsKzZgHC63DFoNFoQLgp064qpcvoH6+NAYJeeBDzVBUmtyXDRlmyzs7vPaFxJyRiEDgkdkk6HMyEJ2W4n+dYkacli6WPl302JW/UJsgtJqyN67W7sK/ag8fWh/jcT0RUrdN/98wqZ5dT+Bzm3hwILcKfAugm8JISIlCSpCfCrEOJ2vOVet9rpgUvAJCHEwsw6z4lJ1nvNFN/rl9RRkqQ4SZIiJUnK+vLRbEBxyVhi4hB/S5GuOF0kX4ihaK/umMqUQhPgT9k3X0Gl1VL2ww+puuIHVFp3zlTF4WJFxEHWROxlaL83WbtgH306v0DjsFb06fwCaxfs5aW+b/Dd4UPsatKIfINHsmXgJ2x55i2s1+PSHPf8z7tISoLkJLix6xAAusAAUKmQtFp0BfPeq+79cCaneK694nQiZBlNvkBMVaqjNpnwr1sTlcHAGbvMmeRkenfJRLvsNJiIyAiula+AZPYFScJUIZhU/2AcIS0o2CtPvDj+a1Ra3T1X5KZGX8KVlIxstePEhNrfD/+wmhBUDkWo8FW742xcuHJ/a+nFW/UhQ1/C1LIDNqtAkRUcCUkcHvd4LBa7HQ8+s5KlvoSIE0J0EUKYhRAlb5uuhRA77hLuCCF6CyHyCyF8hBCVhBBfZKX/nDDR/NOZ4nDcecHqASslSUoQQqSbSJAk6QXgBYCSJUv+vfqBcaZYWf/Mu1hj4shXqSQtvh6LpFbhsjnY2Pt9LFdjMRYJpO3yqWhMaV/r1UYD6krVsew7iEOWWHP9bJa0y1lLvqVEvtPIqTYcSamcmv8j1d8aCIDscGKJt4I7dxG6km4f+cqTxnHh6+/QBvhTckDPh34dHiVFO7bi5s59WM5doPQLfVDpdWnqQz55h+RjJ0k5exq6bsyydrnpzRlU0ASg1hREcyIVZ1IqUnQ8J8JXU3XMs9k2ntyMuXQQGj8fkCQUtZoq4VPZPvxzUjaHI7nyUUSvobTJn2Vr5tK70+AMH6RCCJaumUsZn0Dq9+9H0pGTRK/Y4gnQKdudOTyq7MMbi+YO2TJTfMvlKBygTp06Dz10W8zuSOxxSShOFwmnLxO5cCP7v1yLSqNCr3KCw4ntRiKxR05TpH76l5GAGpWJ2XuK6NSbXLDGM7HLx5lql+OmvMS1pjUpKEmotGoMBe7Ee1dpNRgK5MMel4ikUVOsbSMA9IUKEPzGsIc9/EfO9aPRXD98jnJjX8G3WMZeFpJGjV+1yhRRu7/+rGqXqlSQTQqSSo3surVaUwgUJfMX66t7TrLzg6WYi+SjxZTnMeR7PNImqg166i/9lKTI0/iUL4VQq0k8fQkhK0gaNYZaDegQE8OMU38wde64dMqKEIIpc8YSGXWIaa++jUqlIqBGCLW/HEfkpAWotBqqvfd43KcCHlqoguwmJwR8ts8UZwf+wUEIoaDSaVGpVUQu2YzidKE4QZEU9Bpw2R34l8s4pEGFQZ2xXE/k8KLvgazbLksM70aBQ1cxFs1P8IA7oWslSaLpove4sHY7vmWLU6xl3Yc00txH7LELrO03FdmlsHPqarote51CIUFp2jgtdvYt2IQz1c7NUxcp4V+EZWvCM9Uuixny46cqQIId/HBiCq2OOfkGvsULEDKkW7r9/s7vo+Zii0sh8XwM+2f+RKO3M3VFzjNozCYC67oXdbkcLvwqliY1+jJCgM0cSIuKjTktUpm1+BO27V5Pny4vUKJYWS5eOcuytV8RcfIAA3o9y6jJH3BuawQ7J68if4ViVH5lMBtGzedoj09pMfFZKnbM+/duZnOouSRacPYL+JyYKc4OfEsVodWi8dw4eIqijaqy890l2OKTEYrA4QKXU8JhV6P1NWXcgUoidHQfruhkeP3XLGuXRkMA2trFKd2sMipt2q/HWDg/FQfnpaBM/47Y4xdRBKTYBOBi2dNTGbjhHfzu0uQ3jl9K1K8HweUCSdBQX5HvTm3LVLvsW7gpkqRCFnDDpkf8GUXJJlVo8/lQZIeLQz/sRq3TENqhFip1ei3t9nciSSo0em22X4tHQeKlmyzsMhl7soXg5jUpXrUEu2dvRLY7aaOqj3+hALZfjGDclDtTZKGhocybN49BgwYhFMEvw+ci210knL/OmfWHEC4ZSYJNby1+LAS8yETvzKw+p8gpN8lsnSnOLgIqlCCggjt8bIvPXiRyyWYssUkc/WEXikpFQFAB1Bn8yFNuJPFV56kkXU2gVp+GhIaGsnztV5lol+GULlSSna/+iEqlwhhgYshvYzH4PfjK2rxGqRbVUU9dDakWACS1xM2oqyTGJHPxUDSV21Yj/tx1ZIcLSRKogPp+lbhEQoba5dI14URGHaSef2UaBYaAciueiuJOzJByLR6An95cyvFfDyFJEjGRF2k1Nv3DtO2sl9k96XvMRQOpOTQP5A/9B/zx1Wb+CN9CQH4TtiQLQlY4tSmSgpWCPJPdkiRR3y+ERoWqUXFca67fjOPChjPUaVSHVgOect/fkvDkE0YCWZZR4X4dV+vy/tpKISRk5f4CXP4HbjTZiSRyia3oQahTp47Yt29f5g0fEtcjL5AQHUPpJ6qi80m/2GXTtHX8MWs9iktBEXBAPsMvV37N0Ef7tnY5e8kkOhZoSf3AqsgOFwKwKGo6vteNRgOb5tjYcgv2FBtLu08i8dJNDAE+1HutG6tfW4YsK+hNevrN/h+/DJ+HoigUrlQMIQTFG1fh0wnT+DPlCDH2m56+CuoKUMNYnSqmyui0Et3f74zjZiKRP/zJzSSZhBSFAmUKolccJF5y71e8ZmkGrRrzqIaf4yRdS+TTxu8jO1zo9Wr0ahlJkjAX8GXAz2+xbvg84s/GEBhchJsnr1CpSz2qPt+MzxpMxGl1oDVoeer97oT1dr+YX/zzBDumrOHqDTvJiXb0yQkYtfDEhGep+Uwjz3FT41PZMH09aq2aNqPaYsjg9/SwkSRpvxCizr/dv4yxgJhQvtN92zgUF88dW7xLCNHovg2zmbz/OH0EFAotSaHQtJ47QghS4y2kxCazYeYmDLICApwKVBDlOW8Mva92Wd1UmRr5qqPSSCguGZdLILsU1k9Z958U8HofA/1/eZvwvrOJ2hvN6ZHfohUKCIEl0cKC0d9Ts/sTdBnXEXuqA1uKDUt8Ks2+b0StSyHccMaT4LKj05gwKflAknAJd87yNZM2UKByEP2+e50pTSaiyAqx52Op/mRVUmISQJJo8nJbz7kIIVg3fQMnd0bRZlgLqrS8f9rGvIhGr0ERgkQnSLJCgUI+BBT2o+fc5zD6m+m+aGS6fa6cvUKKxYlagFoR2JNtnroSDSrhV6cyB+duQXEpJKMFB2z9elcaAb/k5cWc3HkKSYKoPeewpNip0LA8T0/oiioXJ1nxJvz4DyCE4OSfZ1FrVfw0+TeO7TiFOcCEJMDplNCpwHkr0FV9cwvyqYsQGX04je2yoK4AT+ZrSVVTZfKXLsigb19i+5wt/PHNTtQqhcIVihBzLpaIbacIaVSOYsGFH9l4cwprso3jf5wmKKQox3eeQZEVQKBWu2fcXQISLsSxdcFOfAv6sfKjdThtThQEeo0KH0mFjzo/JpWErFJjd955X1aAxHgr8X+eYc3Hv2DwM2BJsKDWqAltX4Nuk3shqST0d2mSh389yvovf8ee6iDyj9MULFuIp9/uQO2nqqU797yKKZ8ZfakiOCKvgAKXr6QQE2tjx5LddBl3Z7LflmLnxoWbFClXkM+fDidVqJGdMlVqFCesz51ptbjL8WycsxW1fCcqi6SW8CmY1js6/ko8ilNGCDi99xxCwI3oWMrXK0vtTjVzYuj/GLcXjddN8rFn2Xs/sXHeDhRFQaUoSLKCPdWOTgUakwFDPhOVapbkZMRVkk9fp6IxlErmUBLleGwuC3qtiXyaQCStlmcXDKRaixAkSaLduE4UCSlOSmwyldpUZewTk5FdCpJKYuruseQPyjsZ6LPC2UMXWfTujxQpU4D+EzozttlUEq+7J7SrNyjHxYPnEYrAt0Q+4i7GY7E4kBX3cvDDG4/hsDhwKu6HqdWp4FRLWGSQBTR4sgI3Iy+RfDMVgUBr1nEj1o6MzI2rSbz84yh2LdpJscrFqNaxRoZzJHaL3R1sUYBTFlw5FcPM5xcy59wn6AyPx0RrTPRNrp2/e2GdhOxSSIpL9WyJu5rIG00mYbc6KV6uIAlXE1FcCgIwlCqc5qF49VQMTkmFLLvQqiVK1SxF8ZBitHsr7bzF0x8/zYLnFyCpJOLjrMhOmbyA1w/+P8CetYewW9xLuNVqCYPWHSBs6LdD0KhVlKpZim3f7WX92ki0skCnllBrNdRq0xjXtUTOn4sn/kYKYGfpBz9T/darv0qlonaPMABO7DqDUMBhdWLw0XPpxDWPgBdCPBYJJyZ0n01SbAon/jyL3qjl5uUEXHYXWoOWym2r0+HVdvgX9iOgaACRW4/z46yt7N96CsnpoE7ZQuj2nMOacmcRjV2nw5pqQ4XEns2nWHRpCgc2RFC4dAH2/nyU7yf9hqIIDu06i1+xADq/f3/3yDqda3F04zEObzpOSood2ZlLZtAeIjOGLuF6nBVfjYRG514f4HQq/L7iAH0+eRqNVs2RLSdwWJ04LA4un4ohMNBEyo0UBIKtK/ZTvmkFipUrRKU6pbG5FC7Fu9P9lSwZwLAVw9Fm8DAsV788EyM+AuCvlfvYMGMTFRqVp2aH6jl9CbKM4KGGKshWcq+RK5cjywrF65RE1kpoDVq6v9me4LahnEmx8s6grzEW8kNr0GJJsqHIglQXXLW6OBdvY/tPERRtVJ6QRsFodGo0WjUFS2YcZqBsrZIULBWIVq8hoLAfFeuX5Wp0LE8Hv0nrgGGsnLUph0f+8HHa3fF8FEWgUqsJqlQEvVmHC8EPX2/j2zmbMRfw5caVBN4bvIi9W065MwzJCiePXuLlhc9RrXlF97XUq0l0OEh1ySS7XOh9DYxsMYUJAxYwvMUUXIqCRn9br8naw1GtVfP83P70mPo0RUKLUTykKCMWDnpstHcAoQi36cspUBcKIFFRkeQUWFPs2FPdwV2Da7tXT+vNOkz5TIT1qUuqJHHF5uSGxcanLy/h1Sc/Ze+GSNbO3OLJkZ7sUDIU7rfZ9uMBFk76hTL1yjJ+yxs882H3XG1/JwthCrw2+DzOh4MXsP2ngzjsTkCw7LttJF9IweWQib0Sz9Jp63ltVj9aD2jIoU3Hidh5GpfNhYSE7JSJiY7jlS+fpXCZApyPusofB05wtefnfPj1ixjNd0If6AxaPtr2GnFXEshXNACNVs2K99Zw81oiQhHMfXs13Ye2fHQX4iEw5puBzHv1BwqWCqTb6NYY3+nAucOXGNP9Cy4eusDZY1coFBSI2WQgNcGCWoAGCYNZT80WIVRpEUJo80r8vGA7u7dEsP+nYygIUnFwyZaEfDAOzW1dRqem6TN1OL3/Ar3GtUdv1N3/5HA/zJd+uZ4FH6xFkQWBBX2p3vrxmmgdNvNZZgxdwrEzl9h/JhqTToc/Wso1K8tz7T+iYasqDH//GT7e+ipnD12kQoMyxMUnsvLrHaRaLCiKwJkqo5XUHPnjNJXqlyHyzzMIIShXPYhvPv0ZIQS9XmqD8a7QHtt+PMCE5+bjdLhYHb6V1acn5/q30qzY4DOrzym8Av5fsntjBNZbmo2CwvlT1ygcEIDd6kSjVWPOZ8DlkjH6Ghi/eigvdviIy9tP4yOM6PRauo1sjtHXQM9x7WlacAhOh4uYK/H8EL6J/41qn+ZYak1aDT8ouDA6vQanQ6ZQUN5LlvB3arYKYeahd9JsCw4r7ck8JIRAdsq4tDLXxE1UkkTZfMV5I3wgddq6w0TE30jio7cWYbM4CJBMOFQysqKQmJCKhISf0IMEpUKL0fvVJwH4ZcVO3nzxS3r0a0mdRvcW2CN6TmX35gicThdmxUDstUScDhe6x2Ch05F9pxnRZyoSMG7KILYN+gpZVnBJgh4T2jN17FKEEJw4HI3BqKd519qkap10rvcaNqsDP5cZ5dayTSEBKlj32x8EVw+iYZ8a2CwOEi025ny4EoCooxf56JuhnuOfO34Fh92FIivExSTisLvQ54E3I68N/jGnY//G/DB7E3arEyEJdFoNz4xpw7Wzsaz4bj2fzV7E2o1b+HH7Z6z9bhu79h7GLjmw+Tn4bf8XGMxuzVGlklBrVDgd7v+zcnN3HtwUjVbN1ehYur7YLJtH+uj4cPlQpr+ylMIlA+n/5lM8FTYSFzISEmWaFSfsySqetjGX427lyhTYjC7KVyhOVMQlFNm9plDRS/gGmglrWRkhBJPeWcCC6T8jSRK/rNjJtuPhBBZMH+fd6XCxY/0hz2eXSqb30LaPhXAH+HD0PK5fcU+uzpmyCknlFkyKELdcJxWkWwHuvl+0kalTFqCRdUiyBgmJZMWCj9oIkkQiSdgUByIyhmMnzoAKNFoNRp0el939EDh78nKa47fr25A1X20lLiaJni+3yhPCHfKODd4r4P8lQz/sQbtnG3LzeiIbV/5F2cpBPP1CC9o0fp5zKdGA4Nw5OHIgimNHz2K3OxECUlOt6E13bmKVSsUXa8Yw9a3FnLp+nDUbf6Fp5+oUvU/cbJVKRcdBTbJ/kDmIw+Hkg/Ffcub0eca+M5Sq1StSvVEw3+x919PG7GMkVkpAq1VTsGhaT6IK1UpRq3FFdm08itakwreSRP2iobgcCv1eaY812U7tJyohqaBiibYkJqQgIeErCuBySiQmpGYo4LU6DVXrlOfMiUsossJny0bTsNXj4x5ZsGggGu15AIqWyM970wfz87c7qds8lOsJN7CrrOgVIwKFYxcikXGikwz4URCBwKayk2iMoXb1Glz/KxYhCRAgK4rbru+SMZkNGEw6EIJXPuyV5viFgwJZfXoKDpszS+ay3IDXRPMfoUxIMcqEFKPOEyGAW3s8FnEabqUadrjs5C/ox6KlS0H4IqFmyKvd0tkYazaqyCXHaaIvXeDClUu8MuxDvludpXDPjw1zZi7l63k/YLM52L83glMX0k8ez14xlqnjF1OwUAAjxt8RFEIIPp74JVFJBykUpuXwwSOcXHGEJk/UZsXaWfy+cQcTpnxOtQ0haFUGEuKTb2XeEjiwUalyJUqXL3rPc1vw29v8ufkoJcoUptzfgp7ldT6aM5TP318KSIx8tzf++XyoEubOuLTh510Io51rqZdxIaNGiyRJ2IUViyoRp2zFKpIwOn2p+0QlhEsi7kYiKOAf6MPJE+cRQjBibC9adKjFieNRVK1XLt05SJKUZ4T7bbwLnfIou3btYc+e/XTp8hSlS/+zOPOSJNGuYxM2bdhNiiWOJNsF6tVvjdViwyW78PcpQMUa6aNPHjwYQWTkKRAqFEXGarVl0PvjTWJ8Ei7Z7QOdarFm2KZ0+aLMWPZ6uu1rf9zAF5/Nx2KxIkkSWskHSZK4euUGDoeD3j2HYbPZOXYsitAQt639tn3/qR6N+HTum/ed2NMbdDRrX/tBh5gr2bNvP58umIQQAlMxO3/t3UfTpg15+eXBtH6qASPf+h/vv/upO3OZpL3lmguFgrUcOnoUAEtqLMfPHGTi3JFUqFDe03dykgWX00VSShI1qrZwh5UoUpAxr77I5ElfUq9+bcK/+hSdLm8Jd0TeiSaZi32Rcp79+w/xZNtujBv7PnXDmpOampr5Tn9j2JiexDtOEG87i8NpJTk5BafLgSJcxCfH8Nnn0+jS+Wn27dvv2efUybNIGheKkBGSwpBhTxMdHc3jECcoqwwb2Y+wutUpVrww4Qsm3rfttWvXWLFiJZcuXQLAZrUhbr01ybKMXVxBpUvhrXdewG63Iyt3Yr4HVwrChRVZOHCSwqvv9sdgyGMC5iHy7juTsNns2O0O3h7/CWtW/8Lb4yby88/rkSSJoaOeYeGyyZQtVxJFsqHWKtSsG8ylK9G431QFsuJk0eKl1KzRhHPnznv69vUzkS+/Hzu378Yly6SkpHLl8jWGv/wmZ8+eZ82aX1m2dNWjGvq/RmSx5Aa8Av4ujh6NRJLc9mCr1UZMzI0M2127do2FCxdx4sSJdHWffDKNlJQUABThQKNRI4QTlysRWU5h06YtbNmynRYt2lKvXkOioqJo1745JUsVxUkKYQ0r8Gy/XoSEVKVv3/7ZOt7cRGD+AH7e8BVHT63jqU7N79kuLi6OqlVqMGjgYKpWqcnVq1dp91RzJJUTRTixu2Kw2uNJslzmrXGvU7BgUVKs5yhSzJ/OXdrQpVsbhCaJZOcVZFVylpJ8PM5UqxaKwaBHr9dxRywJYmPvBGt78qkn2Hd0LX/sW0mLdlXYsXsNN25eBUQaJcTlcvDcc4OZOXN2mu2Nm9RDrVLh42umcOGCnkiTEtw6bl5DwiUyL7kBr4C/i44d21GgQAG0Wg0tWjalTJlS6dqkpKRQrVpNhg0bQZ069Tl58mSa+qpVQzEajWi1WkqUCKJzl9bIIgmBCyHcPvMCGVDYs2cvtWvX48KF83R7uhlrfgqnXoPKJCenYLPZWLZsOTbbf89ccz8iI49htztISUlBURQOHTrMunW/kpx6GavjMopwryx2Op2cOHECu92O0+kk+sJRhg7vQ/v2rRjyYn8qVCjLxI/GUb58mUc8okfL5198yMefvM3Ej8Yyfvxo8uULoHHj+vTq1Y1Vq1YzYsQrHDhwAIAjRw+wYtVyLFYrTlcSsmIDyYki7AghcLqS2bJlCyNGvEL37j1xONzfRanSJTgcsYXl381l74ENfL9iPg0ahPHS0EH0fKbLoxz+v0JAnlnohBAiz5fatWuLh4XT6RTXr98QiqJkWB8RESFMJj8BGmE2+4slS75NU+9yucScOfPFxImTxcGDh8THH08SBoOPAI0AjVBJRgFaz+e7i8nkK8LDvxImk68wmfxEpUqh9zyP/wLff/+DCAurL956a5znOiQkJIjixUoKH7O/KF6slIiPjxc7duwQJpOvAI1Qq/XCZPIXOp1JNGjQJM31rVKlepr+ly//XlSoUFn06dNX2Gy2RzHER8acOeEiNLSaeO21NzK8x7Zv35HmPt+1a5cwGn3T3bN6vVmUL19JtGnzlFCr9Wnqhgx56RGMLHOAfeIB5E0xXUExscyw+5b3Sg0RwB8PcpyHUbyTrH9Do9FQsGCBe9ZXrFiR0NDKRERE4uvrS5s2rdPUq9VqWrV6gmbNWvL22+PQaDSEhdVh//4D2O12FOHEz8+PpKSkDHqXKFCgAL//vp4TJ07Statbu5k+/XO2bdvOqFEjeeKJ/0bo4Bs3btCv3wDsdjvHjh2nbt0wOnfuRNeuPYhPSEAIwarV3xMQEEDjxo35+uv5/P77JgYO7E/dunVJSEhAlmUKF74zqe103olXY7FY+N//BuBwOLh48SJNmjTmxReHPIqh5jjnz5/nlVdGY7PZiI4+T/PmzWjXzr34y2q1snDhIo4cOepp73A4mDz50wz7stvtnD59mtOnT6ebqD5w4BCXL18mNjaWatWq5foVqlnF6yb5GKPRaNi1awdnzpwB4MSJkwQEBKDVarl69SqTJ08lPHweFos7G5HT6SQgIIAqVapw8OBBwP0QyIgyZUrTpk1rzGYzDRo0AGDt2p8YP/5dUlNT2bBhI9euXcLP7+85zB8/ZDltVEGn00lycjLbt+9AlmXUajWbN2+lbl13+reePZ+mZ8+nPe11Oh0Wi4WmTZuya9cuAGbM+NxTL0mSJ96JJJH3PDkeInfHfWnfvgNbt24HICAgAJvNhqIorF27FoPh/sk4xF12d41GTa9ePQkOdkdI7dWrJ/Pnf5U9A3gEZOpFkzOnkSleG/y/QKPRkJCQQK1adWnfvgPt2nVAlmXq1KnPZ5994RHu4P7xKIrM8ePHkCSJcuXKUqdOrTT9+fn5sXXrJqZPn8ZTT3XirbfGeQTczZs3PT8cl8tFhw6dKVy4OPPmzc+5AT8CihQpwpdffk6FCsE0bdqEmTNn88knkwkNrYyPjw86nY7mzZ9It5/T6URRFI4dO0ZwcAi7d++mW7cuREefplWrVp52RqOR1atXUK9eXZ577jn+979+OTm8HOWXX9ZYUKV1AAAgAElEQVTx4Ycfce7cOQBKlSrFl19+TvXq1Rg5cniat9C//trj+T8hIYF8+fIhyzKKomC1pndfzUgr1+v1pKQkEhERgdVqxWKxsGzZ8mwY2SNCgMik5Bo3mkdtI3oY5WHa4LPK+PHvprE3hoZWE5KU1rZeoEARsXTpMlGjRm3PtsqVq4q//vrrjk1epROffjpdpKamemz1JpOfWLRosRBCCKvVKtq37yjy5y8sOnToJPR6swCN0GqNwmq15vi4sxuXyyXmzZsvpk//TKSkpIj4+HjPmEEjChYsKhYv/lacOHFCCCHEq6++IYxGH9GkSTMxe/ZcodUahY+PvyhUqFiaa/xfnctYv36DMJn8hFqtF/nzFxYOh+O+7Tt16prh/BBoRP36jdLZ2WfNmu2Z/7g9B7J+/QYhhBArV64SJpOv8PHxF9Wq1RL9+vUXO3bsyIlh3xce0AZfRFtQvF1i+H3Lm0Ev5QobvFeD/5c8+WQbTCYjZrMZlUpFZOQxjzaj0Who3boVp04do3fvXgwbNhSDwYDBYGDYsJfYt2+/x0wjSRLPPNPzlpbk1tqFEJ63AIPBwC+/rCU29hrdu3dDrXZ/ZTqdDo3m8bOwjR//LiNGjOLNN8fxzDO9cblcaVwZ4+Pjeeedd6lbtyHvvfc+X345A6vVxv79B3jjjTdxOp2kpKRy/fp1wH19q1QJfWzsv/+UY8eOIcsysiyTlJREcnJyujZXr16lVau2hIXVJyioWIb9mM1mfv99PaNGjSQwMBC9Xk/Xrl2Ii4tHq9Wh0+mQJAlZlvniixkoikK3bl3ZsWMrY8e+yenTp1m8+Fvatm1PXFxchsfISyhZKLkBr4DPIufOneP48eOezw0bNuTIkYOsXr0ijU199OhXaN26FQcOHKRVqzZ8+eUMmjd/gvnzwylfvjxr1vzIn3/u9ggtWZa5ePESvr6+tG/vjiKp0Who375dunPo168vb7zxOp06dWTTpvWPpYDfv/8AFosFu93O4cNHKFCgAFOnpg0he+nSZZKSkpg48RNcrtux5BVKly6NTqdDrVajuhU0q1ChQmzbtvmRjCU30Lt3L4oUKYxKpWLQoIEEBqaPPjp69Gts3bqNffv2Ex6e1vTXqFFD2rZtw8aNv2I2m5kyZRI3b8bQv38/fv31NyZMmEjz5s3o27ePx0a/ZctWduzYwVtvjWPatOl88MFEj8KiKAqJiYnZP/BsROC2wWdWcgWP+hXiYZTsNtEsXbpcGAw+wmj0Fe+990GaugsXLgit1ihAIzQag+jYsYtQqXR/c3/0S+MqqVbr07Rp0aK1uHTpksfEo9UaxaRJU7J1TLmV2+55Wq1RLFy4yLP99OnTYuLEj8Xrr7/pcd/T6UxCozEI0IigoNIiISFBTJgwUUyZMlW0b99RNGzYRERERDzC0eQOFEW5rznv2Wf7ea6jwXDHHFa0aJCnze+/bxLDhg0XmzZtFkIIERJS5a52JURERIQwGn2FJGmF2ewvmjdv5fld3F1effX1bB9vZvCAJprC2oLijaDh9y1jiucOE83jpwJmA+Hh4Z4FR3PmzOXdd8d76rRaLWq1GqfTiV6vx8fHnG51pMvlSucVUr58ec6dO4daraZixQp0794T973nfuiWKVM6O4eU61AUhaNHjxISUomEhFhkWU7jtVGuXDnGjn0TRVEoUqQIBw4cICbmOps2ubXzhIR4ChYsitPpJDAwkE2bNlCuXFl8fX3vdcj/DJIk3dcD5tNPp5KcnEJCQgJjxoxiwoSJ6HQ6lixZCEBUVBQdOnTGZrOxYME37Ny5lcTEO26+SUlJhIaG8ttvv7B58xaeeqodffv2T+OWClC4cGFee21M9gwyh5GVvOEm6TXRZIGSJe+saL1+/QYzZszyCOMiRYrw7beLaNq0MV26dGLr1m3p9nc4HAghPKYcIQSVK1fmtdfG8O674/nf//qxZ89eT/vKlUPo0aM74H44vPzyCGrUqM2KFSuzc5iPlC5dutGwYVPKlAnm+PHjHoF09uxZjz0d3F5Jo0aNZNasGZw5cxZFUdBo1KSkpHoESlxcHPPnL/jH5yDLMjExMZ7v9r9CoUKF+PHHVWzbtplOnTqyd+9u/vhjO2XKuFf5Lly42KPgOJ1ORo4cw7Vr1zz7BweXp2nT5nz88Sf8/PM66tZtiJ+fH76+vvj4+KBSqVCpVCQkJFCuXEUiIiIeyTgfFoKHZ4OXJClQkqTVkiSlSpJ0XpKkPpm010mSdEKSpEtZ6d+rwWeB8uXL3XJ3VFAUhTfeeIuyZctQpkxpdu78gzZtWtOjRw9GjhyVRji4NXofbt68mUarVxSFNWvW4HC045df1jJx4sdpjjdjxhd8/fVCdu/eTVTUabZt244Qgr59+9OmTevHzg/eZrPx88/rEMKdRHzVqjVUq1aNt99+h2nTpgOwdu1qWre+4+a4efOWuyZSVcCdNySNRkNoaOYp9ZKSkjhx4gRVqlTB5XJRp049oqPPU79+PTZv3vhYznH8G77+eqHnf5fLxfXrMWnu53PnoklMTPQIcoDDh4+waNEC4uLiefXVN7Bare7Ab7LML7/8SpUqVdIdJ89w2xXyfk2yriPMBBxAYaAG8IskSYeFEJH3aP8acB3wyUrnXg0+Czz//CBKlEgbBzwy8hhhYQ0YOXI01avX5ttvl6YR7iqVis8+m8aIES9jMpkyTCJ85MgRANq2bY3RaMTHx4f69esRFxfH8OEj+eqr+Wzdui2N6eZx1C71ej01alTHx8cHo9FAixbuYGOzZs3BZrNhs9mYNWtOmn0qVw5BURR0Ol0aYaNSSYSHz6ZPn94ZHsvtH1+JIkWCKF26PC1btqVKleqsXfszV69ew+l0cuDAwTyvZf5bUlJSqFOnHiaTH++++x6QfhFYvXp109zPtydNhRDIsnvS2+l08uyz/QkPn+/xn5ck6Z7rF/ISAnCJzEtmSJJkBroD44UQKUKIncBaIMNFGZIklQH6Ah9nVJ8RXgGfCUIITp2KYvXqFXzwwXsEBATQpEkjSpUqiSRJWK1WZNlFy5bN03h6jBv3FjEx10lJSWHgwP506tQxXd+VK4fQv/8gbt6M45tv5rN69Qq2bt3ExYsXPd4ht5EkialTJ+Hv78/vv2/ik08mexau5HUkSWLHjq0sXLiA3bv/oGlTd7aqZs2aYjabMZlMPPlk2zT7BAcH88cf25g8+WP69++HwWBArVZTs2ZNBg4ckOa7UBSF119/k7p1G9C3b3/OnDlLTEwMCQkJpKSkcONGLGq1yvPA0GjUlCqVPtDcf4H+/Qexf/8BrFYrH3wwkWLFSqZxa9RoNDRs2ACd7k5Wsho1qhMYmO+WAnKnL/d8SWGMRiMmk5EePbpz8OBe6taty5EjR5g9e26GEVnzAiILJQtUAGQhxKm7th0GQu/R/ktgLJBxwoQM8L6DZsKwYcNZtGgJiqIwc+YXxMe7QwjHxcWRP38gLpeL4OBgevbsybRpn2G32zEajXz++Zdp4s0YDAa0Wq3HTmwwGNi0aQuKorB48RJMJhODBg2gVauWnDoV5RHwZcqUxmAw8PLLQxk69CW2b99B585dcTicTJkyjStXLqDX6/9+2nkOs9lMt25d02z77rtl/PjjWgoUKECzZum1vho1alCjRg1sNhtBQUHcuHGDt98e66lPSEjk8OHDnDsXzaxZs0lNTbvCWJIkTCYjBoOBdu2eZMeOLezYsZOnnmpPvnz50h3vv8CWLVvSfL569Wqaz1qtluLFi3tC/gJp1oD8nQED/scnn0zE4XAQFhaGJEl89tnnjBr1qqe/fft2U61a3kqDmMWEH4UlSdp31+ZwIUT4XZ99gL/7jCYC6TwDJEnqCmiEEKslSWqW1fP0avCZsGrVGlJTU7FarSxf/h0Aly9fpkqV6ly6dJnOnTuyZ8+fWK1u321wB2z6ezAxm82WxqvAZrMhy7LH7JKamsrKle7kBz/+uNZjdihevDg//LCc3r3dKeoiIiJQFIHL5SIpKYlr167hcDhISEjI9muRE9y8eZMlS74lMjISrVZLjx7dMxTud2MwGKhcOeTWmoKLnn5q1apD+/YdGTlyNC5XWi+mwMBA9u79k4ULvyYy8ggBAQHUqlWLkSNHUL58+XTHuHHjBgMGPEf//gPTTPrmNhRF4f33P6BlyzZs3Pj7P96/ZcuWnv8lSUKrTZsE22q18uGHH7FixXcULepOc+h0Oj2hge+mVasW9Oz5NDVq1KBu3bqeh8D06XfSUbpcLv78c/c/Ps9HiSDzUAW33mRihBB17irhf+sqBfj7hJofkGY12i1TzmRg+D8/2Vzgx/6gJTv94MeMeU2YTH7CaPQV3367TAghxOTJU9P4vt/L5/efln79BgghhBg79m2P73zVqjWFyeQrfH3zicjISHH9+nURFFTKc+zg4BCRL18BodUaxJgxr2XbdcgJ7Ha7KFGitDCb/YXJ5CcOHDiQpf22bt12V2hbPxEfHy+WL/9O+PgEpAlXcHv9gVqtF+3aPeXZf8SIUUKvN4vGjZ8QqampGR6jQ4dOQqMxCI3GINq37/BQxpsdfPfd98Js9rvl0+4jkpOT/9H+iqKIkSNHi2bNWorfflsvxox53XNtb5caNWoLi8UiypWreM97Was1iqioqAyP8eKLQz3rQAwGH3H+/PmHMfQswwP6wRfQFBSDC464bxlYYGimfvCAGfcEa/Bd2xYBn/ytXQ3ACVy7VeJwexVcA0rf9xgPMtDcUrJTwCuKIvbu3SsiIiI88Ux++229ZzFOoUJFhU5nuq/gLlKkeLptpUuXE1qtId3277//QbhcLlG3bgPP4pPbAmrChIlCCCEWL/5WGI0+nu13t5FlOduuRXZz4cIFT9wZg8FHzJo1W9y8eVOcOXPmvrFkFi9eIsxmf89+586dE1FRUcLfP3+aB69KpRP9+vUXffv+T8TExAghhIiOjvYs7jGb/T0xgP5OgwaNPf3Uq9cwW8b/MJg/f0GahWBxcXFZ2i88fJ4oV66CGDjwOeF0Oj3bL168KPR6U5pruGPHTvHllzOEWq3L8H43m/3vK7RdLpdYsWKlmDlztkhISHjgMf9THlTA59cUFM8XHHHfMiALAt59KiwHlt0S9o1wm2hC/9ZGAxS5q3QDrtz6X32//nPERJNVX0/JzSRJkm7eKpOlRxxERJIkZs2aQ5UqNdDrzezdu4/WrVsxcuRwunTpxLZtmwkMzIfR6LbljhjxMs89NxCDwXArs5OGa9di0vUbHX0eszm9p9OECRNZt24dhw4dxuVyIUkSarUaRVHYuHEjM2fOuhWlz+2XfLcHSYkSQRl66+QVihcvTr16dTGZjJhMJooWLUqJEmUIDa3OiBGv3HO/bt26UqtWDXQ6HYMHP0epUqUoXLgw+/btZuzYNzEajZjNJsLCwli06BsWL15IoUKFAPD390+zPqFEiRIZHmP27BkEB5enfPnyzJkz8+EP/iHx7LN9aN/+SYKCivPFF9OzNJdw/fp1hg8fwZkzZ/nuux/44YcVnrqiRYtStmw5tFotGo2GH39cRePGjYiLi0OWlTTtdDodKpWKMmVKk5CQwJw5c4mNjcVisTBx4se8994HJCcno1arad26Fa1bt8ybLr/ioYYqGAoYcbs+LgNeEkJESpLURJKkFAAhhEsIce12wa3BK7c+y/fumpzR4G+d+He4JxUak8FT6la7IcBJIAgoDhwDXsys/+zU4GVZTqOd1KpVV7z99jvCZPITJpOf6Nmzl7h69aqYOzdc7Nu3z7PfxYsXRalSZR/IZKNW6zN9O7i7jB79arZdh5zC5XKJY8eOiaSkJDF48BDP2PR68z/qJykpSSQlJQkhhAgP/0rodCah05nE++9PEEK4v9chQ4aK4sVLikGDBovBg4eIZcuWP/Tx5AVu3rzpeXMym/3EypWr0tQ///wLQqs1CrVaLxo2bCKEECIqKipNZEmdziRatWor+vbtL2bOnO3ZbjT6iN69nxV6vVnodCbRpUt3ceLECeHnFyiMRl/RvXvPHB8vD6jBB6oLiv75R9y39A3Mmgaf3SXb1b1/6OvZH5gmhLgkhLgMTAMGZPc53o+7E0MAlCxZgp07/8BisWCxWNi9ew9FihThhRcGU7t2bU+7oKAggoKCMuoyy/j6+tK4caNM22k0GoxGIx07dnig4+UG1Go1ISEh+Pr60qpVS0wmE2azmfr167J//35GjRrDqlVrbisEWWLDht9xOBw4HA6mT3cn/di0aTNLlnzL5ctXWLZsOSNGvEyvXs9k17ByNYGBgSxbtoQGDerzyisjPZnEbnPtWown3Mbly1cAd6iNBQvmeSZOHQ4H5cqVY/Hib9K8AVitNg4fPoLdbsfhcBAVFcWKFatISUnBarWyevWaNPkT8gp5JdhYTrhJ3svX84kM2obeqru7XYY+oZIkvQC8AFCyZMmHc6YZH4d169YybNhIypUrw7JlS9i+fQe7d/+Foihp3PL+znffLWXEiFdYtWqNZ5tGo0nn454RRqOR558fhJ+fH3/8sQuHw4HBoPeYZsLCwihevBi+vr60bduaatWqUrVq1QcfcC6iZ8+nKVq0KBcvXuSJJ5pSsWIoqampfPbZFwQFBXHo0D7y58+faT/Nmzdj3bpfAfciHQAfH3Oah4TJZMqeQeQRunbtkk6w32bSpI84ejSClJQUwsNn37VPZ6Kj32HChIn4+fkycuTLgNtMdDtkh16v59NPp/DMM8/icrmYPn0aWq0WvV6PSqWiRIkgjEZj9g/wIZOZ/M4l8h3pn2hC/+oAktQE+EEIUeSubYOBZ4UQzf7WVsZtujlx63MwcApQifucaJ06dcS+ffvuVZ0tJCcn43K5smTjvHDhAps2baZx40YEBwcTGxvL6NGvcfDgQWrUqM6kSR9z5sxZJk+ehkaj4tlnexMUFES9evVQFIV58+Zz/foNhg59ke3bd2KxpNK7d688bW//p5w6dYrq1Wt7YqJotVo++2waQ4e+RGJiIu3adeDYseNMmPAew4e/7Il77uvrixCCefMWMGPGTKpVq8qMGV/g7+/PzJmzWLlyFc8//zx9+vR6lMPLk9y+xlqt1mN/v82WLVvYvXsPL7zwPPnz5/c8TG9r/Pv27eP48RN06tQRf3//HD1vSZL2CyHq/Nv9AzWFxJO+Ga+Uvo0sXHyfOGuXECLzV/BsJCcEfE3ctijTXdvGAM2EEB3/1jYRaC2E2HPrc21gqxDiviEBH4WAfxDuFj5esoYQggEDBrFo0RIAjEYDP/+8lhYtmjNt2nTGjn0bh8OBRqMhKSnO85Z0+xpXrlyNEydOoNVqGTCgP3PnzvL0Gx4+j6NHjzJixMtUqFABh8PB4cOHKVeuXIbx0724yav38cMQ8G2yIOBX5AIBnxMq4ClAc0sbv011IKNgOpG36jJr5+U/hiRJLFz4NSdPRvLOO2/z/ffLadGiOYmJiXzxxQzPQhuVSsLPL5AmTZqlCWlrsaQihECWZVJSkomOjiYuLo4lS75l9OhXmTVrDo0aPYHL5aJBg8Y0b96asmWDOXv27KMaspdcihCgCJFpyQ1ku4AXQqQCq4APJEkyS5LUCOgMLM6g+SJgtCRJxSVJKgaMAb7J7nP0kneoUKEC77//Lh06PAXAsmXLiYm544Z6e5XvyZOnPCuDAZYuXUyFCsGEhdXBz8+PkJAqlChRmp9++sUTzjk+Pp569Rpx4MBBUlNTsdsdrF+/IcfH6CX3I7JQcgM5FYtmKLAAt6/nTe7y9QR+FULcdgifC5QFjt76PO/WNi//YRRF4dtvlxITc53nnx9EQECAp87f398TIkKSJIxGA8nJKahUEiVL3vFpb9iwISdPHgPAaPTFZnPvczvGvkaj4bnnBrFkybd3HVnQpEnjbB6dl7yInImGnll9TpEjAl4IEQekm6IXQuzgrrjGtyZSX79VvHgBYPr0z3nnnfdwuVysXLmKP//c6amzWCyeIG5CCPR6AyDx5JNtadWqZbq+9u7dmyZuyu05qFq1avLWW6+zePESTwyW9evX5e245V6yBUGWg409cv47bhhe8iwHDrgTcTscjjSJzwHq1Kmd5nNsbCzJycn89NNPnDlz1rMtLKw+gYGF+PrrRR63vLsXSZ87d45SpUqxbdsm3n//XXbu3ErTpk2zeWRe8ioPK6NTduMV8F5yPa++Oho/P180Gg0ffPBemrrq1auzYMFX6HS6NJEPhcDzecaMWRw6dIj4+HjCw7+iZs0anly4t4mPd0fjrFOnDuPHjyMsLCz7B+YlTyJwm2AyK7kBr4D3kis5ffo0jRs/QdOmzfH39+fmzeskJcUxYkT6iKl9+z7L9u2b0/ha9+zZA7PZnQDdHV/fHbJDlmV0Oi3Dhw/jhx+Wkz9/ftRqNaNHv0Ljxk9QuXI1du/OW+FrveQ8WQkTkBvwJvzw8kg4ceIEAwY8h1qtZvHibyhbtmya+oEDn2fXrj8BGDx4CJs23T9HamhoqCfwmlarZffuvwgOrkSZMmU8KeNus3nzVnbt2k3ZsmW4fv0KDoeD5557gd27/0KWZXr37se5c1EPecReHicyM8F4TTRe/tMMHPg8e/bs5c8/d/PCCy+lq1er3bemOxaQOtP+Jk+eikbjbmcwGLh06TIul4srV65gNqcPQ6AoCqmpFlQqFQaDAbPZhFqtvuWJk/eWznvJOYQQyELJtOQGvBq8l0eCVuu+9VQqVbqsQQBffz2fwYNfRJIk5s//eyKc9ERGHsPhcGfMup0v1OVyIYTCjBlf8Omnn2Gz2ejZ82kmTZpC5cohDBt258EyefInWCxWbt68yWefTXsYQ/TyGJNXNPhsD1WQE3hDFeQ9oqOjGTJkKBqNmvDwORQvXjxL+/3++yZiY2Pp2rVLmly0hw4domXLNqSkpDJ37izKli3Lzp07admyBaVKlWLz5i3Uq1eXcuXKZdeQ/nPk1fv4QUMV+KoKijrG7vdtIwsXO6zzH3moAq8G7+WRULp0adavX/eP9pkzJ5wxY15DkiSWLl3O2rWrPXU1atQgNjaGqKgoGjRoTFJSMi+8MJiQkBDKlauI1WpFkiSOHDlAmTJlHvZwvPzHyCwUQW5RnL02eC95ho0bN2KxWEhNTWXnzjuLnSIjI5k7N5wLFy6wcOFi4uMTcLlczJ49h5MnT2G1WklNTQVg5cpV/Prrb1kK2ezFS0YIBDJKpiU34BXwXvIMw4YNxWg0oNfrGT58GABRUVHUq9eIUaNepUaNOlSsWAGj0Yher6dMmTJUr16NMmVKYzKZ0Go1jB//Hj179qJr1x6PdCxe8jYKItOSG/AKeC95hhYtmnPxYjSnTh3j/fffA+Dw4SNIkoTVasXpdFK1ahV++GE57733Dr///hs6nY79+/ewe/dOOnR4CpvNRkpKKhs3/v5A57Jr1y7q1KlHjx49SUpKynwHL48VIgt/uQGvgPeSp8ifPz/bt+9g+PBXiIiIoFWrlhQokB+9Xk/lyiFUqVKF9u3bMWzYSxQoUAAAnU5H1apVGTCgvycB9zPPPP1A59GlSw/27z/ATz/9wocffvQwhuYljyAQuCQ5k5I7TDTeSVYveYqff/6FIUOGYrFYWLRoMTExlzl16jhXrlwhKCgItTq9z3xUVBR9+vRDlmV++mkNAQH+1KpV6xGcvZfHAQGZmmByi4nGK+C95Cmio6M9K1ZvT57mz5+fUqVK3XOfIUNeYv/+AwghGDduPLt3//HA57FmzQpGjBhF6dKlGDfurQfuz0veQmQyiZpZfU7hNdF4yXV8/fU3NGnSjFmzZqer69v3WSpVqoharaZUqZLUrBnGokVpc8ccOHCASZOmsGfPXsCdwFylUqFSqTAaDQ/lHBs2bMi+fX+xYsX3OZ5T1MujJ69MsnoXOj0C8uoCkZzgxIkT1KpVF6vVislkYuvW3zOM7Dhjxkxee+1NbDYbWq2WhIRYTCYTly5dolKlUCwWKwaDgSNHDmAymRg6dDiKIjNz5peUKFEigyN7+afk1fv4QRc6GdWBopyxzX3bKELmuGWFd6GTFy93c3tBEnDLO8aWYTsfHx9UKnc7rVbjsb2fP38ekBBCoFKpOHPmLG3btmHNmpU5cv5e/gsIlExMMJnV5xReE42XXEXNmjUZM2YUJUuWYMiQwfdMmdevX19GjhxBq1YtWLfuZ0/Ygrp161K3bhiSJBESUoknnvAm7fDycHHnXM3cSJMb8JpoHgF59dU2LxETE4PRaMTPz+9Rn8pjS169jx/URGNQB4gSpmb3baMImbOpPz9yE41Xg/fyWLBhw0YqVqzMk08+RUJCAiaTKU1KvqySnJxMbGxsNpyhl8cFtwYvZ1pyA14B7+WxoEePZzh1KorNm7cwadKUf9XH5s1bKFy4OMWLl+Lzz794yGfo5fHBbYPP7C834BXwXh4Lbtvg3a6Q/y5hx9Spn2K1WnE4HHzyyeSHeXpeHiPcwcac9y0Kzkd9moBXwHt5TFi3bi3NmzejX7++vPbamH/VR9OmTTCZTJhMJurVq/eQz9DL48TD0uAlSQqUJGm1JEmpkiSdlySpzz3avSJJ0llJkpIkSboiSdJ0SZIy9YL0ukl6eSwICwvj/+2deZwV1ZXHvz+g2boRXAiKZsQNA2SAcYsbykcT84lCXMeoxLgbRMWPUaNjomZQEyeOTNwYl0wk44ILMCriMuPHdDKKZpQxYBhwDZhIRFwa7Jal6T7zx70F1a9f93uv+z26+/X58qkP/apu3XvqLqfOPfdU1Qsv/Nfm38kCYCFceeUV7L33cGpqajjttFOLKZ5TVlgxn2S9E9gIDAHGAvMlLTKzJRnp5gEzzaxG0nbAbGAqML21zF3BO05EEscff1xHi+F0csK7aFpfRM1HwUuqBE4EvmpmtcCLkp4ETgeuapKf2bvpUwlfBdwzVy0/41UAAA8XSURBVBnuonG6Le+88w77738gY8bswxtvvNHR4jhdBqPB6nNuwBBJr6W28zMyGg40mNlbqX2LgFHZSpV0mqS1wMfAGODuXJK6Be90W6ZMuXjzS8jOPPMcFi78n44WyekS5O2iWZUjDr4KWJOxbw2Q9cECM3sIeEjSXsD3gFW5JHUL3um29O/fn549e7Yr8sbpfhQxDr4WyHwSbxug1QUkM3sbWALMyFWAW/BOt+Xuu2dw4YUXs3HjRm6//daOFsfpKpjRYK1/09csr0XWt4BekvaKShuC6yVzgTUbvYA98knkON2SIUOGMHv2ox0thtPlMMxyLLLmoeDNrE7SXGCapHMJUTTHAgdnpo3HnzSzjySNBP4BeC5XGSV10eQb4xnT/kRSvaTa1LZ7KeVzHMcplBBFU7QnWacA/YCPgFnABWa2RNI4SbWpdIcAb0iqA56O29W5Mi+1BZ9vjGfCI2b23RLL5DiO0y5yWeh5umgws0+BZrG5ZvbfhEXY5PdZhUkYKJmCLyTG03Ecp+tgNFrrryLIV8GXmlK6aAqK8YxMlPSppCWSLmgtc0nnJ/Glq1evLoa8juM4ObEYJtkV3gdfSgVfUIwn8CgwAhgMnAdcK6nF58XN7B4z28/M9hs8eHAx5HU6EZs2beKMM85i2LA9uOOOGTQ0NLBu3bq8zl22bBkLFry8+ePcjlNszBpybJ2j77VZwUuqlmQtbC9SYIynmf2fma00swYzWwDcCpzUVvmcrs3s2XOYM2cuK1a8zw9+cDmDB+/IgAHbcv31N7Z63rx5T7HPPgdw4oknc955k7eStE63woxG25Rz6wy0WcGb2XgzUwvboaRiPFOn5RvjCWGxuvAvNjhlQf/+/Umav7GxkZqaNTQ0NDBt2g2tnvfww4+wbt066urqmD//6a0gqdP9MMwac26dgZK5aMysDkhiPCslHUKI8bw/W3pJx0raVoEDCG9Ke6JU8jmdm4kTJ3DFFZdx2GGHMmXKZPr160dFRQXDh2+xF2praxk3bjyVldtw+eU/pL6+nlNPPYV+/fpRWdmfiROP6cArcMoV/yZrknl4reWvgG8AnwBXxfcpIGkc8IyZVcXfs4CjgD7AX4AZZpbXZ3X8m6zljZnx2GOz+dOflnP22WeSrLnce+8vmTr1UtavXw+EB5def/1V1q5dy/LlKzjwwK8xcODAjhS9rOmq/bi932SVelmvnq33KzOjofGzDv8ma0nj4FuK8YzHMuM8/QXcTlYkcfLJf99s/9ChQ5t8d3XNmjXMnfsfXHjhFIYOHbo1RXS6Gbnj4EtnOBeCv2zM6bIcffS3mD79Zvr27UtFRQU9eoixY8d0tFhO2dN1wiT9XTROl0USkyd/nwkTjmHOnLnsu+8+HHJIh86InW5DLgXeOSx4V/BOl2eXXXbhkkumNtm3YsX73HnnDEaOHMkJJxzHK6/8noMPPoiddtqpg6R0ygfDcr5N0hW845SMo4+ewAcfrKR3795cddXV9OjRg4qKCt58cwn+YJzTfrqGBe8+eKcs+fDDVTQ2NrJhwwbq6+upra1l06ZNLF7sn+Zz2ouB5dhcwTtO6bjppp/Sp08fhg3blcGDd6CqqopBgway//5tjo5znIjiQmrL/6KF/9sOFrS0cfBbC4+DdzJJ13FdXR1Lly5lxIgRVFZWdrBk5UNX7cftj4PXaNAi6NlCCoPwyb7BZvZxW8spBu6Dd8qeyspK9tvPLXenOJjZYqkHLb9NJew3a+xQ5Q7uonEcx2kDNib7QmvinrFOsZLvCt5xHKdAzGxx/CvzCMF671jXTIIreMdxnDaRacV3LusdXME7juO0ieZWfOey3sEVvOM4TjtIrPjOZ72DK3jHcZw2s8WKb6SzWe/gCt5xHKed2Jj4GZBOZb1DmTzoJGk1sKKj5SiQHYBOdbcvQ7yOS09XrONdzTqfMi4FZaHguyKSXmvP03RObryOS4/XcefGXTSO4zhliit4x3GcMsUVfMdxT0cL0A3wOi49XsedGPfBO47jlCluwTuO45QpruAdx3HKFFfwRULSLEnHdbQcbUXSaEkLOlqOQpD0E0kPZOx7SdLfdZRM7UXStyU9XOQ875J0Ter3BZJWSaqVtH0xy2pFhq0yPiRNlzS51OV0FcpSwUtaLmld7MCfSZov6ct5njte0l8KLG80MAZ4IrXvNEkrJNVJelzSdq2cbzFdbdx+WUDZwyT9RtIXkpZJ+noraWdK2pgqp1ZST9j8yHWNpImp9MujIqhM7TtXUnW+8m1Nouyfm9nrqX2XSvpQ0hpJv5LUp4Vzh8V2SNfNNdnStnD+WEkLYzsslDS2lbTVktanynkzOWZmTwJfjX0qSW+S9szIo9nNrSXMbLKZXR/PqwCmA0eZWZWZfZLvNbaV9o6PjLx6S5od+6ZJGp+R5GbgR5J6F+0CujBlqeAjE82sCtgJWAXcXsKyvg88aHHFWtIo4G7gdGAI8AUwI0ceY+KAqzKzcwsoexbwOrA98CNgtqTWntL7eaqcKjNrSB17MF5Lml7AJQXIkxUFSt3fJgP3p8r8JnAVcCQwDNgd+McceQxK1c31+RQalckTwAPAtsCvgSdyKJmLUuXsnXFsFnB+PmW3gSFAX2BJoSe2ow2LMT7SvAh8F/gw84CZ/RVYBny7DXKWHeWs4AEws/XAbGBksk9SH0n/LOn9aKHeJalftFSfAYamrKuhkg6Q9LKkGkl/lXRHxuD9Fk0/sDsJmGdmvzOzWuAa4ARJRf14paThwD7AdWa2zszmAG8AJ7Yxy2rgyAwr92bgckmDWpDhYEmvRgv5VUkHp45VS7pR0kuEQbx73HeDpAWxfudJ2l7Sg5LWxjyGpfK4VdKf47GFksa1IEdv4AiatsMZwL+Z2RIz+wy4HjizDfWSi/GEG+EvzGyDmd1G+JbbEW3Mrxo4Jt/EirNOSZdJ+ij20bNSx2fGOh8OJLOFGkkvxOMlbUOKOD7MbKOZ/cLMXiR++DQL1RRQf+VM2St4Sf2B7wCvpHb/EzAcGAvsCewMXGtmdYTOuDJlXa0kdKRLCe/dOIhgEU6J+VcCu7Fl4ACMAhYlP8zsXWBjLLMlfqfgSpibMThaYxTwnpl9ntq3KO5viSmSPo3KssmNwMw+AOqBtEX5GmHAXJ6ZUZxWzwduI8wgpgPz1dSvezrBGh3AlvcFnRL37wzsAbwM3AdsBywFrkud/yqhnbYDHgIek9Q3y3XtBTSaWdq91qQd4t9D1LrfeUVUlvdJ2qGVdGlGAYsTCzWymNbb4WeSPlZYMxifcWwpMEzSNnmWD7AjMJBQp+cAd0raNp3AzN5KyTTIzI4odRsWcXwUwlKCS6jbU84K/nFJNcBa4BsESxRJAs4DLjWzT6Ny/Cmhw2bFzBaa2StmtsnMlhOml4fHw4llm1ayVcCajGzWEAZINg4nuBC+AqwEnpKUzwfRCy3nNoIi/BLBapop6ZCMNJ+z5ZoSrgUuzuL6OQZ428zuj3UzizA9nphKMzNa0JvMrD7uu8/M3jWzNYQZ07tm9ryZbQIeAzYvkprZA2b2STz/FqAPTW9ACYNo2gbQvH6Sv7PVz8fA/sCuwL4xzYNZ0mWj0Ha4kuAu2pnwoNA8SXukjifXkXXW1AL1wDQzqzezp4FastdTJqVuw2KMj0LJ1oe7JeWs4I8zs0EEhXAR8FtJOwKDgf7AwuhyqQGejfuzImm4pKeihb2WcENIrLua+H+6c9YCmdbXNjRXQADEqepGM6sh+Lt3A0bkcY2FlvO/KWX5NEGBnZCRbABbrik574/AUwR/dpqhNH+L5wqC4kr4cxZRVqX+Xpfld1XyI7odlkb3QQ3BSs1mWX9GcwWRWT/J383qx8xqzey1WDerCH3mqDyt6ELb4fdm9nl05/waeAk4OpUkuY6kHRqAioxsKghKPeGTqFwTviBVj61Q6jZs9/hoA836cHelnBU8AGbWYGZzCYPkUIKltg4YZWaD4jYwLshC86/oAvwrwarZy8y2Aa4m+FiJbp13aTq9XEJqiihpd8KN5q18xU7yz8ESgk80PXjGkP8CWpNyJA0FetN0Op1wHWHmkx74KwkWb5q/AT7IKKNNRH/7lcDJwLbxhr2G7HXzdjhFafmatEP8e1WekSOJ3Pm2w+g4O0wYTRvbgXBzX25ma+Pv9wkzvDS7UZxXZJe0DUs0PnIxgqauuW5L2St4BY4lRDcsNbNG4F7gXyR9KabZWSHiAoIlsr2kgalsBhBcPbWSvgJckFHM02xx2UCwjCdKGhd9kNOAuRm+8kS+UQohdj0lVQG3EAbX0nj8TEnLs11b9Kn+AbhOUl9JxxMUy5wW6uIkSVWSekg6ihCJ8GQqyXjgBTPbkKWsd4BHgKkZ1z1cIeStl6TvEBazn8pWfhsYAGwCVgO9JF1Lc8svka8eeJ6m7fDvwDmSRkZ/9I+BmdnOl/Q1SXvHutme4M6qji6IJCyxugU5qwkGxFSFBfyL4v4XspQzSNI3Y3v1kjQJOAx4LpXscILbI+ER4MeSdonyfZ3gQpndgjyFUOo2TMrIe3zEReGZLWUW6zhZh+kd6zJ9g8ysv25LOSv4eZJqCYr5RuAMM0ssqiuBd4BXosvleaK/0syWEcLU3osunKGEBcbTCFPIewkDLs09wKSkk8VyJhM68kcERTUlSSzpGUlXx59DYn5rgfcIltqElK/zy4QpfEucAuxHcFHcBJxkZqtjOZMkpa3ISwg3jxrCmsR5ZladOj4JuKuVsqYBm2PioyU8AbgM+AT4YZS9WB+AeI4wUN8iWKvrye4uSEhC7xL5ngV+Dvwmnr+C1AKupCVRwULwiT9LaOM/AhuAU1N5t9gOZrYROA74HqFuzya4CDfGcq6WlCicCuAGwk3rY+DimDY9azo1XkvCNGABITzws3hNk6LrrF1shTaEAscHufv8m4RZ+M6EPrKOOAuRtBPhBvV4EeXvsvjLxoqEpIeAR82sqB1L0n8Cl5jZ0mLmm6WcvwXuMbODSllOqZH0InCxpR52KlK+fwCOzNO9055yJgKnm9nJpSxna5Pv+FAId10EjE4ZOYWUcwthwbeQuPqyxRW84zhOmVLOLhrHcZxujSt4x3GcMsUVvOM4TpniCt5xHKdMcQXvOI5TpriCdxzHKVNcwTuO45Qp/w9wpQoe3/xKNAAAAABJRU5ErkJggg==n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, vmin=0.25, vmax=0.75,n”, ” title=”Continuous color vector, specified range”)”

]

}, {

“cell_type”: “code”, “execution_count”: 9, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x227ff86bb00>”

]

}, “execution_count”: 9, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, vmin=0, cmap_scale=’sqrt’,n”, ” title=”Continuous color vector, nonlinear scale”)”

]

}, {

“cell_type”: “code”, “execution_count”: 10, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x227ff900828>”

]

}, “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”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=labels, n”, ” cmap={‘Uniform(0, 1)’ : ‘darkred’,n”, ” ‘Normal(0.5, 0.5)’ : ‘darkblue’,n”, ” ‘Beta(0.5, 0.5)’ : ‘darkgreen’},n”, ” title=”Discrete color vector, dictionary colormap”)”

]

}, {

“cell_type”: “code”, “execution_count”: 11, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x227ff981c18>”

]

}, “execution_count”: 11, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, n”, ” cmap=scprep.plot.colors.tab10_continuous(n_colors=3),n”, ” title=”Continuous color vector, graded discrete colormap”)”

]

}, {

“cell_type”: “code”, “execution_count”: 12, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x227ffa358d0>”

]

}, “execution_count”: 12, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, n”, ” cmap=scprep.plot.colors.tab40(),n”, ” title=”40-element discrete colormap”)”

]

}, {

“cell_type”: “code”, “execution_count”: 17, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7fc8d47a0d30>”

]

}, “execution_count”: 17, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=’xkcd:light periwinkle’, title=”Named color”)”

]

}, {

“cell_type”: “code”, “execution_count”: 19, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7fc8d473c780>”

]

}, “execution_count”: 19, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=np.random.uniform(0, 1, [len(values), 4]), title=”RGBA color vector”)”

]

}, {

“cell_type”: “code”, “execution_count”: 20, “metadata”: {

“scrolled”: true

}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7fc8d46f2a20>”

]

}, “execution_count”: 20, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, title=”Custom axis ticks”,n”, ” xticks=False, yticks=[-1, 1, 2], yticklabels=[‘a’, ‘b’, ‘c’])”

]

}, {

“cell_type”: “code”, “execution_count”: 31, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7fc8d2777a20>”

]

}, “execution_count”: 31, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, plot_means=False, title=”Don’t plot mean points”)”

]

}, {

“cell_type”: “code”, “execution_count”: 32, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7fc8d269d208>”

]

}, “execution_count”: 32, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, means_s=200, means_c=”green”, title=”Custom mean point size/color”)”

]

}, {

“cell_type”: “code”, “execution_count”: 5, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7f9e9305ccc0>”

]

}, “execution_count”: 5, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, sigma=0.05, title=”Custom jitter width”)”

]

}, {

“cell_type”: “code”, “execution_count”: 21, “metadata”: {

“scrolled”: true

}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7fc8d461cb38>”

]

}, “execution_count”: 21, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, legend_title=”Colorbar/legend title”)”

]

}, {

“cell_type”: “code”, “execution_count”: 26, “metadata”: {

“scrolled”: true

}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7fc8d4320e48>”

]

}, “execution_count”: 26, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, fontsize=8, title=”Custom font size”)”

]

}, {

“cell_type”: “code”, “execution_count”: 27, “metadata”: {

“scrolled”: true

}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7fc8d42c79b0>”

]

}, “execution_count”: 27, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 864x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, figsize=(12, 4), title=”Custom figure size”)”

]

}, {

“cell_type”: “code”, “execution_count”: 28, “metadata”: {

“scrolled”: true

}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7fc8d41d7f98>”

]

}, “execution_count”: 28, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.jitter(labels, values, c=values, filename=”file.png”, dpi=300, title=”Save output to file”)”

]

}, {

“cell_type”: “code”, “execution_count”: 30, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“Text(0.5, 0.98, ‘Colorbar with multiple equally spaced axes’)”

]

}, “execution_count”: 30, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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